{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Riskfolio-Lib Tutorial: \n",
    "<br><a href=\"https://www.kqzyfj.com/click-101360347-15150084?url=https%3A%2F%2Flink.springer.com%2Fbook%2F9783031843037\" target=\"_blank\">\n",
    "<div>\n",
    "<img src=\"https://raw.githubusercontent.com/dcajasn/Riskfolio-Lib/refs/heads/master/docs/source/_static/Button.png\" height=\"40\" />\n",
    "</div>\n",
    "</a>\n",
    "\n",
    "<br><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",
    "<br>\n",
    "<br>__[Financionerioncios](https://financioneroncios.wordpress.com)__\n",
    "<br>__[Orenji](https://www.linkedin.com/company/orenj-i)__\n",
    "<br>__[Riskfolio-Lib](https://riskfolio-lib.readthedocs.io/en/latest/)__\n",
    "<br>__[Dany Cajas](https://www.linkedin.com/in/dany-cajas/)__\n",
    "## Tutorial 23: Dollar Neutral Portfolios\n",
    "\n",
    "## 1. Downloading the data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "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 matplotlib.pyplot as plt\n",
    "import yfinance as yf\n",
    "import warnings\n",
    "\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "pd.options.display.float_format = '{:.4%}'.format\n",
    "\n",
    "# Date range\n",
    "start = '2016-01-01'\n",
    "end = '2019-12-30'\n",
    "\n",
    "# Tickers of assets\n",
    "assets = ['JCI', 'TGT', 'CMCSA', 'CPB', 'MO', 'APA', 'MMC', 'JPM',\n",
    "          'ZION', 'PSA', 'BAX', 'BMY', 'LUV', 'PCAR', 'TXT', 'TMO',\n",
    "          'DE', 'MSFT', 'HPQ', 'SEE', 'VZ', 'CNP', 'NI', 'T', 'BA']\n",
    "assets.sort()\n",
    "\n",
    "# Downloading data\n",
    "data = yf.download(assets, start = start, end = end, auto_adjust=False)\n",
    "data = data.loc[:,('Adj Close', slice(None))]\n",
    "data.columns = assets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
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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",
       "    <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>0.5783%</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>0.2409%</td>\n",
       "      <td>1.3735%</td>\n",
       "      <td>-1.0857%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-06</th>\n",
       "      <td>-11.4863%</td>\n",
       "      <td>-1.5879%</td>\n",
       "      <td>0.2412%</td>\n",
       "      <td>-1.7557%</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>-0.1466%</td>\n",
       "      <td>-1.0155%</td>\n",
       "      <td>-0.7653%</td>\n",
       "      <td>-3.0048%</td>\n",
       "      <td>-0.9034%</td>\n",
       "      <td>-2.9145%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-07</th>\n",
       "      <td>-5.1389%</td>\n",
       "      <td>-4.1922%</td>\n",
       "      <td>-1.6573%</td>\n",
       "      <td>-2.7699%</td>\n",
       "      <td>-1.1047%</td>\n",
       "      <td>-1.9769%</td>\n",
       "      <td>-1.2207%</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>-3.0309%</td>\n",
       "      <td>-1.0411%</td>\n",
       "      <td>-3.1557%</td>\n",
       "      <td>-1.6148%</td>\n",
       "      <td>-0.2700%</td>\n",
       "      <td>-2.2844%</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>0.1099%</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>0.0895%</td>\n",
       "      <td>-3.3839%</td>\n",
       "      <td>-0.1117%</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>-4.3384%</td>\n",
       "      <td>0.1693%</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>0.5287%</td>\n",
       "      <td>0.6616%</td>\n",
       "      <td>0.0330%</td>\n",
       "      <td>...</td>\n",
       "      <td>1.6436%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.9869%</td>\n",
       "      <td>-0.1450%</td>\n",
       "      <td>1.2224%</td>\n",
       "      <td>1.4570%</td>\n",
       "      <td>0.5366%</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% -1.5879%  0.2412% -1.7557% -0.7727% -1.2473% -0.1736%   \n",
       "2016-01-07  -5.1389% -4.1922% -1.6573% -2.7699% -1.1047% -1.9769% -1.2207%   \n",
       "2016-01-08   0.2736% -2.2705% -1.6037% -2.5425%  0.1099% -0.2241%  0.5707%   \n",
       "2016-01-11  -4.3384%  0.1693% -1.6851% -1.0215%  0.0915% -1.1791%  0.5674%   \n",
       "\n",
       "                 DE      HPQ      JCI  ...       NI     PCAR      PSA  \\\n",
       "Date                                   ...                              \n",
       "2016-01-05  0.5783%  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% -3.0309% -1.0411%   \n",
       "2016-01-08 -1.6402% -1.7642% -0.1649%  ... -0.1539% -1.1366% -0.7308%   \n",
       "2016-01-11  0.5287%  0.6616%  0.0330%  ...  1.6436%  0.0000%  0.9869%   \n",
       "\n",
       "                SEE        T      TGT      TMO      TXT       VZ     ZION  \n",
       "Date                                                                       \n",
       "2016-01-05  0.9758%  0.6987%  1.7539% -0.1730%  0.2409%  1.3735% -1.0857%  \n",
       "2016-01-06 -1.5647% -0.1466% -1.0155% -0.7653% -3.0048% -0.9034% -2.9145%  \n",
       "2016-01-07 -3.1557% -1.6148% -0.2700% -2.2844% -2.0570% -0.5492% -3.0020%  \n",
       "2016-01-08 -0.1448%  0.0895% -3.3839% -0.1117% -1.1387% -0.9719% -1.1254%  \n",
       "2016-01-11 -0.1450%  1.2224%  1.4570%  0.5366% -0.4607%  0.5800% -1.9919%  \n",
       "\n",
       "[5 rows x 25 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Calculating returns\n",
    "\n",
    "Y = data[assets].pct_change().dropna()\n",
    "\n",
    "display(Y.head())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Mean Risk Dollar Neutral Portfolios\n",
    "\n",
    "To calculate dollar neutral portfolios we have to solve the following problem:\n",
    "\n",
    "$$\n",
    "\\begin{aligned}\n",
    "& \\max_{w} & & \\mu w \\\\\n",
    "& & & \\sum^{N}_{i=1} w_{i} = 0 \\\\\n",
    "& & & \\phi(w) \\leq \\overline{\\phi} \\\\\n",
    "& & & \\sum^{N}_{i=1} \\max(w_{i},0) \\leq W^{L} \\\\\n",
    "& & & \\sum^{N}_{i=1} -\\min(w_{i},0) \\leq W^{S} \\\\\n",
    "& & & W^{S} \\leq w \\leq W^{L}\\\\\n",
    "\\end{aligned}\n",
    "$$\n",
    "\n",
    "Where $\\mu$ is the mean vector, $w$ are the portfolio weights, $\\phi(w)$ is a convex risk function, $\\overline{\\phi}$ is an upper bound for the risk function, $W^{L}$ is the upper bound of positive weights and $W^{S}$ is the upper bound of negative weights.\n",
    "\n",
    "## 3. Dollar Neutral Portfolio with a Constraint on Standard Deviation\n",
    "\n",
    "### 3.1 Calculating Dollar Neutral Portfolio"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sum weights :  -0.0\n"
     ]
    },
    {
     "data": {
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
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       "    }\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>-25.2748%</td>\n",
       "      <td>11.0539%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>-0.1656%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>3.2912%</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>-39.6451%</td>\n",
       "      <td>-23.1012%</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>-3.3423%</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 -25.2748% 11.0539% 0.0000% -0.1656% 0.0000% 0.0000% -0.0000% 3.2912%   \n",
       "\n",
       "            HPQ      JCI  ...       NI    PCAR       PSA       SEE        T  \\\n",
       "weights 0.0000% -0.0000%  ... -0.0000% 0.0000% -39.6451% -23.1012% -0.0000%   \n",
       "\n",
       "            TGT     TMO      TXT       VZ    ZION  \n",
       "weights 0.0000% 0.0000% -3.3423% -0.0000% 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)\n",
    "\n",
    "# Market neutral constraints:\n",
    "\n",
    "port.sht = True # Allows short positions\n",
    "port.uppersht = 1 # Upper bound for sum of negative weights\n",
    "port.upperlng = 1 # Upper bound for sum of positive weights\n",
    "port.budget = 0 # Sum of all weights\n",
    "port.upperdev = 0.20/252**0.5 # Upper bound for daily standard deviation\n",
    "\n",
    "# Estimate optimal portfolio:\n",
    "\n",
    "model='Classic' # Could be Classic (historical), BL (Black Litterman), FM (Factor Model)\n",
    "                # or BL_FM (Black Litterman with Factor Model)\n",
    "rm = 'MV' # Risk measure used, this time will be variance\n",
    "obj = 'MaxRet' # For Market Neutral the objective must be\n",
    "hist = True # Use historical scenarios for risk measures that depend on scenarios\n",
    "rf = 0 # Risk free rate\n",
    "l = 3 # 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",
    "print(\"Sum weights : \", np.round(np.sum(w.to_numpy()),4))\n",
    "display(w.T)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.2 Plotting portfolio composition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting the composition of the portfolio\n",
    "\n",
    "title = \"Max Return Dollar Neutral with Variance Constraint\"\n",
    "ax = rp.plot_pie(w=w,\n",
    "                 title=title,\n",
    "                 others=0.05,\n",
    "                 nrow=25,\n",
    "                 cmap = \"tab20\",\n",
    "                 height=7,\n",
    "                 width=10,\n",
    "                 ax=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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8gpPgxxG8QpABWjYwR0hp27at7RKs47oD1/ODOgB14Hp+UAegDkAd+Dl/XaZ5mwusAE4WkSwR+TnBy9CeIyIZwDnebYwxawlecWgd8BEwzbtqFCIyS0SGeJutd3uPB4CHvMt2LgaGAGkEr6zke3Jzc22XYB3XHbieH9QBqAPX84M6AHUA6sDP+Ws9BtkYM7mau86uZv0/Ery0ZeXlU8v9vae+7b37flXu73yCl/k8aig96NxlXHfgen5QB6AOXM8P6gCazkFRURFZWVnk5+c3yfZCSUlJCQcPHrRdhjVCmb9ly5Z07dqV6OjoOq3f1CfpKTVQ1yclnHHdgev5QR2AOnA9P6gDaDoHWVlZtGrViu7duyNS1bn+/qWoqMjpfSFU+Y0x7Nmzh6ysLHr06FGnNvoRNoTk5OTYLsE6rjtwPT+oA1AHrucHdQBN5yA/P5927doddZ1joGxaNFcJVX4RoV27dvX6lkE7yCGkffv2tkuwjusOXM8P6gDUgev5QR1A0zo4GjvHAFFRbn+RH8r89d1HtIMcQrKysmyXYB3XHbieH9QBqAPX84M6AHUAUFhYaLsEq/g5v9sfXUJMz549bZdgHdcduJ4f1AGoA9fzgzqA5nPQ/6X+Tbq9tGvSal0nMjKS/v37U1xcTN++fXnppZeIi4urtV3LlsFZarOzs7n11lt58803SU1NJTs7m/HjxwPw7rvvsm7dOu65554GZzDGcPzxx5ORkcFxxx3H9u3b6dy5M59//jmjRo0C4Pjjjyc9PZ127dpVuY3TTjuN5cuX1/g43bt3Z9WqVUd8O/DJJ58QExPDaaedVmF5aX4/oiPIIWTt2rW2S7CO6w5czw/qANSB6/lBHUB4OYiNjSU1NZVvv/2WmJgYnnvuuTq1y8vLA6Bz5868+eabAKSmprJo0aKydS688MJGdY4heHjBqaeeyooVKwBYvnw5AwcOLOvwfvfdd7Rv377aznFpm4byySefVNm+NL8f0Q5yCBkwYIDtEqzjugPX84M6AHXgen5QBxC+Dk4//XQ2btzI3r17mThxIomJiQwfPpw1a9YA8Omnn5KUlERSUhIjR47k0KFDbN68mYSEBAoLC3nggQeYP38+SUlJzJ8/nxdffJFbbrmFAwcO0L1797IT23JzcznhhBMoKioiMzOTsWPHMnjwYE4//XTS09OPqGvkyJFlndTly5fz61//ukKHuXR099FHH2Xo0KEkJiby4IMPlrWPj48HgifW3XzzzfTr14/zzz+f8ePHl3XuAf72t78xaNAg+vfvT3p6Ops3b+a5557jiSeeICkpic8//5w33niDhIQERowYwejRo5vhWWg82kEOIcnJybZLsI7rDlzPD+oA1IHr+UEdQHg6KC4u5sMPP6R///48+OCDDBw4kDVr1vCnP/2Jq6++GoDHHnuMZ555htTUVD766CNiY2PL2sfExDBjxgwuv/xyUlNTufzyy8vua926NQMGDODTTz8F4L333mPMmDFER0dzww038Le//Y3k5GQee+wxbr755iNqK3+IxMqVK5k4cSJbt24Fgh3kkSNH8vHHH5ORkcHKlStJTU0lOTmZzz77rMJ23n77bTZv3kxaWhqzZs0q62SX0r59e1JSUrjpppt47LHH6N69O7/4xS/41a9+RWpqKqeffjozZsxg8eLFLF++nHfffbcJzDc92kEOIYMHD7ZdgnVcd+B6flAHoA5czw/qAMLLQV5eHklJSQwZMoRu3brx85//nGXLlnHVVVcB8JOf/IQ9e/Zw4MABRo4cya9//WueeuopioqK6jWTw+WXX878+fMBmDdvHpdffjk5OTksX76cSy+9lKSkJG688Ua2b99+RNthw4bxzTffcPjwYYqKioiPj+fEE09k48aNZSPIH3/8MR9//DEDBw5k0KBBpKenk5GRUWE7y5Yt49JLLyUiIoIf/ehHnHXWWRXuv/jii4Hg87t58+Yqc4wcOZIpU6bw2muvUVJSUuU6ttEOcggJx0/L9cV1B67nB3UA6sD1/KAOILwclB6DnJqayt/+9jdiYmIwxhyxnohwzz33MGvWLPLy8jj11FOrPByiOi688EI+/PBD9u7dS3JyMj/5yU8IBAK0adOm7PFTU1NZv379EW3j4uLo2bMns2fPZtCgQQAMHz6cRYsWsXPnTk4++WSMMdx7771l29m4cSM///nPK2ynqlzladGiBRA8cbG4uLjKdZ577jkeeughMjMzSUpKYs+ePXV2ECq0gxxCwunTckNx3YHr+UEdgDpwPT+oAwh/B6NHj+bVV18FgieptW/fnmOPPZbMzEz69+/P3XffzdChQ4/oILdq1YpDhw5Vuc34+HiGDRvGbbfdxvnnn09kZCTHHnssPXr04I033gCCHdjVq1dX2X7kyJE8+eSTjBgxAoARI0Ywc+ZMhg8fjogwZswYZs+eXXYRl23btrFz584K2xg1ahRvvfUWgUCAHTt28Mknn9TqonKmzMxMTj31VB5++GHat29fdqiHn9Bp3kJIWloa/fs37fQzRxuuO3A9P6gDUAeu5wd1AM3noC7TsoWC6dOnc+2115KYmEhcXBwvvfQSAE8++ST/+c9/iIyMpHfv3owbN67CIRFnnXUWDz/8MElJSdx7771HbPfyyy/n0ksvrdAxffXVV7npppt46KGHKCoq4oorrqjyJMiRI0cyc+bMsg7yoEGDyMrKYurUqQCce+65rF+/vuz++Ph4XnnlFTp06FC2jUsuuYSlS5eSkJBA7969OfXUU2ndunWNLi644AImTZrEwoUL+dvf/sYTTzxBRkYGJSUlnHPOOb48YVNqGyoPJ4YMGWJWrVpl7fELCgrKvnpwFdcduJ4f1AGoA9fzgzqApnOwfv16+vbt2wQVhZ5AIEBExNH3ZX5OTg7x8fHs2bOHYcOG8cUXX/CjH/2o3tsJdf6q9hURSTbGDKm87tH3rBzFbNmyxXYJ1nHdgev5QR2AOnA9P6gDUAfg7yvJ1cT5559PUlISp59+Ovfff3+DOsfg7/zaQW4gTzzxBP369SMhIYHJkyeTn5/P9OnT6dKlS9n8huUn+gbo2LEj3333Xdn9SUlJHHvssTz55JMA3H333SQmJpZNBQPw8ssvM3PmzFBGa1Y6duxouwSruJ4f1AGoA9fzgzoAdQAQHR1tu4QG8cknn5Camsq6deuYMmVKg7fj5/zaQW4A27Zt46mnnmLVqlV8++23lJSUMG/ePICyef5SU1PLLhNZyv79+zn55JPL7k9OTiYuLo6LLrqIAwcOsHz5ctasWUNJSQlpaWnk5eXx4osvVjmf4dHK/v37bZdgFdfzgzoAdeB6flAHoA6Aamd5cAU/59cOcgMpLi4mLy+P4uJicnNz6dy5c61tKl9zfOnSpZx00kn8+Mc/JiIigsLCQowx5OXlER0dzaOPPsqtt97q609Y9cXP110PBa7nB3UA6sD1/KAOQB0AR+Xxx02Jn/P7tzIf06VLF+688066detGp06daN26Neeeey4ATz/9NImJiVx33XXs27evxu3MmzePyZMnA8EpUC655BIGDhxIjx49aN26NV9//TUTJkxo9jyKoiiKoijKD2gHuQHs27ePhQsXsmnTJrKzszl8+DCvvPIKN910E5mZmaSmptKpUyfuuOOOCu3y8/PL/i4sLOTdd9/l0ksvLVt21113kZqayuOPP87999/PjBkzmDVrFpdddhkPPfRQyPI1J+UduIjr+UEdgDpwPT+oA1AHEJzFwWX8nF87yA1gyZIl9OjRg+OPP57o6Gguvvhili9fTseOHYmMjCQiIoLrr7+elStXVmjXpk2bsr8//PBDBg0aVOVJCt988w0AvXv3Zs6cObz++ut8++23R1zu8WikvAMXcT0/qANQB67nB3UAzejgcWnanzogIhUGxR577DGmT59ea7v6XGYa4E9/+lOF26eddlq92lfFr371q7LJAgDGjBlTNi8ywB133MFf//rXats/8MADLFmypMbHmD59Oo899tgRy3Nycnj22WfrX3QI0A5yA+jWrRtffvklubm5GGNYunQpffv2rTDR9zvvvENCQkKFdjt27Cj7e+7cuWWHV1SmdPS4qKio7BrlERER5ObmNkOa0FLegYu4nh/UAagD1/ODOoDwctCiRQvefvttdu/eXa92RUVF9Vq/cgd5+fLl9WpfFaeddlrZdgKBALt372bt2rUVHmPkyJHVtp8xYwY//elPG/TYu3fv1g5yOHHqqacyadIkBg0aRP/+/QkEAtxwww3cdddd9O/fn8TERP7zn//wxBNPAJCdnc348ePp1q0bALm5ufzrX//i4osvPmLbCxYsYOjQoXTu3Jk2bdowYsQI+vfvj4j48koz9aXUgau4nh/UAagD1/ODOoDwchAVFcUNN9xQ9n+/PLt27eKSSy5h6NChDB06lC+++KJs+fnnn8+gQYO48cYb+fGPf1zWwZ44cSKDBw+mX79+PP/88wDcc8895OXlkZSUxM9+9jMgeKU7CF5dr/zUslOmTOGtt96ipKSE3/zmNwwdOpTExET+7//+74j6Ro4cWdZBXrt2LQkJCbRq1Yp9+/ZRUFDA+vXrGThwIMnJyZxxxhkMHjyYMWPGlA0KTpkyhTfffBOARYsW0adPH0aNGsWtt97K+eefX/Y469at48wzz+TEE0/kqaeeAoKjz5mZmSQlJfGb3/yG7du3M3r0aJKSkkhISODzzz9vxLPSOPRKeiFELy2qDlzPD+oA1IHr+UEdQNM5OOLqaHU8LKLO3FF7Pyk+Pp7s7GwSExNZvXo1//jHP8jJyWH69OlceeWV3HzzzYwaNYotW7YwZswY1q9fzy233MLxxx/Pgw8+yEcffcS4cePYtWsX7du3Z+/evbRt25a8vDyGDh3Kp59+Srt27YiPjycnJ6fC4+bk5PDOO++wYMECXnrpJQoLCznppJPYsGEDL7/8Mjt37uR3v/sdBQUFjBw5kjfeeIMePXpUqL979+589tlnfPjhhxhj2LZtGyNGjKB169bce++9LF26lDPOOIOFCxdy/PHHM3/+fBYvXszs2bOZMmUK559/Pueffz69evXis88+o0ePHkyePJlDhw7x/vvvM336dD7++GP+85//cOjQIU4++WT+97//sXHjRi699FK+/fbb4FP3+OPk5+dz3333UVJSQm5uLq1atWqyp7I+V9Kr38EvSqNw/c0Q1IHr+UEdgDpwPT+oAwg/B8ceeyxXX301Tz31FLGxsWXLlyxZwrp168puHzx4kEOHDrFs2TLeeecdAMaOHctxxx1Xts5TTz1Vdt/WrVvJyMigXbt21T72uHHjuPXWWykoKOCjjz5i9OjRxMbG8vHHH7NmzZqyEd4DBw6QkZFxRAe5dBR5+fLl/PrXv2bbtm0sX76c1q1bc9ppp/Hdd9/x7bffcs455wBQUlJCp06dKmwjPT2dE088sWzbkydPLhv9BjjvvPNo0aIFLVq0oEOHDuzYsaOCJ4ChQ4dy3XXXUVRUxMSJE0lKSqpZejOih1iEkOTkZNslWMd1B67nB3UA6sD1/KAOIDwd3H777bzwwgscPny4bFkgEGDFihVlFwnbtm0brVq1whhT5blFn3zyCUuWLGHFihWsXr2agQMH1jrjR8uWLTnzzDNZvHgx8+fP54orrgDAGMPf/va3ssfetGlT2bS05Sk9DjktLY2EhASGDx/OihUryo4/NsbQr1+/su2kpaXx8ccfV9hGbUcktGjRouzvyMjIsutIlGf06NF89tlndOnShauuuoo5c+bUuM3mRDvIIWTw4MG2S7CO6w5czw/qANSB6/lBHUB4Omjbti2XXXYZL7zwQtmyc889l6effrrsdmpqKgCjRo3i/fffB+Djjz8uu3bCgQMHOO6444iLiyM9PZ0vv/yyrG10dHS1J/ZdccUV/POf/+Tzzz9nzJgxQHBGir///e9lbTZs2FCh817KyJEjef/992nbti2RkZG0bduW/fv3s2LFCkaMGMHJJ5/Mrl27WLFiBRA8ubD8iXwAffr04fvvv2fz5s0AzJ8/v1ZfHTt25NChQ2W3//vf/9KhQweuv/56fv7zn5OSklLrNpoLPcQihCQnJ4flG0J9cN2B6/lBHYA6cD0/qANoRgd1OGa4ObnjjjsqdIifeuoppk2bRmJiIsXFxYwePZrnnnuOBx98kMsuu4z58+dzxhln0KlTJ1q1asXYsWN57rnnSExM5OSTT2b48OFl27rhhhtITExk0KBBvPrqqxUe99xzz+Xqq6/mwgsvJCYmBoCpU6eyefNmBg0ahDGG448/ngULFhxRc//+/dm9ezdXXnllhWU5OTm0b98egDfffJNbb72VAwcOUFxczO23306/fv3K1o+NjeXZZ59l7NixtG/fnmHDhtXqqmXLlowcOZKEhATGjRtHQkICjz76KNHR0cTHx1sdQdaT9BRFURRFOWqp6sSro4GCggIiIyOJiopixYoV3HTTTWWjy0crOTk5xMfHY4xh2rRp9OrVi1/96le2yypDT9JrJvq/1LgTCi6IvYD38t5rcPu0a9Ia9fh+YPXq1WExXV1DcT0/qANQB67nB3UA6mDLli1MmjQJgJiYGP7xj39Yrqjx/OMf/yibSWPgwIHceOONNa6fm5tLXFxciKqrHzqCXA8a20GOIYZCChvcPhw6yMXFxfW+clA44Xp+UAegDlzPD+oAms7B0TqCDMET20SaeFq6o4hQ56/PCLKepBdCRrao/ko0rrBx40bbJVjF9fygDkAduJ4f1AGoA6DW2SnCHT/n1w5yCFlTtMZ2Cdbp2rWr7RKs4np+UAegDlzPD+oA1AFQdjKdq/g5v3aQQ0iPqB61rxTm1Pc69eGG6/lBHYA6cD0/qANQBxA8zMRl/JxfO8ghZHeJvhmUXjfeVVzPD+oA1IHr+UEdgDoAiIhwuxvm5/xunyEQYlpKS9slWKe6Cc5dwfX8oA5AHbieH9QBNJ+DH89s2u3997am3V55XJoooSr8nN+/XfcwJEr080ggELBdglVczw/qANSB6/lBHUB4OcjKymLChAn06tWLk046idtuu43CwuCsVampqSxatKhs3enTp/PYY481e00LFixgxowZFZYNGDCAyZMnV1h25plnEoprRLzxxhv069ePiIiIGh/vo48+4uSTT6Znz548/PDDZcvvvvtuEhMTufrqq8uWvfzyy8yc+cMnorS0NKZMmdIk9WoHOYTsC+yzXYJ1/DrfYahwPT+oA1AHrucHdQDh48AYw8UXX8zEiRPJyMhgw4YN5OTkcN999wFHdpDL05BDDEpKSuq03l/+8hduvvnmstvr168nEAjw2WefVXm56aaisLCwyu0nJCTw9ttvM3r06LJllfOXlJQwbdo0PvzwQ9atW8fcuXNZt24dBw4cYPny5axZs4aSkhLS0tLIy8vjxRdfrJCxf//+ZGVlsWXLlkbn0A5yCDkh8gTbJVhn7969tkuwiuv5QR2AOnA9P6gDCB8H//73v2nZsiXXXnstAJGRkTzxxBPMnj2bgwcP8sADDzB//nySkpKYP38+AOvWrePMM8+kV69ePPXUU2XbeuWVVxg2bBhJSUnceOONZZ3h+Ph4HnjgAU499VRWrFjBPffcwymnnEJiYiJ33nnnETVt2LCBFi1alF0mGuC1117jqquu4txzz+Xdd9+tsP4rr7zCaaedRkJCAitXrgTg008/JSkpiaSkJAYOHMihQ4dq9LB+/XruuOMOTj75ZDZs2HDE/X379uXkk0+usKzySXorV66kZ8+enHjiicTExHDFFVewcOFCIiIiKCwsxBhDXl4e0dHRPProo9x6661ER0dX2MYFF1zAvHnzaqy1LjSqgywivxKRtSLyrYjMFZGWItJWRP4lIhne7+OqaTtWRL4TkY0ick+55VW2F5GRIrJGRL4WkZ7esjYisliOklm21xett12CdTp37my7BKu4nh/UAagD1/ODOoDwcbB27VoGDx5cYdmxxx5Lt27d2Lx5MzNmzODyyy8nNTWVyy+/HID09HQWL17MV199xe9//3uKiopYv3498+fP54svviA1NZXIyEheffVVAA4fPkxCQgJfffUVp5xyCu+88w5r165lzZo1/O53vzuipi+++IJBgwZVWDZ//nwuv/xyJk+ezNy5cyvcd/jwYZYvX86zzz7LddddB8Bjjz3GM888Q2pqKp9//jmxsbFHPM7hw4f55z//yahRo5g6dSp9+/ZlzZo1DBw4sE7uKk/ztm3bNk444YfBxK5du7Jt2zZatWrFJZdcwsCBA+nRowetW7fm66+/ZsKECUdsc8iQIXz++ed1evyaaHAHWUS6ALcCQ4wxCUAkcAVwD7DUGNMLWOrdrtw2EngGGAecAkwWkVO8u6trfwdwCfBb4CZv2f3An4yfj/Iux7AWw2yXYJ1NmzbZLsEqrucHdQDqwPX8oA4gfBxUdzW4mq4Sd95559GiRQtatWpFhw4d2LFjB0uXLiU5OZmhQ4eSlJTE0qVL+f7774HgqPQll1wCBDvfLVu2ZOrUqbz99ttVHqqyfft2jj/++LLbX3/9Nccffzw//vGPOfvss0lJSWHfvh8O+yw9Lnn06NEcPHiQ/fv3M3LkSH7961/z1FNPsX///iqvetipUydeeOEFZs2axRdffMHUqVNp1apVnd0VFBQc4awypQ7vuusuUlNTefzxx7n//vuZMWMGs2bN4rLLLuOhhx4qW79Dhw5kZ2fXuYbqaOwhFlFArIhEAXFANjABeMm7/yVgYhXthgEbjTHfG2MKgXleO2poXwTEeo9TJCInAV2MMZ82MkPIWJq/1HYJ1unTp4/tEqzien5QB6AOXM8P6gDCx0G/fv2OOOns4MGDbN26lZNOOqnKNi1atACgZcuWREZGUlxcjDGGa665htTUVFJTU/nuu++YPn16hfUAoqKiWLlyJZdccgkLFixg7NixR2w/Nja2wlXq5s6dS3p6Ot27d+ekk07i4MGDvPXWW2X3V+7Iiwj33HMPs2bNIi8vj+HDh5Oenn7E47z55pt06dKFiy66iBkzZvDf//63DsZ+oGXLirN7de3ala1bt5bdzsrKOuKbhm+++QaA3r17M2fOHF5//XW+/fZbMjIygODV+aoa7a4vDe4gG2O2AY8BW4DtwAFjzMdAR2PMdm+d7UCHKpp3AbaWu53lLaOG9n8GngduB54G/khwBPmoYWLcRNslWCc1NdV2CVZxPT+oA1AHrucHdQDN5+C/tzXtT22cffbZ5ObmMmfOHCB4otkdd9zBlClTiIuLo1WrVtUev5ubm1thO2+++SY7d+4EgsdoV9XhzMnJ4cCBA4wfP54nn3yySo99+/Ytu5R3IBDgjTfeYM2aNWzevJnNmzezcOHCCodZlB4bvWzZMlq3bk3r1q3JzMykf//+3H333QwZMqTKDvK5557L/Pnzy9pNmDCBn/70p2zevLl2cZXyAwwdOpSMjAw2bdpEYWEh8+bN48ILL6ywTunocVFRUdkx2hEREWXb2rBhAwkJCXV6/JpozCEWxxEc7e0BdAaOEZH/V9fmVSyr8TAJY0yqMWa4MeYs4ESCo9UiIvNF5BUR6VhNnTeIyCoRWbV9+3Z2797N9u3b2bZtG/v27SMzM5O8vDzWrVtHIBAgJSUFgOTkZABSUlIIBAKsW7eO1tKa4THD6RLZhYToBPpE9aF7ZHeGxAyhXUQ7zmpxFjHEcEHsBQBMiptU4XdeII84iWNUi1F0jOjIwOiB9IzqSc+ongyMHkjHiI6MajGKOIljXMtxVW5j9erVFBcXk56eTk5ODps3b25Upry8PDIzM9m3bx/btm2j1NHmzZvJyckhPT2d4uJiVq9eXWEbpb/T0tIoKCggIyODgwcPsmXLFnbu3MnOnTvZsmULBw8eJCMjg4KCAtLS0hg0aNAR2zjaM1W1jeoyderUKewy1fd5SkpKCrtM9X2eSkeCwilTfZ6nrl27hl2m+j5PpaOG4ZSpvs9TUlJSk2QqnU6tdOaE0t+5ubkEAgHy8/MpKSmhoKCAoqIiioqKKCgooKSkhPz8fAKBQFnnqqptlJ4YVn4bhYWFFBYWUlxcTEFBAW+99Rbz5s2jV69e9OrVi5YtW5bNYjFs2DDWrVtHYmIic+fOpbi4mEAgQGFhIdHR0RhjKCgo4OSTT+aBBx7g3HPPJSEhgXPOOafsEItScnNzyzrHiYmJjB49mkcfffSITKNGjSIlJQVjDIsXL6ZLly60adOmbBunn346a9euJSsri0AgwLHHHsuIESO48cYb+b//+z/y8/N54okn6NevHwMGDCA6Oppx48ZV8FPqJRAIcMwxxzBt2jRWrlzJ73//ewKBQFk9eXl5GGOYN28eXbt2ZcWKFZx33nn89Kc/5ZhjjiEzM5Nx48aRn5+PiPDEE09w7rnn0rdvXy6++GL69OlT9jzNnz+foUOH0rp1a9q0acOQIUPo378/JSUlJCYmkpeXx7///W/OPffcI56n/Px8jDFHvJ6qQxp6+K6IXAqMNcb83Lt9NTAcOBs40xizXUQ6AZ8YY06u1HYEMN0YM8a7fS+AMebPIvJdTe29E/IWA5cTHEn+A9AdON0Yc19NNQ8ZMsQ0Zq6//i/1b3BbCHZy38x9s8Ht065Ja9Tj+4Hk5OQjTmZwCdfzgzoAdeB6flAH0HQO1q9fT9++fZugotBz+PBhjjnmmGbZ9m233cYFF1zAT3/602bZflPQ1PkLCgo444wzWLZsWZXHTFe1r4hIsjFmSOV1G3MM8hZguIjEeZ3Ws4H1wLvANd461wALq2j7NdBLRHqISAzBk/tK5xyprf01wAfGmH0Ej0cOeD++n1CxMZ3jcMH1fwiu5wd1AOrA9fygDkAdAM3WOQb47W9/e8QhDH6jqfNv2bKFhx9+uMrOcX1pzDHIXwFvAilAmret54GHgXNEJAM4x7uNiHQWkUVe22LgFoIjweuB140xa71NV9ne20YcwQ7ys96ivwJvETw++e8NzRIqLo672HYJ1qntK41wx/X8oA5AHbieH9QBNK2Do2QyqyNozgt2dOzY8Yjjd/1GU+fv1asXZ555ZpX31XcfafAhFkcjtg+xiCCCAA2/tGY4HGIRCAQadOWgcMH1/KAOQB24nh/UATSdg02bNtGqVSvatWtX7bRqfqWmqeBcIFT5jTHs2bOHQ4cO0aNHjwr3VXeIRePHoJU6c3bLs/lX/r9sl2GV9PR0TjnllNpXDFNczw/qANSB6/lBHUDTOejatStZWVns2rWrCaoKLUVFRUdcCc4lQpm/ZcuWdO3atc7rawc5hKwsWGm7BOtU/uTmGq7nB3UA6sD1/KAOoOkcREdHH7U+8/LymmTO3qMVP+d3+/udENM3+ug8y7YpaYqr2xzNuJ4f1AGoA9fzgzoAdQDqwM/5tYMcQraWbK19pTCnbdu2tkuwiuv5QR2AOnA9P6gDUAegDvycXzvIIeS4iONsl2Adv08509y4nh/UAagD1/ODOgB1AOrAz/m1gxxCik2x7RKs4/pZ267nB3UA6sD1/KAOQB2AOvBzfv9WFobkm3zbJVjH5bN1QfODOgB14Hp+UAegDkAd+Dm/dpBDSPvI9rZLsE5OTo7tEqzien5QB6AOXM8P6gDUAagDP+fXDnII2VS8yXYJ1mnf3u0PCa7nB3UA6sD1/KAOQB2AOvBzfu0gh5DE6ETbJVgnKyvLdglWcT0/qANQB67nB3UA6gDUgZ/z66Wm60FjLzUdQwyFFDa4fThcarq4uJioKHevT+N6flAHoA5czw/qANQBqAM/5K/uUtM6ghxCxsSOsV2CddauXWu7BKu4nh/UAagD1/ODOgB1AOrAz/l1BLkeNHYEubGEwwiyoiiKoiiKX9ARZB8wKW6S7RKsk5ycbLsEq7ieH9QBqAPX84M6AHUA6sDP+XUEuR7oCLKiKIqiKEr4oCPIPkBHkP39aTEUuJ4f1AGoA9fzgzoAdQDqwM/5dQS5HugIsqIoiqIoSvigI8g+YFzLcbZLsE5amtudfNfzgzoAdeB6flAHoA5AHfg5v3aQQ8inBZ/aLsE6vXv3tl2CVVzPD+oA1IHr+UEdgDoAdeDn/NpBDiGDYgbZLsE6W7ZssV2CVVzPD+oA1IHr+UEdgDoAdeDn/NpBDiEZRRm2S7BOx44dbZdgFdfzgzoAdeB6flAHoA5AHfg5v3aQQ0jnyM62S7DO/v37bZdgFdfzgzoAdeB6flAHoA5AHfg5v3aQQ8ghc8h2CdZp2bKl7RKs4np+UAegDlzPD+oA1AGoAz/n1w6yoiiKoiiKopRDO8ghpJW0sl2CdfLz822XYBXX84M6AHXgen5QB6AOQB34Ob92kENIdkm27RKs06ZNG9slWMX1/KAOQB24nh/UAagDUAd+zq8d5BDSK7qX7RKss2PHDtslWMX1/KAOQB24nh/UAagDUAd+zq8d5BCSUphiuwTrdOvWzXYJVnE9P6gDUAeu5wd1AOoA1IGf82sHOYSc0eIM2yVYZ8OGDbZLsIrr+UEdgDpwPT+oA1AHoA78nF+MMbZrCBlDhgwxq1atanD7/i/1b8Jq6k/aNf69ZrmiKIqiKMrRhogkG2OGVF6uI8ghZFLcJNslWCc5Odl2CVZxPT+oA1AHrucHdQDqANSBn/PrCHI90BFkRVEURVGU8EFHkH2AjiD7+9NiKHA9P6gDUAeu5wd1AOoA1IGf8+sIcj3QEWRFURRFUZTwQUeQfcAFsRfYLsE6q1evtl2CVVzPD+oA1IHr+UEdgDoAdeDn/DqCXA8aO4IcQwyFFDa4fTiMIBcXFxMVFWW7DGu4nh/UAagD1/ODOgB1AOrAD/l1BNkHjGwx0nYJ1tm4caPtEqzien5QB6AOXM8P6gDUAagDP+fXDnIIWVO0xnYJ1unatavtEqzien5QB6AOXM8P6gDUAagDP+fXDnII6RHVw3YJ1tm9e7ftEqzien5QB6AOXM8P6gDUAagDP+dvVAdZRNqIyJsiki4i60VkhIi0FZF/iUiG9/u4atqOFZHvRGSjiNxTbnmV7UVkpIisEZGvRaRnucdfLCLSmByhYneJf3eEUBEfH2+7BKu4nh/UAagD1/ODOgB1AOrAz/kbO4I8E/jIGNMHGACsB+4BlhpjegFLvdsVEJFI4BlgHHAKMFlETvHurq79HcAlwG+Bm7xl9wN/MkfJmYYtpaXtEqxTVFRkuwSruJ4f1AGoA9fzgzoAdQDqwM/5G9xBFpFjgdHACwDGmEJjzH5gAvCSt9pLwMQqmg8DNhpjvjfGFALzvHbU0L4IiAXigCIROQnoYoz5tKEZQk2UuHumaimBQMB2CVZxPT+oA1AHrucHdQDqANSBn/M3ZgT5RGAX8E8R+UZEZonIMUBHY8x2AO93hyradgG2lrud5S2jhvZ/Bp4HbgeeBv5IcAS5RkTkBhFZJSKrtm/fzu7du9m+fTvbtm1j3759ZGZmkpeXx7p16wgEAqSkpAA/XN0lJSWFQCDAunXraC2tGR4znC6RXUiITqBPVB+6R3ZnSMwQ2kW046wWZxFDTNl8x6VXziv93Te6L3ESx6gWo+gY0ZGB0QPpGdWTnlE9GRg9kI4RHRnVYhRxEse4luOq3Mbq1aspLi4mPT2dnJwcNm/e3KhMeXl5ZGZmsm/fPrZt20apo82bN5OTk0N6ejrFxcVlcxWWbqP0d1paGgUFBWRkZHDw4EG2bNnCzp072blzJ1u2bOHgwYNkZGRQUFBAWloacXFxR2zjaM9U1Taqy5SXlxd2mer7PMXGxoZdpvo+T9u2bQu7TPV5nvLz88MuU32fp23btoVdpvo+T7GxsWGXqb7PU15eXthlqs/zFBcXZz1TdTR4HmQRGQJ8CYw0xnwlIjOBg8AvjTFtyq23zxhzXKW2lwJjjDFTvdtXAcOMMb8Ukf11aD+a4Mjyc8AfCI4u32GM2VFTzbbnQR4eM5wvC79scPtwmAc5MzOTk046yXYZ1nA9P6gDUAeu5wd1AOoA1IEf8jfHPMhZQJYx5ivv9pvAIGCHiHTyHrQTsLOatieUu90VyPb+rrG9d0Le7wh2jB/0fl4Bbm1ElpCwvmi97RKs07lzZ9slWMX1/KAOQB24nh/UAagDUAd+zt/gDrIx5n/AVhE52Vt0NrAOeBe4xlt2DbCwiuZfA71EpIeIxABXeO2oQ/trgA+MMfsIHo8c8H7iGpolVAxrMcx2CdbZtGmT7RKs4np+UAegDlzPD+oA1AGoAz/nb9SlpkUkCZgFxADfA9cS7HS/DnQDtgCXGmP2ikhnYJYxZrzXdjzwJBAJzDbG/NFb3q6q9t59ccAHwLnGmCIROR14FigEJhtjNtRUr+1DLCKIIEDDD0gPh0MsAoEAERHuTr/ten5QB6AOXM8P6gDUAagDP+RvlktNG2NSjTFDjDGJxpiJxph9xpg9xpizjTG9vN97vXWzSzvH3u1FxpjexpiTSjvH3vIq23v35RpjzjLGFHm3PzfG9DfGDK6tc+wHJsZNtF2CdVJTU22XYBXX84M6AHXgen5QB6AOQB34OX+jRpCPNmyPIDeWcBhBVhRFURRF8QvNMoKs1I/SqdpcpnRKFldxPT+oA1AHrucHdQDqANSBn/PrCHI90BFkRVEURVGU8EFHkH3AxXEX2y7BOrVNzB3uuJ4f1AGoA9fzgzoAdQDqwM/5dQS5HugsFo3HD2es2sT1/KAOQB24nh/UAagDUAd+yK8jyD7g7JZn2y7BOunp6bZLsIrr+UEdgDpwPT+oA1AHoA78nF87yCFkZcFK2yVYp0ePHrZLsIrr+UEdgDpwPT+oA1AHoA78nF87yCGkb3Rf2yVYJzs7u/aVwhjX84M6AHXgen5QB6AOQB34Ob92kEPI1pKttkuwTtu2bW2XYBXX84M6AHXgen5QB6AOQB34Ob92kEPIcRHH2S7BOrm5ubZLsIrr+UEdgDpwPT+oA1AHoA78nF87yCGk2BTbLsE6ts9WtY3r+UEdgDpwPT+oA1AHoA78nN+/lYUh+SbfdgnWiY6Otl2CVVzPD+oA1IHr+UEdgDoAdeDn/NpBDiHtI9vbLsE6OTk5tkuwiuv5QR2AOnA9P6gDUAegDvycXzvIIWRT8SbbJVinfXu3PyS4nh/UAagD1/ODOgB1AOrAz/m1gxxCEqMTbZdgnaysLNslWMX1/KAOQB24nh/UAagDUAd+zq+Xmq4Hjb3UdAwxFFLY4PbhcKnp4uJioqKibJdhDdfzgzoAdeB6flAHoA5AHfghv15q2geMiR1juwTrrF271nYJVnE9P6gDUAeu5wd1AOoA1IGf8+sIcj1o7AhyYwmHEWRFURRFURS/oCPIPmBS3CTbJVgnOTnZdglWcT0/qANQB67nB3UA6gDUgZ/z6whyPdARZEVRFEVRlPBBR5B9gI4g+/vTYihwPT+oA1AHrucHdQDqANSBn/PrCHI90BFkRVEURVGU8EFHkH3AuJbjbJdgnbQ0tzv5rucHdQDqwPX8oA5AHYA68HN+7SCHkE8LPrVdgnV69+5tuwSruJ4f1AGoA9fzgzoAdQDqwM/5tYMcQgbFDLJdgnW2bNliuwSruJ4f1AGoA9fzgzoAdQDqwM/5tYMcQjKKMmyXYJ2OHTvaLsEqrucHdQDqwPX8oA5AHYA68HN+7SCHkM6RnW2XYJ39+/fbLsEqrucHdQDqwPX8oA5AHYA68HN+7SCHkEPmkO0SrNOyZUvbJVjF9fygDkAduJ4f1AGoA1AHfs6vHWRFURRFURRFKYd2kENIK2lluwTr5Ofn2y7BKq7nB3UA6sD1/KAOQB2AOvBzfu0gh5DskmzbJVinTZs2tkuwiuv5QR2AOnA9P6gDUAegDvycXzvIIaRXdC/bJVhnx44dtkuwiuv5QR2AOnA9P6gDUAegDvycXzvIISSlMMV2Cdbp1q2b7RKs4np+UAegDlzPD+oA1AGoAz/n1w5yCDmjxRm2S7DOhg0bbJdgFdfzgzoAdeB6flAHoA5AHfg5vxhjbNcQMoYMGWJWrVrV4Pb9X+rfhNXUn7Rr/HvNckVRFEVRlKMNEUk2xgypvFxHkEPIpLhJtkuwTnJysu0SrOJ6flAHoA5czw/qANQBqAM/59cR5HqgI8iKoiiKoijhg44g+wAdQfb3p8VQ4Hp+UAegDlzPD+oA1AGoAz/nb/QIsohEAquAbcaY80WkLTAf6A5sBi4zxuyrot1YYCYQCcwyxjzsLa+yvYiMBP4OFACTjTEbRaSNt+5YU4cgOoKsKIqiKIqilNKcI8i3AevL3b4HWGqM6QUs9W5XLiYSeAYYB5wCTBaRU2ppfwdwCfBb4CZv2f3An+rSOfYDF8ReYLsE66xevdp2CVZxPT+oA1AHrucHdQDqANSBn/M3qoMsIl2B84BZ5RZPAF7y/n4JmFhF02HARmPM98aYQmCe166m9kVALBAHFInISUAXY8ynjckQShbnLbZdgnX69etnuwSruJ4f1AGoA9fzgzoAdQDqwM/5GzuC/CRwFxAot6yjMWY7gPe7QxXtugBby93O8pbV1P7PwPPA7cDTwB8JjiDXiIjcICKrRGTV9u3b2b17N9u3b2fbtm3s27ePzMxM8vLyWLduHYFAgJSU4MU8So+LSUlJIRAIsG7dOlpLa4bHDKdLZBcSohPoE9WH7pHdGRIzhHYR7TirxVnEEFM2Ulx6zHHp7ynxU4iTOEa1GEXHiI4MjB5Iz6ie9IzqycDogXSM6MioFqOIkzjGtRxX5TZWr15NcXEx6enp5OTksHnz5kZlysvLIzMzk3379rFt2zZKHW3evJmcnBzS09MpLi4u+5RXuo3S32lpaRQUFJCRkcHBgwfZsmULO3fuZOfOnWzZsoWDBw+SkZFBQUEBaWlpbNy48YhtHO2ZqtpGdZlSU1PDLlN9n6eMjIywy1Tf52nZsmVhl6k+z9Pq1avDLlN9n6dly5aFXab6Pk8ZGRlhl6m+z1NqamrYZarP87Rx40brmaqjwccgi8j5wHhjzM0iciZwp3cM8n5jTJty6+0zxhxXqe2lwBhjzFTv9lXAMGPML+vYfjTBkeXngD8QHF2+wxhT4zULbR+D3C6iHXsCexrcPhyOQc7JySE+Pt52GdZwPT+oA1AHrucHdQDqANSBH/I3xzHII4ELRWQzwUMkfiIirwA7RKST96CdgJ1VtM0CTih3uyuQ7f1dY3sREeB3BDvGD3o/rwC3NiJLSOgR1cN2CdbZvXu37RKs4np+UAegDlzPD+oA1AGoAz/nb3AH2RhzrzGmqzGmO3AF8G9jzP8D3gWu8Va7BlhYRfOvgV4i0kNEYrz273r31db+GuADb2aMOIKHdwS8v33N7hL/7gihwvYnRdu4nh/UAagD1/ODOgB1AOrAz/mjmmGbDwOvi8jPgS3ApQAi0pngdG7jjTHFInILsJjgNG+zjTFra2rvbSOOYAf5XG/RX4G3gEJgcjNkaVJaSkvbJVinqKjIdglWcT0/qANQB67nB3UA6gDUgZ/zN0kH2RjzCfCJ9/ce4Owq1skGxpe7vQhYVMV6Vbb37ssFzip3+3PA7uTE9SBKmuPzyNFFIBCofaUwxvX8oA5AHbieH9QBqANQB37Or1fSCyH7AkdcL8U54uJ8fyRMs+J6flAHoA5czw/qANQBqAM/59cOcgg5IfKE2lcKc/bu3Wu7BKu4nh/UAagD1/ODOgB1AOrAz/m1gxxC1hetr32lMKdz5862S7CK6/lBHYA6cD0/qANQB6AO/JxfO8ghZFiLYbZLsM6mTZtsl2AV1/ODOgB14Hp+UAegDkAd+Dl/gy8UcjRi+0IhEUQQoOEHpIfDhUICgQAREe5+LnM9P6gDUAeu5wd1AOoA1IEf8jfHhUKUejIxbqLtEqyTmppquwSruJ4f1AGoA9fzgzoAdQDqwM/5dQS5HjR2BLmxhMMIsqIoiqIoil/QEWQfMCluku0SrJOcnGy7BKu4nh/UAagD1/ODOgB1AOrAz/l1BLke6AiyoiiKoihK+KAjyD7g4riLbZdgnZSUFNslWMX1/KAOQB24nh/UAagDUAd+zq8jyPVAZ7FoPH44Y9UmrucHdQDqwPX8oA5AHYA68EN+HUH2AWe3PNt2CdZJT0+3XYJVXM8P6gDUgev5QR2AOgB14Of82kEOISsLVtouwTo9evSwXYJVXM8P6gDUgev5QR2AOgB14Of82kEOIX2j+9ouwTrZ2dm2S7CK6/lBHYA6cD0/qANQB6AO/JxfO8ghZGvJVtslWKdt27a2S7CK6/lBHYA6cD0/qANQB6AO/JxfO8gh5LiI42yXYJ3c3FzbJVjF9fygDkAduJ4f1AGoA1AHfs6vHeQQUmyKbZdgHdtnq9rG9fygDkAduJ4f1AGoA1AHfs7v38rCkHyTb7sE60RHR9suwSqu5wd1AOrA9fygDkAdgDrwc37tIIeQ9pHtbZdgnZycHNslWMX1/KAOQB24nh/UAagDUAd+zq8d5BCyqXiT7RKs07692x8SXM8P6gDUgev5QR2AOgB14Of82kEOIYnRibZLsE5WVpbtEqzien5QB6AOXM8P6gDUAagDP+fXS03Xg8ZeajqGGAopbHD7cLjUdHFxMVFRUbbLsIbr+UEdgDpwPT+oA1AHoA78kF8vNe0DxsSOsV2CddauXWu7BKu4nh/UAagD1/ODOgB1AOrAz/l1BLkeNHYEubGEwwiyoiiKoiiKX9ARZB8wKW6S7RKsk5ycbLsEq7ieH9QBqAPX84M6AHUA6sDP+XUEuR7oCLKiKIqiKEr4oCPIPkBHkP39aTEUuJ4f1AGoA9fzgzoAdQDqwM/5dQS5HugIsqIoiqIoSvigI8g+YFzLcbZLsE5amtudfNfzgzoAdeB6flAHoA5AHfg5v3aQQ8inBZ/aLsE6vXv3tl2CVVzPD+oA1IHr+UEdgDoAdeDn/NpBDiGDYgbZLsE6W7ZssV2CVVzPD+oA1IHr+UEdgDoAdeDn/NpBDiEZRRm2S7BOx44dbZdgFdfzgzoAdeB6flAHoA5AHfg5v3aQQ0jnyM62S7DO/v37bZdgFdfzgzoAdeB6flAHoA5AHfg5v3aQQ8ghc8h2CdZp2bKl7RKs4np+UAegDlzPD+oA1AGoAz/n1w6yoiiKoiiKopRDO8ghpJW0sl2CdfLz822XYBXX84M6AHXgen5QB6AOQB34Ob92kENIdkm27RKs06ZNG9slWMX1/KAOQB24nh/UAagDUAd+zq8d5BDSK7qX7RKss2PHDtslWMX1/KAOQB24nh/UAagDUAd+zt/gDrKInCAi/xGR9SKyVkRu85a3FZF/iUiG9/u4atqPFZHvRGSjiNxTbnmV7UVkpIisEZGvRaSnt6yNiCwWEWlojlCSUphiuwTrdOvWzXYJVnE9P6gDUAeu5wd1AOoA1IGf8zdmBLkYuMMY0xcYDkwTkVOAe4ClxphewFLvdgVEJBJ4BhgHnAJM9tpSQ/s7gEuA3wI3ecvuB/5kjDGNyBEyzmhxhu0SrLNhwwbbJVjF9fygDkAduJ4f1AGoA1AHfs7f4A6yMWa7MSbF+/sQsB7oAkwAXvJWewmYWEXzYcBGY8z3xphCYJ7XjhraFwGxQBxQJCInAV2MMUfN9Zs/zP/QdgnW6d+/v+0SrOJ6flAHoA5czw/qANQBqAM/52+SY5BFpDswEPgK6GiM2Q7BTjTQoYomXYCt5W5necuoof2fgeeB24GngT8SHEGurbYbRGSViKzavn07u3fvZvv27Wzbto19+/aRmZlJXl4e69atIxAIkJISPAwiOTkZgJSUFAKBAOvWraO1tGZ4zHC6RHYhITqBPlF96B7ZnSExQ2gX0Y6zWpxFDDFcEHsBAJPiJlX4fWurW4mTOEa1GEXHiI4MjB5Iz6ie9IzqycDogXSM6MioFqOIkzjGtRxX5TZWr15NcXEx6enp5OTksHnz5kZlysvLIzMzk3379rFt2zZKHW3evJmcnBzS09MpLi5m9erVFbZR+jstLY2CggIyMjI4ePAgW7ZsYefOnezcuZMtW7Zw8OBBMjIyKCgoIC0tjeTk5CO2cbRnqmob1WVatmxZ2GWq7/O0atWqsMtU3+dpyZIlYZepPs/TF198EXaZ6vs8LVmyJOwy1fd5WrVqVdhlqu/ztGzZsrDLVJ/nKTk52Xqm6pDGHp0gIvHAp8AfjTFvi8h+Y0ybcvfvM8YcV6nNpcAYY8xU7/ZVwDBjzC/r2H40wZHl54A/EBxdvsMYU+PR3kOGDDGrVq1qcNb+L9n9pJN2TZrVx1cURVEURQknRCTZGDOk8vJGjSCLSDTwFvCqMeZtb/EOEenk3d8J2FlF0yzghHK3uwKlc6DV2N47Ie93BDvGD3o/rwC3NiZLKCgdBXaZ0k97ruJ6flAHoA5czw/qANQBqAM/52/MLBYCvACsN8b8tdxd7wLXeH9fAyysovnXQC8R6SEiMcAVXru6tL8G+MAYs4/g8cgB7yeuoVlCxZu5b9ouwTqDBw+2XYJVXM8P6gDUgev5QR2AOgB14Of8jRlBHglcBfxERFK9n/HAw8A5IpIBnOPdRkQ6i8giAGNMMXALsJjgyX2vG2PWetutsr23jTiCHeRnvUV/JTiC/Wfg743IEhJKj012mdJjkFzF9fygDkAduJ4f1AGoA1AHfs7f6GOQjyZsH4McQwyFFDa4fTgcg1xcXExUVJTtMqzhen5QB6AOXM8P6gDUAagDP+RvlmOQlfoxssVI2yVYZ+PGjbZLsIrr+UEdgDpwPT+oA1AHoA78nF87yCFkTdEa2yU0Gddddx0dOnQgISGhbNkbb7xBv379iIiIoLqR+q5du1bZFuDuu+8mMTGRq6++umzZyy+/zMyZM5snhAW6du1quwTrqAN14Hp+UAegDkAd+Dm/dpBDSI+oHrZLaDKmTJnCRx99VGFZQkICb7/9NqNHj6623e7du6tse+DAAZYvX86aNWsoKSkhLS2NvLw8XnzxRW6++eZmyWCD3bt32y7BOupAHbieH9QBqANQB37O7+6BLxbYXeLfHaG+jB49ms2bN1dY1rdv31rbxcfHV9k2IiKCwsJCjDHk5eURHR3No48+yq233kp0dHQTVm6X+Ph42yVYRx2oA9fzgzoAdQDqwM/5dQQ5hLSUlrZLsE5RUVGVy1u1asUll1zCwIED6dGjB61bt+brr79mwoQJVa5/tFJdfpdQB+rA9fygDkAdgDrwc34dQQ4hUaK6A4FAtffddddd3HXXXQBMnTqVGTNmMGvWLD7++GMSExP53e9+F6oym42a8ruCOlAHrucHdQDqANSBn/PrCHII2RfYZ7sE68TF1X49l2+++QaA3r17M2fOHF5//XW+/fZbMjIymru8Zqcu+cMddaAOXM8P6gDUAagDP+fXDnIIOSHyhNpXCnP27t1b6zr3338/M2bMoKioiJKSEiB4jHJubm5zl9fs1CV/uKMO1IHr+UEdgDoAdeDn/NpBDiHri9bbLqHJmDx5MiNGjOC7776ja9euvPDCC7zzzjt07dqVFStWcN555zFmzBgAsrOzGT9+PACdO3eusm0pCxYsYOjQoXTu3Jk2bdowYsQI+vfvj4gwYMAAK1mbks6dO9suwTrqQB24nh/UAagDUAd+zq9X0qsHjb2S3jktz+Ff+f9qcPtwuJLeunXrOOWUU2yXYQ3X84M6AHXgen5QB6AOQB34IX91V9LTDnI9aGwHOYIIAjT8gPRw6CAHAgEiItz94sL1/KAOQB24nh/UAagDUAd+yK+XmvYBE+Mm2i7BOqmpqbZLsIrr+UEdgDpwPT+oA1AHoA78nF9HkOtBY0eQG0s4jCAriqIoiqL4BR1B9gGT4ibZLsE6ycnJtkuwiuv5QR2AOnA9P6gDUAegDvycX0eQ64GOICuKoiiKooQP1Y0g66XdQsjFcRfzdu7btstoFI39kNBYB0f7h4SUlBQGDRpkuwyrqAN14Hp+UAegDkAd+Dm/jiDXA53FQh00Fj+csWsbdaAOXM8P6gDUAagDP+TXY5B9wNktz7ZdgnVcd5Cenm67BOuoA3Xgen5QB6AOQB34Ob92kEPIyoKVtkuwjusOevToYbsE66gDdeB6flAHoA5AHfg5v3aQQ0jf6L62S7BOODrIz89n2LBhDBgwgH79+vHggw8esc7ChQtJTExk8ODBDBkyhGXLlgGwa9cuRo0aRUJCAgsWLChbf8KECWRnZ4cqQkgJ11z1wXUHrucHdQDqANSBn/PrSXohZGvJVtslWCccHbRo0YJ///vfxMfHU1RUxKhRoxg3bhzDhw8vW+fss8/mwgsvZP/+/WzdupXLLruM9PR05s6dyzXXXMMVV1zB2LFjmThxIu+99x6DBg3y9TXqG0Pbtm1tl2Ad1x24nh/UAagDUAd+zq8jyCHkuIjjbJdgnXB0ICLEx8cDUFRURFFRESJSYZ34+HhEhNzcXA4fPlx2f3R0NHl5eRQUFBAREUFxcTFPPvkkv/nNb0KeI1Tk5ubaLsE6rjtwPT+oA1AHoA78nF87yCGk2BTbLsE64eqgpKSEpKQkOnTowDnnnMOpp556xDrvvPMOZ5xxBueddx6zZ88G4Morr2Tx4sWMHTuW6dOn8+yzz3L11VcTFxcX6gghw/YZy37AdQeu5wd1AOoA1IGf8/u3sjAk3+TbLsE64eogMjKS1NRUsrKyWLlyJd9+++0R61x00UV8+eWXLFiwgPvvvx+A1q1b88EHH7Bq1SoGDRrE+++/zyWXXML111/PpEmTWLFiRaijNDvR0dG2S7CO6w5czw/qANQBqAM/59cOcghpH9nedgnWCXcHbdq04cwzz+Sjjz6q8v6cnBxGjx5NZmYmu3fvrnDfjBkzuO+++5g7dy6DBw9m9uzZ/Pa3vw1F2SElJyfHdgnWcd2B6/lBHYA6AHXg5/zaQQ4hm4o32S7BOuHoYNeuXezfvx+AvLw8lixZQp8+fSqss3HjRowxtG/fnpSUFAoLC2nXrl3Z/RkZGWRnZ3PGGWeQm5tLREQEIkJ+fviNuLdvH94fkuqC6w5czw/qANQBqAM/59cOcghJjE60XYJ1wtHB9u3bOeuss0hMTGTo0KGcc845nH/++Tz33HM899xzALz11lskJCQwdOhQpk2bxvz58yucyHfffffx0EMPATB58mRefPFFhg8fzp133mklU3OSlZVluwTruO7A9fygDkAdgDrwc3691HQ9aOxllmOIoZDCBrf3w2WW1UHjKC4uJirK7dkV1YE6cD0/qANQBxC+Dj766CNuu+02SkpKmDp1Kvfcc0+F+40x3HbbbSxatIi4uDhefPFFBg0axK5du7jooovYv38/Dz30EBMnTgSC1wb4+9//3izTn+qlpn3AmNgxtkuwjusO1q5da7sE66gDdeB6flAHoA4gPB2UlJQwbdo0PvzwQ9atW8fcuXNZt25dhXU+/PBDMjIyePPNN3n++ee56aabAMquDbBixQoeffRRAGvXBgi/jy0+5r2892yXYB3XHQwYMMB2CdZRB+rA9fygDkAdQHg6WLlyJT179uTEE08E4IorrmDhwoWccsopZessXLiQq6++mqSkJAD279/P9u3bq702wHvvhb7voCPIIWRS3CTbJVjHdQfJycm2S7COOlAHrucHdQDqAMLTwbZt2zjhhBPKbnft2pVt27ZVuU5p/tJ1/HRtAO0gh5A3c9+0XYJ1XHcwePBg2yVYRx2oA9fzgzoAdQDh6aCqc9sqX122dJ3y+UXEV9cG0A5yCHF99BTUQTiOFtQXdaAOXM8P6gDUAYSng65du7J169ay21lZWUccP1y6Tmn+qtaxfW0A7SCHENdHT0EdhONoQX1RB+rA9fygDkAdQHg6GDp0KBkZGWzatInCwkLmzZvHhRdeWGGdCy+8kDlz5jBo0CC+/PJLWrduTadOncru98O1AfQkvRAyruU4Psz/0HYZVjnaHTR2mrumyH+0T3WXlpZG//6N83i047oD1/ODOgB1AOHpICoqiqeffpoxY8ZQUlLCddddR79+/cquC/CLX/yC8ePHs2jRIrp160abNm345z//WWEb9913H3/84x+B4LUBJk6cyMyZM5kxY0bIcug8yPWgsZ2jOIkj1+Q2uL0fOkauO7CdH+w7aCwFBQW0aNHCdhlWcd2B6/lBHYA6AHXgh/w6D7IPGBQzyHYJ1nHdgev5AbZs2WK7BOu47sD1/KAOQB2AOvBzfu0gh5CMogzbJVjHdQeu5wfo2LGj7RKs47oD1/ODOgB1AOrAz/mbrYMsImNF5DsR2Sgi91Rxv4jIU979a0RkUG1tReQRb9055ZZdJSK3NVeOpqRzZGivAuNHXHfgen4ITgjvOq47cD0/qANQB6AO/Jy/WTrIIhIJPAOMA04BJovIKZVWGwf08n5uAP5eU1sRaQ2cZoxJBCJFpL+IxAJTgGebI0dTc8gcsl2CdVx34Hp+gJYtW9ouwTquO3A9P6gDUAegDvycv7lmsRgGbDTGfA8gIvOACUD5i3FPAOaY4FmCX4pIGxHpBHSvpu3TQIwEZ5uOBYqA3wBPGWOK6lLUnj17ePHFFxsc6oz/ndHgtgCxEksX06XB7RtTe1PhugPb+cG+g8ZSVFREdHS07TKs4roD1/ODOgB1AOrAz/mbq4PcBdha7nYWcGod1ulSXVtjzCEReQv4BlgKHACGGmNqnPNDRG4gOEJN586dKSoqwhiDMYbIyEiKiopo0aIF+fn5xMXFkZOTQ3x8PIcOHaJVq1Zlt3NzcxnUYRAFBQVER0dTUlKCiCAilJSUEB0dTUFBAbGxsRw+fLjCNkp/Hzx4kPj4eAoKCoiJiaG4uJiIiOAgfiAQICoqisLCQlq0aEFeXh7HHHNMhW0A5OTkcMwxx5CXl0eLFi0oKioiMjKywZlatmxZr0wnH3NyhUyHDx8mNja2zplKb5ffRn0y5ebmNnmmys9TTZn6H9e/1ueppkyFhYVERUU16nkqKCho0kx12fcqZNqxnhYlByiKOIbIQAFGIjEIkaaIoohYWpQcIj+qLXFFO8iJ6UJ84TYOxXSlVWEWOTFdiAocpkha0LJ4LwWRrYgO5FEi0QgGMSWURLQgOnCYgsjWxBbv4XB0R+ILt5dt41CbQU2fqb6vp33JFTLFF24jN7pjnTPlxnSjdcHmHzJ5vw9H/4jY4l0URB5HTOAQxRGxRJjiYCaJIiqQR2FEK1p07Nv0merzetq1uvbnqYZMxdICAocrZirZR17U8RxT9L8jtpET04ljinaQF9Xuh32vfd+Qve9V+Xra903tz1MNmXJbdOfYwi0VM9Xn9dTxpJC971X7etqRWfvzVEOmCFNAQcQxR7xH1Pn1dNyA0L3vVfV62r22zu971WUqjoiDkoMNfz21Hxi6971meD3FxMTYfS+Pj6+2/9hcHWSpYlnl+eSqW6fatsaYvwB/ARCRWcADIjIVOBdYY4x56IiGxjwPPA/Bad6uv/76umZocg4ePMixxx5r7fH9gOsOXM8PYeLgce9tqvQdtPR3XQZCouFgzI85NvK/Dd/GdZan53y80tt0ac2Vs1ST6WDMjzm28L9Vb7uu27reZw5qoopMFfaBOu43FbYxxQdTtD4udX7Oq6JsP2joNm724T7QFK+F+mzjRh/sB43AD/8Prr322iqXN9dJelnACeVudwWy67hOrW1FZKD35wbgamPMZUCCiPRqfOnNx44dO2yXYB3XHbieH9QBwI44t6f7cz0/qANQB6AO/Pz/oLk6yF8DvUSkh4jEAFcA71Za513gam82i+HAAWPM9jq2/QPwAMHPUZHesgAQ1zxxmoZu3brZLsE6rjtwPT+oA4BuB5faLsEqrucHdQDqANSBn/8fNEsH2RhTDNwCLAbWA68bY9aKyC9E5BfeaouA74GNwD+Am2tqW7ptEZkIfG2MyTbG7AdWiEhasKlZ3Rx5mooNGzbYLsE6rjtwPT+oA4ANbSfZLsEqrucHdQDqANSBn/8f6KWmFUVR6kt9jj9tDu7w4bGXocZ1B7bzgzqwnR/sOwgD9FLTPiA5Odl2CdZx3YHr+UEdACR3vN12CVZxPT+oA1AHoA78/P9AO8ghZPDgwbZLsI7rDsI5vzGGW2+9lZ49e5KYmEhKSkqV6/31r3/l5JNPJiEhgeuuu46iouA05m+99Rb9+vXj9NNPZ8+ePQBkZmZyxRVXhCxDqBi840nbJVjF9fygDkAdgDrw8//E5prmTamC5ORkX+8MocB1B+Gc/8MPPyQjI4OMjAy++uorbrrpJr766qsj1hs2bBivvPIKAFdeeSWzZs3ipptu4vHHH+fLL79k3rx5vPbaa/zyl7/kd7/7HX/4wx9CHaV2Gvm1ZjjvB3UhuePtzncM1IE6AHXg5/dCHUEOIX7dCUKJ6w7COf/ChQu5+uqrERGGDx/O/v372b59+xHr3XbbbWUTyQ8bNoysrCwAIiIiKCgoIDc3l+joaD7//HM6depEr16+nr2xQYTzflAXXO4QlKIO1AGoAz+/F2oHOYSsXu3rSTZCgusOwjn/tm3bOOGEH6Yw79q1K9u2bTtivVIHRUVFvPzyy4wdOxaABx98kDFjxrBkyRImT57MQw89xP333x+a4kNMOO8HdWH18TfaLsE66kAdgDrw83uhdpBDSL9+/WyXYB3XHYRz/qpmxBE58izvUgc333wzo0eP5vTTTwfgnHPOITk5mffee48FCxYwfvx4vvvuOyZNmsT1119Pbm5u8wYIIeG8H9SFfrtfsl2CddSBOgB14Of3Qu0gh5CNGzfaLsE6rjsIt/zPPPMMSUlJJCUl0blzZ7Zu3Vp2X1ZWFp07dz6izcaNG/n973/Prl27+Otf/3rE/bm5ubz00kvcfPPN3HvvvcyePZvBgwfz6quvNmuWUBJu+0F92dhmgu0SrKMO1AGoAz+/F2oHOYR07drVdgnWcd1BuOWfNm0aqamppKamMnHiRObMmYMxhi+//JLWrVvTqVOnI9osWbKExYsXM3fuXCIijnwL+stf/sJtt91GdHQ0eXl5iAgRERFhNYIcbvtBfema85ntEqyjDtQBqAM/vxdqBzmE7N6923YJ1nHdQTjnHz9+PCeeeCI9e/bk+uuv59lnn61wX3Z2NgC33347O3bsYMSIESQlJTFjxoyy9bKzs1m1ahUTJgRHVe644w6GDx/OSy+9xJVXXhnaQM1IOO8HdWF3bH/bJVhHHagDUAd+fi/Uad5CSHx8vO0SrOO6g3DOLyI888wzVd63aNGisr//97//0b59+yrX69y5M++//37Z7UsvvZRLL720aQttRhYuXMj9999PREQEUVFRPPnkk4waNeqI9e677z6+/fZbjDH07t2bF198kfj4eN566y0eeOAB2rZty4IFC2jXrh2ZmZncd999zJs3z0Ki5iG+MMt2CdZRB+oA1IGf/yfqCHIIKb0ggsu47sD1/BDeDs4++2xWr15Namoqs2fPZurUqVWu9+CDD7J69WrWrFlDt27dePrppwHK5oK++uqree211wD8Oxd0IyiKOMZ2CdZRB+oA1IGf/x9oBzmEBAIB2yVYx3UHrueH8HYQHx9fNnPH4cOHq5zFA+CYY4L/FI0xZcdZgztzQQciYmyXYB11oA5AHfj5/4EeYhFC4uLibJdgHdcduJ4fwt/BO++8w7333svOnTv54IMPqlwnLi6Oa6+9lkWLFnHKKafw+OOPAz/MBd25c2deeeUVLrvssrA6tKKUuKKdtkuwjjpQB6AO/Pz/QEeQQ8jevXttl2Ad1x24nh/C38FFF11Eeno6CxYsqPZCJ3v37uWf//wn2dnZ9O3bl/nz5wPuzAW9t2Vv2yVYRx2oA1AHfv5/oCPIIaSqOWFdw3UHrueH8HPwzDPP8I9//AMInoxYmm/06NFkZmaye/fuI05KLF0nMjKSyy+/nEcffZRrr7227P7SuaAXL17Mueeey8KFC3nttdd49dVXuf7660OUrAbuOPKiMPWhc14exMY2UTFHJ50Pf2W7BOuoA3Xg5/8HOoIcQjZt2mS7BOu47sD1/BB+DsrPBZ2bm1t2RcGUlBQKCwtp165dhfWNMXzyySdlf7/33nv06dOnwjrhPhd0uO0DDWFT67G2S7COOlAHfn4v0BHkEFL5n6CLuO7A9fwQ3g7eeust5syZQ3R0NLGxscyfP7/sBLzx48cza9YsfvSjH/HQQw9x1113YYxhwIAB/P3vfy/bRulc0NOnTwd+mAu6TZs2LFiwwEKqpiec94G60mfPa7ZLsI46UAd+fi+Q0tEOFxgyZIhZtWqVtcdPSUlh0KBB1h7fD7juwPX8oA5AHYRF/sernqGkrqR0uJVBO59q+AYaeZhLk+C6g0bmhzBw0Ej88F4gIsnGmCFHLNcOsqIoiqLUkyboHDUKP3SMXHdgOz/YdxAGVNdB1mOQQ0hycrLtEqzjugPX84M6AHXgen6A5A632y7BOupAHfj5vUBHkBVFURSlvtgePfTDyKHrDmznB/sOwgAdQfYBKSkptkuwjusOXM8P6gDC28GBAwe44IILGDBgAP369eOf//znEeukpKQwZcoUevToQVJSEklJSaSmpgLBEx379evH6aefzp49ewDIzMzkiiuuCGWMZielw622S7COOlAHfn4v1BHkEBIIBIiIcPsziesOXM8P6gDC28Gf/vQnDhw4wCOPPMKuXbs4+eST+d///kdMzA+X1A0EAlx33XWcf/75TJo0qUL70047jcWLFzNv3jzy8/P55S9/yeTJk5kxY4a/LrndyNHDABFE0IjL7Pph5NB1B00wgnzUO2gkfngv1BFkH5Cenm67BOu47sD1/KAOILwdiAiHDh3CGENOTg5t27YlKqrijKI15Y+IiKCgoIDc3Fyio6P5/PPP6dSpk786x01AersrbZdgHXWgDvz8Xqgd5BDSo0cP2yVYx3UHrucHdQDh7eCWW25h/fr1dO7cmf79+zNz5swjRohK8993330kJibyq1/9ioKCAgAefPBBxowZw5IlS5g8eTIPPfRQtZfsPprpceAj2yVYRx2oAz+/F2oHOYRkZ2fbLsE6rjtwPT+oAwhvB4sXLyYpKYns7GxSU1O55ZZbOHjwYIV1srOz+fOf/0x6ejpff/01e/fu5ZFHHgHgnHPOITk5mffee48FCxYwfvx4vvvuOyZNmsT1118fNlcTzD7mVNslWEcdqAM/vxdqBzmEtG3b1nYJ1nHdgev5QR1A+Dl45plnyk62e+aZZ7j44osREXr27EmPHj2O+Bq1bdu2dOrUCRGhRYsWXHvttaxcubLCOrm5ubz00kvcfPPN3HvvvcyePZvBgwfz6quvhjJas9E2f4PtEqyjDtSBn98LtYMcQsJl5KMxuO7A9fygDiD8HEybNo3U1FRSU1Pp06cPS5cuBWDHjh189913nHjiiRXWz83NZfv27QAYY1iwYAEJCQkV1vnLX/7CbbfdRnR0NHl5eYgIERERYeMuN7qD7RKsow7UgZ9fz1G1r6I0FbbP1PQDrjtwPT+oAwhvB/fffz9Tpkyhf//+GGN45JFHaN++PQDjx49n1qxZRERE8LOf/Yxdu3ZhjCEpKYnnnnuubBvZ2dmsWrWK6dOnA3DHHXcwfPhw2rRpw4IFCyykanoiAoW2S7COOlAHfn4v1A5yCImOjrZdgnVcd+B6flAHEN4OOnfuzMcff1zlfYsWLQJg9+7d/Pvf/65xG++//37Z7UsvvZRLL720aQu1THTgsO0SrKMO1IGf3wv923UPQ3JycmyXYB3XHbieH9QBqAPX8wPkxHS1XYJ11IE68PN7gXaQQ0jp14wu47oD1/ODOgB14Hp+gPZ5abZLsI46UAd+fi/QDnIIycrKsl2CdVx34Hp+UAegDlzPD5AVP9p2CdZRB+rAz+8F2kEOIT179rRdgnVcd+B6flAHoA5czw/Qc/9C2yVYRx2oAz+/F2gHOYSsXbvWdgnWcd2B6/lBHYA6cD0/wNr219guwTrqQB34+b1AjDG2awgZQ4YMMatWrbJdhqIoinK087jYffw7fPC/23UHtvODfQdhgIgkG2OGVF6uI8ghJDk52XYJ1nHdgev5QR2AOnA9P0Byx9ttl2AddaAO/PxeoCPIiqIoilJfbI8e+mHk0HUHtvODfQdhQJOOIIvIz0RkjfezXEQGlLtvrIh8JyIbReSeatqLiDzlrbNGRAbV1l5EHvHWnVNu2VUicltDMtjAz5+UQoXrDlzPD+oA1IHr+UFHDkEdgDrw83tBg0aQReQ0YL0xZp+IjAOmG2NOFZFIYANwDpAFfA1MNsasq9R+PPBLYDxwKjCzpvbANuB9Y8zpIvIq8DCwEXgfGGuMKapL3TqCrCiKojQJtkcP/TBy6LoD2/nBvoMwoElHkI0xy40x+7ybXwKll4IZBmw0xnxvjCkE5gETqtjEBGCOCfIl0EZEOtXQPgDEiIgAsUAR8Bvgqbp2jv1AWprbE4KDOnA9P6gDUAeu5wdIa3+d7RKsow7UgZ/fC5riJL2fAx96f3cBtpa7L8tbVpnq1qtyuTHmEPAW8A2wCTgADDXG1DqBoIjcICKrRGTV9u3b2b17N9u3b2fbtm3s27ePzMxM8vLyWLduHYFAgJSUFOCHYf+UlBQCgQDr1q0jLy+PzMxM9u3bx7Zt2yjd3ubNm8nJySE9PZ3i4mJWr15dYRulv0tKSigoKCAjI4ODBw+yZcsWdu7cyc6dO9myZQsHDx4kIyODgoKCsp2m8jZWr15NcXEx6enp5OTksHnzZquZ0tLS6pWpd+/eYZepPs9TmzZtwi5TfZ+nnj17hl2m+j5PRUVFYZepPs9T27Ztj/5MEceS0eYiDsb8mC2tzmJnbBI7Y5PY0uosDsb8mIw2F1EQcWxZB6j0q/TS30URx1AsLUk/7nJyojux+dhz2d3yFLbHDWVb/Ej2tehFZuvzyItqz7p2/48AEaR0uDW4jQ63++M9olKm1cffWK9MPfe+fWSmDrcSIIJ17f4feVHtyWx9Hvta9GJb/Ei2xw1ld8tT2HzsueREd7L/HlHX56mGTG3yMytmOu5yiqUlq4+/sUrHae2vq7jvHeXvEb1797b+vlcdjTpJT0TOAp4FRhlj9ojIpcAYY8xU7/6rgGHGmF9WavcB8GdjzDLv9lLgLuDEOrafBTwDDAbOBdYYYx6qrV7bh1hkZGTQq1cva4/vB1x34Hp+UAegDsIifyO/Xs9ocxG99r/T8A344at11x00wSEWR72DRuKH94JGH2IhItNEJNX76SwiicAsYIIxZo+3WhZwQrlmXYHsKjZX3Xq1theRgd6fG4CrjTGXAQki4vt3244dO9ouwTquO3A9P6gDUAeu5wfomFvz6JULqAN14Of3gjp3kI0xzxhjkowxSUAU8DZwlTFmQ7nVvgZ6iUgPEYkBrgDerWJz7wJXe7NZDAcOGGO217H9H4AHgGgg0lsWAOLqmsUW+/fvt12CdVx34Hp+UAegDlzPD7C/xYm2S7COOlAHfn4viGpguweAdsCzwfPmKDbGDDHGFIvILcBigp3X2caYtQAi8gsAY8xzwCKCM1hsBHKBa737qm3vbWMi8LUxJtu7vUJE0ggeYrG6gVlCRsuWLW2XYB3XHbieH9QBqAPX8wO0LN5X+0phjjpQB35+L2hQB9k7RnhqNfctItgBrrz8uXJ/G2Bafdp79y0AFpS7fSdwZ90rVxRFURRFUZSa0UtNh5D8/HzbJVjHdQeu5wd1AOrA9fwA+VHH2S7BOupAHfj5vUA7yCGkTZs2tkuwjusOXM8P6gDUgev5AdoUfG+7BOuoA3Xg5/eChh6DrDSAHTt2cOyxx9ouwyquO3A9P6gDUAdhkb+R02vtyMjg2KN9qrtGsiNuEMcW/td2GVZx3YGf3wt0BDmEdOvWzXYJ1nHdgev5QR2AOnA9P6gDgG4Hl9ouwTquO/Dz60A7yCFkw4YNta8U5rjuwPX8oA5AHbieH9QBwIa2k2yXYB3XHfj5ddCoK+kdbdi+kp6iKIqihA1NcCW5RmH7KnK284N9B2FAo6+kpzSe0muGu4zrDlzPD+oA1IHr+UEdACR3vN12CdZx3YGfXwc6gqwoiqIoilJfdAQ5LNARZB/g509KocJ1B67nB3UA6iDc8r/66qskJiaSmJjIaaedxurVwQu75ufnM2zYMAYMGEC/fv148MEHy9qUd5Cens6IESNo0aIFjz32WNnyXbt2MWrUKBISEliwYEHZ8gkTJpCdnd38wZqZcNsPGoKOIPt3H9ARZEVRFEVpBMuXL6dv374cd9xxfPjhh0yfPp2vvvoKYwyHDx8mPj6eoqIiRo0axcyZMxk+fHiF9jt37uS///0vCxYs4LjjjuPOO4MXiH3qqaeIjY3liiuuYOzYsXzxxRe89957pKSkVOhsK5bQEeSwQEeQfUDpqILLuO7A9fygDkAdhFv+0047jeOOC14Rbfjw4WRlZQEgIsTHxwNQVFREUVERIsFOVXkHHTp0YOjQoURHR1fYbnR0NHl5eRQUFBAREUFxcTFPPvkkv/nNb0IRq9kJt/2gIaw+/kbbJVjFz/uAdpBDSL9+/WyXYB3XHbieH9QBqINwzv/CCy8wbty4stslJSUkJSXRoUMHzjnnHE499VSgbg6uvPJKFi9ezNixY5k+fTrPPvssV199NXFxcc1WfygJ5/2grvTb/ZLtEqzi531AO8ghZOPGjbZLsI7rDlzPD+oA1EG45v/Pf/7DCy+8wCOPPFK2LDIyktTUVLKysli5ciXffvstUDcHrVu35oMPPmDVqlUMGjSI999/n0suuYTrr7+eSZMmsWLFimbLEgrCdT+oDxvbTLBdglX8vA9oBzmEdO3a1XYJ1nHdgev5QR2AOgiH/M888wxJSUkkJSWRnZ3NmjVrmDp1KgsXLqRdu3ZHrN+mTRvOPPNMPvroI6D+DmbMmMF9993H3LlzGTx4MLNnz+a3v/1tk2SxRTjsB42la85ntkuwip/3Ae0gh5Ddu3fbLsE6rjtwPT+oA1AH4ZB/2rRppKamkpqaSnFxMRdffDEvv/wyvXv3Lltn165d7N+/H4C8vDyWLFlCnz59gPo5yMjIIDs7mzPOOIPc3FwiIiIQEfLz85s0U2OobiYPgO7du9O/f3+SkpIYMuSHc6HKO1i4cCGJiYll6yxbtgwI/5k8dsf2t12CVfz8XhBluwCXKD1Zw2Vcd+B6flAHoA7CLf+MGTPYs2cPN998MwBRUVGsWrWK7du3c80111BSUkIgEOCyyy7j/PPPB+DNN98kPj6eX/ziF/zvf/9jyJAhHDx4kIiICJ588knWrVvHscceC8B9993HH//4RwAmT57MxIkTmTlzJjNmzLATuAp69OjBp59+WjaTxw033MBXX31Vdv9//vMf2rdvX6FN+f3g7LPP5sILL0REWLNmDZdddhnp6enMnTuXa665pmwmj4kTJ/Lee+8xaNAgOnfuHLJ8zUV8YZbtEqzi5/cC7SCHkKKiItslWMd1B67nB3UA6iDc8s+aNYtZs2YdsTwxMZFvvvmmyjY/+9nP6NSpEwA/+tGPyma+qIrXX3+97O8OHTqwfPnyRlbc9Jx22mllf5efyaMmyu8H5TtKhw8fLpvto7qZPN57770mrN4eRRHH2C7BKn5+L9BDLEJIIBCwXYJ1XHfgen5QB6AOXM8P4e2g8kweIsK5557L4MGDef7558uWV3bwzjvv0KdPH8477zxmz54NhP9MHoGIGNslWMXPrwMdQQ4h4fKCbgyuO3A9P6gDUAeu54fwdVA6k0fpMcQAX3zxBZ07d2bnzp2cc8459OnTh9GjRx/h4KKLLuKiiy7is88+4/7772fJkiVlM3kA7Nu3j0ceeYS3336b66+/nn379nHHHXcwYsSIkGZsSuKKdtouwSp+fh3oCHII2bt3r+0SrOO6A9fzgzoAdeB6fggPB3WdyaP0WOEOHTpw0UUXsXLlSqB6B6NHjyYzM/OIE7jCcSaPvS17175SGOPn14F2kENIOJxQ0Fhcd+B6flAHoA5czw/h4aAuM3kcPnyYQ4cOlf398ccfk5CQAFR0sHHjRowJXjY5JSWFwsLCCp3so2Emj4bQ+fBXta8Uxvj5daAd5BCyadMm2yVYx3UHrucHdQDqwPX8EH4Oys/kUX46tx07djBq1CgGDBjAsGHDOO+88xg7diwADz/8MM899xwAb731FgkJCSQlJTFt2jTmz59fdqIeBGfyeOihh4DgTB4vvvgiw4cP58477wxx0qZlU+uxtkuwip9fB1L6ic0FhgwZYlatWmXt8QOBABERbn8mcd2B6/lBHYA6cD0/qAMIAwePS+3r1EKACCJoxIlqdxzdfTg/7AMikmyMGVJ5+VG8Zx59pKam2i7BOq47cD0/qANQB67nB3UA6gAgtcMttkuwip/3AR1BVhRFURRFqS9NMILcaI7yEWQ/oCPIPiA5Odl2CdZx3YHr+UEdgDpwPT+oA1AHAMkdbrddglX8vA/oCLKiKIqiKEp90RHksEBHkH1ASkqK7RKs47oD1/ODOgB14Hp+UAegDgBSOtxquwSr+Hkf0BHkEOKHszVt47oD1/ODOgB14Hp+UAcQBg50FotG44d9QEeQfUB6errtEqzjugPX84M6AHXgen5QB6AOANLbXWm7BKv4eR/QDnII6dGjh+0SrOO6A9fzgzoAdeB6flAHoA4Aehz4yHYJVvHzPqAd5BCSnZ1tuwTruO7A9fygDkAduJ4f1AGoA4DsY061XYJV/LwPaAc5hLRt29Z2CdZx3YHr+UEdgDpwPT+oA1AHAG3zN9guwSp+3ge0gxxCcnNzbZdgHdcduJ4f1AGoA9fzgzoAdQCQG93BdglW8fM+oB3kEGL7TE0/4LoD1/ODOgB14Hp+UAegDgAiAoW2S7CKn/cB/1YWhkRHR9suwTquO3A9P6gDUAeu5wd1AOoAIDpw2HYJVvHzPqAd5BCSk5NjuwTruO7A9fygDkAduJ4f1AGoA4CcmK62S7CKn/cB7SCHkPbt29suwTquO3A9P6gDUAeu5wd1AOoAoH1emu0SrOLnfaBRHWQRGSoiJSIyqdyysSLynYhsFJF7qmknIvKUt84aERlUW3sRecRbd065ZVeJyG2NyRBKsrKybJdgHdcduJ4f1AGoA9fzgzoAdQCQFT/adglW8fM+0OAOsohEAo8AiystewYYB5wCTBaRU6poPg7o5f3cAPy9pvYi0ho4zRiTCESKSH8RiQWmAM82NEOo6dmzp+0SrOO6A9fzgzoAdeB6flAHoA4Aeu5faLsEq/h5H2jMCPIvgbeAneWWDQM2GmO+N8YUAvOACVW0nQDMMUG+BNqISKca2geAGBERIBYoAn4DPGWMKWpEhpCydu1a2yVYx3UHrucHdQDqwPX8oA5AHQCsbX+N7RKs4ud9IKohjUSkC3AR8BNgaLm7ugBby93OAqq6TExV63Wprr0x5pCIvAV8AywFDgBDjTEzGlK/LQYMGGC7BOu47sD1/KAOQB24nh/UAYSBgztMozcRNPBco7dztOLnfaChI8hPAncbY0oqLZcq1q1qD6puvWrbG2P+YoxJMsbcAfwBeEBEporI6yLyu+oKFZEbRGSViKzavn07u3fvZvv27Wzbto19+/aRmZlJXl4e69atIxAIkJKSAkBycjIAKSkpBAIB1q1bR15eHpmZmezbt49t27ZRur3NmzeTk5NDeno6xcXFrF69usI2Sn8vXbqUgoICMjIyOHjwIFu2bGHnzp3s3LmTLVu2cPDgQTIyMigoKCAtLa3KbaxevZri4mLS09PJyclh8+bNVjOlpaXVK1NycnLYZarP87Rs2bKwy1Tf52nVqlVhl6m+z9OSJUvCLlN9nqcvvvgi7DLV93lasmRJ2GWq7/O0atWqsMtU3+dp2bJlYZepPs9TcnKy9UzVIcbU7ROQiEwDrvdutuaHzmx7IJfgscQ7gOnGmDFem3sBjDF/rrSt/wM+McbM9W5/B5wJdK+tvYgMBKYBtwEfGmNGi8g84H5jTEZNGYYMGWJWrVpVp7yKoiiKoihKeCMiycaYIZWX13kE2RjzjDeCm2SM6WGM6W6M6Q68CdxsjFkAfA30EpEeIhIDXAG8W8Xm3gWu9mazGA4cMMZsr2P7PwAPANFApLcsAMTVNYstSj/puIzrDlzPD+oA1IHr+UEdgDoAdeDn/HUeQa52AyIvAu8bY970bo8neAhGJDDbGPNHb/kvAIwxz3kn2z0NjCU4+nytMWZVTe29+yYCA4wxv/duPwaMAdYYY35WW606gqwoiqIoiqKU0ugR5Oowxkwp7Rx7txcZY3obY04q37k1xjxnjHnO+9sYY6Z56/Qv7RzX1N67b0Fp59i7fafXvtbOsR8oPXbGZVx34Hp+UAegDlzPD+oA1AGoAz/n1yvphZDevXvbLsE6rjtwPT+oA1AHrucHdQDh52DhwoUkJiaSlJTEkCFDWLZsWdl9M2fOJCEhgX79+vHkk0+WLa/s4JNPPiEpKYl+/fpxxhlnALBr1y5GjRpFQkICCxYsKFt3woQJZGdnN2um5sbP+4B2kEPIli1bbJdgHdcduJ4f1AGoA9fzgzqA8HNw9tlns3r1alJTU5k9ezZTp04F4Ntvv+Uf//gHK1euZPXq1bz//vtkZATnFCjvYP/+/dx88828++67rF27ljfeeAOAuXPncs0117BixQoeffRRAN577z0GDRpE586dQ5yyafHzPqAd5BDSsWNH2yVYx3UHrucHdQDqwPX8oA4g/BzEx8cTPMUKDh8+XPb3+vXrGT58OHFxcURFRXHGGWfwzjvvABUdvPbaa1x88cV069YNgA4dOgAQHR1NXl4eBQUFREREUFxczJNPPslvfvObUMZrFvy8D2gHOYTs37/fdgnWcd2B6/lBHYA6cD0/qAMITwfvvPMOffr04bzzzmP27NkAJCQk8Nlnn7Fnzx5yc3NZtGgRW7cGr4lW3sGGDRvYt28fZ555JoMHD2bOnDkAXHnllSxevJixY8cyffp0nn32Wa6++mri4nw/eVet+HkfaNCV9JSG0bJlS9slWMd1B67nB3UA6sD1/KAOIDwdXHTRRVx00UV89tln3H///SxZsoS+ffty9913c8455xAfH8+AAQOIigp2v8o7KC4uJjk5maVLl5KXl8eIESMYPnw4vXv35oMPPgBg3759PPLII7z99ttcf/317Nu3jzvuuIMRI0ZYydtY/LwP6AiyoiiKoihKA3jmmWdISkoiKSmpwglzo0ePJjMzk927dwPw85//nJSUFD777DPatm1Lr169jthW165dGTt2LMcccwzt27dn9OjRZVefK2XGjBncd999zJ07l8GDBzN79mx++9vfNm9IR9EOcgjJz8+3XYJ1XHfgen5QB6AOXM8P6gDCw8G0adNITU0lNTWV3NxcSq8tkZKSQmFhIe3atQNg586dQPCktLfffpvJkycDFR1MmDCBzz//nOLiYnJzc/nqq6/o27dv2f0ZGRlkZ2dzxhlnkJubS0REBCJyVHv0c+16iEUIadOmje0SrOO6A9fzgzoAdeB6flAHEH4O3nrrLebMmUN0dDSxsbHMnz+/7ES9Sy65hD179hAdHc0zzzzDcccdV9YmNjaWX/ziF/Tt25exY8eSmJhIREQEU6dOJSEhoWz79913H3/8Y/DyEJMnT2bixInMnDmTGTNmhD5sE+HnfaDRV9I7mrB9Jb2MjIwqv1ZxCdcduJ4f1AGoA9fzgzoAdQDqwA/5q7uSnnaQQ0hBQQEtWrSw9vh+wHUHrucHdQDqwPX8oA5AHYA68EP+ZrvUtFJ3NmzYYLsE67juwPX8oA5AHbieH9QBqANQB37OryPIiqIoiqIoipPoCLIPSE5Otl2CdVx34Hp+UAegDlzPD+oA1AGoAz/n1xFkRVEURVEUxUl0BNkH+PmTUqhw3YHr+UEdgDpwPT+oA1AHoA78nF9HkBVFURRFURQn0RFkH1D5kpEu4roD1/ODOgB14Hp+UAegDkAd+Dm/jiCHkOLiYqKi3L54oesOXM8P6gDUgev5QR2AOgB14If8OoLsAzZu3Gi7BOu47sD1/KAOQB24nh/UAagDUAd+zq8d5BDStWtX2yVYx3UHrucHdQDqwPX8oA5AHYA68HN+7SCHkN27d9suwTquO3A9P6gDUAeu5wd1AOoA1IGf82sHOYTEx8fbLsE6rjtwPT+oA1AHrucHdQDqANSBn/NrBzmEFBUV2S7BOq47cD0/qANQB67nB3UA6gDUgZ/zawc5hAQCAdslWMd1B67nB3UA6sD1/KAOQB2AOvBzfu0gh5C4uDjbJVjHdQeu5wd1AOrA9fygDkAdgDrwc37tIIeQvXv32i7BOq47cD0/qANQB67nB3UA6gDUgZ/zawc5hHTu3Nl2CdZx3YHr+UEdgDpwPT+oA1AHoA78nF87yCFk06ZNtkuwjusOXM8P6gDUgev5QR2AOgB14Of8eqnpEBIIBIiIcPsziesOXM8P6gDUgev5QR2AOgB14If8eqlpH5Cammq7BOu47sD1/KAOQB24nh/UAagDUAd+zq8jyIqiKIqiKIqT6AiyD0hOTrZdgnVcd+B6flAHoA5czw/qANQBqAM/59cRZEVRFEVRFMVJdATZB6SkpNguwTquO3A9P6gDUAeu5wd1AOoA1IGf8+sIcgjxw9matnHdgev5QR2AOnA9P6gDUAegDvyQX0eQfUB6errtEqzjugPX84M6AHXgen5QB6AOQB34Ob+OIIeQvLw8YmNjrT2+H3Ddgev5QR2AOnA9P6gDUAegDvyQX0eQfUB2drbtEqzjugPX84M6AHXgen5QB6AOQB34Ob92kENI27ZtbZdgHdcduJ4f1AGoA9fzgzoAdQDqwM/5G9xBFpEzRSRVRNaKyKfllo8Vke9EZKOI3FNNWxGRp7x11ojIoNrai8gj3rpzyi27SkRua2iGUJObm2u7BOu47sD1/KAOQB24nh/UAagDUAd+zt+gDrKItAGeBS40xvQDLvWWRwLPAOOAU4DJInJKFZsYB/Tyfm4A/l5TexFpDZxmjEkEIkWkv4jEAlO8Oo4KbJ+p6Qdcd+B6flAHoA5czw/qANQBqAM/529oZVcCbxtjtgAYY3Z6y4cBG40x3xtjCoF5wIQq2k8A5pggXwJtRKRTDe0DQIyICBALFAG/AZ4yxhQ1MEPIiY6Otl2CdVx34Hp+UAegDlzPD+oA1AGoAz/nj2pgu95AtIh8ArQCZhpj5gBdgK3l1ssCTq2ifVXrdamuvTHmkIi8BXwDLAUOAEONMTNqK1REbiA4Sg2QIyLf1R6v2WgP7Lb4+H7AdQeu5wd1AOrA9fygDkAdgDrwQ/4fV7WwoR3kKGAwcDbBEd0VIvIlIFWsW9U8ctWtV217Y8xfgL8AiMgs4AERmQqcC6wxxjxUVaHGmOeB52tMEyJEZFVVU4m4hOsOXM8P6gDUgev5QR2AOgB14Of8dT7EQkSmeSflpQLZwEfGmMPGmN3AZ8AAgiO+J5Rr1tVbtzLVrVdrexEZ6P25AbjaGHMZkCAiveqaRVEURVEURVGqo84dZGPMM8aYJGNMEvAOcLqIRIlIHMHDKNYDXwO9RKSHiMQAVwDvVrG5d4GrvdkshgMHjDHb69j+D8ADQDQQ6S0LAHF1zaIoiqIoiqIo1dGgQyyMMetF5CNgDcHO6SxjzLcAInILsJhg53W2MWatt/wXXtvngEXAeGAjkAtc691XXF17bxsTga+NMdne7RUikkbwEIvVDckSYnxxqIdlXHfgen5QB6AOXM8P6gDUAagD3+Z36lLTiqIoiqIoilIb/p2ATlEURVEURVEsoB1kRVEURVEURSmHdpAbgYgYEXm53O0oEdklIu97tzuKyPsislpE1onIIm95dxHJK50VxPt5sNzfJeX+vtVWvsZQLsNqEUkRkdMq3f8rEcn3rpIYdpTLv9Zz8GsRifDuO1NEDlR6/n9qu+bGUt1z7u3vRkT+UG7d9iJSJCJPi8i53vkE4t0X6W3ntOoey6+ISLtyz+n/RGSb93emiGwSkbbeesd5t68pt36OiHzn/T3HdpbGUtv7o7dsooisEZF0EUnzzjMJC0TkPu/1v8Z7Tk8VkU/KPcepIvKmt+70cvtK6U8byxEajYhc5O0Hfbzb5f/3rROR58q9Lx7vvSfcaLfqpqPce+K3IvKGBCc1qHLfKNcmSkR2i8if7VVeP0Skq4gsFJEM771upojEiEiSiIwvt950EbnTZq31whijPw38AXIIXrwk1rs9DkgF3vdu/x9wW7n1E73f3YFva9qu7WxN4abc32OATyvdvxL4HJhiu9YQ5O8ALAF+790+s3QfCaef6p5zb3/PBL4pd/9N3mvlae/2PGCq9/ftwD9s52kCH9OBO8vdvgt43vv7/4B7K63/CTDEdt1NuT/U8v44gOCJ2j282z2824m2a2+C7COAFUAL73Z7oHN1z3HlfSVcfoDXvff56d7tsv99BCcJ+Ay42Lt9s7fuJ7brbsL85d8TXwV+Xd2+UW698cAX3num2M5Qh4zi/T+/1rsdCbwAPApMKX2P9+5r1H4ORIYym44gN54PgfO8vycDc8vd14ng3M4AGGPWhLAuP3EssK/0hoicBMQDvyPoLKwxwUux3wDcUjpK6gAVnnMgD1gvIqUTwl9O8J9nKb8C7hWRfsAtwN0hqTK0PAEMF5HbgVHA43bLCQk1vT/eCfzJGLMJwPv9Z+A3Ia2weegE7DbGFAAYY3Ybb/YlVxCReGAk8HOCU7ZWwBhTDCwHenqLJgN3AF1FpEuo6gwhnxPMWtu+MRmYCWwBhoe8yvrzEyDfGPNPAGNMCcH386kEL+52uTdKfrm3/ineNynfS7lvyEXk/4nISm/d/xORSG95jojMEJGvgBEi8rD37cMaEXmsOYNpB7nxzAOuEJGWQCLwVbn7ngFeEJH/eF+pdC5330nlvkp7JpQFh4hYL1s6MIvg/NWllP6j/Bw4WUQ62CgwlBhjvif4eivNenqlr1NPslheU1HTcw4/vFa6AiWUuwiQCc6D/iTBkZWHjDF7Q1Ny6DDGFBHs/D0B3G6MKbRcUiio6f2xH5Bcaf1V3vKjnY+BE0Rkg4g8KyJnlLvv1XKv+0fLLf9VueX/CXG9zcFEghcU2wDsFZFB5e/0Djc4G0gTkROAHxljVhL84Hx55Y0dzYhIFMFvUNKoYd8QkViCTt4n+D/yaBhAOuJ1bIw5CGwGHgLmm+A1NOZ7d/ch+A3jMOBBEYkWkb4En/ORJnitjRLgZ976xxD81uFUYB1wEdDPGJPobb/Z0A5yI/FGhbsT3JEXVbpvMXAi8A+CO8U3InK8d3emt9MkGWOmhbDkUJHnZesDjAXmlBs9vQKYZ4wJAG8Dl9oqMsSUHz3+vNzzn2SMybRWVdNR03MO8BFwDsHXyvwq2j9D8Cu0F5u9UnuMA7YDCbYLCQU1vT8SfD1Unme0qmVHHcaYHGAwwW+OdgHzRWSKd/fPyr3uy4+WP1Fu+VkhLrk5mEzwAxLe79LO3kkSvCLvF8AHxpgPCf5PeL2KdY92Yr2sqwiOCL9Qy75xPvAfY0wu8BZwUelIqo+p7jVb3fIPjDEFJngV5p1AR4IfCgYDX3u+zibYd4JgZ/kt7++DQD4wS0QuJngdjWajQRcKUY7gXeAxgseWtit/hzcS9hrwmgRPThnNkaMmYY0xZoWItAeOF5EfAb2Af3l9pxjge4Kdo7BFRE4k+ELfCfS1XE6zU/45L7esUESSCX6N2g+4oFKbgIgc9Z2j6hCRJIIfEIYDy0RknjdyHu5U9/64FhhC8IJTpQwiOEp01ON91fwJ8IkEL2h1jd2KQoeItCP41XuC95qOJNhZehZvcKhSk8lARxEpHTXsLCK9jDEZoaq5mcirImt1+8aLBD2MFJHN3qrtgLMInsPiV9YCl5RfICLHAicQ/J9XmYJyf5cQ7IcK8JIx5t4q1s/3fGGCF5MbRrADfQXBw/F+0ugE1aAjyE3DbGCGMSat/EIR+Um5s1ZbAScR/BTpFBI8gzkS2EPwDWC6Maa799MZ6CIiP7ZaZDPifWvwHMGTFcK2A1ieSs95eR4H7jbGVF4e1ngj6X8neGjFFoInsDTr8XM+osr3R4L57xWR7hCc4QD4LWFwbLaInCwivcotSgL+a6kcG0wC5hhjfuy9z58AbAK6Vl5RRE4GjjHGdCn9v0DwWPQjjlsOB6rbN7xO5SigWzkP0/D/aPpSIE5ErobgLEQEX8MvAjuAVnXcxqTSwy1FpG1VfQLvuPbWxphFBE/mTmqC+qtFR5CbAGNMFsGD6iszGHhaRIoJfhiZZYz5uvQfQphT+tUSBD8dXmOMKRGRKwh+zVyedwi+GT4Swvqam9L80UAx8DLw13L3n17OD/+/vTtWaSCIojB8TiEW6jP5CmonWNhob6MW2outkGewiEgIWCgIvkEarcXa3iLCsZiNDGu2c6OE/+t2mF0uzLJ7B2buqKy7HS4uvF50jfl3h5Sj45/n3LvsDiS9JXlorgeS9m1vJnn6w7h61/V9TDKxfSJpbHtF0lTScZLJgkPsw7qkK5dSbZ8q1TkOJQ1V1iB/NP3ek8xKPB7Z3quesZXkdUHx/rZdSRetthuVCdC8vrdz+l7r5z6GZdD1buxIepxt3muMJF3aXm21/xtJYntb0sD2uUquc6cy1muSTpv/QmfZuiQvts8k3buU/ZuqTA7ak8oNSaNmT4NVNgP2hqOmAQAAgApLLAAAAIAKCTIAAABQIUEGAAAAKiTIAAAAQIUEGQAAAKiQIAMAAAAVEmQAAACg8gUR/1TN1skzhgAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting the composition of the portfolio using bar chart\n",
    "\n",
    "ax = rp.plot_bar(w,\n",
    "                 title=\"Max Return Dollar Neutral with Variance Constraint\",\n",
    "                 kind=\"v\",\n",
    "                 others=0.05,\n",
