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{ | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# Riskfolio-Lib Tutorial: \n", | |
"<br>__[Financionerioncios](https://financioneroncios.wordpress.com)__\n", | |
"<br>__[Orenji](https://www.orenj-i.net)__\n", | |
"<br>__[Riskfolio-Lib](https://riskfolio-lib.readthedocs.io/en/latest/)__\n", | |
"<br>__[Dany Cajas](https://www.linkedin.com/in/dany-cajas/)__\n", | |
"<a href='https://ko-fi.com/B0B833SXD' target='_blank'><img height='36' style='border:0px;height:36px;' src='https://cdn.ko-fi.com/cdn/kofi1.png?v=2' border='0' alt='Buy Me a Coffee at ko-fi.com' /></a> \n", | |
"\n", | |
"## Tutorial 46: Classic Mean Risk Optimization with Network and Dendrogram Constraints\n", | |
"\n", | |
"This tutorial is based on the following working papers:\n", | |
"\n", | |
"- __[A Graph Theory Approach to Portfolio Optimization](https://papers.ssrn.com/sol3/papers.cfm?abstract_id=4602019)__\n", | |
"- __[A Graph Theory Approach to Portfolio Optimization Part II](https://papers.ssrn.com/sol3/papers.cfm?abstract_id=4667426)__\n", | |
"\n", | |
"## 1. Downloading the data:" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"[*********************100%%**********************] 25 of 25 completed\n" | |
] | |
} | |
], | |
"source": [ | |
"import numpy as np\n", | |
"import pandas as pd\n", | |
"import yfinance as yf\n", | |
"import warnings\n", | |
"\n", | |
"warnings.filterwarnings(\"ignore\")\n", | |
"pd.options.display.float_format = '{:.4%}'.format\n", | |
"\n", | |
"# Date range\n", | |
"start = '2016-01-01'\n", | |
"end = '2019-12-30'\n", | |
"\n", | |
"# Tickers of assets\n", | |
"assets = ['JCI', '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)\n", | |
"data = data.loc[:,('Adj Close', slice(None))]\n", | |
"data.columns = assets" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"<div>\n", | |
"<style scoped>\n", | |
" .dataframe tbody tr th:only-of-type {\n", | |
" vertical-align: middle;\n", | |
" }\n", | |
"\n", | |
" .dataframe tbody tr th {\n", | |
" vertical-align: top;\n", | |
" }\n", | |
"\n", | |
" .dataframe thead th {\n", | |
" text-align: right;\n", | |
" }\n", | |
"</style>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>APA</th>\n", | |
" <th>BA</th>\n", | |
" <th>BAX</th>\n", | |
" <th>BMY</th>\n", | |
" <th>CMCSA</th>\n", | |
" <th>CNP</th>\n", | |
" <th>CPB</th>\n", | |
" <th>DE</th>\n", | |
" <th>HPQ</th>\n", | |
" <th>JCI</th>\n", | |
" <th>...</th>\n", | |
" <th>NI</th>\n", | |
" <th>PCAR</th>\n", | |
" <th>PSA</th>\n", | |
" <th>SEE</th>\n", | |
" <th>T</th>\n", | |
" <th>TGT</th>\n", | |
" <th>TMO</th>\n", | |
" <th>TXT</th>\n", | |
" <th>VZ</th>\n", | |
" <th>ZION</th>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Date</th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>2016-01-05</th>\n", | |
" <td>-2.0257%</td>\n", | |
" <td>0.4057%</td>\n", | |
" <td>0.4035%</td>\n", | |
" <td>1.9693%</td>\n", | |
" <td>0.0180%</td>\n", | |
" <td>0.9305%</td>\n", | |
" <td>0.3678%</td>\n", | |
" <td>0.5784%</td>\n", | |
" <td>0.9483%</td>\n", | |
" <td>-1.1953%</td>\n", | |
" <td>...</td>\n", | |
" <td>1.5881%</td>\n", | |
" <td>0.0212%</td>\n", | |
" <td>2.8236%</td>\n", | |
" <td>0.9758%</td>\n", | |
" <td>0.6987%</td>\n", | |
" <td>1.7539%</td>\n", | |
" <td>-0.1730%</td>\n", | |
" <td>0.2410%</td>\n", | |
" <td>1.3734%</td>\n", | |
" <td>-1.0857%</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2016-01-06</th>\n", | |
" <td>-11.4863%</td>\n", | |
" <td>-1.5878%</td>\n", | |
" <td>0.2412%</td>\n", | |
" <td>-1.7556%</td>\n", | |
" <td>-0.7727%</td>\n", | |
" <td>-1.2473%</td>\n", | |
" <td>-0.1736%</td>\n", | |
" <td>-1.1239%</td>\n", | |
" <td>-3.5867%</td>\n", | |
" <td>-0.9551%</td>\n", | |
" <td>...</td>\n", | |
" <td>0.5547%</td>\n", | |
" <td>0.0212%</td>\n", | |
" <td>0.1592%</td>\n", | |
" <td>-1.5647%</td>\n", | |
" <td>0.3108%</td>\n", | |
" <td>-1.0155%</td>\n", | |
" <td>-0.7652%</td>\n", | |
" <td>-3.0048%</td>\n", | |
" <td>-0.9035%</td>\n", | |
" <td>-2.9145%</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2016-01-07</th>\n", | |
" <td>-5.1388%</td>\n", | |
" <td>-4.1922%</td>\n", | |
" <td>-1.6573%</td>\n", | |
" <td>-2.7699%</td>\n", | |
" <td>-1.1046%</td>\n", | |
" <td>-1.9769%</td>\n", | |
" <td>-1.2206%</td>\n", | |
" <td>-0.8855%</td>\n", | |
" <td>-4.6058%</td>\n", | |
" <td>-2.5394%</td>\n", | |
" <td>...</td>\n", | |
" <td>-2.2066%</td>\n", | |
" <td>-3.0310%</td>\n", | |
" <td>-1.0410%</td>\n", | |
" <td>-3.1557%</td>\n", | |
" <td>-1.6148%</td>\n", | |
" <td>-0.2700%</td>\n", | |
" <td>-2.2845%</td>\n", | |
" <td>-2.0570%</td>\n", | |
" <td>-0.5492%</td>\n", | |
" <td>-3.0020%</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2016-01-08</th>\n", | |
" <td>0.2736%</td>\n", | |
" <td>-2.2705%</td>\n", | |
" <td>-1.6037%</td>\n", | |
" <td>-2.5425%</td>\n", | |
" <td>0.1098%</td>\n", | |
" <td>-0.2241%</td>\n", | |
" <td>0.5707%</td>\n", | |
" <td>-1.6402%</td>\n", | |
" <td>-1.7642%</td>\n", | |
" <td>-0.1649%</td>\n", | |
" <td>...</td>\n", | |
" <td>-0.1539%</td>\n", | |
" <td>-1.1366%</td>\n", | |
" <td>-0.7308%</td>\n", | |
" <td>-0.1448%</td>\n", | |
" <td>0.0896%</td>\n", | |
" <td>-3.3839%</td>\n", | |
" <td>-0.1116%</td>\n", | |
" <td>-1.1387%</td>\n", | |
" <td>-0.9719%</td>\n", | |
" <td>-1.1254%</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2016-01-11</th>\n", | |
" <td>-4.3383%</td>\n", | |
" <td>0.1692%</td>\n", | |
" <td>-1.6851%</td>\n", | |
" <td>-1.0215%</td>\n", | |
" <td>0.0915%</td>\n", | |
" <td>-1.1791%</td>\n", | |
" <td>0.5674%</td>\n", | |
" <td>0.5288%</td>\n", | |
" <td>0.6616%</td>\n", | |
" <td>0.0331%</td>\n", | |
" <td>...</td>\n", | |
" <td>1.6436%</td>\n", | |
" <td>0.0000%</td>\n", | |
" <td>0.9870%</td>\n", | |
" <td>-0.1451%</td>\n", | |
" <td>1.2224%</td>\n", | |
" <td>1.4570%</td>\n", | |
" <td>0.5367%</td>\n", | |
" <td>-0.4607%</td>\n", | |
" <td>0.5800%</td>\n", | |
" <td>-1.9919%</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"<p>5 rows × 25 columns</p>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" APA BA BAX BMY CMCSA CNP CPB \\\n", | |
"Date \n", | |
"2016-01-05 -2.0257% 0.4057% 0.4035% 1.9693% 0.0180% 0.9305% 0.3678% \n", | |
"2016-01-06 -11.4863% -1.5878% 0.2412% -1.7556% -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% 0.1692% -1.6851% -1.0215% 0.0915% -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% 2.8236% \n", | |
"2016-01-06 -1.1239% -3.5867% -0.9551% ... 0.5547% 0.0212% 0.1592% \n", | |
"2016-01-07 -0.8855% -4.6058% -2.5394% ... -2.2066% -3.0310% -1.0410% \n", | |
"2016-01-08 -1.6402% -1.7642% -0.1649% ... -0.1539% -1.1366% -0.7308% \n", | |
"2016-01-11 0.5288% 0.6616% 0.0331% ... 1.6436% 0.0000% 0.9870% \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% 1.3734% -1.0857% \n", | |
"2016-01-06 -1.5647% 0.3108% -1.0155% -0.7652% -3.0048% -0.9035% -2.9145% \n", | |
"2016-01-07 -3.1557% -1.6148% -0.2700% -2.2845% -2.0570% -0.5492% -3.0020% \n", | |
"2016-01-08 -0.1448% 0.0896% -3.3839% -0.1116% -1.1387% -0.9719% -1.1254% \n", | |
"2016-01-11 -0.1451% 1.2224% 1.4570% 0.5367% -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": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## 2. Estimating Mean Risk Portfolios\n", | |
"\n", | |
"### 2.1 Calculating the portfolio that minimizes risk" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 8, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"<div>\n", | |
"<style scoped>\n", | |
" .dataframe tbody tr th:only-of-type {\n", | |
" vertical-align: middle;\n", | |
" }\n", | |
"\n", | |
" .dataframe tbody tr th {\n", | |
" vertical-align: top;\n", | |
" }\n", | |
"\n", | |
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" text-align: right;\n", | |
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"</style>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>APA</th>\n", | |
" <th>BA</th>\n", | |
" <th>BAX</th>\n", | |
" <th>BMY</th>\n", | |
" <th>CMCSA</th>\n", | |
" <th>CNP</th>\n", | |
" <th>CPB</th>\n", | |
" <th>DE</th>\n", | |
" <th>HPQ</th>\n", | |
" <th>JCI</th>\n", | |
" <th>...</th>\n", | |
" <th>NI</th>\n", | |
" <th>PCAR</th>\n", | |
" <th>PSA</th>\n", | |
" <th>SEE</th>\n", | |
" <th>T</th>\n", | |
" <th>TGT</th>\n", | |
" <th>TMO</th>\n", | |
" <th>TXT</th>\n", | |
" <th>VZ</th>\n", | |
" <th>ZION</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>weights</th>\n", | |
" <td>0.0000%</td>\n", | |
" <td>0.0000%</td>\n", | |
" <td>5.2377%</td>\n", | |
" <td>4.3880%</td>\n", | |
" <td>2.1296%</td>\n", | |
" <td>6.9906%</td>\n", | |
" <td>3.2270%</td>\n", | |
" <td>0.0742%</td>\n", | |
" <td>0.0000%</td>\n", | |
" <td>2.8447%</td>\n", | |
" <td>...</td>\n", | |
" <td>11.4529%</td>\n", | |
" <td>0.0000%</td>\n", | |
" <td>14.9247%</td>\n", | |
" <td>0.1681%</td>\n", | |
" <td>6.5902%</td>\n", | |
" <td>4.0899%</td>\n", | |
" <td>0.0000%</td>\n", | |
" <td>0.0000%</td>\n", | |
" <td>8.2767%</td>\n", | |
" <td>0.0000%</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"<p>1 rows × 25 columns</p>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" APA BA BAX BMY CMCSA CNP CPB DE \\\n", | |
"weights 0.0000% 0.0000% 5.2377% 4.3880% 2.1296% 6.9906% 3.2270% 0.0742% \n", | |
"\n", | |
" HPQ JCI ... NI PCAR PSA SEE T \\\n", | |
"weights 0.0000% 2.8447% ... 11.4529% 0.0000% 14.9247% 0.1681% 6.5902% \n", | |
"\n", | |
" TGT TMO TXT VZ ZION \n", | |
"weights 4.0899% 0.0000% 0.0000% 8.2767% 0.0000% \n", | |
"\n", | |
"[1 rows x 25 columns]" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"import riskfolio as rp\n", | |
"\n", | |
"# Building the portfolio object\n", | |
"port = rp.Portfolio(returns=Y)\n", | |
"\n", | |
"# Calculating optimal portfolio\n", | |
"\n", | |
"# Select method and estimate input parameters:\n", | |
"\n", | |
"method_mu='hist' # Method to estimate expected returns based on historical data.\n", | |
"method_cov='hist' # Method to estimate covariance matrix based on historical data.\n", | |
"\n", | |
"port.assets_stats(method_mu=method_mu, method_cov=method_cov, d=0.94)\n", | |
"\n", | |
"# Estimate optimal portfolio:\n", | |
"\n", | |
"model='Classic' # Could be Classic (historical), BL (Black Litterman) or FM (Factor Model)\n", | |
"rm = 'MV' # Risk measure used, this time will be variance\n", | |
"obj = 'MinRisk' # Objective function, could be MinRisk, MaxRet, Utility or Sharpe\n", | |
"hist = True # Use historical scenarios for risk measures that depend on scenarios\n", | |
"rf = 0 # Risk free rate\n", | |
"l = 0 # Risk aversion factor, only useful when obj is 'Utility'\n", | |
"\n", | |
"w = port.optimization(model=model, rm=rm, obj=obj, rf=rf, l=l, hist=hist)\n", | |
"\n", | |
"display(w.T)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"### 2.2 Plotting Network and Cluster Network Allocation" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 9, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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", | |
"text/plain": [ | |
"<Figure size 1000x1600 with 2 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"import matplotlib.pyplot as plt\n", | |
"\n", | |
"# Plotting the composition of the portfolio in MST\n", | |
"fig, ax = plt.subplots(2,1, figsize=(10,16))\n", | |
"ax = np.ravel(ax)\n", | |
"\n", | |
"ax[0] = rp.plot_network_allocation(returns=Y,\n", | |
" w=w,\n", | |
" codependence=\"pearson\",\n", | |
" linkage=\"ward\",\n", | |
" alpha_tail=0.05,\n", | |
" node_labels=True,\n", | |
" leaf_order=True,\n", | |
" kind='kamada',\n", | |
" seed=123,\n", | |
" ax=ax[0])\n", | |
"\n", | |
"# Plotting the composition of the portfolio in the Dendrogram Cluster Network\n", | |
"ax[1] = rp.plot_clusters_network_allocation(returns=Y,\n", | |
" w=w,\n", | |
" codependence=\"pearson\",\n", | |
" linkage=\"ward\",\n", | |
" k=None,\n", | |
" max_k=10,\n", | |
" ax=ax[1])\n" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 11, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Percentage Invested in Connected Assets 0.11826192447347124\n", | |
"Percentage Invested in Related Assets 0.21552543827171938\n" | |
] | |
} | |
], | |
"source": [ | |
"ca = rp.connected_assets(Y,\n", | |
" w,\n", | |
" codependence=\"pearson\",\n", | |
" graph=\"MST\",\n", | |
" walk_size=1)\n", | |
"\n", | |
"ra = rp.related_assets(Y,\n", | |
" w,codependence=\"pearson\",\n", | |
" linkage=\"ward\",\n", | |
" k=None,\n", | |
" max_k=10)\n", | |
"\n", | |
"print(\"Percentage Invested in Connected Assets\", np.round(ca,6)))\n", | |
"print(\"Percentage Invested in Related Assets\", np.round(ra,6)))" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"The indicators above tell us that the minimum variance portfolio invest an 11.8% in assets that are neighbors and a 21.5% in assets that are in the same cluster." | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## 3. Estimating Mean Risk Portfolios with Constraints in Centrality Measure Vector and Connection Matrix \n", | |
"\n", | |
"### 3.1 Calculating the Centrality Measure Vector and Connection Matrix" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 13, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Centrality Measure Vector\n", | |
"[[1. 1. 1. 1. 2. 2. 1. 1. 1. 1. 8. 1. 2. 2. 2. 2. 4. 1. 1. 2. 1. 3. 3. 3.\n", | |
" 1.]]\n", | |
"Connection Matrix\n" | |
] | |
}, | |
{ | |
"data": { | |
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] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"CV = rp.centrality_vector(Y,\n", | |
" measure='Degree',\n", | |
" codependence=\"pearson\",\n", | |
" graph=\"MST\")\n", | |
"\n", | |
"B_1 = rp.connection_matrix(Y,\n", | |
" codependence=\"pearson\",\n", | |
" graph=\"MST\",\n", | |
" walk_size=1)\n", | |
"\n", | |
"print(\"Centrality Measure Vector\")\n", | |
"print(CV)\n", | |
"print(\"Connection Matrix\")\n", | |
"print(B_1)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"### 3.2 Calculating the Portfolio that Invest in the Periphery of the MST" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 15, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"<div>\n", | |
"<style scoped>\n", | |
" .dataframe tbody tr th:only-of-type {\n", | |
" vertical-align: middle;\n", | |
" }\n", | |
"\n", | |
" .dataframe tbody tr th {\n", | |
" vertical-align: top;\n", | |
" }\n", | |
"\n", | |
" .dataframe thead th {\n", | |
" text-align: right;\n", | |
" }\n", | |
"</style>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>APA</th>\n", | |
" <th>BA</th>\n", | |
" <th>BAX</th>\n", | |
" <th>BMY</th>\n", | |
" <th>CMCSA</th>\n", | |
" <th>CNP</th>\n", | |
" <th>CPB</th>\n", | |
" <th>DE</th>\n", | |
" <th>HPQ</th>\n", | |
" <th>JCI</th>\n", | |
" <th>...</th>\n", | |
" <th>NI</th>\n", | |
" <th>PCAR</th>\n", | |
" <th>PSA</th>\n", | |
" <th>SEE</th>\n", | |
" <th>T</th>\n", | |
" <th>TGT</th>\n", | |
" <th>TMO</th>\n", | |
" <th>TXT</th>\n", | |
" <th>VZ</th>\n", | |
" <th>ZION</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>weights</th>\n", | |
" <td>0.5129%</td>\n", | |
" <td>2.1408%</td>\n", | |
" <td>13.9937%</td>\n", | |
" <td>8.9260%</td>\n", | |
" <td>0.0000%</td>\n", | |
" <td>0.0000%</td>\n", | |
" <td>12.2815%</td>\n", | |
" <td>4.1941%</td>\n", | |
" <td>0.4590%</td>\n", | |
" <td>7.3677%</td>\n", | |
" <td>...</td>\n", | |
" <td>0.0000%</td>\n", | |
" <td>0.0000%</td>\n", | |
" <td>28.6244%</td>\n", | |
" <td>4.3912%</td>\n", | |
" <td>0.0000%</td>\n", | |
" <td>7.0462%</td>\n", | |
" <td>0.0000%</td>\n", | |
" <td>0.0000%</td>\n", | |
" <td>0.0000%</td>\n", | |
" <td>5.4455%</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"<p>1 rows × 25 columns</p>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" APA BA BAX BMY CMCSA CNP CPB DE \\\n", | |
"weights 0.5129% 2.1408% 13.9937% 8.9260% 0.0000% 0.0000% 12.2815% 4.1941% \n", | |
"\n", | |
" HPQ JCI ... NI PCAR PSA SEE T TGT \\\n", | |
"weights 0.4590% 7.3677% ... 0.0000% 0.0000% 28.6244% 4.3912% 0.0000% 7.0462% \n", | |
"\n", | |
" TMO TXT VZ ZION \n", | |
"weights 0.0000% 0.0000% 0.0000% 5.4455% \n", | |
"\n", | |
"[1 rows x 25 columns]" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"port.acentrality = CV\n", | |
"port.bcentrality = np.ones((1,1))\n", | |
"\n", | |
"# Estimate the portfolio that minimizes the risk\n", | |
"w = port.optimization(model=model, rm=rm, obj=obj, rf=rf, l=l, hist=hist)\n", | |
"\n", | |
"display(w.T)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"### 3.2 Plotting portfolio composition in the network" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 16, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
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/O23/+uuvi1KpVLx27dp963r22WfFqKgox/tyy5YtIgDx2LFjTuv5+fmJf/zjHyvcz7Fjx0QA4rJlyypcJy0tTZRKpeL777/vtPzUqVOiTCZzWj506NAqP8fDhg0Tu3Xr5vj3119/LcpksjLPr/2zfKe7P7MvvviiCEDcs2ePY1lhYaEYGxsrNmzYULRaraIoiuJ3330nAhD//e9/l6nnzs/63Z8Bk8kktmzZUuzbt6/T8rvfJ3b2z9uVK1dEURTFrKwsUaFQiAMGDHDUIoqi+MUXX4gAxO+++86xrLKfq/KYzWZREATxpZdeKvOY/Xm8cOGCqNPpxCtXrohfffWVqFQqxdDQUNFgMIh79uwRAYiLFi1y2nbTpk1lllf1e2Lu3LlO665atcrxfV+R1atXiwDE9957z2n5uHHjREEQxEuXLjmWARAVCoXTshMnTogAxP/+978VHsPuwoULYnR0tKhQKMTu3buLBoPhvtvczf498fHHH4tms1l89NFHRW9vb3Hz5s1O65X33C1ZskQEIO7evduxzP6azZgxw7HM/jtHEATxww8/dCzPy8sTvb29nd6PFovF6TvXvl5oaKjT70b78/zRRx85bdujR48yv7MqW3t5yvsdWNn9/eUvfxGVSqWYn5/vWJaVlSXKZDKn3/2JiYliSEiImJOT41h24sQJUSKRiJMmTXIsu/t3jV153zcVfc7tZsyYIXp7e1f4OBE9OHYvJ3Ixe3fTdevWobCwEOvWrXugFrBZs2Y5/btHjx7Iycmp1Gi906ZNc7pq36lTJ4iiiGnTpjmWSaVStG/fHqmpqVWu7X51Vmaf8+fPxxdffIHY2FisWrUKL7/8Mpo1a4Z+/frhxo0bZdafMWOGU4va7NmzIZPJsGHDBscyb29vx/8XFhYiOzsbPXr0QHFxMc6fP++0P7Va7XTfs0KhQMeOHcut/emnn3a6/7lHjx4AUKnzfPTRRxEQEFDhtjdv3sSpU6cwadIkp1bWXr16oVWrVvfdf2WNHTsWWq3W8e/c3Fxs374dEyZMcDxX2dnZyMnJwcCBA3Hx4kXH67Bs2TL06NEDAQEBjvWys7PRv39/WK1W7N69+57HtlgsWLp0KR599FHH+7Jv377lTg3l7++PgwcP4ubNm+Xuy96SvXnz5jK3W9itXLkSNpsNEyZMcKo3LCwMjRo1KreLamXl5ORg8+bNeOyxxxzLxo4d67gNoao2bNiAjh07Og2+qFarMWPGDKSlpTluA1ixYgWCg4Px3HPPldnHnZ/1Oz8DeXl5KCgoQI8ePZy651fF1q1bYTKZ8OKLLzoN2jh9+nRoNJoy3eCr8rm6U25uLkRRdPqs3K1JkybQarWIjY3FzJkzkZCQgPXr18PHxwfLli2Dn58fHnnkEafXPCkpCWq12uk1r8r3hFKpxNNPP+20zN6SvG7dOpjN5nJr3bBhA6RSKZ5//nmn5S+99BJEUSwz4n3//v2dWiFbt24NjUZz3+etoKAAgwYNQqdOnbB//36cOHECo0ePhslkcqzzwQcfQCaTVeoeb5PJ5OgZsWHDBgwYMMDp8Tufu9LSUmRnZzsGvSzvPfbMM884/t/+O+fu30X+/v5o0qSJ07lKpVLHd67NZkNubi4sFgvat2/vdJwNGzZAJpM59aySSqXlfk6qWvv9VHZ/kyZNgtFodLrNY+nSpbBYLI7PSkZGBo4fP44pU6YgMDDQsV7r1q3xyCOPOP2eq04BAQEoKSmp8LuUiB4cQzeRi2m1WvTv3x+LFy/GypUrYbVaMW7cuCrvJzo62unf9j9G774/sTLb2oNKVFRUmeWV2V9FvLy8nIKcvc7K7FMikeCPf/wjfvvtN2RnZ2PNmjUYPHgwtm/f7jRdkF2jRo2c/q1WqxEeHu507+mZM2cwevRo+Pn5QaPRQKvVOv6ouft+3wYNGpTpTlhR7dX5Wty97dWrVwEACQkJZbYtb9mDio2Ndfr3pUuXIIoi3njjDWi1Wqeft956CwCQlZUF4PY91Js2bSqzXv/+/Z3Wq8iWLVug0+nQsWNHXLp0CZcuXcKVK1fQp08fLFmyxOm+8I8++ginT59GVFQUOnbsiLffftvpj/HY2Fj8+c9/xrfffovg4GAMHDgQ//vf/5xe34sXL0IURTRq1KhMzefOnbtvvfeydOlSmM1mtG3b1nEuubm56NSp0wPNLX316lU0adKkzPJmzZo5Hgdud6Vu0qTJfWc6WLduHTp37gwvLy8EBgZCq9UiOTm5zPu/KvUBKFOjQqFAXFyc43G7qnyuyiPedV/ynVasWIFff/0VO3fuxKVLl3D69GkkJSUBuP2aFxQUICQkpMxrXlRU5PSaV+V7IjIyssyAg7169cLYsWPxzjvvIDg4GCNHjsT8+fOdQu3Vq1cREREBX19fp23vfl3t7v6eACr3vCUnJ+PatWv47LPPkJSUhFWrVmHnzp147LHHHPeonz59GomJiZW6x/uDDz7A6tWrsXz5cvTu3bvM47m5uXjhhRcQGhoKb29vx0UQoOxzV955+fn5wcvLyzEg3p3L7z7XhQsXonXr1vDy8kJQUBC0Wi3Wr1/vdJyrV68iPDy8zG0h5X2mqlr7/VR2f02bNkWHDh2cvh8WLVqEzp07O77jK/qcAbffM9nZ2TAYDFWu8X7snzeOXk5U/XhPN5EbPP7445g+fToyMzMxePDgB7rHrqIRhO/1R+n9ti1v+Z37q+gXb0UDo1XXKMdBQUEYMWIERowYgd69e2PXrl24evWq497vysjPz0evXr2g0Wjwj3/8A/Hx8fDy8sLRo0fx2muvlRnwqyrPrytei8psW53ubJUB4Hg+Xn75ZQwcOLDcbex/ENpsNjzyyCN49dVXy12vcePG9zy2/Y/Nikal3rVrF/r06eNYp0ePHli1ahW2bNmCjz/+GP/617+wcuVKxz3Bc+bMwZQpU7BmzRps2bIFzz//PD744AOkpKSgQYMGsNlsjvmzy3v+H2YKNfu5lDcIIHC7B8PdI8q7y549ezBixAj07NkTX375JcLDwyGXyzF//vxyB61zhQd9vwcGBkIQhHuGzJ49e5YJa3Y2m63cnhN29ouDVf2euPtzA9z+nly+fDlSUlLwyy+/YPPmzZg6dSrmzJmDlJSUB3p/Pejztn//fsTExCA8PBwA0K9fP/zwww947LHHMHXqVHz00UdYvXo13nvvvUrVMXDgQGzatAkfffQRevfuXWZ2jQkTJmD//v145ZVXkJiYCLVaDZvNhkGDBpU7qGJ551WZc/3xxx8xZcoUjBo1Cq+88gpCQkIglUrxwQcfOA0cWBVVrb069zdp0iS88MILuH79OoxGI1JSUvDFF1880HlU9ff0veTl5cHHx6fc9zkRPRyGbiI3GD16NGbOnImUlBQsXbrU0+VUmr0V9u6RX+9ulXGl9u3bY9euXcjIyHAK3RcvXnQEMwAoKipCRkYGhgwZAuD2SOM5OTlYuXKlYzAe4P9GNq6p7Od492joFS2rLvZgKJfLHS3WFYmPj0dRUdF91yuPwWDAmjVr8Oijj5bb4+P555/HokWLnF7b8PBw/OEPf8Af/vAHZGVloV27dnj//fedBuJq1aoVWrVqhb///e/Yv38/unXrhrlz5+K9995DfHw8RFFEbGzsfS8IVKWF58qVK9i/fz+effZZ9OrVy+kxm82Gp556CosXL8bf//73Su8zJiYGFy5cKLPc3s3Z/v6Ij4/HwYMHYTabK5yebsWKFfDy8sLmzZudWjXnz59fZt3Knrf9+BcuXHC6mGAymXDlypUHek+URyaTIT4+/oE/r/Hx8di6dSu6det2zwBRnd8TnTt3RufOnfH+++9j8eLFeOKJJ/DTTz/hmWeeQUxMDLZu3YrCwkKn1u67X9eHJQgCMjIyYLFYHL0gJkyYgKysLDz33HPYvXs3AgICHANpVeacZs2ahWHDhmH8+PFYtWqVY795eXnYtm0b3nnnHbz55puObS5evFgt53Kn5cuXIy4uDitXrnR6r9p74djFxMRg27ZtKCoqcrrYcfdnqrprr+r+Jk6ciD//+c9YsmQJSkpKIJfL8eijjzqdR3l1A7ffM8HBwY4pCQMCAsodnb2839P3+5xfuXLF0fuCiKoXu5cTuYFarUZycjLefvttDB8+3NPlVFpMTAykUmmZe3S//PLLaj1OZmam417VO5lMJmzbtg0SiaRM1+qvv/7a6f7J5ORkWCwWRxCzt57c2VpiMpmqvfbqFhERgZYtW+L7779HUVGRY/muXbtw6tQplx03JCQEvXv3xldffYWMjIwyj985V/qECRNw4MABbN68ucx6+fn5sFgsFR5n1apVMBgM+OMf/4hx48aV+Rk2bBhWrFgBo9EIq9VapptnSEgIIiIiHF139Xp9meO1atUKEonEsc6YMWMglUrxzjvvlGkpFEXRaUoflUpV6a6l9lbUV199tcx5TJgwAb169apyF/MhQ4bg0KFDTtMGGQwGfP3112jYsCGaN28O4PZ949nZ2eW2jtnPUSqVQhAEpxavtLQ0rF69usw2KpWq3D/c79a/f38oFAp8/vnnTs/lvHnzUFBQ4BjVujp06dIFR44ceaBtJ0yYAKvVinfffbfMYxaLxXGu1fE9kZeXV+Z9ZR9N2/4eHDJkCKxWa5nX6z//+Q8EQbjvSO6V1b9/f5SUlOCDDz5wWv7ss89i4MCBSEtLwyOPPFKlOeT79++Pn376CZs2bcJTTz3laLUt77kDUKnZC6qqvGMdPHjQ6XMC3H6eLRYLkpOTHcusViv++9//3nd/wIPXXtX9BQcHY/Dgwfjxxx+xaNEiDBo0yKnXRnh4OBITE7Fw4UKnz+Xp06exZcsWx8Vl4PYFpoKCApw8edKxLCMjo9xpye73OT969Ci6du16r1MlogfElm4iNylvypKazs/PD+PHj8d///tfCIKA+Ph4rFu37qHugS3P9evX0bFjR/Tt2xf9+vVDWFgYsrKysGTJEpw4cQIvvvhimW6kJpMJ/fr1w4QJE3DhwgV8+eWX6N69O0aMGAEA6Nq1KwICAjB58mQ8//zzEAQBP/zwg9u7cT+If/7znxg5ciS6deuGp59+Gnl5efjiiy/QsmVLpyBe3f73v/+he/fuaNWqFaZPn464uDjcunULBw4cwPXr13HixAkAwCuvvIK1a9di2LBhmDJlCpKSkmAwGHDq1CksX74caWlpFXb7XbRoEYKCgir8w27EiBH45ptvsH79evTt2xcNGjTAuHHj0KZNG6jVamzduhWHDx92zOO7fft2PPvssxg/fjwaN24Mi8WCH374AVKpFGPHjgVw+4/S9957D3/5y1+QlpaGUaNGwdfXF1euXMGqVaswY8YMvPzyywBuz1W7dOlS/PnPf0aHDh2gVqsrvFC2aNEiJCYmlhkb4c5zee6553D06NFKT331+uuvO6YYfP755xEYGIiFCxfiypUrWLFihWPwskmTJuH777/Hn//8Zxw6dAg9evSAwWDA1q1b8Yc//AEjR47E0KFD8e9//xuDBg3C448/jqysLPzvf/9DQkKC0x/o9vPeunUr/v3vfyMiIgKxsbHo1KlTmfq0Wi3+8pe/4J133sGgQYMwYsQIx+evQ4cOToOmPayRI0fihx9+wO+//37fHgp369WrF2bOnIkPPvgAx48fx4ABAyCXy3Hx4kUsW7YMn332GcaNG1ct3xMLFy7El19+idGjRyM+Ph6FhYX45ptvoNFoHOFo+PDh6NOnD/72t78hLS0Nbdq0wZYtW7BmzRq8+OKLlZ6L/H6mT5+OH3/8EW+++SaOHDmCAQMGwGKxYPXq1dizZw+6deuGBQsWoEePHmXmEb+XUaNGYf78+Zg0aRI0Gg2++uoraDQa9OzZEx999BHMZjMiIyOxZcsWl/QmGjZsGFauXInRo0dj6NChuHLlCubOnYvmzZs7fScOHz4c3bp1w+uvv460tDQ0b94cK1euLHMhrbprf5D9TZo0ydHbp7yLQx9//DEGDx6MLl26YNq0aY4pw/z8/PD222871ps4cSJee+01jB49Gs8//zyKi4uRnJyMxo0blxkQ7l6f899++w25ubkYOXLkAz0HRHQf7hginai+uXPKsHupypRhOp2u3GPYp/Kx76+8KcPurqOifU6ePFlUqVROy3Q6nTh27FjRx8dHDAgIEGfOnCmePn263CnD7t72zmPdi16vFz/77DNx4MCBYoMGDUS5XC76+vqKXbp0Eb/55hunKZDs57Rr1y5xxowZYkBAgKhWq8UnnnjCaWoVURTFffv2iZ07dxa9vb3FiIgI8dVXXxU3b95cZhq0Xr16iS1atChT191TsdinDLt7eqqKplArb8qwjz/+uMxx7n7NRVEUf/rpJ7Fp06aiUqkUW7ZsKa5du1YcO3as2LRp03s8k2VVNGVYeXWIoihevnxZnDRpkhgWFibK5XIxMjJSHDZsmLh8+XKn9QoLC8W//OUvYkJCgqhQKMTg4GCxa9eu4ieffOI0ldudbt26JcpkMvGpp56qsN7i4mLRx8dHHD16tGg0GsVXXnlFbNOmjejr6yuqVCqxTZs24pdffulYPzU1VZw6daoYHx8venl5iYGBgWKfPn3ErVu3ltn3ihUrxO7du4sqlUpUqVRi06ZNxT/+8Y/ihQsXHOsUFRWJjz/+uOjv73/PKdp+++03EYD4xhtvVHguaWlpIgDxT3/6kyiKlZsyTBRvvwbjxo0T/f39RS8vL7Fjx47iunXryn2u/va3v4mxsbGiXC4Xw8LCxHHjxomXL192rDNv3jyxUaNGolKpFJs2bSrOnz+/3DrOnz8v9uzZU/T29hYBOGoq73tGFG9PEda0aVNRLpeLoaGh4uzZs8W8vDyndSr7uaqI0WgUg4ODxXfffddpeUXfX+X5+uuvxaSkJNHb21v09fUVW7VqJb766qvizZs3Hes87PfE0aNHxccee0yMjo4WlUqlGBISIg4bNkw8cuSI03qFhYXin/70JzEiIkKUy+Vio0aNxI8//tjp+00Ub38flDdNXnnvlfIYDAbxb3/7mxgfHy/K5XIxKChIHDNmjHjo0CHRbDaLPXv2FOVyebmfEbuKvie+/PJLEYD48ssvi6IoitevXxdHjx4t+vv7i35+fuL48ePFmzdvVvr3WEW/N+5+rm02m/jPf/5TjImJEZVKpdi2bVtx3bp15b6XcnJyxKeeekrUaDSin5+f+NRTTzmmFrzzO7qytd/r+XmY/RmNRjEgIED08/MTS0pKyj3O1q1bxW7duone3t6iRqMRhw8fLp49e7bMelu2bBFbtmwpKhQKsUmTJuKPP/5Ypc+5KIria6+9JkZHR5d5PxJR9RBEsRY0+xAR/X8LFizA008/jcOHD6N9+/aeLsetEhMTodVq8euvv3q6FCK3ePfddzF//nxcvHix2gZqJKoJLBYLIiIiMHz4cMybN8+jtRiNRjRs2BCvv/46XnjhBY/WQlRX8Z5uIqIaxmw2l7lPeefOnThx4kS50/YQ1VV/+tOfUFRUhJ9++snTpRBVq9WrV0On02HSpEmeLgXz58+HXC7HrFmzPF0KUZ3Flm4iqlXqQ0t3Wloa+vfvjyeffBIRERE4f/485s6dCz8/P5w+fRpBQUGeLpGIiB7AwYMHcfLkSbz77rsIDg4uc981EdVNHEiNiKiGCQgIQFJSEr799lvodDqoVCoMHToUH374IQM3EVEtlpycjB9//BGJiYlYsGCBp8shIjdhSzcRERERERGRi/CebiIiIiIiIiIXYegmIiIiIiIichGGbiIiIiIiIiIXYegmIiIiIiIichGGbiIiIiIiIiIXYegmIiIiIiIichGGbiIiIiIiIiIXYegmIiIiIiIichGGbiIiIiIiIiIXYegmIiIiIiIichGGbiIiIiIiIiIXYegmIiIiIiIichGGbiIiIiIiIiIXYegmIiIiIiIichGGbiIiIiIiIiIXYegmIiIiIiIichGGbiIiIiIiIiIXYegmIiIiIiIichGGbiIiIiIiIiIXYegmIiIiIiIichGGbiIiIiIiIiIXYegmIiIiIiIichGGbiIiIiIiIiIXkXm6ACIiIqKaTqfTQa/Xe7oMJxqNBlqt1tNlEBHRfTB0ExEREd2DTqfD7NmzYTQaPV2KE6VSieTkZAZvIqIajqGbiIiI6B70ej2MRiNeeuklREVFebocAEB6ejrmzJkDvV7P0E1EVMMxdBMRERFVQlRUFOLj4z1dBhER1TIcSI2IiIiIiIjIRRi6iYiIiIiIiFyEoZuIiIiIiIjIRRi6iYiIiIiIiFyEoZuIiIjoIUyZMgWjRo0qs7x379548cUXyyxfsGAB/P39AQDPPfccmjVrVu5+r127BqlUirVr11ZjtURE5G4M3UREREQeMm3aNJw/fx779+8v89iCBQsQEhKCIUOGeKAyIiKqLgzdRERERB6SmJiIdu3a4bvvvnNaLooiFixYgMmTJ0Mm4wyvRES1GUM3ERERkQdNmzYNP//8MwwGg2PZzp07ceXKFUydOtWDlRERUXVg6CYiIiLyoMcffxxmsxnLli1zLJs/fz66d++Oxo0be7AyIiKqDgzdRERERB7k7++PMWPGOLqY6/V6rFixAtOmTfNwZUREVB14kxARERGRC2g0GhQUFJRZnp+fDz8/P6dl06ZNQ79+/XDp0iXs2LEDUqkU48ePd1epRETkQgzdRERERC7QpEkTbNmypczyo0ePluk23qdPH8TGxmL+/PnYsWMHJk6cCJVK5a5SiYjIhRi6iYiIiB5SQUEBjh8/7rRs2LBh+OKLL/D888/jmWeegVKpxPr167FkyRL88ssvTusKgoCpU6fi3//+N/Ly8vCf//zHjdUTEZErMXQTERERPaSdO3eibdu2TsumTZuG3bt3429/+xv69+8Pk8mEpk2bYtmyZRg0aFCZfUyZMgVvvfUWWrRogU6dOrmrdCIicjGGbiIiIqKHsGDBAixYsKDCx8vrYl6eBg0awGq1VlNVRERUU3D0ciIiIiIiIiIXYUs3ERGRh+h0Ouj1ercfV6PRQKvVuv24RERE9RFDNxERkQfodDrMnj0bRqPR7cdWKpVITk5m8CYiInIDhm4iIiIP0Ov1MBqNeOmllxAVFeW246anp2POnDnQ6/UM3URERG7A0E1ERORBUVFRiI+P93QZRERE5CIcSI2IiIiIiIjIRRi6iYiIiIiIiFyE3cuJiIiIKiE9Pd3TJTjUpFqIiOjeGLqJiIhqoClTpmDhwoUAAJlMhsDAQLRu3RqPPfYYpkyZAonkdme1hg0b4urVq2W2/+CDD/D666+7tea6SqPRQKlUYs6cOZ4uxYlSqYRGo/F0GUREdB8M3URERDXUoEGDMH/+fFitVty6dQubNm3CCy+8gOXLl2Pt2rWQyW7/Gv/HP/6B6dOnO23r6+vriZLrJK1Wi+TkZI/MqX4vnG+diKh2YOgmIiK30el0bg8utTmYKJVKhIWFAQAiIyPRrl07dO7cGf369cOCBQvwzDPPALgdsO3rkWtotdpa+z4iIiLPYugmIiK30Ol0mD17NoxGo1uPq1QqkZycXGcCU9++fdGmTRusXLnSEbqJiIio5mLoJiIit9Dr9TAajXjppZcQFRXllmOmp6djzpw50Ov1dSZ0A0DTpk1x8uRJx79fe+01/P3vf3daZ+PGjejRo4e7SyMiIqK7MHQTEZFbRUVFIT4+3tNl1GqiKEIQBMe/X3nlFUyZMsVpncjISDdXRUREROVh6CYiIqplzp07h9jYWMe/g4ODkZCQ4MGKiIiIqCISTxdARERElbd9+3acOnUKY8eO9XQpREREVAls6SYiIqqhjEYjMjMznaYM++CDDzBs2DBMmjTJsV5hYSEyMzOdtvXx8eEczkRERDUAW7qJiKhGmDJlCkaNGuX4d2ZmJp577jnExcVBqVQiKioKw4cPx7Zt2xzrNGzYEJ9++qn7i3WTTZs2ITw8HA0bNsSgQYOwY8cOfP7551izZg2kUqljvTfffBPh4eFOP6+++qoHKyciIiI7tnQTEVGNk5aWhm7dusHf3x8ff/wxWrVqBbPZjM2bN+OPf/wjzp8/7+kSXW7BggVYsGDBfddLS0tzeS308ERRREGJGcUmK7zlUvj7yJ0GwyMiorqLoZuIiGqcP/zhDxAEAYcOHYJKpXIsb9GiBaZOnerByoiqpthkwfbzWVhz7CZ+zyqEzXZ75Pk4rQqj20aib9MQ+HrJPV0mERG5EEM3ERHVKLm5udi0aRPef/99p8Bt5+/v7/6iiB7AxVuF+OuqU0jLKYYAQKWQQSYTYBOBszf1OHNTj/n70vDeqJZoGenn6XKJiMhFeE83ERHVKJcuXYIoimjatKmnSyF6YGnZBvz55+O4km1AkEqBUI0X1F4y+ChkUCtlCNV4IVilwI28Yry07ATOZ+o9XTIREbkIQzcREdUooih6ugSihyKKIj7cdB4ZBaUI9fWCXFr+n1syqQQhGi/kFBnxz/XnYLPxvU9EVBcxdBMRUY3SqFEjCIJQLwZLo7rpXEYhTl0vgJ+3HBLJvQdLkwgCAnwUuJhVhKPX8txUIRERuRNDNxER1SiBgYEYOHAg/ve//8FgMJR5PD8/3/1FEVXBxtMZMFls8JZL778yAKVMArPVhnUnM1xcGREReQJDNxER1Tj/+9//YLVa0bFjR6xYsQIXL17EuXPn8Pnnn6NLly6eLo/onlJ1BkgkqPSUYIIgQC6VIDW7yMWVERGRJ3D0ciIiqhFsNhtkstu/luLi4nD06FG8//77eOmll5CRkQGtVoukpCQkJyd7uNLqlZ6eXqePVx+ZrFYIKBu4TWYTCvILEBgYCKnUuRVcAGCy2NxUIRERuRNDNxER1QhZWVlISEhw/Ds8PBxffPEFvvjiiwq3SUtLc0NlrqHRaKBUKjFnzhy3H1upVEKj0bj9uPVFsFoJi61sgLaYLTBbzJBIynY0tNhEBKmU7iiPiIjcjKGbiIg8Ki8vD/v27cPOnTsxa9YsT5fjNlqtFsnJydDr3T9VlEajgVardftx64uejbTYdi4LFqsNsjtGLjebzZBJZWW6nVttIkQAfZqGuLlSIiJyB4ZuIiLyqKlTp+Lw4cN46aWXMHLkSE+X41ZarZbhtw7q3SQEWt9LyCkyQev7f63XFovFcQvFnQpKzPD3luORZqHuLJOIiNyEoZuIiDxq1apVni6BqFp5K6SY0rUh5mz5HQUlZvh5ywHcDt3ePt5O6xaWmmG22vBk5zj4+cg9US4REbkYQzcRERFRNRuX1AA5BhO+35+GTH0pfJVSWCxWyGVyiKKIUosN+hIzJIKAiR2i8FTnGE+XTERELsLQTURERFTNBEHAzJ5xiNeqseTQNZy5nocSyJFvFCGYjZBLBDQN98WE9lEY2iq80tOLERFR7cPQTUREROQCgiDgkeah6N8sBD9vPYjVuy+hV49HoFLK0TxCg7ZRAZBIGLaJiOo6hm4iIiIiFxIEARpLHrqF2jCrdyNPl0NERG7G0E1ERG6Vnp5eJ49FdC86nQ4hIZwSjIioPmLoJiIit9BoNFAqlZgzZ45bj6tUKqHRaNx6TKK76XQ6tGvXztNlEBGRBzB0ExGRW2i1WiQnJ0Ov17v1uBqNhnNhk0eVlJSgqKiI70MionqKoZuIiNxGq9UyeDwEfakZO85n4VpOMSw2EYEqBXo11qJhsMrTpdE9ZGVlAQC7lxMR1VMM3URERDVcicmKb/akYv3Jm8gtNkMAIIoAIOLbvano2DAQs3vHIyHE18OVUnl0Oh0kEgmCgoI8XYpL6HQ6t/dgAdiLhYhqD4ZuIiKiGqzIaMGry0/g0JVceMmkCFYrIJNIAACiKMJgtGLnBR3OZujx0dg2aNXAz8MV092ysrIQGBgIqVTq6VKqnU6nw+zZs2E0Gt1+bKVSieTkZAZvIqrxGLqJiIhqsI82ncehK7kIVCmglDmHNkEQoPaSwUcpRZbeiL+tPoXvpnRAsFrpoWqpPHV55HK9Xg+j0YiXXnoJUVFRbjtueno65syZA71ez9BNRDUeQzcREVENdSXbgB0XsqBWysoE7jtJBAFaXyUy8kux8VQGnurS0H1F0n3pdDq0b9/e02W4VFRUFOLj4z1dBhFRjSTxdAFERERUvg2nMlBqskGtvP81cqlEgFQiYM3xmzBbbW6ojiqjuLgYBoOBrbFERPUYQzcREVENdexaHiSS293IK0OtlCFTX4qM/FIXV0aVxZHLiYiI3cuJiKhGyjWY8OvZTPx+qwj6EjO85FIEq5Xo2zQELSM1lQ6itVmxyQppOedZXFwMm80GtVrttFwiADZRRKnF6q4S6T7sI5cHBgZ6uhQiIvIQtnQTEVGNkqorwocbz2H83P34ZMvvWHP8Bnb+rsPG0xn4ISUNs378DdO/P4INpzJgs4meLtelNF5yWMo5x5KSEphMpjLLLTYRUkGAqhLd0ck9srKyEBQUVCdHLq+MKVOmQBAEx09QUBAGDRqEkydPlll35syZkEqlWLZsmQcqJSJyHYZuIiKqMfZfzsbsH49i+W/XYbLYoFUrEe7njTCNl+O/XnIJTlwvwD9+OYsPNp6DyVJ371/u1igYoogyFxcsFgtksrLBushoQXyIGuEaL3eVSPdRl0cur6xBgwYhIyMDGRkZ2LZtG2QyGYYNG+a0TnFxMX766Se8+uqr+O677zxUKRGRazB0ExFRjfDb1Vz8fdVp5BWbEKrxgr+PAlKJc9dqQRDgo5AhTOMFb4UUa47fxEebztfZFu9BLcLg6yVDQanZscxms8FqtUIulzutax88bXTbSEgkdb/rfW2h0+nq/SBqSqUSYWFhCAsLQ2JiIl5//XWkp6dDp9M51lm2bBmaN2+O119/Hbt370Z6eroHKyYiql4M3URE5HH6UjPeWnsGRUYLQnyVkFTifm21Uga1UoZfTt7ELydvuqFK99P6KjEuqQFMFhuKjBYAt1u5ATi1dFusNmQXGdE0zBf9m4V6pFYqy2AwoLi4uN6H7jsVFRXhxx9/REJCAoKCghzL582bhyeffBJ+fn4YPHgwFixY4LkiiYiqGUM3ERF53LZzt3BLb0SwWlmlAdJUShkgAst/u15nW7tn9IzDqMQIlJisuKUvhaHUBBG3Q7fZakNOkRG6IiMah/rig7GteT93DcKRy29bt24d1Go11Go1fH19sXbtWixduhQSye0/Qy9evIiUlBQ8+uijAIAnn3wS8+fPhyjWzc80EdU/DN1ERORRNpuIVcduQAKU6U5eGRpvOS5lFeFYel71F1cDyKQSvD64Gf4+rBmaR2hgMFlRKihxq9CIXIMJASoFpnWPwxePt0Okv7eny6U76HQ6SKXSej9yeZ8+fXD8+HEcP34chw4dwsCBAzF48GBcvXoVAPDdd99h4MCBCA4OBgAMGTIEBQUF2L59uyfLJiKqNrwcTkREHnU2Q49LWUXw9Zbff+VyKGUS5BXbsOXMLSTF1M1wI5EIGNY6AkNahuNf3yxGEbzQoWMzBKgU6NgwEN6K+jkydk1nH7nc3qJbX6lUKiQkJDj+/e2338LPzw/ffPMN3nnnHSxcuBCZmZlOt0xYrVZ899136NevnydKJiKqVgzdRETkUbpCI8wWEUqf+wUTEUDZlnBBECARBGQUlLqkvppEIhEgL8xA/6Qk9Gkb6ely6D44cnn5BEGARCJBSUkJNmzYgMLCQhw7dsxpWrXTp0/j6aefRn5+Pvz9/T1XLBFRNajfl16JiMjjjBYrbKJYTpz+P0VFRcjLy8ft4F2WRBBQYrK4orwapbi4GAaDgUGuFhBFkSOX/39GoxGZmZnIzMzEuXPn8Nxzz6GoqAjDhw/HvHnzMHToULRp0wYtW7Z0/EyYMAH+/v5YtGiRp8snInpoDN1ERORRPgoZpBIB9xoHTSqToqSkBMXFJeU+bhPFB+6eXptwYK7aw2AwoKSkhKEbwKZNmxAeHo7w8HB06tQJhw8fxrJly9CsWTOsX78eY8eOLbONRCLB6NGjMW/ePA9UTERUvdi9nIiIPCo2WAUvuRTFJgt8vcoPzt5e3jD6GFFQUACFQuF076coirCJIhqH+rqrZI/R6XSQSCT1fmCu2oAXSG5bsGDBPaf/MpvNFT725ZdfuqAiIiL3Y0s3ERF5VFSgDzrHBcJgtN5zPT8/DaRSKfLy85ymEjIYrfBWSDG4ZZirS/W4rKwsBAcHO937SjWTfeTygIAAT5dCREQextBNREQeN6JNJKQSAaXmioO3IEjgH+APi9mMwqJCALdbuQuNZnSODUJMkMpd5XoM7xGuPewXSOr7yOVERMTQTURENUDnuEC0buCHvGITLFZbhesp5Ar4+vqiqLAIRmMpcgwmqJQyTOwY7cZqPUMURWRlZdX77sq1BUcuJyIiO4ZuIiLyOJlUgvdGt0RCiBq6IiOMlopbvFVqNeQKBW7kFkEiAH9+pDGSYup+F14OzFV7cORyIiK6E0M3ERHVCCG+XvhsYlskRvkjv9iMTH0pDEaL0/3bZqsNOUUmmGU+kMOK/kEFGNEmwoNVuw8H5qo9ioqKUFpaytBNREQAOHo5ERHVIKEaL/zviXbYezEbq4/dwLH0fOj1ZkgEAaIoQiIREO7nheFtIhGv0GPXxtU4cSIOiYmJni7d5bKysjgwVy3BCyRERHQnhm4iIqpRlDIp+jULRb9mobh4qxCXdUUoMlqhkEkQpFIgKSYAXvLbo3cXZKRh48aNiI6OrvPTaNm7K3NgrppPp9NBJpPB39/f06UQEVENwNBNREQ1VqNQXzS6x/zbgwYNwtWrV7Fy5Uo8/fTTdXoqLd4jXHvUx5HL09PT6/TxiIgeBkM3ERHVWkqlEmPGjMF3332H3bt3o0+fPp4uySXsI5c3btzY06VQJdSnkcs1Gg2USiXmzJnj9mMrlUpoNBq3H5eIqKoYuomIagGdTge9Xu/pMpxoNJoa0fLaoEED9O7dGzt37kRcXBxiYmI8XVK1KywshNForBHPN92bfeTyJk2aeLoUt9BqtUhOTvbI91NN+Q4iIrofhm4iohpOp9Nh9uzZMBqNni7FiVKpRHJyco34o7d79+64fPkyVq1ahVmzZsHLy8vTJVUrDsxVe9THCyRarbZenS8RUVUxdBMR1XB6vR5GoxEvvfQSoqKiPF0OgNv3U86ZMwd6vb5G/LEtkUgwevRozJ07F+vXr8eYMWMgCIKny6o2WVlZkMvlHJirFuAFEiIiuhtDNxFRLREVFYX4+HhPl1Fj+fv7Y9iwYVixYgUSEhLQpk0bT5dUbeyDqNWlCwl1lU6n4wUSIiJyUn+G1SQiojqvZcuWaNOmDTZs2IC8vDxPl1NtsrKy2HJaS9hHLucFEiIismPoJiKiOmXw4MFQqVRYuXIlbDabp8t5aPaBuWpCN366v/o0cjkREVUOQzcREdUpSqUSo0ePxo0bN7Br1y5Pl/PQ8vPzYTabGeRqAV4gISKi8jB0ExHVcvbRzaOjo6FUKhEWFoaBAwdi3759AICGDRtCEIQyPx9++CEAIC0trdzHBUFASkqKJ0/tgUVFRaFXr17Ys2cPrl275ulyHopOpwMABrlaQK/Xw2Qy8bUiIiInHEiNiKiWGzt2LEwmExYuXIi4uDjcunUL27ZtQ05OjmOdf/zjH5g+fbrTdr6+vk7/3rp1K1q0aOG0LCgoyHWFu1iPHj1w+fJlrFy5slZPI5aVlQWlUgmNRuPpUug+OHI5ERGVh6GbiKgWy8/Px549e7Bz50706tULABATE4OOHTs6refr64uwsLB77isoKOi+69QmEokEY8aMwdy5c7FhwwaMGTPG0yU9EI5cXnvYRy738/PzdClERFSDsHs5EVEtplaroVarsXr1ahiNRk+XU+P4+/tj6NChOHXqFE6ePOnpch5IVlYWuyvXErxAQkRE5WHoJiKqxWQyGRYsWICFCxfC398f3bp1w1//+tcyAfO1115zBHT7z549e5zW6dq1a5l16oJWrVqhdevWtXIaMZvNhuzsbHZXriU4tRsREZWH3cuJiGq5sWPHYujQodizZw9SUlKwceNGfPTRR/j2228xZcoUAMArr7zi+H+7yMhIp38vXboUzZo1c1PV7jV48GBcu3YNq1atwpQpUyCR1I5rznl5ebBYLAxytYB95PK7x0WgsgqKzfj13C2cvJ4Pm01Eo1BfDGoZhlBN7Rx3gYjofhi6iYjqAC8vLzzyyCN45JFH8MYbb+CZZ57BW2+95QjawcHBSEhIuOc+oqKi7rtObeXl5YUxY8Zg/vz52L17N3r37u3pkirFPjAXu5fXfAUFBTCbzXyt7mPfpWy8t/4ssotMEEURALDpTCYW7k/DH/skYGxSAw9XSERU/WrHpX4iIqqS5s2bw2AweLqMGiUqKgo9e/bE7t27kZ6e7ulyKkWn08Hb27vOdPWvyzhy+f2dvanHm2tOI6fIBK1aiXA/b4T7eSNU44USsxX/3vo7tp275ekyiYiqHUM3EVEtlpOTg759++LHH3/EyZMnceXKFSxbtgwfffQRRo4c6VivsLAQmZmZTj96vb7Mvu5ep7S01N2n5FI9e/ZEgwYNsHLlylox8BwH5qo9dDodFAoFp3a7h6WHr6GgxIwQXyWkkv97T0sEAcFqJUxmKxYeSIPNJnqwSiKi6sfQTURUi6nVanTq1An/+c9/0LNnT7Rs2RJvvPEGpk+fji+++MKx3ptvvonw8HCnn1dffdVpX/379y+zzurVq918Rq4lkUgwevRoFBcXY8OGDZ4u5744MFftwQsk91ZYasbui9nwUcgcz5G9e7mdn7cCl7MMuHCr0BMlEhG5DO/pJiKqxZRKJT744AN88MEHFa6TlpZ2z300bNiwzB+/dVlAQACGDh2KVatWISEhAa1atfJ0SeWyWq3Izs5GUlKSp0uhSsjKykJoaKiny6ix9KUWWKw2KGVSWG1WGIoMKC4uhlarhVQqBQDIZQIKS23Ql5g9XC0RUfViSzcREdU7rVu3RqtWrbB+/Xrk5+d7upxy5ebmwmazsaW7FhBFkVO73YfGSwaJICK/sAhZt7JgKDbAx8fHqWeA2SJCJpXAz0fuwUqJiKofQzcREdVLQ4YMgZeXF1auXAmbzebpcsrgyOW1R35+Pkcuv4esrCz8uuEXqAquwmA0Q6VSITQkFBqNxjF9nyiKKCgxoVGoGo1DfD1cMRFR9WLoJiKiesk+jdj169exZ88eT5dThk6ng0qlgkql8nQpdB8cubx86enpWLJkCZKTk3H16lU83asJIoL9UQwF7rzMZbOJyDGYoJRLMblLQ0gkvC+eiOoW3tNNRET1VnR0NHr06IFdu3YhPj4eDRrUnDmCOYha7aHT6aBUKuHryxZaURSRmpqKPXv24OrVqwgODsbIkSPRqlUrSKVSNIjPwbvrzkJXZIRNFCEAECBA4y3D8/0aoU9TvueJqO5h6CYionqtV69eSE1NxcqVKzFz5kwolUpPlwTgdpCLi4vzdBlUCRy5HLDZbDh//jz27t2LjIwMREREYMKECWjatKnT89IlPghLZ3bGtnNZOHU9H1YRSAhRY2CLMGh9a8Znj4ioujF0ExFRvSaRSDBmzBjMnTsXGzduxKhRozxdEiwWC3JyctCpUydPl0KVkJWVhfDwcE+X4RFWqxUnT57Evn37kJOTg9jYWDz11FOIjY2t8CKEr5cco9pGYlTbSDdXS0TkGQzdRERU7wUEBGDIkCFYvXo1EhIS0LJlS4/Wk5OTA1EU2b28FrDZbMjOzkabNm08XYpbmUwmHD16FAcOHIBer0fTpk0xatSoGnWLBhFRTcHQTURUS6Snp3u6BIeaVEt1ad26NS5duoR169ahQYMG8Pf391gtHJir9sjPz4fFYqk3I5eXlJTg0KFDOHjwIEpLS9GqVSt069aN71Uiontg6CYiquE0Gg2USiXmzJnj6VKcKJVKaDQaT5dRbQRBwNChQzF37lysWrUKkydPdkxn5G5ZWVnw9fWFl5eXR45PlVdfLpAUFhbiwIED+O2332Cz2dC2bVt07drVoxeniIhqC4ZuIqIaTqvVIjk5GXq93tOlONFoNHWudc/LywujR4/GwoULsXfvXvTs2dMjdeh0ujof4uoKnU4HLy8vqNVqT5fiErm5udi3bx9OnDgBmUyGjh07olOnTnX2fImIXIGhm4ioFtBqtXUu4NZUMTEx6N69O3bu3In4+HhERrp/sKesrCw0adLE7celqqurI5dnZmZi3759OHPmDHx8fNC7d2+0b9+evS+IiB4AQzcREdFd7NOIrVixwu3TiJnNZuTl5bGlu5bIysryyIUZV7l27Rr27t2Lixcvws/PD4MHD0ZiYiLkcrmnSyMiqrUYuomIiO4ilUoxZswYfPXVV9i0aRNGjhzptmNnZ2cDAHs21AL2kcvbtm3r6VIeiiiKuHTpEvbu3Ytr165Bq9Vi1KhRaNmyJaRSqafLIyKq9Ri6iYiIyhEYGIjBgwdjzZo1SEhIQIsWLdxyXPvAXAzdNV9eXh6sVmutfa1sNhvOnj2Lffv2ITMzE5GRkXj00UfRpEmTOtddnojIkxi6iYiIKtCmTRunacT8/PxcfsysrCz4+fm5tUs7PZjaOnK5xWLBiRMnsH//fuTm5iIuLg6TJk1Cw4YNGbaJiFyAoZuIiKgCd08jNmnSJJdPI8aRy2sPnU4Hb29vqFQqT5dSKSaTCUeOHEFKSgoKCwvRrFkzjB07FhEREZ4ujYioTmPoJiIiugdvb2/HNGL79u1Djx49XHq8rKwst3Vlp4dTW0YuLy4uxsGDB3Ho0CGYTCa0bt0a3bp1Q3BwsKdLIyKqFxi6iYiI7qNhw4aOacTi4uJcNlq10WhEQUEBW7priaysLERFRXm6jArp9XocOHAAv/32G0RRRLt27dC1a1e33CZBRET/h6GbiIioEnr37o3U1FSsXLkSM2fOhEKhqPZj6HQ6ABxErTaw2WzIyclBUlKSp0spIycnB/v27cOJEyegUCjQuXNndOrUqdZ0gyciqmsYuomI6rhcgwm/ns1EarYBFqsIjZcc3RKC0C46ABJJze4WW5PcOY3Yxo0bXTKNGEN37ZGbm1vjRi7PyMjA3r17cfbsWajVavTt2xft27fnoHxERB7G0E1EVEcVlprx5c7L2HImE/pSC0RRBAAIEPDT4WtICFFjZs94dG/E+zorKygoCIMHD8batWvRqFEjNG/evFr3n5WVhYCAAMjl8mrdL1W/mjJyuSiKuHbtGvbs2YPLly8jICAAQ4cORWJiImQy/plHRFQT8NuYiKgOKigx4+WfT+BYeh685VJo1UpI/3+rtiiKMFpsOJ+hx19WncRrg5piWGuOXlxZiYmJuHTpEn755RdERkZW6/2xHLm89tDpdPDx8fFYl21RFHHx4kXs3bsX6enpCAkJwZgxY9CiRQuXj7BPRERVw29lIqI6RhRFvL/+LI6l5yFIpYS/j8IRuIHb02B5yaUI1XjBbBHx8eYLOJGe77mCaxlBEDBs2DAoFAqsXr0aNput2vadlZVVo7orU8XsI5e7m81mw6lTpzB37lwsWbIEAPDYY49h1qxZaNWqFQM3EVENxJZuIqI65vdbRdh/OQcaLzkUsor/ABcEAcFqBTL1pVj2WzraRPm7r8ha7s5pxPbv34/u3bs/9D5LS0tRWFjIlu5aIisrCzExMW47nsViwfHjx7F//37k5eUhISEBQ4YMQXR0dI2fsoyIqL5j6CYiqmPWnbyJUrMV/t73vy9YEASoFDLsuZiNm/kliPD3dkOFdUPDhg3RrVs37NixA3FxcYiIeLgu+jXlHmG6P6vVipycHHTo0MHlxzIajThy5AhSUlJQVFSEFi1aYPz48QgPD3f5sYmIqHowdBMR1TGHruRCLpWU2/pls1khSCQQ8H+Pqb1kuKUvxakbBQzdVdSnTx+kpqZixYoVDz2NWFZWFgRBQFBQUDVWSK6Qm5sLm83m0u7lBoMBBw8exOHDh2EymdCmTRt069aN7w8iolqIoZuIqI4pNlmd7uG+U25eHswmM+RyGeRyBeRyOeRyOQQApWarewutA6RSKcaOHYuvvvoKmzZtwogRIx54XzqdDkFBQRxxuhZwZa+EgoIC7N+/H0ePHoUgCEhKSkKXLl2g0Wiq/VhEROQe/M1ORFTHqBRSZBeJ5T6m8dXAZDLBbDHDaDLCUGyAaAOKocCeHdsgSQ9AeHg4wsPDERISwqmrKiEoKAiDBg3CL7/8gkaNGqFZs2YPtB9PDcxFVafT6aBSqeDj41Nt+8zOzsa+fftw8uRJKBQKdOvWDR07dqzWYxARkWcwdBMR1TGd44JwSVcEURTLdDFXKBROXaBF0Ya8IiMUVgtaRfrhxo0bOH78OGw2GwRBgFardYTw8PBwhIWFPVQX6rqqbdu2TtOIPUirZFZWFpKSklxQHVW36rxAcvPmTezduxfnzp2Dr68v+vfvj6SkJH7OiIjqEIZuIqI6ZkjrcCw/eh0GkxVq5f2+5gUYbcDgVlGYPKolgNujJGdlZeHmzZvIyMhAZmYmTp8+Dav1dvfz4OBgRwCPiIhAWFgYvLy8XHxWNZsgCBg+fDiSk5OxevVqPPXUU1UaUdpgMMBgMHAQtVoiKysLsbGxD7y9KIpIS0vD3r17kZqaisDAQAwfPhytW7fm7QVERHUQv9mJiOqYRiFqdE8IxtZzt6CQSiqcNkwURWQXmaBWyjChfZRjuUwmQ0REhNNo3FarFTqdDhkZGY6fc+fOwWKxAAACAgKcWsTDw8PrXbdY+zRi33//Pfbv349u3bpVeludTgeAI5fXBlarFbm5uejUqVOVtxVFERcuXMDevXtx48YNhIaGYuzYsWjevDnn1yYiqsMYuomI6hhBEPDXoc2QazDh2LU8KOVSaLzkjsHVRFFEqdmG/BITfBQyvDqoKVo18LvnPqVSKcLCwhAWFoa2bdsCAGw2G3JycpyC+J49e2AymQAAfn5+jhZxexD39fV17cl7WGxsLLp27Yrt27cjLi6u0tM6ZWVlQSKRIDAw0MUV0oMSRRGiKEKn092e4z44uNLbWq1WnD59Gvv27YNOp0N0dDQef/xxJCQkcI5tIqJ6QBBFsfzRdoiIqFYrMlrw1a7L2HQ6E/nFZgCACBECBMhlApqE+mJ6jzh0Tah8eLgfURSRm5vrCOGZmZm4efMmSktLAQBqtbpMi7hGo6lTwcNqtWLevHkwmUyYMWNGpe7NXb9+Pa5du4bZs2e7oUKqCpvNhtLSUhgMBphMJuTl5SE1NRUdOnSAn58fvLy8KmylNpvNOHbsGPbv34+CggI0atQI3bt3R3R0tJvPgoiIPImhm4iojssvNmHruSykZRtgttqg8ZajW0Iw2jTwc0vYFUURBQUFTi3iGRkZMBgMAAAfH58yLeIBAQG1OohnZ2fjq6++QuvWrTF8+PD7rj9//nz4+vpi3LhxbqiOKstoNCIvL8/Re0MqleLGjRvIzs5Gy5a3x0BQKBQICAiAUql0bFdaWorDhw/j4MGDKC4uRosWLdC9e3eEhoZ65DyIiMiz2L2ciKiO8/dRYFxSA48dXxAE+Pv7w9/f3zGdliiKKCwsdGoRP3XqFPbt2wcAUCqVToO1hYeHIzAwsNbc9xocHIxBgwZh3bp1SEhIuOc0YvYuy/Hx8W6skO7HaDQiJycHFosFCoXCcRHIYDBALpdDqVRCFEWYTCbk5OQgKCgIFosFKSkpOHz4MCwWCxITE9G1a1feNkBEVM8xdBMRkdsJggCNRgONRoMmTZo4lhsMBqfW8PPnzyMlJQUAIJfLnVrDw8PDodVqa2wQb9eunWMasQYNGlR4P3tRURFKSko4R3cNYrPZkJeXVyZwA7ffowEBAQBuv48VCgUMBgOOHDmC3bt3AwCSkpLQpUuXOj+GARERVQ5DNxER1RgqlQoJCQlISEhwLCspKXHcG56ZmYnLly/j0KFDAG6PtB4aGuoUxkNCQmrEtEv2acTmzp2LVatWVTiNGEcur3lKS0thMpnKBG6bzYaSkhI0aHC750hxcTGuXbuG7OxsaDQa9OzZE+3atYO3t7enSiciohrI83+VEBER3YO3tzdiY2Od5kU2Go3IzMx0tIhfu3YNR48ehSiKkEgkCAkJcWoRDw0NhVwud3vtPj4+GDVqFH744QccOHAAXbt2LbNOVlYWZDKZo/WUPEsURcd4A3dfJCkpKYF9KJwzZ84gOzsbSqUSsbGxCAwMhEqlqvdz1hMRUVkM3UREVOsolUrExMQgJibGscxsNuPWrVtO3dNPnDgBm80GQRCg1WqdBmwLCwtzGvzKVeLi4tClSxds27YNsbGxjmnE7FNQZWdnIyQkpFYPHFeX2O/TlkqlZR4rLCwEAPz+++/w8fFBkyZNEBoaCkEQYLFYYDKZIIoiX0siInLC0cuJiKjOslgsyMrKchqwLTMzE1arFQAQFBTk1CIeFhbmkq7BFosF8+bNg8ViwTPPPAOr1eqYgurChQtQKBRo0qSJo6W0pt6nXh9YrVZkZGRAIpGUCd7Hjh2DzWZDdHQ0goODncK11WqFzWZDeHh4uYGdiIjqL4ZuIiKqV6xWK7Kzs51axDMzM2E2357L3N/fv8xc4iqV6qGPq9PpsGjRIrRv394xT7NUKsXRo0cRERHhGEitvCmoyH1sNhsyMjIAwGlsgMzMTFy4cAFt2rSBv79/me0sFgsAIDw8nBdNiIjICbuXExFRvSKVShEaGorQ0FAkJiYCuB20cnJynEL4vn37YDQaAQAajabMFGZqtbpK3Yg1Gg169+6NzMxM6PV6aLVaGI1GlJSUwNvbu9wpqBi83c8+InlJSYkjdFssFqSmpiI0NLTcwA3cvpjj7e3NruVERFQGQzcREdV7EokEWq0WWq0WrVu3BnD73t68vDynFvFDhw6hpKQEwO2R1u9uEffz8ys3dNmnoAoMDERubi4uXrwIPz8/x4Bd9pZ0e+AzmUzIy8tDSEgIW03dTBAEqFQqx6BpgiDgypUrEEURcXFx5W5js9kA3H4dGbqJiOhuDN1ERETlEAQBgYGBCAwMRIsWLQDcDuJ6vR4ZGRmOKcyOHj3qCM/e3t5Og7WFh4cjMDDQaQqqxo0b48iRIzh//jwCAgIglUqdRrwWBAFyuRwmkwmlpaXw8fHxyPnXZ15eXo6LH0ajETdv3kRCQgIUCkWZdUVRhNlshkKh4MjlRERULt7TTURE9JAKCwudWsQzMjKg1+sB3B5pvU2bNggKCoK3tzfUajVKS0tx6tQp+Pr6AgDatWtXZp9GoxHe3t5lBuwi9zAajcjOzsbFixdRUlKCtm3blnkdbDYbzGYzZDIZbwcgIqIKsaWbiIjoIfn6+sLX1xeNGzd2LDMYDI65xEVRRG5uriOIS6VSKBQKFBYWIigoqNx9SqVSTkHlQUqlEpmZmcjOzkbLli0d04gJggBRFB0j4HPgOyIiuh+GbiIiIhdQqVSIj49Hw4YNHVNQiaKIoqIiFBUVobCwEHq9HoWFhTAajWVCmyAIsNlsYIc0zzAYDNi6dSuaNWuG6OhoxxRv9nnfvb29OcUbERFVCkM3ERGRCwmC4Ggdlclk8Pf3d4yAbTKZcOzYMZw6dQqJiYlOU1TZW7jZyu0ZW7duBQD069cPPj4+8Pb2hiiKTq8LXxsiIqoMXpolIiJyIfuI5PbuyHdSKBRo1aoVjEYjzp4969SqbbVaoVAoGOw8ID09HcePH0e/fv2cRpaXSCSQSqWQSCR8XYiIqNIYuomIiFzIPgUVgHK7ivv4+KBly5YoKCjAhQsXAHAKKk+y2WzYsGEDIiIiyh3gjoiIqKoYuomIiFzszimoygvefn5+aNq0KW7duoUrV65wCioPOnz4MDIzMzFkyBDeq01ERNWCv02IiIhcTCKRICAgADKZzDEY1920Wi3i4+ORn5+PnJwcBAQEMPS5WVFREXbs2IGkpCRERkZ6uhwiIqoj+NuciIjIDZRKJYKCgqBQKGA2m2E0GmGxWGC1WmGxWGA0GqHVaqHRaLB9+3akpaV5uuR659dff4VEIkG/fv08XQoREdUhHL2ciIjITZRKJUJCQlBaWlrhFFQRERG4fv06li9fjsmTJ6NBgwaeLrteuHr1Kk6ePInhw4fD29v7vuvrdDrHvOs1lUajgVar9XQZRET1niByAlAiIiK3s08/Vd4UVGazGT/88ANycnIwbdo0BAYGerjaus1qteKrr76CUqnE1KlT7zt4nU6nw+zZs2E0Gt1U4YNRKpVITk5m8CYi8jC2dBMREXnAveZ5lsvlmDhxIr777jv8+OOPmDZtmmMEdKp+Bw8eRHZ2NmbMmFGp0eL1ej2MRiNeeuklREVFuaHCqktPT8ecOXOg1+sZuomIPIyhm4iIqAby8fHBE088gXnz5mHJkiWYPHky5HK5p8uqc/R6PXbt2oUOHTogLCysSttGRUUhPj7eRZUREVFdwYHUiIiIaqiAgAA8/vjjyMrKwvLly8sd9ZwezpYtWyCXy9GnTx9Pl0JERHUUQzcREVENFhERgfHjx+PixYvYuHFjufN804NJTU3FmTNn8Mgjj3BOdCIichmGbiIiohquUaNGGDZsGI4cOYJ9+/Z5upw6wWKxYMOGDYiJiUHr1q09XQ4REdVhvKebiIioFmjXrh0KCgqwbds2aDQaBsWHdODAAeTm5mLChAmVGjyNiIjoQbGlm4iIqJbo3bs3EhMTsWbNGqSmpnq6nFqroKAAu3fvRufOnRESElLt+58yZQpGjRpVZvnOnTshCALy8/Md/2//CQ0NxdixY8u8rvv378eQIUMQEBAALy8vtGrVCv/+979htVqrvW4iInINhm4iIqJaQhAEDBs2DLGxsfj5559x69YtT5dUK23atAne3t7o1auXp0vBhQsXcPPmTSxbtgxnzpzB8OHDHYF61apV6NWrFxo0aIAdO3bg/PnzeOGFF/Dee+9h4sSJvL+fiKiWYOgmIiKqRaRSKcaPH4+AgAAsWrQIer3e0yXVKhcvXsT58+cxYMAAKJVKT5eDkJAQhIeHo2fPnnjzzTdx9uxZXLp0CQaDAdOnT8eIESPw9ddfIzExEQ0bNsQzzzyDhQsXYvny5fj55589XT4REVUCQzcREVEto1Qq8fjjj0MikWDRokUoLS31dEm1gsViwcaNGxEXF4cWLVp4upwyvL29AQAmkwlbtmxBTk4OXn755TLrDR8+HI0bN8aSJUvcXSIRET0Ahm4iIqJayNfXF0888QT0ej2WLl3Ke3wrYe/evSgoKMDgwYNdPnjaunXroFarnX4GDx5c4foZGRn45JNPEBkZiSZNmuD3338HADRr1qzc9Zs2bepYh4iIajaGbiIiolpKq9Vi4sSJSE9Px5o1a3iP7z3k5eVh79696NKlC4KDg11+vD59+uD48eNOP99++22Z9Ro0aACVSoWIiAgYDAasWLECCoXC8fi9XtM71yMiopqLU4YRERHVYjExMRg9ejSWL18OjUaD/v37e7qkGkcURWzcuBFqtRo9e/Z0yzFVKhUSEhKcll2/fr3Menv27IFGo0FISAh8fX0dyxs1agQAOHfuHLp27Vpmu3PnziExMbF6iyYiIpdgSzcREVEt16JFCwwYMAD79u3D4cOHPV1OjXPhwgVcvHgRAwcOrHGtw7GxsYiPj3cK3AAwcOBABAYGYs6cOWW2Wbt2LS5evIgpU6a4qUoiInoYDN1ERER1QOfOndGpUyds3LgR58+f93Q5NYbZbMamTZuQkJCApk2berqcSlOpVPjqq6+wZs0azJgxAydPnkRaWhrmzZuHKVOmYPr06RgyZIinyyQiokpg6CYiIqoDBEHAgAED0LRpU6xYsaLcrsz10Z49e1BUVOSWwdOq27hx47Bjxw5cu3YNPXr0QGxsLJ555hm8/vrr+Prrrz1dHhERVRJDNxERUR0hkUgwevRohIeHY8mSJcjJyfF0SR6Vk5OD/fv3o1u3bggMDHTbcRcsWIDVq1eXWd67d2+Iogh/f3+n/7+XHj16YNOmTSgoKEBJSQkGDBiABQsWQKfTuaZ4IiKqdgzdREREdYhcLsfEiRPh7e2NRYsWwWAweLokjxBFERs2bICvry+6d+/u6XKqhZeXF9asWYNJkyZh9+7dni6HiIgqiaGbiIiojvHx8cETTzwBk8mExYsXw2Qyeboktzt79ixSU1MxePBgyOVyT5dTbby8vPD6669j7Nixni6FiIgqiaGbiIioDgoICMDjjz8OnU6HFStWwGazeboktzGZTNi8eTOaNGmCxo0be7ocIiKq5xi6iYiI6qiIiAiMHz8eFy9exIYNGyCKoqdLcotdu3ahpKQEgwYN8nQpREREDN1ERER1WaNGjTBs2DD89ttv2Lt3r6fLcbmsrCykpKSgR48e9x2kjIiIyB1kni6AiIiIXKtdu3bQ6/XYvn07NBoN2rRp4+mSXMI+eJq/vz+6du3q6XKIiIgAMHQTERG5nU6ng16vd+sxGzRogNDQUCxYsAAjRoxAdHR0lbbXaDTQarUuqq56nD59GlevXsWTTz4Jmcz1f+Kkp6e7/BgPqibXRkRU3zB0ExERuZFOp8Ps2bNhNBrdfmxRFJGXl4e9e/ciKCioSqN6K5VKJCcn19jgXVpaii1btqB58+aIj4936bE0Gg2USiXmzJnj0uM8LKVSCY1G4+kyiIjqPYZuIiIiN9Lr9TAajXjppZcQFRXl9uNbrVZkZmbCYrEgIiKiUsE7PT0dc+bMgV6vr7Ghe+fOnTAajRg4cKDLj6XVapGcnOz23gpVVRt6JxAR1QcM3URERB4QFRXl8hbZisTFxeHatWuQSCSIioqCVCr1SB3VJTMzE4cOHUK/fv3c1rKr1WoZaImIqFI4ejkREVE9I5PJEBkZCYvFgps3b9bqObztg6cFBQWhc+fOni6HiIioDIZuIiKiekipVCIiIgIlJSW4detWrZ3D+8SJE0hPT8fQoUNrfYs9ERHVTQzdRERE9ZSPjw/Cw8Oh1+uRnZ3t6XKqrKSkBL/++itatWqFhg0berocIiKicjF0ExER1WO+vr7QarXIzc1FXl6ep8upku3bt8NiseCRRx7xdClEREQVYugmIiKqIXbu3AlBECr86dOnD9LS0iAIAo4fP+607cKFC9GhQwf4+PjA19cXvXr1wrp168rdf4sWLWC1Wh3LAwMD0bFjR8ydOxdFRUXuONWHdvPmTRw5cgR9+vSBr6+vp8shIiKqEEM3ERFRDdG1a1dkZGSU+fnqq68gCAL+8Ic/lLvdyy+/jJkzZ+LRRx/FyZMncejQIXTv3h0jR47EF198UWb91NRUfP/9907LBEGAl5cXMjIyUFJS4pLzqy72wdNCQ0PRsWNHT5dDRER0TwzdRERENYRCoUBYWJjTT15eHl5++WX89a9/xfjx48tsk5KSgjlz5uDjjz/Gyy+/jISEBDRr1gzvv/8+XnzxRfz5z39Genq60zbPPfcc3nrrLRiNRqflfn5+UCqVuHHjBkwmk0vP9WEcPXoUN27cwJAhQyCR8E8ZIiKq2fibioiIqIbKz8/HyJEj0bt3b7z77rvlrrNkyRKo1WrMnDmzzGMvvfQSzGYzVqxY4bT8xRdfhMViwX//+1+n5RKJBJGRkZBKpbhx4wYsFkv1nUw1KS4uxrZt25CYmIjo6GhPl0NERHRfDN1EREQ1kM1mw+OPPw6ZTIZFixZBEIRy1/v9998RHx8PhUJR5rGIiAhoNBr8/vvvTst9fHzw1ltv4YMPPkBBQYHTY1KpFA0aNIDNZsONGzdq3BzeW7duhSiK6N+/v6dLISIiqhSGbiIiohror3/9Kw4cOIA1a9bcd6CwB5lje9q0aQgKCsK//vWvMo/J5XJERkbCZDIhIyOjxszhff36dRw7dgx9+/aFSqXydDlERESVwtBNRERUw/z000/45JNP8NNPP6FRo0b3XLdx48ZITU0t9x7smzdvQq/Xo3HjxmUek8lkeP/99/HZZ5/h5s2bZR738vJCREQEDAZDjZjD22azYf369QgPD0dSUpKnyyEiIqo0hm4iIqIa5Pjx45g2bRo+/PBDDBw48L7rT5w4EUVFRfjqq6/KPPbJJ59ALpdj7Nix5W47fvx4tGjRAu+88065j6tUKoSGhqKwsNDjU4kdOXIEmZmZGDp0KAdPIyKiWkXm6QKIiIjotuzsbIwaNQq9e/fGk08+iczMTKfHpVJpmW26dOmCF154Aa+88gpMJhNGjRoFs9mMH3/8EZ999hk+/fRTREVFVXjM+4V7Pz8/+Pv7o7CwEOfOnUN8fPyDn+ADKioqwvbt29GuXTtERka6/fiuJIoifr9VhJwiI+K0aoT5eXm6JCIiqmYM3URERDXE+vXrcfXqVVy9ehXh4eFlHo+JicHOnTvLLP/000/RunVrfPnll/j73/8OqVSKdu3aYfXq1Rg+fPg9j9m3b1/07dsXW7ZsqXCdgIAAeHt7Y9u2bWjWrJnbg/fWrVshkUjQr18/tx7X1URRxP92XMJPh9Nhstjg5y3HG8Oao2djradLIyKiaiSINWV0FCIionrg8uXLePHFF/Hpp596pNX4QVy+fBkvvPAC+vTpA5PJhKeffhphYWFuOfbVq1exYMECDB8+HO3atXPLMd3l2LU8PLv4GCQQofKSIddgRrBaiZV/6AovedleDUREVDvxpigiIiK6L0EQMHjwYAQGBmLx4sVlphpzBavVig0bNiAyMhJt27Z1+fHcxWaz4fr169i2/yjyC4tgKMiB2WiEr5cMhUYz8ovNni6RiIiqEbuXExERUaUolUo8/vjjmDdvHhYtWoSpU6fCy8t19yAfOnQIOp0O06dPr3Ce8toiPz8fly9fxuXLl3HlyhWUlpaiUOoHpTQeEqUvIJWjoMSMBgE+CFSVnXOdiIhqL4ZuIiIiqjRfX1888cQT+O6777B06VI88cQTkMmq/8+JwsJC7Ny5E+3bty/3/vaazmg0Ii0tDZcvX0ZqaipycnIgCAIaNGiATp06IT4+HpGRkfj5yHXM3XUZJRYbwv288faIFlDI2BGRiKguYegmIiKiKtFqtXjsscfw/fffY82aNRgzZky1t0Rv2bIFcrkcffv2rdb9uorNZkNGRoYjZKenp8Nms8Hf3x/x8fHo168fYmNjy/QMmNgxGv2ahSLHYESDAB+olfzTjIioruE3OxEREVVZdHQ0xowZg2XLlkGj0eCRRx6ptn2npqbi9OnTGDVqlEu7rz+sgoICR8hOTU1FSUkJFAoF4uLiMGjQIMTHxyMwMPC++9H6KqH1VbqhYiIi8gSGbiIiInogzZs3x8CBA7F582b4+fmhY8eOD71Pq9WKjRs3Ijo6Gq1bt66GKquPyWTC1atXcenSJaSmpiI7OxuCICAyMhIdOnRwdBkvbz51IiKqvxi6iYiI6IF17twZBQUF2LhxI3x9fdGsWbOH2t+BAweQk5ODcePGeXzwNFEUkZmZ6RgA7dq1a7DZbPDz80N8fDz69OmD2NhYeHt7e7ROIiKq2Ri6iYiIPCA9Pd3TJVTa/WodMGAA9Ho9Vq5ciUmTJiEqKuqBjlNQUIDdu3ejU6dOCA0NfaB9PCy9Xo/U1FRHt/Hi4mIoFAo0bNgQAwcOdHQZ9/QFASIiqj0YuomIiNxIo9FAqVRizpw5ni6lSpRKJTQaTbmPCYKA0aNH44cffsCSJUswbdo0BAUFVfkYmzdvhlKpRO/evR+y2sozm824evWqozVbp9MBACIiIpCUlIT4+Hg0aNCAXcaJiOiBCaIoip4ugoiIqD7R6XTQ6/WeLqNKNBoNtFrtPdcpKSnBd999B4vFgmnTpkGtVld6/5cuXcKiRYswZswYtGrV6mHLrZAoirh165ZTl3Gr1QqNRoP4+HjEx8cjNjYWPj4+LquBiIjqF4ZuIiIiqjb5+fmYN28eNBoNJk+eDIVCcd9tLBYLkpOTodFoMGnSpGrvul1UVOToLn758mUYDAbI5XI0bNgQcXFxiI+PR3BwMLuMExGRSzB0ExERUbXKyMjAggULEBMTg4kTJ0IikTgeE0XR8SMIAgRBwO7du7F7927MmjXrvq3plWE2m3Ht2jVH0L516xYAIDw83BGyo6KiIJPxLjsiInI9hm4iIiKqdpcuXcLixYvRtm1bDBs2DKIoorS0FAaDASaTyRG6rVYr1q1bh8aNG6N///4PdCxRFJGVleUI2VevXoXFYoGvry/i4+MRFxeHuLg4qFSqaj5LIiKi+2PoJiIiIpc4duwY1q5di379+iEhIQEmkwkAIJVKIQgCRFHElStXUFpaimbNmiE4OBhKpbJS+zYYDI7u4pcvX0ZRURFkMplTl3GtVssu40RE5HHsV0VEREQu0bZtWxQWFiI7OxsajQYhISFOITgnJwc3b95E8+bNYbVakZOTg6CgoHKDt8ViQXp6uiNkZ2ZmAgBCQ0PRunVrxMfHIzo6ml3GiYioxuFvJiIiInIJm82Gxo0b48qVK7hw4QIUCgUCAgIcj126dAmBgYHQarUQRREmkwl5eXmOcJ6dne0I2VevXoXZbIZKpUJ8fDy6dOmCuLi4Ko2QTkRE5AnsXk5EREQuUVxcjOzsbMjlcpw5cwYFBQVITEyEWq1GWloa0tPT0b59e3h7ewMATCYTCgoKcP36dZw7dw56vR5SqRQxMTGO6bzubi0nIiKq6Ri6iYiIqNqJoojs7GyUlJRAqVTCarXixIkTMBqNaNasGU6dOoUGDRogICAAeXl5yMvLQ2FhIXx9fWE2m+Hl5eXoMi6Xyz19OkRERA+MoZuIiKgWyyosxebTmbiQWYgiowVqpQzNIjQY2CIMwerKDUrmCjabDRkZGQDguM+6qKgIp06dgtlsdrRW22w2yOVyBAYGIiAgABqNBnK5HOHh4U5TjREREdVWDN1ERES1UFZhKebuvIwdF3QoLDUDACSCAJsoQoAAXy8Z+jULwcxe8W4N36IoQq/XIysrC4WFhSgpKUFRUREMBgMsFovTuhqNBjExMQgMDHQss1qtsNlsCA8Ph1QqdVvdRERErsLQTUREVMtcyynGy8tPIFVXBB+FDL5KGSSS/7vP2WYTUWi0oNhkQaNQX3wyvg0i/b2rtQZRFJGfnw+dTuf0k52dDZPJBKlUisTERCiVSigUClitVuTm5kImk8FkMjm6jFutVoSFhSE6OhpKpdIRzNnSTUREdQVDNxERUS1SUGLGH378DRduFULrq4TsHsHUYrVBV2RE83AN/vdEO/h6Vf3eaJvNhtzcXEegvjNc2wOyQqGAVqt1+gkODobFYkFhYSGuXLmCnJwchIeHIyQkBCdOnAAAJCUlITc3F9evX4fVakV4eDjCw8Ph6+uL4OBgDphGRER1AqcMIyIiqkXWn8zA71lF0KrvHbgBQCaVIFitxLnMQmw+cwvjkhpUuK59nuw7Q7VOp0NOTg6sVisAwMvLCyEhIYiIiECbNm0cAdvX17fcgHz+/Hmkp6fDYDCgRYsWCA4ORm5uLgBAIpEgNzcX0dHRiIyMxI0bN3D9+nUUFRVBJpOhY8eO8PX1fYhnioiIqGZg6CYiIqolLFYbVh+/AYlwO1BXhlwqgQTA6mM3MKZtJKxWi1O4tv/k5ubC3vlNpVJBq9UiOjoaSUlJjnCtUqkq1fpsMpmwZcsWHDt2DF27dkXr1q3h4+Nz+xz+f+t4cHAwsrKyEB0dDalUiqioKGi1Wuh0OuzcuRMHDhxAUlISunfvzvBNRES1GruXExER1RKH03Lx/JJj8FXKoJTfe5AxUbTBbLHAYrag2GhGsdmGIX434WXIdKzj6+vr6Ap+Z9dwe0B+EDdu3MDKlSuh1+sxYMAAtGrVCrm5ubBYLJDL5cjIyEBqaiqaN2+O06dPO+bpNpvNkMlkCAoKgiiKOHjwIFJSUmCxWJCUlIRu3boxfBMRUa3Elm4iIqJa4pa+FGarDQpZ+a3cJSUlKC4phsVscXQJBwCJRAqroEBAeAwead7REbS9vLyqrTabzYY9e/Zg165dCAsLw8yZMxEcHAwACAoKQl5eHkwmE2w2G3x8fKDRaODj44OcnByEhoZCoVAgICAASuXtkdZ79eqFTp06ISUlBSkpKfjtt9/Qvn17dOvWDWq1utrqJiIicjWGbiIiolrCahMhABV28Rb//3Rh3t7ekMllkMtk/3+ObAGZ+lK0at0SbVuFV3tdubm5WLVqFW7cuIHu3bujV69eTtN9KZVKhISEoLS0FFevXnWMXB4QEIAbN26gefPm8Pb2LjNauZeXF3r37o3OnTs7wveRI0cYvomIqFZh6CYiIqolNF5yQBBgtYmQSsoGbx8fn3K7hlusNkgFARrvqo9efi+iKOL48ePYtGkTfHx8MGXKFERHR5e7rkQigY+PD3Q6HYqKitC3b1+UlpZi69at6NSpE1QqVYXHsYdve8v3wYMHceTIEXTo0AHdunW757ZERESextBNRERUS7SLCUCAjxz6UjMCfBSV3k5fakGQWonEKP9qq6W4uBi//PILzp8/j8TERAwaNMjRNfxeSktLoVQqIZVKERcXBx8fH5w+fRrh4fdvgff29kafPn0qbPlm+CYiopqIoZuIiKiW8POWY2CLMCw5dO12V/JKjCQuiiKMFiuGto6GSlk9v/YvXryItWvXwmq1YsKECWjWrFmlty0pKXHc6y2RSNC8eXOcOXMG/fv3r/S83HeG7wMHDji1fHft2pXhm4iIahSGbiIiolpkVNtIbDiVAV2REVq18p5BVRRF6AqNCFApMLx1xEMf22w249dff8Xhw4cRHx+PkSNHVnlE8ZKSEnh7ezv+3bJlSxw5cgTXr19HVFRUlfbl7e2Nvn37OsL3oUOHcPjwYXTs2BFdu3Z9qFHYiYiIqgtDNxERUS0Sr1XjL4Ob4R/rziKr0IgglaLcObvNVhtyDSb4KKT4+9DmiA56uACakZGBlStXIj8/H4MHD0aHDh0q3TJ9p7tDd3R0NHx9fXH69Okqh247Hx8f9OvXD126dHG0fB86dIjhm4iIagSGbiIiolqmf/NQKOUS/GvTedzSGyEA8FZIIREE2Gwiis1WCABCNV7465Bm6BIf9MDHstls2LdvH3bu3ImQkBDMmDEDWq32gfYlimKZ0C0IgqOL+cCBA8uMYF4Vd4bv/fv3O7V8d+nSheGbiIg8gqGbiIioFurRSIukmADsOK/D6mM3cElXCJtNhEQiICnaH6PaRqJX4xB4K6T331kF8vLysHr1aly7dg3du3dH7969naYCqyqj0QhRFJ1CN3C7i/nBgwdx9epVxMbGPvD+7Xx8fNC/f39H+La3fHfq1AldunQpc3wiIiJXYugmIiKqpXwUMgxtHY6hrcNhtFhRYrLCRyGDQvbgrcXA7RbpEydOYOPGjfD29saUKVMQExPz0PWWlJQAQJnQGxkZCX9/f5w+fbpaQredSqXCI488gq5du2L//v2O6cYYvomIyJ0YuomIiOoApUwKpezBW6HtiouLsX79epw9exZt2rTBoEGD4OXlVQ0VVhy6BUFAixYtcPToUQwZMuShWtPLc2f43rdvn2PQtU6dOqFz584M30RE5FIM3URERAQAuHz5MlavXg2LxYJx48ahRYsW1br/0tJSAGVDN3C7i/m+ffuQmpqKRo0aVetx7VQqFQYMGOBo+bZ3Pe/cuTM6d+5cbRcXiIiI7sTQTUREVM+ZzWZs3boVhw4dQlxcHEaOHAmNRlPtx7G3dJcXbkNDQxEUFIQzZ864LHTbqdVqR/jet28f9u3bh5SUFIZvIiJyCYZuIiKieiwzMxMrV65Ebm4uBg4ciE6dOj3QVGCVUVJSAkEQoFQqyzwmCAJatmyJlJQUWCwWyGSu/xNFrVZj4MCB6NatG/bu3Yt9+/Y5Wr47derE8E1ERNWCoZuIiKgestlsOHDgALZv3w6tVosZM2YgJCTEpce0TxdWUahv0aIFdu3ahUuXLqFp06YureVOarUagwYNQrdu3bBv3z7s2bMHKSkp6NKlCzp16lTuRQIiIqLKYugmIiKqZ/Lz87F69WpcvXoVXbt2RZ8+fdzSsnz3HN1302q1CA0NxenTp90auu18fX0d4Xvv3r3YvXs3Dhw4wPBNREQPhaGbiIionhBFEadOncKGDRugVCoxefJkNGzY0G3Hv1/oBm4PqLZ7926YTCYoFAo3VebM19cXgwcPdgrf9pbvjh07MnwTEVGVMHQTERHVAyUlJVi/fj3OnDmDVq1aYciQIW6/Z7kyobtFixbYtm0bfv/9d7Rs2dJNlZVPo9FgyJAh6N69O/bu3Ytdu3Y5Wr4ZvomIqLIYuomIiOq4K1euYPXq1TAajRgzZgxatWrlkTpKS0vh5+d3z3UCAgIQGRmJ06dPezx0290Zvvfs2eMI3127dkXHjh091iJPRES1A0M3ERFRHWWxWLBt2zakpKSgYcOGGDVq1H1DryuVlJQgNDT0vuvZW7tLS0tr1AjiGo0GQ4cOdbR879ixwxG+O3TowPBNRETlYugmIiKqg27duoWVK1ciJycHjzzyCLp06eKyqcAqqzLdy4HboXvLli04f/48EhMTXV9YFfn5+TnC9549e7B9+3bs37+f4ZuIiMrF0E1ERFSHiKKIlJQUbNu2DUFBQZg+fXqlWpfdobKhW6PRICYmBmfOnKmRodvOz88Pw4YNcwrfd7Z8y+VyT5dIREQ1AEM3ERFRHVFQUIA1a9bgypUr6Ny5M/r16+eWqcAqw2w2w2KxVCp0A7dbuzdu3Iji4mL4+Pi4uLqH4+/vj+HDh6NHjx7Ys2cPtm3bhv3796Nbt25o3749wzcRUT0n8XQBRERE9PBOnz6NuXPnIjs7G0899RQGDhxYYwI3cLuVG0ClQ3fz5s0BAGfPnnVZTdXNHr6fffZZNG7cGFu3bsVnn32GAwcOwGw2e7o8IiLykJrz25iIiIiqrLS0FBs2bMCpU6fQokULDB06tNLB1p2qGrpVKhViY2Nx5swZtG/f3pWlVbuAgACMGDECPXr0wO7du/Hrr786Wr6TkpLY8k1EVM8wdBMREdVSaWlpWLVqFYxGI0aPHo1WrVp5fLC0ipSWlgKofOgGgJYtW2Lt2rUoLCyEr6+vq0pzmYCAAIwcORI9e/bE7t27sWXLFuzbtw/du3dHu3btGL6JiOoJdi8nIiKqZSwWC3799VcsXLgQAQEBmDVrFlq3bl1jAzfwfy3dVZkCrGnTppBIJLWqi3l57OH72WefRUJCAjZv3ozPP/8cBw8ehMVi8XR5RETkYmzpJiIiqkWysrKwcuVK6HQ69O/fH126dIFEUvOvoVe1e7l93YSEBJw+fRqdOnVyVWluExgYiJEjRzq6nW/evNmp5bsm3YNPRETVh9/uREREtYAoijh48CC2bt2KwMBAPPPMMwgPD/d0WZVWUlICpVJZ6QsEOp0Oer0efn5+SElJwbFjx6DRaFxc5f1pNBpotdqH2kdgYCBGjRrlCN+bNm3C3r170aNHD7Rt25bhm4iojhFEURQ9XQQRERFVTK/XY82aNUhNTUXHjh3Rv3//Wnc/8LZt23D69Gm88MIL911Xp9Nh9uzZMBqNsNlsyMrKglqthlqtdkOl96ZUKpGcnPzQwftOOTk52L17N06dOgVfX190796d4ZuIAPzfBciarDouRtZ1/DYnIiKqwc6ePYtffvkFMpkMTz75JOLj4z1d0gMpKSmpdNdyvV4Po9GIl156CVFRUbh16xYsFgsiIyNdXOW9paenY86cOdDr9dX6B2ZQUBBGjx7taPnesGGDU8u3VCqttmMRUe1x5wXImswVFyPrGoZuIiKiGshoNGLjxo04ceIEmjVrhmHDhsHHx8fTZT2wqoRuu6ioKMTHxyMkJAQ3b95EVFQUFAqFiyr0vODgYIwZM8Yx2vn69esd4TsxMZHhm6ieufsCZE3kqouRdQ1DNxERUQ1z9epVrF69GsXFxRg5ciTatGlTo0cmr4zS0tIHnj9cpVJBIpGgsLAQQUFB1VxZzWMP3/aW73Xr1mHPnj1VCt+iKDp+BEFw/BBR7WO/AEm1F0M3ERFRDWG1WrFz507s3bsXUVFRmDRpEgICAjxdVrUoKSl54HORSCRQq9XQ6/UIDAysN+FRq9Vi7Nix6NmzJ3bt2oV169Y5Wr7btGlTbvi22WwoLS2FwWCAyWRyhG6FQgGVSgUvL69aMdo9EVFdwtBNRERUA+h0OqxatQq3bt1C37590a1btzoVjh6ke/mdfH19odfrYTKZoFQqq7Gymk+r1WLcuHGObue//PKLo+X7zvBtNBqRl5cHk8kEAJBKpZBIJBBFESUlJSgpKYFCoUBAQEC9ew6JiDyJoZuIiMiDRFHE4cOH8euvv8LPzw/Tpk1DRESEp8uqdg8bulUqFaRSab2+bzAkJMQRvnft2oVffvnF0fLdtGlT5OXlwWKxQKFQlOkNIJPJIIoiTCYTcnJyEBQUxOBNROQmdecSOhERUS1TWFiIxYsXY+PGjWjbti1mzpxZJwO31WqF0Wh8qNAtCALUajWKiopgn+30wIEDkEqlGDp0qNO6aWlpTvcxBwUFYcCAATh27JjTehVtX9OFhIRg/PjxmDVrFsLCwrBu3Tps27YN2dnZkMvlFXa/t3czt1gsyMvLg81mc3PlRET1E0M3ERGRB5w7dw7JycnIyMjA448/jiFDhtS6ubcrq7S0FAAeKnQDt7uYm0wmx/Q58+bNw3PPPYfdu3fj5s2bZdbfunUrMjIysHnzZhQVFWHw4MHIz893PH6/7Wu60NBQTJgwAU8//TQCAgJw4cIFHDlyBLdu3XJcmLibIAiQy+UwmUyO14WIaqcpU6aUucA4aNAgnDx50rGO/bGUlBSnbY1GI4KCgiAIAnbu3Inff/8dPj4+WLx4sdN6NpsNXbt2xbhx49xyTnUVQzcREZEbGY1GrFmzBj///DNiYmIwe/ZsNGrUyNNluVRJSQmAhw/dPj4+kMlkKCwsRFFREZYuXYrZs2dj6NChWLBgQZn1g4KCEBYWhvbt2+OTTz7BrVu3cPDgQQCo1Pa1gSiKUCqViIqKQrt27aBSqXD+/HkcPny4wvBtHyvAYDBUGM6JqHYYNGgQMjIykJGRgW3btkEmk2HYsGFO60RFRWH+/PlOy1atWgW1Wu34d+PGjfHhhx/iueeeQ0ZGhmP5nDlzkJqairlz57r2ROo4hm4iIiI3SU9Px1dffYUzZ85g+PDhmDBhAlQqlafLcrnqCt32LuaFhYVYunQpmjZtiiZNmuDJJ5/Ed999d88AaT+2fZCxn3/+uUrb11T2+7SlUinUajVatGiBpKQkqFQqXL16FYcOHcKNGzdgtVqdtpNKpY7RzYmo9lIqlQgLC0NYWBgSExPx+uuvIz09HTqdzrHO5MmT8dNPPzm+iwHgu+++w+TJk5329dxzz6FNmzaYPn06AOD8+fN488038fXXXyM4ONg9J1RHMXQTERG5mNVqxY4dOzB//nyoVCrMmjUL7dq1qzdTX1VX93Lgdhdzs9mMb7/9Fk8++SSA2y09BQUF2LVrV7nb5Ofn491334VarUbHjh0B3O5aXtnta7I75+K2s4fv5s2bw8/PD5cvX0ZKSgpSU1MdXfMFQXBsS0R1Q1FREX788UckJCQgKCjIsTwpKQkNGzbEihUrAADXrl3D7t278dRTTzltLwgC5s+fjz179uCbb77BlClTMHHiRIwYMcKt51EXcfRyIiIiF8rJycHKlSuRkZGBXr16oUePHnVqKrDKsLeueHl5PfS+vL29ce3aNRw5cgRr1qwBcHtk7kcffRTz5s1D7969Het27doVEokEBoMBcXFxWLp0KUJDQ3HhwgUcOnQIq1atuuf2tYH9fs3ywrNarUbTpk0RGxuLGzduICMjA9evX0dISAgiIiLg4+NTby78ENVV69atc3QTNxgMCA8Px7p168r8npk6dSq+++47PPnkk1iwYAGGDBlS7kwQMTEx+PTTT/HMM8+gQYMG2LJli1vOo65j6CYiInIBURTx22+/YcuWLfD19cW0adMQGRnp6bI8oqSkBDKZrFoGihMEAWvWrIHFYnEa6d1+b/MXX3zhWLZ06VI0b94cQUFB8Pf3dyyfN2/ePbf38/N76DrdxT4iuf05Lo9SqURcXBxiYmKQmZmJ69evo7i4GMDtlrHGjRszfBPVUn369EFycjIAIC8vD19++SUGDx6MQ4cOISYmxrHek08+iddffx2pqalYsGABPv/88wr3+fTTT+ONN97Ac889B41G4/JzqA8YuomIiKpZUVER1q5di4sXLyIpKQkDBgyAQqHwdFke87BzdN/JYrFg2bJleO211zBmzBj4+Pg4Hhs1ahSWLFmCQYMGAbg9eFB8fHyZ7b///nvMmTMHAwYMcHrMvv2sWbOqpVZ3EAQBKpUKJSUlZbqZ300qlSIyMhJhYWHIzc3F6dOn8dNPPyE4OBidO3dG69at6+wI+kR1lUqlQkJCguPf3377Lfz8/PDNN9/gvffecywPCgrCsGHDMG3aNJSWlmLw4MEoLCyscL8ymazCC3lUdXwmiYiIqtGFCxewdu1aAMDEiRPRpEkTD1fkedUZutetW4f8/Hw89thjCA0NRVhYmOOxsWPHYt68eY7QXdH2eXl5mDZtWpkWbfv2tSl0A7e77SsUCphMJigUinsGb1EUYbFYEBwcjPHjx+PGjRs4cOAA1q1bh+3bt6N9+/bo2LFjvRjgj6guEgQBEonEadA0u6lTp2LIkCF47bXXIJVKPVBd/cXQTUREVA1MJhM2b96Mo0ePonHjxhg+fLjTdCz1WXWG7nnz5qF///6IiIhAQUGBU+vu2LFj8dFHH0Gv1993+/K6kNu3P3nyJFq3bl0t9bqDRCJBQEAAcnJyYDKZIJfLyx03wGazwWw2QyaTISAgAFKpFNHR0YiOjkZubi5SUlJw4MAB7Nu3D61bt0aXLl3KveeTiGoOo9GIzMxMALe7l3/xxRcoKirC8OHDy6w7aNAg6HQ6dhn3AIZuIiKih3T9+nWsWrUKhYWFGDZsWL0ambwyqjN0//LLLwBu/6GZm5sLg8HguLjRsWNHx4BiFY3Kbd++PHduX9solUoEBQUhLy/PMS2aVCp1DLJmnzJMoVAgICAASqXSafvAwEAMGTIEffr0wZEjR3Do0CEcO3YMjRo1QpcuXdCwYUO+p4lqoE2bNiE8PBzA7dkdmjZtimXLlpU7KKQgCJz6y0MYuomIiB6QzWbD7t27sXv3bkRERODxxx93mqaFbistLa32P/QUCgUUCgUKCwvZo+D/UyqVCAkJQWlpKQwGA0wmE2w2GwRBgLe3N1QqFby8vO45er63tzd69OiBLl264PTp0zhw4AC+//57hIWFoUuXLmjRogW7pRLVEAsWLMCCBQvuuc69LiT6+/tX+HhaWtpDVEZ3Y+gmIiJ6ALm5uVi5ciVu3ryJnj17okePHgwjFajOlm47QRCg0WiQm5sLm81W76Zhq4hEIoGPjw+8vb2d5vC2/1SWTCZDYmIi2rRpg9TUVBw4cACrVq3C1q1b0alTJyQlJVXLFHBERPUBQzcREVEViKKIY8eOYdOmTVCr1Zg6dSoaNGjg6bJqNFeEbuB2V8rs7GwYDAb4+vpW+/5rs6qG7HvtJz4+HvHx8cjKysKBAwewY8cO7Nq1C23btkXnzp0REBBQDRUTEdVdDN1ERESVZDAY8Msvv+DChQto27YtBg0aVK+nAqsMURRdFroVCgW8vLxQWFjI0O0GISEhGDlyJPr164dDhw7hyJEjOHz4MJo1a4YuXbrw4hMRUQUYuomIiCrh4sWLWLNmDURRxKOPPoqmTZt6uqRawWg0QhRFl4Ru4HZrd05ODqxWK7v3u4larUbfvn3Ro0cPHD9+HCkpKZg3bx6ioqLQpUsXNGnShN39iYjuwNBNRER0D2azGVu2bMGRI0fQqFEjjBgxggN3VYF9rlhXhm6dTgeDwcBpcNxMLpejQ4cOaN++PS5cuIADBw7g559/RkBAADp37ozExET2BCEiAkM3ERFRhW7evImVK1eioKAAQ4YM+X/t3Xl0W3ed///X1S7Llu3Ia+IkTuKsdhZ3S0JaUrqXttDSBRgKlHVOhxlgvpyBWWAGmOHMwnR+MCz5zgy09DtAW9p0p2mhpXSBpKud1M7S7HHSeF8ky5KupHt/fwSLunESJ7Esy34+zslpY0lXb7WKcl/6fO77rfPOO4+xSacp26Hb7XbL7/crEokQunPEMAwtWbJES5Ys0ZEjR7R582Y9+eSTevbZZ3Xuuedq9erVbP8HMK0RugEAeAfLsvTiiy/queeeU2Vlpf70T/+U2aZnKB6PSzqz0N3W1jam+w0MDGRmdmdzi/lY65nOZs2apZtuukn9/f166aWX9Morr2jz5s1avny51q5dq8rKylyXCOSdyfzZM5lrm0wI3QCAaWF4fNKpRij19fXpoYce0uHDh3XhhRdq/fr1XCt8FoZXuk9nvFQwGJTX69Udd9wxpvun02l1dnaquLhYBQUFZ1TnWHm9XlbUx6CkpERXXnml1q9fr9dff10vvfSStm7dqvnz52vt2rVasGABu0aAUzjdz8Jc4XPx1Az7ZBPTAQDIc5ZlKR6PKxqNyjTNTOj2eDwKBALy+XxyOByybVvNzc168sknVVBQoBtuuEFz5szJdfl579VXX9UTTzyhr33ta6cVsrq6uhQOh8d8/40bN8rpdOr6668/gyrHLhgMqry8PKvPMRWl02lt375dmzdv1tGjR1VeXq61a9dq+fLlcrlYAwJO5HQ/C3OBz8VT41MOADBlJRIJ9fX1yTRNSZLT6cwE7FgsplgsJo/HI7/fr6eeeko7duzQqlWrdNVVV8nr9ea4+qlheFzY6a5qlpeXn9ZJ3CWXXKInnnhCVVVVCgQCp1smsszpdGr58uVqaGjQoUOHtHnzZj366KN65plndP755+v888/P+i4FIB+d7mchJidCNwBgSkokEurp6VEqlZLH4zku9LlcLtm2rd7eXu3fv1+dnZ265ZZbtHTp0hxVPDVla0b3Oy1dulRPPPGEduzYofPOOy/rz4czYxiG5s6dq7lz56qnp0ebN2/Wiy++qBdffFErV67U2rVrFQqFcl0mAIwrQjcAYMqxLEt9fX0nDNzD99m3b5+OHDmi6upqve9971NNTU0Oqp3aJip0BwIBzZ8/Xy0tLYTuPBEKhXTttdfqkksu0SuvvKJXXnlFr732mhYvXqy1a9dqzpw5XPcNYEogdAMAppx4PC7TNE8YuAcHB7Vjxw7F43EtXLhQVVVVSiaTisfjbHEdZxMVuiWpoaFBjzzyiMLhME198khBQYHWr1+vdevWadu2bdqyZYt+8pOfaObMmVqzZo2WLVtGM0MAec2R6wIAABhPtm0rGo1K0nGB27ZttbW16fXXX5fD4dC5556rmTNnyuE49tdhNBoV/UXHVzwen7DQvWTJEjmdTm3fvn1Cng/jy+Vy6ZxzztHtt9+uj3zkI/L5fHrwwQf1ve99T7///e8z4+cAIN+w0g0AmFJs25ZpmsetjKVSKe3du1cdHR2aPXu2amtrR4Ryp9M5ors5xkcsFpuw2cw+n091dXVqaWnRmjVrJuQ5Mf4Mw1BdXZ3q6urU3t6uLVu26JlnntFzzz2nc845R2vWrFFxcXGuywSAMSN0AwCmlOFZ3MOr19Kx4NfS0qJkMqnly5ertLT0uMcZhiHLsqb1Snc2RtO0tbUpGAxq7969Z3yM0xlHU19frwcffFB9fX2j/n9GfqmqqtL111+vSy65RC+//LJee+01vfTSS6qvr9fatWs1c+bMXJcI5IV4Mq3OcEKDiZRcTkNBn1uVQS9fMk8Q5nQDAKYUy7J09OhRSce2q/b392v79u1yu91qaGg44VbnVColSaqurh4R2KeLrq4u3X777UokEuN63Pb2dhUVFZ3VGC+v16sNGzaMKXibpqlvf/vbWr9+vS688MIzfk5MTqZpqqmpSS+99JL6+vo0d+5crV27VosWLSI8AKNo6x3SE28c1WPb3lL/UFJpy5ZhSE6HoUWVRbp+1SxdsqRCAS9rsdnEf10AwJRiGIY8Ho9isZi6u7v15ptvqqSkRMuWLZPLdeK/9tLp9BnNk54qwuGwEomEvvSlL2n27NnjckzLsnTgwAGVl5erqKjojI7R1tamO+64Q+FweEyh2+PxaPHixWptbSV0T0Eej0erV6/W+eefr127dmnz5s269957NWPGDK1Zs0arVq2S2+3OdZlAzvVFTX37V7v04u5uDZkpeZwOFXhdchqGbNtWyrK17fCA3jg8oA2/3auPrJmjD58/Rw7H9Pw7MNsI3QCAKcUwDBUUFOjAgQM6cOCAqqqqtHDhwpOGacuyJB0bOzVdQ/ew2bNna8GCBeNyrGQyKcuyNGvWLBUWFo7LMceivr5ev/jFL9Td3a2ysrIJe15MHIfDoaVLl2rp0qU6fPiwNm/erE2bNunZZ5/VeeedpwsuuGBC33PAZHKkP6YvP7BNu9rDKvS6VBn0yfGOv9u8kgJel1JpS31Dpv7zmd063BvTl65YJJdz+u32yjZCNwBgSkkmk3riiScyzZiqq6tPGqRt21YymZTH45HP55vASqe+4S8zJnrc08KFC+XxeNTS0qKLL754Qp8bE6+mpkY333yz+vr6tGXLFm3ZskW///3vtXz5cq1du1YVFRW5LhGYMP1Dpv564zbtbA+rvNAr9ykCtMvpUFmhV4OJlDa+flh+t1N/cWndtP8CerzxNQYAYMqIRCK66667tHv3bjU0NKiyslKmaWbC3ztZliXTNOVyuVRaWjotr+XOpnQ6LWniQ7fL5dKSJUvU2to6rRvjTTelpaW6+uqr9Zd/+Ze6+OKLtXfvXm3YsEE/+9nPtHfvXt4LmBZ+8Owe7Tg6tsD9doVel/xup+599ZA27+3JYoXTEyvdAIAp4ejRo7rnnnskSZ/85CdVVVWlRCKhvr4+maYp6Vj4M/5wPdtwIPR4PCotLZXX681Z7VNVrla6JamhoUHbtm1TR0eHqqqqJvz5kTt+v18XXnih1q5dq9bWVm3evFk//elPVVlZqTVr1mj58uU5eU8C2dY9mNAzOzpV4HGdVuAeFvS71T4Q1yPNb+lddVyaM574Sh8AkPd27dqlu+66S4WFhfrMZz6TCVler1cVFRUqKyvLdC0fDoJ+v19lZWWqqKggcJ+EYRgn/fX1r389c9+NGzfqkksuUWlpqfx+vxobG/W3f/u32rp1q37729+e8li//e1vx63u2tp5Ouyo1DcebtYPnt2jowOxcTs28oPT6dSKFSv02c9+Vh/72McUDAb1yCOP6Dvf+Y5eeOEFxWKn/56wbVuWZSmdTk/7EYOYfJ5saVckkVLRWXQiD3id2ryvR229Q+NYGVjpBgDkLdu2tXnzZv3617/W0qVLdcMNNxzXudjhcKigoEB+vz8zw/vtQQ8nNzx+TZLuu+8+/f3f/7127dqV+dlws6qvfOUruuOOO/T5z39e3/jGNzR37lzt2bNHjz32mP72b/9Wjz766IhjfeELX1A4HNZdd92V+dmMGTPGre7/+/x+vZysUfJQQq9079evt3fovz56riqDXLc/3RiGoXnz5mnevHnq6urS5s2b9dxzz+mFF17QqlWrtGbNmlO+9yzLUjweVzQalWmamc8Rj8ejQCAgn8/H5SnIKcuy9UjzETkN46w6kAe8LnWEE3qqtV2fvmj+OFY4vRG6AQB5KZ1O64knntDrr7+udevW6dJLLz1piCZkn5m3b80uLi6WYRjHbdfesmWL/u3f/k3f/e539fnPfz7zc7/fr9raWs2bN++4x/n9fiUSiaxs/e6NmscaAnk9ciX7VeIt1JG+mH657ag+eeG8cX8+5I/y8nK9733v06WXXqpXXnkl82vp0qVau3btqOPyRrtMxeFwyLZtxWIxxWIxLlNBzkXNlDojCfndZ3fpxLEu57YO9rDSPZ4I3QCAvBOLxXT//ffr4MGDet/73qfGxsZclzSt3XPPPSosLNSf/dmfjfi5ZVmZ6+gnUjSRUsqyFfB55PDMkNfr0UAioWgiNaF1YPIKBAK6+OKLtW7dOm3btk2bN2/WnXfeqZqaGq1Zs0ZLly6Vw+FQIpFQT0+PUqmUPB7Pce9ll8sl27ZlmqZ6enoUCoUI3siJITMty7Llco32eWvLTCYVi8VkpS2Vlpae9FgOw9BALJmdQqcpQjcAIK/09vbq5z//uYaGhvTRj35UtbW1uS5p2nvzzTc1f/58uVx/PK34j//4D33ta1+TdGyXwZEjR1RcXDwh9VQV+1QbCmhne1hBn1u9UVNul6GVs0sm5PmRP9xut84991ydc8452r17tzZv3qwHHnhAJSUlWr16tWbPnq10Oj1q4B42vM3cNE319fWpoqKCreaYcC6H8YdGocM/sZVMpo7txojHlE6l5XQ65PP5JdmSTjJKU5LXxXt4PBG6AQB54+DBg7rvvvtUUFCgT33qUwqFQrkuCSfwyU9+Uueff762bt2qv/iLv5jQhlNup0P/eH2D/uGRFh3oGVKB16lPrpuvixbSjRejMwxDixYt0qJFi3T06FFt3rxZr776qsLhsIqKijRr1qyTrmAbhiG32y3TNBWPx1VQUDCB1QNSkc8tt9NQ3EzJMo8F7VQyJYfDIZ/PJ3+xXx6vR8ZJwvYw27Y1o9AzAVVPH4RuAEBe2Lp1qx599FHNmTNHt9xyS6YbOXJv4cKFevHFF5VMJjON7EpKSjRnzhx1dXXlpKZ5ZQH95BMXqHfIVKHXJd9ZXueI6aO6ulo33HCDDh8+rPb2drW1tenw4cOqqKhQTU1NpnngOw2vbkejUfn9fnpIYMIMDAyotbVVpYkOtYY9KnCk5Pf7FCwKyuv1ntZ70UxZcjoMrVvAl5TjidANAJjUbNvWb37zG7344otqbGzUNddcw4zdSebDH/6wvve97+mHP/yhvvCFL2R+nk6nc7rN1uEwVFbI9bU4fbZty+FwaObMmZo1a5ba29t1+PBhdXR0KBQKqbKyUqFQ6Lj3t9PpHNHdHMiWwcFBbd++XS0tLWpra5PT6dTqmUt0MOVXccAnv+fMYt5ALKnZpQVau4CdZOOJ0A0AmLSSyaQefvhhbd++XZdffrnWrl3LiewktHbtWn3pS1/Sl770JR08eFAf+MAHNHv2bL322mu6//77ZRgG17girwyPF3Q4HHI6nZo1a5Zmzpyp7u5u9fb2avv27XK73aqsrFRlZWVm9dswDOZ3I2tisZh27typlpYW7d+/X4ZhaMGCBbr++uu1ZMkSud0evfGTl7X9rbB87tNvYplKW0pbtt7fOEtuJ5/Z44nQDQCYlCKRiO699151dXXpgx/8oJYsWZLrknAS//7v/64LLrhAGzZs0J133qmhoSGFQiFddNFF2rx5s4LBYK5LBMZseMTg28OzYRgqLy9XeXm5Zs+erfb2dnV0dOjw4cMqKipSVVWVQqFQTjr2Y+oyTVO7du1SS0uL9uzZI8uyVFtbq2uuuUZLly49rn/AZy9aoL95aJt6h0yFAmPf6WNZtroGE6qrKNJ1K6rH+2VMe4bNV3EAgEmmvb1d99xzj2zb1oc//GFVV3MCkG179+7VF7/4RX3nO9/RggULzvp4qVRKe/fu1axZs054DWwu6gLGwrZtdXd3KxaLnbSBmm3b6u3tVXt7u3p6elRUVCSPx6M5c+ZowYIFhG+ckVQqpd27d6u1tVW7du1SKpVSTU2NGhoatGzZMhUVFZ308Q+8dlj/36/fVNqyVVZ44s77w5JpS92DCc0s8eu7H2rUvLLAeL4ciJVuAMAk8+abb2rjxo0KhUL60Ic+xAppnrIsS5LYVo68ZBiGAoGAYrHYSa/PNgxDoVBIoVBIiURC3d3damlp0QsvvKDi4mKtXLlSq1atOuVcZCCdTmv//v1qaWnRzp07lUgkVFVVpfXr16u+vv603kM3nVsjv9upO361S+3huLwup4I+l1xv2zJu27biKUvhWFK2pEWVRfqXD6zQnBCd97OB0A0AmBRs29aWLVv0q1/9SkuWLNENN9wgj4eRJfkqnU5LEk3vkLd8Pl9m/vbJ5nRLymxDnzlzplauXKmjR4+qqalJW7Zs0fPPP6958+Zp1apVWrp0aabDP2Dbtg4ePKiWlhbt2LEjc1nOmjVrVF9fr/Ly8jM+9jUrqlU/M6hfvnFUv9x2VN2DCUmSZdvHhoYZhtwOQ0uqi3RD4yxdtrRSRT7em9lC6AYA5Fw6ndamTZv02muv6V3vepcuu+wytmXmOUI38p3D4VBpaal6enpkmqbcbveoOzcsy1IymZTL5VJpaamcTqdqampUU1OjK6+8Ujt27FBTU5MeeughPfHEE2poaFBjY6NmzpzJ59w0ZNu23nrrLbW0tKi1tVWRSETFxcVatWqVGhoaVFVVNW7vi9qygD73njrd9q5aPburU/u7ohpMpOR0GAr63Tq/tlSNs0vlcPA+zDZCNwAgp+LxuO6//34dOHBA1113nc4555xcl4RxwPZyTAVer1ehUEh9fX0yTVOSMo3SbNvOfLnk8XhUWlp63PXfHo9HK1eu1MqVK9Xb26vm5mZt3bpVr732msrLy9XY2KgVK1YoEOAa2qnMtm11dnaqpaVFLS0t6u/vVyAQUH19vRoaGlRTU5PVL2ACXpeuXTEza8fHqRG6AQA509vbq3vuuUeDg4P66Ec/qtra2lyXhHEyPKOb0I185/V6VVFRoXg8rmg0KtM0ZVmWDMOQ3+9XIBCQz+c75Xt9xowZuuSSS3TxxRdr3759am5u1jPPPKOnn35aixYtUmNjo+rq6vgzM4X09PRkVrS7urrk8/m0dOlSLV++XHPnzuX/9TRC6AYA5MShQ4d07733yu/369Of/rRCoVCuS8I4Gg7dwFTgcDhUUFAgv9+fmeE9PFbsdFcoHQ6H6urqVFdXp6GhIb3xxhtqamrSPffco8LCwkzztbKysiy9GmTTwMCAWltb1dLSoqNHj8rj8Wjx4sW67LLLtGDBAi65maYI3aehq6tL4XA412WMKhgMnlWzBQCYSFu3btVjjz2mmpoa3XLLLcfNGUX+syyLk0tMOWcSsk+moKBAq1ev1urVqzPN11577TX97ne/0+zZs9XY2Khly5addGwZcm9wcFDbt29Xa2urDh06JKfTqUWLFunCCy/UwoULaZ4HQvdYdXV16fbbb1cikch1KaPyer3asGEDwRvApGbbtp599lm98MILWrVqla699lqC2STT1tY2Lsfp7OxUKpXKXPOa63qAya66ulrV1dW64oortHPnTjU3N+vRRx/Vpk2bVF9fr1WrVmnOnDk0X5skYrGYdu7cqZaWFu3fv1+GYWjBggW6/vrrtWTJEr4owQiE7jEKh8NKJBL60pe+pNmzZ+e6nBHa2tp0xx13KBwOE7oBTFrJZFKPPPKIWltbdemll2rdunWcPE4iwWBQXq9Xd9xxx7gcr7e3V4ZhjMt8Yq/Xy7x2TBsul0sNDQ1qaGjQwMCAmpubM79mzJihVatWaeXKlfyZyAHTNLVr1y61tLRoz549sixLtbW1uuaaa7R06VJ2beGECN2nafbs2VqwYEGuywCAvDI4OKh7771XHR0duuWWW7R06dJcl4R3KC8v14YNG8btMqpf/OIXKi0t1eWXX37Wx+ISKkxXxcXFWr9+vd797nfr4MGDampq0vPPP69nn31WdXV1WrVqlRYvXsyOoSxKpVLavXu3WltbtWvXLqVSKdXU1Ojyyy9XfX29ioqKcl0i8gChGwCQVR0dHbrnnnuUTqf1iU98QjNnMrZksiovLx+3cFtUVKT58+fzRTUwDgzDUG1trWpra3X11VertbVVTU1Nuv/++1VQUKDly5ersbFRlZWVuS51Skin09q/f79aWlq0c+dOJRIJVVZWav369aqvrx+XHTyYXgjdAICs2b17tx544AHNmDFDH/7wh9kOOY3EYjH5/f5clwFMOT6fT+eee67OPfdcdXZ2ZmZ/v/TSS5o5c6ZWrVqlhoYG/vydJtu2dfDgQbW0tGjHjh0aGhpSKBTSmjVrVF9fz24bnBVCNwBg3Nm2rZdffllPPfWUFi1apA984APyeDy5LgsTxLZtQjcwASoqKnTFFVfo0ksv1e7du9Xc3KxNmzbpqaee0tKlS9XY2Kh58+bRP+MEbNvWW2+9lZmlHYlEVFxcnPnioqqqiv92GBeEbgDAuLIsS5s2bdKrr76qtWvX6rLLLmNe8zSTSCRk2zahG5ggTqdTS5Ys0ZIlSzQ4OKitW7eqqalJLS0tmRC5atUqlZSU5LrUnLNtW52dnZmg3dfXp0AgoPr6ejU0NKimpoagjXFH6B5H7e3t+ta3vqVf/vKXOnLkiCoqKrRq1Sp98Ytf1KWXXqra2lodPHhQ0rG5jIsXL9bf/M3f6Oabb5Ykff3rX9c3vvGNzPGCwaBWrFihf/qnf9L69etz8poA4HTE43E98MAD2r9/v6677jqdc845uS4JORCLxSSJ0A3kQGFhodatW6d3vetdOnz4sJqamrR582Y999xzmjdvnhobG7VkyZJpNzu6p6cnE7S7urrk8/m0dOlSXXvttaqtreXLYWQVoXucHDhwQOvWrVNJSYm+/e1va/ny5Uomk3rqqaf0uc99Tjt37pQkffOb39RnPvMZhcNh3XHHHfrgBz+oWbNm6V3vepckqb6+Xk8//bSkY+NW/v3f/13XXnutDh8+rOLi4py9PgA4lb6+Pt1zzz2KRCL6yEc+ovnz5+e6JOQIoRvIPcMwNHv2bM2ePVtXXXWVtm/frubmZj344IPyer1qaGhQY2OjZs6cOWVXdgcGBtTa2qqWlhYdPXpUbrdbS5Ys0WWXXaYFCxbQ9R0ThtA9Tv7sz/5MhmHo5ZdfViAQyPy8vr5en/zkJzO/LyoqUlVVlaqqqvSDH/xAP/3pT/XYY49lQrfL5VJVVZUkqaqqSt/85jd111136c0339T5558/sS8KAMaora1N9957r7xerz71qU+prKws1yUhhwjdwOTi8XgyW8x7enoyzddee+21zM7MFStWjDiHzVeDg4Pavn27WltbdejQITmdTi1atEjr1q3TokWLpt0KPyYHQvc46O3t1ZNPPqlvfetbo35Ynej6GZfLJbfbLdM0R709kUjorrvuUklJiRYvXjyeJQPAuNm2bZseffRR1dTU6JZbblFBQUGuS0IOWJatprY+7Tga0b5DHWpNVejp3f26dFmBSgM00QMmi1AopEsvvVTvec97tHfvXjU3N+vpp5/W008/rcWLF2vVqlWqq6vLq+3WsVhMO3fuVEtLi/bv3y/DMDR//nxdf/31WrJkibxeb65LxDRH6B4He/bskW3bWrJkyZgfY5qm7rjjDg0MDOiSSy7J/PyNN95QYWGhJGloaEhFRUW67777GLMDYNKxbVu//e1v9fzzz2vlypW69tpr5XLx18p0E02k9GRLux5uPqI9nYNKWbZSyaTiySrt/9UebXj+gK5YVqX3rZqppdX8XQZMFg6HQwsXLtTChQs1NDSkN954Q01NTbrnnntUWFiolStXqrGxUaFQKNeljso0Te3atUstLS3as2ePLMtSbW2trrnmGi1dupQvgDGpcHY0DmzbHvN9v/KVr+irX/2q4vG4CgsL9S//8i+65pprMrcvXrxYjz76qCQpEonovvvu080336xnn31W55133rjXDgBnIplM6tFHH1VLS4suvfRSrVu3bspeE4gTax+I628e3KbWt8IyJAX9bnldDkWjSQ0m0yov9CoST+r+19r0yzeO6vOXLtSN58zivQJMMgUFBVq9erUuuOACtbe3q6mpSa+99pp+97vfac6cOVq1apWWLVt2RivGtm1nfhmGkfl1JlKplPbs2aOWlhbt2rVLqVRKNTU1uvzyy1VfX6+ioqIzOi6QbYTucbBw4UIZhpFplnYyf/VXf6XbbrtNhYWFqqysPO5Dx+PxqK6uLvP7xsZGPfzww/rOd76jn/70p+NeOwCcrsHBQd13331qb2/XzTffrGXLluW6JORA92BCX7yvWXs6IwoFvPK4/rgV1bJsORwOOR2GSgo8KrZt9Q6Z+o9f7ZJl2brl/Nk5rBzAiRiGoerqalVXV+uKK67Qzp071dTUpEcffVSbNm1SfX29GhsbNXv27FMGZ8uyFI/HFY1GZZpmJnR7PB4FAgH5fL4xbWFPp9Pav3+/WlpatHPnTiUSCVVWVmr9+vWqr69XaWnpeL18IGsI3eNgxowZuvLKK/WDH/xAn//854+7rru/vz9zXXdZWdmIUD0WTqcz05QGAHKps7NTP//5z5VOp3Xbbbdp1qxZuS4JOWDbtv7p8e3a0xlReaFXLufIE2fLskacTBuGoVDAq96oqe8/u0eLqoq0anbJBFcN4HS4XC41NDSooaFB/f392rp1q5qbm9Xc3KwZM2aosbFRK1euHHV1OZFIqK+vL9O3yOl0yuFwyLZtxWIxxWIxeTwelZaWjrp6btu2Dh48qJaWFu3YsUNDQ0OaMWOGVq9erYaGBpWXl2f99QPjidA9Tn7wgx9o3bp1uuCCC/TNb35TK1asUCqV0q9//Wtt2LBBO3bsGNNxUqmU2tvbJf1xe/n27dv1la98JZvlA8Ap7d69Ww888IBKS0v14Q9/mDGG09jO9oheOdinoM99XOCWhkP38atgpQVudYTjevD1w4RuII+UlJRo/fr1eve7360DBw6oqalJzz33nH7zm9+orq5OjY2NWrRokZxOpxKJhHp6epRKpeTxeI5bEXe5XLJtW6ZpqqenR6FQSF6vV7Zt66233srM0o5EIgoGg1q1apUaGhpUVVXFpSnIW4TucTJ//ny9/vrr+ta3vqUvfelLOnr0qMrLy3Xuuedqw4YNYz5Oa2urqqurJR27vmbBggXasGGDPvaxj2WrdAA4pZdeeklPPfWUFi5cqA984AN0gp3mfrntqBLJtEr9o4/esSxLTtfx828Nw1CBx6Xn3+xS+0BcVcW+bJcKYBwZhqF58+Zp3rx5isfjamlpUXNzs37xi1+ooKBAK1asUF1dndxu96iB++3H8Xg8Mk1Thw8f1oEDB9Ta2qq+vj4FAgEtW7ZMy5cvV01NDUEbUwKhexxVV1fr+9//vr7//e+PevuBAwdO+vivf/3r+vrXvz7+hQHAGbIsS08++aReeeUVrVmzRpdffnlejZHB+IuZaf1qe7t8bucJT4Zt25LDGD2QF/pc6gwn9MzODn1k9dxslgogi3w+n8477zydd9556uzsVFNTkw4dOpRpMFxZWamKiopRp1rEYjF1dnaqu7tbDodDBw8eVG1tra699lrV1tby9wymHEI3AGBU8XhcGzdu1N69e3XNNdcwQQGSpN4hUzEzLd8oK9nDhhupjcbxh6DeGU5kpT4AE6+iokJXXHGFOjs71dXVpY6ODu3Zs0d79+5VeXm5Kisr5ff71d3drc7OTkUiETmdTpWVlam8vFyNjY2qqKhgVRtTFqEbAHCc/v5+/fznP1c4HNatt96q+fPn57okTBKJZFqWLZ3s3Li4OCin88SnGLZsJVJWFqoDkCu2bSuVSqm0tFTl5eUyTVMdHR1qb29XR0eHnE6nbNtWKBTS7NmzFQqF5HA4lEqllEqlMt3NgamI0A0AGKGtrU333XefPB6PPvWpT9ElFiMEvC45HFLask94H5/Pf9JjOAxDAc+JV8oB5J/hWdzDu1w8Ho9mz56t2bNn66233tLu3bu1dOlSVVRUjHicYRiyLCuzLR2YirhgAgCQ0dLSorvvvluhUEif/vSnCdw4TijgUWWRT0Nm+owen0ofW+FeUFE4nmUByDHDMGQYxqjheebMmSopKdHhw4ePu214hZtVbkxlhG4AgGzb1m9/+1tt3LhR9fX1+uhHP6qCgoJcl4VJyOV06P2rZipt2bJOstp9IgPxpMqLvLp4MV/oAFPJcEfydHr0L+TmzJmjSCSi3t7eET9Pp9Mn7XQOTAWEbgCY5lKplB566CE999xzes973qPrr79+1G6zwLArG6pU5HNpIJ48rcelLVtmytI1K6pV4OE9BkwlhmEoEAhI0qir3aWlpQoGgzp06FDmZ5Z1bOdLIBAgdGNKI3QDwDQWjUb1//7f/9OOHTt000036d3vfjcnPjiliiKfbj6vRmbKUjSRGtNjLNtWVySumlK/PtBYk+UKAeSCz+fLzN8eLXjPmTNHAwMD6u/vl23bSiaT8ng88vl8OagWmDh8zXya2tracl3CcSZjTQAmv87OTt1zzz1KJpO67bbbNGvWrFyXhDzymYvmq30grk0t7UpZtop8rsw4sHcyU5Z6owmFCr36p+uXq6qYE2xgKnI4HCotLVVPT49M05Tb7R4xPjAUCqmwsFBtbW3y+/1yuVwqLS1lLjemPEL3GAWDQXm9Xt1xxx25LmVUXq9XwWAw12UAyBN79uzRAw88oOLiYt12220qLi7OdUnIMy6nQ1+7dplCAa8eeP2wOsJxeZwOBbwuOR2GbPtY2B40k3IYhhZUFOof39+ghZVFuS4dQBZ5vV6FQiH19fXJNE1JktPpzDRZmzNnjg4fPqx4PK65c+fK6/XmuGIg+wyb/vxj1tXVpXA4nOsyRhUMBukyDGBMXnnlFW3atEl1dXW68cYbOeHBWWvrHdITbxzVY1vfUu+QKcs6Nsfb7XTo3Lmlev+qmXrXgjJ5XKxmAdOFZVmKx+OKRqOZ7ebDzdY2bdokt9utD3/4w7kuE5gQhG4AmCYsy9JTTz2ll19+WatXr9YVV1zBlj6Mq3gyrbbeIQ0mUnI7HQoVelRdfPKZ3QCmtuH53W8fDfbGG2/ooYce0mc/+1lVV1fnukQg6wjdADANJBIJPfDAA9q7d6/e+9736rzzzst1SQCAacqyLP3gBz9QZWWlbrnlllyXA2QdSxwAMMX19/frzjvvVFtbmz7ykY8QuAEAOeVwOHThhRdqx44d6uzszHU5QNYRugEgT9m2LcuylE6nZVnWqONZDh8+rB/96EcyTVOf+tSntGDBghxUCgDASCtWrFBxcbFefPHFXJcCZB3dyydQOJ7U3s5BdUYSsm1bRT635pUFVF3sYy4ugDE7WXOaQCAgn88nh8OhlpYWPfzww5o5c6Y++MEPKhAI5Lp0AAAkHetovm7dOm3atEnr169XKBTKdUlA1nBNd5bFk2k992aXHml+S9vfGlA8aSllWZIkh2HI63aootCra1fO1HuXV6syyOxSACeWSCROOIYlnU5Lkjwej3bv3q3f/OY3Wr58ud73vvfJ5eI7VgDA5JJKpfTd735XdXV1ev/735/rcoCsIXRnUXNbv7791C7t7ojIlhTwOOV1OeV2HlvVTtu2EklLQ2ZaKctSSYFHn7lonm48p0YuJzv/AYyUSCTU09OjVColj8cz6g6ZdDqtgwcPqqOjQ6FQSBdeeCE7aQAAk9bmzZv19NNP6y/+4i9UUlKS63KArCB0Z4Ft27rn5Tb93+f2KmamNCPgPeVsUsu21Rc1lbJsrasr0zffX68in3uCKgYw2VmWpc7OTpmmecLAnUwm1draqkgkoiVLlqisrEwVFRWMBQMATFqmaeo73/mO6uvrdc011+S6HCArOBPLgntebtP3frNbactWZdB3ysAtHdtqHir0qtjv1gu7u/S3D76hmJmegGoB5IN4PH7SwD00NKTXX39dsVhMK1euVCgUkmmaisfjOagWAICx8Xg8Wrt2rZqamhSJRHJdDpAVhO5x1tzWr//73F45DEMzAqOfHJ+Mz+3UjAKPtuzv1Y9f3JelKgHkE9u2FY1GJWnUz5S+vj41NTXJ6XSqsbFRwWAws7odjUZH7WoOAMBkcf7558vtduv3v/99rksBsoLQPY7iybS+/dQuxcyUSgvOfGu41+2U3+3Ufa+2qbmtf/wKBJCXbNuWaZpyOp3H3Xb06FG98cYbCgaDamxslM/3x2aMTqcz090cAIDJyufz6YILLtCrr76a+ZIZmEoI3ePouTe7tLsjohkB71k3Lgr6XIqZad33yqFxqg5AvrJtOzMWbFgqldKOHTvU1tamWbNmqaGh4bhQPtzVnNANAJjsVq9eLYfDoS1btuS6FGDcEbrH0SPNb0nSmK7hPhXDMFTodel3e3p0pD921scDkL8Mw8gEaEkaGBjQa6+9pt7eXs2bN08LFiwY9Yu+4aBO93IAwGRXUFCg8847Ty+//LJiMc59MbUQusdJJJ7U9rcGVOA5fvvnmQp4XRoy02o+1D9uxwSQfwzDkMfjyYwD27p1q7xer84991yVl5ef8HHpdPqEjdcAAJhs1q5dK8uy9PLLL+e6FGBcEbrHyZ7OQSVSlryu8QvdDsOQYRw7NoDpa3iV+8CBAzp06JDmzp2rlStXjrh++50sy5IkBQIBQjcAIC8UFhbqnHPO0ZYtW5RIJHJdDjBuCN3jpCuSUDJtye0c28ntUGxIsVhMpmn+4eT4BNdc2lJHmJE/wHS2fft23X333RoYGFB9fb3mzJlz0iBt27aSyaQ8Hs9JgzkAAJPNunXrZJqmXn311VyXAowbV64LmCos29bp9CqKDkaVTCYzv3c4DDmdLrlcLjmdTrlcLrlcTlm2pfQfVqwATC+maerJJ59UU1OTli1bpvXr12twcFCmacrtdmfGgr2dZVlKJpNyuVwqLS0d9T4AAExWwWBQq1at0ubNm3XBBRfI7T7ziUDAZEHoHidBn1tOh6G0bcs1hq2c5eXlsixL6XRaqVRK6XRKqVRaqXRKpmkqnU5LkoZst7ZvfU0/7PydZsyYodLSUs2YMSPz7yUlJZxUA1NQe3u7Nm7cqIGBAV133XVqbGyUYRjyer3q6+uTaZqSjo0FG95+Pvy54fF4VFpaKq/Xm8uXAADAGbnwwgvV1NSk119/XatXr851OcBZI3SPk3nlAXndDiWSllzesYVgh8Mhh8Mx6jd4tm0rlUqqI2Jq7eJS1QaH1NvbqzfffFP9/f2Z6zUdDoeKi4uPC+QzZsxQSUkJ3w4Ceca2bb300kt6+umnVV5ers9+9rMqKyvL3O71elVRUaF4PK5oNJq5RMUwDPn9fgUCAfl8Pr6MAwDkrdLSUq1YsUK/+93vdO6558rlIrIgv/EOHidVQZ8qi3w63BdTwHv2/1kNw1BaTvk9bl2zbpVWzi7J3GZZlgYGBtTb25v51dfXp4MHD6q5uVmpVCpz32AwmAnj71wl51pPYHKJRqN6+OGHtWfPHq1evVqXXXbZqCcaDodDBQUF8vv9I2Z4Mx4MADBVXHjhhdq6dauam5s1d+5chcPhXJd0QsFg8KTTRADDtk/nSmSczE9+t1/ff3aPKoM+OcbhxLczHNeiqiLd/YkL5HCM7Xi2bSsSiaivr29EIB/+97d3giwoKBg1kM+YMUMFBQWcvAMTaM+ePXr44Ydl27auv/56LVy4MNclAQCQUw888IB27dql119/PXNZ1WTk9Xq1YcMGgjdOiJXucXT18mr99KVD6ouaChWe3bWU8WRatqQbz6kZc+CWjq2QB4NBBYNBzZ07d8Rttm0rFouNGsj37dunaDSaua/H48mE8XcG8mAwSCAHxkkqldIzzzyjLVu2aMGCBbr++utVWFiY67IAAMi5iy66SC+88IL6+/v1ta99TbNnz851Scdpa2vTHXfcoXA4TOjGCRG6x1Fl0KfPXjRf//6rXYol0/K7z2xmt2Xb6hsydcG8Gbp2RfW41WcYhgoKClRQUKBZs2Ydd7tpmiMC+XAob21tVTgc1vCmCKfTOSKMvz2Ul5SUyOkcv1nlwFTW3d2tBx98UB0dHbriiiu0Zs0avtACAOAPKisrNX/+fL300kuqqanRggULcl0ScEYI3ePsxnNrtGVfj57f3SVHgUfe0wzelm2rM5xQZdCnL1+5RC7nxDVD8ng8qqysVGVl5XG3pVIp9ff3H7dKvmfPHvX392e6JhuGoeLi4hNeR+7xeCbs9Zyp4WtkuU4W2WLbtpqbm7Vp0yYFg0F9+tOfVnX1+H3BBgDAVHHeeefpf//3fzU4OJjrUoAzRugeZ06HoW+8v15/++Ab2rK/V/6UpaDPNabQFk+m1TdkqjLo0798YIVqywITUPHYuFwulZWVjeiiPMyyLIXD4eMC+eHDh7Vt27YR88gLCwtHhPG3h3K/3z+RL+k4lmWN6Ag9HLo9Hg8doTFu4vG4Hn/8cbW2tmrVqlW6+uqr8+LLKAAAcqGqqkper1cDAwOZczMg3xC6s6DI59a/3bRSP35xn+57tU3t4bgCXpcKva7jGqzZtq14ylIklpQt6YJ5M/TlK5dMqsB9Kg6HQyUlJSopKdG8efNG3GbbtqLR6Ijrx/v6+tTd3a0333xTsVgsc1+fz3fCQF5YWJjVD9lEInHc7GOHw5G5Dj4WizH7GGft0KFDevDBBxWPx3XTTTepvr4+1yUBADDpFRYWyjRNRaNR+p4gLxG6s8TvcerPL1mody8q170vt+l3e7rVGU7IMI5tITdkSLIlGXI7DS2qKtJN59bomuXVE7qlPNsMw1BhYaEKCws1Z86c426Px+PHdVjv6+vToUOHFIlEMvdzu93HhfHhfxYXF5/VCnQikVBPT49SqZQ8Hs9x4d7lcsm2bZmmqZ6eHoVCIYI3TotlWXrhhRf03HPPqaamRrfddptKSkpyXRYAAHnB4/HI5/Opp6dHgUCA1W7kHUJ3lq2oKdGKmhId6Y9pW1u/dncOqj0cl2XZKva7taC8UIurirR8VvFpdSmfKnw+n2bOnKmZM2ced1symRyxOj78z507d6q/vz/T2G14pX20QF5aWjrqnONhlmWpr6/vhIF72PA28+FmcxUVFWw1x5gMDAzowQcfVFtbmy666CKtX7+e9w4AAKeppKRE8XhcQ0NDCgT+uCP0tttu09133535/YwZM3T++efr3/7t37RixYoRx/jTP/1T/ehHP9K9996rm2++ecRtH/zgB7V//35t3rw50xQ4mUxqzZo1WrJkiX72s59l8dVhqiN0T5BZJX7NKvHr6lwXkkfcbrcqKipUUVFx3G3pdFoDAwPHBfIDBw6oqalJqVQqc99gMDhqU7cZM2YonU7LNM2TBu5hhmHI7XbLNE3F43EVFBSM+2vG1LJ9+3Y99thj8ng8+vjHP37cGD8AADA2fr9fHo9HPT09KigoGHHedtVVV+muu+6SJLW3t+urX/2qrr32Wh06dChzn6GhId1777368pe/rDvvvPO40P3DH/5Q9fX1+pd/+Rf93d/9nSTpH//xH3X06FE9/fTTE/AKMZURupGXnE5nJkC/k23bikQiI7ar9/X1qb29Xdu3b1cikcjct76+PjNT0e/3y+/3y+fzye/3y+12H3fs4RXKaDQqv9/P9iaMyjRNPfXUU3r99de1bNkyXXvttTlvFAgAQD4zDEMzZszQkSNHFIvFRix+eL1eVVVVSTrWeO2v//qvddFFF6mrqytznnf//fdr2bJl+uu//mvNnDlTbW1tI+Z+h0Ih/fd//7duvvlmXXfddTJNU//8z/+sRx55RKWlpRP7YjHlELox5RiGoWAwqGAwqNra2hG3DTdGGw7kw6vW0Wh0RCO1YDCoZDKpkpISlZaWqqSkJBPCnU7niO7mwNu1t7dr48aNGhgY0HXXXafGxkbeJwAAjIPhaTLDq92jGRwc1E9/+lPV1dUpFAplfv7jH/9Yt956q4qLi3X11VfrJz/5ib72ta+NeOz73vc+fehDH9LHPvYxJZNJffzjH9d73/verL4mTA+EbkwrhmGooKBABQUFqq6u1tGjR+VwODLX7qTT6Uy38v7+fvX39+vo0aOSjnXOLCkpUXFxsYqKijLXlAPSsS90XnrpJT399NMqLy/XZz/72VFH7AEAgDMzvNr91ltvKRaLZXaRPf7445mu5tFoVNXV1Xr88cczOxR3796tLVu26MEHH5Qk3Xrrrfo//+f/6Ktf/epxX4x/5zvf0axZsxQMBvUf//EfE/jqMJURujFtGYYhwzBGhGen05nptj68HSmRSGQCeFdXl7q6umQYhp555hnNnTtX8+fPV01NzUkbtmFqi0ajevjhh7Vnzx6tXr1al112Ge8HAACyoLCwUB6PR729vZo1a5Yk6T3veY82bNggSerr69MPf/hDXX311Xr55Zc1d+5c3XnnnbryyiszX4a/973v1ac+9Sn95je/0aWXXjri+Pfcc48Mw1B3d7d27typCy64YGJfIKYkzgoxbQ13JI/FYicNSF6vV5WVlaqsrJQkRSIRhcNhJRIJvfrqq3rhhRfkcrk0Z84czZs3T/PmzVN1dTUdqqeJvXv36qGHHpJt2/qTP/kTLVy4MNclAQAwZRmGoVAopKNHjyoej0s6tu28rq4uc58f/ehHKi4u1v/8z//oG9/4hu6++261t7ePON9Lp9O68847R4Tuffv26ctf/rI2bNigZ599VrfddpuampoYFYuzRujGtGUYhgKBgGKx2Jivz7YsSx6PR0uWLNE555wj27bV3t6u/fv3a//+/Xr++ef1zDPPyOfzqba2VrW1tZo/f77Kysq4rneKSafTeuaZZ7R582YtWLBA119/fWZrGwAAyJ6ioiL19PSot7d31NsNw5DD4VAsFtMTTzyhSCSipqamzOWEktTS0qJPfOIT6u/vV0lJiSzL0m233aZLL71UH/vYx/T+979fDQ0N+vu//3v967/+60S9NExRhG5Maz6fLzN/+1Rjw2zbVjKZlMfjkc/nk3TsQ726ulrV1dV617vepXQ6rSNHjmjfvn3av3+/fvWrX8myLBUWFmZWwefPn6/i4uKJeonIgp6eHm3cuFEdHR264oortGbNGr5UAQBgggxf293e3q50Oq1EIqH29nZJx7aXf//739fg4KCuu+46fec739E111yjlStXjjjGsmXL9Jd/+Zf62c9+ps997nP67ne/q9bWVrW2tkqSiouL9aMf/UjXXnutbrzxRraZ46wQujGtORwOlZaWqqenR6Zpyu12j7ot3LIsJZNJuVwulZaWnnDruNPp1Jw5czRnzhxdfPHFMk1Thw4dyqyEv/HGG5Kk0tLSTACvra1VIBDI6uvE+LBtW83Nzdq0aZOCwaA+/elPq7q6OtdlAQAw7QSDwcz525NPPpn5+7ioqEhLlizR/fffr6VLl+qXv/ylfv7znx/3eIfDoRtuuEE//vGPdfnll+vv/u7v9KMf/SgzekySrrzySn3iE59gmznOGqEb057X61UoFBoxMszpdGaarKXTaUmSx+NRaWnpaX3gejwe1dXVZa4zGhoa0oEDBzIh/PXXX5ckVVZWZlbC586dy4f6JBSPx/X444+rtbVVq1at0tVXXy2Px5PrsgAAmJYMw1Bpaan+8R//Uf/7v/97wr+Tk8nkCY/xwx/+MPPvQ0NDo97nv//7v8+uUECEbkDSseBdUVGRmdltmqYsy5JhGPL7/Zm5kGfbHK2goEDLli3TsmXLJEnhcDgTwFtbW7VlyxY5HA7NmjUrE8LpjJ57bW1t2rhxo+LxuG666SbV19fnuiQAAKa94uJi9fb2qre3d8QKNTDZcCYP/IHD4VBBQYH8fr9s2840Vxv+lQ3BYFArV67UypUrZdu2ent7M9eDv/LKK3r++edHdEafP3++qqqq6Iw+QSzL0gsvvKDnnntONTU1uu2221RSUpLrsgAAgP54mWB3d7dCoZDcbneuSwJGRegG3iGbIftUzxsKhRQKhXT++eefsjP68Eo4ndGzY2BgQA8++KDa2tp00UUXaf369XzZAQDAJFNSUpJZ7R4e7wpMNoRuYJIarTP64cOHMyH8qaeekmVZKioqygTwefPm0Rl9HGzfvl2PPfaYPB6PPv7xj2vu3Lm5LgkAAIzi7U1xQ6EQl+RhUuJdCeQJp9OpuXPnau7cuSM6ow9vR9+2bZskacaMGSNCeEFBQY4rzx+maeqpp57S66+/rmXLlunaa6+V3+/PdVkAAOAkSkpK1NfXp97eXlVUVOS6HOA4hG4gT52qM/prr70m6Y+d0efPn6+5c+fScfsE2tvbtXHjRvX39+u6665TY2Mj2/YBAMgDTqczE7xnzJjBajcmHd6RwBQxWmf0ffv26cCBA3RGPwnbtvXSSy/p6aefVnl5uf70T/9UZWVluS4LAAC8TVtb20lvT6fTamtrU19fn0Kh0ARVdeq6AEkybNu2c10EgOyybVs9PT2ZVfD9+/crHo/L5XJp7ty5mRA+3TqjR6NRPfLII9q9e7dWr16tyy67bNp/CQEAwGTS1dWl22+/XYlE4pT3DYfDGhoaUkVFxYSez3i9Xm3YsEHl5eUT9pzIL4RuYBqyLEsdHR2Z68EPHTqkZDI5ojP6/PnzFQqFpuwW67179+qhhx6Sbdu6/vrrtXDhwlyXBAAARtHV1aVwOHzK+0WjUf3kJz/Reeedp9WrV09AZccEg0ECN06K0A3guM7ohw8fnrKd0dPptJ555hlt3rxZCxYs0PXXX6/CwsJclwUAAMbBpk2b9MYbb+gLX/iCvF5vrssBJBG6AYzCNE0dPHgwE8Lb29sl/bEz+vz581VbW5t3ndF7enq0ceNGdXR06LLLLtOaNWum7Eo+AADT0cDAgP7zP/9Tl1xyidatW5frcgBJhG4AYzDcGX14O3pvb68kqaqqKrMKPpk7o9u2rebmZm3atEnBYFA33nijqqurc10WAADIgscee0y7du3SF77wBbnd7lyXAxC6AZy+gYGBEU3ZIpGIHA6HampqVFtbq/nz56umpkZOpzNrNdi2nfllGEbm1zvF43E9/vjjam1t1apVq3T11VdP2i8HAADA2evr69P3vvc9XXnllRN6bTdwIoRuAGflRJ3R3W635syZk9mOXllZOS6dRC3LUjweVzQalWmamdDt8XgUCATk8/kyz9PW1qaNGzcqHo/ruuuuU319/Vk/PwAAmPwefvhh7du3T5///Oclw6FDvUPa2xVVbzQh25YKfS7NLyvU/PKAfO7sLRIAEqEbwDizLEvt7e2ZAP72zuhvb8p2Jp3RE4mE+vr6ZJqmJMnpdMowDNm2rXQ6LUnyeDwqKSnRSy+9pOeee041NTX6wAc+oJKSkvF+qQAAYJLq7u7Wv37vf1SweJ2aehzqGTJlJi0Nn3rYtuR2GirwunTZ0gpdu2Km6mcG6fWCrCB0A8iqVCqlI0eOZK4HP3LkyHGd0efPn69gMHjS4yQSCfX09CiVSsnj8Yz6l6Jt24pGozpw4ICam5t1zjnnaP369dNq9jgAANOdmbL0s5cO6oe/alE0aam4sFABr0tel0MOx7HzB9u2ZaYsxZJpxZJp+dxOXVlfpT9/T51KA1yGhvFF6AYwoU7UGT0UCmVC+Ds7o1uWpc7OTpmmecLALR2b4/nmm28qGAxq9uzZWrhwIYEbAIBppHswob998A01tfXLKVtmpE+lM0pU4D/xxBXbthVNpBVJJFVTWqB/ur5BDbPyf0wqJg9CN4CcOlVn9Pnz56u8vFwDAwMnDNzpdFp79+7V0aNHVV5eroULF8qyLJWVleXdWDMAAHBmeqOmvnhvk7YfDWtGwCOvy6ne3l6lUimVV5TL0Mm3jqctW12RuEKFXt1xy0rVzyR4Y3wQugFMKqN1Rl+0aJFmzpwpv9+vkpISBYN/vOZqcHBQO3bsUDwe18KFC1VVVSXp2HZ0v9+vsrIyrs8CAGCKsyxbX964Tb/d1amyQq/czmM73cykqe6ubpWWlsrv95/6OLatznBCc0IFuvPj56u4gJFjOHuEbgCTlm3b6u7u1uHDhxUOhzPXdDudThUXF8vr9aqjo0MFBQVaunTpiFXtVColSaqurmaLOQAAU9yjW9/St365XUVet/yekd3Ie3p6ZFlplZeXS6dY7ZaklGWpK5LQTefW6K+vXpqlijGdELoBTGrpdFpHjx6Vw+GQw+HQ4OCg+vv71dfXp2g0qpKSEi1evPi4YJ1Op2VZlqqrq7M6LxwAAORWPJnWB/9rs9rDcVUU+Y673TQT6u7u0YwZM+TzHX/7aMLxpCzb1p0fP18LK4vGu2RMMyz/AJjUDMPIjAUzDENFRUWaPXu26urqZJqmZs6cOepK9vD92VoOAMDU9vybXTo6EFdpwehdxz0erzxejyKDEUljW28s8roUN9N64o2j41gppitCN4BJzTAMeTyezBzuYYlEQtKxudyjSafTJ+10DgAApobf7OyUbduZ67hHU1RYpKSZzJw/nIphGPK4nHqqtUNpi43BODuEbgCTmmEYCgQCko6tXg8zTVOS5PV6j3uMZVmSpEAgQOgGAGAKsyxbLUcG5HGd/FIyr9cjj8etSGRQY13t9rudCseTOtw3NA6VYjojdAOY9Hw+nzwej0zTzARv0zTlcrmO21pu27aSyaQ8Hs+Yr9sCAAD5qWswoYF4Ul7XqWKNocLCIpmmqcQfvrg/Fa/LoUTK0r7u6NkXimmN0A1g0nM4HCotLZXL5ZJpmrIsS4lE4rhVbsuyMmG8tLSUruUAAExxg4mULEtyOk69s83n88rtcStpJsd0bIfjWE+ZoUT61HcGTsKV6wIAYCy8Xq9CoZD6+voyW8sDgYDS6bRs285c8+3xeFRaWjrqtnMAADC1OE7rMjJDZaGyMV96Nry77iSXigNjwlsIQN7wer2qqKhQWVmZ+vv75Xa7M9dv+/1+lZWVqaKigsANAMA0UVbokdtpKJm2xnT/0+n1krJsOR2GZgQ4r8DZIXQDyCsOh0MFBQV68803FY/HVV1drerqapWVlamgoIAt5QAATCNFPrdmlfiVSI0tdJ+ORMqSz+1UXUXhuB8b0wtnpwDyjm3bGhwcVDAYlNPplMPhoEs5AADT1DlzSpVMWyOmnIyHoURKc0MFmhEYfTwpMFaEbgB5Z2hoSJZlqaioKNelAACAHLtqeZW8LqdiyfFreJa2bFmS3r9y1rgdE9MXoRtA3gmHw5JE6AYAAFpWHdTK2SUaiCXHbbW7N5pQRZFXly2rHJfjYXojdAPIO5FIRBKhGwAAHGuO9n8uX6gin1t9Q2MbB3YyQ2ZKkqHPvadOxX732ReIaY/QDSDvRCIRGYahwkIamwAAAKmuokifuWi+UpalcOzMg3c8mdZALKlLl1boqvqqcawQ0xmhG0DeiUQiCgQCdCoHAAAZH75gtm5dM1eJlKWewYSs09hqbtu2wvGk+mNJXbSwXF+9ZpkcDpq0Yny4cl0AAJyuSCTC1nIAADCCYRj68/fUqbLIp/96fq86wnEV+dwKeJwnnHJi27biKUsDMVMel1O3nFujP79kofwe5wRXj6mM0A0g7xC6AQDAaAzD0C3nz9Z5taX6wbN79PL+XnWEkzIMQz63U64/rF6nbVuJpKW0ZcntdGhpVVC3X1yntQtCOX4FmIoI3QDyTiQS0axZjPAAAACjm19eqDtuWaW9XYP6VWuHtrb1a0/XoMyUJUlyGNKiykI1zCrWpUsr1Di7lO3kyBpCN4C8w0o3AAAYiwXlhbr94mONV82UpXA8KduWCr0utpBjwhC6AeSVdDqtaDSqYDCY61IAAEAe8bgcKiv05roMTEO0/gWQVwYHByUxoxsAAAD5gdANIK9EIhFJhG4AAADkB0I3gLwSDoclEboBAACQHwjdAPJKJBKR0+mU3+/PdSkAAADAKRG6AeSV4c7lhsFYDwAAAEx+hG4AeYVxYQAAAMgnhG4AeYXQDQAAgHxC6AaQVwjdAAAAyCeEbgB5hdANAACAfELoBpA3TNNUIpEgdAMAACBvELoB5I1IJCJJCgaDOa4EAAAAGBtCN4C8MRy6WekGAABAviB0A8gb4XBYEqEbAAAA+YPQDSBvRCIReb1eeTyeXJcCAAAAjAmhG0DeoHM5AAAA8g2hG0DeIHQDAAAg3xC6AeQNQjcAAADyDaEbQN4gdAMAACDfELoB5AXbtgndAAAAyDuEbgB5IRaLKZ1OE7oBAACQVwjdAPJCJBKRxIxuAAAA5BdCN4C8MBy6g8FgjisBAAAAxo7QDSAvDIfuwsLCHFcCAAAAjB2hG0BeCIfDKigokNPpzHUpAAAAwJgRugHkhUgkwtZyAAAA5B1CN4C8MDg4SBM1AAAA5B1CN4C8EA6HCd0AAADIO4RuAHkhEokQugEAAJB3CN0AJj3LshSNRgndAAAAyDuEbgCT3uDgoGzbJnQDAAAg7xC6AUx6wzO6Cd0AAADIN4RuAJMeoRsAAAD5itANYNKLRCJyOBwKBAK5LgUAAAA4LYRuAJNeJBJRYWGhDMPIdSkAAADAaSF0A5j0IpGIgsFgrssAAAAAThuhG8Ckx4xuAAAA5CtCN4BJb3h7OQAAAJBvCN0AJr1wOMz2cgAAAOQlQjeASS2ZTCoej7O9HAAAAHmJ0A1gUmNGNwAAAPIZoRvApEboBgAAQD4jdAOY1AjdAAAAyGeEbgCTWiQSkdvtltfrzXUpAAAAwGkjdAOY1IZndBuGketSAAAAgNNG6AYwqQ2HbgAAACAfEboBTGqRSIQZ3QAAAMhbhG4Ak1okElFhYWGuywAAAADOCKEbwKRl27bC4TDbywEAAJC3CN0AJq1EIqFUKsX2cgAAAOQtQjeASYsZ3QAAAMh3hG4Ak1Y4HJZE6AYAAED+InQDmLRY6QYAAEC+I3QDmLQikYj8fr9cLleuSwEAAADOCKEbwKQViURY5QYAAEBeI3QDmLQI3QAAAMh3hG4AkxahGwAAAPmO0A1g0iJ0AwAAIN8RugFMSrZtE7oBAACQ9wjdACalaDQq27YJ3QAAAMhrhG4Ak9LwjO5gMJjjSgAAAIAzR+gGMCkNh25WugEAAJDPCN0AJqVwOCzDMBQIBHJdCgAAAHDGCN0AJqVIJKLCwkI5HHxMAQAAIH9xNgtgUqJzOQAAAKYCQjeASYnQDQAAgKmA0A1gUiJ0AwAAYCogdAOYlAjdAAAAmAoI3QAmnVQqpaGhIUI3AAAA8h6hG8CkMzg4KIkZ3QAAAMh/hG4Ak04kEpEkBYPBHFcCAAAAnB1CN4BJZzh0s9INAACAfEfoBjDpRCIROZ1O+Xy+XJcCAAAAnBVCN4BJJxwOKxgMyjCMXJcCAAAAnBVCN4BJZ3BwkK3lAAAAmBII3QAmnXA4TOgGAADAlEDoBjDpRCIRQjcAAACmBEI3gEmH0A0AAICpgtANYFJJJBIyTZPQDQAAgCmB0A1g0rBtW+FwWG63W4WFhbJtO9clAQAAAGfFlesCAMCyLMXjcUWjUXV3d2v58uWyLEvd3d0KBALy+XxyOPiOEAAAAPmH0A0gpxKJhPr6+mSapiQplUoplUrJ7XYrFospFovJ4/GotLRUXq83x9UCAAAAp4fQDSBnEomEenp6lEql5PF4ZBiGEomEbNvOBGzbtmWapnp6ehQKhQjeAAAAyCvs1wSQE5Zlqa+vb0Tglo4FcY/Hk7mfYRjyeDxKpVLq6+uTZVm5KhkAAAA4bYRuADkRj8dlmuaIwC1Jpmket5ptGIbcbrdM01Q8Hp/oUgEAAIAzRugGMOFs21Y0GpWkEYFbGj10S8o0UotGo3Q1BwAAQN4gdAOYcMPXaTudzuNuczgcKiwsHPVxTqdTpmkSugEAAJA3CN0AJpxt27Jt+7hV7mg0qr6+PhUUFIz6OMMwMo8FAAAA8gGhG8CEMwwjE6Dfrre3V06nU8XFxaM+bjiovzOsAwAAAJMVoRvAhBvuSJ5Op0f8vLe3VyUlJZnrt98pnU4f13gNAAAAmMwI3QAmnGEYCgQCkpRZ7U6n0xoYGNCMGTNGfczwqLBAIEDoBgAAQN4gdAPICZ/PJ4/Hk2mM1tfXJ9u2Rw3dtm0rmUzK4/HI5/PloFoAAADgzBC6AeSEw+FQaWmpXC6XTNNUb2+vCgoKjgvVlmXJNE25XC6VlpaecOs5AAAAMBm5cl0AgOnL6/UqFAqpr69PiURCFRUVSqVSmSZrw9d8ezwelZaWjjq/GwAAAJjMWDICkFPDQXr79u0KBoOS/nj9tt/vV1lZmSoqKgjcAAAAyEusdAPIub1792pwcFALFiyQ0+kcMRqMpmkAAADIZ4RuADm3Z88ezZs3T263O9elAAAAAOOK7eUAciqRSOjQoUOqq6vLdSkAAADAuCN0A8ipffv2ybIsQjcAAACmJEI3gJzavXu3QqGQSktLc10KAAAAMO4I3QByxrZt7dmzh1VuAAAATFmEbgA509nZqUgkooULF+a6FAAAACArCN0AcmbPnj1yu92aO3durksBAAAAsoLQDSBnhkeFuVxMLwQAAMDUROgGkBOMCgMAAMB0QOgGkBOMCgMAAMB0QOgGkBOMCgMAAMB0QOgGMOEYFQYAAIDpgtANYMIxKgwAAADTBaEbwIRjVBgAAACmC0I3gAm3Z88e1dbWMioMAAAAUx6hG8CEGh4VxtZyAAAATAeEbgATilFhAAAAmE4I3QAm1J49exgVBgAAgGmD0A1gwti2rd27d7PKDQAAgGmD0A1gwjAqDAAAANMNoRvAhGFUGAAAAKYbQjeACcOoMAAAAEw3hG4AE2J4VBjXcwMAAGA6IXQDmBDDo8K4nhsAAADTCaEbwIRgVBgAAACmI0I3gKyzbVt79uxhazkAAACmHUI3gKzr6upSOBxmazkAAACmHUI3gKzbvXs3o8IAAAAwLRG6AWQdo8IAAAAwXRG6AWQVo8IAAAAwnRG6AWQVo8IAAAAwnRG6AWQVo8IAAAAwnRG6AWQNo8IAAAAw3RG6AWQNo8IAAAAw3RG6AWQNo8IAAAAw3RG6AWQNo8IAAAAw3RG6AWQFo8IAAAAAQjeALGFUGAAAAEDoBpAljAoDAAAACN0AsoBRYQAAAMAxhG4A4254VBihGwAAANMdoRvAuNu9e7dcLpdqa2tzXQoAAACQU4RuAONuz549mjdvHqPCAAAAMO0RugGMK0aFAQAAAH9E6AYwrvbv38+oMAAAAOAPCN0AxtXu3bsZFQYAAAD8AaEbwLhhVBgAAAAwEqEbwLhhVBgAAAAwEqEbwLhhVBgAAAAwEqEbwLhhVBgAAAAwEqEbwLhgVBgAAABwPEI3gHHBqDAAAADgeIRuAOOCUWEAAADA8QjdAM4ao8IAAACA0RG6AZw1RoUBAAAAoyN0AzhrjAoDAAAARkfoBnDWGBUGAAAAjI7QDeCM2LYty7I0NDSkI0eOsLUcAAAAGAXLUgBOi2VZisfjikajMk1T/f39amhoUGVlpYaGhuTz+eRw8H0eAAAAIBG6AZyGRCKhvr4+maYpSXI6nerv75fX65VhGOru7pbH41Fpaam8Xm+OqwUAAAByj+UoAGOSSCTU09Mj0zTl8Xjk9XrlcrnU3d2toqIieb1eeTwemaapnp4eJRKJXJcMAAAA5ByhG8ApWZalvr4+pVIpeTweGYYhSYpGo0okEiotLZUkGYYhj8ejVCqlvr4+WZaVy7IBAACAnCN0AzileDyeWeEeDtyS1NfXJ4fDoZKSkszPDMOQ2+2WaZqKx+M5qBYAAACYPAjdAE7Ktm1Fo1FJGhG4Jamnp0elpaXHNU4b/n00GpVt2xNTKAAAADAJEboBnJRt2zJNU06nc8TPU6mUJKmsrGzUxzmdTpmmSegGAADAtEboBnBStm3Ltu3jVrk7Ojo0MDCgGTNmjPo4wzAyjwUAAACmK0I3gJMyDCMToN+uvb1doVBIHo9n1McNB/V3hnUAAABgOiF0Azip4Y7k6XQ687NIJKLBwUFVVVWd8HHpdPq4xmsAAADAdEPoBnBShmEoEAhIUma1u729XV6v94Rby4dHhQUCAUI3AAAApjVCN4BT8vl88ng8Mk1T6XRanZ2dqqysHDVQ27atZDIpj8cjn8+Xg2oBAACAyYPQDeCUHA6HSktL5XK51N3dLcuyRt1ablmWTNOUy+UadZQYAAAAMN1wRgxgTLxer0KhkDo6OlRRUSGHw6FUKqV0Oq1UKqVEIpFZ4Q6FQvJ6vbkuGQAAAMg5QjeAMRscHNSWLVtUUlIiv98v6Y/Xb/v9fpWVlamiooLADQAAAPyBK9cFAMgfTU1NcrvdWrp0qVwu14gZ3owHAwAAAI5H6AYwJpZlaevWrVq+fLncbrckEbIBAACAU2B7OYAx2b17twYHB3XOOefkuhQAAAAgbxC6AYxJU1OTqqqqVF1dnetSAAAAgLxB6AZwSoODg3rzzTfV2NiY61IAAACAvELoBnBKzc3NcjgcWr58ea5LAQAAAPIKoRvASdm2rebmZi1btiwzJgwAAADA2BC6AZzUoUOH1NPTw9ZyAAAA4AwQugGcVFNTk0pKSlRbW5vrUgAAAIC8Q+gGcELxeFzbt29XY2MjM7kBAACAM0DoBnBCLS0tSqVSWrVqVa5LAQAAAPISoRvACTU1Namurk7BYDDXpQAAAAB5idANYFQdHR166623aKAGAAAAnAVCN4BRNTU1qaCgQIsWLcp1KQAAAEDeInQDOE4qldK2bdu0cuVKOZ3OXJcDAAAA5C1CN4Dj7Ny5U7FYTOecc06uSwEAAADyGqEbwHGampo0e/ZslZWV5boUAAAAIK8RugGM0N/fr3379tFADQAAABgHhG4AIzQ3N8vj8ai+vj7XpQAAAAB5j9ANIMOyLDU3N6u+vl4ejyfX5QAAAAB5j9ANIGPfvn0aGBiggRoAAAAwTgjdADKamppUXl6uWbNm5boUAAAAYEogdAOQJA0NDWnnzp1qbGyUYRi5LgcAAACYEgjdACRJ27ZtkyStWLEix5UAAAAAUwehG4Bs21ZTU5OWLFmiQCCQ63IAAACAKYPQDUBHjhxRZ2cns7kBAACAcUboBqCmpiYFg0HNnz8/16UAAAAAUwqhG5jmTNNUS0uLVq1aJYeDjwQAAABgPHGGDUxz27dvl2maWrVqVa5LAQAAAKYcQjcwzTU1NWn+/PkqLS3NdSkAAADAlEPoBqax7u5uHTp0iAZqAAAAQJa4cl0AMN10dXUpHA7nugxJ0osvvqhoNCq3262uri6Vl5fnuiQAAABgSjFs27ZzXQQwXXR1den2229XIpHIdSmybVudnZ3y+/0KBoPyer3asGEDwRsAAAAYR6x0AxMoHA4rkUjoS1/6kmbPnp3TWqLRqDo6OjRr1ix1dnbqjjvuUDgcJnQDAAAA44jQDeTA7NmztWDBgpzWcOTIERUXF2vu3Lnyer05rQUAAACYqmikBkxDyWRS0WhUxcXFuS4FAAAAmNII3cA0FA6HZRiGioqKcl0KAAAAMKURuoFpxrZthcNhFRYWyul05rocAAAAYEojdAPTTCwWk2mabC0HAAAAJgChG5hEbrvtNhmGIcMw5PF4VFdXp29+85tKpVKSpP/5n//RypUrVVhYqJKSEjU2Nuqf//mfRz3WkiVL5PV61d7ePuLnAwMD8ng88vv9WX89AAAAwHRH93Jgkrnqqqt01113KZFI6IknntDnPvc5ud1uVVZW6otf/KL+8z//U+vXr1cikdC2bdvU0tJy3DFefPFFxWIx3XTTTbr77rv1la98RZKUTqc1ODioUCgkwzAm+qUBAAAA0w6hG5hkvF6vqqqqJEm33367HnroIT366KOqrKzULbfcok996lOZ+9bX1496jB//+Mf6kz/5E61fv15f+MIXMqE7EonItm0Fg8HsvxAAAAAAbC8HJju/3y/TNFVVVaUtW7bo4MGDJ71/JBLR/fffr1tvvVWXX365BgYG9MILL0g6trU8EAjI5eL7NgAAAGAiELqBScq2bT399NN66qmndMkll+gf/uEfVFJSotraWi1evFi33XabfvGLX8iyrBGPu/fee7Vw4ULV19fL6XTqQx/6kH784x8rHo8rHo/TQA0AAACYQIRuYJJ5/PHHVVhYKJ/Pp6uvvlof/OAH9fWvf13V1dXavHmz3njjDX3hC19QKpXSxz/+cV111VUjgvedd96pW2+9NfP7W2+9Vffff7+OHDkil8ulQCCQi5cFAAAATEuEbmCSec973qPm5mbt3r1bsVhMd99994ig3NDQoD/7sz/TT3/6U/3617/Wr3/9az333HOSpO3bt2vLli368pe/LJfLJZfLpTVr1mhoaEj33nuvgsEgDdQAAACACcSFncAkEwgEVFdXN6b7Llu2TJIUjUYlHWug9u53v1s/+MEPRtzvv/7rv3T//ffrr/7qr8a3WAAAAAAnRegG8sTtt9+umTNn6pJLLlFNTY2OHj2qf/qnf1J5ebnWrl2rZDKp//3f/9U3v/lNNTQ0jHjsDTfcoO9///vavXv3CTueAwAAABh/bC8H8sRll12mLVu26Oabb9aiRYt04403yufz6ZlnnlEoFNKjjz6qnp4e3XDDDSMeZ5qmZs2apcWLF+vHP/5xjqoHAAAApidWuoFJ5Cc/+ckJb7vxxht14403nvT2dDp93M/D4bCcTqe2b98uh4Pv2QAAAICJxBk4MIXZtq2BgQEVFRURuAEAAIAc4CwcmMKi0ahSqZSCwWCuSwEAAACmJUI3MIWFw2F5vV75fL5clwIAAABMS4RuYIpKpVIaHBxUcXExs7kBAACAHCF0A1NUOByWJLaWAwAAADlE6AamoOEGaoWFhXI6nbkuBwAAAJi2CN3AFBSPx2WapoqLi3NdCgAAADCtMacbyIG2trasHr+rq0uxWExOp3NM13Nnux4AAABguiJ0AxMoGAzK6/XqjjvuOONj2LatlGXLsiVDkmFILodDw9nasix1dnYqEAioqKhozMf1er1c/w0AAACMM8O2bTvXRQDTSVdXV6bJ2VikLVvNbX3a/lZYezoHdaAnqnjS0vCfXMMhBTwuLSgLaEFFQMFkn3a/+rw++clPnFboDgaDKi8vP92XAwAAAOAkCN3AJDUwlNSmlqN6uPmIDnQPKW3bMiR5XQ55XA45/rC0bdm2EilLiZQlyZYZG1K139KfX7daly2tlM9NIzUAAAAgVwjdwCRj27Ze2N2t/+/pN3W4LyaHIRX73PKOITwnk6aOdvbK4QvI7XZrSVWRvnzVEjXMoqEaAAAAkAuEbmASicST+s9nduuXbxxVKm0rVOiRyzH2IQMD4QHFhmKqrKxUMm2rN2rK73HqI6vn6JMXzpPbycACAAAAYCIRuoFJoi9q6q8f3KbXDvapyOtWoe/0+hzatq2Ojg75/f7MqDDbtjUQSyqRsnRFfaW+es0ytpsDAAAAE4ju5cAkEI4n9eUHtqmprU+hgFce1+mvSMcTcVmWpYJAQeZnhmGopMCjITOlp1o6ZNvSP1xXf0bHBwAAAHD6OPMGcsyybP3zEzvOKnBL0tDQkDwet9wu93G3FXhcCvpd+vX2Dv34xX1nWzIAAACAMSJ0Azn2VGu7nt3ZpWK/+4wDdzqdViKeUEFBwQnvU+Bxyety6J6X27S1rf8MqwUAAABwOgjdQA51hOP6/rN7JNkq8Jz51R5DQ0MyDEM+v/+k9yv2uxUz0/r3X+1SzEyf8fMBAAAAGBtCN5BD97/aps5wQqGA9yyOYmsoNiS/3y+HcfI/0oZhKFTo0a72iJ5qbT+L5wQAAAAwFoRuIEcGEyn98o2j8rgccjiMMz5OImEqnUqfdGv52w2PDXuo6Ygsi+EFAAAAQDYRuoEc+c3OTnUPmgqe5miwdxoaGpLL5ZLHc3wDtRMJ+t3a3RFR8+H+s3puAAAAACdH6AZy5IU3uyRbcjnP/I+hZVmKx+N/WOUe+2q5z+VQMm1r896eM35uAAAAAKdG6AZywLJsbT8alvcs52XHYjFJtvwFJ2+g9k6GYcgwpO1vhc/q+QEAAACcHKEbyIEj/TGFY0l53WfzR9DW0NCQvF6fnA7naT/a63Jod2dEybR1FjUAAAAAOBlCN5ADbb1DSqQseV2nH5aHJZNJJZPJMTdQeyevy6khM62j/fEzrgEAAADAyRG6gRyIp9KybFtn0bRcQ0MxOZ1OeX1nNm7M4Ti2zT2eYl43AAAAkC1n1zYZwBmxxmFHdzAYVEFBgYzTaKA2mjRjwwAAAICsYaUbyAGPyyGHYcg+i7xrGIbc7rGPCXsn2z52jLNt5gYAAADgxDjbBnKgutgnt9MhM4dNzMyUJY/LoapiX85qAAAAAKY6QjeQA3NDARV4nIonc3c9dSJlaW6oQAUerjIBAAAAsoXQDeSAx+VQXUWhEqncrXSnLVsNM4tz9vwAAADAdEDoBnJkzfyQLNuWdTYXdp8hM2XJMKTGOSUT/twAAADAdELoBnLkqoYqFXpdGoynJvy5w/GkZpb4dOHCsgl/bgAAAGA6IXQDOVIZ9Gn9onJFzZTsCVzttixbqbSl962cJa/LOWHPCwAAAExHhG4ghz54/hwFPC4NxJIT9pw90YTKi3y6dmX1hD0nAAAAMF0RuoEcWjYzqI+smaN40pI5AU3VhsyUJEN/fkmdKooYFQYAAABkG6EbyLGPra3V0plF6okmZFnZ22aeTFsaiCV18eJyXVVflbXnAQAAAPBHhG4gx3xup75+Xb2qi/3qjGQneCfTlroHE1paHdRfXblYDocx7s8BAAAA4HiEbmASmF9eqH+7aYWqin3qiMSVTI/fVvN4Mq3uwYSWVAX17ZtWKlToHbdjAwAAADg5w57ItskATmpf16D+4dFW7Twakc/tULHfLcM4s1Vpy7bVGzVlWbYumDdD//C+epURuAEAAIAJRegGJpmYmdZPfr9f97zcpiEzpYDXpUKvS44xhu+0ZSsSTyqWTKu0wKPPvHu+bjynRk62lAMAAAATjtANTFItRwZ0z8uH9OLubkXNlJwOQz6XU16XQx6XI7MCbtm2zJSleDKtRMqSLSnoc+mKZVX68AVzNCdUkNsXAgAAAExjhG5gkjvSH9OmN45q894e7e+OKp5My3zbNd+GDHlcDhV4nKqrKNT6ReW6sr5KpQFPDqsGAAAAIBG6gbwSM9Pa1z2ot/rjSqTSchiGfG6HZpcWaG4oII+L3ogAAADAZELoBgAAAAAgS1gWAwAAAAAgSwjdAAAAAABkCaEbAAAAAIAsIXQDAAAAAJAlhG4AAAAAALKE0A0AAAAAQJYQugEAAAAAyBJCNwAAAAAAWULoBgAAAAAgSwjdAAAAAABkCaEbAAAAAIAsIXQDAAAAAJAlhG4AAAAAALKE0A0AAAAAQJYQugEAAAAAyBJCNwAAAAAAWULoBgAAAAAgSwjdAAAAAABkCaEbAAAAAIAsIXQDAAAAAJAlhG4AAAAAALKE0A0AAAAAQJYQugEAAAAAyBJCNwAAAAAAWULoBgAAAAAgSwjdAAAAAABkCaEbAAAAAIAsIXQDAAAAAJAlhG4AAAAAALKE0A0AAAAAQJYQugEAAAAAyBJCNwAAAAAAWULoBgAAAAAgSwjdAAAAAABkCaEbAAAAAIAsIXQDAAAAAJAlhG4AAAAAALKE0A0AAAAAQJYQugEAAAAAyBJCNwAAAAAAWULoBgAAAAAgSwjdAAAAAABkCaEbAAAAAIAsIXQDAAAAAJAlhG4AAAAAALKE0A0AAAAAQJYQugEAAAAAyBJCNwAAAAAAWULoBgAAAAAgSwjdAAAAAABkCaEbAAAAAIAsIXQDAAAAAJAlhG4AAAAAALKE0A0AAAAAQJYQugEAAAAAyBJCNwAAAAAAWfL/A1avxbv30pNAAAAAAElFTkSuQmCC", | |
"text/plain": [ | |
"<Figure size 1000x800 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"fig, ax = plt.subplots(figsize=(10,8))\n", | |
"\n", | |
"ax = rp.plot_network_allocation(returns=Y,\n", | |
" w=w,\n", | |
" codependence=\"pearson\",\n", | |
" linkage=\"ward\",\n", | |
" alpha_tail=0.05,\n", | |
" node_labels=True,\n", | |
" leaf_order=True,\n", | |
" kind='kamada',\n", | |
" seed=123,\n", | |
