C8_S3_PYTHON_T.NANDIKHA.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "73088ff6",
   "metadata": {},
   "source": [
    "# 8. Competition Analysis:"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3949b7d5",
   "metadata": {},
   "source": [
    "**Objective 1: Compare the performance of clubs across different competitions.**"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c52de485",
   "metadata": {},
   "source": [
    "_Question 30: What are the goals per match for the top 10 clubs in different competition types?_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "0a7626e8",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "# Load the dataset\n",
    "competition_data = pd.read_excel('Football_data_merged_cleaned_data.xlsx')\n",
    "\n",
    "# Filter for relevant columns\n",
    "competition_data = competition_data[['home_club_name', 'away_club_name', 'home_club_goals', 'away_club_goals', 'competition_type']]\n",
    "\n",
    "# Calculate the total goals scored by each club in each competition\n",
    "total_goals_home = competition_data.groupby(['competition_type', 'home_club_name'])[['home_club_goals']].sum().reset_index()\n",
    "total_goals_home.rename(columns={'home_club_name': 'club', 'home_club_goals': 'goals'}, inplace=True)\n",
    "total_goals_away = competition_data.groupby(['competition_type', 'away_club_name'])[['away_club_goals']].sum().reset_index()\n",
    "total_goals_away.rename(columns={'away_club_name': 'club', 'away_club_goals': 'goals'}, inplace=True)\n",
    "total_goals = pd.concat([total_goals_home, total_goals_away], ignore_index=True)\n",
    "\n",
    "# Calculate the total matches played by each club in each competition\n",
    "total_matches_home = competition_data.groupby(['competition_type', 'home_club_name']).size().reset_index(name='matches')\n",
    "total_matches_home.rename(columns={'home_club_name': 'club'}, inplace=True)\n",
    "total_matches_away = competition_data.groupby(['competition_type', 'away_club_name']).size().reset_index(name='matches')\n",
    "total_matches_away.rename(columns={'away_club_name': 'club'}, inplace=True)\n",
    "total_matches = pd.concat([total_matches_home, total_matches_away], ignore_index=True)\n",
    "\n",
    "# Merge total goals and total matches data\n",
    "performance_data = pd.merge(total_goals, total_matches, on=['competition_type', 'club'])\n",
    "\n",
    "# Calculate goals per match\n",
    "performance_data['goals_per_match'] = performance_data['goals'] / performance_data['matches']\n",
    "\n",
    "# Select top 10 clubs based on total goals\n",
    "top_10_clubs = performance_data.groupby('club')['goals'].sum().nlargest(10).index\n",
    "performance_data = performance_data[performance_data['club'].isin(top_10_clubs)]\n",
    "\n",
    "# Plotting\n",
    "plt.figure(figsize=(12, 8))\n",
    "ax = sns.barplot(data=performance_data, x='competition_type', y='goals_per_match', hue='club')\n",
    "plt.title('Goals per Match by Club and Competition Type (Top 10 Clubs)')\n",
    "plt.xlabel('Competition Type')\n",
    "plt.ylabel('Goals per Match')\n",
    "plt.xticks(rotation=45)\n",
    "plt.legend(title='Club', bbox_to_anchor=(1.05, 1), loc='upper left')\n",
    "plt.tight_layout()\n",
    "\n",
    "# Adding labels to the bars\n",
    "for p in ax.patches:\n",
    "    ax.annotate(f'{p.get_height():.2f}', (p.get_x() + p.get_width() / 2., p.get_height()), ha='center', va='center', xytext=(0, 10), textcoords='offset points', fontsize=8)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "49f2025b",
   "metadata": {},
   "source": [
    "Analyzing goals per match for top clubs, we can see a trend of higher scoring in domestic cups compared to other competitions. Interestingly, domestic leagues show a wider range in goals scored, while FC Schalke 04 leads the pack with the highest overall average and Stoke City lags behind with the lowest. However, keep in mind this only considers the top 10 clubs."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b782b87f",
   "metadata": {},
   "source": [
    "# 9. Player Attributes and Demographics:"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "41d36217",
   "metadata": {},
   "source": [
    "**Objective 1: Analyze the physical and technical attributes of players.**"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b4686456",
   "metadata": {},
   "source": [
    "_Question 34: How do player attributes correlate with their performance metrics?_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "07280a92",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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3mT921KtXTzg6Omb5YWbAgAFCT09Pegxn1rtGjRpZtpP5+f75558y6ZUqVRLW1tYiMTFRpl28vLyEo6OjSE9PF0J8Gnh27tw5y7ozzwMXLlyQpkVHRwtNTU2hr68vM8i8fPmyACBmz56dbZv8188lMTFRmJiYiGrVqknrr0huz0XZ+Zr+PC/HubL684kTJwoA4sCBA9nuy4ABA4SZmVmO+0v0veJUW6J8LHM6rPxUnQoVKqB48eJZpr2Zm5ujVq1aCtfVuHFjaGtrS1/fv38ft2/fRocOHQAAqamp0qVBgwaIjIxUOGUq09u3bzFy5EgUKVIEWlpa0NLSgpGREd69e4dbt259ze7i8OHDALLub6tWrWBoaJhlf0uXLg1nZ2fpaz09PRQtWlRmWtyXZN4Jcc2aNUhNTcWyZcvQunVrGBkZKcz/6tUr9OnTB05OTtDS0oK2tjZcXFwAIE/77ePj88XrKDMVKVIES5Yswfbt2xEYGIjq1asrnEop7/DhwzA0NETLli1l0jPbV7498+LGjRvQ1taGtrY27O3tMWPGDHTo0AFLlizJsVx4eDgaN24MS0tLaGpqQltbG507d0ZaWhru3r0rzffTTz/h1atX2LJlC4CM6cULFixAw4YNpVMT9+/fj9TUVHTu3Fnm+NXT04Ofn5/C6cItWrTI9T4uW7YM+vr6aNu2LQDAyMgIrVq1wvHjx3Hv3r1crycn8t/LL8n8vmZq3bo1tLS0pH2FMpw6dQoxMTHo0qWLTLump6fjhx9+wPnz5/Hu3TsAGX3RypUrMWnSJJw5cybX1/empqZi8uTJKFGiBHR0dKClpQUdHR3cu3dP4ffo88sPgIzvDwDpd/306dP4+PFjlvapUqWK9PuZG3v37pUe125ubti8eTMGDhyISZMm4ePHjzh06BCaNWsGAwODLH3mx48fcebMGZn15fZ4e/fuHc6ePYuWLVvK9D2ampro1KkTnj17lqU/zm7ddnZ28PX1lb62sLCAtbU1SpcuDXt7e2l68eLFAUCmv1T253Lq1CkkJCSgX79+0mnm8v7ruehzeenP83Kcf0lu+/N9+/ahaNGiqF27drZ5KlSogLi4OLRr1w47duxQ6p2siVRNS90VIKJPrKysYGBggEePHuUqf3R0NICMPyTk2dvbZxlgKcqX3XsvX74EAAwbNgzDhg1TWCanE1779u1x6NAhjBkzBuXLl4eJiQkkEgkaNGggvbFCXkVHR0NLSyvLTVUkEglsbW2l7ZHJ0tIyyzp0dXXzvP1u3bphwoQJmDx5Mi5duoQ5c+YozJeeno66devixYsXGDNmDLy9vWFoaIj09HRUqlQpT9vN6bNSpGHDhrCxscHLly8RFBQETU3NL5aJjo6Gra1tlj/4rK2toaWllaU986Jw4cLYuHEjJBIJ9PT04ObmBgMDgxzLPHnyBNWrV4enpyf+/vtvuLq6Qk9PD+fOnUP//v1l2q9MmTKoXr065s2bhw4dOmD37t2IiIjAokWLpHkyj+Hy5csr3J6GhuxvrwYGBrm+s+X9+/dx7NgxtGjRAkII6TXGLVu2xIoVK7B8+fIs16h9jbweB7a2tjKvtbS0YGlp+Z8+S3mZ7Sr/g8XnYmJiYGhoiE2bNmHSpElYunQpxowZAyMjIzRr1gzTpk3LUtfPBQUFYd68eRg5ciT8/Pxgbm4ODQ0N9OzZU+H3SP67nnl9fGbezP1XtM2c6iGvWrVqmDlzJiQSCQwMDFC4cGHo6OgAAJ4/f47U1FTMmTMn2z5Cvs/M7ecbGxsLIUS2fT2ALJ9xduu2sLDIkqajo5MlPXO/Pr9eWtmfS+b1x5nXtSryX89F8nLbn+flOP+S3H7Or1+/lvmxVJFOnTohNTUVS5YsQYsWLZCeno7y5ctj0qRJqFOnTq62Q6QuHHgSfUc0NTUREBCAffv24dmzZzmejIFPJ/XIyMgseV+8eAErKyuZtOx+UVb0XmbZ0aNHo3nz5grLeHp6KkyPj4/H7t27MW7cOIwaNUqanpSU9J+eQWppaYnU1FS8fv1aZvAphEBUVFS2A4z/ysnJCbVr18aECRPg6emJKlWqKMx3/fp1XLlyBStXrkSXLl2k6ffv38/zNnP6rBTp06cPEhMTUbJkSQwaNAjVq1f/4p0wLS0tcfbsWQghZLb36tUrpKamZjl+8kJPTw/lypXLU5nt27fj3bt3CA4OlolCXb58WWH+QYMGoVWrVrh06RLmzp2LokWLyvzhlVn/rVu35iqqlZc2X758OYQQ2Lp1K7Zu3Zrl/VWrVmHSpEm5+gFAWXUCgKioKDg4OEhfp6amIjo6WmYAoKurq/Cu1bkdnGa265w5c1CpUiWFeWxsbKR5Z82ahVmzZuHJkyfYuXMnRo0ahVevXmW5cc3n1q5di86dO2Py5Mky6W/evIGZmVmu6vm5zP2PiorK8l5UVFSunydramqa7XFtbm4ujUD2799fYR43NzeZ17n9fDMHeIpuFvbixQsAyFN//7WU/blk9uPyN8P73H85FymS2/48L8f5l+T2syhUqFCObZGpW7du6NatG969e4djx45h3LhxCAwMxN27d/MUwSf61jjwJPrOjB49Gnv37sWPP/6IHTt2SH91zpSSkoKQkBA0atRIOm127dq1MoOu8+fP49atW/jll1++uh6enp7w8PDAlStXsvyR8SUSiQRCiCx35V26dCnS0tJk0uR/Ac9JQEAApk2bhrVr12LIkCHS9H/++Qfv3r3L1V1Iv9bQoUOhr68vvdOnIpl/XMjv9+dRuEx52e8vWbp0KdauXYvly5fDz88PZcuWRbdu3b740PmAgABs3rwZ27dvR7NmzaTpq1evlr7/LSlqPyFEttNzmzVrBmdnZwwdOhRhYWHSSFSmevXqQUtLCw8ePMjTFNovSUtLw6pVq1C4cGEsXbo0y/u7d+/GjBkzsG/fPgQGBub4WX9NBD4n69atk5lGuXnzZqSmpsLf31+a5urqiqtXr8qUO3z4MN6+fZulborqXbVqVZiZmeHmzZsYMGBAruvm7OyMAQMG4NChQzh58mSOeSUSSZbv0Z49e/D8+XMUKVIk19vMVKlSJejp6WHdunUyx8KpU6fw+PHjXA88c2JgYICaNWsiPDwcPj4+Wfru/8LQ0BAVK1ZEcHAwpk+fDn19fQAZsyzWrl0LR0fHXE/N/y+U/blUqVIFpqamWLhwIdq2batwgPZfzkXZyU1/npfjXFn9ef369TF27FgcPnw428tiPmdoaIj69esjOTkZTZs2xY0bNzjwpO8aB55E35nKlStjwYIF6NevH3x9fdG3b1+ULFkSKSkpCA8Px+LFi+Hl5YVGjRrB09MTvXr1wpw5c6ChoYH69esjIiICY8aMgZOTk8zg7GssWrQI9evXR7169dC1a1c4ODggJiYGt27dwqVLl6TX18kzMTFBjRo18Oeff8LKygqurq4ICwvDsmXLsvwq7uXlBQBYvHgxjI2NpdMyFU2TrVOnDurVq4eRI0ciISEBVatWxdWrVzFu3DiUKVMGnTp1+k/7m5O6deuibt26OeYpVqwYChcujFGjRkEIAQsLC+zatQsHDhzIktfb2xsA8Pfff6NLly7Q1taGp6cnjI2N81Sva9euYdCgQejSpYv0+a7Lli1Dy5YtMWvWLAwePDjbsp07d8a8efPQpUsXREREwNvbGydOnMDkyZPRoEGDHK8zUoU6depAR0cH7dq1w4gRI/Dx40csWLAAsbGxCvNramqif//+GDlyJAwNDbNc++vq6oqJEyfil19+wcOHD/HDDz/A3NwcL1++xLlz52BoaCh9rEFe7Nu3Dy9evMDUqVNlBnSZvLy8MHfuXCxbtgyBgYE5HuPe3t4IDg7GggUL4OvrCw0NjTxHij8XHBwMLS0t1KlTBzdu3MCYMWNQqlQptG7dWpqnU6dOGDNmDMaOHQs/Pz/cvHkTc+fOhampaZb9yK7ec+bMQZcuXRATE4OWLVvC2toar1+/xpUrV/D69WssWLAA8fHxqFmzJtq3b49ixYrB2NgY58+fR0hISLaRq0yBgYFYuXIlihUrBh8fH1y8eBF//vnnF2eBZMfc3BzDhg3DpEmT0LNnT7Rq1QpPnz7F+PHj8zTV9kv+/vtvVKtWDdWrV0ffvn3h6uqKxMRE3L9/H7t27ZJep/41pkyZgjp16qBmzZoYNmwYdHR0MH/+fFy/fh0bNmxQSYRTnrI/FyMjI8yYMQM9e/ZE7dq18eOPP8LGxgb379/HlStXMHfuXABffy7KTm76cyMjo1wd54Dy+vPBgwdj06ZNaNKkCUaNGoUKFSrgw4cPCAsLQ2BgIGrWrIkff/wR+vr6qFq1Kuzs7BAVFYUpU6bA1NRUZbN+iJRGffc1IqKcXL58WXTp0kU4OzsLHR0d6WMRxo4dK32kgRAZd9ibOnWqKFq0qNDW1hZWVlaiY8eO4unTpzLry+6upNndQTHTlStXROvWrYW1tbXQ1tYWtra2olatWtI7eQqh+K62z549Ey1atBDm5ubC2NhY/PDDD+L69esK78o6a9Ys4ebmJjQ1NWXu1qnorqcfPnwQI0eOFC4uLkJbW1vY2dmJvn37Sh8lkknRow8y2yE3d7DEv3dBzImiOxnevHlT1KlTRxgbGwtzc3PRqlUr8eTJE4V3Eh09erSwt7cXGhoaMu2XXd0z38tsv7dv34pixYqJEiVKiHfv3snk69+/v9DW1hZnz57NcR+io6NFnz59hJ2dndDS0hIuLi5i9OjRMo+mEeLr7mr7JYo+3127dolSpUoJPT094eDgIIYPHy727duX7V1hIyIiBADRp0+fbLezfft2UbNmTWFiYiJ0dXWFi4uLaNmypcxjP7p06SIMDQ1ztX9NmzYVOjo6Mt9DeW3bthVaWloiKipKCJH9MR4TEyNatmwpzMzMhEQiEZmn5Zy+lznd1fbixYuiUaNGwsjISBgbG4t27dqJly9fypRPSkoSI0aMEE5OTkJfX1/4+fmJy5cv5+m7KUTGozUaNmwoLCwshLa2tnBwcBANGzYUW7ZsEUJkPIqnT58+wsfHR5iYmAh9fX3h6ekpxo0bl+V4lRcbGyt69OghrK2thYGBgahWrZo4fvx4lu9vZt+Tuc2c2ig9PV1MmTJFODk5CR0dHeHj4yN27dqV6z4hp++l/La7d+8uHBwchLa2tihUqJCoUqWKmDRp0hfr/XndFX32x48fF7Vq1RKGhoZCX19fVKpUSezatUsmT+Zdbc+fP5+lfHbfzez2Tb4fVMXnIoQQe/fuFX5+fsLQ0FAYGBiIEiVKiKlTp8rkyc25KDtf258L8eXjPNN/7c8zxcbGip9++kk4OzsLbW1tYW1tLRo2bCh9XM2qVatEzZo1hY2NjdDR0RH29vaidevW4urVq19sByJ1kwghxLca5BIRESnTnDlzMGjQIFy/fh0lS5ZUd3WIiIgoGxx4EhFRvhMeHo5Hjx6hd+/eqFq16hevZyUiIiL14sCTiIjyHVdXV0RFRaF69epYs2aNUq/TIyIiIuXjwJOIiIiIiIhUSuPLWYiIiIiIiOh7dOzYMTRq1Aj29vaQSCS5uvwkLCwMvr6+0NPTg7u7OxYuXKjyenLgSURERERElE+9e/cOpUqVkj6C6EsePXqEBg0aoHr16ggPD8fPP/+MQYMG4Z9//lFpPTnVloiIiIiIqACQSCTYtm0bmjZtmm2ekSNHYufOnbh165Y0rU+fPrhy5QpOnz6tsrox4klERERERPQdSUpKQkJCgsySlJSklHWfPn0adevWlUmrV68eLly4gJSUFKVsQxEtla2ZSM30ndupuwoF3vpjndVdhQLP3SRN3VUo0HT486vKGWhxYpUqxSVL1F2FAu/ZO011V6FAa+hUX91VyJY6/5Yc2d0TEyZMkEkbN24cxo8f/5/XHRUVBRsbG5k0GxsbpKam4s2bN7Czs/vP21CEA08iIiIiIqLvyOjRoxEUFCSTpqurq7T1SySyP1plXn0pn65MHHgSERERERHJkUjUNy1GV1dXqQPNz9na2iIqKkom7dWrV9DS0oKlpaVKtgnwGk8iIiIiIqL/G5UrV8aBAwdk0kJDQ1GuXDloa2urbLsceBIREREREcmRQENtS168ffsWly9fxuXLlwFkPC7l8uXLePLkCYCMabudO3+6L0efPn3w+PFjBAUF4datW1i+fDmWLVuGYcOGKa3tFOFUWyIiIiIionzqwoULqFmzpvR15rWhXbp0wcqVKxEZGSkdhAKAm5sb9u7diyFDhmDevHmwt7fH7Nmz0aJFC5XWkwNPIiIiIiKifMrf3196cyBFVq5cmSXNz88Ply5dUmGtsuLAk4iIiIiISI46by5UELE1iYiIiIiISKUY8SQiIiIiIpLDiKdysTWJiIiIiIhIpTjwJCIiIiIiIpXiVFsiIiIiIiI5EolE3VUoUBjxJCIiIiIiIpVixJOIiIiIiCgLxuiUia1JREREREREKsWIJxERERERkRw+TkW52JpERERERESkUhx4EhERERERkUpxqi0REREREZEcTrVVLrYmERERERERqRQjnkRERERERHIkjNEpFVuTiIiIiIiIVIoDTyIiIiIiIlIpTrUlIiIiIiKSw5sLKRdbk4iIiIiIiFSKEU8iIiIiIiI5jHgqF1uTiIiIiIiIVIoRTyIiIiIiIjmMeCoXW5OIiIiIiIhUigNPIiIiIiIiUilOtSUiIiIiIpIjgUTdVShQGPEkIiIiIiIilWLEk4iIiIiISA5vLqRcbE0iIiIiIiJSKQ48iYiIiIiISKU41ZaIiIiIiEgOp9oqF1uTvhv+/v4YPHiwuqtBRERERERKxognkZpVrVAMQ/oEoqy3O+xszNG65wzsCr2g7mrlS6d3ncCxLYeRGJMAGxdbBPZpBjfvwgrzJkTHY8/iHXh+/ymin79BlSbV0ahv829cY/XZ/89J7Fx3FHHRCXB0s0XXwU1QvLR7tvlvXnqAVbN34tmjKJhbmaBxh5qo27yKTJ4zR65i0+IQvHz+BjYOVmjXuz4q+HsrXN+2VYewYeFeNGhdHV2HNAUApKamYeOifQg/dQuvXsTAwEgP3uU80L5fQ1gUMlXavquTEAIbl4YidPsZvEt8D4+SLug9vDmc3W1zLHfq8FWsXxSCqOdvYOtghY5966PSZ217I/wBtq09ige3nyH2TQJGTeuKSn6ybR8XnYhV83bj8tm7eJf4ASXLuOPHoc1g71xIJfuqDkIIrFkcir3BZ/E28T2KeTljwMjmcC2cc/seP3QVqxaEIPJZNOwcLdG1X31UqyXbfm9exWPp7D04f+o2kj+mwMGlEILGtkbR4o4AgBOHr2HPP6dx79YzJMS/x4L1Q1DY00Fl+/otqKOf2LbqEM6FXcPzx6+go6uNot4u6NgvEPYu1gAKfj9xcscJHNlyGAnRCbB1tUXTfs3gns15DADuX7mPnQu3IyoiCiaWpqjVphaqNKoqkyfsn6M4teskYl/FwcjUED7VS6Fhz0Bo62hL88S9icPuJbtw+9wtpCSnoJBjIbQZ2g5ORZ1Utq/5ASOeysXWJFIzQwNdXLv5BEPGrFB3VfK1K0cvYffCbajZrg4GzR8GVy93rPh1EeJexSrMn5qSCkMzI9RsWwe27vbfuLbqdepgOFbO2oHmXQMwdVUQipdyw+SgJXgTpbitXr2IxpShS1G8lBumrgpCsy4BWDFzO84cuSrNc/daBGaNWYMaP/jiz9VDUeMHX8z8dTXu3XicZX33bz7BwR1n4FLETiY9+WMyHt15hhbd6mDqyiEYOqUrIp++xrQRy5XbAGq0bc0R7Fwfhl7DmuHPFYNhbmGMcQMX4cO7j9mWuX0tAtN/XQP/+r6YtXYo/Ov74s+fV+Pu9U9t+/FDMtw87NFrWDOF6xBCYMqIFXj5PAY//9kNM9cEoZCtOcYNXISPH5KUvp/qsnnVEQSvO4YBI5thzuqfYG5pglH9FuN9Du1782oEfh+9FgENfLFgw1AENPDF76PW4Na1T+2bmPAeQ7rPhZaWBn6f3RNLtg5H7yGNYGSkJ83z8UMySpZyRY+BDVW6j9+KuvqJm+EPUK9FFfy+ZBB+/bs30lPTMWnwYulxWpD7ifAjl7B9wTbUbl8HQxcOg5u3OxaPXoTYl4rbPDoyGkt/WQw3b3cMXTgMtdvXxrZ5wbhy7Io0z8VDF7Bn6W7U7fQDRi0fhTZD2+JyWDj2LN0tzfM+8T3m/PQ3NLU08eOU3hi5bBQa924KfSN9le8z/X/hwJNyJTExER06dIChoSHs7Owwc+ZMmamxsbGx6Ny5M8zNzWFgYID69evj3r170vLR0dFo164dHB0dYWBgAG9vb2zYsCHHbc6fPx8eHh7Q09ODjY0NWrZsqcpdVJvQo1cwYfpm7Ag5r+6q5Gsngo+iXL2KqFC/MqydbdGob3OYFjLDmd0nFOa3sLVE477N4VunAvQM9RTmKah2bziGWo0qIKBxJTi62qDrkKawsjZDaPAphflDt52GlY0Zug5pCkdXGwQ0roSagRWwa/1RaZ49m47Bp3xRNOsSAAdXGzTrEgCvch7Ys+mYzLo+vk/CnPHr0HtUKxgaG8i8Z2CkjzGz+6BK7dKwd7FGUS8XdAtqhoe3n2X7x25+IoTAro3H0KpbbVSu6QOXwnb4aVw7JH1MxrH94dmW27XxGEpXKIqWXQPg6GqDll0D4FPeA7s2fmpb3yrF0aFPfVSu6aNwHS+evsGd64/RZ2QLeJRwhoOLNXqPaIGP75NwPDT7becnQghsW38c7boHoFotb7gVscPwCW2R9DEZh0Oy38dt64+jbEUPtOseAGc3a7TrHoAyFTywbcNxaZ7NK4+gkI0Zho1vi2JezrC1t0CZCh6wd7KS5qnd0Bcde9VFmYoeKt3Pb0Vd/cQvs3rBv2EFOLnbwtXDHv1+bYs3UbF4ePsZgILdT4T9cxQVf6iISg0qw8bFFs36NYeZtRlO7lJ8Hju1+yTMrM3QrF9z2LjYolKDyqjwQ0Uc3XJYmifiZgTcvNzgG+ALC1tLeJYrhjI1y+Lp3afSPIc3HoJZIXO0G94eLsVcYGFriaJli8LK3krRZom+GgeelCtBQUE4efIkdu7ciQMHDuD48eO4dOmS9P2uXbviwoUL2LlzJ06fPg0hBBo0aICUlBQAwMePH+Hr64vdu3fj+vXr6NWrFzp16oSzZ88q3N6FCxcwaNAgTJw4EXfu3EFISAhq1KjxTfaV8p/UlFQ8v/cMHr7FZNI9fIvh8c0I9VTqO5WakoqHd56hVAVPmXSfip64cy1CYZl71x/Dp6Js/tIVPfHw1lOkpqYBAO5efwyfCkVl8pSq6Im712QjnkunB6NMlRJZ8mbn/duPkEgkMDDO/7+8v3wRg9joRJSu+GnftXW04FWmMG5n0/YAcOfaY5kyAFCmkiduX8saTc5OSnKqdHuZNDU1oKWtiZtXHuV6Pd+zqOcxiIlOhG+lT8eqjo4WfHwL4+aViGzL3bz6WKYMAPhW9pQpc/rYDXiUcMRvI1ajVe1x6Nv+L+wNPqPsXfhuqLuf+Nz7txnRaiMTgxzz5Pd+IjUlFc/uPkPRcrLnMU/fYojI5jz2+GYEPOXOe57liuHp3adI+7fN3b3c8fTuUzy+ndHG0S/e4Na5myhRsYS0zI3T1+FU1AmrJq7A2Ja/YkbvP3F6z2kl7l1+pqHGpeDhNZ70RYmJiVi1ahXWr1+PgIAAAMCKFStgb58xPfHevXvYuXMnTp48iSpVMq7lWLduHZycnLB9+3a0atUKDg4OGDZsmHSdAwcOREhICLZs2YKKFStm2eaTJ09gaGiIwMBAGBsbw8XFBWXKlPkGe0v50fuEd0hPT4exmbFMurGZMe7GJqipVt+nhLh3SE9Lh6mFkUy6qbkR4mISFZaJi06AqbnsH5SmFkZIS0tHYtw7mFuZIC46EWYWsu1vZmGMuOhP7X/yQDge3XmGKcsH56quyUkpWL9gD6rWLQODAhCVzmwL+XYytTDG66iYHMolwlRBmdjo3B/bjq7WKGRnjjXz96LfqJbQ1dfBzvVhiI1OROybgvEdiYnOOH7NLWWPbTMLI7yKzD4SFhudCHO574O5hRFioz99HyKfx2D31tNo0aEG2nUPwO0bTzB/+nZo62ihTmA5Je7F90Gd/cTnhBBYNXsHipVyg3NhO4V5Cko/8S7+3/OYudx5zNwYiTGK2ycxJlFh/vS0dLyLfwsTS1OUqVkWb+PeYu7g2RBCID0tHVUaVUVAu9rSMtGR0Ti16yT8WvojoF0dPLnzGNvmBUNLWxPl61ZQ/s7S/y0OPOmLHj58iJSUFFSo8KnzMTU1hadnxgnm1q1b0NLSkhlAWlpawtPTE7du3QIApKWl4Y8//sCmTZvw/PlzJCUlISkpCYaGhgq3WadOHbi4uMDd3R0//PADfvjhBzRr1gwGBop/8cxc3+eESINEovmf9p3yGYnsSyEEJPKJBACQSLK2S04tJZ9fiMz07FcgIKTl3ryMxcqZ2/HL372ho6uNL0lNTcOssWsg0gV6Dm/xxfzfo7CQi1jwx1bp61//6pnxnyxtLxR+Hp/L8q74cpnPaWlpYuSULpj7+2Z0rDMGGpoaKFXeA2UrF/ty4e/Uob2X8PfkT+076e8e//4vy4H45fZVdHx/libSBYqWcET3AQ0AAEWKOeDxg5fYvfV0gRx4ZvrW/YS8ZdOD8eR+JCYuGqDw/YLQT8iTbwqRx++6fKPfv3wPB9cfQItBLeFczAVvXrzB9nnBCLU0Qd2O9aTbcCrqhIY9AgEAjh6OiIqIwqldJ//vB568uZByceBJXyT+7cSynlCEzL+KymWWmTFjBmbOnIlZs2bB29sbhoaGGDx4MJKTkxWWNTY2xqVLl3D06FGEhoZi7NixGD9+PM6fPw8zM7Ms+adMmYIJEybIpGmalIS2qeI7alLBYmBiCA0NDSTGyv4S/zb+LYzkfg3+f2diZggNTQ3ERcu2VXzs2yxRtUxmliZZohwJsW+hqakBI1PDf/MYZ11nzKd1Prz9DPGxbzGq20zp++lp6bh1+SFC/jmJ9WFToaGZcYJPTU3DzF9W4/WLGIyd2zffRjEqVC+JoiVdpK9TUjKmu8ZFJ8DCykSaHh/zNksU6HNmlsZZ2j8+NucyihQp7oRZa4fi3dsPSE1Jg6m5EYZ3/xtFijnmaT3fi8p+JVDMO0j6OnM6cWx0IiwLfWrfuNi3MJOL3H3O3NJYGi39vMznUVALK2M4u9nI5HF2s8aJw1dREKmrn/jc8hnBuHjiBiYs6A9La7Ms7xeUfiKToWnGeSxBrg3fxmV/HjO2MM5y3kuMewsNTQ0YmmS0+b6V++BbuxwqNagMALB3t0fyx2RsmbkJtdvXgYaGBkwsTGDjInvnZxtnG1w9XjCPb1IfDuPpiwoXLgxtbW2cO3dOmpaQkCC9eVCJEiWQmpoqc71mdHQ07t69i+LFiwMAjh8/jiZNmqBjx44oVaoU3N3dZW4+pIiWlhZq166NadOm4erVq4iIiMDhw4cV5h09ejTi4+NlFi2TEgrzUsGjpa0FBw9H3L90Ryb9/qU7cCnhqp5Kfae0tLXg7umIq+fvyqRfPXcXnt6uCst4eLng6jnZ/FfO3YF7cSdoaWXMKijq5YJrCtZZ1Dtj4OVdzgPT1w7DtFVB0qVwcSdUq1cW01YFZRl0Rj17gzGz+8DYVPGsiPxA31APdk5W0sXJzQbmlsa4/FlbpqSk4nr4AxTLpu0BwNPbBZfPyrbt5bN3UczbJZsSOTM00oepuRFePHmNB7eeokINr69aj7oZGOrBwclKuri428DC0hiXzsq279WLD1CilGu26ynh4yJTBgAunrkjU6ZkKTc8e/xaJs+zJ69hY2eulH353qirnwAyfrReNj0YZ49ew9i5fWFtb5llWwWpn8ikpa0Fx6KOuHtR9jx29+IduGZzHnMp4Zo1/4XbcCrqBM1/2zwlKRkSDdnAgYaGJCMw+m/cwLWkG149fSWT5/Wz17CwKZjHd15IJBpqWwqigrlXpFTGxsbo0qULhg8fjiNHjuDGjRvo3r07NDQ0IJFI4OHhgSZNmuDHH3/EiRMncOXKFXTs2BEODg5o0qQJAKBIkSI4cOAATp06hVu3bqF3796IiorKdpu7d+/G7NmzcfnyZTx+/BirV69Genq6dHqvPF1dXZiYmMgs+WWaraGBLnxKuMCnRMaJ19WpEHxKuMBJwcmWsletuT/Oh5zB+f1n8OpJFHYt3Ia4V7Go2DDjeWYhy3dh07S1MmVePHiGFw+eIflDMt7Fv8OLB8/w8nH2x2VBEdiuBg7tPIvDu87iWcRLrJy1A29exqJOs4xfxNfP34O5E9ZL89dtVhlvomKx6u8deBbxEod3ncXhXefQqL2/NE+D1tVx5dxdbF9zGM8jXmL7msO4dv4uGrbJuCmYvqEenAvbySy6ejowNjGQXruVlpqGv35ehYe3n2Lg+A5IT09HXHQC4qITkPpvtDA/k0gkaNS2BrauPIQzR6/h8YNIzJ64Ebp6OqhR79M17LPGr8eaeXukrxu1qY7L5+4iePVhPIt4ieDVh3Hl3F00avvphmsf3ifh4d3neHj3OQDg1YsYPLz7HK8/u8vnyUNXcO3ifUQ9j8bZsOsYN2gRKtTwQplKivvV/EYikaBZ++rYsPwQThy+hkf3IzF93Cbo6umg1g+f2nfa2A1YNmev9HXTdtVx8cxdbFp5GE8evcKmlYcRfvYemrWrLs3TvEN13Lr2GBuWH8Lzp29weN8l7A0+g0atPj0vMSH+PR7ceY4nD18CAJ4+fo0Hd54jJp9eQ6uOfgLImF57fP9F/DShI/QNdKV9QPLHjJsVFuR+wq+FP87uO4Oz+87g5eMobJ+/DbGvYqXP5dy9dBfW//HpPFYlsCpiX8Vix4JtePk4KqNsyFn4t6olzVOiUkmc2nUS4UcuIToyGncu3sG+lfvgVbmk9Ac/vxb+eHwrAgfXH8Dr569x8dBFnNl7GlWbVPu2DUAFHqfaUq789ddf6NOnDwIDA2FiYoIRI0bg6dOn0NPLmNqyYsUK/PTTTwgMDERycjJq1KiBvXv3Qls741quMWPG4NGjR6hXrx4MDAzQq1cvNG3aFPHx8Qq3Z2ZmhuDgYIwfPx4fP36Eh4cHNmzYgJIlS36zff5Wyvq4I3TzWOnraeM6AwDWbAlDr6EL1VWtfKeUf1m8T3yPQ+v2IzEmAbYudug6qTfMbSwAAAkxCYh7LXuDkdn9pkv///zeU1w+chFmNuYYtXrcN637t1aldhkkxr/HP8sPIDY6AU7udhg9oycK2WW0VWx0At68jJPmt7a3xOgZPbHq7x3Y/89JmFuZotuQpqj02aM7PH3cMHhiR2xctA+bFofA1sESgyd1gkfJ3Eflol/H48LxGwCAEZ1nyLw3bl5flCxb5D/s9fehWaeaSEpKwaJp/+Bt4gcULemM8bN7Qf+zaYKvX8bJRCiK+bhh2G8dsW7RPqxfFAJbR0sM+70Tinp9atv7t55iTL8F0tfLZ+0EANRsWA4/jW0HAIh9k4Dls3YgPuYtzK1M4F/fF6171FH1Ln9TrbtktO/cP4KRmPgBxbycMWXejzLTMF9FxcpcOlKylCt+ntwBK+eHYNWC/bBztMQvf3RC8c+icJ4lnTFuelcsn7sXa5ccgK29BfoObYKABmWlec6E3cD0CZukryePzhggdOxVB51711PlbquEuvqJzMe1jO8/X6Y+/X5tA/+GFQp0P1GmZlm8T3iP0LX7kRCTADtXO/w4uTcs/j2PJcYkIPazZ1Nb2lmi5++9sGPBdpzYeQKmlqZo1r85StUoJc1Tp2NdSCQS7F2xF/Fv4mFkaoiSlb3QoHsDaR7nYs7oNqEH9izdjdA1+2FhZ4EmfZvBN6DgXr9M6iER2V2gR5SDd+/ewcHBATNmzECPHj2+XEAN9J3bqbsKBd76Y53VXYUCz90kTd1VKNB0OO9H5Qy0+GeGKsUl8wZqqvbsXf6YQZVfNXSqr+4qZMvBS30/RD+/PuHLmfIZRjwpV8LDw3H79m1UqFAB8fHxmDhxIgBIp9ISERERERFlhwNPyrXp06fjzp070NHRga+vL44fPw4rKyt1V4uIiIiISOkK6k1+1IUDT8qVMmXK4OLFi+quBhERERER5UMcxhMREREREZFKMeJJREREREQk5/M7YNN/x4gnERERERERqRQjnkRERERERHJ4cyHlYmsSERERERGRSjHiSUREREREJEfCGJ1SsTWJiIiIiIhIpTjwJCIiIiIiIpXiVFsiIiIiIiI5vLmQcrE1iYiIiIiISKUY8SQiIiIiIpLDiKdysTWJiIiIiIhIpTjwJCIiIiIiIpXiVFsiIiIiIiI5fI6ncrE1iYiIiIiISKUY8SQiIiIiIpLHmwspFVuTiIiIiIiIVIoRTyIiIiIiIjl8nIpysTWJiIiIiIhIpTjwJCIiIiIiIpXiVFsiIiIiIiI5EolE3VUoUBjxJCIiIiIiIpVixJOIiIiIiEiOhDE6pWJrEhERERERkUpx4ElEREREREQqxam2REREREREcvgcT+ViaxIREREREZFKMeJJREREREQkj49TUSpGPImIiIiIiEilGPEkIiIiIiKSxxCdUrE5iYiIiIiISKU48CQiIiIiIiKV4lRbIiIiIiIieby5kFIx4klEREREREQqxYgnERERERGRPEY8lYoRTyIiIiIiIlIpRjypwFp/rLO6q1Dgta+xWt1VKPAuXu2g7ioUaB9S+Wu2qhlrC3VXoUCLfK+p7ioUeGY66equAlGBwIEnERERERGRPM4NVSo2JxEREREREakUI55ERERERERyBG8upFSMeBIREREREeVz8+fPh5ubG/T09ODr64vjx4/nmH/dunUoVaoUDAwMYGdnh27duiE6Olpl9ePAk4iIiIiISJ5EjUsebdq0CYMHD8Yvv/yC8PBwVK9eHfXr18eTJ08U5j9x4gQ6d+6MHj164MaNG9iyZQvOnz+Pnj175n3jucSBJxERERERUT72119/oUePHujZsyeKFy+OWbNmwcnJCQsWLFCY/8yZM3B1dcWgQYPg5uaGatWqoXfv3rhw4YLK6siBJxERERER0XckKSkJCQkJMktSUpLCvMnJybh48SLq1q0rk163bl2cOnVKYZkqVarg2bNn2Lt3L4QQePnyJbZu3YqGDRsqfV8yceBJREREREQkT0OitmXKlCkwNTWVWaZMmaKwmm/evEFaWhpsbGxk0m1sbBAVFaWwTJUqVbBu3Tq0adMGOjo6sLW1hZmZGebMmaP0ZszEgScREREREdF3ZPTo0YiPj5dZRo8enWMZidxdeIUQWdIy3bx5E4MGDcLYsWNx8eJFhISE4NGjR+jTp4/S9kEeH6dCREREREQkT42PU9HV1YWurm6u8lpZWUFTUzNLdPPVq1dZoqCZpkyZgqpVq2L48OEAAB8fHxgaGqJ69eqYNGkS7Ozs/tsOKMCIJxERERERUT6lo6MDX19fHDhwQCb9wIEDqFKlisIy79+/h4aG7FBQU1MTQEakVBU48CQiIiIiIsrHgoKCsHTpUixfvhy3bt3CkCFD8OTJE+nU2dGjR6Nz587S/I0aNUJwcDAWLFiAhw8f4uTJkxg0aBAqVKgAe3t7ldSRU22JiIiIiIjkqW+mbZ61adMG0dHRmDhxIiIjI+Hl5YW9e/fCxcUFABAZGSnzTM+uXbsiMTERc+fOxdChQ2FmZoZatWph6tSpKqujRKgqlkqkZtsi9qm7CgVe+xqr1V2FAu/i1Q7qrkKB9jE1H/1VkU9Z66eruwoF2vVYxhBUzVibx7AqVbVR3eM7/iuPWkvUtu17h39U27ZVhb0VERERERGRPA3+OKlMvMaTiIiIiIiIVIoRTyIiIiIiInlqfJxKQcSIJxEREREREakUB55ERERERESkUpxqS0REREREJI8zbZWKEU8iIiIiIiJSKUY8iYiIiIiI5PFxKkrFiCcRERERERGpFAeeREREREREpFKcaktERERERCSPM22VihFPIiIiIiIiUilGPImIiIiIiOQICUOeysSIJxEREREREakUB55ERERERESkUpxqS0REREREJI/P8VQqRjyJiIiIiIhIpRjxJCIiIiIikseAp1Ix4klEREREREQqxYgnERERERGRPD5ORakY8SQiIiIiIiKV4sCTiIiIiIiIVIoDT1IZV1dXzJo1S93VICIiIiLKOw2J+pYCiNd4ksqcP38ehoaGucrr6uqKwYMHY/DgwaqtlJqd3nUCx7YcRmJMAmxcbBHYpxncvAsrzJsQHY89i3fg+f2niH7+BlWaVEejvs2/cY3zv6oVimFIn0CU9XaHnY05WvecgV2hF9Rdre+SEAKbloYidPsZvEt8D4+SLug1vDmc3W1zLHf68FWsXxSCqOdvYOtghQ5966OSv7f0/RvhD7B97VE8uP0MsW8SMGpaV1T08852fQumbEHo9jPoPrgJGrWrobT9U7fQ4JPYvf4I4qIT4Ohmi86DmqJYafds898Mv4+1c3bi2aMomFuZILB9LdRpVkX6/tOHUdi6dB8e3nmGN1Gx6DSoCRq08ZNZx4d3H7F5yT5cOHYd8bGJcC3qiC6Dm6JwcWeV7ac6CSGwelEo9gSfRWLiexT3csagUc3hWjjnY/jYoatYMT8Ekc+iYedoiR7966NarU/HaPuGv+NlZGyWco1bVcFPozP65anjNiJ0l2zfUtzLGXNXD1LCnn0fju84gcObDyMhOgG2rrZo3q8ZCvsoPocBwP0r97FtwXZERUTB1MoUtdrUQrVGVaXvzwmag/tXHmQpV6JiCfSe3AsAkJaWhpBVIbhw6CISYxJhYmmCCnXLo27HutDQKHjxk8PbTiJkwxHExSTAwdUW7QY2RdFS2fcTdy7fx8a5O/E8Igpmliao374Wajb51E+c2HcOy6dszFJu0YGp0NbVBgDsWXsQF49dQ+TjV9DR1UYRL1e07BMIO2dr5e8g/V/jwJNUplChQuquwnflytFL2L1wG5oMaAnXkm44u+cUVvy6CEFLRsPM2jxL/tSUVBiaGaFm2zo4sS1MDTUuGAwNdHHt5hOs2RyGjYuD1F2d79q2NUewc30YBo5tC3vnQti6/CDGD1yEeZtHQt9QT2GZ29ciMP3XNWjf6wdU9PfC2aPXMf3n1Zi8eACKerkAAD5+SIarhz1qBZbHtFGrcqzD2bBruHvjCSwKmSh9/9Tp9MFwrP57O7oPbQFPHzcc3H4KfwxbjOlrR8LKNuv3/9WLaEwbthQ1G1VE/7EdcOfqIyyf8Q9MzAxRsWYpAEByUjKs7S1RsVZprJm9XeF2F/+xGU8fRqLf2PYwtzLBif0X8ftPCzF93QhYFDJT4R6rx8ZVR7B13TGMGN8Wji5WWLv0EEb0XYyV20bAIJtj+MaVCPw2ai269a2HajW9ceLINUwctQZ/L+uP4t4Zx/D8tT8hPS1dWubRgyiM6LsYfnV8ZNZVvoonRoxvI32tpV1w/sy6dOQSts3fhlaDWsLNyw2ndp/CwtGLMHr5aFjYZD2GoyOjsejnxajcoBI6je6IR9cfYcvsrTAyNULpGhnHcPfx3ZGWmiYt8y7hHab9+Kf0fQA4tPEQTu46hQ4j28PW1RZP7zzF+j83QM9QH/4t/LJsNz87dygcG+ZsR6egFiji5YajO09h5ojFmLR6JCwVtPHrF9GYOWIpagRWxI+/dsD964+w5q9/YGxqiHL+n9pQ31APk9eOkimbOegEgDuXH6BWs6pwK+aMtLQ0BC/Zh7+GLsKk1SOgq6+ruh3ODwpm4FFtCt5PRZRnISEhqFatGszMzGBpaYnAwEA8eJDxC2RycjIGDBgAOzs76OnpwdXVFVOmTJGWHT9+PJydnaGrqwt7e3sMGvTpl135qbbZ5fX398fjx48xZMgQSCQSSP69g9jjx4/RqFEjmJubw9DQECVLlsTevXu/QYuoxongoyhXryIq1K8Ma2dbNOrbHKaFzHBm9wmF+S1sLdG4b3P41qkAvWz+YKIvCz16BROmb8aOkPPqrsp3TQiB3RuPoWW32qhc0wcuhe0waFw7JH1MxrH94dmW273xGEpVKIoWXQPg6GqDFl0D4FPeA7s2HpPm8a1SHB361Eflmj7ZrgcAol/FY8mf2zBkYgdoamkqbd++B3s2haFmYEXUalwJDq426DK4GSytzXBg20mF+Q9uPwVLGzN0GdwMDq42qNW4EvwbVsCeDUeleQoXd0aHAY1RpXYZhQOc5KRknAu7ivb9G6F46cKwdSyElj1+gLWdBQ5sO6WqXVUbIQSC1x9H+x4BqB7gDbcidhg5sS0+fkzGoX3ZH8PB64/Dt6IH2ncPgLObNdp3D0DZ8h74Z/1xaR4zcyNYWJlIlzPHbsHe0RKlfGWjfdo6WjL5TEwNVLa/39rRrUdRqX5FVG5YGbYutmjevznMrc1wcpfic9jJXSdhbm2G5v2bw9bFFpUbVkbFHyriyObD0jyGJoYwsTCRLncu3oG2njZK+5WW5nl0IwJeVbxQslJJWNpaorRfaXiW88TTu09Vvcvf3P7NYajesCJqBFaCvasN2g9qBotCZjiyXXE/cXTHKVham6H9oGawd7VBjcBKqN6gAvZvOiqbUQKYWprILJ8Lmt4b1epXgIObLZyLOKD76LaIfhmLiDvPVLSn9P+KA0/Cu3fvEBQUhPPnz+PQoUPQ0NBAs2bNkJ6ejtmzZ2Pnzp3YvHkz7ty5g7Vr18LV1RUAsHXrVsycOROLFi3CvXv3sH37dnh7K54+l1Pe4OBgODo6YuLEiYiMjERkZCQAoH///khKSsKxY8dw7do1TJ06FUZGRt+kTZQtNSUVz+89g4dvMZl0D99ieHwzQj2VIvrMyxcxiI1OROmKRaVp2jpaKFmmMG5fi8i23J1rj2XKAEDpSp64c+1xnrafnp6OWePXo0lH/y9O7c1vUlNS8ejOM/hUkG0nnwqeuHs9QmGZe9cfw6eCp0xaqYqeeHj7KVI/ixDlJC01Help6dDRkR2U6uhq487VR7nfgXwi8nkMYt4kolylT+2mo6OFUr6FceNqRLblbl57LFMGAMpV9sSNK4rLpKSk4uC+i/ihSQXpD6WZrlx4gBYB49C56R+Y8dsWxMYkfvX+fE9SU1Lx9O4zeJaTPYd5+hbDoxsRCstE3IyAp9w5r1j5Ynhy96lMlPNzZ/adRdmaZWWibO7e7rgXfhevnr4CADx/8BwPrz1EiYrF/8MefX9SU1Lx+O4zlCwv20+ULO+J+9n0Ew9uPEbJ8rLHbskKnoiQ6yeSPiRjeKvfMLTFBMwauRSP7+Y8oPzw9gMAwNCk4PxwQt+HgjMHhL5aixYtZF4vW7YM1tbWuHnzJp48eQIPDw9Uq1YNEokELi4u0nxPnjyBra0tateuDW1tbTg7O6NChQoKt5FTXgsLC2hqasLY2Bi2trYyZVq0aCEdoLq7Z3+Nw/fufcI7pKenw9jMWCbd2MwYd2MT1FQrok/iojOOQzML2WPUzMIYr6NiciiXqLBMbHTejuttq49AU1MDgW2q56lcfpAQ9w7paekwlWsnU3NjxEcrHpjExSTC1Fwuv4Ux0tLSkRj3DuZWX56KrG+oBw8vVwSvPAB7FxuYWRjj5MFLuH/zCWwdrb5+h75Tsf+2pbml7A+U5hZGCq/PzBTzJjFrGUsj6frknTxyHW8TP6Je43Iy6RWqFINfbR/Y2Jkj8nkMVi7Yj2G9F2LBuiFZBv/5zbv4jHOYidwxaWxujMQYxd/1hJhEFJPLb2JujPS0dLyNfwtTS1OZ9x7ffozIR5FoN6ytTHrttgH4+O4DJnebAomGBCJdoGH3BvCt5auEPft+JMb/20/It5mFMeKz+QEjPiYRJgr6lbS0dLyNewczKxPYOVujx+i2cHC3w8d3STiw9Rim9J+DCcuHwcYp6yVRQghsmrsTHj5ucHS3U94O5ld8jqdSMeJJePDgAdq3bw93d3eYmJjAzc0NQMbAr2vXrrh8+TI8PT0xaNAghIaGSsu1atUKHz58gLu7O3788Uds27YNqampCreRl7yZBg0ahEmTJqFq1aoYN24crl69mm3epKQkJCQkyCwpSSlf0RoqJtd/CSEg4QUEpAZhIRfRzn+0dElN/ff6NbmTrIDIEtWRJ/+uEF8u87kHt55i96bjGDS2bZ7K5Tt5bdss/YXC1eSo/5j2EEKgf9MJ6FRzBPZvOY4qdcpAQzP/n/4P7r2EhlV/li6ZER75PlUAXz6G5T+bjEIK8+7bfg4VqnjCqpDswKlmvdKoVL0E3IrYoYpfSUyZ0xPPHr/B2eO38rZj+YrI8YCUf0v8exAr+jzO7D0DOzc7uBRzkUkPPxKOCwcvovPPnTB84TB0GNkehzcfwbn95/579b9HWY7FnPuJLG0sl164pCsq1y0H5yIOKFrKHX0ndIaNUyEcDD4ORdbODMbThy/Qe2ynr90Domzl75/gSCkaNWoEJycnLFmyBPb29khPT4eXlxeSk5NRtmxZPHr0CPv27cPBgwfRunVr1K5dG1u3boWTkxPu3LmDAwcO4ODBg+jXrx/+/PNPhIWFQVtbW2YbecmbqWfPnqhXrx727NmD0NBQTJkyBTNmzMDAgQOz5J0yZQomTJggk9b6p/ZoO7ij8hrqPzAwMYSGhgYSY2V/tXwb/xZGcr9uEn0LFaqXRNGSn/7AS0nJ+CEoLjoBFp9F0+Jj3maJ1H3OzNI4y3TC+Ni3WaKgObl5+RHiY9/ixyaTpGnpaelYOXsndm06hsXbf831ur5HJmaG0NDUQLxcFDgh9i1MLBRfPmCmIMqREJsITU0NGJnm7m7hAGDjaIVx8wbg44ckfHiXBHMrE/w9ZjUK2VnkfUe+M1X8SqC416cbhmUewzHRibD87OZUcTFvYWaZ/WUaFlbGiHkj29ZxMW9hruCzefkiBpfO3cP46V2+WD/LQiawsTPHs6evv5j3e2domnEOS5A7hyXGvoVxNucwEwtjJMgdw4lxb6GhqQFDE9ljOPljMi4dDUf9LvWzrGfH4p2o3TYAZWuVBQDYu9sj5mUsDmw4iAr1FM+yyo+MTf/tJ+QiyImxb2Firvj4NbXIOmsis58wzKaf0NDQgFsxJ7x89ibLe+tmBePyyRsYNac/LKzNvm5HCpqC/GOoGuT/nzzpP4mOjsatW7fw66+/IiAgAMWLF0dsrOyUJBMTE7Rp0wZLlizBpk2b8M8//yAmJmPqnb6+Pho3bozZs2fj6NGjOH36NK5du6ZwWznl1dHRQVpa1ms+nJyc0KdPHwQHB2Po0KFYsmSJwnWPHj0a8fHxMkuLvm0U5lUHLW0tOHg44v6lOzLp9y/dgUsJV/VUiv6v6Rvqwc7JSro4udnA3NIYV87dleZJSUnFjfAHKObtmu16PL1dcOXsXZm0y2fvwtPbJZsSWfk18MXMdUPx15og6WJRyARNOvpj3N+98rxv3xstbS24eTri6nnZdrp2/i6KerkqLOPh5YJrcvmvnrsL92JO0PqKGy/p6evC3MoEbxPe4+q52yhX3SvP6/jeGBjqwcHZSrq4uNvAwsoYF8/IHsNXLj5ASR/XbNdTwtsFF+WO4Qtn7qBkqaxlQnaeh5mFESpV+/L1hfFx7/DqZRwsczEt+nunpa0Fp6KOuHNR9hx25+IduJV0VVjGtYRr1vwXbsO5qFOWm4eFHw1HanIqyteWnb4MZAxKJXLPNNT4d8ptQaKlrQWXoo64eUH2WLxx4S6KZNNPFC7pghvy+c/fhWsO/YQQAk/uv4DZZzcYEkJg7cx/cPHYVYyY1ReF7C3/284QZYMRz/9z5ubmsLS0xOLFi2FnZ4cnT55g1KhPt9yeOXMm7OzsULp0aWhoaGDLli2wtbWFmZkZVq5cibS0NFSsWBEGBgZYs2YN9PX1Za4DzfSlvK6urjh27Bjatm0LXV1dWFlZYfDgwahfvz6KFi2K2NhYHD58GMWLKz7Z6+rqQldX9pbf2jGKI6nqUq25Pzb/uQ4ORZ3gUtwVZ/eeRtyrWFRsmPFMs5DluxD/Jh5tRnyK0r54kHEDgOQPyXgX/w4vHjyDppYWbFwK1s1XVMnQQBeFXT+1l6tTIfiUcEFs3Fs8fRGtxpp9XyQSCQLb1sDWlYdg51QIdk5W+GflIejq6aBGvTLSfH+PXw+LQqbo1L8hACCwTXX80mc+glcfRoUaJXHu2A1cPXcXkxcPkJb58D4JUZ/9uv7yRQwe3X0OIxMDFLI1h4mpIUzkfp3X1NKEuYUJHFwKxnPkGrbxw7zf1sO9mBOKerni0I7TePMyFrX/fS7nhgW7EfsmAf3GtAcA1G5aBaH/nMSa2TtQq3El3L0egSO7z2Lg+E/9Q2pKKp49evnv/9MQ+zoeEXefQ89AB7aOGdduXTl7G0II2DtbI+rZG6yftwt2ztbwa1hwIkWZJBIJmrevjvXLD8Hx38Ho+uWHoaeng4D6n47hP8ZsgJW1KXoObAAAaN6+Ogb3nI8NKw+jqp8XToZdx6Vz9/D3sv4y609PT0fIzvOoG1guy8Dpw/skrFoUiuq1vGFZyARRL2KwbO4+mJoZolrN/D/IBwD/lv5Y+8c6OBd1gmsJV5zacxqxr2JR9d/ncu5amnEO6zgq4xit2qgqju84gW3zt6Fyw8qIuBmBM/vOovMvnbOs+8y+s/Cu6q0wSudVuSRC1x2AubU5bF1t8ez+cxzZehSVfqio2h1Wg3qt/bDk9/Vw9XRC4ZKuCNt1GjGvYuH/73M5ty7K6Cd+/CWjn/BvUgWHtp3Exrk7UCOwEh7ciMDxPWfRe+ynfmLHiv0oXNIF1o6F8PHdRxz85zie3nuOjoM/PRd87cx/cObgJQya3B16BrrS2Rn6RnrQ0dX5hi3wHWKITqk48Pw/p6GhgY0bN2LQoEHw8vKCp6cnZs+eDX9/fwCAkZERpk6dinv37kFTUxPly5fH3r17oaGhATMzM/zxxx8ICgpCWloavL29sWvXLlhaZv2l7Et5J06ciN69e6Nw4cJISkqCEAJpaWno378/nj17BhMTE/zwww+YOXPmt2wepSrlXxbvE9/j0Lr9SIxJgK2LHbpO6g1zm4wpbwkxCYh