examples/Tutorial 10 - Risk Parity Portfolio Optimization.ipynb

{
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  {
   "cell_type": "markdown",
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   "source": [
    "# Riskfolio-Lib Tutorial: \n",
    "<br>__[Financionerioncios](https://financioneroncios.wordpress.com)__\n",
    "<br>__[Orenji](https://www.orenj-i.net)__\n",
    "<br>__[Riskfolio-Lib](https://riskfolio-lib.readthedocs.io/en/latest/)__\n",
    "<br>__[Dany Cajas](https://www.linkedin.com/in/dany-cajas/)__\n",
    "<a href='https://ko-fi.com/B0B833SXD' target='_blank'><img height='36' style='border:0px;height:36px;' src='https://cdn.ko-fi.com/cdn/kofi1.png?v=2' border='0' alt='Buy Me a Coffee at ko-fi.com' /></a> \n",
    "\n",
    "## Tutorial 10: Risk Parity Portfolio Optimization\n",
    "\n",
    "## 1. Downloading the data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[*********************100%***********************]  25 of 25 completed\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import yfinance as yf\n",
    "import warnings\n",
    "\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "pd.options.display.float_format = '{:.4%}'.format\n",
    "\n",
    "# Date range\n",
    "start = '2016-01-01'\n",
    "end = '2019-12-30'\n",
    "\n",
    "# Tickers of assets\n",
    "assets = ['JCI', 'TGT', 'CMCSA', 'CPB', 'MO', 'APA', 'MMC', 'JPM',\n",
    "          'ZION', 'PSA', 'BAX', 'BMY', 'LUV', 'PCAR', 'TXT', 'TMO',\n",
    "          'DE', 'MSFT', 'HPQ', 'SEE', 'VZ', 'CNP', 'NI', 'T', 'BA']\n",
    "assets.sort()\n",
    "\n",
    "# Downloading data\n",
    "data = yf.download(assets, start = start, end = end)\n",
    "data = data.loc[:,('Adj Close', slice(None))]\n",
    "data.columns = assets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
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       "<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>0.4036%</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>-0.1729%</td>\n",
       "      <td>0.2410%</td>\n",
       "      <td>1.3734%</td>\n",
       "      <td>-1.0857%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-06</th>\n",
       "      <td>-11.4863%</td>\n",
       "      <td>-1.5879%</td>\n",
       "      <td>0.2411%</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>0.3108%</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>-5.1388%</td>\n",
       "      <td>-4.1922%</td>\n",
       "      <td>-1.6573%</td>\n",
       "      <td>-2.7699%</td>\n",
       "      <td>-1.1047%</td>\n",
       "      <td>-1.9770%</td>\n",
       "      <td>-1.2206%</td>\n",
       "      <td>-0.8855%</td>\n",
       "      <td>-4.6059%</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>-2.2845%</td>\n",
       "      <td>-2.0570%</td>\n",
       "      <td>-0.5492%</td>\n",
       "      <td>-3.0020%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-08</th>\n",
       "      <td>0.2736%</td>\n",
       "      <td>-2.2705%</td>\n",
       "      <td>-1.6037%</td>\n",
       "      <td>-2.5425%</td>\n",
       "      <td>0.1099%</td>\n",
       "      <td>-0.2241%</td>\n",
       "      <td>0.5706%</td>\n",
       "      <td>-1.6402%</td>\n",
       "      <td>-1.7641%</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>-4.3383%</td>\n",
       "      <td>0.1692%</td>\n",
       "      <td>-1.6851%</td>\n",
       "      <td>-1.0215%</td>\n",
       "      <td>0.0915%</td>\n",
       "      <td>-1.1791%</td>\n",
       "      <td>0.5674%</td>\n",
       "      <td>0.5287%</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>0.9870%</td>\n",
       "      <td>-0.1450%</td>\n",
       "      <td>1.2225%</td>\n",
       "      <td>1.4570%</td>\n",
       "      <td>0.5367%</td>\n",
       "      <td>-0.4607%</td>\n",
       "      <td>0.5800%</td>\n",
       "      <td>-1.9919%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                 APA       BA      BAX      BMY    CMCSA      CNP      CPB  \\\n",
       "Date                                                                         \n",
       "2016-01-05  -2.0257%  0.4057%  0.4036%  1.9693%  0.0180%  0.9305%  0.3678%   \n",
       "2016-01-06 -11.4863% -1.5879%  0.2411% -1.7557% -0.7727% -1.2473% -0.1736%   \n",
       "2016-01-07  -5.1388% -4.1922% -1.6573% -2.7699% -1.1047% -1.9770% -1.2206%   \n",
       "2016-01-08   0.2736% -2.2705% -1.6037% -2.5425%  0.1099% -0.2241%  0.5706%   \n",
       "2016-01-11  -4.3383%  0.1692% -1.6851% -1.0215%  0.0915% -1.1791%  0.5674%   \n",
       "\n",
       "                 DE      HPQ      JCI  ...       NI     PCAR      PSA  \\\n",
       "Date                                   ...                              \n",
       "2016-01-05  0.5783%  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% -4.6059% -2.5394%  ... -2.2066% -3.0309% -1.0411%   \n",
       "2016-01-08 -1.6402% -1.7641% -0.1649%  ... -0.1539% -1.1366% -0.7308%   \n",
       "2016-01-11  0.5287%  0.6616%  0.0330%  ...  1.6436%  0.0000%  0.9870%   \n",
       "\n",
       "                SEE        T      TGT      TMO      TXT       VZ     ZION  \n",
       "Date                                                                       \n",
       "2016-01-05  0.9758%  0.6987%  1.7539% -0.1729%  0.2410%  1.3734% -1.0857%  \n",
       "2016-01-06 -1.5647%  0.3108% -1.0155% -0.7653% -3.0048% -0.9034% -2.9145%  \n",
       "2016-01-07 -3.1557% -1.6148% -0.2700% -2.2845% -2.0570% -0.5492% -3.0020%  \n",
       "2016-01-08 -0.1448%  0.0895% -3.3839% -0.1117% -1.1387% -0.9719% -1.1254%  \n",
       "2016-01-11 -0.1450%  1.2225%  1.4570%  0.5367% -0.4607%  0.5800% -1.9919%  \n",
       "\n",
       "[5 rows x 25 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Calculating returns\n",
    "\n",
    "Y = data[assets].pct_change().dropna()\n",
    "\n",
    "display(Y.head())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Estimating Mean Variance Portfolios\n",
    "\n",
    "### 2.1 Calculating the portfolio that maximizes Sharpe ratio."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>APA</th>\n",
       "      <th>BA</th>\n",
       "      <th>BAX</th>\n",
       "      <th>BMY</th>\n",
       "      <th>CMCSA</th>\n",
       "      <th>CNP</th>\n",
       "      <th>CPB</th>\n",
       "      <th>DE</th>\n",
       "      <th>HPQ</th>\n",
       "      <th>JCI</th>\n",
       "      <th>...</th>\n",
       "      <th>NI</th>\n",
       "      <th>PCAR</th>\n",
       "      <th>PSA</th>\n",
       "      <th>SEE</th>\n",
       "      <th>T</th>\n",
       "      <th>TGT</th>\n",
       "      <th>TMO</th>\n",
       "      <th>TXT</th>\n",
       "      <th>VZ</th>\n",
       "      <th>ZION</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>weights</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>6.1590%</td>\n",
       "      <td>11.5018%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>8.4805%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>3.8192%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>...</td>\n",
       "      <td>10.8263%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>7.1804%</td>\n",
       "      <td>0.0001%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>4.2737%</td>\n",
       "      <td>0.0000%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            APA      BA      BAX     BMY   CMCSA     CNP     CPB      DE  \\\n",
       "weights 0.0000% 6.1590% 11.5018% 0.0000% 0.0000% 8.4805% 0.0000% 3.8192%   \n",
       "\n",
       "            HPQ     JCI  ...       NI    PCAR     PSA     SEE       T     TGT  \\\n",
       "weights 0.0000% 0.0000%  ... 10.8263% 0.0000% 0.0000% 0.0000% 0.0000% 7.1804%   \n",
       "\n",
       "            TMO     TXT      VZ    ZION  \n",
       "weights 0.0001% 0.0000% 4.2737% 0.0000%  \n",
       "\n",
       "[1 rows x 25 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import riskfolio as rp\n",
    "\n",
    "# Building the portfolio object\n",
    "port = rp.Portfolio(returns=Y)\n",
    "\n",
    "# Calculating optimal portfolio\n",
    "\n",
    "# Select method and estimate input parameters:\n",
    "\n",
    "method_mu='hist' # Method to estimate expected returns based on historical data.\n",
    "method_cov='hist' # Method to estimate covariance matrix based on historical data.\n",
    "\n",
    "port.assets_stats(method_mu=method_mu, method_cov=method_cov, d=0.94)\n",
    "\n",
    "# Estimate optimal portfolio:\n",
    "\n",
    "model='Classic' # Could be Classic (historical), BL (Black Litterman) or FM (Factor Model)\n",
    "rm = 'MV' # Risk measure used, this time will be variance\n",
    "obj = 'Sharpe' # Objective function, could be MinRisk, MaxRet, Utility or Sharpe\n",
    "hist = True # Use historical scenarios for risk measures that depend on scenarios\n",
    "rf = 0 # Risk free rate\n",
    "l = 0 # Risk aversion factor, only useful when obj is 'Utility'\n",
    "\n",
    "w = port.optimization(model=model, rm=rm, obj=obj, rf=rf, l=l, hist=hist)\n",
    "\n",
    "display(w.T)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.2 Plotting portfolio composition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
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eHg6pVIqqVavC0dERrVq1wu3bt7PbVK5cGceOHUNWVhYOHjyISpUqAQB+/vlnNGrUCDVq1ND7sRAREREREeUHFt161LdvX5w+fRohISEIDQ3FmTNn0KdPnxxt5HI5Vq9eDX9/f1hZWcHHxweTJk16bc/z+PHjs4t0MzOz7J7q/JCRkYH169fn6L1+ncePHwN4eT34d999hz179sDa2hoNGzbMHi4/YcIEyOVylCpVCjt37sTKlSvx4MEDrFmzBt9//z1GjBiBkiVL4pNPPkFCQoLej42IiIiIiEhfOLxcj9RqNdq0aQN/f38IgoA2bdpArVa/0q5Lly5o06YNTp06hXPnzuHAgQOYPXs2VqxYkWPCta+//jrHz6/blr7s2LEDSUlJ6Nev31vb6XQ6AMC3336LLl26AAD8/PxQokQJbN26FcOHD4elpSU2bNiQ43lNmjTBnDlzsH79ejx+/Bj37t3D0KFD8eOPP75xUrWwsDDUr18fSUlJeXCERGQIOnbsiFWrVokdg4iIiCjPsOjWs0GDBmHUqFEAgEWLFr2xnVKpRPPmzdG8eXP88MMPGDJkCCZPnvxKke3h4aHvyK+1YsUKtG3b9p3Xijs6OgIAvLy8su8zNjZGyZIlERYW9trnrFq1ClZWVujQoQM6d+6Mjh07QqFQoFu3bvjhhx/euC97e3tMmDCBRTdRIXHgwAGcOHFC7BhEREREeYpFt561bNkSmZmZAABfX9/3fp6Xlxd27dqlp1S5ExwcjOPHj2P37t3vbPvPEmT37t1DvXr1ALycIC0kJASurq6vtI+KisK0adNw+vRpAIBWq4VGo8l+nlarfeO+lEolPv300w85JCIyUDNnzhQ7AhEREVGe4jXdeiaTyRAUFISgoKDXzsgdExODJk2aYN26dbhx4waCg4OxdetWzJ49Gx06dNBrtocPHyIwMBARERFIS0tDYGAgAgMDs78k+MeqVauyJ0T7r4sXL8LT0xPh4eEAAAsLC4wYMQKTJ0/GoUOHcO/evezCuFu3bq88f8yYMRg3bhyKFy8OAPDx8cHatWsRFBSEZcuWwcfHJ68Pm4gMlI2NDeLj45GVlSV2FCIiIqI8w57ufGBhYfHGx8zMzFCrVi389ttvePToETQaDZydnTF06FBMmjRJr7mGDBmSYyhn1apVAbzs2XZzcwPw8hrt1atXY8CAAa/90iA1NRX37t3L7p0GgDlz5kAul6Nv375IS0tDrVq1cOzYMVhbW+d47sGDB/Ho0SOsW7cu+75Ro0bh8uXLqFWrFry9vTF58uS8PGQiMmC2trYAgLi4ONjZ2YmchoiIiChvSARBEMQOUVBJJBLw5ct/fN2JCqeTJ0+iYcOGCAoKgqenp9hxiIiIiPIEh5cTEZFB+Ken+5/lBYmIiIgKAxbdRERkEP4pumNiYkROQkRERJR3WHQTEZFBsLGxAcCim4iIiAoXFt1ERGQQjIyMYGZmxuHlREREVKiw6CYiIoNha2vLnm4iIiIqVFh0ExGRwWDRTURERIUN1+n+CK6urpBIJGLHKHJcXV3FjkBEesKim4iIiAobFt0fISQkROwIRESFio2NDaKiosSOQURERJRnOLyciIgMBnu6iYiIqLBh0U1ERAaDRTcREREVNiy6iYjIYLDoJiIiosKGRTcRERkMGxsbpKWlIS0tTewoRERERHmCRTcRERkMW1tbAEBsbKzISYiIiIjyBotuIiIyGP8U3RxiTkRERIUFi24iIjIYLLqJiIiosGHRTUREBoPDy4mIiKiwYdFNREQGw9LSEiqVCunp6WJHISIiIsoTEkEQBLFDEBER/ePWrVsoVaoUVCqV2FGIiIiIPhqLbiIiEp1Op0NsbCwiIyMRGRmJ2NhYJCQkID4+/jW3BCQkJkKr1UIQhA++SSQSmJubw8baGtbWVrC2ts6+WVm9+Wd+GUBERES5waKbiIj0KjMzE8HBwXj48CEePHiA4OBgREZG4sWLSLyIjER0VBSio6Og0+leea7KxBRm5pYwMbN4eTO1gKm5JVQmppBKZYBEAsnfN+Bf/5YAkhw///1v/P/fgiAgLTUZKUkJSEmKR0pSAlKTE5GcFI/kxARkZma89niMjY1hZWUNSysr2NrYwNXVBaVKlULJkiVRqlQplCpVCk5OTpBKeQUXERERsegmIqI8oNFoEBISggcPHvzr9hD3HzzAk7BQaLVaAICRsRIOxV1haa2GhbUalv+5WVjZwtLaFuaWNjAxNYdMLhftmDIz0pH8d0GenJiAlOQEpCQlIDkpHimJCUhJTkRSQiyiIp4i8lkool48y36usbExXN3cUapUSXj8XYj/U5S7u7uzt5yIiKgIYdFNRETvRafTITg4GPfv38/utb5//wHuP3iAsNCQ/xfWRsZwdHZHseLucCzhBkfnknB0doejc0nYqB0KbQ9wZkY6Ip8/QUR4CF48C0XE01BEPgt9+e/wUGRm/H9yOEdHJ5QsWRIeHqXg4eGBqlWrombNmrC3txfxCIiIiEgfWHQTEdFrRUVF4cKFC7hw4QLOn7+AS5cvISE+HgCgUBjBsYQbipVwh2OJlwW1k3NJOJRwg609h1b/l06nQ3xM5N/FeMjfhXkYXjwLwfOwx0hMiAMAODu7oGbNGqhZsyZq1qyJ6tWrw8rKStzwRERE9FFYdBMREdLT0xEYGJhdZJ87dx4hIcEAACtrNTy8qqJ0+WrwKFcFxV09YGvvBJlMJnLqwkEQBERFPMHDO4F4GPTy9vjeDaSmJAMASnmURi3vl0V4jRo1ULVqVZiamoqcmoiIiN4Xi24ioiJGEAQ8fPgwRy/29euB0Gg0MDIyRsmyFeHhVQ1lyldD6fJVYe/o8vdEZZRfdDodnoU9+n8Rfvc6Ht+/hcyMdEilUnh5lc/RI16pUiUYGRmJHZuIiIheg0U3EVEhp9PpcPXqVezfvx9nzpzFxYsXERcXCwAo4VoKpcpV/bvArgZXDy8oFCzeDFFWlgZPHt/7uxC/jsd3AxHyKAjarCyoTEzQqGEjtGrVEr6+vihdujS/KCEiIjIQLLqJiAqhuLg4HDp0CPv27cP+/QcQFRUJU3MLeFasidJe1bKHiptbWosdlT5CRnoaQh7ewZ3Ac7h+IQBB1y9Co8mEq6tbdgHepEkTWFhYiB2ViIioyGLRTURUCAiCgOvXr2Pfvn3Yu3cfzp8/B51OB/fSXqhauymq1W2KMhWqQy5XiB2V9CgtNQW3r57BtQsBuHExAOFhjyGXy1GnTl20bOkLX19fVK1alRPdERER5SMW3UREBVRCQgKOHDmCffv2Yd++/YiIeA6ViSkq1WyIanWaoGqdJlDbO4kdk0QUER6KwAvHEXghADcvn0JaagrUajv4+raAr68vWrRogWLFiokdk4iIqFBj0U1EVEAIgoDbt29j//792Lt3H86cOY2srCw4u5dB1dpNUL1uM3hW9uY12fRaGk0m7t+8jGsXAnD9wnE8uncTAFClSlW0atUS3bp1Q5UqVXgtOBERUR5j0U1EZOBu3LiBtWvXYvPmLXjyJAzGShUqVq+HanWbolqdJrB3dBE7IhVA8bFRCLwQ8PftOBLjY+HpWQ69e/dCr169ULJkSbEjEhERFQosuomIDNDz58+xYcMGrFmzFjduXIeltS3qNG6HmvV9Ub5qHRgZK8WOSIVIVpYGNy6dxMmDO3Dp5AGkpaWgdu066NOnNz755BPY2dmJHZGIiKjAYtFNRGQgUlJSsGvXLvj7r8HRo0cglytQo34LNPTthqp1GnMSNMoX6WkpuHjyIE4f3oFrFwIAQUCLFr7o3bsXOnbsCFNTU7EjEhERFSgsuomIRKTVahEQEIA1a9Zg+44dSElOhleV2mjYsivqNmkHU3NLsSNSEZYQF42zx/7C6UM7EHTjEkxMTNCxY0f07t0bzZs3h0LBL4KIiIjehUU3EZEIbt26hbVr12LduvV49iwcxV1Kor5vVzRs2QXFnFzFjkf0ihfPQnHq0C6cPrwDYY/vwdZWje7dP0Hv3r1Rp04dTsBGRET0Biy6iYjySUREBDZu3Ig1a9YiMPAaLCytUbdpBzRs1Q1lyldj0UIFgiAICHlwGycPbseZI7sQHfkcbm7uGD58GIYOHQpbW1uxIxIRERkUFt1ERHp24cIF/Dp3LnZs3w6pVIbqPs3RsGVXVKvblMt7UYGm1WoRdP08ju/bgjOHd0Emk6Jv374YPXo0ypcvL3Y8IiIig8Cim4hID7RaLXbt2oVff52Lc+fOwsnZHa26DUaDFl1gbmktdjyiPJcQF41Du9bi4M7ViI16gaZNm2Hs2DFo3bo1pFKp2PGIiIhEw6KbiCgPJSYmYtWqVZg3bz5CQoJRoVpdtO0xHNXrNoNMJhM7HpHeaTSZOHvsL+zbshwP7gTCw6M0Ro/+HAMGDIC5ubnY8YiIiPIdi24iojwQGhqKBQsWYNny5UhNTYVP0w5o12MYSnlWFjsakSgEQcD9W1ewd8tynDu+Byamphg8aBA+//xzlCxZUux4RERE+YZFNxHRR/j39doqEzO06NgPrboOgq29o9jRiAxG9ItwHNi+Gkd2r0NSYjzatWuPsWPHoFGjRpxAkIiICj0W3UREufS667XbfDIUjVp3h8rEVOx4RAYrIz0VJw/uwL4tKxD6+C4qVqyEsWPHoFevXlAqlWLHIyIi0gsW3URE7ykpKQmrVq3C77/PQ0hIMMpXrYN2PYajuk9zXq9NlAuCIODGpVPYu2U5rpw9AltbNcaP/wYjR46EiYmJ2PGIiIjyFItuIqJ3SEtLw8KFCzFj5kwkJSXxem2iPPT8STB2rV+EY3s3wdbGFhMmjMeIESOgUqnEjkZERJQnWHQTEb2BRqOBn58fpkyZisioSDRr3xtd+o+B2t5J7GhEhc6LZ6HY5vc7AvZvgVpth0mTJmLYsGEcdk5ERAUei24iov/Q6XTYunUrvvvuezx8+AANWnRGj6HfwKGEm9jRiAq9iKch2Lr6N5zYvxXFijng228nYfDgwSy+iYiowGLRTUT0N0EQcOjQIUyYMBGBgddQw6cZeg6fCPfS5cWORlTkPHvyGFtXzcWJA9tgaWWFub/+in79+kEul4sdjYiIKFekYgcgIjIE58+fR+PGTdCyZUtkCApMX7ILk35Zx4KbSCROziXRpG0PAECqzByDBw+GV/kK2L59O9hfQEREBQmLbiIq0m7fvo0OHTqiTp06CA1/gUm/rMX0JX/Cq0ptsaMRFWmCIGDd4p8gMzaBw6BFcOj/O8KzzNC1a1fUqOmNkydPih2RiIjovbDoJqIiKSQkBP3790fFihVx8co1jJmyCL/4H0UNn+aQSCRixyMq8q6cPYIHd67BzLsLpFIpjB08YNdtKor1nIGgiCQ0bNgQXbp2RUhIiNhRiYiI3orXdBNRkRIZGYmffvoJS5YsgZmFFboO/BLN2veGQmEkdjQi+ptOp8O4fk0R/uwpHEeth1Sas49AEHRIuR2ApFNrIKQn4Zuvv8KECRNgZmYmUmIiIqI3Y9FNREWCVqvFkiVLMHHSJAiQoGPvUWjzyWAoVaZiRyOi/zh7dDd++W4YrJuPgEW1tm9sp8tMQ8L5bUi+tBN2alvM/nkW+vTp80qRTkREJCYW3URU6F29ehXDhg3HlSuX0aJjP/QeMRHmltZixyKi19BqtRjdsx6iYmJR/PP17/WcrIQXiA/wQ8rd06heoyYWzJ+HOnXq6DkpERHR++FXwURUaCUlJeGLL75AzZo1EZOQgpnL9mDE+NksuIkM2MkD2/D8STAsGw9+7+fILYtB3WECivWahTtPY1G3bl307t0Hz54902NSIiKi98OebiIqlHbt2oVRoz5HTGwsPhk0Dm17DINcrhA7FhG9hUaTiZFdayMhLQPFR/p/0DYEnRbJN48g+fRaKCRazPn5ZwwfPpxDzomISDT8C0REhUpYWBjat++ATp06wdHNE7+vD0DHPp+x4CYqAI7+tQExkc9g1WzEB29DIpXBvLIv7AcvhaRkXYwcORJ1ferh9u3beZiUiIjo/bGnm4gKhaysLMybNw8/TJ4MlYk5Bn0xHbUbteHyX0QFREZ6KkZ09kaKTobiI1bm2XbTn9xCwqFFyIqPwIQJ4/Htt99CqVTm2faJiIjehT3dRFTgXbhwAdWr18DXX3+NRq17YN7GU6jTuC0LbqICZP/21UiMj4FNq9F5ul2lcwXY958P01pdMWPmLJSvWAkBAQF5ug8iIqK3YdFNRAVWQkICRo4ciTp16iAlU8DPK/djyJc/wcTUXOxoRJQLqSlJ2L76d8hsikPlWjnPty+RK2BVrzeKDZiPiAwjNG7cGIMHD0ZsbGye74uIiOi/OLyciAocQRCwZcsWjBkzFolJSegxdDxadx0EmVwudjQi+gBbVv6KzSt/RbE+v8DYqYxe9yUIOiRfP4TEk6thaarC8mV/oFOnTnrdJxERFW3s6SaiAiUqKgodO3ZCjx494OZZDfM2nkK7HsNYcBMVUEkJcdi5fhHkdm56L7gBQCKRwrxKSxQbtBjpNh7o3LkzBgwYiMTERL3vm4iIiib2dBNRgXHgwAEMGDAQaRmZGDF+Dmo3aiN2JCL6SGsXT8ef65eg2ID5MLJzzdd9C4KAlFtHkXBsGRzs1Fi/bi0aNGiQrxmIiKjwY083ERm8tLQ0fP7552jVqhWc3Mth7trjLLiJCoG4mEjs2bQMcscy+V5wA4BEIoFZxWYoNmABYiUWaNSoEb755htkZGTkexYiIiq82NNNRAYtMDAQPXv2wuPHj9F31Pdo1WUQpFJ+X0hUGKyY+y0O7FgNhyF/QGHlIGoWQadF4qVdSDy1Fp6enti4YT0qVaokaiYiIioceOZKRAZJp9Nhzpw58Pb2RoZWitl+B9Gm2xAW3ESFRFTEUxzc4Q8j54qiF9wAIJHKYFmrC4r1m4vg6BTUqFETc+bMgVarFTsaEREVcOzpJiKD8/z5c7Rv2wbXA6+hdrPOGPXtb1AYGYsdi4jy0KIZXyBg31Y4jFgFuZmN2HFyELIyEX9qHRIv7US9evWxedNGODk5iR2LiIgKKHYZEZFBOXDgACpXrICnD2/CUinB9QvHIJHKxI5FRHno2ZPHOLZ3M4zcaxhcwQ0AErkRrBsPQrEeP+Hi9TuoWKkyjhw5InYsIiIqoFh0E5FByMzMxDfffINWrVqhuk0yrg9TYmMXFZIS4jHrm35ixyOiPLRp+WxIpTKo24wVO8pbKV0qwb7f70i3KIEWLVrgxx9/5HBzIiLKNRbdRCS6J0+eoEE9H/w29xfMaW6MvT2NYW8qRbOScnxd1wjXzh3Dsb2bxI5JRHkg9GEQTh/+E8ZlfCBVmokd551kplZQd50KC59emDxlCnxbtkRkZKTYsYiIqADhNd1EJKoTJ06gW5fOUGqTsLWLArVKyHM8nqkVUHtFKu7ESLBo+2XY2Ik/4RIRfbiZX/fD1QsBcBq1AVIjpdhxciUtJBDxe3+FtZkS27ZuQb169cSOREREBQB7uolIFIIgYN68eWjatAkqWCTjyhDjVwpuADCSSbClmwpSZOG7TzuIkJSI8sr921dx6fQhqMo3LXAFNwCo3KrArt/vSDKyRcNGjTBnzhyw74KIiN6FRTcR5bvU1FT07dMHY8eOxVhvOQ71MYad6Zs/jjxspFjaRomI8FAsmzMxH5MSUV5av2QGZEZKWDcdKnaUDyY3t4W6+08wq9kJ33zzDdq1b4/4+HixYxERkQFj0U1E+So4OBg+dWpjx7ZN2NhFhV9aKCGXSt75vL6VFOhZQYHDu/xw6+rZfEhKRHnp1tUzuHnlNEyrtIZUbiR2nI8ikcpg3XAA7LpOxqGjAajpXQsPHjwQOxYRERkoFt1ElG8OHz6MGtWqIjH8Ls4PUqFHBcV7P1cikWBpWyWKm0vx89d9kJ6eqsekRJSXBEHAusU/QW5sAsuGA8SOk2dMStWEXZ9f8TQuDTVqenNZMSIiei0W3USkd4IgYPbs2WjZ0hfedmm4NFiJSsVyv/a2hbEEm7sqkZaWiqmju+shKRHpw9VzR3H/9lWYeneGVFq4Tj0UNsVh13sOsmxLwbdlSyxatEjsSEREZGAK118+IjI46enp6NmjB8aPH4+JPgrs6WEMG9W7h5O/Se0SckxrbIx7Ny9h98aleZiUiPRBp9Nh3ZIZkCvNYFH7E7Hj6IVUaQZ1lx9gWrUtRo0ahREjRkCj0Ygdi4iIDASLbiLSm+joaDRr0hi7d23Htm4qTG+ihOw9rt9+l/E+RmjgKsf6xT/i+ZPHeZCUiPTlfMBehD68A/N6vQpdL/e/SaQy2DQdCpuWo7F8xUo0a94cMTExYsciIiIDwHW6iUgvHj58iNYtWyD+xRP81d3otcuBfYzwRB3KL06BzEyNZbuvF+qTeaKCSqvVYkzP+oiMiUHxz9eLHSffpD+5hdg/Z8LJzgb79u6Bl5eX2JGIiEhEPEslojx37tw51KnlDWliOM4PUuZ5wQ0AxS2k8O+oRGxMFH6fPDLPt09EH+/kwe149uQxLBsNEjtKvlI6V4B937mITAO8a9XC4cOHxY5EREQiYtFNRHlq+/btaNK4EcpZpODsQGOUtNbfx0wHTwVG1FDg7NFdOB+wT2/7IaLc02gysXHZz5Cb2cCsYlOx4+Q7uWUxqHv+DKGYJ1q3boMNGzaIHYmIiETCopuI8oQgCJg7dy66deuGjqWBQ70/bsK09zW3hRJlbKWYP2UEkhLi9L4/Ino/x/7aiOgX4bBq/qnYUUQjNTaButN3UHo2QO/evTF37lyxIxERkQhYdBPRR9NqtRj9+ecYN24cxtdVYH1nYyjl+i+4AUClkGBLVxW0mkx8P7JTvuyTiN4uIz0Nm1bMgdyyGEzL1BE7jqgkMjlsWo+FRe2uGDduHL7++mvodDqxYxERUT5i0U1EHyU1NRWdO3XEkiWL8UdbJWY2U0IqyZ+C+x8Vi8nwm68SYY/vYv3Smfm6byJ61cGd/kiIj4FNy8/FjmIQJBIJrBsOgHXTYfjl11/Rr19/LilGRFSEcPZyIvpgSUlJaNemNS5dOIdtXY3QqrRCtCyCIKD9pjQceKjFjBUH4FGusmhZiIqytJRkDOtUHRkKMxQf+ofYcQxOStBJxO6di6ZNm2DH9u0wMzMTOxIREekZe7qJ6IPExcWhedMmuHb5HA71Nha14AZe9iT5dVDCVgVMH/sJMjMzRc1DVFT9tXkZUpMTYdv6C7GjGCTTcg2g7joFx0+eRoOGjRAZGSl2JCIi0jMW3USUa5GRkWjcsAEe3gnE8b5K+Ljk/ZJgH0JtIsWGLiokJSZg1jf9xY5DVOQkJcRh57qFkNu5QVncU+w4BkvlVgV2PWbi9oPHqF2nLp48eSJ2JCIi0iMW3USUK+Hh4WhY3wcvQu/hRD9jVHOUiR0phybucoz3McL1C8dx7K+NYschKlL+XL8Ymox0qNuOEzuKwTMqVgrqnrPxLC4Z9eo3QEhIiNiRiIhIT3hNNxG9t+DgYDRt3BDaxAgc7WMMDxvD/N5OoxVQZ1UqbkUBC7ZdgtreSexIRIVeXEwkRnSuCYnaHY59fxE7ToGRlRCJ6C3fQm0ix8kTAShZsqTYkYiIKI8Z5hkzERmcu3fvor5PHchTXuBUf8MtuAFAIZNgcxcVZNDi+087ih2HqEjYsWY+tNosqNt9JXaUAkVuaQ9195mISdOhXv0GePDggdiRiIgojxnuWTMRGYzr16+jQT0fWAtxONnfCC6Whv/RUcpGij/aKvHiWRj+mP2N2HGICrWoiKc4sH01FCUqQGHlIHacAkduoYZt9xmIy5SiXv0GuHfvntiRiIgoDxn+mTMRierq1ato1LA+XJTJCOhrBAezgvOx0aeSEXpXVODIrjW4efm02HGICq2tq+ZCAKBu86XYUQosubkt1D1mIFFnjHr1G+DOnTtiRyIiojxScM6eiSjf3bp1Cy2aNUUZ8wwc7WMMW5OC95GxuI0SJSyk+Hl8X6Snp4odh6jQefbkMY7u3QRj9+qQm9uKHadAk5laQ91jBpKlpqjfoCFu3boldiQiIsoDBe8Mmojyxf3799GsSSM4q1JxoJcxLJUSsSN9EAtjCbZ0UyEjLQ1TRnUTOw5RobNp+RxIpTLYth4rdpRCQWZiCfUn05GmsET9Bg1x48YNsSMREdFHYtFNRK8ICQlB08YNYSNJwqFeRrBWFcyC+x/exWWY3sQY929fwZ/rl4gdh6jQCH0UhNOHd8G4TF3IVOZixyk0ZCaWsP1kOjKUNmjarDknVyMiKuBYdBNRDuHh4WjauCGMM2JxtI8R7EwLx8fENz5GaOQmx4Yl0xAe+lDsOESFwoY/ZkGmUMDWd5TYUQodmcoctl2nIhlKNG7SFE+ePBE7EhERfaDCcTZNRHkiMjISzZo0gib+OY72MYKjeeH5iJBKJFjfWQlThYAfRnaETqcTOxJRgfbgzjVcOnUQKq8mkBqpxI5TKMlMLGHb7UdEp2jQpGkzREVFiR2JiIg+QOE5oyaijxIbG4vmTZsgISIUx/oaw9Wq8H08OJlLsaajEnGx0fj1u2FixyEq0NYvnQmZkRLWzfi7pE9yczVsu/2IsIhoNGveAgkJCWJHIiKiXCp8Z9VElGuJiYlo2aI5noXcw5E+RvCwKbwfDe3KKjCypgIXAvbg7LG/xI5DVCDdvnoWNy6dhEnlVpDKjcSOU+gprJ1g2+1HBD14hFat2yA1lSsxEBEVJIX3zJqI3ktaWhratm6FB0E3cKiXMbzsZGJH0rtfmitR1laKhT9+hsT4GLHjEBUogiBg3ZKfIDdWwarRALHjFBlGdm6w7TIFl65cRafOnZGZmSl2JCIiek8suomKMJ1Oh359++DypQvY18MIVR0Lf8ENACqFBFu7qaDLysT3IzuJHYeoQLl2/hju3boC0xqdIJUWjc8MQ2HsVBY2nb7DkaPH0at3b2i1WrEjERHRe2DRTVSEff3119i+Ywc2djJCHWe52HHyVXl7GX73VeJJ8H2sWTRN7DhEBcLLXu4ZkCtNYVG3h9hxiiSVa2XYtv8GO3bsxGeffQZBEMSORERE78Cim6iImj9/PubOnYv5LZXo4KkQO44oRtRQoH1ZOfZsWIwHd66JHYfI4J0P2IuQB7dh7tMLUilPIcRiUro2bHxH4Y8//sCvv/4qdhwiInoHicCvSImKnF27dqFz5874srYCv7RQih1HVDGpOlRYkoIUiRmW77kNIyNOCkX0OlqtFmN61kdkTAyKf75e7DgEIO7kWiSe24xt27ahS5cuYschIqI34NfUREXM+fPn0bNHd3Qpp8Ds5sZixxGdrYkUGzqrkJyUhBlf9RE7DpHBOnVoB549eQwLTp5mMKzq94ZZuQbo1bsPLly4IHYcIiJ6AxbdREXIw4cP0a5Na1R3ANZ2MoZUIhE7kkFo7C7HxHpGuHnpJA7tWit2HCKDk5WlwcZlP0NuZgvzis3FjkN/k0iksGk9FnL7kmjdpi2Cg4PFjkRERK/BolvP3NzcIJFIeMvDm5ubm9hva4EUHR2NVr7NYSNLwZ+fGEEpZ8H9b1MaGaO6kwyrfp2AqBfhYschMihH/9qIqIinsGo2TOwo9B8SuRFsOn6LFMEIvi1bIS4uTuxIRET0H7ymW88kEglnFs1jfE1zLy0tDU0bN8LD21dxfpASJa35fdvrBMfpUHFJMkxti2Px9kucKIoIQGZGOkZ0rolkrQTFR6wSOw69gSY2HFHrv0Yd72o4fPAg56cgIjIgPKMkKuQEQcDwYcNw7epl7OlhzIL7LdytpVjeToXIiHAsnfW12HGIDMLBHf6Ij4uGTcvPxY5Cb6GwKQ6bjpNw+vQZDBs2nF9OExEZEJ59ExVyCxYswNp167CynTG8i8vEjmPwelZUoF9lBY7vWY/AiyfEjkMkqrTUFGxd/Rvk1k5QuVUVOw69g9K5Aqxbjoa//2rMmTNH7DhERPQ3Ft1EhVhAQAC+/PILfFnbCL0qFs21uD/EwlZKuFhK8cuE/khLTRY7DpFo9m5ZjpSkBNi2Hit2FHpPZuUbw6J2N0ycOBFHjhwROw4REYFFtygGDBiQY2IwW1tbtGzZEjdu3Hht+2HDhkEmk2HTpk2vPNa9e3fUqlULWq02+z6NRoNq1aqhT583L3908uRJtGvXDk5OTpBIJNi1a9crbXbs2AFfX1+o1WpIJBIEBga+89hWr1792snP0tPTs9usX78ezs7OsLGxwddf5xzCGxISgjJlyiAxMfGd+6K3CwsLwyddu6Chqxw/c2mwXDE3lmBLNxUyM9IxeVRXseMQiSI5MR471iyAXO0GZfFyYsehXLCq3wdKtyro9kl3hIaGih2HiKjIY9EtkpYtW+L58+d4/vw5jh49CrlcjrZt277SLjU1FZs3b8bXX3+NlStXvvL44sWLERoailmzZmXfN23aNERERGDBggVv3H9KSgoqV66MhQsXvrWNj49Pjm2/DwsLi+xj++emVCoBvJxBe8iQIfjll19w8OBB+Pv7Y+/evdnP/fTTTzFr1ixYWFjkap+UU1paGjp3bA8TXRI2dzGCXMqZynOrhpMMM5oY42FQILavefPvElFh9eeGJcjISIO67ZdiR6FckkhlsGn7FdJghA4dOyEtLU3sSERERZpc7ABFlbGxMRwcHAAADg4OGD9+PBo0aICoqCjY2dllt9u6dSu8vLwwceJEODo6IiQkJMeSWba2tli2bBm6deuGdu3aQaPRYObMmfjzzz9hbW39xv23atUKrVq1emvGvn37AnjZ+5wbEokk+9j+6/Hjx7C0tET37t0BAI0bN8adO3fQpk0bbNiwAUZGRujcuXOu9kc5CYKAEcOH4/atmzgzUAW1Cb9b+1Dj6hrh4CMttiybAe8GvnB2KyN2JKJ8ER8bhb82/QGFQ2kY2buLHYc+gExlAZsOE3Fr/Tf49NOR8PNbBYmEX8ASEYmBZ+MGIDk5GevXr4eHhwdsbW1zPLZy5Ur06dMHlpaWaN26Nfz8/F55fvv27dGjRw/069cP/fr1Q//+/dG6dev8iv+K5ORkuLq6okSJEmjbti2uXbuW/Vjp0qWRmpqKa9euITY2FpcuXUKlSpUQGxuLH3744a097/R+Fi1ahDVr12J5WyNUc+TEaR9DKpFgbSclzBTA5JGdoNPpxI5ElC+2+89HlkYDdduvxI5CH8GoWClY+Y6Cv/9qLF26VOw4RERFFotukezZswdmZmYwMzODubk5du/ejc2bN+dYF/jBgwc4f/58dq9wnz594Ofn99oT/3nz5uH+/fuIiYnB3Llz8+04/svT0xOrV6/G7t27sXHjRiiVSvj4+ODBgwcAAGtra/j7+6Nfv37w9vZGv3794Ovri6+++gqff/45goODUbVqVVSoUAHbtm0T7TgKqpMnT+KLL8ZibC0j9KnENVrzgqO5FGs7KREfF4Nfvh0qdhwivYt+EY4D2/2gKFEeCmtHsePQRzIr3xjm1dth9OgxOHv2rNhxiIiKJA4vF0njxo2xZMkSAEBsbCwWL16MVq1a4eLFi3B1dQXwspf7n4nMAKB169YYPHgwjhw5ghYtWuTY3oYNGyCRSBAdHY27d+/C29s7fw/ob7Vr10bt2rWzf/bx8UG1atWwYMECzJ8/HwDQqVMndOrUKbtNQEAAbt68iYULF8LDwwMbN26Eg4MDvL290aBBA9jb2792X4mJiZg6dSqSkpL0e1AfoGzZsvj8889hZJR/hW94eDi6demE+s4yzGnBidPyUpsyCoz21mLhib04c3Q3fJq2FzsSkd5sWTUXAgB1G17LXVhYNx4MbVQwOnXuguuB1954CRgREekHi26RmJqawsPDI/vn6tWrw9LSEsuXL8f06dOh1WqxZs0aREREQC7//9uk1WqxcuXKHEX348eP8c0332DhwoU4c+YMBgwYgGvXrsHYWPzCSyqVombNmtk93f+VkZGBkSNHYt26dXj48CGysrLQsGFDAECZMmVw4cIFtGvX7o3PvXHjhsHNdC4IAvz8/LBmzRr4+fmhWrVqet+nVqtFn149odAkYXMXY06cpgc/NzfGsZAsLPrxM1Ss7gMLK9t3P4nyjSAI2TcIAgT869//3A8BgARGxkpe2/oGz58E4+iejVC6V4fcQi12HMojEpkcNu3GI3LtWHTt9glOBByHTMbLj4iI8guLbgMhkUgglUqzZxjdt28fkpKScO3atRx/GO/evYvevXsjJiYGtra20Ol0GDhwIBo1aoSBAweiS5cuqFChAiZPnpzrWcf1QRAEBAYGomLFiq99fNq0aWjVqhWqVauGa9euISsrK/sxjUaTYym0/7Kzs8Phw4fzPHNeCAwMxMCBA+Ht7Y0JEybg+++/1+uXIDNnzsSJU6dwvJ8J7Ex51Yg+KOUSbOmqQtU/UvDtiA5YsOm02JEKtfS0FDx/GoKYyGdIjI9BQlw0EmKjkRAXjeTEOKQmJyIlOfHlf5MSkZaW8t7blsnlMDO3hJm5JUzNrWBqbgkTM4vsn83MLWFqYQVbO0c4lHCDnUMJKBRF43KNTSvmQCqVwab1F2JHoTwmM7OGdbtvcHbDRPz000/44YcfxI5ERFRksOgWSUZGBiIiIgAAcXFxWLhwIZKTk7N7dVeuXIk2bdqgcuXKOZ5Xvnx5jB07FuvWrcOYMWMwb9483Lx5E7dv3wbwcrmuFStWoE2bNujcufMbh5knJyfj4cOH2T8HBwcjMDAQNjY2cHFxAfBy2HtYWBiePXsGALh37x6Al7Ot/zM0rV+/fihevDhmzpwJAJg6dSpq166N0qVLIzExEfPnz0dgYCAWLVr0Sobbt29j8+bN2et/e3p6QiqVYuXKlXBwcMDdu3dRs2bN3L+4BqBKlSq4ePEiZs2ahWnTpmHXrl1YtWqVXob9nzlzBlOmTMZ39Y3Q0I2/0vpUzk6G+a2UGL7nIdYs/BH9RvGk9WNkpKci4mkonj99jGdPHuP5k2C8CA/B8yePERMVkaOtpaUV1HZ2KGZvj+JqW1iXLgErKytYWVnB0tISZmZmkEqlkEgkb70JgoDExETExcUhPj4ecXFxiIuLQ2xsHCKCw/6+Pw6JCQnZ+5ZKpbArVhzFirvC3skVDsXdUMzJBQ4l3OBQ3A2m5pb5/dLpReijIJw6tBMm5epDbsJlGwsjZYnysKjbA1OnTkWTJk1Qr149sSMRERUJEuHlmDvSk39O8v5twIAB8Pf3z/7Z3Nwcnp6eGD9+PLp06YIXL16gRIkS2LBhA7p16/bKNkePHo2AgABs27YNVapUwYoVK9CrV68cbYYNG4bTp0+/cZh5QEAAGjdu/Mr9/fv3x+rVqwEAq1evxsCBA19pM3nyZEyZMgUA0KhRI7i5uWU/54svvsCOHTsQEREBS0tLVK1aFVOmTEGdOnVybEMQBNSrVw8TJ07MsT75nj178NlnnyEjIwPTp0/HkCFDXtn/615TQ3bz5k0MHDgQ165dw7hx4zB16lSoVKo82XZ8fDwqVywPZ1k0AvpxWHl+EAQBnbekYc99Lab/sQdlKlQXO1KBEB8bhQe3r+HBnat4cOcawkPuIzryefbjZubmKO1RGmXKlEbp0qXh4eGB0qVLw8XFBfb29vk6PwIAZGVlITw8HI8ePcLjx4+z//vw4SM8evwICfHx2W1t7RxQqlwVlPKsDI9yVeBRrjLMLW3yNW9emDV+AK6cOwanUesgNTIROw7piaDTInrzt7DWJeDmjetvXV6UiIjyBotuPStoBWJBUBBf06ysLPzyyy+YPHky3N3dsWrVKtStW/ejtikIArp/0g2H9/2JwKFKuFpxWHl+iU0TUGFxMpJghhV7b+d7QWjoMjPSEXz/Fu7fvvqyyL59FS+ehQEA7OzsUatWLVSqVBGlS5fOvtnZ2RWo66zj4uLw6NEjPHr0CNevX8fFi5dw+crl7GLcobgrSnpWhodnZXh4VUGpspWhMjUTN/RbPAwKxDeDWsK0cguoW44WOw7pWVZiJCJXj0a71r7YtnVrgfrdIyIqiFh061lBLBANXUF+TYOCgjBw4EBcvHgRY8eOxfTp02Fi8mE9SsuXL8ewYcOwtZsKXb0UeZyU3uVkaBYarU5F+er18OPCor28XWZGOu4EnsfVc8dw78ZFBD+8jSyNBsbGxqhatRrq1KmNWrVqoVatWnB1dS20J/iCIODRo0e4dOnS37fLuHr1ClJTUyGRSOBeujyq1GqMKrUboWzFmgZ1nfjUMd1xK/A8nD7fCKnccHKR/qTcO4PoXTOxfPny144qIyKivMOiW88KcoFoqAr6a6rVavH777/ju+++Q4kSJbBy5Uo0aNAgV9u4c+cOalSvhr5eAv5op9RTUnqXH46nY/rJTAz7ZjZ8O/UTO06+inwehqvnjuHq2aO4dfUM0tNSUaKEMxo3bpRdYFeqVKnIjwLQarUICgrCxYsXcfz4cRw4cBDR0VFQmZiiQvV6qFq7MarUagyH4q6iZbwTeB7ffdoR5jU6wqYpi6+iJObgQmjunsC1q1dQrlw5seMQERVaLLr1rKAXiIaosLym9+/fx+DBg3H69GmMGjUKM2fOhJnZu4efpqenw7tGdWijH+LSYGOYKApnr2FBkKUTUM8vFdcigPlbzsPe0VnsSHqj0WTi7vWLuHL2CAIvHEfY43uQy+Xw8amH1q1boXXr1ihfvnyh7cXOKzqdDoGBgThw4AAOHDiIc+fOIisrC07O7qhcqzGq1mqEijXqw1iZN/M+vIsgCPh2RHs8vHcLjqM3QirlZIxFiU6Tjqi1X8LDwQqXLl6AUskvcYmI9IFFt54VlgLRkBSm11Sn02HhwoWYOHEiihUrhhUrVqBJkyZvfc7no0Zh+bIluDRYhYrFuM6q2ELidai4JBkqaycs2XEZUmnhubY+K0uDwAsBOHlgG66cPYK01BQ4ODhmF9nNmjWDpWXhmLlbLImJiTh27BgOHjyI/fsPIDQ0BKZm5vBu2BoNWnRBheo+el1P+dr545j2RU9Y+vSEVb3eetsPGa7MyMeIXPsVPhs5AvPmzRM7DhFRocSiW88KU4FoKArja/ro0SMMGTIEAQEBGD58OGbPng0Li1eX7Dl69CiaNWuG+S2V+LxW0R62a0g239Kgx/Y0NGnbA6O+/V3sOB9FEAQ8vncDAfu34czhnYiPi0b58hXQs2eP7GUM2ZutH4Ig4N69e9i0aRPWrVuPR48ewsauGHyadkT9Fp1QyjNvX3tBEPDVgOZ4EhYMx883FqovjCh3Ei/vRtzRZTh27NhrVzYhIqKPw6JbzwpjgSi2wvqa6nQ6LF26FN988w1sbGywYsUKtGjRIvvxxMREVCxfDqUU0TjS1xhSFj4GZeCfaVh7XYNJczeiau2Cd9IaFfEUJw/uwMmD2/Ak+D6KFXNA79690LdvXxbaIhAEAZcuXcL69euxceMmREVFooSrB+o174T6LTrD0dn9o/dxPmAfZk8cBOsmg2FRs1MepKaCShB0iN78LdRIwp3bt2Bqaip2JCKiQoVFt565ubkhNDRU7BiFiqurK0JCQsSOoTchISEYOnQojhw5ghEjRmDx4sWQSCQYPmwYNqxZhZsjVHDj8mAGJzlTQJWlKXieboRlu2/AxOzVkQqGJiM9FWeO7saJ/Vtx6+pZKJVKdOrUCX379kWzZs0gl/P6XkOQlZWFY8eOYf369di+YwdSkpNRtkJ1tOwyEHWbtv+gWdC1Wi3G9GqAyOgoFP98gx5SU0GjiXuGF6s/x8jhwzB//nyx4xARFSosuokMkCAIWLlyJTZt2oQ9e/bg5MmT8PX1xdI2SgyvwWHlhurqcy1qrUiBa5nKmON3UOw4bxQXE4n92/xwaJc/khLi0KhRY/Tr1xddunSBubm52PHoLVJTU7Fnzx6sWLEShw8fgo3aHi069keLTv1gZWP33ts5cWAb5k0dBZuWo2FeucW7n0BFQuKlPxF3bDlOnDiR61U1iIjozVh0Exm4xMREVPDyRFllDA71NuYwXwP369kMfHU4A72GT0DXAWPFjpND8IPb2LPpD5w+vAtGxkYYMngwRo8ejZIlS4odjT7AnTt3MH/+fKxZswZZWVrUa9EJbT8ZCvcyFd76vKwsDT7rVgdxyako/tmafEpLBYGg0yJ600TYy9Nx+9ZNmJiYiB2JiKhQYNFNZOA+HTECa1evwO0RKrhyWLnB0wkCfNel4USoFnPWHIdLSU9x8+h0uHb+GP7a9AduXDqFEiWcMWbMaAwZMgRWVlaiZqO8ERsbixUrVmDBgoV4+vQJyletgzafDEXN+r6vnfn80K61WPrz11B3GA9Tz/oiJCZDpokNx4vVozF61EjMnTtX7DhERIUCi24iA3bixAk0atQIC1opMcqbw8oLiohkHSosToFWaY1lu2+Icm10RnoaThzYhr2bl+FJyAPUqFETX301Dp07d4ZCocj3PKR/WVlZ2LlzJ37/fR7Onj2DYk4uaNdjOJp36AOFkTEAIDMjHZ928UZSFlB8xCqRE5OhSriwAwkn/HD69GnUrVtX7DhERAUei24iA5WWloZKFbxQTPsMJ/tztvKCZv8DDVpvSIN3g5aY8PPqfNtvVpYGx/ZswtZVvyI2+gU6duyEceO+RN26dXlpQhFy5coVzJ07F5s2bYKNnQO69BuDJu164sD21fCbPxn2XadCVbKa2DHJQAk6LaI2joeTUoubN65DpVKJHYmIqEBj0U1koL755hvM//1XXB+mQln1q0NEyfB9cSAd8y9mYsyUJajfQr9LMul0Opw9uhublv+M509D0LNnT0ydOhUeHh563S8Ztnv37uHHH3/Exo0bYVesOFKSk5ChMEPxYX+IHY0MnCb6CV74j8G4L8fi559/FjsOEVGBxqKbyADduHED1apVxY8NFZhU31jsOPSBMrIE1FyeivvxUizZeTVXs0u/L0EQcO38cWxYOgOP799C69ZtMGPGT6hcuXKe74sKrqCgIEyaNAl79uyFzMwG5g0HwqSsD0c/0FvFn92E5HObcD0wEOXLlxc7DhFRgcWim8jACIKABvV8EP3wCq4PM4aRjCfFBdndaC2q/pECW6dSWLD5TN5u+8YlrF86A7evnUPduj74+edZqFevXp7ugwqX69evY/yECTh44ABUxcvCon5/KF0riR2LDJSQpUHk6lGoWd4DJwKO80saIqIPxKmQiQzM+vXrcfrsOSzwlbPgLgQ81TIsaKVEeNgj+M2fkifbfBpyH7O+6Y9Jw9tBmpWCPXv24PTpUyy46Z0qV66MA/v349ixYyjnYI4XmyYhautkZEaFiB2NDJBEroBFk2E4dfIENm3aJHYcIqICiz3dRAYkMTERZUuXQj11ArZ248Q1hYUgCOi2NQ1/3svCj0v+gmelmh+0nYz0VGz1+x1/blgMF2cXTJ8+DT169IBUyu9PKfcEQcD27dsxfsJEhIQEw6xmZ1jW7QGpgpe0UE7Ru2bCNP4RHty/BwsLC7HjEBEVODxTIzIgU6dORWJ8HOa24ElvYSKRSLC8nQrFTCWY8WVPZKan53obV88dwxd9GmHPpqX4/rvvEBR0B7169WLBTR9MIpGga9euCLpzG1OnTEHalT8RufpzpIUEih2NDIxVkyGIiYvHlClTxI5CRFQgsaebyEDcvn0blStXwrSGCkzk5GmF0umwLDTwS4VX1TqYtnjnez0nNvoFVs/7AaeP/InGjZtg6dIlKFOmjJ6TUlF07949DB4yFGdOn4JZhaawajwIMhNLsWORgUg4vw2Jp9ci8No1VKxYUew4REQFCrtIiAyAIAgY9dmnKGktx5d1jMSOQ3pSz0WOHxoa4c61c9i/bdVb2+p0OhzYsRpjetbD3cCzWLNmDY4ePcKCm/SmbNmyOHkiACtWrIAk7DJerBqJ5NvHwe/mCQAsanaAkbUTRnw6kv9PEBHlEotuIgOwefNmBJw4hQW+chjLOXlaYfZdA2PULiGD/7zv8SI89LVtgh/cxrfD22LZnAno0f0T3Lt3F3379uXMwaR3UqkUgwcPxv17d9G5bUvE7PkV0dsmQxMfIXY0EplEpoBF0+E4e+Y01q1bJ3YcIqIChcPLiUSWlJQEzzIeqGUdjx2fKMWOQ/kgNF6HCkuSobRywNKdV7Ovy87K0mDrqrnYsWY+ypb1xB9/LOWM5CSqffv2YdjwEYiIjIR53V6wqNkREqlM7Fgkopjds2EcFYTHjx5yUjUiovfEnm4ikU2fPh1xsTH4rQWHlRcVrlZSrGqvQnRkBBZOHwsAePbkMb4b0R471szH999/j2vXrrLgJtG1bt0ad4PuYPRnI5F40h9Ra7/k8mJFnGWjQYhPSMScOXPEjkJEVGCwp5tIRGFhYShT2gMT6kgwpRF7uYuawbvT4B+oQctuQ3Hsrw1wcnLE+vXrUKtWLbGjEb3iypUr6NuvP+4/fAirZiNhVrGp2JFIJHEn/JERuAePHz2Ek5OT2HGIiAwee7qJRDT5hx9gaQyMq8PZyouiHxsZQyYF9m1Zjl69eiAw8BoLbjJY1atXx+VLF9G3V0/E7PsNMfvnQ6fJEDsWicCydlfoZEaYPHmy2FHylJubGyQSCW96vrm5uYn9VhPlO/Z0E4nk1q1bqFSpEha0NMZn3hxaXtRcCtei+45MxGYZY8bMnzFy5EixIxG9Nz8/P3w68jNILR1h3X48FDbFxY5E+Szx8p9IOL4SN2/ehJeXl9hx8oREIuHM7PmArzMVRezpJhLJpIkT4G4jx9DqCrGjUD4SBAG/n8+Aj18a7EpWQuD1myy4qcAZOHAgLl28ACcLOSLXfoGUoFNiR6J8Zl61NRRWxfDN+PFiRyEiMngsuolEcOrUKfy1Zy9+aiSHkYzLQBUVsWkCOm7JwBcHM/D5mLE4deYsh9lRgVWxYkVcu3IZXTq0Q/TunxF7eCmELI3YsSifSGQKmNfri7179uDEiRNixyEiMmgcXk6UzwRBgE+d2sh4GohLg40h5drLRcKdKC3abMpEglYF/7Xr0K5dO7EjEeUJQRCwdOlSjBkzFnI7N9i0Hw+5ZTGxY1E+EAQdotZ9BS8nS1y6eAGSAv73jMOe8wdfZyqK2NNNlM92796NcxcuYlZjOQvuIuJ4cBbq+mXA3NED167fYMFNhYpEIsGnn36Kc+fOwk6RiUj/MUh9cEHsWJQPJBIpLBoOwJXLl7Bt2zax4+jFgAEDIJFIMGLEiFceGzlyJCQSCQYMGPDB7QEgIiICn3/+OUqWLAljY2M4OzujXbt2OHr06BtzLV++HPXr14e1tTWsra3RrFkzXLx4MUebkydPol27dnBycoJEIsGuXbveebwBAQGvnfzs7t272W0OHz6MMmXKwNLSEv3790dmZmb2YwkJCShTpgzCwsLeuS+iooRFN1E+ysrKwsTxX6NZKSM0LyUXOw7lg3U3MuG7Ph3ePg1x6sw5uLq6ih2JSC+qV6+OwGtX0bJ5E0TtmIaEc1vYm1UEKF0qwdTDG1+Pn5Cj+CpMnJ2dsWnTJqSlpWXfl56ejo0bN8LFxeWj2oeEhKB69eo4duwYZs+ejZs3b+LAgQNo3LgxPvvsszdmCggIQM+ePXH8+HGcO3cOLi4uaNGiBcLDw7PbpKSkoHLlyli4cGGuj/nevXt4/vx59q106dIAAJ1Oh969e2PEiBE4e/YsLl68iOXLl2c/b/z48RgxYsRrXxeiooxn/UT5aM2aNQi69wBrh5qKHYX0TBAETD+ZiR8CMjBwwAD8sWwZFApOmkeFm7W1Nf7ctQtTp07F1KlToU2Jg3XToZBI+B1/YWbRoB9CV43C2rVrMXjwYLHj5Llq1arh8ePH2LFjB3r37g0A2LFjB5ydnVGyZMmPav9P7/fFixdhavr/c4Py5ctj0KBBb8y0fv36HD8vX74c27Ztw9GjR9GvXz8AQKtWrdCqVasPOmZ7e3tYWVm9cn90dDSioqIwcuRIKJVKtG/fHnfu3AEAnDlzBpcvX8aiRYs+aJ9EhRn/ChLlk/T0dEz+/lt0r2CE6k4yseOQHmm0Aob8lYEfAjIwbdo0rFy1igU3FRkSiQRTpkzBkiVLkHJtL2L+msMJ1go5Izs3mHr64Mdp06HRFM73euDAgfDz88v+edWqVW8tit+nfWxsLA4cOIDPPvssR8H9j9cVvW+SmpoKjUYDGxub937O21StWhWOjo5o2rQpjh8/nn2/nZ0dHB0dcejQIaSlpeHUqVOoVKkSMjMz8emnn2Lp0qWQyXiOQ/RfLLqJ8snq1asR/jwCUxuy+CrMEjMEtNmYgbU3dVi7di2+++67Aj+5ENGHGDFiBLZt24bMRxcRvX0KdBkpYkciPbKo0x1hoSHYsGGD2FH0om/fvjh9+jRCQkIQGhqKM2fOoE+fPh/V/uHDhxAEAZ6enh+db8KECShevDiaNWv2UdtxdHTEsmXLsH37duzYsQNly5ZF06ZNcfLkSQAvv1TbsmULpk2bBi8vL1StWhWDBg3CrFmz0LRpU6hUKvj4+KBs2bIfNKydqLDi8HKifKDRaPDzzJ/QzcsIZdX8BriwepKgQ5tNmQhLNcLBQ7vRuHFjsSMRiapTp044euQw2rRth+hNE2HTZQrkZnnTE0eGxci+JEzL1MaP06ajd+/ekMv1e4qp0+lw4sQJPHv27IO3YW5ujjZt2rxXz6xarUabNm3g7+8PQRDQpk0bqNXqj2r/z5wHH/vF7OzZs7Fx40YEBARAqVR+1LbKli2LsmXLZv9cp04dPHnyBL/88gsaNGgAAKhXrx4uXbqU3eb+/ftYu3Ytrl27hgYNGmDs2LFo2bIlKlSogAYNGqBSpUoflYmoMGDRTZQPNm7ciJCwp9g1nNdyF1aBES+XBFNY2OPsuUPw8vISOxKRQahfvz7OnjmN5i18Eb3hG9h2nQqFTXGxY5EemNfpgcf+Y7F58+bsa5nzWmpqKtauXYvff/89x4zaH0KpVOL27duvvS77dQYNGoRRo0YBwHtdt/yu9qVLl4ZEIkFQUBA6duz4/sH/5ZdffsGMGTNw5MgRvRW3tWvXxrp16177mCAIGDZsGH799VfodDpcu3YNXbt2hYmJCRo2bIgTJ06w6CYCi24ivdPpdJj50zS0LWOEyg7s5S6MDjzMQrdtGSjrVQF79h2Ag4OD2JGIDEqFChVw4fw5NGveAiEbvoFtl8kwdiwjdizKY8YOHjDxqImpP05Djx498vTa3vDwcCxatAh//PEH4uLi0LFjR/zxxx+oWbPmB29TJpPByMjovdu3bNkye4Z2X1/fj25vY2MDX19fLFq0CKNHj37luu74+Pi3Xtc9Z84cTJ8+HQcPHkSNGjXe+zhy69q1a3B0dHztYytXroStrS3at2+PuLg4AMi+rl+j0UCr1eotF+Wk1WoL7ZwKhkqhULz35xyLbiI927FjB+7efwi/wSZiRyE92H1Pgy5b09GyZSts3LQZZmZmYkciMkguLi44d/YMWrdpiyubJsG2w0SoSlYXOxblMYs6PfBg7Ths27YN3bt3/+jtXblyBb/99hs2b94MlUqFwYMHZ69pnd9kMhmCgoKy/50X7RcvXoy6devC29sbP/74IypVqoSsrCwcPnwYS5YsyX7+f82ePRvff/89NmzYADc3N0RERAAAzMzMsv8OJScn4+HDh9nPCQ4ORmBgIGxsbLKX9Jo4cSLCw8OxZs0aAMDvv/8ONzc3lC9fHpmZmVi3bh22b9+O7du3v5IhMjIS06dPx5kzZwC8XL2gXLly+P3339GiRQscPXoUkyZNeufrRB9HEAREREQgPj5e7ChFkpWVFRwcHN55mQiLbiI9EgQBM6ZPQ5OSRqhdgr9uhc2hRy97uDt06IhNm7fo/RpGooLO1tYWx48dxSfdu2P/jh9h0/pLmHo1FDsW5SFjp7IwKVkdU6b+iG7dukEqzf2cvVqtFn/++Sd+++03nD59Gm5ubpg9ezYGDx4MCwsLPaR+f7nd/7vau7u74+rVq/jpp58wbtw4PH/+HHZ2dqhevTqWLFnyxuctXrwYmZmZ6Nq1a477J0+ejClTpgAALl++nGNukS+//BIA0L9/f6xevRoA8Pz5c4SFhWW3yczMxFdffYXw8HCoVCqUL18ee/fuRevWrV/JMGbMGHz11VcoXvz/l4usXr0a/fv3x/z58/H111/D29v7rcdPH++fgtve3h4mJiacvDWfCIKA1NRUREZGAsAbR4P8QyL8M4sDEeW5ffv2oU2bNjjazwRN3FmQFSYnQ7PQckMGmjRrgR07d+VqiCJRUZeVlYWBAwdh/YYNUHeaBBOPWmJHojyU/jQIL9Z/jW3btqFLly7v/bzExESsWrUK8+fPR3BwMOrVq4cvvvgCHTp0yJdlqCQSCXharH98nfOOVqvF/fv3YW9vD1tbW7HjFEkxMTGIjIxEmTJl3vo5xaKbSE8EQUC9unWgC7+GswON+c1jIXLhaRaarctArbr1sWff/o+eLZaoKMrKykK3Tz7B7r/2wq7bFChdONlSYRK1+Tt4WAKB166+8+9fcHAw5s+fj5UrVyItLQ3du3fH2LFj9Xqd8uuwGMwffJ3zTnp6OoKDg+Hm5gaVSiV2nCIpLS0NISEhcHd3f+v5INfpJtKTEydO4Oz5C/i2nowFdyESGKFFy42ZqFLdG3/+tYcFN9EHksvl2LRxIxo3aoCYHdOR8fy+2JEoD5l5d8aN64EICAh47eOCIOD06dPo0qULPDw8sGbNGowaNQohISFYt25dvhfcRAUZzzPF876vPYtuIj2Z+dN0VHY0QpvSHFZeWNyJ0qL5+gx4eFbE3v0HXplplohyx9jYGH/u2oXqVSsjZtsUZEaFih2J8ojSrSpUxdwx55dfctyfmZmJ9evXw9vbG/Xr18edO3ewePFiPHnyBDNmzMhxfTARUWHBaoBID+7cuYNDR45iXScVv30sJB7G6tBsXSac3Mri4OEjok/mQ1RYmJqa4sD+fajfoCHub/sB6p4/Q2HFZfcKOolEApPqHbB/3+8ICgpCuXLlsHLlSvzwww949uwZWrRogX379sHX1/eDJlsjorcLCwtDdHR0vu1PrVZnz4pPr2LRTaQHCxcuhIOFAt3K81esMAiN16HpugxYFHPB4aPHYGNjI3YkokLFysoKRw4fQl2fegjf8j3UPWdBbs5JgQo603INkXRqDebOnYvly5cjICAArVu3xtixY1G+fHmx4xEVWmFhYSjrWQ7paan5tk+lygT37ga9d+E9YMAA+Pv7Y/jw4Vi6dGmOx0aOHIklS5Zkz7Sfm7b/iIiIwE8//YS9e/ciPDwc9vb2qFKlCsaOHYumTZt+9PHmFisCojwWHx+PNf6r8VVNCYxk7OUu6J4l6dB0XSbklo44evwE7O3txY5EVCgVK1YMx48dRZ26PojZ9gPUPWZCpuKIkoJMIlfApGpb+K9Zi5kzZ2Lt2rViRyIqEqKjo5GelgrbtuOgsHXW+/40MU8Qs+dXREdH56q329nZGZs2bcJvv/2WPRFceno6Nm7c+Mp2ctM2JCQEPj4+sLKywuzZs1GpUiVoNBocPHgQn332Ge7evfuRR5x7LLqJ8pifnx8yMtIxvDqv9y3oYlJfDinPMLbBqeMneK0hkZ65uLjg2NEjqOtTDzHbpkD9yXRIjU3EjkUfwayyLxLPbsLy5csxceJEseMQFSkKW2cYO3iIHeONqlWrhsePH2PHjh3o3bs3AGDHjh1wdnZGyZIlP7jtyJEjIZFIcPHixRzz75QvXx6DBg3S81G9Hi+iIcpDOp0OixbMQ7dycjia89erIMvSCfhkeyaiskxx9PgJuLm5iR2JqEgoW7Ysjhw+BGnSc8TsnA4hSyN2JPoIMhNLmHg1xLwFC6HRGPZ76erqColEwpueb66urmK/1WRABg4cCD8/v+yfV61a9cbC+H3axsbG4sCBA/jss89eO+GtlZVV3gTPJVYFRHlo//79eBQcis+9FWJHoY804UgGToRmYev2HShTpozYcYiKlKpVq+LAvn3QPLuLuGPLxI5DH8m8enu8eP4MO3fuFDvKW4WEhEAQBN70fAsJCRH7rSYD0rdvX5w+fRohISEIDQ3FmTNn0KdPnw9u+/DhQwiCAE9Pz/yI/944vJwoDy2Y/zuqFzdC7RIysaPQR9hwU4Nfz2Vi3rx5aNSokdhxiIqkevXqYfHiRRg6dCiMHErDrFILsSPRBzKyd4eJayXM/e13fPLJJ2LHISIDolar0aZNG/j7+0MQBLRp0wZqtfqD2wqCAMDw1i5nTzdRHrl37x4OHjqC0TWlBveLTu8vMEKLIXsy0a9vX3z++edixyEq0oYMGYIhQ4Yg/vBSZDy/L3Yc+gimVdviwvlzuHnzpthRiMjADBo0CKtXr4a/v/87r7l+V9vSpUtDIpEgKChIX3E/CItuojyyaNEi2Jkp0L08h5YXVDGpOnTamolyXhWw9I8/+OUJkQFYuHAhqlSpjLjds6BNTRA7Dn0glYc3jMyssXLlSrGjEJGBadmyJTIzM5GZmQlfX9+PamtjYwNfX18sWrQIKSkprzweHx+fV7FzhUU3UR5ISkrCar+VGFZVAmM5C7WCKEsnoPv2TCTDDDv/3J29HAURicvY2Bi7du6AqUyH2L9mQ9BpxY5EH0Aik0NZvglW+69Benq62HGIyIDIZDIEBQUhKCgIMtnbL9F8n7aLFy+GVquFt7c3tm/fjgcPHiAoKAjz589HnTp19HEI78RruonywJYtW5CSmsZlwgqwiUcyEBCahcOHt+dqjUki0r8SJUpgx/ZtaNK0KeJP+MO6sThLvtDHMavUAs8ubMeuXbvQo0cPseMQFXqamCcFZj8WFhZ51tbd3R1Xr17FTz/9hHHjxuH58+ews7ND9erVsWTJko+N+kEkwj9XmxPRB6vvUxemkVdwoLdS7Cj0ATbe1KDXjjT89ttvGDt2rNhxiOgNfv/9d3zxxRdQt/8GpuUaiB2HPkDUxgnwLmWP48eOih2FqMBLT09HcHAw3N3doVT+/xw0LCwMZT3LIT0tNd+yKFUmuHc3qMh1XLzpPfgv9nQTfaSHDx/i9Nlz2NCZw5ELousRWgzek4E+vXtjzJgxYschorcYM2YMLl68hC3b50OhdoGRnZvYkSiXVBWbI2Dvb3j8+DFKliwpdhyiQsnFxQX37gYhOjo63/apVquLXMGdGyy6iT6Sv78/LFRydPTkr1NBE5OqQ8etmfAsVwF/LFvGidOIDJxEIsHy5ctw4+ZNPPpzJuz6/Aqp0kzsWJQLJmV9kHB0GVatWoXp06eLHYeo0HJxcWERbEA4kRrRR9DpdFizehV6lJNApWDBVpAIgoD+f/5/4jQTExOxIxHRezA1NcWfu3ZCoUlG7L7fwavkChapQglluYZYsXIVsrKyxI5DRJQvWHQTfYSAgACEPX2GAVW4TFhBs/KaBnvvZ8LPfw1cXV3FjkNEuVCqVCmsW7sGKQ/OI+X2MbHjUC6ZVWqBFxHPceDAAbGjEBHlCxbdRB9htZ8fSquNULvE25c3IMMSEq/DF4c0GDxoENq2bSt2HCL6AO3bt0fv3n2QeGw5spJixI5DuWDs4AGVoweWLV8udhQionzBopvoAyUmJmLbtq0YUEnCa4ELEJ0gYMDuTNjaO2Dub7+JHYeIPsL8+fNgaWaC+MNLOMy8gFF6NcH+ffsRFxcndhQiIr1j0U30gbZt24b0jAz0rcSh5QXJgguZOBGcCT//tblaE5KIDI+NjQ2WL/sDKQ/OIzXohNhxKBdMyvogS5uFXbt2iR2FiEjvWHQTfSB/v1VoWtIIzpb8NSoo7kVrMeGYBmPGjEHjxo3FjkNEeaBjx47o3r07Eo4ugzaZvaYFhdzcFiYuFbFh40axoxAR6R2rBaIPEBISgpOnz6B/Jf4KFRQ6QcDgPRo4u7hixowZYschojy0cOFCmKuMEHd4MYeZFyBKz/o4duwYoqKixI5CRKRXXFiY6APs2LEDxgopOpTl0PKC4o/LGpwJzURAgB+XByMqZNRqNf5YugTdunWD6u4pmJZrIHYkeg8mZeoi7vBSbN++HSNGjBA7DlGhEhYWhujo6Hzbn1qt5rrgb8Gim+gDbN+6BS1KymFuzAnUCoLwRB3GH9Ng6JAhaNiwodhxiEgPunbtis5duuCvA39A6VoZMhNLsSPRO8hMLKFyq4L1Gzay6CbKQ2FhYShXrhxSU1PzbZ8mJiYICgp678J7wIAB8Pf3x/Dhw7F06dIcj40cORJLlixB//79sXr1akRGRuL777/H/v378eLFC1hbW6Ny5cqYMmUK6tSpAwBwc3NDaGhoju0UL14cQ4YMwdSpU9+aJTg4GG5ubu9/sB+ARTdRLj179gxnz1/A6g5KsaPQexAEASP3Z8LUwgaz58wROw4R6dGSxYtxzLMc4o8shW378WLHofeg8qyPM/vn4dmzZ3BychI7DlGhEB0djdTUVIyZsggl3ErrfX9PQx5g3pTPEB0dnavebmdnZ2zatAm//fYbVCoVACA9PR0bN27MsZ0uXbpAo9HA398fJUuWxIsXL3D06FHExsbm2N6PP/6IoUOHZv8sk8mgUqlyfKlXs2ZNDBs2LEc7Ozu7XB9zbrHoJsqlnTt3Qi6ToD2HlhcI24OysPtuJrZtWwIrKyux4xCRHtnb22PJ4kXo2bMnlGXrwbSsj9iR6B1MStdG3KFF2Lp1K8aMGSN2HKJCpYRbaZQqW0nsGG9UrVo1PH78GDt27EDv3r0BvLyE09nZGSVLlgQAxMfH4/Tp0wgICMgerejq6gpvb+9Xtmdubg4HB4dX7jczM8v+t0wme2M7feIsUES5tH3bFjRxV8BaxaHlhi4xQ8DnB7PQsUN7dO7cWew4RJQPunfvjnbt2yPp+HLoNOlix6F3kCrNoHKvjg0bN4kdhYhEMHDgQPj5+WX/vGrVKgwaNCj7ZzMzM5iZmWHXrl3IyMgQI2KeYNFNlAtRUVE4cfI0unjyV6cg+PVsBuIzJJi/YCEkEn5JQlQUSCQS/DZ3LrQpCUi6vFvsOPQeVJ71cfHC+VeuxySiwq9v3744ffo0QkJCEBoaijNnzqBPnz7Zj8vlcqxevRr+/v6wsrKCj48PJk2ahBs3bryyrfHjx2cX6WZmZpg/f35+HspbsXIgyoXdu3dDEHTo6MkrMwzdi2Qdfr2gxeejx8DZ2VnsOESUj0qVKoXPPhuJ5IvboE1NEDsOvYOqVE1IZXLs2bNH7ChElM/UajXatGkDf39/+Pn5oU2bNlCr1TnadOnSBc+ePcPu3bvh6+uLgIAAVKtWDatXr87R7uuvv0ZgYGD2rV+/fvl4JG/HopsoF7Zv24r6rkawN+WvjqGbdjIDCqUJJkyYIHYUIhLBd999B2OFDAlnOWzZ0EmNTaB0qYjdf/0ldhQiEsGgQYOye7P/PbT835RKJZo3b44ffvgBZ8+exYABAzB58uQcbdRqNTw8PLJvhjSXDysHovcUHx+PI0ePoosnhykbuoexOvxxNQsTJn4LGxsbseMQkQjUajW+nTgRKYH7oYl7LnYcegdj9xo4fjwAKSkpYkchonzWsmVLZGZmIjMzE76+vu/1HC8vrwL1ecGim+g97dmzBxpNFjqX46zlhu774xkoZm+P0aNHix2FiEQ0ZswY2NvbI/HUWrGj0DuoPGpCk5mBo0ePih2FiPKZTCZDUFAQgoKCIJPJcjwWExODJk2aYN26dbhx4waCg4OxdetWzJ49Gx06dBApce7xwlSi97Tnr79Qo4QRSljwuypDduWZFptuabBixU/Zaz4SUdFkYmKCGT9Nx6BBg2BWowOMncqKHYneQGHtBKW6BPbs2YP27duLHYeoUHga8qDA7MfCwuK195uZmaFWrVr47bff8OjRI2g0Gjg7O2Po0KGYNGnSR+83v0gEQRDEDkFk6LRaLezVthhZMQ3TmijFjkNv0WJdOp7IXHDzdhDkcn6vSFTUabVaVKxUGaEpUqi7z+BKBgYs9tgKqJ5cQMSzcL5PRO8hPT0dwcHBcHd3h1L5//PTsLAwlCtXDqmpqfmWxcTEBEFBQXBxccm3fRqCN70H/8UzUqL3cO3aNcTGJ6BFKROxo9BbHHmchcOPMrFz5xwW3EQE4OWwxV9/mYPWrVsj7dElmHh4ix2J3kBVqiYiL+1CYGAgqlatKnYcogLLxcUFQUFBiI6Ozrd9qtXqIldw5wbPSonew6FDh2BmLEPtErJ3NyZR6AQBE45loU4t7wJ1jQ8R6V/Lli3RsFFjXDjlD1XJ6pBI+VluiJQlvCBXmmLPnj0suok+kouLC4tgA8KLU4new8H9+9DETQqFjMPdDNXW21m4Ep6JWbPncFgiEeUgkUjw6y9zkB4ZiuSbR8SOQ28gkSlg7FYVf+7m0mFEVLiw6CZ6h6SkJJw9fx6+pdgzYqgytQK+DdCiTetWaNCggdhxiMgAVa9eHd2790DK+c0QtFlix6E3UJasiatXLiMyMlLsKEREeYZFN9E7BAQEICtLixaleDWGoVpzXYPHsRrMnPWz2FGIyIB9++0kZMRHIuXuKbGj0Bso3atCEAQcP35c7ChERHmGRTfROxw6dAjutkYoZc0hy4ZIEATMu6RD+3ZtUbFiRbHjEJEBq1ixIlr4+iL10k5w8RbDJDezgcrOGQEBAWJHISLKMyy6id7h0IF9aOEm8DphA3UiVItbEZn4fPQYsaMQUQEw/ptvkPbiMdJDrokdhd5AVrw8jhxlTzcRFR4suoneIiQkBPcfPubQcgO24GIWvDzLoEmTJmJHIaICoHHjxqhcpSqSL+0UOwq9gdK5Ih4+uIeIiAixoxAR5QkW3URvcfjwYUglEjRxZ9FtiMISdNh1V4NRo8dyJAIRvReJRIKJE8YjNfgaMl88EjsOvYaxy8tLhU6cOCFyEiKivMFKgugtTpw4gerFFbBSsqAzRIsvZcLc3BR9+/YVOwoRFSBdunRBcWcXJFz5C7atx4odh/7j39d1d+/eXew4RAVSWFgYoqOj821/arWa64K/BYtuorc4ffI4upQQOwW9TppGwPJAHQYOHQIzMzOx4xBRASKXyzF61GeY+O33sGo0EDITS7Ej0X/wum6iDxcWFoZynmWRmpaeb/s0USkRdPfeexfeAwYMgL+/f/bPNjY2qFmzJmbPno1KlSrlaDts2DCsXLkS69evR48ePXI81r17d4SEhODs2bOQyV4u76vRaFCrVi14eXlh3bp1H3lkeYNFN9EbPHnyBKFPnqFeHZXYUeg1Nt7SIC5Vi88++0zsKERUAA0ePBjf/zAZyTcOwbJ2N7Hj0H8oXSrh4e4DiIiIgIODg9hxiAqU6OhopKalY10nFcrZ6f9q4qAoHfrsTEN0dHSuertbtmwJPz8/AEBERAS+++47tG3bFmFhYdltUlNTsXnzZnz99ddYuXLlK0X34sWLUb58ecyaNQvffvstAGDatGmIiIjA0aNH8+Do8gaLbqI3OHPmDADAx0UmchL6L0EQsOCyDq1btYSHh4fYcYioALK1tUWvnj2wcdc+WHh3hkTKz3pDonT+/3XdHGJO9GHK2UlRzdFwP9uMjY2zv1RzcHDA+PHj0aBBA0RFRcHOzg4AsHXrVnh5eWHixIlwdHRESEgI3Nzcsrdha2uLZcuWoVu3bmjXrh00Gg1mzpyJP//8E9bW1mIc1mtxIjWiNwgICICTpRw27Og2OGeeaBH4jMuEEdHH+fzzz5ERH4m0BxfEjkL/ITOzhsrOhet1ExURycnJWL9+PTw8PGBra5t9/8qVK9GnTx9YWlqidevW2T3j/9a+fXv06NED/fr1Q79+/dC/f3+0bt06P+O/E4tuojfYu+cvPEvIgmpGCor9koxma1Lwy9kMPE/SiR2tyFtwMQtlPEqiefPmYkchogKsWrVqqFW7DlIC94odhV5D5uiJU2fOih2DiPRkz549MDMzg5mZGczNzbF7925s3rwZUunLEvXBgwc4f/589miXPn36wM/PDzrdq+fi8+bNw/379xETE4O5c+fm63G8DxbdRK+RkpKC5xEvMKZTDUzuWw9Vy7nhYoQMXx/OgNPcZJjPSkHFJckYuTcNJ0OyXvvLT/oRnqjD9qCXy4T986FMRPShPh0xHKkh15GVmH+z/NL7MXIsjaA7t5GWliZ2FCLSg8aNGyMwMBCBgYG4cOECWrRogVatWiE0NBTAy15uX19fqNVqAEDr1q2RkpKCI0eOvLKtDRs2QCKRIDo6Gnfv3s3X43gfvKab6DWuXLkCrVaLQS0roVJJewCATifg7pMYnL0djrN3nuLkzSdYcjkeSy5rYCSXQq0SUM1BinZl5OheQQFLJQtCffjjSiZUKiX69+8vdhQiKgQ6duwIhcIIqXdPwcK7k9hx6F+MHEpDp9UiMDAQderUETsOEeUxU1PTHHPzVK9eHZaWlli+fDmmTp2KNWvWICIiAnL5/0tWrVaLlStXokWLFtn3PX78GN988w0WLlyIM2fOYMCAAbh27RqMjY3z9XjehkU30WucP38epipjlHdVZ98nlUrg5aqGl6saQ1pXBgDEJKbhfFA4zt4Ox6lbT3Hk7jPseZCBT/dlwFwphYcV0MRdjt4V5ajswF+3jyUIAjbeAbr36AULCwux4xBRIWBpaYlWrVvh8OXTLLoNjJGdK6RyI1y+fJlFN1ERIJFIIJVKkZaWhn379iEpKQnXrl3LXgoMAO7evYvevXsjJiYGtra20Ol0GDhwIBo1aoSBAweiS5cuqFChAiZPnoxZs2aJeDQ5sQogeo3z58/Bu6wjZLK391bbWqjQppYH2tR6+S2dJkuLG4+jcO5OOM7ceYpTN55gztlkzDmbCaVCCgcTAd7FZehUTo6OnnIo5ewNz42bkTo8jM7Egq5dxY5CRIVIzx49sPvPntDER0BhxeWpDIVEpoCymDsuXbokdhSiAikoKn8uf/zQ/WRkZCAiIgIAEBcXh4ULFyI5ORnt2rXD77//jjZt2qBy5co5nlO+fHmMHTsW69atw5gxYzBv3jzcvHkTt2/fBgBYWFhgxYoVaNOmDTp37gxvb++PO7g8wqKb6DUunD+Pfg3dcv08hVyG6mUcUL2MA0Z1rA4ACI9Owrk74Th7Jxynbj7BjnsvsOVOFmRSCayUEpSzBZqXlKNPJSOUtGER/jbb72hgaWGGJk2aiB2FiAqRdu3aQakyQerdU1yz28DIinng3PmLYscgKlDUajVMVEr02Zl/8yGYqJTZ116/rwMHDsDR0REAYG5uDk9PT2zduhXlypXD3r17sWHDhleeI5FI0LlzZ6xcuRKtWrXCt99+ixUrVmRvBwBatGiBgQMHGtQwc4kgCILYIYgMSVRUFOzt7bH5uw74pGG5PN9+WoYGVx+8wNk74Thz+ylO3XyC2KR0AICJkQwlzHXwcZahm5cCLUrJIONkYdkqLE1HtRbdsWbNGrGjEFEh0717D/x18hLs+88XOwr9S/LNI4jdPw/x8fG8rIjoP9LT0xEcHAx3d3colcocj4WFhSE6Ov8miFSr1XBxccm3/RmKt70H/8aebqL/uHHjBgCg8t8TqOU1lbECPhVKwKdCCXyNWhAEAY+fx/89QVs4Tt58gtWB0fALzIJCJoWNEqhYTILWHnL0rqiAvVnRLMLvRWtx+0UmpnfuLHYUIiqEevToji1bNkMT8wQKW2ex49DfjBxKQxAEXL16FY0aNRI7DlGB4eLiUiSLYEPFopvoP27cuAGVsRE8nKzzZX8SiQSlnKxRyskafZtXAAAkpmTg4r3nOHv7KU7fDsfZ209x5HEGxh3KgJmxDO6WAhq4ytCjggJ1SkiLxNJZO4KyYGqihK+vr9hRiKgQatWqFUzMzJASdApW9XqJHYf+prAtAbmxCpcuXWLRTUQFFotuov+4fv06KrjbvXMSNX2yMDVGs2puaFbNDcDL5cruhEbj7J1wnPu7N3zhpXgsvKSBsVwKtYmA6g5StC8rxyflFTA3LnxF+PZ7Alq3bgeVSiV2FCIqhJRKJbp06oStB05A8OkJiUQidiQCIJHKYFSsFC5fvix2FCKiD8aim+g/bly/huruuZsIQt+kUgkquNuhgrsdhrWpAgCIik99uVzZnXCcuvkUB+49x+77GRi2JxMWSglKW79crqxPRTkqFCvYv+oh8TpcCc/E15y1nIj0qEePHli7di00USEwsncXOw79TWZfChcvXxU7BhHRByvYZ+JEeUyj0eD2nSAM9GkodpR3srMyQbs6pdGuTmkAL5cru/4o8l8TtD3Fz2eS8fOZTKgUUjiYCqhVQobOnnJ0KCuHUQFarmxHkAbGRgq0bt1a7ChEVIg1a9YMllbWSAk6yaLbgChsnRF29S9kZGQYxCzERES5xaKb6F/u37+PzEyN3iZR0yeFXIYaZR1Ro6wjRneqAQB4EpmIc0HhOHv75XJlW+9EYtOt/y9X5qUGfEsp0KeSAq5WhluE77gnoEWLFjA3Nxc7ChEVYkZGRujWtQvW7dwHoUE/DjE3EAq1M3Q6HR48eIAKFSqIHYeIKNdYdBP9y/Xr1wEAFd0LXtH9Os72FnC2t8he+iw1XYMrDyJw9nY4Tt9+itO3nuJUWDq+O54BU2MZnM108HF5uVxZ85Iyg5ig7XmSDmfDMuE3lWvnEpH+tW/fHitWrEBWwgsorBzEjkNA9mzyd+7cYdFNRAUSi26if7lx4wZcilnD2vzN6+wVZCZKBepXdEb9is4YD0AQBDwMj8sxQduqazFYee3v5cpUQJViErQuLUevigqoTfK/CN95NwsymQzt2rXL930TUdFTv359SCQSZITdZNFtIGQqCxiZW+POnTtiRyEi+iAsuon+5cb166jkbit2jHwjkUhQuoQNSpewQf8WFQEACSnpuBD0HGfv/N0TfucZDj7KwNiDGTAzlqKkJdDQVYZeFRWoVUL/HyG77unQuFEj2NjY6H1fRERWVlaoWLkKHj25CbNKzcWOQ3+T2zgjKChI7BhERB+ERTfRv9y9ewddvR3FjiEqS1MlWtRwR4saLycR0mp1uBMWjbO3X86UfuLGE8y/mID5FzUwVkhhrxJQ3VGKDmUV6FZeDlOjvOsNz9QKOP0kC9M+bZVn2yQiepdmTRrjvt96CILA67oNhNSmBK7fvC12DKICIywsDNHR0fm2P7VaDRcXl3zbX0HDopvobxqNBmFPwuHR0UvsKAZFJpOiors9KrrbY3jbqgCAyLiU/0/Qdusp9t2PwK576Rj8lwQWSgnK2gBN3eXoXVEOL/sP/5i5+lyLtEwdGjRokFeHQ0T0To0aNcLcuXN5XbcBUdg64/GJI8jKyoJcztNXorcJCwtDuXKeSE1Ny7d9mpioEBR0970L7wEDBsDf3x8zZ87EhAkTsu/ftWsXOnXqBEEQEBAQgMaNGyMuLg5WVlZ6Sp4/+KlF9LfQ0FBotVqUcrQSO4rBs7c2RYe6ZdChbhkAQKZGi8BHL14uV3brKU7efIIZp1Mx43QmVEYyOJnqULuEDJ08FWhXRvbey5WdDNXC1ESFqlWr6vNwiIhy4HXdhkdh6wyNJhOPHz9GmTJlxI5DZNCio6ORmpqGdRPaoZyL/i+bDAqLQZ9ZfyE6OjpXvd1KpRI///wzhg8fDmtraz0mFB+LbqK/PXz4EABQyslK3CAFkJFCBm9PJ3h7OmFs55oQBAFPohKzh6SfuvkUG29HYv3NLMj/Xq6svJ0EvqXk6FNJAWfL1xfhJ8N08PGpz14NIspXvK7b8CjUL0/kg4KCWHQTvadyLraoVtpwvzhs1qwZHj58iJkzZ2L27Nlix9ErnskS/e3Ro0dQyGVwtrMQO0qBJ5FI4GJvCRd7S/Ro/HK4fkpaJi7fj8DZOy+XKztz6ylOhGZg0rGXy5W5mAuo5yLDJ+UVaOImhQAJTj8R8HW/RuIeDBEVSbyu27DITK2hUJnh7t276NChg9hxiCgPyGQyzJgxA7169cLo0aNRokQJsSPpDYtuor89evQI7o42kMnEX5u6MDJVGaFhZRc0rPyyt0IQBNx/Gouzt8NxLigcJ288wfKrsVh+VQOFTAorpYCENIHXcxORKHhdt2GRSCRQWBVDaGio2FGIKA916tQJVapUweTJk7Fy5Uqx4+gNi26ivz18+AClHNnLnV8kEgnKOtuirLMtBrasBACIS0rHhbvPcPb2U2w5cRfxmYmoUaOGyEmJqCjidd0GyNQWISEhYqcgojz2888/o0mTJhg3bpzYUfSGXXpEf3v08AE8eD23qKzNlWhZsyR+HNAAtco5oXKlSlCpVGLHIqIi6J/rutOf3BQ7Cv1NZmGPxyHs6SYqbBo0aABfX19MmjRJ7Ch6w6KbCIBOp8Pj4BDOXG5ALt5/Ae9atcWOQURFWLMmjaEN59rQhkJmYYcnT8IgCILYUYgoj82aNQt//fUXzp49K3YUveDwciIAz549Q3p6Bko5Fe7lCgqKhJR03A2NwgRvb7GjEFERVrt2bcydOxfa1ATITCzFjlPkyS3sEZ+cjISEhAK/Zi9RfggKiykw+6lYsSJ69+6NBQsW5EEiw8OimwjIvkbM3YEnVYbg8r0IAIA3i24iEpGX18vVFzQxT1h0GwC5hR0AIDQ0lEU30Vuo1WqYmKjQZ9Zf+bZPExMV1Gr1R21j2rRp2LJlSx4lMiwsuokARES8LPKcbM1FTkIAcPHec1iYm6Fs2bJiRyGiIqx06dKQymTQxDyF0rmC2HGKPJmlPQAgLCwMlStXFjkNkeFycXFBUNBdREdH59s+1Wo1XFxc3rv96tWrX7nP1dUV6enp2T83atSo0FxOwqKbCMDz589hbCSHlZmx2FEIwNUHL1CtWnVIpZx2gojEY2RkBDf3koiKDhM7CgGQmVpBKldw2TCi9+Di4pKrIpj0i2e0RHjZ0+1gYw6JRCJ2FALwMCIBZdjLTUQGoGL58tDGPRU7BgGQSKQwtrRDWBi/BCGigoVFNxH+LrqtTcWOQQAEQcCjZ3EoVaqU2FGIiODlVQ662Cdix6C/Sczs2NNNRAUOi24iAM+fPYODNdeDNgRR8alISkmHh4eH2FGIiODl5YX0+CjoMlLFjkIAYGKF5xEvxE5BRJQrLLqJAEREPGNPt4F49DweANjTTUQGoVy5cgBezmBO4pOZWCAyKkrsGEREucKimwgvh5c72pqJHYMAPHoWB4BFNxEZBk9PTwAsug2FVGmO2JhYsWMQEeUKi24q8rRaLV5ERrOn20A8fBaHYvZ2MDPjlyBEJD5TU1MUL+HCottAyEwsEBcXU2iWESKiooFFNxV50dHR0Ol0cLBh0W0IHj2LZy83ERmUihW8kMWi2yBIVRbI0miQnJwsdhQiovfGopuKvIiICACAgzV7Vg3Bo4hEeJQuI3YMIqJsXl5eELhsmEGQqiwAvPzCnIiooJCLHYBIbPHx8QAAa3OluEEIwMvh5S0/YU83ERmOMmXKIC32OQSdFhKpTOw4RZrsX0W3u7u7yGmIDFdYWFi+fjmlVqvh4uKSb/sraFh0U5GXmJgIALAwMRI5CSWlZiAqLpnLhRGRQbG3twcEAbr0ZMhMLMWOU6RJVeYAgJiYGJGTEBmusLAwlPUsi/S09Hzbp1KlxL2799678B4wYADi4+Oxa9cuDBgwAP7+/gAAuVwOZ2dndO7cGVOnToWpqSlCQkLg7u4OmUyG0NBQFC9ePHs7z58/h7OzM7RaLYKDg+Hm5qaPw/toLLqpyEtKSgIAmKtYdIvt0bN4AJy5nIgMi1qtBgDo0hJZdIvsn6Kbw8uJ3iw6OhrpaekoMawEjJ2M9b6/jGcZeLrsKaKjoz+4t7tly5bw8/ODRqPBqVOnMGTIEKSkpGDJkiXZbZycnLBmzRpMnDgx+z5/f38UL14cYWFhH30c+sSim4q8xMRESKUSmCgVYkcp8h4953JhRGR4bG1tAQDatETwL4W4pAolZEZKFt1E78HYyRgqN5XYMd6LsbExHBwcAAC9evXC8ePHsWvXrhxFd//+/eHn55ej6F69ejX69++PadOm5Xvm3OBEalTkJSUlwdxECYlEInaUIi8qPg0ymSz7BJeIyBD8v6c7SeQkBABylVn2fCxEVDipVCpoNJoc97Vv3x5xcXE4ffo0AOD06dOIjY1Fu3btxIiYKyy6qch7WXTrf+gNvVtSWibMzUz5BQgRGRQbGxsAgDY1UeQkBABSuRHS0tLEjkFEenLx4kVs2LABTZs2zXG/QqFAnz59sGrVKgDAqlWr0KdPHygUhj8GicPLqchLTEyEBYtug5CYmgFzcy7dRkSGRS6Xw9zCEro0Ft2GQCI3Rnp6/k0QRUT6t2fPHpiZmSErKwsajQYdOnTAggULXmk3ePBg1KlTBzNmzMDWrVtx7tw5ZGVliZA4d1h0U5GXlJQEc5Xhf0NWFCSlZsLC3ELsGEREr7CxVSOORbdhYE83UaHTuHFjLFmyBAqFAk5OTm/sva5QoQI8PT3Rs2dPlCtXDhUqVEBgYGD+hv0AHF5ORV5iYiKLbgORlJYJcwtzsWMQEb1CbWsLLYtuwyBj0U1U2JiamsLDwwOurq7vHC4+aNAgBAQEYNCgQfmU7uOxp5uKvKTERFiYsOg2BIkpGTA3txc7BhHRK4rZ2+HOfc6YbRDY0030XjKeZRSq/fxj6NCh6NatG6ysrPJ1vx+DRTcVeampKbAzZtFtCJLSNLCw5xq4RGR47OzUkNwMFjsGARBkCqSmsugmehO1Wg2lSomny57m2z6VKmX2Sg/vQ6fTQS7/sFJULpfnal+GgEU3FXlarRYyKWfLNgSJaRo4mnN4OREZHltbWwjpXDLMEEjkRkhJSxU7BpHBcnFxwb279/J1PXu1Wg0XF5f3bh8ZGQkPDw8AL9fafhs3NzcIgvDGx6tUqfLWxw0Bi24q8nQ6LWQyTm9gCJLSNDBn0U1EBsjW1pZLhhkIidwIaWnJYscgMmguLi65KoLzS1xcHM6ePYuAgACMGDFC7Dj5hkU3FXlarRZSrgttEJJSM2BhwdnLicjwGBkZQdBpxY5BeLlkWGpqpNgxiOgDDBo0CJcuXcK4cePQoUMHsePkGxbdVOTpdDoOLzcQL9fpZk83ERkenU4H8AtagyCRK5CezHW6iQqinTt3ih1BFBxTS0WeVquFlEW36ARBQBKLbiIyUDqdDhIJT5sMgQT8m01EBQv/elCRx55uw5Cl1SErSwsTExOxoxARvYI93YZDEHSQSnkKS0QFBz+xqMjjNd2GQf73ZHYajUbkJEREr2JPtwERBBbdRFSg8BOLijydTsfZyw2ARCKB0liBtDSuvUpEhkcQBPZ0GwwW3URUsPATi4o89nQbDpWxAunpnByHiAwPe7oNCIeXE1EBw08sKvJ0Oh0nUjMQSiM5i24iMki8pttwCIIAqVQmdgwiovfGJcOoyDMyMoImi2uvGgKVEYeXE5Fhell0s6/CIAicAJXoXcLCwhAdHZ1v+1Or1XBxccn18yIiIvA/9u47LIrrbeP4d5elV2mCSLH3GrvG3lts0cQWe+/G2BI19q4xdmNvMcbejb2LvYKVJoKCiEhf2H3/8BfeGDU2YBZ4Pte1V8LuzJx7F4F55pw5Z9KkSezZs4fg4GCcnZ0pWbIkgwYNolatWnh5eREQEMDZs2epUKFCyn6DBg3i6tWrHDt2DIBx48bx888/A6BWq8mRIwf16tVjypQpODk5pcp7/BxSdIssz8zMjPhEKboNgfR0CyEM1avh5VLoGQS9HrWR9HQL8S6BgYEULFSQuNj068gwtzDH18f3owpvf39/KleujJ2dHdOnT6d48eJotVoOHDhA37598fX1BV6dqw8fPpzjx4//5/GKFCnCoUOHSE5O5sqVK3Tt2pXg4GD27dv3We8tNUjRLbI8MzNz4hKilY4hADMTI+npFkIYJBlebkBk9nIh/lN4eDhxsXF0nvMNrnmd07y9kPtPWTn4d8LDwz+q6O7Tpw8qlQpvb28sLS1Tni9SpAhdunRJ+bpnz54sWrSIvXv30rBhw3ceT6PR4OLiAoCbmxsDBgxgzJgxxMXFYW5u/gnvLPVI0S2yPHNzc+K1L5SOIQBz6ekWQhgoGV5uOPR6HSoZXi7Ee7nmdcajaE6lY7xVREQE+/fvZ9KkSa8V3H+zs7NL+X8vLy969erFyJEjqV+//gdfdDM3N0en05GUlJRasT+Z/PUQWZ6ZuQXxicr/MIpXPd1SdAshDFF8fDwqI+mrMAT6JC1mpqZKxxBCfIb79++j1+spWLDgB23/448/4ufnx/r16z9oe19fXxYtWkS5cuWwtrb+nKipQopukeWZmZkRlyD3dBsCM2O1DC8XQhikJ0+egLmt0jEEoE+Mxc7WRukYQojPoNfrAT54rgwnJye+//57xowZQ2Ji4lu3uXHjBlZWVpibm1O4cGHc3d0/uEhPa1J0iyzv1fByKboNgbmJhngpuoUQBuhxSCiY2ykdQwCqpHisrKyUjiGE+Az58uVDpVLh4+PzwfsMGTKEuLg4Fi5c+NbXCxQowNWrV7l9+zZxcXEcOXKEvHnzplbkzyJFt8jyzMzMpOg2EK9mL5eiWwhheB6HhGBkaad0DAGgjTeI4aJCiE9nb29PvXr1WLBgATExMW+8HhkZ+cZzVlZW/PTTT0yaNImoqKg3XjcxMSFv3rzkypULUwO7BUWKbpHlvVoyTO7pNgR2VqZERDxTOoYQQrzh6ZMnGFllUzqGAPRSdAuRKSxcuJDk5GTKlSvHli1buHfvHj4+PsybN4+KFSu+dZ8ePXpga2vLxo0b0znt55EZQUSWZ25uTpwU3QYhh4M1j088VDqGEEK8JiEhgZdRL3CwkKLbEOgSYqXoFuIDhNx/atDt5MqVi8uXLzNp0iSGDh1KSEgITk5OfPHFFyxatOit+xgbGzNhwgTatm37OZHTnRTdIsuztLQkOu7tEzKI9OXmaEXE80iDWE9RCCH+9uTJEwAZXm4gkhPj5J5uIf6Do6Mj5hbmrBz8e7q1aW5hjqOj40fv5+rqyvz585k/f/5bX/f393/juW+//ZZvv/32tefGjRvHuHHjPrr99CJFt8jyHBwcePYiFr1e/8EzKIq0kcPhVc9FSEgIuXPnVjiNEEK88v9Ft/R0K02v15OUECc93UL8Bw8PD3x9fAkPD0+3Nh0dHfHw8Ei39jIaKbpFlufg4ECiNomYeC1W5iZKx8nS3Bxe9VwEBwdL0S2EMBihoaGAFN2GQK+NB71eim4h3sPDw0OKYAMiE6mJLM/BwQGAZ1Eya7bS3BxfnUQFBwcrnEQIIf5faGgoKpUatYWsDa00XeKrv9VSdAshMhIpukWW9/f9J+EvpOhWmrWFCVYWpgQFBSkdRQghUjx58gRjK1tUaiOlo2R5+oRYQIpuIUTGIkW3yPKkp9twqFQqcrtmw8/PT+koQgiRIjQ0FI0MLTcIybGRAGTPnl3ZIEII8RGk6BZZnhTdhiW3iw0PHzxQOoYQQqQIDQ0Fc1ulYwggOfo5AC4uLgonEUKIDydFt8jyLC0tMTU1ITwqVukoAsjtYsvDh/eVjiGEECmu37yNUbYcSscQvOrpNjExxdZWLoIIITIOKboNlJeXFyqVSh5veXh5eaXqZ61SqXCwzyY93QYit6sd/gFBJCcnKx1FCCFISEjgwf27GDvlUjqKAJJjnuPonF2W+BRCZCiyZJiBCggIQK/XKx3DIKXFH1oHBwcpug1Eblc7tFotwcHBstSFEEJxPj4+6JKTMXHyVDqK4NXwchcXuZ9bCJGxSE+3EICjozNhMnu5QcjtagfAvXv3lA0ihBDA9evXATB2lKLbEOhjI3FzdVU6hhBCfBTp6RYCcM2Rg6AbD5WOIYC8ObJhaW7K5cuXqVWrltJxhBBZ3PXr1zFzyIHa1ELpKAIgLhJX11JKpxDC4AUGBhIeHp5u7Tk6On7wCMX3jVr97rvvWLVqFQBHjx5l1qxZnD9/npcvX+Lm5kaZMmXo27cvHh4e5Mr137f+jB07lnHjxn1QrrQkRbcQgLu7O2ePRSsdQwBGRmpK583OhQveSkcRQgiuXruG2l5udTEUuthIWS5MiPcIDAykUIECxMbHp1ubFmZm+Ny580GFd0hISMr/b9q0iTFjxnDnzp2U58zNzQFYuHAh/fr1o0OHDmzatIlcuXIREhLChQsXGDx4MN7e3q8da+bMmezfv59Dhw6lPGdlZZUab++zSdGdgXTq1InVq1czZcoURowYkfL89u3bad68eco94MeOHaNGjRo8f/4cOzu7tx5r6dKlbNiwgcuXL/Py5cu3bvv8+XMGDBjAzp07AWjatCm//vrrO48JEB0dzYgRI9i+fTvPnj3Dy8uLAQMG0Lt375RthgwZwqpVq7CysmL69Ol88803Ka/98ccfrF27ll27dn3kp/N5cubMyaOnL9Dp9KjVMjmL0srkz8427/NKxxBCCK5dv4Fx3hpKxxCAXq8j8eVzWS5MiPcIDw8nNj6eaa6u5DExTfP2HiQmMDwkhPDw8A8quv/5M2xra4tKpXrj5zowMJBBgwYxaNAgZs+enfJ8rly5qFSpEgMGDHhjPysrKzQajUH+jpCiO4MxMzNj2rRp9OzZk2zZsn3ycWJjY6lfvz7169dn5MiRb92mbdu2PHr0iP379wPQo0cPOnTo8J8F8eDBgzl69Cjr1q3Dy8uLgwcP0qdPH3LkyMFXX33Frl272LBhAwcPHuTevXt07tyZOnXq4ODgQGRkJKNHj+bw4cOf/L4+lbu7O9qkZMJexJI9m2W6ty9eVza/K3O2XCA8PBxHR0el4wghsqinT58S/vQJjhW9lI4iAF18NLrkJOnpFuID5TExpbCZmdIxPsmWLVvQarX88MMPb309o61gIBOpZTC1a9fGxcWFKVOmfNZxBg0axIgRI6hQocJbX/fx8WH//v389ttvVKxYkYoVK7Js2TJ279792vCPfzt79izfffcd1atXx8vLix49elCiRAkuXryYctzq1atTpkwZvv32W2xsbHj48NW91D/88AN9+vRJ8xmrExISuH//PkeOHGH9+vU8e/YMd3d3AIKeRqVp2+LDlC3wapKcv//dCCGEEm7cuAGAiZOXskEEAEkvngLg6SmT2gmR2d29excbG5vXeq23bNmClZVVyuPv39EZgfR0ZzBGRkZMnjyZtm3bMmDAAHLmzJkm7Zw9exZbW1vKly+f8lyFChWwtbXlzJkzFChQ4K37ValShZ07d9KlSxdy5MjBsWPHuHv3Lr/88gsAJUqUYOnSpTx//pyHDx8SFxdH3rx5OXXqFJcvX2bRokWflVuv1xMREUFgYCCBgYEEBAS88f+hoaEp26tUKnbt2pXyPgOfRlGmgMyKqrQ8OeywszbnwoUL1K9fX+k4Qogs6vr16xgZm6DJJn8XDEFS5Ku/37lz51Y4iRAiPfy7N7tevXpcvXqV4OBgqlevTnJyskLJPp4U3RlQ8+bNKVmyJGPHjmX58uVp0kZoaCjOzs5vPO/s7Pxa0fpv8+bNo3v37uTMmRONRoNarea3336jSpUqwKsflvbt21O2bFnMzc1ZvXo1lpaW9O7dm1WrVrFo0SJ+/fVXHB0dWbp0KUWKFHlnW/Hx8SxYsIC7d+++VlzHxMSkbGNqaoqHhwceHh4UKVKEhg0bpnzt6elJzpw5MTMzQ6/XY2lpgf+TF5/xqYnUolKpKJPPhYsXLigdRQiRhd24cQNTZy9UaiOlowggKTIEaxtb7O3tlY4ihEhj+fLl48WLF4SGhqb0dltZWZE3b140moxXwma8xAKAadOmUbNmTYYOHZpmbbztXgm9Xv+f91DMmzePc+fOsXPnTjw9PTlx4gR9+vTB1dWV2rVrAzBu3LjXpu4fN24ctWvXxtjYmIkTJ3Ljxg12795Nx44duXTp0jvbCgkJYfHixdjY2ODh4UHdunVfK6g9PDxwcnJCrX7/XRQqlQovTw8pug1I2fwurDomM5gLIZRz+eo1VDJzucFIeh5C7lzSyy1EVtCqVStGjBjBtGnTmDNnjtJxPpsU3RlU1apVqVevHqNGjaJTp06pfnwXFxeePHnyxvNhYWHvnMAkLi6OUaNGsW3bNho1agRA8eLFuXr1KjNnzkwpuv/J19eX9evXc+XKFVasWEHVqlVxcnKidevWdOnShaioKGxsbN7aXq5cubh3795nvMvXeXnlxi/0bqodT3yeMvldmPL7WYKDg3Fzc1M6jhAii4mNjeXWzRtYV+uidBTxP7qoJxQom1/pGEKIdODh4cGsWbMYOHAgERERdOrUiVy5chEREcG6deuAV7fdZhRSdGdgU6dOpWTJkuTPn/p/gCpWrMiLFy/w9vamXLlyAJw/f54XL15QqVKlt+6j1WrRarVv9CwbGRmh0+ne2F6v19OjRw9mzZqFlZUVycnJaLXalGMBb90vrXjlysVx33f3rIv09c/J1KToFkKktzNnzpCk1WLmUUzpKOJ/dC9CyZ1b5vkQ4kM9SEzI0O3079+fQoUKMXv2bFq1akVUVBQODg5UrFiR/fv3U6xYxvn9LEV3BlasWDHatWvHr7/++tH7hoaGEhoayv3794FX961ZW1vj4eGBvb09hQoVon79+nTv3p0lS5YAr5YMa9y48WuTqBUsWJApU6bQvHlzbGxsqFatGsOGDcPc3BxPT0+OHz/OmjVrXltf72/Lli3D2dmZpk2bAlC5cmXGjRvHuXPn2LdvH4ULF/7PNcFTW+7cuVkR/FzW6jYQOZ2syW5vzYULF/jqq6+UjiOEyGKOHTuGiaUtxo4yU7Yh0CdrSYgMI0+ePEpHEcLgOTo6YmFmxvCQkHRr08LM7JOWee3UqdN/jtqtXbv2W0fLvs2/b2E1JFJ0Z3ATJkzgjz/++Oj9Fi9ezM8//5zyddWqVQFYuXJlyj/89evXM2DAAOrWrQtA06ZNmT9//mvHuXPnDi9e/P990L///jsjR46kXbt2RERE4OnpyaRJk+jVq9dr+z158oTJkydz5syZlOfKlSvH0KFDadSoEc7Ozqxevfqj39fnKFSoEHEJiQQ+fYGXi126ti3e9Goytex4nz+vdBQhRBZ06PARNDmLZri1YDOrpBdP0et1MnO5EB/Aw8MDnzt3CA8PT7c2HR0d03zZ34xMpdfr9UqHEG9SqVTIt+bt0uqzCQgIwMvLiz0Tv6ZhebmSbgimbzrHuPXnePYsAnNzc6XjCCGyiOjoaOyyZcO2RnesSzdSOo4A4h5e4unmsfj5+eHl5aV0HCEMQnx8PH5+fuTKlQszMzOl42RJH/o9eP+0zkJkEe7u7lhYmOMTmH5XBcV/a1whL3Fx8Rw9elTpKEKILOTEiRMkJyWhtsqmdBTxP0mRIRhpNLi7uysdRQghPpoMLxfif9RqNYUKFsQn8JnSUcT/FPJwIJerPXv27KFhw4ZKxxFCZBGbNm0CIHzbZCJNzFBlc8Mib3msSjZAI4W4IrQRwXh65spQsxULIcTfpOgW4h8KFS7C7SvHlY4h/kelUtG4fC527NrJ/Pnz5d5KIUS6uHLlCtUr1qF6xTpcvHaOs5dP8uz0BqLObMTIzBIj5zxYFqqGZZHqqDUmSsfNEpLDAyhdtoTSMYQQ4pNI0S3EPxQqVIjdO7ag1+ulwDMQjcrl4dftl7h582aGWhpCCJExPX78mBs3bjBuSAfqVG1EnaqN0Ov1BD725+K1s3hfOcPF6+eICLhG5MEFqC1sMclZFKvitTH1LPnGspni8+n1erRh/hQv3krpKEII8Umk6BbiHwoXLkzkyzhCI2JwdbBSOo4AqpXwwNLclN27d0vRLYRIcwcPHkSlUlG2ZKWU51QqFZ5uufB0y0XLhm1JSk7C995NvK+dwfvKGW7dPUWs7wk0GhOwdsI8d2msSjXExEHuP04NydHP0MZGUbx4caWjCCHEJ5GiW4h/KFSoEAA+geFSdBsIMxMNdUp7snvXTkaOHKl0HCFEJrd3714K5i2Cnc27793WGGkoWrAkRQuWpEubPsTExXD15gUuXDvLucunCLq0i5eXdqExNUdt745FvopYlqiHxsImHd9J5qENCwCQC69CiAxLim4D5enpKcOb38HT0zPNjp0nTx6MjY25HfCMmqW80qwd8XEal89Dj7kHCA8Px9HRUek4QohMKjY2lj179tC+efeP2s/S3JLKZatTuWx1AMIinnLx2lkuXD3DuSuniTyxmhcn12Bkbo0mez4si1THotCXqNVyGvYhEsP8sLC0lKXChBAZlvy2N1D+/v5KR8iSNBoNBfLn5VaALBtmSBqWy4NOp2P//v20b99e6ThCiExq7969xMbGUrNyvc86jpO9Mw1qfEWDGl+h1+vxC7zPhWtn8b56mss3L/DM7xKR+35BZZENE4+iWJeoj5l7kVR6F5mP9qk/RYsWk/vlhfgIgYGBhIen3/mso6MjHh4e6dZeRiNFtxD/UvqLslzyPqx0DPEPrg5WlCngxu7du6ToFkKkmc2bN5M/dyHcc6TeiCqVSkVuz3zk9sxHm6Yd0WoTuXX3Ot5Xz+B95TS+t48Re+soGmNTsM2ORe4yWJVqiLGdS6plyOj0EYGUrFJb6RhCZBiBgYEUKliQ2Li4dGvTwtwcH1/fDy68O3XqxOrVq1O+tre3p2zZskyfPv2N+Rt69OjB8uXLWb9+Pd98802q5k4vUnQL8S9lypTh940bSNQmY2Is64EaikblvJi7Yx9arRZjY2Ol4wghMpnY2Fh279790UPLP5axsQkli5ShZJEy9Gg3gJfRUVy5eYEL185w9vJJQry3EuW9FY2pBWpHTywLVMaqWF3UZhZpmstQ6ZO1xIcFyiRqQnyE8PBwYuPiWNe5E4Vc0/4Cnk9IKO1XriI8PPyjervr16/PypUrAQgNDeXHH3+kcePGBAYGpmwTGxvLpk2bGDZsGMuXL5eiW4jMomzZsiRqk7j+8CllCrgqHUf8T+Pyefl57WlOnTpFjRo1lI4jhMhkUmto+ceytrKhaoVaVK1QC4DQp4//NxT9DBeunuH5kd94cWwFajNrjF0LYFmsFub5KmaZodbaiGB0yUlSdAvxCQq5ulDagId8m5qa4uLy6qKAi4sLw4cPp2rVqoSFheHk5AS8GoFUuHBhRo4ciaurK/7+/hlyfgcpuoX4lxIlSqDRaLh4N1SKbgNSOp8Lni7ZWL9unRTdQohUlxZDyz+Fi3MOmtRpSZM6LdHpdNz3v/OqCL9ymmu3LxH+wBsjjTFYZsPMsyTWJRtg6ppP0cxpKfGpHwBFixZVOIkQIi1FR0ezfv168ubNi4ODQ8rzy5cvp3379tja2tKwYUNWrlzJzz//rGDSTyNFtxD/Ym5uTtEihblwN4RelFI6jvgftVpFl7pFmL7pd+bMnYu1tbXSkYQQmUR6DS3/WGq1mvy5C5E/dyHaNe9CQmICN3yucOHaGc5fOc39638Rc/0gGhMzVLaumOcth3XJBmhsMs8qDwnBvuTOk49s2d69hJsQImPavXs3VlavluiNiYnB1dWV3bt3p4zkuXfvHufOnWPr1q0AtG/fngEDBjB27NgMN9onY6UVIp2ULVeei/eeKh1D/EvnesWJi4tj06ZNSkcRQmQiSg0t/1imJqaUKVGB3h2HsGrOFnavOcn472fRsFpj7HSxRJ3dRPCizgT/8g2hG0YQdXkvusR4pWN/luTQO3xZpZLSMYQQaaBGjRpcvXqVq1evcv78eerWrUuDBg0ICAgAXvVy16tXL2W52IYNGxITE8OhQ4eUjP1JpKdbiLcoW7YsK1YsJzZei4WZTNplKNydbahfNg+/LVtKt27dlI4jhMgkVq1aRaF8RRUfWv6x7GyyUatKfWpVqY9eryc4NIgL/1sf/MK1szz/6yYvDi9BbW6DsVthrIrXxizXFxmmh0iXGE/8Ez8qVvxe6ShCiDRgaWlJ3rx5U77+4osvsLW1ZdmyZfz888+sWbOG0NBQNJr/L1mTk5NZvnw5devWVSLyJ5OiW4i3KFu2LMnJOq7cf0LlojmVjiP+oVv9YrT4eRs3btygWLFiSscRQmRwwcHB7Nu3j6E9f1I6ymdRqVTkdPUgp6sHzeu3ITk5mTsPbnHh2jm8r57ihs85wu6eRqMxBitHzHKVwrpUQ0ycvJSO/k6JoXfR65KpVEl6uoXIClQqFWq1mri4OPbu3cvLly+5cuUKRkb/v5qQr68v7dq149mzZ6/d+23opOgW4i2KFCmCmZkpF++GSNFtYBpXyItzNit+++03fvnlF6XjCCEyuFWrVmFqYkqdLxsqHSVVGRkZUTh/cQrnL853X/cgLj6Wa7cvceHqWc5dOYX/lb1EX9mLxsQcdTY3zPNXwKpkfTQWdkpHT5EQ7IuFlRWFCxdWOooQIg0kJCQQGhoKwPPnz5k/fz7R0dE0adKEuXPn0qhRI0qUKPHaPkWKFGHQoEGsW7eOgQMHKhH7k0jRLcRbGBsbU7JECbzvhCgdRfyLscaITnWKsGzNaqZNm4aZmZnSkYQQGZROp2P58uXUqFQPSwsrpeOkKXMzCyqU/pIKpb+kPz/w7HkYF6+f5+K1s5y7fJKIk+uIOrUeIzMrNNnzYFGoGpaFq6HWmCiWOTHElwrly7/WyyWE+HA+IaEG3c7+/ftxdX21UpC1tTUFCxZk8+bNFCpUiD179rBhw4Y39lGpVLRo0YLly5dnqKJbpdfr9UqHEMIQff/992xetwL/tT1QqVRKxxH/cPdRBAU6L2XDhg18++23SscRQmRQf/31F3Xr1mXx1HUUK5h1V6vQ6/UEBvvhffUs3ldPc/nGeeIT4jEyMkJlboeJexGsitfDzLN4uv091Ov1hC5sz/DBAxg/fny6tClERhMfH4+fnx+5cuV6rRMiMDCQQgULEhsXl25ZLMzN8fH1xcOA1wVPC+/6Hvyb9HQL8Q7Vq1dn1qxZ+IW+ILerndJxxD/kz2lP1eKe/LZsqRTdQohPtmDBQvLmKkDRAiWVjqIolUqFZ87ceObMzdeN25GUpOX2vRtcvHaOc1dO4eN7ilifE2iMTcDaGfPcX2BVqiEm9m5plikpMoTE6BdUrFgxzdoQIrPy8PDAx9eX8PDwdGvT0dExyxXcH0OKbiHeoUqVKqjVao5dC5Ci2wB1b1CMDtN28+DBA/LkyaN0HCFEBhMUFMSuXTsZ2vMnGc30LxqNMcULlaZ4odJ0+aYPMbHRXLl5gQvXXt0P/ujiDl5e3IHG1AK1vTsWBSphXaIearPUG6KfEOwLQIUKFVLtmEJkJR4eHlIEGxApuoV4Bzs7O0qVLMGxa4F0qV/i/TuIdNXyywL0W3CYFStWMGnSJKXjCCEymKVLl2JuZkHdqo2UjmLwLC2sqFKuBlXK1QDgaXgoF66d5eK1s5y/cprIYyt5cXw1RuZWaFzyY1WkBuYFK6NWf/ppZkKwD3nzFSBbtmyp9TaEEEIxUnQL8R+q16jJH+uWo9frpSfEwJibGtO+ZiFWLP+NMWPGYGpqqnQkIUQGERsby6JFi6lfvSkW5pZKx8lwnB1daFSrOY1qNUev1/Mw4B4Xrp3B++oZrty8QPjDixjtnYPKMhumHsWxKlkPM7ePm4E8OfgmNZs3SKN3IIQQ6UuKbiH+g9zXbdj6ffUFC3ddYd26dXTt2lXpOEKIDOK3334jMvI5337VSekoGZ5KpSKPV37yeOXnm686kahN5KbvVS5eP8u5y6e4e+sIMTcPozE2RWXrgnmeMliXaojGNvs7j5n0Mpy4sCBq1aqVju9ECCHSjsxeLsR/iIyMxMHBgWWD68kQcwPV8udtXA/R4nvnriwrI4R4r8TERPLkyUuRvCUZM2iq0nEyvajoF1y+4f3qfvDLpwh9GgyAxswSIwdPLApVwapYbdQmFin7RN88wrM9s3n69ClOTk5KRRfC4H3ozNki7Xzo90CKbiHeo8wXpSlsn8ia4U2UjiLe4uKdEMr2W83vv/9OmzZtlI4jhDBwq1atonPnzqydt4PcHnmVjpPlhDwJ5sL1s1y4cgbva2eIjnmJWq1GbW6DsWtBLIvVJPbuObxUYdy6cV3puEIYNCm6lSdLhgmRSuS+bsNWpoArdb7IzZTJk2jdurV8j4QQ75ScnMyUKVOoUq6GFNwKcc3uRtM6rWhapxU6nY57fr6v7ge/coZrty8Sfv8cRmojKnbupHRUIYRINWqlAwhh6KpXr07Qk0gehkQqHUW8w6hvy3Pt+g327t2rdBQhhAHbvn07d+/epUPL7kpHEYBaraZAnsK0b9GNeRNWcHDDeX7oPZZkXTJ16tRROp4QQqQa6ekW4j2qVq2KRqPhwEU/+jSVpUsMzQXfxwxYcAhU0Ld/Xxo2bCi93UKIN+j1eiZPnkLpYuUoWkDm6DBEpqZmJCQmYGpqSpMmckuXEJ8jMDCQ8PDwdGvP0dFR1gX/D1J0C/EeNjY2VP2yCrvPP6BP09JKxxH/c/b2I7rN3s/twHDUZmrsqtgRcDKA/fv306CBLDMjhHjdoUOHuHz5ErPHLlU6ivgP56+c4ssvv8TCwuL9Gwsh3iowMJCCBQsRFxebbm2am1vg6+vzQYV3kyZNiIuL49ChQ2+8dvbsWSpVqoS1tTUvX7585zGOHTtGtWrVPitzepKiW4gP0LhJU0aO+IGYuEQszU2UjpOlnbgeSI+5+7nzKAIjczXZW2bHvpY9ajM1SaFJ/DjmR+rXry+93UKIFHq9nrFjx1IwbxHKlaykdBzxDgkJ8Vy9dZGJkyYqHUWIDC08PJy4uFi+qzkSF7u0730OjQxk9ZEphIeHf1DR3bVrV1q0aEFAQACenp6vvbZixQpKlizJ4cOHSUxMfO21xMREGjVqhJmZGeXLl0/V95DWpOgW4gM0btyYIUOGcPhKAE0r5VM6TpZ0+Io/vX85wL3HzzGyMMKltQvZamTDyOz/lwlzbO7I5emX2bNnD40bN1YwrRDCkOzcuZOzZ88yZ9wyuSBnwK7evkR8Qjz169dXOooQmYKLnQfuTvmVjvGGxo0b4+zszKpVqxg7dmzK87GxsWzatInJkydjb2//xn7du3cnLCyMixcvZrjZ2mUiNSE+QL58+ciXNw97vB8oHSXLOXDxIXk6Lqb2D7/zMCoKl29cKDC7AI4NHF8ruAEsC1liXdCa0T+NRqfTKZRYCGFIkpOTGTlyFGVKVJBebgPnfeU0OXLkoHDhwkpHEUKkIY1GQ8eOHVm1ahX/XL168+bNJCYm0q5duzf2WbhwIWvWrGHr1q3kzJkzPeOmCim6hfhAjZs0Zfd5P2Rp+/Sx6+w9vNovov7IPwiMica1nSsFZhXAsZ4jatO3/+pSqVQ4tnDk+tXrrFmzJp0TCyEM0S+//IKPz216dRisdBTxHuevnpbbg4TIIrp06YK/vz/Hjh1LeW7FihW0aNGCbNlen7j4xIkTDBo0iAULFlCpUsa8eCpFtxAfqHHjxjwOf8HVB0+UjpKpbT11B4+2C2k6ZgvBCTG4dnQl/8z8ONRxQG3y/l9ZlvktsStvx7Dhw4iKikqHxEIIQxUTE8P4n8cDMH/lDHzv31I4kXiXwGB//ALv06hRI6WjCCHSQcGCBalUqRIrVqwA4MGDB5w8eZIuXbq8tl1gYCCtWrWiR48edOvWTYmoqUKKbiE+UJUqVbCxtmb3ORlinhb+OO6D27cLaPnzNkKT4sjRKcerYrvmhxXb/+Tc2pnnL54zadKkNEorhMgIZs6cSXRMDNWKNOP23Rt0/b4142YNI+RJsNLRxL8cPXMASwtLWX1CiCyka9eubNmyhaioKFauXImnpye1atVKeT0uLo7mzZtTpEgR5s6dq1zQVCBFtxAfyMTEhHr167Hb+6HSUTKV9Ydu4drmV9pM3EGYPh63Lm7kn5Ef++r2qDWf9ivKxMEEh4YOzJ4zm3v37qVyYiFERhAcHMy0adOpUbQFX1fpz9SO2ymbrzZHzxykTZ+GzF85g6iXkUrHFP9z9OxBmjRtgrm5udJRhBDppHXr1hgZGbFhwwZWr15N586dX7u9pFu3bkRERLB582Y0mow9/7cU3UJ8hMaNm+DtE8yT5zFKR8nwVu6/TvbW82g/bRcRRlrcuruRf3p+slXNhkrz+ffzOTZwRGOrYfAQuY9TiKzox9E/olGZULfUqwl5TDQmfFdzJOPb/k6e7EXZtGsNrXrUZeP2VSRqE99zNJGWAoP9uffQl6+//lrpKEKIdGRlZUWbNm0YNWoUjx8/plOnTimvzZgxg82bN7N48WKSkpIIDQ197REXF6dc8E+QsS8ZCJHOGjZsiJGREdtO3aVXk1JKx8mQlu65yuiVxwl/EYdJdhNy9siJbXlbVEapO3GO2kSNU2sn9izcw4EDB6hXr16qHl8IYbjOnz/P6jWr+bpyfyxMrV57zcYiGwOazCL42UNWHp7IglUz+WP3Wnp3GEztLxuiVkt/RHqToeVCpI3QyECDb6dr164sX76cunXrvrbG98KFC9Fqte9cQnDlypWvFemGTqWXqZiF+Cj16tYl4eldjs38VukoGcqCHZcYs+YkEVHxmLqa4tzMGZuyNqjUaTdLrV6vJ3BaIC56F27duIWxsXGatSWEMAyJiYmUKlWamGdJDGn6K0Zqo//c/mbAeTaenMWLmGfky1WQ/l1+4Iti5dMprQDoNKQlX5QrycaNG5WOIkSGEh8fj5+fH7ly5Xpt3erAwEAKFixEXFxsumUxN7fA19fntcI5K3jX9+DfpKdbiI/0zbff0rVrVx6HvySHo7XScQyaTqdj3raL/Lz+NJEvEzBzM8W9gzs2X6Rtsf03lUqFc1tn7o+7z4IFCxg0aFCatymEUNb06dPx9fXlh+YL31twAxT1LM8kzz84fnMbuy+uZMBPXahQ+kv6dvqe3B550yFx1vb30PKpM2TiSyFSi4eHB76+PoSHh6dbm46Ojlmu4P4Y0tMtxEeKjIzE2dmJGd2qMbBFWaXjGCSdTsfMzd5M+v0sUdEJmLmb4dzMGetS1ulSbP/b49WPSbyUiO9tX9zc3NK9fSFE+vD19aVE8RJUK9KSr8p//NIyOp2ObeeWcMpnJ0nJWhrVak63tv1xsndOg7QCYPXmJazftpyw8DCZRE2Ij/Shvawi7Xzo90BuXBLiI9nZ2dGgfgN+P35H6SgGR6fTMWn9GexazGX4b8fQOqjxGORBnvF50q13+22yt8qO1khL125dkeuMQmROOp2O7t26k83KmQZfdPikY6jValpW6s2UDlso7lWZfUd38nXPeixdP4+YOJlAMy3IrOVCiKxAim4hPsE3337LuduP8A+NVDqKQdDpdIxbcxKb5nP4cdUJkpyN8BziSe5xubEpafPa8g9KMLI0wqWTCwf2H2DFihWKZhFCpI1ly5Zx6vQp2lQehInG9LOOZWZiQfe6PzO2zRrcsuVh7Z/LaNW9Dlv3biQpSZtKiYXMWi6EyCpkeLkQnyA6OhpnZyfGtavAD20qKB1HMTqdjh9XnWDu9kvExWmxyGOBc3NnLItYKl5ov03wimASLydy6+YtPD09lY4jhEgljx8/pmCBQhTLWZm21b5P9eP7P/Fh9ZHJhEU9xs3Fnb6dvqdq+VoG+XsuI5Gh5UJ8HhlerjwZXi5EGrKysqJx48ZZdoh5UpKOH5YewfKr2UzZeA6VuzFew73I9WMurIpaGeyJqMs3LiSbJdO5S2cZZi5EJtK3b1/Ueg3NKvRMk+N7ZS/E2G/X0rn2T0S9eMmoqQPpOaIdN32vpkl7WYUMLRdCZBVSdAvxib755luu3AvhTtAzpaOkm8TEJAYvOoRVs9nM2OyNUS5Tco3IRe5RubEqZLjF9t+MLF4NMz965CiLFy9WOo4QIhX8+eefbN++nZYV+2FhmrYrSnyRpzpTOm6habmu3Pe7S88R7Rg1dSBBjwPStN3MSIaWCyGyEhleLsQniouLI7uzM0NblGRshypKx0lTiYlJDF1yhKUHrpGYkIxVESucmjlhmc9S6Wif5PHqx8Sdj+PmjZvkzp1b6ThCiE/06NEjihcrjqd9UbrWHpuuF/6SkrX8cfpXLtw7SLIumRYNvqVT615ks7VPtwwZmQwtF+LzyfBy5cnwciHSmLm5OS1btWLNodvodJnz2lV8YhK95u7Hqvkc5u+8jGl+C3L/lBuvYV4ZtuAGyN4mO1jBd52+Q6fTKR1HCPEJkpOTade2HSRr+PbLIek+0kZjZEzbqkOY0O4PCrp9wdZ9v9OqR11Wb15KfEJcumbJaPR6PfuP7aRZ82ZScAshsgSN0gGEyMi6devGqlWrOHYtgJqlvJSOk2pi4xPpN/8v1h25hVarw7qkNR5fOWOeK3OcHBmZGZG9c3ZOTTvF3LlzGTJkiNKRhBAfaerUqZw8dZL+jWdiaWajWA4rMxv6NJzKk+dBrDw8kWUb5vHnnvX06jCI+tWbYmRkpFg2Q3Xt9mUCg/3p1m2l0lGEyLQCAwMJDw9Pt/YcHR3x8PBIt/ZWrVrFoEGDiIyMTLc2P4cMLxfiM+j1egoXKkipHBo2jGqqdJzPFh2bSN9fD7Lh+G2StDpsvrDBqakT5p6Zo9j+t5DfQ4g8FMnxY8epXLmy0nGEEB/o7NmzfPnll9Qu/g1NynVROs5r7jy6wrrj03ke/RQv9zz07zyM8qWqGPycF+lpwi8juRd4i3v37snnIsRneNfQ5sDAQAoVKkRsbGy6ZbGwsMDHx+ejC++goCDGjRvHvn37CA8Px9XVlWbNmjFmzBgcHBwA8PLyYtCgQQwaNChlP0Mpuj90eLn0dAvxGVQqFd2692DUyBE8i4rDwSZjFqdRMfH0+uUgf5z0JTlJh00ZG5y/csbMPXPfH+TSyoVEv0Raft2Sa1eukT17dqUjCSHe49mzZ7T+ujWezgVp+EVHpeO8oUDOUkxot5GzPvvYdn4JQ8f3onSxcvTv/AP5cxdSOp7iXkZHcezMQcaMHSMFtxBpJDw8nNjYWMYMnoZXzrSfu8b/0UPGzxlOeHj4RxXdDx8+pGLFiuTPn5+NGzeSK1cubt26xbBhw9i3bx/nzp3D3j5958nQarUYGxun+nGl6BbiM3Xo0IGRI0ew7tBNBrYoq3ScjxIZHU/32fvYdvYeyUk6bMvb4tTUCTO3zF1s/02lUZGjdw78f/andZvWHD50GI1Gfi0KYah0Oh0dOnTgxfOX/NB8BkZGhvvzWrFQA8oXqMfuiys5dnMLnYd8Tb1qjenRbgAuzjmUjqeYQyf3ok3S8t133ykdRYhMzytnbgrkKax0jHfq27cvJiYmHDx4MGV+Bw8PD0qVKkWePHkYPXo0Pj4+BAQEMHjwYAYPHgzw2rKvBw4cYNCgQQQFBVGlShVWrlyJq6tryusrV65k+vTp+Pn54eXlxYABA+jTpw8A/v7+5MqVi02bNrFw4ULOnTvHokWLqFmzJv369ePUqVMkJibi5eXFjBkzaNiw4Se/V5lITYjP5OzszFdNv+K3/TczzNrP4ZGxtBi3BYevf+HPU3ewLmdDvsn5cO/tnmUK7r8Z2xmTo1cOTp48yahRo5SOI4T4DzNmzGDfvn20rzacbFbOSsd5L7VaTdNyXZnacTtl8tbg8Kl9tOndgAWrZvIyOkrpeIrYdXgLDRs2IkcOw7vw4OXlhUqlkkc6P7y8vJT+1gsFREREcODAAfr06fPGhIouLi60a9eOTZs2sWXLFnLmzMn48eMJCQkhJCQkZbvY2FhmzpzJ2rVrOXHiBIGBgXz//fcpry9btozRo0czadIkfHx8mDx5Mj/99BOrV69+rb3hw4czYMAAfHx8qFevHn379iUhIYETJ05w48YNpk2bhpWV1We9X8O9RCxEBtKte3fq19+Ct28I5QsZ3onE354+j6Hr7L3svfAQnU6PXWU7nBo7YepiqnQ0RVkWsCR76+zMmDGDChUq0KJFC6UjCSH+5fjx44wePZq6Jb+liEd5peN8FBONCZ1qjSYqtjcrDk3k952r2XFwM12+6UOLBt9iYmyidMR0cfehD3fu32bG7KlKR3mrgICADHPxPDOR2wyypnv37qHX6ylU6O233RQqVIjnz5+TnJyMkZER1tbWuLi4vLaNVqtl8eLF5MmTB4B+/foxfvz4lNcnTJjArFmzUs7rcuXKxe3bt1myZMlro20GDRr02rlfYGAgLVu2pFixYgCpsrysFN1CpII6derg6eHOb/uuGWTRHfIsmi4z93Lgih96vZ5sVbLh1NgJE+escaL3IRzqORD/MJ6O33WkSJEiFChQQOlIQoj/uXfvHs2bNSevawkale2sdJxPZmNhz6CmswkKu8+qI5P4dcV0/ti5lj7fDaFm5fqo1Zl7AOL2/Ztwdc1BgwYN2Lp1Kz4+PnTq1Ak3NzelowkhDMzfF8D+66KMhYVFSsEN4OrqytOnTwEICwsjKCiIrl270r1795RtkpKSsLW1fe04ZcqUee3rAQMG0Lt3bw4ePEjt2rVp2bIlxYsX/6z3k7l/uwuRTtRqNV26dmPjMV9exiYoHSfFo7Ao6g7/Hbd2C9h/+SF2X9qRf3p+3Lq4ScH9LyqVCtfOruht9DRr0Yzo6GilIwkheDUEsWHDRpiqrehaewxG6oy/BJe7U15+arOSXvUnEh+byNhZw+g2rA1Xbl5QOlqaiY55ycETu+nVqycajYanT58yZcoUPDw8+Oqrr9i7dy/JyclKxxRCpJO8efOiUqm4ffv2W1/39fUlW7ZsODo6vvMY/57wTKVSpRTrOp0OeDXE/OrVqymPmzdvcu7cudf2s7S0fO3rbt268fDhQzp06MCNGzcoU6YMv/7660e/x3+SoluIVNK5c2di4xP5/ZiP0lEIeBJJze834NF+EX9d8ydb9Wzkn5Eft05umDhKsf0uRuZG5OiXg/t+9+nSpUvKL2whhDK0Wi0tW7QkNPgJPetOwsLUWulIqaqoZ0UmdfiDlhX7EBDkT78fOzFsYh/8gu4rHS3V7Tu6k0RtIt26dQOgV69ePH78mPnz5xMQEECjRo3InTs3EydO5PHjxwqnTT2rVq3Czs5O6RhCGBwHBwfq1KnDwoULiYuLe+210NBQ1q9fT5s2bVCpVJiYmHz0Rbns2bPj5ubGw4cPyZs372uPXLlyvXd/d3d3evXqxdatWxk6dCjLli37qPb/TYpuIVKJu7s7TRo35pftlxW7J+xB8HOqDVlPro6LOXYrCPta9hSYWYAcHXJg4iDF9ocwy2GGa1dXNv+5mdGjRysdR4gsS6/X07t3b06dOkW32j/jZJt5hyDXKN6S6d/toFrR5ly4epYOA5oxdcFYwiPClI6WKvR6PTsObqJ5s+avTaBmY2ND7969uXLlCufPn6d27dopvd/Nmzdn//79BnHx8+8hqjly5MDExARPT08GDhzIs2fPXtvOy8uLuXPnKhPyA4wbN46CBQtiaWlJtmzZqF27NufPn3/vfnPnzqVAgQKYm5vj7u7O4MGDiY+PT3l9/fr1uLu7Y29vz7Bhw17b19/fn/z58xMVlTUnDhT/bf78+SQkJFCvXj1OnDhBUFAQ+/fvp06dOri5uTFp0iTg1c/WiRMnCA4OJjw8/IOPP27cOKZMmcIvv/zC3bt3uXHjBitXrmT27Nn/ud+gQYM4cOAAfn5+XL58mSNHjrzz3vMPJfd0C5GKBg8ZQo0aNTh02Z86X7z/KlpquRP0jC4z93LWNxjUKuzrOODYwBFju9RfZzArsC1ji7aNlqlTp+Ll5UXPnj2VjiREljNr1iyWL19OhxrDyZvj8+6lywjUajVfV+5H47KdWHt0OnuPbOPAsZ20a9GVts06Y2Fu+f6DGKgrNy/gF/iA5ave3lOkUqkoV64c5cqVY/bs2axbt44lS5bQoEEDvLy86N69O507d35tGaD0YojrCMOnrSWcP39+5s+fT+7cuYmLi2POnDnUrVuX+/fv4+Tk9NZ91q9fz4gRI1ixYgWVKlXi7t27dOrUCYA5c+YQHh5Ot27dWLVqFblz56ZRo0ZUr16dRo0aAdC7d2+mTp2KjY3NZ71f8Wn8Hz006Hby5cvHxYsXGTduHG3atOHZs2e4uLjQrFkzxo4dm/KzNX78eHr27EmePHlISEj44M6tbt26YWFhwYwZM/jhhx+wtLSkWLFiDBo06D/3S05Opm/fvjx69AgbGxvq16/PnDlzPuk9/k2ll2kahUg1er2e0qVK4moaw95JX6d5e7f8w+gycy/e90JQGalwqOOAY31HNDZyPe1z6fV6QteH8vzIc3bt2vVZazMKIT7O9u3badGiBXVKfkvTcl2VjqOIZ1GhrDg0gcDwu9hY2dC93QCa1GmJxoDXJn+Xn2YMITjcHx8fnw+eqVqv13P+/HmWLFnCpk2b0Gq1NG3alJ49e1K7du00mXTun/eD/q1BgwbcvHmTu3fvvrasUWhoKHny5KFjx44sWrSI6tWrc/z48Tfew6pVqxg0aBCbNm0yuLWEo6KisLW15dChQ9SqVeut2/Tr1w8fHx8OHz6c8tzQoUPx9vbm5MmTeHt707RpU0JDQwFo06YNZcqUYdiwYWzYsIFNmzaxY8eO/8zxts9dfJj4+Hj8/PzIlSsXZmb/v+RrYGAghQoVIjY2Nt2yWFhY4OPjg4eHR7q1aQje9T34t4z3m1sIA6ZSqRg0eAidOnXCJyCcQp7vnvzhc1x/+IQuM/dx6UEoKo0Kp4ZOONRzQGMtP9KpRaVS4dLWhaSIJFp93YpjR49Rrlw5pWMJkeldvnyZtm3bUTL3lzTOwDOVfy4HGxeGtVjAw9BbrDk6lZmLx/P7jlX06zSMKuVqZJhllsIinnLi3GFmzZ71UZlVKhUVKlSgQoUKzJkzJ6X3u169euTKlYvu3bvTpUsXsmfPnmbZ/15HeNKkSf+5jvDChQvZunUrJUqUoEePHq/NlAyvryWsVqtp374933//PevXrwdeTfQ0duxY5s+fT6lSpbhy5Qrdu3fH0tLytWWNhg8fzqxZs1i5ciWmpqb06NGDxMRETpw4gaWlJbdv3/7gtYQTExNZunQptra2lChR4p3bValShXXr1uHt7U25cuV4+PAhe/fuTcmVL18+YmNjuXLlCp6enly4cIEuXboQERHBmDFjOHr06AflEanLw8MDHx+fjxqK/bkcHR2zXMH9MeQMXYhU9s033zD8h2H8su0iiwfVT9VjX74bStfZe7n68ClqEzVOjZ1wqOuAxkp+lNOCSq3CracbgTMDqdegHmdPn6VgwYJKxxIi07p//z4NGzQku40HHaoNR62SqWdyuxRh3LdruXj/MH+eWcCIKf0pVrAU/bv8QJH8hj/sftOO1W8Ujx/Lzs6Ofv360bdvX86ePcvSpUsZP348Y8aMoVmzZvTs2ZOaNWumeu/3h64jHBYWhrOzc4ZYS3j37t188803xMbG4urqyl9//fWfs0N/8803hIWFUaVKFfR6PUlJSfTu3ZsRI0YAkC1bNlavXk3Hjh2Ji4ujY8eO1KtXjy5dutC/f3/8/Pxo2rQpWq2WcePG0apVq/dmFKnDw8NDimADImfqQqQyU1NT+vbrz5RJE5nUpRoONubv3+k9vH2D6TZrPzcCwlCbqnFu5oxDbQeMLDP+0jmGTm2qJufAnARODaR23dqcO3OOnDlzKh1LiEwnKCiIGjVqokoypWfjiZgYv3uYXlZUJm8tSueuwcGrG/nr6gZ6/PAtNSrVpVeHweR0NcwT66iXkWw/+AeDBw96Y13cT6FSqahUqRKVKlVizpw5rF27liVLllCnTh3y5MnD119/jYWFxQcfz9ramp49e77Ri/2hPmQdYTCstYRr1KjB1atXCQ8PZ9myZbRu3Zrz58/j7Oz81u2PHTvGpEmTWLhwIeXLl+f+/fsMHDgQV1dXfvrpJwCaN29O8+bNX9vnxo0bzJ8/n7x587Jx40ZcXFwoV64cVatWfWdbQmRmUnQLkQZ69erFpEkTWbL7CqPaVvrk45y+9Yjus/fhE/QMtZka5xb/K7bNpdhOTxorDe5D3AmYHEDturU5ffI0Dg4OSscSItN48uQJNWvWIv5lEgMbz8HaPJvSkQySWq2mful21C7+NZtOzeOk9yFOnDtMi4bf0ql1L+xsDOtz+3PvBvR6HQMHDkz1Y2fLlo0BAwbQv39/Tp8+zdKlS1mzZs1HzXZubW1Nq1at3nkh9Z/rCDdr1uyN1z9kHWH48LWEy5cv/9p2Rkav/61/21rC9erVY8+ePRw8eJApU6Ywa9Ys+vfv/84slpaWKcsmVahQgXz58rF8+XJGjhz51u1/+uknOnTokLLUW7FixYiJiaFHjx6MHj36jdEFCQkJ9OnTh3Xr1nH//n2SkpKoVq0a8Goit/Pnz9OkSZN35hMis5KiW4g04OTkRIf2HZi/fTPff10eE+OPK5KPXQuk59z93A2OwMjciOytsmNf016KbQUZ2xvjPtQdvyl+1KxdkyOHjkjhLUQqCA0NpXz5CkRFxDCw8RyyWb19FmXx/zQaE9pV/56vKvRg1eFJbNm7kd2HtvDd1z1p3bgDpqbKjxKIi49ly54NdOvWLU17NlUqFVWqVKFKlSqpfux/riM8ePDgNyZSW79+PR07dkzp6f7ctYTbtWv30Rn/Xku4V69ejBw5kmXLlv1n0f1ver2ehISEd74eGxv7RmFtZGSEXq9/6+RnEyZMoEGDBpQuXZorV66QlJSU8ppWq/3oz0eIzEJulhIijQwaPJiQZ1H8cdzng/c5dMmffN8tocb3G3gQ+QKX1i4UmFMAp0ZOUnAbAFNXUzyGeeDr50vV6lVThgcKIT5NREQE9erWJSgwEAcrV2wt0n/ppYzMysyGfo2mMbLVMuwtc7Bk3S983asee49sV7y42XnwT6JjX/L9998rmuNzfeg6wmDYawnHxMQwatQozp07R0BAAJcvX6Zbt248evSIr7/+/9VWOnbs+Fqvd5MmTVi0aBG///47fn5+/PXXX/z00080bdr0jZ74W7dusWnTppT71QsWLIharWb58uXs2bMHX19fypYt+8Gfi/hwMvu7cj70s5eiW4g0UqRIEerWqcPMPy++9wdyn/cDcndcTJ0Rv+P3MgqXb10oMKsAjg0cUZvKj6khMXM3w+MHDx48ekDV6lVTlkkRQnycZ8+eUatmTR77+zOoVg38ntxiwb4RJGjjlI6W4bhm82Rkq6X0azidZK2KSfNG02lwS85fOa1IHq02kU27VtO2bVs8PT0VyZBa/l5HOE+ePLRp04Y8efLQo0cPatSowdmzZ19bo3v8+PH4+/uTJ0+ed657/TbdunXjt99+Y9WqVRQrVoxq1aqxatUqcuXK9Z/7/b2WcKFChahfvz4FChRg4cKFb93WyMgIX19fWrZsSf78+WncuDFhYWGcPHmSIkWKpGwXGBhISEhIytc//vgjQ4cO5ccff6Rw4cJ07dqVevXqsWTJkteOr9fr6dGjB3PmzEkZBm9ubs6qVasYP348Xbt2Zf78+bi5uX3w5yLe7+9bF9JzaTDxur8/+3/fRvJvsk63EGno2LFj1KhRg10TWtG4Qt43Xt959h79F/xF4JMoNLYanJo4ka1qNtQmUmgbuoSQBAJnBOLu6M7xo8fJkSOH0pGEyDCePXtG7Zo1eeTnx5FBAyjm5sai4yfo9/sfeDgVoG/DqZibftjSR+JNp332sOP8UmIToilToiL9On1Pvlzpt/LC7kNbmTL/J27dukXhwoXTrd3PJetFK0M+988TEhJCZGQkzs7OWFhYZJjlBDM6vV5PbGwsT58+xc7ODldX1//cXopuIdKQXq/nyyqVSXoeyNlf2qf8Itxy0pdBiw7zKOwlxtk0ODVxxu5LO9TGUmxnJAlPEgiaEYSrrSvHjx7H3d1d6UhCGLx/FtxHBw2kqNv/X7Baefos3dZtwM0hF/0azcDSzEbBpBmbTqdj14XlHL+1jURtIvVrNKFH2wFkd/rvE8PPlZycTPsBTSlVpiTbt29L07ZSmxR/ypDP/fPo9XpCQ0OJjIxUOkqWZGdnh4uLy3svdkjRLUQa279/Pw0aNOCvad/w7EUsQ5Yc4fGzaIztjXFq6oRdFTvUGim2M6rEsESCZgThZOHE8aPH8fLyUjqSEAYrLCyMOrVq8TgggCMDB7xWcP9to/cFOqxaQ3Y7DwY0noWV+ecvNZWVJWrjWX98Jtf8T4JKxTdNO9KhZXesLK3TpL2jZw7w4/QhnD9/nnLlyqVJG2lFij9lyOeeOpKTk9FqtUrHyFKMjY3fmNvgXaToFiKN6fV6vihdips3b6BN0mHsaIzzV87YVbRDpZEhQJlB4rNEgqYHYW9iz/Gjx19bj1UI8YqPjw+NGjYk5nkEhwe8veD+29bLV2n92wocbVwZ2GQ2NjLB2meLjAln5aGJ+D29hYW5JV2/6Uvz+m0wNjZJtTb0ej1dh7XGzcOVw4cPpdpx04sUf8qQz11kBdK9JkQaU6lU9O7TF22SDsf6juSflp9sX2aTgjsTMXEwwWOEB8+TnlO+YnnOnz+vdCQhDMqhQ4eoWKECFlot54cN+8+CG6BF6ZLs7N2DZy9DmLNjIJExYemUNPOys3Rk8Fdz+b7ZAiyM7fhl+VTa9GnI4VP7U63g8b56hjv3bzNq1NvXfBZCiKxKerqFSAd6vZ6SpUviF++Hx3APmeQik0qKSuLRr49IDExk3dp1ry3DIkRWtWTJEvr27UudQgXZ1LULNv9Y6/h9Dvv40GD+IqzNHRjUdA721tnTMGnWct3vNL+fmktUbAQF8xShf5fhlCzyxWcds/9PnVGb6vD29s6Qf+ekx1UZ8rmLrEB6uoVIByqVikkTJvHS9yUxPjFKxxFpRGOjwWOYBxalLGjdujVTpkyREwmRZSUnJzN06FB69epFrypV2NW710cV3AC1ChXiyKABRMdFMGvHAMJePE6jtFlP8VyVmdxhM80r9MI/yI++ozsyfFI/Ah49/KTj3fS9yuUb3owaNSpDFtxCCJGWpKdbiHSi1+spU64Md1/cxXOUp5yUZGJ6vZ6n258StiOM7zp9x9IlSzExSb37JoUwdNHR0bRr25bde/Yw9+uW9K9R47OOd8Hfny9nzsXU2JKBTeeQ3U5WCkhNSboktp5ZxNk7e0lOTqJp3VZ0+aYPDtk+fK3pQeO6EZ0Qyc2bN1GrM2afjpeXFwEBAUrHyHI8PT3x9/dXOoYQaUqKbiHS0b59+2jYsCGe33tiXTRtZo4VhiPyTCSPVz6mcsXKbN+2HXt7mQxKZH6PHj2iSaNG3L97l01du9CwWNFUOe7VoCAqTp+FkZE5g5rMxtXeK1WOK/5fXGI0q49MxeeRN0ZGGjq06MY3X32Hhbnlf+534dpZBo3txrZt22jWrFn6hBVCiAxEim4h0pFer6d8xfL4PPPBc7T0dmcFMXdiCJ4fjLuLO/v27CNfvnxKRxIizVy6dImmTZpglJjI7t49KZ4zZ6oe/3ZICGWnTAeVMQOazCang6wUkBbCo0JYeWgCgeF3sbW2o0e7ATSq3QKNkeaNbXU6Hd1/+AY7R2vOnDkjf9eEEOItMub4HyEyqL/v7Y6+H0309Wil44h0YFnAEs8fPQmJDqFs+bL89ddfSkcSIk1s27aNql9+SU4zM7x/+D7VC26Awq6uXPtxJCqSmLtjEAFhd1K9DQGONq4Ma7GQQU3mYqQ3Zfqin2nfvymnvI++MU/F0TMH8b1/i2nTpknBLYQQ7yA93UKkM71eT+UvK3M9+DpeY7xQqeUkJStIik7i8eLHvLz1kpEjR/Lzzz+j0bzZayRERqPX65k5cybDhw+nVelSrP6uI+ZpPIdBQEQExcZPIiFJT79G08ntUiRN28vqLtw9xJ9nFxATH0WJwl/Qv/MwCuUrRlKSlvYDvqJoicLs3btX6ZhCCGGwpOgWQgFnz56lUqVK5OicA/tqcp9vVqHX6QnfG87TbU+pUKECmzZuwt1dJoQSGVdERAQ9undny9atjKpfjwlNm6TbJFqPIyMp/PNEYhOT6NNwKvlylEiXdrMqnU7H/ivrOHxtEwnaeGpVqY97Di9Wb17C1atXKV68uNIRhRDCYEnRLYRC2rVrx5Y9W8g9JTdGFkZKxxHpKOZuDCFLQjDVmbJuzToaN26sdCQhPtrx48dp364tMS9esKxtW1qWLpXuGZ5GRVHo5wlExSXSq8EkCub8vHWmxfslJSXy+8m5XHxwhKRkLc2bN2fr1q1KxxJCCIMmRbcQCgkODiZvvrxYVrPE9RtXpeOIdJYUncTj3x4TdTWKIUOGMGXKFFlWTGQIWq2Wn3/+mcmTJ1M1fz7WftcRdwVn5o+IjqbguAlExMbRo954iniUVyxLVrLj/DKO3vyTq1evUqSIDO8XQoj/IhOpCaEQNzc3fhz9I8//ek5CSILScUQ601hpcB/ojsu3LsydN5eKlSvi5+endCwh/tPDhw/5skoVpk6ZwsSmTTg8cICiBTeAvZUV98ePw8nKkiX7f+Ka3ylF82QFz6OfcvzWdoYNGyYFtxBCfADp6RZCQfHx8RQoVIBI20g8BnsoHUcoJPZhLCGLQzCKN2LRgkW0a9dOZgEWBkWv1/Pbb78xdMgQnCws2ND5O8rnyqV0rNfEJiZSYOzPBEe+oHOt0ZTOU13pSJnWmqNT8Yu4yv0H97GxsVE6jhBCGDzp6RZCQWZmZsydPZeoa1G8vPZS6ThCIRa5LfAa54WmsIYOHTrQuEljgoODlY4lBABBQUE0qF+fHj160LpEca6MHG5wBTeAhYkJ934ei6d9NlYemoj3XVmeLy0EhN3B++5fTJw0UQpuIYT4QNLTLYTC9Ho9NWvVxNvXG68JXqg1ci0sK4u6HMWTtU8wSTZh7py5dO7cWXq9hSL0ej0rV65k8KBBWBtrWNa2LQ2KGv5Q4sSkJIqOn8i9p09pW20olQo2VDpSpqHX6/ll92BM7HRcu3ZVlj0UQogPJGf3QihMpVLx67xfiX8ST8RfEUrHEQqzKW1D7om5MSpqRPce3Sj9RWnu3bundCyRxQQHB9OoYUO6du1Ki6JFufnj6AxRcAOYaDTcHvMjRVxd2XB8Fidu7VA6UqZx1e8k9x/fYM6c2VJwCyHER5CiWwgDULRoUXr37s2zXc9IepGkdByhMCNLI3TJOnTJegIe+1GsWFEmTZpEYmKi0tFEJpeQkMCMGTMoXKgQV8+fY3ff3qz8rgN2FhZKR/soGo2G6z+NppS7O3+cmseR638qHSnD0yYlsvPCMho0aEDdunWVjiOEEBmKFN1CGIjx48djYWrBky1PlI4iFBb7MJboiy+p8m05fj46jGqdKjFm7BhKlCzOiRMnlI4nMiG9Xs8ff/xBoYIFGDliBO1Ll+LWjz/SqFgxpaN9MrVazcWRw6mQKxdbzy7iwJUNSkfK0A5cWU9kdBizZs1SOooQQmQ4UnQLYSDs7e2ZNGESz08+J84/Tuk4QiE6nY6geUFY2lnSYkQjTMxNaDGiIaN2DSTRLJ5q1arRvEVz7t69q3RUkUmcO3eOypUq0aZNG4rY2HDjp9Es+PYbsllmrN7tt1Gr1ZweNpRq+fKxy3s5ey6uRqay+XjBzx7y19XfGf3jaAoVKqR0HCGEyHBkIjUhDEhSUhIlSpUgMCEQz1GeMoFWFhSyIYRnB5/Rc3FHStUr+tprOp2OCzuvsmvmQSKfRNGzZ0/Gjh2Lk5OTQmlFRubn58fIESPY9McflHB3Z1bL5tQqWFDpWGmm/rxfOXDbhzolv6Vpua7y+/UD6XTJzNk1EBNbPdeuXcXU1FTpSEIIkeFIT7cQBkSj0fDrL78SfS+aF+deKB1HpLOEJwk8P/KcUvWKvlFww6teu/LNSjP28FCaDK3LyrUryZ0nN5MnTyY2NlaBxCIjevHiBcOHD6dgwYKc+OsgKzp24NLI4Zm64AbYP6A/XxUvzl9XN7L17CLp8f5AJ27twP+JLytWLJeCWwghPpH0dAthgJq3aM7+4/vJNTkXRmZGSscR6eTu8LuoomH8kR+wdX7/+rfRETHsnX+Y42vP4uKSnUkTJ9O+fXuMjOTfjHiTVqtl6dKljBs7ltjoaIbVrsWwunWwzGKF1DfLfmPTpctUKdyE1lUGoFZJ/8O7RLx8wuQ/u9KlW2cWLFigdBwhhMiwpOgWwgD5+flRuEhhLCpZkKNDDqXjiHQQtieMJ5uf0H5KS6p8U/6j9n3qH8726fu5vO86xUoUY+L4iTRu3Bi1WooJ8WqStD179jBs6FDu3LtHp4oVmNCkCW7Z7JSOpphOq1az+tx5KhSoT9uqQ1Cr5ULVv+n1ehYfGM3zxCB8fH2wsXn/hUAhhBBvJ2dkQhigXLlyMWP6DCIORxB9O1rpOCKNJb1MInxHOPnK5aJym3Ifvb+zlyM9Frbnhy19iTeN4auvvqJIsSKsXr0arVabBolFRqDT6dixYwdVKlemSZMm5FCruTxqBCs6dsjSBTfAqk7f0atqFc7d2c+ao9NI1iUrHcngXHpwlFsB51m0eJEU3EII8Zmkp1sIA6XT6ahRqwbeN73JNSEXRubSE5NZPRj3gMTgRMYcGEL2XJ8/Kdr9C34cXHyc60duk9Pdje+HDqNbt25YWlqmQlph6OLj41m7di2zZszgzr17VM6bl5H16tCwaFGZPOxfBv/xJ3OPHKVk7i/pXHM0RkYapSMZhOi4F0z6swv1G9Xhjz/+UDqOEEJkeFJ0C2HA/P39KVK0CKZfmOLWxU3pOCINRJ6J5NHSRzQf3oB6vWqk6rGD74Ty15JjeO+8iq2tLQP6D6Bfv344OjqmajvCMDx//pxFixYx75dfeBoWRrOSJRhWpzYVc+dWOppBG7ltO9MO/EVRzwp0qTMGYyMTpSMpbu3RqfiGeuN7xxcXFxel4wghRIYnRbcQBm7p0qX07NkTzyGeWBe3VjqOSEW6eB13B90hu6cTo3YNxMg4bUYzPHv0nEPLT3D69wsYqY3o3q07/fr1I1++fGnSnkhft2/f5tdff2XNqlUkJyfTqUJ5htSuRf7s2ZWOlmGM372HcXv2UjBnGbrX/RkTTdaaXO6ffB5dZMGe4SxfvpwuXbooHUcIITIFKbqFMHB6vZ669epy6tKpV8PMLWWYeWbhP9OfmFsxjNjRH89iOdO8veiIGI6uPs3xNWeJjoyharWqdOvajZYtW2JhYZHm7YvUo9Vq2bt3L7/Om8fhI0dwMDEhOjmZWoUKsadfH6XjZUjTDx5kxLad5HMtTs/6EzE1Nlc6UrpL0MYxdWsPipYswOEjh+V2BCGESCVSdAuRAQQFBVG4SGGMixvj1l2GmWcGL2++JHB2ILW7VaXlyEbp2nZivJarB25yZtMFfM/ex8bWhnZt29GtWzdKly6drlnEx7l27RqrV69m/Zo1PH32jOKWlrSzsaGelTXjnoSyIyqKOz+PI192Z6WjZki/Hj3KoD+24JW9EH0aTMXMJGtdjNp6djGn7+zi5s0b5M2bV+k4QgiRaUjRLUQGsWrVKjp37ozHQA9sSslMshmZLknH3YF3sbGzZtxfQzExV+4e0rCAZ5z+4wLnt1zm+ZNIipcsTo9uPWjbti3ZsmVTLJf4f2FhYWzYsIGVy5dz7cYN7E1MaGxpyVc2thQyM0vZ7kVSElX9HtKrWlXmtWmtYOKMbenJU/Te8DvuTvno23A6FqZWSkdKF4Fhd5m5rS+Tp0xm+PDhSscRQohMRYpuITIIvV5P4yaNOXz6MLkm5kJjJbPsZlRBS4N4ceYFg9Z1p2Blw7ivOjkpmVvH73Dmj4tcP3wbY2NjmjRpQquWrWjUqBFWVlmj8DAU0dHR7N+/n3Vr1rBn715Uej3Vraz4ytqaLy2tMH7HsN8OgQHcTkri8bQp2MktA59szblzdFmzHlf7XPRvNANLs8x9oTMpWcusHf3J5mrBxYsXMDY2VjqSEEJkKlJ0C5GBhISEULBwQdQF1OTsnfb3AIvUF+cfh98EP8o3L813MwyzN/JF2EvObbnElb038L8RhKmZKfXq1UspwO3t7ZWOmCmFhoayc+dOtm/bxpHDh0nQailiaUkzSysa2dhgZ/T++Rx84+NpGRjAjBbNGVqndjqkzrw2XbxEuxWrcLZ1Z0CTWVib2ykdKc1sP7eUY7e2cP78ebnFRAgh0oAU3UJkMBs2bKBdu3a493XHtqyt0nHER7oz5A6memN+PvIDlnaG3xMZHhTBlf03uLr/Fg8u+2NkZETlKpVp2qQpTZo0IX/+/EpHzNB8fX3Zvn0727duxfviRVTAF5aW1DK3oIaVFe4mH3/rQb2HD9BZWuI/aQKaDyjUxbvtvHqNlkuXY2/jysDGs7C1dFA6UqrzfXSJ+Xt+YPr06QwbNkzpOEIIkSlJ0S1EBqPX62nRsgV7D+8l98TcaGxkmHlGEbIphGf7ntF9fnu+aFRc6TgfLfLJC24c9uH6YR/unLlPYryW3HlzU6tGLapWrUrVqlXx8PBQOqZBCwoK4tixYxw/fpwjf/2FX2Ag5hoNlc0tqGlpSTVLS7JpPu9neveLF/wQGsLm7t1o9YX0Wn6uA7du03jhYmwtnRjUZA7ZrJyUjpRqXsZFMm1rD8qUL8WBgwdQq9VKRxJCiExJim4hMqCnT59SsHBBdF46cvbLKcu6ZACJYYncH3mfItUK0GdZpwz/PUuITcT39D1uHb/DwwsBPLobAoC7pzvVq1ZPKcLz5cuX4d/r5/i7yD527BhHDx3CLzAQgPwWlpQxMaaypSUVLSwxS+Vip+KD+xTycOfsD9JzmRqO3blL3XkLsDLPxqCmc3CwdlE60mfT6/UsOfAjIS/vcePmDVxdXZWOJIQQmZYU3UJkUFu2bKFVq1a4dXcjW2WZZdrQ3R15FyL1/Hx4GNlc7ZSOk+qiI2K4f9GPe95+PPD2J/BWMDqdDqfsTlSvWp1y5cpRtGhRihUrRo4cOTJlIR4eHs7ly5e5dOkSly5e5ML58wQGBwNQwNKSMsYmlLOwoIy5+Wf3Zr/P7KdP+e15BN4jfqCsl1eatpVVnL7/gJpz52FuYsOgpnNwss3Yyzcev7mdzad/ZdeuXTRu3FjpOEIIkalJ0S1EBtahQwd+//N3vH7ywszN7P07CEWEHQjjycYntJ3YnKrtKiodJ13EvYzn4eUA7nk/5L63P49uPyY+NgEAWztbihQtQvGixSlatGjKw8HB8O+X1ev1hIWF8fDhQ+7fv8+NGze4fvUq165eJeTpUwCsjY0pZGpKYWMTSpub80U6FNn/lqjTUf7hA1qULsWGrl3Ste3M7KJ/AFVmzsHE2JKBTWbjki1j3k4R/OwBM7f3o1fvnsybN0/pOEIIkelJ0S1EBhYTE0PZ8mUJeB6A50+eGJnLpEmGJik6iXtD7uFZNCffb+6dZe+Z1Ol0RARH8vhOKMF3Qnl8N5TQu2GEPAglSZsMgFN2J7w8vXDP6Y6bmxs5cuTAzc3ttUdaLl2m1+uJjo4mPDycZ8+e8eTJEx4+fPjq8eABD+7exT8wkJi4uJR9cpibk99IQ34TEwqYmlLIzAwPY2PUBtCT3z/4EcdiYwiYNAm3bHZKx8k0bgQHU37qTNRqUwY2nU0O+1xKR/ooCdo4Zu3oh4OrNd4XvDEzkwu2QgiR1qToFiKDu3v3Ll+U+QKjAkbk7Cv3dxuaBxMekBCQwJj9Q3DJ46x0HIOTrE3miX84j++E8PjuE56HvCAyNIqXT6N5/iSSmBexr21vZW2Fq6srNjY22NhYY2Nti4WFBRERERQoUAAzMzNMTU0xNTUlOTkZrVab8khKSnrt65cvXxL+9CnPwsIIf/aMiMhItElJr7VnolaT08wMN7WanBoNOY2NcTc2IaexMTmNjbEy4NnBQ7WJ1PH3Z3jdOkxq9pXScTKVO0+eUHrSNPRoGNBkJu6O+ZSO9EH0ej3rjk3netApLl26iJOTEzExMXh6eiodTQghMjUpuoXIBLZt20aLFi1waeOCYwNHpeOI/4k8F8mjJY9oOqQeDfvVUjpOhpQQm0jkkxdEPonixZMoIkNf8CLsJfHRCSTEJpAQk8jjO6E8C35OLnMLdCpI1OtJ1OkwUqnQ/PMB//9fwAKwVamxMzLCzsiIbP/7798PeyMjnDUag+i1/lQt/f14rFbzeNoULD5h+THxbg/DwikxcQpanYr+jWfg5VxQ6UjvddZ3H+uPz2Tt2rW0b9+eiRMnMmHCBGbOnEm/fv3koq0QQqQRKbqFyCRGjBjB9JnT8RrmhWVBS6XjZHm6RB13Bt7B2c2R0XsGojGRpd3SyuaJuzi8/CTn8+bD2oB7npVwISaG7x4FsaRdW3p8WUXpOJlOUEQERcdPJj5JR99G08jjUlTpSO8U/OwBs3b0p+N3HVi2bBkACQkJ/PDDD8ybN49mzZqxfPly7O3tFU4qhBCZT9a8uVCITGjixIl8+eWXPF78GO1zrdJxsrygBUEkxyfTccbXUnCnsYSYVxO0pfayW5lBWUtLnI2NmfXXIeQae+pzt7fnzs8/YWFixPzdw7j7+KrSkd4qPjGWlUcmUKBggdcmTjM1NeWXX35hx44dHD9+nFKlSnHmzBkFkyrLy8sLlUolD5UKL1n1QIhUJWcoQmQSGo2GzZs2k80iG8ELg9El6ZSOlGW99HlJ9I1oanauQq6SGXN244wkITYRNWAsQ2PfqptdNu4+fcrB2z5KR8mUXGxtuTd+LDZmJizYMxyfoItKR3qNXq/n95OziU6I5M8/N2Nubv7GNk2bNuXq1au4u7tTtWpVpkyZgk6X9f6GBAQEoNfr5aHXExAQoPS3Q4hMRYpuITIRZ2dntv65lXj/eJ5seqJ0nCxJp9PxeGEwdtlt+GpofaXjZAkJsYmYSMH9Tm3t7LDUaJh9+LDSUTItRysr7k8Yh4OlBYv2j+JGwFmlI6U4dXsXF+8fZfmK38ifP/87t/Pw8ODYsWMMHz6c0aNHU79+fZ48kb8jQgiRGqToFiKTqVixInNmz+HZX8+IPBepdJws5/HKx2hfJtF+SitMLWTiqvSQGJeIqQwtfye1Wk0jS0sO3vbBJyRE6TiZlp2FBQ8mjMPF2pplB8Zy9eFJpSNx7/E1tpxdQJ8+fWjduvV7t9doNEyaNImDBw9y/fp1SpQowaFDh9IhqRBCZG5yliJEJtS3b1++/fZbQleGEh8cr3ScLCM+KJ6oM1GUb1aaItUKKB0ny0iM02ImPd3/6XsnZ4yNjPjlyFGlo2RqVmZm3JswjpzZbFl+6Gcu3j+iWJanLx6x/NA4vvzyS+bOnftR+9auXZtr165RvHhx6taty+jRo0n613J6QgghPpwU3UJkQiqVimXLlpEvbz4ez39Mclyy0pGyhMA5AZhZmfL1T02UjpKlaBO0Monae1gZGfGFqSmrzp7jWXS00nEyNQsTE+6NH0duR0dWH57MuTsH0j1DTHwUSw/+iGtOF7Zs3YKxsfFHHyN79uzs37+fSZMmMW3aNKpXr05gYGAapBVCiMxPzlKEyKQsLS3ZsW0H6mg1j5c/lpmL01jollASI7R8O74ZVvayZFt60iYkSdH9AUY7Z0ebnMyyU6eVjpLpmWg0+I79ifzZs7Pu2HRO++xJt7aTkrWsODyeBF00e/fuIVu2bJ98LLVazciRIzl+/DiBgYGULFmSnTt3pmJaw9akSRNq16791tfOnj2LSqXi8uXLVK9e/T9nAj9+/Ph727p//z7W1tbY2dm9d9umTZvi4eGBmZkZrq6udOjQgcePH6e8HhERQZMmTbCysqJ06dJcu3bttf379OnDrFmz3tuOECL1yFmKEJlYvnz5WLtmLS8uviB8X7jScTKtxIhEnu+PoEi1ApRpUlLpOFlOUkISFjK8/L3ymJriodEw98hRtMky+iWtaTQabv40imJuOdh4YjbHb25P8zb1ej1/nPqFh6E32b5jO3nz5k2V41auXJmrV69SrVo1vvrqKwYOHEhCQkKqHNuQde3alSNHjrx1Ju8VK1ZQsmRJSpcuzdatWwkJCXntERAQQNGiRSlTpgzly5f/z3a0Wi3ffvstX3755QflqlGjBn/88Qd37txhy5YtPHjwgFatWqW8PmnSJF6+fMnly5epVq0a3bp1S3nt7NmzeHt7M2jQoA/7EIQQqUKKbiEyuWbNmjFy5EiebH5C1OUopeNkSgGzAlCr1bSb1AKVFH/pLikxCXOV/Dn7EIOdnHkSFcWfly8rHSVL0Gg0XB09ii88PNh8+lcOX/sjTds7fO0Pzvju47flv1G1atVUPba9vT1bt25l3rx5LF68mEqVKnHv3r1UbcPQNG7cGGdnZ1atWvXa87GxsWzatImuXbsCrz4bFxeX1x4TJkwgLCyMbdu2YWZm9p/t/PjjjxQsWPCDJrsDGDx4MBUqVMDT05NKlSoxYsQIzp07h1arBcDHx4dvvvmG/Pnz06NHD27fvg28Ku579+7N4sWLMTIy+shPQwjxOeQsRYgsYOLEibRo0YLgJcHEPohVOk6m8uzwMxKCE2gxohH2bp8+jFN8umRtMuZqudjxIepYW5NNo2HmX4fklpN0olar8R7xA5Xy5GbbuSXsv7w+Tdq55neKHd7LGDVqFB07dkyTNlQqFf379+fs2bNERUVRunRpNmzYkCZtGQKNRkPHjh1ZtWrVaz8vmzdvJjExkXbt2r11v4ULF7JmzRq2bt1Kzpw5/7ONI0eOsHnzZhYsWPBJGSMiIli/fj2VKlVKuXe/RIkSHDlyhKSkJA4cOEDx4sUBUu7NL1OmzCe1JYT4dBqlAwgh0p5arWbd2nXUqFWDq/Ou4jHaA1NnU6VjZXhJMUk8/eMpXiXcqdahotJxsiydVoeZ6uMnisqqvrW1ZWFgEGcfPqRSnjxKx8kS1Go1p4d9T605v7D7wgqSkhNpVKZTqo2MCQq7y5pjU2jRogUTJkxIlWP+l9KlS3P58mV69+5Nu3btOHz48GvDmzMKa2trKleu/J/fhy5dujBjxgyOHTtGjRo1gFdDy1u0aPHW++VPnDjBoEGDWLhwIZUqVfrP9p89e0anTp1Yt24dNjY2H5V9+PDhzJ8/n9jYWCpUqMDu3btTXhsxYgS9e/cmT548eHl5sXz5cu7du8eaNWs4e/YsvXr14uDBg5QpU4Zly5Zha2v7UW0LIT6eSi+XuoXIMsLDwylfsTyhMaF4jPZAYyXX3T7Hw8kPiX8Qz497B5Ejv4vScbKsIUV+pKGxOeNdXJWOkiEk6XSUe/iAxiWKs7lHd6XjZDmN5i9g781b1C7Rmq/K9/jswjsyJoxZO/qRJ78Xx08cx8LCIpWSvp9er2fVqlX069eP2NiMN4rKyMiIO3fukOd/F59UKtVbR4BUrlyZ3Llzs3btWh48eEC+fPk4ePDgG5OsBQYGUqZMGVq3bs38+fPf236LFi3Inz8/U6dOBWDVqlUMGjSIyMjI9+4bHh5OREQEAQEB/Pzzz9ja2rJ79+53/nuqWbMmAwcOJCAggN27d7Nnzx66d++Og4PDWydVe9dnIYT4NFJ0C5HF3L9/n3IVyqF10OLxvQdqE7nL5FO8uPCCoIVBNBpQmyaD6iodJ0sbXGA0LSysGJ09u9JRMoyhwcHsj4nGb+J4PB0clI6T5bRaspQtV65SrWhzWlXq+8mFd4I2jl92D0ZnHMeFixdwcVHm4t/Lly+Jisp4c4aYm5tjb2+f8vW7Cs0VK1bQr18/QkNDmT59OuvXr+fhw4evfd/i4uKoUqUKNjY2/PXXX2g077+obWdnR/Q/lvDT6/XodDqMjIxYunQpXbp0+aD38ejRI9zd3Tlz5gwVK7456mrFihXs3r2brVu30qJFC2rXrk2fPn3Ys2cPY8aM4dKlS2/sI0W3EKlLurmEyGLy5s3L3t17qVa9Go9/e4xbLzdUcj/sR9El6QhZEUJ2L0fq966pdJwsT6fTyT3dH2lE9uz85RfD/GPHmdGyhdJxspw/e/ag/YqVrPfeRlJSIm2qDkL9kZMB6nTJrD46hWcxIZw5c1qxghteDdO2trZWrP201rp1awYOHMiGDRtYvXo13bt3f+NCSbdu3YiIiODAgQMfVHDDq5nEk/+xksCOHTuYNm0aZ86cwc3N7YPz/V0cv21G+bCwMCZMmMCpU6cASE5OTplwTavVvta+ECLtSNEtRBZUoUIFNm7YSKtWrTCyM8LlWxeZdfsjBC0MIik+ie9mtsHYVH6NKk2n02Mms5d/FCeNhkImJiw+cZKxjRpi9Z7ZlUXqW9elM2YaY5af2UOSTku7at+jVn/4jNI7zv/GzYCz7Ny5M2WiLJE2rKysaNOmDaNGjeLFixd06tTptddnzJjB5s2b2bVrF0lJSYSGhr72uq2tLebm5m8ct1ChQq99ffHiRdRqNUWLFk15ztvbm44dO3L48GHc3Nzw9vbG29ubKlWqkC1bNh4+fMiYMWPIkyfPW3u5Bw4cyNChQ1OK+MqVK7N27Vrq1q3L0qVLqVy58qd+LEKIjyBnKUJkQffv36d58+b8+uuvPDv4jPA9sob3h4q5E0P01Wiqd6hE7tKeSscRgE6vx1R6uj/aCGdnYhISWHX2nNJRsqzfOranT7WqnL/7F6uPTCFZ92G9jqdu7+bw9T+YPXs2jRo1SuOUAl6t2f38+XNq166Nh4fHa68tXLgQrVZL/fr1cXV1feOxadOmT243NjaWO3fupPROm5ubs3XrVmrVqkWBAgXo0qULRYsW5fjx45iavj5B6oEDB3jw4AF9+vRJea5fv37kzp2b8uXLk5iYyNixYz85mxDiw8k93UJkIXq9ntGjRzNlyhRu3bpF4cKFGTt2LOPHjydH5xzYV7N//0GyMJ1Ox71B97AwM+fnw99jZiW9g4agd64fGO2cnbZvmUlY/LdaDx9gamPDgwk/o1bLdXilfP/nFmYdOkKJXJXpXOtHNEbvno3/4v0jrD4ymT59+vDrr7/KKKVUJPcx/z/5LIRIXfIXVogsQqvV0qlTJ6ZMmcLMmTMpXLgwAOPGjaNnz56ErA4h6lLGmwgnPYWsCUEbpaX9lJZScBuIpMQk9CA93Z+ol70D/s+esffmLaWjZGkzW7Xkx4b1uO53mmUHx6JNSnzrdjf8z7D26DTat+/AvHnzpOAWQogMQopuIbKA6OhomjRpwsaNG1m/fj1Dhw5NeU2lUrFgwQKaN29O8OJgYu7EKJjUcMUHx/Pi5AvKNClJsZqF3r+DSBcxL14tU2Qu93R/kq/t7LDWaJh16JDSUbK8CU2bMqFpY24HebN4/2gStfGvvX7n0WVWHJ7AV82asmLFchmZIIQQGYj8xhYik3vy5AnVq1fnzJkz7Nu3j7Zt276xjZGRERvWb+DLKl/y6JdHxAXGKZDUsAXOCcTUwoTWY5oqHUX8Q0zkq3+rZtLT/cmaWllz7O49rj96pHSULG90wwbMaNGcu4+vsmjfKBK0r/59Pwy9xdK/fqJmrRps3Ljxg2fHFkIIYRik6DZAXl5eqFQqebzj4eXlpfS3KMO4f/8+lSpVIjg4mBMnTlCrVq13bmtqasrOHTspUrAIj2Y/Iv5x/Du3zWqebn9KYngibcZ+hY2jldJxxD/Evvhf0S093Z9ssJMTJkZGzD1yVOkoAhhapzbz23zNg9AbzN8znHuPr7H4wCjKlSvL1q1bMTExUTqiEEKIjyRnKQYoICAAvV4vj3c8AgIClP4WZQje3t5UqlQJY2Njzp49S8mSJd+7j7W1NQf3HyRPzjwETgskPkgK78TniTzb84yCVfJRvkVppeOIf4n93/ByM7m39ZNZqNWUMzVj3Xlvnka9VDqOAPpUr8bS9t8S8NSHX3YNoXCRguzesxsLCwulowkhhPgEUnQLkQnt3buXGjVqkCdPHk6fPv1RowOcnJw4fvQ4BbwKEDg9kLiArD3UPHB2ICq1ivaTW8qkRQYo7uWrC0Nmcn/rZ/kxe3aSdToWnzypdBTxP5Xz5MHO0gL3nDk5cPAANjY2SkcSQgjxieQsRYhMZuXKlTRt2pTatWtz+PBhHBwcPvoYjo6OHDtyjCL5ixA0I4g4v6xZeEcciyA+KJ5mw+rj6C7LqRmilKJbLoh8Fg8TE3IbGzPvyFES/rcesFDOndAn1Jg7jxyeHly6fBl7e/n9kx48PT0Vv4XOUB6enp5KfzuEyFSk6BYik9Dr9UycOJEuXbrQtWtXtmzZ8llDEe3t7Tl6+CglipQgcEYgsfdjUzGt4UuKS+LJxid4FHWjZqcqSscR7xAXJT3dqWWooxPPYmL4/eIlpaNkafefPqXmL/Owd3Xl8JGjODk5KR0py/D391f8FjpDefj7+yv97RAiU5GzlAyiU6dONGvWLOX//74SaWxsTO7cufn++++JiXm11JO/vz8qlQqNRkNwcPBrxwkJCUGj0aBSqf7zF2p0dDT9+vUjZ86cmJubU6hQIRYtWvTenJGRkfTt2xdXV1fMzMwoVKgQe/fuTXl9/fr1uLu7Y29vz7Bhw17b19/fn/z58xMVJWtFf6zk