    "                 nrow=25,\n",
    "                 height=6,\n",
    "                 width=10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.3 Calculating efficient frontier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "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>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>5</th>\n",
       "      <th>6</th>\n",
       "      <th>7</th>\n",
       "      <th>8</th>\n",
       "      <th>9</th>\n",
       "      <th>...</th>\n",
       "      <th>40</th>\n",
       "      <th>41</th>\n",
       "      <th>42</th>\n",
       "      <th>43</th>\n",
       "      <th>44</th>\n",
       "      <th>45</th>\n",
       "      <th>46</th>\n",
       "      <th>47</th>\n",
       "      <th>48</th>\n",
       "      <th>49</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>APA</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>-0.7286%</td>\n",
       "      <td>-1.4573%</td>\n",
       "      <td>-2.1859%</td>\n",
       "      <td>-2.9146%</td>\n",
       "      <td>-3.6432%</td>\n",
       "      <td>-4.3719%</td>\n",
       "      <td>-5.1005%</td>\n",
       "      <td>-5.8291%</td>\n",
       "      <td>-6.5578%</td>\n",
       "      <td>...</td>\n",
       "      <td>-78.6981%</td>\n",
       "      <td>-81.2198%</td>\n",
       "      <td>-83.6915%</td>\n",
       "      <td>-86.1195%</td>\n",
       "      <td>-88.5086%</td>\n",
       "      <td>-90.8632%</td>\n",
       "      <td>-93.1868%</td>\n",
       "      <td>-95.4824%</td>\n",
       "      <td>-97.7527%</td>\n",
       "      <td>-100.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BA</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>1.0009%</td>\n",
       "      <td>2.0017%</td>\n",
       "      <td>3.0026%</td>\n",
       "      <td>4.0035%</td>\n",
       "      <td>5.0043%</td>\n",
       "      <td>6.0052%</td>\n",
       "      <td>7.0061%</td>\n",
       "      <td>8.0069%</td>\n",
       "      <td>9.0078%</td>\n",
       "      <td>...</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>0.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BAX</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.7362%</td>\n",
       "      <td>1.4723%</td>\n",
       "      <td>2.2085%</td>\n",
       "      <td>2.9447%</td>\n",
       "      <td>3.6809%</td>\n",
       "      <td>4.4171%</td>\n",
       "      <td>5.1532%</td>\n",
       "      <td>5.8894%</td>\n",
       "      <td>6.6256%</td>\n",
       "      <td>...</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>0.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BMY</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>-1.0131%</td>\n",
       "      <td>-2.0263%</td>\n",
       "      <td>-3.0394%</td>\n",
       "      <td>-4.0526%</td>\n",
       "      <td>-5.0657%</td>\n",
       "      <td>-6.0789%</td>\n",
       "      <td>-7.0920%</td>\n",
       "      <td>-8.1052%</td>\n",
       "      <td>-9.1183%</td>\n",
       "      <td>...</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>-0.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CMCSA</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>-0.0535%</td>\n",
       "      <td>-0.1070%</td>\n",
       "      <td>-0.1605%</td>\n",
       "      <td>-0.2140%</td>\n",
       "      <td>-0.2675%</td>\n",
       "      <td>-0.3210%</td>\n",
       "      <td>-0.3745%</td>\n",
       "      <td>-0.4280%</td>\n",
       "      <td>-0.4815%</td>\n",
       "      <td>...</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>0.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CNP</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.9077%</td>\n",
       "      <td>1.8154%</td>\n",
       "      <td>2.7231%</td>\n",
       "      <td>3.6308%</td>\n",
       "      <td>4.5385%</td>\n",
       "      <td>5.4461%</td>\n",
       "      <td>6.3539%</td>\n",
       "      <td>7.2615%</td>\n",
       "      <td>8.1692%</td>\n",
       "      <td>...</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>0.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CPB</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>-0.2849%</td>\n",
       "      <td>-0.5698%</td>\n",
       "      <td>-0.8547%</td>\n",
       "      <td>-1.1397%</td>\n",
       "      <td>-1.4246%</td>\n",
       "      <td>-1.7095%</td>\n",
       "      <td>-1.9944%</td>\n",
       "      <td>-2.2793%</td>\n",
       "      <td>-2.5642%</td>\n",
       "      <td>...</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>-0.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DE</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.7483%</td>\n",
       "      <td>1.4967%</td>\n",
       "      <td>2.2450%</td>\n",
       "      <td>2.9934%</td>\n",
       "      <td>3.7417%</td>\n",
       "      <td>4.4901%</td>\n",
       "      <td>5.2384%</td>\n",
       "      <td>5.9868%</td>\n",
       "      <td>6.7351%</td>\n",
       "      <td>...</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>0.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HPQ</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>-0.1228%</td>\n",
       "      <td>-0.2457%</td>\n",
       "      <td>-0.3685%</td>\n",
       "      <td>-0.4913%</td>\n",
       "      <td>-0.6141%</td>\n",
       "      <td>-0.7369%</td>\n",
       "      <td>-0.8598%</td>\n",
       "      <td>-0.9825%</td>\n",
       "      <td>-1.1053%</td>\n",
       "      <td>...</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>0.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>JCI</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>-0.2320%</td>\n",
       "      <td>-0.4639%</td>\n",
       "      <td>-0.6959%</td>\n",
       "      <td>-0.9278%</td>\n",
       "      <td>-1.1598%</td>\n",
       "      <td>-1.3917%</td>\n",
       "      <td>-1.6237%</td>\n",
       "      <td>-1.8556%</td>\n",
       "      <td>-2.0876%</td>\n",
       "      <td>...</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>-0.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>JPM</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>1.3878%</td>\n",
       "      <td>2.7756%</td>\n",
       "      <td>4.1635%</td>\n",
       "      <td>5.5512%</td>\n",
       "      <td>6.9390%</td>\n",
       "      <td>8.3267%</td>\n",
       "      <td>9.7146%</td>\n",
       "      <td>11.1023%</td>\n",
       "      <td>12.4901%</td>\n",
       "      <td>...</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>0.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LUV</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>-0.4400%</td>\n",
       "      <td>-0.8800%</td>\n",
       "      <td>-1.3200%</td>\n",
       "      <td>-1.7600%</td>\n",
       "      <td>-2.2000%</td>\n",
       "      <td>-2.6400%</td>\n",
       "      <td>-3.0800%</td>\n",
       "      <td>-3.5200%</td>\n",
       "      <td>-3.9600%</td>\n",
       "      <td>...</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>-0.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MMC</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>1.4285%</td>\n",
       "      <td>2.8570%</td>\n",
       "      <td>4.2856%</td>\n",
       "      <td>5.7140%</td>\n",
       "      <td>7.1425%</td>\n",
       "      <td>8.5710%</td>\n",
       "      <td>9.9996%</td>\n",
       "      <td>11.4280%</td>\n",
       "      <td>12.8564%</td>\n",
       "      <td>...</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>0.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MO</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>-1.4266%</td>\n",
       "      <td>-2.8532%</td>\n",
       "      <td>-4.2798%</td>\n",
       "      <td>-5.7063%</td>\n",
       "      <td>-7.1329%</td>\n",
       "      <td>-8.5595%</td>\n",
       "      <td>-9.9861%</td>\n",
       "      <td>-11.4127%</td>\n",
       "      <td>-12.8392%</td>\n",
       "      <td>...</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>-0.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MSFT</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>1.4999%</td>\n",
       "      <td>2.9999%</td>\n",
       "      <td>4.4998%</td>\n",
       "      <td>5.9998%</td>\n",
       "      <td>7.4997%</td>\n",
       "      <td>8.9996%</td>\n",
       "      <td>10.4995%</td>\n",
       "      <td>11.9995%</td>\n",
       "      <td>13.4995%</td>\n",
       "      <td>...</td>\n",
       "      <td>100.0000%</td>\n",
       "      <td>100.0000%</td>\n",
       "      <td>100.0000%</td>\n",
       "      <td>100.0000%</td>\n",
       "      <td>100.0000%</td>\n",
       "      <td>100.0000%</td>\n",
       "      <td>100.0000%</td>\n",
       "      <td>100.0000%</td>\n",
       "      <td>100.0000%</td>\n",
       "      <td>100.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NI</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.3616%</td>\n",
       "      <td>0.7232%</td>\n",
       "      <td>1.0848%</td>\n",
       "      <td>1.4464%</td>\n",
       "      <td>1.8081%</td>\n",
       "      <td>2.1697%</td>\n",
       "      <td>2.5313%</td>\n",
       "      <td>2.8928%</td>\n",
       "      <td>3.2545%</td>\n",
       "      <td>...</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>-0.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PCAR</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.3091%</td>\n",
       "      <td>0.6182%</td>\n",
       "      <td>0.9274%</td>\n",
       "      <td>1.2365%</td>\n",
       "      <td>1.5456%</td>\n",
       "      <td>1.8547%</td>\n",
       "      <td>2.1639%</td>\n",
       "      <td>2.4729%</td>\n",
       "      <td>2.7821%</td>\n",
       "      <td>...</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>0.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PSA</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>-1.6416%</td>\n",
       "      <td>-3.2832%</td>\n",
       "      <td>-4.9248%</td>\n",
       "      <td>-6.5663%</td>\n",
       "      <td>-8.2079%</td>\n",
       "      <td>-9.8494%</td>\n",
       "      <td>-11.4910%</td>\n",
       "      <td>-13.1326%</td>\n",
       "      <td>-14.7741%</td>\n",
       "      <td>...</td>\n",
       "      <td>-21.3019%</td>\n",
       "      <td>-18.7802%</td>\n",
       "      <td>-16.3085%</td>\n",
       "      <td>-13.8805%</td>\n",
       "      <td>-11.4914%</td>\n",
       "      <td>-9.1368%</td>\n",
       "      <td>-6.8132%</td>\n",
       "      <td>-4.5176%</td>\n",
       "      <td>-2.2473%</td>\n",
       "      <td>-0.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SEE</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>-1.0836%</td>\n",
       "      <td>-2.1672%</td>\n",
       "      <td>-3.2508%</td>\n",
       "      <td>-4.3344%</td>\n",
       "      <td>-5.4179%</td>\n",
       "      <td>-6.5015%</td>\n",
       "      <td>-7.5851%</td>\n",
       "      <td>-8.6687%</td>\n",
       "      <td>-9.7523%</td>\n",
       "      <td>...</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>-0.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>T</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>-0.3610%</td>\n",
       "      <td>-0.7219%</td>\n",
       "      <td>-1.0829%</td>\n",
       "      <td>-1.4438%</td>\n",
       "      <td>-1.8048%</td>\n",
       "      <td>-2.1657%</td>\n",
       "      <td>-2.5267%</td>\n",
       "      <td>-2.8875%</td>\n",
       "      <td>-3.2485%</td>\n",
       "      <td>...</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>-0.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TGT</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.4871%</td>\n",
       "      <td>0.9743%</td>\n",
       "      <td>1.4614%</td>\n",
       "      <td>1.9485%</td>\n",
       "      <td>2.4357%</td>\n",
       "      <td>2.9228%</td>\n",
       "      <td>3.4099%</td>\n",
       "      <td>3.8971%</td>\n",
       "      <td>4.3842%</td>\n",
       "      <td>...</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>0.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TMO</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.3839%</td>\n",
       "      <td>0.7677%</td>\n",
       "      <td>1.1516%</td>\n",
       "      <td>1.5355%</td>\n",
       "      <td>1.9194%</td>\n",
       "      <td>2.3032%</td>\n",
       "      <td>2.6871%</td>\n",
       "      <td>3.0710%</td>\n",
       "      <td>3.4549%</td>\n",
       "      <td>...</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>0.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TXT</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>-1.8754%</td>\n",
       "      <td>-3.7507%</td>\n",
       "      <td>-5.6261%</td>\n",
       "      <td>-7.5015%</td>\n",
       "      <td>-9.3768%</td>\n",
       "      <td>-11.2522%</td>\n",
       "      <td>-13.1276%</td>\n",
       "      <td>-15.0029%</td>\n",
       "      <td>-16.8783%</td>\n",
       "      <td>...</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>-0.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>VZ</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0964%</td>\n",
       "      <td>0.1928%</td>\n",
       "      <td>0.2892%</td>\n",
       "      <td>0.3856%</td>\n",
       "      <td>0.4820%</td>\n",
       "      <td>0.5784%</td>\n",
       "      <td>0.6748%</td>\n",
       "      <td>0.7712%</td>\n",
       "      <td>0.8676%</td>\n",
       "      <td>...</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>-0.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZION</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>-0.0844%</td>\n",
       "      <td>-0.1688%</td>\n",
       "      <td>-0.2533%</td>\n",
       "      <td>-0.3377%</td>\n",
       "      <td>-0.4221%</td>\n",
       "      <td>-0.5065%</td>\n",
       "      <td>-0.5909%</td>\n",
       "      <td>-0.6752%</td>\n",
       "      <td>-0.7596%</td>\n",
       "      <td>...</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>0.0000%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>25 rows × 50 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           0        1        2        3        4        5         6   \\\n",
       "APA   0.0000% -0.7286% -1.4573% -2.1859% -2.9146% -3.6432%  -4.3719%   \n",
       "BA    0.0000%  1.0009%  2.0017%  3.0026%  4.0035%  5.0043%   6.0052%   \n",
       "BAX   0.0000%  0.7362%  1.4723%  2.2085%  2.9447%  3.6809%   4.4171%   \n",
       "BMY   0.0000% -1.0131% -2.0263% -3.0394% -4.0526% -5.0657%  -6.0789%   \n",
       "CMCSA 0.0000% -0.0535% -0.1070% -0.1605% -0.2140% -0.2675%  -0.3210%   \n",
       "CNP   0.0000%  0.9077%  1.8154%  2.7231%  3.6308%  4.5385%   5.4461%   \n",
       "CPB   0.0000% -0.2849% -0.5698% -0.8547% -1.1397% -1.4246%  -1.7095%   \n",
       "DE    0.0000%  0.7483%  1.4967%  2.2450%  2.9934%  3.7417%   4.4901%   \n",
       "HPQ   0.0000% -0.1228% -0.2457% -0.3685% -0.4913% -0.6141%  -0.7369%   \n",
       "JCI   0.0000% -0.2320% -0.4639% -0.6959% -0.9278% -1.1598%  -1.3917%   \n",
       "JPM   0.0000%  1.3878%  2.7756%  4.1635%  5.5512%  6.9390%   8.3267%   \n",
       "LUV   0.0000% -0.4400% -0.8800% -1.3200% -1.7600% -2.2000%  -2.6400%   \n",
       "MMC   0.0000%  1.4285%  2.8570%  4.2856%  5.7140%  7.1425%   8.5710%   \n",
       "MO    0.0000% -1.4266% -2.8532% -4.2798% -5.7063% -7.1329%  -8.5595%   \n",
       "MSFT  0.0000%  1.4999%  2.9999%  4.4998%  5.9998%  7.4997%   8.9996%   \n",
       "NI    0.0000%  0.3616%  0.7232%  1.0848%  1.4464%  1.8081%   2.1697%   \n",
       "PCAR  0.0000%  0.3091%  0.6182%  0.9274%  1.2365%  1.5456%   1.8547%   \n",
       "PSA   0.0000% -1.6416% -3.2832% -4.9248% -6.5663% -8.2079%  -9.8494%   \n",
       "SEE   0.0000% -1.0836% -2.1672% -3.2508% -4.3344% -5.4179%  -6.5015%   \n",
       "T     0.0000% -0.3610% -0.7219% -1.0829% -1.4438% -1.8048%  -2.1657%   \n",
       "TGT   0.0000%  0.4871%  0.9743%  1.4614%  1.9485%  2.4357%   2.9228%   \n",
       "TMO   0.0000%  0.3839%  0.7677%  1.1516%  1.5355%  1.9194%   2.3032%   \n",
       "TXT   0.0000% -1.8754% -3.7507% -5.6261% -7.5015% -9.3768% -11.2522%   \n",
       "VZ    0.0000%  0.0964%  0.1928%  0.2892%  0.3856%  0.4820%   0.5784%   \n",
       "ZION  0.0000% -0.0844% -0.1688% -0.2533% -0.3377% -0.4221%  -0.5065%   \n",
       "\n",
       "             7         8         9   ...        40        41        42  \\\n",
       "APA    -5.1005%  -5.8291%  -6.5578%  ... -78.6981% -81.2198% -83.6915%   \n",
       "BA      7.0061%   8.0069%   9.0078%  ...   0.0000%   0.0000%   0.0000%   \n",
       "BAX     5.1532%   5.8894%   6.6256%  ...   0.0000%   0.0000%   0.0000%   \n",
       "BMY    -7.0920%  -8.1052%  -9.1183%  ...  -0.0000%  -0.0000%  -0.0000%   \n",
       "CMCSA  -0.3745%  -0.4280%  -0.4815%  ...   0.0000%   0.0000%   0.0000%   \n",
       "CNP     6.3539%   7.2615%   8.1692%  ...  -0.0000%  -0.0000%  -0.0000%   \n",
       "CPB    -1.9944%  -2.2793%  -2.5642%  ...  -0.0000%  -0.0000%  -0.0000%   \n",
       "DE      5.2384%   5.9868%   6.7351%  ...   0.0000%   0.0000%   0.0000%   \n",
       "HPQ    -0.8598%  -0.9825%  -1.1053%  ...   0.0000%   0.0000%   0.0000%   \n",
       "JCI    -1.6237%  -1.8556%  -2.0876%  ...  -0.0000%  -0.0000%  -0.0000%   \n",
       "JPM     9.7146%  11.1023%  12.4901%  ...   0.0000%   0.0000%   0.0000%   \n",
       "LUV    -3.0800%  -3.5200%  -3.9600%  ...  -0.0000%  -0.0000%  -0.0000%   \n",
       "MMC     9.9996%  11.4280%  12.8564%  ...   0.0000%   0.0000%   0.0000%   \n",
       "MO     -9.9861% -11.4127% -12.8392%  ...  -0.0000%  -0.0000%  -0.0000%   \n",
       "MSFT   10.4995%  11.9995%  13.4995%  ... 100.0000% 100.0000% 100.0000%   \n",
       "NI      2.5313%   2.8928%   3.2545%  ...  -0.0000%  -0.0000%  -0.0000%   \n",
       "PCAR    2.1639%   2.4729%   2.7821%  ...   0.0000%   0.0000%   0.0000%   \n",
       "PSA   -11.4910% -13.1326% -14.7741%  ... -21.3019% -18.7802% -16.3085%   \n",
       "SEE    -7.5851%  -8.6687%  -9.7523%  ...  -0.0000%  -0.0000%  -0.0000%   \n",
       "T      -2.5267%  -2.8875%  -3.2485%  ...  -0.0000%  -0.0000%  -0.0000%   \n",
       "TGT     3.4099%   3.8971%   4.3842%  ...   0.0000%   0.0000%   0.0000%   \n",
       "TMO     2.6871%   3.0710%   3.4549%  ...   0.0000%   0.0000%   0.0000%   \n",
       "TXT   -13.1276% -15.0029% -16.8783%  ...  -0.0000%  -0.0000%  -0.0000%   \n",
       "VZ      0.6748%   0.7712%   0.8676%  ...  -0.0000%  -0.0000%  -0.0000%   \n",
       "ZION   -0.5909%  -0.6752%  -0.7596%  ...   0.0000%   0.0000%   0.0000%   \n",
       "\n",
       "             43        44        45        46        47        48         49  \n",
       "APA   -86.1195% -88.5086% -90.8632% -93.1868% -95.4824% -97.7527% -100.0000%  \n",
       "BA      0.0000%   0.0000%   0.0000%   0.0000%   0.0000%   0.0000%    0.0000%  \n",
       "BAX     0.0000%   0.0000%   0.0000%   0.0000%   0.0000%   0.0000%    0.0000%  \n",
       "BMY    -0.0000%  -0.0000%  -0.0000%  -0.0000%  -0.0000%  -0.0000%   -0.0000%  \n",
       "CMCSA   0.0000%   0.0000%   0.0000%   0.0000%   0.0000%   0.0000%    0.0000%  \n",
       "CNP    -0.0000%  -0.0000%  -0.0000%  -0.0000%  -0.0000%  -0.0000%    0.0000%  \n",
       "CPB    -0.0000%  -0.0000%  -0.0000%  -0.0000%  -0.0000%  -0.0000%   -0.0000%  \n",
       "DE      0.0000%   0.0000%   0.0000%   0.0000%   0.0000%   0.0000%    0.0000%  \n",
       "HPQ     0.0000%   0.0000%   0.0000%   0.0000%   0.0000%   0.0000%    0.0000%  \n",
       "JCI    -0.0000%  -0.0000%  -0.0000%  -0.0000%  -0.0000%  -0.0000%   -0.0000%  \n",
       "JPM     0.0000%   0.0000%   0.0000%   0.0000%   0.0000%   0.0000%    0.0000%  \n",
       "LUV    -0.0000%  -0.0000%  -0.0000%  -0.0000%  -0.0000%  -0.0000%   -0.0000%  \n",
       "MMC     0.0000%   0.0000%   0.0000%   0.0000%   0.0000%   0.0000%    0.0000%  \n",
       "MO     -0.0000%  -0.0000%  -0.0000%  -0.0000%  -0.0000%  -0.0000%   -0.0000%  \n",
       "MSFT  100.0000% 100.0000% 100.0000% 100.0000% 100.0000% 100.0000%  100.0000%  \n",
       "NI     -0.0000%  -0.0000%  -0.0000%  -0.0000%  -0.0000%  -0.0000%   -0.0000%  \n",
       "PCAR    0.0000%   0.0000%   0.0000%   0.0000%   0.0000%   0.0000%    0.0000%  \n",
       "PSA   -13.8805% -11.4914%  -9.1368%  -6.8132%  -4.5176%  -2.2473%   -0.0000%  \n",
       "SEE    -0.0000%  -0.0000%  -0.0000%  -0.0000%  -0.0000%  -0.0000%   -0.0000%  \n",
       "T      -0.0000%  -0.0000%  -0.0000%  -0.0000%  -0.0000%  -0.0000%   -0.0000%  \n",
       "TGT     0.0000%   0.0000%   0.0000%   0.0000%   0.0000%   0.0000%    0.0000%  \n",
       "TMO     0.0000%   0.0000%   0.0000%   0.0000%   0.0000%   0.0000%    0.0000%  \n",
       "TXT    -0.0000%  -0.0000%  -0.0000%  -0.0000%  -0.0000%  -0.0000%   -0.0000%  \n",
       "VZ     -0.0000%  -0.0000%  -0.0000%  -0.0000%  -0.0000%  -0.0000%   -0.0000%  \n",
       "ZION    0.0000%   0.0000%   0.0000%   0.0000%   0.0000%   0.0000%    0.0000%  \n",
       "\n",
       "[25 rows x 50 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "points = 50 # Number of points of the frontier\n",
    "port.upperdev = None # Deleting the upper bound for daily standard deviation\n",
    "\n",
    "frontier = port.efficient_frontier(model=model, rm=rm, points=points, rf=rf, hist=hist)\n",
    "\n",
    "display(frontier)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting the efficient frontier\n",
    "\n",
    "label = \"Max Return Dollar Neutral with Variance Constraint\" # Title of point\n",
    "mu = port.mu # Expected returns\n",
    "cov = port.cov # Covariance matrix\n",
    "returns = port.returns # Returns of the assets\n",
    "\n",
    "ax = rp.plot_frontier(w_frontier=frontier, mu=mu, cov=cov, returns=returns, rm=rm,\n",
    "                      rf=rf, alpha=0.05, cmap='viridis', w=w, label=label,\n",
    "                      marker='*', s=16, c='r', height=6, width=10, ax=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting efficient frontier composition in absolute values\n",
    "\n",
    "ax = rp.plot_frontier_area(w_frontier=np.abs(frontier), cmap=\"tab20\", height=6, width=10, ax=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4. Dollar Neutral Portfolio with a Constraint on CVaR\n",
    "\n",
    "### 4.1 Calculating Dollar Neutral Portfolio"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sum weights :  -0.0\n"
     ]
    },
    {
     "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>-20.6272%</td>\n",
       "      <td>9.9559%</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>12.1175%</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>-37.1916%</td>\n",
       "      <td>-21.6283%</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>-13.6006%</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 -20.6272% 9.9559% 0.0000% -0.0000% 0.0000% 0.0000% -0.0000% 12.1175%   \n",
       "\n",
       "            HPQ      JCI  ...       NI    PCAR       PSA       SEE        T  \\\n",
       "weights 0.0000% -0.0000%  ... -0.0000% 0.0000% -37.1916% -21.6283% -0.0000%   \n",
       "\n",
       "            TGT     TMO       TXT       VZ    ZION  \n",
       "weights 0.0000% 0.0000% -13.6006% -0.0000% 0.0000%  \n",
       "\n",
       "[1 rows x 25 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "rm = 'CVaR' # Risk measure\n",
    "port.upperCVaR = 0.40/252**0.5 # Creating an upper bound for daily CVaR\n",
    "\n",
    "w = port.optimization(model=model, rm=rm, obj=obj, rf=rf, l=l, hist=hist)\n",
    "\n",
    "print(\"Sum weights : \", np.round(np.sum(w.to_numpy()),4))\n",
    "display(w.T)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4.2 Plotting portfolio composition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting the composition of the portfolio\n",
    "\n",
    "title = \"Max Return Dollar Neutral with CVaR Constraint\"\n",
    "ax = rp.plot_pie(w=w,\n",
    "                 title=title,\n",
    "                 others=0.05,\n",
    "                 nrow=25,\n",
    "                 cmap = \"tab20\",\n",
    "                 height=7,\n",
    "                 width=10,\n",
    "                 ax=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting the composition of the portfolio using bar chart\n",
    "\n",
    "ax = rp.plot_bar(w,\n",
    "                 title=\"Max Return Dollar Neutral with CVaR Constraint\",\n",
    "                 kind=\"v\",\n",
    "                 others=0.05,\n",
    "                 nrow=25,\n",
    "                 height=6,\n",
    "                 width=10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4.3 Calculate efficient frontier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "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>0</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>-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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-0.7633%</td>\n",
       "      <td>0.7791%</td>\n",
       "      <td>1.0025%</td>\n",
       "      <td>-2.2122%</td>\n",
       "      <td>-0.8085%</td>\n",
       "      <td>2.2102%</td>\n",
       "      <td>0.0767%</td>\n",
       "      <td>1.1581%</td>\n",
       "      <td>-0.5450%</td>\n",
       "      <td>-0.6882%</td>\n",
       "      <td>...</td>\n",
       "      <td>0.3308%</td>\n",
       "      <td>0.0397%</td>\n",
       "      <td>-2.1882%</td>\n",
       "      <td>-1.5412%</td>\n",
       "      <td>0.0649%</td>\n",
       "      <td>1.0011%</td>\n",
       "      <td>1.5353%</td>\n",
       "      <td>-2.4237%</td>\n",
       "      <td>0.3146%</td>\n",
       "      <td>0.5367%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-1.5266%</td>\n",
       "      <td>1.5581%</td>\n",
       "      <td>2.0050%</td>\n",
       "      <td>-4.4244%</td>\n",
       "      <td>-1.6169%</td>\n",
       "      <td>4.4205%</td>\n",
       "      <td>0.1533%</td>\n",
       "      <td>2.3163%</td>\n",
       "      <td>-1.0899%</td>\n",
       "      <td>-1.3763%</td>\n",
       "      <td>...</td>\n",
       "      <td>0.6617%</td>\n",
       "      <td>0.0794%</td>\n",
       "      <td>-4.3765%</td>\n",
       "      <td>-3.0824%</td>\n",