7LRttnt1vuvT/z+89xeUjF2FmY45Rq8d907rnZ2V93BG6eaz09bRxGX/0rNkShl5DF6qrWt+lZp1qIjkpBYun/YO3iR/gUdIZ42b3knmG5+uXcTLRh2I+bhj6W0esX7QPGxaFwMbREkN/7yR9hieQcQ3nmH4LpK9XzNoJAKjZsBwGjW33DfZM/SrXLoPEhPcIXhGKuOgEOLnbYeT0H1HINuP7HxediDcvP33/re0tMWJ6T6yZvQOhwSdgbmWKLoObSZ/hCQCxbxIwutsM6evdG45i94ajKF6mMMbOzRg0vX/7ERsX7kHM6zgYmRiggp8P2vRu8FVR0/ygbZeaSP6Ygr//CEZiwgcU93LG1Pk/yjzD81VUrMwxXLKUK36d0gEr5odg5fz9sHe0xJgpnaTP8Mx06ew9vIqKww9Nsg7aNTQ08OheJA7svoC3iR9hYWWM0uWLYMwfnbJ9fmh+U7ZmWbxLeI/9a/YjPiYBdq526D2lNywyz2HRCYh99ekYtrSzRO/JvbBt/nYc33kCppamaD6gucwzOgHg1dNXeHj9IfpO7atwuy0GtsDeFXux5e+teBv3FiaWJqgaWAX1OtVT3c6qSYWAMnib8B47V4UiPjoBDm52GDz1R1j920/ERyci5rN+opC9JYZM64kNc3bg8LYTMLM0Rfufmsk8w/P92w9Y9ecWxMckQN9QH84eDhg5ZwDcS3w6vo9sz3i80tRB82Xq0310W1SrX/B+pCL1kYjMK72JCphtEfvUXYUCr32N1equQoF38WoHdVehQPuYyut3VM1aP13dVSjQrscyhqBqxto8hlWpqk1DdVchW0VarVXbtu9v+T7uU6JM7K2IiIiIiIjk8eZCSsWZy0RERERERKRSjHgSERERERHJY8BTqRjxJCIiIiIiIpXiwJOIiIiIiIhUilNtiYiIiIiI5AgNzrVVJkY8iYiIiIiISKUY8SQiIiIiIpLHx6koFSOeREREREREpFKMeBIREREREcljwFOpGPEkIiIiIiIileLAk4iIiIiIiFSKU22JiIiIiIjk8XEqSsWIJxEREREREakUI55ERERERETy+DgVpWLEk4iIiIiIiFSKA08iIiIiIiJSKU61JSIiIiIikseZtkrFiCcRERERERGpFCOeRERERERE8vg4FaVixJOIiIiIiIhUihFPIiIiIiIieYx4KhUjnkRERERERKRSHHgSERERERGRSnGqLRERERERkRzBmbZKxYgnERERERERqRQjnkRERERERPJ4cyGlYsSTiIiIiIiIVIoDTyIiIiIiIlIpTrUlIiIiIiKSJ+FUW2VixJOIiIiIiIhUihFPIiIiIiIieby5kFIx4klEREREREQqxYgnERERERGRPIbolIrNSURERERERCrFgScRERERERGpFKfaEhERERERyePjVJSKEU8iIiIiIiJSKUY8iYiIiIiI5PFxKkrFgScVWO4maequQoF38WoHdVehwPP1WafuKhRoZy7zGFa1Vx84uUqVipikqrsKBd77VA4+iJSBZwMiIiIiIiJSKUY8iYiIiIiI5AjeXEipGPEkIiIiIiIilWLEk4iIiIiISB5DdErF5iQiIiIiIiKVYsSTiIiIiIhIHh+nolSMeBIREREREZFKceBJREREREREKsWptkRERERERPL4OBWlYsSTiIiIiIiIVIoRTyIiIiIiInm8uZBSMeJJREREREREKsWBJxERERERUT43f/58uLm5QU9PD76+vjh+/HiO+ZOSkvDLL7/AxcUFurq6KFy4MJYvX66y+nGqLRERERERkbx8NNN206ZNGDx4MObPn4+qVati0aJFqF+/Pm7evAlnZ2eFZVq3bo2XL19i2bJlKFKkCF69eoXU1FSV1ZEDTyIiIiIionzsr7/+Qo8ePdCzZ08AwKxZs7B//34sWLAAU6ZMyZI/JCQEYWFhePjwISwsLAAArq6uKq0jp9oSERERERHJERoStS1JSUlISEiQWZKSkhTWMzk5GRcvXkTdunVl0uvWrYtTp04pLLNz506UK1cO06ZNg4ODA4oWLYphw4bhw4cPSm/HTBx4EhERERERfUemTJkCU1NTmUVR5BIA3rx5g7S0NNjY2Mik29jYICoqSmGZhw8f4sSJE7h+/Tq2bduGWbNmYevWrejfv7/S9yUTp9oSERERERF9R0aPHo2goCCZNF1d3RzLSCSyF6UKIbKkZUpPT4dEIsG6detgamoKIGO6bsuWLTFv3jzo6+v/h9orxoEnERERERGRPDU+x1NXV/eLA81MVlZW0NTUzBLdfPXqVZYoaCY7Ozs4ODhIB50AULx4cQgh8OzZM3h4eHx95bPBqbZERERERET5lI6ODnx9fXHgwAGZ9AMHDqBKlSoKy1StWhUvXrzA27dvpWl3796FhoYGHB0dVVJPDjyJiIiIiIjkSSTqW/IoKCgIS5cuxfLly3Hr1i0MGTIET548QZ8+fQBkTN3t3LmzNH/79u1haWmJbt264ebNmzh27BiGDx+O7t27q2SaLcCptkRERERERPlamzZtEB0djYkTJyIyMhJeXl7Yu3cvXFxcAACRkZF48uSJNL+RkREOHDiAgQMHoly5crC0tETr1q0xadIkldVRIoQQKls7kRpdidmt7ioUeNqcM6Fyvj7r1F2FAu3M5Q7qrkKBl5aej57Ang+Z6KSruwoF3vtUHsOq5GMRqO4qZMt17D61bTtiYn21bVtV+GcjERERERERqRQHnkRERERERKRSvMaTiIiIiIhI3lfc5Ieyx4gnERERERERqRQjnkRERERERPI0GPFUJkY8iYiIiIiISKU48CQiIiIiIiKV4lRbIiIiIiIieZxqq1SMeBIREREREZFKMeJJREREREQkR/BxKkrFiCcRERERERGpFCOeRERERERE8hiiUyo2JxEREREREakUB57fKYlEgu3btwMAIiIiIJFIcPnyZbXWSdW6du2Kpk2bqrsaRERERESkZJxqS/QV9v9zEjvXHUVcdAIc3WzRdXATFC/tnm3+m5ceYNXsnXj2KArmViZo3KEm6javIpPnzJGr2LQ4BC+fv4GNgxXa9a6PCv7eCte3bdUhbFi4Fw1aV0fXIU0BAKmpadi4aB/CT93CqxcxMDDSg3c5D7Tv1xAWhUyVtu/qJITApqWhCN1+Bu8S38OjpAt6DW8OZ3fbHMudPnwV6xeFIOr5G9g6WKFD3/qo9Fnb3gh/gO1rj+LB7WeIfZOAUdO6oqKf4rYHgAVTtiB0+xl0H9wEjdrVUNr+5VdVKxTDkD6BKOvtDjsbc7TuOQO7Qi+ou1pqp45+YvPS/di6LFSmjKmFMZbsGS+T59SBcES/ioeWtibcPR3Rtk99eJR0Uc6Oq1Fo8EnsXn9E2uadBzVFsZzaPPw+1s751OaB7WuhTrNPbX5o52kc33cBzx5FAQDcPB3RpncDFCnxqa1uXX6A3euP4OHtZ4iLTkDQlG4oXyP7/iO/E0Jg/ZJQhGw7i7eJ7+FZ0hl9RzSHS+Gc++GTh69izcIQRD6Lhp2jJTr3rY8qNT+1056tp7D3n9N4GRkDAHBxt0W7HrVRrmpxaZ4P75Owcu4enA67gcT4d7C2s0DjNtXQsGWVLNvLL4QQ2LIsFAd3nMHbhIzzWs9hzeH0hfPamSNXsVGuL6go9zfD/n9OYsdnfVA3uT7o7NGrOLD9NB7efobE+PeYtioIbkUdZNYxrt983Ax/IJNWpXZpDPmt03/c83yCNxdSKkY86ZtLSUlRdxX+k1MHw7Fy1g407xqAqauCULyUGyYHLcGbqFiF+V+9iMaUoUtRvJQbpq4KQrMuAVgxczvOHLkqzXP3WgRmjVmDGj/44s/VQ1HjB1/M/HU17t14nGV9928+wcEdZ+BSxE4mPfljMh7deYYW3epg6sohGDqlKyKfvsa0EcuV2wBqtG3NEexcH4YfhzXDtBWDYW5hjPEDF+HDu4/Zlrl9LQLTf10D//q+mLl2KPzr+2L6z6tx9/qntv34IRmuHvb4cVizL9bhbNg13L3xBBaFTJSyTwWBoYEurt18giFjVqi7Kt8NdfYTTu62WLx7nHSZsXaYzPv2ToXQfWhzTF87DBMXDkAhO3NM+mkxEmLfKr8hvqHTB8Ox+u/taNq5NqasGApPHzf8MWxxjm0+bdhSePq4YcqKoWjSqTZWzdqGs0euSPPcuvQAVeqUxa+z+2HCokGwtDHHlCGLEPM6Tpon6UMynIvYo1tQc1Xv4ndh6+oj2Lb+GPoMb4aZK3+CuaUJfh2wGO9z6IdvXY3AHz+vRa36vpi7fihq1ffFH6PX4PZn/bCVtSm6DmiAv1cNxt+rBsOnXBH8NmwlHj+IkuZZ8tdOXDx9B8MmtsPCzSPQtF0NLJy+HafDrqt0n1Vpx9oj2L0hDD2GNsMfywfDzNIYv/2U83ntzrUIzByzBn4/+GL66qHwU9AXnDwYjhWzdqBF1wBM+7cP+j1oCV5/9n34+CEZnt5u6NCvYY51DGhSSaZP6TWy5X/fcfq/xIGnCqxevRqWlpZISkqSSW/RogU6d+4MANi1axd8fX2hp6cHd3d3TJgwAampqbneRlhYGCpUqABdXV3Y2dlh1KhR0vK7du2CmZkZ0tPTAQCXL1+GRCLB8OHDpeV79+6Ndu3a5WpbJ0+ehJ+fHwwMDGBubo569eohNjaj4woJCUG1atVgZmYGS0tLBAYG4sGDT7+MZU4T3rx5M/z9/aGnp4e1a9ciLS0NQUFB0nIjRoyAEEJmu1u3boW3tzf09fVhaWmJ2rVr4927d7luI1XZveEYajWqgIDGleDoaoOuQ5rCytoMocGnFOYP3XYaVjZm6DqkKRxdbRDQuBJqBlbArvVHpXn2bDoGn/JF0axLABxcbdCsSwC8ynlgz6ZjMuv6+D4Jc8avQ+9RrWBobCDznoGRPsbM7oMqtUvD3sUaRb1c0C2oGR7efpbtH175iRACuzceQ8tutVG5pg9cCtth0Lh2SPqYjGP7w7Mtt3vjMZSqUBQtugbA0dUGLboGwKe8B3Zt/NS2vlWKo0Of+qhc0yfHOkS/iseSP7dhyMQO0NTSVNq+5XehR69gwvTN2BFyXt1V+W6os5/Q0NSAmaWJdDExN5J5v1q9svCpUBQ2DpZwcrdF55+a4MO7j3h8/4XS2+Fb2rMpDDUDK6JW40pwcLVBl8HNYGlthgPbTirMf3D7KVjamKHL4GZwcLVBrcaV4N+wAvZsOCrNM2B8R9RtXhWuRR3g4GKDXiNbQ6QLXL9wT5qndOXiaNOrASr459x/FARCCOzYcBxtugWgai1vuBaxQ9D4tkj6mIywHPrhHRuOo0wFD7TuFgAnV2u07haAUuU9sGPDcWmeijVKonzV4nBwKQQHl0Lo0q8+9Ax0ZAant69FIKBhOfj4FoGNvQXqN68ENw873L/5TKX7rSpCCOzZdAzNu9ZGRX8fOBe2w4AxGee1E6HZt2du+gL5Pqibgj7Ir345tOpRF97li+ZYT11dbZhbmkgXQyP9/77z+YWGRH1LAcSBpwq0atUKaWlp2LlzpzTtzZs32