" ax=ax)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 18, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Percentage Invested in Connected Assets 0.0\n" | |
] | |
} | |
], | |
"source": [ | |
"ca = rp.connected_assets(Y,\n", | |
" w,\n", | |
" codependence=\"pearson\",\n", | |
" graph=\"MST\",\n", | |
" walk_size=1)\n", | |
"\n", | |
"print(\"Percentage Invested in Connected Assets\", np.round(ca,6))" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"### 3.3 Calculating the Portfolio that Invest in the Assets that are not Neighbors\n", | |
"\n", | |
"### 3.3.1 Integer Programming (IP) Approach" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 21, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"<div>\n", | |
"<style scoped>\n", | |
" .dataframe tbody tr th:only-of-type {\n", | |
" vertical-align: middle;\n", | |
" }\n", | |
"\n", | |
" .dataframe tbody tr th {\n", | |
" vertical-align: top;\n", | |
" }\n", | |
"\n", | |
" .dataframe thead th {\n", | |
" text-align: right;\n", | |
" }\n", | |
"</style>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>APA</th>\n", | |
" <th>BA</th>\n", | |
" <th>BAX</th>\n", | |
" <th>BMY</th>\n", | |
" <th>CMCSA</th>\n", | |
" <th>CNP</th>\n", | |
" <th>CPB</th>\n", | |
" <th>DE</th>\n", | |
" <th>HPQ</th>\n", | |
" <th>JCI</th>\n", | |
" <th>...</th>\n", | |
" <th>NI</th>\n", | |
" <th>PCAR</th>\n", | |
" <th>PSA</th>\n", | |
" <th>SEE</th>\n", | |
" <th>T</th>\n", | |
" <th>TGT</th>\n", | |
" <th>TMO</th>\n", | |
" <th>TXT</th>\n", | |
" <th>VZ</th>\n", | |
" <th>ZION</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>weights</th>\n", | |
" <td>0.0000%</td>\n", | |
" <td>0.0000%</td>\n", | |
" <td>11.7613%</td>\n", | |
" <td>0.0000%</td>\n", | |
" <td>0.0000%</td>\n", | |
" <td>0.0000%</td>\n", | |
" <td>8.2249%</td>\n", | |
" <td>0.0000%</td>\n", | |
" <td>0.0000%</td>\n", | |
" <td>5.9050%</td>\n", | |
" <td>...</td>\n", | |
" <td>0.0000%</td>\n", | |
" <td>0.0000%</td>\n", | |
" <td>23.5536%</td>\n", | |
" <td>0.0000%</td>\n", | |
" <td>20.5886%</td>\n", | |
" <td>0.0000%</td>\n", | |
" <td>0.0000%</td>\n", | |
" <td>0.0000%</td>\n", | |
" <td>0.0000%</td>\n", | |
" <td>0.0000%</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"<p>1 rows × 25 columns</p>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" APA BA BAX BMY CMCSA CNP CPB DE \\\n", | |
"weights 0.0000% 0.0000% 11.7613% 0.0000% 0.0000% 0.0000% 8.2249% 0.0000% \n", | |
"\n", | |
" HPQ JCI ... NI PCAR PSA SEE T \\\n", | |
"weights 0.0000% 5.9050% ... 0.0000% 0.0000% 23.5536% 0.0000% 20.5886% \n", | |
"\n", | |
" TGT TMO TXT VZ ZION \n", | |
"weights 0.0000% 0.0000% 0.0000% 0.0000% 0.0000% \n", | |
"\n", | |
"[1 rows x 25 columns]" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"port.acentrality = None\n", | |
"port.bcentrality = None\n", | |
"\n", | |
"# Adding the connection matrix as a network constraint\n", | |
"port.network_ip = B_1\n", | |
"port.solvers = ['MOSEK'] # we need a solver that supports integer programming\n", | |
"\n", | |
"# Estimate the portfolio that minimizes the risk\n", | |
"w = port.optimization(model=model, rm=rm, obj=obj, rf=rf, l=l, hist=hist)\n", | |
"\n", | |
"display(w.T)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"### 3.3.2 Plotting portfolio composition in the network" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 22, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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", | |
"text/plain": [ | |
"<Figure size 1000x800 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"fig, ax = plt.subplots(figsize=(10,8))\n", | |
"\n", | |
"ax = rp.plot_network_allocation(returns=Y,\n", | |
" w=w,\n", | |
" codependence=\"pearson\",\n", | |
" linkage=\"ward\",\n", | |
" alpha_tail=0.05,\n", | |
" node_labels=True,\n", | |
" leaf_order=True,\n", | |
" kind='kamada',\n", | |
" seed=123,\n", | |
" ax=ax)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 23, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Percentage Invested in Connected Assets 0.0\n" | |
] | |
} | |
], | |
"source": [ | |
"ca = rp.connected_assets(Y,\n", | |
" w,\n", | |
" codependence=\"pearson\",\n", | |
" graph=\"MST\",\n", | |
" walk_size=1)\n", | |
"\n", | |
"print(\"Percentage Invested in Connected Assets\", np.round(ca,6))" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"### 3.3.3 Semidefinite Programming (SDP) Approach" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 27, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"<div>\n", | |
"<style scoped>\n", | |
" .dataframe tbody tr th:only-of-type {\n", | |
" vertical-align: middle;\n", | |
" }\n", | |
"\n", | |
" .dataframe tbody tr th {\n", | |
" vertical-align: top;\n", | |
" }\n", | |
"\n", | |
" .dataframe thead th {\n", | |
" text-align: right;\n", | |
" }\n", | |
"</style>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>APA</th>\n", | |
" <th>BA</th>\n", | |
" <th>BAX</th>\n", | |
" <th>BMY</th>\n", | |
" <th>CMCSA</th>\n", | |
" <th>CNP</th>\n", | |
" <th>CPB</th>\n", | |
" <th>DE</th>\n", | |
" <th>HPQ</th>\n", | |
" <th>JCI</th>\n", | |
" <th>...</th>\n", | |
" <th>NI</th>\n", | |
" <th>PCAR</th>\n", | |
" <th>PSA</th>\n", | |
" <th>SEE</th>\n", | |
" <th>T</th>\n", | |
" <th>TGT</th>\n", | |
" <th>TMO</th>\n", | |
" <th>TXT</th>\n", | |
" <th>VZ</th>\n", | |
" <th>ZION</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>weights</th>\n", | |
" <td>0.0000%</td>\n", | |
" <td>0.0000%</td>\n", | |
" <td>6.5074%</td>\n", | |
" <td>4.7497%</td>\n", | |
" <td>0.0000%</td>\n", | |
" <td>14.7983%</td>\n", | |
" <td>0.0000%</td>\n", | |
" <td>0.0000%</td>\n", | |
" <td>0.0000%</td>\n", | |
" <td>3.4011%</td>\n", | |
" <td>...</td>\n", | |
" <td>0.0000%</td>\n", | |
" <td>0.0000%</td>\n", | |
" <td>18.8451%</td>\n", | |
" <td>0.7996%</td>\n", | |
" <td>13.0354%</td>\n", | |
" <td>5.1881%</td>\n", | |
" <td>0.0000%</td>\n", | |
" <td>0.0000%</td>\n", | |
" <td>0.0000%</td>\n", | |
" <td>1.9472%</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"<p>1 rows × 25 columns</p>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" APA BA BAX BMY CMCSA CNP CPB DE \\\n", | |
"weights 0.0000% 0.0000% 6.5074% 4.7497% 0.0000% 14.7983% 0.0000% 0.0000% \n", | |
"\n", | |
" HPQ JCI ... NI PCAR PSA SEE T \\\n", | |
"weights 0.0000% 3.4011% ... 0.0000% 0.0000% 18.8451% 0.7996% 13.0354% \n", | |
"\n", | |
" TGT TMO TXT VZ ZION \n", | |
"weights 5.1881% 0.0000% 0.0000% 0.0000% 1.9472% \n", | |
"\n", | |
"[1 rows x 25 columns]" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"# Adding the connection matrix as a network constraint\n", | |
"port.network_sdp = B_1\n", | |
"# port.network_penalty = 0.05 # This parameter is used for risk measures different form 'MV', 'KT' and 'SKT'\n", | |
"\n", | |
"port.solvers = ['CLARABEL'] # we need a solver that supports SDP programming\n", | |
"\n", | |
"# Estimate the portfolio that minimizes the risk\n", | |
"w = port.optimization(model=model, rm=rm, obj=obj, rf=rf, l=l, hist=hist)\n", | |
"\n", | |
"display(w.T)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"### 3.3.4 Plotting portfolio composition in the network" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 25, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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b0Gq14tdff3Xb/uWXXxZyuVxcunTptnU9/fTTIjo62vW63LBhgwAgDh8+7LZeQECAeOqpp6rcz+HDhwUA8cMPP1S5TkZGhpDL5eKNN95wW37s2DGhUCjclo8cObLGz/GoUaNEamqq6/+ffvqpUCgUFZ5f53v5Rje/Z59//nkBQOzYscO1rLi4WLRs2VK0aNFC2O12IYQQn3/+uQAg/vWvf1Wo58b3+s3vAYvFIhITE8WgQYPclt/8OnFyvt8uXLgghBAiJydHqFQqce+997pqEUKIefPmCQDi888/dy2r7vuqMlarVUiSJF544YUKjzmfx9OnTwuDwSAuXLggPvnkE6FWq0V4eLgwmUxix44dAoBYtGiR27br1q2rsLymnxMff/yx27rLli1zfd5XZfny5QKA+Pvf/+62fNKkSUKSJHH27FnXMgBCpVK5LTt69KgAID744IMqj+F0+vRpERMTI1QqlejTp48wmUy33eZmzs+Jd955R1itVnHfffcJjUYj1q9f77ZeZc/dN998IwCI7du3u5Y5f2dPPPGEa5nzO0eSJPHWW2+5lhcUFAiNRuP2erTZbG6fuc71wsPD3b4bnc/z22+/7bZt3759K3xnVbf2ylT2HVjd/f3hD38QarVaFBYWupbl5OQIhULh9t3fuXNnERYWJvLy8lzLjh49KmQymZg2bZpr2c3fNU6Vfd5U9T53euKJJ4RGo6nycSK6c+xeTuRhzu6mq1atQnFxMVatWnVHLWCzZ892+3/fvn2Rl5dXrdF6Z86c6XbVvmfPnhBCYObMma5lcrkc3bp1w/nz52tc2+3qrM4+FyxYgHnz5qFly5ZYtmwZXnzxRbRv3x6DBw/GlStXKqz/xBNPuLWozZkzBwqFAmvWrHEt02g0rn8XFxcjNzcXffv2RWlpKU6dOuW2Pz8/P7f7nlUqFXr06FFp7Y8++qjb/c99+/YFgGqd53333YegoKAqt7169SqOHTuGadOmubWy9u/fH0lJSbfdf3VNnDgRer3e9f/8/Hxs3rwZU6ZMcT1Xubm5yMvLw9ChQ3HmzBnX7+GHH35A3759ERQU5FovNzcXQ4YMgd1ux/bt2295bJvNhu+++w733Xef63U5aNCgSqeGCgwMxN69e3H16tVK9+VsyV6/fn2F2y2cli5dCofDgSlTprjVGxERgdatW1faRbW68vLysH79etx///2uZRMnTnTdhlBTa9asQY8ePdwGX/Tz88MTTzyBjIwM120AS5YsQWhoKJ555pkK+7jxvX7je6CgoABFRUXo27evW/f8mti4cSMsFguef/55t0EbH3/8ceh0ugrd4GvyvrpRfn4+hBBu75WbtW3bFnq9Hi1btsSsWbPQqlUrrF69Gr6+vvjhhx8QEBCAe+65x+13npycDD8/P7ffeU0+J9RqNR599FG3Zc6W5FWrVsFqtVZa65o1ayCXy/Hss8+6LX/hhRcghKgw4v2QIUPcWiE7duwInU532+etqKgIw4YNQ8+ePbF7924cPXoU48ePh8Vica3z5ptvQqFQVOseb4vF4uoZsWbNGtx7771uj9/43JWXlyM3N9c16GVlr7HHHnvM9W/nd87N30WBgYFo27at27nK5XLXZ67D4UB+fj5sNhu6devmdpw1a9ZAoVC49aySy+WVvk9qWvvtVHd/06ZNg9lsdrvN47vvvoPNZnO9V7KysnDkyBFMnz4dwcHBrvU6duyIe+65x+17rjYFBQWhrKysys9SIrpzDN1EHqbX6zFkyBAsXrwYS5cuhd1ux6RJk2q8n5iYGLf/O/8Yvfn+xOps6wwq0dHRFZZXZ39V8fHxcQtyzjqrs0+ZTIannnoKBw8eRG5uLlasWIHhw4dj8+bNbtMFObVu3drt/35+foiMjHS79/T48eMYP348AgICoNPpoNfrXX/U3Hy/b/PmzSt0J6yq9tr8Xdy87cWLFwEArVq1qrBtZcvuVMuWLd3+f/bsWQgh8Morr0Cv17v9vPrqqwCAnJwcANfvoV63bl2F9YYMGeK2XlU2bNgAg8GAHj164OzZszh79iwuXLiAgQMH4ptvvnG7L/ztt99Geno6oqOj0aNHD7z22mtuf4y3bNkSv/3tb/G///0PoaGhGDp0KD788EO33++ZM2cghEDr1q0r1Hzy5Mnb1nsr3333HaxWK7p06eI6l/z8fPTs2fOO5pa+ePEi2rZtW2F5+/btXY8D17tSt23b9rYzHaxatQq9evWCj48PgoODodfrMX/+/Aqv/5rUB6BCjSqVCnFxca7HnWryvqqMuOm+5BstWbIEP//8M7Zu3YqzZ88iPT0dycnJAK7/zouKihAWFlbhd15SUuL2O6/J50SzZs0qDDjYv39/TJw4Ea+//jpCQ0MxduxYLFiwwC3UXrx4EVFRUfD393fb9ubfq9PNnxNA9Z63+fPn49KlS3j//feRnJyMZcuWYevWrbj//vtd96inp6ejc+fO1brH+80338Ty5cvx448/YsCAARUez8/Px3PPPYfw8HBoNBrXRRCg4nNX2XkFBATAx8fHNSDejctvPtcvvvgCHTt2hI+PD0JCQqDX67F69Wq341y8eBGRkZEVbgup7D1V09pvp7r7a9euHbp37+72+bBo0SL06tXL9Rlf1fsMuP6ayc3NhclkqnGNt+N8v3H0cqLax3u6ierAAw88gMcffxzZ2dkYPnz4Hd1jV9UIwrf6o/R221a2/Mb9VfXFW9XAaLU1ynFISAjGjBmDMWPGYMCAAdi2bRsuXrzouve7OgoLC9G/f3/odDr89a9/RXx8PHx8fHDo0CH8/ve/rzDgV02eX0/8LqqzbW26sVUGgOv5ePHFFzF06NBKt3H+QehwOHDPPffgd7/7XaXrtWnT5pbHdv6xWdWo1Nu2bcPAgQNd6/Tt2xfLli3Dhg0b8M477+Cf//wnli5d6roneO7cuZg+fTpWrFiBDRs24Nlnn8Wbb76JtLQ0NG/eHA6HwzV/dmXP/91MoeY8l8oGAQSu92C4eUT5urJjxw6MGTMG/fr1w0cffYTIyEgolUosWLCg0kHrPOFOX+/BwcGQJOmWIbNfv34VwpqTw+GotOeEk/PiYE0/J25+3wDXPyd//PFHpKWl4aeffsL69esxY8YMzJ07F2lpaXf0+rrT52337t2IjY1FZGQkAGDw4MH46quvcP/992PGjBl4++23sXz5cvz973+vVh1Dhw7FunXr8Pbbb2PAgAEVZteYMmUKdu/ejZdeegmdO3eGn58fHA4Hhg0bVumgipWdV3XO9euvv8b06dMxbtw4vPTSSwgLC4NcLsebb77pNnBgTdS09trc37Rp0/Dcc8/h8uXLMJvNSEtLw7x58+7oPGr6PX0rBQUF8PX1rfR1TkR3h6GbqA6MHz8es2bNQlpaGr777jtvl1NtzlbYm0d+vblVxpO6deuGbdu2ISsryy10nzlzxhXMAKCkpARZWVkYMWIEgOsjjefl5WHp0qWuwXiA/xvZuL5ynuPNo6FXtay2OIOhUql0tVhXJT4+HiUlJbddrzImkwkrVqzAfffdV2mPj2effRaLFi1y+91GRkbiySefxJNPPomcnBx07doVb7zxhttAXElJSUhKSsKf//xn7N69G6mpqfj444/x97//HfHx8RBCoGXLlre9IFCTFp4LFy5g9+7dePrpp9G/f3+3xxwOBx5++GEsXrwYf/7zn6u9z9jYWJw+fbrCcmc3Z+frIz4+Hnv37oXVaq1yerolS5bAx8cH69evd2vVXLBgQYV1q3vezuOfPn3a7WKCxWLBhQsX7ug1URmFQoH4+Pg7fr/Gx8dj48aNSE1NvWWAqM3PiV69eqFXr1544403sHjxYjz44IP49ttv8dhjjyE2NhYbN25EcXGxW2v3zb/XuyVJErKysmCz2Vy9IKZMmYKcnBw888wz2L59O4KCglwDaVXnnGbPno1Ro0Zh8uTJWLZsmWu/BQUF2LRpE15//XX85S9/cW1z5syZWjmXG/3444+Ii4vD0qVL3V6rzl44TrGxsdi0aRNKSkrcLnbc/J6q7dprur+pU6fit7/9Lb755huUlZVBqVTivvvuczuPyuoGrr9mQkNDXVMSBgUFVTo6e2Xf07d7n1+4cMHV+4KIahe7lxPVAT8/P8yfPx+vvfYaRo8e7e1yqi02NhZyubzCPbofffRRrR4nOzvbda/qjSwWCzZt2gSZTFaha/Wnn37qdv/k/PnzYbPZXEHM2XpyY2uJxWKp9dprW1RUFBITE/Hll1+ipKTEtXzbtm04duyYx44bFhaGAQMG4JNPPkFWVlaFx2+cK33KlCnYs2cP1q9fX2G9wsJC2Gy2Ko+zbNkymEwmPPXUU5g0aVKFn1GjRmHJkiUwm82w2+0VunmGhYUhKirK1XXXaDRWOF5SUhJkMplrnQkTJkAul+P111+v0FIohHCb0ker1Va7a6mzFfV3v/tdhfOYMmUK+vfvX+Mu5iNGjMC+ffvcpg0ymUz49NNP0aJFC3To0AHA9fvGc3NzK20dc56jXC6HJEluLV4ZGRlYvnx5hW20Wm2lf7jfbMiQIVCpVPjPf/7j9lx+9tlnKCoqco1qXRtSUlJw4MCBO9p2ypQpsNvt+Nvf/lbhMZvN5jrX2vicKCgoqPC6co6m7XwNjhgxAna7vcLv69///jckSbrtSO7VNWTIEJSVleHNN990W/70009j6NChyMjIwD333FOjOeSHDBmCb7/9FuvWrcPDDz/sarWt7LkDUK3ZC2qqsmPt3bvX7X0CXH+ebTYb5s+f71pmt9vxwQcf3HZ/wJ3XXtP9hYaGYvjw4fj666+xaNEiDBs2zK3XRmRkJDp37owvvvjC7X2Znp6ODRs2uC4uA9cvMBUVFeGXX35xLcvKyqp0WrLbvc8PHTqE3r173+pUiegOsaWbqI5UNmVJfRcQEIDJkyfjgw8+gCRJiI+Px6pVq+7qHtjKXL58GT169MCgQYMwePBgREREICcnB9988w2OHj2K559/vkI3UovFgsGDB2PKlCk4ffo0PvroI/Tp0wdjxowBAPTu3RtBQUF45JFH8Oyzz0KSJHz11Vd13o37TvzjH//A2LFjkZqaikcffRQFBQWYN28eEhMT3YJ4bfvwww/Rp08fJCUl4fHHH0dcXByuXbuGPXv24PLlyzh69CgA4KWXXsLKlSsxatQoTJ8+HcnJyTCZTDh27Bh+/PFHZGRkVNntd9GiRQgJCanyD7sxY8bgv//9L1avXo1BgwahefPmmDRpEjp16gQ/Pz9s3LgR+/fvd83ju3nzZjz99NOYPHky2rRpA5vNhq+++gpyuRwTJ04EcP2P0r///e/4wx/+gIyMDIwbNw7+/v64cOECli1bhieeeAIvvvgigOtz1X733Xf47W9/i+7du8PPz6/KC2WLFi1C586dK4yNcOO5PPPMMzh06FC1p756+eWXXVMMPvvsswgODsYXX3yBCxcuYMmSJa7By6ZNm4Yvv/wSv/3tb7Fv3z707dsXJpMJGzduxJNPPomxY8di5MiR+Ne//oVhw4bhgQceQE5ODj788EO0atXK7Q9053lv3LgR//rXvxAVFYWWLVuiZ8+eFerT6/X4wx/+gNdffx3Dhg3DmDFjXO+/7t27uw2adrfGjh2Lr776Cr/++utteyjcrH///pg1axbefPNNHDlyBPfeey+USiXOnDmDH374Ae+//z4mTZpUK58TX3zxBT766COMHz8e8fHxKC4uxn//+1/odDpXOBo9ejQGDhyIP/3pT8jIyECnTp2wYcMGrFixAs8//3y15yK/nccffxxff/01/vKXv+DAgQO49957YbPZsHz5cuzYsQOpqalYuHAh+vbtW2Ee8VsZN24cFixYgGnTpkGn0+GTTz6BTqdDv3798Pbbb8NqtaJZs2bYsGGDR3oTjRo1CkuXLsX48eMxcuRIXLhwAR9//DE6dOjg9pk4evRopKam4uWXX0ZGRgY6dOiApUuXVriQVtu138n+pk2b5urtU9nFoXfeeQfDhw9HSkoKZs6c6ZoyLCAgAK+99pprvalTp+L3v/89xo8fj2effRalpaWYP38+2rRpU2FAuFu9zw8ePIj8/HyMHTv2jp4DIrqNuhginaipuXHKsFupyZRhBoOh0mM4p/Jx7q+yKcNurqOqfT7yyCNCq9W6LTMYDGLixInC19dXBAUFiVmzZon09PRKpwy7edsbj3UrRqNRvP/++2Lo0KGiefPmQqlUCn9/f5GSkiL++9//uk2B5Dynbdu2iSeeeEIEBQUJPz8/8eCDD7pNrSKEELt27RK9evUSGo1GREVFid/97ndi/fr1FaZB69+/v0hISKhQ181TsTinDLt5eqqqplCrbMqwd955p8Jxbv6dCyHEt99+K9q1ayfUarVITEwUK1euFBMnThTt2rW7xTNZUVVThlVWhxBCnDt3TkybNk1EREQIpVIpmjVrJkaNGiV+/PFHt/WKi4vFH/7wB9GqVSuhUqlEaGio6N27t3j33XfdpnK70bVr14RCoRAPP/xwlfWWlpYKX19fMX78eGE2m8VLL70kOnXqJPz9/YVWqxWdOnUSH330kWv98+fPixkzZoj4+Hjh4+MjgoODxcCBA8XGjRsr7HvJkiWiT58+QqvVCq1WK9q1ayeeeuopcfr0adc6JSUl4oEHHhCBgYG3nKLt4MGDAoB45ZVXqjyXjIwMAUD85je/EUJUb8owIa7/DiZNmiQCAwOFj4+P6NGjh1i1alWlz9Wf/vQn0bJlS6FUKkVERISYNGmSOHfunGudzz77TLRu3Vqo1WrRrl07sWDBgkrrOHXqlOjXr5/QaDQCgKumyj5nhLg+RVi7du2EUqkU4eHhYs6cOaKgoMBtneq+r6piNptFaGio+Nvf/ua2vKrPr8p8+umnIjk5WWg0GuHv7y+SkpLE7373O3H16lXXOnf7OXHo0CFx//33i5iYGKFWq0VYWJgYNWqUOHDggNt6xcXF4je/+Y2IiooSSqVStG7dWrzzzjtun29CXP88qGyavMpeK5UxmUziT3/6k4iPjxdKpVKEhISICRMmiH379gmr1Sr69esnlEplpe8Rp6o+Jz766CMBQLz44otCCCEuX74sxo8fLwIDA0VAQICYPHmyuHr1arW/x6r63rj5uXY4HOIf//iHiI2NFWq1WnTp0kWsWrWq0tdSXl6eePjhh4VOpxMBAQHi4Ycfdk0teONndHVrv9Xzczf7M5vNIigoSAQEBIiysrJKj7Nx40aRmpoqNBqN0Ol0YvTo0eLEiRMV1tuwYYNITEwUKpVKtG3bVnz99dc1ep8LIcTvf/97ERMTU+H1SES1QxKiATT7EBH9fwsXLsSjjz6K/fv3o1u3bt4up0517twZer0eP//8s7dLIaoTf/vb37BgwQKcOXOm1gZqJKoPbDYboqKiMHr0aHz22WdercVsNqNFixZ4+eWX8dxzz3m1FqLGivd0ExHVM1artcJ9ylu3bsXRo0crnbaHqLH6zW9+g5KSEnz77bfeLoWoVi1fvhwGgwHTpk3zdilYsGABlEolZs+e7e1SiBottnQTUYPSFFq6MzIyMGTIEDz00EOIiorCqVOn8PHHHyMgIADp6ekICQnxdolERHQH9u7di19++QV/+9vfEBoaWuG+ayJqnDiQGhFRPRMUFITk5GT873//g8FggFarxciRI/HWW28xcBMRNWDz58/H119/jc6dO2PhwoXeLoeI6ghbuomIiIiIiIg8hPd0ExEREREREXkIQzcRERERERGRhzB0ExEREREREXkIQzcRERERERGRhzB0ExEREREREXkIQzcRERERERGRhzB0ExEREREREXkIQzcRERERERGRhzB0ExEREREREXkIQzcRERERERGRhzB0ExEREREREXkIQzcRERERERGRhzB0ExEREREREXkIQzcRERERERGRhzB0ExEREREREXkIQzcRERERERGRhzB0ExEREREREXkIQzcRERERERGRhzB0ExEREREREXkIQzcRERERERGRhzB0ExEREREREXkIQzcRERERERGRhzB0ExEREREREXmIwtsFEBEREdV3BoMBRqPR22W40el00Ov13i6DiIhug6GbiIiI6BYMBgPmzJkDs9ns7VLcqNVqzJ8/n8GbiKieY+gmIiIiugWj0Qiz2YwXXngB0dHR3i4HAJCZmYm5c+fCaDQydBMR1XMM3URERETVEB0djfj4eG+XQUREDQwHUiMiIiIiIiLyEIZuIiIiIiIiIg9h6CYiIiIiIiLyEIZuIiIiIiIiIg9h6CYiIiK6C9OnT8e4ceMqLB8wYACef/75CssXLlyIwMBAAMAzzzyD9u3bV7rfS5cuQS6XY+XKlbVYLRER1TWGbiIiIiIvmTlzJk6dOoXdu3dXeGzhwoUICwvDiBEjvFAZERHVFoZuIiIiIi/p3Lkzunbtis8//9xtuRACCxcuxCOPPAKFgjO8EhE1ZAzdRERERF40c+ZMfP/99zCZTK5lW7duxYULFzBjxgwvVkZERLWBoZuIiIjIix544AFYrVb88MMPrmULFixAnz590KZNGy9WRkREtYGhm4iIiMiLAgMDMWHCBFcXc6PRiCVLlmDmzJleroyIiGoDbxIiIiIi8gCdToeioqIKywsLCxEQEOC2bObMmRg8eDDOnj2LLVu2QC6XY/LkyXVVKhEReRBDNxEREZEHtG3bFhs2bKiw/NChQxW6jQ8cOBAtW7bEggULsGXLFkydOhVarbauSiUiIg9i6CYiIiK6S0VFRThy5IjbslGjRmHevHl49tln8dhjj0GtVmP16tX45ptv8NNPP7mtK0kSZsyYgX/9618oKCjAv//97zqsnoiIPImhm4iIiOgubd26FV26dHFbNnPmTGzfvh1/+tOfMGTIEFgsFrRr1w4//PADhg0bVmEf06dPx6uvvoqEhAT07NmzrkonIiIPY+gmIiIiugsLFy7EwoULq3y8si7mlWnevDnsdnstVUVERPUFRy8nIiIiIiIi8hCGbiIiIiIiIiIPYegmIiIiIiIi8hCGbiIiIiIiIiIPYegmIiIiIiIi8hCGbiIiIiIiIiIPYegmIiIiIiIi8hDO001ERERUDZmZmd4uwaU+1UJERLfG0E1ERER0CzqdDmq1GnPnzvV2KW7UajV0Op23yyAiotuQhBDC20UQERER1WcGgwFGo9HbZbjR6XTQ6/XeLoOIiG6DoZuIiOqMN4ILgwkRERF5E7uXExFRnTAYDJgzZw7MZnOdHletVmP+/PkM3kREROQVDN1ERFQnjEYjzGYzXnjhBURHR9fJMTMzMzF37lwYjUaGbiIiIvIKhm4iIqpT0dHRiI+P93YZRERERHWC83QTEREREREReQhDNxEREREREZGHMHQTEREREREReQhDNxER1QvTp0/HuHHjXP/Pzs7GM888g7i4OKjVakRHR2P06NHYtGmTa50WLVrgvffeq/tiiYiIiKqJA6kREVG9k5GRgdTUVAQGBuKdd95BUlISrFYr1q9fj6eeegqnTp3ydolERERE1cLQTURE9c6TTz4JSZKwb98+aLVa1/KEhATMmDHDi5UR3Rmr3YFfrxXDZLbDVyVHm3B/qBTscEhE1BQwdBMRUb2Sn5+PdevW4Y033nAL3E6BgYF1XxTRHSout2L5katYcfgKrhaWwS4E5JKEcJ0PxnSOwvguzRDoq/J2mURE5EEM3UREVK+cPXsWQgi0a9fO26UQ3ZXcEjN+9+NRHLtihFyS4O+jgEImwe4QyCoqx0dbzmLzqRy8PakjIgM03i6XiIg8hP2aiIioXhFCeLsEortmszvwyvJ0/HK5CMG+Kuj91fBRyqGQy6BWyqH3VyPET42TWUb8cekxlFvt3i6ZiIg8hKGbiIjqldatW0OSJA6WRg3avgv5OHypEEG+qirv3VbKZQjRqnH8qhE7zuTWcYVERFRXGLqJiKheCQ4OxtChQ/Hhhx/CZDJVeLywsLDuiyKqoZ9+uQq7Q8BHKb/leiqFDEIIrDhypY4qIyKiusbQTURE9c6HH34Iu92OHj16YMmSJThz5gxOnjyJ//znP0hJSfF2eUS39cvlIqiV1fszS6NS4MRVIxwO3lpBRNQYcSA1IiKqFxwOBxSK619LcXFxOHToEN544w288MILyMrKgl6vR3JyMubPn+/lSoluz2p3QLppmcVqQVFhEYKDgyGX/18LuCQBAoDNIaCS3bwVERE1dAzdRERUL+Tk5KBVq1au/0dGRmLevHmYN29eldtkZGTUQWVENRfm74MzOcVuy2xWG6w2K2Qy9xZwi82BcJ2a83YTETVS/HQnIiKvKigowKpVq7B161YMGTLE2+UQ1YoRSZFwCLh1GbdarVDIFZCk/2vNdggBq92BUR2jvFEmERHVAYZuIiLyqhkzZmD27Nl44YUXMHbsWG+XQ1Qr7k0IR6CvEnkms2saPJvN5rqFArg+PV6+yQKdjxLDEiO8VSoREXkYu5cTEZFXLVu2zNslENW6UD81Xh7WDq//dALXis0I9lXBZrNB46sBcP2e73yTBSqFDL+5pw2aB/l6uWIiIvIUhm4iIiIiDxjcPhxKuQzvbzqDzPxSGG1yWCwSTIVlkMkkRAX64KmBrXFPh3Bvl0pERB7E0E1ERETkIf3a6NErLgQr007ii3V70LpNR+iD/NE9Nhh924RCrbj1PN5ERNTwMXQTEREReZBKIUNLTTm6q67ij1Omu93XTUREjR8HUiMiIiLysJycHAQHBzNwExE1QfzkJyKiOpWZmdkoj0V0KwaDAWFhYd4ug4iIvIChm4iI6oROp4NarcbcuXPr9LhqtRo6na5Oj0l0M4PBgK5du3q7DCIi8gKGbiIiqhN6vR7z58+H0Wis0+PqdDro9fo6PaYnCSFcP5IkuX6o/iorK0NJSUmjeh0SEVH1MXQTEVGd0ev1DB53yOFwoLy8HCaTCRaLxRW6VSoVtFotfHx8IJNxqJb6KCcnBwDYvZyIqIli6CYiIqrnzGYzCgoKYLFYAAByuRwymQxCCJSVlaGsrAwqlQpBQUFQq9VerpZuZjAYIJPJEBIS4u1SiIjICxi6iYiI6jGz2Yy8vDzYbDaoVKoKXckVCgWEELBYLMjLy0NISAiDdz3jHLlcLuec3ERETRH7oREREdVTDocDBQUFVQZuJ2c3c5vNhoKCAjgcjjqulG6FI5cTETVtDN1ERET1VHl5OSwWyy0Dt5MkSVAqlbBYLCgvL6+jCqk6DAYDxzIgImrCGLqJiIjqISEETCYTAFR7dHLnQGomkwlCCI/VRtVXWloKk8nE0E1E1IQxdBMREdVDzvu0a3ofsFwud41uTt7HkcuJiIihm4iIqB66cS7um2VnZ+Py5cuVbidJkmtb8j7nyOXBwcHeLoWIiLyEoZuIiKgekiTJFaBvZjAYUFRUVOl2zqBe3S7p5Fk5OTkICQnhyOVERE0YQzcREdVrQgiUWeywO5pWy61zRHK73V7hMZPJBF9f30q3s9vt1Rp4jeoGRy4nIiLO001ERPXSeUMJ1qZnY+2xLJSYbZAkCZ2iAzG2UxRSW4VCpWjc140lSYJWq0VZWZlbN3ObzQaz2QytVlthG+dUYVqtlqG7njAYDGjZsqW3yyAiIi9i6CYionrnhwOZmLflLErNNigVMqjkMtgdArvO5GLP2Vx0axGMv49LRJBW5e1SPcrHxwcqlcpt2rDS0lIAqBC6hRCwWq1QqVTw8fHxRrl0E5PJhNLSUo5cTkTUxDXuZgIiImpwVv1yFe9tPAOr3YFwnQ9CtGr4+ygRoFEiIsAHOo0Sey/k4Y/LjqHcWrHrdWMik8kQFBQEhUIBi8UCh8MBk8kESZKg0Whc6zkcDlgsFigUCgQFBbmmDiPv4sjlREQEMHQTEVE9Um6149Nt52FzOBCiVVfaRdpHKUewrwqHLhZg6+kcL1RZt9RqNUJCQqBSqWC1WmE2m6HT6SCEcHU1d7Zwh4SEQK1We7tk+v8MBgPkcjlHLiciauIYuomIqN7YetqAbGM5gnxv3W1crZTDAWD54atNYmostVqNsLAwhIaGoqCgABqNxnX/tkajQWhoKMLCwhi46xnnyOXseUBE1LTxW4CIiOqNXy4XwiEElPLKvp7cw7VWJcfJbCOM5ba6Kc7LZDIZfH19kZ6eDrvdjsjISERGRiI0NBS+vr4MdvUQRy4nIiKAoZuIiOoRs81R6fKSkhIUFBTixuAtkyQ4hIC5kd/XfaPS0lKYTCaEhYVBLpdDJpNxlPJ6SggBg8HAQdSIiIihm4iI6g+djxISUKHLuFwhR1lZGUpLy1zLbA4BpUwGfx9lHVfpPRyYq+EwmUwoKytj6CYiIoZuIiKqP/q0DoVSLkP5TS3eGh8NfH19UVRUBJvNBiEEyix29Gujh0Yl91K1dc9gMEAmk3FgrgaAF0iIiMiJoZuIiOqNLtGBaBvhj8JSCxw3tXYHBOggl8tRUFgAY7kVKoUMoztFeqlS78jJyUFoaCjk8qZzoaGhco5cHhQU5O1SiIjIyxi6iYio3pDJJPx+eDuE+qmRYzS73a8tSTLoAgJQYhEwmspwX/dodI1pWoGG9wg3HM4LJBzgjoiI+E1ARET1SrsIHf59X2e0DveDsdyGrKIyXDOWI6uoDIXlAv6+GrRxXMLoeGWTGkRMCIGcnBx2V24gOHI5ERE5KbxdABER0c3aR+rw1cye2HchH1tO5yC32AwflRxJzQJwT/swrFryLZYvW4Y5c+bAx8fH2+XWCQ7M1XA4Ry5v3bq1t0shIqJ6gKGbiIjqJblMQkp8CFLiQyo8Nn78eHz88cdYtWoVJk6c2CRavDkwV8NRUlKC8vJyXiAhIiIA7F5OREQNUEBAAEaNGoXjx4/j6NGj3i6nTuTk5HBgrgaCF0iIiOhGDN1ERNQgJSQkoHPnzli7di3y8/O9XY7HOQdR48Bc9Z/BYIBCoUBgYKC3SyEionqA39xERNRgDRs2DFqtFkuXLoXdbr/9Bg0YRy5vODhyORER3YjfBkRE1GCp1WpMmDABV69exfbt271djsdw5PKGhSOXExHRjTiQGhFRA2AwGGA0Gr1dhhudTlcvWl6bN2+OAQMGYOvWrYiLi0NsbKy3S6p1xcXFMJvN9eL5pltzjlzetm1bb5dCRET1BEM3EVE9ZzAYMGfOHJjNZm+X4katVmP+/Pn1Igj26dMH586dw7JlyzB79uxGN40YB+ZqOHiBhIiIbsbQTURUzxmNRpjNZrzwwguIjo72djkAgMzMTMydOxdGo7FehAuZTOaaRmz16tWYMGFCo5pGLCcnB0qlkgNzNQC8QEJERDdj6CYiaiCio6MRHx/v7TLqrcDAQIwaNQpLlixBq1at0KlTJ2+XVGucg6g1pgsJjZXBYOAFEiIicsOB1IiIqNFITExEp06dsGbNGhQUFHi7nFrDQdQaDufI5bxAQkRETgzdRETUqAwfPtw1jZjD4fB2OXfNOTBXfejGT7fHkcuJiOhmDN1ERNSoqNVqjB8/HleuXMG2bdu8Xc5dKywshNVqZZBrAHiBhIiIKsPQTUTUwDlHN4+JiYFarUZERASGDh2KXbt2AQBatGgBSZIq/Lz11lsAgIyMjEoflyQJaWlp3jy1OxYdHY3+/ftjx44duHTpkrfLuSsGgwEAGOQaAKPRCIvFwt8VERG54UBqREQN3MSJE2GxWPDFF18gLi4O165dw6ZNm5CXl+da569//Ssef/xxt+38/f3d/r9x40YkJCS4LQsJCfFc4R7Wt29fnDt3DkuXLm3Q04jl5ORArVZDp9N5uxS6DY5cTkRElWHoJiJqwAoLC7Fjxw5s3boV/fv3BwDExsaiR48ebuv5+/sjIiLilvsKCQm57ToNiUwmw4QJE/Dxxx9jzZo1mDBhgrdLuiMcubzhcI5cHhAQ4O1S6j0hhOvnxt41RESNEbuXExE1YH5+fvDz88Py5cthNpu9XU69ExgYiJEjR+LYsWP45ZdfvF3OHcnJyWF35QaCF0huz+FwoLS0FLm5ucjKynL95ObmorS0tFEMfkhEdDOGbiKiBkyhUGDhwoX44osvEBgYiNTUVPzxj3+sEDB///vfuwK682fHjh1u6/Tu3bvCOo1BUlISOnbs2CCnEXM4HMjNzWV35QaCU7vdmtlsRk5ODnJzc1FWVgbgeo8UACgrK0Nubi5ycnJ4AZGIGh2GbiKiBm7ixIm4evUqVq5ciWHDhmHr1q3o2rUrFi5c6FrnpZdewpEjR9x+unXr5raf7777rsI6jcXw4cOh0WiwbNmyBtWSVlBQAJvNxiDXAHDk8lszm83Iy8uDxWKBSqWCWq2GQqGAXC6HQqGAWq2GSqWCxWJBXl4egzcRNSoM3UREjYCPjw/uuecevPLKK9i9ezemT5+OV1991fV4aGgoWrVq5faj0Wjc9hEdHV1hncbCx8cHEyZMwOXLl7F9+3Zvl1NtzoG5GOTqv6KiIlitVv6uKuFwOFwXkFQqVZXd7yVJgkqlgs1mQ0FBQYO6QEZEdCsM3UREjVCHDh1gMpm8XUa9Eh0djX79+mH79u3IzMz0djnVYjAYoNFoGk1X/8aMI5dXrby83NXCfbv73SVJglKphMViQXl5eR1VSETkWRy9nIioAcvLy8PkyZMxY8YMdOzYEf7+/jhw4ADefvttjB071rVecXExsrOz3bb19fV1m4YqLy+vwjqBgYENdqqtyvTr1w/nz593TSOmVqu9XdItcWCuhsNgMEClUnFqt5sIIVwXAKv7Onbe520ymaDRaPj6J6IGjy3dREQNmJ+fH3r27Il///vf6NevHxITE/HKK6/g8ccfx7x581zr/eUvf0FkZKTbz+9+9zu3fQ0ZMqTCOsuXL6/jM/IsmUyG8ePHo7S0FGvWrPF2ObfFgbkaDl4gqZwQAhaLBXK5vMJjt+o+LpfLYbFYIITwZHlERHWCLd1ERA2YWq3Gm2++iTfffLPKdTIyMm65jxYtWjSpP2yDgoIwcuRILFu2DK1atUJSUpK3S6qU3W5Hbm4ukpOTvV0KVUNOTg7Cw8O9XUa945yL29l6DQAWiwWXL19GdnY2kpOTK+1xIkkSHA5Hk/psIqLGi6GbiIianI4dO+Ls2bNYvXo1oqOjERgY6O2SKsjPz4fD4WBLdwMghEBubm69vYDjTZIkQZIkCCFQXl6OzMxMZGdnQ5IkREVFuYXxGwkhXNsSETV07F5ORERN0ogRI+Dj44OlS5fWy1GSOXJ5w1FYWMiRy6sgSRIsFgsuXryIffv2wWAwIDY2Fr169UJcXByUSmWl29nt9moNvEZE1BAwdBMRUZN04zRiO3bs8HY5FRgMBmi1Wmi1Wm+XQrfBkcsrl5mZiW+//RarVq1CaWkp4uPj0atXL8TExEChqLqzpfMimFarZegmokaB3cuJiKjJiomJQd++fbFt2zbEx8ejefPm3i7JhYOoNRwGgwFqtRr+/v7eLsXrhBA4f/48duzYgYsXLyI0NBR9+/ZFWFgYbDbbbUO0EAJWqxUqlapRzZxARE0bQzcRETVp/fv3d00jNmvWrHozjZjBYEBcXJy3y6Bq4Mjl11unT506hZ07dyIrKwtRUVGYMmUK2rVrB0mSYDabkZeXB4vFAqVSWem93A6HA1arFQqFAkFBQVXe701E1NDw04yIiJo0mUyGCRMmwGQyYe3atd4uBwBgs9mQl5fHe4QbiJycnCb7u7Lb7Th8+DA++ugj/PDDD/Dx8cHDDz+Mxx57DO3bt3ddiFCr1QgJCYFKpYLVaoXZbIbNZoPdbofNZoPZbHa1cIeEhNSbi19ERLWBLd1ERNTkBQUFYcSIEVi+fDlatWqFxMREr9aTl5cHIQS7lzcADocDubm56NSpk7dLqVMWiwWHDh3Cnj17YDQa0a5dO4wbN+6Wt2io1WqEhYWhvLwcJpMJFosFDocDkiRBo9FAq9XCx8eHLdxE1OgwdBMRNRCZmZneLsGlPtVSW5zTiK1atQrNmzf36jRiHJir4SgsLITNZmsyLd1lZWXYt28f9u7di/LyciQlJSE1NbXar1WZTAZfX19oNBrXHN7OqcGacvd8ImrcGLqJiOo5nU4HtVqNuXPnersUN2q1Gjqdzttl1BpJkjBy5Eh8/PHHWLZsGR555BGvtbjl5OTA39+fA0k1AE3lAklxcTH27NmDgwcPwuFwoEuXLujdu/cdX5xiyCaipoShm4iontPr9Zg/fz6MRqO3S3Gj0+kaXeuej48Pxo8fjy+++AI7d+5Ev379vFKHwWBo9CGusTAYDPDx8YGfn5+3S/GI/Px87Nq1C0ePHoVCoUCPHj3Qs2fPRnu+RESewNBNRNQA6PX6Rhdw66vY2Fj06dMHW7duRXx8PJo1a1bnNeTk5KBt27Z1flyqucY6cnl2djZ27dqF48ePw9fXFwMGDEC3bt3Y+4KI6A4wdBMREd3EOY3YkiVL6nwaMavVioKCArZ0NxA5OTleuTDjKZcuXcLOnTtx5swZBAQEYPjw4ejcuTOUSqW3SyMiarAYuomIiG4il8sxYcIEfPLJJ1i3bh3Gjh1bZ8fOzc0FAPZsaACcI5d36dLF26XcFSEEzp49i507d+LSpUvQ6/UYN24cEhMTIZfLvV0eEVGDx9BNRERUieDgYAwfPhwrVqxAq1atkJCQUCfHdQ7MxdBd/xUUFMButzfY35XD4cCJEyewa9cuZGdno1mzZrjvvvvQtm3bRtddnojImxi6iYiIqtCpUye3acQCAgI8fsycnBwEBATUaZd2ujMNdeRym82Go0ePYvfu3cjPz0dcXBymTZuGFi1aMGwTEXkAQzcREVEVbp5GbNq0aR6fRowjlzccBoMBGo0GWq3W26VUi8ViwYEDB5CWlobi4mK0b98eEydORFRUlLdLIyJq1Bi6iYiIbkGj0bimEdu1axf69u3r0ePl5OTUWVd2ujsNZeTy0tJS7N27F/v27YPFYkHHjh2RmpqK0NBQb5dGRNQkMHQTERHdRosWLVzTiMXFxXlstGqz2YyioiK2dDcQOTk5iI6O9nYZVTIajdizZw8OHjwIIQS6du2K3r1718ltEkRE9H8YuomIiKphwIABOH/+PJYuXYpZs2ZBpVLV+jEMBgMADqLWEDgcDuTl5SE5OdnbpVSQl5eHXbt24ejRo1CpVOjVqxd69uzZYLrBExE1NgzdRERE1XDjNGJr1671yDRiDN0NR35+fr0buTwrKws7d+7EiRMn4Ofnh0GDBqFbt24clI+IyMsYuomIiKopJCQEw4cPx8qVK9G6dWt06NChVvefk5ODoKAgKJXKWt0v1b76MnK5EAKXLl3Cjh07cO7cOQQFBWHkyJHo3LkzFAr+mUdEVB/w05iIiKgGOnfujLNnz+Knn35Cs2bNavX+WI5c3nAYDAb4+vp6rcu2EAJnzpzBzp07kZmZibCwMEyYMAEJCQkeH2GfiIhqhp/KRERENSBJEkaNGgWVSoXly5fD4XDU2r5zcnLqVXdlqppz5PK65nA4cOzYMXz88cf45ptvAAD3338/Zs+ejaSkJAZuIqJ6iC3dRESNnN0hsOTgZSw/cgX5Jgu6twjGo6ktEKf383ZpDdaN04jt3r0bffr0uet9lpeXo7i4mC3dDUROTg5iY2Pr7Hg2mw1HjhzB7t27UVBQgFatWmHEiBGIiYmp91OWERE1dQzdRESN3P92nMfnuy4AAJRyGdakZ+FIZgH+O607IgJ8vFxdw9WiRQukpqZiy5YtiIuLQ1RU1F3tr77cI0y3Z7fbkZeXh+7du3v8WGazGQcOHEBaWhpKSkqQkJCAyZMnIzIy0uPHJiKi2sHQTUTUiBnLrfjh4GUoZDIEa1VwOOzQ+SiQVVSOVb9cxWN947xdYoM2cOBAnD9/HkuWLLnracRycnIgSRJCQkJqsULyhPz8fDgcDo92LzeZTNi7dy/2798Pi8WCTp06ITU1la8PIqIGiKGbiKgRu1ZUjlKLDVrV9Y/7/IICWC1WlElq7Dh0El21hYiMjERYWBjkcrmXq2145HI5Jk6ciE8++QTr1q3DmDFj7nhfBoMBISEhHHG6AfBkr4SioiLs3r0bhw4dgiRJSE5ORkpKCnQ6Xa0fi4iI6ga/2YmIGrGIAB9oVQqUWuzwUcqh89eh3GyGudQOeVk+Vq06CCEEZDIZwsPDERkZ6foJCwvj1FXVEBISgmHDhuGnn35C69at0b59+zvaj7cG5qKaMxgM0Gq18PX1rbV95ubmYteuXfjll1+gUqmQmpqKHj161OoxiIjIOxi6iYgaMX8fJaZ0a47Pdl5ATnE5FDIZyu0KtIzwx5vThiDIR4Zr164hKysLWVlZuHLlCo4cOQKHwwFJkqDX692CeERExF11oW6sunTp4jaN2J20Subk5CA5OdkD1VFtq80LJFevXsXOnTtx8uRJ+Pv7Y8iQIUhOTub7jIioEWHoJiJq5Gb2iUOwVo3lR66gwGRB95bheCSlBcJ11wdRi46ORnR0tGt9m82GnJwcXL16FVlZWcjOzkZ6ejrsdjsAIDQ01BXAo6KiEBERAR+fpj0gmyRJGD16NObPn4/ly5fj4YcfrtGI0iaTCSaTiYOoNRA5OTlo2bLlHW8vhEBGRgZ27tyJ8+fPIzg4GKNHj0bHjh15ewERUSPET3YiokZOJpMwMbk5JiY3r9b6CoUCUVFRbqNx2+12GAwGV4t4VlYWTp48CZvNBgAICgpyaxGPjIxsct1indOIffnll9i9ezdSU1Orva3BYADAkcsbArvdjvz8fPTs2bPG2wohcPr0aezcuRNXrlxBeHg4Jk6ciA4dOnB+bSKiRoyhm4iIbksulyMiIgIRERHo0qULAMDhcCAvL88tiO/YsQMWiwUAEBAQ4GoRdwZxf39/b56Gx7Vs2RK9e/fG5s2bERcXV+1pnXJyciCTyRAcHOzhCulOCSEghIDBYIAkSQgNDa32tna7Henp6di1axcMBgNiYmLwwAMPoFWrVpxjm4ioCZCEEMLbRRARUeMghEB+fr4rhGdnZ+Pq1asoLy8HAPj5+VVoEdfpdI0qeNjtdnz22WewWCx44oknqnVv7urVq3Hp0iXMmTOnDiqkmnA4HCgvL4fJZILFYkFBQQHOnz+P7t27IyAgAD4+PlW2UlutVhw+fBi7d+9GUVERWrdujT59+iAmJqaOz4KIiLyJoZuIiDxKCIGioiK3FvGsrCyYTCYAgK+vb4UW8aCgoAYdxHNzc/HJJ5+gY8eOGD169G3XX7BgAfz9/TFp0qQ6qI6qy2w2o6CgwNV7Qy6X48qVK8jNzUViYiIAQKVSISgoCGq12rVdeXk59u/fj71796K0tBQJCQno06cPwsPDvXIeRETkXexeTkREHiVJEgIDAxEYGOiaTksIgeLiYrcW8WPHjmHXrl0AALVa7TZYW2RkJIKDgxvMfa+hoaEYNmwYVq1ahVatWt1yGjFnl+X4+Pg6rJBux2w2Iy8vDzabDSqVynURyGQyQalUQq1WQwgBi8WCvLw8hISEwGazIS0tDfv374fNZkPnzp3Ru3dv3jZARNTEMXQTEVGdkyQJOp0OOp0Obdu2dS03mUxureGnTp1CWloaAECpVLq1hkdGRkKv19fbIN61a1fXNGLNmzev8n72kpISlJWVcY7uesThcKCgoKBC4Aauv0aDgoIAXH8dq1QqmEwmHDhwANu3bwcAJCcnIyUlpdGPYUBERNXD0E1ERPWGVqtFq1at0KpVK9eysrIy173h2dnZOHfuHPbt2wfg+kjr4eHhbmE8LCysXky75JxG7OOPP8ayZcuqnEaMI5fXP+Xl5bBYLBUCt8PhQFlZGZo3vz4TQGlpKS5duoTc3FzodDr069cPXbt2hUaj8VbpRERUD3n/rxIiIqJb0Gg0aNmypdu8yGazGdnZ2a4W8UuXLuHQoUMQQkAmkyEsLMytRTw8PBxKpbLOa/f19cW4cePw1VdfYc+ePejdu3eFdXJycqBQKFytp+RdQgjXeAM3XyQpKyuDcyic48ePIzc3F2q1Gi1btkRwcDC0Wm2Tn7OeiIgqYugmIqIGR61WIzY2FrGxsa5lVqsV165dc+uefvToUTgcDkiSBL1e7zZgW0REhNvgV54SFxeHlJQUbNq0CS1btnRNI+acgio3NxdhYWENeuC4xsR5n7ZcLq/wWHFxMQDg119/ha+vL9q2bYvw8HBIkgSbzQaLxQIhBH+XRETkhqOXExFRo2Wz2ZCTk+M2YFt2djbsdjsAICQkxK1FPCIiwiNdg202Gz777DPYbDY89thjsNvtrimoTp8+DZVKhbZt27paSuvrfepNgd1uR1ZWFmQyWYXgffjwYTgcDsTExCA0NNQtXNvtdjgcDkRGRlYa2ImIqOli6CYioibFbrcjNzfXrUU8OzsbVqsVABAYGFhhLnGtVnvXxzUYDFi0aBG6devmmqdZLpfj0KFDiIqKcg2kVtkUVFR3HA4HsrKyAMBtbIDs7GycPn0anTp1QmBgYIXtbDYbACAyMpIXTYiIyA27lxMRUZMil8sRHh6O8PBwdO7cGcD1oJWXl+cWwnft2gWz2QwA0Ol0FaYw8/Pzq1E3Yp1OhwEDBiA7OxtGoxF6vR5msxllZWXQaDSVTkHF4F33nCOSl5WVuUK3zWbD+fPnER4eXmngBq5fzNFoNOxaTkREFTB0ExFRkyeTyaDX66HX69GxY0cA1+/tLSgocGsR37dvH8rKygBcH2n95hbxgICASkOXcwqq4OBg5Ofn48yZMwgICHAN2OVsSXcGPovFgoKCAoSFhbHVtI5JkgStVusaNE2SJFy4cAFCCMTFxVW6jcPhAHD998jQTUREN2PoJiIiqoQkSQgODkZwcDASEhIAXA/iRqMRWVlZrinMDh065ArPGo3GbbC2yMhIBAcHu01B1aZNGxw4cACnTp1CUFAQ5HK524jXkiRBqVTCYrGgvLwcvr6+Xjn/pszHx8d18cNsNuPq1ato1aoVVCpVhXWFELBarVCpVBy5nIiIKsV7uomIiO5ScXGxW4t4VlYWjEYjgOsjrXfq1AkhISHQaDTw8/NDeXk5jh07Bn9/fwBA165dK+zTbDZDo9FUGLCL6obZbEZubi7OnDmDsrIydOnSpcLvweFwwGq1QqFQ8HYAIiKqElu6iYiI7pK/vz/8/f3Rpk0b1zKTyeSaS1wIgfz8fFcQl8vlUKlUKC4uRkhISKX7lMvlnILKi9RqNbKzs5Gbm4vExETXNGKSJEEI4RoBnwPfERHR7TB0ExEReYBWq0V8fDxatGjhmoJKCIGSkhKUlJSguLgYRqMRxcXFMJvNFUKbJElwOBxghzTvMJlM2LhxI9q3b4+YmBjXFG/Oed81Gg2neCMiomph6CYiIvIgSZJcraMKhQKBgYGuEbAtFgsOHz6MY8eOoXPnzm5TVDlbuNnK7R0bN24EAAwePBi+vr7QaDQQQrj9Xvi7ISKi6uClWSIiIg9yjkju7I58I5VKhaSkJJjNZpw4ccKtVdtut0OlUjHYeUFmZiaOHDmCwYMHu40sL5PJIJfLIZPJ+HshIqJqY+gmIiLyIOcUVAAq7Sru6+uLxMREFBUV4fTp0wA4BZU3ORwOrFmzBlFRUZUOcEdERFRTDN1EREQeduMUVJUF74CAALRr1w7Xrl3DhQsXOAWVF+3fvx/Z2dkYMWIE79UmIqJawW8TIiIiD5PJZAgKCoJCoXANxnUzvV6P+Ph4FBYWIi8vD0FBQQx9daykpARbtmxBcnIymjVr5u1yiIiokeC3ORERUR1Qq9UICQmBSqWC1WqF2WyGzWaD3W6HzWaD2WyGXq+HTqfD5s2bkZGR4e2Sm5yff/4ZMpkMgwcP9nYpRETUiDB0ExER1RG1Wo2wsDCEhoZCo9EA+L/7tzUaDUJDQ9GjRw9ER0fjxx9/xOXLl71ZbpNy8eJF/PLLLxgyZIjrd0NERFQbJMEJQImIiOqcc/qpyqagslqt+Oqrr5CXl4eZM2ciODjYy9U2bna7HZ988gnUajVmzJjBweuIiKhWsaWbiIjIC241BZVSqcTUqVOh0Wjw9ddfw2QyebHSxm/v3r3Izc3FyJEjGbiJiKjWMXQTERHVQ76+vnjwwQdhsVjwzTffwGq1erukRsloNGLbtm3o3r07IiIivF0OERE1QgzdRERE9VRQUBAeeOAB5OTk4Mcff6x01HO6Oxs2bIBSqcTAgQO9XQoRETVSDN1ERET1WFRUFCZPnowzZ85g7dq1lc7zTXfm/PnzOH78OO655x7OiU5ERB7D0E1ERFTPtW7dGqNGjcKBAwewa9cub5fTKNhsNqxZswaxsbHo2LGjt8shIqJGTOHtAoiIiOj2unbtiqKiImzatAk6nY5B8S7t2bMH+fn5mDJlCgdPIyIij2LoJiIiaiAGDBgAo9GIFStWwM/PD3Fxcd4uqUEqKirC9u3b0atXL4SFhXm7HCIiauTYvZyIiKiBkCQJo0aNQsuWLfH999/j2rVr3i6pQVq3bh00Gg369+/v7VKIiKgJYOgmIiJqQORyOSZPnoygoCAsWrQIRqPR2yU1KGfOnMGpU6dw7733Qq1We7scIiJqAhi6iYiIGhi1Wo0HHngAMpkMixYtQnl5ubdLahBsNhvWrl2LuLg4JCQkeLscIiJqIhi6iYiIGiB/f388+OCDMBqN+O6772C3271dUr23c+dOFBUVYfjw4Rw8jYiI6gxDNxERUQOl1+sxdepUZGZmYsWKFZzD+xYKCgqwc+dOpKSkIDQ01NvlEBFRE8LQTURE1IDFxsZi/PjxOHbsGDZt2uTtcuolIQTWrl0LPz8/9OvXz9vlEBFRE8Mpw4iIiBq4hIQEGI1GbNiwAQEBAejevbu3S6pXTp8+jTNnzmDKlClQqVTeLoeIiJoYhm4iIqJGoFevXigqKsLatWvh7++Pdu3aebukesFqtWLdunVo1aoVnxMiIvIKdi8nIiJqBCRJwr333ot27dphyZIluHz5srdLqhd27NiBkpISDp5GRERew9BNRETUSMhkMowfPx6RkZH45ptvkJeX5+2SvCovLw+7d+9GamoqgoODvV0OERE1UQzdREREjYhSqcTUqVOh0WiwaNEimEwmb5fkFUIIrFmzBv7+/ujTp4+3yyEioiaMoZuIiKiR8fX1xYMPPgiLxYLFixfDYrF4u6Q6d+LECZw/fx7Dhw+HUqn0djlERNSEMXQTERE1QkFBQXjggQdgMBiwZMkSOBwOb5dUZywWC9avX4+2bduiTZs23i6HiIiaOIZuIiKiRioqKgqTJ0/GmTNnsGbNGgghvF1Sndi2bRvKysowbNgwb5dCRETE0E1ERNSYtW7dGqNGjcLBgwexc+dOb5fjcTk5OUhLS0Pfvn0RGBjo7XKIiIg4TzcREVFj17VrVxiNRmzevBk6nQ6dOnXydkke4Rw8LTAwEL179/Z2OURERAAYuomIiOqcwWCA0Wis02M2b94c4eHhWLhwIcaMGYOYmJgaba/T6aDX6z1UXe1IT0/HxYsX8dBDD0Gh4J84RERUP/AbiYiIqA4ZDAbMmTMHZrO5zo8thEBBQQF27tyJkJCQGo3qrVarMX/+/HobvMvLy7FhwwZ06NAB8fHx3i6HiIjIhaGbiIioDhmNRpjNZrzwwguIjo6u8+Pb7XZkZ2fDZrMhKiqqWsE7MzMTc+fOhdForLehe+vWrTCbzRg6dKi3SyEiInLD0E1EROQF0dHRXmuRjYuLw6VLlyCTyRAdHQ25XO6VOmpLdnY29u3bh8GDB0On03m7HCIiIjccvZyIiKiJUSgUaNasGWw2G65evdqg5/B2Dp4WEhKCXr16ebscIiKiChi6iYiImiC1Wo2oqCiUlZXh2rVrDXYO76NHjyIzMxMjR45s8C32RETUODF0ExERNVG+vr6IjIyE0WhEbm6ut8upsbKyMvz8889ISkpCixYtvF0OERFRpRi6iYiImjB/f3/o9Xrk5+ejoKDA2+XUyObNm2Gz2XDPPfd4uxQiIqIqMXQTERHVE1u3boUkSVX+DBw4EBkZGZAkCUeOHHHb9osvvkD37t3h6+sLf39/9O/fH6tWrap0/wkJCbDb7a7lwcHB6NGjBz7++GOUlJTUxanetatXr+LAgQMYOHAg/P39vV0OERFRlRi6iYiI6onevXsjKyurws8nn3wCSZLw5JNPVrrdiy++iFmzZuG+++7DL7/8gn379qFPnz4YO3Ys5s2bV2H98+fP48svv3RbJkkSfHx8kJWVhbKyMo+cX21xDp4WHh6OHj16eLscIiKiW2LoJiIiqidUKhUiIiLcfgoKCvDiiy/ij3/8IyZPnlxhm7S0NMydOxfvvPMOXnzxRbRq1Qrt27fHG2+8geeffx6//e1vkZmZ6bbNM888g1dffRVms9lteUBAANRqNa5cuQKLxeLRc70bhw4dwpUrVzBixAjIZPxThoiI6jd+UxEREdVThYWFGDt2LAYMGIC//e1vla7zzTffwM/PD7Nmzarw2AsvvACr1YolS5a4LX/++edhs9nwwQcfuC2XyWRo1qwZ5HI5rly5ApvNVnsnU0tKS0uxadMmdO7cGTExMd4u564JIeBwOGC32+FwOBrsKPJERFQ1hm4iIqJ6yOFw4IEHHoBCocCiRYsgSVKl6/3666+Ij4+HSqWq8FhUVBR0Oh1+/fVXt+W+vr549dVX8eabb6KoqMjtMblcjubNm8PhcODKlSv1bg7vjRs3QgiBIUOGeLuUu+JwOFBaWorc3Fy3Wwlyc3NRWlpa7553IiK6cwzdRERE9dAf//hH7NmzBytWrLjtQGF30jo6c+ZMhISE4J///GeFx5RKJZo1awaLxYKsrKx60/p6+fJlHD58GIMGDYJWq/V2OXfMbDYjJycHubm5rvvnnd3ky8rKkJubi5ycnArd/4mIqGFi6CYiIqpnvv32W7z77rv49ttv0bp161uu26ZNG5w/f77Se7CvXr0Ko9GINm3aVHhMoVDgjTfewPvvv4+rV69WeNzHxwdRUVEwmUz1Yg5vh8OB1atXIzIyEsnJyd4u546ZzWbk5eXBYrFApVJBrVZDoVBALpdDoVBArVZDpVLBYrEgLy+PwZuIqBFg6CYiIqpHjhw5gpkzZ+Ktt97C0KFDb7v+1KlTUVJSgk8++aTCY++++y6USiUmTpxY6baTJ09GQkICXn/99Uof12q1CA8PR3FxsdenEjtw4ACys7MxcuTIBjt4msPhQEFBAWw2G1QqVZW3DEiSBJVKBZvNhoKCAnY1JyJq4BTeLoCIiIiuy83Nxbhx4zBgwAA89NBDyM7OdntcLpdX2CYlJQXPPfccXnrpJVgsFowbNw5WqxVff/013n//fbz33nuIjo6u8pi3C/cBAQEIDAxEcXExTp48ifj4+Ds/wTtUUlKCzZs3o2vXrmjWrFmdH7+2lJeXu1q4qwrcTpIkQalUwmKxoLy8HL6+vnVUJRER1TaGbiIionpi9erVuHjxIi5evIjIyMgKj8fGxmLr1q0Vlr/33nvo2LEjPvroI/z5z3+GXC5H165dsXz5cowePfqWxxw0aBAGDRqEDRs2VLlOUFAQNBoNNm3ahPbt29d58N64cSNkMhkGDx5cp8etTUIImEwmALht4HZytuibTCZoNJpqb0dERPWLJOrL6ChERERNwLlz5/D888/jvffe80qr8Z04d+4cnnvuOQwcOBAWiwWPPvooIiIi6uTYFy9exMKFCzF69Gh07dq1To7pCQ6HA1lZWQCu309/I5vNBkmSKu3J4Jy2LTIyssF2qyciaur46U1ERES3JUkShg8fjuDgYCxevLjCVGOeYLfbsWbNGjRr1gxdunTx+PE8SQgBIQQkSYIQAkajERcvXsSRI0ewe/fuKgerc67PNhIiooaLoZuIiIiqRa1W44EHHoBMJsOiRYtQXl7u0ePt27cPBoMBI0eObPBdq4uKipCXl4ezZ89i9+7dOHz4MC5fvgyVSoXWrVsjMDCw0u2cQb2hnz8RUVPGe7qJiIio2vz9/fHggw/i888/x3fffYcHH3ywQnfp2lBcXIytW7eiW7duld7fXt+ZzWZkZGTg3LlzOH/+PPLy8tC6dWs0a9YMzZs3R1BQEPz9/W8bpu12O+/nJiJq4Bi6iYiIqEb0ej3uv/9+fPnll1ixYgUmTJhQ66Fww4YNUCqVGDRoUK3u11Oc92w7Q3ZmZiYcDgcCAwMRHx+PwYMHIzIyEkajsVqjlzv3CVyfuo2hm4io4WLoJiIiohqLiYnBhAkT8MMPP0Cn0+Gee+6ptX2fP38e6enpGDduHHx8fGptv7WtqKjIFbLPnz+PsrIyqFQqxMXFYdiwYYiPj0dwcLBrfYfDUe1pw4QQsFqtUKlU9fo5ICKi22PoJiIiojvSoUMHDB06FOvXr0dAQAB69Ohx1/u02+1Yu3YtYmJi0LFjx1qosvZYLBZcvHgRZ8+exfnz55GbmwtJktCsWTN0794d8fHxaNasWaWjkAPXpwALCgpCXl4eLBYLlEplpSOSOxwOWK1WKBQKBAUFcdRyIqIGjqGbiIiI7livXr1QVFSEtWvXwt/fH+3bt7+r/e3Zswd5eXmYNGmS17tUCyGQnZ2Nc+fO4dy5c7h06RIcDgcCAgIQHx+PgQMHomXLltBoNNXep1qtRkhICAoKCmCxWAAAcrncNUq53W4HAKhUKgQFBUGtVnvk3IiIqO4wdBMREXlBZmamt0uottvVeu+998JoNGLp0qWYNm0aoqOj7+g4RUVF2L59O3r27Inw8PA72sfdMhqNOH/+vKvbeGlpKVQqFVq0aIGhQ4e6uozfzQUBtVqNsLAwlJeXw2QywWKxwOFwQJIkaDQaaLVa+Pj4sIWbiKiRYOgmIiKqQzqdDmq1GnPnzvV2KTWiVquh0+kqfUySJIwfPx5fffUVvvnmG8ycORMhISE1Psb69euhVqsxYMCAu6y2+qxWKy5evOhqzTYYDACAqKgoJCcnIz4+Hs2bN6+yy/idkslk8PX1hUajcZvDm9ODERE1PpIQQni7CCIioqbEYDDAaDR6u4wa0el00Ov1t1ynrKwMn3/+OWw2G2bOnAk/P79q7//s2bNYtGgRJkyYgKSkpLstt0pCCFy7ds2ty7jdbodOp0N8fDzi4+PRsmVL+Pr6eqwGIiJqWhi6iYiIqNYUFhbis88+g06nwyOPPAKVSnXbbWw2G+bPnw+dTodp06bVektvSUmJq7v4uXPnYDKZoFQq0aJFC8TFxSE+Ph6hoaFsYSYiIo9g6CYiIqJalZWVhYULFyI2NhZTp051uzfZ2ZX6xu7U27dvx/bt2zF79uzbtqZXh9VqxaVLl1xB+9q1awCAyMhIV8iOjo6GQsG77IiIyPMYuomIiKjWnT17FosXL0aXLl0watQoCCHcBg5zhm673Y5Vq1ahTZs2GDJkyB0dSwiBnJwcV8i+ePEibDYb/P39ER8fj7i4OMTFxUGr1dbyWRIREd0eQzcRERF5xOHDh7Fy5UoMHjwYrVq1qnSKrAsXLqC8vBzt27dHaGhotafIMplMru7i586dQ0lJCRQKhVuXcb1ezy7jRETkdexXRURERB7RpUsXFBcXIzc3FzqdDmFhYW4hOC8vD1evXkWHDh1gt9uRl5eHkJCQSoO3zWZDZmamK2RnZ2cDAMLDw9GxY0fEx8cjJiaGXcaJiKje4TcTEREReYTD4UCbNm1w4cIFnD59GiqVCkFBQa7Hzp49i+DgYOj1egghYLFYUFBQ4Arnubm5rpB98eJFWK1WaLVaxMfHIyUlBXFxcTUaIZ2IiMgb2L2ciIiIPKK0tBS5ublQKpU4fvw4ioqK0LlzZ/j5+SEjIwOZmZno1q0bNBoNAMBisaCoqAiXL1/GyZMnYTQaIZfLERsb65rO6+bWciIiovqOoZuIiIhqnRACubm5KCsrg1qtht1ux9GjR2E2m9G+fXscO3YMzZs3R1BQEAoKClBQUIDi4mL4+/vDarXCx8fH1WVcqVR6+3SIiIjuGEM3ERER1TqHw4GsrCwAcN1nXVJSgmPHjsFqtbpaqx0OB5RKJYKDgxEUFASdTgelUonIyEi3qcaIiIgaKt7TTURERLVGCAGj0YicnBwUFxejrKwMJSUlMJlMsNlsbuvpdDrExsYiODjYtdxut8PhcIBtAkRE1FiwpZuIiIhqTAiBwsJCGAwGt5/c3FxYLBbI5XJ07twZarUaKpUKdrsd+fn5UCgUsFgsri7jdrsdERERiImJgVqtdgXzptTSbTAYYDQavV1Gjeh0Ouj1em+XQUTUIDB0ExERNWDlVju2nMrB+uPZyC2xIEynxr0dIjCgrR4+Svld79/hcCA/P98VqG8M186ArFKpoNfr3X5CQ0Nhs9lQXFyMCxcuIC8vD5GRkQgLC8PRo0cBAMnJycjPz8fly5dht9sRGRmJyMhI+Pv7IzQ0tEkMmGYwGDBnzhyYzWZvl1IjarUa8+fPZ/AmIqoGdi8nIiJqoPJKzPj9kl/wy+UiCAEo5BJOXzNi55lcdIkJxD8ndkSgr6pa+3LOk31jqDYYDMjLy4PdbgcA+Pj4ICwsDFFRUejUqZMrYPv7+1cakE+dOoXMzEyYTCYkJCQgNDQU+fn5AACZTIb8/HzExMSgWbNmuHLlCi5fvoySkhIoFAr06NED/v7+tfdk1VNGoxFmsxkvvPACoqOjvV1OtWRmZmLu3LkwGo0M3URE1cDQTURE1AAJIfD31SdxJLMQIVo1VIr/64ptttlx8GIB3lp7Cm9N7Oi2ndVqdQvXzp/8/HzXfdRarRZ6vR4xMTFITk52hWutVlut1meLxYINGzbg8OHD6N27Nzp27AhfX18AcLWOh4aGIicnBzExMZDL5YiOjoZer4fBYMDWrVuxZ88eJCcno0+fPk0ifEdHRyM+Pt7bZRARkQcwdBMRETVAv14rwf6MfOh8lG6BGwDUCjn81HJsP30Nq7fvh9pS5ArXBQUFrvX8/f2h1+sRHx+PXr16ucK1MyDfiStXrmDp0qUwGo0YNmwYkpKSkJ+f77qP22q1QiaTISwsDOnp6TCZTNBoNLBarVCpVOjYsSOSkpKwd+9epKWl4dChQ0hOTkZqamqTCN9ERNT4MHQTERE1QAcvFsBsdSBQ839zWJeVlaG0rBQ2qw02mx1lUOKbn0+jW4gNer0e7dq1c7vn2sfHp9bqcTgc2LFjB7Zt24aIiAjMmjULoaGhAICQkBAUFBTAYrHA4XDA19cXOp0Ovr6+yMvLQ3h4OFQqFYKCgqBWqwEA/fv3R8+ePZGWloa0tDQcPHgQ3bp1Q2pqKvz8/GqtbiIiIk9j6CYiImqAbA4HJAlu3b2FEJAgQaPRQKFUQCoXGDpkBB7uHefRWvLz87Fs2TJcuXIFffr0Qf/+/SGX/98gbmq1GmFhYSgvL8fFixddI5cHBQXhypUr6NChAzQaTYXRyn18fDBgwAD06tXLFb4PHDjA8E1ERA1K05iLg4iIqJFpGaqFJAEWm8O1zNfXF8HBwdDpdJAp1FApFWgTEeCxGoQQOHz4MD755BOUlJRg+vTpGDRokFvgdpLJZPD19YXBYEBWVhYiIyMRHh6Oo0ePwmg03nJ6MGf4fu6559C7d28cPnwY77//PjZs2ACTyeSx86sPpk+fDkmSMHv27AqPPfXUU5AkCdOnT6/xuk7Z2dl45plnEBcXB7VajejoaIwePRqbNm3yxOkQETVJDN1EREQNUK+4EEQH+SLfZMbNs386hEBhqRUtQrXo1iLYI8cvLS3F999/j5UrV6JDhw6YPXs2YmJibrtdeXk51Go15HI54uLi4Ovri/T09GodU6PRYODAga7wffDgwSYRvqOjo/Htt9+irKzMtay8vByLFy+u8JzXZN2MjAwkJydj8+bNeOedd3Ds2DGsW7cOAwcOxFNPPeXZkyIiakLYvZyIiKgBUspl+MOI9nh56S/IKiqHn1oBpUIGi80Bk8WGUK0afxjeDnJZ7c91febMGaxcuRJ2ux1TpkxB+/btq71tWVmZ615vmUyGDh064Pjx4xgyZEi15+V2hu9evXphz5492Lt3Lw4cOIDu3bujd+/e0Gq1d3Re9VXXrl1x7tw5LF26FA8++CAAYOnSpYiJiUHLli3veN0nn3wSkiRh3759bs9ZQkICZsyY4eGzIiJqOtjSTURE1EAlxwbhg/u7YHhSBCQJKLPaIZdJGJUUiXkPdEHH5oG1ejyr1Yo1a9Zg8eLFCA8Px5w5c2oUuIHroVuj0bj+n5iYiKKiIly+fLnG9Wg0GgwaNAjPPfccevbsiQMHDuD999/Hxo0bUVpaWuP91WczZszAggULXP///PPP8eijj97xuvn5+Vi3bh2eeuqpSi9SBAYG1k7hRETElm4iIqKGrF2EDn8fl4TCUguKyqwI1KgQ4Ku8/YY1lJWVhaVLl6KwsBDDhw9H9+7dq90yfaObQ3dMTAz8/f2Rnp6O6OjoO6rN19cXgwcPRkpKiqvle9++fejRowd69+59V1Og1RcPPfQQ/vCHP+DixYsAgF27duHbb7/F1q1b72jds2fPQgiBdu3a1UX5RERNGkM3ERFRIxDoq0Kgr6rW9+twOLBr1y5s3boVYWFheOKJJ6DX6+9oX0KICqFbkiRXF/OhQ4feckC127kxfO/evRv79u3D/v370aNHD6SkpDTo8K3X6zFy5EgsXLgQQgiMHDnS1U3/Tta9eRwAIiLyHIZuIiIiqlRBQQGWL1+OS5cuoU+fPhgwYEClI5NXl9l8fdC3G0M3cL2L+d69e3Hx4sUK9x3fCV9fXwwZMsQVvp0t3z179kRKSkqF4zcUM2bMwNNPPw0A+PDDD+9q3datW0OSJJw6dar2CyUiIje8p5uIiIjcCCFw5MgRfPzxxygqKsL06dMxePDguwrcAFwjat8ceps1a4bAwMBqj2JeXVqtFvfccw+ee+45dOvWDWlpaXjvvfewefNmt9G9G4phw4bBYrHAarVi6NChd7VucHAwhg4dig8//LDSkd8LCwtrq2wioiaPLd1ERETkUlpaitWrV+PEiRPo1KkThg0bBh8fn1rZd1WhW5IkJCQk4NChQxgxYsRdh/ubOcN37969sWvXLuzZs8fV8t2rV68G0/Itl8tx8uRJ17/vdt0PP/wQqamp6NGjB/7617+iY8eOsNls+PnnnzF//nzX9kREdHcYuomIiAgAcO7cOSxfvhw2mw2TJk1CQkJCre6/vLwcQMXQDVzvYr5r1y6cP38erVu3rtXjOmm1Wtx7773o3bs3du/e7ep63qtXL/Tq1avWLi54kk6nq7V14+LicOjQIbzxxht44YUXkJWVBb1ej+TkZMyfP/9uSyUiov+PoZuIiKiJs1qt2LhxI/bt24e4uDiMHTu2RuGuupwt3ZWF2/DwcISEhOD48eMeC91Ofn5+rvC9a9cu7Nq1C2lpafUyfC9cuPCWjy9fvvyO1nWKjIzEvHnzMG/evJoXR0RE1cLQTURE1IRlZ2dj6dKlyM/Px9ChQ9GzZ887mgqsOsrKyiBJEtRqdYXHJElCYmIi0tLSYLPZoFB4/k8UPz8/DB06FKmpqdi5cyd27drlavnu2bNnvQrfRETUcDF0ExERNUEOhwN79uzB5s2bodfr8cQTTyAsLMyjx3ROF1ZVqE9ISMC2bdtw9uzZOp0/2s/PD8OGDUNqaip27dqFHTt2IC0tDSkpKejZs2elFwmIiIiqi6GbiIioiSksLMTy5ctx8eJF9O7dGwMHDqyTluWb5+i+mV6vR3h4ONLT0+s0dDv5+/u7wvfOnTuxfft27Nmzh+GbiIjuCkM3ERFREyGEwLFjx7BmzRqo1Wo88sgjaNGiRZ0d/3ahG7g+oNr27dthsVigUqnqqDJ3/v7+GD58uFv4drZ89+jRg+GbiIhqhKGbiIioCSgrK8Pq1atx/PhxJCUlYcSIEXV+z3J1QndCQgI2bdqEX3/9FYmJiXVUWeV0Oh1GjBiBPn36YOfOndi2bZur5Zvhm4iIqouhm4iIqJG7cOECli9fDrPZjAkTJiApKckrdZSXlyMgIOCW6wQFBaFZs2ZIT0/3euh2ujF879ixwxW+e/fujR49enitRZ6IiBoGhm4iIqJGymazYdOmTUhLS0OLFi0wbty424ZeTyorK0N4ePht13O2dpeXl9erEcR1Oh1GjhzpavnesmWLK3x3796d4ZuIiCrF0E1ERNQIXbt2DUuXLkVeXh7uuecepKSkeGwqsOqqTvdy4Hro3rBhA06dOoXOnTt7vrAaCggIcIXvHTt2YPPmzdi9e/ddhe/MzEwPVOoZDalWIqL6gKGbiIioERFCIC0tDZs2bUJISAgef/zxarUu14Xqhm6dTofY2FgcP368XoZup4CAAIwaNcotfN/Y8q1UKm+7D51OB7Vajblz59ZBxbVHrVZDp9N5uwwiogaBoZuIiKiRKCoqwooVK3DhwgX06tULgwcPrpOpwKrDarXCZrNVK3QD11u7165di9LSUvj6+nq4ursTGBiI0aNHo2/fvtixYwc2bdqE3bt3IzU1Fd26dbtl+Nbr9Zg/fz6MRmMdVnz3dDod9Hq9t8sgImoQ6sc3MREREd2V9PR0rF69GkqlEg8//DDi4uK8XZKbsrIyAKh26O7QoQPWrl2LEydOoFu3bp4srdY4w7ez5Xvjxo3YtWvXbcO3Xq9ngCUiasQYuomIiBqw8vJyrFmzBseOHUNCQgJGjhxZ7WBbl2oaurVaLVq2bInjx483mNDtFBQUhDFjxqBv377Yvn07fv75Z1fLd3JycrW6nRMRUePB0E1ERNRAZWRkYNmyZTCbzRg/fjySkpK8PlhaVcrLywFUP3QDQGJiIlauXIni4mL4+/t7qjSPCQoKwtixY9GvXz9s374dGzZswK5du9CnTx907dqV4ZuIqIlg6CYiImpgbDYbtmzZgt27dyM2Nhbjxo1DYGCgt8u6JWdLd02mAGvXrh1WrVqFEydOoGfPnp4qzeOc4dt5z/f69euxc+dO9OnTB8nJybV23/15QwkOXizAmZwS/HqtGCazDTJJQphOjXYROrQJ90evuGD4+zDsExHVJYZuIiKiBiQnJwdLly6FwWDAkCFDkJKSAplM5u2ybqum3cud67Zq1Qrp6ekNOnQ7BQcHu8L39u3bsX79ereW7zsJ30II7D6Xhx8PXsaBi/kotzoAAchlEuQyCUIIXMg1Ye/5fABAkFaFEYkRmNQtGs0C699tCEREjZEkhBDeLoKIiIhuTQiBvXv3YuPGjQgODsb48eMRGRnp7bKqbffu3di+fTtefvnlGm137NgxLF26FM8991y9b82vqby8PGzfvh3Hjh2Dn58f+vbtiy5dulQ7fOeVmPHB5rPYcDwbVocDfmoltCp5lbcY2OwOGMttMNvsCNGqMWdAPMZ0ioJMVj9vSSAiaizY0k1ERFTPGY1GrFixAufPn0ePHj0wZMiQBnc/cHXn6L5ZmzZtoFAocPz4caSmpnqgMu8JCQnB+PHjXfd8r1271tXt/Hbh+3R2MV5e+gsy80uh81EiRK2+7fEUchmCtSo4hEBeiQVvrj2JgxcL8KeR7eGjlNfmqRFRLTEYDPV+SkFOIXh7DN1ERET12IkTJ/DTTz9BoVDgoYceQnx8vLdLuiN3GrrVajXatGnTKEO3kzN8O7udr1mzBjt37nS1fMvl7oH4zLVivPD9EWQbyxHm7wN5DVuqZZIEvb8apRYb1qVnw2p34K9jE6FS1P/bFIiaEoPBgDlz5sBsNnu7lFtSq9WYP38+g/ctMHQTERHVQ2azGWvXrsXRo0fRvn17jBo1Cr6+vt4u647daegGgISEBPzwww/Iy8tDSEhILVdWf4SGhmLChAmulu/Vq1e7wnfnzp0hl8tRYrbhlRXpyDaWI9zf5666hvuqFJAgYfOpHLQMvYBZ/RvmBR2ixspoNMJsNuOFF15AdHS0t8upVGZmJubOnQuj0cjQfQsM3URERPXMxYsXsXz5cpSWlmLs2LHo1KlTvZ0KrLrKy8vvOHS3bt0aKpUK6enp6N+/fy1XVv84w7ez5XvVqlXYsWMH+vbti215WpzNKYHeT10r92JrVHKYbXYs2nsJqa1CkdgsoBbOgIhqU3R0dIPt5UTXsR8RERFRPWG327Fp0yYsXLgQ/v7+mD17Njp37tzgAzdwvaW7JtOF3UipVKJdu3ZIT09HUxr/Va/XY+LEiXjyySfRvHlzfLVyIxZuOwWFsNe4S/mtBGiUKLPY8Z9NZ5rU80tEVFfY0k1ERFQPGAwGLFu2DNeuXcOgQYOQmpraIKYCq6676V4OXO9i/ssvvyAnJwfh4eG1WFn9p9frMWnSJJyUH4I4eBUWkxE5FhP8/fyh0Wju+qKMJEnQaRQ4ftWI41eNbO0mIqplDN1EREReJITA/v378fPPPyMgIAAzZ85EVFSUt8uqdXcbuuPj4+Hj44P09PQmF7oBoMRsw86MYgT4+8JPpUVJcTEKCwtRUlIMv1oI3xqlHEVlVqw5lsXQTURUyxi6iYiIvKS4uBgrV67E2bNn0b17d9xzzz0Nbiqw6rDb7TCbzXcVuuVyOdq3b4/jx49j0KBBjaLLfU38eq0YRWU2BGiUUCpkCAoKhp+fFcUlN4VvXw0k1Py5kSQJSrkMBy8WeKB6IqKmrfH0WyMiImpATp48ifnz5yMrKwsPPPAARowY0SgDN3B9EDUAdxW6ASAxMREFBQXIysqqjbIalLPXSmB3CCjl/xeolUolgoOCodfroVAqUVhYCENODkpLSyFQ83uzfRRyZBvLUVhqqc3SichDpk+fDkmSXD8hISEYNmwYfvnlF9c6zsfS0tLctjWbzQgJCYEkSdi6dSt+/fVX+Pr6YvHixW7rORwO9O7dG5MmTaqTc2qsGLqJiIjqkNlsxooVK/D9998jNjYWc+bMQevWrb1dlkeVlZUBuPvQ3aJFC2i1WqSnp9dGWQ3KlcIyQEKlLfxu4VvhDN8GlJaV1mhgNJVCBovNgcsFZbVZOhF50LBhw5CVlYWsrCxs2rQJCoUCo0aNclsnOjoaCxYscFu2bNky+Pn5uf7fpk0bvPXWW3jmmWfcLmzOnTsX58+fx8cff+zZE2nkGLqJiIjqSGZmJj755BMcP34co0ePxpQpU6DVar1dlsfVVuiWyWSuLuZNbZRtq90B3OaclUolgoOd4VuBkuJi5BhyYDKVwCEctz2GJF0/hMV++3WJqH5Qq9WIiIhAREQEOnfujJdffhmZmZkwGAyudR555BF8++23rs9iAPj888/xyCOPuO3rmWeeQadOnfD4448DAE6dOoW//OUv+PTTTxEaGlo3J9RIMXQTERF5mN1ux5YtW7BgwQJotVrMnj0bXbt2bTL3JddW93Lgehdzo9GIzMzMu95XQ6KQSddTcTU4w3dQUDBUShWMRiNyrl2D0WiE3W6vcjshrh9C2YhGzSdqSkpKSvD111+jVatWCAkJcS1PTk5GixYtsGTJEgDApUuXsH37djz88MNu20uShAULFmDHjh3473//i+nTp2Pq1KkYM2ZMnZ5HY8SB1IiIiDwoLy8PS5cuRVZWFvr374++ffs2qqnAqsPZunKn83TfKCYmBv7+/khPT0dMTMxd76+hCA/wAcT10e6re7FGqVQiKCgIdrsOJpMJpaUmmEwl8PHRwM/Pr8IYAla7A0q5DOEBak+cAhF5wKpVq1zdxE0mEyIjI7Fq1aoK3zMzZszA559/joceeggLFy7EiBEjoNfrK+wvNjYW7733Hh577DE0b94cGzZsqJPzaOya1rc+ERFRHRFC4MCBA/jkk09QXl6OmTNnon///k0ucAPXQ7dCoaiVgeIkSUJCQgJOnDgBh6PpdINupfeDTAbYHDXvVi+Xy6HT6RAWHg6dTgeL1QKDwYC8vNz/3wvh+j7LbXaEaFXQ+zF0EzUUAwcOxJEjR3DkyBHs27cPQ4cOxfDhw3Hx4kW39R566CHs2bMH58+fx8KFCzFjxowq9/noo48iMjISzzzzDHQ6nadPoUloet/8REREHlZSUoJvvvkGq1evRseOHTFr1iw0a9bM22V5zd3O0X2zxMREmEwmZGRk1No+67u2Ef7QqhQotVTdPfx2ZJIMWq0fwsLCEBQUBCEE8vPzkZNjQGmpCRabA51jApvMbQ9EjYFWq0WrVq3QqlUrdO/eHf/73/9gMpnw3//+1229kJAQjBo1CjNnzkR5eTmGDx9+y/0qFAooFOwUXVsYuomIiGrR6dOnMX/+fFy5cgVTp07FqFGjoFKpvF2WV9V26I6KikJQUFCTGsU80FeFge3CUGax3fUgchIkaDQahIaGIjQ0FAqFArkFRpSXmhBuyYLJZKqlqomorkmSBJlM5jZomtOMGTOwdetWTJs2DXK53AvVNV28fEFERFQLLBYL1q9fj0OHDqFNmzYYPXq023QsTVlth25nF/MDBw5g5MiRTeaPx1EdI7EuPRulFju06tr4E06CSqVCUFAQymVliFBakXdqH/59Mg0dO3ZESkpKpfd8ElH9YTabkZ2dDQAoKCjAvHnzUFJSgtGjR1dYd9iwYTAYDOwy7gUM3URERHfp8uXLWLZsGYqLizFq1KgmNTJ5ddR26AaudzHfuXMnzp07hzZt2tTqvuurztGBGNQuDGvTs+CjlEMuq53XWInZBh+lAn+Z1BVdmw3CgQMHsG/fPhw+fBitW7dGSkoKWrRowdc0UT20bt06REZGAgD8/f3Rrl07/PDDDxgwYECFdSVJ4tRfXsLQTUREdIccDge2b9+O7du3IyoqCg888IDbNC10XXl5ea3/oRcWFobQ0FAcP368yYRuSZLw3JDWOJpZiCxjOcL91XcdhC02B0xmGyYmN0dqq+u/o759+yIlJQXp6enYs2cPvvzyS0RERCAlJQUJCQlNpmcBUX23cOFCLFy48Jbr3Op2lMDAwCofb0pjZtQFhm4iIqI7kJ+fj6VLl+Lq1avo168f+vbtyzBSBU+0dEuShMTEROzevRtWq7VWRkZvCEL91HhldAe8vOQXXCs231XwNtvsyDdZ0DUmCE8NbOX2mEKhQOfOndGpUyecP38ee/bswbJly7Bx40b07NkTycnJtTIFHBFRU8DQTUREVANCCBw+fBjr1q2Dn58fZsyYgebNm3u7rHrNE6EbABISErB161acPXsW7du3r/X911fdWwTj7+OS8OrKdFwzmhHkq4RaWf0LPkIIFJVZUW51oFuLYLw1IQn+PpVftJAkCfHx8YiPj0dOTg727NmDLVu2YNu2bejSpQt69eqFoKCg2jo1IqJGiaGbiIiomkwmE3766SecPn0aXbp0wbBhw5r8yOS3I4TwWOgODQ1FREQE0tPTm1ToBoCU+BDMfygZ76w7jUOXCiCVWxHgc+vwLYRAidmGErMNvioFZvRpgem9W0Kjql5gDwsLw9ixYzF48GDs27cPBw4cwP79+9G+fXukpKTw4hMRURUYuomIiKrhzJkzWLFiBYQQuO+++9CuXTtvl9QgmM1mCCE8ErqB663d27Ztg9lshlqt9sgx6qt4vR8+eKALVhy5ih8PZiIjtxT2MiskAGqFDDKZBAjA5hAw2xyQAGhUcgxqF4aHe7VAUvOAOzqun58fBg0ahL59++LIkSNIS0vDZ599hujoaKSkpKBt27aQyTgrLRGRE0M3ERHRLVitVmzYsAEHDhxA69atMWbMGE4FVgPOuWI9FboTExOxadMm/Prrr0hKSvLIMeozpVyGScnNMb5LM+y9kIdDFwtwIsuIMzklsNkFIAGhWiUSogLQPsIf/duEISbEt3aOrVSie/fu6NatG06fPo09e/bg+++/R1BQEHr16oXOnTuzJwgRERi6iYiIqnT16lUsXboURUVFGDFiBLp168Zpk2rI06E7MDAQzZs3x/Hjx5tk6HaSyyT0jg9F7/jrI5ALIWC1C8hlUq1NLVYVSZLQrl07tGvXDleuXMGePXuwbt06bNmyBcnJyejZsyf8/f09WgMRUX3G0E1ERHQTh8OBnTt3Ytu2bQgPD8esWbM4t+kdKi8vB+C50A1c72L+888/e+ze8YZIkiSoFHV/gahZs2aYNGkSCgsLsXfvXuzfvx979uxBUlISUlJSEB4eXuc1ETV0mZmZ3i6hSvW