5GT69OnDTz/9xPjx41m8eHGqzG5ra2vLoYOHKFOqDEGzgoi5m3WWEwv6JQidVkfH6a1RG8mvSkMVH5MAgLn0dH+2atbWOPxv+TC9Xq90nCzpQVgYNebOw8bJiSNHj+Ls7Kx0JCGEEKlAziQzqPr16xMSEsLDhw+ZOHEiCxcu5Pvvv39tmxw5crBmzZrXnlu9ejVubm7vPf7gwYPZv38/69atw8fHh8GDB9O/f3927Njxzn0SExOpU6cO/v7+/Pnnn9y5c4dly5altBceHk63bt2YOXMmBw4cYPXq1ezZsydl/969ezN16lS5b+0jxcXF0bJlS5YtW8ayZcv46aefUvXeYxsbGw7uP0jFchUJmh1EtE90qh3bUEVdiSL2Tiz1e9cgZyFXpeOI/5AQ86qn21R6ulNFR7ts3Ah+zIl795SOkuXcevyYL2fPwcLBniPHjpE9e3alIwkhhEglcpaSQZmamuLi4oK7uztt27alXbt2bN++/bVtvvvuO1auXPnac6tWreK777577/HPnj3Ld999R/Xq1fHy8qJHjx6UKFGCixcvvnOfFStWEBERwfbt26lcuTKenp5UqVKFEiVKAPDw4UNsbW1p06YNZcuWpUaNGty+fRuADRs2YGJiQosWLT7yk8janj17Ru3atTl48CDbt2+nW7duadKOlZUV+/buo2rlqgTNDSL6VuYtvHVJOh4ve4yjuz0N+797iTVhGOJjEgG5pzu1dM2WDXMjI2YdOqJ0lCzF28+fqrPn4pzTnRMnT+HqKhf7hBAiM5GiO5MwNzdH+6/Jb5o2bcrz5885deoUAKdOnSIiIoImTZq893hVqlRh586dBAcHo9frOXr0KHfv3qVevXrv3Gfnzp1UrFiRvn37kj17dooWLcrkyZNJTk4GIF++fMTGxnLlyhUiIiK4cOECxYsXJyIigjFjxjB//vzP+ASynoCAAKpUqcKdO3c4evQojRs3TtP2LCws2LN7D7Vr1CZobhAvr2fOpYUeLXlEUmwSHad/jbGpsdJxxHskxiaiAdRSdKcKtVpNbQtLdl+/zoOwMKXjZAlH79yh1i/zKFS8OMdOnJAebiGEyISk6M4EvL292bBhA7Vqvd4rZ2xsTPv27VmxYgXwqie6ffv2GBu/v5CYN28ehQsXJmfOnJiYmFC/fn0WLlxIlSrvnlDq4cOH/PnnnyQnJ7N3715+/PFHZs2axaRJkwDIli0bq1evpmPHjpQrV46OHTtSr149vv/+e/r374+fnx+lSpWiaNGi/Pnnn5/xiWR+165do2LFiiQkJHDmzBnKly+fLu2amZmxY/sO6terT9CvQURdyVz338fcj+Hl5Zd82bYC+crnVjqO+AAJcYkytDyVjXR2xkit5tejx5SOkuntvHadBvMXUunLLzlw8CB2dnZKRxJCCJEGPn+mJaGI3bt3Y2VlRVJSElqtlq+++opff/31je26du1KxYoVmTx5Mps3b+bs2bMkJSW99/jz5s3j3Llz7Ny5E09PT06cOEGfPn1wdXWldu3ab91Hp9Ph7OzM0qVLMTIy4osvvuDx48fMmDGDMWPGANC8eXOaN2+ess+xY8e4ceMG8+fPJ2/evGzcuBEXFxfKlStH1apV/3MSmcjISIYNG8bLl5mzx/Vd9Ho9+/fvJ0+ePOzduxcXF5d0bd/U1JStW7bS5ps27Jy/E7febtiWsU3XDGlBp9MR9GsQVtksaTG8gdJxxAdKjNNippKiOzXZaTQUMzFl6clT/NykMbbm5kpHypTWnT9Pp9Vrad68OevWr8fU1FTpSEIIIdKIFN0ZVI0aNVi0aBHGxsbkyJHjnb3XRYsWpWDBgnz77bcUKlSIokWLcvXq1f88dlxcHKNGjWLbtm00atQIgOLFi3P16lVmzpz5zqLb1dUVY2NjjIyMUp4rVKgQoaGhJCYmYmJi8tr2CQkJ9OnTh3Xr1nH//n2SkpKoVq0aAPnz5+f8+fP/ORQ+KSmJ8PDwLFd0A7Ru3ZrZs2djbW2tSPsmJib8sekP2rdvz+aFm6En2JbP2IV36IZQkl4k0W5JS8xtpMjIKLTxWkzVMrQ8tY3O7szXAQGsOH2GwbVlboPUtuDYcfr9vokunTuzdNmy1/5uCiGEyHyk6M6gLC0tyZs37wdt26VLF/r06fNBS34BaLVatFot6n8N2TQyMkKn071zv8qVK7NhwwZ0Ol3Kvnfv3sXV1fWNghtgwoQJNGjQgNKlS3PlypXXeuC1Wm3KveDv4ujoyLZt2z7oPYnUZ2xszPr16zE2NmbDkg1oX2hxqOOQqjOnp5eE0AQij0VSqn4xStYtonQc8RG08VrMZXh5qitsZk4OY2NmHz7CgJo1MJLPOFXo9Xom79vPjzt3MWTIEGbOnJkhf2cKIYT4OPJXNAvo3r07YWFhHzyztY2NDdWqVWPYsGEcO3YMPz8/Vq1axZo1a14bGt6xY0dGjhyZ8nXv3r159uwZAwcO5O7du+zZs4fJkyfTt2/fN9q4desWmzZtYvz48QAULFgQtVrN8uXL2bNnD76+vpQtW/Yz37lIaxqNhjVr1jB0yFBCN4QSsjYEfXLGW983YHYAJqbGfDO+mdJRxEfSJiZhLsPL00R/B0cePX/OjmvXlI6SKej1en7Yuo0fd+5iwoQJUnALIUQWIj3dGYROp0Oj+bRvl0ajwdHR8aP2+f333xk5ciTt2rUjIiICT09PJk2aRK9evVK2CQwMfK033N3dnYMHDzJ48GCKFy+Om5sbAwcOZPjw4a8dW6/X06NHD+bMmYOlpSXwavb1VatW0bdvXxISEpg/f/4HrSculKdWq5kxYwb58uWjd5/eJIUn4dbbDSPzjDFcMmx3GIlPE+kw7WtsnZQZri8+XVJiEmYyvDxNNLW1ZXJ4GLMOHaZFqVJKx8nQ4rVauqxdx0bvC8ybN4/+/fsrHUkIIUQ6Uun1+ozXLZXJqVQq/v1tqV+/Pnnz5pVltXj75yMMw6FDh2jesjk6Wx05B+bExPHN2woMSdKLJO4Nu0ee0p4M3tBTep0yoB/KTaBkrI7FOd2VjpIpzXj6lJXPI7g4cgRfeHooHSdDehr1kmZLlnLl0SPWrltHq1atlI4khBAincmYPAP3/Plz9uzZw7Fjx945gZkQhqJ27dqcP3seB7UDARMDiH0Yq3Sk/+Q/2x/00GHq11JwZ1A6bbLc052GBjo6YmpkxJzDh5WOkiHdevyY8jNm8PDlS46fOCEFtxBCZFFypmLgunTpQs+ePRk6dChfffWV0nGEeK/ChQtz0fsixQsUJ2BaAC8uvFA60ltFnIwgPiCer4bWw8nTQek44hPpk3SYyQWTNGOiVlPJzJxNFy/xODJS6TgZyoFbt6k0czbW2V3wvnCBcuXKKR1JCCGEQqToNnDbtm3j0aNHTJo0SXriRIbh7OzM8aPHaflVS4IWBBG2J8ygbgnQxet4uv4JOQu6Uqvrl0rHEZ9Bn5Qs63SnsR+dndEDi06cVDpKhrHo+AkaLVjIl9Wrc/rMGTw8ZGi+EEJkZXKmIoRIE+bm5mzcuJEff/yRJ5uf8HjlY3RJ715yLj0F/BpAcqKOjjNbY6TJGBO+ibfT6fQykVoaczUxIa/GmAXHjhOXmKh0HIOWrNMx6I/N9Nn4O/3692fHzp1YW8sEjUIIkdVJ0S2ESDNqtZoJEyawevVqXp59SdDsIJJj/nv99bT28tpLYm/HUrdHNTyKyAz5GZ0uWSc93elguLMzz2NjWe99QekoButlfDxfLVrC/OMnWLBgAXPnzsXISC7qCSGEkKJbCJEOOnbsyOFDh1GHqAmYFEDC0wRFcuiSdAQvDcbezY5GA+sokkGkLunpTh8VLC1x0hgz69Ahg7pVxFAEPHtGlVmzOenvz549e+jTp4/SkYQQQhgQKboNkKenJyqVSh7veHh6eir9LRKfoGrVqlw4fwEXCxcCJgQQcycm3TME/xZMUkwSHad/jYmZcbq3L1KfXq+Xnu500iWbHb6hTzjk46t0FIOy98ZNSk2ZSpRazekzZ6hXr57SkYQQQhgYOVMxQP7+/uj1enm84+Hv76/0t0h8onz58uF9zpvypcrjP82fsL1h6HXp02sW6xfLywsvqdS6LAUq5k2XNkXa0ul0JIP0dKeTDnbZsDAyYrYsHwa8un/7p527aLRgIZWqVuPS5SsULVpU6VhCCCEMkBTdQoh05eDgwOFDhxn+w3Ce/PGEoLlBJEUlpWmbOp2OoF+CsLA1p+WoRmnalkg/8TGvJvUyl57udKFWq2lgacX+W7e5E/pE6TiKCnv5kvq/LmDy/gNMnjyZnbt2YW9vr3QsIYQQBkrOVIQQ6c7Y2JgpU6awb98+NI81+I3zI8Y37YabP9n0BG2klrYTW2Bpa5Fm7Yj0FfciFgBT6elON8OdnDBWq/nlyBGloyjmzIMHlJoylevh4fz111+MHDkStVpOp4QQQryb/JUQQiimfv363Lh2g/LFyuM/3Z+nO56m+nDzxKeJPD/8nBJ1ClOqvgz9zExiIl8V3XJPd/qx0mgoaWrGyjNniYhJ/3kZlKTX65l7+AjVZs/Fq2AhLl+5Qs2aNZWOJYQQIgOQMxUhhKJy5MjBkcNHGDtmLGHbwwicGYg2Uptqx/ef7Y+xiYZvxjdHpZIe0cwk9kUcAObS052ufnR2JjE5md9OnVY6SrqJioujzW/LGbz5TwYMHMjRY8dwc5MlB4UQQnwYKbqFEIozMjJi7NixHD58GPMIc/zG+vHy5svPPm7YvjASQxNpNbox2VxsUyGpMCSxUfEAmEpPd7rKZ2ZGTo2GOYePoE1OVjpOmrsZ/Jiy02aw/85d/vzzT2bNmoWxsax+IIQQ4sPJmYoQwmDUqFGDG9duUK18NQJmBhC6ORR90qcNN096mUT4tnDylvGi8jflUjmpMARxUdLTrZSBjk6ERkWx9coVpaOkGb1ez4Jjxyk7bTqmjg5cvHSJli1bKh1LCCFEBiRFtxDCoDg7O7N/336mTp1KxP4IAqYFkPgs8aOPEzAnAHTQfmormeQok4qLSQDknm4lNLCxwU6jYdahzLl8WOiLFzRasIh+v2+ia7dunDvvTf78+ZWOJYQQIoOSMxUhhMFRq9UMHz6ckydOYhNng/9Yf6KuRH3w/pFnIol7GEfjQXVwyeOchkmFkuJevurplnW6lfGNjQ0X/AM499BP6Sipatf16xSbOJnLT5+yZ88e5i9YgIWFrHoghBDi00nRLYQwWJUqVeLGtRvUrVGXwF8CCdkQgi5R95/76BJ0hK4JwTVfdur2qJZOSYUS4l9KT7eS+jg4YmpkxJzDmaO3+2V8PD3Xb6DpwsVUrFaN6zdu0LBhQ6VjCSGEyATkTEUIYdDs7e3ZuWMnc+fO5cXRF/j/7E/s/dh3bh84P5DkBB3fzWiNkbFROiYV6S0x9tVtB2YyK70iNGo11cwt+PPyFYIiIpSO81lO3LtHiUlTWH/pMosXL2bHzp04O8soGSGEEKlDim4hhMFTqVQMHDiQK5evUNC1IA8nPSRkYwi6hNd7vV/eeknMrRhqdamCVwl3hdKK9BIfm4AKMJaiWzGjs2dHrVIx/9hxpaN8knitlqF/bqH67Lm45c/PtevX6d69O7///jvR0dFKxxNCCJFJSNEthMgwihYtyvmz55k2dRovj73Eb6wfMXdiANDpdAQvCiabiy1NhtRTOKlIDwmxiZiqVLL+uoKcNBoKGJuw6MQJYhISlI7zUS4GBPDF1GksOHGSGTNmcOz4cfLkyUNycjI9evRgwIABSkcUQgiRSUjRLYTIUDQaDT/88APXr12neK7i+E3x4/HaxwQvCSYpOon2U1thamGidEyRDrRxWkyk4FbcCGdnouMTWHPuvNJRPkhUXBwDN/1B+WkzMHPOzqXLlxk6dChGRq9uRzE2NmbevHmsXLmSbdu2KZxWCCFEZiBFtxAiQypQoACnT55m7ty5RJ+K5uXFKAp/mZ/CX8qyPllFYlwiZrIcnOK+sLDA2diYmX8dQqf774kOlbbtylUKT5jIb+fOM2PGDM57e1OkSJE3tuvUqRPNmjWjR48ehIaGKpBUCCFEZiJnK0KIDMvIyIiBAwdy+9ZtChcuwu2Td1k+YAMvwl4qHU2kg8T4JCm6DUTPbPY8HwMW0QAAI7ZJREFUDA9n/63bSkd5q8CICL5atJgWS5ZSqmIlbvv4MGTIEDQazVu3V6lULF26FLVaTbdu3dDr9emcWAghRGYiZytCiAwvT548XL92nbVr1/LwbBA/157FiQ3nDL7XTXyepEStzFxuIFrb2mKl0TDbwJYPS0pOZs6hwxQeP5GLT8PYsmULO3ftwtPT8737Ojk58dtvv7Fnzx6WLVuWDmmFEEJkVlJ0CyEyBZVKRfv27bnje4c2LduwYfRWZrdeQvAdGRqaWWkTkrCQnm6DoFaraWJlxWHfO9wMfqx0HODVRGnlp89k6JatdOneHR9fX1q0aPFRE+81adKE7t27M2TIEO7fv5+GaYUQQmRmcrYihMhUHBwcWLFiBceOHUMdY8zkxr+wfcY+4mMy1szK4v2SEpMxV8mfMUMxxMkZEyMj5h45omiOf06UprO15dy5c8ybNw8bG5tPOt7s2bPJnj07HTt2JCkpKZXTCiGEyArkbEUIkSlVq1aN61evM3bMWI4uP824mjM5ufE8yUnJSkcTqSRZm4S5WoaXGwpLtZoypqasOXeesJfpP69Csk7H8tOnKTh+QspEaRcuXaJcuXKfdVwrKyvWrl3L+fPnmTZtWiqlFYbIy8sL1f+WIczqDy8vL6W/HUJkKlJ0CyEyLVNTU3766Sd8fe/QoHZD1o/awuSGv3DjiI9MjJQJ6LU66ek2MD9ldyFZp2PJyVPp2u4hH19KT5lKt7XrqV6v/nsnSvtYlSpVYsSIEYwbN45Lly6lyjGF4QkICECv18tDrycgIEDpb4cQmYqcrQghMj0vLy82rN/AhQsXyOtWgAVdV/JLu2UE3nykdDTxGXRJOsykp9ugeJqY4GVszLwjR0lMh6HYtx+H0GjBQur8Mg+rnO6cO3eODRs3ftBEaR9r7NixFCtWjPbt2xMXF5fqxxdCCJF5SdEthMgyypQpw9EjR9m1axf6SCMmN5nHikEbefboudLRxCfQJ+swldnLDc4QRyfCoqP5Iw17hJ9GvaTPho0UnzgJ35fRbN68mVOnT1O+fPk0a9PExIR169bh5+fHiBEj0qwdIYQQmY8U3UKILEWlUtG4cWNuXr/JkiVL8D/3iHG1Z7Jlyh5io6T3KiPRJeswl9nLDU5Na2vsNRpm/nU41W/jiNdqmbr/AHnHjmPjtetMmz6d276+tGrV6qNmJf9UhQsXZtq0acybN49Dhw6leXtCCCEyBzlbEUJkSRqNhh49evDg/kNGjRjFqXXejKk2ncMrT5GUKDMUZwR6nV56ug1Uezs7rj16xKn7D1LleDqdjo0XLlDw5wn8tHsPnbt35/6DBwwdOhRTU9NUaeND9e/fn1q1atGpUyeeP5dRMpldp06dXptgzMHBgfr163P9+vW3bt+jRw+MjIz4/fffP7iNVatWUbx4cczMzHBxcaFfv37v3DYiIoL+/ftToEABLCws8PDwYMCAAbx48SJlm4SEBDp06ICNjQ0FChTgyL9WFJg+fTr9+/f/4HxCiM8nRbcQIkuzsrJi3Lhx3L93nzYtv2HLxN2MrzuHS3uuy2RrBk6n18tEagaqezZ7zI2MmH348GcdR6fT8eely5SYPIW2y1dSqnJlbt26xS+//IKDg0Mqpf04arWaVatWERMTQ9++fRXJINJX/fr1CQkJISQkhMOHD6PRaGjcuPEb28XGxrJp0yaGDRvG8uXLP+jYs2fPZvTo0YwYMYJbt27xf+3df3zP9f7/8dt7v2ebmdnsR+yH2TDZ1lihRIrKQeSbdghFKj/K+Rz6cY7YScqv6EgU7aCPSNoxE00aQskojs38/J4MQ2ixzd779X6/P38s745jxti8N+7Xy+V1mb3ez9frdX+/uNT78X6+ns9nWloa3bt3v2L7EydOcOLECWbMmEFGRgaLFi0iNTWVoUOHWtvMnz+fH374gW3btvHss88SHx9v/f/ZTz/9xEcffcTkyZOreBdE5EYYLPpUKSJilZmZycsvv8yXX35Js5hgeo3rRvg9zW7Ko6tSNS+EvMxffBszwMvL1lGkAuNO5LC2oID/P+lvhDRqVKVjzWYzn/+4i0mpqWQez6HbQw8xMSGBDh061FDaqlu6dCkDBgxg6dKlxMfH2zqOVAODwXDZl61Dhgzh3LlzJCcnW/dt2bKFTp06cfr0aXx8fKz7Fy9ezAcffEBqair+/v5kZWVVuvTWr7/+SmBgIKtXr6Zr167XnXvFihUMHDiQCxcu4ODgwIgRI6hfvz5TpkzBaDRSr149a9aHH36Y5557jj59+lR6zoruhYhcP3URiIj8h9atW7N27VrS0tKob2jArD/OZ/rjc9m1LhOz2WzrePKbsrIyLICLvgyptV7zbYy9wcB7Gzdd8zEms5nlO3fSZvLb9P8okcBWkXz33Xes++qrWlVwA8THx9O/f39GjBjB8eNaCeF2UVBQwCeffEJYWNhlT1skJiYycOBAPD09efTRR1m4cGGl51q/fj1ms5mcnBxatmzJHXfcwRNPPMGxY8eqlOn8+fPUr1/fukReVFQUW7duxWg0sm7dOvz9/WnUqBFLlizBxcXlqgW3iFQ/Fd0iIhV44IEH+GHnj6xdu5ZAj6Z8+PzHTOo+i+9W7NCY71qg8FwRAC6aSK3WaujgQKSTEx9u2UreVZbYMpnNfLpjJ3e++RZPfvQPmrRuzbZt20hdt4727dvfpMRVYzAYmDt3LvXq1ePpp5/Wl3K3sC+++AJ3d3fc3d3x8PAgJSWF5cuXY/cf//05dOgQ33//Pf379wdg4MCBLFy4sNJ/F//+978xm8289dZbvPvuu3z++efk5uby0EMPUVJSck3ZfvnlFyZNmsRzzz1n3ffMM88QFRVFq1atmDx5Mp999hm//vorEydOZPbs2YwfP56wsDC6d+9OTk7Odd4VEakKPV4uInINtm3bxpSpU0hZlUJDPy8eGNqRe5+Mw8XdxdbRbksnD//M3x56h/cCAunq4WHrOHIFmUYj/Y9mM+v/9eOlrg9c9rrJbOazH37gjbWp7D95kkcefpiJCQk1uvRXdVu/fj3dunXj6aefJiwszNZxpAo8PDwYNmwYrq6uwJUfL8/JyWHevHlA+URmc+fO5csvvyQ9Pd26JvzFMdmrV68GoKSkBH9/f5YtW0a3bt0qvP5bb73FX//6V9atW2dtc+bMGfz8/Fi7dm2lY7sB8vLy6NatG15eXqSkpODo6HjFtkOGDCEmJoaQkBD+8pe/sH37dqZNm0ZmZiZJSUmXtdfj5SLVy8HWAURE6oL27duzKnkVWVlZTJ8+nSVTl5D6/kY6PXUPXQZ3xMPb3dYRbyvG8+U9p+rprt1au7oS4OjIzLQNjOrSGfvf/r6MJSV8/P12Zm7YyMFTp3j0kUdYnJxMXFycbQNfh4ceeoiEhATef/99W0eRKvLw8KBPnz7ccccdlbZzc3O75AuV2NhYPD09WbBgAW+++SYmk4mPP/6YU6dOWR/xBjCZTCQmJl6x6Pb39wfKl6K7yMfHh0aNGnH06NFKM+Xn5/Pwww/j7u7OypUrKy24N2zYQFZWFomJiYwbN45HH30UNzc3nnjiCebMmVPpdUSkeqjoFhGpglatWrFw4ULeeOMNZs6cyYfzPyRtwRbaP9GWB5/tRKM7Gto64m3hwm9rqmtMd+33QkNvxv98itV79tAhtBnvf/MNczdvIffCBfo89hhLXn2Vdu3a2TrmDZk4cSITJ060dQy5SQwGA3Z2dhh/Gzaxdu1a8vPz2bVrF/b29tZ2+/fvZ8CAAfzyyy8VzrbfsWNHAA4cOGAt/HNzczl79qy1B70ieXl5dO/eHWdnZ1JSUnBxufITV0VFRYwcOZKlS5dib2+PyWSy9mCXlpZiMpmqfgNEpMrURSAich2aNGnCrFmzOHb0GH957a/sWbOfCZ2nsfBPn5Kz/6St493yjHnlY7pd1dNd6/Vt0AAPBwdeWPopTf86nnc2biJ+yBAOHTrE50lJdb7glltfcXExp06d4tSpU+zbt4/Ro0dTUFBAz549gfIJ1Hr06EFUVBStW7e2bo8//jg+Pj4sWbKkwvOGh4fTu3dvXnrpJb777jsyMzMZPHgwLVq0oEuXLgDk5OTQokUL0tPTgfIe7m7dunHhwgUSExPJy8uzZquogH7jjTfo0aMHMTExQHmh/89//pM9e/YwZ84ca+EvIjVLn1ZERG6At7c3EyZM4Gj2UWbNnEXOj6eZ9Mgs3h+6kH1bD2lypRpizC8vup3V011rlVksfJ2fz5Cc4+SXlVFiZ0fCG29w7PhxZs+eTWhoqK0jilyTi0uA+fv7c/fdd7Njxw5WrFhB586d+fnnn1mzZg2PP/74ZccZDAb69u1b6ZrdH3/8MXfffTc9evTg/vvvx9HRkdTUVOvj4qWlpRw4cIDCwkIAfvjhB7Zv305GRgZhYWHWXP7+/pfNep6ZmcmKFSv429/+Zt3Xr18/evTowX333ceePXv4+9//Xh23SESuQhOpiYhUo9LSUj799FOmTJtCVmYWPk28uadfLO37taVhQANbx7tlpM7bQPK0VNaHNiOwkrGMcvOdM5lIOneOZQX5nCgqov3dd/PimDH07dsXJycnW8cTuSJNHvY73QuR6qWiW0SkBlgsFr7//nsWLFjA8s+WYyw0Etkpgg7929Gma0scnDSlxo1Inv4lqXM3sqVZGN4Oupe2ZrFY+MFoZGXeeb4sKMBsZ0d8fDyjX3yR2NhYW8cTuSYqNH+neyFSvVR0i4jUsPz8fJYvX85HHy1g+/Z06nt7ENcnho792+Ef1tjW8eqkTxOS2bT4O3Y0D8dN47ptJqe0hFXn81hVeIFjRiPBTZsybPhwnn32WXx9fW0dT6RKVGj+TvdCpHqp6BYRuYn27t1LYmIiiz9eRO4vvxIWG0L7J9oS26MNLm7Oto5XZywe9xnbPt9JRngE9hrXfVNdMJv5Kj+PVQUFpBcU4F6vHv2eeIKnn36ae++9Fzt9CSJ1lArN3+leiFQvFd0iIjZQXFxMSkoKCxYs4Ouvv8a5njOxf2hDx/7tCIluikGFZKUWjFzCv9buYU9EC1tHuS2YLRZ2GAtJPp/H+sILGE0munTqxJChQ+nbty9ubm62jihyw1Ro/k73QqR6qegWEbGx7OxsFi5cSOLCRI4fPU5guD/39LuLux5pg/cdXraOVyvNeeYf/Pubg+xsHm7rKLe07JISUvLOk3LhAjlFRYQFBzN46FCeeuqpStcRFqmLVGj+TvdCpHqp6BYRqSVMJhNpaWks+GgBq1NSKC4uIaRNU6IejuSuR+7EN7iRrSPWGjPjP+Dsjmy2hjW3dZRbzpGSEtLy80kzGtl9oYD6bm70/+MfGTx4MB06dNBTGHLLUqH5O90LkeqloltEpBbKz89nzZo1fJ70OWvXrsVYaKRpq0CiukcS88idBDS/vSdgm9rnPYr2niIttJmto9R5ZouFjKIi0gry2VBUxL8LC3F1dqZbt2488eST9OnTB1dXV1vHFKlxwcHBZGdn2zpGrRAUFMSRI0dsHUPklqGiW0SklissLCQ1NZWkpCRSVqdQkF+Af7PGtH4ggjZdWxEaG4S9g72tY95Ukx6ZhfO/c/kiJMTWUeqkYrOZ7wsL2VBQwKYiI2eKi2nk5UXPxx6jd+/ePPTQQ9SrV8/WMUVERG4JKrpFROqQoqIi1q9fz6pVq1j9RQqnfz6DewN3IjuHc2fXlkR2Cse1/q3fKznhgen4nMxnRVCwraPUGedNJr4pKGDDhQt8ayzkQlkZoUFB9OnXj969e9OhQwfs7W+vL29ERERuBgdbBxARkWtnMpmIjIykZ8+emM1mdu7cyerVq0lelcxHyZ9g72BP+N2htLyvOc3jQmnaOhB7x1uvkCorLcNVS1NVqsRiYW+RkfTCQrYXFbPjQgEmi4W2d93FXx5/nN69e9OqVSuN0RYREalh6ukWEalDRowYwZ49e9i6detlr2VnZ/PFF1+QkpLClq1bMBYacXZ1JjQ2iLB2wTSPCyE4uilOLo42SF69Xr57ElEXzHx4RxNbR6k1SiwWMo1G0o2F7CgqYpfRSJHJRH03N+7r1Ik/9OpFz549CQwMtHVUERGR24qKbhGROsJsNhMQEMDAgQOZMWNGpW1LS0v58ccf2bx5M99s/oYtW7aQdz4PBycHQqKa0uy3IrxZbBAu7i436R1Un7ExCXQos+fd27iALDGbySgqYoexkPSiInb/R5Hd6f77ub9LFzp37kx0dDQODnqwTURExFZUdIuI1BHbtm2jQ4cObN26lY4dO1bpWJPJRGZmprUI/2bzN5w9fRY7OzuCWt9Bs3ZBhMWFEtYuGHcvtxp6B9Xnz3dOoKudE1P8A2wd5abJM5nIKipid5GxwiK78wMPWItsjc0WERGpPVR0i4jUES+//DKLFy/mxIkTN1xUWSwWDh06xObNm9m8eTMbv9nI8aPHAbgjIoCmbQIICPcjIMKPwAg/6vt41Kqxv39qOZ6ezvVI8POzdZQacbHA3ltcRFZRMVmmMrILCwHwdHe/rCdbRbaIiEjtpefNRETqAIvFwsqVK+nVq1e1FFgGg4Hw8HDCw8MZNmwYUD4mfMuWLWzevJkfdv3AF198TZGxCAB3L3cCmjfGP9yXwBZ+BIT74R/eGDdP2ywrZTGbcbGrPV8CXC+zxcLR0lIOFhdxoLiYAyUlHCor45jRCEA9Fxeio6N57O67iY2NJTY2loiICBXZIiIidYiKbhGROiArK4vDhw/z97//vcauERQURFBQEAMHDgTKH0k/cuQImZmZZGRkkJmZyZ4f9/DtpzsoKysDoKGfF/7hvviHN/69GA/zxcnVqcZyAlhMZlwMdWP2crPFwumyMo6XlnK8tJRjpSUcLy0l22TmUHERxt/upa+3N23i4ngiOpqoqCgV2CIiIrcIFd0iInVAcnIy7u7uPPDAAzftmvb29jRr1oxmzZrRu3dv6/6SkhIOHjxoLcYzMjPISMvg6482A+W96N4BDfFs7IFnYw8a+Hni6VufBn71aeDnSYPG9WnQ2BPnetdfmJstllrV011gMlmL6vKthGNlZeSYzeQUF1NsMlnb+vn4ENqqFdHh4Qxq04Y2v22NGze2tjl27BiBgYHYaVk0ERGROk9jukVE6oB27doREhLCZ599ZusoV1RQUMC+ffvIzMzk8OHD5OTkcPz4cY7nHOfEiRPk5+Vf0r5e/Xp4+Xni6euBp1/93wvzxuX7XD1ccHZzxsXNGed6TtjZ/16Ajgx5mT/7+DKkYcNqfx9lFgvnTSZ+NZk499t2ye/m334C5ywWcktLOVdSYj3ezdWV4KZNaRYeTmizZoSGhlq34OBgXF1dr5rB19eXqVOn8vTTT1f7+xMREZGbS0W3iEgtd+zYMZo2bcrSpUuJj4+3dZzrVlBQwIkTJ8jJybFuF38/dvwYOSdy+Pnkz9ZH1/+bs2t5Ae7i5sLp7NMEODkR4OSEE+BkAUeDAWc7A44GA2ZLefFchgWTxUKZBUoNUEb5ZuL3P5dZLJRZLJRaLJwvKyO/tLTC6zfw8MC7YUO8GzWika9v+c/ftuDgYGth7ePjc8OTzkVHRxMXF8f8+fNv6DwiIiJie3q8XESkllu1ahWOjo48+uijto5yQ9zd3a2Tt12J2WzmzJkznDx5kvz8fPLz8ykoKLjsZ1ZWFl5eXphMJoqLiykqKqLIaORcURHFRUXY2dnh6OSEk5MTjk5OuDg54eDggKOjY6Wbl5cX3t7e1q1Ro0Z4e3vj5eV1U9e6jomJYdeuXTfteiIiIlJzVHTXAsHBwWRnZ9s6Rp0RFBTEkSNHbB1D5KZJTk6mS5cueHp62jpKjbOzs6Nx48aXjG++HUVHR7Ns2TJKS0txdHS0dRwRERG5ASq6a4Hs7Gz0lP+1q01rBYvUtNzcXDZt2sScOXNsHUVuopiYGIqLizlw4ACtW7e2dRwRERG5AZoWVUSkFluzZg0mk4levXrZOorcRFFRUQB6xFxEROQWoKJbRKQWS05O5p577iEgIMDWUeQm8vT0JDQ0VEW3iIjILUBFt4hILWU0GklNTeWxxx6zdRSxAU2mJiIicmtQ0V2LnTp1itGjRxMaGoqzszNNmjShZ8+epKWlWdsEBwdjMBj4/vvvLzl2zJgxdO7c2fp7QkICBoMBg8GAvb09TZo0YdiwYZw5c+aK1y8rK2P8+PGEhITg6upKaGgob7zxBmaz+YrHbNq0yXqd/9z2799vbbN+/XrCw8Px9PRk8ODBlPzH+rbnz58nPDyco0ePVuVWidyS1q9fT2FhoYru21RMTAy7d+/WnB8iIiJ1nIruWurIkSPExsayYcMGpk2bRkZGBqmpqXTp0oWRI0de0tbFxYVXXnnlqueMjIzk5MmTHD16lHnz5rF69WoGDRp0xfZTp07lgw8+YM6cOezbt49p06Yxffp03nvvvate68CBA5w8edK6NW/eHChfDmjAgAE8//zzfPfdd6Snp7NgwQLrca+88grPP/88TZs2veo1RG51K1eupGXLlkRERNg6ithAdHQ0586d0+oWIiIidZxmL6+lRowYgcFgID09HTc3N+v+yMhInnnmmUvaPvfcc8ybN4+1a9dWuo6vg4MDfn5+AAQGBvLiiy8yYcIEjEYjrq6ul7Xftm0bvXv3pkePHkB5r/qyZcvYuXPnVfP7+vrSoEGDy/afPXuWM2fOMGLECFxcXOjVqxdZWVkAfPvtt+zcuZP333//qucXudWVlZWxevVqhg8fbusoYiMxMTFA+WRqwcHBtg0jIiIi10093bVQbm4uqampjBw58pKC+6L/LmaDg4N5/vnnee211yp99Pu/ubq6YjabKSsrq/D1e++9l7S0NA4ePAjAv/71L7Zu3VppYX9RTEwM/v7+dO3alY0bN1r3+/j44O/vz1dffYXRaGTLli20adOGkpISXnjhBT744APs7e2v+T2I3Kq+/fZbfvnlFz1afhvz9/fH19eX3bt32zqKyG3h4pA9bVff9EWgSNWo6K6FDh8+jMVioUWLFtd8zPjx4/npp5/45JNPrqn9/v37mTdvHnFxcXh4eFTY5pVXXiE+Pp4WLVrg6OhITEwMY8aMIT4+/orn9ff3Z/78+SQlJfHPf/6TiIgIunbtyubNm4HyNbY/++wzJk2aRKtWrYiJieGZZ55hypQpdO3aFVdXVzp27EhERITWJZbb2sqVKwkMDKRt27a2jiI2YjAYiI6O1mRqIjdJdnY2FotF2zVsGvYiUjV6vLwWujhpjsFguOZjfHx8GDt2LBMmTKB///4VtsnIyMDd3R2TyURxcTGdO3dm/vz5Vzzn8uXLWbJkCUuXLiUyMpLdu3czZswYAgICGDx4cIXHREREXDL+tH379hw7dowZM2bQqVMnoLwHfceOHdY2Bw8e5H//93/ZtWsXnTp1YsyYMTz88MO0bt2aTp060aZNmwqvVVZWRnJyMvn5+Ve9PyJ1TVJSEr1798bOTt+N3s5iYmKu+ctUERERqZ1UdNdCzZs3x2AwsG/fvio9Wvo///M/zJ07l7lz51b4ekREBCkpKdjb2xMQEICzs3Ol5xs3bhyvvvoqTz75JAB33nkn2dnZvP3221csuityzz33sGTJkgpfs1gsDB8+nHfeeQez2cyuXbvo168f9erV4/777+ebb765YtGdk5PDkCFDuHDhwjVnEakrHB0d+eMf/2jrGGJjMTExTJ06lbNnz9KoUSNbxxEREZHroKK7FmrYsCHdu3fn/fff58UXX7xsXPe5c+cqnKTM3d2d119/nYSEBHr27HnZ605OToSFhV1zjsLCwst62ezt7as0bhzKJwHy9/ev8LXExES8vb3p1asXv/76KwClpaXWnyaT6YrnDQoKIi8vr0pZROoS9XJLdHQ0ALt37+bBBx+0bRgRERG5LvpEV0vNnTsXk8lEXFwcSUlJHDp0iH379jF79mzat29/xeOGDx+Op6cny5Ytu+EMPXv2ZPLkyaxZs4YjR46wcuVKZs6cSZ8+faxtXnvttUuWHXv33XdJTk7m0KFD7N27l9dee42kpCRGjRp12flPnz7Nm2++yezZswHw8vKiZcuWvPvuu2zbto20tDQ6dOhQaUY7Oztt2m7ZTaR58+a4ublpXLeIDVxtMrEhQ4ZY227cuJE//OEP+Pj44OLiQrNmzejfvz+bN2/myJEjVz1XQkJClTJMnz79irkXLFjAfffdh5eXF15eXjz44IOkp6df0uaTTz6hSZMmNGzYkHHjxl3y2pEjRwgPD1fHhkg1Uk93LRUSEsKPP/7I5MmT+fOf/8zJkyfx8fEhNjaWefPmXfE4R0dHJk2aVC2Ppb733nu8/vrrjBgxgtOnTxMQEMBzzz3HhAkTrG0urvt9UUlJCWPHjiUnJwdXV1ciIyNZs2ZNhTOev/TSS4wdO5bAwEDrvkWLFjF48GBmz57NuHHjiIuLu+H3ISJSV9nZ2REVFaWiW8QGTp48af3z8uXLmTBhAgcOHLDuu7jc6ty5cxk1ahRPPfUUy5cvJyQkhJMnT7Jjxw7+9Kc/kZ6efsm5ZsyYQWpqKl9//bV1n7u7+1UzAHz55ZcMHTqUxx9//Iq5N23aRHx8PB06dMDFxYVp06bRrVs39u7dS2BgIGfPnmXYsGEsWrSI0NBQevToQefOna1LxL7wwgtMmTKF+vXrV+FuiUhlDJaLs3aJzRgMBvTXcO10v0TkdjJq1Cg2bNhAVlaWraOI3NIq+3yxaNEixowZw7lz5y7Zf/ToUcLCwhg1ahQzZ8687DiLxXLZxLgJCQkkJydf13KAjz32GPn5+aSlpV3zMSaTCS8vL+bMmcOgQYNIT0+nV69enDp1CoD+/fvTtm1bxo0bx9KlS1m+fDmrVq2q9Jz6LCZSNXp+UUREpBaLjo7mwIEDFBYW2jqKiPyXpKQkSktLefnllyt8vSor0VzNzz//zJo1axg6dGiVjissLKS0tJSGDRsC5cNWCgsL2bVrF7m5uezYsYM2bdqQm5vLhAkTtGSrSA1Q0S0iIlKLxcTEYDab2bNnj62jiMh/OXjwIPXr18fPz8+6LykpCXd3d+uWkZFRLddavHgxHh4e9O3bt0rHvfrqqwQGBlonY/Ty8mLx4sUMGjSIuLg4Bg0aRPfu3Rk7diyjR4/mp59+IiYmhtatW/P5559XS3aR253GdIuIiNRikZGRODg4MHLkyEvmwBCRG+Ph4cF7771n7QG+Xv/dm929e3d2795NTk4OnTt3rnQllqr4xz/+wYABA3BxcbnmY6ZNm8ayZcvYtGnTJcf16dPnkolxN23aREZGBnPmzCEsLIxly5bh5+dHXFwcnTp1wtfXt1reg8jtSj3dIiIitZiLiwvjx49XwS1SCzVv3pzz589bx0dD+aRoYWFhBAUFVdt1tmzZwoEDBxg2bNg1HzNjxgzeeustvvrqK9q0aXPFdsXFxYwYMYIPP/yQw4cPU1ZWxv33309ERATh4eFs3769Ot6CyG1NPd0iIiK13MSJE20dQUQq0K9fP1599VWmTp3KrFmzauw6iYmJxMbGEhUVdU3tp0+fzptvvsm6deto27ZtpW0nTZrEI488wl133cWuXbsoKyuzvlZaWlptPfUitzMV3SIiIiIi16Fp06a88847vPTSS+Tm5jJkyBBCQkLIzc1lyZIlANjb29/QNfLy8lixYgXvvPNOha8PGjSIwMBA3n77baD8kfLXX3+dpUuXEhwcbO2FvzjG/D/t3buX5cuXW2dSb9GiBXZ2diQmJuLn58f+/ftp167dDeUXERXdtUJQUFC1zm55q6vOx7VEREREbsTo0aNp2bIlM2fOpF+/fuTl5eHt7U379u1JTU3lzjvvvKHzf/rpp1gsFuLj4yt8/ejRo9jZ/T5idO7cuZSUlNCvX79L2k2cOJGEhATr7xaLheHDhzNr1izc3NyA8rXHFy1axMiRIykuLmbOnDka2iJSDbROt4iIiIjc9rT29LXTvRKpGk2kJiIiIiIiIlJDVHSLiIiIiIiI1BAV3SIiIiIiIiI1REW3iIiIiIiISA1R0S0iIiIiIiJSQ1R0i4iIiIiIiNQQrdMtIiIiIre9oKAgDAaDrWPUCUFBQbaOIFKnaJ1uERERERERkRqix8tFREREREREaoiKbhEREREREZEaoqJbREREREREpIao6BYRERERERGpIf8HM7iZXPm4xLIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting the composition of the portfolio\n",
    "\n",
    "ax = rp.plot_pie(w=w, title='Sharpe Mean Variance', others=0.05, nrow=25, cmap = \"tab20\",\n",
    "                 height=6, width=10, ax=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.3 Plotting Risk Composition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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PAAkJCahXrx527NhR6a4geiUn3sb8VHQ7d+8HZ8qcOXNQu3Zt/PjHP477uLvM+T//+U/cxy+77DLvjRkBICMjA40bNz7psanoPuYe58aNG7F+/XpvPErfN6688krs2rWrzHxVZqxfeuklOI6DoUOHeh8bOnQojh49Grf64cILL0RiYiLuueceTJkypdxX9E/mnP3BBx/gsssuQ9OmTeOOxV25U/q3RhARlcYLbyIiHy+//DJyc3MxZ84c3HvvvVi3bh1uueUW388bPHgwJk2ahC1btuDGG29E48aN0bNnT8yePbvMvm+88QZSUlJw1113iW8iVNrx48cBoMKL9Lp16+KWW27B3//+dyxbtgyff/45MjIyMHr06HJ/LVFpjuMgKysL77zzDh566CH85z//waeffoqlS5fGfe/SGjRoEPf3pKSkuH3379+PSCRSZr/MzMwyX2vkyJH4wx/+gOuuuw7vv/8+li1bhtzcXHTp0qXc733iz7O7P+de3tcu72Onwr0wadq0KYCSn/k3xiAjIwMJCQlxf5YuXRr3IP7nP/85kpKSvGW2//3vf5Gbmxv3Znjl+fTTT5GVlQUA+Ne//oVPPvkEubm5GD16NIDy58XPwYMHYYwp9z0B3GNzx9PlN9elJScn+3a1bNkSwP/9GEeQvRWp6D0TyiPdzk9sq2r79+9HZmZmmfNI48aNEYlEfMcGKBmfkx2biu5j7vdxf8TiN7/5TZn7xfDhwwGgzAXuyY614ziYPHkymjZt6r3r/aFDh/CDH/wAtWvXjltu3qZNG3z88cdo3LgxfvGLX6BNmzZo06YN/v73v3v7nMw5++uvv8b7779f5lg6depU7rEQEbn4ruZERD46dOjgvaHaZZddhlgshhdeeAH//ve/y7yqdKIhQ4ZgyJAhOHr0KBYsWIA//vGP+NGPfoQvv/zSe/UYAF577TX84Q9/QP/+/ZGTk4MLL7zQt6thw4YASt5I6WQeqHbq1Ak//elPMX78eHz55Zferxkrz5o1a7Bq1SpMnjwZt99+u/dx903LTkWDBg1g2zb2798f92B/9+7dZfZ99dVXcdttt3k/g+7at29fmV+nBKDMRYb79cv72uV97FS89957sCwL/fr1A1AyH5ZlYeHChd6FXWmlP5aeno5rr70WL7/8Mv785z/jpZdeQnJysu8TOm+88QYSEhLwwQcfxD3h8u67757ycaSnpyMUCpX7XgDuqgr3tnYqDh486Pv5l19+OZ5//nm8++67+J//+Z9Aeytysk+IARBv5+7H3Pk78Y3DTvfCvEGDBli2bBmMMXHNe/bsgW3bVT42Fd3H3ON0v9+oUaPK/RlzAGV+3dzJjvXHH3/sPQFW3hMIS5cuxX//+1/vnd/79u2Lvn37IhaLYfny5fjnP/+JESNGICMjAz/96U8B+J+zGzZsiAsuuACPPfZYuU3ukz9ERCfiK95ERJX0xBNPID09HQ8//PBJ/2qu2rVr44orrsDo0aNRXFyMtWvXxv17/fr18fHHH6NDhw647LLLvFeWJeeffz6AkjdBK23//v3emwWdaP369QD+78FhRa/8uQ98T7yAfO6553y7KuK+CZz7e7FdU6dOLbOvZVllvvfMmTNPesly+/bt0aRJE7z++utxS8K3bNmCxYsXVza9jJdeegkffvghbrnlFu/V2h/96EcwxmDHjh3o3r17mT/f+9734r7GkCFDsHPnTmRnZ+PVV1/F9ddfX+6TCqW5vyYtHA57Hzt+/DheeeWVMvue7KuWtWvXRs+ePfHOO+/E7e84Dl599VU0b97c940EK7Jz504UFhb6/sqra6+9Ft/73vcwduxYrFmzptx9Zs2ahWPHjp2x3sq8ynsyKrqdu+9AnpGRgeTkZHz++edx+82YMaPcNuDkXqEfOHAgvvnmmzJPxrjv6D9w4MCT6j9ZFd3H3ONs37492rVrh1WrVpV7v+jevXvcUvfKePHFFxEKhfDuu+9i7ty5cX/c+8SkSZPKfF44HEbPnj3xzDPPAABWrlxZZp+Kztk/+tGPsGbNGrRp06bcY/E7txLRdxdf8SYiqqT09HSMGjUKDz30EKZOnVruuzkDwN13342UlBT06dMHTZo0we7duzF27FjUrVsXPXr0KLN/amoqPvroI9xwww0YNGgQ3nvvvTLvWF5az549kZKSgqVLl8b9DOvcuXPxq1/9Cj//+c/Ru3dvNGjQAHv27MHrr7+Ojz76CLfddhuaN28OAN7PEz///PNITU1FcnIyWrdujfPPPx9t2rTB//zP/8AYg/r16+P9998vd5n8ycrKykK/fv3w0EMP4ejRo+jevTs++eSTci8af/SjH2Hy5Mk4//zzccEFF2DFihX4y1/+4nX7CYVCePTRR3HXXXfh+uuvx913341Dhw5hzJgxlVpqfvz48bjl9V999RXeffddfPDBB+jfvz+effZZb98+ffrgnnvuwZAhQ7B8+XL069cPtWvXxq5du7Bo0SJ873vfw3333Rc3Hs2bN8fw4cOxe/du32XmQMk70T/11FP42c9+hnvuuQf79+/HX//613JfYf/e976HN954A2+++SbOPfdcJCcnl7n4d40dOxaDBg3CZZddht/85jdITEzEhAkTsGbNGrz++uuVerW3NHfspNsxUHIhNH36dGRlZaFXr1647777cNlll6F27drYsmUL/v3vf+P999/HwYMHz1hvZcbLT2JiIp588kl888036NGjBxYvXow///nPuOKKK3DppZcCgPd+AJMmTUKbNm3QpUsXfPrpp+U+EeV2/P3vf8ftt9+OhIQEtG/fvtwL1ttuuw3PPPMMbr/9dmzevBnf+973sGjRIjz++OO48sor8YMf/OCUjqkie/bs8e5jhw8fxh//+EckJydj1KhR3j7PPfccrrjiClx++eW444470KxZMxw4cADr1q3DypUr8fbbb1f6++7fvx8zZszA5Zdfjmuvvbbcff72t7/h5ZdfxtixY/Hiiy9izpw5uOqqq9CyZUsUFhZ6F+XumJzMOftPf/oTZs+ejd69e+OBBx5A+/btUVhYiM2bNyM7OxvPPvssmjdvjtTUVLRq1QozZszAwIEDUb9+fTRs2ND7NXVE9B0U2Nu6EREpV/odx090/Phx07JlS9OuXTtj27Yxpuy7C0+ZMsVcdtllJiMjwyQmJpqmTZuam266yXz++efi9ygqKjI33nijSU5ONjNnzhQbBw8ebDp27Bj3sW3btpnf//73pk+fPiYzM9NEIhGTmppqevbsaf75z396va7x48eb1q1bm3A4HPcuy//973/NoEGDTGpqqklPTzc/+clPzNatW8u8U6/7ruZ79+4td/xKvxPzoUOHzNChQ029evVMrVq1zKBBg8z69evLfM2DBw+aO++80zRu3NjUqlXLXHrppWbhwoVlxth9Z+W333673PF54YUXTLt27UxiYqI577zzzKRJk8ztt99+0u9qjm/fFR6AqV27tjn33HPNj3/8Y/P2229778R8okmTJpmePXua2rVrm5SUFNOmTRtz2223meXLl5fZ93e/+50BYFq0aFHu1yvvXc0nTZpk2rdvb5KSksy5555rxo4da1588cUyY71582aTlZVlUlNTDQDvmCt6N+2FCxea73//+173JZdcYt5///24fSq6T5T37t7GlNw+v/e975U7TuU5dOiQefTRR81FF11k6tSpYxISEkzLli3Nrbfeaj755JMz2lvReEm3sYre1bx27drm888/NwMGDDApKSmmfv365r777jPffPNN3OcfPnzY3HXXXSYjI8PUrl3bXH311Wbz5s3lvhv2qFGjTNOmTU0oFIr7nuXdRvbv32+GDRtmmjRpYiKRiGnVqpUZNWpUmXeNB2B+8YtflDmuVq1amdtvv73Mx8s79ldeecU88MADplGjRiYpKcn07du33Nv6qlWrzE033WQaN25sEhISTGZmpvn+979vnn32WW8f6Zx7ovHjxxsA5t13361wH/cd3qdNm2aWLFlirr/+etOqVSuTlJRkGjRoYPr372/ee+89b/+TOWcbU/KO5Q888IBp3bq1SUhIMPXr1zfdunUzo0ePjpvjjz/+2HTt2tUkJSUZAL5jSkRnN8uYE96WlYiIaozly5ejR48eWLp0KXr27Bl0DpGnoKAATZs2xd/+9jfv9xvT2WPevHm47LLL8Pbbb/u+1wUREfFnvImIarTu3bvjpptuwqOPPhp0ClGcv/3tb2jZsuVJLaEnIiI62/HCm4iohnvyySfRo0cPHDlyJOgUIk9aWhomT57s+/vuiYiIvgu41JyIiIiIiIjoDKrUK94TJ07EBRdcgLS0NKSlpaFXr1748MMPK9x/3rx5sCyrzB/319m4pk2bho4dOyIpKQkdO3bE9OnTy3ytCRMmoHXr1khOTka3bt2wcOHCuH83xmDMmDFo2rQpUlJSMGDAgDK/rmfkyJGoX78+WrZsiTfeeCPu39566y1cffXVlRkOIiIiIiIiIl+VuvBu3rw5/vd//xfLly/H8uXL8f3vfx/XXnttmQvcE33xxRfYtWuX96ddu3bevy1ZsgQ333wzBg8ejFWrVmHw4MG46aabsGzZMm+fN998EyNGjMDo0aORl5eHvn374oorrsDWrVu9fZ544gk89dRTePrpp5Gbm4vMzEwMGjTIW3r5/vvvY+rUqcjJycG4ceMwZMgQ7N+/HwBw6NAhjB492vt9jkRERERERERV5bSXmtevXx9/+ctfcOedd5b5N/cdLw8ePIh69eqV+/k333wzCgoK4l45/+EPf4j09HS8/vrrAEp+V+1FF12EiRMnevt06NAB1113HcaOHQtjDJo2bYoRI0bgt7/9LQCgqKgIGRkZGDduHO6991488cQTWLlypfdKd0ZGBj744AP06NED99xzDzp06IAHH3zwdIaCiIiIiIiIqIxTfseTWCyGt99+G0ePHkWvXr3Efbt27YrCwkJ07NgRv//973HZZZd5/7ZkyZIyF7yXX345xo8fDwAoLi7GihUr8D//8z9x+2RlZWHx4sUAgE2bNmH37t3Iysry/j0pKQn9+/fH4sWLce+996JLly54/vnncfDgQXz11Vc4fvw42rZti0WLFmHlypVxF/V+ioqKUFRU5P3dcRwcOHAADRo0gGVZJ/11iIiIiIiIqGYyxuDIkSNo2rQpQiF5MXmlL7xXr16NXr16obCwEHXq1MH06dPRsWPHcvdt0qQJnn/+eXTr1g1FRUV45ZVXMHDgQMybNw/9+vUDAOzevRsZGRlxn5eRkYHdu3cDAPbt24dYLCbu4/63vH22bNkCoORi/tZbb0WPHj2QkpKCKVOmoHbt2rjvvvswefJkTJw4Ef/85z/RsGFDPP/88+jUqVOFYzB27Fg88sgjJztkREREREREdJbatm0bmjdvLu5T6Qvv9u3b47PPPsOhQ4cwbdo03H777Zg/f365F9/t27dH+/btvb/36tUL27Ztw1//+lfvwhtAmVeJjTFlPlYV+4wZMwZjxoyJ+/sPfvADJCQk4M9//jNWr16NDz74ALfddhtWrFhR4RiMGjUKI0eO9P5++PBhtGzZEps3b0Z6ejpisRgAIBwOx23btg3LsrztUCiEUCjkbTuOg+XLl+Oiiy5CYmIiotEowuEwQqEQotEoIpEILMvytgHAtu247YSEBBhjvG3HcRCLxbxtx3EQiUQq3I7FYjDGIBKJoKioCHl5eejevbs3jpU9phO3T/WYotEoli9fjh49eiAUCp3yMVU0N5U9psLCQnz22Wfo3r07jDGBzlMsFoNt2/jss89w4YUXIhKJBDZP7jFZloXly5fjwgsvRHJycmDzVPq+lZubi27dunn3rSDmyW2v6L5V3fPkHkdxcTFWrVqFrl27IhQKBTZP7nEYY5CXl4cLLrgAycnJgc2Tu22MwfLly9G1a1ckJSUFNk/uMRUXF2PlypXo3r27d/sOYp7cYzp+/DhWrVrlnQ+Dmid3u7zzYRDz5LYDqPB8WJ3z5B5HLBZDbm4uunfvjkgkEtg8lXc+BBDYPEUikQrvW0HMk2VZ3n2rW7duABDoPNm2jVgshs8++wxdunRBYmJiYPNU0X0rqHlyt23bxvLly+PuW0HMk3tMpR+rVnTfqs5rDfexxoUXXohwOBzYPLnHAQArVqxAly5dkJKScsrzdOzYMbRo0QKpqanwc9o/4/2DH/wAbdq0wXPPPXdS+z/22GN49dVXsW7dOgBAy5Yt8eCDD8YtN//b3/6G8ePHY8uWLSguLkatWrXw9ttv4/rrr/f2+dWvfoXPPvsM8+fPx1dffYU2bdpg5cqV6Nq1q7fPtddei3r16mHKlCllOtavX4+rr74aeXl5mDRpEhYtWoS33noLR48eRZ06dXD48GGkpaWd1DEVFBSgbt26lfocIiIiIiIiqrkqcx1YqXc1L48xJu7nnf3k5eWhSZMm3t979eqF2bNnx+2Tk5OD3r17AwASExPRrVu3MvvMnj3b26d169bIzMyM26e4uBjz58/39jmx+Z577sGTTz6JOnXqIBaLIRqNAoD3X/eZtOoUi8WwceNG71meoGnq0dQCsMcPe2TskbFHxh4Ze2TsqRktAHv8sEfGHlkQPZW68P7d736HhQsXYvPmzVi9ejVGjx6NefPm4ec//zmAkiXYt912m7f/+PHj8e6772LDhg1Yu3YtRo0ahWnTpuH+++/39vnVr37l/Yqv9evXY9y4cfj4448xYsQIb5+RI0fihRdewKRJk7Bu3To8+OCD2Lp1K4YNGwagZIn5iBEj8Pjjj2P69OlYs2YN7rjjDtSqVQs/+9nPyhzHv/71LzRu3BjXXHMNAKBPnz6YM2cOli5dir/97W/o2LFjhe/CfiYZY3Dw4EGc5iKEKqOpR1MLwB4/7JGxR8YeGXtk7JGxp2a0AOzxwx4Ze2SB9JhKGDp0qGnVqpVJTEw0jRo1MgMHDjQ5OTnev99+++2mf//+3t/HjRtn2rRpY5KTk016erq59NJLzcyZM8t83bffftu0b9/eJCQkmPPPP99MmzatzD7PPPOM970vuugiM3/+/Lh/dxzH/PGPfzSZmZkmKSnJ9OvXz6xevbrM19m9e7dp1aqV2bFjR9zHH3nkEVO/fn1z/vnnm2XLllVmWMzhw4cNAHP48OFKfR4RERERERHVTJW5Djztn/GmqvsZ71gshg0bNqBdu3YIh8NVWFjzezS1sIc97GEPe9jDnrOvR1MLe9jDnprRU60/401V6/jx40EnxNHUo6kFYI8f9sjYI2OPjD0y9sjYUzFNLQB7/LBHxh5ZdffwFe8qwHc1JyIiIiIi+m7hK941VCwWw5o1a1S925+WHk0tAHv8sEfGHhl7ZOyRsUfGnprRArDHD3tk7JEF0cMLbyIiIiIiIqIziEvNqwCXmhMREREREX23cKl5DRWLxZCXl6dqCYaWHk0tAHv8sEfGHhl7ZOyRsUfGnprRArDHD3tk7JEF0cMLb2VSUlKCToijqUdTC8AeP+yRsUfGHhl7ZOyRsadimloA9vhhj4w9suru4VLzKsCl5kRERERERN8tXGpeQ9m2jdzcXNi2HXQKAF09mloA9vhhj4w9MvbI2CNjj4w9NaMFYI8f9sjYIwuihxfeiliWhfT0dFiWFXQKAF09mloA9vhhj4w9MvbI2CNjj4w9NaMFYI8f9sjYIwuih0vNqwCXmhMREREREX23cKl5DWXbNhYvXqxqCYaWHk0tAHv8sEfGHhl7ZOyRsUfGnprRArDHD3tk7JEF0cMLb0VCoRCaNWuGUEjHtGjq0dQCsMcPe2TskbFHxh4Ze2TsqRktAHv8sEfGHlkQPVxqXgW41JyIiIiIiOi7hUvNayjbtrFgwQJVSzC09GhqAdjjhz0y9sjYI2OPjD0y9tSMFoA9ftgjY48siB5eeCsSCoXQpk0bVUswtPRoagHY44c9MvbI2CNjj4w9MvbUjBaAPX7YI2OPLIgeLjWvAlxqTkRERERE9N3CpeY1lG3bmDNnjqolGFp6NLUA7PHDHhl7ZOyRsUfGHhl7akYLwB4/7JGxRxZEDy+8FQmFQujcubOqJRhaejS1AOzxwx4Ze2TskbFHxh4Ze2pGC8AeP+yRsUcWRA+XmlcBLjUnIiIiIiL6buFS8xoqGo1i1qxZiEajQacA0NWjqQVgjx/2yNgjY4+MPTL2yNhTM1oA9vhhj4w9siB6+Ip3FaiqV7wdx8GhQ4dQr149FcswNPVoamEPe9jDHvawhz1nX4+mFvawhz01o6cy14G88K4CXGpORERERET03cKl5jVUNBrFzJkzVS3B0NKjqQVgjx/2yNgjY4+MPTL2yNhTM1oA9vhhj4w9siB6+Ip3FaiqV7yNMThy5AhSU1NhWVYVFtb8Hk0t7GEPe9jDHvaw5+zr0dTCHvawp2b0cKl5NeNScyIiIiIiou8WLjWvoaLRKGbMmKFqCYaWHk0tAHv8sEfGHhl7ZOyRsUfGnprRArDHD3tk7JEF0cNXvKtAVS41LywsRHJyspolGFp6NLWwhz3sYQ972MOes69HUwt72MOemtHDV7xrsEgkEnRCHE09mloA9vhhj4w9MvbI2CNjj4w9FdPUArDHD3tk7JFVdw8vvBWxbRvZ2dmwbTvoFAC6ejS1AOzxwx4Ze2TskbFHxh4Ze2pGC8AeP+yRsUcWRA+XmleBqlxqbts2IpGImiUYWno0tbCHPexhD3vYw56zr0dTC3vYw56a0cOl5jWYlmeBXJp6NLUA7PHDHhl7ZOyRsUfGHhl7KqapBWCPH/bI2COr7h5eeCti2zZycnLU3Cg19WhqAdjjhz0y9sjYI2OPjD0y9tSMFoA9ftgjY48siB4uNa8C/D3eRERERERE3y1cal5DGWNQUFAALc+FaOrR1AKwxw97ZOyRsUfGHhl7ZOypGS0Ae/ywR8YeWRA9vPBWxLZtLFy4UNUSDC09mloA9vhhj4w9MvbI2CNjj4w9NaMFYI8f9sjYIwuih0vNqwCXmhMREREREX23cKl5DeU4Dg4cOADHcYJOAaCrR1MLwB4/7JGxR8YeGXtk7JGxp2a0AOzxwx4Ze2RB9PDCW5FYLIbc3FzEYrGgUwDo6tHUArDHD3tk7JGxR8YeGXtk7KkZLQB7/LBHxh5ZED1cal4FuNSciIiIiIjou4VLzWsox3GwZ88eVUswtPRoagHY44c9MvbI2CNjj4w9MvbUjBaAPX7YI2OPLIgeXngr4jgO1qxZo+oGqaVHUwvAHj/skbFHxh4Ze2TskbGnZrQA7PHDHhl7ZEH0cKl5FeBScyIiIiIiou8WLjWvoRzHwY4dO1Q9E6SlR1MLwB4/7JGxR8YeGXtk7JGxp2a0AOzxwx4Ze2RB9PDCWxHHcZCfn6/qBqmlR1MLwB4/7JGxR8YeGXtk7JGxp2a0AOzxwx4Ze2RB9HCpeRXgUnMiIiIiIqLvFi41r6Ecx8GWLVtUPROkpUdTC8AeP+yRsUfGHhl7ZOyRsadmtADs8cMeGXtkQfTwwlsR/uxDzWgB2OOHPTL2yNgjY4+MPTL21IwWgD1+2CNjjyyIHi41rwJcak5ERERERPTdwqXmNVQsFsPGjRsRi8WCTgGgq0dTC8AeP+yRsUfGHhl7ZOyRsadmtADs8cMeGXtkQfTwwlsRYwwOHjwILYsQNPVoagHY44c9MvbI2CNjj4w9MvbUjBaAPX7YI2OPLIgeLjWvAlxqTkRERERE9N3CpeY1VCwWw/r161UtwdDSo6kFYI8f9sjYI2OPjD0y9sjYUzNaAPb4YY+MPbIgenjhrczx48eDToijqUdTC8AeP+yRsUfGHhl7ZOyRsadimloA9vhhj4w9suru4VLzKsCl5kRERERERN8tXGpeQ8ViMaxZs0bVEgwtPZpaAPb4YY+MPTL2yNgjY4+MPTWjBWCPH/bI2CMLoocX3kRERERERERnEJeaVwEuNSciIiIiIvpu4VLzGioWiyEvL0/VEgwtPZpaAPb4YY+MPTL2yNgjO1M9e/fuRX5+fqX/bNiwAQsWLMCGDRsq/bl79+6t0mMAvjvzVdNbAPb4YY+MPbIgeiKV2XnixImYOHEiNm/eDADo1KkTHn74YVxxxRUVfs78+fMxcuRIrF27Fk2bNsVDDz2EYcOGxe0zbdo0/OEPf0B+fj7atGmDxx57DNdff33cPhMmTMBf/vIX7Nq1C506dcL48ePRt29f79+NMXjkkUfw/PPP4+DBg+jZsyeeeeYZdOrUydtn5MiRmDx5MurUqYMnnngCP/3pT71/e+utt/DKK6/g/fffr8yQVLmUlJRAv/+JNPVoagHY44c9MvbI2CNjj6yqe/bu3Ytbh9yFA0eOVfpzw+EQ+lzcHZ98uhyxmFOpz62fWguvvvQCGjVqVOnvKznb5+t0aGoB2OOHPTL2yKq7p1JLzd9//32Ew2G0bdsWADBlyhT85S9/QV5eXtwFrmvTpk3o3Lkz7r77btx777345JNPMHz4cLz++uu48cYbAQBLlixB37598eijj+L666/H9OnT8fDDD2PRokXo2bMnAODNN9/E4MGDMWHCBPTp0wfPPfccXnjhBfz3v/9Fy5YtAQDjxo3DY489hsmTJ+O8887Dn//8ZyxYsABffPEFUlNT8f777+Puu+/GBx98gA0bNmDo0KHYvn07GjRogEOHDqFHjx74z3/+4329yuBScyIiorNXfn4+fjp0GBr1uhG162dUy/c8euBr7F0yDW9MehZt2rSplu9JRESVc8aWml999dW48sorcd555+G8887DY489hjp16mDp0qXl7v/ss8+iZcuWGD9+PDp06IC77roLQ4cOxV//+ldvn/Hjx2PQoEEYNWoUzj//fIwaNQoDBw7E+PHjvX2eeuop3HnnnbjrrrvQoUMHjB8/Hi1atMDEiRMBlLzaPX78eIwePRo33HADOnfujClTpuDYsWOYOnUqAGDdunUYMGAAunfvjltuuQVpaWn46quvAAAPPfQQhg8ffkoX3VXJtm3k5ubCtu1AO1yaejS1AOzxwx4Ze2TskbFHdiZ7atfPQFrj5pX6k964Kb7fuhbSGzet1OedqQv879J81eQWgD1+2CNjjyyInlP+Ge9YLIY33ngDR48eRa9evcrdZ8mSJcjKyor72OWXX47ly5cjGo2K+yxevBgAUFxcjBUrVpTZJysry9tn06ZN2L17d9w+SUlJ6N+/v7dPly5dsHz5chw8eBArVqzA8ePH0bZtWyxatAgrV67EAw88cNLHXlRUhIKCgrg/7pi4/y1v27btuG3HceK2LctCWloa3EUI0WjU2ycajcZ93BgDY0yZbQBx247jxG27N66KtmOxWNzH69atC8uyTvmYTtw+1WMCgLS0NFiWdVrHVNFxVPaYYrEY6tWrB8uyAp+nWCwGx3GQnp4Ox3ECnSd327Is1KtXz/ueQc2TdN8KYp5Kj0d5963qnie3JRaLIT09HcaYQOepdHt6ejps2w50ntxty7JQt27duN4g5qn0x0ufD4Oap9IfL30+DGqe3O3yzodVMU8AkBACAAPAIAJ32fj/bVswCJ+wbWDhgJ2AEEyZfUInbLv7hGAQsuCNQVWeI9zzYen5CGKeyjsfBnF/Kt1ujPFagro/lT4m975V3vFV9zy5venp6d79LKh5crfdc3Pp3iDmqfT2ifetIOap9Mf97lvV+RjWfaxx4vFV9zyVbq9Xr17c/f9U5+lkVfrCe/Xq1ahTpw6SkpIwbNgwTJ8+HR07dix33927dyMjI/4Z24yMDNi2jX379on77N69GwCwb98+xGIxcR/3v9I+l19+OW699Vb06NEDd9xxB6ZMmYLatWvjvvvuw3PPPYeJEyeiffv26NOnD9auXSuOwdixY1G3bl3vT4sWLQAAa9asAVDy6vq6desAAJ9//jk2bNgAAMjLy8OmTZsAAJ9++im2bdsGAFi8eDF27dqFcDiMHTt24ODBgwCAOXPm4NChQwCAnJwcHDlyBACQnZ2NwsJC2LaN7Oxs2LaNwsJCZGdnAwCOHDmCnJwcAMChQ4cwZ84cbywXLFgAANi1a5f3pMS2bdvw6aefAih5EiMvLw8A8NVXX+Ho0aMIh8OnfEwAsGDBAm++T/WYjh07ho0bNyIcDp/WMW3YsAGff/75ac0TAHzyySeoW7cuwuFw4PO0YcMGrF27Fm3btsWXX34Z6Dy5xxQOh9GgQQPMmzcv0HlyjykcDmPz5s3ecQQ1T+4xffnllyguLkY4HA50ntxjmjdvHtq2bYuDBw8GOk/uMR05cgRt27bFf/7zn0DnyT2mcDiMo0ePequkgpon95gOHjyIHTt2IBwOBzpP7jH95z//QUZGBsLhcKDz5B7TV199hbZt22LVqlVVNk+2bSMxMQE3twshAoNky8GV6SWPL1JDNgbV+xoAUC8cxffr7gEANIwUoW/aPjiwcNyJoGfqAQBAi8Rj6FGn5P/z5yQdRdfaJd+zXfIRfK/WYQBAh5QCdG1oeeNRleeIcDiM9evXIxqNBjpP7jGtWrUKoVAI4XA4kPtT6WPas2cPdu/ejXA4HNj9qfQxzZo1C82bN4cxJvB5ysvLw9atW9G2bVusWLEi0HlyjykcDiMpKQkrVqwIdJ7cYzLGYP369TDGBDpP7jGtWLECSUlJCIfDgc6Te0wrVqxA27ZtsXXr1kDnyT0mYwyaN2+OWbNmnfY8naxK/zqx4uJibN26FYcOHcK0adPwwgsvYP78+eVefJ933nkYMmQIRo0a5X3sk08+waWXXopdu3YhMzMTiYmJmDJlCm655RZvn9deew133nknCgsLsXPnTjRr1gyLFy+Oe2X9sccewyuvvIL169dj8eLF6NOnD3bu3IkmTZp4+9x9993Ytm0bPvroo3KPZcyYMTh8+DCGDBmCrKwsrF69Gh988AGefvpp705cnqKiIhQVFXl/LygoQIsWLXDgwAHvmUAACIfDcdvus3PudigUQigU8rYdx8GyZcvQo0cPJCYmIhqNIhwOIxQKIRqNIhKJeK8oRCIl74tn23bcdkJCgveqVUJCgvcMk7vtOA4ikUiF27FYDMYYRCIRFBUVYfny5ejZsycsyzqlYzpx+1SPKRqNYtmyZbjkkksQCoVO+ZgqmpvKHlNhYSFWrFiBnj17whgT6Dy5z4auWLEC3bp1QyQSCWye3GOyLAvLli1Dt27dkJycHNg8lb5vLV26FBdffLF33wpintz2iu5b1T1P7nEUFxdj5cqV6N69O0KhUGDz5B6HMQbLly9H165dkZycHNg8udvGGCxbtgzdu3dHUlJSYPPkHlNxcTFyc3PRs2dP7/YdxDy5x3T8+HGsXLnSOx8GNU/udnnnw9Odpy1btuCWO+9Du6uHI6VhMwBABAY2Qih5xbtk2/r2VetYqW0A6FHnAFZ+Uw/FiMTtE4KBVWobABxYCMGgYO8OfPXBBEx9YQLOPffcKjtHxGIxLF26FD179kQkEglsnso7HwKo9vtT6faK7lvVeX8qfUzufeviiy8uuc0FOE/uq44rVqzARRddhMTExMDmyd0GEPdYI6h5crdt28ayZcvi7ltBzJN7TKUfq1Z036rOaw33sUa3bt0QDocDmyf3OICSC/mLLroIKSkppzxPx44dO+mf8a7Uu5oDQGJiovfmat27d0dubi7+/ve/47nnniuzb2ZmpveKs2vPnj2IRCJo0KCBuI/76nXDhg0RDofFfTIzMwGUvPJd+sK79D4nWr9+PV577TXk5eVh0qRJ6NevHxo1aoSbbroJQ4cORUFBQYWDl5SUhKSkpDIfD4fDcf89cdudbGm7efPm3t8TEhK8j1dm27Isb9u9EZ7sdunehIQENG/ePO7fT+WYSm+f6jGFw2G0aNHCaznVYzqZ7ZM5jsTExHLHJoh5CofDsCwLzZo1Q0JCQrn7VNc8ucfkOA6aN2+OxMTEUz4mv+3KHlOLFi1O6b5VlfNU+muXd/up7nlyexMTE9GsWTNEIpHA58m9/TRr1gxJSUneExNBzJO77d6e3a8f1Dy5vZFIJO72E9Q8uZKSkk76fHgm58ndLu98eLrz5N4Oow6QgpJt+9v/Apa3bWAhdsK2BYOdxSmIIlxmHwcWELcNb9v59mWRUCjkHWNV3PZCoRBatGjhjVVQ81T6e1bmfHgmHxtVdN+qzvtTefct9yLiVI6pKs8RoVAIzZo18y66T+WYqvJcfuJjjaDm6cTHqifet6p7nlwVPVat7nlyt93HGhU9Vq2ueXK33duPe013OvN0sk7793gbY+Je/S2tV69emD17dtzHcnJy0L17d+/AKtqnd+/eAEpuNN26dSuzz+zZs719WrdujczMzLh9iouLMX/+fG+fE5vvuecePPnkk6hTpw5isZi3jr/0ev7qFgqF0KpVq0pP4pmiqUdTC8AeP+yRsUfGHhl7ZNp6DCxsLa4NU+rCOkjaxkdTj6YWgD1+2CNjjyyInkp9p9/97ndYuHAhNm/ejNWrV2P06NGYN28efv7znwMARo0ahdtuu83bf9iwYdiyZQtGjhyJdevWYdKkSXjxxRfxm9/8xtvnV7/6FXJycjBu3DisX78e48aNw8cff4wRI0Z4+4wcORIvvPACJk2ahHXr1uHBBx/E1q1bvd8HblkWRowYgccffxzTp0/HmjVrcMcdd6BWrVr42c9+VuY4/vWvf6Fx48a45pprAAB9+vTBnDlzsHTpUvztb39Dx44dvTezqE62bWPBggXe8oegaerR1AKwxw97ZOyRsUfGHpm2njAcXJq613sTtaBpGx9NPZpaAPb4YY+MPbIgeiq11Pzrr7/G4MGDsWvXLtStWxcXXHABPvroIwwaNAhAyQ+cb9261du/devWyM7OxoMPPohnnnkGTZs2xT/+8Q/vd3gDQO/evfHGG2/g97//Pf7whz+gTZs2ePPNN72fRwCAm2++Gfv378ef/vQn7Nq1C507d0Z2djZatWrl7fPQQw/h+PHjGD58OA4ePIiePXsiJycHqampZY7h8ccf934wHgAuvvhi/PrXv8ZVV12Fxo0bY8qUKZUZlioTCoXQpk0bVc8EaenR1AKwxw97ZOyRsUfGHpm2HgcW8gvrxC0lD5K28dHUo6kFYI8f9sjYIwuip9JvrkZlVeYXpxMREVHNkp+fj58OHYZzrhqOtMbNq+V7FuzZjs0zJ+CNSc+iTZs21fI9iYiocipzHajjKQcCULLkYc6cOaqWYGjp0dQCsMcPe2TskbFHxh6Ztp4wHAxI26Nqqbmm8dHUo6kFYI8f9sjYIwuihxfeioRCIXTu3FnVEgwtPZpaAPb4YY+MPTL2yNgj09bjwMLaY2mqlpprGh9NPZpaAPb4YY+MPbIgerjUvApwqTkREdHZi0vNiYioPFxqXkNFo1HMmjXL+5VmQdPUo6kFYI8f9sjYI2OPjD0ybT1hOBhUd7eapebaxkdTj6YWgD1+2CNjjyyIHl54KxIOh9GjR4+4XxofJE09mloA9vhhj4w9MvbI2CPT1uPAwvJv6qtZaq5tfDT1aGoB2OOHPTL2yILoqdSvE6MzKxQKoX79+kFneDT1aGoB2OOHPTL2yNgjY49MW4+BhYOxxKAzPNrGR1OPphaAPX7YI2OPLIgevuKtSDQaxcyZM1UtwdDSo6kFYI8f9sjYI2OPjD0ybT0ROLii3i5EFC011zQ+mno0tQDs8cMeGXtkQfTwzdWqQFW9uZoxBkeOHEFqaiosK/glaZp6NLWwhz3sYQ97vls9p/fmagapIRtHnAhQieXmZ+rN1b4L83U2tLCHPeypGT2VuQ7kUnNFLMtS9a7omno0tQDs8cMeGXtk7JGxR6atB7BwxEkIOsKjbXw09WhqAdjjhz0y9siC6OFSc0Wi0ShmzJihagmGlh5NLQB7/LBHxh4Ze2TskWnricDBNek7VS011zQ+mno0tQDs8cMeGXtkQfRwqXkVqMql5oWFhUhOTlazBENLj6YW9rCHPexhz3er53SXmidbDgpNCFqWmp/t83U2tLCHPeypGT38Pd41WCSia/W/ph5NLQB7/LBHxh4Ze2TskWnrsU3wDzJL0zY+mno0tQDs8cMeGXtk1d3DC29FbNtGdnY2bNsOOgWArh5NLQB7/LBHxh4Ze2TskWnricDgyvTdiEDHAkNt46OpR1MLwB4/7JGxRxZED5eaV4GqXGpu2zYikYiaJRhaejS1sIc97GEPe75bPae71DwCAxsWtCw1P9vn62xoYQ972FMzerjUvAbT8iyQS1OPphaAPX7YI2OPjD0y9si09UQsXa9xaBsfTT2aWgD2+GGPjD2y6u7hhbcitm0jJydHzY1SU4+mFoA9ftgjY4+MPTL2yLT1RGCQVe9rVUvNNY2Pph5NLQB7/LBHxh5ZED1cal4FqmqpOREREelzekvNT82ZWmpORERVh0vNayhjDAoKCqDluRBNPZpaAPb4YY+MPTL2yNgj09YDGKSGooCSV7y1jY+mHk0tAHv8sEfGHlkQPbzwVsS2bSxcuFDVEgwtPZpaAPb4YY+MPTL2yNgj09YTgcGlaftULTXXND6aejS1AOzxwx4Ze2RB9HCpeRXgUnMiIqKzF5eaExFRebjUvIZyHAcHDhyA4zhBpwDQ1aOpBWCPH/bI2CNjj4w9Mm09FgzSw8WwlLzirW18NPVoagHY44c9MvbIgujhhbcisVgMubm5iMViQacA0NWjqQVgjx/2yNgjY4+MPTJtPSEYdK9zACElF97axkdTj6YWgD1+2CNjjyyIHi41rwJcak5ERHT24lJzIiIqD5ea11CO42DPnj2qlmBo6dHUArDHD3tk7JGxR8YembYeCwaNIoWqlpprGh9NPZpaAPb4YY+MPbIgenjhrYjjOFizZo2qG6SWHk0tAHv8sEfGHhl7ZOyRaesJwaBTrQI1S821jY+mHk0tAHv8sEfGHlkQPVxqXgW41JyIiOjsxaXmRERUHi41r6Ecx8GOHTtUPROkpUdTC8AeP+yRsUfGHhl7ZNp6LBg0STiuaqm5pvHR1KOpBWCPH/bI2CMLoocX3oo4joP8/HxVN0gtPZpaAPb4YY+MPTL2yNgj09YTgkGb5G9ULTXXND6aejS1AOzxwx4Ze2RB9HCpeRXgUnMiIqKzF5eaExFRebjUvIZyHAdbtmxR9UyQlh5NLQB7/LBHxh4Ze2TskWnrsWDQMvGoqqXmmsZHU4+mFoA9ftgjY48siB5eeCvCn32oGS0Ae/ywR8YeGXtk7JFp6wnBoGlioaql5prGR1OPphaAPX7YI2OPLIgeLjWvAlxqTkREdPbiUnMiIioPl5rXULFYDBs3bkQsFgs6BYCuHk0tAHv8sEfGHhl7ZOyRaesJweDcJD1vrqZtfDT1aGoB2OOHPTL2yILo4YW3IsYYHDx4EFoWIWjq0dQCsMcPe2TskbFHxh6Zth4LBvUjxWp+xlvb+Gjq0dQCsMcPe2TskQXRw6XmVYBLzYmIiM5eXGpORETl4VLzGioWi2H9+vWqlmBo6dHUArDHD3tk7JGxR8YembaeEAzaJxeoWmquaXw09WhqAdjjhz0y9siC6OGFtzLHjx8POiGOph5NLQB7/LBHxh4Ze2TskWnrSQ7peBdfl7bx0dSjqQVgjx/2yNgjq+4eLjWvAlxqTkREdPbiUnMiIioPl5rXULFYDGvWrFG1BENLj6YWgD1+2CNjj4w9MvbItPWEYNAp5bCqpeaaxkdTj6YWgD1+2CNjjyyIHl54ExEREREREZ1BXGpeBbjUnIiI6OzFpeZERFQeLjWvoWKxGPLy8lQtwdDSo6kFYI8f9sjYI2OPjD0ybT0hGHSpdUjVUnNN46OpR1MLwB4/7JGxRxZEDy+8lUlJSQk6IY6mHk0tAHv8sEfGHhl7ZOyRaespdHQ93NI2Ppp6NLUA7PHDHhl7ZNXdw6XmVYBLzYmIiM5eXGpORETl4VLzGsq2beTm5sK27aBTAOjq0dQCsMcPe2TskbFHxh6Ztp4wHHSvfQBh6Phd3trGR1OPphaAPX7YI2OPLIgeXngrYlkW0tPTYVlW0CkAdPVoagHY44c9MvbI2CNjj0xbj4GFA3YiDHT0aBsfTT2aWgD2+GGPjD2yIHq41LwKcKk5ERHR2YtLzYmIqDxcal5D2baNxYsXq1qCoaVHUwvAHj/skbFHxh4Ze2TaesJwcEmd/aqWmmsaH009mloA9vhhj4w9siB6eOGtSCgUQrNmzRAK6ZgWTT2aWgD2+GGPjD0y9sjYI9PW48DCzuJkOEqWmmsbH009mloA9vhhj4w9siB6uNS8CnCpORER0dmLS82JiKg8XGpeQ9m2jQULFqhagqGlR1MLwB4/7JGxR8YeGXtk2nrCcHBp6l5VS801jY+mHk0tAHv8sEfGHlkQPbzwViQUCqFNmzaqlmBo6dHUArDHD3tk7JGxR8YembYeBxbyC+uoWmquaXw09WhqAdjjhz0y9siC6OFS8yrApeZERERnLy41JyKi8nCpeQ1l2zbmzJmjagmGlh5NLQB7/LBHxh4Ze2TskWnrCcPBgLQ9qpaaaxofTT2aWgD2+GGPjD2yIHp44a1IKBRC586dVS3B0NKjqQVgjx/2yNgjY4+MPTJtPQ4srD2Wpmqpuabx0dSjqQVgjx/2yNgjC6KHS82rAJeaExERnb241JyIiMrDpeY1VDQaxaxZsxCNRoNOAaCrR1MLwB4/7JGxR8Ye2Znq2bt3L/Lz8yv958svv8TMmTPx5ZdfVvpz9+7dW6XHAOibrzAcDKq7W81Sc23jo6lHUwvAHj/skbFHFkRPpNq+E/kKh8Po0aMHwuFw0CkAdPVoagHY44c9MvbI2CM7Ez179+7FrUPuwoEjxyr9uZZloWlmBnbu/hqVXURXP7UWXn3pBTRq1KjS37ci2ubLgYXl39RXs9Rc2/ho6tHUArDHD3tk7JEF0cMLb0VCoRDq168fdIZHU4+mFoA9ftgjY4+MPbIz0VNQUIADR46hUa8bUbt+xil9jVaV3P/oga+xd8k0FBQUVOmFt7b5MrBwMJYYdIZH2/ho6tHUArDHD3tk7JEF0VOppeZjx45Fjx49kJqaisaNG+O6667DF198IX7OvHnzYFlWmT/r16+P22/atGno2LEjkpKS0LFjR0yfPr3M15owYQJat26N5ORkdOvWDQsXLoz7d2MMxowZg6ZNmyIlJQUDBgzA2rVr4/YZOXIk6tevj5YtW+KNN96I+7e33noLV199dWWGpEpFo1HMnDlT1RIMLT2aWgD2+GGPjD0y9sjOZE/t+hlIa9y8Un/qN26Km88Lo37jppX6vFO9wPejbb4icHBFvV2IKFpqrml8NPVoagHY44c9MvbIguip1IX3/Pnz8Ytf/AJLly7F7NmzYds2srKycPToUd/P/eKLL7Br1y7vT7t27bx/W7JkCW6++WYMHjwYq1atwuDBg3HTTTdh2bJl3j5vvvkmRowYgdGjRyMvLw99+/bFFVdcga1bt3r7PPHEE3jqqafw9NNPIzc3F5mZmRg0aBCOHDkCAHj//fcxdepU5OTkYNy4cRgyZAj2798PADh06BBGjx6NZ555pjJDUqUikQj69u2LSETHQgRNPZpaAPb4YY+MPTL2yLT12LCwqKAhbCVLqTk+Mm3jo6lHUwvAHj/skbFHFkRPpS68P/roI9xxxx3o1KkTunTpgpdeeglbt27FihUrfD+3cePGyMzM9P6UXk8/fvx4DBo0CKNGjcL555+PUaNGYeDAgRg/fry3z1NPPYU777wTd911Fzp06IDx48ejRYsWmDhxIoCSV7vHjx+P0aNH44YbbkDnzp0xZcoUHDt2DFOnTgUArFu3DgMGDED37t1xyy23IC0tDV999RUA4KGHHsLw4cPRsmXLygxJlbIsC2lpabAsHf9z1tSjqQVgjx/2yNgjY49MWw9g4YiTACi5sOT4yLSNj6YeTS0Ae/ywR8YeWRA9p/Wu5ocPHwaAk1of37VrVzRp0gQDBw7E3Llz4/5tyZIlyMrKivvY5ZdfjsWLFwMAiouLsWLFijL7ZGVlefts2rQJu3fvjtsnKSkJ/fv39/bp0qULli9fjoMHD2LFihU4fvw42rZti0WLFmHlypV44IEHTuq4i4qKUFBQEPcHAGKxmPff8rZt247bdhwnbjsajWLGjBkoKioCULIEwt0nGo16b1rjbhtjymwDiNt2v6677f6S+Iq2Y7GYt11YWIgZM2YgGo2e8jGduH2qx1RcXOy1nM4xVXQclT2m48ePez1Bz1MsFvPmqrCwMNB5crfd2/Lx48cDnSfpvhXEPLm9Fd23qnue3F739lxUVBToPLntRUVFmDFjBo4dOxboPLnb7u2nsLAw0Hlyt93xcb9uVcyT4zgIh0seEoThwII56e1k2LgmfScicL5dTm0AmHK2EbdtAUhMSKiyeXK3yzsfVsU8AUBCCD7HZLx3L3e3I3BwTfpOJMEus0/ohO3Qt2MagkHo28eCjuNU6TnCvT0XFxcHcn86cbv0+TCI+1Pp9oruW9Vx3ivvmI4dO+bNVdDzZNu2N1fHjx8PdJ7c7RMfawQ1T+62+1i19H0riHlyt0s/Vg1yntxtt6ewsDDQeXLb3fk6duzYac/TyTrlC29jDEaOHIlLL70UnTt3rnC/Jk2a4Pnnn8e0adPwzjvvoH379hg4cCAWLFjg7bN7925kZMT/rFdGRgZ2794NANi3bx9isZi4j/tfaZ/LL78ct956K3r06IE77rgDU6ZMQe3atXHffffhueeew8SJE9G+fXv06dOnzM+GlzZ27FjUrVvX+9OiRQsAwJo1awCUvLK+bt06AMDnn3+ODRs2AADy8vKwadMmAMCnn36Kbdu2AQAWL16MXbt2IRKJoHbt2jh06BAAYM6cOd52Tk6Ot2Q+Ozvbu9FmZ2d7J8Ps7GwAwJEjR5CTkwOgZAn9nDlzvHF0x33Xrl3eExLbtm3Dp59+CqDkCYy8vDxvu1mzZohEIqd8TACwYMEC7Nu377SO6fjx4wiHw4hEIqd1TBs2bMDnn39+WvMElDxZdNFFFyESiQQ+Txs2bMC6deuQlZXlbQc1T+4xRSIRXHzxxd5xBDVP7jFFIhEkJSXhm2++CXSe3GPasGEDWrVqhUgkEug8uce0YMECZGVledtBzZN7TN988w2ysrIwd+7cQOfJPaZIJIJmzZp5xxHUPLnHdOjQIdSuXRuRSKTK5mn79u3o3uUCAECPOgfRIrHkgUiv1P3ITCh5wqFv2j40jJQ8efX9untQL1zyoOSyenvxSUED2LBwZfpuJFsOIjC4Mn03IjBIthxcmV7y/+HUkI1B9b4GADRIBobd8fMqmyf3mDZt2oSsrCxvuyrmybZtJCYm4OZ2IfGY6oWj+H7dPQCAhpEi9E3bBxsWVh2tix6pBwEALRKPoUedku1zko6ia+2S79ku+Qi+V6vkBY0OKQXo2tDyxqMqzxHuskrbtgO5P7nz5B7T559/jvPOOw+RSCSQ+1PpY9q3bx/q1q2LSCRS7ee98o5p9uzZ6Nevn3d8Qc5TXl4etm/fjqysLOTl5QU6T+4xRSIRdOzYMe5xaxDz5B5TaUHOU+n/V3Xs2BGRSCTQeXKPKS8vD1lZWdi+fXug8+QeEwD069cPs2fPPu15OlmWqezv/vjWL37xC8ycOROLFi1C8+bNK/W5V199NSzLwnvvvQcASExMxJQpU3DLLbd4+7z22mu48847UVhYiJ07d6JZs2ZYvHgxevXq5e3z2GOP4ZVXXsH69euxePFi9OnTBzt37kSTJk28fe6++25s27YNH330UbktY8aMweHDhzFkyBBkZWVh9erV+OCDD/D0009XuIS+qKjIe+UMKHk32BYtWuDAgQNIT0/3npUJh8Nx27Ztw7IsbzsUCiEUCnnblmWhsLAQiYmJCIfDiEajCIfDCIVCiEajiEQisCzL2wZK/sdZejshIQHGGG/bfabc3XYcB5FIpMLtWCwGYwwikYj3P+WkpCTvmaPKHtOJ26d6TI7joLCwECkpKTDGnPIxVTQ3lT0m99m0xMRE2LYd6Dy528YY780Lg5on95gikQiKi4sRCoUCnSfpvhXEPJVuL+++Vd3zVPqYgJJ3+HR7g5gn9zhCoRAcx4ExBgkJCYHNU+lxKSoqQiQS8c6NQc1TQkICYrEYiouLkZycDGNMlczThg0bMPje+9Hih8OQ3rjpt69nWwjD8d2O4NtXIlByUer+LHPZ7RBKXh0u2T6yZzt25PwLLz/3T7Ru3brKzhHu+dCdu6qYpy1btuCWO+9Du6uHI6VhswqPyfr2VetY3LaFBDhwAMQQjtsnBAOr1DZQ8uvHQjAo2LsDX30wAVNfmIBzzz23ys4RQMmT2cnJybAsq9rvTyduuyt/kpKSEIvFqv3+dGJ7efet6jjvlXdMxcXFJbe1b79vkPPkvrLn3rfc3iDmyd0Oh8NxjzWCmid32xiDwsLCuPtWEPPkHlPpx6oV3beq81rD7XSXdgc1T+5xlL5dJyYmnvI8HTt2DHXr1sXhw4eRlpYGySm94v3LX/4S7733HubOnVvpi24AuOSSS7xnMQAgMzPTe1XatWfPHu/V64YNGyIcDov7ZGZmAoC4z4nWr1+P1157DY8++ijmzZuHfv36oVGjRrjpppuwcuVKbwn5iZKSkpCWlhb3B4D3c+vhcLjc7UgkErcdCoXitm3bRk5OjvdAPCEhwdvHffBZetuyrDLbAOK23ZORu+3e4Cradl9VBkpOrrNmzfJunKdyTCdun+oxxWIx7w39TueYKjqOyh4TUPKeB+4dNMh5CofDMMYgOzsbxphA58ndtm077smuoOZJum8FMU9ub0X3reqeJ7cXKHkm2P2fSVDz5LY7joPs7GyvO6h5crdt28asWbO8B5xBzZO77TgOcnJyvPNhVcxTKBRCLFZy/4h9ezl4stuAhSvTvy51IWoBsMrZRty2AVD87VK+qjxHuOdD9+9VNU8AEHXgc0wWYidsR2BwRfrXsL4dr9L7OCdsu7/r24EF59uXRdwnD9ze0z0m27Yxe/ZsxGKxQO5PJ24D8M6HQdyfSrdXdN+qjvNeecdkWRY+/PBD7wIgyHlyLyzd+1aQ8+Run/hYI6h5crfdx6ql71tBzFPp+5b7WDXIeSp9e3EfqwY5T257LBbDhx9+GHd/O9V5OlmVuvA2xuD+++/HO++8gzlz5qB169aV+mauvLy8uFele/Xq5b3M78rJyUHv3r0BlDwL0a1btzL7zJ4929undevWyMzMjNunuLgY8+fP9/Y58VjuuecePPnkk6hTpw5isZi3lr/0mv7qFIlEcOWVV1Z6Es8UTT2aWgD2+GGPjD0y9si09diwkH0wU9W7dnN8KqZtfDT1aGoB2OOHPTL2yILoqdR3+sUvfoGpU6dixowZSE1N9V5drlu3LlJSUgAAo0aNwo4dO/Dyyy8DKHnH8nPOOQedOnVCcXExXn31VUybNg3Tpk3zvu6vfvUr9OvXD+PGjcO1116LGTNm4OOPP8aiRYu8fUaOHInBgweje/fu6NWrF55//nls3boVw4YNA1DyLMWIESPw+OOPo127dmjXrh0ef/xx1KpVCz/72c/KHMu//vUvNG7cGNdccw0AoE+fPhgzZgyWLl2KDz/8EB07dkS9evUqMzxVovRyDg009WhqAdjjhz0y9sjYI9PWE7EMbKPjwhLg+PjRNj6aejS1AOzxwx4Ze2TV3VOpV7wnTpyIw4cPY8CAAWjSpIn358033/T22bVrV9zv1i4uLsZvfvMbXHDBBejbty8WLVqEmTNn4oYbbvD26d27N9544w289NJLuOCCCzB58mS8+eab6Nmzp7fPzTffjPHjx+NPf/oTLrzwQixYsADZ2dlo1aqVt89DDz2EESNGYPjw4ejevTt27NiBnJwcpKamxh3H119/jccffxz/+Mc/vI9dfPHF+PWvf42rrroKb731Fl566aXKDE2VcJfDuj9vEDRNPZpaAPb4YY+MPTL2yLT1RGCQVa9kqbkGHB+ZtvHR1KOpBWCPH/bI2CMLoueU31yN/k9BQcFJ/1A9ERGRNvn5+fjp0GE456rhSGtc+fduORUFe7Zj88wJeGPSs2jTpk21fM9TxfEhIqLyVOY68LR+jzdVLWMMCgoKoOW5EE09mloA9vhhj4w9MvbItPUABqmhKKDkFV2Oj0zb+Gjq0dQCsMcPe2TskQXRwwtvRWzbxsKFC1UtwdDSo6kFYI8f9sjYI2OPTFtPBAaXpu1TtZSa41MxbeOjqUdTC8AeP+yRsUcWRA+XmlcBLjUnIqKajEupZRwfIiIqD5ea11CO4+DAgQPV/mvMKqKpR1MLwB4/7JGxR8YembYeCwbp4WJYSl7R5fjItI2Pph5NLQB7/LBHxh5ZED288FYkFoshNzcXsVgs6BQAuno0tQDs8cMeGXtk7JFp6wnBoHudAwgpubDk+Mi0jY+mHk0tAHv8sEfGHlkQPVxqXgW41JyIiGoyLqWWcXyIiKg8XGpeQzmOgz179qhagqGlR1MLwB4/7JGxR8YembYeCwaNIoWqllJzfCqmbXw09WhqAdjjhz0y9siC6OGFtyKO42DNmjWqbpBaejS1AOzxwx4Ze2TskWnrCcGgU60CNUupOT4ybeOjqUdTC8AeP+yRsUcWRA+XmlcBLjUnIqKajEupZRwfIiIqD5ea11CO42DHjh2qngnS0qOpBWCPH/bI2CNjj0xbjwWDJgnHVS2l5vhUTNv4aOrR1AKwxw97ZOyRBdHDC29FHMdBfn6+qhuklh5NLQB7/LBHxh4Ze2TaekIwaJP8jaql1ByfimkbH009mloA9vhhj4w9siB6uNS8CnCpORER1WRcSi3j+BARUXm41LyGchwHW7ZsUfVMkJYeTS0Ae/ywR8YeGXtk2nosGLRMPKpqKTXHp2LaxkdTj6YWgD1+2CNjjyyIHl54K8KffagZLQB7/LBHxh4Ze2TaekIwaJpYqGopNcenYtrGR1OPphaAPX7YI2OPLIgeLjWvAlxqTkRENRmXUss4PkREVB4uNa+hYrEYNm7ciFgsFnQKAF09mloA9vhhj4w9MvbItPWEYHBukp43D+P4yLSNj6YeTS0Ae/ywR8YeWRA9vPBWxBiDgwcPQssiBE09mloA9vhhj4w9MvbItPVYMKgfKVbzM8wcH5m28dHUo6kFYI8f9sjYIwuih0vNqwCXmhMRUU3GpdQyjg8REZWHS81rqFgshvXr16tagqGlR1MLwB4/7JGxR8YembaeEAzaJxeoWkrN8amYtvHR1KOpBWCPH/bI2CMLoocX3socP3486IQ4mno0tQDs8cMeGXtk7JFp60kO6XiXWhfHR6ZtfDT1aGoB2OOHPTL2yKq7h0vNqwCXmhMRUU3GpdQyjg8REZWHS81rqFgshjVr1qhagqGlR1MLwB4/7JGxR8YembaeEAw6pRxWtZSa41MxbeOjqUdTC8AeP+yRsUcWRA8vvImIiIiIiIjOIC41rwJcak5ERDUZl1LLOD5ERFQeLjWvoWKxGPLy8lQtwdDSo6kFYI8f9sjYI2OPTFtPCAZdah1StZSa41MxbeOjqUdTC8AeP+yRsUcWRA8vvJVJSUkJOiGOph5NLQB7/LBHxh4Ze2TaegodXQ8nOD4ybeOjqUdTC8AeP+yRsUdW3T1cal4FuNSciIhqMi6llnF8iIioPFxqXkPZto3c3FzYth10CgBdPZpaAPb4YY+MPTL2yLT1hOGge+0DCEPH76rm+Mi0jY+mHk0tAHv8sEfGHlkQPbzwVsSyLKSnp8OyrKBTAOjq0dQCsMcPe2TskbFHpq3HwMIBOxEGOno4PjJt46OpR1MLwB4/7JGxRxZET6TavhP5CofDaNu2bdAZHk09mloA9vhhj4w9MvbItPU4sPBVUZ2gMzwcH5m28dHUo6kFYI8f9sjYIwuih694K2LbNhYvXqxqCYaWHk0tAHv8sEfGHhl7ZNp6wnBwSZ39qpZSc3wqpm18NPVoagHY44c9MvbIgujhhbcioVAIzZo1QyikY1o09WhqAdjjhz0y9sjYI9PW48DCzuJkOEqWUnN8ZNrGR1OPphaAPX7YI2OPLIgeLjVXJBQKoVWrVkFneDT1aGoB2OOHPTL2yNgj09ZjYGFrce2gMzwcH5m28dHUo6kFYI8f9sjYIwuiR8dTDgSgZMnDggULVC3B0NKjqQVgjx/2yNgjY49MW08YDi5N3atqKTXHp2LaxkdTj6YWgD1+2CNjjyyIHl54KxIKhdCmTRtVSzC09GhqAdjjhz0y9sjYI9PW48BCfmEdVUupOT4V0zY+mno0tQDs8cMeGXtkQfRwqbki7s8aaKGpR1MLwB4/7JGxR8YembYeAwu7oilBZ3g4PjJt46OpR1MLwB4/7JGxRxZEj46nHAhAyZKHOXPmqFqCoaVHUwvAHj/skbFHxh6Ztp4wHAxI26NqKTXHp2LaxkdTj6YWgD1+2CNjjyyIHl54KxIKhdC5c2dVSzC09GhqAdjjhz0y9sjYI9PW48DC2mNpqpZSc3wqpm18NPVoagHY44c9MvbIgujhUnNFQqEQGjduHHSGR1OPphaAPX7YI2OPjD0ybT0GFvbayUFneDg+Mm3jo6lHUwvAHj/skbFHFkSPjqccCAAQjUYxa9YsRKPRoFMA6OrR1AKwxw97ZOyRsUemrScMB4Pq7lazlJrjI9M2Ppp6NLUA7PHDHhl7ZEH08MJbkXA4jB49eiAcDgedAkBXj6YWgD1+2CNjj4w9Mm09Diws/6a+mqXUHB+ZtvHR1KOpBWCPH/bI2CMLoodLzRUJhUKoX79+0BkeTT2aWgD2+GGPjD0y9si09RhYOBhLDDrDw/GRaRsfTT2aWgD2+GGPjD2yIHr4irci0WgUM2fOVLUEQ0uPphaAPX7YI2OPjD0ybT0ROLii3i5EFC2l5vhUTNv4aOrR1AKwxw97ZOyRBdHDC29FIpEI+vbti0hEx0IETT2aWgD2+GGPjD0y9si09diwsKigIWwlS6k5PjJt46OpR1MLwB4/7JGxRxZEj44jJwCAZVlIS0sLOsOjqUdTC8AeP+yRsUfGHpm2HsDCESch6AgPx0embXw09WhqAdjjhz0y9siC6OEr3opEo1HMmDFD1RIMLT2aWgD2+GGPjD0y9si09UTg4Jr0naqWUnN8KqZtfDT1aGoB2OOHPTL2yILosYwxptq+21mqoKAAdevWxeHDh0/rmRNjDAoLC5GcnAzLCn5JmqYeTS3sYQ972HO29eTn5+OnQ4fhnKuGI61x88oWIdlyUGhCQCWWUxfs2Y7NMyfgjUnPok2bNpX8nkINx0eu+Q7cns+GFvawhz01o6cy14F8xVsZLT/34NLUo6kFYI8f9sjYI2OPTFuPbYJ/EFUax0embXw09WhqAdjjhz0y9siqu4cX3orYto3s7GzYth10CgBdPZpaAPb4YY+MPTL2yLT1RGBwZfpuRKBjAR3HR6ZtfDT1aGoB2OOHPTL2yILo4VLzKlCVS81t20YkElGzBENLj6YW9rCHPew523pOdyl1BObbd+3WsZSa4yPUfAduz2dDC3vYw56a0cOl5jWYlmeBXJp6NLUA7PHDHhl7ZOyRaeuJWLqew+f4yLSNj6YeTS0Ae/ywR8YeWXX38MJbEdu2kZOTo+ZGqalHUwvAHj/skbFHxh6Ztp4IDLLqfa1qKTXHp2LaxkdTj6YWgD1+2CNjjyyIHi41rwJVtdSciIgoCKe3lPrUnKml1GcCx4eIiMrDpeY1lDEGBQUF0PJciKYeTS0Ae/ywR8YeGXtk2noAg9RQFFDyii7HR6ZtfDT1aGoB2OOHPTL2yILo4YW3IrZtY+HChaqWYGjp0dQCsMcPe2TskbFHpq0nAoNL0/apWkrN8amYtvHR1KOpBWCPH/bI2CMLoodLzasAl5oTEVFNxqXUMo4PERGVh0vNayjHcXDgwAE4jhN0CgBdPZpaAPb4YY+MPTL2yLT1WDBIDxfDUvKKLsdHpm18NPVoagHY44c9MvbIgujhhbcisVgMubm5iMViQacA0NWjqQVgjx/2yNgjY49MW08IBt3rHEBIyYUlx0embXw09WhqAdjjhz0y9siC6OFS8yrApeZERFSTcSm1jONDRETlOWNLzceOHYsePXogNTUVjRs3xnXXXYcvvvjC9/Pmz5+Pbt26ITk5Geeeey6effbZMvtMmzYNHTt2RFJSEjp27Ijp06eX2WfChAlo3bo1kpOT0a1bNyxcuDDu340xGDNmDJo2bYqUlBQMGDAAa9eujdtn5MiRqF+/Plq2bIk33ngj7t/eeustXH311SczFGeE4zjYs2ePqiUYWno0tQDs8cMeGXtk7JFp67Fg0ChSqGopNcenYtrGR1OPphaAPX7YI2OPLIieSl14z58/H7/4xS+wdOlSzJ49G7ZtIysrC0ePHq3wczZt2oQrr7wSffv2RV5eHn73u9/hgQcewLRp07x9lixZgptvvhmDBw/GqlWrMHjwYNx0001YtmyZt8+bb76JESNGYPTo0cjLy0Pfvn1xxRVXYOvWrd4+TzzxBJ566ik8/fTTyM3NRWZmJgYNGoQjR44AAN5//31MnToVOTk5GDduHIYMGYL9+/cDAA4dOoTRo0fjmWeeqcyQVCnHcbBmzRpVN0gtPZpaAPb4YY+MPTL2yLT1hGDQqVaBmqXUHB+ZtvHR1KOpBWCPH/bI2CMLoue0lprv3bsXjRs3xvz589GvX79y9/ntb3+L9957D+vWrfM+NmzYMKxatQpLliwBANx8880oKCjAhx9+6O3zwx/+EOnp6Xj99dcBAD179sRFF12EiRMnevt06NAB1113HcaOHQtjDJo2bYoRI0bgt7/9LQCgqKgIGRkZGDduHO6991488cQTWLlypfdKd0ZGBj744AP06NED99xzDzp06IAHH3yw0uPApeZERFSTcSm1jONDRETlqbZ3NT98+DAAoH79+hXus2TJEmRlZcV97PLLL8fy5csRjUbFfRYvXgwAKC4uxooVK8rsk5WV5e2zadMm7N69O26fpKQk9O/f39unS5cuWL58OQ4ePIgVK1bg+PHjaNu2LRYtWoSVK1figQceOKnjLioqQkFBQdwfAN4P58disXK3bduO23afYXG3HcfB1q1bvd8nF41GvX2i0aj3C97dbWNMmW0AcduO48Rtu1+7ou1YLBb3/bdt2wbHcU75mE7cPtVjisVi2Lp1qzdOp3pMFR1HZY+puLgY27dv91qCnKdYLIZoNIodO3YgGo0GOk/utuM42L59O4qLiwOdJ+m+FcQ8ub0V3beqe57c3uLiYuzYsQO2bQc6T267bdvYsWMHioqKAp0nd9txHGzbts37mkHNU+nvX/p8WBXz5DgOwuGShwRhON6y6JPZTkAMTRKOwYJBBA4AA5S7jbhtC0BiQkKVzZO77Z4Pi4uLq3SeACAhBJ9jMgifsG3BoGnCMUQQK7NP6IRt91XxEAxCFrwxqMpzhHs+jMVigdyfTtwuLi72zodB3J9Kt1d036qO8155x1RUVITt27d7t+sg58m27bj7VpDzVPq2sm3bNu+xRlDz5G67j1VL37eCmKfK3Leq8zGs+1jD/f98UPPktsdiMWzfvh1FRUWnPU8n65QvvI0xGDlyJC699FJ07ty5wv12796NjIyMuI9lZGTAtm3s27dP3Gf37t0AgH379iEWi4n7uP+V9rn88stx6623okePHrjjjjswZcoU1K5dG/fddx+ee+45TJw4Ee3bt0efPn3K/Gx4aWPHjkXdunW9Py1atAAArFmzBgCwbt067xX+zz//HBs2bAAA5OXlYdOmTQCATz/9FNu2bQMALF68GLt27YLjOFi1ahX27t0LAJgzZw4OHToEAMjJyfGWzGdnZ6OwsBC2bSM7Oxu2baOwsBDZ2dkAgCNHjiAnJwdAyRL6OXPmeOO4YMECAMCuXbu8JyS2bduGTz/9FEDJExh5eXkAgA0bNnhLME71mABgwYIF3lyf6jEVFBQgLy8PjuOc9jF9/vnnpzVPALBw4UJ88cUXcBxHxTytXr0a+fn5gc+Te0yO4+DLL7/E3LlzA50n95gcx8Fnn32GgwcPBjpPpY9p7dq1cBwn0Hlyj2nu3LnIz8/H3r17A50n95gOHjyI/Px8fPzxx4HP07p16+A4JcvRgp4n95j27t2LVatWwXGcKpun7du3o3uXCwAAPeocRIvEYwCAXqn7kZlQCADom7YPDSMlD1C+X3cP6oVLHpT8oN4enJf8DUIwuDJ9N5ItB5FvtyMwSLYcXJle8v/h1JCNQfW+BgA0SAaG3fHzKpun0seUn59fpfNk2zYSExNwc7uQeEz1wlF8v+4eAEDDSBH6pu1DCAbtU46gV+oBAECLxGPoUafkXHRO0lF0rV3yPdslH8H3apW8oNEhpQBdG1reeFTlbc9xHOTl5eHYsWOB3J9Kz5N7TO79LIj704nH9Pnnn3sXdNV53ivvmD766CNs3LgRxcXFKuZp06ZNyM/PR25ubuDztHjxYjiOg/Xr1yM3NzfQeXKPqbi4GHl5eSguLg58ngAgNzcX69evh+M4gc6Te0y5ubnIz88PfJ7cYyouLsbGjRvx0UcfnfY8naxTXmr+i1/8AjNnzsSiRYvQvHnFy67OO+88DBkyBKNGjfI+9sknn+DSSy/Frl27kJmZicTEREyZMgW33HKLt89rr72GO++8E4WFhdi5cyeaNWuGxYsXo1evXt4+jz32GF555RWsX78eixcvRp8+fbBz5040adLE2+fuu+/Gtm3bvEE90ZgxY3D48GEMGTIEWVlZWL16NT744AM8/fTTWLFiRbmfU1RU5D07ApRcFLZo0QIHDhxAenq696xMOByO27ZtG5ZleduhUAihUKjC7Wg0inA47G1HIhFYluVtAyXP8JTeTkhIgDHG23afKXe3HcdBJBKpcNt9ls7dLu84eEw8Jh4Tj4nHdHYd04YNGzD43vvR4ofDkN646bev01oIw/HdjsCBDQuI2wYiMCdsh1Dy6nDJ9pE927Ej5194+bl/onXr1qrnacuWLbjlzvvQ7urhSGnYrMJjsr591Tp2ktshGFiltgHAgYUQDAr27sBXH0zA1Bcm4Nxzzz1rb3s8Jh4Tj4nHVJOP6dixY2d2qfkvf/lLvPfee5g7d6540Q0AmZmZ3ivOrj179iASiaBBgwbiPu6r1w0bNkQ4HBb3yczMBABxnxOtX78er732Gh599FHMmzcP/fr1Q6NGjXDTTTdh5cqV3hLyEyUlJSEtLS3uD1By43D/W952JBKJ2w6FQnHbjuNgx44d3vdJSEjw9klISIBlWXHblmWV2QYQtx0KheK23RtZRdvhcNjbtizLW059qsd04vapHpMxBjt37oTjOKd1TBUdR2WPKRQKect3gp6ncDgMy7KwZcsW78QU1Dy52+6rBe73DGqeSt+3du7cCVdQ8+T2VnTfqu55cnvD4TC2bNniff2g5sltB4AtW7Z4t+2g5snddpySH51wW4KaJ3cbAHbs2OGdD6tinkKhEGKxkqV5sW8vB09+20LLxJKl5iUXoiUX4WW3EbdtABR/u5SvKs8R7vnQvW1X1TwBQNSBzzFZiJ2wbcGgReIxON+OV+l9nBO23X0cWHC+fVnkxOM43WNyz4fGmEDuTyduh0Ih73wYxP2pdDtQ/n2rOs575R1TOBzG1q1bYYwJfJ7cixf3vhXkPLnb7mMN9/sENU/utvtYtfR9K4h5Kn3fch+rBjlP7nYoFPIeqwY5T267MQZbt26Ne2x2qvN0sip14W2Mwf3334933nkHc+bMQevWrX0/p1evXpg9e3bcx3JyctC9e3fvgCrap3fv3gCAxMREdOvWrcw+s2fP9vZp3bo1MjMz4/YpLi7G/PnzvX1OPJZ77rkHTz75JOrUqeP9/AyAuDX91cm98K7u71sRTT2aWgD2+GGPjD0y9si09YRg0DSxUNW7dnN8KqZtfDT1aGoB2OOHPTL2yILoqdRS8+HDh2Pq1KmYMWMG2rdv7328bt26SElJAQCMGjUKO3bswMsvvwyg5GcTOnfujHvvvRd33303lixZgmHDhuH111/HjTfeCKBkjX6/fv3w2GOP4dprr8WMGTPw+9//HosWLULPnj0BlPw6scGDB+PZZ59Fr1698Pzzz+Nf//oX1q5di1atWgEAxo0bh7Fjx+Kll15Cu3bt8Pjjj2PevHn44osvkJqaGncszz//PHJycvDvf/8bQMnPDAwaNAizZs3Chx9+iH//+9/iz3mXxnc1JyKimozv2i3j+BARUXnO2LuaT5w4EYcPH8aAAQPQpEkT78+bb77p7bNr1664363dunVrZGdnY968ebjwwgvx6KOP4h//+Id30Q0AvXv3xhtvvIGXXnoJF1xwASZPnow333zTu+gGSn7l2Pjx4/GnP/0JF154IRYsWIDs7GzvohsAHnroIYwYMQLDhw9H9+7dsWPHDuTk5JS56P7666/x+OOP4x//+If3sYsvvhi//vWvcdVVV+Gtt97CSy+9VJmhqRKxWAwbN270fq4haJp6NLUA7PHDHhl7ZOyRaesJweDcpG/UvKLL8ZFpGx9NPZpaAPb4YY+MPbIgeiq91Ly8P3fccYe3z+TJkzFv3ry4z+vfvz9WrlyJoqIibNq0CcOGDSvztX/84x9j/fr1KC4uxrp163DDDTeU2Wf48OHYvHkzioqKsGLFijK/O9yyLIwZMwa7du1CYWEh5s+fX+47rmdkZGDz5s1o2rRp3Mcffvhh7N+/H+vWrcPFF19ciZGpGsYYHDx4EJVYhHBGaerR1AKwxw97ZOyRsUemrceCQf1IsffrxYLG8ZFpGx9NPZpaAPb4YY+MPbIgek75Xc3p/3CpORER1WRcSi3j+BARUXnO2FJzOrNisRjWr1+vagmGlh5NLQB7/LBHxh4Ze2TaekIwaJ9coGopNcenYtrGR1OPphaAPX7YI2OPLIgeXngrc/z48aAT4mjq0dQCsMcPe2TskbFHpq0nOaTjXWpdHB+ZtvHR1KOpBWCPH/bI2COr7h4uNa8CXGpOREQ1GZdSyzg+RERUHi41r6FisRjWrFmjagmGlh5NLQB7/LBHxh4Ze2TaekIw6JRyWNVSao5PxbSNj6YeTS0Ae/ywR8YeWRA9vPAmIiIiIiIiOoO41LwKcKk5ERHVZFxKLeP4EBFRebjUvIaKxWLIy8tTtQRDS4+mFoA9ftgjY4+MPTJtPSEYdKl1SNVSao5PxbSNj6YeTS0Ae/ywR8YeWRA9vPBWJiUlJeiEOJp6NLUA7PHDHhl7ZOyRaespdHQ9nOD4yLSNj6YeTS0Ae/ywR8YeWXX3cKl5FeBScyIiqsm4lFrG8SEiovJwqXkNZds2cnNzYdt20CkAdPVoagHY44c9MvbI2CPT1hOGg+61DyAMHb+rmuMj0zY+mno0tQDs8cMeGXtkQfTwwlsRy7KQnp4Oy7KCTgGgq0dTC8AeP+yRsUfGHpm2HgMLB+xEGOjo4fjItI2Pph5NLQB7/LBHxh5ZED2RavtO5CscDqNt27ZBZ3g09WhqAdjjhz0y9sjYI9PW48DCV0V1gs7wcHxk2sZHU4+mFoA9ftgjY48siB6+4q2IbdtYvHixqiUYWno0tQDs8cMeGXtk7JFp6wnDwSV19qtaSs3xqZi28dHUo6kFYI8f9sjYIwuihxfeioRCITRr1gyhkI5p0dSjqQVgjx/2yNgjY49MW48DCzuLk+EoWUrN8ZFpGx9NPZpaAPb4YY+MPbIgerjUXJFQKIRWrVoFneHR1KOpBWCPH/bI2CNjj0xbj4GFrcW1g87wcHxk2sZHU4+mFoA9ftgjY48siB4dTzkQgJIlDwsWLFC1BENLj6YWgD1+2CNjj4w9Mm09YTi4NHWvqqXUHJ+KaRsfTT2aWgD2+GGPjD2yIHp44a1IKBRCmzZtVC3B0NKjqQVgjx/2yNgjY49MW48DC/mFdVQtpeb4VEzb+Gjq0dQCsMcPe2TskQXRw6Xmirg/a6CFph5NLQB7/LBHxh4Ze2Taegws7IqmBJ3h4fjItI2Pph5NLQB7/LBHxh5ZED06nnIgACVLHubMmaNqCYaWHk0tAHv8sEfGHhl7ZNp6wnAwIG2PqqXUHJ+KaRsfTT2aWgD2+GGPjD2yIHp44a1IKBRC586dVS3B0NKjqQVgjx/2yNgjY49MW48DC2uPpalaSs3xqZi28dHUo6kFYI8f9sjYIwuih0vNFQmFQmjcuHHQGR5NPZpaAPb4YY+MPTL2yLT1GFjYaycHneHh+Mi0jY+mHk0tAHv8sEfGHlkQPTqeciAAQDQaxaxZsxCNRoNOAaCrR1MLwB4/7JGxR8YembaeMBwMqrtbzVJqjo9M2/ho6tHUArDHD3tk7JEF0cMLb0XC4TB69OiBcDgcdAoAXT2aWgD2+GGPjD0y9si09TiwsPyb+mqWUnN8ZNrGR1OPphaAPX7YI2OPLIgeLjVXJBQKoX79+kFneDT1aGoB2OOHPTL2yNgj09ZjYOFgLDHoDA/HR6ZtfDT1aGoB2OOHPTL2yILo4SveikSjUcycOVPVEgwtPZpaAPb4YY+MPTL2yLT1RODginq7EFG0lJrjUzFt46OpR1MLwB4/7JGxRxZEDy+8FYlEIujbty8iER0LETT1aGoB2OOHPTL2yNgj09Zjw8KigoawlSyl5vjItI2Pph5NLQB7/LBHxh5ZED06jpwAAJZlIS0tLegMj6YeTS0Ae/ywR8YeGXtk2noAC0echKAjPBwfmbbx0dSjqQVgjx/2yNgjC6KHr3grEo1GMWPGDFVLMLT0aGoB2OOHPTL2yNgj09YTgYNr0neqWkrN8amYtvHR1KOpBWCPH/bI2CMLoscyxphq+25nqYKCAtStWxeHDx8+rWdOjDEoLCxEcnIyLCv4JWmaejS1sIc97GHP2daTn5+Pnw4dhnOuGo60xs0rW4Rky0GhCQGVWE5dsGc7Ns+cgDcmPYs2bdpU8nsKNRwfueY7cHs+G1rYwx721IyeylwH8hVvZbT83INLU4+mFoA9ftgjY4+MPTJtPbYJ/kFUaRwfmbbx0dSjqQVgjx/2yNgjq+4eXngrYts2srOzYdt20CkAdPVoagHY44c9MvbI2CPT1hOBwZXpuxGBjgV0HB+ZtvHR1KOpBWCPH/bI2CMLoodLzatAVS41t20bkUhEzRIMLT2aWtjDHvaw52zrOd2l1BGYb9+1W8dSao6PUPMduD2fDS3sYQ97akYPl5rXYFqeBXJp6tHUArDHD3tk7JGxR6atJ2Lpeg6f4yPTNj6aejS1AOzxwx4Ze2TV3cMLb0Vs20ZOTo6aG6WmHk0tAHv8sEfGHhl7ZNp6IjDIqve1qqXUHJ+KaRsfTT2aWgD2+GGPjD2yIHq41LwKVNVScyIioiCc3lLqU3OmllKfCRwfIiIqD5ea11DGGBQUFEDLcyGaejS1AOzxwx4Ze2TskWnrAQxSQ1FAySu6HB+ZtvHR1KOpBWCPH/bI2CMLoocX3orYto2FCxeqWoKhpUdTC8AeP+yRsUfGHpm2nggMLk3bp2opNcenYtrGR1OPphaAPX7YI2OPLIgeLjWvAlxqTkRENRmXUss4PkREVB4uNa+hHMfBgQMH4DhO0CkAdPVoagHY44c9MvbI2CPT1mPBID1cDEvJK7ocH5m28dHUo6kFYI8f9sjYIwuihxfeisRiMeTm5iIWiwWdAkBXj6YWgD1+2CNjj4w9Mm09IRh0r3MAISUXlhwfmbbx0dSjqQVgjx/2yNgjC6KHS82rAJeaExFRTcal1DKODxERlYdLzWsox3GwZ88eVUswtPRoagHY44c9MvbI2CPT1mPBoFGkUNVSao5PxbSNj6YeTS0Ae/ywR8YeWRA9vPBWxHEcrFmzRtUNUkuPphaAPX7YI2OPjD0ybT0hGHSqVaBmKTXHR6ZtfDT1aGoB2OOHPTL2yILo4VLzKsCl5kREVJNxKbWM40NEROXhUvMaynEc7NixQ9UzQVp6NLUA7PHDHhl7ZOyRaeuxYNAk4biqpdQcn4ppGx9NPZpaAPb4YY+MPbIgenjhrYjjOMjPz1d1g9TSo6kFYI8f9sjYI2OPTFtPCAZtkr9RtZSa41MxbeOjqUdTC8AeP+yRsUcWRA+XmlcBLjUnIqKajEupZRwfIiIqD5ea11CO42DLli2qngnS0qOpBWCPH/bI2CNjj0xbjwWDlolHVS2l5vhUTNv4aOrR1AKwxw97ZOyRBdHDC29F+LMPNaMFYI8f9sjYI2OPTFtPCAZNEwtVLaXm+FRM2/ho6tHUArDHD3tk7JEF0cOl5lWAS82JiKgm41JqGceHiIjKw6XmNVQsFsPGjRsRi8WCTgGgq0dTC8AeP+yRsUfGHpm2nhAMzk3S8+ZhHB+ZtvHR1KOpBWCPH/bI2CMLoocX3ooYY3Dw4EFoWYSgqUdTC8AeP+yRsUfGHpm2HgsG9SPFan6GmeMj0zY+mno0tQDs8cMeGXtkQfRwqXkV4FJzIiKqybiUWsbxISKi8nCpeQ0Vi8Wwfv16VUswtPRoagHY44c9MvbI2CPT1hOCQfvkAlVLqTk+FdM2Ppp6NLUA7PHDHhl7ZEH08MJbmePHjwedEEdTj6YWgD1+2CNjj4w9Mm09ySEd71Lr4vjItI2Pph5NLQB7/LBHxh5ZdfdwqXkV4FJzIiKqybiUWsbxISKi8nCpeQ0Vi8WwZs0aVUswtPRoagHY44c9MvbI2CPT1hOCQaeUw6qWUnN8KqZtfDT1aGoB2OOHPTL2yILo4YU3ERERERER0RlU6QvvBQsW4Oqrr0bTpk1hWRbeffddcf958+bBsqwyf9avXx+337Rp09CxY0ckJSWhY8eOmD59epmvNWHCBLRu3RrJycno1q0bFi5cGPfvxhiMGTMGTZs2RUpKCgYMGIC1a9fG7TNy5EjUr18fLVu2xBtvvBH3b2+99RauvvrqSoxG1QqHw+jcuTPC4XBgDaVp6tHUArDHD3tk7JGxR6atx4GFtcfrwoEVdAoAjo8fbeOjqUdTC8AeP+yRsUcWRE+lL7yPHj2KLl264Omnn67U533xxRfYtWuX96ddu3bevy1ZsgQ333wzBg8ejFWrVmHw4MG46aabsGzZMm+fN998EyNGjMDo0aORl5eHvn374oorrsDWrVu9fZ544gk89dRTePrpp5Gbm4vMzEwMGjQIR44cAQC8//77mDp1KnJycjBu3DgMGTIE+/fvBwAcOnQIo0ePxjPPPFPZIakysVgMeXl5qpZgaOnR1AKwxw97ZOyRsUemrScEgy61DqlaSs3xqZi28dHUo6kFYI8f9sjYIwuip9IX3ldccQX+/Oc/44YbbqjU5zVu3BiZmZnen9LPLowfPx6DBg3CqFGjcP7552PUqFEYOHAgxo8f7+3z1FNP4c4778Rdd92FDh06YPz48WjRogUmTpwIoOTV7vHjx2P06NG44YYb0LlzZ0yZMgXHjh3D1KlTAQDr1q3DgAED0L17d9xyyy1IS0vDV199BQB46KGHMHz4cLRs2bKyQ1KlUlJSAv3+J9LUo6kFYI8f9sjYI2OPTFtPoaPrJ9c4PjJt46OpR1MLwB4/7JGxR1bdPdX2f4KuXbuiSZMmGDhwIObOnRv3b0uWLEFWVlbcxy6//HIsXrwYAFBcXIwVK1aU2ScrK8vbZ9OmTdi9e3fcPklJSejfv7+3T5cuXbB8+XIcPHgQK1aswPHjx9G2bVssWrQIK1euxAMPPHBSx1JUVISCgoK4PwC8Z0xisVi527Ztx207jhO3HQ6H0bZtW1hWyXK0aDTq7RONRuG+Ab27bYwpsw0gbttxnLht27bF7Vgs5m0DQLt27RAOh0/5mE7cPtVjCoVCaNOmDcLh8GkdU0XHUdljMsbgvPPOQzgcDnye3Nbzzz8/7u9BzJO7HQ6Hcd5553lfI6h5Kn3fatOmTdx9K4h5Kv2sann3reqeJ7fXcRycf/75sCwr0Hly2y3Lwvnnnw/HcQKdJ3c7HA7HrdIKap7cbcuy0LZtW+98WBXzVHI/KXlIEIYD69tXZ09mOwSDLwpT4cBCBA4AA8CUs424bQtAYkJClc2Tuw2UnA+NMVU6TwCQEILPMRmET9h2YOHLwlRvvErvEzphO1RqTEPfrkx3HKdKzxHu+TAUCgVyfzpx2xjjnQ+DuD+Vbq/ovlUd573yjslxHLRv3x6hUCjweXL3de9bQc6Tu+0+1nC/dlDz5G67j1VL37eCmKfS9y33sWqQ8+RuG2O8x6pBzpPbHgqF0L59+7jH9qc6TyfrjF94N2nSBM8//zymTZuGd955B+3bt