       "      <td>0.1299%</td>\n",
       "      <td>2.0022%</td>\n",
       "      <td>3.0706%</td>\n",
       "      <td>-4.8474%</td>\n",
       "      <td>0.6292%</td>\n",
       "      <td>1.0735%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-2.2899%</td>\n",
       "      <td>2.3372%</td>\n",
       "      <td>3.0075%</td>\n",
       "      <td>-6.6365%</td>\n",
       "      <td>-2.4254%</td>\n",
       "      <td>6.6307%</td>\n",
       "      <td>0.2300%</td>\n",
       "      <td>3.4744%</td>\n",
       "      <td>-1.6349%</td>\n",
       "      <td>-2.0645%</td>\n",
       "      <td>...</td>\n",
       "      <td>0.9925%</td>\n",
       "      <td>0.1191%</td>\n",
       "      <td>-6.5647%</td>\n",
       "      <td>-4.6235%</td>\n",
       "      <td>0.1948%</td>\n",
       "      <td>3.0033%</td>\n",
       "      <td>4.6058%</td>\n",
       "      <td>-7.2711%</td>\n",
       "      <td>0.9439%</td>\n",
       "      <td>1.6102%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-3.0531%</td>\n",
       "      <td>3.1162%</td>\n",
       "      <td>4.0100%</td>\n",
       "      <td>-8.8487%</td>\n",
       "      <td>-3.2339%</td>\n",
       "      <td>8.8409%</td>\n",
       "      <td>0.3066%</td>\n",
       "      <td>4.6325%</td>\n",
       "      <td>-2.1798%</td>\n",
       "      <td>-2.7526%</td>\n",
       "      <td>...</td>\n",
       "      <td>1.3233%</td>\n",
       "      <td>0.1588%</td>\n",
       "      <td>-8.7530%</td>\n",
       "      <td>-6.1647%</td>\n",
       "      <td>0.2598%</td>\n",
       "      <td>4.0043%</td>\n",
       "      <td>6.1411%</td>\n",
       "      <td>-9.6948%</td>\n",
       "      <td>1.2585%</td>\n",
       "      <td>2.1470%</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      DE  \\\n",
       "0 -0.0000% 0.0000% 0.0000% -0.0000%  0.0000% 0.0000% -0.0000% 0.0000%   \n",
       "1 -0.7633% 0.7791% 1.0025% -2.2122% -0.8085% 2.2102%  0.0767% 1.1581%   \n",
       "2 -1.5266% 1.5581% 2.0050% -4.4244% -1.6169% 4.4205%  0.1533% 2.3163%   \n",
       "3 -2.2899% 2.3372% 3.0075% -6.6365% -2.4254% 6.6307%  0.2300% 3.4744%   \n",
       "4 -3.0531% 3.1162% 4.0100% -8.8487% -3.2339% 8.8409%  0.3066% 4.6325%   \n",
       "\n",
       "       HPQ      JCI  ...      NI    PCAR      PSA      SEE        T     TGT  \\\n",
       "0  0.0000% -0.0000%  ... 0.0000% 0.0000% -0.0000% -0.0000% -0.0000% 0.0000%   \n",
       "1 -0.5450% -0.6882%  ... 0.3308% 0.0397% -2.1882% -1.5412%  0.0649% 1.0011%   \n",
       "2 -1.0899% -1.3763%  ... 0.6617% 0.0794% -4.3765% -3.0824%  0.1299% 2.0022%   \n",
       "3 -1.6349% -2.0645%  ... 0.9925% 0.1191% -6.5647% -4.6235%  0.1948% 3.0033%   \n",
       "4 -2.1798% -2.7526%  ... 1.3233% 0.1588% -8.7530% -6.1647%  0.2598% 4.0043%   \n",
       "\n",
       "      TMO      TXT      VZ    ZION  \n",
       "0 0.0000% -0.0000% 0.0000% 0.0000%  \n",
       "1 1.5353% -2.4237% 0.3146% 0.5367%  \n",
       "2 3.0706% -4.8474% 0.6292% 1.0735%  \n",
       "3 4.6058% -7.2711% 0.9439% 1.6102%  \n",
       "4 6.1411% -9.6948% 1.2585% 2.1470%  \n",
       "\n",
       "[5 rows x 25 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "points = 50 # Number of points of the frontier\n",
    "port.upperCVaR = None # Deleting the upper bound for daily CVaR\n",
    "\n",
    "frontier = port.efficient_frontier(model=model, rm=rm, points=points, rf=rf, hist=hist)\n",
    "\n",
    "display(frontier.T.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "label = \"Max Return Dollar Neutral with CVaR Constraint\" # Title of point\n",
    "\n",
    "ax = rp.plot_frontier(w_frontier=frontier, mu=mu, cov=cov, returns=returns, rm=rm,\n",
    "                      rf=rf, alpha=0.05, cmap='viridis', w=w, label=label,\n",
    "                      marker='*', s=16, c='r', height=6, width=10, ax=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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n7R7qQ3o9OWUwMhk9jhdd2qZXAgiC4AV8BawUBOEZXAUCNoqi+HlPE4qi+DrwOsCsWbPEAwdGZ0bG999/z+pbLsfLYObAI66MljJ9Axe9eoSXP/6egrwcHrn/Tubd9Cib77+Wha+9Q2BsHJrsA1S9/BjbPv6723x2u53TTruFsLB0zjrrLObNm9dxbd0b67hwwRn87pKre7WnWFXOHWsf5poZF3L2zCXDcs/tXPvirfzu8qtYcfrSQY1rtpkI9OpJiWzoUOk1nHXbNfzzn/9ELpeKbg0n7T/wJcYOkk/HFpI/Rx/Nzc2sX78enU6HyTSQiu6e55133plw0UUX1b7//vsd1U/nzZs3qby8vFvucnZ2trfRaJRXV1cfam/785//HLtx48bQJ598Uucpm+HYdZCrBEGIAWj7bC/Rp8ZVLrSdeFx6oEM5/hZcaRmLACtwOfB3BoDD0U3/ftRgMBhcO8vyzmcEtaGZgGBXrYYqnQaFrz9VqnIEAfyjYwBoVFcSG969gm5FhRa73Yndbic9Pd3tml6vY+H02X3aU1RZhs1qJy2qW/GtIef82Wfz3x3bcIrO/jt3odE6/D8MEqLjCPT1p6ysJ2lYiaFEegAZe0g+HVtI/hxd7N+/n3/+85/s3bsXk8mEX2gUyBTGkbbraD788MOwiy66qL5r26pVq+offfTRmKP7btiwIeycc85x67t69er69t1kT3KsO8if4yqT+njb52dd2t9v29mNxSV0/8tQjRcEYQIuRY2zcJUFdOLaofYZiNHt6QyjEbVejdPuJDyg81a0da34h7q+f6r1GgS/EKrVZchkQse9GLUa5sQGd5svJ6cIh8P1+mXChAkd7c3NzZiMJqalZ3Yb05VCVRkmo4nEiP6q9h4/K2afyYZd/0GlUZMUnzjgcd5yr2G0qpPpaZkUFhZ2e9CQGFqknamxh+TTsYXkz9GB1Wrl3XffZc+ePbS0tABw6aOf4R8Zwds3ndrv+LioSOtAlCcGSlxUpLWv67/88kvB0W1///vfq//+979XH91+tLoFwIIFC0wlJSW5x2fl4BmIzNu/gSVAuCAIauB+XIHtJkEQbgQqgUsBRFHMFQRhE3AEsAN/EEXR0TbPOuBVURT3Hsv4Nu4DHhZFURQE4SvgD8BhXOVVT2jUejU4RFKiOwNkTb2JwAjXhrpep8Z3QjTVVRoEeecPKYu2kokLuwexxcWVGI024uIC3dpVKhURE8L6fVjIKS0kLSoZpWL4g9AAHz+mxk/mfzu+5earrh/29QbLGXMX88aXH/bfUUJCQkJCYhgpLS3lzTffRKvVYrVakckVXL/OVUTS6bAPaI6BaBZLDCBAFkXxil4undlL/0dwlTM9uv03Xf5eO9jxbdf+3OXvZlw7yQOm/WDdaKSkrATsIpOiO5VPKuvtxMx2pTjotWqCEmdRWf49isCgjj5mjYrJk+d2n69Eh0Lh5Xa4DECr1ZIS0/eucKvJiKpKy/KMJcdxR4PjipMu4ImtL3L9xavx8RnQCwEsDs/IIp5z8pk88ObzmEwmfH2HN+d5PHP0ARqJEx/Jp2MLyZ8jhyiKfPrpp2zbto3GxkYA5lx2GzNW9H6WSOL4GL05B8PAaM6fUqlUCCIkR3bmE6sabCQmu17rV+s1hMSlYGuqJXjiJAAcNhuWulqyspJ7mK+WgIBAoqOj3dr1ej1TUzP6tKVEVY5SqWRiRPd5h4vpSVlYzXb2Hc4e8JhgpWeC1ZCgIKLCIiguLvbIeuOV0XxGQOLYkHw6tpD8OTLU1NTwr3/9i//+978dwfGa9b9IwfEwM64CZLt9YK8fPI3FYsFsM+Mll5HWJUDWNphJTsnAarXS1FhPUHQittY6YuYvAqBBoyLAV4mPj3sqkc1mw2Boxs/Pj+TkZLdrep2OOZOn92lPYWUpxlYT6THJffYbSgRBYOnUU/li5zcDHlNjbh5Gi9yZN2kaRUVFHltvPKJQDLWojsRII/l0bCH50/Ps3LmThx56iJycHCwWC1GT57JmfU9HuySGmnEVICuVQ5aTPqQYDAbMNjMyh0hGjCtANlpsNJmdxCQkodepUSh9sJlNOK0WohacBECjWk1kaGC3+YqKKnE4nFitVlJTUzvarVYrdbV1LJw+q0978lVlyESB6JDIPvsNNRcuWMHuQ/uprasdUP84P88dal228FRKS6S0reHEZvN4JVGJYUby6dhC8qfnaG1t5dVXX+Wdd96htrYWURS5dO12zr3r5ZE2bdwwrgJks9k80ib0iMFgwGw1I3NAdLAr/1ZjaMbXPxCZTIZeo8bLL4BqjbvEW5NWTVKkf7f5jhwpxm534O3tjZ9fZ06zTqcjKCCAAL/usnDtiKLI4eICsuIyPJ5vFhkcTmxwNN/9/OOA+pc2Vw2zRZ2cMW8xDfUNNDQ0eGzN8cZofYCVOHYkn44tJH96hry8PB588EF++uknjEYj3v7BrFn/S7czRRLDy7gKkEfrASuDwYDFYkEhk3WoS6gMzfi3aSBXV2mR+QZRrapAJuuUq7NoVaSnRHWbr7i4ErPZ1u0/k0qlIjGqp8KGndQ21tPU2sKUqIlDcWuD5sL55/DFru0DynWbHNL3vQwlSqWSlNgECgq6qdVIDBFWa59KQRInIJJPxxaSP4cXp9PJpk2bWLt2LWq1GrvdzvK/vsJVL24badOOG7lcPiczMzNr0qRJWVlZWZO3bdvmtrv3wAMPRHp7e8+ura0dNYfFxlVCkdE46vSzAaiursZmsxIk73xe0da14heaDECVXoMiMIyGajVCl0cai7qSiSfN6DZfaWkVCoUPQUFBbu16nZ7Jiand+nelqKIMhVxOemTyMd/P8XDalEW88NWblFSUkZHat+5wdl0FM0KHv5BJO4umzOJgSQkLFizw2JrjCW9vbywWj1YSlRhmJJ+OLSR/Dh81NTWsW7eOoqKijq/xcOUaX3TJ5Wk1BsOQvQ6ICA+3fvLRf/rMQfT29na2l5T++OOPg+699974ZcuWdew4ffTRR2FTp05tfe+990Juu+22geVZDjPjKkDumm4wmlBXqcEB8RM6d7g19RZColxFM/SaSoKiEtAd2ucm8WbUaZg69cJu82k0tQQEBBAX577DqtfruGT+GX3aUqgqpamphbRozwWeXfHx8mZu8gy+3PltvwGyJ4NjgHNPOZNPHv0aURQluaNhQPrFO/aQfDq2kPw5POzatYsPP/yQuro6RFEkcfbpLP3jv4ZtvRqDQfnoyx8OWUL5vbdcOqhgu7GxUR4cHNyhmpCbm+ttNBpljz/+uOqxxx6LGS0B8rhKsRitO8hqnRocTjIiO/V/KxvsxCWkAKDXaQiOScLWZCA43ZX6YGpoQLBZiIsLd5vLbLZQV9fiSglISeloF0WRKn0Vi6bP6dOWI+XFhPqHEOLfvTqfp7h00Xl89fPOfuvKZ9dV9Hl9qJmVORWH3YFer/fouuMFb2/vkTZBYoiRfDq2kPw5tJjNZl577TU2btzodhBvOIPjkcJiscgyMzOzUlJSptx+++1J999/v6792oYNG0IvuuiiuuXLl7eUlZX5aDSaUbF5O64C5NG6g5xXkIdoF8mI6cwZVtVbSUhKxSmK1NbomRCfhq2ljuj5CwFoUFcSGuzfrSJeQUEZTqeIw+Fwk3irqalBIVcQF9Wt9HkHTqeT3NIipsdPGtobHCRZCZNw2kT2HjrQZz9P7yDLZDIyk1KlPORhQtqdGntIPh1bSP4cOgoLC3nggQfYvXs3RqMRL9+AMX0Qrz3FoqysLHfz5s1FN9xwQ0p78bbNmzeHXnvttXVyuZwVK1bUb9y4ccIImwuMswC5vx3JkcJgMCAXBFIiOnPWtQ1mklInYqjWgyDDKYLDaiJ6wSmAK0CODetZwcJqdRAQEOCmWVlZWUlMeN+ybZV6LYJMIDMybYju7NgQBIFl007jix3bERF77ZfToPagVS5OnTlfknsbJqQT8mMPyadjC8mfx48oinz88cc8++yzVFZWYrfbWfqn57jm5W9H2jSPsXTp0tb6+nqFTqdT7Nmzx7eiosJ7+fLlGXFxcdM+//zz0I8++shzGq59MK4C5IGWMPYkRqPRVSREJiM9yiW/1mg0Y7ZDRFQsVToNSr8AatQVyAQB/9hY1zithtS4kG7zFRerMZlsBAS4S7npdDoy4vvecS1WleF0OEmNHJn8465cMH8FP+UewFDbeypSZlDvu+HDxcolZ1FWViZVlBoGpBPyYw/Jp2MLyZ/HR21tLU888QRffPEFTU1NgOsgXuKMxSNsmWc5cOCAj9PpJCoqyr5x48bQO++8U6vRaA5rNJrD1dXVh/R6vbKwsHDEn8bGVYA8Gl8PGQwGzHYzgk0kPdoV1KpqmvELCHZpIOs1yHwDqVaXuUu8qStJT+suc1ZeXo23ty8hISFu7Xq9nhkTs/q0pbCyjJbmVlLaDgeOJOFBoSSExPHt7l299ilrqfGgRS6SYuIJ8PWnvLzc42uPdby8vEbaBIkhRvLp2ELy57GzZ88et4p4MVMWjquKeO05yJmZmVmrV69OfeWVV8oVCgWffvpp6GWXXdbQte+KFSvqN2zYMOK7yKMiEdpTjMbXQzU1NZjNJhSiQICP64ePtrYFv5AIAKp1GgS/EOqrNG4SbyadikmTpnWbT6Opxc/Pj8RE9yC3Sqdn/rS+K+jllBWSGB6Hj9foOIhx0fxz+OyHrVxyzkrk8u7SiLF+I5OmNC01g8LCQtLSRjYVZawxWkvBSxw7kk/HFpI/B4/NZuOdd97h559/prW1FYBL124f0VzjiPBw62CVJ/qbr78+DodjX0/tGo3m8NFt69at83z+ZA+MqwB5NP7nNhgMWKwWAuWdsmHaulYCwjIB0GvVBIbHUlOcj6ItbcJht2OpqWHKlBS3uVpbjTQ0tKJUhriVmG5ubsZkMjEtPbNXO8wWC2UaFWekj55XPadkLeT5r9ZRXFbKpPTuhUtqLS34KzwfzJ8xdzFvfvWJx9cd68jl8lH5f1Ti2JF8OraQ/Dk41Go1b7zxBhUVFdhsNmQKJde/8cNIm0V/msUSLsZVisXRig+jgeqaahx2B0E+na+uVA1WQmNcecB6rYqg6ERsjQaC0jMAaNJp8fPxIiDAvTJgXl4JTqfrUFtMTGd+rkqlIjIsvM/7L1VX4KX0YmJ4Sq99PI23l5J5KTPZunN7j9cDRiA4BjjvlGVoNZpRe+jzRKX9RLPE2EHy6dhC8ufA2bZtG48//jjFxcXYbDbmXHbbqAiOJQbO6IsYhxFR7F0RYaRQ6VTgEEkK7TxAWFFnI67tQF1NlY4J8enYWuqJmuuq4NaoVhEZGtBtriNHSrFaHQQGBroFwxqNhtSYhD7tKFKVYTZbSI9JHoK7GjouW7ySr/fswmjqrmFtc47MQbmQoCCiwiIoLi4ekfXHKlLxlbGH5NOxheTP/mltbeWll15i06ZN1NfXA66DeDNWXD3ClkkMlnEVII9GKjQVYBeZHNsp2aZpsBKflEpzcxNmsxG5bwAOq4mYRScD0KRVkxTRPUAuLq7sUcGiSqdnakpGn3bkq8qwW+zEhUYPwV0NHZNi05A5ZfxycH+3a05x5HYz5mRMoaioaMTWl5CQkJAYXeTn5/PAAw+wZ88ejEYjfqGR4+og3lhjXAXIozHFIjc3F9HuJK1N4s0pOtE1WEhOm4Req0bp649BU4FMgIA41y6wWVNJalJEt7nKyw34+voTHu5eXU+n1zF3yow+7cgpKWByXDpyWffDcCOJIAicPe10vtjxTbc3AL4jlGIBcNai0ygrLR2x9ccio/ENj8TxIfl0bCH5s2fatY2ff/55NBoNDoeDFX/bwOqnt4y0aRLHweiLGIeR0Xa4QBRFWowteCnkpEa6dpDrmsw4BDmhYRHotWoUfoFUq8vdJN7MmkoyMrqnTGi1dfj5+blV0LNardTX1TNvyvRe7WhobqKmvpap0X3vMgNs2vEpH3z3CQeLD2OymAd5x8fGyvln88uRQ1Qb3GXdGqytHlm/J86cdxL1dfU0NjaOmA1jjdH4ACtxfEg+HVtI/uxOXV0dTz75ZDdt45j0ySNsmcTxMq6+20ebhmNLSwtmmxm5CBltGsjq2hb8A0MAqKnSIvgEUa9Xu0u8aTVkZSW7zdXQ0ERzswmZTEZ6enpHu0ajITgwiAC/7ikZ7RRVluLlpSQtIrnXPgAWm4WXt2/kq8rv+Pvmf3H2w6u58pnf8/B/nuXjH7aQW56PzW4b1NdgIIQGhJAclsA3P+50a4/yCR7ytQaKUqkkOTae/Pz8EbNhrCEVXxl7SD4dW0j+dGfv3r08+OCDHD58eFxqGw8GuVw+JzMzM2vSpElZWVlZk7dt2+ZWCviBBx6I9Pb2nl1bW9vxGnvDhg0hixYt6ti5++qrrwIyMzOzbLahjzN6YlzJvI22KkA1NTWYrWZkdkgI8wPcNZB1WhXeE6KoUauQ+7u+lywtzYgmI8nJ7rnCubnFOJ0iSqWSCRM69YE1Gg0JkX1XnCuqLKOluYW06L4r6OWWFxAQ6Mu/7rkTAKPZzMEjRzh4JJ9PC7ZSs6sek8lMSkQiWbETmRw7kXmTZhIdGjW4L0wPXLTgXD788TMuP++CjhLala21TAr2fDW9dhZMnsnhkhIWLFgwYjaMJRQKBZ76wSfhGSSfji0kf7qw2+0d2sYtLS3AyGsbD4bVq85Oq6tSD5kOcmhUvPWDz77qUzrO29vbmZ+ffwTg448/Drr33nvjly1bVtB+/aOPPgqbOnVq63vvvRdy22231QJcd911DevXrw9/9dVXQ2+88ca6P/7xj4kvvfRShac2O8dVgDzaSk0bDAZMZhNKQeh4daWubSEw3JUvrNeqCY6fTtmRAwS3SbzVVVQwIdi/26uugoIyLBYbMTFHlZjWapmclE5f5FaU4O/lS3hg34VrDpbmEBcf2fFvPx8fFs+ezeLZszvamlpa2HvoMNn5Bbx/6DBvfPceH9/1Jl6K4/uGPilzPs9ufY3C0mKyMlx6zhODRvZA4XmnLuWzx/+KKIrS6e4hQPrFO/aQfDq2kPzp2nRq1za2Wq3I5F5cv+7HkTZrUNRVqZVf35wyZM4869WyQQXbjY2N8uDg4I6c19zcXG+j0Sh7/PHHVY899lhMe4AM8PLLL1eeddZZk3Jzc31nzpzZumzZMo/lVo6rANlo7C4VNpIYDAasVgt+XYqEqBpshCe4dnKr9RpS563C1lJH5OxzAZeCRUyYf7e5iorUWCzObk+wer2eyxed1asNoiiSW1LA1PjMfoO8/RU5zFrYd15VUEAAZyxexBmLFwFw451/58fcPSyZcXKf4/pDqfBiQdoctu7Y3hEg5zSomD5h5Mpiz5k8DbvNTlVVFdHRo0v940REqVSOurc8EseH5NOxxXj35/bt29m8eXOHfNv0lb9h7oU3jbBVJwbtpaYtFotgMBi8tm7dWth+bcOGDaEXXXRR3fLly1tuuukmH41Go4iLi7MDZGVlWVetWlX39ttvRxQWFuZ40uZxlYPs5+c30ia4oa/SIzpFogI71RjUDXbiEpOx2Ww0NtTiOyECh8VI7EmnAtCi1ZAa2z33trKyBl9fP7dATRRFqqqqWDh9Tq82aGuqsDsdZEX1vctsd9g5oink5Hm9z9UTixfM5PO92wY1pjcuW3Q+3/z6I61G1wPkSAbH4DqwkpmYRkFBQf+dJfplPP/iHatIPh1bjFd/mkwmXnnlFT744AM3bWMpOB447SkWZWVluZs3by664YYbUtoLz2zevDn02muvrZPL5axYsaJ+48aNHXmiDoeDHTt2BPn6+jqLi4uHLC1kIIyrAHm07SCrq9RgF0mL6Ez9UNdbSExOR69To1D6UletQxAEAuJdwaBVXUFqSve8W52uHl9fXzcFi6qqKpQKL2Ijes8BLqosQxQF0qKSe+0DkF9ZhLevksiwsEHd46XnLGdf5WH09dWDGtcT6TEpeKHg5/17AciuqzzuOY+Xk2fMpaRYqto5FHh7j5xsn8TwIPl0bDEe/VlYWMgDDzzAzz//jNFoxCc4XDqId5wsXbq0tb6+XqHT6RR79uzxraio8F6+fHlGXFzctM8//zz0o48+6sj3fPzxxyMzMzNNL7/8cvmtt96a6MlqjuMqQB5tO8hFJUWIDidZsa60CKfoRN9kISktA71Og8LXnypVKTJZZ46ySati8mT3w3QGQwOtrRYEQSA1NbWjXa1W9xkcAxSqymhuaiI1qu/d2IOlOcTGhffZpyeCAgJITYlj6y/fDHrs0QiCwPIZZ7KlTRN5RujI7iADnH/qMsrLy6TT3UOAxWIZaRMkhhjJp2OL8eRPURT59NNPefbZZ1GpVNjtdpb/9RWufG7rSJt2wnPgwAEfp9NJVFSUfePGjaF33nmnVqPRHNZoNIerq6sP6fV6ZWFhobKyslLx8ssvR61du1Z9ySWXNEVHR9ueffbZwQcix4iUgzyCFBQWgF0kta1ISFW9EZnCm4CAIKp0GmS+gdTr1chkLnF2p8OBuVrPlCkpbvPk5BTicIgEBfnj79+Zn6zVapkYm9ynDbllhcRMiMLfu++HhwOVuUyb1r9Ock+sWn46Gzds4YazViMIx/dMdt6cZVzz8mfoa6qp8bKMeJpFWkISfkofKioq3B5OJAbPeM9vHItIPh1bjBd/1tfX89Zbb3HkyBHMZpfev7RrfHy05yCD6+HjlVdeKVcoFHz66aehW7ZscStLu2LFivoNGzaEHjp0yPe2227Tx8bG2gFeeumlytNOOy3z6quvro+Kihr2XalxFSCPph1kURQxW80ovWSkR7oCZE1tM37tGsh6DYrACIwGHfI2u5v1Ony95AQHuytVFBSUYTb3UGJar+fUxWf3aoPNbqOwsoyTk+f3Y6uTQ5VHuHLNHYO9TQAWzpzJq29v4tf8g8yfPLv/AX0wISCYtPAkvtn1PVdddNlxzTVUTJ84md27d5OSkiKpWRwH4+EX73hD8unYYjz4c//+/bz77rsYDAYcDgeRGbM4757XRtqsISU0Kt46WOWJ/ubrr4/D4djXU7tGozl8dNu6devUPfVNT0+39dR/uBhXAXL7k+BooKGhAbPNjMwhMDHGlWKhNrTgP8GVEqHTqAiMjENVmk9w2kTXGI2KiAndC36UlGiw20WCgoLc2vU6PQunz+rVhlJ1JQqFgknhyX3aWqgpRfCSkRBzbEoNMpmMubOn8Pm+r487QAa4eOF5vLf7Q+aecRKTJ8T32Ke+qZEyTSXlWhXF2kpKNJUsm3MSFy89Z8iD2Mdv/SuX3H0zGzZs4Morr0Sp9Og5gjGDl5eXJCM1xpB8OrYYy/50OBy89957/PjjjyektvFg6E+zWMLFuAqQR1PgYjAYMFqMyB0Q4u+yS1NnJDBiKgB6nZrIUxZha64jcvYKABrVapIiugfIlZUG/Pz8iY/vDBYbGxuxWCxkpfaeFlFUWYbNaictOqXXPgAHi3OIiRnc4byjWX3+Ofzxr4/S0NJISMDxVcBblDGHp794BVN1A87gWLQ1Va5gWKemUFNOQXkJTa2tKL2UGI2tiA5ICovn6bdfY8+h/dx3858J9O+9suBgiQwNZ+vzb3P5PX9g3bp13HDDDfj6+g7Z/OOF0VYKXuL4kXw6thir/tTr9bzxxhuUlpZitVoRZHJuePOnkTZLYoQZVwHyaHryrampwWI24yvvzMlVN9qJTE/EKYoYqvUkh8fhsBiJOdkl8WbRqUlNdM9PF0UnOl0DPj4+pKR0BroqlYrI0PBuBUW6UqAqxWwykxQR16etBytzmZLZtwxcf0SGhREdF86Xv37L6tMvPK65vBReLEqfy6Yfv+K+154GQUAUoaW5hWDfIDJj0shITiE5Ip7EiHiigsMRBIH6lkb+/M79XH7X73niT/cydWLfms6DIcAvgM+efpNr77udV155hTVr1hASEjJk848H5HL5mP0FPF6RfDq2GIv+3LlzJx9++CH19fWIokjWWVey8Io/jbRZEqOAcRUgt5coHg0YDAZsdhuhio6y46jqbWQkplBXW4MINNXXIQgQ2FY4xKKpJOOcNLd5dDoDZrMVhcKbxMTOA2tarZaU6J7TD9o5XFJIRkwqCnnvXxdRdHKgIof7rrj5GO7SnXPOOIX//ncbly9ZddyH9f5w9g28vOd9FiTMJj00kcSIeJLC4wjy6/112ISAYNbf/CwvfrmeG//5f/xx9fVcdd7FQ5ZyoVAoePfhF/jTk//klVde4cYbbyQyMrL/gRIAeFK+R8IzSD4dW4wlf1osFjZs2MCvv/7acYBfOogn0ZVxJfM2mv5z66v14BRJCOvUlVTVm0lKmYhOrULpF0CVugyZjI5dYKNWxeTJyW7z5OQU4XC4Kuh1TSGp0uuZljap1/WbWprR11YzLab3PgDlVWrs2ElPSuqz30BYdvJiqlpryC0//sIagX4BrDnrCm5ftoZz5yxlWmJmn8FxO4Ig8McVa3j00nt5+T/v8qcn7qehufG47WlHJpOx9u4HuXDxUl595RUqKiqGbO6xjnTAcewh+XRsMVb8WVpayoMPPsju3bsxGo0o/YOk4FiiG+MqQB5NVOoqEe0ik6Ndsmx2hxNDi43ElIlU6zUofAOpr1LTniFhaW3F0dzMxInuu8JFReWYTN0VLHQ6PfOmzOx1/aLKMry8lEyM7C//+DDRMUMjOyiTyZgxfRL//XVoKuvJjuPbd176DP5z2yvotQYu/7/fcyBvaA/G/v23t3PrRdey/k2XVJCEhISExMgiiiJffPEFTz31FOXl5dhsNpbc8i+ufvH4dfolxh7jKkAeTU+/uXm54BCZFOtSntDVtaD09sXHx4fqKh34hWAy6JC3HfZqUFcSEuTXLae4uFiL0ym45btarVYa6utZMHVmr+sXVpbR2tJKWnRyn3YerMwlM6PvIHowrD5/Bd8c2UWr5fg1qRXi8X37BvsF8fpvnmBZ5hJ+99BfeWvzv4f0LcNNF1/FQzfdwQf//je//vrrkM07VhFFcaRNkBhiJJ+OLU5kfzY3N7N27Vo2b95MY6PrreGa9b+QOu/0EbZsfCCXy+dkZmZmTZo0KSsrK2vytm3b/AEKCgqUgiDMuf3222Pb++p0OoVCoZh97bXXJn7yySdBM2fOzGz/3Wy328nMzMxqHz+cjJ6kXA8wmlIsVCoVglMkNdLlY1VNM35BruqKOk0lAeGx6DQ/E9Qm8daoURMd1l15QaWqxc/P3y3/WK1WExIYjI+PT7f+7eRVluAj9yYyqHd1ClF0cqA8hz+tvOaY7rEnkuLiCAkPZPu+naxcvPy45jLJrARzfGoRgiBw09KrWJA+i3s3Pcbe3EM8dOtdhIVM6H/wALjwjBWEh4Ty+3/9jZaWFk4/Xfph3BsymWxU/R+VOH4kn44tTlR/Hj58mA0bNlBdXY3D4SA4No2LH/n3SJs1Yqy+eGVaXU3V0OkgR0RZP/j48z6l47y9vZ35+flHAD7++OOge++9N37ZsmUFAPHx8Zavv/46BNACbNy4cUJ6eroZ4KKLLmp66623wp977rnwO+64w/Doo49Gzpw5s3XZsmWtQ2V/b4yrAHm0HNJzOByYbWa85DImRrnyZjV1LQSEunSGq3RqgqcswfbDViJnLwOgRaNiTqy7PJooOqmqakCp9O5WYjoxKpbeEEWRnOICpsVn9rmrrq2tosnaQlZ6Wq99joVlpy7kv7u+Pu4AOdg+dFJqM5Kz2HT7a9z13kNcftfveey2vzKvjx34wXDK7AV88MiLXHPfn2hpaeG8884bVW8zRgtSue6xh+TTscWJ5k+n08mHH37Id999R3NzMwCXPvoZgTExI2zZyFJXU6X8+tnfDJms11l/XjeoYLuxsVEeHBzcIYfi4+Mjpqenm3bu3Ol36qmnGj/++OPQCy64oE6r1SoBXnrpJdXJJ5886dRTT21Zt25d5K+//po3VLb3xbhKsRgtVYDq6+sxWU3I7AIpEa4dZG2diYAI1y5wtV6Df3gcdnMrsScvAVwKFmkp7v+pVSo9FosduVxObGxnQKzT6Zic1HvZY21NFRabhazIvgPfA235x31JxR0L55yxhGJDBSXasuOap0bZMkQWufD39uPFGx7l/GlncceTD9Dc0jxkc09Nz+TzZ96k4HAuH/z7gxP6VeVwMVoeYCWGDsmnY4sTyZ+1tbU88cQTfPXVV23BscCa9b+M++B4pGgvNZ2SkjLl9ttvT7r//vt1Xa+vXr267t133w0tKSnxksvlYmxsbEcAn5SUZLv55purlyxZMvkvf/mLzhNlpmGcBcje3t79d/IANTU1GM1GvBBQKFwuUDXYiYlLorWlGZPJiMliQRBEAhOTATBrVGRkJLjNc/hwIXaHg+DgYLcgtkpfxezJ03pdv6iyDAR5/wVCKnLJSDt+9Yqj8VEqycpKYctxHtaLM4cMjUFdEASBG06/nGDvIA7n5w7p3AnRcWx9fiPqsnL27t07pHOPBUaTTrnE0CD5dGxxovhzz549PPTQQ+Tk5GCxWEiat4w16/eMtFnjmvYUi7KystzNmzcX3XDDDSld03Uuvvjiph07dgS9/fbboRdffHHd0eP/+te/VjscDm677bZaT9k8rgLk0VJq2mAwYLFYUMg7X7NX1luJS0xBp1Wj9PWnWlWOTCZDJpMhiiKmKj3TprnvChcVVWA+SsFCFEWqq6pYNH1ur+sXqkppbmoiLbrv4PdgRQ6LZs08tpvsh0vPXc7/Dn2HzX7sP3DL/QxDaJE7U+MncTBv6NUnQoNDuPmiq9m1c6e0i3wUo6nSpcTQIPl0bDHa/Wmz2Vi/fj1vvvkmNTU1iKLIpWu3c+Ytj4y0aRJdWLp0aWt9fb1Cp9N1vJLw8fERp0+fbnzllVeir7766vqjx8jlco+nJo6rAHm0lP81GAw4HQ5C/Lw62jQNFpJTM6jSa5D7BlBXpUYmcwVQzdVVeMsFQkOD3OYpLdUDcsLDO2XY9Ho9Si8l0eERva6fU1ZEzIQo/L39eu1T1VCDobWOWVOGrtpcV7LS01H6K/j+0O5jniPNOHxFOBZnzONAQe6w5Nxdd/6lWI1mcnJyhnzuE5nRkgIlMXRIPh1bjGZ/ajQaHn30UXbu3ElraysyhZcrpSKwf318Cc9y4MABH6fTSVRUlFtZxrvvvlt///33q6Ojo0dFsvuJk1A0BLRXyxlpNHoNOEVSI10qExarnXqjnfikVPbv/RmZXxCmWi2ytoC+Ua0iPKS7oolKZcDX16+bgkVsRO+Bo9VmpaiijFNTFvRpY3ZxDpFRYUOef9yVkxfNZsu+bSybfdoxjS/005NhjB5iq1xMTczk+a/foKm5iQlDpGjRjkwm4+rlF/LZjm+ZNq33VJjxhre3NxaLZaTNkBhCJJ+OLUarP7///ns++ugjGhoaEEWR6St/w9wLbxppsyS60J6DDK433a+88kr50Tntc+fONc+dO3d0vOpnnAXIfn6975h6kjJVGaLdydR415OtqrYZH78AFAoFVTo13iHR2PTZBKW4DtE1qlXER7gHyHa7naqqRpRKX9LSOg/b6XQ6MuJ6zy0u06jw8vIiI6Lv/OMD5bmkpfRdqvp4uXTF2dzw5d/R1eqJCRt8oDtcwTFAeFAo3jJvCstKWDCr93SVY+Xmi6/mrS2bKC4uJj09fcjnPxEZjb94JY4Pyadji9HmT7PZzIYNG9i7d69ULnoQhEZEWQerPNHffP31cTgc+3pqnzRpkrWoqKjbgZ+2XGO3fGOj0XjgmI08BsZVgDxadpAP5x5GtIukt0u8GVrwD+7UQA6KycL263dEzVkKgEmnJj3RXa+4vFyD3e7A11fpnmKh07HklBW9rl1YUYrZYh1AgZAcLr/yrG7t/3rlNRbMmM6SxYsGdK994e/nR1p6PFt+2cZvVwxea3k4d5ABsuIyyM7LHZYA2cfHh4uXrOC7776TAuQ2RuvulMSxI/l0bDGa/FlaWsq6devQaDTY7Xa8A0K46oWvR9qsE4L+NIslXIyrHOTRsoNsqDUgFwTSItsl3lrwD3XJtFXrNQRExrsk3k5aAoBFVUFamvtubk5OEXa7k+Bgd21kvV7Pwumze127QFWK1WwlMbx3neT65ga0DVXMnTrVvb2xgd37D/LCxvd4e9NHiOLxC8ZfuHwZWw5+g8M5+JSj4QyOARZPcuUhD5cw/p3X/BZ1RSVqtXpY5j/RGC2/eCWGDsmnY4vR4M+u5aIrKiqw2+0s/dNzUnAsMeSMqwDZZDKNtAnYbDbMVjMKBCZGu3aQtQ1mgqMSsdlsNNTXYhNlCAIEJrvSIEw6NZMnuytOFBdXYjS6K1g0NjZitVjJTO59R/JwaSGZsWko5L2/PDhYnEN4xIRuJ5azc/MIDQriz5dfwFe7fuDB51+i9Th35efPmIZNbuPnIz2+femTUt+a41q7P6YmZlKiqaSpuWlY5g/wC+CcRUv47tvvhmX+E43RfkJeYvBIPh1bjLQ/W1paeOGFF7qVi06csXhE7ZIYm4yrALmv0sueora2llZLKwonRAa77CmvsxMbl0R1lQ65lzcGnRqZTEAmk2Ezm7A1NZCZmeg2T2mpHrlcQXR05y6qSqUiKiyi14N1jS1NVNXWMC16Up82HqzIITm5+w5zdn4B8eGhRISEcO/Vl6Ov0vOXRx5Ho9f1MMvAWTB3Glv2DV4TOcEcelzr9kdUcDgyUUZpRfmwrfF/1/2eooICqqurh22NE4XRfEJe4tiQfDq2GEl/5ufn8+CDD7Jv3z5MJhNBMSlSvrHEsDKuAuTR8MPaYDBgNptQCJ1felW9lbikVPQaFUq/AOr0nRJvDapKggP8ulUwUqlq8fX1Izk5uaNNo9GQFuteTKQrRRVlKL2UpEX2rX98oCKXBTOnd2vPzstn9iTX7rRS6cVtl6widkIQf3n0CfYfPnbJssvOW8FPpfupbeqmDd4nVcrh2dltRxAEJsdmcDBv+OTYIkPDOXXmfL77TtpF9vLy6r+TxAmF5NOxxUj4UxRFNm/ezPPPP9+Rb7zq0fe55NH/eNwWifHFuAqQR0OZzJqaGiwWC15dioToGswkp06iqkqLzDcIo0GLzMdV9a9RoyYmzF3BwmazYahtRqFQuClY6HV6pqRk9Lp2kaqMlpZW0vs4oNdkbKbcoGL+DPcAWV9TTV1jE5lJnQG4TCbjsjOXcNacmTz80qt89vW2Y8pLDgsJIT4hki9//XZQ4ybYhj+nfGHGXPbn5+Icgnzr3rj7+j+Qc+gwDQ0Nw7bGiYDdbu+/k8QJheTTsYWn/dnY2MgzzzzDli1baGpybYisWf8LYTHSwWaJ4WdcBcjDUfRhsBgMBhBFYkNcAXCryUqLVSQmLoFqvQZZwARsTTUEpbh+ADRrNSRFuQudFxVV4LA78Pf3x9+/M3iu0uuZP3Vmr2sfqSjBV+5DRFBYr30Ol+YSGhqM31HpKNm5eYSHBPWYvrF4+hR+t3I573z6OWvXbzym6njnLT2Vzw8OLsBuVQz/gZEZSZMpVlfQ0tIybGukxCUwZ9JUduzYMWxrnAjI5fKRNkFiiJF8OrbwpD8PHTrEgw8+SHZ2NmazmciMWVJKxQlMZWWl4rzzzktNSEiYmpaWNuW0005LP3TokLcgCHNuv/32jpxOnU6nUCgUs6+99tqOvNIXX3wxbOLEiVPS09OnpKWlTbnvvvuiALZv3+4/ffr0zMzMzKzU1NQpd9xxh1tu6A033JAQGRk5/Vhjv5HfUvUgw1n0YqBo9BpEh8jESNfup6q2CV9/V+Cp01QSFJlAec6vRM4+AwCLpoLU5Bi3OXJzi7DZnAQFdVbWs1gsNDQ0MC9rRo/riqJITkk+0xIy+yzXeLDsCAmJ3dUhsvMLSI7svTpfckw0f73qUl78+L/c+8Qz3PuH3zEhOKTX/kezZOEC3nxvM9klucxMH1jxDC/n8H/7xkyIwml3UlZZyYwpU/sfcIzcde3vueIff2TZsmWjRm3F00ilt8cekk/HFp7wp9PpZNOmTXz//fc0NzcDcOna7VJFvCFkxYUr0jTVmiE7cRkXGWf93+b/9Sod53Q6WblyZfqVV15Zu2XLllKA3bt3+2q1Wq/4+HjL119/HQJoATZu3DghPT29o1jIpk2bgl5++eXIbdu2FSYnJ9uMRqPwyiuvhAHceOONKf/+979LFi1aZLLb7WRnZ3fs7DkcDr788suQmJgY6//+97/A8847r3mw9zWuAuTRQEFJAdhFpsW7glu1oRX/ENeObpVOQ/C8WdhNLcScdCoAZo2KzLPdT+gWF6sxGq1uAbJarWZCUHCvBxG1NVXYHA4mR6b1eL2dA5U5nHa2u0ycKDo5lF/IVUtP7XNsoJ8fd191KW/+90v+/NBj/O0Pv2diSnKfY9qRyWTMmTWZzb98OeAA2RMIgkBm7EQOHjk8rAHy9IzJTIxPZufOnSxfvnzY1pGQkJAYrdTW1vLGG29QWFjokpQTZKx56+eRNmvMoanWKOfeN3fwr3p7Ye+De/sMtrds2RKoUCjEu+66q0N6avHixaaCggKlj4+PmJ6ebtq5c6ffqaeeavz4449DL7jggjqtVqsEeOKJJ2Ief/xxdXJysg3Az89PvPPOOw0AdXV1isTERBu4UmjnzJlj7rpmRkaG6ZJLLql///33Q48lQB75LVUPMlx6toPh0OFDiA4nKZEueTaXBnIcTlHEUK3DKVciCBCcmo4oipj0WqZOda96V1amR6FQEhPTubOsVqtJiHTfae5KYUUpoiiQHt17BT2TxUxxVRknzXEPkFVaLSaLmeSY/nWHZTIZv111DtOTE7n3yWfY9cuv/Y5p55qLVrGj4GdqGmr77wzYZJ7Jh1swcY5LD3kY85AB/nL179jz88+j4jDpSNDXmw2JExPJp2OL4fTn3r17eeihh8jNzcVisZA0b5kUHI8RDh065DtjxoxeNWFXr15d9+6774aWlJR4yeVyMTY2tiN4Lyoq8j3ppJN6HHvTTTdVTZ48eeqyZcvSnnzyyXCj0djxDfr++++HXnbZZXVXXXVV/TfffBNssVgG/c07rgLk0ZAP12pqRSGTMTHaFSBr6i1MiE6ioc6AwylSX2vokHhrra3BC5HIyAluc6jVdfj4+JCS0hns6vV6svrQPy5UldLc1ERqVGKvfQ6XHiEwKIAAf/dX/Adz84gIDh5Uisq5Jy3gkiUnsXbDOzQ2DezBLSI0lOSUGD77+X8D6u9v9x6wPcfDzOQpFKrKaW1tHdZ1Tp41j5gJEezevXtY1xmtjIYzAhJDi+TTscVw+NPhcPDOO+/wxhtvUFNTg9Pp5NK12znzlkeGfC2J0cnFF1/ctGPHjqC333479OKLLx6wnNVTTz2l++mnn/KWLl3atGnTprAlS5ZkAJjNZuG7774LvvLKKxtCQ0OdM2fObN28eXNQf/MdzbgKkEf6RLXFYsFkNaEQBdKjXAFyRb2d2PhEdFp1F4k3V//6ykrCQtwVLMxmC3V1zXh5ebkFyFU6PXMmd5dmaye3rIi4CTH4e/ee35pdlktiUlS39kP5haTGRA7mVgGYOTGNsMBAPvt64BrHl5+/gs37vhzQQb96L8+UDo8Pi8FisVLpgYp3t69ew+4ffxyXgcVoUJmRGFokn44thtqfBoOBf/3rX3z33Xe0tLQgkytYs/4XKd94jDFt2jRTdnZ2r8GHj4+POH36dOMrr7wSffXVV9d3vZaenm768ccfex07ZcoUy913312ze/fugvz8fF+9Xi//+OOPg5qbm+VTp06dEhcXN23v3r0B//73vwddOGFcBcgjXQXIYDDQampB4RTwUbp+0KjrrSQmp1Ol1yL3CaDVoEXm7dKabNJqiAsPcJsjP78Ep1MkODi4434cDgdV1dUsmjGnx3WtNitFleXMiJ/cp337K3OYPXWKW5soOjlcWMjcyb3Lx/XFqpMX8MX3O2hpHVgwO2faFBR+MrYf2NVv3yjroB8IjwlBEJgUncaBI4eHfa1zTzkTf6UPv/468NSUsYLNNmQpcRKjBMmnY4uh9OfevXt5+OGHOXLkCBaLhUlnXsr168bn27Oxzvnnn99stVqFp59+Ory9bceOHX7FxcUdQdndd9+tv//++9XR0dFuu0N33XWX/t57742vrKxUAJhMJuHhhx+OBPjggw+C21NnDx8+7COXy8Xw8HDHBx98EPrcc89VaDSawxqN5nB5efnhXbt2BTU3Nw8q5h1XAbLZbO6/0zBSU1OD+WgN5EYLSWkZVOs04BeCramGwGTXQTqTVk1avHt6RV5eKVarw63EdHV1NT5KJZGh4fREiboSLy8vJoYn92qbzW4jT1vE4jmz3NqLysoRRZG4iN4VLPoiNS6WQF9ftmzfPuAxZ52+iA/3/LfffiqfwRUWOR7mT5zDgfxcj5zi/v2FV7Nr565xpwAw0g+wEkOP5NOxxVD48+iUClEUuXTtdk66+v+GwEKJ0YhMJuPzzz8v2b59e1BCQsLU9PT0Kffff39s+wE7gLlz55r/+Mc/djuAdPnllzf+9re/rT7zzDMnpaenT5k+fXqW3W4XAN59992w1NTUqZmZmVnXXnttyrp168pMJpNs586dwZdeemlD+xxBQUHOuXPntnzwwQfBg7F7XL3/8vX1HdH1DQYDdpsNf29XLnRDixmLUyAsPAq9VkVgRCyqwkNELD8NAIu6gvRT493mKCpSYTRaCQkJ6WhTqVTERfR+gK6oshSLxUp6THKvfXLL8/EP8CWsy7wAh/LyCQ86vp3a8xbP5z/ffMcFZy0bULnvVUvP5JP/bienLI+pKb3veqeaji1oPxZmp0zlo18/o9XYSoB/QP8DjoPVy1fx/H/eIjs7m5kzZw7rWqOJ8Xo4cSwj+XRscbz+NBgMvP766xQXF2OxWJDJFdKu8QgQFxln7U95YrDz9dcnOTnZtnXr1tKj24uKinKPbrvttttqgY5g+fbbb6+9/fbbuwXP7ZJxR9PY2Hjw6Lavv/66Vxm63hhXAbLR6Jmc1d6oqakBUSQp1BUkqmqa8AtwHX7TaVX4py/Ebmohrk3izaRVMXnyQrc5ysur8fb2JTGx87CdTqdjUnzv6hSF6jJsFhsJYbG99jlYmktsfPc84+z8AiYlxA3qPo9mcnIi3l4K/vf991w4AAkzpVLJnFlZfPzTlj4D5EI/PRnG/pU1hoLE8DhaTWbUWi2ZE48t3WSgyGQyrjv3Ej7YsZUZM2aMGyUAb29vl7STxJhB8unY4nj8uXfvXt59910MBgOiKDLpzEulXeMRoi/NYolOxlWKxUgXYKjUViI6RKbGuQ4gaGpb8A9x7YLW6DWIXr4IQHB6BjaLGWt9HZMmuatOaLV1eHt7k5qa2tGm1+mZntF7IHmouICMmFQU8t6fhw5U5jAzyz3ws9lt5BWXHnP+cVdWLJjD5q+3Y7UNbAfi2otX8X3Bz9Q29Z5G4angGFxB68SoFA7kHvLIer+54Aqa6hspKCjwyHqjASmQGntIPh1bHIs/pZQKiROVcRUgj/QO8uG8w4h2J5lxrpQFbX0rAWFxGE1GWltbaWpuQSZ3Sbw1ajQE+vvg49P5FqS1tZX6+hYUCgVxcZ27ulV6PYum93xAr7Glieo6A9NjMnu1y+6wk6PO55R589zaC4pLUSjkhIcMKm2nR2ZOTANRZNvOHwbUPzIsjMTkaD79qXfJt0I//XHbNRgWpM/mYOERRIY/N1ipVHLZmeey4/vxU37a29szsn0SnkPy6dhisP6UVCokTmTGVYA80jvIhYWFYBdJaysSoqq3ERaThF6rRunrR321BpngCr4aNSqiw9x/iOTmFuN0QmhoaIcmcUNDA1arlYykVHqiqKIMpZeS9MjkXu3KryzCy9uL6Aj3Q36H8vOJDD7+4LidpXNm8vGXXw9Ybm/1ynPYvPd/vUq+eXIHGWB26jTyyks89qD1p6tuRKfRUFFR4ZH1Rhppt3HsIfl0bDEYfx6tUpFx2oVSvrHECcW4CpBNJtPIrm814SWXkRHjCpAr623Exieh16hQ+AW6Sbw1a9QkRrofBsvLK8Nqtbs9fatUKqLDInot4lFYWUpzcwtp0Um92pVdmktsXHcFjIN5+UxOShj0ffbGgimZWCxWvtv904D6z5k2BZmvwHcHe951LvGrHjLbBkJyZAJNLS3o9J7Zufbz8WPlyUv57ttvPbLeSCMpHow9JJ+OLQbiT6fTybvvvtstpeLk6+/xgIUSEkPHcQXIgiD8WRCEXEEQcgRB+LcgCD6CIIQKgrBNEISits8JvYxdLghCgSAIxYIg/LVLe4/jBUE4SRCEQ4Ig/CoIQnpbW4ggCF8JAzzFNBAFheHCaDRiNBtRiALRwS471A0WElPSqa7SIfgGYW+sITDFJfFm0VSSnuJetKOkRIXJZCcsLKyjTaPRkBrbexCbW1GCv5cv4YG9a2QfqMxhauZEtzaLxUJReSVzj2o/Xk6fNY0P//c14gDLNi9bspgP92zp8VqysWdZu+FCLpOTFpnMgbwcj635l2tvprS4FJ1O57E1RwpJ8WDsIfl0bNGfP+vr63niiSf49ttvaWlpAZlcSqmQOGE55gBZEIQ44DZgriiKUwE5sBr4K7BdFMWJwPa2fx89Vg68BKwAsoArBEHIarvc2/g7gYuBe4Hft7X9A3hUHKBg7Ei+7jMYDBjNRryQIZPJcIpO9I0WUtImodeq8A6OxNpSS8TMuQCYtSoyMtwD3/LyGnx83BUsqvRVTEvrOb9YFEVySwqYljC5VyUEUXRySJXHqUflH+cWFuHn60NQgH+P446Vk6ZPoam5iV17BlYI48KzzqTYUE5ueX63axqfhiG1bSDMS5vFwfxuqjTDRmhwCGfOWcz3333vsTVHCi8vr5E2QWKIkXw6tujLn9nZ2Tz00EPk5uZisVhIXbSCNW8O7G2hxNinsrJScd5556UmJCRMTUtLm3LaaaelHzp0yFsQhDmPPPJIh4TWtddem7h27dowgIsvvjg5Li5uWmZmZlZWVtbkb775ZmgDkn44Xpk3BeArCIIN8AO0wD3AkrbrG4DvgbuPGjcfKBZFsRRAEIQPgFXAkbbPnsbbAN+2dWyCIKQBcaIoDvgU00i+7qupqcFiMRPcViSkttGEU/AiKCQUnaaSwIiJ2E3NxJ2yBFEUMeo0TJlyidscWm09SqWS9PT0jja9Xse8S2f2uKamWo/NYWdyZFqvdhVryhDlIolxMW7t2Xn5RA3B4byjkclknDJ9Cpu2fskpC+YhCH0/oymVSubOyeKjn75gSrL7g0CEdXj1iHtibtp0vvx8O0aj0WM57ffceCtn3nIFtbW1bm8PxhojXQpeYuiRfDq26Mmfoijy0UcfsX37dpqbmwG4dO12add4FHPhZRekVRmqhiwgigqPsm7e9Gmv0nFOp5OVK1emX3nllbXt2sW7d+/21Wq1XqGhofbXXnst8s4776zx8fHpttn58MMPq2+44Yb6Tz75JOiWW25JKiwsPDJUdvfHMQfIoihqBEF4CqgETMDXoih+LQhClCiKurY+OkEQuovrQhyg6vJvNbCg7e+9jX8MeL1trWuAp3DtIPeJIAg3ATcBREdHYzAYsNlsOJ1O/Pz8qKurIzY2lrKyMjIzMzl48CCzZ89m3759zJkzh/379zNz5kzy8/NJSUlBq9USGhqK0WhEJpPh5eVFS0sL4eHhqNVq0tPTyc3NZcaMGR1z7Nu3D4PBwOpVq8n57kuKvCZT23KYhaeeiaW1jiA/L1ISo6mKjWV+RCj5dQauWL6cmJgwSkogLQ3y8200NRm56qo1hIeHd6yblTWF9PQ0qkyNOEUnvgpvGqytRPkEc6RejSDIiJ3rOsBX6FdFhjGKIr8q0o2RVPjUckibz9JzlmF2iticIoIAcgRsSm/mTZsKYVFQV4MQGYtYpUaISUTUVXZ+RsYi1lZBcBi0NoG3L7T/EFUowGIC/yBorEUIi0Ks1rL0/AvY8fDD5FbVMjU6gmqrg3AvGfV2kUC5gMkpohQEHIiIIlx58UVs2vot+tYazGECSeYwiv2qCbT7oFLUd7unGEswtcpWAu0+mGU2ZMhQiDJMMivBdl9qlC3EmUMo9zOQZozs0FNu/yz1rSHBHEqVsokJNj9aFRa8nK7/KoGJYSh8fThiUDEtLo3S5iomh8SRXVfBjNCkjs+cBjWZQTGUtdQQ6zeBWksLAQpvbE5HNz9VttYyMSianAYV0yckkl1XyYzQRA7VVzI1JIFmpZPTF5yEXq8nIiKi422AKIrIZDIcDgcKhQKbzYZSqcRqtXbolbZ/trd7eXlht9uRy+UdlfoEQTjmOZxO56Ds6WsOuVyO3W4fU/c0Fv00mHtyOBzIZLIxdU9j0U8DvSelUunWVyaT8dRTT7FkyRI+/fRTfve7m3EuvJ40n1Y0VjvhCgvNTgVegogcEaNTzgSFFZ3VlxTvVvLNgczwa+CgcQKz/Oo5YJzATL96so0hZPo0U2bxJ0Zpot6uxE/mwIGATRQIlNkx2L2JU5ooMfszxa+JQ8YQZvvVs984oeNzim8jReYAEpVGqmw+hChsmJ2uTRkfmZMGuxdRXmYqrX5M9Gkh1xTcbY7pfg3kGoPa7sl3VN+TUjGwUuBVhirlPe/fPmR1wx+78vk+g+0tW7YEKhQK8a677qppb1u8eLGpoKBAGRoaap83b17LSy+9FHbnnXcaeptj+fLlzVdddZVHZXGOOUBuyw1eBaQADcCHgiBcPdDhPbT1mSYhiuJBYGHb2qfi2q0WBEH4D67d5TtFUazqYdzruAJrZs6cKYaHu+etTpjgSpHOynJleMyePRuAOXPmuP27/XpaWprbOID2OTMzXTucM2bMcJtjzpw5vPPOO7z38XusiAthoi2PfE05peV+yL2D+HXvXsJ809HotBRNiESffYADu77lnjtOpm05DIZsnE749ttvmTVrFjabDZVKRX7uEaKPyi8OUbp2NsuOFNDU2MxUawJ4Q4bRldM8se0z2RzOa/kHCU7zwUcm4CNzuaWl1cjWrVv55w1XQ63rSypWqV2fukr3z2qta9G6tgNzlh7Kebe1dfTVV7Jwcgbr173BU3/7K5FKV2XBMC/X+kpZ+7eH6zMwbAKaihK22rex5uwrO+6hUWEi2hjc7Z4AYi0hrrGOzrzzYFyVFBPNrq9XmtH17NWuhtH+mWqKYOMXHzA9PYv4SdPxt3b9P+lHgN2bytwi5iZOYnKIS25vRmiS2+fUEFcFxIlBrjn9Fd3/X7f7aVKwa/d++oTEtjkS3f49KTiGP116PRf8300kJia67cy016G32Vw/69pzBNvTido/29vb+/W0EzQUc/RnT19ziKKI0+kcU/c00DnG6j3JZLKOsWPlngY611i/p7y8PN566y2qqqrYt28fUZPnYlu4BoBCs+tnVKu1e4jR4HDFUnlml9zpQaPrd+mBts/2f7dfL7MEtI3rnKMOb7d1DhlDANjfNrb9M9fk+v1QbHH1a7Z2TxFptni59T16jva5T4R7cjpGZ+23Q4cO+c6YMaNX+af77rtPt2LFiom33357rwHyBx98EDJx4kSPKi0czyG9pUCZKIo1oijagE+AxUCVIAgxAG2fPUkNqIGuCbbxuAJe+hvfdiDv78BDwP1tf97FlQ/dJwNMVR4WytRl4HAyI9H1za2tMxIQnkBNlQ65l5KGmirahSiatBriItxfTxUUlGOx2NyCI41GQ1JU79XxckoLiQ+Nwc+75xLboujkYGUuJ89111A+nJdHkL8/vj7D97B29oJ5VGh0HMwd2NuSy85fweZ97pJvdmFgB/0Gy0+Hf+Wpba/z5lfv9Xh9btpMDuZ77qAeQEZSGtPSJvH99997dF1PMl4qBo4nJJ+OLQRBQBRFPv/8c9auXYtWq8XhcHDpo59x7l0vj7R5EicomZmZ1pkzZ7a+9tpr3dQE/v73v8dnZmZmrVu3LvzNN98s96RdxxMgVwILBUHwawtazwTygM+B69r6XAd81sPYX4GJgiCkCIKgxHW47/O2a/2Nvw74QhTFelz5yM62PyMrctwPB7IPINpEJsa4AtzKBhsRMUnodGqUfgG0GDQISteTYKtGRWpciNv44mINFouDyMjOjBWdTsfkpHR6wmqzUqQqZ3ps7wVCyqvUWJ1W0pPcq/Udyi8gJrRH8ZEhQ6GQMzsjjU1ffDmg/vNnTANv+O7gjx1tToY+QG61GHnwo2dAYWdPZTb1TQ3d+sxLn0luWTEms2dlA/963S3s/fXXEZcrlJCQGJ9YLBZeeOEFPvvsM5qamgBcKhUxMf2MlBjPTJs2zZSdnd1njHbffffpn3vuuZj2Nx7tPPzww+r8/Pwju3fvLpo3b14Pr6iHj2MOkEVR3AN8BOwHDrfN9TrwOLBMEIQiYFnbvxEEIVYQhK1tY+3ArcBXuILqTaIotksD9Di+bQ4/XAFy+6PqM8DHuPKTX+n3ZnvRCvYEKrUKQRRJj+osEhKXmEyVVuOSeGuqITDFlSts0VSQnua+M1xZ6VKwSE5O7mir0umZO3laj+uVqCtReinJiEzp1abskhyiY8K7fV0O5hcwc2LPhUeGkvMXL6CgrJzcgsIB9T/ztAV81EXyzcc59CfkH9z4JBVNap69/feYHWY+/vbzbn3SopMx1NdTXVPTwwzDx6zMqaTFJPLDDwOrRniiMZJveCSGB8mnY4eSkhLeeOMN9u7di9lsJiR+ImvW/zLSZkmcAJx//vnNVqtVePrppztyXHfs2OFXXFzckbs8a9Ys88SJE03bt28fenWAY+S4IkZRFO8XRTFTFMWpoiheI4qiRRTFWlEUzxRFcWLbZ11bX60oiud0GbtVFMUMURTTRFF8pEt7j+PbrhlFUTy9LaUDURR3iaI4TRTFOaIo9htljdSJalEUMVlNKAQZ6dGuAFnTYCExJY0qvRp5QCi25loiZrjync1aNVlZKV3GO9Fq69wULBwOB9XV1SyYPrvHNQsrSrFYrKRHJ/dq14GKHDIz3APo+sYGtNXVTE3rPbAeKpRKL2akJrNpa+/lpLty0fKzKK4tJ7+yCIBmxdA+TG7fv4Ov83dx+dJTUSq9SEmI5Kvcnd3tVniRGBZLtgf1kNv5v2t+x0+7d49JfdmRfICVGB4kn44Nvv76a55++mmCg4NxOBys+NsGLnqo5xQ0CYmjkclkfP755yXbt28PSkhImJqenj7l/vvvj01MTHQ7KPiPf/xDV1U1dOoax8vozOgeJkZKk7OlpYUWUwtKBAJ8vHA4nFQ3WUlOncTnH/8b/7BobMZmYk85HYfNhqXWQGZmZ9qDwdBAa6sFP78JBAS4Amy9Xo+vtw+RoT0Xy8hXlWKz2EgI7z1H+UBFLn9a6X6uMjs3j9CgIJQKz3xrrDplEQ++/T5FZeVMTEnus6+PUsmsmZl8uPtz/pF4J2HWoZNErGmo5ZHNa1H6yjhj7iwAbr7gfO59YQNHSvLJOkprelbKdA7mH2HlWef0NN2wccrsBUSFhPHTTz9x2mmneXTt4cbhcPTfSeKEQvLpiY3FYmH9+vXs3bsXk8nEnj17pF3jMUBUeJS1P+WJwc7XX5/k5GTb1q1bS49uLyoq6igssGjRIpPT6dzX/u+PP/64fKhsPBbGVYA8UrtuNTU1mMxGfNo0f6saWpErffDzD6BKp4aUaARgQkYmDaoKAny98fPrVF/IySnE6RQJDe3MX1er1cRFRPe6Zk5JAZmxachl8h6vaww6mi0tZKW7ayQfKigkPqz3qntDja+PN1nJCWz6Yit/u/WWfvtfe9Eq/vS3x7m1+UYaI+wdqhXHgyg6ue+9f1HTauCfN3U+MAT4+2KXWflwx2fcf1SAPD99Fmu3vY7ZYsbH27MVGv+0+kb+se4ZTj75ZOTynv17ItIuQyUxdpB8euJSWVnJa6+9hlqtxm634xcaxd0vvEeeR7NAJYaDvjSLJToZV++/RqrUtMFgwGqx4q1wnehWG5rxC5qAUxSpqdJhtokIcgGZTEajWk3EBPed0YKCcsxmG8HBnak5er2ejPjkHtdrbGmipr6WaTGTerXpQPFhonrIP87Oy2dWRu+FRYaDC089iX2Hc6lQq/vtGxMZQVxiJJ/+9D+SzENTNOPDXf/l18qDLJ6RReQE98OJyxfN5fviPRx9cCAjNhV9rQFDbe2Q2DAYzj3lTAKUvvz668CqEZ4oSIHU2EPy6YnJ999/zxNPPEF5eTl2u52lf3qO1U//l3yzVPxDYvwwrgJko7FXGb5hxWAwACJxE1wBuqa2Bf+QSBob6nE4nbQ0NXaReFOTFOleIa60VIvNJhLT5aSwXqtjZmYWPVFYUYrSS0laRHKvNh2syGViqnsp66oaA3WNjUxOTuxl1PAQ4OfLxPhYPtw6MEWLy85fzua9X1Loqz/utUu0Zbz41Vs4ZQ5WL13S7frKUxZTb2rgy93fuLX7eHkTPyGaQ3keK+rjxs0XXsWunbvG1CGokax0KTE8SD49sbDZbLz55pu899571NfXAy6VisQZiwGY4dcwgtZJSHiWcRUge6o08NHoq/SITpHJMa6dYU2dkcCIRHSaSpS+/rQYtMgUrlflFo2KtGT34oOVlQa8vX3cFCz0ej2LprvrF7dTWFlGU3NLPwf0DrN49iy3tuwjRwgPDh6RgzUXnrqY3fsOoK/uSTbbnYUzZ+BUOqj8cWDqF71hs9v45wdP0Wxv5voVS1Eoek5X8PKV8cW+b7q1z0ye5nE95HZWL18FNjsHDx4ckfWHg7F48HC8I/n0xEGv1/PII4/www8/YDQa8fIL7JZv3F7wQkJiPDCuAuSR2kHOK85DtItMT3ClSFQ22ImOS6Zap0XhG4itqZqAZJdqhFlTycSJnTu7LgWLepRKJampLum1hoYG7HY76Qk9K00cqSghQOlHWGDPP8yqGmowtNYza8pkt/bsvAISI4cmbWGwTAgKJD0uhtfe/wBR7F/feOmShegjj8+fr//vXQprS0mNi2HWpIm99rv5wnP5RXWI2gb3dIqFE2dzqKSgoxKVJ5HJZNxw3mXs3LFjzOwie3t7tIqohAeQfHpi8NNPP/Hoo49SXFyM1WplzmW3cc1L27v1m+VXPwLWSUiMDOMqQB6pHeTsQ9mIdifp0a78LVWDjdiEZKqrtOAXjK25jsiZrt1gk07DlCnJHWO12hrMZishISEdrytVKhVRod3zh8ElKZdbUsC0+Mxeq1hlF+cQFRXmNl4UnRwqKGBuZsZQ3faguebsM8ktKmbLN9/22/ei5WexYcNb3P7G38kpyxv0WvsKs3n/583YRRvXrjizz74ZiQlYHGY++u6/7u2xaegM1dTW1fUycnj5zYVX0NLYTF7e4O9/NDISDxoSw4vk09GNw+Hg7bffZv369dTW1iKKImvW/8KMFVf32P+AtIMsMY4YVwHyiOUg1xqQI5DRroFcbyEpJR2dthKfCVHYjE3EnrwEU2MDWEwkJkZ1jM3JKcThEAkJCelo02g0pMcl9biWukqH3ekgK7LnCnsAB8pzSUuJdx+n1WM0m0mO6V0ZY7hRKr24bvmZbPjkM8oqVX329VEqefLpR5mQ5scfN/6du99+iGJN2YDWaTI28/Anz+FU2Dlt5lRCg4L6HZOeFM22ozSR/bx9iQ6K5FDByOQhKxQKrjxrJTu+3zEi6w81Ur7q2EPy6eiltraWxx9/nB07dtDa2orMy7tfCbeZ0g6yxDFSWVmpOO+881ITEhKmpqWlTTnttNPSDx065O3j4zM7MzMzKy0tbcqVV16Z6HA4KCgoULa3T5o0KWvWrFmZ2dnZHn8dNa5k3kZiB1kURVotrXgJAglhfljtDmpbbcQnp6PXqJCFpiGIIhMys6g6ksOEYH+3nd2iogpMJhtBXYI4vU7H0qkLelyvqLIM0Um/+cerrzrbre3gkSOEBweNuLB/enwcsyam8tQbb/Lsffei9Or9F2yst4Jbrr6S6y66gNf/vYnfvvEXTstYyA1LryApMr7Xcc98+irV5hr8fJSsOmXxgOy6adV53LP2bXKKjzA1vfNw5IykKRzKz2X5kr53oYeLP15+Axv/9wmlpaUdKTgnKlK+6thD8uno5ODBg2zYsIGamhpEUSTrrCtZeMWf+h2XbQwZdtskhp9Lly9PM2i1Q/b0Gh4ba/3wyy97lY5zOp2sXLky/corr6zdsmVLKcDu3bt9tVqtV0JCgiU/P/+IzWZj0aJFk959992QhQsXGtvbAZ588snwBx54IOaTTz4pHyqbB8K4CpDNZs8LODY0NNBibEEpypDJZGgNjXj7+OPj40N1lRZZUCqCzJVT2qhRExfhLqNTXKzD4YDExE5lCb1ez/zVM3tcr1BVRnNzCymRPStR1Dc3oGusYu7UqW7th/ILSYuJ6nGMp7notJN44r2PWL/pY3531RW99qu1Own3kuPv58efb7ye+ksaee29/3D9S7dx1pQl3LD0cqJD3e/pq73f8l3hjwgykctOP2XADwT+fj7YBCsf7vjcLUBelDGXdbs2YrVaR2S3zMfHh4tOO5vvv//+hA+Qvby8JFmwMYbk09GFKIp89NFHbN++nebmZgAuXbudwMCBybdl+jSTZ+7/jZvE6Mag1SrfnjVryP5jXn/gQJ+//LZs2RKoUCjEu+66q6a9bfHixaaCgoKOcV5eXsyfP7+lqKjIe+HChW6v+5uamuQhISEerzo0rlIsRiKAMRgMWMxmFPJODWTfoAkYTUZaW5oxms0dEm+tWjUp0e4/fFSqWnx8OhUsTCYTTY1NzJ7kHuC2c7i0kITQGPy8fXu8fqD4MOERoW5fC1F0crigkLmTRy7/uCsymYybVi3nq50/8svB7F77Bcvdv30nBAfz11tu4oXH/4ZaqOTKtX/g2U9fpbbJlSOsr6vimf+9TkRkCPER4WSl9Jym0hvnnTSfHcV73EqWT4pLR11dRX3DyL16vPOa31FeWoZGoxkxG4aCkSoFLzF8SD4dPbS0tPDcc8/x5ZdfuoJjQcaa9b8MODgGKLMMXfVSifHDoUOHfGfMmNFnjmtzc7Ns586dQdOnTzcBqFQq78zMzKyEhISpr776atQ999xT5RlrOxlXAfJI7GTU1NRgd9gJ9nFt1mtrWwkIjaZKq8HLx4/WWn0XibdK0tI6S0OLopOqqnq8vLw6dpA1Gg2hwRN6LHpisVoo1VQwPX5yt2vtZFfkkpzsXn66uLwSh+gkLiLiuO93qAgNCuL8xfNY+/ZG6hsbeuzT6uxZvSEyLIz7b7+VJ+6/k5yWPC5/9ne8smU9D334HBOiAtHXGLjmrDMGbdO5Jy+kwdLElz91nu4O8PEjIiCMnML8Qc83VAQFBLJiwWl8/913I2bDUDCWqgJKuJB8OjooLi7mwQcf5MCBA5jNZqImz2XNWz8Pep4YpWkYrJMYz7QHwvPnz88866yzGi+77LImgPYUC5VKlfPoo4+q1qxZM7gdrSFgXAXICoXnM0oMBgOiKJIc5sov19abCIpMQq/XoPANwNbYReJNq2Ly5OSOsRUVWqxWO+HhnYoVarWaxKiYbusAlKor8fLyIiOiZ/k3gH3lh1kwc7pb26G8PCIGcFDN0yyePoWIoECef2tDj9JvPrKeVTraSYyL4bG7/syD997KT9W/orXosFrNnDwtk6CAY9sJ8faV8cW+bW5t0xOn8OOBka1qd/cNt1CQl09NTU3/nUcpR1crlDjxkXw68nz99dc888wzaDQaHA4Hqx59n3PvevmY5qq3S4cuJQbPtGnTTNnZ2T0eAmsPhPPy8o4888wz2p76XHHFFQ179+4N6OnacDKuAuSR+GGt1WvB6WR6YggAFfU2omMTqdapEXyDsDXXEj5jNg67HXN1NVOmdAa3OTlF2O1O9wN6ej1TknvW7C2sLMVstvZ6QK/J2ExlrYaFs2a6tWfn5ZORENvjmJFmzblnc6S4pEfpN1svO8hHk56UxFN/v4uzTl1AS2srKxbNP2Z7brn4fPaqDmOo79REvua0S/jfTzv4af/IBcmRoeGcOnM+33/3/YjZcLz0JksoceIi+XTksFgsvP7662zatInGxkbAVRUvLKZ3haP+8JN5PA1UYgxw/vnnN1utVuHpp58Ob2/bsWOHX3Fx8YCeuLZt2xaYkJDgcc3IcRUgjwSHcg8h2kSmxLuCXFWDjfikFPQ6NcqgcGzGJuJPXkKzXoeft4KAgM7c4aKiSoxGK2FhncU79Dodc7Kmd1sHIF9Vht1iIz6s5x3m7JJcQsOC8emSf2y32zlSUjpq8o+Ppi/pt8H87i2rrOQ/X3zJFUtPOy6ljtS4WCyihQ+//ayjLSxwAred/Rv+8fJT1NTX9jF6eLlnza0czs6moaFhxGyQkJAYeXQ6HY888gi7d+/GZDLhExzer4TbQHAgPfBIDB6ZTMbnn39esn379qCEhISp6enpU+6///7YxMTEXvNe21MvJk2alPWPf/wj7tVXX63wpM0wzlQsRmI3I/twW5GQSNfbAW29maTUDL7bthVBGdwh8Vb56x4iJri/QSgt1SMIchISXJX1HA4HNdU1LJw+u8e1DhfnkxWXjlzWc95fdlkOyUnuwXNBSSkKuZyILjrLo43epN/kA/hh3dDUyLubP+Pb3XtYOGUS6fFxx21PRnIs247s5PcXr+loO3fOUn4o+IUHXnyKtX97ZETk8pJi4pk9aSo7duxg1apVHl//eBkrFQElOpF86nl+/vln3n//ferq6hBFkZNvepCMRcuHZG6bKAXIY4Hw2Fhrf8oTg52vvz7Jycm2rVu3lh7dXlRUlHt026RJk6xms3n/UNl3rIyrAHkkUixajC3IZTImxgRittppNDtISEqjWq/FEhWCIBOQKRQ06TSkRLmfJlarDXh5KUlPd70S0+v1+Pr4Eh4S2m2d+qZGDA31nJw1t1db9lXkcMYK9+vZeXlEhgQPwZ0OLz1Jv1lFEd9egmSrzcpnX23jw/99TWRIMHeuvojwIbrP3646l78+t57swhxmZHSqiTxw6V+4/PmbeeezD7nuwsuHZK3B8tfrb+Hyv93KsmXLRqxy5LEik8mknNUxhuRTz+F0OnnvvffYtWsXra2tAEOya9yVQJmdOqTy4Sc6fWkWS3QyrlIsPH1Iz+Fw0GJqwVuQEeKvRFXThI9fICJQV1uNxeZAJnPtsJi1KlITOlMp7HY7en0DPj4+hIe70nbUajVx4T1rFRdVlqL08iItsueDnq0WI6U1FZw81333+WBePpMTE4bgboeXnqTffHs4pCeKTnb+vIff/+1+tnz7PdecdTp/vGTlkAXHAH4+3tgECx/t/NytXeml5Mmr/sGrH73H4RGqrjc1PZOJ8cn88MMPI7L+8eBwSPmNYw3Jp56hpaWFZ599lu+++85VFU+hHPLgGMBgl4JjifHDuAqQPV3Vqb6+nlZTK15tu5yauhb8gsOoqdIhU3jR2mhAaNPytagryMjoDFTLytQ4HE4iIiI6XtfrtFomJfSsUFGkKqepuZn06J6vHy7JJTg4EP8uu4pms5mi8grmZY3O/OOjCQ0K4rxFczuk35od7q9v84tLuPuxJ3lh43sszsrg3msuJyOx94p6x8MFpy1mR8kv3XRe02NSuOakS7h37eM0t7QMy9r9cedVv+Xnn3464aqYjYTKjMTwIvl0+KmsrOSRRx7h0KFDWCwWkuYt4/o3hucBOU6SeZMYR4yrANnb27NPvzU1NVjMZpRtRUI0ta0EhMWh16jwapN4C2yTeDNqNUcpWBRiszkJDu7c+dTr9cyaNKXHtY6UFxHoHUBoQEiP17PLjpCQ6L77nFNQgL+PL4En0Kv4k2ZM7ZB+C5G7AuRqQy1Pvb6Oe598hiBvL+674UpOnjFtWO04e+E8mszNfPHjV92uXX3qxUxQTuCxN9YOqw29ccrsBUQGh7Jnz54RWf9YkSqujT0knw4vP/30E0888QSVlZXY7XZWPfo+Z97yyLCtV2KWCoVIjB/GVYDs6VLT7RrIkUGuXHhNvZmQyAT0eg0y30BsTS6JN0tLM6KxlZSUzgN0xcVqjEYrEW3FO0RRRK/Xs3DGnG7riKJITkkh0+Mzez2IuL8yhznTstzaDublEx0aMkR36znapd9+KanknY83c8t9/0Sj0XLP1Zdx6RmnovTQrpVvoJyt+7vLzwE8ftXf+GH/Xj7dttUjthzNHy+9nh9/+OGEesU9EpUuJYYXyafDgyiK/Oc//+Htt9+mvt5VxfN4JdwGwhS/pmGdX0JiNDGuAmRf357LLw8XrgDZyaQo11N3Zb2d6LgkqvVaZH7B2IyNxJ1yGvWqCkKC/NyUD8rK9MhkCpKSXDnF9fX1OO0O0uK75xirq3Q4cDI5sucfjmarhQJdCSfPdQ+uDx7JZ3pa70VFRivt0m8PPfoo3//0M79buZybLzjnmIt/HCu/v/B89qtzqK7rXpwjwMefBy+9i6c2vkZpZblH7QI4/7RlKAU5Bw4c8Pjax8qJlhIi0T+ST4cek8nE2rVr+frrr2lpaUEmVwxLvnFPHDKGeGQdCYnRwLgKkI3GPkuBDznlqnJEh8ispBAAVA1WEpJT0WtVyLz9QXQSmjmVJo2a2HB3iTeVqhalUklaWlrbv1VEhUf2KB9WWFGK6IC0qJ4P6OWU5eEf6EtIl4IjjU3NqHR6Zk1MG6K79Szp8XE8/fBD3HXVpSRG9XxwcbhJiY3B7LTw4fbPerw+O3Ua50xbyj3PP4bF4lmNc5lMxm9WrmbXzl0njNSWp1OgJIYfyadDi0aj4eGHH2b//v2YzWZipizk+nW7Pbb+bL96j60lMbaQy+VzMjMzs9LT06dMmjQp65///GdU+xvOLVu2BAYGBs7MzMzMav/z6aefBvYz5bAzrk5QeFr2at/BfWB3khHr8rOuwUxqeiYfvvcmVr9YZG0Sb80aDZnRncGr1WqlpqYRX1+/jhxkrVZLWkzPahOFqjKam1tI7SVAPlSWS3y8exCZfeQIoUGBKJVeg7qn597/iFkZqZw2t2ctZk8iq1aPtAlMSY/nm/xd/IHf9Hj9DytuYM2rf+a5ja9z92//6FHbrl95GS9+tIG8vDyysrL6HzDCePohQmL4kXw6dOzdu5eNGzdSW+sqRrTibxuISZ/sURv2Gyd4dD2J4WH1hRek1VVVD1n+U2hUpPWDzZ/2KR3n7e3tzM/PPwKg0WgUl156aWpjY6P82Wef1QLMnTu35bvvviseKpuGgnEVIHt6B7mwqBCn3cnEqEBaTFZabRAeFUtNtQ5bfDSytsN7Nm0l6VmdpZ4LC8txOkWioyM72qr0es6atqjHdXLKCkkMi8VX6dPj9X2VOcxamOnWlp2XT1x4dz3lvtBUVaOua0S/L4eGllZWnnbyiJaSFWISEXWVI7Y+wG/OP5e/PLuOg/mHmJnZvcKhIAg8edV9XP3SrcybOpMzFp3iMdtkMhlXLlvF/77fcUIEyN7e3lJANcaQfHr8iKLIJ598wrZt22hubgaGXt94oMz2q5eC5DFAXVW18ut77h6yE7RnPfavQQXbcXFx9nXr1pUvXrw46+mnn9YOlR1DzbhKsfD0DnKruRUvuZyUCH9UNU34+QfR0tSI3WbD3NqC0Kbja9KomDQpsWPckSMlWK0OQrpUt9Pr9MyfOqPbGharhVJNJdNiM7tdA7DZbeRpCjllvnuBkAN5+cyZNHFQ93OwsIjJk2fy0tMb2Vem5Z0vvsLuGLkiACMdHAN4e3vhEGx8tOu/vfYJDwrlr+ffyoOvP4+uusqD1sGtl19PtV5PWVmZR9c9FqRAauwh+fT4sFgsvPTSS2zdutUVHAuyEQuOQdpBlhg6srKyrE6nE41GowDYu3dvQNcUi9zc3BHPzxpXAbLJ5DkNR5vNRrOxGR9BhkIhQ13bgn9IBFqNCi8/l8RbQFIyoihiqtIxbVpqx9jiYhVGo5Wottxak8lEU1MjszO7S5eVqCrwUngxKTK12zWAI5WFKH2VRIR27hbra6qpb2wiM2lwBUJyy9WcfspZxMUk8PrzH6BtdfDaJ59jtozMQRwhMrb/Th7gojNO5pvCH3nwrSfYtG0zJapSnKL7g8OSqYuZnzyTv7/wLxxOzylL+Pj4sOrkZez4/nuPrXmsSIoHYw/Jp8dOVVUVjzzyCL/++itms5kJSZNZ89bPI2rTFN/GEV1fYmzR9XzM3LlzW/Lz84+0/5kyZcqIP12PqxQLH5+eUxCGg9raWkwmE75tKQja2lb8Q9Op0mlQ+AZi0+mJP+l0mvQ6fLzkBAd3HtIrK6tCLvciNdUV9KrVasJCQnv8ZVOkKsNstpAek9yjHdklucTFRbi1Hcw9QkRIcI8H/nqjvrGJqoYmzjjlLABCgkN49Zl3ueu+P/DCps387sLzPK4iIdZ6dje2N5bOm02xWsN/cj7HK0cJWwX8vHxJCo1jYngymfHpzJw4jbsvuJWrXriVN/7zLjdfcZ3H7PvLtTez+MYL0el0xMTE9D9ghJAUD8Yekk+PjezsbNavX98hFbr0T8+ROGPxSJtFkTmg/04SEgPgyJEjSrlcTlxcnD07O3ukzemRcRUge/KHtcFgwGazEurlCkLVDRZCo5OortKCTxC21nxiTz2DBlUl4SHugaVaXYu3tzcpKS4JNo1GQ2JUz7uleZWlOKwO4kN7DnwOVOYwY5Z7+sXBI/kkR4UP6n4OFhSSnJzh9pDh4+PDc4+/wUNP3stzH3zM7y48j6iwweU1HxfBYVBX7bn1+uDmC8/v+LvD4SCntIzv9mezOW8rsjwvZF/L8JYrCfefwNr33yI8KJhLzr3AI7aFBAVx5pzF7Nixg9WrV3tkzWPBy8tLKiwxxpB8Oni2bNnCli1bRjzfuCcSlUaKLSMuLiBxgqPVahW//e1vk2644YbqwWzUeZpxFSB7suxpTU0NoiiSFOrKe65ssBM7I4nKigpQ+oLoZMKkLKq2/pfEyM4fOCaTmbq6FgICgjqCUZ1Ox4zknvOFDxfnMzkuvcfdYIfTwWFVPtfedG5Hmyg6yc4vZM05Zw7qfnLKVZx0xiXd2mUyGfff/TgvvPE0azd9yo3nn01qfNyg5j5mWkenaL1cLmfGxHRmTHTXpS6oVPHt3gPkH6nlgXXPExkWwakLT/KITXddfzNn/fEa6s6qIzTUgw8xg+Dost0SJz6STweOzWZj/fr1/PLLL23pgAJr1o+uaphVNs+9hZUYW1gsFllmZmaW3W4X5HK5ePnll9fef//9Ha+B23OQ2/99991362644YYR1RUcVwGyJ6uKGQwGEJ1MiXcFv+p6C9NTJvLLzz9gc/ogkwkolEqM2krSEjt3c/PySnA6nR35x+A6oLfmjAu6rVHX2EBdUwOnTp7Xow1F6lJkXgJxXeYqq1Rht9sGpR1sNJkp19fw0Jnn9drnj7+9k6iIGF57/2WuWnoa0ycNb0UnALx9weLZ6ojHw6TEBCYlJvD7i+CPT7/IPS88zsbo50lL7jl/fChJiI5j3uTp7Nq1i1WrVg37eseCXC6XAqoxhuTTgVFbW8srr7xCcXExNpuNgIg4Lnti80ib1Y0QhY1m6+CkQSVGH6FRkdbBKk/0N19/fRwOx77erp133nnNzc3NB4fKnqFiXAXIntzKLyguQHSIzEgMxik60TZYSEqZSLVeg3VCGjK5q59VXUn68s4AqV3BIqitqIfD4cBQU8Oi6d1LTBeryvBSeJEWmdyjDQdLDhMXF+nWdqAt/3gwHC4qJio6ntCQvnceL7vgSsLDInj2hQdYZWzl5FndVTeGlBP4F+8Ld97KtQ88wR1P/JN3/vUiQYFB/Q86Tv56/S1ces8tLFu2zOOKLgPhRCloIjFwJJ/2T15eHm+88QbV1dWIosiCq+5iytLub+tGA2bn6H0dLjFw+tMslnAhfbcPE3sP7kW0OZkYHUhjiwW7KCcgMISW5ibMZjOC3PWlN+rUTJnSWe65pERNa6uNhASXwoROp8PPx5fQ4JBuaxRWltHU1EJ6TM/lovdX5jIl071SXnZePhnxg1N/OFxawbw5A9PvPeOUZTx83wv89+cDfLFrt/QLsg/evPcOfso7wF8e/6dHlC2yUjPISEhh586dw76WhIRE/2zbto0XXniBqqoqRFHk0rXbR21wLCEx3hhXAbLT6TnNXpVaBU6YFBNIRU0zfoHB6LQqFN6+OJpr8U9IwmYy4mhqYuLE+I5x5eU1KJXKjgN6arWauIie0yFyy4sJ8gkgNCCk2zVRdJJdeYRT5nXqH9vsNo4UlzJv8qQB34fd7qBApeXcswb+Wn7G1FmsffJtfi6s4KNvvhvwuEHjwZzy4cDLS8Fjv1/DF3u+44Fnn/DImndedRO/7NkzKtUFRrLojMTwIPm0ZxwOB2+99RabNm2isdElnbZm/S8EBo7uA3A+spHTvZeQ8DTjKkCWy+UeW6vF2IJSLiM8yAddXQt+IRFU6TR4+QVibTIQPnUG9ZWVhAT5uaV+aDS1eHl5dewga7VaJiV03yF2Op0cKS1kekLPpUZLdRU4BDspCZ3Bd35xCV4KBeGDSLHIKysjMHgCifE9l7HujaSEFF597n0OlGn54cAwSbhYPKdrPVxEh4Vy/XlL2fj1Zl5/Z/2wr3fyrHlEhYTx008/Dftag8WTZwQkPIPk0+40Njby5JNPsmvXLoxGI94BIaNKqaIvGuxS/rHE+GFcBcieOixisVhoMbbggysg19a1EhAWT5Veg+ATgN3YSNwpS2jUqIgO7dSVbGlppaGhlbCwsA7FjSq9nlmZU7utoa7W4RCdZEb0fMDrQPFhYmLc9Y+zj+QTGTK4XNdDxaXMmLFgUGPaCQsN5293Pcbnu39FUzUMcmz+w5+36wkWT5vK7MxUnv1wPVu/+XrY17vt0uvZ/ePuURe8eFJlRsIzSD51p6ysjEceeYQjR45gtVrJOutKrnph+P/PDxVRXifOoWgJieNlXAXInqrqZDAYMJlNeMldrxdV9VbCYxKp0qmxy5SITgehU6bTrFWTHN35Si0npwinE8LCwgDXARe9vopF0+d2W6OwohTRKZIeldyjDQcqc8ma5B48H8zLZ0pyYo/9e0IURY5UaDhn6bGrHsyZMZ9zzlnN21u3YbEO8QNKY+3QzjeC3LhyBV5eIve/8QyHcnOGda1zT12Kj1zB/v37h3WdwSLp5Y49JJ92smfPHp5++mk0Gg0Oh4NL125n4RV/GmmzBkWldfQd7pWQGC7GVYBsNnvm6ddgMOB0OAj1d72Oqqy3E5eYgk5TiR1Zh8SbVasiLbWzwEdBQRkWi61Dp7a+vh7R6SQlrntJ6CJVOc3NraRGd099EEUnBytyOWn27I42k9lEcUUlczIzBnwfpSoNyLyYlnV8ahQ3XfsHgsLj2bRt+3HNczRC2MCl6k4EHrvlN6hqtPzl2YeorqkZtnVkMhm/WbmaXTt3japDlFJZ4rGH5FMXn332GevXr6e+3iXreiLkG/fERJ+WkTZB4gTFz89vVtd/r127Nuzaa69NBLjjjjtiIyMjp2dmZmZNnDhxynvvvdeRB/rUU0+Fp6SkTElJSZkyderUyVu2bPHYf5xx9f7L19fXI+u0lwdNjXCJqqsbLMxPSmPr5x9hlYcik7l2ls3qSiadc3LHuOJiNSaTjcRE1y6vSqUiKiyiR3m6w6UFJIXH4ePl3e1aZY0Wk91MRmpyR9uhvHwC/f0I8Bv41yC7qJgpU7rLyw0WmUzGI/94jjW3XMzuA9ksHiL5N7FaOyTzjCbW3XsH1z/0FH9+/D7WP/48Sq/hCTCuO/9SXvxoA7m5uUyd2j2FZyQYjQcHJY6P8e5Tu93O+vXr2bNnj6v4hyBjzVs/j7RZx0yuaXASoRKjkwvOvzitWl8zZL9cIqMjrJ/+9+Pjko67+eabqx588MGq/fv3+5x55pmTVq9enb1p06bg9evXR+zevbsgJibG/sMPP/hdfPHF6T///HNeSkrKsL+eGlcBstFo9Mg6VVVVIDqZlRSCU3Sib7SQnDqROkMV1rBgBIWAKIqYqnRMndqZBlFRUYNS6U16uqvIhlarJT22++6x2WKhTKPijPTFPa5/sPgwUTFhboH1obx8YkMH98Mtt0LNTTddN6gxvRESHMI9f3mEhx67k+S4WGIjI/of1A9CTCKirnIIrBs9CILA2jtu4Y7nX+eeJx7iqXsfHBYlAJlMxpXLVvHFzp2jJkD29vbGYrGMtBkSQ8h49mlzczMvvfQSBQUFWK1WAiITuOxfH4+0WcfFbL969hsnjLQZEsdJtb5GedcVzw1ZgPnEv/80ZMH27NmzzXK5HL1er3jqqaeiH3vsMXVMTIwd4OSTTzauXr3a8PTTT0e++OKLmqFaszfGVYqFp4ojHMw5iGgXmRofQnW9EUGuxGw2I1N44Wytxz8+kZaaapQyCA8P6Rin0dTh7e1NRIQreNTr9ExP765SUaIqx0vpRUZEz/rHB8pzyJyY7N6Wl8/0tIFXbNMZamkyWjhl0RK39samhmN+LT9v1kJWLL+Mt7/4ekjykcdacNxOcIA/d1xxIZu+38ozb7w0bOv84bLrqNFXUVpaOmxrDIbxGkiNZcarTysrK90O401f+ZsTPjgGpOBY4phpLzXd/uexxx7rsSDDt99+6y+TycSYmBh7cXGx70knneS2szlv3jxjfn6+R2qej6sA2VM7yAcOHcBpd5IeHYCmrgXfwBB0GjVePv5Ym2sJmzaDBlUlYSGdChb19Y00N5uIjIzs2PnV63XMnzqr2/xFqjLMJgtp0ck9r1+Ry+LZnePqGxvQVFUPKkDOzi8kY9I0t11ou93OH++6idvv+T37D/VaNbJPfnf9HwkIj2PTtm+PaXxXhJiBHzg80ZiSmsxZC2bx6mfv85/PPxmWNXx8fFh18lJ2fP/9sMw/WLy9u6cLSZzYjEef7t+/n6eeegqVStVxGG/uhTeNtFlDwmy/+pE2QeIExdvb25mfn3+k/c8999zjliP56quvRmVmZmb93//9X/zGjRtLe6t87MlzM+MqQPbUDnJNTQ0yEdIi/dEYWvCfEEm1XoPMNxB7awOxJy2hSasiIaIzQD58uBCHQ2TCBNcTuslkormpmTmTp3WbP6+yFIfNQXxoTLdr+roqGs2NTJvUeRgvOzeP0MAglMqBa1jmlKs5dfFSt7bsnANYLDZSI6bx8JP38Y9H7qa4rGjAc4Lr1f7Df3+WI2o9P2UfHtTYoxmrO8jtXHT6KUSFBfHEu6+RV5A/LGv85drfU1ZSik6nG5b5B8N43W0cy4w3n37xxRe8/vrr1Na6FHZO1MN4vSHtIEsMFzfffHNVfn7+kX379hUsX768BSA9Pd30448/ugVu+/bt85s9e7ZHdjvHVYBsMnmmsESTsQlvuRwfpQJtfSuBEUlU6TVYkCM6HYRPm4FRoyE1PrRjTEFBORaLjcjISMD1ii48ZEKPOqI5JQVMjpvY4+G9fUWHiIoOd7uWnZdPQkRot7690djSgq6+gaVLznZr/+GnHaTHTWPlkit5+JY3kNsD+L9/3MZTLzxGVbV+wPOHhoRyz18eY/MPe9BWH7tagxAV33+nE5x7rrsCba2edR+9NyxPziFBQZw55yS+HwW7yJLiwdhjvPjU4XDw5ptvsnnzZpqbmwHhhCn+MRim+zWMtAkS44g77rhDf++998br9Xo5wO7du323bt0a8qc//Wn4ZJ66MK4CZB+f4U9bMRqNGE2t+AiuL62q3k5kbCJ6rQq7KEMmk6FQKrFoKkhPj+sYV1KiwWJxkJTkkm3TaDQkR3cPAOsaG6hramB6VM9ybdkVR5iY7p56cCAvn9mTJg74Hg7mFZKYmIa/X+cOt91uZ/evuzhz/nkA+Ch9ufa8W/nHjS9Spa7llr/cyBsbXqGpuXFAa8yfvZCzz76Et784dn3ksahi0RP3r7mG//70LV9t3zYs8991/c0cycmlrq5uWOYfKONd8WAsMh582trayjPPPMMPP/yAyWTCLzSSNev3jLRZw0KucWwUZ5I4Mbjqqqsar732WsOiRYsyExMTpy5dujRz8+bNJbGxsR6p+jauVCw88brPYDBgNlvwaysSUllvIy0+iZzDB7A5ZbRv7Jq0arKyOiXeKisNeHkpSUtLA0Cv1zMrpXtQW1hRikKuIK23AiEVh7nu9M7CHhq9jsbmFiYlDny3NbdCxcKTznNr25+9F7mgIDnO3aaQoFB+f9nf0FRV8P5Xr/DN9//jkpVXsPKcC/H27vuB5Pc33M7h3P189M23XHXOWQO2r4PQCKitGvy4E4yE6Ajkcti49RPOOHXJkO/KJUTHMW/ydHbt2sWqVcdeFOZ48fLykgpLjDHGuk/1ej0vvPBCR75x1llXnnDFPwZDmk8rheaxkzIyXomMjrAOpfJEZHREv0/CRqPxQNd/33bbbbVALcAzzzzT627XXXfdVXPXXXfV2Gw2Lr300pR77rkn9tNPPy3rLUd5KBlXAbInXvfV1NSA6CQuxHU4Rd1g4YyUdGqqdNj8YhHkYLOYsTXUk5HhClpF0YlGU4uPjw8hISGAq8T03GUXd5u/SFVGU3ML6dHdFSxqGmqpbq5l9pRO5YuDuXmEhwT1mI7RE2aLlRJtFf9YttKt/Yefvyc9fnqv4+Kikvi/ax8nv/wwm756nf9+/SlXXXIdS08/G7lM3uMYmUzGo/c9z423XMLP2YdZOKN7vnWfNI2fAyOP3bKG2595lQ2b3ue3V18/5PP/9fpbuPSeW1i2bJnHcvWPxlOl4CU8x1j2aX5+Pq+99ho1NTWIosiqR98nLCZ9pM0aVjRWz9QSkBhejlezeCTw8vLi008/LfPkmuMqxcITP6zbi4RMjg3E4XBS02wlNCIKq8WC09yCf1wCDWoVwQG+HQF7TU09RqOVmJiYDjtrampYNK17kY4jFSWE+AYxIaC7pvGB4sNERIa65S0fzMsnLXrgFecOFxYRERlDRFhkR5vNZuPnX3ezdMHKPka6yEyexn2/fYEV81ez/r03+cNffsPX333Z6y5SaEgod9/xMJ/8sAddtWHAdgLgN352MrwUCmZMTOa9bZ+7dLaHmKzUDDISUti5c+eQzz1Q5PKeH6QkTlzGqk9/+OEHXnjhBaqrqxFFkTXrfxnzwTFAuGJ8HbqUGN+MqwDZE1vyao0a0elkTvIEdPUtKJQ+1NfVofT1x95cR+i0GTSqVUSFdlWwKMDpdHYoWOj1egJ8/QgJcs/3cjqd5JYUMD2huzYywMGKHNJSO1MpRNHJ4fxC5k6eNGD7c8oqmD3rJLe2vQd/xcvLm/he0jp6YsH0JTz8+9eZN/EMNr6/njW3XsmHm/9NS2v3UqUL5y5m2bKLeXvrIPWRrZ4pHT5auOmCcylQlfLmpneHZf47r7qJX/bsGbG8UafTOSLrSgwfY9Gnmzdv5p133qGhoQFgTB7G641m57h66SwxzhlXAbIn9PP2HtiL6BCZFBuE2tCCX9AE9Do1Cr9AbK31xJ10Gs1aNckxnbufRUUVmEy2jh1klUpFXER0t7lVVVqcQGZ4z3rGBypyWTizs4xzcXklDtFJQtTAqtbZHU7yVVrOP/sCt/YffvqeiXG9p1f0hkwm4/T55/Hgza9y4Wlr+Oqbr7nhD1ew7p1Xqal1P4T6hxv/hO+EaD74atvA/TRGd6d6QxAEfrNqOR989wX7Dx7of8AgOXnWPCKDQ/npp5+GfO6BMBwVAyVGlrHkU4fDwbp16/jiiy9oaWlBJleMq+AYwEvwnAathMRIM64CZE9wOOcwos1JRkwAmtoWAkJjqNFrOyXeZszGqlGRmtSZ9lBSosNmc5KS4sor1ul0ZCZ2D4KLKssQnU7SeygQ0tDSiKZex5zpnWWDs3NziQga+KnjgrJyfP2DSElK62iz2Kzs2bebZQsHd3irQlvKv7e8wWNv3MH6T56nxmDgktN/w40r7+bwgVxu+tO1PPXi45RVuKq4yWQynvjnixTXNPLV7gGeABfG37fvwqmTqWuuZ/2nHwzLA98fL72e3T/uxuFwDPncEhInKq2trTz77LP8+OOPmEwmAqOTuX7d7pE2y+PIkQJkifHDuIowPJFiUd9Uj1wmEB3sg7beSFBEIjqtGqtD7JB4M2kqyczslGKrqKhBqfQmNdUVFOt1emZNmtpt7sLKMlqaW0mJ6l5B7mDJYcIjJuDT5SDigbwCMpPiuvXtjZySMqZNm+fW9uu+n/FR+hMTkdDv+BZjC9t/+oJHX/szL7x3D/5CGX86dwHTYiyoVNt4d8vjvPDefTQ01pEcNokffviBW+/6LX9/+C4OHtpPYGAQTzz4Mt9mH2Hfkbz+DbaNfQmpnnj0d2v43y87+fSLz4d87vNPW4a3TM6BA0O/Q90fnqyQJOEZxoJPq6urefzxxzl06BBWq5Wss67k0sc2jbRZI4LROb7e2kmMb8ZVQtFwH9ITRZFmYzO+MjkymYzKBjuRmQnk5+dicwrIZCKiKGLSa5kyJbVtjBOttg4fHx98fHwQRZEqvZ5FM+Z2m/9waQFJ4fH4eHUv33qw7AjJSZ2V9Wx2G/klpZx3xUUDtj2n/P/ZO+/wqMrsj3/utPSQHhJIIQkhEHpv0qvSRLH3tuquZdW1/tRdda1rb9jFgiCIihWULoRASO+9957J9Jn7+2MgISSkTgrJfJ6HJ5n3vuXceUNy5tzzfk8Bj155b4v2IxEHGeM/6TyjwCSKpGTGExH7J0nZJwga7spdK+dx1YL7mw4LXj6/Wc5OqVIRkZpKZFoaTgp3MkrK+evYASJPHcPP158br7mDh//5HC+/9jjuw1wIHNG6WmATdvag6Zvy4QMJd1dnnJ1s+XLPD6xcuhx7O8upTkgkEm5bdxWf/L6TadOm9ekjcolEMihzVocyF/qepqens3nz5qbDeKuf2IJPSNtnQIYCrjIdtcahUfzFimWxt7efolKpYuLj423uuecev5ycHFuZTCaGhYWpP/jgg/y4uDi7V1991fvAgQOZ/W3rGYaUgyyXd77UcndQKpWo1SrsJWeKhOiZEDCKwwf3YjA5IEgFGqsqkJmMDB9urmxXVFSOVmvAz8+c1lBdXQ2iyKgRLSO2Gq2WnOICloVc1Oba0XkJXLyh2RFNTs/ARiHHrZMpFnnFJRiQMGVCs2Ou1WqIionkoeteatW/qqaCo9H7OJG0H5NRyeqp4bx582P4e7Wf7+xob8/yqVNZPnVq873pdBxJTOS5b7bx/KtPcvsN97Dp8lv55IctPHD1RlzPdw+dLEoyGPn3rdfz91fe49OtX/KPW/9m0blvWncF7+zcQkpKCuPGjbPo3O1hTesYfFzIexoREcHXX39NTY1ZTnKo5Ru3RYlV5m1QcPnGTcEVFZUW+6Tj6emh27lrR4fScSqVSli7du3oF154oeCaa66pA/jpp5+cSktLB6QvOiCN6i16+3R+RUUFer0eR1vz21pUq2HlyEAa6msQ7RTY+46krqAAdxeHpjEJCWkYjaYm/ePCwkKGe3i1mjurIBeFQkGoV2Craw0qJbmVBcye0hzpjUtOwWtYaym48xGXnklY2OQWaSiRURHY2zrh7d6cppGYFsP+k7vJLkxk8qgRPH/dJaycOrVH6Su2CkWT0/y/nTt5/bPXuHztdUyachEf//gb9155GTaK1j+qgqsHYkVJt9c9HyaTyDtffM24oECWLZjf8YB+QCqVsnBaOFv3/cTa5asI8A+w2NwSiYRrlq/nt4OH+tRBlslkg7qoxFDkQt3T3bt3Nx3GA6tzfIZRNo2kaKzV9C50KioqFe+++JnF/mP+/dGbO+Vsf/jhh25Tp05VnnGOAdauXdsA8PPPP/duBLMbDKkc5N4uNX1GAznQ3RadwUh1owG5wga5jR0GZQ3u4ROpKy5kpGezgkVmZgEqlQ4/P3PEuKioiNG+rZ2d9PxsNBptmxX04rMTcXVzxv6s+4tJSWVCcOedpqS8QpYuWNmi7a/jhxgbMKXptVqr5tMfXmbp2GGcfO05djz2L1ZPn27R3O6HLr+ct267iW93fwGiFLmzJ1/+8nubuYy95Ry/8fkXRGbn8eepWIvPb0muWraY7JICPtnxtcXn/seVN1FWWkpOTt/psl+IjpSV9rnQ9lQURT777DN2795tdo4lUqtzfBap1ip6VnpAYmKi3dSpUy+YvMgh5SCrVL27L5WVlSCamOg3jKLKBhS2DlRVlCOzc0SvrMF3/kJURYWM8nVpGpOVVYLRSJOCRWlJKRNCwlrNnVqQg0lnZIRba/m32Jxk/P2bc3UbVSpyCoqYOqZ1qeq2KK+uoVqpYsHcJU1tKrWaqNgTLJ25tqktOvE4vu6OPLxpEy6Ojm1NZREumz+fn554lP1HfsXOxpn8mkZ+OnS0VT/Bp/VhxZ7y7pdfE5dfzFf/+hel9Ur2HOy/whkdIQgCD1x9KTsP7+GvY63fn55ga2vL+vnLOHTwoEXnbY++qHRppW+5kPZUr9fz7rvv8tdff6FWq7F38+aWT/pH8nCgMsm+tr9NsGKlzxhSDnJvl9DNzM5ENIlMDXShsLIBx2HulJcVo0eGaDTgOWkq2qJ8Ro9uLuaRn1+JQqHA39/s7JWWljBzwpRWcydkpjJ2RGib0dro/ARmnCXvFp+cgrOjQ4uIcnvEpqYREjyuxR+zyKhjONo54+nW7HhHJR9i/YzJnZqzp0wPDSXqtf+RkHQCW1snDiWkEhmf2KKPWJJv0TU/+HobUTkFfHTvfWycNw8HO3uOxCdZdA1LEx48CpW2kS0/77T4YagHr/8b2ZnZlJaWWnTe89FfBUqs9B4Xyp42Njby2muvcerUKTQaDSMnLeCqV3/qb7MGHLEq1/42wcoFTHh4uCY6Orp3HTELMqQc5N6OIJ84dQKTwcTo4U4UVzfi4Dac0uICVHojEqmAzNYWTUlhk8SbKJooLa3ByckJmUyGSqVC2aBkypjwFvNW1dZQ01DHBO/WEWG1VkNmWS7zpzeXpY5PTcPH1aXTdiflFXHRvGUt2o4cP0j4qGbJt9r6anKKkrhp+bJzh/caIzzcSX//XcpK8zAJcr7Zd4Ss/MKm65aMIH/67U6OZeTyyq23cuWihQCceO01imrqOBI5sB+xvvT329gXc4xt3++w6Lxuw1xYNHUWB/soimxj01qdxcqFzYWwp1VVVbz00kskJSWh0+mYde3DrLj/f/1t1oBkin1Nf5tg5QLm9ttvrzp16pTjtm3bmg5I7dy50/nEiRMD8vTnkHKQezuCnJaehmgwETrciaIaNU6efpSWFGIUBSQSMGq1aKsqGTs2EICcnEL0eiMjR5ojygUFBXi4ujXJo50hPS8bmVRGyPBRrdZMyE7G2dkRR4fme4tOTmHy6Lar7Z1LQ6OKgooqVi6+uKmtUdVITPwplsxc09QWGXeEcX7evZpa0RYO9vbkfPIRclGHTpTy/vc/UVlTC1gugvz1rh85kpLJI1dcwd8uuaSpfaSXJxKplP1RsRZZp7dwtLdjhJcrX+35kbo6yyp7PHbz30lKSGwqq9ubaLXaXl/DSt8y0Pc0Pz+fF198kezsbIxGI+uf30r4ssv726wBS4w1gmylG+j1ehQKhejo6Cj++OOPme+++65XQEDA+ODg4PDPP//cw8fHZ0AeVhhSKha9HUGuU9ZhI5Vibysjv8aAz9QAjh7ej94kglSgtqQIR3tbbG3NqQyJiRkYDEbc3d0B8wG9QO/WhT0yCnJoaGhs84BeTHYC/mdV5auqqaWssorxwa2d6baIS0tn5IhAHB2bD19EnDiKs70r7i7Nahqnkg/yj9VzOjWnpZFKpWR89CGLHnmMpMIiXv/6W568/SbsAkN67CTv/PlX9iWmcsfFl/DEVVe2un7wxZdY+PC/OBWXwLRJE3q0Vm/y8HVXctdLb/PJti954G//sNi8fsNHMG3MeA4dOsT69V2rpthVFArFBfNI3krnGMh7mpSUxIcffmg+OwJsemsfTk7WQ2jtMdm+xppmMQjw9PTQdVZ5orPztXc9KirKzs/PTwswZcoUzZEjRzLO7ePn59ewZs2aBkvZZAmGlIPcmxFkURRRqpTYSsyVhgpq9cz0D6K68huQu2E/3Je6wgK83Zol3jIy8lsoWJSWljI9eEyruZPzs3Cxc8bVsbVsW0xBEjMWNqdkxCYl4ebshELWua1NzM5j1qxVLdqORBxkfFCzHnJhWT5VdUVcNvfec4f3KQdfeoGbX3uN74+f5NUtX/H47Tf3qJDF7r1/8lt0ApfNv4iXb72lzT4Tg0ahN5rYExE5oB1kiUTCugWz+Gbfz1yyZAVjRodabO6Hb7iLq5+8h+XLl/fq/6GB6khZ6T4DdU8jIiL46quvmp6MWJUqOkecyqW/TbBiATqjWWwpXn75Zc8PPvjA65VXXinoqzUtxZBKsdBoNL02d21tLRqNGhup2WErrtXg5OwCEilGVR3u4ROoLyokwLs5QpGTU4YoSggONhcJKS0pYWpYSyfMZDKRnJXOJL/WyhZavZbU4kzmT28uuhGXkoqfh3unbNbqdGQUl7F25aVNbQ3KBuKSolk6c11TW2TsQWaGBgyIE+mfPfAA9627hIzSCk6VVmPs5sG0PQcOszsymiWTp/Dx/fe123f300+RVV5FcnqrD70DikvmzaawsoQ3v/rYoiV+J4aOJWREAH/99ZfF5myL3i7kY6XvGYh7+ttvv/H5559bneNuEGY7oAJ8Vi4AHn744YqsrKykjRs31ve3LV2lRw6yIAgugiDsFAQhVRCEFEEQ5giC4CYIwh+CIGSc/trm8xhBEFYJgpAmCEKmIAiPntXe5nhBEOYJghAvCMJJQRBCzlp/j9DJMGJvOniVlZWYTCY8HRWotHrqNSYEQYLC1gG9shbf+YvQFhcQMqpZpi0/vwKFQoG3tzcGg4HKykrmTprWYt780mJEAcK8glutmZSbhoOjPa6nC4KIoonYlDSmj+1c9DA+PRMPD2+8PJtTNCJOHsXVyQMXZ3OlP5MocirlMLcsW3K+afqc/1x3Hc9dfwNf7fyOe156nZc++pSf/9iHWt25D0AHj0Xw3dFIpowOZef/PdFh/yWTJ6M1mvj5UO86iJbguTtvZPfRfbz47hsWnfeBa27neEREr0YEe7sUvJW+ZyDtqSiKbN26lV27dpk1jgWJ1TnuIjlah447WbEySOhpBPlN4HdRFMOASUAK8CiwTxTF0cC+069bIAiCFHgXWA2MA64WBOFMya7zjX8QuAx4HLjrdNuTwPNiJ8NlvSlaX1FRgWgyMdrbgaLKBuwcnKgoL8UgkSEa9XhNmY6mMK9J4s1gMFBeXo+LiwsSiYTi4mIc7R1wdmyZA5eRn43RYCLIq3XRj9jsRHxHejS9LiotQ9moImSkb6dsTsjOZdq0lqWrj0QcYELQrKbX6TlJCKhZMH78ucP7lXvWr2P/5s3cuvpiUoor2HnsJPe9+jbPvv8R23f/TFV1dZvjIqJOse3AUYJ8R/Dn8//t9Hof33sP6aUV5J6lojEQGe7uzsbFc/j412/ZustyqhYLp8/G09mVyMhIi815LlKptNfmttI/DJQ9NRqNfPTRR+zbtw+VSoXCwZlbPj3e32ZdcPgo1P1tghUrfUa3HWRBEJyBBcAnAKIo6kRRrAXWA1tOd9sCbGhj+EwgUxTFbFEUdcC20+NoZ7wesAPsAb0gCMHACFEUD3XW5nPVISxJeXk5oigyLciVwsoGHIa5U15ahFKjRyIVkNrYoC4pZsIEs7pEZmYeRqOJESPMh/KKiorw8/JpNW96QQ6NjY2M8m4taRadl8iU8LFNr2MSk/Bwce5UZTuDwUhaQTFrV25oaqtvqCMhOZ7FM5uVHCLjDrJ4/BiLVsuzFG6CwHM33EDddzup++47Xv3b3yipb+TX6EQeefdj/u+t9/ns2++anNro+ES+/OMg7i6uRL7xepfWunrxYrQGI9//ua83bsWirJw9A38fN1786n2OnbCcQ3vnpddyohcdZEvrOFvpfwbCnmq1Wt58800iIiLQaDS4jwrnunf+7G+zLkhqDP2fZmfFSl/RE68nCKgAPhMEIUYQhI8FQXAAvEVRLAE4/dWrjbEjgLMTtgtPt9HO+BeAD4H7gXeA/2KOILeLIAh3CIIQJQhCVFlZGZWVlZSUlFBUVERNTQ1ZWVmo1WqSk5MxmUxER0cDcOrUKQCio6PNecDJyajVarKysqipqaGoqIiSkhIqKyvJzc0lLSONDZdcyvgADyp9l2Dv5kvwCFcMCPz9tptR19Zw5aqVeHi4U1IC6eklTJ8+m8mTJyOVSrGztWVq+ESyG8rRGg2k1BYBoPBxJdDDj/xhZv3JLPtyjJjIVVRSqqti9pw5qI0iSqOJaq2BGZMmgKsHyOQInmaH+4xe8NlfU3JzWbdxEyNH+lGjKketbyQuNYqZ02fh7GaHyaEBHSq8gu24ZdVy4gxG8/ty+pHpma8JBiNaUSTDaKTeJJJvNFFuMv/LN5qoN5mvaUWRhPPMEWcwYhBFUo1GlKJIrtFEpclEiclEkdFEjclEltGIWhRJNhgxiSLRBgMqsXmOaIOB65YsYd+WLyj7bifb33iD4YHBqIa5szs+lc0/7SGtUceIkf7seu9dDKLY5Xt69cEHcA0eQ5VSDW5eIJUiePm2/R57jwRBAu7eIFfAMHewcwBHZ3ByAVv7Tu0TYL4uk5v729qbxzs6m+cb5m6e390bBIl5XeBfDz5EvaqOo+XpFBQVklJbhNZoILuhnAa9msLGaio0DVRoGihsrKZBr271sxdXndfi69gZk9FptKhUKgRBQCaTIZFIkEqlSKVSJBIJMpkMQRCack/PpDWd0cM981oul3d7jvbmOjNPT+aw3pPl7kkQhH69J6VSSV5eHnFxcdx5552MX3ktjz7/JraCkVE2SlykOnzlarzlGtxkWgIUjThIDITaNiDFxMTTleOmntb/PfM13K4OhWAkxKYBJ4keP4UKT5kGT5kGP4UKJ4meEJsGFIKRcLu6NueYaF+LFBOhtg04SAwEKBpxk2nxlmvwlatxkeoYZaPEVjAy1rYeAZHJp8ee0SOebF+DgMhY2/o+uacgm8ZBd0+Dap9srBF+SyJ09zCPIAjTgePAPFEUIwVBeBOoB+4RRdHlrH41oii6njN2E7BSFMXbTr++HpgpiuI9giDUdmL8AsyR5c3As5ijyw+KoljWns2TJk0S4+LiunW/HbFh0wb+3Pc7yf9exjeH04l1Wk5Bfh6JRVUY6/KZ8crblLz9HPu+fwqAl176mE8+2cftt9/JjBkzeO/dd7l99SauXrWhaU6NVsulj9zBspD53L7omhbrJWQn869vn+WLt14AzPnHV97zT+5edzE+nh0f0vv6t704+Izl0fueamp7/JmH8HYMZu3CqwA4GX+UP459zNGXn+vp29MrlJhM+HQisl1YXsFVL72EiMjRV1/t0ZqOl25kVrA//7jh2h7N0xeIosiNz7zC0ilz+PLldy1StOHO/z5Kg8zIpZde2nHnLiKVSjEajRaf10r/0Z97WlVVxZtvvklubi5Go5Fl97+B/6S5/WLLYMFbrqFM37kKrVb6HpPRwOd3LFCJRn2LZPG4uLjcSZMmVfaXXQD29vZTYmJikiZNmjQ+MDBQo9frhVmzZjV8+eWX+ZmZmYqwsLAJ9957b8mbb75ZDFBSUiLz8/ObeM0111R+8cUXli2bew5xcXEekyZNCjy3vSc5B4VAoSiKZ5657sScL1wmCIKPKIolgiD4AOXnGet31uuRQPHp79sdf/pA3v8BV2KOJD8NBAL3Au2euOqJJFhH5ObnIhhhpJsd+bUGRowbxakTx0BUYOfjS31xIb4ezUU2cnLKEQQZISEhiKJIaWkpcydNbzFnZkEOcrmc0Z6BrdaLy0lixAjPptcZ2Tkg0innWBRFknILeebGx5raautqSE5L5Ko772lqO5l4iDXTJnblbehTOns+fqSXJ3+9apnKWH9fu5bP9/xOXX09w5ydLTJnbyEIAh88ch//+N+7PPLyf3j9//7b4/8DN6+7kttffJR169ZZPL/UksobVgYG/bWnJSUlvPHGGxQVFSGKIpue/xEnn9YpbFa6hl7svb+hVvqODWsuCS4rKbFYvoy3j4/uh59/6ZR0nJ+fnzY1NTVZr9czZ86cMV999ZXL7NmzVSNHjtTu3bvXhdO+4BdffOEaEhLSe9JjnaDbDrIoiqWCIBQIgjBGFMU0YCmQfPrfjcCLp7/+2Mbwk8BoQRBGAUXAVcCZEOnuDsbfCPwiimKNIAj2gOn0vw4FWnszH66uwVwkRCKRUFCjY5aHJ1qtBqPRiNuM6TQWFzLZt1nHOD+/AhsbG1xdXamsrERAIMBnZIs50/OyUau0bVbQi85LZMLEZrWKmKRkvFw657Bl5hcikdswfmyz83v0+BE8XIbjaG+eo6GxgfT8WD77x9Ndeh/6EqUIHh13sygv3XIz7/30E9/+/Bu3X9O6sMhAw87WhsduvJL/ff0dIz/w4aGzPgB1h1kTpmAntyElJYXxFj64KZFIBkTOqhXL0R97mpWVxbvvvktZmfmBorUAiOVwkhioZuCXD7fSPmUlJYp/rl9pMdWC13/c02VnWy6XM3PmTGVGRobN7NmzVba2tmJISIj68OHD9gsWLFB99913bhs2bKguLi7ut8T3np68ugf4WhCEeGAy8Dxmx3a5IAgZwPLTrxEEwVcQhF8BRFE0AP8A9mBWvvhWFMWk03O2Of70HPaYHeT3Tje9BnyHOT/5/Y6M7a1DekajEZW6salISHGtBjs7RxT2jhgaa/GdexG6wnxGh5gdYK1WR1VVAx4eZveuoKAAH4/WqdqpBdlgFPF19W7RbjQZic9P4aIZzRHn2JQ0wvxHnjtFm8RlZDJ+fMto9eGIA0wJbX78eDL+CCE+7ni5uHRqzv7AQ9I/0YzL5s8jNr+o07Jy/U2I3whWz5vGBz99w46fvu/xfCtmXkRMdIwFLGuJNb1i8NHXe5qQkMCbb77Z5Bzf8tkJq3NsQSoNVufYimVoaGiQHD582HnixIlNidNXXXVV9VdffeWWlZUll0qloq+vb7+WoO6RgyyKYqwoitNFUZwoiuIGURRrRFGsEkVxqSiKo09/rT7dt1gUxYvPGvurKIqhoigGi6L437Pa2xx/+ppKFMXFoijqT78+IoriBFEUp4mimN6Rvb2l4VpTU4NWp8VOLqFOpUFjMEvKmSRyRIMe7+mzUBcXEBZmPnSVmpqN0Sjic/qRX0lJCaN9W8u4JWSmMdY3pJWCREZhNhKFgJ+PWVNZp9eRmp3DjHGtq/CdiyiKJOYWsHxxs1JFVXUVaRkpLJy2uqntVMphLp87o+tvRh9S2E/Rxs8ffBClRsu3P//aL+t3h/UXzcPb3Yn/fv4uJ6NP9WiuOzZeQ3p6Gmq1ZQ+E9KbKjJX+oS/3NDIyks2bN1NVVQVYC4D0BiOsMm9WekhBQYFNWFjYuJkzZ4atWLGi7oorrmgqIHLZZZfVHzp0yPnzzz93u+yyy9rWau1DBp52Vy9iiUNKbVFRUYEoivi5KiiqUGLvOIzysmKUGh0SqYAglaKtrGDs2EAAUlKy0OsNTQ5yaUkJk0LHtZizsraaWmU9E4a3LvoRl5WIj09zckFSWjp2tja4ODq26nsuhWXlqPUm5kyf19R29PhhPF18sLczjy+vLKW4PItrFy/u8nvRl4T0o/TcReMncConH71+4BRC6IjHbryGyvoqHnn7eYpLS7o9j9/wEYz0HE5sbKzljKN3dcqt9A99taf79u3js88+s1bH62WyNNZCIVZ6xpkc5JSUlOTXXnut+Oxrtra24sSJE1Xvv//+8Ouuu66mv2w8w5BykHur1HRlZSWYTIz3c6awqgG7YR6UFhegN4pIJAL1JcU42ClwdLQDIDOzgMZGHYGBgQCUlpQyI3xSizkz8nKQyeSEeLeRf5yfSHhYSNPr2ORUvF2GterXFrFpGYSFTWoRlT4ccYCpY+Y3vT4ed5ApwX7YDoDS0u2RZOy/fNUfn3qSOpWa7377vd9s6A6bH7mPuKxUHnz53z16onLpwpXExsRazjB6t9Kllf6hL/b0xx9/ZPv27TQ0NACC1TnuRcLtL7hqwVYuMB555JHSp59+unD48OH9nnM3pBxkOzu7Xpm3uLgYURSZGeROcXUjTh4jKS0uxCAKCBKoLcjH06U5upubW45UKiMoKAiVSoVSqWwVQU4vyKahvoHg4S1TL0TRRFx+8jn5x6lMDArslK2JuQUsWbCy6XVFVQWZ2WlcNG0VcKa09CGuXzT/fFMMGCbJ+q9Kl0wmY6x/ACfTszGZLhz1BUEQeO+hezgQG8njr3Rfvu+GNZdRXFRI9XkqFnaH3ixjbaV/6M09FUWRr7/+mp9//pnGxkYkchtu+az3CtlYgXiVS3+bYOUCRK/Xo1AoOvWHcvr06Zp77rmnqrdt6gxDKulPpVL1yrxR0VGYjCbCRjjxW3Q1bj4BxEQdB0zYeg+nvriI0d7NDnJBQSU2NjbY29uTmpqKp6t7q1y95NxMXO2H4eLQMjKcXZKHAQPB/maVvIZGJXlFRdy8ouN0iPLqGqrqG1k8f3lT25Fjh/B2G4m9rVkEJKcwA7W2hotnDOz8YzAX9pjWj3mrR//3Cu5XXMnuvX+wYdWKfrOjqzg62PHg1Zfy1o6f8PP24b7b7up40Llz2DsyITiMqKgoVqywzL3b2Nig1WotMpeVgUFv7anJZOLTTz9tqo5nO8yDa964cM4EXKhMta8hWuXacUcrAxpvHx9dd5Qn2puvvetRUVF2fn5+2jFjxugyMjKSzr1+vvZ77723Cug3Z3lIOcj29h0qwXWL2IRYRINI6HAnPqwx4DXel7q6akSDHPfwaWiL8gkKMGsWq9UaamoaGTHCrDhRXFzMqHPk3YxGI0nZGUz3m9B6rewkhp+VfxyfnMIwR0fsbDvOr45JTSMkZFyLx55HIg4wLeyiptcn4g6xYFzwgCwtfS796RyDOYo83N2diJR01q1YjqSfVDW6w7igQJZOn8h7P25l/Ogwli7ser751SvW8dI3H1rMQbY6x4OP3thTg8HA5s2bOXXqFDqdDvdR4ax/6jOLr2OlNVbneHDQWc1iS/Dyyy97fvDBB16vvPJKQce9BxYD3wuyIL0VQS4qLUKKgLO9goIaLfYOjsht7DCo6/GduwBtcT6jR5sjvomJGZhMIl5eZlm30pISxo0a3WK+/NJiEATGeAa1WismN5Fxoc3t8Slp+Lp17pdWUm4BC+Y1R4/LykvJyc9iwVRzyoXBaCAm9Qi3Ll/WtTegnzhTGrpfbXjzDcrqlfxx6HB/m9JlNi1diEnUs2v/b90q6LB+0UoaGxrJy8uziD29dYjWSv9h6T3VarW89dZbREVFodPpCJ6/1uoc9yFnyh1bsdJZHn744YqsrKykjRs3XnAJ7NYIsgVoaGzAVirBJJooqdWisLUDqRzRoMN7xmwSP3yL8ePXApCamoVWa2DkSHPUuKSkhOmrrmgxX3peNkajqdUBPVE0EZufxMMbb25qi0lOYenUjqvd1SmVFFbWsHJpk9IeRyIOMdzNH4XCXDo0MS0GBzuB6aGtlTMGIv0dQQZwtLfH0c6eQ/FJaHQ6ZFIpMpkMhVyGQi5HLpejOP3PxsYGWxsbbG0UODs5I5db3n6NRkdGbjYO9vZ4urnhYO/QbmT76Vuv47lPt3PwyCEWL1jUpbUkEgkXTZrOqVOnCAhoLVPYVawR5MGHJfdUrVbz5ptvkpqail6vZ9oV9zJp9XUWm99Kx1gjyFaGEv3vYfQhltZtBfPjPpVahaNUSo1Si1GQolapaNTqESQCep0WUaPC399c7CMrq4jGRh2jRo3CYDBQVVXF7AlTW8yZXpiDqrGRQC+/Fu2FFSWo9CpCTx/Iq6yuory6hvGjAju0MzYlHX//YBzsm3OhDx87wIxxC5ten0w6xIqJYd18J/qeBIORCf14UO8Mka+9xtg7/0bx8VMgCAgAothOWWcRiSDB2c4WD0d7PIY5MdLbi8ljx+J7Wtu6M9TU1REdn0huUTHldfVUNDRSp1YjmgBBRBRBIhGQSaTIZVIUUilyqRQbuRQbmcz8Ty6jXlXPr0cPdNlBBnPp6Vv/+zDr16/vcelphUJhPag3yLDUnjY0NPD666+TmZmJ0Whk0d0vETRjYMtQDkbC7epIUndOMcmKlQudIeUg29raWnzOqqoqjAYDLvYyCioasHd0oay0CI3eiEQiUFtQgJuzQ1NOb25uOXK5nMDAQIqKinCyd8TZsWWlp4SsNEZ5+GEjb5lDH5OZwHAfz6a5YhKTcR/mjKwTTmJibj7zLlrf9Lq4pIj8wlzu3mAuJa3WqknOjuKtmx/t0fvRl4RKB0aG0EgvTxp27erSmNjsbF7Yto3DSUmklFQgy8hl518nsJXLcHWwx9PRAW83F0YHBjBx3DgqqqqITUqioLSc8voGKpWNKDU6RFHEIIo42NiyaMJ4nrzmGsaflg8EyC4p4VRGBon5+eSUllJYWUVFXS1lShWNajUqnQ4XWwW/RR5mU9RJZk7v2uHMGeGTcLCxIzk5mQkTWufMdwWrczz4sMSeVldX8/rrr5Obm4vJZGL1E1vwCRlrAeusdJUMTcda+1asDBaGlIPcG3+AzUVCTAR5OFJcpcTB1ZPSogKMIkgkUF9UgI/H2QoWVdja2iKTySgsLMTPy6fFfGqNhvzSIpaPvujcpYjJSyI0xL/pdVxqGgFe7h3aqNJoyS4p59/L1zW1HT52gBGeo5rSK6ISjuLnMQx/L88uvwf9Rb7JxOgeRi37i8lBQWx//PEWbQaDgbd27+arAweIyitCml/E3vgUJLt/x4RZ1spgMuHhPIx1c+bz9LXXdFgKPMjHhyAfHza108dp40Y0tZX8cvjPLjvIACtmzic2JrbHDrJcLrcWCxlk9HRPy8vLee211ygsLEQURTa9tc9aOrof8VeoyNRa338rQ4Mh5SD3RtnTyspKRJPI1FGuFFYpcfKYRHFJIQC2Xt4oiwsY7+sMQH29kvp6Nf7+gQCUlpYyNqDlQbzMghwUCgWhnq0LhMTmJXLXanO+siiaiEtJ5aolrR3pc0lIz8DLewTubs3qF4cjDjB7fLMe8qmkw2yYOblL934uWr2OgvIK8svKSMvNJaOgAFGER6+/Dm/3jh35ruItDIwIsqWQyWQ8sHEjD2zc2KI9vbCIQC/PXiu6sHHuXH46HsFPx/Zzxar1hI8b1/Ggs7jt0qtZcc/1qNXqHmmNGwbAoUsrlqUne1pYWMgbb7xBaWmp1TkeIJTpLf8U1srQwN7efopKpYo58zotLU2xZs2a0WfLuz3wwAO+jo6ORg8PD8Mff/zh/NNPP+WcuVZSUiIbN25ceHFxcbydnV2fFB8YUg6y0Wj5wiw5OTmIoompgS5EppXhNtKP+MRERJOI27gp6ArzCZ40AoDExHREUcTb25yPXFpSysY1i1rMl5Gfg1qlIWR4YIv20uoyatR1TAwbA0BBcTEqjYYg35YR6LZIyM5j5vQFTa8LCvMoLi1m9iZzDl9VbSW5JSncuPz6Dudq1GjIKiqisLycgooK8irKya+oJLukhOoGJYgiWqMBrcmIyU6GRBQ49H+pPHHZ5Vy2bGmH83eFWlHEmQtHWq27hI4c0avzb3noIRwvvZSiyjJ+2r+nyw6y3/AR+Hn7EB0dzbx58zoecB6kUqnVSR5kdHdPs7OzefvttykvLwespaMHCi4yPQ06eX+bYaWHXH7phuCK8nKLRVw8vbx0O7//wWLScdddd13N008/PbKhoUHi5ORkAvjyyy9dly9fXttXzjEMMQe5N7R9I6MiT2sgO7MzshCnca4gCBjVDfjMnU/G9i8Ye5W5Sl1aWg5qtZ6AgABEUaS0tJTZE1se0EvJzwajiK9by8NaMZmJeHm7N91DbFIKHsOcO7wnncFAWkEx/3z40qa2w8cOMtIjqCmifiLuCOP9h+PcgcqHzmBgw9P/plGlwk4ioVGpRKnRoEVEJ8DIcQGELhzPnJUz8AttPmD43mMf8c8vt/BnTAz/veN23IZZ5pCH7eD3jfuMhy+/nJd37uSHo39y1dpLCQwI7NL4jQtX8e1fe3rkIHdHas7KwKY7e5qSksL7779PVZW5PoDVOR44aEyD66ndUKWivFzx7hMPWyyf7e//fdmijzfd3NxMM2bMUG7btm3Y7bffXgOwc+dOt8cff7zYkut0hPWnvYfEJcQhGkyM8nSgsEaLjZ0dgkyBaNDhNW0Gmopyxo0zp0tkZRWh0egJCgqisrISqSDgN7w5OiiKIglZqYSPDG2lgBCbm8To4GanMyYllRDfjhUPkjKzGObixgif5rGHIw4wZ1JzNPdUykGuXjC3w7n2nzpFYVkZnqKJ4tpqRG9nQjfN4+YP7uO9xI/4v51PccU9G1s4xwB3v3A7//f90/yYmsjKxx/nlyMXnmbwYOepa69FFCGvrIjv9/zc5fHXXXIpJUVFTU6NFSvdITY2lnfffdfqHFuxMsS56qqrqr/99ls3gNzcXHlubq7NmjVrGvrShiHlIJtMJovPWVlTiVwqQSKFsnotcrkCtd4s8aaurcNOIcPZ2RyZzc2tQC5X4OPjQ2FhIT4e3i3mqqqroU6pJNy7tQ5xTF4Cc6ZOOX0fRhLTM5gxbkyH9iVk5jB5SrPzm5OXTUVFObPGm+XdCkryqKkvYePcjh3kLX/8Qb1WTcj9a3jmyGv8+/fnuf2Zm5myYGKHkWy/kBF8ErMZ52kB3P3xJ9z3+us0NDZ2uGZ7aKwBR4vywb33oFIr+enYAcrKy7o01tHekYmjx3Ly5Mlur39+WTwrFypd2dPIyEg+/PBDamrMxSiszvHAw1Zi+b+hVoYm5/vdcKb9iiuuqI2KinKsrq6WfPHFF64XX3xxTW+cI2uPIeUg91SntS2UKiV2EinlNSqQKmior0Ol1SORCtQWFuDp4tDUt6ioCgcHs+RbUVERo0e2LK6QnpeNVColxCuwRXtlXTVlDZVMDTdLG6VlZSNBwKeDg29Gk4nk/CLWrNzQ1Hb42AH8vEOaHNrIuIPMGTOqwwOMGYUFxGRlM3puOMuuWISjS/fkfh56517+tfURdiTGsvKxx9kXGdmteQBcrA6VRbluyRIEiZT0wlx2/bK76+NXbiA+Lr7bqRK9cUbASv/S2T09cuQIn3/+OXV1dYDVOR6o1Bqs+cdWLIO3t7ehrq6uhVNWXV0t9fDwMAA4OjqKCxcurP/6669dv/vuO7frrruuuq9tHFIOsqUPAGm1WtRqNbYyCYVVDTg4u1JSVIDRdFrirbgIfy/zqeuqqlqUSm1TxbGy0lImnqPlmZ6fQ0N9AyE+gS3aY7IS8PJya3Ji41JS8XJx7tC+9Nx8FDb2hIWYD12JosjhiIPMm7QCAJMocirlEDcv61hwf+u+A6jUatbctabDvh0RPCGIT2I+gFB3bn3/ff719tuoNF0v4lImWqMZlmbvc89S21DLL8cPNjkrneWSBcvQqFTk5+d3a+2+jg5Y6X06s6cHDx7k66+/pr6+HhCszvEAxluu6W8TrAwShg0bZvLy8tL/+OOPTgBlZWXSgwcPDluyZInyTJ+rr766+p133vGurKyUL1mypGePnLvBkHKQLS2TVVlZCaIJ32E2FFYqcXD1pqykEBGw9fREU5xPkL85ypuQkIrJZMLHx6w6UVpayqwJU1rMl5ybgbujK8PsWzq/cTlJBAb6Nr2OSU4hLKBlnm9bxGdkMXHCzKbXWbmZ1NZWM3XsHABSMuORSfQs6EC/VqlWsevYMew9nQmfaTmB/ic/fZh7P7mfr6OjWP3Y4xyNiel40Fn498Khy6HO/PHjcbCzJS47jV2//NilsRKJhAWTZhAVFdWtta0ayIOPjvZ03759fPPNNzQ0NIAg4ZbPuv9EyUrvk69r/yC3FSvnQ6PRSLy9vSee+ffvf//be8uWLTnPP/+8T1hY2LiFCxeOeeSRR4rDw8Ob6tNv3Lixrry8XL5+/frq3hBZ6IghFbLRaCz76beyshJRNBHm60hJjQpHj3AKUpJBNOEaNh5tYQGha835xOnpeU0KFiqVClWjikmhzXJaRqOR5JwMpo+c2Gqd6LwELrvSfKhOq9WSnpPHxnkzW/U7G1EUScwt4OFN/2hqO3LsAP5eo5vSK04mHmbJxNEd3ufuo8dobGxk5d0bO+zbVcbOCOPD6Pd46prnuP7NN3lq40ZuWreu44FAutE0IEpNDzZOvfUWY26/g18jD3PVpZu6pG1887oruem5h9iwYUOXU5qspaYHH+3t6Z49e9i1axdKpRIkUm75JKKPrbPSVUbbKq2lpgcBnl5eOksqT3h6eXX4i9tkMp1qqz0yMjL9fGPkcjk1NTVxPbGtJwwpB7knRQzaory8HNEkMmOUG3kVdQwb4YVGE4VRp8Z33nySP/+QceOWA5CdXYJWayA4OJi8vDw8Xd1bHGzLKykCiUCYZ3CLNWqVdRTWlDBjktlxTkxLw97WBhfH9nOA84pLMCBh2iSzIy2KIoePHWTtPLPWsVanJSEjgueeuLfdeUyiyKd79qIWjay42rI6xmeQSqX8d/vTfPbfr3j7pz1csWIF9p0oC251jnuHIB8ffNzcOJkaz+7ffubKje3V4WvJtHETcbJz6FbpaatzPPg4357++uuv/PDDDzQ2NiKRyrjp42N9bJmV7mB1jgcHltQsHswMqWfUKpXKovMlJSVhEkUm+A+joEaPrb09ErkNGPS4jp+MSdlAcLBZxi0npxyFwgZ3d3eKiooI9BnZYq6M/ByMerFVgZDYrAQ8PFyxPZ0eEp+SyvAOygsDxKZlMm7clCYnPC0jhQZlAxNHmx3m2JQTeAyzY4xf+6kaJ5JTKKgoZ+olM1HY9k4ltzPc/MR1lKgb2LxzZ6f6n7IWleg1kje/T2VdNb8eP4Te0LXUh5UzFxB9KrrLa9rY2HR5jJWBTVt7unv37mbnWG5jdY4vIKba1/S3CVas9BlDykG276AQRlc5GX0S0WBijI8ThbUaFDZ2aA1GBKlAY1UlrsPMihWiaKKkpBpnZ3NucVlpKROCWkq5pRVko1I2EuDZ0mGNz00mMKC5Wl50cioTQgI7tC0xr4Dliy9uen0k4hAB3mOaHOaopEOsmdZxhG/r/v0o1WrW3rm2w76WYOUtq/jir79QqjrOx59mPdTVazja2zMuwJ+/EqL4be+eLo29bcNVZGSkd/kDqVar7biTlQuKc/f0+++/56effqKxsRGpwpabPjzST5ZZ6Q7RKtf+NsGKlT5jSDnIlo4gJyYnglHExUFBRYMeiURKo0aHRCJQV5jPcDezxFtZWRVqtY5Ro8wFQ0pLSpk2tmWucWJ2GoHeftjIW0ZpT+UlMn3SeAAalA3kF5cwJTSkXbtKKquoa9SwYM4SwJxeceT4QRZNW316njoy8uO4ZcXyducpra7mz9hYfMb44RfSu+WOz3DFfRup0Kl5a/u3Hfa1RpB7l6g33qC8tprfIg52SbpthLcPgcNHEh3dtSiyNYI8+Dh7T3fs2MGvv/6KSqVCbufIjR9YCwZdaFgjyFaGEkPKQbZ0BLlOWYetVEpJtRKFjR3VVeXojSYkElAWFzHK15yvlZCQhtEoMmLECAwGA1VVVcye2KxgodKoyS8tZpJvS4UIpaaR3MoC5kyZDEBsUjIuTo5N6RbnIzY1jdAxE5qixcmpiahVasYGmec5EX+U0b4eeHWQqvHdoUOo1GqW33Fxu/0szbp/rGNrRAS1DfXt9rNGkHsXmUzG4gnj2RcdwR8H9nVp7GWLVhEf17WzFdYI8uDjzJ5+88037NmzB5VKhY2jC9e/t7+fLbPSHawRZCtDiSHlIKvVXdfabY9GdSN2UikFFQ3YO7tRWlQAgI2HB9riAkKCzKkR6en5qFQ6AgMDKSoqwtnREUf75kN2mfk5KOQKQr1GtZg/LjMJF1dnHE479vGpaYz0cOvQrsScAhbOX9H0+kjEQUb5jG1Or0g+wKa57atg6AwGvtx/AINMYP6a2Z14NyzHutsuodqg5fVvvmm3X5zBWliit/n9v89RVlvFnmMHuzTu2ksupaS4xCyF2EksLcNopf9RKBR89dVX7Nu3D7VajZ2LJ9e+vbe/zbLSTSba1/a3CVas9BlDykG27YQyQmdRqVTodTocbaUUVytxdBtOWWnRaYm3cDSF+YwZ4w+YFSz0ehNBQUEUFhbi5+XbYq70/GxUKjXB3i0r68XlJOHn31yOOiY5lSmjW6pcnEtNXT2ltfWsWGROpzCnVxxi0YxLACipKKa0KperFy1qd579p05RXV/HRdct6bCMdG9w1WNXseNEFBXV5y+eEy4dUj++/cYVF83nt5NHOHy08/mi9rb2TAubwNGjRzs9xqpiMbgQRZHPPvuMgwcPolarcXAfztWv/9LfZlnpAUmqjgtUWbHSFoIgTNuwYUNTFFCv1+Pq6jpp8eLFIQBvvfWWuyAI084UDgH44osvXARBmPbZZ5+5Ami1WuHuu+8eERAQMH706NHhEyZMGPvtt9/22g/lkHpGbclHuGYNZJFANzuKa9TYuflQl3MSk1HP8NnzSf7wLcaPDwIgL68chUKBg4MDJSUljAto6eSmFuQgEQV83Ya3aI/OT2D+8skAlFVUUllTS3hQYLt2xaSmExAwuunDQHxiLAa9kbBA84G8E3GHmBrs12GaxpY//qRRp2XdrX2bXnGG5VcuZtuL23j9m208//e72+yTaTIR1gvlw620ZMuDD+C48XL2HjvEgnkXdXrcw9ffydVP3sPy5cs7ld4kl8utxUIGEZ9//jne3t6o1WqG+QZz2X/bfyJkZeATbNtIusap445WBjRXrLs8uKqswmKP7Ny9PXXf7t7ZrnScnZ2dKS0tzU6pVAqOjo7i999/7+zt7d3iF/7o0aPVW7dudVu/fn0DwPbt293GjBnT9Oj/n//8p29paak8NTU1yc7OTiwoKJDt2bOn134gh5SDbMlHuBUVFYgmExP8h5FfY8DOxxlBIgWDHqegEGxkAq6uTqcVLGrx9PQEoKyklMumN5d2FkWRhIxUxo0IRRCEpnaNTktmWS6PTr8FgNikJDyGOXcYzU3MzWfB0iuaXh+JOEiwr7kgyZnS0s9du7rdOTIKC4jJyiJk1jhcPF269L5YkpufvYnvnvyKf5SX4+vl1er6SGslvT7j9hXL+fn4QS6JXMqcWXM6NWZi6FiCff05evQoy5e3fyAULF8K3kr/sX37do4ePYqLiwuuAWO59N9b+tskKxagSGfZWgJW+oeqsgrFtlvftlg04qpP7umUc7V06dK6HTt2uNx8880133zzjdtll11WfezYsaZ801mzZikjIyMdtVqtoNFohNzcXJvw8HAVQENDg2Tr1q2e2dnZ8XZ2diKAn5+f4bbbbuu1k6NDysOw5B/g4uJiRNHEzGB38mt1KGxs0ZtMCBIBZVUlnq7mPS8sLEOn0xMYGIgoipSWlTJ30vSmeSpqqqhXKQn3blnRLj4rCSdne5xPFwSJS00j0NuzXZsa1Wryyiq5eLm5Ep3RZOToicMsmbEGgKz8NHT6OlZOndruPN/sO4BKrebiO/snenyG+WvmUC8YeXXbtjavV5o6r6xgpWe8fuffKKos48+Iv7o07sFr7+B4RESn0ie6WnnPysDk559/5s8//0StVjNz/hKrczyI8JBZD9Ja6T7XX3999fbt211VKpWQkpJiP2fOnBZ6roIgsGDBgvpdu3Y5b9261WXVqlW1Z64lJyfb+Pj46Nzc3Ex9Ze+QcpAtmUsbExuDaBIZN8KZ4lotcoUNKo0eiUSgobiIkZ5mxzYhIR2DQWTkyJFUVFQgk8gY4d2sa5yRn4NUKmO09zkH9HKTGOlvTrkQRRNxqWlMG9tSO/lc4lLT8fENwNnZrJ4RGx+NaBII8gsD4ET8IRaMC2n3fWjUaNh17Bh2Hk5MnDu+62+MhbnzlTvYHRtLXnFRq2uOQhsDrPQa96xZzU8R+4mIPN7pMQunz8bNcRgnTpzosK/J1Ge/96z0EgcOHOCnn34yq1U4DGP0ujv72yQrFqTBNKQeOluxMLNmzVIXFhbafPTRR27Lli2ra6vPtddeW71t2za3HTt2uN14443nP4TUBwwpB7krWq4dcfKUuUiIn6st1Y0GRBE0ej0SKaiK8wn2M6tNZGTkoVJpCQoKoqCgAB+PlqkC6fk51Nc3tKqgF52XyJRxZsc2t6AIrVZH4HBv2iMhJ5/ZMxc1vf4r4hDBvmYnV2/QE5v2F7euWNbuHD/+9RfKxkYW37yi3X59xYylU2mUiry6fXura9Zs1b7luZtuIreskP2RnT94B/D3y67n6JG/Ovz/d3aKkZULj8jISLZv345SqUQilXPtO38gF6xPeQYT1v200lNWrVpV+/TTT/vdcMMNbTq/ixcvVqWlpdlVV1fLJk6c2PTIYty4cdqSkhJFTU1Nn/mtQ8pBtiRZOVlIECivV2Fr70h5qTnCqXB3R1dUwOjRZgWLnJxSjEbw9/enuLiY0JEtlSqS8jLxcHTF2b45z1xv0JNSnMFFM82pGLHJSXh2kH+s1RnIKCphzcr15jn0eo6dPMKy2eZ0i8T0GJzsJEwNOX+REZMo8tneP1CLBlZe274j3Zfc/84/+DU+gYz8/Bbt1gyLvue+tWv48eifRBzvfBR549KLkSIQGxvbe4ZZ6Vfi4+P54osvaGhoAARu+tj8IUqK9T/pYMK6n1Z6yl133VX54IMPFs+cOfO8urvPPPNM4bPPPtvisbGTk5Ppqquuqrz99tv9NRqNAJCXlyd/7733Ota+7SZDykG2ZIpFfWM9thIpxVVKHIa5UVpSCKKIW1g46uIixo41O8K5ueXY2NigUCgoKy1j0uhxTXMYDAZSczKYNLJlgZCk3FTsHWxxP13IIzYljZARPrRHYmYGbu5eDPcy94uJi0IqkRPgY1bMOJl4iFVTxrU3BVEpKeSXlzNp1Qxs7S0niddTJswJRyUXee2c6nr2vRhwNBiNGK2P/FvxnxuuPx1F7nwuskQi4aaLL+fI4cPtRpEt+YTHSt+RkZHBRx99RG1tLQC3fBbZdE1lsuaVDyas+2mlpwQHB+uffPLJ8vb6XHHFFfVr165tOLf9jTfeKPLw8DCEhoaGjx49Onzt2rXB3t7evXa6e0glFFnqkJ4oiqjUKhxlEoqrlNi7jqAotxBRNOI5dTo1cVGEho5EFE2UldXh42N2WktLS5g5obmCXn5pMYJEQphnS9m32OwkfEd6NdmcnJHJvZeva9emhMxcpk2d3/T68PFDjB5hLmetUqtIyTnF27c82u4cX+3fT6Naxbq/re38m9FHPPbpw7x+3cskZmYy/nQUvFoU6Y26Tp/v+o639vzBFTOm8+htt/XCChc2961byw/H/mTRzLnMmzO3U2Nuu/RqNn//Nenp6YwZM6bNPhKJxJqHfIFRUFDAe++9R/VpvfJbPmuZa+4q01FrtBaAGSxY93Nw4O7tqeus8kRn5+uoj0qlijm3bc2aNQ1r1qxpALj33nurgKpz+3z33Xe5Z763tbUVN2/eXAgU9sjgTjKkHGS5XG6ReZRKJSajEQ9HOUW1GhSO7hiMuWA0YOcXwDBne2QyGZmZeRgMRgICAmhoaECtUjMhJKxpnvS8bPR6A8HDW6ZdxOQnMmW62YlIy8pGKpHi5Xp+V9BgNJFSUMTt9zwPmNMrIqOOcs8VzwAQlXAMPw9n/L3Or4JRWl3NvphYvEJGEBDm1923ptcImRiExkbg9Z07+eRRs6Pva2GZt7KKCh7/4EN+SUygvEGJt7MT7X+kGJr85/rreGP3Txw4cazTDrJMJuOKpZdw6NCh8zrIRqO1MuKFREVFBW+99Rbl5eZg0LnOMUCJVRZsUGHdz8FBR5rFVswMqRQLS1XqqqioQBRNhA53IL/GgNzGDoNJRJBIaKyqwtvVAYCkpAx0OrODXFBQgJebR4s0j7TCbNSNagK9/JvaDEYDiYWpXDRjBgBxKSl4uQxr1560nFzsHJwJDjRHVk9GR2Ijs2WkdyAAUckHuXR2+9Ju3x06hFqtZtltq7r8fvQVT3/1OPtTUohOSQEgx2i5aOPXu3/k4v97ku1RUbzzf9fz+zsPkFxSQkFJscXWGEw8uGE9Pxz9g7+OHev0mHuvvpnCgkIKC9v+8C+TDanP6xc0dXV1vP7665SUlABtO8cAo2wa22y3cmFi3U8rQ4kh5SBbqtR0ZWUlosnE1EBXCmp0yOVytLrTEm8lxQT5mCsfZmYWoFLpCAoKori4mFE+I1vMk5iVTpB3AApZc2Q7NT8DuY2c4Z4eAMSmpDI2oP2IbnxGNpMmzm56feT4QUL9JwNQVVtJfmkaNy1det7xBoOBL/cfQC8TWHjp/PP262/8x/hhdFbw+nffARBmgVLTlTU1/O2FF/jXN9so0yhRRn7I5ctnsmLuBBo0Wnbu/aPHawxGnrr2GvLKijlwovOKFo72jlw8eyEH9h9o87q1it6FQWNjI6+//jqFhYWIonhe5xgg1Vp1bVBh3U8rQ4kh5SCrVCqLzJOdnY1JNDEjyI2iWi1yuQ0qjQ5BCrqiPIJGmfWLs7JKEEUBX19fSktLmRDU/Gi5Ua2ioKyYiT5hLeaOy07Cd4TZOdZoNGTk5DFj3Pn1j0VRJCmvoKk4iFar4UR0BMtmmdUsTsQdZkKAD47tlPr989QpquvrmHPVIoseZOwN/vPNkxzOyOB4fByxPXwk/+2vv7D68Sf4OvIEzz+wicK9r7e4rjUaiMjM7NEag5lHLr+UH4/9yV9HO+8k/+vGu8hIS6OysrLVNUtWurTSO+h0Ot5++22ys7MxGo1semtfu/0n2df2jWFW+gTrfloZSgxsb8jC2LfjJHaFqFNRiCYRPzc7lFoTGq0aEbBxc0NTmE9oqDllIj+/Ajs7OyQSCaUlJUwdN7Fpjsz8XORyBaO9AlvMHZ2fyPgwc1W9xLQ0HOzscGrH7uyCIkSJnEnjzYf/TkRHYm/jxHCPEWZbUw5yzcJ57d7PF3/uQ6XTsu62/q2c1xmG+3sh83Tg9V0/MLWbj+Rr6+v4x8sv888vvya3rhpl5IfctO6iVv2euftSovPzaWi0PlZsi8evusocRT7Z+TQLLzcP5k6YxsGDB1tds1QKlJXewWg08t5775GamorRaGT981txcmo/ohir6o1jtFb6C+t+WhlKDCkH2VIR5JPRJxENIgaDDjsHJ8pLiwER1zHjUJWVMnFiEAaDnsrKBvz8/NDpdFRXVTNr/KSmOTIKslGr1C0KhIiiifj8FBaczj+OTUlluJtLu7bEpWcSHj6t6fWRiIOMDTA7y/nFOdQ1lLFh9uzzDSejsIDozExGTQ/FfXivyQlalGe+eZLjOdn8WlrW5bE//PEHqx97gi0Rx3nizjVUHHj7vH0fvGE19RoN3/72a0/MHdQ8ummjORe5C1HkR266m/jYuNOauc3Y2NhY2jwrFuSzzz4jLi4OvV7P/Duewd3n/JrqZ5hiX9MHllnpK6z7aWUoMaROxVgqglxUUoRckFBc3YiDiwdlZcUgmnAdG05jShweHi4kJ2dgMJgIDAykqKgIZ0cnHO0dm+ZIyc9GIgr4uDZXx0svygapiP9pzeOY5BRmhbb/Ryght4C///0WADQaNadiT/Dw9a8AcDzuIHPGBLZ7+Gnb/oOo1CpW/21Nt9+PvsbN2xXbES58+M7buF1xBQCiSUTE/CEDzEVPwJyCIooiRpOJ3YePsDM6mkajjuoj73RK1aRWreZYajq39trdXNg8duWVvLhjFwdOHmX+vPafVJxhtP8oxgeFcuTIES6+uPmphVarbWeUlf7khx9+4Pjx4+h0OsZffCOhczp3mDfGGnEcVFj300p3EQRh2vr166t/+OGHHDCfOfHy8po0efLkxgMHDmQCfPnlly7PPvusr16vF+Ryufjkk08WX3/99bX9ZfOQcpAtFUFWqpXYSiUUVilROPvRWJqFyWRE4euHu6vZCU5OzkKvNxAQEEBRURH+3r5N40VRJD4jlfARY1qU143NTMRnhFmKra6+gcKSMu68ZOV57SgsLUelNzB3pjk9IOLkMRxsnfB088EkikSnHub9O68+7/hGjYbvjh7FxtWRKQsmnrffQOS5bU9y6tNErn79NXODIIAICHDWNyCCKIjodXoaVBoev30Nj97S+Q8D16yaxfFTORhNJqQDPD+7v3jiysv58sCfLJo+l4vmd+6Q57+uv5Obn3uIpUuXNkWOFQqFNc1iABIREcFvv/2GWq3GaXggMzf9vdNjJ9vXWB/LDyKs+zk4uOqyTcFVFZWW00H29NBt+25Hu9JxdnZ2prS0NDulUik4OjqK33//vbO3t3fTyeyIiAi7J554YuTevXvTw8LCdKmpqYoVK1aEhoaGamfNmnXeqnu9yZBykC0RQRZFEY1ajatMSnGNFkHuiAkBqVSKuraGkR5mBzkrqwClUkdwcDAHDxxkbEBzJLiipopGjYrwUaNbzB2bn0T4GHPRkNikJFydHVEozh/ljE1LJzR0YtPBuiPHDxI+ypyekZIZj0yiZ354+HnH7z56FKVKxcK/D/zc43NxdHFkwT9ns/CB86ePnKGmqpqHL32K/12xnjsuW9yldT5/9g6GL7yHH/74g8tWnv/DylDm4U2b+O/2HRw4eazTDvKM8En4eQ7n6NGjLFmyBLDmIA9EMjMz+frrr1EqlSCRsumFbzsedBZxKpfeMcxKv2Ddz8FBVUWl4pdXPrGYbNAl/7q1U8720qVL63bs2OFy880313zzzTdul112WfWxY8ccAV566aXhDzzwQElYWJgOICwsTPfPf/6z9IUXXhh+Jurc1wypkJhGo+nxHLW1tYiiiL+7Lfm1BuQKG3QGIxKpgKqogGA/cx5vVlYpUqkMDw8PSktLmDZ2fNMc6XnZSCRSRp+Tfxybn8RFM8z5xHGpaYz0cG/XlqS8QpYsND/qbFQ1EhN/iiUzzdHRk4mHWDax7YIMYE5B+OKPP9EY9Vx8w4Xp+BkLOldreuu734JS12Xn+Aw1KhWHExK6NXao8NTVV/LjsT858teRTo+578pbiTgW0VQgxFKFfKxYhqqqKt5//31qasx5p7d8EtHlOcJsW1WLtXIBY91PKz3h+uuvr96+fburSqUSUlJS7OfMmdN0Aj49Pd121qxZLR7zz549uzE9Pd0y+rzdYEg5yJaQkaqsrEQUTYT7OlFQo0OmUKDSahEE0BXnExxsVo/Iz6/Ezs4OURQpKy1j9sTmg3TpBTnU1zcQfJaDnFtWiM6kJyTAXFUvNjmFqe3kH1fW1FJRp2TxvGUARJw4yjAHN9xdvNDqtMRnRHDbiuXnHR+Tnk52aSkTVkzF3vHCrI4k9RY77FNWXEb073G8+cBV3V5n2rhRRGRld3v8UODByy4jv7yY/V1QtFg1bxFONnacPHkSsFwpeCs9R6vV8vbbb1NWZj4I257WcXvkaB0saZaVfsa6n1Z6wqxZs9SFhYU2H330kduyZcvqzr4miqJwrsysKIot0lD7miHlIFuiEEF5eTmiycTMEHeKa7VIJFKMJhMKVxdURQWEhwei1eqoqWkkMDCQiooKZFIZvp7Nh/GScjPwdHTD2b5ZIik2MwEfX7P+cWl5OTX1DYwN9G+1/hliUtIIDh7bVPzkSMRBxp9Or4hJisRzmB1j/M5fYGTr/v00qlWsu2tdj96P/sRU3fF/nK1vf4tMa+KypTO6vc4f7z1EYW0thyIjuz3HUODf11zFj8f2ceRI56PId2y4mqN//YUoikil0l60zkpnEUWRzZs3k5OTgyiKHWodt4ePol9SB630Etb9tNJTVq1aVfv000/73XDDDdVnt4eGhqojIiJa5MGeOHHCfvTo0T1/9N9NhpSDbIlStomJiYiiSJC3PRojKBvqQYRhIWPQ19YwZowfKSmZGI0mgoODyc/Px9fTq2m8wWAgNSeLiX7jWswbk5dIWOgo8/eJyXgMc263aEdiXiEL5psjxA3KBuKTYprSK6KSD7F+xuTzjq2sq+X3U9F4BvkQODagu29FvyM4tR9Bzs/OI2F/El/++7YerePgYEutSsXeE92Log0V/rlxI/llxeyP6nwU+ZrVl6JXa0lMTMRkslzpcCvd58svvyQuLg6DwcCy+9/oUOu4PWoM1uIvgwnrflrpKXfddVflgw8+WDxz5swWn7YeeeSR0tdff90nLS1NAZCWlqZ47bXXfB5++OHS/rF0iDnIlvgDfCr6FCaTCVupiIOTC+WlRSCKOAWF4Oxoh0KhICUlG63WQGBgICUlJYSOGNU0PrekEEEiIcyjuU0UTcTmJTF3qlm/OC41lVHDPc9rQ0OjisKKKlYtvQSAY5FHcHHywMXZjQZlHRkF8dy8fNl5x3936AhqtYplt6/u6dvRr4ia9iPI2975DhuDyMLpYe326wzDPYdxLKvdQ7pWgGevv5Yfjv7JocOHOtVfIpFw3apLOXL4cL8+SrNi5o8//uDIkSNotVpGTlqA/6S5PZrPXtKzapdWBhbW/bTSU4KDg/VPPvlk+bntc+fOVT/zzDOFa9euDRk1alT42rVrQ5599tnCuXPn9ttjiyGlYmEJTkafRDBAdZ0KO2d3SssqMZkMKHxG4O1qzs/KzCygsVFLcHAwkZGRzJ/d7Kxm5OdgMBgI8QlsaiuuKqNep2RcSDCiaCIuNZ2bVy09rw2xqWmM9AvG4bSu8uFjB5gUYlZziIw7QqivJx7DhrU51mgy8uX+feilAos2tq4edyEhSM4fQU5LSCP5SBp/vHavRdba/eZ9rL79VZIzMhg3enTHA4Yo921Yz5Nffs3BqOMsXLCwU2PuvOw6PvnpW0pLS/H0PP8HQyu9S1xcHLt27UKlUiG3d2LF/f/r8ZxGrB96BhPW/RwcuHt66DqrPNHZ+Trqo1KpYs5tW7NmTcOaNWuaTn7eeOONtTfeeGOtpezqKUPKQbZEhKq6rhqFREJJjQoUPphMtUhlMjR1NYwfbn4UmZNThkwmx8HBgbKSUmZNmNo0Pi0/G41KQ4Bnc35wdEY8w308kEgkZOflYTDoCfDxbrX2GRJy8pkz1xw9rquvJSk1gWfu/AcAp1IOceuSWecdezg2joqaWuZctajdFI4LgnZ+ene+/z3DJDImhp4/j7srjA/xo16j4YcDB60Ocgc8f+P1vP/bnyyaPrtTTrKtrS0bFizn1KlTrFrVuQIUVixLYWEhn376KfX19QBc/273847PRi9aHarBhHU/BwcdaRZbMXOBe0hdwxIpFo3qRuxkUgprdKCwQ2c0IpEI6IoKCQo0O7WFhdU4OTnR0NCAWq1mfEiz3FpCdhpB3gEoZM2SVnH5yYQGm3OBY5LM+cfnQ6PVkVVcxiUr1gNw9PgR3IcNx9HemZKKYsqq8rhywYLzjv/yz30otRrW3XbhaR+fi6hu+5d1zPFY0k9ks/e9By26nlQu4Xi29fdKR/xj3VoKyks4ENV5WbAHr/sbRr2Burq6jjtbsSgNDQ288847VFZWAt1XrGgLJ4lVmWQwYd1PK0OJIeUg9/SQntFoxKDX42onI69Wj0Jhg0anR5CAuiiPsDB/VCo1tbWNhISEUFBQgJe7R1OktlGtorCshIk+LXNio3MTmDNlMgBxKamM8RtxXhvi0jLw9PLB09188O9wxAGmjJ4DQGTsQaaH+GF7Hjm7/LIyIlJTGTU9FPfhbj16LwYCEue2Uyx++PAnRjo6EOhr2cf1Hz99M/GFRZRVVFh03sHISzffyI9H/+TgoYOd6u/i7IxeqSY+Pr53DbPSAoPBwDvvvENRURFgWecYoNJgY9H5rPQv1v20MpQYUg5yTyt11dTUIJpMBHnZU1CjRZDI0Or1KFxdUJeWEB4+iqSkdIxGE6NGjaKoqIggn+ZUisz8XGxsbAj1aj6gV1pTTpWqhinhY9Eb9CRlZjN9bOh5bUjMzmXGdHPucHVtDanpySyacTEmUeRUyiGuW3z+6PH2AwdpVKtYc/faHr0PAwVTVesIcsSBCHLj8vnjvX9ZfL2NS2fQoNXy7Z7fLT73YOOuNZeQX1HCL0f3d3rMxStWkpKc0otWWTkbURT55JNPSEtLw2Qy9UjO7XyMsMqCDSqs+2llKDGkHGQbm559+q2oqEAUTUzyH0ZpnRbRZAIRHP0DkRn1+Ph4kJycg1ZrYNSoUZSVlDIhqDm9Ij0/m0aliuDhzdJqsZmJeHm7I5FISM3MQiGT4uni0ub6BoORtMJi1q7cCMBfxw7i6eKDvZ0jmXmp6PX1rJw6tc2xWr2ObYcOIXO2Z9L8CT16HwYKEp+WEWTRZGL3R78R7uOFu2v3panao1GvJSIjs1fmHmx8et897Dy8h4+++KxT/ZePnUleXi4qlarjzlZ6hMFg4P333ycyMhK9Xs+0K+7tkZzb+cjSWAtLDCas+2llKDGkHOSelpouLi7GZDJX0RMFOfX1tYCIvX8gbi5mRYns7EIaG7WMGjWKktISZoRPbhqfkp+FFAnDXZp1kWNzExkdZI4yxyWn4uXStvoEQFJWFk7D3PAfaXawD0ccYNpYczT5ZMJhFoaPPu/Bu98jT1CnVLL01guzrHRbGPNaRpD3/XKAktQSfn7z/l5b89GbLiEqLw+V2hpJ6YhNCxYgFYx8/NsOTkSd7LB/GSoCho8kwVrWu1dRq9W8/vrrnDhxoknObdLq63plrXD7+l6Z10r/YN1PK0OJIeUg29n1rKRyTEwMoijiZCNg7+RCeWkxosmIwtsHX48zDnIZCoU5Ul1TXcOM8RMB8+PMhMw0xo8Ma6GmEZOXyKzJkwCITUklvJ3qefGZuUyeZM43rqiqIDM7jflTVqI36IlN/YvbVp6/tPTne/eiNuq5+IYVPXoPepPGBiUaVecdT1lQcwTZZDLx22d/MC9sFA72vVe6/d93XUqdWsOO33/rtTUGE/lffEFqfjbv7/gCvaH9SpbjXUayfPo8kpOS+si6oUdNTQ0vv/wyiYmJTZFjS8i5nY94lUuvzW2l77Hup5XuIgjCtA0bNjTll+r1elxdXSctXrw4BKCgoEC2ePHikDFjxowLDg4OX7hwYQiYC4bY2tpODQsLG3fm34MPPuhz5nupVDrtzPfPPfec1/nW7w5DSuatp49uI09GIhpFTCY9UjsndPV1SGUy9HW1BI1wAaC4uBpXV1eKiooY5uSMva25cmJ5dSWNGhXhQc0SYVX11ZTWlzNt/DjUGjWZeflcvWhem2uLokhyfiEv3PZ/ABw5dggvt5HY29oTnRSJs4OUycFBbY5NzMkhuaCQSSunY9uLzmN3Mej17N2xj18//wO5rZwr7rmU2ctmIAjtf34zZArIQsxO8i/bf6Mqt4odux/tdXtrVCqOpqRy46W9vtSgIGXze8y4/yHe/GgzD911z3n7xVXncc3qDXz66w50Oh2K8xw2tdI9SktLefPNNyksLMRkMrH6iS34hIzt1TWn2tcQrXLt1TWs9B3W/RwcrF+/PrisrMxiv2C9vb11P/74Y7sST3Z2dqa0tDQ7pVIpODo6it9//72zt7d3U9TkkUceGbFkyZL6M0VEIiMjmyKafn5+2tTU1OSz53v11VdLAOzt7aece81SDCkH2d7evuNO7ZCQnIBggtIaNUapJwaxFolEQFuYx+i5I6mvV1Jfr2bs2KkUFRXh7+XbNDY9LxuJICHE++z84wQ8PNxQKBRExsTgZG+Po33bUe70vHxkCjvCQsMBOBKxn+lh5vSKqMRDrJo8rs1xAN/s30+jWsW6u9b16P57g/jjCWx/axcNjY1MvWM6qhoVX76ynaO/HOfaB67Ax9/nvGPPOMd6vZ4/vzrAulnjkUqlvW7z2oWTOJ6Wg9FkQnqha0n3AYHDhzMjNJjP93zHmMAg1q6+pM1+k9zM/ze8XNxJSkpiypQpfWnmoCYrK4t3332X8vJyRFFk01v7eiXn+FysztTgwrqfg4OysjLFnXfe2f4jvS6wefPmTjnbS5curduxY4fLzTffXPPNN9+4XXbZZdXHjh1zBCgtLZWvWLGiSedz1qxZ/Z7HOKT+uvc0gtzQ2ICdVEpBrQGJwg6tzoAgFdGUFDJ2bAAJCakYjSLBwcGUFBczLjC4aWxGQS719UqChwc2tcXlpjBqlNmJjk9Jxdf9/PnHcelZTJgwA4Cy8lJy8rJZMHUlKrWS5JwoblvVdm5xXWMju49H4hbgTUCYX5t9+oOywnLefvR93nviE1ymuLP82RV4h3kzas4oVr64ijoaefaWl/n+k93oz6M+Ysg0p6p8v+VH6ovr2PzEjX1i+7YX76KiQcmvBw70yXqDgV+f+Q/55cV89NM2KirblsmLq84DYNGUWdY0CwsSFxfHG2+8QVlZGaIocstnJ/rEOQZzxNHK4MG6n1Z6wvXXX1+9fft2V5VKJaSkpNjPmTOn8cy1v//97+X33HNP4KxZs0IfeeSR4bm5uU3FIgoKCmzOpFFcf/31lqn+1QmGlIPc0wiySq3CTiYhr1qHVCpHo9Ujc3JGU1XJuHGBpKXlotHoCQoKoqSklClh45vGJuam4+XsjrN98x+m6PyEpvzjmORUJp4nRUIURZLyClm11CzPdiTiED7uASgUtpxMOEaAlxsjPTzaHPvjX3/RqFax+u41Pbp3S6FVa/juwx/4z00vUNJQycoXVjFu9bgWhwtlChmzb5vNnH/O4+AvR3nqhv+SeKK1wyQLEdGo1Rzc9he3Xjy3T6LHAHK5nGqVioNxcX2y3mChcdd3HE+O441PN7d5/UwE+dqLLyU9LR2DwVqUoKf89ddffPDBB1RXVwOW1znuCGvEcXBh3U8rPWHWrFnqwsJCm48++sht2bJlLapCXXbZZfWZmZkJN998c2VaWprdtGnTxhUXF8ugOcUiNTU1+csvv8zvK3uHlIOs7oHygF6vx2Qy4jNMQXGdDkEQEEUT9j4jcLK3wdZWQVZWEWq1Hl9fX8rLy5g9cRpgllRKy81i4ojmAiH1qgbyq4qYNWUSNXW1FJWVn9dBzi8tQ2sUmT55JgCHj+1nZri5hO+p5MNsnN32o2iTKPL53j/QCiIL1red29xXiKKJ43+e4IlrnuXI3uPMfXA+8+6ah8L+/E9m3ALcWPHMStymefLOYx/xwb8/obaytum6IVdg+0ffoa1u5L//uLwP7qKZccG+HM2yVtXrClKplCeuuJxtB37l82++anU9pdZcrCI0IBhne0fS09P72sRBxW+//caXX37ZVJ2wr51jgHA7a2XEwYR1P630lFWrVtU+/fTTfjfccEP1ude8vb2Nd955Z/UPP/yQM3HixMa9e/c69oeNZxhSDrKtbfcPqFVVVSGaTIzxdaKsXoveaABE7Eb64e3WrGBhY2NDRUUFCpkcX09z6emc4gIkUilhXs0pF7GZibi5DcNWoSAuKQU3Z2cUCnlbSxObmsHYsVOQSCQUlxRRUJTPnMlLqaqpIL80jRuWLGlzXGRyEoWVlcy/evF55d/6gvzMAl6+5w2+eHkb/ssDWf7vFbj6tY5ExP0Wx8F3DhD57XGSDiVRlFaEql7FuNXjWP7fFWQXFvDkdf/lj537MBmNqJ3qObYrkoev6Xvpur3vPUhBdQ0R0dF9vvaFzL82XY5Ko+STX3eQkNhSzi3Iybvp+4smTrfKvXUTURT55ptv2LVrF0qlEiTSfnGOATI0/fr3zYqFse6nlZ5y1113VT744IPFM2fObBGx3L17t1NDQ4MEoKamRpKXl2czatSonlV36yE99poEQZAKghAjCMLPp1+7CYLwhyAIGae/tvlMRhCEVYIgpAmCkCkIwqNntbc5XhCEeYIgxAuCcFIQhJDTbS6CIOwRztZNa4eeVNKrrKxENJkI8bRHIrOhprLcLPHmORx/L/MvjZKSWry8vCgsLGxyjgEy8nMw6I2EnJV/HJuT1JR/HJeSip/n+Us/J+UWsHSB2Qk8fOyAOb1CpiAy7jATA31xPE/qyJd/7KNBq2bD3/onvaKxQclXr2/jhb+9ispOx8oXVxG8ILjNvlHfnaT8t1xuDJzA9JphyI/UkPFRLL899BPf/f1bDv5vH6KNCckIKV+9toP/u+FZor6Px1iv4f5r+95B9nQbRp1azW8REX2+9oVO5fZtJOak8972LZhEU1N7kao5oHDlynWkpaYiim2XE7fSNiaTiU8++YQ///wTlUqF3N6JWz7pv59Rf4W16MtgwrqfVnpKcHCw/oxSxdmcPHnSfvLkyWNDQ0PHzZw5c+z1119fuXDhwn79gbOEisV9QArgfPr1o8A+URRfPO34Pgo8cvYAQRCkwLvAcqAQOCkIwm5RFJPbGf8gcBkQCNx1+vWTwPNiJ/+KymTdv93s7GxEUcR3mBxbB2cq6+uQyGQY66oJCvCisrKGxkYNkydPobi4mNG+gU1j0wpyUKnU+HuObGqLyU9g2SXmlInYlDTWz5vZ5rplVdXUNKpZNH8ZYC4OMnuC2SGMSjnIw+svanNcaXU1BxMSCJoeiounS7fvuzuY0ylO8u3b3yNxkrHw8cU4eZ//UNCJHSeoO1LC3lfuI8DXs8U1k8lEYVkN8RkFpOSUkFFQRuZIWxIS8/m9eg8v3X1Zb9/OeXEZ5sAxa5pFlxEEgQMv/Je1zzzP2E8+4N7b7gLA07b5Z2TauInIJTKysrIICQnpL1MvKERRZPPmzZw8eRKdTofLyNFsfPbrfrWpTD/wZCWtdB/rfg4OvL29dZ1VnujsfB31UalUMee2rVmzpmHNmjUNAM8++2zZs88+W3ZunzFjxugyMjLOe2q7rXktRY8cZEEQRgKXAP8FHjjdvB5YdPr7LcBBznGQgZlApiiK2afn2XZ6XHI74/WAHWAP6AVBCAZGiKJ4qLP2Go3GznZtRVRUFCaTiK0MRKkdRlGJVCZBW1TAmPmTSEhIw2g0ERwcTEJ8PAvmNkc1E7PTCPEORCEzp1A0alVkV+Qzd+rfKC4to7ahgTH+I9tcNyYlnZDR4chkMgoK8ygpLWb2psXkFmbToKzg0rlz2hy34+BBlGoVN92zodv33B1KC0rZ+vq3ZCbmMm5TOKPmjDpvX5NoImrHSer/KmvTOQaQSCT4+7jj7+POmgWTW1zLV8rxd7SYUk2X2f3GvWz4x5tk5uYQEnj++7TSmplhYYzy9uDT375jbNBoli9ZRp1OjZO8WeZwTvhkEhISrA5yJ/n888+JiopCp9MRPH8tC299sr9NwkWmp0HXduqYlQsP634ODjrSLLZipqcpFm8ADwOms9q8RVEsATj9ta3KJiOAgrNeF55ua2/8C8CHwP3AO5id8g7/AgiCcIcgCFGCIERVVlZSWVlJSUkJRUVF1NTUkJWVhVqtJjk5GZPJRPTpnNJTp04BEB0djclkQhRE3F3cMI2YjpdfEJMnTmTapAmMsJERFBROfn4VK1euZfTo0cyePZu5k6cRV52HUtVI+IwpTPQZQ7ZdBXrBSJwmk+DQYIwKW9KLipk+bQoSF3ewsQU3L5BKEU5rKAdMn82i+Ssoqcvl8LGDXHft9UjlEupleSyfPYl8ESpNJkpMJoqMJmpMJjL0en6MjmHd1VcxfnZ4kxza2V9FEQz5AqIWjCUCJiUYKwVM1WCqB2OZgKgGY6GAaARDdus5wHxQTtSDvsDE/m8O8dtbB3Bx9+Ta569j7vS5OBodCdAFIBflhGpDARivGY9JNOGb7kvD0TI+efE5Rgz3JLXWBqVeQm6DgkqNlBKVjKJGOTVaKVn1CtQGgeQaW0wiRFfaYysVOVVpTi+JrrTHJEJyjS1qg0BWvYIarZSiRjklKhmVGim5DQqUegmptTYYTBBXZXbGzsxx5mtCtS1ao0BGnQ31Ogn5Sjnlahnlahn5Sjn1OgkZdTaEjwlizaYr2LVvP6dOKy6c+RpnMGIQRVKNRpSiSK7R1GqfsoxG1KJIssGISRSJPmeOaIMB0+nralEky2ik5vT4EpN5vlyjCeXpdQyiSJzB2GKOM18TDEa0okiG0Ui9SSTfaKLcZP6XbzRRbzJf04oiCeeZw9L3dOC1VwmdPJ5dkfvJqipGbdRRrVWS31hFo0HL+vUbyM7KaioYYmNj0+LrmXa5XI4gCMhkMqRSKVKpFJlMhiAIyOXyFn07M4dEImmaRyKRdDiXJebo6T3t2rWLyZMno9VqefCJ/7Dk1icItW3AQWIgQNGIm0yLt1yDr1yNi1THKBsltoKRsbb1CIhMPi3fNeX018n2NQiIjLWtx1YwMspGiYtUh69cjbdcg5tMS4CiEQeJgVDbBqSYmGhfCzRLgU21r0FjkhBuV4dCMBJi04CTRI+fQoWnTIOnTIOfQoWTRE+ITQMKwdh0COzsOQAm2tcixTQg7gkYsvfkJtMOunsaVPtk0+/SwYMKobs5foIgrAEuFkXxbkEQFgEPiaK4RhCEWlEUXc7qVyOKous5YzcBK0VRvO306+uBmaIo3tPJ8QuADcBm4FnM0eUHRVFsFZ4/m8mTJ4uxsbHdut/gMcFUlBRy1/yR7KvxIzkjA/kwe2zkEqL/fIFHH32DnTtP8Prrr/PKSy+T/O0+JBIJMamJPP3JG9w581rmjzWnUWz+ZQuJ6kSeuvfv/Ped95DqdVy6aH6rNWvrlTy75Rt2fPUn9rb2/O3+m1g0aT0zJizk8ddvYfNd1zAvvHWBkD0nTvCPd95l6X1rWX977+cfp8ak8tX/vqW+Ucn0W2fgPsq93f4m0cTJb0/QeKyC31+5D3+f9vufj3K1DC+7/pUCGzb/TpaEjOH7F57vVzsuVBpVKvxuupW7113LXXfd1SLNwmQyMfnaVdx06y34+/eZ9OUFx759+9i+fTuNjY04uA/nyv/t7m+TmvCUaagwWB/LDxas+zmwMRkNfH7HApVo1Duc3R4XF5c7adKkyv6ya6ATFxfnMWnSpMBz23sSQZ4HrBMEIRfYBiwRBOEroEwQBB+A019bJWNjjhifXbViJFB8+vt2x58+kPd/mB3jp0//+wq4tyODTSZTR13Oi1KtxFYqpaBWjyCRYDQasfUajtswByQSCTk5ZgWLgoICvNw8mlQjMvJzUCpVLQ7oReclMG3CeETRREJaBtPHjmlzzdi0NAL8Q7C3tScnL5uKqgpmjF9AcnoscpmhTecY4LM9e1EadKy8dlm377cz1Nc28Ml/t/DGQ5txCndh+TMrOuUcn9jec+cYQGPs1NnMXuXNh68lrrCQqtra/jblgsTB3p6bli3mq30/cijyaItrEomE6WETiI+P7yfrBj5RUVHs2LGDxsZGJHKbAeUcA9hKuv8718rAw7qfVoYS3XaQRVF8TBTFkaIoBgJXAftFUbwO2A2cKWl2I/BjG8NPAqMFQRglCILi9Pgzv9k7Gn8j8IsoijWY85FNp/91WAWkJ4UktFoNTgopRbVaRJMIooiNtw++7g6IoomysjpGjBhBcXExwT7Nvn9KfjYKQYa3izm/VqPTkl6azbxpU8jMzcdoMuLn3Tr3FiAhJ595c5YCZvUKP69gJBIJJ5MOs3xC2051ZlERMdnZTFo5DVv73vmkL4omDv/yF09d+ywp6Zks/fcyxq8b36GUnEk0cWJbJOrjFex99f4eOccALoru55RbipvWXUS9VsP2X3/tb1MuWF674w6q6qvZ+ftucnJyWly7dOFK0lJS+8mygU1qaiqff/45DQ0NgMBNHx7pb5NaUWuw5qsOJqz7aWUo0RviuC8CywVByMCsUvEigCAIvoIg/AogiqIB+AewB7MCxreiKCa1N/70HPaYHeT3Tje9BnyHOT/5/Y4M625lLq1Wi2gyEeBhR6VSj0arQRSNKDw8CBrhQmlpJSqVjnHjxlFaUsL4YLPzKooiCZkpjB85hjNKdIk5KTg42eHi7ExccjJew9ouL92oVpNbWsHq5WsRRZHDxw4wb9IKtDot8RnHuePiVW2O+2bffho1Kjbec2m37rUjinKLePmeN9j25i7GbBrH4n8txt614wqFJtHEiW8iUUdW8cdr/2Sk9/ll7TpLmXpg/LJu0GiJyMjobzMuaOp37sTew4Uf9rb8oLF6/hLqausoLS3tJ8sGJoWFhWzevJmaGnNe4i2fRfazRW3jLdf0twlWLIh1P60MJSwh84Yoigcxq00gimIVsLSNPsXAxWe9/hVoFXY73/jT11TA4rNeHwEmdNbOM4daukplZSWiaCLA3Y5qnYHKmioEqQyxtoaQ6SOaFCyCgoLY+/sepl9qLh9dVlWJSqsh3Ht001yxOYmMHGnWSI5JTmWMv2+ba8anZ+Lj44ebixsZWenU1tUwdewcIuOOMNzVgWAfn1ZjVFot3x09istIT/xCRrQxa8+or6njlb+/hfOYYax8cRUyRed+fEyiicitx9GcrOaP1+7H19My5Ur9HftVQ7yJu69czA+/R3PjM8/gau/AMHs7nO3scHVywtvdDb/hPoQEBmJvZ9fxZEMUQRAwlJfye0oWa5etJCTYrFwhk8mYPHos8fHxDB8+vJ+tHBhUVVXx1ltvUVFRAfRPhbzOkq/r+MOzlQsH635a6S6CIEy77bbbyj766KNCgKeeespbqVRKX3vtteIHHnjA19HR0fjMM8+0e46sr7GIg3yhoNF079NveXk5JpPISFcFcZUyDFoTMpkUdXE+Y8ZcQlRUDI2NWvz9/amtrWXW+MkAZORnI5FICfEObJorJj+RKXPGojfoSc3KZs3VG9tcMzE7j1kzzZ8Tjhw7SID3GCQSCVFJh1g7fWKbY345doz6xkaufPLmbt1nR+x4/0fkHgpm3TK702N6yzkGSK+zYYJb/0c0Xn/oWvZFJrMjJhqt3oBCKsNWJkMulSKVSpAgIAgCdnI5jjY2ONvZEuThwYrJk7nikkuQ9mOVw4HE4/fdx/Ibb+HPIwebHGSANfOXsvmX7axYsaL/jBsgNDY28uabb1JcbD6yMZCdY4DRtkqS1G0/JbNy4WHdz8HB5ZdfHlxZWWkxHWQPDw/dzp0725WOUygU4q+//upaUlJS6uPj07+n6zvJkHKQ7boZwUtISEAUTbjaSjBJbTCYVCABbWUF4eGj2LbtZ4xGqK2txcXJuamkdXpBDvV1DQSfdpD1Bj3JhRncPeMKktMzsFHIcXN2brWeVmcgvbCEhx5bjyiKHDl+kLXzrqdOWUtWYSJb7/9PqzEmUeST339HI5iYv6bzDmxnSY/P4OSf0Sz9T+cP/plEE8e/ikAXXWNx5xgYEM7xGeJ3/Lfd67W1DfxwOJY/jyeRmFXE1pNR/JqYxMs//8zSMWFctmghc6ZO7SNrByYT5XI8nB3589QxLl+7AQ93DwA2LlnNM5++RXV1NW5uPU/NuVDR6/W8/fbb5ObmIooim97a198mdYjVmRpcWPdzcFBZWal47733LFZE4O677+7Q2ZZKpeINN9xQ8fzzz3u//fbbRZZauzcZUqErlap7VQtPnDiBaBIRRRN6iS1anQ6JQo69jRxHRzvy8iqwtbWlsLAQf+/m1IbEnHSGD/PA0c6suJKcn46tgw2ebm7EpaTi7dL2L5vkrCxc3Dzx8R5BanoyDQ0NTBw9k5NxfxE6wrNNpzouM5PssjIuunZxh4fluorBYGDrazvwW+DfqXzjMyTsSUB7qpo/X/unxZ1jaNYtvhBwcXHipnUX8dXzdxK7/Vm0Jz+mcN9ruHg58u6hQ1z+yv9Y9sADvPjxx5SUD6inTH3GKYOBU2+9SVR6Ir/s/b2p3dbWlrGBIUNazcJkMrF582ZSU1MxGo2sf34rTk7nr045UDij3WplcGDdTys94V//+lf5rl273KqqqrqvmNCHDCkH2d6+ew5VZFQkggmK6k1IJDJ0ej02nl54uTo2KVj4+/tTUlLC2IAgwOxUpudlM9GvWYotLiuJESPMihUxySmMDwpoc734rBymTJkLwJGIgwQMN6dXnEw+wJXzZrU55ss//kCpUbOhF3SP9313gKrKGiZubDu1oy0q8ivI/jGNLx+/heEeLha3CWCaR7+Wae8xcrmcAx8/ivrERxzc8iiJFSW8+NvvzH3wX1z99NN89t3Obh8svRCZJpNhq1BgNOg4FHsCrU7bdO3iOYtISU7uR+v6l88++4yYmBj0ej1zbnoSd58Lo7pgtMryH4yt9B/W/bTSE9zc3EybNm2qevHFF9sqIDfgGFIOcncjyGUVZcgFCQU1OhAAUUTh6U2AtxP5+cVotQYmTJhAWWkZU8eazwzmFBcglckY49Fcgjg6L55J48JoVKnIKShi2pjQVmsZjCaS8wpZt/LS0+kVh1g0bTUlFUWUV+dzxYKLWo2pqa9nT3QMAVNDcfF06dY9no+aimp+/nQPk2+c0unItF6nJ/KjCP6+cgFTxwZa1J6z6c0I8k8HTpCZX9Jr85/L6AAfSv98i9pj7/PI39awKyaWR7bvYPKdd3LvK6+w79ixPrOlvzhTbS/9k484nHCSH3/6qenapuVrKSwsPC1pNrTYsWMHERERaLVaguasZuzCtf1tUqexRhwHF9b9tNJTHnvssbKtW7d6NDY2Dnj/c8AbaEm6G0FuVDdiJ5VQXKvFYDAgmkzYDhtGUIAniYkZ6PVGgoKCKC8rY87E6QCk52Wj0+oJ9jZHiY0mI4mFaSyYOZ345BScHR2ws7VptVZabi62dk6EBIWSlJKARq1hbNBkjsceZOboAGzbUOLYefgwSpWKy+5v+8BfT/j2ve+x93Nk+NjOKwhE7ThJkHQYj958icXtOZveiiB/88sRHnptO69/2T/axnduWoz25MeUH3mH0DHD+fDIX1z/9jssuPc+/vP++2ScoxU8WJgmMx+JGObgQG1DPUcTT2ESzYUJXJydCfL1JyEhoT9N7HMOHjzIH3/8gVqtxtlnFIvuaH3+YCBjjTgOLqz7aaWneHt7G9euXVuzdetWj/62pSOGlIOsVnevTrnBYMDVQUaNykBjoxJBKmCsryE01I+MjHxUKi329vYo5AqGe5hTKNILc9GoNQR4jgQgrSATqY0UHy9P4lPT8HF1aXOt+IxsJk0yp1EciTjEKJ+xIAicSjnEjUsWtupvEkW++HMfJns54bPHduv+zkfSqWRiDiUw87aZnR6TE5dD5dFivnrqVovnQp9LXJXlZdN++PM4/9vyG5/cPJGIuCwycvv3LMGu1+5Dc/Jj4nY9Q5Gmjlf3/sGyJ5/k0scf592vv6ahsbFf7bMkcYbmwi8nX/8fe08d5Zffmj+krJh50ZBKs8jMzGyqkie1sePy57f3t0ldZqJ9bX+bYMWCWPfTiiV44oknSmtrawe8SMSAN9CSnFGX6AqNjY2IJiO+LnZUqOXo9XpkcgXq4iLGjbuE338/jChKKCsrY4Snd9O4hKxUQrwDkcvMxSxisxLx8TF/YIpJSWXhhNbOrCiKJOcV8vg1DzSpV1y36j4yc1MwGpUsnTy51ZgjcXGU1lSz5r51Xb639jDo9Wx9dSejVgRh69i5901VryL281O8dsulvXIo71zCXbv3ged8/H4kmmc/2s17141lVog7C0KK+eT7g7z4z2stuk538HQbRtZPrwDw0+EYrnlsM0cyMnnzjz9YMDqUVdOmcumKFRe0ZFy4tNn2MQEBlNdWcTwxhrUXm/Pqr1y5jg9+2Ipare62Is2FQl1dHR988AG1p0uY37j5UP8a1E2SVK0PFFu5cLHu5+DAw8ND1xnlia7M11EflUoVc+Z7Pz8/g1qtbnr92muvFVvKFksypBxkrVbbcadzqKysRDSJ+DgrKNfLMWhFwISoVhEYOJz8/AocHBwoLi4mdGQgAA2NSooryrg4rKmmCbH5SUwcF0pVTS2lFRWMD7641Vo5hcUYBSmTwqcQlxCD0WAkLHACX/34PgvHhbQZkf18zx4adFpWXbe8y/fWHr9v+5OGRiWzL57bqf4m0cTxzyJYMmo0V660vMxcW2TW2xDm0vU9bYsDkfE88c5OXt0UyqwQcwnsR9eEcvEbp/jHNVWM9O5ZWWxLsnbBFBqOfgDAP//3Ne9u28fPCfG8+MOPLB0bxuWLFzFj4qT+NbIbZJpMhJ1VDn7LA/fz5JfbWXZwPosXLcbX0xsfT2+SkpKYPn16P1rauxiNRjZv3kxZmVnNZKBrHbdHsG0j6ZqBr7ZhpXNY93Nw0JFmsRUzF264qRt0p5JeUVERomjC20mOXrBBbzCATIrrMLN0W0VFPcHBwZSWlDJ5TDgAGfk5KOQKRnsGAiCKJmLzk5k3bSpxyUm4OTujkLX+bBKbnkF4+DQkEgl/HT9EsG84eoOe2PSj3L6ytQNcWFFBRFoak1dOQ2FrsQ+DVJZW8tsXfzD15mmdTpNI3p8E2So+ePQ6i9nRESMdLCPjeCwmhYff+Jbn1gexaFzz4drhLnZMGWnPlh8PWmSd3uD1h65FF/UpBX++hnyYnLf3H+DSF19m9b8e5vUtW6itr+tvEzvNyHN+1jbOm0dhVTkRCdFNbUumziElOaWvTetTvvjiiyY5twtB67g9inSDO9I/1LDup5WhxJBykLsjmRUdIRpBowAAgfJJREFUHY3JZMJOLsGAArVGi8LNDR93B7Ky8tDrjWYFi7JSZk2YApgd5MZGFcHDzQoWWcV5iBITo/xGEpucir9n29HIxNxCViy+GKPJyNETh1kyYw3xqadwcZAzMSioVf9t+/ajVKu4/P7Lu3xf7bHt7Z04Bw3DM8SzU/2riqpI35XKJ/+6AXu7rqexdJdKTc8fgEQlZnL/K1t5fJU/qye3Lvv96CWj+X5/DFW1A1s9QS6XE/HFk6hOfMRP793PiYJcnvv5F2beex+3P/88P+0b+I5WpUls1XbPJav55fhBoqPNTvI1qzaQnp42aOXvDhw4wLFjx9DpdIxZuumC0DpuDw+ZZZ7wWBkYWPfTylBiSDnI3Tk0dizCLK9VqwVBkCCKInI3D4J8h5GUlIFeb8DT0xOdVkdYoFmbNKUgG4Ugx3uYOec4NiuB4b4e5khyShrTwlrLuxWXV6DU6pg3ayGx8dGIJoEgvzBOJh5i9dTwVv11BgPbDh/CydedEUE+Xb6v8xF7LJ6kyFRm3tq23vK5GA1Gjn8Uwa0LZzNnUt9qszrKjR13aoeE9Fz+8eIX3LvIh0tnjGyzz2gfJ0I8FHz985EerdWXTBkbSNWhd6n6613WrZzClojj3PHRR8z7xz385/33ycnP728T28RRaN327I03kFNayOGo4wAE+wXg5uRCSsrgiyJnZmayc+dOVCoVcjtH5l33r/42qcc0mIZUFt+gx7qfVoYSQ8pBFsXWEaqOiImLQWKCghodRtGEKBqxHeZM0CgfMjIKUCq1mEwmvN09kUjMDnRCRgrjR45BEMx/8aPzEgkfE0xRaRnKxkZCRraOVMakpRMaOtGcXhFxiGDf8ShVSlJzT3HbyhWt+u+JjKS6oYGND1zW9TfiPOg0Wra9sZPg1aNR2HcuZePUrih89Xb8528bLGZHZ9Gb2vCoOklqdiF/e/ZzbpntyXXzA9vt+9CqUWz97TiNqgsvevK/B65BF/UJKT8+T4Whkf/t/YPFjz/BFU8+yac7B1YhkrYSZgRBYPaYEH4/eZjc3FwAFk6eSVJSUp/a1tuceyjv+vf2969BFkIudP13rpWBi3U/rQwlhpSD3B1qG2pRSCQU12rQajQIgLG2mrFjA8jMLEYikVFSUkLQcHMEsrSqAo1eR7j3aMCcfxyXn8z86dOITUrGw2VYm5HspNwClixYiV6v59jJIyybvY6ohKMEeLni6946JePj335HjYm5l1juQNwvX+9BrdcydmXn5OIKkgooOVDAV0/2vqRbW5jE7jnI2QWl3PHMp1w5xYU7lgR32H96kDueDhK+/f2vbq03EHBxcSL9x5doOP4BLz50BbsT4nn02x1Mvesu/u+dd9DqOjyE3Ou0kWEBwA9PPUVSbiZ7DpmdxitXriM1JQWjsWdPEAYKRqOR999/f1AcyjsXKVaHajBh3U8rQ4kh5SB3x4lTq1XYSgQaNCb0BgNShQ2a8jLCw0dRWFjNsGHDKC0pZXzwGAAy8rIRkDQVCMkrK0Jj1BAS4E9sciohvt6t1qiqraO8TsmSi1YQExeFVCInwCeYU8mH2DS39Wn9lLxcUgoLWXjtEos5pmWF5fzxzQGm3do5dQB1o5pTn57kuevWMGpE53KVLY29zNTlMQUlFdz2749ZHebAfatap7qcj3uX+rPl52Po9AMn4tpdrlo9G02kuRCJz0gX3jlwkFUPP8zeI4f71S7783zekUmluDrasS/6GDU1NUwKHYedwobMzMy+NbCX+OKLL0hLSxsUh/LORWWSdtzJygWDdT+tdBepVDotLCxs3OjRo8NXr14d1NDQIAHIz8+XrVmzJsjPz298cHBw+MKFC0Pi4+Obqqj95z//8bKxsZlaVVXV9MP3888/Ozk5OU0eO3bsuFGjRoXfcccdbedI9pAhlVDU1cfJoigiiiJuDjJEmRzRIABG7ORS7O1tqKxsYMyYCZSVljLz8skApBfkUF9fT7B3IABx2Yl4D/dAECA+PZ2717WWd4tJTWNU4BhsbW05fPwQo0dMpLK6nIKyDK5ddHOr/l/t/ROlRs2Gv1mu5OzWN77FLcwD98DOyZlFfnGcOb7+3LiudenrvqJaK8XVpvNRxNKKWm77z8fMD7DhsXVdK6qyfMJwXv49j90HTnD5is5J310I7Nn8MBqNBrfF93Lb5g/ZdDKK/9z5NxztHfrclmpR5Hzq2bHvvE3QLXfw855fuf6qa5kbPpWE+ATGjBnTpzZamv379zcdyhu34poL/lDeubjKdNQaLaewY6V/se7n4OCyy1YFV1QUWWwjPT1H6L777vd2peNsbGxMqampyQDr1q0b9eqrr3o+9dRTZevWrQu55pprqn7++edsgGPHjtkVFxfLJ06cqAXYuXOn+/jx4xu//vprl3vvvbfqzHzTp09XHjhwIFOpVAoTJkwYt3fv3poVK1ZYtHLWkHKQ5XJ5l/orlUpEkwlvZxtKtAr0WiOCVIKnqyPp6TkYDEbGjBnD77/+xoxxZt3ZpJwMhg/zwtHO7GDE5CYSNjqQjOwcEMGnDQWLxJwClqy6Br1eT2TUUe654hmOxx1iUqAvjueUx1aqVfx08gR+k4MY5m4Z0faoQ6dIj81i1curO9U/5UgKupR6PvngHxZZv7v42nde5q2mTslt//6Q8R4Cz1ze+tBjZ/jbAl8+3nWYjcvnIBG6n/880LC1tUUV8SFPvbuLN77aS0R2Ng+tXcvGlSv71A7fdp6G2CoU6HQaDsWd4IqNl/O3y69j02N3c8maSy7YoiEZGRl89913TYfyZl99f3+bZHFKrLJggwrrfg4OKiqKFG+8MdEyOqnA/ffHd8nZnj9/vjI+Pt7u559/dpLJZOLDDz9cceba3LlzmyqAJSUl2ahUKsmLL75Y8MILL/ic7SCfwdHRUQwPD1fn5+crAIs6yEMqxULXxTzLiooKTCYTXo5y9Nig1emQubjg5+lIUlIWOp0BOzs7XJ2HYWtri96gJy0vm0l+45rmiMlLYt60qcQmp+Ll0tqhbWhUUVBRxcXL1nIyOhIbmS0jvQOJTjnMtYvmt+r/w5G/qG9s5MqHr+z6G9AGWrWG7W/uYsyGMGSKjj8v1ZbVkrI9kQ//eS3OjvYd9u9NchpsOu50muc+2IW7XMur10zs9nobZ4ygUalk718xHXe+AHnm7xupOvw2KRVl3LNlC39/6SWqTh8a6wtyjO2nzKR88D4H406y++efGBcUSoC3L5GRkX1knWWpq6vjww8/HHSH8s5llM3gKYVuxbqfVnqOXq9nz549zhMmTFDHx8fbTZo0SXW+vlu2bHHbuHFj9apVq5Q5OTm2RUVFrZyUiooKaU5Ojs2KFSssrsU6pBzkrpaazs7ORhRNDLOTYZDIMegNKIa5EOTvQUZGHo2NOhobG/H3NqtS5BQVIJVJGeMRCEBRZQl12nrCQ0OISU4hzL91mkxcWjojRozC0dGJI8cPEuo/mdzCbBpUFayf3fIAnkkU+WzvXvQKKWOnW+bR8k9f/IZeYmL0otEd9jUZTRz/+BjXzJrGouldS1HoDcJcNJ3q92dEHIdPpfL2dRN6tJ5EIuG6Wd58/P0hTN1QRLkQkMvl1Bx+jyfv3sCWiOOsfPQxvvzhhz5ZO0za/q8jT1dXahpqOZYUg0k0cfuGq4k8HtktdZr+ZDAfyjuXVGvVtUGFdT+tdBetVisJCwsbN2HChHEjR47U3XfffZUdjfn+++/dbrjhhmqpVMrq1atrvvjii6YsvKioKMfQ0NBxI0aMmLRixYo6f39/ix8QGlIOskp13g8qbXL8+HFEUUSPOTdcFE3Y2NsTGjqSnJwypFIZZaVljAs0O5fpednodYamAiGxWYkMH+6BwWggNTuHGeNaO7WJ2fnMmbUIrVbDiegIls1aT2T8AeaHBbU6gBeVkkJ+RSXr79vQjbtvTWlBKft3HGZ6Jw/mxf0Wi0udlJfv3WSR9XtKbFXHEew6pYpnP/yRR1cH4NxJ6br2uH3xKApKKjkem9rjuQYyd25ajDLyQ0rU9Ty8bTu3PPccRWWlvbpmbCdUKY7972X2nDzCb7/9zvpFK8FgvOAk3wbzobxzmWRf298mWLEg1v200l3O5CCnpqYmb9mypcDW1lacMGGCOi4urs0/5JGRkXZ5eXk2q1atCh0xYsSE3bt3u+3cudPtzPXp06cr09PTk6OiopK2bNnieezYMYvn/wwpB9nevmspAUePHkUQobRefzo9w4ShvoaxYwMpLKzGzc2N0pISpoaNByC9MBeNWkOA5wgAYnMTCQn2IyktHTtbG1wcHVvMr9HqyCgu5ZIV6zlx6jj2Nk54uvoQk3qEW1csbWXPZ7//Tr1Ow8prlnXvDTiHHe9+j2uYO65+5zsa1UxlYSW5v2Ty6SM39IukW1tM9ej4A88rn+7G1wEum+lnkTUlEgmXTXbno12HLDLfQKdo7xu8+9T1bDsZxer/e5IPtm/rtbWmtlF+/VwmBAVRVlvF8aQYJBIJVyy5hGNHj/WaTZYmJiaG48ePD9pDeecSq+r4d4uVCwfrflqxJGvXrm3Q6XTCq6++6nGm7dChQ/a//PKL4xdffOH24IMPFhcVFSUUFRUllJeXx5eWlirS09NbRLomTpyove+++0peeOGF4Za2b2B4On1EVyPIaZlpCCYoqdViMBiRKWwwNjTg7+9JdbWS8ePHU15RwZxJ0wBIyEpl9PBRyKTmP/Qx+UnMm2rOP/Z2GdZq/oT0DDw8h+Pl6c2RiIOE+U0mKTMWhczIrLCwFn0rams4mJTE5JXTUdj2PBIafzyB5JPpTL+h4+ix0WDkxCfHuX3JPCaG+vd4bUtxqrL9Dzx/Rafw29F43r5uvEXXvXdlCAnp+cSn5Vh03oHKxqUzUJ34CL1c5Kld33Ptv/9Ndn6exdc51UmVmU/u/Qe/nDjEocOHuOuK6yksKKCkpMTi9lgatVrN1q1bUSqVSKSyQXko71ym2Nf0twlWLIh1P61YEolEwu7du7P27dvn7OfnNz4kJCT86aef9vX399f/8MMPbldccUXt2f1Xr15ds2XLFrdz53nwwQcrIiMjnVJTUy0qsTKkVCy6GkFuUDVgIxFQG0REBETRiIuzPamp2RiNJoYPH05uVjZebh40NCopqSznkrAlAJTVVlChrGJK+Fi+2PU9k4MCW82fkJPHzBkLUKnVRMWe4JEb/sfu/dtYPimsVd/t+w/QoFZx5T97XjnPoNez/a1djFoR1KmKebE/x+ClseGpO9b1eG1LMq2dCHKjSst/Nn/PvYtH4OHctdzzjrBVyFgRNoxPdh3izcdGWXTugUzK9y/w+ff7ueuFrcT+p5C7lyzm79dea7H5p3UiggxwxcKF3PHO+xyLO8XCBQtZOGkmR/86yuWbLreYLb3B1q1bKS8vB+Cmjy+cqHdPiLFGHAcV1v0cHHh6jtB1VXmio/k66qNSqdo83R4YGKj/9ddfs89tLyoqSji37eOPPy488/2aNWuaDuU5OjqK5eXl8Z23uHMMKQe5qxFknU6Hg1RAIlNg1IqIAvi4O5KcnIVWq0culzPC0xzVz8jPQaGwYbSX2WGKy0zC29udRrWKvKIibl6xuMXcBoOR1Pwi/n7/BiKjjuFo54yTgyuJWZG8cv1D/9/eecc3VX5//H2TNE3TQvcu0FJG2XsjggNBcW9Ecf3cooKK86viwImKuBBQBGUJKEOW7F1G6aS7dNG9V+a9vz/KpqUrHST3/XrxanLvM87NJyQnzz3PORe1NYtmlu7YidbbFd8g3ya8AtVsX7OL0rJyhk8cVWfbnJQc0rYk89+nL7eZ0IqzHM/X1hpm8e3SjbRTGJg6pnkc2NcndWfcF4dJTMuiS8ema9KWKSktZ+nf21izO5KEzCJ6B/uQmVfKB+vWsTcujg8ffYyunZv+Oh83meoVZgHw9IQbWXdwB+NHXssrU57kjtee4uZbbm7wj+CWIiIigtDQUEwmE2Of+6y1zWkx+muL5NvyVoSsp3VQV85imWralsfTzDTky7O6SIiIu6MKUbBDbzBi1649QX7OJCamU1lpoKSkhO4B1Y5BfFoK5eUVBPsEAtX5j4MC/YmIOYmzkxMOmotTkp1MScGpvSudOgSx9+AuegUN4Xj0IXzdnAj2vdjh2nH8OHmlJdw/s+mp3UoKS9jw6xb6PzKgTofXbDJzdNFhXph4LT06+zd5bkvT371m5/h4TBKrtx9l7kOWDa24EBdHNSODnPjtb+uNRQ49Ec2Ls35k2MMf8Onyg2g6DmPx5mi6jbwDhZ09bq72rD1xgts++ohvf1/S5Pn6K+tfpevTxx8nOSud/w7tpVunYIL9O3Lo0KEm29Ac6PV6/vjjD8rLy0GhpPOQcXV3shLCK11a2wQZCyLrKWNL2JSDrNPVLy0YQHFxMZIo4uaoxCDYYzDosWvnRHCQL8nJOahUarKzsunbrTrd2cm0JDQKNV7tqwuBnEiLYsTAfkScjMPXzeWy8SMSk+nXbxgVlRWERRzluqGTOBq9m9uH9Lus7YKN/1IhmRg+YUjjLvwC1sxfh8bbAZ8edcezH1tzlACcmDn18up/bYHY4stDJ/R6A//7fjVPjPQmwL15VxPfnNSdf/dHkpVX2KzztCTllVUsWL6eCU9/zH1vLmTtkdM88eZcVu6I5Z3Z36PRaHjhtVms2hnHgHH34+XhRlpRAR+tX8+977xLTEJCo+eOrSMP8oUIgsAj465l7b5tHD16lGfumsLhM1ln2hp//PHH+ZRuCw+2sjUtS4jG4qlJZVoRWU8ZW8KmHGS1uv4hN7m5uUiiiKtWjQkVkiSidtDQrVsHTp8uxNvbm+zsbEb0HYQkSUQlxtI7oDuCIFBcXsLp4hwG9+5NWMxJBnTrctHYkiQRfSqDW268g4OH9+Hs5IZSqSY5M5rHx4+/qG1KVhZhp05x7eTrmhzikBKbwuGtxxjyxNA622YlZnF6Zxq/vflomwutOEtQO/1lx35csRVJX8Ez1wc3+/wB7lr6+jrw+z97mn2u5ibiZAIzZs9n+EPv88Hve9G79OCXdcdZtS2c0WNrrqg37Y2PWLkzjkn3PY5kb8ff4eHc+fEnfPXrb5jF+ju7ZwmqIw/ypXzzzNOkZKWz7eAeJo4ahwoFEREWD0NrEtHR0Rw+fBij0cjop2a1tjktToq+5UuWyzQfsp4ytkTb9HyaCaOx/pUVo6KiECUJlZ0dJqMBJAlTaSnBwT4UF1fSo0cPTEYj3Tp1JrsgD53RQC/v6nzIYQmReHi6UlpeRm5hEb2DAi8aOyE1DYWdPb179GXPoV30DhpK6InddA/wvCwV3NKtWymrquKu525v0rVLksiyb1bjO9QPR7crf8gZDUaOLgrl1dtvILiDd5PmbU5OV15cOjwmMY0lGw8w96GeLebUz7wlmL+2H6W4tLxF5rMUOXkFbNp5kDkLV3Lb859y24wfWXEgjXuf/4iVO2L55NvfcGpXv1LmL781m7/3JHDng0+QUlDAJ//+y73vvEt4TEyDbDrdQKdaEASeuOkG/t6/jdCjR7jvuls4eKDtbH7T6/UsWbKkOrRCUNBtxITWNqnF8VVX1d1I5qpB1lPGlrCpTXqqem4AAti7dy9IEiVVZoxmMwqVEnulQEZGFmazhJOTE95uHigUCuJTkwEFnb06AXAiNYrAQD/ComJwd26PSnVxbGV4QhK9ew+mrLyMiKgw/vfk9/y44mOeufHiynk6g57VBw7i3zeI9q5Ny5d6cNthMlJOM/GzusMljq0+Shd7V6Y9aJl8y82Fm/35whImk5l3v1/NvQPcCfZuudyyPfydCXRV8+fGfTz3YNtzgCp1Ok5EJxAVl0J8Wg4JGYWcyi6muEKHoFBhQkXHLr358a91uLh51D1gLSiVSl55+1OmvfExH7z+DOs3ryXys0zuHjAAjZ0KoyhiMosYzSYMJjN6kwmDyYTeXP3XYDbj4uNDD62Wt59+ut7zfvHEE7je9wDbD+3jlaeeZdGGlWRmZuLv3/ox88uXLyc7u7q4yuOL2mZ8dHNTZLJo1iWZVkbWU8aWsCkHWWzAClXokdDqIiElOsxmFUgiHi6OxMYmo9MZUSgUBPtX5wROSE+hrLT0/Aa91Ggm3XUNR8Mj6OTlftG4Z8MrXnrpaQ4c3otrOw8qqyrIK0rnvtEvXNR2w4GDFFWU8/KbzzXpunWVVaz+YT097+mFQnXlldXMuExy9mSy5tvX22xoxVkqTQpczzjJC9dsp6SoiNfrET5iaV6dEMQLf+5Dbadk0rVD8PF0aXEbzpKakcXva/8jNi2P5NNF5BRVIAkKzIIKUelAzz4Duf/e27jm+okN+sFYX5RKJbO++gXz5z9x53V9+HbHDqC6TLpJFC8p0S2gUAgIgoBCoWSEmzvbQ3fhaG/Py48+Wq/5BEHghUk38/f+/7hu6CiuGziSffv2cf/9Td/Q2hRiY2M5ePAgRqORQfdNa1VbWhOtwkxx3QUSZa4SZD1lGotSqRzUtWvXKrPZLHTp0qVq5cqVp9q1ayfOnDnTZ/Xq1e4KhUJSKBT88MMPqdddd10FVN/19/Ly6jd58uT877//PrOlbbYpB7khpGemoxAlTJICQaFCEiDA05HExAyqqozk5+VzQ+9qZywqJR5fV2+cNFpKK8s4lZ/O0H59WLh8JQ9cd83F42bnoDOJDBs0knc/nkm/riM4HLGboV07XRYjvXDzFox2CkIGdWvStWxYshnRTiJoxJVTcRl1Ro4tOsI7906go6/7Fdu2BRRCtbOVmJbF/NW7Wfx4r1Zx6od1cWfWbYH8tvMQ36/YwdDenbnzukGMG9obe/uWWXFJScvkm9/Xs/FQIlWiHf5B3Rk+6R4m3v5Ak1aGG4tSqWTd7oaFWOjLC3jgtnF8/d92XJwcefSe+pU0/2jqVL5bfz/bD+/j5YeeZNL0x7j11ltbLeWb0WhkyZIllJWVAQL9Jk5pFTvaAmaE1jZBxoLIeloH9957R3BBQY7Fvpzc3b0Nq1b9fcXUcWdLTQPcdtttQV999ZXn6NGjy7ds2eISGRkZ4+DgIGVlZan0ev25N9maNWucg4KC9OvWrXP97rvvMlv6+92mHGRBqP9/7oqqclSCgKBUY9SbUDlq6dLRncjIWNRqNdnZWQy+rx9Gk5H41BRGB1ZnmIhMjsbN3YX8ggIqq3R09rs4ZduJuARCegygrLyU6NhI3n/6eT5f+BqfP3Lrxe0SE0nIyuLOV+5s0jXnZOSyY9UeRs4YXWfbI6tC6dnOk6fvvTrSUNkpJERJ4r3v/+Lmni707uDSarZM7O/HxP5+FFcYWLgrmS8W/cP7P/3NpGv6cvt1g+nVtROKBrz/6kviqXS+/X0Dm0IT0eHAm5/8ysChdee3bosICiVrd0QwboA/szf8i1t7Z267ZNNqbcy483b+2r+NsUNG0L1jZ/bv38+NN97YzBbXzPLlyzl9+jQAj/96uFVsaCsYJdmhsiZkPa2DgoIc9ZIl0+u/KasOHn54ToOc7dGjR5dHREQ4BAUF6d3c3EwODg4SgK+v70XlVJctW+b23HPP5fzyyy+eO3bscLzhhhsqLGVzfWjb99AtTENCLMxmM1o7AbNCjU6vQ63VEhwcQFZWMX5+fpSWlDK4Rx+SM9JQqVR086xenT2REkOnjj6ciD6Jh0v7y1Y0o06lc8O1E9h3cA/uzt5k5WRgNpdzff/+F7VbvHkz5UY946c0LQ545bzVuIa449rhysnd06LSKDiYxaK3pjZpvpak3Kjkz/W7yTidwwd392htc4Dq/Mgzbglh+2vDmD+lO9kp8Tz+7i/cMe1Lfl27nfyiEovMk5CSzvMf/MCEF75hTWgmMz5bwqr/Iq5a5xjAbKjeALQzLJPE/Hz+99dqDhw9Wq++/3toMqk5p9kZup9n7ppC6OFQzOaWvxeckJDAgQMHMBgM9L3tyRafv63RTlG/8uEyVweynjJNxWg0smXLlvZ9+vSpuuOOO0pPnz6tDgwM7D1lypSOGzduPJeloLy8XDhw4EC7+++/v+Tee+8tXLp06WUlppsbm3KQ6xtzaTabkUQRF60SvWSHKJpR2Knp2NGT0tIqOnXqhKuzCxqNhoS0FAwGI8HegQAcS41kcN/ehMXE0vWS1ePcwiKKyqsYO/oG9hzcyYCuIwmN3MW43l0vcqSLy8vYeiKc3tf1R62+OFNDQ4g8HEnMkXgGPzL4iu30Oj1hvx1l1kOT8PO8eqokGcty+XbZf3x5b/c2GS/dt5Mr86b25/C7I3hkYHs2bN3HjU9/xvMfLWT11oMcj0lqcPaL2MRTPPtetWP895HTzPzyT/76L4L+g4bX3bmNY6d1Ofd4X3Q+UZmZvL74dxKSL6tCWiNv3nsXf+//D0dUOKjsWjzlm8lk4vfff6e0tBSAwXc+1aLzt0XyTfZ1N5K5apD1lGkser1eERIS0rNPnz49AwICDC+99FK+s7OzGBUVFTNv3rxUT09P09SpU4Pnzp3rDrBy5UqX4cOHl7Vr106cMmVK0ebNm11Nppb9gWZTIRYGQ53lwgEoKipCFEXaadQUGUSQRBRGPVVVFZjNIlqtlk7efgDEpaegq9LTydOfKr2OpNxTvD3oCRasWMnzd95y0bhhsXF06dKTktIS4hJO8sBT0/jwx+dZNfPiTXirdu6itLKCGTMfaPS1mkwmVsxdS9D4zqi1V777EfpnKAM8fJl62zVXbNeWKC4tZ/WhdK7p7MSQLm07XlqhUHDPsA7cM6wD+aU6ftmZzNK12yisNFNUrsfRQU1HX3eC/DwI8vOgk58nnfw8CQrwRnMmhjkmIYW5S/5l27Fk9IIDH3yzgp59BrbylVkWfWkuKo9O557/F3aamwZ34KUff+KPt9/C1cXliv3fuP9+Zq9azY7Q/Tx4422sPbCdAQMGNLPV51m1ahUZGRkAPP5raIvN25bxV1cRr2u5rDIyzYusp0xjuTAG+UJUKhWTJk0qmzRpUlnfvn2rlixZ4j5t2rSC5cuXux07dszJ39+/D0BJSYlyw4YN7e64444Wq1ZjUw6yvX39fv1mZGQgSSIatR2mKjMICtq30xIffwqdzojJZKJPp+riH5FJcXT37YxKqeJYfDjOzu3IOJ2FQhDwdb/YcYs+lc7E2x5n36HdeLj4knDqJC5OanoHBp5rI0oSv2/fgb1He3w7NT4H8fbVOykpLWPYxJFXbJcSnkLp0TwW/Phmo+dqSURJYvWWA3z9xza6ejnw88M9W9ukBuHRXsObt5+3WRRFUvMrOZFaTOzpLI4cTmZDhURBuZFynRGX9loc7ZXEpRdiUGj5cO4qQnr1b70LaEYc3AIuem5vb8+fm47wyC3DeHbOHJb873/Y1XEX6IPJD7Bg23988dwb/JydQ1paGh07dmxOswFITk5mz549GAwGeo6f3OzzXS0k6eTCEtaErKeMJQkPD7dXKBT06dNHDxAWFuYQEBBgKCwsVBw9etQpMzMz4mx88rfffuv+559/uskOcjNR31LTR48eRRQlTCKYzCZAwtfdkaSkTHQ6E3k5uQweexul5WVkF+QyKeR6AE4kR9GhozcnYk7i5XxxkYWS8nIyC4oZP24C733yFoN7XMPRqN3cMrDXRe32R0SQWVjAQ58/3ujrLCksYcOvW+j32IArhh5UVVRxYvFx5jx+B15u9SsK0ZpExp/io1/+ISsrjw9u7YzXoFvRGI60tllNQqFQEOTlRJCX02XnSiv0TP5+PxEZambN+4vuPS4vQ25NVOQm086n60XH/AI68eF3fzDr5YeZ9uWX/PjGG1cc4+W77uJ/fyxn74kj3DhkNPv37afj5OZ1kM1mM4sXLz4XWjH8wZebdb6riV7aUiIqXVrbDBkLIespY0lKS0uV06ZN61haWqpUKpVSYGCgfvHixalLly51HTlyZNlZ5xjggQceKH7//fcDqqqq0i483pzYlIPs4OBQr3a7du1CAAorjAiCAwgSnbzbcepUGlqtlty8PEb0H0xCWgpqOzVdvAIBOJ4WxdCxPdl35Ag9AztcNOaJk3F07BhMZVUVCclx3H/di/y7exk/P/3ORe0WbPyXCtHE8AmNz+e7Zv46NN4O+PbyvWK70CWHGRUQyP03te341eLScr5d+i//7DrBfQPdWTZ1eLXjf5U7x1eioKyK5xYdRec5gMW/LUaj0bS2Sc3Opc7xWUaMuZ57nniZlYvm4jp3Lp9Mu3Je4c8em8q8DVt4Y8ozbP7zB8rKymjXrvluC//zzz+kp6cDcmjFpcjOlHUh62kduLt7GxqaeaKu8epqU1lZGXbpsWuuuaYyLCws9tLj06ZNK5g2bVrBhce8vb3NRUVF4U2ztGHYlINcWVlZr3YnIk6AJCEJSsyShNJBQ+dAX44cjsDLywslCjxc3Nh2aC/l5RV08QlEb9QTl5XEi/0eYNHKv7hn1LCLxoxMSWfUtXew58BOfNw7EHnyGIHebvhdEIZxOj+fQwkJXDt5XKM3naXEpnB46zGue//6K7ZLOJxAVVQR839uWhGS5uTCcIrOrko2vDQQP9fzuW2P2Y9gkP5gK1rYPKTnlfJ/C4/jGDKeD97/pk1uQGwOSk7H4uwXUuO5J55/nfjYCBbt34uzg5aZ/1d7hohnJ93CzF8XE50UT6+gruzfv58JE5qnymFFRQW7du1Cr9cTPPrWujvYGAO1RRyvvHo2/spcGVlP66CunMUy1djGN+8Z6ls4IL8wH4VZAqUdBqMBO7UGHx9nKip0+Pr64u9RHRt8Mi0JB6UGz/buRJ+Kw6mdA+mnM9E6aGjvdD5Wq7JKR0p2LjePv529B3YyuMcYjp3czT0jBl0079KtWynTV3HvC43LfSxJIsu+WY3vUD8c3WqPFasoriDqj3C+efY+XNq3zZiyyPhTPPj6XL5buokPb+3I0mcGXeQcA1bpHEel5vHgD0fxH/0wr86aazPOMVCrc3yWz75bisbDh3m7djJ/2bIrtv3yycdYd3A7w7v24eiRI82W8m3dunXnQiuufeLdZpnjakZ2pqwLWU8ZW8J2vn2p/wqyTl+FEjAJdhgNepQqJWazAZNJRK1W071DEJIkEZUYR+8O3REEgRPJUfgHeHEiJhYfZ+eLxouIT8DbJwCDQU9KWgo9AvuTkZPAQ2PHnmtjMJlYuW8/Pj064uRyeTxqfTi47TAZKacZ+EDt2Q1ESeTw4kOM796NSWP6N2qe5qS4tJwPfljJ1HfmM8DdxK43hnN9b58a2x6zH9HC1jUvB2IyeWxhFCMemMmT095ubXNanJLTl91pu4xl/x6mxCTx+ebNrNywodZ2T02cSEZeNiUlpTiqHQgLu+zuXpMpKyvjwIEDGI1Ghj1y5dhoW2Wgtqi1TZCxILKeMraETTnI9V1BlkQRR3sFlUYFkiTh4GBPXl4+VVVGqiorGdC9F6fzctCbDPT0qs5mcTw1igG9enDiZCx9uwReNF5kcirDhoxh7/5d+Lp35Hj0QfoG+uF0gT1bDh8mv6yUqe8/3Khr01VWsfqH9fS4qycKVe2yxu6JRUyu4PvXHmrUPM3JrsNR3Pz8lyTExrHhpYG8cVuPK66gNtcKsiiJ/Lo9hn0xGc0yfk2sO5zEc8sSuOulr7jrwSdabN62RF0ryGfZEprCqcJiZv39Nz8v+7PWdj889yz/HNjOkKCeHDp4yFJmnmPt2rXnVo97jbvL4uNbA/KKo3Uh6yljS9iUg1xVVVVnG6PRiCiKOGlUGM3VlffcXR1JSjqN0SiSk5PDsL4DSEhLQUBBF58gTGYTMZnx9O/ZnbTTWfTv1uXceAaTifiMLCbddAd7Du5kWO9xHD25m4fGXlz6eeGmTehV0K1fFxrDhiWbEe0kOo/qXGub0rxSYldF89PLk9E6tK1NXyXllbzz/V+8doNfjeEUNRGpbp48wN//G803+yuYtiyR3ZHpzTLHhfy6PYZ3N2bzzKxfGXvjpGafr61Sllv/sLi9UbnE5xfyv7/Xcd8777Lr4OU/lqZcfx2ZeVlolCoK8vJITEy0mK1FRUWEhoZiMpkY++wnFhvX2ujlYJnKkTJtA1lPGVvCphzk+mQCKCgoQBJFNHYqzKKIIECAuxOpqXlotVrMJjNdOgQRn55MaWkpnb07cjI1HnsHOzKzsnFt3w6N+vzm0OjEJJxd3UESSD+djr97IJVVBdw+/HzmiISMdKLSM7jzpcatQuVk5LJj1R4GPV57xTxREjn06wHuGtCXsYPbRlnmC5n35yY6Oiu5c0hA3Y3P0M0QbXE7ftgUyaLjej748R8mv/YtL69MYldkmsXngWpNPl1zgrkHKnnj29X0G2RdISMNxdGtQ92NLmB3eBavfTafNSdO8NgPP/Da11+TX1h4UZsFL73IxtDdjAkZxJrVa+pdLKgu/v77b8rKqtNxdh7atHLw1kyCrnHhYjJtE1lPGVvCphzk+nw5JiUlIUoiZlGkuqyhSHAHV3JySvDw8MDH3ROFQkFUSgJ+rj442msJT4nGz9+TEzGx+LtffAsqMjGFAQNGsffgLvw9AjkWvZ/RPTpfFDqwaOO/lBv13DSlcV+0K79fg0t3N1w71H77K2pbJJpsM3Nebnx1vuYiNjmDNf8d4/P7Gua4p9nVvlreGBZsi+aXI1W8/c0qvH0DGDX2Jh56fS6vrExmZ3iqRecymMy89vtRViep+eDn9QQGd7Po+FcjVSU5De4zatxN7I3Ox7vHAH7as5eb3nyL737//dz5+6+9ltP5ubTXOOCmdWLz5s1NtrOgoICjR49iMpm49uWvmzyeNdNRXb99HzJXB7KeMk1h5syZPl26dOnVrVu3niEhIT137NjhOHTo0O6BgYG9Q0JCeoaEhPScMGFCZ4Dp06f7eXl59T17PCQkpGd+fr6yJe21qTRvqjqqcAHs2bMHSZQwSQIKlR1KQYOLixOVlQYCA90J9gzAYDSQkJrCmKDqVG7HTkXSp183duw/wMQh50vbmkWRmLRMPn/mA7754QuG9RzPht1/svCF83HGFTodG44eo+e4PqjVdg2+psjDkcQciWP8JzfV2qbwdCGJ/8TzzzvPoFa3LclFSWL2gnXc2seVAPf6xYifxdt02mJ2/Lb9JPMOlPPGNyvx7xR07vioa8ejUMxj+qcv8BVwXb9OtQ9ST0oqdby8+BhJUiCfLliG1lFelQGwd3JrdN+vf1kFwHUDApi1YSP/xZzkmZvGM3HcOBZPf4k3Fy9jxgNP8PmaX+nTpw9BQUF1jFg7F64eB/cb1ehxbIEcY9sK5ZJpGrKe1sFNd98TnJmXb7E8yP6eHoYtq/+6Yozcf//957hlyxaXyMjIGAcHBykrK0ul1+sFgN9//z15zJgxl/36euaZZ3JmzZrV8JUTC9G2vKVmpj6pnvbv3w+AQmmHUW9CpVEDRsxmEZVSRe/g7iRnpmNnZ0c3zyDMopnI9Fgm3j2ClRv+pWfQeQcqPiUVtcYRjdqBrJzTOPZ3RmMnMizk/GakNbt3UVxZwYy3pjT4ekwmEyvmriXoxs6otTW/10WzyOGFB3lk1BCG9Lbsiqsl2LznGPGnMvnljYYXKylWutHe1PSYuD92xfL1niJe/3olnYIuL1Yx4pobgGoneQ6Nd5JFSWTz0VPM3pSKS7dr+PiTn+r1o81WMOrKUNk3Le3gjrAMIsNCefahiYSlp3Pn0aO8/vAUMvKz2Ba6j6kT7mL1X6t5+ZWXG/Xa5+TkcOzYMcxmMzfNnNckW20BF5WRMkPDf/jLtE1kPa2DzLx8dfdvFxgtNV7cS0/W6WxnZmbaubm5mc5WwfP19TVZav7mwqZCLOqTUzYmNgbJLCIp7NDpdChVKqqqKqisNFBSUszwPgNISE1GrzcS7BNIQkYyCrVATm4uHi7OF80RkZhMv75D2X1gJ/6enQmLOcCN/bqfOy9KEr9t+w+lixbvDl4Nvp7tq3dSUlpGj4m1hyaE/3sC1zIVnzx/d4PHb24qKvV8vngTb0wIRK1q+J0TjVT3psu6WLk3js93FPDqF3/SuUvtWRRGXHMDU9/4nul/pfDfiYaHW6RkF/PkT4d4Z0sxt788l7c+XyA7x5egUFlmQaPPgKHsiymgx8jrWLBvPxPffY9pY8ew7fgB8rNzaKfWNDrUYu3atedWj/1DGl/t0lbQiTb1FWP1yHrKNJY77rij9PTp0+rAwMDeU6ZM6bhx48Zzt04feeSRzmfDKJ5++ulzG5F++ukn77PHhw0b1uJxiPK7/RJKy0tRSqAzK0AScXVtT1paHiaTRGlJKQND+hCXnoxBp6ejhx/hSVH4+3kRHhtHoJfHuXEkSSLqVDoTbriVvQd3MqTHGKKSDvPUTedDIY7HxZGSm8cj7z/ScDuLStj421b6Telfq+Ofl5rHqX8T+e3NqW2y4MT8VVtxtTNz+2D/Vpl/9f54Pt6Wx8ufL6VLSO862w+/5noee+tHXl2dwrawU/WaQ2cw8d2GCO76Pgxj9zv56s89jBpbeziMjOV4/8tf+C8ih9TySubvO4CPowPLd/7LoI7dCT10mNTUhv3QyczMJDw8HFEUueG1n5rJahkZGRnrw9nZWYyKioqZN29eqqenp2nq1KnBc+fOdYfqEIvY2NiY2NjYmJ9//vlcftVnnnkm5+zxw4cPx7e0zTa1hCWKYp1tjEYDKgHKjYAk4uPejvT0XBwcHHB3cUWtVhOZHE93v2BUShXH06Lo2b0zW/fuY8qNY8+Nk3o6C7OgwKW9G/n5eQiSCj+3dgT5+p5r88uGDVSIRobdOOhyQ+pg9c/rsPfS4NvLt8bzZpOZ0IWHeHb8GHp3aVh2gJYgJSOHpf8eYvlTfRs9hk5waHTffw4lMmtLDtNm/05Iz3717jd01Dh460de++RZvgBuHBBYa9u9Uel8uD4JnXNXXp/7m7wRrw5Ek2UyTFzK5kNJnDqVwJO3jUalVLB27zb6d+nB6r/+YtpLL9V7Jf/C2OOOPZsnxaC1oVHU/Zkrc/Ug6ynTFFQqFZMmTSqbNGlSWd++fauWLFni3to2XYm2t6zYjCiVdd/Gl0QRB7USUZRAqaCDlyM5OaW4u7vT0duPkvJScgry6OPTHUkSCU+LIcjfH73eQKCP97lxTsQl0qPHAPYd2k0Hry4cj93LbUPOO4P5JcXsjjnJ6AeubfDqbkpsCoe3HmPIE7Xf4j229hh+Zi1vPX5Lg8ZuKT5btI5xXdvR1bddo8dwMRfW3agGNh5J5n8bT/PsrEX07NPwHydDR43jiXd+5tU1qWw5lnLZ+ezCcqYvDuXFv9IZOvl/fLZAzlJRH+w0jX8v1EVgYFd+WPkfZgnScjJJzkqnqricbdu21at/WloakZGRSJLE2Je+aTY7rY1ikxyvak3Ieso0lvDwcPvIyEj7s8/DwsIcAgICmmdVxELYlINcnbatdvR6PaIkorFTVq82i2acHdXo9UacnZ3pFdiVhNQU1HZqungHkpyVikkwU1BciKdz+4sc3ajUdG4cdzN7DuykX/cRJGdE8/j48efO/7l1G6W6Kh6Y1rDYYEkSWf7tanyH+uHoVvOGpqyELE7vSOX3tx9rk6EVOw9HcDwmhVl39WzSODkqvwb32Xo8hbfXpfP0+wvoN3BYo+cePOJannz3Z17/O43NR5MBMJtFluw4ya3fhJLqPJov/tzHLXdObvQctoa+vHE/eOpLt5A+fD5/FY4aDTGpSWhVavbu3k1GRt0VE9euXUt5eTkAnfuPbFY7rQlvO11rmyBjQWQ9ZRpLaWmp8pFHHgkKDg7u1a1bt56xsbEOn3322Wm4OAZ55MiR51aTLoxBDgkJ6RkXF2exzBv1waZCLNTqK7+2ubm5SKKIUqFENIPKQYMgmDEazYhmkUE9+5KQnkJ5eQVdfALZc+IAvr4enDgZR9eA86EOWfkFlFbq8fXyp7i4CF2ljp4dvHBxqo5JN4tm/tyzB4+uvji5NCzF18Fth0lPPs3Ez26u8bxRb+ToolBev/MGgjt419imNdHrDcxetJFp1wWg1TTt7dfRmNyg9jvCU3l9bSpPvPMzA4Y03ckZPHwMvPszMz98mtOFlWyMKiJT9OLpj/+kV7/ai7bI1IyDc/O/XwcMHc2bn89n1suPEpuWjLerO6tWrmLaS9NqvcOUlJRETEwMkiQxfsZ3zW6jNZFmaFjqRpm2jayndeDv6WGoT+aJhoxXV5trrrmmMiwsLPbS46GhoXE1tZ8zZ87pOXPmWC6XayOwKQdZp7vyr9+IiIjqlWPBDgkFSjs7RNFAZaWB4qIiRvQdxNfLF+Kg1ODRzo3jaVF069KJbXv38dI9t50b50RsHF279WLfoT108unO8dg9PHfT+TRmO44dJ7u4mBk/vtkw+yurWP3Denrc1ROFquaV4SOrQulq78oL97fN6l6//bMLlVnHlNH1j/utjXh1L/oYjter7a7INGb8lcIjb8xj8Ihrmzz3WQYPH4PivV/4/ovXGTnxGaY/+nybXLW/GqgoTKedV3CzzzP2xkkU/+9LvvvwNQpKi6kw6Nj+33bG3zS+xvb//PPPudXjgN6Nv+tgi3TVlBNd5dzaZshYCFlP66CunMUy1djUN7mDw5U3dW3fvh0ksFOr0Rl02NurKSgoQxTBQeOAa3tnIhNj6dsxBJAIT4vB18MdlUKJl+v5KnZRKemMu+Ym9h7cSUin/hQUZ3DvqPMFBRb++y86JXTp27C8xBuXbkG0k+g8quZ+aVFp5B/I4rd32mZoxencAhas2cOnd1smHre+zvG2sFO8vDKZh16feyansWUZOHQ081YdYPLjL7bJ1/1qoSWc47Pccf+jPPTCG1RUlmM0Gvl340YyMzMvaxcbG0tcXPUCx/UvfN5i9lkLsjNlXch6ytgSNvVtXll55TKZoaGhSJKESVIgmU34+HqSkVGARqMhwNOb03k5mEQzPby6kJZ3mkpjJaVlZXi5nP/QKCopJbu4lA5+gZSXV1BSWsTQbp3OhXek5eRwLCWFO1+6s0G252Tksn3lbgY9XvOte32lnrDfjvLB5EkEeDe+Illz8uVvGxnS0YG+nWovid0QjtmPqLPNxiPJvLamOqxi1LU1rxDKtA1KTl92961ZefyZGdz58NMUlhaDWeSXX365rJjQhavHHQaMaVH7rIGB2qLWNkHGgsh6ytgSNuUga7VXjp9KSU0Bs0SFUUCSRHzdHcnNLcXV1ZXuHYKIT01GEiHYO5DwxCh8fD0Ij42nR6fzadSOn4wjMLAbh48doJNPd8Ji9/Lo9ePOnf9147+UGQ3cPLVhztrK79fg0t0N1w41O5ehyw4zwMOXx26/pkHjthSHwuPYcyyWT+/rZbExB+kPXvH82oMJvL0+k2dmLbJoWIVM8+DsV3uhlubi5Tc/Yfyt95FfXERhXj6rVq06dy4yMpKkpOo7kWP+73357kAjOF5pmR/DMm0DWU8ZW8KmPvHrWkGuqKpAwZlqQQqBdnYiRqMZrVbLgJDexKcnU1ZWRmfvjoSlRhEU6E/iqVSG9DwfMhB1Kp3RI65n78FddPLuiiRVMrZPHwB0Bj1rQw/TbXTPBlVRizwcSXRoLEOmDqnxfNLxJEqP5bHgzUfrPWZLYjKZmb1wPY+P9KZ9LSWxG8OVVpBX7o3j/U05vPDxYvoNqnulWab1aekV5LO89/lPjBhzA6VlZRzYv/+cU7xu3ToqKioA6Dx8QqvYdrUjrzhaF7KeMraETTnIda0gS6KIWiUgmUUESUQQzBgMJvQ6PSP6DiY6JYEANz8c7bWcSI3CrX17HB0caHdm3PLKKlJz8wnq2Bm9Xk9BcS5je3c9t/K0bt9+CsrLeeL9qfW22WQysWLuWoJu7Iy6BueyqqyKiCVhfPbEXXi5tW/Aq9Fy/LlhD+UlJTxzvWVjTGtbQV6yM5aP/yvg5c//kLNJXEW0xgryWb78eQXBPfpQVlrK4t9+49ixY5w6dQqAEY+8Ia8eNxJ5xdG6kPWUsSVs6lO/qqrqiudF0Yy9UsAkmlHaaxBFExUVBpAkArx9SEg7RV//ELILcyiqKqGqqgofN5dz/U/ExePvH8jx8KN09OpOZMJB/u+CnfG/bd0G7ezx8vest83bV++kpLSMnjfXnDP48JKDXNOxM/eNr71oSGuSX1TC96t28tGdXS3uZISrL19RX7Atmi93F/P61ysbVCFPpvUpy05o1fkXrdqOk4s7WVlZ/Pnnn+fuOHW/9o5Wtetqpq+2uLVNkLEgsp4yjSE7O1t5Npexh4dHPy8vr75nn+t0OqG17asNm0rzptFoaj1XUVGBKIqoVUqqUKJSgU5nQJLA292T5Mx07Ozs6OoRyPGESLx9PAiPi2NE9y7nxohOSWPYkBvZsec/BnS+huKiRHp16gRAVEoycVmneeKrJ+ttb2lRCRt/20q/R/vX6FzGHYhDH1PK/F9ebMCr0LJ8s2QTPb3UjOjmYfGxexnCLnr+w6ZI5odW8ea3q+gU1NXi88k0LzklRmJT9+Hp6YOXjy9abc2FcJqTDXtPck1fb3JzcwEYev9L8upxE4iubJt3tWQah6yndXDnvfcF5xYUWCze0cvd3bB21cpaU8f5+PiYY2NjYwCmT5/u5+TkZJ41a1aOpeZvLmzKQdbr9bWey8zMRBTNKJR2GPQmnN1cyM0tQaPR0MWvAwlpyej1Brr4BrJ819/4+3ty8FgY/W65qXpsg4mEzCwm3dkZs8lMbsFpbh54fkPaL+vWU2E2MuSG+pc2Xv3zOuy9HfDt5XvZufKicqKXR7Dgucm0d2qbydt3hUbx795wNk+vOXa6qSTahRBijEKURL7dEMXvJwy8M3c1/p2CmmU+Gcuj01Wxd9dWtm1YTe+Qzuw4eAyzvgqjrhK1vQZ3Dy88PH3w9PbFw8sXd08vPL2qn7u5e6JsBud1b0QO1w/qiChJhNxwr8XHtyWCNRXE65qvhLhMyyLraR3kFhSo3/l9hdFS4330yP0tWuGupbApB/lKlfQOHjyIJIGdyg5juZEAf09ykhJp3749fbv0IC49GaPeSAd3P46nRtBrQBBu7duhVlfXpo9KTMDd3ZuY+Gg6eHYhLiWMBc++C0BJRQXbIiMZed+Yeq9GpcSmcHjrMa57//rLzomSyKHfDjIhJISbr+nf8BeiBTgUHsdrXy/nozuD8XKufeW+KQSYUhElkc/XRrDypMR7P/yNt29As8wlY1lSTyWxbeMa9u7cDPaO+Ay4DuWgGxg9eAoAoihSWZxHaU46xbkZZKRnY4iOQdKVI+oqMVRVIIlmfP07Ety1J0FdQwgK7k7n4O7Ya+wbZIvJZCItNZmk+JMkxkeTFBeNl28HvIeMR6Wyys/9FiPTcOXc8zJXF7KeMrZEox1kQRA6AL8DPoAIzJck6VtBENyAFUAgcAq4T5Kky7a+CoIwAfgWUAILJEn69MzxGvsLgjAK+BHQAw9KkpQoCILLmbYTJEmS6rLZZDLVeq66SIiEURRAEtEKBkwmM1oHFUN7D2De6t/p5tuZ4vJScssK6Gr0w9/jfL7hyMRT9O8/gv2H99C74wiCfd3wcas+v+K/bZRUVfHQ9PvqMhEASRJZ/u1qfIf64eh2+W3mk7tOIqTqmDd/cr3Ga2mOxyTx0mdLmTm+Azf392u2efIUnixdsZt/ku14/8e/8PS6fKVdpu1gNBo5sHc72zauITkxFseA7vR+cCau/tWFb7zUFaSeKViqUChwcvPGyc0betS80dJQWU5uYgTRydEci1mDqbQAo64Cb98AOnftQecuIQR16U5Ql+5oHarvsoiSRGb6KRLiYkhJjCUxNoq0U0kIKjvUzh7Ye3TAs+8NXHPPANTahpWBl7kcD5WeCoNNrcNYNbKeMrZEU97pJmCGJEnHBUFoBxwTBGEb8CiwXZKkTwVBeAN4A5h5YUdBEJTA98CNQAZwRBCEdZIkxZxpX1P/GcDdVDvOz555/i7wSX2cY+CKq7fhEeEgSVSalQAoMWIwmLC3M9PZvyN5RQWM6DGQsKRIPL3ciIiN59YR1aEDJpOZk+mZjLj+fkKPHOZ0bgoPja7eNCdKEkt37cYl0Att+/qFQhzcFkp68mkmfnbzZeeK84qJ+yua5a89idaheVZmm0JMYhrPf/I7z43x4Z5hHeru0EhSsov5IzKUdafs+eDHNbi513/jo0zLknU6k23/rmHXtg2YFCo8eo9mzIxpqNQXv3/LxIZ9HKm1TgT0HUlA35Hnjhl0leQmRhKfHM2JjeswlRZgqCzDy8eP9u1dSTuViFkCe2d3VK6+eHYZzrBbnkXbvm0W17naaaimMm0bWU8ZW6LR73ZJkrKArDOPywRBOAn4A7cDY880Wwzs4hIHGRgKJEqSlAwgCMLyM/1irtDfCDgAWsAoCEIw4C9J0u4G2FzrueycbBAlDKIAiEiSSHm5gaAAN05lpaO2U9PFK5B9kYdw92hPVFwWIWcKhMSmnELr5ExKajLeLp1ISY9k8tjqzXgHIyNJyy9gxvI36mWjrrKK1T+so8ddPVGoLnboRUnk8KJD3DtoAGMGda/vZbcYCalZPP3Rrzw8xJ2pYywfB1xQVsXmY6f4O7yQuDwT19x8Px/9NJ/2LrJz09bIy8vhxNFDHNq7nZioMLR+nel6x/N4BtWcjQXATqjX79wrotZoCeg9jIDew84dMxl05CZFoystZOD1U3Fy92nyPDL1wxKayrQdZD1lbAmL7HARBCEQGAAcBrzPOM9nnWivGrr4A+kXPM84c4wr9J8NzAdeBuYBH1O9glyXbU8JgnBUEISjeXl55Ofnk5WVRWZmJkVFRSQlJVFVVcWtt96KSlDw5OOPorJXM378PQBMnjyZ+NRkBgwZREf/Dph8VXTs0IHRI0ehaO8CDo5UOjgxfPi1aNopcXFy5f/+72G0Gg3HTCbmr9/Ag//3JF36dMZ0SkAygvm0gFgJ5jwBsRjE4jOPKyF2SwoO7bVMGFxdmKC3rve5v5FbIrl/6F3MfvE+YovtKTcqOFWmJl+nJKtSRWaFHUV6JUmlaqpMAjFFGkQJjudXr1wfO/P3eL4WUYKYIg1VJoGkUjVFeiWZFXZkVarI1yk5Vaam3KggttgekwjhBQ4XjXH2b2ShBr1Z4Ei6iTd/3MCUm6/hngmjyVX6kKYKolRwJsGuB3rsiVQPrO57psDH2b/h6iGYUBFr15tyoR2nVMHkKzzJUvqTIgWwIVbHJ0fsueOnWGK9bqPHXW/z6fzV3PPIc0hV1dkGSrPikCSJ8rwUzEYdlUWZGKtK0ZXmoi8vwFBZTFVxFiZDFRX5qYii+VxasbMFKs7+LctNQjQZqChIx6SvoKokG31FIfqKQqpKsjHpK6goSEc0GSjLTap5jOwERNFMRX4qJkMVVcVZGCqL0ZcXoCvNxVhVSmVRJmajjvK8FCRJojQrrnqMrNir7poqirKICT/M7n+X8b8ZT7L1r/ksX7GUEdeM4prp3/Pccy/gGdST/toiBCR6aErRCGaC7MtxURrws6vCTanHTaWnk7oCR4WJbpoylIjnUkudLVJw9m8vhxLUgpku9mW0UxjpoK7EU6XDU6Wjg7qSdgojXezL0NrbcePALnQediNjOthfNEZfbTFKRLppynBUmOikrsBNpcfbToefXRUuSgNB9uVoBDM9NKUISPQ/03fAmb9XuiZvO12zXJNaMNPLoaTGMdrSNSmRrO6arFGn+l6Tv12V1V2TVelkf+VUtjINQ6hndELtAwiCE7Ab+FiSpDWCIBRLkuRywfkiSZJcL+lzL3CTJElPnnn+MDBUkqQX69l/DHAH8BPwIdWryzMkSbpi2pABAwZIYWFhNZ5r7+qEoNNhsmsH9iqCvDWkpZXw0oNPoDMbCY+K5ocpH3PbZ1Pp368LCpOBu8eNQZIk3vn5N+644zE2bd2ISrTj3ftu4Lbhw8guLGTMjBlc98Ikbv+/W+p8LXMycvng0dmMnDH6spLSBZkF7P54O+vee47BPdtWloasvEKmvv0Tozup+d+dta8Q1hezWeRwXBbrwrLYFluCxr0TA8fewaS7Jl+0WmysKsXOQU471Frk5mQRdvQgYUcOEBNxDOzU2Ht2wrf3CPx6D2vwBjcXpYFis7wpzpqQNbUuZD3bNqLZxG9PjamUzMaLNi+Fh4ef6tevX/7Z5y2d5q2tEx4e7tGvX7/AS483KaBIEAQ7YDXwhyRJa84czhEEwVeSpCxBEHyB3Bq6ZgAXBqgGAKfr018QBAF4B7if6pXk96iOS54GvH0le2vbpCdJEqIo4qBSYECBh7sLRUUFODk6MahHH+b/s4w+HXpwIikSdw9XohKSeOKWGwBISs8ApR05uVm4OnqTk5fIpKHVscmLN/5LmVHPLY/ddCWzzrHy+zW4dHe7zDkWzSKhCw8xdcywNucc5xeV8OT7C+jnrWyyc5yeV8qyfUmsjyxGb+dKyMjbeHPaw7WmbTPqymQHuQURJYno8OMcC91L2JH95OZkoXHzxTmwNwOf+LDJoQuuKvnL19qQNbUuZD2tg6vZmW1JmpLFQgAWAiclSZpzwal1wFTg0zN//6mh+xGgqyAIQUAm8AAwuZ79pwIbz2S20FKdQUOkOjb5itjZ2dV4vLy8HLPZjFKlxGgw4OykJr9YRKUU6OQbgNFsoodXMCdSYnBqr6GwzERHb28AwuOT6NFjAIeOHSTQswfX9AxGoVBgMplYdfAgwcNCUKnqfpmjQqOJDo3lptkTLjsXtv44bhV2fPzsXXWO05IUl5bzf+8voJOTiS8e7N+ksU4XlDHlp2M497ieqR88Xq8S0fZO7k2aU6Z+nM0+sf6vpWRlZ+Lg142AIbfSq+dQFPV4b9eXLDmFlNUha2pdyHrK2BJN+XYbBTwMRAqCcOLMsbeodmxXCoLwBJAG3AsgCIIf1encbpYkySQIwgvAFqrTvC2SJCn6zBg19j8zhpZqB/ls/eY5VK9gG4AH6zLYYDDUeDwxMRFJlFApFUiiGZW5Er3eiIe3MzkFeSAJdPEOZO3Bf9F62OPp4nyub9SpdK4ZO5BTKWmkno7j/XumArDp0CFyy0r4+OO36jILk8nE8m9XE3RjZ9Tai3+d56TkkLYlma2zX25TFb3KK6p45sNFuCiqmPdw/yaNVVKp4+lFx+k06gGeffWDeverKs7CybNtrahbE5WVFfz379/8+89yKo1mfAeP59op/2u292GQfQUndfIdAWtC1tS6kPWUsSWaksViH1BbDe3LqltIknQauPmC5/8C/9bQrqCm/mfOVQLjLni+F+hTX5trKzW9bds2QEJS2AEGkETKyvT49/YmISOFsrJyvF08OZWXTrCLH90CqnP7ZmTnUmk0U1JSjINdexTmXIZ06wbAr1u2Ytba4eFX9yrn9tU7KSktY9jNIy86bjaZObLoMC9MvJZewf619G55dHoDz3/yK1JlEQufHdQkh0lvMPHir8egw0ienv5eg/o6egQ2el6Z2snPz+Xfv1ewffPfoHUmaMx9BPQZ0ezzxsoVuqwOWVPrQtZTxpawqaSGlZWVNR7fu3cvSBJVZgVIZkwmEaVSSUjHzkQmxxPg5kt8WgLOLk4kpKZx6313AHAiLp4uXXpy9EQovs5BjO0XAkBiRgYn0lJ58ssn6rSptKiEjb9tpd+j/S9zNI+tOUoHnJg59fJ8yK2FwWhi2uzfKM3PZdXzg5vkHIuSyJvLjnFKEcTHn/zc4LHKsuNp79v20t1drZxKTmT9mj84tG87Gq9O9Lx/Bu4durXY/P20xZyodK27ocxVg6ypdSHrKWNL2JSDrNXWHKYcGxuLJFXnQFaq1RgMJjQaDb06d2f5jg2M6zyS8JSTqLVK1AYlHmdCLKJTMwjpew1ZWfmk5ySw6PnXAfhl3ToqRRPDbxpap01rflmPvbcDvr0urgKXGZ/J6R1p7J4zo82EVuj0Bl776g/S0zNY++JgVKqm2TVnXQR7c5z4dOGf9YrTvhTZOW46oiQRcfwIG9b+QUxkGO2C+jDs6c/QurZ84RX5i9f6kDW1LmQ9ZWwJm3KQa1tBLiguALOEaDKj1thTXq5Hq3HAx8MTtZ2arp6BLN+7FnuNGq8zznF+URF5JeUE6nWoBS0u7hKdvL2p1OvZGHaC4XeNrHGuC0mJTeHQ5qNc9/7FESVGvZFji44w8+7xBHfwbvqFW4DsvGJe/PQ3jOVFrH5+MBp10946S3bGsjTcyAc/rUbr2LiSviVZsTj7hjTJDlvmxLFQViz5ibTUFNx6j2T0K/NQa+pX7bE5GKAtIkz+ArYqZE2tC1lPmcaQnZ2tHDt2bHeA/Px8O4VCIbm5uZkAtm3bFv/cc891CAsLc3J2djbZ2dlJ06dPz962bVv7I0eOOBmNRiEzM9M+MDBQBzBz5sysxx57rKgl7LYpB7m2FWSzyYRSEJAEcHTSYK4qR6vRoDMY0On0BLj5kpCdgneAC32DOgEQdjKejp26EB55HDetD3cMGwDAXzu2U1RVycMzJ9c411kkSWT5t6vxHeqHo9tFKQs5sjKUEK0HLz5wgwWuuulExKXw0mdL6e+j4qvHhjR5RXvr8RS+3JnHq1+uwMun8bHVsnPcOGKiTrDi959JiD+J18AbuPae1y2ajaKxyF+81oesqXUh62kdTLjt7uDMnFyL5evz9/YybF63utbUcT4+PubY2NgYgOnTp/s5OTmZZ82alSOKIgMHDgyZPHlywfr161MA4uPj1atWrXJZsmRJGkBcXJx60qRJXc/2b0la/1uxBaltBVkUzaiUApVmEw4qiSKdgW6dfInLSMFkMFFcWozWyYGMrBweG38dAFGp6Xh16E1RUTm5hWk8duMziJLE79t30i7ADa3TldPhHNwWSnryaSZ+dnF8cWpkKvkHstjwff1KUzc3G3cf5f2f/ubJkd48fX1wk8c7lpjNG2tP8fhbP9ElpHeTxirNipPDLBpAYvxJVi6ZT2TEMTz6XsOY6fNQqWveuNoa9NcWybdwrQxZU+tC1tM6yMzJVfd+4gujpcaLWvhao5zt9evXt7Ozs5Nef/31vLPHunXrZnj77bdrqp/R4tiUg1zTCrIkSZjMZjQKAcksosJMRYWBrn6diEqKI8QvmMhTJ1HYSbQTtDhpHSgtryAjrxCPABGFqKZXBx/aa7UcjY0lMTeHV1e8eUU7dJVVrP5hHT3u6onigjhefaWesN+O8fGUSfh5tu6HkChJ/LhsM4v+3sNX93VnbM+aKoY3jMSsIl5YGsOkp2YxdNS4ujvUQTuflttAdjWTlprMyiW/cPzIfly6D+XaV35AVUtGl9YkvNKltU2QsTCyptaFrKeMJYmMjHTo27dvzSuXbQCbcpB1Ot1lxwoLCxHNZlQqBZJRwmyuzmAR5NeBneGHGdlzIPsiD2Nnp8TLudrBPhEXj7dPB2Jio9Aq2/HgmNEAzF+3Dp1CIrjXlXPzbly6BbNKovOozhcdP/zHIQZ7+TP1tmssdMWNQ6c38Oa3yzgakcDKZ/sT7N301D75JZU882s4/W55hom3P2ABK6Ei/5ScB/kKZJ3O5K8/fuHgvh20C+7HqJe+wV7bdnOYhmjK5ByrVoasqXUh6ynTnDz88MMdQ0NDnezs7KSoqKiTrW2PTTnIavXldwGOHz8OgEKlBr0eo9GMRqPB3cUVtZ2ajm7+nDydgKOLmn5dqkspR6Wk4eziT1mZgUpdMXePGkVhaSl7YuO4/fnbrmhDbmYu21fuZuSM0RcdTzqaRFlYAQt+qruwSHNydjOeqbyYTdOH4KSpufpgQ6ioMvDMomO49pnI1KenW8DKahxcfOtuZIPk5eWwetki9m7fhLZjD4Y//yXa9m6tbVadpOgd624kc1Uha2pdyHrKWJI+ffpU/fPPP+duly9ZsiQtKytLNXjw4B6taddZ2kb+sBbCaLw85Gbz5s3VOZAlJUo7O0wmMw72Guzs7CgtK8eg12OnVlJUWkqfLp3R6Q0knc5BISjArGBYt06oVCqW/LuJUoOO2/7vlivasHLeGly6ueHa4XwIRWVpJRFLw/jyqbvwcG29ROwnYlN4YOZ3dNDoWP3iYIs4xyazyPQlxyh26cPL735lASvPoy8vsOh4Vyt6nZ7wsCMs/30+7776FC89eQ9HTsYz5OnZDHvotavCOQbwVVe1tgkyFkbW1LqQ9ZSxJLfeemuZXq8XPvvss3N5RcvLy9uMX2pTK8g15do9cuQIEhJms4RSpUAUJQK8fYjPPIWTWktaTiaSUsRN2w61SsXhmGhc3TxJSklAYVLx2A3jECWJ5Qf203FQlytmeIgKjSYqNJabZk+46PjhJYcYGxjM3dcPsfg115eNu4/y3o9/83+jLLMZD6oLgXyw8jiRVd58/M1vFs/nbKexzapOep2ek9HhxEaHERV+lJTEWFQaR1Rufnh27c/Im55C086ltc1sMEUmi22qlmkjyJpaF7KeMpZEoVCwfv36pOeff77D3Llzfdzc3Exardb8/vvvZ7S2bWBjDrIoipcdS0pOQhIlTCYzji4aKssqCPINICopjj4BIYSlRaFQQoBH9SpcVPIpnNq5UVGRh71aZEzv3vwXeoTMoiI+XjWz1rlNJhMr5q4m6MbOqLXnP2TiDsRhiC3l5wUvWf6C64EoScz7YxO/rdvLHAttxjvL6v0J/Jus4JOFy2st890UzEYddg7WHw931iGOiTpOTPgxkpNisXNwROXqj2fXfoyY+AwaJ+fWNrPJaBVmis2tbYWMJZE1tS5kPa0Df28vQ2MzT9Q2Xn3bzpkz5/SFzzt16mTcsGFDcm3tu3fvbkhISIhuin2NxaYc5JooryxHMIOkBAeVRKnOiI+rB/FZ6XT3COK/Izsx2xkZHNIVk8lMbPppOgT2QDTD9f27oVAo+HXLZgz2Sjx83WudZ/uaXRQXlzH05vMFRMoLy4leFsGvLzyMk7blswqUV1Tx9tzlHI9OYvVzAwjyalzBjprIyC/l862Z/N8Hi2nv0jy3+AWFslnGbUscP3qQn77+CL1JxM7dH4+u/Rk16dk2vdmusZgRWtsEGQsja2pdyHpaB1fKWSxzHptykAXh8v/ckmhGqQCdyYQCe1RKJc7tnCErHbPRhBkzJpOZrh0CiIxPRKNtR+bpDMxmM09OuIm0nByOJCfzf589Xuu8pUUlbFi0mb6P9j8XZiBKIod+Pcik3r24aWSfZrvm2kg4lcnLX/xBO0Fnsc14ZxElkXdXRdFl1F30GzTCYuNeijU7yAaDgT8WzWPbpr8JuuEhgoZcX3enqxyjJH/5WhuyptaFrKeMLdFmgqFbgppCLEwmEwqFgCBUp3izt7fH0dGRspIySspKMQsmPFycUSgURCSfwsGxPaJJwsfViR4dOrBw/ToqRCMjJw6tdd41v6xH46PFr7ffuWMxO2NQpuuZO/3BZrnWK7FpzzEeeusnrumoYvlzltmMdyEr9yYQWezEMzNmWXTcSzEbrHPDSOqpJN5+5XF27tvN8Gc+swnnGKCdwtTaJshYGFlT60LWU8aWsKkV5Es36ZnNZsxmEbVSAYbqlWLnds6cys6gg4cfJ7MTERHp7OOFWRSJOZWOi0cAZpPIrYP7YTCZ+OfoMQbfOrzWOVNiUzi0+SjXvX/eySnOKSZ+dQwrZz6JRtNymx5MJjNzfl/Pyi2hzL6rCzf28bH4HOl5pXz5XyZPffhHjWn1LImd1qVZx29pREli8/rVLPttHs4hIxn90KMW39jYlsk32be2CTIWRtbUupD1lLElbMpBNhgujiPPzs4GJJRKOwSVGUmCrp06k5yZxpjA4fy9fwNms4nBPbqTmJaOpFCRX1iAgJnHx9/I2l07ya8o5923p9Q4nySJLP92DT5DfHF0q84fKUoih389xP1DBzJ6QMuVSc4vKuHVr/4kPf00f78wkAD3y6sKNpWzoRXdR99LnwHNn5FDX5qLyqNTs8/TEpQUF/Hj1x8TEXmcPve8gmfnXq1tUovjr64iXmebmUmsFVlT60LWU8aWsJ3lKcDe/uJfv9u3b0cSRQySApVKRWWlATendtjZ2WFnFtCZ9GjsNXTw9iQiIQk7eyfMRonuAd54ubjw+/YdOPg4o3VyqHG+g9tCSU/OZNCDg84di9wcgVO+xBfT7m3Wa72Q4zFJ3DtjLg6GIrbMGNYszjHA8j3xRJW156np7zXL+Jfi4BbQIvM0N8ePHuS15x8iMbeQMdPm2qRzDJCkk4sQWBuyptaFrKeMLWFTDvKlpaa3b98OgCiCVmuHXm+indaRqio95RUViIIJT+f2SJJE1Kl0FAolkihxz8ghRCYlEZOZybRvnq95rsoqVv+wjpA7e6BQVb/MBRkFJK9PYOHrj9SYk9nSiJLEso17eWrWIh4a6MqPj/ZHpWoeydNyS5iz/TTPvPVNs4dWnKUit9bMMFcFBoOB337+hi8/nInH0FsZPvUtVM2QDu9qoZe2tLVNkLEwsqbWhaynTGPIzs5WhoSE9AwJCenp4eHRz8vLq+/Z54IgDLrjjjuCzrY1Go24urr2GzduXJezx5YsWeLSrVu3nkFBQb26devWc8mSJS4tYbdNhVg4OFy80hsREYEkSYiSiEYJVUoVWkcnzAYT2aW5mAUz3Tv6kZadQ5nOgMJYjlIQeWjcOF6b9z06hUSXPp1rnGvj0i2YVRLBo6uLbphNZg4vPMQT40YwsEdgc18qOr2BD374ix2Ho/hpSg8Gd649BV1TORtaETLmPnr1G9xs81xKO5+uLTaXpUlLTea7z/9HTnEpQ5+ejZObd2ub1OpEVLq0tgkyFkbW1LqQ9bQO7rrn/uC8/HyLrWR5engY1vy1otbUcT4+PubY2NgYgOnTp/s5OTmZZ82alQOg1WoHxMXFOZSXlwtOTk7S2rVr23t7e58re3zw4EGHt99+O2Dr1q3xISEhhtjYWPX48eO7devWTT9s2LBm3alvUw5yZWXlRc8zMjOQRDBjRhQltFoHcosL6O4XzImYCExmkSE9urP3WDh2ai0GvcjwbkGYTCb+i4nmlmdqLiudm5nL9pW7GTlj9LljYevD8KpS8/5TtzfrNQKkZ+Xx8udLMVUUs2XGUFwcm3dFd9nueGLKnZkz/f1mnedSSk7H4uwX0qJzNgVRkjgZdYLD+3ayc+s6nHvY3ka8KzFQW8TxSte6G8pcNciaWheyntZBXn6++pMfVhnrblk/3nru3iY5Gddff33JqlWrXB577LGiZcuWud19992FBw4ccAL47LPPfKZPn54VEhJiAAgJCTG88sor2bNnz/b5+++/Uyxhf23Y1DezVntx7K3eoEeQJCSziMlkxs/Lh/ziIlwUTlQYKnBxcsKtfXuiTqUhCEpEs5kp145i6eZNlOp13PnMbTXOs3LeGly6ueHaofqDJCc5h4ytKSx++7Fmd4Z2H4ni/tfnEeJiZO20Ic3uHJ86G1rxzrctEjZyIVeDc2wWRcLDjjD/u894avLNzP7gNQ6djKf35Nfpf9vjsnN8AfIXr/Uha2pdyHrKNAcPP/xw4YoVK1wrKyuFkydPakeMGFFx9lx8fLxm2LBhF61uDh8+vCI+Pr7Z4xFtegXZZDKiEASQqvMjezq7orazo6KyAlEw4+3iRk5+AXklZSjsHHHUqJk4ZAjXLV+Bb9/AGp2bqNBookJjuWn2BACMBiNHFh1m2i1j6R7o22zXJkoSPy7fwqK1e3jnlkDuHNL8G9hESeSdlVH0HPcgPfsMqruDhWmrK8hGo5HI8KMc3reTIwd2YZQkHPy6EXzbs3gG9Wxt89os8uqU9SFral3Ieso0B8OGDavKyMiw/+WXX9xuuOGGkgvPSZIkXOprSZJUY+E3S2NTDvKlK8hmswlBEBAUSiorDWjtHSgqLaPMoR0mjPTu3Imw2HhUageMRomxA7uyPzycUwX5fLxi9mXjm0wmVsxdTdCNnVFrq1duj605RqCiPa8+PKHZrqukvJI3v/6TqLgUlj/dj66+LZOGZ8nOWOKrXPnq5XdbZL5LaU7nuLKqktLiIpQqFSqVHUqFAqVSiUqlRqFUoFSpqn9cncFoNBJ27BCH9+3g2KG9iEolDv4hdL/3Zdw7dGs2O60J+YvX+pA1tS5kPWWaiwkTJhS/9957HbZu3RqXm5t7zjft1q1b1cGDB7UXxhuHhoZqu3btqqt5JMthUw5yVdX5eG6j0YgkSahUSlQKJQadATt7Ne3MTiTkpGAyiwzq3o15f/2DoFAhmvQ8ceMNfPfXX+jVAu4+l296275mF8XFZQy9eSQAmXGZ5OxOZ/U3rzXbrfSTSem8/MVSvOzNbH11GBp1y0iakl3MtztzePGz5S0eWnGWstwk2nkFW3RMk8nE5vV/sXrZQgxGI0gSkiQhSSKSJIEkVVdklCQEhQKFUolSoUAURey07XAICKHX5Jm4+gXVPZnMRfRyKCG6yrm1zZCxILKm1oWsp0xz8eyzz+Y7Ozubhw4dWrVhw4Zzq3wzZ87MfvDBB4MnTpxY1r17d0NcXJx6zpw5vsuXL691U6ClsCkHWXNBCq34+HgQJYyCEq1Ggc5sR6VBh7fWg1NVKXi6uqA3GMnMKwCVFh83ZwI83DkQn8CTsx+9bOzSohI2/rqFvo/0Q6FQYNQZObboCG/dO4FOfp7Ncj3rd4Yya/46HhzozvRbWq7oiCiJvLMqmr43TCak94AWm/dSHN06WHS8E8dCWTz/a/KLS+g+6Sl8utV+baIoIoomRJMJSawuv2qvbW9Re2yNBJ1Ta5sgY2FkTa0LWU+Z5iI4ONj47rvv5l56fOTIkVWzZs3KuPXWW7sYjUbBzs5O+vDDDzNGjhzZrBkswMYc5Asr6W3cuBFRklAIoFQIODo4gELAWGFAEkT83FwJi41FqdZgMsKE/j1ZtG495ZKRUbeMuGzsNb+sR+2lwa+PHwChK0Lp1c6TZ++9zvLXYTTxxa//sHb7Ub68tztje3pZfI4r8fuOOBL1bsx5qXVCK85SVZKDo3vTneTsrEyWLpzH8aMH8B12C9dce0edK/4KhQKFQg2qlisVbu10VFeSqJerdFkTsqbWhayndeDp4WFoauaJS8erb9s5c+acvvB5ZWVl2KVtJk2aVDZp0qSys8+nTp1aPHXq1OImGdkIbMpBvjAUYP/+/QCYRTNmswJ/D28kM5TrytGLegZ07cy+8CgklJhNBp6YMJ57P/iQfuMv34yWEneKQ5uPMu5/1c5wakQqhYez2fT9Gxa/hpyCYl79cim5OblseGkwPi41V/FrLpKzipm7K5uXvvyr1TMw2Du5Nam/Xqdn7crFbFz7Jw4dejB62reotfIKSWuRY7TdIinWiqypdSHraR1cKWexzHlsykE2m83nHp88eRIAUTQDKhw1DpSVlVNUqkMURYID/Fj873+YFfZ09fchPDaO3PJS3v7wsYvGlCSRFXNX4z3EBycPJ6oqqghbfIxPH7kNHw8Xi9p/NCqRGV/9ST8fOxZPH9qiDqooieyPzuSLzSn0Hz+Fbj36tNjctWHUlaGyb3jpU1GSOLh3O0sXzKUSFX2nvIWrf80FX2RaDheVkTKDXWubIWNBZE2tC1lPGVvCphzkCx3K3PxcJFECEaqqjNjZq3EQNKTp8vDz9CA6MRmFSo1oFLh7+CCW/PcfSg8nNNqLf0Ef3BZKWmImEz+7GYAjf4QyzLcDU24ZaTG7RUliyT+7mPvnNl66PoBHrgm02Nh1YTKLbDqazIJ9WWRUOTBy0nM88OhzLTZ/bVSUl3EyKhKDORoXN3dcXd1xdfdAo7nyinpKUgKL588hPiGOoHH3M2jI9S1ksUxd6EQ5J7S1IWtqXch6ytgSNuUgX4jBoEcBiCoFJpMIAggGCUkQ6eTlQWTSKcySAlE0MiqkO1+vWc0rS167aAx9lY7VP6wj5M4eKFQKEo8kUh5ewC8/PWMxOyt1et6bt5J9x2NZ+Ggv+ge2TJqdiioDfx1M5LcDOegcfLn+nrd5/fYHWjWsQpQk4mIi2bH5Hw7t205I7z4kpWVi1usw66swGnTY2alp7+yKi6sbzq7uuLp54OLqjrOrG2kpSez8bz0u3YcxZvo8VHL8sIyMjIyMjEwN2JSDLIriucdmkxkQUCkVqBQKnJzaUZldRpVJR7+uwfzyz7+YRDuGdA1m2dZtVApmuvbvctF4G5ZsxqwSCR4dTGVJJZF/nGDeU/fh5mKZONaUjBxe+XwJCkMFW6YPob22+R26/JJK/tybyB9H8tH6hnDrK/9jxDU3NPu8V6K0rITd/21ix+a/yc3NwSmoNwOf+JCefs54G87nthZFEV15MRUF2VQW5pJTnMep9DwMJxOQ9BUo1A4MfWo2Tm7erXg1MrWhUYh1N5K5qpA1tS5kPWVsCZtykJVK5bnHkiiiUChQ2ylwcnBGr9NTVF6MhERVZSUIKgRJ4K4RQ/hixQpuenziRWPlZuayfeVuRrwyClESOfT7Qa7r3JU7r7NMRbkdhyJ4a95fTOjejv/dOajZV25P5ZaweFcSf4cX4RMynGdmf9+qKdxESSI6/Djbt/zD0YO7sXP2xG/wjVw7aNy516LYdHEpeYVCgba9G9r2biBXrLvqKDbJsY3WhqypdSHrKWNL2JSDbDJV56utqqpClEQk7FAD3m4eVJRVoDPpCfT1ISr5FAYRFJIZQ3kZxfoq7pt250VjrZy3Bpdubrh1ciN270lMCeX8+MvLTbbRbDYz789NLF6/n1m3BTNpoF+Tx7wSUal5LNyVwo6ESoIH3cjbP03Hv1PrFbkoKS5i57aN7Nj8NwVFhbQL6sfgpz6pcdXX205HmV7+wLYWZD2tD1lT60LWU6YxZGdnK8eOHdsdID8/306hUEhubm6miooKhSiKwvHjx2O8vb3NeXl5yv79+/d84403Tn///ffeAGlpafZeXl5GjUYj9ujRo3Lt2rWnWspum3KQ1erqEIWDBw8iSSAhIklK1PYalEYFKCSC/bzZdyIKkwluHtCXVfsP4NnD/6IV3KjQaKJCY7lp9gRKC0uJWRHF4mmP4KRtWgqcopJyZn79JwnJ6ax+bgBBXs2Xciw07jTzd6VyJNNE37H38Ol703Bxu7w6YEthNBr5fcF37NjyN2oXHwKG3UzvfqOvuHKeZtDWek7m6kPW0/qQNbUuZD2tgwduvym4MCfDYjGbbt4BhuX/bKk1dZyPj485NjY2BmD69Ol+Tk5O5lmzZuUAvPPOO94vv/xywLJly1JfeumlgEceeSTvxRdfLHjxxRcLAIYOHdr9yy+/TB8zZkylpeytLzblIOt01aW7N23aBEhIoohOJyIhoTBJVBgrcXNyxCQJqAQFgzt34osTx/h46exzY5hMJlbMXU3QjZ1ROag4/MNBbu3bmxtH9G6SbVEJabzy+VI6tBPZNH1Is5SMFiWR3RHpzN+TQWyhgqETH+abr59Do23dD73CggK+nv0mp06fZtjTn6F1rV/lwa6acrnsqRUh62l9yJpaF7Ke1kFhToZ66zNBxrpb1o/xP6U02tl+9913c/v06dNj1qxZXqGhoU6LFi1Ks5RdTcWmHGQHh+oUYKGhodUHJBFJUuDu6kZGfjoKQeB0XgEGM6gVEuGxcRjUAu6+51dWt6/ZRXFJGUNvHkn0f1HYZRr59r0HmmTX6q0Hmb1oI48O9+KF8V3q7tBAzGaRTceSmb/nNKf1Tlxzx4s8c/+j51bUW5O4k1HM+fgNcA3gmhfmNCjWWv6gti5kPa0PWVPrQtZTxtLY29tLs2fPzrjnnnu6rlmzJkGj0UitbdNZbMpBrqysXqFPSEgACRAE1HZqcvLyqDBW0qWDH2EJSZhNZm4eNpAdJ8J49IOHz/UvLS5j469b6PtIP0pyS0j4O5bVbz6NRtM4R9NgNDH7lzVs2H2C7x4MYUQ3D0tc5vnxTWb+OZTIL3uzKVF6cOP97zCzlVO1Xch/m9fx289z8B12C93H3ll3h0sYqC3ieGXLpL2TaX5kPa0PWVPrQtZTpjnYuHGjs6enpzEiIkJz5513lra2PWexKQdZeyaUoLi0GEkCpUqBt7sHCrOAQing7qgl2WhGgYCjIFBuNjLm9tHn+q/95R/svTT49PZh6+zNTB4+iBH9Grfiezq3gOlfLKWksICNLw/Gy9lyJTwrqgys3J/AogO5iM4dmfTUF4y5/uY24xgbjUYWz/+G7ds20ufel/EKblx4ivxBbV3IelofsqbWhaynjKU5cOCAw549e9rv378/dsyYMd0fffTRok6dOlks/KMptA2PqYU4u4JsMpoQAJVCgYuzMypRoMJYfc5oFnBxdOBAQjw9xp0vp5wSd4qDm44y+LEhhP8bjnORgk9fuKdRdhwMi+X+1+fhb1/FxleGWsw5Li7X8f2/EVz/6T4WJ7pyz2s/8eXibYy9cVKbcY6Ligr58K0X2L1vNyOe+7zRzjFUr2bIWA+yntaHrKl1IespY0lEUeS5557r9MUXX6R37drV8MILL+S8+OKLAa1t11lscgVZFM0gCEiSiCRARUUlSoWCk6npGM0mBnbyZ39cLHM/+xAASRJZMXc13kN8qKqsImVDAv/OegGVqmEvnyhJ/LpmO9+v2MHM8R25f2RHi1xXTnEFv+9MYMXxQtw6D+TJj+bSq99gi4xtSeJORvH1J29idvbhmue/RNHA1+9S5NUM60LW0/qQNbUuZD1lLMmcOXM8/P39DWfDKmbOnJnbr1+/Hhs3bnS65ZZbylvbPptykKuqqoBqh1eUFBiNIu0dncnIS8Pfw43MvAIUkoKKigpw1WDvYA/Aof+OkJaYyfhPbmLr7C08dd0o+od0atDc5RVVvDtvJaER8Sx5sg+9Apq+2SEtt4RFOxP5J7IE/17X8Mq3r9G5S0iTx20Otm9Zz68/fYX30JvpMe4ui4zZV1tMRKWLRcaSaX1kPa0PWVPrQtbTOnDzDjA0JfNETePVt+2cOXNOn3386quv5r/66qv5Z5+rVCqio6NPXtg+NDQ0zjJWNhybcpA1Gg2FhYXVG/QkEYVSSVFRERIiaqWAURTwcnYiKjOTVxbPAEBfpWP1D+sIubMHJzaE4WPQ8L+nbmvQvIlpWbz82RK0VLFlxlCcNE1LtB6fUcAvO5PZGldOl8E38e4vr+Hr36FJYzYX5+KNt26g970v492lT92d6kl0ZXuLjSXT+sh6Wh+yptaFrKd1cKWcxTLnsSkHWa/Xs2nTJs7mENFqNCjMAlUmHYWlCoxGE95ae07qSwkZ2BWADUs3Y1KacfJzIvKP42z//JUGxfNu2RfGuz+s4fbeLrx9x5Am2R+WlM0vO1PZn6qn5zV38Mk7r+DmXr+cwS2NKEnEn4xi2W8/kJSexohnP0PrYtksHcGaCuJ17Sw6pkzrIetpfciaWheynjK2hE05yGq1mm3btp177uHmgbFKh4REUXklSkFBXnkZ1025HoDczFy2r9jN0BeHc2jhQV659Tq6B/rWay6Tycy3Szby56aDfHJXV27q69Mom0VJ5NDJLH7elUp4jsTAGx/gy89fxMmpbf6ST09LYe+OLezftYWS0mLad+7HmOe/anK8cU1kGhwsPqZM6yHraX3ImloXsp4ytoRNOcgmk4mjR48CoFCAWm2HXqfHSaOmrMqIs0ZNsV7H5Bn3ArDyhzW4dHMj6XAiwXbOvPLQ+HrNk19Uwmtf/Ula+mnWvjCQjh6ODbZVlES2n0jj593pJJfZM3LS//H1Q/+HRmO5dHCWIi8vh/27trFv5yZOZ6bj4BtEh9H30K/nkGbNnuGh0lNhsKm3sFUj62l9yJpaF7KeMraETb3TFQoFKSkpZ4qEAJJApaESNdVFNTRaAW1HbxQKBVGh0UQdiqX3o32ImH+MNd++Xi9n70RsCtO/+IOurgo2zRiKWqVskI0ms8jGI9VV73LN7bnunld56e6HG5wxo7kpLSvh0J4d7Nu1hcS4aOzd/fEdcC1jJ49rltXimigT29ZrItM0ZD2tD1lT60LWU8aWsKl3uyRJ6PRVIIEogWgQMWNCbwCFBOV6HR/Om4bJZGLld2sJGNOBiGUneO+BiXS8oNx0baz4dx+f/76Jp0b58PT1wQ2yTWcwseZgAgv25VCl8WHClA+54eY720z+YoD8/FyiI45zcM9/RIaFYufsgXuP4Yye/hxqjbbF7bET2kxFShkLIOtpfciaWheynjK2hE05yABmsxmoXk026vQYTSZUKjWOagGDvQLPAE+2rvqPouISHEtM9HPx4cm7xl5xTJ3ewIc/rea/g5H8NLkHQ7rU7UyfpbzKwLK98Sw+mIfg3pnbX/yWUWNvasolWgRRkshIS+Fk1AniosM5GXWC4uJCNM7uOAX2YdjzX6Jt79aqNiqRP6ytCVlP60PW1LqQ9ZRpDEOHDu0+c+bMrLvvvvtcGelZs2Z5vffeex26d+9edfaY2WwWEhMTNceOHYseOHCgrnWsPY9NOcgKhQKk6ggLJ60jkiRhpxDQGY04OqiZ/PZkSovL2LBoCx7DPMnekcq2H9+64pjpWXlM//IPdKVFbJo+BDcn+3rZUlBWxdJd8fxxpACnDn2Y/M7nDBgy0gJX2TiMRiOJ8SeJi4kgJvI48ScjMJpM2Lt6o/UJJmD8owzo3KtNrWhXig0LX5Fp28h6Wh+yptaFrKd18MDdtwUX5uVYLg+yp7dh+ep1taaOu/feewuWLVvmdqGDvHr1ardNmzbFTZgw4VxBkBdeeMG/Z8+e6rbgHIONOcgmk+ncY7XKjgpDJWYJJFHEpBQYd/e1LP5iKUoXO9IPpDLn8Tvwcqs9W8TeozHM/HYlYzpr+eSx+m1Iyyos59edCfwVVoR392E8/8V8uvWwXG7g+lJRXkZsdAQnY8KJjQojJTEOpdoelYsPLh1D6D35TVx8G1YMpaVxVRkoNlvs/7hMKyPraX3ImloXsp7WQWFejnrr108aLTXe+FcWXPFN8fDDDxd98skn/lVVVYKDg4MUFxenzs3NtRs/fvw553jTpk1O69atcz1x4kSMpexqKjblIIuieO4Gkb1KTZWpAkFQ0N5eSbfRPUiJO8XBTUex76RhpH8n7r9peM3jSBLzV25l/urdvDWxE/cMq7tIR3JWMQt3JrIxpoxO/cbyxg+v0yGwYXHKTSE/P5eTkSeIjQnnZGQYWZlp2LdzRunqh2dwH4bd9H+tHjLRULLklENWhayn9SFral3Ieso0Bh8fH3O/fv0qVq9e7TxlypTixYsXu912221FZxcV8/PzlU899VTgwoULU9zc3MRWNvccNuUgV1RUnHssmkT0Rj2SoMJOY8dLXz3L169+j+CuQEyp4JefX65xjJLySt7+djnhJ5NZ9nRfuvteOR9xTGo+83cmszOxkq7DJjLrt9fx9KpfLuXGIkoS6anJnIw6QWx0OHHRZ+KHXTxRe3TEZ8BNdHtgEKo2mDKuIQTZV3BS1zbzQcs0HFlP60PW1LqQ9ZRpLPfdd1/hihUrXKdMmVK8Zs0atwULFpw6e+6xxx7reM899xSOHz++4gpDtDg25SAXFBSceywgoRAEzGYzdq7OHN8XTnJMKibJwLxnH8Kl/eW5i+NTMnnp86W4qQxsmT4Urab2l+9oQhbzd6ZyOMNI37H38Pmsl2jv0jwrtGfjh2OjTnAy+sSZ+GEz9i5eaP2C6XDT4wwI6tmm4octQaxc0cmqkPW0PmRNrQtZT5nG8tBDDxW/8847Hfbt26fV6XSK0aNHVwJ899137unp6fZr1qxJaW0bL8WmHGRHR0fKy6tDXgwmIwqFErVKwXOfP8XSOSswKAzc3C2ESWP6X9Z3w66jzPr5H+4d4MZrk2qOGRYlkb1RmczfnUZ0voKhE6cw56tn0To6WfQ6KsrLiIkOJy4m4oL4YQ12rj44d+pBnylv4ezd0aJztkX6aYs5Uena2mbIWAhZT+tD1tS6kPWUaSzOzs7i8OHDy5588snAu+66qxAgJiZG/dFHH/nv3Lkz1s7OrrVNvAybcpBzcnIAUClV6Iw6zBJoXDQkxSaTm5OHu0bLd68+dFEfg9HEl7+uY/V/R/jqvu6M7el12bhms8jWsFP8vDuT9CotY+54nqceeBy12jKbGfLzc4mJCCMuJoKTUcfPxA+7onL1xaNLv6syftgSyB/U1oWsp/Uha2pdyHrKNIUHHnigcOrUqcHLli1LBvjoo498q6qqFHfddVeXC9t98803aRdmt2gtbMpB9vLyIjc3F7VShdFsAgmGTBzM1j93IpnM/PTKZJy05+Ny8wpLmPHlUrKysln/0iD8XC8uhmEwmVl3KIlf9mVRpHDnhnve4LW7HmpSKMPF8cMniIsKp7jkTPywZ0d8B06k2+SBqNRXd/ywJRigLSJM/sC2GmQ9rQ9ZU+tC1tM6cPP0NtSVeaKh49Wn3SOPPFL8yCOPHDv7/M8//0wFUi1lh6WxKQc5NzcXAJVChUk0Ya9WISpEyivKmDxqCGMH9zjX9lh0IjO+WkYvTyWLXhmGSnXe6a3UG1m1P4GF+3Mwt+vAzU98ytgbb22UY2w0GkmIiyYuOoKYqOMknIzCaL4gfniCdcYPWwL5g9q6kPW0PmRNrQtZT+vgSjmLZc5jUw7y2RVkJAkkgfb+rhzfHYGPkzNfTrsPqF7BXbZhD3OWbuWFsb48dm3nc/1LKnX8uTuBxYfy0Ph05+5XP2DoqHENsqGsrJTYmIjL4odVrj64dOpBn4dvs4n4YUvQX1sk3/KzImQ9rQ9ZU+tC1lPGlrApB/nsCrLebECURBydteRm5vLr+0+h0aip1Ol5/4dV7DkSw8KpvegfWP1BkFdcweLdCSw/VohLYH8en/UNfQYMqdeceXk5xESGnSvXnH26On5Y6eqLpw3HD1uC8EqX1jZBxoLIelofsqbWhaynjC1hUw6ym5sbhYWFmMwmVGolBbmF/N+E0Qzr04VTp3N55bMloCtj8/ShuDiqSc8rZdHORNaGF+PXcyQvz3md4G49ax3/0vjh2KgTlJQUnY8fHjSR7g/J8cOWIkRTJufktCJkPa0PWVPrQtZTxpawKQe5tLS6DLgIaF2daK9U8+mL97LzcARvfbeaG7s58f5dg0nKKuaTtclsiS0neNCNvDP/Vfw7XF522WAwkBgfQ2x0OCejwqrjh0Uz9i7eOPoF02nik7gH9pDjh5uJFP3luaplrl5kPa0PWVPrQtZTxpawKQfZ0dGRspJSRElCkkTWfvYC3y/bzK//7OX9WzvT0dWOab8eYU+Kjp6jbuPjxdNx9/Q+17+u+OG+D99Oe++6y07LWAZfdRUpesvmmJZpPWQ9rQ9ZU+tC1lPGlrApB1mn06EQFAgqmHztIH5cvpmTCam8cYMva0JTCcuWGHD9fXw5+0XatXchLy+H3Ts2XxY/bOfmh0eX/oyY8DSadi6tfVk2S5HJYllqZNoAsp7Wh6ypdSHrKdMYfv/9d5dPPvnE78Jj8fHxDrNnz05bsGCBV0JCQjTAli1bnF599dUO5eXlCoDnn38+59VXX80HmD59ut+PP/7onZiYGOnv728C0Gq1AyorK8Oay+5mc5AFQZgAfAsogQWSJH16yXnhzPmbgUrgUUmSjl+pryAInwETgROSJD1y5tjDgJskSd/WZZNKpUKv1+OsdSAuOQNdaSGe7eyYvaOA4Tc/yvQx40lOjGPhD18RG32CkpJiNM4eqL3k+OG2iFZhptjc2lbIWApZT+tD1tS6kPW0DibeOTE4MzfTYr92/L38DZvWbqo1ddyZ/MfFZ59/+eWXHitWrHC/9dZbSxYsWOAFkJaWpnr00UeDVq1alTR69OjKrKws1Q033NA1ICDA+MADD5QAuLi4mD766CPvH3/8MdNStl+JZnGQBUFQAt8DNwIZwBFBENZJkhRzQbOJQNcz/4YBPwLDausLZAIjJUnqKwjCH4Ig9AESgUeBCfWxS5IkANy19mRkZIG9E5JfP3w7erJ960a2bt6A2sULR79gOk54Ag85/3CbxozQ2ibIWBBZT+tD1tS6kPW0DjJzM9WD/zfYaKnxjs46Wm9nOyIiwv6LL77w27dvX6woiueOf/XVV173339/wejRoysBfH19TZ988knGrFmz/M46yA8++GDBihUr3N9///1sb2/vZv+p1lwryEOBREmSkgEEQVgO3A5c6CDfDvwuVXuthwRBcBEEwRcIrKXvPEB9ZuXZATACrwFzJUmql9CiKCIAxeUG7Np5YKd0RF9cTrmTL50nPkE7D9+L2pfntciPFJlGonGA0qrWtkLGUsh6Wh+yptaFrGfbRrrA4WyL6PV6YfLkyZ0//PDD9K5duxri4uLOOdYnT550eOSRRwoubD969OjKxMREh7PPnZyczA8++GD+p59+6v3111+fbm57m8tB9gfSL3ieQfUqcV1t/GvrK0lSmSAIq4EwYDtQAgyRJGnWlQwRBOEp4KkLDpkKy6sMlGcYEITqd1PEISL+XVLfa5NpK0iSBkHQtbYZMhZC1tP6kDW1LmQ92z6i2aHuRq3DK6+84tetW7eqp556qujSc5IkIQiCdOnx6jXR87zxxhu5/fr16/nuu+9mN6OpQPM5yDXdh7n0wmtrU2tfSZI+Bz4HEARhAfA/QRCeBMYDEZIkfXRZR0maD8w/0+eoJEmD63sRMm0bQRCOSqKsp7Ug62l9yJpaF7KeMo1lw4YN7TZu3Oh64sSJmJrO9+jRo+rIkSOODz30UMnZY/v379cGBwdfdM/Cw8PDfOeddxZ++eWXXs1tc3MF2GYAF+Y7CwAuXQ6vrU2dfQVBGHDmYTzwiCRJ9wG9BUHo2nTTZWRkZGRkZGRkLEFeXp7y6aefDly4cGGKq6trjXEgM2bMyFuxYoX7gQMHHACys7OVb731VsCMGTMuWyl+++23cxYvXuxpNpubNSi+uVaQjwBdBUEIonpz3QPA5EvarANeOBNjPAwokSQpSxCEvHr0/ZDqsAk7qjNdwJn6H81xMTIyMjIyMjIyMg1nzpw5noWFhaoXXnjhooprd999d+HZx506dTIuWrQo5amnngqsqKhQSJIkPPvsszmTJ08uuXQ8X19f08SJE4sWLlzofek5SyKczexg8YEF4WbgG6od2EWSJH0sCMIzAJIk/XRms908qjNQVAKPSZJ0tLa+F4x7B9BPkqQPzjz/EriJ6hCLh+qw6akzIRcyVoCsp3Uh62l9yJpaF7KeVyfh4eGn+vXrl3/2eUuneWvrhIeHe/Tr1y/w0uPN5iDLyMjIyMjIyMi0Lpc6yDIXU5uDLCf5lZGRkZGRkZGRkbkA2UGWkZGRkZGRkZGRuQCbcJAFQZggCEKcIAiJgiC80dr2yDQcQRAWCYKQKwhC1AXH3ARB2CYIQsKZv66taaNM/REEoYMgCDsFQTgpCEK0IAgvnTkua3oVIgiCRhCEUEEQws/oeXaPiKznVYwgCEpBEMIEQdhw5rms59WJKIqiXAaxBs68LjVm1rB6B/mC0tUTgZ7Ag4Ig9Gxdq2QawW9cXlL8DWC7JEldqS4eI//4uXowATMkSeoBDAeeP/P/Utb06kQPXCdJUj+gPzBBEIThyHpe7bwEnLzguazn1UlUXl6es+wkX4woikJeXp4zEFXT+eZK89aWqE/Za5k2jiRJewRBCLzk8O3A2DOPFwO7gJktZ5VMY5EkKQvIOvO4TBCEk1RX0ZQ1vQqRqnd7l595anfmn4Ss51WLIAgBwC3Ax8D0M4dlPa9CTCbTk9nZ2Quys7N7YwMLow1ABKJMJtOTNZ20BQe5PmWvZa5OvM84WpzJod3slXVkLM+ZHz4DgMPIml61nLlbdwzoAnwvSdJhQRBkPa9evgFeB9pdcEzW8ypk0KBBucBtrW3H1YYt/JKoT9lrGRmZVkAQBCdgNfCyJEmlrW2PTOORJMksSVJ/qqufDhUEoXcrmyTTSARBmATkSpJ0rLVtkZFpLWzBQa5P2WuZq5McQRB8Ac78zW1le2QagCAIdlQ7x39IkrTmzGFZ06scSZKKqb71PgFZz6uVUcBtgiCcApYD1wmCsBRZTxkbwhYc5HNlrwVBUFNdunpdK9skYxnWAVPPPJ4K/NOKtsg0gDOVNBcCJyVJmnPBKVnTqxBBEDwFQXA589gBuAGIRdbzqkSSpDclSQqQJCmQ6u/MHZIkTUHWU8aGsIlKelcqXS1zdSAIwjKqN4d4ADnAe8DfwEqgI5AG3CtJUmEtQ8i0IQRBGA3sBSI5n2LnLarjkGVNrzIEQehL9aYtJdULLyslSZolCII7sp5XNYIgjAVelSRpkqynjC1hEw6yjIyMjIyMjIyMTH2xhRALGRkZGRkZGRkZmXojO8gyMjIyMjIyMjIyFyA7yDIyMjIyMjIyMjIXIDvIMjIyMjIyMjIyMhcgO8gyMjIyMjIyMjIyFyA7yDIyMjIyMjIyMjIXIDvIMjIyMjIyMjIyMhfw/yX0vJSLXdxxAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting efficient frontier composition in absolute values\n",
    "\n",
    "ax = rp.plot_frontier_area(w_frontier=np.abs(frontier), cmap=\"tab20\", height=6, width=10, ax=None)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}