5tvqEoZuIiJoEIYTrR5Ik18/NCgoKsGzZMly+fBl9+vRB//79ORXYXXC2dHtyeqmEhASsX78ep06dQpcuXTx2HKq+wMBADB06FP3798ehQ4ewd+9eHD16FHFxcUhJSUF8fDx7jRDdhk6ng1qtxty5c71dyi2p1WrodDpvl1GvSeJWM6YTERE1cA6HA+Xl5TCZTLBYLK7QrVKpoNVq4ePjA5lMBiEEjhw5gnXr1sHX1xfjx49HTEyMt8tv8A4cOIA1a9bglVde8WjIWrhwIRQKBR566CGPHYPunN1ux4kTJ7Bnzx5kZWVBr9cjJSUFSUlJUCjYBkRUFYPBAKPR6O0ybkmn00Gv13u7jHqNn3JERNRomc1mFBQUwGKxAADkcrkrYJeVlaGsrAwqlQoajQbr16/HyZMn0blzZwwbNqzJjYTtKc4u355u1UxMTMSaNWtgMpmg1Wo9eiyqOblcjqSkJCQmJuLSpUvYs2cPVq5ciU2bNqF79+7o3r07fH1rZ4A3osZEr9cz0DYCDN1ERNQomc1m5OXlwWazQaVSVQh9CoUCQgjk5+fjwoULyMnJwZQpU5rcfM+eVlf3Wbdv3x5r1qzByZMn0a1bN48fj+6MJEmIjY1FbGws8vLysGfPHuzcuRM7d+5Ep06dkJKSgpCQEG+XSURUqxi6iYio0XE4HCgoKKgycDvXOX/+PK5cuYLIyEiMGTMGzZs390K1jVtdhW6tVou4uDikp6czdDcQISEhGDVqFAYNGoT9+/dj//79OHjwINq2bYuUlBTExMTwvm8iahQYuomIqNEpLy+HxWKpMnCXlJTg5MmTKC8vR+vWrREREQGr1Yry8nJ2ca1ldTmieGJiIlasWAGj0chBfRoQX19f9O/fH6mpqfjll1+QlpaGhQsXIioqCr169UKHDh04mCERNWgybxdARERUm4QQMJlMAFAhcAshkJmZiUOHDkEmkyE5ORlRUVGQya5/HZpMJnB80dpVXl5eZ6G7Xbt2kMvlOHHiRJ0cj2qXQqFA165dMWfOHDz44IPw8fHB0qVL8cEHH2D37t2u6eeIiBoatnQTEVGjIoSAxWKp0DJms9lw7tw5XLt2DdHR0WjRooVbKJfL5W6jm1PtKCsrq7O5mX18fNCqVSukp6ejV69edXJMqn2SJKFVq1Zo1aoVsrOzkZaWhk2bNmHbtm3o2rUrevXqhYCAAG+XSURUbQzdRETUqDjn4na2XgPXg196ejqsViuSkpIQFBRUYTtJkuBwOJp0S7cnpqbJzMyETqfDuXPn7ngfNZmOJiEhAUuXLkVBQUGlv2dqWCIiIjBu3DgMGjQI+/btw8GDB7F3714kJCQgJSUFUVFR3i6RiOi2OE83ERE1Kg6HA1lZWQCud1ctLCzEiRMnoFQqkZiYWGVXZ5vNBgCIjIx0C+xNhcFgwJw5c2A2m2t1v9nZ2fD397+rabzUajXmz59freBtsVjwzjvvoH///ujTp88dH5PqJ4vFgsOHD2Pv3r0oKChAbGwsUlJS0KZNG/ZQIaJ6iy3dRETUqEiSBJVKhbKyMuTm5uLXX39FYGAgOnToAIWi6q89u91eJ/NJ11dGoxFmsxkvvPACoqOja2WfDocDGRkZ0Ov18Pf3v6N9ZGZmYu7cuTAajdUK3SqVCm3btsXx48eRmprq6vkgSZLrhxoulUqFnj17onv37jh9+jT27NmDb7/9FsHBwejVqxc6d+4MpVLp7TKJiNwwdBMRUaMiSRJ8fX2RkZGBjIwMREREoHXr1rcMWw6HA8D1aaeaeiiLjo5GfHx8rezLarXi/7V35/Fxlue9/7/P7KNltIwWy5ZsWV6wLdmWgGAbAw6YNYYcloQkDQ0G0qSENiTl16SnWZqmJ21Pe2hpGnDaAiFNgknYDcVxAiRmiQ3ESAZ53y0b7etoNPvz/P4wmiAk7xqNRvq8Xy+/gkczj64hgzTfue/7ukzT1LRp05STkzMq1zwVCxYs0EsvvaRDhw7J6XQmQ7fL5VJ2drY8Hs+k3M0wkdhsNs2fP1/z58/XkSNHtGnTJq1fv16/+c1vdP755+uCCy4Y09ccMJ6ZpqW3Dnbp9b0d6h6IyWE3NC3fq6uqp6iikIkdY4HQDQCYUGKxmF544YVkM6aysrITBmnLshSLxeRyueTxeMaw0olv8MOMsRz3FIlElJ+fr3POOUcdHR3J4wKWZSkUCikUCsnlcqmgoEBut3vM6kLqlJeX65Of/KS6u7u1efNmbd68Wb/73e+0cOFCLVu2TCUlJekuEUibl3e26qFXD2h/R1DxhCVLx04WGzL035sOaVmVX3922WzCd4oRugEAE0YgENDatWvV0dGhG2+8UT6fT9FoVE6nc8SVTdM0FYvF5HA4VFBQwOrnKEskEpLGLnRHIhF1dnYqHo/L7XarpaVlyFZ5h8OR7G7f2dkpv99P8J5ACgoKdM011+ijH/2otmzZojfffFMNDQ2aPXu2li5dqqqqqkm/kwWTyy/eatL3X96jSNxUvtcpj/MPP4tNy1IwEteLO1u1q7VP/++TizW75MyOAeHkCN0AgAmhublZa9eulSTdfvvtmjJliiKRiLq7uxWNRiUdC3+GYciyrGQgZNUzdcZypds0TXV3dysej8vlcqmkpEStra3q7+8fss14cJt5NBpVd3e3SkpK+LBlgvF6vbrooou0bNkybdu2TZs2bdJPf/pTlZaWaunSpVq4cOGY7r4A0uHVPe36/st7ZFlSaa572AdONsNQrsepLJdDR7pD+qsn39VDt35EeVn0REgFfssAADLerl279KMf/Ug5OTn6kz/5E02ZMkXSsa7XJSUlKioqSnYtHwyCXq9XRUVFKikpIXCfwAcbkI305zvf+U7yvk8++aQuu+wyFRQUyOv1qq6uTn/913+trVu36re//e1Jr/Xb3/72jOsMh8OKRqNyuVwyDEMFBQVyOp1qb28f8Tk5nU5Fo1GFw+Ez/p4Y3+x2uxYtWqQvfOEL+tznPiefz6dnn31W9913n1599VWFQqHTvqZlWTJNU4lEYtKPGMT4ZVmW/vt3hxSOJVSQ5TzhDg+7zVBxrluHuga0YVvLGFY5ubDSDQDIWJZladOmTfr1r3+t+fPn64YbbhjWudhmsykrK0ter5dO1mdgcPyaJP385z/Xt7/9be3atSt52+Aq8te//nXde++9+vKXv6y//du/1YwZM7R3714999xz+uu//mutW7duyLXuvvtu9fX16Uc/+lHytsLCwjOq0bIsBYNBSUr+f2oYhoqKitTW1qaZM2cOe8zg6nYwGJzUXesnA8MwNHPmTM2cOVPt7e3atGmTNm7cqFdffVW1tbVaunTpSV97pmkqHA4rGAwqGo3SnA/j2rb3+rS9uU953hMH7kEOm002Q3q64ag+cV65bDZ+Ho42QjcAICMlEgm98MILevvtt7V8+XKtXLnyhG8uCNlnZnDXgCTl5eXJMIwht0nS5s2b9U//9E/6t3/7N335y19O3u71elVZWamZM2cOe5zX61UkEhl2rTMxeE77w1uGi4uL1dzcrL6+Pvl8vmGPs9vtQwIUJr7i4mJ9/OMf18qVK/XWW28l/8yfP1/Lli0bcVzeSMdUaM6H8Wzz/k5FE6YKTmOreK7bqcOdA9rf0c/Z7hQgdAMAMk4oFNLjjz+uQ4cO6eMf/7jq6urSXdKktnbtWuXk5OhLX/rSkNtN00yeo0+lwR0MH15pzM/PV01NzXFnhBuGwRbhSSo7O1sf/ehHtXz5cr3zzjvatGmTHn74YZWXl2vp0qWaP3++bDbbkOZ8g0cXPojmfBiP+iNxGdIHXq+WorGYQqGQzISpgoKCYY9x2A0lIpb6wvExrXWyIHQDADJKV1eXHn30UQ0MDOiP//iPVVlZme6SJr3du3erqqpKDscf3lb8y7/8i771rW9JOvbG7+jRo8rLy0vJ9x/cxfDh8GwYhvx+/3Ef98GjBpicnE6nzjvvPJ177rnas2ePNm3apCeeeEL5+flasmSJKioqlEgkRgzcg2jOh/HGaT/2+ou9H7RD4ZAS8YTsdps8Hq8kS9LQ17NlSYYhuey8dlOB0A0AyBiHDh3Sz3/+c2VlZemOO+44YaBCet1+++36yEc+oq1bt+rP//zPU7qaPBh6QqHQkOB/MolEgvPckHTsNTR37lzNnTtXzc3N2rRpk37/+9+rr69Pubm5mjZt2glXsD/cnC8ri5nHSI/Ozk4NtB5SMBhULBCRw26Tx+ORN88rl9slQyP/vBuIxpXlsqu8wDvGFU8OhG4AQEbYunWr1q1bp+nTp+vmm29OdiNH+s2ZM0evvfaaYrFYspFdfn6+pk+fPmL38NFmGIays7MVCoVO+Xz2YBf77OxsQjeGKCsr0w033KAjR46opaVFTU1NOnLkiEpKSlReXj5kBN0H0ZwP6dLb26tt27apsbFRzc3NMpwe5XkWKG7kqSQv66SvRcuyFIoltGpRmfKzXGNU9eRC6AYAjGuWZenll1/Wa6+9prq6Oq1atYoZu+PMZz7zGf37v/+7HnjgAd19993J2xOJxJhts/V4PMktvifaCiwde03FYjG5XC55PJ4xqQ+ZZbBHwNSpUzVt2jS1tLToyJEjam1tld/vV2lpqfx+/7DXN835MFb6+/u1fft2NTY2qqmpSXa7XXPnztVFF12kOXPmyP/aIT3y+kHFEpZcjhO/FntDMXmddl27aOoYVT/5ELoBAONWLBbTM888o+3bt+uKK67QsmXLeCM7Di1btkz33HOP7rnnHh06dEg33nijKioqtGXLFj3++OMyDCPl4dtms6mgoECdnZ2KRqNyOp0jfk/TNBWLxeRwOFRQUMDZW4zog8357Ha7pk2bpqlTp6qjo0NdXV3avn27nE6nSktLVVpamlz9pjkfUikUCmnnzp1qbGzUgQMHZBiGZs2apeuvv17z5s0bcgTi1gsr1dDUo/rD3SrIcsnjHP5htWVZ6gnFFE9Y+sIlVaqZlpq+GyB0AwDGqUAgoMcee0zt7e361Kc+pXnz5qW7JJzA//t//08XXHCB1qxZo4cfflgDAwPy+/26+OKLtWnTphFHdo02t9stv98/bLzTYJO1RCIhSYx3wkmN1JzPMAwVFxeruLhYFRUVamlpUWtrq44cOaLc3FxNmTJFfr9/TDr2Y/KIRqPatWuXGhsbtXfvXpmmqcrKSq1atUrz588/bv+AHLdD//yJRfrWM41662C3egZiynLZ5bTbZMlSOGYqEk8oy+XQn66Yqc8tqxzbJzbJGBYfxQEAxpmWlhatXbtWlmXpM5/5jMrKytJd0oS3b98+feUrX9F9992nWbNmnfX14vG49u3bp2nTph33DGyq6jJNU+FwWMFgcMhWX5fLpezsbHk8Hla4cUKWZamjo0OhUOiEH85YlqWuri61tLSos7NTubm5crlcmj59umbNmkX4xhmJx+Pas2ePtm3bpl27dikej6u8vFw1NTVasGDBcccgjnithKk3DnRpXcN7euNAp+KmJUNSjsehaxdN1TU1U1RVfOY/o3FqWOkGAIwru3fv1pNPPim/369Pf/rTY7JCitE32KgsHeHWZrMpKytLXq83uU14cOWSEIRTcarN+QbH0vn9fkUiEXV0dKixsVGvvvqq8vLytHjxYtXW1o44Fxn4oEQioQMHDqixsVE7d+5UJBLRlClTtGLFClVXV5/xa8hht2n57CItn12k3oGYekMxOeyGCrNH3nKO1CB0AwDGBcuytHnzZv3qV7/SvHnzdMMNN8jlootqphrcyp3OpneEbJyN023OJ0lTp07V4sWL1dzcrPr6em3evFmvvPKKZs6cqdraWs2fPz/Z4R+wLEuHDh1SY2OjduzYkTyWs3TpUlVXV6u4uHhUv19ellN5Wbz+0oHQDQDjVHt7u/r6+kbtej6fb9R/gY+WRCKh9evXa8uWLbrwwgt1+eWXE5Yy3HgI3cDZONPmfHa7XeXl5SovL9dVV12lHTt2qL6+Xk8//bReeOEF1dTUqK6uTlOnTuXn3CRkWZbee+89NTY2atu2bQoEAsrLy1Ntba1qamo0ZcoUXhcTEKEbAMah9vZ23XnnnYpEIqN2TbfbrTVr1oy74B0Oh/X444/r4MGDuu6663TuueemuySMgnRuLwdGy9k253O5XFq8eLEWL16srq4uNTQ0aOvWrdqyZYuKi4tVV1enRYsWKTs7e8yfG8aOZVlqa2tTY2OjGhsb1dPTo+zsbFVXV6umpkbl5eUE7QmO0A0A41BfX58ikYjuueceVVRUnPX1mpqadO+996qvr29che6uri6tXbtW/f39+uM//mNVVlamuySMksEZ3YRuZDq3262SkpIhzflM05RhGPJ6vafcnK+wsFCXXXaZPvrRj2r//v1qaGjQSy+9pBdffFFz585VXV2dZs+ezX8zE0hnZ2dyRbu9vV0ej0fz58/XwoULNWPGDP6/nkQI3QAwjlVUVIxKJ+nx6PDhw3rsscfk9Xr1+c9/Xn6/P90lYRQNhm5gIhjN5nw2m02zZ8/W7NmzNTAwoHfffVf19fVau3atcnJyks3XioqKUvRskEq9vb3atm2bGhsb1dzcLJfLpXPOOUeXX365Zs2axZGbSYrQDQAYc1u3btVzzz2n8vJy3XzzzcedM4rMZZomby4x4Yx2c76srCwtWbJES5YsSTZf27Jli15//XVVVFSorq5OCxYsYKb8ONff36/t27dr27ZtOnz4sOx2u+bOnauLLrpIc+bMoXkeCN0AgLFjWZZ+85vf6NVXX1Vtba2uvfZagtk409TUNCrXaWtrUzweT555TXc9wHhXVlamsrIyXXnlldq5c6caGhq0bt06rV+/XtXV1aqtrdX06dM5+ztOhEIh7dy5U42NjTpw4IAMw9CsWbN0/fXXa968eXxQgiEI3QCAMRGLxfTss89q27ZtWrlypZYvX86bx3HE5/PJ7Xbr3nvvHZXrdXV1yTCMUZlP7Ha7mdeOScPhcKimpkY1NTXq7e1VQ0ND8k9hYaFqa2u1ePFi/ptIg2g0ql27dqmxsVF79+6VaZqqrKzUqlWrNH/+fHZt4bgI3QCQQU4WUv/mb/5G3/nOd8ammNPQ39+vxx57TK2trbr55ps1f/78dJeEDykuLtaaNWtGbUzdL37xCxUUFOiKK64462uN53F3QCrl5eVpxYoVuuSSS3To0CHV19frlVde0W9+8xvNnj1btbW1Ouecc9gxlELxeFx79uzRtm3btGvXLsXjcZWXl+uKK65QdXW1cnNz010iMgChGwAySHNzc/Kff/7zn+vb3/62du3albwtJycnHWWdUGtrq9auXatEIqHbbrtNU6dOTXdJOI7i4uJRC7e5ubmqqqqasI0AgbFkGIYqKytVWVmpa665Rtu2bVN9fb0ef/xxZWVlaeHChaqrq1NpaWm6S50QEomEDhw4oMbGRu3cuVORSESlpaVasWKFqqurR2UHDyYXQjcAZJApU6Yk/zkvL0+GYQy5bbzZs2ePnnjiCRUWFuozn/kM2yEnkVAoJK/Xm+4ygAnH4/HovPPO03nnnae2trbk7O833nhDU6dOVW1trWpqavjv7zRZlqVDhw6psbFRO3bs0MDAgPx+v5YuXarq6mp22+CsELoBAKPOsiy9+eab2rBhg+bOnasbb7xRLpcr3WVhjFiWRegGxkBJSYmuvPJKrVy5Unv27FFDQ4PWr1+vDRs2aP78+aqrq9PMmTPpn3EclmXpvffeS87SDgQCysvLS35wMWXKFP7dYVQQugEAo8o0Ta1fv16///3vtWzZMl1++eXMa55kIpGILMsidANjxG63a968eZo3b576+/u1detW1dfXq7GxMRkia2trlZ+fn+5S086yLLW1tSWDdnd3t7Kzs1VdXa2amhqVl5cTtDHqCN0AgFETDof1xBNP6MCBA7ruuut07rnnprskpEEoFJIkQjeQBjk5OVq+fLkuvPBCHTlyRPX19dq0aZM2btyomTNnqq6uTvPmzZt0s6M7OzuTQbu9vV0ej0fz58/Xtddeq8rKSj4cRkoRugEAo6K7u1tr165VIBDQZz/7WVVVVaW7JKQJoRtIP8MwVFFRoYqKCl199dXavn27Ghoa9NRTT8ntdqumpkZ1dXWaOnXqhF3Z7e3t1bZt29TY2Kjm5mY5nU7NmzdPl19+uWbNmkXXd4wZQjcA4Kw1NTXpsccek9vt1h133KGioqJ0l4Q0InQD44vL5UpuMe/s7Ew2X9uyZYtKSkpUW1urRYsWKTs7O92lnrX+/n5t375d27Zt0+HDh2W32zV37lwtX75cc+fOnXQr/BgfCN0AgLPyzjvvaN26dSovL9fNN9+srKysdJeENAuHw5KOdVkGML74/X6tXLlSl156qfbt26eGhga9+OKLevHFF3XOOeeotrZWs2fPzqjt1qFQSDt37lRjY6MOHDggwzBUVVWl66+/XvPmzZPb7U53iZjkCN0AgDNiWZZ++9vf6pVXXtHixYt17bXXyuHg18pk1heO6Z2mXjXs7VZTIl8HuiOaN8U9YbeuApnMZrNpzpw5mjNnjgYGBvTuu++qvr5ea9euVU5OjhYvXqy6ujr5/f50lzqiaDSqXbt2qbGxUXv37pVpmqqsrNSqVas0f/58PgDGuMK7IwDIUKtXr9bq1avT8r1jsZjWrVunxsZGrVy5UsuXLydYTWL72/u1ruE9rW9sVvdATOFIVLHYDO348RbVTPPp+tppWjm/VC5H5qycAZNJVlaWlixZogsuuEAtLS2qr6/Xli1b9Prrr2v69Omqra3VggULzmjF2LKs5B/DMJJ/zkQ8HtfevXvV2NioXbt2KR6Pq7y8XFdccYWqq6uVm5t7RtcFUo3QDQA4Lf39/fr5z3+ulpYWffKTn9SCBQvSXRLS6OWdrfre/+xQbygmj8Muf7ZLQSuisGnK47Tp7cM9amjq0Ys72vSdjy9QrofzlMB4ZRiGysrKVFZWpiuvvFI7d+5UfX291q1bp/Xr16u6ulp1dXWqqKg4aXA2TVPhcFjBYFDRaDQZul0ul7Kzs+XxeE5pC3sikdCBAwfU2NionTt3KhKJqLS0VCtWrFB1dbUKCgpG6+kDKUPoxoTU3t6uvr6+dJchn8+n4uLidJcBjJq2tjY9+uijSiQSWr16taZNm5bukpBGv9vbob99brsisYSm+DzJN+GWZclutynL5VCWy6FwLKGNu9v07Wct/eNNC+V20DEYGO8cDodqampUU1Ojnp4ebd26VQ0NDWpoaFBhYaHq6uq0ePHiEVeXI5GIuru7FY1GJR2bI26z2WRZlkKhkEKhkFwulwoKCkZcPbcsS4cOHVJjY6N27NihgYEBFRYWasmSJaqpqeG9FTIOoRsTTnt7u+68805FIpF0lyK32601a9bwywETwp49e/TEE0+ooKBAn/nMZ5SXl5fukpBG4VhC//eXOzUQTag0d+i5bdM0ZbP94e8ep10FWS69vrdDz29t1k3nlaejZABnKD8/XytWrNAll1yigwcPqr6+Xhs3btTLL7+s2bNnq66uTnPnzpXdblckElFnZ6fi8bhcLtewFXGHwyHLshSNRtXZ2Sm/3y+32y3LsvTee+8lZ2kHAgH5fD7V1taqpqZGU6ZM4RgTMhahGxNOX1+fIpGI7rnnHlVUVKStjqamJt17773q6+sjdCPjvfHGG9qwYYPmzJmjG2+8kU6w0Mbd7WruDcufPfxNtWmasn9oNdvjtKsvFNMzDUd1Q920IaEcQGYwDEMzZ87UzJkzFQ6H1djYqIaGBv3iF79QVlaWFi1apNmzZ8vpdI4YuD94HZfLpWg0qiNHjujgwYPatm2buru7lZ2drQULFmjhwoUqLy8naGNCIHRjwqqoqNCsWbPSXQaQ0UzT1C9/+Uu99dZbWrp0qa644oqMGiOD1Hlu63uyZMlpH/56sCxTNmP42W2f16m9bf2qb+rWeTMKx6JMACni8Xh0/vnn6/zzz1dbW5vq6+t1+PBhWZYlSSotLVVJScmIUy1CoZDa2trU0dEhm82mQ4cOqbKyUtdee60qKyv5PYMJh9ANABhROBzWk08+qX379mnVqlU6//zz010SxgnLsrS7NSDPcc5mm6Y14ptmt8OmnpClgx0DhG5gAikpKdGVV16ptrY2tbe3q7W1VXv37tW+fftUXFys0tJSeb1edXR0qK2tTYFAQHa7XUVFRSouLlZdXZ1KSkpY1caERegGAAzT09OjRx99VH19fbrllltUVVWV7pIwjliWFEtYsh3nDXJenk92+/C3GIZhyJAUiZsprhDAWLMsS/F4XAUFBSouLlY0GlVra6taWlrU2toqu90uy7Lk9/tVUVEhv98vm82meDyueDye7G4OTESEbgAYx5qamsb8Ok1NTfr5z38ul8ulO+64g54EGMZmM5TlsqtnIDbi1z0e74i3H5vVK2W76V4OTDSDs7gHd7m4XC5VVFSooqJC7733nvbs2aP58+erpKRkyOMMw5Bpmslt6cBEROjGpLN69Wr9+Mc/1he/+EX98Ic/HPK1u+66Sw888IBuvfVWPfLII5KOBZC/+Zu/0S9/+Ut1dHSorKxM119/vb797W/L7/en4RlgMvD5fHK73br33ntH7Zput1s+n++E92lsbNQzzzyjadOm6VOf+pSysrJG7ftjYllW5dczDUdPa3WqPxKX12VXXQVzdYGJxjAMGYYxYnieOnWq2tvbdeTIkWGhe/BnCKvcmMgI3ZiUKioq9Nhjj+lf//Vf5fUeW5EJh8N69NFHNX369OT99u/fr2XLlmnu3Llau3atZs6cqW3btukv//IvtX79em3evFmFhZxLxOgrLi7WmjVrRnXe/InmxluWpY0bN2rjxo1atGiRrrvuuhGb3wCDrl08VS80NiscM+V1ndrKdTCS0EfPKdZ0Px/mABPNYEfyUCg04u+P6dOn65133lFXV9eQ906JREJer5fQjQmNd1SYlM4991zt27dPTz31lD772c9Kkp566ilNnz5dM2fOTN7vrrvuksvl0q9+9atkOJ8+fbrq6uo0a9YsfeMb39CaNWvS8hww8RUXF4/J1u54PK5169bp3Xff1aWXXqqLL76YNz84qUXT8rRwWp62HOqWy+GR/SQjwHoGonI7bczoBiYowzCUnZ2tUCg04g6YgoIC+Xw+HT58OBm6TfNYf4fs7Gx+72BCox8/Jq3bb79dP/rRj5J/f/jhh3Xbbbcl/97V1aUNGzboS1/6UjJwD5oyZYo++9nP6uc//zlnkJDRgsGg/vu//1s7duzQJz7xCV1yySW88cEpsdkMfefj1Zrhz1ZbIKxwLDHi/UzTUmcworhp6Y6LZmppFcdygInK4/Ek52+P9P5o+vTp6u3tVU9PjyzLUiwWk8vlksfjSUO1wNghdGPSuuWWW/Taa6/p0KFDOnTokF5//XXdcsstya/v2bNHlmVp/vz5Iz5+/vz56u7uVnt7+1iVDIyqtrY2Pfjgg+rq6tLq1atVXV2d7pKQYcryvPr+Z+q0cFqeAuG4WnpD6g3FFIzE1R+Oqz0QUWsgLI/TrrtXztHqCyvTXTKAFLLZbCooKJDD4VA0Gk2uZA/y+/3KyclRU1OTotGoHA6HCgoKmMuNCY/t5Zi0iouLtWrVKj3yyCOyLEurVq1SUVHRsPuxko2JaO/evXriiSeUl5en1atXKy8vL90lIUNNy/fqwVs/ojcOdOq5re9p8/4uxU1LhiGVF3j1v2qn6qqaKSrJZSULmAzcbrf8fr+6u7sVjUYlSXa7Pdlkbfr06Tpy5IjC4bBmzJght9ud5oqB1CN0Y1K7/fbb9Wd/9meSpPvvv3/I12bPni3DMLRjxw7dcMMNwx67Y8eO5CxKYCwd7Qlpd2tABzuCGogmZLcZKvW5Nbs4V3NKc+Rxnrip1VtvvaX169dr9uzZuummm3jDg7Nmtxm6cFaRLpxVpEg8of5wXC6HTdkuh2wnOesNYOJxu90qKSlROBxWMBhMrnobhqHS0lK9/fbb6u7u1ty5c9NdKjAmCN2Y1K6++mpFo1EZhqGrrrpqyNf8fr+uuOIKPfDAA/rqV7865Fx3S0uLfvazn+lzn/sc518xJhKmpd/sbNOzDUfVcKRH4ZipD77yTMuS026TP9ul6xZP1cdrp6osb2gvAtM0tWHDBr355ptasmSJrrzySrb0YdS5HXa5c5jDDUx2NptNWVlZ8nq9yRneg6PBamtr9fTTT6u5uVllZWXpLhVIOd5tYVKz2+3asWOHtm/fLrt9+JvEH/zgB4pEIrrqqqv0yiuvqKmpSb/85S91xRVXaNq0afre976Xhqox2RzuHNBXHqvXN555V5sPdMlhs6k4x61Snyf5Z4rPo1yPQ13BqP7r1f1a/fCberr+iEzz2PGISCSitWvX6q233tKqVat09dVXE7gBAClnGIZsNpvsdrtsNpsMw1BNTY0KCwv16quvprs8YEzwjguTns/nk8/nG/Frc+bM0e9//3tVVVXp5ptv1qxZs/SFL3xBl156qTZt2sSMbqTcG/s79Sc/+b027e+Uz+PUFJ9HOW7HsPFMhmHI7bDL/34Y7wvH9Y/rd+o7z21TW0eXHn74YTU1Nemzn/2szj///DQ9GwAAjq2CX3TRRdqxY4fa2trSXQ6Qcmwvx6TzyCOPnPDrzzzzzJC/z5gx46SPAVJhy6Fu/fXT7yoQjqvU55HtFI8y2AxDRTluDUTjen7rUdXX1+uy/KjuuOMOehAAAMaFRYsWaePGjXrttdd04403prscIKVY6QaAcah3IKbv/c929YViKsl1n3Lg/iAjEVMi1K+DsTyVXHAtgRsAMG7Y7XYtX75cjY2N6uzsTHc5QEoRugFgHPrhK/t0uGtARbnuM2jWZykQCKi7u1u5XpdysrP0yOYjOtI9kJJaAQA4E3V1dcrOztZrr72W7lKAlCJ0A8A409wb0vp3m5Xlcshxms3OLMtSd0+PAoGAcnNzVVCQr8Ict3oGonq24b0UVQwAwOlzOBy68MIL9c4776inpyfd5QApQ+gGgHHml40t6o/Eles5vbYbpplQZ2enwqGwCgoKlJubK8mQzTDkctj1P+80ayAaT03RAACcgfPOO09ut1uvv/56uksBUobQPcYsy5JpmkokEjJNU5ZlpbskAOPMG/u7ZDOM0zrHHY/H1N7RoXgiLr/fP2SuvCTluI+NE9vRHBjtcgEAOGMul0vLli1TfX29AgF+R2FiInSPEdM0NTAwoI6ODjU3Nyf/dHR0aGBgQKZpprtEAONANG5qb1tAHufwufHHE4lE1NHRIZthqLioSC6Xa9h9nHZDCdPUvrb+0SwXAICz9pGPfEROp1O/+93v0l0KkBKE7jEQiUTU1tamjo4OhUIhScfmE0pSKBRSR0eH2traFIlE0lkmgHGgvT+iSNyU034qq9yWggNBdXZ1yulyyV9UJLt95C3phmHIMAw194ZHt2AAAM6Sx+PRBRdcoN///vcKBoPpLgcYdczpTrFIJKLOzk7F43G5XK5hXYgdDocsy1I0GlVnZ6f8fr/cbneaqp1YmpqaJvX3R2ZKJCxZ0kk7lpumqd7eXsViUWVnZ8vn88nQiR9jWVKCXTUAgHFoyZIl2rx5szZv3qyVK1emuxxgVBG6U8g0TXV3dx83cA8yDEMul0vRaFTd3d0qKSlJroTj9Pl8Prndbt17773pLkVut1s+ny/dZSCDeF122QxDpnn8fg+DPyssy1ReXv6w89vHYxiSx3Xq29YBABgrWVlZOv/88/Xmm2/qwgsvPOXfbUAmIHSnUDgcVjQaPWHgHmQYhpxOp6LRqMLhsLKyssaoyomnuLhYa9asUV9fX7pLkc/nU3FxcbrLQAYpynEpP8upzv6osj+06cWSpf5AvwL9AbmcLhUU+I+7nfzDTMuSaVmqKspOQdUAAJy9ZcuW6c0339Sbb76pFStWpLscYNQQulPEsqzkmZSTBe5Bg6vbwWBQXq/3lB+H4YqLiwm7yEiGYah6qk+/3t465PZEIqHu7m5FY1Hl5uQqJzfnpNvJPygcS8jttGt2Sc5olwwAwKjIycnRueeeq82bN2vp0qUcucSEwR7mFBk8p223j7yVs7W1VW1tberr61MsFkvebrfbFY1GGSUGTGKXzSuVzTAUSxw7fx0Kh9Te3q5EIqEiv1+5ubmnFbglKRCOa25pjmYVE7oBAOPX8uXLFY1G9fvf/z7dpQCjhpXuFLEsS5ZlHfds9tGjR4fMInQ4HPJ6vcrOzpbH41FbW5sKCwtVUFBw7A02q97ApHHxnCJNzffovZ6w3GZYAwMD8no9ysvLP6N+D9H4sfB+fe00fpYAAMY1n8+n2tpabdq0SRdccIGcTme6SwLOGqE7RQbH8xxvxfrcc89VPB5XOBxWKBRSKBRSOBxWLBZTZ2entmzZokQiIelYIC8oKEiG8MLCwuQ/5+ef2ZtwAOOXx2nXzYv8+vtf7lbEjKsoP19ZWV7pNFe3pWMfAHYGI1pUnqera6aMfrEAAIyyiy66SPX19Xr77be1ZMmSdJcDnDVCd4oMdiQPhUJyOEb+1+xwOJSTk6OcnD9s94xEIvJ6vVq5cqV6e3vV1dWlrq4udXd3q6urS7t371ZPT4/M98f+2Gw25eXlDQvkhYWFys/P59NBIMNYlqU33nhD+377omZ75+iwWSCHy6MzDdwd/RH5PE795VXz5HbQuRwAMP4VFBRo0aJFev3113Xeeecd9700kCkMi8PDKTMwMKCOjo5T6l4uHRsxFovFVFRUdMLu5YPzeQcD+QdD+eCIskE+n++4q+Qej2dUnudEZFkW23Ax5oLBoJ555hnt3btXS5Ys0ZKLVuivnt6mLYe6led1Kst16m86EuaxwO112fXtaxdo5fzSFFYOAMDo6ujo0P33369Vq1ZpxowZ42IqzfEwrQYnQ+hOIdM01dbWdkpjwwYbr7lcrrOa021ZlgKBQDKEfzCQd3V1KRKJJO+blZU1YiAvLCxUVlbWpAqdzb0hvbi9Ve8c6dWO5j4NRBOy2wzN8Gdr4bQ8XTK3SIvL82WzTZ5/Jxhbe/fu1TPPPCPLsnT99ddrzpw5kqS+cEzfe36HNu5ul2QpP8slp/34Px8sy1IwklAgElOpz6OvXz1Pl8zljQAAIPM88cQT2rVrl95++21Fo9F0l3Ncbrdba9asIXjjuAjdKRaJRNTZ2al4PC6n0zlimB5c4XY4HPL7/Skbj2BZlkKh0HED+eCIM0lyuVzJMP7hQO7z+SZMIO8ZiGrNb/dpw7YWBSMJyZDcdptstmPn8aMJUwnTkstu0/wyn756xVzVTMtLd9mYQOLxuF566SVt3rxZs2bN0vXXXz/kyIkkmaalFxqb9R8b96u1LyxLktthk9thk90wZEmKJUyFY6YSpimPy65L5hTr7pVzVOJjRwsAIDO1trbq7//+79XY2KhvfetbqqioSHdJwzQ1Nenee+/Vfffdp1mzZqW7HIxTHJBIMbfbLb/ff2y+7vuf0Nnt9mSTtcFmaS6XSwUFBSmdR2gYhrKyspSVlaVp06YN+3o0Gh0SwgdD+bZt29TX15dsCme324eE8Q+G8vz8/OOOSRtvtjb16DvPbVNT14CyXA6V+NyyjfBhgmVZCsdMvXOkV1/62du6fXmlbr2wcsJ88ID06ejo0FNPPaXW1lZdeeWVWrp06YivK5vN0LWLpmrlvFJt3N2mX29v1fbmPvWH40pYlgwZctoNzS7J0bJZfl1TM0VVjAYDAGS40tJSVVVV6Y033lB5eTmhFhmL0D0G3G63SkpKFA6HFQwGFY1GZZqmDMMYMiYs3V3IXS6XSktLVVo6/OxnPB5XT0/PsFXyvXv3qqenJ/nhgWEYysvLO+45cpfLNdZPa0TvHOnR157Yqq5gVCW5HtlPsG3cMAx5XXZ5nDb1hGJas3GfQrGE/nTFLII3zohlWWpoaND69evl8/n0+c9/XmVlZSd9nNdl19U1Zbq6pkymaem93pBC0YRsNkMluW7lemicCACYWM4//3z95Cc/UX9/f7pLAc4YoXuM2Gw2ZWVlyev1Jmd4D44Vy4Tg5nA4VFRUpKKiomFfM01TfX19wwL5kSNH9M477ygWiyXvm5OTMySMfzCUe73eMXkuPQNRfWfdNnUFYyrxeUZc3R6JYRgqyHKpNxTTTzcf1oKpeVrBWVmcpnA4rOeff17btm1TbW2trrnmmjP6MMpmM1RecPyGiwAATARTpkyR2+1Wb28vjW6RsQjdYyxTQvbpsNlsys/PV35+vmbOnDnka5ZlKRgMDuuw3tHRod27dysUCiXv6/F4jhvIc3JyRu3f23+8sl+HuwZUnDvydvKTyfM61doX1r/+erfOnZ7P6iJO2eHDh/XUU08pHA7rE5/4hKqrq9NdEgAA415OTo6i0aiCweCwvidAJiB0I6UMw0jOIp8+ffqwr4fD4WEN3bq7u3X48GEFAoHk/ZxO57AwPvi/eXl5p7w1v7UvrPWNzcpyOeQ4i+38/hyXjvaE9Ovtrbrx3PIzvg4mB9M09eqrr2rjxo0qLy/X6tWrlZ+fn+6yAADICC6XSx6PR52dncrOzp5wC1iY+AjdSCuPx6OpU6dq6tSpw74Wi8WGrI4P/u/OnTvV09OTbOw2uNI+UiAvKCiQw/GHl/lLO9oUDCdU4ju7hnUOm002Seu2vkfoxgn19vbqqaeeUlNTky6++GKtWLEi7f0bAADINPn5+QqHwxoYGFB2dnby9tWrV+vHP/5x8u+FhYX6yEc+on/6p3/SokWLhlzji1/8oh588EE99thj+uQnPznka5/61Kd04MABbdq0KdkUOBaLaenSpZo3b55+9rOfpfDZYaIjdGPccjqdKikpUUlJybCvJRIJ9fb2DgvkBw8eVH19veLxePK+Pp8vGcB/fcSjeDyhRNwuOeyyGWcefrwuuw50BNU7EFNeFlvMMdz27dv13HPPyeVy6dZbb9WMGTPSXRIAABnJ6/XK5XKps7NTWVlZQ1a7r776av3oRz+SJLW0tOib3/ymrr32Wh0+fDh5n4GBAT322GP62te+pocffnhY6H7ggQdUXV2tf/zHf9Q3vvENSdLf/d3fqbm5WS+++OIYPENMZIRuZCS73Z487/1hlmUpEAgM2a7e3d2tlpYWbTuar2jCofbIsa3rNptNDodDdoddDrtDDodd9vf/12Y78egzt8OuvnBMBzqDqs3KT8XTRIaKRqPasGGD3n77bS1YsEDXXnvtmDUKBABgIjIMQ4WFhTp69KhCoZCysv7QTNTtdmvKlCmSjjVe+6u/+itdfPHFam9vV3Hxsaa3jz/+uBYsWKC/+qu/0tSpU9XU1DRk7rff79d//ud/6pOf/KSuu+46RaNR/cM//IOeffZZFRQUjO2TxYRD6MaEYxiGfD6ffD6fKisrh3ztiX/dKFckrmynoUQirng8oXgirkQ8oUgkIjNhSpJcLqdM05TL5Zbb7Zbb7RoWwu02QwnT0kAkLmBQS0uLnnzySfX29uq6665TXV0dZ88AABgFg2N2B1e7R9Lf36+f/vSnmj17tvx+f/L2hx56SLfccovy8vJ0zTXX6JFHHtG3vvWtIY/9+Mc/rk9/+tP63Oc+p1gspltvvVUf+9jHUvqcMDkQujGpOO02yTDeH9E0fEyTaZlKvB/Eo5GoIpGIBgYGjj3W6ZTL7ZLb5ZbL7ZJlSYYhOeycz8WxHRZvvPGGXnzxRRUXF+sLX/jCiCP2AADAmRlc7X7vvfcUCoWSu8ief/75ZFfzYDCosrIyPf/888keKnv27NHmzZv11FNPSZJuueUW/cVf/IW++c1vDvtg/L777tO0adPk8/n0L//yL2P47DCRkRYwqcwsylY0bh736zbDJqfTKa/Hq7y8PJWUlKi0tFT5BflyOh0Kh451W29paVFbZ7fMWFQKdg45Q47JJxgM6tFHH9WGDRt0/vnn64477iBwAwCQAjk5OXK5XOrq6kredumll6qhoUENDQ168803ddVVV+maa67RoUOHJEkPP/ywrrrqquTv5o997GPq7e3Vyy+/POz6a9eulWEY6ujo0M6dO8fmSWHCY6Ubk0r11Dy9sb9TlmWd8pZfu92uLG+WsrxZkizF39+K3hWMyh4N6oUnHtWvnQ5Nnz5dM2fO1MyZM1VWVkaH6kli3759evrpp2VZlv7oj/5Ic+bMSXdJAABMWIZhyO/3q7m5WeFwWNKxbeezZ89O3ufBBx9UXl6e/uu//kt/+7d/qx//+MdqaWkZMtEmkUjo4Ycf1sqVK5O37d+/X1/72te0Zs0a/eY3v9Hq1atVX18vt/vspt4AhG5MKivmFuunmw8pFEsoy3UmL3/jWOM1u119cZtuu2i+rj/nIh04cEAHDhzQK6+8opdeekkej0eVlZWqrKxUVVWVioqKONc7wSQSCb300kvatGmTZs2apeuvvz65tQ0AAKRObm6uOjs7h6x2f5BhGLLZbAqFQnrhhRcUCARUX1+fHAUmSY2NjbrtttvU09Oj/Px8maap1atXa+XKlfrc5z6n//W//pdqamr07W9/W//3//7fsXpqmKAI3ZhU5pflanFFvt480Cmv037GQbhnIKZcj1OrFk5VmT9LZWVluvDCC5VIJHT06FHt379fBw4c0K9+9SuZpqmcnJzkKnhVVZXy8vJG+ZlhLHV2durJJ59Ua2urrrzySi1dupQPVQAAGCODZ7tbWlqUSBzbgdjS0iJJ6u7u1g9+8AP19/fruuuu03333adVq1Zp8eLFQ66xYMECffWrX9XPfvYz3XXXXfq3f/s3bdu2Tdu2bZMk5eXl6cEHH9S1116rm266SRdccMGYP09MHIRuTCqGYegrl8/RF3/Sp66BqPzZp79dKBJLKJIwdftFMzXdP7Rzpt1u1/Tp0zV9+nR99KMfVTQa1eHDh5Mr4e+++64kqaCgIBnAKysrlZ2dPSrPD6llWZYaGhq0fv16+Xw+ff7zn1dZWVm6ywIAYNLx+Xzq7OxUNBrVL3/5y+Tv49zcXM2bN0+PP/645s+fr//5n//Ro48+OuzxNptNN9xwgx566CFdccUV+sY3vqEHH3wwOXpMkq666irddtttbDPHWSN0Y9KZW5qrO1fM0r++uFvdA1Hle52nvEoZiSXUNRDV0iq/Prt0+knv73K5NHv27OQ5o4GBAR08eDAZwt9++21JUmlpaXIlfMaMGfxQH4fC4bCef/55bdu2TbW1tbrmmmve74IPAADGmmEYKigo0N/93d/pJz/5yXF/J8diseNe44EHHkj+8+C0mg/7z//8z7MrFBChG5PUJ88vVySe0H++sl+tgbD82e5j48SOw7Qs9QzEFE2YWlbl1/duXCi3w37c+x9PVlaWFixYoAULFkiS+vr6kgF827Zt2rx5s2w2m6ZNm5YM4eXl5UMaf2DsNTU16cknn1Q4HNYnPvEJVVdXp7skAAAmvby8PHV1damrq2vICjUw3vBOHpOSYRj642WVmluaq3t/vVsHOoIyJHmddrmdNtkNQ5akaNxUKJZQLGHK53HqTy6eqT9aMkMux+h0Jvf5fFq8eLEWL14sy7LU1dWVPA/+1ltv6ZVXXpHD8YfO6FVVVZoyZQqd0ceIaZp69dVXtXHjRpWXl2v16tXKz89Pd1kAAEDHtogXFBSoo6NDfr9fTqcz3SUBIyJ0Y1JbUuXXj2+7QC/vbNNz77ynXS0B9YfjSliWDBlyOWyamu/VNTVTdM3CMk3L96aslsERGH6/Xx/5yEdkWZZaWlqO2xl9cCWczuip0dvbq6eeekpNTU26+OKLtWLFCj7sAABgnMnPz0+udpeWlqa7HGBEhG5Mel6XXasWlWnVojKFogkd6AgqGI3LYTNUXpClohxXWkKtYRgqKysb0hn9yJEjyRC+YcMGmaap3NzcZACfOXMmndFHwfbt2/Xcc8/J5XLp1ltv1YwZM9JdEgAAGMHgandnZ6f8fj9H8jAu8aoEPsDrsmvBVF+6yxiR3W7XjBkzNGPGjCGd0Qe3o7/zzjuSpMLCwiEhPCsr6yRXxqBoNKoNGzbo7bff1oIFC3TttdfK603d7gYAAHD28vPz1d3dra6uLpWUlKS7HGAYQjeQoU7WGX3Lli2S/tAZvaqqSjNmzKDj9nG0tLToySefVE9Pj6677jrV1dWxbR8AgAxgt9uTwbuwsJDVbow7vCKBCWKkzuj79+/XwYMH6Yx+ApZl6Y033tCLL76o4uJiffGLX1RRUVG6ywIAAB/Q1NR0wq8nEgk1NTWpu7tbfr9/jKo6eV2AJBmWZVnpLgJAalmWpc7OzuQq+IEDBxQOh+VwODRjxoxkCJ9sndGDwaCeffZZ7dmzR0uWLNHll18+6T+EAABgPGlvb9edd96pSCRy0vv29fVpYGBAJSUlY/p+xu12a82aNSouLh6z74nMQugGJiHTNNXa2po8D3748GHFYrEhndGrqqrk9/sn7Bbrffv26emnn5ZlWbr++us1Z86cdJcEAABG0N7err6+vpPeLxgM6pFHHtH555+vJUuWjEFlx/h8PgI3TojQDWBYZ/QjR45M2M7oiURCL730kjZt2qRZs2bp+uuvV05OTrrLAgAAo2D9+vV69913dffdd8vtdqe7HEASoRvACKLRqA4dOpQM4S0tLZL+0Bm9qqpKlZWVGdcZvbOzU08++aRaW1t1+eWXa+nSpRN2JR8AgMmot7dX3//+93XZZZdp+fLl6S4HkEToBnAKBjujD25H7+rqkiRNmTIluQo+njujW5alhoYGrV+/Xj6fTzfddJPKysrSXRYAAEiB5557Trt27dLdd98tp9OZ7nIAQjeA09fb2zukKVsgEJDNZlN5ebkqKytVVVWl8vJy2e32lNVgWVbyj2EYyT8fFg6H9fzzz2vbtm2qra3VNddcM24/HAAAAGevu7tb//7v/66rrrpqTM92A8dD6AZwVo7XGd3pdGr69OnJ7eilpaWj0knUNE2Fw2EFg0FFo9Fk6Ha5XMrOzpbH40l+n6amJj355JMKh8O67rrrVF1dfdbfHwAAjH/PPPOM9u/fry9/+ctMJkHaEboBjCrTNNXS0pIM4B/sjP7Bpmxn0hk9Eomou7tb0WhUkmS322UYhizLUiKRkCS5XC7l5+frjTfe0MaNG1VeXq4bb7xR+fn5o/1UAQDAONXR0aH7779f1157rc4777x0l4NJjtANIKXi8biOHj2aPA9+9OjRYZ3Rq6qq5PP5TnidSCSizs5OxeNxuVyuEQO7ZVkKBoM6ePCgGhoadO6552rFihWTavY4AAA45oknntDRo0f1Z3/2Zyk98gacDKEbwJg6Xmd0v9+fDOEf7oxumqba2toUjUaPG7ilY3M8d+/eLZ/Pp4qKCs2ZM4fADQDAJNXa2qof/vCHuv7667V48eJ0l4NJjNANIK1O1hm9qqpKxcXF6u3tPW7gTiQS2rdvn5qbm1VcXKw5c+bINE0VFRVl3FgzAAAweh577DG1tXfo3Ks/pVd2d6i9P6KEaSk/y6kLZhbqsnklynJx5hupRegGMK6M1Bl97ty5mjp1qrxer/Lz8+Xz+ZLhu7+/Xzt27FA4HNacOXM0ZcoUSce2o3u9XhUVFTGLGwCAScg0LT348rt66KVtinsLZNjssr3/nsB8vxFrSa5b1y6aqluWTleuh/FiSA1CN4Bxy7IsdXR06MiRI+rr60ue6bbb7crLy5Pb7VZra6uysrI0f/78Iava8XhcklRWVsYWcwAAJplo3NTfv7BD6xubNTAwILeRUFlJkaQ/fBAfT5jqC8cVjZtaVJ6nf7xpkYpz3ekrGhMWoRvAuJZIJNTc3CybzSabzab+/n719PSou7tbwWBQ+fn5Ouecc4YF60QiIdM0VVZWRvMUAAAmEdO09E8bdurJt48q1+2Q00ioo6NThYWF8ng8w+4fjZvqDEZUV1Ggf/10rXLcbDfH6GL5B8C4ZhhGciyYYRjKzc1VRUWFZs+erWg0qqlTp464kj14f7aWAwAwuWw+0Kl1De8px+1Qttshl8stl9ulQH9A0vD1RpfDJn+2Ww1HevSLt5rGvmBMeIRuAOOaYRhyuVzJOdyDIpGIpGNzuUeSSCRO2OkcAABMTM9tfU+xhDlkxTo3J1exaCz5/uHDXA6bHDZD67YeVSSeGPE+wJkidAMY1wzDUHZ2tqRjq9eDotGoJMntHn72yjRNSVJ2djahGwCASeRI94Be39up7A9tEXe7XXK5nAoE+jXSarck+TxOvdcT1qu7O8agUkwmhG4A457H45HL5VI0Gk0G72g0KofDMWxruWVZisVicrlcI57bAgAAE9fWpl4NROPDQrdkKCcnV9FoVJH3P7j/MJfDJtOytPVIT8rrxORC6AYw7tlsNhUUFMjhcCgajco0TUUikWGr3KZpJsN4QUEBXcsBAJhkgpG4bIaRHA32QR6PW06XU7Fo7ITX6A2d+OvA6aI1H4CM4Ha75ff71d3dndxanp2drUQiIcuykme+XS6XCgoKRtx2DgAAJja77UTHygwV+YtOevTMaedDe4wuXlEAMobb7VZJSYmKiorU09Mjp9OZPL/t9XpVVFSkkpISAjcAAJNUYc6xBquxhDni108UuAePsBXl8D4Co4uVbgAZxWazKSsrS7t379aiRYtUVlaWHA1G0zQAACa3pTP9Ks51qzsYlf80w/NANCGP065L5xWnqDpMVqx0A8g4lmWpv79fPp9PdrtdNpuNwA0AAOR12XXd4qmKJkyZ1shdyo8nEIlpUXmezinNTVF1mKwI3QAyzsDAgEzTVG4uvxQBAMBQqxaWqTDbpY5AZMi40RPpDcXkstv1yfMr+CAfo47QDSDj9PX1SRKhGwAADFNRmKVvrlogj8uutkDkhCvelmWpeyCqaNzU6gsrdek5JWNYKSYLQjeAjBMIBCQRugEAwMgumVus/3N9jQqyXGrri6g9EFE0bsqyLFmWpXjCVPdAVC19YdkMQ3d+dJbuuGhmusvGBEUjNQAZJxAIyDAM5eTkpLsUAAAwTl08p1j/fUeuXni3Wesa3lNzb1jx96ee2AxD+VlO3Vg3Tdcunqq5nONGChG6AWScQCCg7Oxs2Wxs1gEAAMdX6vPotuUz9dklM9TQ1KPugahM01KOx6FF5fnK8zrTXSImAUI3gIwTCATYWg4AAE6Zy2HTBTML010GJimWiQBkHEI3AAAAMgWhG0DGIXQDAAAgUxC6AWQcQjcAAAAyBaEbQEZJJBIKBoPy+XzpLgUAAAA4KUI3gIzS398viRndAAAAyAyEbgAZJRAISCJ0AwAAIDMQugFklL6+PkmEbgAAAGQGQjeAjBIIBGS32+X1etNdCgAAAHBShG4AGWWwc7lhGOkuBQAAADgpQjeAjMK4MAAAAGQSQjeAjELoBgAAQCYhdAPIKIRuAAAAZBJCN4CMQugGAABAJiF0A8gY0WhUkUiE0A0AAICMQegGkDECgYAkyefzpbkSAAAA4NQQugFkjMHQzUo3AAAAMgWhG0DG6Ovrk0ToBgAAQOYgdAPIGIFAQG63Wy6XK92lAAAAAKeE0A0gY9C5HAAAAJmG0A0gYxC6AQAAkGkI3QAyBqEbAAAAmYbQDSBjELoBAACQaQjdADKCZVmEbgAAAGQcQjeAjBAKhZRIJAjdAAAAyCiEbgAZIRAISGJGNwAAADILoRtARhgM3T6fL82VAAAAAKeO0A0gIwyG7pycnDRXAgAAAJw6QjeAjNDX16esrCzZ7fZ0lwIAAACcMkI3gIwQCATYWg4AAICMQ+gGkBH6+/tpogYAAICMQ+gGkBH6+voI3QAAAMg4hG4AGSEQCBC6AQAAkHEI3QDGPdM0FQwGCd0AAADIOIRuAONef3+/LMsidAMAACDjELoBjHuDM7oJ3QAAAMg0hG4A4x6hGwAAAJmK0A1g3AsEArLZbMrOzk53KQAAAMBpIXQDGPcCgYBycnJkGEa6SwEAAABOC6EbwLgXCATk8/nSXQYAAABw2gjdAMY9ZnQDAAAgUxG6AYx7g9vLAQAAgExD6AYw7vX19bG9HAAAABmJ0A1gXIvFYgqHw2wvBwAAQEYidAMY15jRDQAAgExG6AYwrhG6AQAAkMkc6S4AQOZrb29XX19fSq69e/dudXV1ndX38Pl8Ki4uHuXKAAAAgJMzLMuy0l0EgMzV3t6uO++8U5FIJCXXDwaDCgQCmjJlyhlfw+12a82aNQRvAAAAjDlWugGclb6+PkUiEd1zzz2qqKgY9et3dnZqYGDgjK/d1NSke++9V319fYRuAAAAjDlCN4BRUVFRoVmzZo36dbOyshSPx1MS6AEAAIBUo5EagHEtHo/L4eDzQQAAAGQmQjeAcY3QDQAAgExG6AYwblmWpXg8Lrvdnu5SAAAAgDNC6AaQci0tLfrzP/9zVVVVye12q6KiQtddd51eeuklSVJlZaUMw9DmzZuHPO4rX/mKPvvZz8rpdEqSvvOd78gwDBmGIYfDocrKSn31q19Vf3//mD8nAAAA4FSwZxNASh08eFDLly9Xfn6+/vmf/1kLFy5ULBbThg0bdNddd2nnzp2SJI/Ho69//evauHFj8rGmaUrSkO3l1dXVevHFFxWPx/X666/r9ttv18DAgP7jP/5jbJ8YAAAAcAoI3QBS6ktf+pIMw9Cbb76p7Ozs5O3V1dW6/fbbk3//whe+oB/+8Id64YUX9LGPfUzSH0L3B7eXOxyO5MzuT33qU3rppZe0bt06QjcAAADGJbaXA0iZrq4u/fKXv9Rdd901JHAPys/PT/7zzJkz9ad/+qf63//7fyfD9kgr3R/m9XoVjUZHt3AAAABglBC6AaTM3r17ZVmW5s2bd0r3/+Y3v6kDBw7oZz/7maRjjdQMw5DNNvKPqi1btujRRx/VZZddNmo1AwAAAKOJ0A0gZSzLOq37FxcX6//7//4/ffvb31Y0GpVpmjIMY8h93n33XeXk5Mjr9eqCCy7QsmXL9IMf/GA0ywYAAABGDaEbQMrMmTNHhmEkm6Wdir/4i79QKBTSAw88MGLoPuecc9TQ0KAdO3YoFApp3bp1Ki0tHe3SAQAAgFFB6AaQMoWFhbrqqqt0//33KxgMDvt6T0/PsNtycnL0rW99S9/73vcUCASGhW6Xy6XZs2ersrJSLpcrVaUDAAAAo4LQDSCl7r//fiUSCV1wwQV68skntWfPHu3YsUPf//73tWzZshEf84UvfEF5eXl69tlnh4VuAAAAIJMQugGkVFVVld5++21deumluueee1RTU6MrrrhCL730ktasWTPiY5xOp7773e8qEokQugEAAJDRDOt0Ox0BwAfs27dPX/nKV3Tfffdp1qxZo3bdeDyuffv2adq0acrJyRl39QEAAACngpVuAONSPB6XdOIZ3QAAAMB4R+gGMC4RugEAADARELoBjEvxeFyGYchut6e7FAAAAOCMEboBjEvxeFx2u51GagAAAMhohG4A41I8HmdrOQAAADIeoRvAuEToBgAAwERA6AYwLhG6AQAAMBHwjhbAqGhqahrV6x08eFB5eXnq7+8/q+uMdl0AAADA6SB0AzgrPp9Pbrdb995776hd07IstbS0KC8vT1lZWWd9PbfbLZ/PNwqVAQAAAKfHsCzLSncRADJbe3u7+vr6Ru16fX19euSRR/Txj39clZWVZ309n8+n4uLisy8MAAAAOE2sdAM4a8XFxaMaapuamlRYWKiFCxeqpKRk1K4LAAAAjDUaqQEYdwKBgCQpNzc3zZUAAAAAZ4fQDWDcCQQCstvt8ng86S4FAAAAOCtsLwcwboSiCQ1E42ru7FVOrk+GYaS7JAAAAOCs0EgNQNokTEtv7O/Ua3s79O7RXh3pHlDClILBftmthC6YN12Ly/N1xYJSVRZlp7tcAAAA4LQRugGMOcuytGFbix753UEd7BhQ3DTlsNnkdtpkNwz19vXKkk0Ot1emZcnrsmvpTL/u/OgsVRXnpLt8AAAA4JQRugGMqY7+iO791S79Zme7LMtSntcpt9M+5D5tbW1ye9zK8+XJsiwFIwkFIjHleZ2646IqffojFbLZ2HoOAACA8Y/QDWDMtPSGdc/jW7WrpU95XqeyXCO3lWhuaVZuTq5ycv6wqm1ZlroGokqYlj5xbrnuufIcgjcAAADGPbqXAxgTgXBMX3viWOAuznEfN3CblinLtGS3D139NgxD/my3spwOPb7liH64cd9YlA0AAACcFUI3gDHxnxv3a3tzn4py3HLYj/+jx0yYkiTbce6T43HI47Rr7ZuHteVQV0pqBQAAAEYLoRtAym051K2nG44q2+2Q8wSBW5ISiYQkyW6zH/c+Po9D4bipf96wW+FYYlRrBQAAAEYToRtAyj2xpUnhWEK57pG3lH+Qab4fuk8Qzo9tNXdpf3u/Xt3TMWp1AgAAAKON0A0gpY50D+j1vZ3KcTtkGCdvfJZImLLZDBnGiX88Oe02WZalZxuOjlapAAAAwKgjdANIqfrDPQpFE8o+hVVu6dj2ctsJtpZ/ULbbocajveoLx86mRAAAACBlCN0AUmpvW79kSLZTWOWWjm0v/3Dn8uNxO+wKx0zta+s/mxIBAACAlCF0A0ipA51Bnc407UTCPOF57g9y2g0lTEtHukNnVhwAAACQYoRuACkViSVOeZVbsmQYhpxO1ynd2zAMGYYUjZtnXiAAAACQQoRuACnlsttkWtYp3TcWiysSicjhOLXz35ZlybQsOeyns5YOAAAAjB1CN4CUmlmUrVPM3IpEIjIMQy7Xqa10x01LDptN5QXes6gQAAAASB1CN4CUmlWSI+nYqvTJhCNhud3uUxotJknhWEJup02zinPOqkYAAAAgVQjdAFKqtiJfHpdNwWjihPczLVOxaFRut/uUrx2MJjRvSq7ys05tZRwAAAAYa4RuACk1w5+tCyoL1R+On/B+0UhEliW5PacWumMJU4ak62unjUKVAAAAQGoQugGk3E3nlcvpMNQfOX7wDoePNVBz2E/eRM2yLHUGoyov8Oqj55SMZqkAAADAqCJ0A0i5ZVV+XVNTpkA4pnhipPFeliKRyCmvcgcicbnsNt1z5TnyuuyjWywAAAAwigjdAFLOMAz92aWzNas4R+39ESXMoU3VYrG4EomEPG7PSa8VjMQ1EE3ohrppWj67KFUlAwAAAKOC0A1gTBRku/TPn1isSn+22gJhhWN/aKx2KqPCLMtSz0BU/ZG4Vi0s092XzxmLsgEAAICzYlinMscHAEZJc29I//DCTr1xoFOGDOVnOdXX0yXDsKmwsHDY/S3LUiiWUG8opmy3Q3+8dIZWX1gph53PDAEAADD+EboBjLmEaemZ+qP6700H1dwbUiAQVLbXLV+2VzabIVlSzDQViZmKm6bcDrtqpvn055fNUc20vHSXDwAAAJwyQjeAtAnHElr7cr0ee+VdOUuq1BcxZb7/I8lhMzTDn63F5Xm6snqKqqf6ZBhGmisGAAAATs/JZ/MAQIp4nHb5I+/purKg7rrrEnUGoxqIJGSzSQVZLmW7+REFAACAzMY7WgBpY1mW9u7dqwULFsgwDBXluKWcdFcFAAAAjB46EQFIm7a2NgUCAc2ZQydyAAAATEyEbgBps3fvXjmdTs2YMSPdpQAAAAApQegGkDZ79+7VzJkz5XBw0gUAAAATE6EbQFpEIhEdPnxYs2fPTncpAAAAQMoQugGkxf79+2WaJqEbAAAAExqhG0Ba7NmzR36/XwUFBekuBQAAAEgZQjeAMTc4KoxVbgAAAEx0hG4AY45RYQAAAJgsCN0AxhyjwgAAADBZELoBjLm9e/eqsrKSUWEAAACY8AjdAMbU4KgwtpYDAABgMiB0AxhTjAoDAADAZELoBjCm9u7dy6gwAAAATBqEbgBjxrIs7dmzh1VuAAAATBqEbgBjhlFhAAAAmGwI3QDGDKPCAAAAMNkQugGMGUaFAQAAYLIhdAMYE4OjwjjPDQAAgMmE0A1gTAyOCuM8NwAAACYTQjeAMcGoMAAAAExGhG4AKWdZlvbu3cvWcgAAAEw6hG4AKdfe3q6+vj62lgMAAGDSIXQDSLk9e/YwKgwAAACTEqEbQMoxKgwAAACTFaEbQEoxKgwAAACTGaEbQEoxKgwAAACTGaEbQEoxKgwAAACTGaEbQMowKgwAAACTHaEbQMowKgwAAACTHaEbQMowKgwAAACTHaEbQMowKgwAAACTHaEbQEowKgwAAAAgdANIEUaFAQAAAIRuACnCqDAAAACA0A0gBRgVBgAAABxD6AYw6gZHhRG6AQAAMNkRugGMuj179sjhcKiysjLdpQAAAABpRegGMOr27t2rmTNnMioMAAAAkx6hG8CoYlQYAAAA8AeEbgCj6sCBA4wKAwAAAN5H6AYwqvbs2cOoMAAAAOB9hG4Ao4ZRYQAAAMBQhG4Ao4ZRYQAAAMBQhG4Ao4ZRYQAAAMBQhG4Ao4ZRYQAAAMBQhG4Ao4JRYQAAAMBwhG4Ao4JRYQAAAMBwhG4Ao4JRYQAAAMBwhG4AZ41RYQAAAMDICN0AzhqjwgAAAICREboBnDVGhQEAAAAjI3QDOGuMCgMAAABGRugGcEYsy5JpmhoYGNDRo0fZWg4AAACMgGUpAKfFNE2Fw2EFg0FFo1H19PSopqZGpaWlGhgYkMfjkc3G53kAAACAROgGcBoikYi6u7sVjUYlSXa7XT09PXK73TIMQx0dHXK5XCooKJDb7U5ztQAAAED6sRwF4JREIhF1dnYqGo3K5XLJ7XbL4XCoo6NDubm5crvdcrlcikaj6uzsVCQSSXfJAAAAQNoRugGclGma6u7uVjwel8vlkmEYkqRgMKhIJKKCggJJkmEYcrlcisfj6u7ulmma6SwbAAAASDtCN4CTCofDyRXuwcAtSd3d3bLZbMrPz0/eZhiGnE6notGowuFwGqoFAAAAxg9CN4ATsixLwWBQkoYEbknq7OxUQUHBsMZpg38PBoOyLGtsCgUAAADGIUI3gBOyLEvRaFR2u33I7fF4XJJUVFQ04uPsdrui0SihGwAAAJMaoRvACVmWJcuyhq1yt7a2qre3V4WFhSM+zjCM5GMBAACAyYrQDeCEDMNIBugPamlpkd/vl8vlGvFxg0H9w2EdAAAAmEwI3QBOaLAjeSKRSN4WCATU39+vKVOmHPdxiURiWOM1AAAAYLIhdAM4IcMwlJ2dLUnJ1e6Wlha53e7jbi0fHBWWnZ1N6AYAAMCkRugGcFIej0cul0vRaFSJREJtbW0qLS0dMVBblqVYLCaXyyWPx5OGagEAAIDxg9AN4KRsNpsKCgrkcDjU0dEh0zRH3Fpumqai0agcDseIo8QAAACAyYZ3xABOidvtlt/vV2trq0pKSmSz2RSPx5VIJBSPxxWJRJIr3H6/X263O90lAwAAAGlH6AZwyvr7+7V582bl5+fL6/VK+sP5ba/Xq6KiIpWUlBC4AQAAgPc50l0AgMxRX18vp9Op+fPny+FwDJnhzXgwAAAAYDhCN4BTYpqmtm7dqoULF8rpdEoSIRsAAAA4CbaXAzgle/bsUX9/v84999x0lwIAAABkDEI3gFNSX1+vKVOmqKysLN2lAAAAABmD0A3gpPr7+7V7927V1dWluxQAAAAgoxC6AZxUQ0ODbDabFi5cmO5SAAAAgIxC6AZwQpZlqaGhQQsWLEiOCQMAAABwagjdAE7o8OHD6uzsZGs5AAAAcAYI3QBOqL6+Xvn5+aqsrEx3KQAAAEDGIXQDOK5wOKzt27errq6OmdwAAADAGSB0AziuxsZGxeNx1dbWprsUAAAAICMRugEcV319vWbPni2fz5fuUgAAAICMROgGMKLW1la99957NFADAAAAzgKhG8CI6uvrlZWVpblz56a7FAAAACBjEboBDBOPx/XOO+9o8eLFstvt6S4HAAAAyFiEbgDD7Ny5U6FQSOeee266SwEAAAAyGqEbwDD19fWqqKhQUVFRuksBAAAAMhqhG8AQPT092r9/Pw3UAAAAgFFA6AYwRENDg1wul6qrq9NdCgAAAJDxCN0AkkzTVENDg6qrq+VyudJdDgAAAJDxCN0Akvbv36/e3l4aqAEAAACjhNANIKm+vl7FxcWaNm1auksBAAAAJgRCNwBJ0sDAgHbu3Km6ujoZhpHucgAAAIAJgdANQJL0zjvvSJIWLVqU5koAAACAiYPQDUCWZam+vl7z5s1TdnZ2ussBAAAAJgxCNwAdPXpUbW1tzOYGAAAARhmhG4Dq6+vl8/lUVVWV7lIAAACACYXQDUxy0WhUjY2Nqq2tlc3GjwQAAABgNPEOG5jktm/frmg0qtra2nSXAgAAAEw4hG5gkquvr1dVVZUKCgrSXQoAAAAw4RC6gUmso6NDhw8fpoEaAAAAkCKOdBcATDbt7e3q6+tLdxmSpNdee03BYFBOp1Pt7e0qLi5Od0kAAADAhGJYlmWluwhgsmhvb9edd96pSCSS7lJkWZba2trk9Xrl8/nkdru1Zs0agjcAAAAwiljpBsZQX1+fIpGI7rnnHlVUVKS1lmAwqNbWVk2bNk1tbW2699571dfXR+gGAAAARhGhG0iDiooKzZo1K601HD16VHl5eZoxY4bcbndaawEAAAAmKhqpAZNQLBZTMBhUXl5euksBAAAAJjRCNzAJ9fX1yTAM5ebmprsUAAAAYEIjdAOTjGVZ6uvrU05Ojux2e7rLAQAAACY0QjcwyYRCIUWjUbaWAwAAAGOA0A2MI6tXr5ZhGDIMQy6XS7Nnz9Z3v/tdxeNxSdJ//dd/afHixcrJyVF+fr7q6ur0D//wDyNea968eXK73WppaRlye29vr1wul7xeb8qfDwAAADDZ0b0cGGeuvvpq/ehHP1IkEtELL7ygu+66S06nU6WlpfrKV76i73//+1qxYoUikYjeeecdNTY2DrvGa6+9plAopE984hP68Y9/rK9//euSpEQiof7+fvn9fhmGMdZPDQAAAJh0CN3AOON2uzVlyhRJ0p133qmnn35a69atU2lpqW6++WbdcccdyftWV1ePeI2HHnpIf/RHf6QVK1bo7rvvTobuQCAgy7Lk8/lS/0QAAAAAsL0cGO+8Xq+i0aimTJmizZs369ChQye8fyAQ0OOPP65bbrlFV1xxhXp7e/Xqq69KOra1PDs7Ww4Hn7cBAAAAY4HQDYxTlmXpxRdf1IYNG3TZZZfpb/7mb5Sfn6/Kykqdc845Wr16tX7xi1/INM0hj3vsscc0Z84cVVdXy26369Of/rQeeughhcNhhcNhGqgBAAAAY4jQDYwzzz//vHJycuTxeHTNNdfoU5/6lL7zne+orKxMmzZt0rvvvqu7775b8Xhct956q66++uohwfvhhx/WLbfckvz7Lbfcoscff1xHjx6Vw+FQdnZ2Op4WAAAAMCkRuoFx5tJLL1VDQ4P27NmjUCikH//4x0OCck1Njb70pS/ppz/9qX7961/r17/+tTZu3ChJ2r59uzZv3qyvfe1rcjgccjgcWrp0qQYGBvTYY4/J5/PRQA0AAAAYQxzsBMaZ7OxszZ49+5Tuu2DBAklSMBiUdKyB2iWXXKL7779/yP3+4z/+Q48//rj+8i//cnSLBQAAAHBChG4gQ9x5552aOnWqLrvsMpWXl6u5uVn/5//8HxUXF2vZsmWKxWL6yU9+ou9+97uqqakZ8tgbbrhBP/jBD7Rnz57jdjwHAAAAMPrYXg5kiMsvv1ybN2/WJz/5Sc2dO1c33XSTPB6PXnrpJfn9fq1bt06dnZ264YYbhjwuGo1q2rRpOuecc/TQQw+lqXoAAABgcmKlGxhHHnnkkeN+7aabbtJNN910wq8nEolht/f19clut2v79u2y2ficDQAAABhLvAMHJjDLstTb26vc3FwCNwAAAJAGvAsHJrBgMKh4PC6fz5fuUgAAAIBJidANTGB9fX1yu93yeDzpLgUAAACYlAjdwAQVj8fV39+vvLw8ZnMDAAAAaULoBiaovr4+SWJrOQAAAJBGhG5gAhpsoJaTkyO73Z7ucgAAAIBJi9ANTEDhcFjRaFR5eXnpLgUAAACY1JjTDaRBU1NTSq/f3t6uUCgku91+Sue5U10PAAAAMFkRuoEx5PP55Ha7de+996bse5imqba2NmVnZys3N/eUH+d2uzn/DQAAAIwyw7IsK91FAJNJe3t7sslZKjQ2Nurll1/Wbbfddlqh2+fzqbi4OGV1AQAAAJMRoRuYYB566CG53W7dcsst6S4FAAAAmPRopAZkINO0FIomFI4lZJp/+Nysvb1dR44cUV1dXRqrAwAAADCIM91ABojGTW3e36n6wz3a3tyr/e1BxRKmJMnttOuc0lzNL/PJatsjj8erc845J80VAwAAAJDYXg6Ma6FoQk+8fUTP1B/Vke4BmaZkGJLbYZPddqwrecK0FImbsixLoYF+VeS59KdX1WrVwjI57GxmAQAAANKJ0A2MU1ubevTPG3ZpV2tAdsNQntcpl+P4IXogNKCOrl45s/Nkt9l0fmWh/vKqc1RZlD2GVQMAAAD4IEI3MM5YlqUnthzRv7+8V6FoXP4ct5ynsGLd2dUpyzRVVFSscCyh7oGoCrNd+ta1C3TxHLqSAwAAAOnA3lNgnPnF75v0ry/uVtw0VerznFLgTiQSioQjysrKkiR5nHaV+jzqGYjpW8806tU97akuGwAAAMAICN3AOPK7vR36wct7ZciQP9stwzBO6XEDAwMyDEMerzd5m80wVJLrViia0Hef26797f2pKhsAAADAcRC6gXGiNxTTv/x6t8JxUwVZztN4pKWB0IC8Xq9sxtD/pA3DUHGuW90DUf3zhl2Kv9/xHAAAAMDYIHQD48SPXjugg51BFWW7TnmFW5IikagS8URya/mHGYahgiyXthzq1rMN741WuQAAAABOAaEbGAd6B2L6n3eb5XHaT3vM18DAgBwOh1yu46+Oe5x2GYb0xNtHZJr0TgQAAADGCqEbGAd+vaNVPaGYfJ7T2VYumaapcDj8/ir3iVfHfR6nDnYE9ebBrrOoFAAAAMDpIHQD48Brezsky5LddurbyiUpFApJsuTN8p70vh6nXfGEpTf2E7oBAACAsULoBtLMNC3tbO6T22k/zUdaGhgYkNvtkd12ao81DGl7c+/pFwkAAADgjBC6gTQ72hNSfyQuj+P0QncsFlMsFjtuA7WReJx27WsPKkYXcwAAAGBMELqBNOsNxZQwT39r+cBASHa7XW6P+5QfY7cZiiVMDUQTp1smAAAAgDPgSHcBAM6Mz+dTVlaWjJM0UPsgQ5JlSZZFB3MAAABgLLDSDaSZx2mXzTBknmYQNgxDTufpdTsfXFH3nPb5cQAAAABngtANpFlFoVcep02ReOrPWUfipsoLvIRuAAAAYIwQuoE0czvsqirOUSSW+nPWCdNSzVRfyr8PAAAAgGMI3cA4sGRmoRKWddpbzE9HLGHKMKTFFfkp+x4AAAAAhiJ0A+PA1TVTlOVyKBiJp+x79IViKs51a8XckpR9DwAAAABDEbqBcaC8IEvLZ/vVH4mnZLU7njAVS5i6bvFUeV2c5wYAAADGCqEbGCf+dMUs5We51BWMjup1LctSRzCqGf5sfeaC6aN6bQAAAAAnRugGxokZ/mx94eIqmZY1qtvMe0MxuR02/cUVc5XnPb0RYwAAAADODqEbGEduOq9cH1tYpkAkPirBuzcUUzRh6rblM3Xh7KJRqBAAAADA6XCkuwAAf2C3Gfrf18yXJL3wTrPCsYQKsl2yGcZpXSdhWuoMRmS3Gfr8RVW6fXllCqoFAAAAcDKGZaVwRhGAMxJPmHp8yxE9+Op+9YZiynU7le22yzhJ+DZNS4FIXAPRuKbkefTly+boigWlJ30cAAAAgNQgdAPj2P72fq357T5tPtCpUDQhh80mt+PYH5vtWJBOmJYicVPhWEKmZSnX49TK+SX64iWzVJzrTvMzAAAAACY3QjeQAQ52BLW+sUWb93fqcFdQkZiphGXJkCG7zZDHadOs4hxdPKdIV1VPUYnPk+6SAQAAAIjQDWScYCSuw10DGojGJRnyeRya7s+S28H8bQAAAGC8IXQDAAAAAJAijAwDAAAAACBFCN0AAAAAAKQIoRsAAAAAgBQhdAMAAAAAkCKEbgAAAAAAUoTQDQAAAABAihC6AQAAAABIEUI3AAAAAAApQugGAAAAACBFCN0AAAAAAKQIoRsAAAAAgBQhdAMAAAAAkCKEbgAAAAAAUoTQDQAAAABAihC6AQAAAABIEUI3AAAAAAApQugGAAAAACBFCN0AAAAAAKQIoRsAAAAAgBQhdAMAAAAAkCKEbgAAAAAAUoTQDQAAAABAihC6AQAAAABIEUI3AAAAAAApQugGAAAAACBFCN0AAAAAAKQIoRsAAAAAgBQhdAMAAAAAkCKEbgAAAAAAUoTQDQAAAABAihC6AQAAAABIEUI3AAAAAAApQugGAAAAACBFCN0AAAAAAKQIoRsAAAAAgBQhdAMAAAAAkCKEbgAAAAAAUoTQDQAAAABAihC6AQAAAABIEUI3AAAAAAApQugGAAAAACBFCN0AAAAAAKQIoRsAAAAAgBQhdAMAAAAAkCKEbgAAAAAAUoTQDQAAAABAihC6AQAAAABIEUI3AAAAAAApQugGAAAAACBFCN0AAAAAAKQIoRsAAAAAgBQhdAMAAAAAkCKEbgAAAAAAUoTQDQAAAABAihC6AQAAAABIEUI3AAAAAAApQugGAAAAACBFCN0AAAAAAKQIoRsAAAAAgBT5/wEpJGP/NuiKywAAAABJRU5ErkJggg==", | |
"text/plain": [ | |
"<Figure size 1000x800 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"fig, ax = plt.subplots(figsize=(10,8))\n", | |
"\n", | |
"ax = rp.plot_network_allocation(returns=Y,\n", | |
" w=w,\n", | |
" codependence=\"pearson\",\n", | |
" linkage=\"ward\",\n", | |
" alpha_tail=0.05,\n", | |
" node_labels=True,\n", | |
" leaf_order=True,\n", | |
" kind='kamada',\n", | |
" seed=123,\n", | |
" ax=ax)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 26, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Percentage Invested in Connected Assets 0.0\n" | |
] | |
} | |
], | |
"source": [ | |
"ca = rp.connected_assets(Y,\n", | |
" w,\n", | |
" codependence=\"pearson\",\n", | |
" graph=\"MST\",\n", | |
" walk_size=1)\n", | |
"\n", | |
"print(\"Percentage Invested in Connected Assets\", np.round(ca,6))" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## 4. Estimating Mean Risk Portfolios with Constraints in Dendrograms \n", | |
"\n", | |
"### 4.1 Calculating the Adjacency Label Matrix based on Dendrogram Clusters" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 28, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Print Label Adjacency Matrix\n", | |
"[[0. 1. 0. 0. 0. 0. 0. 1. 0. 1. 1. 1. 0. 0. 0. 0. 1. 0. 1. 0. 0. 0. 1. 0.\n", | |
" 1.]\n", | |
" [1. 0. 0. 0. 0. 0. 0. 1. 0. 1. 1. 1. 0. 0. 0. 0. 1. 0. 1. 0. 0. 0. 1. 0.\n", | |
" 1.]\n", | |
" [0. 0. 0. 1. 0. 0. 0. 0. 1. 0. 0. 0. 1. 0. 1. 0. 0. 0. 0. 0. 0. 1. 0. 0.\n", | |
" 0.]\n", | |
" [0. 0. 1. 0. 0. 0. 0. 0. 1. 0. 0. 0. 1. 0. 1. 0. 0. 0. 0. 0. 0. 1. 0. 0.\n", | |
" 0.]\n", | |
" [0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 0. 0. 1.\n", | |
" 0.]\n", | |
" [0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 1. 0. 1. 0. 1. 0. 0. 0. 0. 0. 0.\n", | |
" 0.]\n", | |
" [0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 1. 0. 1. 0. 1. 0. 0. 0. 0. 0. 0.\n", | |
" 0.]\n", | |
" [1. 1. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 0. 0. 0. 0. 1. 0. 1. 0. 0. 0. 1. 0.\n", | |
" 1.]\n", | |
" [0. 0. 1. 1. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 1. 0. 0. 0. 0. 0. 0. 1. 0. 0.\n", | |
" 0.]\n", | |
" [1. 1. 0. 0. 0. 0. 0. 1. 0. 0. 1. 1. 0. 0. 0. 0. 1. 0. 1. 0. 0. 0. 1. 0.\n", | |
" 1.]\n", | |
" [1. 1. 0. 0. 0. 0. 0. 1. 0. 1. 0. 1. 0. 0. 0. 0. 1. 0. 1. 0. 0. 0. 1. 0.\n", | |
" 1.]\n", | |
" [1. 1. 0. 0. 0. 0. 0. 1. 0. 1. 1. 0. 0. 0. 0. 0. 1. 0. 1. 0. 0. 0. 1. 0.\n", | |
" 1.]\n", | |
" [0. 0. 1. 1. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 1. 0. 0.\n", | |
" 0.]\n", | |
" [0. 0. 0. 0. 0. 1. 1. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 1. 0. 0. 0. 0. 0. 0.\n", | |
" 0.]\n", | |
" [0. 0. 1. 1. 0. 0. 0. 0. 1. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0.\n", | |
" 0.]\n", | |
" [0. 0. 0. 0. 0. 1. 1. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0.\n", | |
" 0.]\n", | |
" [1. 1. 0. 0. 0. 0. 0. 1. 0. 1. 1. 1. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 1. 0.\n", | |
" 1.]\n", | |
" [0. 0. 0. 0. 0. 1. 1. 0. 0. 0. 0. 0. 0. 1. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0.\n", | |
" 0.]\n", | |
" [1. 1. 0. 0. 0. 0. 0. 1. 0. 1. 1. 1. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 1. 0.\n", | |
" 1.]\n", | |
" [0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 1.\n", | |
" 0.]\n", | |
" [0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 1.\n", | |
" 0.]\n", | |
" [0. 0. 1. 1. 0. 0. 0. 0. 1. 0. 0. 0. 1. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n", | |
" 0.]\n", | |
" [1. 1. 0. 0. 0. 0. 0. 1. 0. 1. 1. 1. 0. 0. 0. 0. 1. 0. 1. 0. 0. 0. 0. 0.\n", | |
" 1.]\n", | |
" [0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 0. 0. 0.\n", | |
" 0.]\n", | |
" [1. 1. 0. 0. 0. 0. 0. 1. 0. 1. 1. 1. 0. 0. 0. 0. 1. 0. 1. 0. 0. 0. 1. 0.\n", | |
" 0.]]\n" | |
] | |
} | |
], | |
"source": [ | |
"L_A = rp.clusters_matrix(Y,\n", | |
" codependence=\"pearson\",\n", | |
" linkage=\"ward\",\n", | |
" k=None,\n", | |
" max_k=10)\n", | |
"\n", | |
"print(\"Print Label Adjacency Matrix\")\n", | |
"print(L_A)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"### 4.2 Calculating the Portfolio that Invest in the Assets that are in different clusters\n", | |
"\n", | |
"### 4.2.1 IP Approach" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 35, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
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"\n", | |
" .dataframe thead th {\n", | |
" text-align: right;\n", | |
" }\n", | |
"</style>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>APA</th>\n", | |
" <th>BA</th>\n", | |
" <th>BAX</th>\n", | |
" <th>BMY</th>\n", | |
" <th>CMCSA</th>\n", | |
" <th>CNP</th>\n", | |
" <th>CPB</th>\n", | |
" <th>DE</th>\n", | |
" <th>HPQ</th>\n", | |
" <th>JCI</th>\n", | |
" <th>...</th>\n", | |
" <th>NI</th>\n", | |
" <th>PCAR</th>\n", | |
" <th>PSA</th>\n", | |
" <th>SEE</th>\n", | |
" <th>T</th>\n", | |
" <th>TGT</th>\n", | |
" <th>TMO</th>\n", | |
" <th>TXT</th>\n", | |
" <th>VZ</th>\n", | |
" <th>ZION</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>weights</th>\n", | |
" <td>0.0000%</td>\n", | |
" <td>0.0000%</td>\n", | |
" <td>0.0000%</td>\n", | |
" <td>0.0000%</td>\n", | |
" <td>0.0000%</td>\n", | |
" <td>0.0000%</td>\n", | |
" <td>0.0000%</td>\n", | |
" <td>0.0000%</td>\n", | |
" <td>0.0000%</td>\n", | |
" <td>0.0000%</td>\n", | |
" <td>...</td>\n", | |
" <td>0.0000%</td>\n", | |
" <td>0.0000%</td>\n", | |
" <td>28.5043%</td>\n", | |
" <td>0.0000%</td>\n", | |
" <td>0.0000%</td>\n", | |
" <td>0.0000%</td>\n", | |
" <td>0.0000%</td>\n", | |
" <td>0.0000%</td>\n", | |
" <td>27.7230%</td>\n", | |
" <td>0.0000%</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"<p>1 rows × 25 columns</p>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" APA BA BAX BMY CMCSA CNP CPB DE \\\n", | |
"weights 0.0000% 0.0000% 0.0000% 0.0000% 0.0000% 0.0000% 0.0000% 0.0000% \n", | |
"\n", | |
" HPQ JCI ... NI PCAR PSA SEE T TGT \\\n", | |
"weights 0.0000% 0.0000% ... 0.0000% 0.0000% 28.5043% 0.0000% 0.0000% 0.0000% \n", | |
"\n", | |
" TMO TXT VZ ZION \n", | |
"weights 0.0000% 0.0000% 27.7230% 0.0000% \n", | |
"\n", | |
"[1 rows x 25 columns]" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"# Adding the adjacency label matrix as a network constraint\n", | |
"port.network_ip = L_A\n", | |
"port.solvers = ['MOSEK'] # we need a solver that supports integer programming\n", | |
"\n", | |
"# Estimate the portfolio that minimizes the risk\n", | |
"w = port.optimization(model=model, rm=rm, obj=obj, rf=rf, l=l, hist=hist)\n", | |
"\n", | |
"display(w.T)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"### 4.2.2 Plotting portfolio composition in the cluster network" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 36, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
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", | |
"text/plain": [ | |
"<Figure size 1000x800 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"fig, ax = plt.subplots(figsize=(10,8))\n", | |
"\n", | |
"ax = rp.plot_clusters_network_allocation(returns=Y,\n", | |
" w=w,\n", | |
" codependence=\"pearson\",\n", | |
" linkage=\"ward\",\n", | |
" k=None,\n", | |
" max_k=10,\n", | |
" ax=ax)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 38, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Percentage Invested in Related Assets 0.0\n" | |
] | |
} | |
], | |
"source": [ | |
"ra = rp.related_assets(Y,\n", | |
" w,codependence=\"pearson\",\n", | |
" linkage=\"ward\",\n", | |
" k=None,\n", | |
" max_k=10)\n", | |
"\n", | |
"print(\"Percentage Invested in Related Assets\", np.round(ra,6))" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"### 4.2.3 SDP Approach" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 31, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"<div>\n", | |
"<style scoped>\n", | |
" .dataframe tbody tr th:only-of-type {\n", | |
" vertical-align: middle;\n", | |
" }\n", | |
"\n", | |
" .dataframe tbody tr th {\n", | |
" vertical-align: top;\n", | |
" }\n", | |
"\n", | |
" .dataframe thead th {\n", | |
" text-align: right;\n", | |
" }\n", | |
"</style>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>APA</th>\n", | |
" <th>BA</th>\n", | |
" <th>BAX</th>\n", | |
" <th>BMY</th>\n", | |
" <th>CMCSA</th>\n", | |
" <th>CNP</th>\n", | |
" <th>CPB</th>\n", | |
" <th>DE</th>\n", | |
" <th>HPQ</th>\n", | |
" <th>JCI</th>\n", | |
" <th>...</th>\n", | |
" <th>NI</th>\n", | |
" <th>PCAR</th>\n", | |
" <th>PSA</th>\n", | |
" <th>SEE</th>\n", | |
" <th>T</th>\n", | |
" <th>TGT</th>\n", | |
" <th>TMO</th>\n", | |
" <th>TXT</th>\n", | |
" <th>VZ</th>\n", | |
" <th>ZION</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>weights</th>\n", | |
" <td>0.0000%</td>\n", | |
" <td>0.0000%</td>\n", | |
" <td>0.0778%</td>\n", | |
" <td>0.0000%</td>\n", | |
" <td>0.0000%</td>\n", | |
" <td>0.0398%</td>\n", | |
" <td>0.0000%</td>\n", | |
" <td>0.0000%</td>\n", | |
" <td>0.0000%</td>\n", | |
" <td>1.4643%</td>\n", | |
" <td>...</td>\n", | |
" <td>1.4186%</td>\n", | |
" <td>0.0000%</td>\n", | |
" <td>26.8967%</td>\n", | |
" <td>0.0000%</td>\n", | |
" <td>0.2233%</td>\n", | |
" <td>0.0314%</td>\n", | |
" <td>0.0000%</td>\n", | |
" <td>0.0000%</td>\n", | |
" <td>27.3910%</td>\n", | |
" <td>0.0000%</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"<p>1 rows × 25 columns</p>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" APA BA BAX BMY CMCSA CNP CPB DE \\\n", | |
"weights 0.0000% 0.0000% 0.0778% 0.0000% 0.0000% 0.0398% 0.0000% 0.0000% \n", | |
"\n", | |
" HPQ JCI ... NI PCAR PSA SEE T TGT \\\n", | |
"weights 0.0000% 1.4643% ... 1.4186% 0.0000% 26.8967% 0.0000% 0.2233% 0.0314% \n", | |
"\n", | |
" TMO TXT VZ ZION \n", | |
"weights 0.0000% 0.0000% 27.3910% 0.0000% \n", | |
"\n", | |
"[1 rows x 25 columns]" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"# Adding the adjacency label matrix as a network constraint\n", | |
"port.network_sdp = L_A\n", | |
"port.solvers = ['MOSEK'] # we need a solver that supports integer programming\n", | |
"\n", | |
"# Estimate the portfolio that minimizes the risk\n", | |
"w = port.optimization(model=model, rm=rm, obj=obj, rf=rf, l=l, hist=hist)\n", | |
"\n", | |
"display(w.T)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"### 4.2.4 Plotting portfolio composition in the cluster network" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 32, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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Hola Dany, interesantísimo proyecto. Perdona pero hay una cosa que no termino de entender, de todas las formas de calcular el portfolio, cual es la mejor y porque?