8fAgQOxYMECb5/du3cjIyMj7vMyMjKwe/duAMC+ffsQi8XEfdz/SvtcfvnluPXWW9GjRw/ccccdmDJlCmrXro377rsPzz33HCZOnIj27dujT58+ZX42vLSxY8eibt263p8WLVoAANasWQOg5JX1devWAQA+//xzbNiwAQCQl5eHTZs2AQA+/fRTbNu2DQCwePFi7Nq1C7ZtY9asWfj6668BAHPmzMGhQ4cAADk5Od6S+ezsbBQWFsK2bWRnZ8O2bRQWFiI7OxsAcOTIEeTk5AAoWUI/Z84cbxzdcd+1a5f3hMS2bdvw6aefAih5AiMvLw9AyY8HzJkzB7Ztn/IxASXvC7Bv3z7vmDZv3oz8/Hx89NFH+O9//4v8/HxkZ2fjiy++wIYNG5CdnY0NGzbgiy++QHZ2NvLz87FmzRrv42vXrkVOTg7y8/Px+eef4+OPP0Z+fj4+++wzzJkzB/n5+VixYgXmz5+P/Px8LF++HEuXLgUAbNiwAZ9//vlpzRMAzJ8/H5988gls2w58njZs2IBVq1YhNzcXa9eurbJ5Op1jsm0bS5YsOa1jqop5co/Jtm189NFH3o+WBDVP7jGtXbsWc+fOhW3bgc5T6WPKzc3F119/Heg8uce0f/9+5ObmBj5P7jG59/Mvvvgi8HkCgK+//hqzZs2CbdtVNk/bt29H9y4XAAB61DmIFonHAAC9UvcjM6EQANA3bR8aRooAAN+vuwf1wiUPSgbV+xqX1NmPMBxcmb4byZaDCAyuTN+NCAySrZKPA0BqyMageiX/j2uQDAy74+dVNk/uMX3xxRfIzc3FihUrqmyebNtGYmICbm4XEo+pXjiK79fdAwBoGClC37R9CMNBnzr70Du15PzTIvEYetQ5CAA4J+koutYu+Z7tko/ge7UOAwA6pBSga0PLG4+qPEe4t7dvvvkmkPuTO0/uMa1YsQILFiyAbduB3J9KH9OOHTu8/4dV93mvomNatmyZdxxBzlNeXh7y8/ORm5uLZcuWBTpP7jHZto0FCxZ4P5oa5DwVFhZ6x1F6O4h5co9p2bJl3n0ryHlyj2nZsmXIzc1Ffn5+oPPkHlNhYSGWLVtWJfN0sk7r93hbloXp06fjuuuuq9TnXX311bAsC++99x4AIDExEVOmTMEtt9zi7fPaa6/hzjvvRGFhIXbu3IlmzZph8eLF6NWrl7fPY489hldeeQXr16/H4sWL0adPH+zcuRNNmjTx9rn77ruxbds2fPTRR+W2jBkzBocPH8aQIUOQlZWF1atX44MPPsDTTz+NFStWlPs5RUVFKCoq8v5eUFCAFi1a4MCBA0hPT/eelXFfzXK3bduGZVnedigUQigU8raNMdi4cSPOPfdcJCQkeK8cus90RiIRWJblbQMlz/CU3k5ISIAxxtt2nyl3tx3HQSQSqXA7FovBGINIJILi4mJs3rw57veHVvaYTtzevXs37rh7GPYXHEViYgKiURvGGCQmJqC4OPrt7aHsdiQSxsVdL8SylXlwHIOESATF374yFolEvGeuwqEQot9+P3c7HA6hQWptTH7hOdSvX7/c46jsMRUVFWHr1q0499xzvVdUg5on91nBrVu3omXLlgiHw6c9T6d72wuFQvjqq6/QsmVLJCUlndIxVcU8SfetIObJba/ovlXd8+QeRzQaxbZt29CqVSvvPhXEPLnHAQBbtmxB8+bNkZSUFNg8lV6hkJ+fj3POOQeJiYmBzZN7TNFoFF999ZW3Qqoq5mnDhg0YfO/9aPHDYUhv3PTb17Mt7xVbaTsRMTRPOobNRXUQgoH97ZuIRcpsh1Dy6nDJ9pE927Ej5194+bl/onXr1lV2jijvfHi687Rlyxbccud9aHf1cKQ0bFbhMVnfvmodK7VtYOGcpG+wragWogjH7ROCgVVqGyh5M7YQDAr27sBXH0zA1Bcm4Nxzz62yc4TjONi4caO3iqy6708nbpc+H7qvGlbn/al0ezQaxaZNm7wVUtV53ivvmAoLC7Ft2za0bt3a+/5BzZP7iuLWrVvRokULJCQkBDZP7rZlWcjPz0erVq2QlJQU2Dy527FYDPn5+XH3rSDmyT2moqIibNmyRbxvVee1hvtYo2XLlgiFQoHNk3sclmVh06ZNaNGiBZKTk095no4dO3bSv8c7Iv7rGXLJJZfg1Vdf9f6emZnpvSrt2rNnj/fqdcOGDREOh8V9MjMzAZS88l36wrv0Pidav349XnvtNeTl5WHSpEno168fGjVqhJtuuglDhw5FQUFBuQOYlJSEpKSkMh93f2699M+vl952J1vabt++vbed8O0SvMpuW5blbbs3wpPdLt2bmJiI8847r8LjPNljKr199OhR7C84ika9bkTt+uXPS0V2Amjxw56V+hwAOHrga+xZMg0FBQVo1KiR9/HTmaekpCRv6Wnpzw1intwHlm3bto077tOZp6q47ZVemnsqx+S3XdljOtX7VlXOk6ui+1YQ8xQKhZCUlFTm9hPUPLldJ/YEMU+lt0vPV1Dz5PYmJCTE3Z6rYp5CoRBisZLldrFSi+FOZrsYYXxVlAoAce/cbZe7bXnbBkBx9P9+nKiqzhHlnQ9Pd568H1NxgJRv+8s/Jguxcrbd8Tnx4yXjVXob3rbz7csioVDIO8aquO2Fw2Hf8+GZvj+dzvnwTD42SkhIiGup7vPeidvJyclx/y89lWOq6nP5yd63qusxbOn5Cmqe3O1IJFLufSuIeQJKHqv63beq81qjvMcaQcxT6e3S96/TmaeTFci7feTl5cVdHPfq1QuzZ8+O2ycnJwe9e/cGUHJS7tatW5l9Zs+e7e3TunVrZGZmxu1TXFyM+fPne/uUZozBPffcgyeffBJ16tRBLBbzXmkpvaa/OrlLQWy7cj8vcKacyZ7a9TOQ1rj5Sf9Jb9wUWeemIL1x00p9Xlrj5pW+wD8Z36W5OhXskbFHxh6Ztp4wHG+puQYcH5m28dHUo6kFYI8f9sjYIwuip9KveH/zzTfYuHGj9/dNmzbhs88+83439qhRo7Bjxw68/PLLAEresfycc85Bp06dUFxcjFdffRXTpk3DtGnTvK/xq1/9Cv369cO4ceNw7bXXYsaMGfj444+xaNEib5+RI0di8ODB6N69O3r16oXnn38eW7duxbBhwwCUPEsxYsQIPP7442jXrh3atWuHxx9/HLVq1cLPfvazMsfxr3/9C40bN8Y111wDAOjTpw/GjBmDpUuX4sMPP0THjh1Rr169yg7PaQmFQmjWrFmlnz05UzT1OLCwszhZze9B1TQ2AHv8sEfGHhl7ZDw/yzg+Mk09mloA9vhhj4w9siB6Kn3hvXz5clx22WXe30eOHAkAuP322zF58mTs2rUr7ndrFxcX4ze/+Q127NiBlJQUdOrUCTNnzsSVV17p7dO7d2+88cYb+P3vf48//OEPaNOmDd5880307Pl/y4pvvvlm7N+/H3/605+wa9cudO7cGdnZ2WjVqpW3z0MPPYTjx49j+PDhOHjwIHr27ImcnBykpv7fEi+g5I1pHn/8ce+H4wHg4osvxq9//WtcddVVaNy4MaZMmVLZoTltoVAo7niCpqnHwMLW4tpBZ3g0jQ3AHj/skbFHxh4Zz88yjo9MU4+mFoA9ftgjY48siJ5KX+IPGDDAeyv20n8mT54MAJg8eTLmzZvn7f/QQw9h48aNOH78OA4cOICFCxfGXXS7fvzjH2P9+vUoLi7GunXryv094cOHD8fmzZtRVFSEFStWoF+/fnH/blkWxowZg127dqGwsBDz589H586dy3ydjIwMbN68GU2bNo37+MMPP4z9+/dj3bp1uPjiiys7NKfNtm3v3Qc10NQThoNLU/eqWqqnZWwA9vhhj4w9MvbIeH6WcXxkmno0tQDs8cMeGXtkQfToeK2fAPzf76rWtARDS48DC/mFdVQt1dMyNgB7/LBHxh4Ze2Q8P8s4PjJNPZpaAPb4YY+MPbIgegJ5V3Mqn/uzBlpo6jGwsCuaEnSGR9PYAOzxwx4Ze2TskfH8LOP4yDT1aGoB2OOHPTL2yILo0fGUAwEoWfIwZ84cVUswtPSE4WBA2h5VS/W0jA3AHj/skbFHxh4Zz88yjo9MU4+mFoA9ftgjY48siB5eeCsSCoXQuXNnVUswtPQ4sLD2WJqqpXpaxgZgjx/2yNgjY4+M52cZx0emqUdTC8AeP+yRsUcWRA+XmisSCoXQuHHjoDM8mnoMLOy1k4PO8GgaG4A9ftgjY4+MPTKen2UcH5mmHk0tAHv8sEfGHlkQPTqeciAAQDQaxaxZsxCNRoNOAaCrJwwHg+ruVrNUT9PYAOzxwx4Ze2TskfH8LOP4yDT1aGoB2OOHPTL2yILo4YW3IuFwGD169EA4HA46BYCuHgcWln9TX81SPU1jA7DHD3tk7JGxR8bzs4zjI9PUo6kFYI8f9sjYIwuih0vNFQmFQqhfv37QGR5NPQYWDsYSg87waBobgD1+2CNjj4w9Mp6fZRwfmaYeTS0Ae/ywR8YeWRA9fMVbkWg0ipkzZ6pagqGlJwIHV9TbhYiipXpaxgZgjx/2yNgjY4+M52cZx0emqUdTC8AeP+yRsUcWRA8vvBWJRCLo27cvIhEdCxE09diwsKigIWwlS/U0jQ3AHj/skbFHxh4Zz88yjo9MU4+mFoA9ftgjY48siB4dR04AAMuykJaWFnSGR1ePhSNOQtARHl1jwx4/7JGxR8YePzw/yzg+Ek09mloA9vhhj4w9siB6+Iq3ItFoFDNmzFC1BENLTwQOrknfqWqpnpaxAdjjhz0y9sjYI+P5WcbxkWnq0dQCsMcPe2TskQXRwwtvRSKRCLKyslQtwdDSY8NCzqEMVUv1tIwNwB4/7JGxR8YeGc/PMo6PTFOPphaAPX7YI2OPLIgeXngro+XG6NLUYxsdD1pcmsYGYI8f9sjYI2OPjOdnGcdHpqlHUwvAHj/skbFHVt09vPBWxLZtZGdnw7btoFMA6OqJwODK9N2IwASdAkDX2ADs8cMeGXtk7JHx/Czj+Mg09WhqAdjjhz0y9siC6LGMMTr+T1CDFRQUoG7dujh8+PBp/ZC+MQa2bSMSicCygn92/Ez05Ofn46dDh+Gcq4YjrXHzytQgAvPtUr3KtRTs2Y7NMyfgjUnPok2bNpX63AprvgNzxR72sOe703Pq52bgVM/PZ+LcDHB8fGu+A7fns6GFPexhT83oqcx1IF/xVkbLs0AuTT0RS9dzRJrGBmCPH/bI2CNjj4znZxnHR6apR1MLwB4/7JGxR1bdPbzwVsS2beTk5Ki5UWrqicAgq97XqpbqaRkbgD1+2CNjj4w9Mp6fZRwfmaYeTS0Ae/ywR8YeWRA9XGpeBapqqfl3wekt1zs1Z2q5HhHR2YLnZhnHh4iIysOl5jWUMQYFBQXQ8lyIrh6D1FAUUPKKga6xYY8f9sjYI2OPH56fZRwfiaYeTS0Ae/ywR8YeWRA9vPBWxLZtLFy4UNUSDC09ERhcmrZP1VI9LWMDsMcPe2TskbFHxvOzjOMj09SjqQVgjx/2yNgjC6KHS82rAJeanzwu1yMi0ofnZhnHh4iIysOl5jWU4zg4cOAAHMcJOgWArh4LBunhYlhKXjHQNDYAe/ywR8YeGXtkPD/LOD4yTT2aWgD2+GGPjD2yIHp44a1ILBZDbm4uYrFY0CkAdPWEYNC9zgGElDxw0TQ2AHv8sEfGHhl7ZDw/yzg+Mk09mloA9vhhj4w9siB6uNS8CnCp+cnjcj0iIn14bpZxfIiIqDxcal5DOY6DPXv2qFqCoaXHgkGjSKGqpXpaxgZgjx/2yNgjY4+M52cZx0emqUdTC8AeP+yRsUcWRA8vvBVxHAdr1qxRdYPU0hOCQadaBWqW6mkaG4A9ftgjY4+MPTKen2UcH5mmHk0tAHv8sEfGHlkQPVxqXgW41PzkcbkeEZE+PDfLOD5ERFQeLjWvoRzHwY4dO1Q9E6Slx4JBk4TjqpbqaRkbgD1+2CNjj4w9Mp6fZRwfmaYeTS0Ae/ywR8YeWRA9vPBWxHEc5Ofnq7pBaukJwaBN8jeqluppGRuAPX7YI2OPjD0ynp9lHB+Zph5NLQB7/LBHxh5ZED1cal4FuNT85HG5HhGRPjw3yzg+RERUHi41r6Ecx8GWLVtUPROkpceCQcvEo6qW6mkZG4A9ftgjY4+MPTKen2UcH5mmHk0tAHv8sEfGHlkQPbzwVoQ/+1CxEAyaJhaqWqqnZWwA9vhhj4w9MvbIeH6WcXxkmno0tQDs8cMeGXtkQfREqu07ka9IJILevXsHneHR1BNDCEu/aRB0hkfT2ADs8cMeGXtk7JHx/Czj+Mg09WhqAdjjhz0y9siC6OEr3orEYjFs3LgRsVgs6BQAunpCMDg3Sc+b02gaG4A9ftgjY4+MPTKen2UcH5mmHk0tAHv8sEfGHlkQPbzwVsQYg4MHD0LL+91p6rFgUD9SrOZn5DSNDcAeP+yRsUfGHhnPzzKOj0xTj6YWgD1+2CNjjyyIHi41VyQSiaBHjx5BZ3g09cQQwvKj9YPO8GgaG4A9ftgjY4+MPTKen2UcH5mmHk0tAHv8sEfGHlkQPXzFW5FYLIb169erWoKhpScEg/bJBaqW6mkZG4A9ftgjY4+MPTKen2UcH5mmHk0tAHv8sEfGHlkQPbzwVub48eNBJ8TR1JMc0vEuiC5NYwOwxw97ZOyRsUfG87OM4yPT1KOpBWCPH/bI2COr7h4uNVckHA6ja9euQWd4NPU4sLDqWL2gMzyaxgZgjx/2yNgjY4+M52cZx0emqUdTC8AeP+yRsUcWRA8vvBWJxWJYt24dOnTogHA4HHSOqp4QDDqkFGDd8TQ4sAJtAXSNDXvYw56Tt3fvXhQUFFTqcxzHwddff42MjAyEQpVbKJaWloZGjRpV6nP8aJsvnp9lHJ+a06OphT3sYc/Z18MLbyIi+k7Yu3cvbh1yFw4cOVapzwuHw7js0l6Yu2hJpX8WrH5qLbz60gtVfvFNRERENQsvvBUJh8Po3Llz0BkeTT0OLKw9XjfoDI+msQHY44c9su9KT0FBAQ4cOYZGvW5E7foZlfrcjQBa/PCCSn3O0QNfY++SaSgoKKjSC29t88Xzs4zjI9PUo6kFYI8f9sjYIwuih2+upkgsFkNeXp6qd/vT0hOCQZdah1S9K6yWsQHY44c9su9aT+36GUhr3Pyk/9Rr3Ax9z6mDeo2bVerzKntxf7K0zRfPzzKOj0xTj6YWgD1+2CNjjyyIHl54K5OSkhJ0QhxNPYWOrpurprEB2OOHPTL2yHj+kXF8ZBwfmaYeTS0Ae/ywR8YeWXX3cKm5IuFwGOeff37QGR5NPQ4sfFGYFnSGR9PYAOzxwx4Ze2Q8/8g4PjKOj0xTj6YWgD1+2CNjjyyIHl1PwX7H2baN3Nxc2LYddAoAXT1hOOhe+wDC0PG7UDWNDcAeP+yRsUfG84+M4yPj+Mg09WhqAdjjhz0y9siC6OGFtyKWZSE9PR2WFfyvGwF09RhYOGAnwij4VSyArrEB2OOHPTL2yHj+kXF8ZBwfmaYeTS0Ae/ywR8YeWRA9XGquSDgcRtu2bYPO8GjqcWDhq6I6QWd4NI0NwB4/7JGxR8bzj4zjI+P4yDT1aGoB2OOHPTL2yILo4Sveiti2jcWLF6tagqGlJwwHl9TZr2qpnpaxAdjjhz0y9sh4/pFxfGQcH5mmHk0tAHv8sEfGHlkQPbzwViQUCqFZs2YIhXRMi6YeBxZ2FifDUbJUT9PYAOzxwx4Ze2Q8/8g4PjKOj0xTj6YWgD1+2CNjjyyIHi41VyQUCqFVq1ZBZ3g09RhY2FpcO+gMj6axAdjjhz0y9sh4/pFxfGQcH5mmHk0tAHv8sEfGHlkQPTqeciAAJUseFixYoGoJhpaeMBxcmrpX1VI9LWMDsMcPe2TskfH88//bO9PwKKq0DT9V3Z0FkiYBEgLIviMuyCYgiiAJBFFGGJB9V0FBRFyQGUBHUfwEowIqQiAIiiiKgyAERQOKCMqOZGQHIRtk6UC2Xs73I3RNOsvpDiRVL8N7X1cuKt0V+q73OXW6T9XpKjlcHzlcHzmUfCi5AOzjDfaRwz5yjPDhgTchVFVFkyZNSE3BoOLjgoITeUGkpupRqQ3APt5gHznsI4f7HzlcHzlcHzmUfCi5AOzjDfaRwz5yjPDhqeaEcH/XgAqUfAQUJNkDjdbQoFQbgH28wT5y2EcO9z9yuD5yuD5yKPlQcgHYxxvsI4d95BjhQ+OQAwOgcMrDtm3bSE3BoOJjggvdramkpupRqQ3APt5gHznsI4f7HzlcHzlcHzmUfCi5AOzjDfaRwz5yjPDhgTchVFVFmzZtSE3BoOLjgoIjOVZSU/Wo1AZgH2+wjxz2kcP9jxyujxyujxxKPpRcAPbxBvvIYR85RvjwVHNCqKqK8PBwozU0KPkIKEhzBBitoUGpNgD7eIN95LCPHO5/5HB95HB95FDyoeQCsI832EcO+8gxwofGIQcGAGC327FlyxbY7XajVQDQ8jHBhV7VkslM1aNUG4B9vME+cthHDvc/crg+crg+cij5UHIB2Mcb7COHfeQY4VPugff27dvRr18/1KlTB4qiYP369V7/JiEhAe3atUNAQAAaN26MDz74oMQ669atQ+vWreHv74/WrVvjq6++KrHO4sWL0ahRIwQEBKBdu3bYsWOHx/NCCMyZMwd16tRBYGAgunfvjiNHjnisM23aNFSvXh3169fHmjVrPJ5bu3Yt+vXr50MVKgeTyYQOHTrAZDIZ5lAUSj4uKPjtcnUyU/Uo1QZgH2+wjxz2kcP9jxyujxyujxxKPpRcAPbxBvvIYR85RviUe+B95coV3HHHHVi4cKFP6586dQrR0dHo1q0b9u3bh5deeglTpkzBunXrtHV++eUXDB48GCNGjMCBAwcwYsQIDBo0CL/++qu2zmeffYapU6di5syZ2LdvH7p164Y+ffrg7Nmz2jpvvvkmFixYgIULF2LPnj2IiIhAr169kJ2dDQDYsGEDPvnkE8THx2PevHkYM2YMLl26BADIzMzEzJkzsWjRovKWpMJQVRXVq1cn9d0HKj4CCjKcfhBEPrhQqg3APt5gHznsI4f7HzlcHzlcHzmUfCi5AOzjDfaRwz5yjPAp9yv16dMHr776Kh555BGf1v/ggw9Qv359xMTEoFWrVhg/fjzGjh2Lt956S1snJiYGvXr1wowZM9CyZUvMmDEDPXv2RExMjLbOggULMG7cOIwfPx6tWrVCTEwM6tWrh/fffx9A4dnumJgYzJw5E4888gjatGmDuLg45OTk4JNPPgEAHD16FN27d0f79u0xZMgQWK1WnDx5EgDw/PPPY9KkSahfv355S1Jh2O12bNy4kdQUDCo+ZrjQJyQJZkJT9ajUBmAfb7CPHPaRw/2PHK6PHK6PHEo+lFwA9vEG+8hhHzlG+FT6EP+XX35BZGSkx2NRUVH47bfftA0ta52dO3cCAAoKCvD777+XWCcyMlJb59SpU0hOTvZYx9/fH/fdd5+2zh133IHffvsNGRkZ+P3335Gbm4umTZvip59+wt69ezFlyhSftik/Px82m83jBwCcTqf2b2nLDofDY9nlcnksm81mdO7cWTvyYrfbtXXsdjuEEB7LQogSywA8ll0ul8ey+5L5ZS07nU5tWVEUdOnSBWaz+Zq3qfiy0+mEohQe9S/8ECKKLYtSlgEHgF9s1eGAAgVC+66cL8uqApjNZmk25d0mAOjatSvMZrPhOblr2q1bNyiKUiE5Xe82mc1mdO3aVavVtWxTReQk27eMyMntW9a+pXdObl8A6NatG1RVNTQnt7uqqujWrZvmXVE5CSFgudoXePQRxZbVq/2Se9kBBTttNbRhkwkubR0TXFDKXIZWj4rsI1RVRefOnWE2myssJ5fLBZNJ9WGbSi4DAj/ZasABxWtfXnRZAeBnsZRwv95tcveH7t+BitmfAMCiwss2lXwfckDBz7YaEFfr5XPbu9qAXC5XhfYR7v7QZDLp2u+VtQz89/1Uz36vtG1SVVXrm/Xu90rbJiEE7rnnHphMJsNzcjgcHvuWkTm5l4t/1jAqJ/eyyWQqsW8ZkVN59i09P8MC0D6rGpmT291kMuGee+7x2N+uNSdfqfSBd3JyMmrVquXxWK1ateBwOHDx4kXpOsnJyQCAixcvwul0Stdx/ytbJyoqCsOHD0eHDh0wevRoxMXFoWrVqpg4cSI+/PBDvP/++2jRogW6du1a4rvhRXn99ddRrVo17adevXoAgMOHDwMoPLN+9OhRAMDBgwdx7NgxAMC+fftw6tQpAMDu3btx7tw5AMDOnTuRlJQERVGwf/9+bfr7tm3bkJmZCQCIj4/Xpsxv2rQJeXl5cDgc2LRpExwOB/Ly8rBp0yYAQHZ2NuLj4wEUTqHftm2bVsft27cDAJKSkrQDEufOncPu3bsBFB7A2LdvHwDg+PHjOH36NBRFueZtAgqvC+DO+tixY6gTUZhRr5AUBKuFDTY6NBkBigtmCESHJsMMgQDFhejQwuyCVSc6W9MBKAgx2dGjWioAoKY5H92shf93hCUPnYMLa1fPLwcdgjIAAC1CgId6P6C9/sGDB68rJwDYsWMHCgoKoCiK4TkdO3YMhw4dgtVqRWJiYoXkdL3bpCgKXC7XdW1TReTk3iZFUbBnzx5kZWUZmpN7mxITE3H+/HkoimJoTkW3yWq14tKlS4bm5N6mrKwsWK1WbN26tUJzstlsGDawPwDPPqKh/xW0rVpYx2YB2bitSmE7aRVoQ6tAGwAFDQNy0CzgMgCgbdVMNPS/AgDoEJSBen45AIDOwZcQYckDAHSzXkREFWh1qsg+4tKlS9i/fz8URamwnP766y+0v+N2r9tU05wPAOhRLRUhpsIPJb1CUlE4jFZ86Msd6BWSAgCoEQA8MXpYiZyud5uOHz8Oq9WK/fv3V9j+5HA44OdnweBmqnSbSn9/UlDV5ETn4HQAvre9tjUVrR4V2UcoioIdO3YgPz9f136vrLa3f/9+rZ/Wu98rvk3Jyck4dOgQFEXRvd8rbZu+/fZb+Pn5wel0Gp7Tvn37cPr0aVitVuzZs8fQnNzbpCgKsrKysGfPHkNzcm+T0+nEjh074HQ6Dc3JvU3uzz2Kohiak3ub9uzZA6vVitOnTxuak3ubnE4n/Pz88O233153Tr6iCPcw/xpQFAVfffUV+vfvX+Y6zZs3x5gxYzBjxgztsZ9//hn33HMPkpKSEBERAT8/P8TFxWHIkCHaOqtXr8a4ceOQl5eHCxcuoG7duti5cyc6d+6srfPaa6/h448/RmJiInbu3ImuXbviwoULqF27trbOhAkTcO7cOWzevLlUvzlz5iArKwtjxoxBZGQkDh06hG+++QYLFy7E77//Xurf5OfnIz8/X/vdZrOhXr16SE9PR2hoqHZUxmQyeSy7jxa6l1VV1c4wqaqqday9e/eGv7+/djRGVVXtLKKiKNoyAO2In3vZYrFACKEtu4+Uu5fdZ//KWnY6ndoR8by8PGzZsgXR0dHamcLyblPx5T///BPDH3sKDaInonp4HTiuflgzXz0rAADmq2eY/ruswgwnokNTsCkjAk4oUCHghArl6hkC2fLltL9wdvMSrFqyEA0bNix1O8q7Tbm5uYiPj0d0dLT2d0bl5HQ6YbcXXpkxKioKFovlunO63rYHFHZwkZGRCAwMvKZtqoicZPuWETm53cvat/TOyb0d+fn5iI+PR+/evWEymQzLyb0dLpcLmzdvRq9evRAYGFhhOR0/fhwjH5+MulGPoVp4Xa2PUCGgFFkGCi+IVfTsY3RoMjZn1EIBTDDBBQEFLigwwXX13G/J5czUCzi1cTFWf7QITZs2rbA+Ij8/H5s3b0Z0dDRMJlOF5HTs2DGMePwp1Ov9BELD65S5TaUtB8CByNBUbMqIKPSX9OWFZ4cLl7NT/8L5+I+w8sP30KhRowrrI0rrD693fzpz5gyGjJuIZv0mIbBm3TK3qbT3IQWFB5e3ZIQjH2aPdWRtz5Z2Hie/WYxPli5G48aNK6yPcH/o7NOnDywWi279XlnLRftDRVF06/dK26ay9i09+r3StiknJwdbt25Fnz59oCiKoTk5HA44HA5s2bIFkZGR8Pf3Nywn97IQwuOzhlE5uZftdju+/fZbj33LiJzc21T0s2pZ+5aeYw33Z42oqCiYzWbDcnJvhxAC3377LXr16oUqVapcc045OTmoVq2adtJARqXfxzsiIkI74+wmNTUVZrMZNWrUkK7jPntds2ZNmEwm6ToREYVv+MnJyR4D76LrFCcxMRGrV6/Gvn37EBsbi3vvvRdhYWEYNGgQxo4dC5vNVmoB/f394e/vX+Jx91Xxil4dr+iyO+yylhVFQWRkJPz8/AAAlqtT8Mq7rCiKtuxuhL4uF/X19/dHZGSk1mCvZZuKL7un3wC4+oEFpSwrJZYdUBGfWUsbqDuvPi58WHYJaIPBsrIp7zYFBASUWhsjcnJ3Lu43QrfP9eR0vW1PCIHIyEgEBARc8zZ5Wy7PNl3PvlWRObkpa9/SOye3r7s9+/n5aT5G5OR2LNp+3D4VkZOiKLBf7Qs8+oir/cp/l+Gx7AIQn1kLBVf7KWeR/kq27D6q7d5HfdkOX7bJz8/Po/1URE6FB6hc5do+N3kwefTPbkrrywFFWxYACopMn6+oPqK0/vB69yf3/2N3AYHa+1Jp21Ta+5BAfGYt5F+tma9tz3W1Aamqqm1jRfQRZrMZkZGR2nbp1e9VVH9YmZ+Nytq39Oj3SlsODAz0yOpatqki+3KTyVSibzYiJ/dy8c8aRuXkXrZYLKXuW3rn5Kasz6p65+RedvuU9VlVr5zcy8Xbz/Xk5CuVPtW8c+fO2Lp1q8dj8fHxaN++vbZxZa3TpUsXAIUdYbt27Uqss3XrVm2dRo0aISIiwmOdgoICJCQkaOsURQiBxx57DPPnz0dQUJB2lBxAie8+6knRhkMBSj4OQeOKsG4o1QZgH2+wjxz2kcP9jxyujxyujxxKPpRcAPbxBvvIYR85evuUe+B9+fJl7N+/H/v37wdQ+N2D/fv3a7f1mjFjBkaOHKmt/8QTT+DMmTOYNm0ajh49itjYWCxbtgzTp0/X1nn66ae1W3wlJiZi3rx5+O677zB16lRtnWnTpmHp0qWIjY3F0aNH8cwzz+Ds2bN44oknABQepZg6dSrmzp2Lr776CocPH8bo0aNRpUoVDB06tMR2fPTRRwgPD8dDDz0EoPDiA9u2bcOuXbvw9ttvo3Xr1ggJCSlvea6Lot+joAAln6LfF6QApdoA7OMN9pHDPnK4/5HD9ZHD9ZFDyYeSC8A+3mAfOewjxwifcg/zf/vtN9x///3a79OmTQMAjBo1CitWrEBSUpLHvbUbNWqETZs24ZlnnsGiRYtQp04dvPvuuxgwYIC2TpcuXbBmzRr84x//wD//+U80adIEn332GTp16qStM3jwYFy6dAmvvPIKkpKS0KZNG2zatAkNGjTQ1nn++eeRm5uLSZMmISMjA506dUJ8fDyCg4M9tiElJQVz587VvhwPAB07dsSzzz6Lvn37Ijw8HHFxceUtzXVjNpsRHR1N5mgQJR8HFGzKiPCYumgklGoDsI832EcO+8jh/kcO10cO10cOJR9KLgD7eIN95LCPHCN8yv1K3bt3176jWxorVqwo8dh9992HvXv3Sv/fgQMHYuDAgdJ1Jk2ahEmTJpX5vKIomDNnDubMmSP9f2rVqoXTp0+XeHzWrFmYNWuW9G8rm6IXMKAAJR+zIkhN16NUG4B9vME+cthHDvc/crg+crg+cij5UHIB2Mcb7COHfeTo7VPp3/FmfMfhcCA+Pp7UFAwqPmYIRIakkJqqR6U2APt4g33ksI8c7n/kcH3kcH3kUPKh5AKwjzfYRw77yDHC57puJ8YUYrPZfL6MvBGkpaXBZrPp+ppWqxVhYWElHj9x4gQeHfsEGvadBGv4Lbq42FL/wumNi7Em9gM0adJEl9dkGIYeevc/N1Lfw32zHK4PwzAMUxrlGQfSOdfPQAiB7OxsBAcHe1z2/3pIS0vD8DHjkZ6dU+6/VRQFNaqH4lJ6hvTrBaVRPbgKVi1fWurg+9oQCFYdyHaZAQLfk6uMrNiHfdiHpg/3P97g+sjh+twoPpRc2Id92Od/z4cH3oRwOBzYsWOHdg/AisBmsyE9OwdhnQegavXS72deFhYV+FtjBV+dFLCX485qV9JTkPbLOthstgobeJshcI/1IrZq94o1lsrIin3Yh31o+nD/I4frI4frc+P4UHJhH/Zhn/89Hx54E8JisaBv376V8n9XrV7rmqbHbbYBgTWBwHL+XVq5X0mOAyq+zaxdwf/rtVOZWV0L7COHfeSwjxzuf+RwfeRwfeRQ8qHkArCPN9hHDvvIMcKHL65GCJfLhfT0dLhc5Ti9XIkoEAg1FUAhcEEYSi4AvazYRw77yGEfOdz/yOH6yOH6yKHkQ8kFYB9vsI8c9pFjhA8PvAnhdDqxZ88eOJ1Oo1UAACoE2gelQyXwYYGSC0AvK/aRwz5y2EcO9z9yuD5yuD5yKPlQcgHYxxvsI4d95Bjhw1PNCWGxWBAVFWW0hoYTKrZmRRitAYCWC0AvK/aRwz5y2EcO9z9yuD5yuD5yKPlQcgHYxxvsI4d95Bjhw2e8CeFyuZCamkpmCoYCgTBzHonpcZRcAHpZsY8c9pHDPnK4/5HD9ZHD9ZFDyYeSC8A+3mAfOewjxwgfHngTwuVy4fDhw2QapAqBW6vYSEyPo+QC0MuKfeSwjxz2kcP9jxyujxyujxxKPpRcAPbxBvvIYR85RvjwVHNCmM1m9OjRw2gNDSdU/GgLN1oDAC0XgF5W7COHfeSwjxzuf+RwfeRwfeRQ8qHkArCPN9hHDvvIMcKHB96EcLlcSEpKQu3ataGqxk9GUCAQYclDsj0AwuB7j1JyAehlxT7swz6VB/c/crg+crg+N44PJZebzSctLQ02m61cfyOEgM1mg9VqhaKUf9+yWq0ICwsr99+Vxc2UF/tcGzzwJoTL5cKJEydQq1YtEg1ShUCTgMtItfvDafCHBUouAL2s2Id92Kfy4P5HDtdHDtfnxvGh5HIz+aSlpWH4mPFIz84p199ZzGYMG9gfq79YD7vDUe7XrR5cBauWL62wwffNkhf7XDs88CaE2WzGvffea7SGhhMqfsquuCOB1wMlF4BeVuwjh33ksI8c7n/kcH3kcH3kUPKh5ALcPD42mw3p2TkI6zwAVavXKtff/pgN1I16rNyveSU9BWm/rIPNZquwgffNkte1wj58cTVSuFwunDlzhsxFBxQI1Pe7QuJKrJRcAHpZsY8c9pHDPnK4/5HD9ZHD9ZFDyYeSC3Dz+VStXgvW8Ft8/qkWXhdtbglFtfC65fo7a/gt5R7g+8LNlld5YR8eeJPC5XLh/PnzZBqkCoE6fnkkrsRKyQWglxX7yGEfOewjh/sfOVwfOVwfOZR8KLkA7OMN3rfksI8cI3x4qjkhzGYzunTpYrSGhhMqdl2uYbQGAFouAL2s2EcO+8hhHznc/8jh+sjh+sih5EPJBWAfb/C+JYd95Bjhw2e8CeF0OnH8+HE4nU6jVQAUHkls7H+ZxJFESi4AvazYRw77yGEfOdz/yOH6yOH6yKHkQ8kFYB9v8L4lh33kGOHDA29CCCGQkZEBIWh0IAoEqpsLSHwvjZILQC8r9pHDPnLYRw73P3K4PnK4PnIo+VByAdjHG7xvyWEfOUb48FRzQpjNZnTo0MFoDQ0nVPx2pbrRGgBouQD0smIfOewjh33kcP8jh+sjh+sjh5IPJReAfbzB+5Yc9pFjhA+f8SaE0+lEYmIimSkYKgRaBNhITOGh5ALQy4p95LCPHPaRw/2PHK6PHK6PHEo+lFwA9vEG71ty2EeOET488CZGbm6u0QoeBKg0rjwI0HIB6GXFPnLYRw77yOH+Rw7XRw7XRw4lH0ouAPt4g/ctOewjR28fnmpOCJPJhLZt2xqtoeGCggM5IUZrAKDlAtDLin3ksI8c9pHD/Y8cro8cro8cSj6UXAD28QbvW3LYR44RPjzwJoTT6cTRo0fRqlUrmEwmo3WgQqBVoA1Hc61wQWGXIlDLin3Yh30qD+5/5HB95FRWfdLS0mCz2cr9dy6XCykpKahVqxZUtXwTH61WK8LCwsr9mjIo5UXJhX28w30P+9xoPjzwZhiGYRiGuYFIS0vD8DHjkZ6dU+6/NZlMuP+ezvjhp1/K/d3G6sFVsGr50goffDMMw9wM8MCbECaTCW3atDFaQ8MFBUdyqxmtAYCWC0AvK/aRwz5y2EcO9z9yuD5yKqM+NpsN6dk5COs8AFWr1yr33x8HUK/37eX6myvpKUj7ZR1sNluFDrwp5UXJBWAfb3DfI4d95BjhwxdXI4TT6cS+ffvIXO1PhcAdVTJJXC2SkgtALyv2kcM+cthHDvc/crg+ciqzPlWr14I1/JZy/YSE10W3hkEICa9brr+7lgG+L1DKi5ILwD7e4L5HDvvIMcKHB97ECAwMNFrBgzwXnSZCyQWglxX7yGEfOewjh/sfOVwfOdTqQ82HUl6UXAD28Qa3ZTnsI0dvH55qTgiTyYSWLVsaraHhgoL/5FmN1gBAywWglxX7yGEfOewjh/sfOVwfOdTqQ82HUl6UXAD28Qa3ZTnsI8cIH1qHiW5yHA4H9uzZA4fDYbQKAMAEF9pXTYcJxt8jkZILQC8r9pHDPnLYRw73P3K4PnKo1YeaD6W8KLkA7OMNbsty2EeOET58xpsQiqIgNDQUimL8LREAQEBBusMPgsAtGii5APSyqkyfa7lljcvlgsvlwqlTp8p9uxqg4m9ZczPldS2wjxzuf+RwfeRQqw81H0p5UXIB2Mcb3JblsI8cI3x44E0Ik8mEpk2bGq2h4YKCk/lBRmsAoOUC0Muqsnyu55Y110NF37LmZsnrWmEfOdz/yOH6yKFWH2o+lPKi5AKwjze4LcthHzlG+PDAmxAOhwO7d+9Gx44dYTYbH40JLnQIysCey6FwGvytBEouAL2sKsvnWm9ZY1KA++oqSDgv4CznxUYr45Y1N0te7FM5cP8jh+sjh1p9qPlQyouSC/t4h9sy+9xoPsZvNaOhqirq1q17TVNzKwMXFFwoCICLwBQeSi4Avawq28d9yxpfUSCQihwEhVW5pilgaeX+Czk3W17lhX3kcP8jh+sjh1p9qPlQyouSC8A+3uC2LId95BjhwwNvQqiqigYNGhitoSGg4GxBVaM1ANByAehlRc2H85LDPnKo+XB7lsP1kUOtPtR8KOVFyQVgH29wW5bDPnKM8KFxyIEBUDjlYfv27WSu9meCC/cEp5G4WiQlF4BeVtR8OC857COHmg+3ZzlcHznU6kPNh1JelFwA9vEGt2U57CPHCB8eeBNCVVU0adKEzBQMFxScyAsiMYWHkgtALytqPpyXHPaRQ82H27Mcro8cavWh5kMpL0ouAPt4g9uyHPaRY4QPTzUnhPu7BlQQUJBkDzRaAwAtF4BeVtR8OC857COHmg+3ZzlcHznU6kPNh1JelFwA9vEGt2U57CPHCB8ahxwYAIVTHrZt20ZmCoYJLnS3ppKYwkPJBaCXFTUfzksO+8ih5sPtWQ7XRw61+lDzoZQXJReAfbzBbVkO+8gxwocH3oRQVRVt2rQhMwXDBQVHcqwkpvBQcgHoZUXNh/OSwz5yqPlwe5bD9ZFDrT7UfCjlRckFYB9vcFuWwz5yjPDhqeaEUFUV4eHhRmtoCChIcwQYrQGAlgtALytqPpyXHPaRQ82H27Mcro8cavWh5kMpL0ouAPt4g9uyHPaRY4QPjUMODADAbrdjy5YtsNvtRqsAKJzC06taMokpPJRcAHpZUfPhvOSwjxxqPtye5XB95FCrDzUfSnlRcgHYxxvcluWwjxwjfHjgTQiTyYQOHTrAZDIZrQKgcArPb5erk5jCQ8kFoJcVNR/OSw77yKHmw+1ZDtdHDrX6UPOhlBclF4B9vMFtWQ77yDHCh6eaE0JVVVSvXt1oDQ0BBRlOP6M1ANByAehlRc2H85LDPnKo+XB7lsP1kUOtPtR8KOVFyQVgH29wW5bDPnKM8OEz3oSw2+3YuHEjmSkYZrjQJyQJZgJTeCi5APSyoubDeclhHznUfLg9y+H6yKFWH2o+lPKi5AKwjze4LcthHzlG+PDAmxBmsxndunWD2UxjIoIDCn6y1YSDwBQeSi4Avayo+XBecthHDjUfbs9yuD5yqNWHmg+lvCi5AOzjDW7LcthHjhE+NLacAQAoigKr1Wq0RhEUZLssRktchZILvayo+XBecthHDjUfbs/e4PrIoVUfaj6U8qLkArCPd7gty2AfOUb48BlvQtjtdnz99ddkpmCY4cJDoRdITOGh5ALQy4qaD+clh33kUPPh9iyH6yOHWn2o+VDKi5ILwD7e4LYsh33kGOHDA29CmM1mREZGkpmC4YCC+MxaJKbwUHIB6GVFzYfzksM+cqj5cHuWw/WRQ60+1Hwo5UXJBWAfb3BblsM+cozw4YE3Mag0RjcOQaMzA2i5APSyoubDeclhHznUfLg9y+H6yKFWH2o+lPKi5AKwjze4LcthHzl6+/DAmxAOhwObNm2Cw+EwWgUAYIZAdGgyzBBGq5ByAehlRc2H85LDPnKo+XB7lsP1kUOtPtR8KOVFyQVgH29wW5bDPnKM8OGBNyHMZjOio6PJHA1yQMGmjAgSU3gouQD0sqLmw3nJYR851Hy4Pcvh+sihVh9qPpTyouQCsI83uC3LYR85RvjwwJsYVI4CuTErNI4iArRcAHpZUfPhvOSwjxxqPtye5XB95FCrDzUfSnlRcgHYxxvcluWwjxy9fXjgTQiHw4H4+HgyjdIMgciQFBJTeCi5APSyoubDeclhHznUfLg9y+H6yKFWH2o+lPKi5AKwjze4LcthHzlG+NA4188AACwWCx5++GGjNTQcUPHvjDpGawCg5QLQy4qaz82UV1paGmw2W7n/rk2bNjh79my5/85qtSIsLKzcfyeDWvuh5nMztedrgesjh1p9qPlQyouSC8A+3uC2LId95BjhwwNvQgghkJ2djeDgYCgKhe+rCASrDmS7zIDh35+h5EIvK2o+N0teaWlpGD5mPNKzc8r1d4qioEb1UFxKz4AQ5TtSXz24ClYtX1qhg29q7Yeaz83Snq8dro8cWvWh5kMpL0ou7OML3JbZ58by4YE3IRwOB3bs2IHIyEhYLBajdWCGwD3Wi9hK4B6JlFwAellR87lZ8rLZbEjPzkFY5wGoWr2Wz39nUYG/NVbw1UkBu8v317uSnoK0X9bBZrNV6MCbWvuh5nOztOdrhesjh1p9qPlQyouSC/t4h9sy+9xoPjzwJoTFYkHfvn2N1tBwQMW3mbWN1gBAywWglxU1n5str6rVa8Eafku5/mazDQisCQSW87XSyrm+L1BrP9R8brb2XF64PnKo1YeaD6W8KLkA7OMNbsty2EeOET58cTVCuFwupKenw+UqxymwSkSBQKipAAqBi1ZQcgHoZUXNh/OSw/WRQ82H85LD9ZFDrT7UfCjlRckFYB9vcFuWwz5yjPC5poH34sWL0ahRIwQEBKBdu3bYsWNHmev++OOPUBSlxE9iYqLHeuvWrUPr1q3h7++P1q1b46uvvir36wohMGfOHNSpUweBgYHo3r07jhw54rHOtGnTUL16ddSvXx9r1qzxeG7t2rXo169fectRYTidTuzZswdOp9Mwh6KoEGgflA6VQIdGyQWglxU1H85LDtdHDjUfzksO10cOtfpQ86GUFyUXgH28wW1ZDvvIMcKn3APvzz77DFOnTsXMmTOxb98+dOvWDX369PF6dd7//Oc/SEpK0n6aNWumPffLL79g8ODBGDFiBA4cOIARI0Zg0KBB+PXXX8v1um+++SYWLFiAhQsXYs+ePYiIiECvXr2QnZ0NANiwYQM++eQTxMfHY968eRgzZgwuXboEAMjMzMTMmTOxaNGi8pakwrBYLIiKiiLxvQcAcELF1qwIOAlMjKDkAtDLipoP5yWH6yOHmg/nJYfrI4dafaj5UMqLkgvAPt7gtiyHfeQY4VPulrpgwQKMGzcO48ePR6tWrRATE4N69erh/fffl/5deHg4IiIitB+TyaQ9FxMTg169emHGjBlo2bIlZsyYgZ49eyImJsbn1xVCICYmBjNnzsQjjzyCNm3aIC4uDjk5Ofjkk08AAEePHkX37t3Rvn17DBkyBFarFSdPngQAPP/885g0aRLq169f3pJUGC6XC6mpqWSmYCgQCDPnkZjCQ8kFoJcVNR/OSw7XRw41H85LDtdHDrX6UPOhlBclF4B9vMFtWQ77yDHCp1wD74KCAvz++++IjIz0eDwyMhI7d+6U/m3btm1Ru3Zt9OzZEz/88IPHc7/88kuJ/zMqKkr7P3153VOnTiE5OdljHX9/f9x3333aOnfccQd+++03ZGRk4Pfff0dubi6aNm2Kn376CXv37sWUKVN8qkN+fj5sNpvHDwBtqoLT6Sx12eFweCy7g3Yvu1wuHDp0SLuRu91u19ax2+3abYfcy0KIEssASiz7XT2So0DABJd0WS2ybIYLt1bJggqh/bjXcS+b4PJYdnd+FrNZ8y26rU6nU7tkvxku4Or6/10WpSwDahEXX7bDY5sUwGw2S7MpT05AYZs8dOgQXC5XheTk/n/cy+42UNay0+n0WLbb7Th8+DDsdvs1b1PR5aLb5Odn0a4V6i0n97IKgVurZMECp+85FVk2mVSPNnO921TavlUROblfXwG8blPR/aasfaus/clj37JYPNwrou0VFBTg8OHDcDgc5W57FbE/FW97DocDhw8fRn5+foXuT0IIWK72Bb7kVDSfW6tkae3cl5wKl6HVoyL7CIfDofU/FZWTy+WCyaT6sE0ll/3g1Nqzr31EYQbQ3p+upd8ra5tK6w/L2++VlhNQeEcC+TaV7N9k/aG07V1tQEX7mqL7k8Vs1j7E+ZKTOw+3j3r1d+85FdkmRfFoMxXR9ux2u9aeKyKn6+kjytq39Oj3Stum/Px8HDp0SGvXlfk5wpdtcu9bBQUFFZ6Tn5/7rKN8fyq6XHzf8taXF182m81et6M82+R0OrW8jMzJvVz0s6oR+1PxZfdnDff7/LVsU0X2Ee688vPzrzsnXynXwPvixYtwOp2oVcvztjm1atVCcnJyqX9Tu3ZtLFmyBOvWrcOXX36JFi1aoGfPnti+fbu2TnJysvT/9OV13f/K1omKisLw4cPRoUMHjB49GnFxcahatSomTpyIDz/8EO+//z5atGiBrl27lvhueFFef/11VKtWTfupV68eAODw4cMACs+sHz16FABw8OBBHDt2DACwb98+nDp1CgCwe/dunDt3DgCwc+dOJCUlwWw2Q1EUZGZmAgC2bdumLcfHx2tT5jdt2oS8vDw4HA5s2rQJDocDeXl52LRpEwAgOzsb8fHxAIDc3Fw8MXoYAKCmOR/drBcBABGWPHQOLpxmX88vBx2CMgAADf2voG3VwtdsHHAFGQ5/OKGiVaANrQILDzDcViULzQIKXdpWzURD/ysAgA5BGajnV3g/42ED+2sHJLZv346LFwtf99ixY6gTUZhRr5AUBKuFDTY6NBkBigtmCESHJsMMgQDFhejQwuyqqC4Eqi44oSLEZEePaqk+b1OLEOCh3g9or3/w4MHrysm9fNttt8FsNldITpmZmdi2bRuAwvbu3j+SkpK0A0fnzp3D7t27ARQeaNq3b5+2TX/88Qd69OiBY8eOXfM2Fc2p6DY9PWEMrH7wKadg1YFeISlwQsWBK6G4r9pFn3Mq2va6dmyveV1PTu5tMpvNcDgcuHz5coXm5J4xUy8IXrepWUA2bquSBQBoHngZafYAOKH6tD91Dr6ECEseAGDskIHadlRU20tISECPHj2QmZlZ7rZXEftT8bZ3+fJl9OjRA9u2bavQ/clms2HYwP4+5+Tu95xQkeHwR+OAKz7n1M16ERFVoNWpIvuIzMxMKIoCs9lcYTn99ddfaH/H7V63qaa58ANKj2qpCDEVfijpEZKG3y9XhxOqz30EANQIgPb+dC39XlnbdOrUKfTo0UNbBsrf7xXPyeFwwM/PgsHNVOk2lfb+5ISK/+Ra0TG4sL352vba1lS0epS2Pw18KBqNq8HnnNzvuU6osJqcsCjwKaei29Sofj2t36uotnfw4EE0aNAAZrP5unO63j4iLS0NFosFZrNZ936vtG2Kj49Hly5dtO2rzM8RvmzTuXPn0KNHD+zdu7dCc3I4HHj+qccBeN+fgP9+jnBCxcm8INwVVLjfeOvLAc/PsA/1fgDp6enXnZN7mwBo789G5uRue3v37kXTpk1hNpsN2Z+Kb9PevXvRo0cPnDt3zpD9qfg2AUCXLl207bienHxFEe7DAD5w4cIF1K1bFzt37kTnzp21x1977TV8/PHHJS6YVhb9+vWDoij497//DQDw8/NDXFwchgwZoq2zevVqjBs3Dnl5eT697s6dO9G1a1dcuHABtWv/99YCEyZMwLlz57B58+ZSXebMmYOsrCyMGTMGkZGROHToEL755hssXLgQv//+e6l/k5+frx0dAQo/zNWrVw/p6ekIDQ3VjsqYTCaPZYfDAUVRtGVVVaGqqrYMFH74qVOnDsxmM+x2O0wmE1RVhd1u1wbm7mWg8AhP0WX32TD38vHjxzHqiSmoEzkB1cLrQoWAEyqUq0f8ii+7zyg7ocIEF2pZ8pBkD9TO3LigaEcKXVBgggsCirbsgoKs1PM4v2UJVn74Hpo2beqxrX/++SeGP/YUGkRPRPXwOlfvu6jADJd2D0YzRLFlFQpcqGPJwwV74c2XvG1H0eXLaX/h7OYlWLVkIRo2bFhqNuXJSVVVFBQUIDU1FXXq1IHT6bzunNxnNNzLLpdLOxJb2rL7aKp72T1dJjw8HKqqXtM2FV12t71Tp05h5BOTUbfXBASH3+I1p8Ij1QJOKIiw5CLN7g8HTD7l5G57GakXcG7zB/j4w4Vo1qzZdeUk27cqIqfjx49j2IQn0ajvJISE15HuT8X3m9L2rdL2J1F834r/CCs/eBdNmzatkD7CfcQ2LS1NO3BZnrZXEftT8banKApSUlJQs2ZN+Pn5Vdj+dPz4cYx8fDLqRj3m0R+WlZN7WQCobclFytWDJd5yci9npl7AqY2LsfqjRWjatGmF9REOhwMXLlzALbcU3sKuInI6duwYRjz+FOr1fgKh4XXK3KbSli1woqYlH8n2QJhK9Aul9xEOqMhO/auwPX/4Hho1alTufq+sbXL3h2FhYTCZTOXu90rL6cyZMxgybiKa9ZuEwJp1y9ym0vo3FxTUtuQitZT+UNb2bGnncfKbxfhk6WI0btzYY386ffo0Rjz2FOpFPYag8Ft8ysndfysA6lhyccEecPVxeU5u34zUCziz6X2sWrIQzZs3r7A+oqCgACkpKahbty5cLtd15XS9fURZ+5Ye/V5p25Sfn4+0tDTUrl1bcynvNlVkXy6E0PYts9lcYTmdOHECoyZOQZ1eE2ANryvdn2T7lre+vOhyZup5/LVlCVZ+8C6aNWt23X2Eu77nz59H3bp1tb81Iid32/Nl36rM/an4svuzRnh4uHbwWM/9qfg2qaqKpKQkhIWFwd/f/5pzysnJQbVq1ZCVlQWr1QoZ5TrjXbNmTZhMphJnt1NTU0ucaZZx9913a0cxACAiIkL6f/ryuhEREQBQLrfExESsXr0a//rXv/Djjz/i3nvvRVhYGAYNGoS9e/dqZ2yL4+/vD6vV6vEDQPveuvuNvviy2Wz2WHYPCNzLLpcLp0+f1l7HYrFo61gsFm2KtntZUZQSywBKLBe4p4VA0S5AUdayq8gyUHjW2925uSdOFl12QvVYFleX7Vd3kuLbajKZ/jsFHSpwdf3/LiulLBc21EZXXXzZDo9tEtCmgpSVTXlyAgBVVXHy5Em4XK4KyUlVVY9ld8dQ1rLJZPJYVhQFJ06c0Dqma9mmostFt6mgwA730TlvObmXVQg0CbiitYfytj2n0+XRZq53m0rbtyoiJ/frC8DrNhXdb4DS962y9iePfevqwLR4TtezTaqq4sSJE1rN3I/70vYqYn8q3vYA4MSJE1rbvt6c3L6KosB+tS/wJSf3sgqhne32NSen9vEO2geA682p6AVgTp8+rX2QqoicVFWF0+nyYZtKLrugoMnV9uxrH1GYAbT3p2vp98raJnd/WHQfLW+/V1pOAGB3wcs2lezf3O2ntP5Q2vauNqDi2+Fetjsc2sRwX3Jy56FCXH0/Leru4zYJ4dFmKqrtnTp1Svswe705XU8fAZS+b+nR75W2TSaTCSdPniz8mkwlf47wZZuK7lsVnVNBgf1qAvL9qehy8X3LW19efLnowfmKaHtCCJw+fRpCCENzKs++pednWPdnDfeg+1q2qSL7CCEETp48qf3f15OTr5Rr4O3n54d27dph69atHo9v3bpVmwrjC/v27fM4K925c+cS/2fR6TW+vG6jRo0QERHhsU5BQQESEhJKdRNC4LHHHsP8+fMRFBSkfX8GgMecfj0xm8249957yx1iZeGEip+yw0hcLZKSC0AvK2o+nJccro8caj6clxyujxxq9aHmQykvSi4A+3iD27Ic9pFjhE+5W+q0adOwdOlSxMbG4ujRo3jmmWdw9uxZPPHEEwCAGTNmYOTIkdr6MTExWL9+PY4dO4YjR45gxowZWLduHZ566iltnaefflq7xVdiYiLmzZuH7777DlOnTvX5dRVFwdSpUzF37lx89dVXOHz4MEaPHo0qVapg6NChJbbjo48+Qnh4OB566CEAQNeuXbFt2zbs2rULb7/9Nlq3bo2QkJDylue6cLlcOHPmjO4D/rJQIFDf7wooXC2SkgtALytqPpyXHK6PHGo+nJccro8cavWh5kMpL0ouAPt4g9uyHPaRY4RPuQfegwcPRkxMDF555RXceeed2L59OzZt2oQGDRoAKPzSedF7axcUFGD69Om4/fbb0a1bN/z000/YuHEjHnnkEW2dLl26YM2aNVi+fDluv/12rFixAp999hk6derk8+sChbcEmzp1KiZNmoT27dvj/PnziI+PR3BwsMc2pKSkYO7cuXj33Xe1xzp27Ihnn30Wffv2xdq1a7F8+fLylua6cX83hEqDVCFQxy+vyIRJdnFDLStqPpyXHK6PHGo+nJccro8cavWh5kMpL0ouAPt4g9uyHPaRY4TPNZ1bnzRpEiZNmlTqcytWrPD4/fnnn8fzzz/v9f8cOHAgBg4ceM2vCxSe9Z4zZw7mzJkj/X9q1arl8X1PN7NmzcKsWbO8ulYWZrO5XFP2KxsnVOy6XMNoDQC0XAB6WVHz4bzkcH3kUPPhvORwfeRQqw81H0p5UXIB2Mcb3JblsI8cI3xofCmCAVB4z7rjx49rV/IzGhUCjf0vkziSSMkFoJcVNR/OSw7XRw41H85LDtdHDrX6UPOhlBclF4B9vMFtWQ77yDHChwfehBBCICMjA+W4w1ulokCgurmAxHdnKLkA9LKi5sN5yeH6yKHmw3nJ4frIoVYfaj6U8qLkArCPN7gty2EfOUb40LisHAOgcMpDhw4djNbQcELFb1eqG60BgJYLQC8raj6clxyujxxqPpyXHK6PHGr1oeZDKS9KLgD7eIPbshz2kWOED5/xJoTT6URiYiKZKRgqBFoE2EhM4aHkAtDLipoP5yWH6yOHmg/nJYfrI4dafaj5UMqLkgvAPt7gtiyHfeQY4cMDb2Lk5uYareBBgErjyoMALReAXlbUfDgvOVwfOdR8OC85XB851OpDzYdSXpRcAPbxBrdlOewjR28fnmpOCJPJhLZt2xqtoeGCggM5IUZrAKDlAtDLipoP5yWH6yOHmg/nJYfrI4dafaj5UMqLkgvAPt7gtiyHfeQY4cNnvAnhdDpx+PBhMlMwVAjcGphFYgoPJReAXlbUfDgvOVwfOdR8OC85XB851OpDzYdSXpRcAPbxBrdlOewjxwgfHngzDMMwDMMwDMMwTCXCU80JYTKZ0KZNG6M1NFxQcCS3mtEaAGi5APSyoubDecnh+sih5sN5yeH6yKFWH2o+lPKi5AKwjze4LcthHzlG+PAZb0I4nU7s27ePzBQMFQJ3VMkkMYWHkgtALytqPpyXHK6PHGo+nJccro8cavWh5kMpL0ouAPt4g9uyHPaRY4QPD7yJERgYaLSCB3kuOk2EkgtALytqPpyXHK6PHGo+nJccro8cavWh5kMpL0ouAPt4g9uyHPaRo7cPTzUnhMlkQsuWLY3W0HBBwX/yrEZrAKDlAtDLipoP5yWH6yOHmg/nJYfrI4dafaj5UMqLkgvAPt7gtiyHfeQY4UPrMNFNjsPhwJ49e+BwOIxWAQCY4EL7qukwwfh7JFJyAehlRc2H85LD9ZFDzYfzksP1kUOtPtR8KOVFyQVgH29wW5bDPnKM8OGBNyEURUFoaCgURTFaBQAgoCDd4QcB430ouQD0sqLmw3nJ4frIoebDecnh+sihVh9qPpTyouQCsI83uC3LYR85RvjwVHNCmEwmNG3a1GgNDRcUnMwPMloDAC0XgF5W1Hw4LzlcHznUfDgvOVwfOdTqQ82HUl6UXAD28Qa3ZTnsI8cIHz7jTQiHw4GdO3eSmYJhggt3B10iMYWHkgtALytqPpyXHK6PHGo+nJccro8cavWh5kMpL0ouAPt4g9uyHPaRY4QPD7wJoaoq6tatC1WlEYsLCi4UBMBFYAoPJReAXlbUfDgvOVwfOdR8OC85XB851OpDzYdSXpRcAPbxBrdlOewjxwgfnmpOCFVV0aBBA6M1NAQUnC2oarQGAFouAL2sqPlwXnK4PnKo+XBecrg+cqjVh5oPpbwouQDs4w1uy3LYR44RPjQOOTAACqc8bN++ncwUDBNcuCc4jcQUHkouAL2sqPlwXnK4PnKo+XBecrg+cqjVh5oPpbwouQDs4w1uy3Iq0yctLQ0nTpwo18+xY8cQHx+PY8eOlftv09LSKnwbjMiLz3gTQlVVNGnShMwUDBcUnMgLIjGFh5ILQC8raj6clxyujxxqPpyXHK6PHGr1oeZDKS9KLgD7eIPbspzK8klLS8PwMeORnp1Tbp8WTRrhPydOweUq38GS6sFVsGr5UoSFhZXr77z56J0XD7wJ4f6uARUEFCTZA43WAEDLBaCXFTUfzksO10cONR/OSw7XRw61+lDzoZQXJReAfbzBbVlOZfnYbDakZ+cgrPMAVK1eq1x/mwugfvPyvd6V9BSk/bIONputwgfeeudF45AMA6BwysO2bdvITFExwYXu1lQSU3gouQD0sqLmw3nJ4frIoebDecnh+sihVh9qPpTyouQCsI83uC3LqWyfqtVrwRp+i88/oeF18FBTP4SG1ynX35V3cO8rRuTFA29CqKqKNm3akJmi4oKCIzlWElN4KLkA9LKi5sN5yeH6yKHmw3nJ4frIoVYfaj6U8qLkArCPN7gty6Hmw3nxVHNSqKqK8PBwozU0BBSkOQKM1gBAywWglxU1H85LDtdHDjUfzksO10cOtfpQ86GUFyUXgH28wW1ZDjUfzovPeJPCbrdjy5YtsNvtRqsAKJzC06taMokpPJRcAHpZUfPhvORwfeRQ8+G85HB95FCrDzUfSnlRcgHYxxvcluVQ8+G8eOBNCpPJhA4dOsBkMhmtAqBwSshvl6uTmBJCyQWglxU1H85LDtdHDjUfzksO10cOtfpQ86GUFyUXgH28wW1ZDjUfzounmpNCVVVUr17daA0NAQUZTj+jNQDQcgHoZUXNh/OSw/WRQ82H85LD9ZFDrT7UfCjlRckFYB9vcFuWQ82H8+Iz3qSw2+3YuHEjmSkhZrjQJyQJZgJTQii5APSyoubDecnh+sih5sN5yeH6yKFWH2o+lPKi5AKwjze4Lcuh5sN58cCbFGazGd26dYPZTGMiggMKfrLVhIPAlBBKLgC9rKj5cF5yuD5yqPlwXnK4PnKo1YeaD6W8KLkA7OMNbstyqPlwXjzVnBSKosBqtRqtUQQF2S6L0RJXoeRCLytqPpyXN7g+Mqj5cF7e4PrIoVUfaj6U8qLkArCPd7gty6Dmw3nxGW9S2O12fP3116SmhDwUeoHElBBKLgC9rKj5cF5yuD5yqPlwXnK4PnKo1YeaD6W8KLkA7OMNbstyqPlwXjzwJoXZbEZkZCSpKSHxmbVITAmh5ALQy4qaD+clh+sjh5oP5yWH6yOHWn2o+VDKi5ILwD7e4LYsh5oP58UDb3JQ2TncOASNnQOg5QLQy4qaD+clh+sjh5oP5yWH6yOHWn2o+VDKi5ILwD7e4LYsh5rPzZ4XD7wJ4XA4sGnTJjgcDqNVAABmCESHJsMMYbQKKReAXlbUfDgvOVwfOdR8OC85XB851OpDzYdSXpRcAPbxBrdlOdR8OC8eeJPCbDYjOjqazNEpBxRsyoggMSWEkgtALytqPpyXHK6PHGo+nJccro8cavWh5kMpL0ouAPt4g9uyHGo+nBcPvMlB5aiUG7NC46gUQMsFoJcVNR/OSw7XRw41H85LDtdHDrX6UPOhlBclF4B9vMFtWQ41n5s9Lx54E8LhcCA+Pp7MTmKGQGRICokpIZRcAHpZUfPhvORwfeRQ8+G85HB95FCrDzUfSnlRcgHYxxvcluVQ8+G8+D7epLBYLHj44YeN1tBwQMW/M+oYrQGAlgtALytqPpyXHK6PHGo+nJccro8cavWh5kMpL0ouAPt4g9uyHGo+nBef8SaFEAI2mw1C0DgSBAgEq3aAxJEpSi70sqLmw3l5g+sjg5oP5+UNro8cWvWh5kMpL0ouAPt4h9uyDGo+nBcPvEnhcDiwY8cOUlNC7rFeJDElhJILQC8raj6clxyujxxqPpyXHK6PHGr1oeZDKS9KLgD7eIPbshxqPpwXTzUnhcViQd++fY3W0HBAxbeZtY3WAEDLBaCXFTUfzksO10cONR/OSw7XRw61+lDzoZQXJReAfbzBbVkONR/Oi894k8LlciE9PR0ul8toFQCAAoFQUwEUAkemKLkA9LKi5sN5yeH6yKHmw3nJ4frIoVYfaj6U8qLkArCPN7gty6Hmw3nxwJsUTqcTe/bsgdPpNFoFAKBCoH1QOlQCOwglF4BeVtR8OC85XB851Hw4LzlcHznU6kPNh1JelFwA9vEGt2U51Hw4L55qTgqLxYKoqCijNTScULE1K8JoDQC0XAB6WVHz4bzkcH3kUPPhvORwfeRQqw81H0p5UXIB2Mcb3JblUPPhvPiMNylcLhdSU1NJTQkJM+eRmBJCyQWglxU1H85LDtdHDjUfzksO10cOtfpQ86GUFyUXgH28wW1ZDjUfzosH3qRwuVw4fPgwmR1EhcCtVWwkpoRQcgHoZUXNh/OSw/WRQ82H85LD9ZFDrT7UfCjlRckFYB9vcFuWQ82H8+Kp5qQwm83o0aOH0RoaTqj40RZutAYAWi4Avayo+XBecrg+cqj5cF5yuD5yqNWHmg+lvCi5AOzjDW7Lcqj5cF58xpsULpcL58+fJ3NkSoFAbUsuiSkhlFwAellR8+G85HB95FDz4bzkcH3kUKsPNR9KeVFyAdjHG9yW5VDz4bx44E0Kl8uFEydOkNlBVAg0CbhMYkoIJReAXlbUfDgvOVwfOdR8OC85XB851OpDzYdSXpRcAPbxBrdlOdR8OC+eak4Ks9mMe++912gNDSdU/JQdZrQGAFouAL2sqPlwXnK4PnKo+XBecrg+cqjVh5oPpbwouQDs4w1uy3Ko+XBefMabFC6XC2fOnCFzZEqBQH2/KySmhFByAehlRc2H85LD9ZFDzYfzksP1kUOtPtR8KOVFyQVgH29wW5ZDzYfz4oE3Kah9F0OFQB2/PBJTQii5APSyoubDecnh+sih5sN5yeH6yKFWH2o+lPKi5AKwjze4Lcuh5sN58VRzUpjNZnTp0sVoDQ0nVOy6XMNoDQC0XAB6WVHz4bzkcH3kUPPhvORwfeRQqw81H0p5UXIB2Mcb3JblUPPhvPiMNymcTieOHz8Op9NptAqAwiNTjf1pXASBkgtALytqPpyXHK6PHGo+nJccro8cavWh5kMpL0ouAPt4g9uyHGo+nBcPvEkhhEBGRgaEoNEgFQhUNxeQ+C4GJReAXlbUfDgvOVwfOdR8OC85XB851OpDzYdSXpRcAPbxBrdlOdR8OC+eak4Ks9mMDh06GK2h4YSK365UN1oDAC0XgF5W1Hw4LzlcHznUfDgvOVwfOdTqQ82HUl6UXAD28Qa3ZTnUfDgvPuNNCqfTicTERFJTQloE2EhMCaHkAtDLipoP5yWH6yOHmg/nJYfrI4dafaj5UMqLkgvAPt7gtiyHmg/nxQNvcuTm5hqt4EGASuNKiAAtF4BeVtR8OC85XB851Hw4LzlcHznU6kPNh1JelFwA9vEGt2U51Hxu9rx4qjkhTCYT2rZta7SGhgsKDuSEGK0BgJYLQC8raj6clxyujxxqPpyXHK6PHGr1oeZDKS9KLgD7eIPbshxqPpzXNZ7xXrx4MRo1aoSAgAC0a9cOO3bskK6fkJCAdu3aISAgAI0bN8YHH3xQYp1169ahdevW8Pf3R+vWrfHVV1+V+3WFEJgzZw7q1KmDwMBAdO/eHUeOHPFYZ9q0aahevTrq16+PNWvWeDy3du1a9OvXz9cyVDhOpxOHDx8mNSXk1sAsElNCKLkA9LKi5sN5yeH6yKHmw3nJ4frIoVYfaj6U8qLkArCPN7gty6Hmw3ldw8D7s88+w9SpUzFz5kzs27cP3bp1Q58+fXD27NlS1z916hSio6PRrVs37Nu3Dy+99BKmTJmCdevWaev88ssvGDx4MEaMGIEDBw5gxIgRGDRoEH799ddyve6bb76JBQsWYOHChdizZw8iIiLQq1cvZGdnAwA2bNiATz75BPHx8Zg3bx7GjBmDS5cuAQAyMzMxc+ZMLFq0qLwlYRiGYRiGYRiGYZgyKffAe8GCBRg3bhzGjx+PVq1aISYmBvXq1cP7779f6voffPAB6tevj5iYGLRq1Qrjx4/H2LFj8dZbb2nrxMTEoFevXpgxYwZatmyJGTNmoGfPnoiJifH5dYUQiImJwcyZM/HII4+gTZs2iIuLQ05ODj755BMAwNGjR9G9e3e0b98eQ4YMgdVqxcmTJwEAzz//PCZNmoT69euXtyQVhslkQps2bWAymQxzKIoLCo7kVoMLitEqpFwAellR8+G85HB95FDz4bzkcH3kUKsPNR9KeVFyAdjHG9yW5VDz4bzK+R3vgoIC/P7773jxxRc9Ho+MjMTOnTtL/ZtffvkFkZGRHo9FRUVh2bJlsNvtsFgs+OWXX/DMM8+UWMc98PbldU+dOoXk5GSP1/L398d9992HnTt34vHHH8cdd9yBJUuWICMjAydPnkRubi6aNm2Kn376CXv37i3z4EFx8vPzkZ+fr/2elZUFAMjIyAAAXLp0CZmZmVAURbs3nC/LAJCUlISIiAioqgqXywVFUaAoSqnLQOEBB0VREBoaiuDgYFgsFggh4HA4YLFYYLPZoCpAZtJpOPJyYFIAhwAUAKoCOEXh0RfFvawUPucUgEUF2tZU8Hua0CaFuARgUgBR1rIAsjNSoQCw2Wyw2WxwOBxQVRWqqiIrKwsupxOZSaeBghw4XIV/b1EB+9XrLZS2bFaAu8IKXdyv5d4Ob9uUm5kKAMjOztYyMplM2tSSrKws7XFfM3M6nUhJSUHt2rW1DHzJyb1cvXp1hIaGajm5XC44nU5YLBakp6cjPT0dqqr63H5cLhdSU1MRHh4OVVXL3fZCQ0NhtVq1nOx2O0wmE7Kzs6GqQFbSadjzcrzmpAAwq4Xt4a4wBQcvCuS7fMvJ3fZs6akQwqW1H3dO7swyMzORlZXl0/YVzcDbvlVaTu4MrFYrwsLCPHJyuVzIysqC0+GALfk0XPk50v2prH0LkO9Prqu1cwngckYqFOW/+5Y7J3dmZrMZGRkZSE9P97pNRZedTifS0tJQq1YtAChX26tWrRpq1qxZIif38sWLF5GVleVTTu5lAEhJSUFYWBhMJpPPObn3rZCQEI+cXC4XzGYzbDYbFBT2h868HK85qVc/GygA2oUp2HdRwO7ynpNAYZ9lS0+F0+FAVlYWMjMzPXJSFAVpaWmw2Ww+5+RedrlcSE5ORu3ateHG132+WrVqCAkJKZGTzWaDEC5kJhW25bK2yVnKsr8JuL2Ggr1pAqriWx9hdwE5GalQlcK+OTMzU8vJnZnNZit331ze/rB426tevTqqV6/ukZPdbi/sixwOXEk9A3teTpnbVLyvc7eVu8IUHLgoUODyrY9QlcL6OB0OrQ4mkwkOhwOKoiA7O7uwv0wu7Jt9ycmiAg5X4f/d7ur7qbs/kuXk3o6s9FS4nE5kZWXBZrN57Fsulwvp6elX25Hv7z3F30/Las9lfR4KDg5GzZo1tZzM5sKPtQ6HQ3vP97Y/VdS+JYRASEgIatSooeXkzkxVVWRmZnq0Z2+f8RRFgcPhQGpqKiIiIrS/86WPKN4fFt+3zGbzNX1W9bZvedsm92fVojm5+2ZV/e9nVdn+VPRzBIrvW1768qLvs9nphZ8NS/us6rjab2dlZfmUk3tZCIHk5GRERERov/va9oq+nxbNyel0QghxTf1hWfuWr9tU9LNq8X3L5XRq/aG3nNyfjcwqcEdNBfsvFn6W9yUnlwDyswo/F2ZnZ2ufj905uZeLftbwdfwEAMnJyQgPD4fZbPY5J6Dwc7N738rJyfH4P6WIcnD+/HkBQPz8888ej7/22muiefPmpf5Ns2bNxGuvvebx2M8//ywAiAsXLgghhLBYLGL16tUe66xevVr4+fn5/Lru//P8+fMe60yYMEFERkZqv8+ePVs0adJEtGnTRnz55ZciPz9ftGnTRvz222/ivffeE82bNxddunQRhw8fLrMOs2fPFihsD/zDP/zDP/zDP/zDP/zDP/zDP/xzE/+cO3euzLGjm2u6qrn7aIEbUeRIva/rF3/cl/+zItaZM2cO5syZ4/H7Aw88AIvFgldffRWHDh3CN998g5EjR+L3338vdXtmzJiBadOmab+7j/TWqFFDWgdv2Gw21KtXD+fOnYPVar3m/6eioORDyYV92Id92Id92Id9/vd8KLmwD/uwz43hI4RAdnY26tSp43Xdcg28a9asCZPJhOTkZI/HU1NTtSmKxYmIiCh1fbPZjBo1akjXcf+fvryuexpO8SlCMrfExESsXr0a+/btQ2xsLO69916EhYVh0KBBGDt2LGw2W6lB+Pv7w9/f3+OxkJCQUl/jWrBarSQapBtKPpRcAPbxBvvIYR857COHfeSwjxz2KRtKLgD7eIN95LCPnIrwqVatmk/rlevian5+fmjXrh22bt3q8fjWrVvRpUuXUv+mc+fOJdaPj49H+/btYbFYpOu4/09fXrdRo0aIiIjwWKegoAAJCQmlugkh8Nhjj2H+/PkICgqC0+mE3W4HAO1f93cNGYZhGIZhGIZhGOZaKfdU82nTpmHEiBFo3749OnfujCVLluDs2bN44oknABROwz5//jxWrlwJAHjiiSewcOFCTJs2DRMmTMAvv/yCZcuW4dNPP9X+z6effhr33nsv5s2bh4cffhhff/01vvvuO/z0008+v66iKJg6dSrmzp2LZs2aoVmzZpg7dy6qVKmCoUOHltiOjz76COHh4XjooYcAAF27dsWcOXOwa9cufPvtt2jdunWFnsVmGIZhGIZhGIZhbk7KPfAePHgwLl26hFdeeQVJSUlo06YNNm3ahAYNGgAovHJw0XtrN2rUCJs2bcIzzzyDRYsWoU6dOnj33XcxYMAAbZ0uXbpgzZo1+Mc//oF//vOfaNKkCT777DN06tTJ59cFCm8Jlpubi0mTJiEjIwOdOnVCfHw8goODPbYhJSUFc+fO9bgSe8eOHfHss8+ib9++CA8PR1xcXHlLc934+/tj9uzZJaaxGwUlH0ouAPt4g33ksI8c9pHDPnLYRw773BguAPt4g33ksI8cI3wUIXy59jnDMAzDMAzDMAzDMNdCub7jzTAMwzAMwzAMwzBM+eCBN8MwDMMwDMMwDMNUIjzwZhiGYRiGYRiGYZhKhAfeDMMwDMMwDMMwNyCvvPIKcnJyjNZgfIAvrsYwDMPc9BS9G4eM+vXrV7IJwzCMsYwdOxbvvPNOibsCGcUrr7yC6dOno0qVKkarkMRkMiEpKQnh4eFGqzBe4IE3QZxOJzZs2ID+/fsbrcLcYLhcLmzcuBHLli3D+vXrdX3t/Px8OBwOVK1aVdfXZW5M3n33XZ/WmzJlSiWbFGIymbRl99uioigejymKAqfTqYsPc2Ny9uxZ1KtXz6PtMIwv7N69G+3atdP6Inef4yY/Px9ff/01Bg0aVOku1AZy1Hzc7NmzB59++in+/PNPKIqCZs2aYejQoWjfvr2uHqqqIjk5mUx9duzYgU6dOsHPz6/U5/Py8rB27VqMHDlSZzPj4YE3IRITExEbG4u4uDhkZGSgoKDAaCUAQEZGBlatWoVly5Zh//79Ruto2O12WCwWXV5rwIABWLJkCWrUqKHL65WXY8eOebSdqKgo3QbeFy9exKhRoxAfHw+Xy4VOnTph1apVaNy4sS6vXxrHjh3DwYMHcdddd6FRo0bYuHEj5s2bh9zcXPTv3x8vvfQSfzA2mEaNGnldR1EUnDx5UgcbwGw245ZbbsHo0aPRr18/mM3mUte74447dPFxExMTg5EjR6J69eq6vu6NysWLF6EoimF9NbUBgs1m82k9q9VaySY3HnofyC7edqxWK/bv36+9l6akpKBOnTq6HPyjNpCj5gMAzz//PN566y0EBQWhcePGEELg5MmTyMnJwfTp0zFv3jzdXFRVRUpKCsLCwnR7TRmqqqJjx4746quvULt27RLP69mW3axcudKn9Sr9YIBgDOXy5cti2bJlokuXLkJVVdGzZ0/x0UcfibS0NKPVxNatW8Wjjz4qAgICxC233CKmTJmi22uPGDFCZGVllfn8nj17xK233qqbT+fOnUWtWrXEv//9b91e0xs5OTlixYoVolu3bsJisQhVVcU777wjsrOzdfUYP368qFWrlnjttdfE/PnzRbNmzcQDDzygq0NRvvzyS2E2m4Wfn5/w9/cXcXFxwt/fX/Tu3Vv07dtXmM1m8cYbb+jmM2/ePJGTk6P9npCQIPLy8rTfbTabmDhxom4+bux2u3jzzTdF27ZtRdWqVUVoaKjo1KmT+OCDD4TL5dLdx2iSkpLEG2+8IVq2bClq1aolnn32WfHHH38YrSVCQkKEv7+/+Pvf/y62bNlieDbff/+9aNWqVan9c2ZmpmjdurXYvn27rk4ZGRli0qRJokaNGkJVVaGqqqhRo4Z48sknRUZGhq4uiqKIlJQUXV9ThqIoWk1K+3E/T4V169aJ2267zVCHP//8U7z44ouidu3aIiAgQDz88MO6vG7xthMUFCROnDih/Z6cnCwURdHNJTU1VZfX8gVqPitWrBABAQHivffeEwUFBdrjBQUF4p133hEBAQEiLi5ONx9FUcRtt90m2rZtK/3R26d27dpi165dJZ5PTk7Wvd8JCQkp8yc0NFT4+fnp4sQDb4PYuXOnGDt2rAgKChJt27YVb731ljCZTOLIkSOGep05c0bMmTNHNGjQQPsQ88UXX+ju0bZtW1G3bl2xefNmj8cLCgrEjBkzhMViEY8//rhuPi6XS7z55psiMDBQjB07VthsNt1euzi//vqrmDBhgrBaraJ9+/YiJiZGJCcnC7PZbEj7qVevnti4caP2+9GjR4XJZPJ4M9KTdu3aiZdeekm4XC4RGxsrAgMDxdtvv609/+GHH4qWLVvq5qOqqseHqeDg4BIfpvR+A8rJyRFdu3YVqqqKyMhI8fTTT4spU6aIyMhIoaqq6Nu3r3A6neL48eNi+fLlurpRYMeOHWLs2LEiODhYdOrUSSxZskQ4nU5DXPLy8sSqVatEz549haqqol69emLWrFni5MmThvj069dPLFiwoMzn33nnHdG/f3/dfC5duiSaN28uqlatKh577DHx9ttviwULFogJEyaIqlWripYtW4r09HTdfKgNvH/44Qfx448/ev3RkyVLloiBAweKIUOGaB/Kv//+e3HnnXeKwMBA8dhjj+nqIwSNA9m+DLz1eq9QFEUbkMh+9ILawLJDhw7SfnD+/PmiQ4cOuvkoiiKmT58u5syZI/3RC1VVxdmzZ8X48eNFQECAiI2N9XjeiM89ZXHhwgXx+OOPC4vFIqKioir99XiquQG0bt0aOTk5GDp0KIYPH47WrVsDACwWCw4cOKD9ridr167F0qVL8fPPPyM6OhrDhw9Hnz59ULVqVUOcHA4HXnnlFbzxxhsYM2YM5s+fj8TERIwaNQpXrlzBRx99hF69eunqBBR+HWDMmDFISkrClClTSkxH1eP7qGazGZMnT8YTTzyBFi1aaI8b1X7MZjPOnTvnMZ2oSpUqOHr0KBo0aKCrCwAEBwdj//79aNKkCVwuF/z8/LB//360adMGAHD69GltH9SD4lPkgoODceDAAUOmD7qZNWsW4uLisGHDBtx+++0ezx04cAAPPfQQ+vfvj3Xr1uGFF17A5MmTK9xh27ZteOqpp7Br164S01yzsrLQpUsXvP/++7j33nsr/LV9JSUlBUOGDEFCQgLS0tIMn+59+vRpLF++HCtXrsS5c+fQvXt3jB8/Hn/729/g7++vi0ODBg2wefNmtGrVqtTnExMTERkZ6fPF6q6XqVOn4vvvv8d3332HWrVqeTyXnJyMyMhI9OzZE2+//bYuPqqq4tVXX0VQUJB0Pb2uXUCNt956Cy+99BJuv/12HD16FAAwc+ZMLFiwAJMnT8aTTz6JmjVr6uaze/duLF26FJ999hmaN2+O4cOH49FHH8Utt9yi+/sppfcKVVURExODatWqSdcbNWpUpbu4fZ599lmv+9Xs2bN18alatSoOHTpU5lfqTp48idtuuw1XrlzRxYfaVPyiPosXL8YzzzyDJ554Am+//bY2LV7vzz3Fyc7Oxrx58/DOO+/g1ltvxeuvv47777+/8l+40of2TAksFosYMWKEiI+P95g2aNQZSyGEMJlMYsaMGSXO5BrpJIQQv/32m7j11ltF7dq1hcViERMmTDD0bLMQQnz00UfCZDKJW265RTRs2FD7adSokS6v36tXLxEcHCyGDh0qvv32W60NGZWVqqolpoAFBwcbdkaO0lkDij5CCNGsWTPpTJa1a9cKRVHE2LFjK82B2pnTovz8889i3Lhxwmq1ig4dOoj333/fsDPeZbF161YxdOhQUaVKFVG9enXdXtff318cO3aszOePHTsmAgICdPNp0KBBiZlRRfn2229FgwYNdPNRFEXUq1fP472h+I9e7xVuH9lUc1VVhclk0s2nZcuWYtmyZUKIwrPxiqKInj176v6VADcmk0lMnTpVJCYmejxuxPupoijihx9+EAcOHBAHDhwQVatWFRs3btR+//7773U9401p5gY1n+DgYHH06NEyn09MTBTBwcG6+RSfWWc0xfNKSEgQ4eHhomfPniI9Pd3QM975+fli/vz5okaNGqJFixbi888/1/X1S796DFOpnDp1CitWrMDEiRORm5uLIUOGYNiwYYZe7Gns2LFYvHgxEhISMGLECAwePBihoaGG+bjx9/eHxWJBVlYW/Pz80LVrV8Nub5GSkoLx48fjp59+wrJly3Q70luc+Ph4nDt3DsuXL9fa0ODBgwHAkDYkhEDPnj09zv7n5OSgX79+Hle03Lt3ry4+iqJ41KH470zhlZc7duxY5vN33303FEXBsmXLKs3hwIED0ovPREZG4q233qq01y9OUlISVq5cieXLlyMjIwPDhg3Dzp07ceutt+rmUB5UVYWiKBBCwOVy6fa6devWxaFDh9C0adNSnz948GCpF9OpLJKSkqQZtWnTBsnJybr5AMBvv/1G5szTV199VeZzO3fuxHvvvaddxV8Pzpw5gwceeAAA0L17d1gsFrz22msICQnRzaEoPXr0wLJly5CamooRI0YgKirK0PeLnj17euTx4IMPAoC2r+vlRu09k5pPu3btsHr1avzrX/8q9fmPP/4Yd911l24+eu7D18K9996LPXv24G9/+xs6dOiA999/X3cHIQRWrlyJWbNmweFwYO7cuRg3bpzHHU30gAfeBlC3bl3MnDkTM2fOxLZt2xAbG4uuXbvC4XBgxYoVGD9+PJo3b66r05IlS/DOO+9g7dq1iI2NxdSpUxEVFaX7hzo3Qgi88cYbePnllzFkyBD8+OOPWL16NZ566il8+eWX+Oijj3T9YLNmzRo89dRTaNu2LQ4ePIh69erp9tqlUa9ePcyaNQuzZs3C1q1bERsbC7PZjIcffhgDBw7EwIEDdev0S5va9fDDD+vy2qUhhEDz5s21N+rLly+jbdu2UFVVe15vli5dqk2Rc+/n7umU2dnZuvtYrVakpqaW2Y6Tk5MrfVp1SkqK9K4EZrMZaWlplepQlAYNGqBOnToYNWoUHnroIVgsFjidThw8eNBjveJT8/XkzJkzWLFiBVasWIFz587h3nvvxUcffYQBAwbo5hAdHY1Zs2ahT58+CAgI8HguNzcXs2fP1gYLelCzZk2cPn0at9xyS6nPnzp1StcrnFMbIJTWFycmJmLGjBnYsGEDhg0bVubgoTLIy8vzaDd+fn6GXomZ0oHsU6dO6fp6MqgN5Kj5PPvss+jfvz/y8/Px7LPPal9zSU5Oxvz58xETEyM96FXRHD582Ot+tGrVKgwfPlwno5LUr18fP//8M8aNG6fre4SbO+64AydOnMDkyZMxdepUVKlSpdSvAlT2HR74O95EyMrKwurVqxEbG4u9e/eiTZs2JT7w6cmxY8ewbNkyfPzxx7h8+TL69u2LgQMH4pFHHtHl9e+++26cPXsWH374Ifr166c9fvLkSYwZMwZHjhzBokWLtDfIyqZq1ap44403KuW7rhWF+7ZvsbGxOHjw4E17v+G4uDif1tNrxkLDhg19+gCn54euwYMHw+FwYN26daU+P2DAAJhMJqxdu7bSHJo0aYK33noLf/vb30p9/ssvv8T06dN1u52Y+8AM8N8P3MXfHo24j3deXh7WrVuH2NhYJCQkoHbt2hg1ahTGjh1ryC37UlJScNddd8FkMuGpp55CixYtoCgKjh49ikWLFsHpdGLv3r0lvm9dWYwbNw7Hjx/H1q1bS9wzNj8/H1FRUWjSpEmlzt4oCrXvWhblwoULmD17NuLi4hAVFYXXX39du/aFXhT/DvwLL7yA5557rsT3uo36Drz7QPb69etRr1493Q9kM6Vz5swZ1K9fX+ubjxw54tEXm0wm3Wcnvffee5g+fTocDof2XfisrCyYTCa8+eabmDp1qm4ugYGB+Ne//oVnn322xOeNlJQUTJgwAT/88INuB/pDQkJw5syZMq8R8H//9394//33dXt/B0p/jy+Ke0ZJZb/H88DbIM6cOYP4+HjY7XZ0797d4wIe+/fvR2xsLN59910DDQtxuVzYtGkTli5dim+//Rb5+fm6vO6jjz6KxYsXl3rWTQiBmJgY/POf/8Tly5d18Tl27BiaNWumy2tVBHv37uUPCkyZ/PHHH+jUqRNuvfVWTJs2DS1bttQef/vtt/HHH39g165dlfpBZvLkyfjxxx+xZ8+eUs+cduzYEffff79u/eCZM2d8Wk/vCwaGhIQgLy8PDz74IMaNG4eoqCiPDxBGcObMGUycOBFbtmzRDk4oioKoqCgsXrwYDRs21M3lr7/+Qvv27eHv748nn3zSoy0vXrwY+fn5+O2333SbpfTyyy/jueeeQ5UqVXR5PV/IysrC3Llz8d577+HOO+/EvHnz0K1bN0NcfDkQqSiKrh/IS8OIA9lvvvkmJk+ejMDAQADA9u3b0alTJ+3CidnZ2XjhhRewePHiSnehxo4dOzBt2jTs2bMHQOGF53Jycjz6ny1btmhfY9CLv/76C59//jmOHTsGAGjevDkGDBig+6zIdevWYeLEiWjRogVWrFiBJk2aACg8y/3000+jTZs2iI2N1R6vbFRVRdu2bTF+/HgMHTrU60X69CAhIcGn9e67775K9eCBtwFs374d0dHR2lWVzWYz4uLiMGTIEIPNgEuXLmnT8s6dO4ePPvoIubm56NevH1q2bEnqKL6eg+Ht27f7tJ5RV2DOy8vDZ599hitXriAyMrLM719WBvfff79PH6S+//57nYyAzz//HOvXr4fdbscDDzyAxx57TLfXLg2Xy4UVK1bgyy+/xOnTp6EoCho3bowBAwZgxIgRhkxP3bVrF8aNG4ejR496nOFt2bIlli5dii5dulTq61M7c0qVBQsWYOTIkbpe6dlXMjIycPz4cQgh0KxZM8OuC3Ly5Ek8+eSTiI+P9/gg3qtXLyxcuFDX/rB+/frYt2+f9j66cOFCjBw5stKnL5bFm2++iXnz5iEiIgJz58419GtANyp6Hcg2mUxISkrSPmdZrVbs37/f0DtgUOHRRx9Fly5dtJkQwcHB2LhxIxo0aAAhBN59912cOXOmzFlcNwOpqal4/PHHsXXrVsyZMwc7duzAd999h7lz52LKlCm6fs7YtWsXli1bhrVr18Jut+ORRx7BuHHj9LlqOHF44G0A9913H6xWKz788EMEBgZixowZ2LhxI86dO2eY06FDh9CvXz+cO3cOzZo1w5o1a9C7d29cuXIFqqriypUr+OKLL9C/f3/DHN24j0QvW7YM+/fv1+U13RcyAsr+rpFe01Cfe+45FBQU4J133gEAFBQUoFOnTjhy5AiqVKkCh8OBrVu3onPnzpXuAgDPPPNMmc/ZbDZ8+umnyM/P1+3DwpIlS/DEE0+gWbNmCAgIwOHDh/H888/j9ddf1+X1iyOEwIMPPohvv/0Wd9xxB1q2bAkhBI4ePYpDhw7hoYcewvr16w1xAwpn2Pz5558AgGbNmqFt27a6vfbp06cxadIkEmdOc3Jy8Nxzz3kcsHn33XdJDniZ0snIyNDOPDVt2tSQ278Vn2pefPBkhE9gYCAeeOAB6UWEvvzySx2tyubSpUv4+OOPdZ2mWxyjDmRTup0YNZo2bYpVq1bh7rvvBlCyNvv27UPfvn1x4cIFXXwon4wZNmwYPv30U1StWhU7d+7EbbfdpruDm9zcXKxduxbLly/Hjh070LBhQ4wdOxajRo0q87oclc358+exbt06/Pnnn1AUBc2bN8cjjzyCunXr6vL6PPA2gOrVq2P79u3ad6uuXLkCq9WKixcvGnbGoE+fPjCbzXjhhRewatUqfPPNN4iMjMTSpUsBFE4L/f3337Fr1y5D/ADgu+++w7Jly7B+/XrUrFkTjzzyiDb4rGxq1KiB4OBgjB49GiNGjCjzw7ge02natGmDuXPn4qGHHgIALF++HM8++yz27duH+vXrY+zYsUhNTcXGjRsr3aUsHA4HFi1ahNdeew3VqlXDv/71Lzz66KO6vPZtt92G/v37axcMWrFiBSZPnmzIRcyAwnyefvppfP311yWO9m7btg39+/fXzorpSXZ2Nnbt2gW73Y6OHTsaOsCkcOb0ueeew+LFizFs2DAEBATg008/Rffu3fH555/r7lKUogf9imK1WtGiRQs8//zzul17Ayi8A4YvxMbGVrJJIdR8vA2e9Gb06NE+nelavny5DjalI4RAfHw8li1bhq+//hpWq1W3CytSOpDNA++yCQwMRGJiovZVny+//BK9e/fWvtJx5swZNG/eXLevQ1I6GeMmIyMDTz75JL7++ms8/fTT+Oyzz+Dv74+4uDh06NBBN4+yOHHiBJYvX46VK1ciKSkJvXr1wqZNm3R1WLx4MaZNm4aCggJUq1YNQgjYbDb4+flhwYIFmDRpUqU78MDbAEq7+EpwcDAOHjyIRo0aGeJUs2ZNbNu2DbfffjsuX74Mq9WK3bt3o3379gAKr4J69913IzMzU1evs2fPYvny5Vi+fDkuX76MjIwMrF27Vter+AKFb8ZfffUVYmNjsWPHDkRHR2PcuHHo3bu37tOErVYr9u7dqx2FHzJkCIKDg7FkyRIAhWcwo6OjdTvyW5zVq1dj1qxZyM3NxT/+8Q889thjHrcaq2yqVq2KQ4cOaR9WnE4nAgMDcfbsWUREROjm4SYyMhI9evTAiy++WOrzc+fORUJCArZs2aKb08GDB9GnTx8kJSUBKGxTX3zxha7fj/NlsGg2mxEREYFevXp5XGSxMmjSpAlee+017QDR7t270bVrV+Tl5el+u5GirF+/vtQ+JjMzE7t378by5csRFxeHv//977r4qKqKBg0aoG3bttIrDet1RV+KPpQG3pQ5ffo0YmNjsWLFCpw/fx7Dhg3DyJEjcf/99+u2z1E6kM0D77IJDw/H2rVr0b1791Kf//HHH/H3v/9dtwM2lE7GAMA333yDCRMmoH79+oiLi0PLli1x5coVTJ8+HbGxsXjuuecwZ84cXT+Llcbly5exevVqvPTSS8jMzNS1LW/cuBEPP/wwpk6dimeffVa77WVSUhL+7//+D++99x6+/vprREdHV6oHD7wNQFVVbNu2zWMaXJcuXbB27VqPqRd63raGWoe/du1aLF26FD///DOio6MxfPhw9OnTB1WrVsWBAwc8LkanN+5bj8TFxSE/Px+jRo3Cyy+/rFuHFhISgj179mjfb2/UqBH++c9/amd+Tp8+jVatWiE3N1cXHzebN2/Giy++iFOnTmH69OmYNm0aqlatqqsDUPaBLaM+/EZERGDz5s248847S31+37596NOnj673Go6OjkZGRgbmz5+PgIAAvPzyy/jPf/6DxMRE3RzGjBnjdR2Xy4XU1FQkJCRg+vTpeOWVVyrNx8/PD6dOnfKYbhYYGIg///zT8NsHyli0aBFWrlyJX3/9VZfXmzRpEtasWaMNSoYPH27IlG6qPtSv2m00+fn5+PLLL7F06VLs3LkTffr0wdChQzFkyBBD3tspHcj21nays7Mxa9asm3Lg3a9fP4SFhZU5c2X06NG4ePEivvnmG118KJ2MAYCAgADMmjULL774YomLb27duhXjx49HaGiobl/PLE5CQgJiY2Oxbt06mEwmDBo0COPGjdO+OqAH9913H7p164ZXX3211Of/8Y9/YMeOHT5fhO2aEYzuKIoiVFUViqKU+aOqqu5Oqamp2u9BQUHi5MmT2u/Jycm6OplMJjFjxgxhs9k8HjebzeLIkSO6ecg4efKkuP/++4WqquLSpUu6vW6nTp3E/PnzhRBCHD58WKiq6pHVjz/+KBo0aKCbz6+//iq6d+8uAgICxNSpU0VaWppur10aiqKI1157TbzzzjvaT0BAgPjnP//p8ZheWCwWceHChTKfP3/+vPDz89PNRwghwsLCxJ49e7TfL168KFRVFdnZ2bp6+Mo333wj6tWrV6mvoaqqRx8oRMl+kCJ//vmnCAkJ0fU18/LyxCeffCIeeOABUaVKFfH3v/9dbN68WbhcLl09KPo0aNBANGzYUPrTqFEj3b2oUKNGDdGtWzfx4YcfivT0dO1xo97bq1WrJv7880/t94YNG4ply5Zpv586dUoEBATo4uJL22nYsKEuLtTYtm2bUFVVTJ8+XaSkpGiPp6SkiGnTpgmTySS+//57Q9zOnj0rXn75ZdG4cWNRt25d8dJLLwm73a6rw4EDB6TPZ2VlibFjx+pkU8jZs2fFK6+8Iho3biwURRFdu3YVsbGx4vLly7p6uAkODhaJiYllPp+YmCiCgoIq3YPPeBuAL7etycjIKPMMWWWgqir69Omj3bZiw4YN6NGjh3bGMj8/H5s3b9btSOtjjz2GtWvX4tZbb8WIESMwePBghIaGwmKxGHrGOz8/X7un7i+//IK+ffti7Nix6N27t24O69atw5AhQ9CtWzccOXIEHTp0wIYNG7TnX3jhBZw6dapS78FcFPfFex5//HHpxbD0OsND7XY1JpMJycnJCAsLK/V5I6YPUvy6i4zMzEyMHTu2Ui8AVbwPBEr2gwCdi1C5OXjwIKKiorSvDejNmTNnsGLFCqxcuRJ2ux1//PGHdsaOfZjihIaG4vbbb8fw4cMxePBg7WrvRr2333333Rg0aBCmTZuGI0eO4Pbbb8fx48e1fjAhIQGjRo3C6dOndfViSrJ48WI888wzcDgcsFqtUBQFWVlZMJvNmD9/Pp566ilD/U6dOoVx48YhISEBaWlpus68yxLHVAAAEVZJREFUGTt2LN555x0EBwfr9poyevXqhR9++AFhYWEYOXIkxo4dixYtWhjqFBQUhIMHD5Y58/HkyZPa120rE2Mn+9+klHUf2KysLKxevVq7WreeH8RHjRrl8fvw4cNLrKPnxZ+WLFmCd955B2vXrkVsbCymTp2KqKgoCCHgcrl083Dj/i7lmjVr0KhRI4wePRpr1641ZErjgAEDsGnTJmzcuBGRkZGYPHmyx/NVqlTR5QIRburXrw9FUaTfoVQURbeBN7UPSEIIjB492mNAVxS9LgZTFEVRkJ2drd0/WwihPWaz2bT1jLoFUnFCQkIqfcA7cuTIEgdsSusHqbFkyRJdD9IWR1EUKIpiWN9M3YfxJCkpCevWrcOyZcvw9NNPo0+fPhg+fLgh03OBwourDRkyBBs3bsThw4fRp08fj4OPmzZtQseOHXVx+fXXX5Geno4+ffpoj61cuRKzZ8/GlStX0L9/f7z33ntlvpf8rzNp0iT069cPX3zxhXb3gmbNmmHgwIGGfR2otJMxGzdu1P2zYVxcHN544w0yA+/AwECsW7cODz74oKHXSCnKrbfeiq+//rrMO/GsX78et956a6V78BlvAmzbtg2xsbH48ssv0aBBAwwYMAADBgzQ9bY+1Dl27BiWLVuGjz/+GJcvX0bfvn0xcOBA3a7mq6oq6tevj1GjRqFdu3Zlrue+QAtjHNu2bcNTTz2FXbt2lRg4ZmVloUuXLvjggw/QrVs3XXx8+S4zoO9VhUu7UrZ78F10+Wb8LiE1pk2bVurjWVlZ+O2333DixAns2LFD1/cL9/d0Y2Nj8dNPP+HBBx/EmDFj0Lt37xLfL7zZfHjw5DvuqxzHxcXh/PnzGDJkCEaPHo0ePXro+mH9+++/xzfffIPatWtj8uTJCAwM1J57+eWXcd9995V5Ua+KpHfv3rj//vvxwgsvACi8zetdd92F0aNHo1WrVvi///s/PP7445gzZ06lu1CD2hnd0k7GGHl9idJmsTGexMXFYeLEiXjrrbc8LvrrcDjw4Ycfanc2GT16dKV68MDbIP766y+sWLECsbGxuHLlCgYNGoQPPvjA8AuHUcflcmHTpk1YunQpvv32W11vHeENvQYqx44dw6xZs/Dhhx+WOrCcOHEiXn31Vd0uJEZtoPvQQw/h/vvvL/Oo5rvvvosffvhBt6scU8TXi4fcd999lWxCB2pXWXdT/BZ0bqxWK1q2bIkHH3wQy5cv1+12WUUvZjZmzBgMHz4cNWrU0OW1bwSfPn36oHv37jx4KgculwtbtmzBsmXLsGHDBgQFBeHSpUu6vHZubi6mT5+O9evXw26344EHHsC7775ryO0Va9eujQ0bNmh3k5k5cyYSEhLw008/AQA+//xzzJ49G3/88YfubkZjMpmQlJREZmBJ7WSMqqpISUkp8yttTCHTp0/HggULEBwcjCZNmgAoPAB4+fJlTJkyBW+//XalO/DA2wCio6O1o/LDhg1D7969YTKZDP/+MkUuXbqkfYg6d+4cPvroI+Tm5qJfv35o2bIlmU5YTx577DGEhITgzTffLPX5F154ATabDe+//74uPtQGug0aNMDmzZvRqlWrUp9PTExEZGQkzp49q4sPRYpOJ5dBZaq5HlC7yrqvHDhwAHfddZdusxPcHzjbtm0rnR6s13fhqfnw4On6uHjxIlauXFnmTI+Kxn2Wa9iwYQgMDMQnn3yC7t274/PPP9fl9YsSEBCAY8eOadOm77nnHvTu3Rv/+Mc/ABR+jeq2225Ddna27m5GQ+2MLqWTMUChT7Vq1bx+ZSM9PV0XH8rs2rULn376qfZ1hebNm+PRRx/V7Qrr/B1vA4iPj8eUKVMwceJE7ZZQjCeHDh1Cv379cO7cOTRr1gxr1qxB7969ceXKFaiqirfffhtffPEF+vfvr6tXaQcC8vLy0K9fP93O6G7fvh0ff/xxmc8PGjQIQ4cO1cUFKPzgP2/evDKfj4yMxFtvvaWbT0pKCiwWS5nPm81m3e71SZWQkBCfvlN5M001L89U/40bN2LixIkkBt56U9p34Y2Emk9GRgZq1aql/Z6QkOBx8c0OHTrg3LlzRqiRICMjA6tWrcKoUaNKnSH16aefYvz48br5fPnll1i2bBkeffRRAMCwYcPQtWtXOJ1O3b+bWqtWLZw6dQr16tVDQUEB9u7di5dffll7Pjs7W/re9r8Opf2c4vUjXn75Zd3uG34jc/fdd+t6G7Pi8MDbAHbs2IHY2Fi0b98eLVu21K7azfyX559/HrfddhtWrVqFVatW4cEHH0R0dDSWLl0KAJg8eTLeeOMN3Qbe3g4ELFiwQLcDAWfOnJEe9a1Zs6auH+yoDXTr1q2LQ4cOafdlLc7BgwdRu3Zt3Xwo8sMPP2jLQght3yp6D2umbLp27aqd0bzZWLFihdEKHlDz4cGTnIULF+LgwYMlLgoKANWqVcOOHTuQnZ2Nl156SRefc+fOeRw079ixI8xmMy5cuKD7Bbt69+6NF198EfPmzcP69etRpUoVD7eDBw9q02NvRpo3b07mjC6175wDwKOPPkpmRgBFDh486NN6t99+e6V68MDbADp37ozOnTvjnXfewZo1axAbG4tp06bB5XJh69atqFevHqmd2Qj27NmDbdu24fbbb8edd96JJUuWYNKkSdr0nsmTJ+t6xIrSgYBq1arhxIkTZV4d//jx47pOEaY20I2OjsasWbPQp08f7ardbnJzczF79mw8+OCDuvlQpPh3t00mE+6++27drgtwo6PHVdapMnbsWK/rKIqCZcuW6WBDDx48yVm3bh3mz59f5vOPP/44pk+frtvA2+l0ws/Pz+Mxs9kMh8Ohy+sX5dVXX8UjjzyC++67D0FBQYiLi/Nwi42NRWRkpO5eVKB0RpfaVcQpzQagyp133qnd8aIs9Ph6AH/Hmwj/+c9/tKt2Z2ZmolevXvj3v/9ttJZhFP8+T3BwMA4cOKANDPS+93HNmjW1AwGXL1+G1WrF7t27tbNeiYmJuPvuu5GZmVnpLoMGDYLdbi/zO9MPP/ww/Pz8dPuO2uTJk/Hjjz9iz549pQ50O3bsiPvvvx/vvvuuLj4pKSm46667YDKZ8NRTT6FFixZQFAVHjx7FokWL4HQ6sXfvXo/poDc7xfcvhg7eLvqWmZmJhIQEXb9L2KBBA7Rt21b6AeZmvXhhWloaHnnkEfz8888ICgrCihUrPDLs2bMn7r77brz22msGWhpHcHAwjhw5gvr165f6/NmzZ9GmTRufr0Nxvaiqij59+nhcZX7Dhg3o0aMHqlatqj2m54G2rKwsBAUFlZjqnp6ejqCgoBIHCm4GKH7Hm31uLM6cOePTemWd1KooeOBNDKfTiQ0bNiA2NvamH3gXvUJjcHAwDh48qN1fU++BN6UDAfv27UPnzp3x4IMP4vnnn0eLFi0AFA7+33zzTWzcuBE7d+7EXXfdVekuAM2B7pkzZzBx4kRs2bJFGxwoioKoqCgsXrwYDRs21M3lRoAH3nShdju6olcRHzt2rKG30KGMbPAUHBx80043DwkJwebNm8ucsbZr1y707t1bl4PYAL39iykdilc156uI31j07NkTTz75ZJkHsy9evIiOHTvi5MmTlerBA2+GJMWPQhc/Ap2fn4/NmzfrOvCmdCDgm2++wdixY0vccqVGjRpYunSp7vcTpzrQzcjIwPHjxyGEQLNmzRAaGmqIB3WKt2eGkVH0vtk7d+5E3759MW7cOERGRt70Ux59mYoPQLfbv1Hj/vvvR6dOnfDGG2+U+vwLL7yA3bt3e1yHgmGondHlq4jfeKiqClVVMXPmTI/rbrjR63M8D7wZklA7Ck3tQABQOI178+bN2sCyefPmiIyMRJUqVXRzKA4PdG8Mih/xLW1qJaDv9ErmxuTMmTNYsWIFVq5cCbvdjj/++ANBQUFGaxkGT8WXs27dOjz66KN4++23MXHiRG1GgNPpxOLFi/Hss8/ik08+wcCBAw02ZZiyUVUVMTExXr9zPmrUKJ2MGG+oqooPP/wQzz33HO6//358/PHHHu9VPPBmGEJQOxDAMNcDt2emojh79ixWrFiBFStWoKCgAImJiTf1wJun4ntn5syZeP311xEcHIzGjRtDURScOHECly9fxnPPPVfm2XCGoQK1M/CMd9yZXbp0Cf3794efnx++/vpr3b8yygNvhrnBWLlypU/rjRw5spJNGIa5GSk61fynn37Cgw8+iDFjxqB3797anSduZngqvnf27NmD1atX49ixY9qMraFDh6Jjx45GqzGMV6h955zxTtGDJVlZWRgyZAh+/fVXfPbZZ3jggQd44M0wTOmoqoqgoCCYzeYypzIqisLfLWIYpsIpekZ3zJgxGD58OGrUqGG0Fll4Kr4nOTk5eO6557B+/XrY7Xb07NkT7733HmrWrGm0GsP4DJ/xvvEonpkQAjNmzMCCBQswb948DB06VJeBN9/Hm2FuMFq1aoWUlBQMHz4cY8eOxe233260EsMwNwkffPAB6tevj0aNGiEhIQEJCQmlrsfXByhEURTt3rEul8toHcOZPXs2VqxYgWHDhiEwMBCffPIJJk6cqNvtLxmmIuB9+caj+GwjRVHwxhtvoG3bthg3bhy2bdumiwcPvBnmBuPIkSP49ddfERsbi3vvvRdNmzbFuHHjMGzYMFitVqP1GIb5H2bkyJE8XdoLpU3FX7hwIU/FR+EBmWXLluHRRx8FAAwbNgxdu3aF0+ksces1hmGYiqKsGaKDBw9GixYt0L9/f108eKo5w9zA5Obm4vPPP8fy5cuxe/du9O/fH7GxsdrV1xmGYRj94Kn4cvz8/HDq1CnUrVtXeywwMBB//vkn6tWrZ6AZwzD/yyQkJKBr164wm0s/53zp0iVs3Lix0q+PxANvhvkfYPv27Zg9eza2b9+Oixcv8m28GIZhDEBVVdSvXx9t27aVzgy4Wafim0wmJCcnIywsTHssODgYBw8eRKNGjQw0YxiGqXx4qjnD3KCcP38ecXFxWL58Oa5cuYLhw4fj/fff50E3wzCMQfBUfDlCCIwePdpjVlZeXh6eeOIJVK1aVXvsZj0wwTDM/zZ8xpthbjDWrl2L5cuXIyEhAVFRURgzZgz69u3L349jGIZhSDNmzBif1lu+fHklmzAMw+gPD7wZ5gbDPZVx2LBhqFWrVpnrTZkyRUcrhmEYhmEYhmHKggfeDHOD0bBhQ69TGRVFwcmTJ3UyYhiGYRiGYRhGBg+8GYZhGIZhGIZhGKYSublvKMkwNyDbtm1D69atYbPZSjyXlZWFW2+9FTt27DDAjGEYhmEYhmGY0uCBN8PcYMTExGDChAmwWq0lnqtWrRoef/xxLFiwwAAzhmEYhmEYhmFKgwfeDHODceDAAfTu3bvM5yMjI/H777/raMQwDMMwDMMwjAweeDPMDUZKSgosFkuZz5vNZqSlpeloxDAMwzAMwzCMDB54M8wNRt26dXHo0KEynz948CBq166toxHDMAzDMAzDMDJ44M0wNxjR0dGYNWsW8vLySjyXm5uL2bNn48EHHzTAjGEYhmEYhmGY0uDbiTHMDUZKSgruuusumEwmPPXUU2jRogUURcHRo0exaNEiOJ1O7N27F7Vq1TJalWEYhmEYhmEY8MCbYW5Izpw5g4kTJ2LLli1w78KKoiAqKgqLFy9Gw4YNjRVkGIZhGIZhGEaDB94McwOTkZGB48ePQwiBZs2aITQ01GglhmEYhmEYhmGKwQNvhmEYhmEYhmEYhqlE+OJqDMMwDMMwDMMwDFOJ8MCbYRiGYRiGYRiGYSoRHngzDMMwDMMwDMMwTCXCA2+GYRiGYRiGYRiGqUR44M0wDMMwDMMwDMMwlQgPvBmGYRiGYRiGYRimEuGBN8MwDMMwDMMwDMNUIjzwZhiGYRiGYRiGYZhK5P8BSQzftiCI3P4AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting the risk composition of the portfolio\n",
    "\n",
    "ax = rp.plot_risk_con(w, cov=port.cov, returns=port.returns, rm=rm, rf=0, alpha=0.01,\n",
    "                      color=\"tab:blue\", height=6, width=10, ax=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Estimating Risk Parity Portfolios for Other Risk Measures\n",
    "\n",
    "In this part I will calculate risk parity portfolios. First I'm going to calculate risk parity portfolio when we use variance as risk measure, then I'm going to calculate the risk parity portfolios for all available risk measures.\n",
    "\n",
    "### 3.1 Calculating the risk parity portfolio for variance."
   ]
  },
  {
   "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>APA</th>\n",
       "      <th>BA</th>\n",
       "      <th>BAX</th>\n",
       "      <th>BMY</th>\n",
       "      <th>CMCSA</th>\n",
       "      <th>CNP</th>\n",
       "      <th>CPB</th>\n",
       "      <th>DE</th>\n",
       "      <th>HPQ</th>\n",
       "      <th>JCI</th>\n",
       "      <th>...</th>\n",
       "      <th>NI</th>\n",
       "      <th>PCAR</th>\n",
       "      <th>PSA</th>\n",
       "      <th>SEE</th>\n",
       "      <th>T</th>\n",
       "      <th>TGT</th>\n",
       "      <th>TMO</th>\n",
       "      <th>TXT</th>\n",
       "      <th>VZ</th>\n",
       "      <th>ZION</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>weights</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>6.1590%</td>\n",
       "      <td>11.5018%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>8.4805%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>3.8192%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>...</td>\n",
       "      <td>10.8263%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>7.1804%</td>\n",
       "      <td>0.0001%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>4.2737%</td>\n",
       "      <td>0.0000%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            APA      BA      BAX     BMY   CMCSA     CNP     CPB      DE  \\\n",
       "weights 0.0000% 6.1590% 11.5018% 0.0000% 0.0000% 8.4805% 0.0000% 3.8192%   \n",
       "\n",
       "            HPQ     JCI  ...       NI    PCAR     PSA     SEE       T     TGT  \\\n",
       "weights 0.0000% 0.0000%  ... 10.8263% 0.0000% 0.0000% 0.0000% 0.0000% 7.1804%   \n",
       "\n",
       "            TMO     TXT      VZ    ZION  \n",
       "weights 0.0001% 0.0000% 4.2737% 0.0000%  \n",
       "\n",
       "[1 rows x 25 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "b = None # Risk contribution constraints vector\n",
    "\n",
    "w_rp = port.rp_optimization(model=model, rm=rm, rf=rf, b=b, hist=hist)\n",
    "\n",
    "display(w.T)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.2 Plotting portfolio composition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = rp.plot_pie(w=w_rp, title='Risk Parity Variance', others=0.05, nrow=25, cmap = \"tab20\",\n",
    "                 height=6, width=10, ax=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.3  Plotting Risk Composition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = rp.plot_risk_con(w_rp, cov=port.cov, returns=port.returns, rm=rm, rf=0, alpha=0.01,\n",
    "                      color=\"tab:blue\", height=6, width=10, ax=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.4 Calculate Optimal Portfolios for Several Risk Measures"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Risk Measures available:\n",
    "#\n",
    "# 'MV': Standard Deviation.\n",
    "# 'MAD': Mean Absolute Deviation.\n",
    "# 'MSV': Semi Standard Deviation.\n",
    "# 'FLPM': First Lower Partial Moment (Omega Ratio).\n",
    "# 'SLPM': Second Lower Partial Moment (Sortino Ratio).\n",
    "# 'CVaR': Conditional Value at Risk.\n",
    "# 'EVaR': Entropic Value at Risk.\n",
    "# 'CDaR': Conditional Drawdown at Risk of uncompounded cumulative returns.\n",
    "# 'EDaR': Entropic Drawdown at Risk of uncompounded cumulative returns.\n",
    "# 'UCI': Ulcer Index of uncompounded cumulative returns.\n",
    "\n",
    "rms = ['MV', 'MAD', 'MSV', 'FLPM', 'SLPM', 'CVaR',\n",
    "       'EVaR', 'CDaR', 'UCI', 'EDaR']\n",
    "\n",
    "w_s = pd.DataFrame([])\n",
    "port.solvers = ['MOSEK']\n",
    "\n",
    "for i in rms:\n",
    "    w = port.rp_optimization(model=model, rm=i, rf=rf, b=b, hist=hist)\n",
    "    w_s = pd.concat([w_s, w], axis=1)\n",
    "    \n",
    "w_s.columns = rms"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
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       "  background-color: #62bb6e;\n",
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       "  background-color: #b6e192;\n",
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       "#T_84709_row13_col1 {\n",
       "  background-color: #3ba358;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_84709_row13_col2 {\n",
       "  background-color: #70c275;\n",
       "  color: #000000;\n",
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       "#T_84709_row13_col4 {\n",
       "  background-color: #72c376;\n",
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       "#T_84709_row13_col7, #T_84709_row14_col6 {\n",
       "  background-color: #f9fdc5;\n",
       "  color: #000000;\n",
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       "#T_84709_row14_col0 {\n",
       "  background-color: #e7f6ad;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_84709_row14_col2 {\n",
       "  background-color: #f0f9b4;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_84709_row14_col3 {\n",
       "  background-color: #8bce81;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_84709_row14_col4 {\n",
       "  background-color: #e6f5ac;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_84709_row14_col7 {\n",
       "  background-color: #a2d88a;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_84709_row14_col8 {\n",
       "  background-color: #0e743c;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_84709_row14_col9, #T_84709_row24_col8 {\n",
       "  background-color: #c9e99c;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_84709_row15_col0 {\n",
       "  background-color: #005931;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_84709_row15_col2 {\n",
       "  background-color: #036b38;\n",
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       "#T_84709_row15_col4 {\n",
       "  background-color: #005a31;\n",
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       "#T_84709_row15_col5 {\n",
       "  background-color: #1d7f41;\n",
       "  color: #f1f1f1;\n",
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       "#T_84709_row15_col6 {\n",
       "  background-color: #268846;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_84709_row15_col9 {\n",
       "  background-color: #a7db8c;\n",
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       "#T_84709_row16_col6, #T_84709_row20_col8 {\n",
       "  background-color: #f8fcc0;\n",
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       "#T_84709_row17_col1 {\n",
       "  background-color: #00542f;\n",
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       "#T_84709_row17_col3 {\n",
       "  background-color: #1f8142;\n",
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       "#T_84709_row19_col1 {\n",
       "  background-color: #64bc6f;\n",
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       "#T_84709_row19_col2 {\n",
       "  background-color: #a4d98a;\n",
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       "#T_84709_row19_col3 {\n",
       "  background-color: #77c679;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_84709_row19_col4 {\n",
       "  background-color: #9ad587;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_84709_row19_col5, #T_84709_row21_col3 {\n",
       "  background-color: #b8e293;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_84709_row19_col8 {\n",
       "  background-color: #dbf1a4;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_84709_row20_col3 {\n",
       "  background-color: #aedd8e;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_84709_row20_col4 {\n",
       "  background-color: #9fd788;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_84709_row21_col1 {\n",
       "  background-color: #c0e597;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_84709_row21_col5 {\n",
       "  background-color: #f7fcb9;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_84709_row21_col7, #T_84709_row23_col6 {\n",
       "  background-color: #cfec9e;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_84709_row22_col1 {\n",
       "  background-color: #edf8b2;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_84709_row22_col2, #T_84709_row24_col2 {\n",
       "  background-color: #fafdcc;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_84709_row22_col7 {\n",
       "  background-color: #fdfeda;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_84709_row23_col2 {\n",
       "  background-color: #61bb6d;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_84709_row23_col3 {\n",
       "  background-color: #3da559;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_84709_row23_col4 {\n",
       "  background-color: #51b365;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_84709_row23_col5 {\n",
       "  background-color: #4fb264;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_84709_row23_col8 {\n",
       "  background-color: #69bf72;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_84709_row23_col9 {\n",
       "  background-color: #006837;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "</style>\n",
       "<table id=\"T_84709\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th id=\"T_84709_level0_col0\" class=\"col_heading level0 col0\" >MV</th>\n",
       "      <th id=\"T_84709_level0_col1\" class=\"col_heading level0 col1\" >MAD</th>\n",
       "      <th id=\"T_84709_level0_col2\" class=\"col_heading level0 col2\" >MSV</th>\n",
       "      <th id=\"T_84709_level0_col3\" class=\"col_heading level0 col3\" >FLPM</th>\n",
       "      <th id=\"T_84709_level0_col4\" class=\"col_heading level0 col4\" >SLPM</th>\n",
       "      <th id=\"T_84709_level0_col5\" class=\"col_heading level0 col5\" >CVaR</th>\n",
       "      <th id=\"T_84709_level0_col6\" class=\"col_heading level0 col6\" >EVaR</th>\n",
       "      <th id=\"T_84709_level0_col7\" class=\"col_heading level0 col7\" >CDaR</th>\n",
       "      <th id=\"T_84709_level0_col8\" class=\"col_heading level0 col8\" >UCI</th>\n",
       "      <th id=\"T_84709_level0_col9\" class=\"col_heading level0 col9\" >EDaR</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th id=\"T_84709_level0_row0\" class=\"row_heading level0 row0\" >APA</th>\n",
       "      <td id=\"T_84709_row0_col0\" class=\"data row0 col0\" >2.40%</td>\n",
       "      <td id=\"T_84709_row0_col1\" class=\"data row0 col1\" >2.20%</td>\n",
       "      <td id=\"T_84709_row0_col2\" class=\"data row0 col2\" >2.51%</td>\n",
       "      <td id=\"T_84709_row0_col3\" class=\"data row0 col3\" >2.03%</td>\n",
       "      <td id=\"T_84709_row0_col4\" class=\"data row0 col4\" >2.40%</td>\n",
       "      <td id=\"T_84709_row0_col5\" class=\"data row0 col5\" >2.45%</td>\n",
       "      <td id=\"T_84709_row0_col6\" class=\"data row0 col6\" >2.80%</td>\n",
       "      <td id=\"T_84709_row0_col7\" class=\"data row0 col7\" >1.16%</td>\n",
       "      <td id=\"T_84709_row0_col8\" class=\"data row0 col8\" >1.16%</td>\n",
       "      <td id=\"T_84709_row0_col9\" class=\"data row0 col9\" >1.05%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_84709_level0_row1\" class=\"row_heading level0 row1\" >BA</th>\n",
       "      <td id=\"T_84709_row1_col0\" class=\"data row1 col0\" >3.08%</td>\n",
       "      <td id=\"T_84709_row1_col1\" class=\"data row1 col1\" >3.22%</td>\n",
       "      <td id=\"T_84709_row1_col2\" class=\"data row1 col2\" >2.99%</td>\n",
       "      <td id=\"T_84709_row1_col3\" class=\"data row1 col3\" >3.30%</td>\n",
       "      <td id=\"T_84709_row1_col4\" class=\"data row1 col4\" >3.04%</td>\n",
       "      <td id=\"T_84709_row1_col5\" class=\"data row1 col5\" >2.87%</td>\n",
       "      <td id=\"T_84709_row1_col6\" class=\"data row1 col6\" >2.76%</td>\n",
       "      <td id=\"T_84709_row1_col7\" class=\"data row1 col7\" >6.48%</td>\n",
       "      <td id=\"T_84709_row1_col8\" class=\"data row1 col8\" >6.10%</td>\n",
       "      <td id=\"T_84709_row1_col9\" class=\"data row1 col9\" >4.23%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_84709_level0_row2\" class=\"row_heading level0 row2\" >BAX</th>\n",
       "      <td id=\"T_84709_row2_col0\" class=\"data row2 col0\" >4.03%</td>\n",
       "      <td id=\"T_84709_row2_col1\" class=\"data row2 col1\" >4.40%</td>\n",
       "      <td id=\"T_84709_row2_col2\" class=\"data row2 col2\" >3.93%</td>\n",
       "      <td id=\"T_84709_row2_col3\" class=\"data row2 col3\" >4.64%</td>\n",
       "      <td id=\"T_84709_row2_col4\" class=\"data row2 col4\" >4.02%</td>\n",
       "      <td id=\"T_84709_row2_col5\" class=\"data row2 col5\" >3.77%</td>\n",
       "      <td id=\"T_84709_row2_col6\" class=\"data row2 col6\" >3.49%</td>\n",
       "      <td id=\"T_84709_row2_col7\" class=\"data row2 col7\" >2.67%</td>\n",
       "      <td id=\"T_84709_row2_col8\" class=\"data row2 col8\" >3.41%</td>\n",
       "      <td id=\"T_84709_row2_col9\" class=\"data row2 col9\" >2.69%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_84709_level0_row3\" class=\"row_heading level0 row3\" >BMY</th>\n",
       "      <td id=\"T_84709_row3_col0\" class=\"data row3 col0\" >4.12%</td>\n",
       "      <td id=\"T_84709_row3_col1\" class=\"data row3 col1\" >4.24%</td>\n",
       "      <td id=\"T_84709_row3_col2\" class=\"data row3 col2\" >4.19%</td>\n",
       "      <td id=\"T_84709_row3_col3\" class=\"data row3 col3\" >4.07%</td>\n",
       "      <td id=\"T_84709_row3_col4\" class=\"data row3 col4\" >4.07%</td>\n",
       "      <td id=\"T_84709_row3_col5\" class=\"data row3 col5\" >3.83%</td>\n",
       "      <td id=\"T_84709_row3_col6\" class=\"data row3 col6\" >4.67%</td>\n",
       "      <td id=\"T_84709_row3_col7\" class=\"data row3 col7\" >2.01%</td>\n",
       "      <td id=\"T_84709_row3_col8\" class=\"data row3 col8\" >1.59%</td>\n",
       "      <td id=\"T_84709_row3_col9\" class=\"data row3 col9\" >2.24%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_84709_level0_row4\" class=\"row_heading level0 row4\" >CMCSA</th>\n",
       "      <td id=\"T_84709_row4_col0\" class=\"data row4 col0\" >3.89%</td>\n",
       "      <td id=\"T_84709_row4_col1\" class=\"data row4 col1\" >4.01%</td>\n",
       "      <td id=\"T_84709_row4_col2\" class=\"data row4 col2\" >3.89%</td>\n",
       "      <td id=\"T_84709_row4_col3\" class=\"data row4 col3\" >3.86%</td>\n",
       "      <td id=\"T_84709_row4_col4\" class=\"data row4 col4\" >3.90%</td>\n",
       "      <td id=\"T_84709_row4_col5\" class=\"data row4 col5\" >3.72%</td>\n",
       "      <td id=\"T_84709_row4_col6\" class=\"data row4 col6\" >3.52%</td>\n",
       "      <td id=\"T_84709_row4_col7\" class=\"data row4 col7\" >2.66%</td>\n",
       "      <td id=\"T_84709_row4_col8\" class=\"data row4 col8\" >2.52%</td>\n",
       "      <td id=\"T_84709_row4_col9\" class=\"data row4 col9\" >3.59%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_84709_level0_row5\" class=\"row_heading level0 row5\" >CNP</th>\n",
       "      <td id=\"T_84709_row5_col0\" class=\"data row5 col0\" >5.20%</td>\n",
       "      <td id=\"T_84709_row5_col1\" class=\"data row5 col1\" >5.06%</td>\n",
       "      <td id=\"T_84709_row5_col2\" class=\"data row5 col2\" >5.22%</td>\n",
       "      <td id=\"T_84709_row5_col3\" class=\"data row5 col3\" >5.11%</td>\n",
       "      <td id=\"T_84709_row5_col4\" class=\"data row5 col4\" >5.34%</td>\n",
       "      <td id=\"T_84709_row5_col5\" class=\"data row5 col5\" >5.63%</td>\n",
       "      <td id=\"T_84709_row5_col6\" class=\"data row5 col6\" >5.50%</td>\n",
       "      <td id=\"T_84709_row5_col7\" class=\"data row5 col7\" >7.25%</td>\n",
       "      <td id=\"T_84709_row5_col8\" class=\"data row5 col8\" >5.67%</td>\n",
       "      <td id=\"T_84709_row5_col9\" class=\"data row5 col9\" >9.14%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_84709_level0_row6\" class=\"row_heading level0 row6\" >CPB</th>\n",
       "      <td id=\"T_84709_row6_col0\" class=\"data row6 col0\" >5.10%</td>\n",
       "      <td id=\"T_84709_row6_col1\" class=\"data row6 col1\" >4.54%</td>\n",
       "      <td id=\"T_84709_row6_col2\" class=\"data row6 col2\" >5.69%</td>\n",
       "      <td id=\"T_84709_row6_col3\" class=\"data row6 col3\" >4.49%</td>\n",
       "      <td id=\"T_84709_row6_col4\" class=\"data row6 col4\" >5.66%</td>\n",
       "      <td id=\"T_84709_row6_col5\" class=\"data row6 col5\" >6.94%</td>\n",
       "      <td id=\"T_84709_row6_col6\" class=\"data row6 col6\" >7.73%</td>\n",
       "      <td id=\"T_84709_row6_col7\" class=\"data row6 col7\" >2.83%</td>\n",
       "      <td id=\"T_84709_row6_col8\" class=\"data row6 col8\" >2.51%</td>\n",
       "      <td id=\"T_84709_row6_col9\" class=\"data row6 col9\" >2.64%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_84709_level0_row7\" class=\"row_heading level0 row7\" >DE</th>\n",
       "      <td id=\"T_84709_row7_col0\" class=\"data row7 col0\" >3.04%</td>\n",
       "      <td id=\"T_84709_row7_col1\" class=\"data row7 col1\" >3.02%</td>\n",
       "      <td id=\"T_84709_row7_col2\" class=\"data row7 col2\" >2.91%</td>\n",
       "      <td id=\"T_84709_row7_col3\" class=\"data row7 col3\" >3.08%</td>\n",
       "      <td id=\"T_84709_row7_col4\" class=\"data row7 col4\" >2.94%</td>\n",
       "      <td id=\"T_84709_row7_col5\" class=\"data row7 col5\" >2.79%</td>\n",
       "      <td id=\"T_84709_row7_col6\" class=\"data row7 col6\" >2.95%</td>\n",
       "      <td id=\"T_84709_row7_col7\" class=\"data row7 col7\" >5.21%</td>\n",
       "      <td id=\"T_84709_row7_col8\" class=\"data row7 col8\" >5.33%</td>\n",
       "      <td id=\"T_84709_row7_col9\" class=\"data row7 col9\" >7.12%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_84709_level0_row8\" class=\"row_heading level0 row8\" >HPQ</th>\n",
       "      <td id=\"T_84709_row8_col0\" class=\"data row8 col0\" >2.83%</td>\n",
       "      <td id=\"T_84709_row8_col1\" class=\"data row8 col1\" >2.95%</td>\n",
       "      <td id=\"T_84709_row8_col2\" class=\"data row8 col2\" >2.64%</td>\n",
       "      <td id=\"T_84709_row8_col3\" class=\"data row8 col3\" >2.91%</td>\n",
       "      <td id=\"T_84709_row8_col4\" class=\"data row8 col4\" >2.62%</td>\n",
       "      <td id=\"T_84709_row8_col5\" class=\"data row8 col5\" >2.36%</td>\n",
       "      <td id=\"T_84709_row8_col6\" class=\"data row8 col6\" >2.69%</td>\n",
       "      <td id=\"T_84709_row8_col7\" class=\"data row8 col7\" >2.57%</td>\n",
       "      <td id=\"T_84709_row8_col8\" class=\"data row8 col8\" >2.57%</td>\n",
       "      <td id=\"T_84709_row8_col9\" class=\"data row8 col9\" >2.43%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_84709_level0_row9\" class=\"row_heading level0 row9\" >JCI</th>\n",
       "      <td id=\"T_84709_row9_col0\" class=\"data row9 col0\" >3.61%</td>\n",
       "      <td id=\"T_84709_row9_col1\" class=\"data row9 col1\" >3.51%</td>\n",
       "      <td id=\"T_84709_row9_col2\" class=\"data row9 col2\" >3.60%</td>\n",
       "      <td id=\"T_84709_row9_col3\" class=\"data row9 col3\" >3.50%</td>\n",
       "      <td id=\"T_84709_row9_col4\" class=\"data row9 col4\" >3.58%</td>\n",
       "      <td id=\"T_84709_row9_col5\" class=\"data row9 col5\" >3.37%</td>\n",
       "      <td id=\"T_84709_row9_col6\" class=\"data row9 col6\" >3.27%</td>\n",
       "      <td id=\"T_84709_row9_col7\" class=\"data row9 col7\" >1.90%</td>\n",
       "      <td id=\"T_84709_row9_col8\" class=\"data row9 col8\" >2.03%</td>\n",
       "      <td id=\"T_84709_row9_col9\" class=\"data row9 col9\" >1.97%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_84709_level0_row10\" class=\"row_heading level0 row10\" >JPM</th>\n",
       "      <td id=\"T_84709_row10_col0\" class=\"data row10 col0\" >3.35%</td>\n",
       "      <td id=\"T_84709_row10_col1\" class=\"data row10 col1\" >3.67%</td>\n",
       "      <td id=\"T_84709_row10_col2\" class=\"data row10 col2\" >3.35%</td>\n",
       "      <td id=\"T_84709_row10_col3\" class=\"data row10 col3\" >3.89%</td>\n",
       "      <td id=\"T_84709_row10_col4\" class=\"data row10 col4\" >3.40%</td>\n",
       "      <td id=\"T_84709_row10_col5\" class=\"data row10 col5\" >2.99%</td>\n",
       "      <td id=\"T_84709_row10_col6\" class=\"data row10 col6\" >3.08%</td>\n",
       "      <td id=\"T_84709_row10_col7\" class=\"data row10 col7\" >3.70%</td>\n",
       "      <td id=\"T_84709_row10_col8\" class=\"data row10 col8\" >3.75%</td>\n",
       "      <td id=\"T_84709_row10_col9\" class=\"data row10 col9\" >3.17%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_84709_level0_row11\" class=\"row_heading level0 row11\" >LUV</th>\n",
       "      <td id=\"T_84709_row11_col0\" class=\"data row11 col0\" >3.42%</td>\n",
       "      <td id=\"T_84709_row11_col1\" class=\"data row11 col1\" >3.37%</td>\n",
       "      <td id=\"T_84709_row11_col2\" class=\"data row11 col2\" >3.33%</td>\n",
       "      <td id=\"T_84709_row11_col3\" class=\"data row11 col3\" >3.13%</td>\n",
       "      <td id=\"T_84709_row11_col4\" class=\"data row11 col4\" >3.28%</td>\n",
       "      <td id=\"T_84709_row11_col5\" class=\"data row11 col5\" >2.92%</td>\n",
       "      <td id=\"T_84709_row11_col6\" class=\"data row11 col6\" >3.80%</td>\n",
       "      <td id=\"T_84709_row11_col7\" class=\"data row11 col7\" >1.98%</td>\n",
       "      <td id=\"T_84709_row11_col8\" class=\"data row11 col8\" >1.82%</td>\n",
       "      <td id=\"T_84709_row11_col9\" class=\"data row11 col9\" >1.76%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_84709_level0_row12\" class=\"row_heading level0 row12\" >MMC</th>\n",
       "      <td id=\"T_84709_row12_col0\" class=\"data row12 col0\" >4.41%</td>\n",
       "      <td id=\"T_84709_row12_col1\" class=\"data row12 col1\" >4.69%</td>\n",
       "      <td id=\"T_84709_row12_col2\" class=\"data row12 col2\" >4.33%</td>\n",
       "      <td id=\"T_84709_row12_col3\" class=\"data row12 col3\" >5.02%</td>\n",
       "      <td id=\"T_84709_row12_col4\" class=\"data row12 col4\" >4.44%</td>\n",
       "      <td id=\"T_84709_row12_col5\" class=\"data row12 col5\" >4.09%</td>\n",
       "      <td id=\"T_84709_row12_col6\" class=\"data row12 col6\" >4.36%</td>\n",
       "      <td id=\"T_84709_row12_col7\" class=\"data row12 col7\" >5.64%</td>\n",
       "      <td id=\"T_84709_row12_col8\" class=\"data row12 col8\" >6.52%</td>\n",
       "      <td id=\"T_84709_row12_col9\" class=\"data row12 col9\" >5.05%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_84709_level0_row13\" class=\"row_heading level0 row13\" >MO</th>\n",
       "      <td id=\"T_84709_row13_col0\" class=\"data row13 col0\" >5.18%</td>\n",
       "      <td id=\"T_84709_row13_col1\" class=\"data row13 col1\" >5.02%</td>\n",
       "      <td id=\"T_84709_row13_col2\" class=\"data row13 col2\" >4.98%</td>\n",
       "      <td id=\"T_84709_row13_col3\" class=\"data row13 col3\" >4.82%</td>\n",
       "      <td id=\"T_84709_row13_col4\" class=\"data row13 col4\" >4.83%</td>\n",
       "      <td id=\"T_84709_row13_col5\" class=\"data row13 col5\" >5.01%</td>\n",
       "      <td id=\"T_84709_row13_col6\" class=\"data row13 col6\" >4.04%</td>\n",
       "      <td id=\"T_84709_row13_col7\" class=\"data row13 col7\" >2.27%</td>\n",
       "      <td id=\"T_84709_row13_col8\" class=\"data row13 col8\" >2.01%</td>\n",
       "      <td id=\"T_84709_row13_col9\" class=\"data row13 col9\" >2.14%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_84709_level0_row14\" class=\"row_heading level0 row14\" >MSFT</th>\n",
       "      <td id=\"T_84709_row14_col0\" class=\"data row14 col0\" >3.26%</td>\n",
       "      <td id=\"T_84709_row14_col1\" class=\"data row14 col1\" >3.88%</td>\n",
       "      <td id=\"T_84709_row14_col2\" class=\"data row14 col2\" >3.25%</td>\n",
       "      <td id=\"T_84709_row14_col3\" class=\"data row14 col3\" >4.27%</td>\n",
       "      <td id=\"T_84709_row14_col4\" class=\"data row14 col4\" >3.34%</td>\n",
       "      <td id=\"T_84709_row14_col5\" class=\"data row14 col5\" >2.94%</td>\n",
       "      <td id=\"T_84709_row14_col6\" class=\"data row14 col6\" >3.15%</td>\n",
       "      <td id=\"T_84709_row14_col7\" class=\"data row14 col7\" >6.07%</td>\n",
       "      <td id=\"T_84709_row14_col8\" class=\"data row14 col8\" >9.19%</td>\n",
       "      <td id=\"T_84709_row14_col9\" class=\"data row14 col9\" >4.42%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_84709_level0_row15\" class=\"row_heading level0 row15\" >NI</th>\n",
       "      <td id=\"T_84709_row15_col0\" class=\"data row15 col0\" >6.54%</td>\n",
       "      <td id=\"T_84709_row15_col1\" class=\"data row15 col1\" >6.54%</td>\n",
       "      <td id=\"T_84709_row15_col2\" class=\"data row15 col2\" >6.63%</td>\n",
       "      <td id=\"T_84709_row15_col3\" class=\"data row15 col3\" >6.95%</td>\n",
       "      <td id=\"T_84709_row15_col4\" class=\"data row15 col4\" >6.77%</td>\n",
       "      <td id=\"T_84709_row15_col5\" class=\"data row15 col5\" >6.70%</td>\n",
       "      <td id=\"T_84709_row15_col6\" class=\"data row15 col6\" >6.40%</td>\n",
       "      <td id=\"T_84709_row15_col7\" class=\"data row15 col7\" >5.80%</td>\n",
       "      <td id=\"T_84709_row15_col8\" class=\"data row15 col8\" >6.74%</td>\n",
       "      <td id=\"T_84709_row15_col9\" class=\"data row15 col9\" >5.50%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_84709_level0_row16\" class=\"row_heading level0 row16\" >PCAR</th>\n",
       "      <td id=\"T_84709_row16_col0\" class=\"data row16 col0\" >2.99%</td>\n",
       "      <td id=\"T_84709_row16_col1\" class=\"data row16 col1\" >2.81%</td>\n",
       "      <td id=\"T_84709_row16_col2\" class=\"data row16 col2\" >3.04%</td>\n",
       "      <td id=\"T_84709_row16_col3\" class=\"data row16 col3\" >2.81%</td>\n",
       "      <td id=\"T_84709_row16_col4\" class=\"data row16 col4\" >3.06%</td>\n",
       "      <td id=\"T_84709_row16_col5\" class=\"data row16 col5\" >3.25%</td>\n",
       "      <td id=\"T_84709_row16_col6\" class=\"data row16 col6\" >3.23%</td>\n",
       "      <td id=\"T_84709_row16_col7\" class=\"data row16 col7\" >1.89%</td>\n",
       "      <td id=\"T_84709_row16_col8\" class=\"data row16 col8\" >1.92%</td>\n",
       "      <td id=\"T_84709_row16_col9\" class=\"data row16 col9\" >2.25%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_84709_level0_row17\" class=\"row_heading level0 row17\" >PSA</th>\n",
       "      <td id=\"T_84709_row17_col0\" class=\"data row17 col0\" >6.87%</td>\n",
       "      <td id=\"T_84709_row17_col1\" class=\"data row17 col1\" >6.29%</td>\n",
       "      <td id=\"T_84709_row17_col2\" class=\"data row17 col2\" >7.30%</td>\n",
       "      <td id=\"T_84709_row17_col3\" class=\"data row17 col3\" >5.79%</td>\n",
       "      <td id=\"T_84709_row17_col4\" class=\"data row17 col4\" >7.14%</td>\n",
       "      <td id=\"T_84709_row17_col5\" class=\"data row17 col5\" >7.98%</td>\n",
       "      <td id=\"T_84709_row17_col6\" class=\"data row17 col6\" >6.09%</td>\n",
       "      <td id=\"T_84709_row17_col7\" class=\"data row17 col7\" >13.37%</td>\n",
       "      <td id=\"T_84709_row17_col8\" class=\"data row17 col8\" >10.92%</td>\n",
       "      <td id=\"T_84709_row17_col9\" class=\"data row17 col9\" >12.54%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_84709_level0_row18\" class=\"row_heading level0 row18\" >SEE</th>\n",
       "      <td id=\"T_84709_row18_col0\" class=\"data row18 col0\" >3.54%</td>\n",
       "      <td id=\"T_84709_row18_col1\" class=\"data row18 col1\" >3.45%</td>\n",
       "      <td id=\"T_84709_row18_col2\" class=\"data row18 col2\" >3.38%</td>\n",
       "      <td id=\"T_84709_row18_col3\" class=\"data row18 col3\" >3.14%</td>\n",
       "      <td id=\"T_84709_row18_col4\" class=\"data row18 col4\" >3.25%</td>\n",
       "      <td id=\"T_84709_row18_col5\" class=\"data row18 col5\" >3.32%</td>\n",
       "      <td id=\"T_84709_row18_col6\" class=\"data row18 col6\" >3.58%</td>\n",
       "      <td id=\"T_84709_row18_col7\" class=\"data row18 col7\" >1.96%</td>\n",
       "      <td id=\"T_84709_row18_col8\" class=\"data row18 col8\" >1.83%</td>\n",
       "      <td id=\"T_84709_row18_col9\" class=\"data row18 col9\" >2.36%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_84709_level0_row19\" class=\"row_heading level0 row19\" >T</th>\n",
       "      <td id=\"T_84709_row19_col0\" class=\"data row19 col0\" >4.59%</td>\n",
       "      <td id=\"T_84709_row19_col1\" class=\"data row19 col1\" >4.56%</td>\n",
       "      <td id=\"T_84709_row19_col2\" class=\"data row19 col2\" >4.41%</td>\n",
       "      <td id=\"T_84709_row19_col3\" class=\"data row19 col3\" >4.50%</td>\n",
       "      <td id=\"T_84709_row19_col4\" class=\"data row19 col4\" >4.39%</td>\n",
       "      <td id=\"T_84709_row19_col5\" class=\"data row19 col5\" >4.31%</td>\n",
       "      <td id=\"T_84709_row19_col6\" class=\"data row19 col6\" >4.04%</td>\n",
       "      <td id=\"T_84709_row19_col7\" class=\"data row19 col7\" >3.43%</td>\n",
       "      <td id=\"T_84709_row19_col8\" class=\"data row19 col8\" >3.55%</td>\n",
       "      <td id=\"T_84709_row19_col9\" class=\"data row19 col9\" >3.05%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_84709_level0_row20\" class=\"row_heading level0 row20\" >TGT</th>\n",
       "      <td id=\"T_84709_row20_col0\" class=\"data row20 col0\" >3.97%</td>\n",
       "      <td id=\"T_84709_row20_col1\" class=\"data row20 col1\" >3.66%</td>\n",
       "      <td id=\"T_84709_row20_col2\" class=\"data row20 col2\" >4.19%</td>\n",
       "      <td id=\"T_84709_row20_col3\" class=\"data row20 col3\" >3.88%</td>\n",
       "      <td id=\"T_84709_row20_col4\" class=\"data row20 col4\" >4.34%</td>\n",
       "      <td id=\"T_84709_row20_col5\" class=\"data row20 col5\" >4.80%</td>\n",
       "      <td id=\"T_84709_row20_col6\" class=\"data row20 col6\" >5.59%</td>\n",
       "      <td id=\"T_84709_row20_col7\" class=\"data row20 col7\" >2.00%</td>\n",
       "      <td id=\"T_84709_row20_col8\" class=\"data row20 col8\" >2.22%</td>\n",
       "      <td id=\"T_84709_row20_col9\" class=\"data row20 col9\" >1.74%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_84709_level0_row21\" class=\"row_heading level0 row21\" >TMO</th>\n",
       "      <td id=\"T_84709_row21_col0\" class=\"data row21 col0\" >3.43%</td>\n",
       "      <td id=\"T_84709_row21_col1\" class=\"data row21 col1\" >3.60%</td>\n",
       "      <td id=\"T_84709_row21_col2\" class=\"data row21 col2\" >3.36%</td>\n",
       "      <td id=\"T_84709_row21_col3\" class=\"data row21 col3\" >3.73%</td>\n",
       "      <td id=\"T_84709_row21_col4\" class=\"data row21 col4\" >3.41%</td>\n",
       "      <td id=\"T_84709_row21_col5\" class=\"data row21 col5\" >3.08%</td>\n",
       "      <td id=\"T_84709_row21_col6\" class=\"data row21 col6\" >3.25%</td>\n",
       "      <td id=\"T_84709_row21_col7\" class=\"data row21 col7\" >4.57%</td>\n",
       "      <td id=\"T_84709_row21_col8\" class=\"data row21 col8\" >4.70%</td>\n",
       "      <td id=\"T_84709_row21_col9\" class=\"data row21 col9\" >4.00%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_84709_level0_row22\" class=\"row_heading level0 row22\" >TXT</th>\n",
       "      <td id=\"T_84709_row22_col0\" class=\"data row22 col0\" >2.95%</td>\n",
       "      <td id=\"T_84709_row22_col1\" class=\"data row22 col1\" >2.93%</td>\n",
       "      <td id=\"T_84709_row22_col2\" class=\"data row22 col2\" >2.86%</td>\n",
       "      <td id=\"T_84709_row22_col3\" class=\"data row22 col3\" >2.68%</td>\n",
       "      <td id=\"T_84709_row22_col4\" class=\"data row22 col4\" >2.75%</td>\n",
       "      <td id=\"T_84709_row22_col5\" class=\"data row22 col5\" >2.66%</td>\n",
       "      <td id=\"T_84709_row22_col6\" class=\"data row22 col6\" >3.12%</td>\n",
       "      <td id=\"T_84709_row22_col7\" class=\"data row22 col7\" >1.58%</td>\n",
       "      <td id=\"T_84709_row22_col8\" class=\"data row22 col8\" >1.58%</td>\n",
       "      <td id=\"T_84709_row22_col9\" class=\"data row22 col9\" >1.37%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_84709_level0_row23\" class=\"row_heading level0 row23\" >VZ</th>\n",
       "      <td id=\"T_84709_row23_col0\" class=\"data row23 col0\" >5.19%</td>\n",
       "      <td id=\"T_84709_row23_col1\" class=\"data row23 col1\" >5.19%</td>\n",
       "      <td id=\"T_84709_row23_col2\" class=\"data row23 col2\" >5.15%</td>\n",
       "      <td id=\"T_84709_row23_col3\" class=\"data row23 col3\" >5.19%</td>\n",
       "      <td id=\"T_84709_row23_col4\" class=\"data row23 col4\" >5.19%</td>\n",
       "      <td id=\"T_84709_row23_col5\" class=\"data row23 col5\" >5.69%</td>\n",
       "      <td id=\"T_84709_row23_col6\" class=\"data row23 col6\" >4.10%</td>\n",
       "      <td id=\"T_84709_row23_col7\" class=\"data row23 col7\" >7.75%</td>\n",
       "      <td id=\"T_84709_row23_col8\" class=\"data row23 col8\" >6.36%</td>\n",
       "      <td id=\"T_84709_row23_col9\" class=\"data row23 col9\" >11.08%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_84709_level0_row24\" class=\"row_heading level0 row24\" >ZION</th>\n",
       "      <td id=\"T_84709_row24_col0\" class=\"data row24 col0\" >3.00%</td>\n",
       "      <td id=\"T_84709_row24_col1\" class=\"data row24 col1\" >3.19%</td>\n",
       "      <td id=\"T_84709_row24_col2\" class=\"data row24 col2\" >2.86%</td>\n",
       "      <td id=\"T_84709_row24_col3\" class=\"data row24 col3\" >3.21%</td>\n",
       "      <td id=\"T_84709_row24_col4\" class=\"data row24 col4\" >2.85%</td>\n",
       "      <td id=\"T_84709_row24_col5\" class=\"data row24 col5\" >2.54%</td>\n",
       "      <td id=\"T_84709_row24_col6\" class=\"data row24 col6\" >2.79%</td>\n",
       "      <td id=\"T_84709_row24_col7\" class=\"data row24 col7\" >3.25%</td>\n",
       "      <td id=\"T_84709_row24_col8\" class=\"data row24 col8\" >4.02%</td>\n",
       "      <td id=\"T_84709_row24_col9\" class=\"data row24 col9\" >2.47%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7fbf881a1e20>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "w_s.style.format(\"{:.2%}\").background_gradient(cmap='YlGn')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Plotting a comparison of assets weights for each portfolio\n",
    "\n",
    "fig = plt.gcf()\n",
    "fig.set_figwidth(16)\n",
    "fig.set_figheight(6)\n",
    "ax = fig.subplots(nrows=1, ncols=1)\n",
    "\n",
    "w_s.plot.bar(ax=ax)"
   ]
  }
 ],
 "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": "3.9.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}