L17N7p164b9+/ejY8eOGDRoEG7evIlFixZh5cqV+P3333O1/ufPn6NBgwYoX748rly5ggULFmDZsmWYNGkSAKBGjRpITExEeHhGpxUWFgYrKyuEhYVJ13H06FH4+fl9cVuXL19GQEAASpYsidOnT+PEiRNo1KgR0tLSAADv3r1DUFAQzp8/j0OHDkFDQwPNmjWTDnozjRw5EoMGDcKtW7dQr149zJgxA8uXL8eyZctw4sQJxMTEYNu2bdL8kZGRaNeuHbp3745bt27h6NGjaN68eZbB6beWmpKKh3eeoVQFT5l0n4qeuHMtQmGZe9cfw6eibP7SFT3x8NZTpKZmtOPd64/hU0G24y9V0RN3r8lGMpZOD0aZKiWy5M3O+7cfIZFIYGCc/08SL1/EIDY6EaUrftp3bR0tlCxTGLezaXsAuHPtsUwZAChdyRN35Nr2S9LT0zFr/Ho06ej/xam99P9N3f1E1NM36N1oAvo3/x2zxqzBy+fROdb14PbTMDDSg4uHfW538buTmpKKR3eeZWkfnwqeuHs9QmGZe9cfw0fuMypV0RMPb39qc3lJH5ORmpoGIxMDhe8XdFHPM/rhspU+tZu2jha8yhbGrasR2Za7fe0xylSSbeuylT2zLZOWlo6w0HB8/JCM4t6fpjWXKO2Gs8du4M2reAghcOXCfbx48gZlK3sqXM/37tWLGMRFJ6JUBdnzWokyhbPtK4CMvqCU3LFeuuKn81rKV/RBOTkeegndfxiDIe2nYfXsnTlGY4lywms8VUBfXx/t27fHihUr0KpVKwDAunXr4OjoCH9/f/j5+WHUqFHo0qULAMDd3R2//fYbRowYgXHjxn1x/fPnz4eTkxPmzp0LiUSCYsWK4cWLFxg5ciTGjh0LU1NTlC5dGkePHoWvry+OHj2KIUOGYMKECUhMTMS7d+9w9+5d+Pv7f3Fb06ZNQ7ly5TB//nxpWsmSJaX/b9GihUz+ZcuWwdraGjdv3oSXl5c0ffDgwWje/NM0pFmzZmH06NHS8gsXLsT+/ful70dGRiI1NRXNmzeHi0vGScfbW/3XzCTEvUN6WjpMLWQjCKbmRoiLSVRYJi46Aabmsp2/qYUR0tLSkRj3DuZWJoiLToSZhbFMHjMLY8RFJ0hfnzwQjkd3nmHK8sG5qmtyUgrWL9iDqnXLwMBQL1dlvmeZbaGonV5HxeRQTnHbxn7WtrmxbfURaGpqILBN9TyVo/8/6uwnPEo6o//YdrB3KoS4mEQErzyIX3vNwV/rh8PY1FCa7+KJm5g1dg2SP6bAzNIYv/7dGyZmsvXNTz61uWz7mJobIz46mzaPSYSpuVx+C2OZNpe3YeEeWBQyhVe53P34V9DE/tuWZnLHtpmFkcwUTkXlzOXKmFsYSdeXKeJ+JIZ2n4Pk5FTo6+vg1z+7yvzQ13tYU8z5fQu6NPwNmpoakGhI8NOvrVGytNt/3TW1yPzuZjluLYzx5gvnNUVlMteX+O/3IcvnlEMflJ3q9crC2s4CZpbGePowCusW7EXE/RcYO7tPntZDBHDgqTI//vgjypcvj+fPn8PBwQErVqxA165dIZFIcPHiRZw/f14mwpmWloaPHz/i/fv3MDDI+ZfUW7duoXLlypB8dsFz1apV8fbtWzx79gzOzs7w9/fH0aNHERQUhOPHj2PSpEn4559/cOLECcTFxcHGxgbFihX74n5cvnxZOnhW5MGDBxgzZgzOnDmDN2/eSCOdT548kRl4litXTvr/+Ph4REZGonLlytI0LS0tlCtXThrRLFWqFAICAuDt7Y169eqhbt26aNmyJczNzRXWIykpKcvU5uSkFOjoan9xH7+GRMHF5jlNipDPnxm4lUmWW4GAkJZ78zIWK2duxy9/987VPqWmpmHW2DUQ6QI9h7f4Yv7vUVjIRSz8Y6v09S9/9cz4j3xbftZO2ZF/V4gvl/ncg1tPsXvTccxYPSRP5ej/27fuJwCgTOVPN2Jxhh2KertgYMspCNt7AYHtPs1yKelbGH+uGoqE+Hc4tOMMZv66BpOXDsryx2y+k9f+Qb49FbX5v3auO4xTBy5hzNz+Kju3fG+O7LuEuVM+9cPjZ/YAoODYFkDORzeyfjYi63ocXAphzrogvEv8gJOHr+Gv8RsxdVFf6eBz58YTuH3tCcbO6AZrO3NcD3+I+VODYW5pjDIVv/8fA47vv4hFUz+15+jpGee1rO0p8KX2zHqMKjjWs3wfvvgpZVG7SSXp/50L28HWyQqjus3CwzvP4O7pmMe15UMFdMqrunDgqSJlypRBqVKlsHr1atSrVw/Xrl3Drl27AGRM2ZswYYJMBDCTnt6XI1OK/mjOHLBlpvv7+2PZsmW4cuUKNDQ0UKJECfj5+SEsLAyxsbG5mmYLZERvc9KoUSM4OTlhyZIlsLe3R3p6Ory8vJCcnCyTz9DQMJs1KKapqYkDBw7g1KlTCA0NxZw5c/DLL7/g7NmzcHPL+svmlClTMGHCBJm03iPaoe/I9nna7peYmBlCQ1MDcXK/0sbHvs32DzYzS5MsvzAmxL6FpqYGjP6NQJhZGmddZ8yndT68/QzxsW8xqttM6fvpaem4dfkhQv45ifVhU6GhmTFzPjU1DTN/WY3XL2Iwdm7ffBvtrFC9JIp+dpfNlJSMa5jjohNg8Vkk4vN2UsTM0hixMVk/L/nIUU5uXn6E+Ni3+LHJJGlaelo6Vs7eiV2bjmHx9l9zvS4q+NTVTyiip68L58K2iHz6Oku6rZMubJ2sUNTLBYNaTcHhXefQrEtArvfze5LZ5vFyMxkSYt/CxEJxJNfMwhjxWdo8UabNM+1efwQ7Vh/Ez7P6wqVI/p2SnFcVa5SAp1eQ9HVKckY/HBudKNMPx8W+hbll9hFzc0vjLNHNuNi3WSJy2tpasHeyAgB4lHDC3ZtPsWPjCQz8uSWSPqZg9fx9+OXPLqhQrQQAwM3DHg/vvkDw2rB8MfAsV62kzB2RUz87r30eYf/SOepLfYHxV/RBueXu6QhNLU1EPn39/zHwJKXiNZ4q1LNnT6xYsQLLly9H7dq14eTkBAAoW7Ys7ty5gyJFimRZNDS+/JGUKFECp06dkrne8dSpUzA2NoaDQ8ZtsDOv85w1axb8/PwgkUjg5+eHo0eP5vr6TgDw8fHBoUOHFL4XHR2NW7du4ddff0VAQACKFy8uvelQTkxNTWFnZ4czZ85I01JTU3Hx4kWZfBKJBFWrVsWECRMQHh4OHR0dmetAPzd69GjEx8fLLD0GZx+p/Vpa2lpw93TE1fN3ZdKvnrsLT29XhWU8vFxw9Zxs/ivn7sC9uBO0/r1BTVEvF1xTsM6i/17b4l3OA9PXDsO0VUHSpXBxJ1SrVxbTVgVlGXRGPXuDMbP7yEyty2/0DfVg52QlXZzcbGBuaYwrn7VlSkoqboQ/QLFs2h4APL1dcOWsbNtePnsXnp9dN/Qlfg18MXPdUPy1Jki6WBQyQZOO/hj3d6887xsVbOrqJxRJSU7F84hXMLfM+S7MQgjpjzv5kZa2FtwUtPm183dR1MtVYRmPbNrTvdinNgeAXesOI3jlAYya0QuFizspve7fMwNDPdg7WUkXZ/eMfjj8rGw/fP3SAxT3cc12PcW8XXBZrh8OP3MnxzIAACGkg9201DSkpqZBQ+6Hdw0NDbXf/yG35M9rjm42MLM0ljluU1JScTP8QbZ9BZDRF8gf61fOfTqvaX9FH5RbTx9GIS017Yt9SoEhUeNSAHHgqUIdOnTA8+fPsWTJEnTv3l2aPnbsWKxevRrjx4/HjRs3cOvWLWzatAm//pq7qEm/fv3w9OlTDBw4ELdv38aOHTswbtw4BAUFSQeumdd5rl27VnotZ40aNXDp0qVcX98JZAzozp8/j379+uHq1au4ffs2FixYgDdv3sDc3ByWlpZYvHgx7t+/j8OHDyMoKOjLKwXw008/4Y8//sC2bdtw+/Zt9OvXD3FxcdL3z549i8mTJ+PChQt48uQJgoOD8fr1axQvXlzh+nR1dWFiYiKzqGoqVGC7Gji08ywO7zqLZxEvsXLWDrx5GYs6zTKmDq+fvwdzJ6yX5q/brDLeRMVi1d878CziJQ7vOovDu86hUXt/aZ4Gravjyrm72L7mMJ5HvMT2NYdx7fxdNGyT8YxIfUM9OBe2k1l09XRgbGIA58IZj1VJS03DXz+vwsPbTzFwfAekp6cjLjoBcdEJ0l9V8zOJRILAtjWwdeUhnDl6DY8fRGLOxI3Q1dNBjXplpPn+Hr8ea+btkb4ObFMdl8/dRfDqw3gW8RLBqw/j6rm7aNT20/M3P7xPwqO7z/Ho7nMAGTcyenT3ufSaJRNTQ7gUtpNZNLU0YW5hAgcX62/UAt8vQwNd+JRwgc+/v+S7OhWCTwkXONlbqrlm6qOOfgIAVs/eiZuXHuDVi2jcu/EYM35ehQ/vPsKvQcblDh8/JGH9gr24e/0xXkfG4OGdZ1g4eRNiXsejcq1S36ZxVKRhGz8c2XUWR3afxfOIl1j993a8eRmL2v8+l3PDgt2Y/9unNq/dtAreRMVizewdeB7xEkd2Z5Rt2M5fmmfnusPYvGQfeo9ug0J2FtI+9eP7T5d2fHyfhIi7zxHxb//x+kUMIu4+LxB3E5cnkUjQpF11bF5xCKeOXEPE/UjMnLAJuno68PusH54xbgNWzt0rfd24bXVcOnsXW1YdxtOIV9iy6jAun7uHJu0+XTO/at5eXA9/iJcvYhBxPxKr5u/DtUsPULN+WQDIeDZ1WXcsn70bVy/eR9TzaBzYdR6H915AZf9Pl/bkJxKJBA3b1EDwqkM4e/QanjyIxLzfMs5r1ep+as85E9Zj3fxP57WGuegLsuuD6jb7dJlTYvx7PLr7HM8evQQAvHjyCo/uPpfeAyHq2RtsWRaKB7ee4lVkDC6duoW/flkNt6IO8PTJn9fVknpxqq0KmZiYoEWLFtizZw+aNm0qTa9Xrx52796NiRMnYtq0adDW1kaxYsXQs2fPXK3XwcEBe/fuxfDhw1GqVClYWFigR48eWQauNWvWxKVLl6SDTHNzc5QoUQIvXrzIdgAnr2jRoggNDcXPP/+MChUqQF9fHxUrVkS7du2goaGBjRs3YtCgQfDy8oKnpydmz56dq0Ht0KFDERkZia5du0JDQwPdu3dHs2bNEB8fL227Y8eOYdasWUhISICLiwtmzJiB+vXr56reqlSldhkkxr/HP8sPIDY6AU7udhg9oycK2VkAAGKjE/DmZZw0v7W9JUbP6IlVf+/A/n9OwtzKFN2GNEWlzx7d4enjhsETO2Ljon3YtDgEtg6WGDypU54e6B79Oh4Xjt8AAIzoPEPmvXHz+qJk2SL/Ya+/D8061URyUgoWT/sHbxM/wKOkM8bN7gX9z6YTv34ZB8ln12QU83HD0N86Yv2ifdiwKAQ2jpYY+nsnFPX61LYPbj3FmH4LpK9XzMq4I3XNhuUwaGzuHjv0/6ysjztCN4+Vvp42LuOxUWu2hKHX0IXqqpZaqaufiHkdj7/HrUVC3DuYmBnCw8sFvy8dJN2uhoYGXjx+hRl7zyMx/h2MTQ1RuLgTJizo/8UH1n/vKtcug8SE9wheEYq4f9t85PQfUcg2Y9/johPx5uWnwaC1vSVGTO+JNbN3IDT4BMytTNFlcDNUrPlpAH4g+CRSU9Iw69dVMttq0b0uWvb4AQDw8PZT/Dbw0w341szZAQCoUb88+v5a8PqPlp0z+uH5U4PxNvEDPEs647c5P8pc1vE6KlbmkqASpVwx8vcOWLMgBGsX7oetoyVGTu6EYp/1w7ExbzFj3AbEvEmAoZEeXIvYY+LsH2Wm0I74vSNWzduL6WPWIzHhPaxtzdG5b300aPFpMJXfNOmY0Z5Lp/+Dd4kfUKSEM36dJXteeyN3Xvu8L9j4b18wRK4vqFq7DN7Gv8fWz/qgnz/rgwDgwonrmD9pk/T1rDFrAQCtetRF6571oKWtiWsX7mHv5uP4+CEJltZmKFu1BFp1rwtNzf+P2JXgNZ5KJRH5ZX5CPlWnTh0UL14cs2fPVndV/u9cidmt7ioUeNr/H+cdtfL1WafuKhRoZy53UHcVCry0dP7hpkomOulfzkT/yftUHsOq5GMRqO4qZMv5ryNq2/aToJpq27aqMOKpIjExMQgNDcXhw4cxd+5cdVeHiIiIiIhIbRivUJGyZcuid+/emDp1Kjw9v98HG9evXx9GRkYKl8mTJ6u7ekRERERE6iGRqG8pgBjxVJGIiAh1VyFXli5dig8fPih8z8LCQmE6ERERERFRXnDg+X8u8/ErRERERET0Gd5cSKk41ZaIiIiIiIhUigNPIiIiIiIiUilOtSUiIiIiIpLHmbZKxYgnERERERERqRQjnkRERERERHI0GKJTKjYnERERERERqRQjnkRERERERHIkvMZTqRjxJCIiIiIiIpXiwJOIiIiIiIhUilNtiYiIiIiI5HCqrXIx4klEREREREQqxYgnERERERGRHAlDnkrFiCcRERERERGpFAeeREREREREpFKcaktERERERCSHM22VixFPIiIiIiIiUilGPImIiIiIiOQw4qlcjHgSERERERGRSjHiSUREREREJEfCEJ1SsTmJiIiIiIhIpTjwJCIiIiIiIpXiVFsiIiIiIiI5vLmQcjHiSURERERERCqV54FnSEgITpw4IX09b948lC5dGu3bt0dsbKxSK0dERERERKQOGhL1LQVRngeew4cPR0JCAgDg2rVrGDp0KBo0aICHDx8iKChI6RUkIiIiIiKi/C3P13g+evQIJUqUAAD8888/CAwMxOTJk3Hp0iU0aNBA6RUkIiIiIiKi/C3PEU8dHR28f/8eAHDw4EHUrVsXAGBhYSGNhBIREREREeVnEon6loIozxHPatWqISgoCFWrVsW5c+ewadMmAMDdu3fh6Oio9AoSERERERFR/pbniOfcuXOhpaWFrVu3YsGCBXBwcAAA7Nu3Dz/88IPSK0hERERERPStMeKpXHmOeDo7O2P37t1Z0mfOnKmUChEREREREVHB8lXP8Xzw4AF+/fVXtGvXDq9evQKQ8ZiVGzduKLVyRERERERE6iCRSNS2FER5HniGhYXB29sbZ8+eRXBwMN6+fQsAuHr1KsaNG6f0ChIREREREVH+lueB56hRozBp0iQcOHAAOjo60vSaNWvi9OnTSq0cERERERER5X95vsbz2rVrWL9+fZb0QoUKITo6WimVIiIiIiIiUifJV12USNnJc3OamZkhMjIyS3p4eLj0DrdEREREREREmfIc8Wzfvj1GjhyJLVu2QCKRID09HSdPnsSwYcPQuXNnVdSR6Kvo8FcqlfuQWjAvfv+enLncQd1VKNAqlV6n7ioUeDyGVSs5nf2wqqWyjf9vFdB7/KhNnv80//333+Hs7AwHBwe8ffsWJUqUQI0aNVClShX8+uuvqqgjERERERER5WN5jnhqa2tj3bp1+O2333Dp0iWkp6ejTJky8PDwUEX9iIiIiIiIKJ/Lc8Rz4sSJeP/+Pdzd3dGyZUu0bt0aHh4e+PDhAyZOnKiKOhIREREREX1TEon6loIozwPPCRMmSJ/d+bn3799jwoQJSqkUERERERERFRx5nmorhIBEwTD8ypUrsLCwUEqliIiIiIiI1KmgRh7VJdcDT3Nzc0gkEkgkEhQtWlRm8JmWloa3b9+iT58+KqkkERERERER5V+5HnjOmjULQgh0794dEyZMgKmpqfQ9HR0duLq6onLlyiqpJBEREREREeVfuR54dunSBQDg5uaGKlWqQFtbW2WVIiIiIiIiUicNTrVVqjxf4+nm5obIyMhs33d2dv5PFSIiIiIiIqKCJc8DT1dXV4U3F8qUlpb2nypERERERESkbry5kHLleeAZHh4u8zolJQXh4eH466+/8PvvvyutYkRERERERFQw5HngWapUqSxp5cqVg729Pf788080b95cKRUjIiIiIiJSF0Y8lUtDWSsqWrQozp8/r6zVERERERERUQGR54hnQkKCzGshBCIjIzF+/Hh4eHgorWJERERERERUMOR54GlmZpbl5kJCCDg5OWHjxo1KqxgREREREZG6SPg8FaXK88DzyJEjMq81NDRQqFAhFClSBFpaeV4dERERERERFXB5Hin6+fmpoh5ERERERETfDd5cSLm+KkR5584dzJkzB7du3YJEIkGxYsUwYMAAFCtWTNn1IyIiIiIionwuz3e13bp1K7y8vHDx4kWUKlUKPj4+uHTpEry9vbFlyxZV1JGIiIiIiIjysTxHPEeMGIHRo0dj4sSJMunjxo3DyJEj0apVK6VVjoiIiIiISB041Va58hzxjIqKQufOnbOkd+zYEVFRUUqpFBEREREREeXe/Pnz4ebmBj09Pfj6+uL48eO5Knfy5EloaWmhdOnSKq1fngee/v7+CnfixIkTqF69ulIqRUREREREpE4SifqWvNq0aRMGDx6MX375BeHh4ahevTrq16+PJ0+e5FguPj4enTt3RkBAwFe2Uu7laqrtzp07pf9v3LgxRo4ciYsXL6JSpUoAgDNnzmDLli2YMGGCampJRERERERECv3111/o0aMHevbsCQCYNWsW9u/fjwULFmDKlCnZluvduzfat28PTU1NbN++XaV1zNXAs2nTplnS5s+fj/nz58uk9e/fH3369FFKxYiIiIiIiNRFQ43XeCYlJSEpKUkmTVdXF7q6ulnyJicn4+LFixg1apRMet26dXHq1Klst7FixQo8ePAAa9euxaRJk5RT8Rzkaqptenp6rpa0tDRV15eIiIiIiKhAmzJlCkxNTWWW7CKXb968QVpaGmxsbGTSbWxssr0Hz7179zBq1CisW7cOWlpf9YTNPPs2WyEiIiIiIqJcGT16NIKCgmTSFEU7PyeRuzhUCJElDQDS0tLQvn17TJgwAUWLFv3vlc2lXA08Z8+ejV69ekFPTw+zZ8/OMe+gQYOUUjEiIiIiIiJ1UefjVLKbVquIlZUVNDU1s0Q3X716lSUKCgCJiYm4cOECwsPDMWDAAAAZM1yFENDS0kJoaChq1ar133dCTq4GnjNnzkSHDh2gp6eHmTNnZptPIpFw4ElERERERPSN6OjowNfXFwcOHECzZs2k6QcOHECTJk2y5DcxMcG1a9dk0ubPn4/Dhw9j69atcHNzU0k9czXwfPTokcL/ExERERERFUSSPD94Un2CgoLQqVMnlCtXDpUrV8bixYvx5MkT6Y1fR48ejefPn2P16tXQ0NCAl5eXTHlra2vo6ellSVemPF3jmZKSAk9PT+zevRslSpRQVZ2IiIiIiIgol9q0aYPo6GhMnDgRkZGR8PLywt69e+Hi4gIAiIyM/OIzPVVNIoQQeSng4OCAgwcPonjx4qqqE5FS3Irbre4qFHgfUtV48cP/CU2NPHXRlEeVSq9TdxUKvDOXO6i7CgWadj6KyORXH3muU6myVg3VXYVsVdtxQm3bPtGkmtq2rSp57q4GDhyIqVOnIjU1VRX1ISIiIiIiUjuJRH1LQZTnx6mcPXsWhw4dQmhoKLy9vWFoaCjzfnBwsNIqR0RERERERPlfngeeZmZmaNGihSrqQkRERERE9F1Q9AxM+np5HniuWLFCFfUgIiIiIiKiAirP13jWqlULcXFxWdITEhJU8qBRIiIiIiKib43XeCpXngeeR48eRXJycpb0jx8/4vjx40qpFKmWv78/Bg8erO5qyIiIiIBEIsHly5fVXRUiIiIiIlKyXE+1vXr1qvT/N2/eRFRUlPR1WloaQkJC4ODgoNzaEeUjQghsXBqK0O1n8C7xPTxKuqD38OZwdrfNsdypw1exflEIop6/ga2DFTr2rY9K/t7S92+EP8C2tUfx4PYzxL5JwKhpXVHJz1tmHXHRiVg1bzcun72Ld4kfULKMO34c2gz2zoVUsq/qEBp8ErvXH0FcdAIc3WzReVBTFCvtnm3+m+H3sXbOTjx7FAVzKxMEtq+FOs2qSN9/+jAKW5fuw8M7z/AmKhadBjVBgzZ+Muv48O4jNi/ZhwvHriM+NhGuRR3RZXBTFC7urLL9/Fb2/3MSO9cdlbZn18FNUDyn9rz0AKtmf2rPxh1qom7zKjJ5zhy5ik2LQ/Dy+RvYOFihXe/6qPDZsbx56X5sXRYqU8bUwhhL9oyXyXPqQDiiX8VDS1sT7p6OaNunPjxKuihnx/OpqhWKYUifQJT1doedjTla95yBXaEX1F2t7873elwXJEIIbJI71/XKxbnutNy5roOCc912uXNdRblzXbOKQxWuu/OAQDTrVPO/79x3QNnnukM7T+P4vgt49ijj73Y3T0e06d0ARUp86lO3rz6I82HX8OLxK+joaqOotyva9Q2EvYu16naU/i/leuBZunRpSCQSSCQShVNq9fX1MWfOHKVWjnKWnJwMHR0ddVcjT/JjnXNr25oj2Lk+DIPGtoW9cyFsWX4Q4wYuwvzNI6FvqKewzO1rEZj+6xq07/UDKvl74czR6/jz59WYsngAinplnBQ+fkiGm4c9AgLLY+qoVVnWIYTAlBEroKmliZ//7AYDQz3sWB+GcQMXYc7G4dDT11Xpfn8Lpw+GY/Xf29F9aAt4+rjh4PZT+GPYYkxfOxJWtuZZ8r96EY1pw5aiZqOK6D+2A+5cfYTlM/6BiZkhKtYsBQBITkqGtb0lKtYqjTWztyvc7uI/NuPpw0j0G9se5lYmOLH/In7/aSGmrxsBi0JmKtxj1Tp1MBwrZ+1Az+HNM9pz22lMDlqCmetHZNueU4YuRUDjihg4vj3uXH2EpX8Gw8TcCJVq+gAA7l6LwKwxa9Dmxx9Qwc8L58KuY+avqzFx0QCZQaOTuy3GzO4tfa2hITvxxt6pELoPbQ4bB0skJ6Vgz8YwTPppMeZsGQ0TcyMVtcj3z9BAF9duPsGazWHYuDhI3dX5Ln3Px3VBknmuG/jvuW7r8oMYP3AR5uXyXFfR3wtnj17H9J9XY7Lcuc7Vwx61AstjmoJzHQAs3ztO5vWlU7cx7/fNqFzLR7k7qSaqONfduvQAVeqURVEvV2jramHXuiOYMmQR/lz76Tx26/ID1G1eFe7FnZGeloZNi/dl5Fk3okD8DfFfFNQpr+qS657x0aNHePDgAYQQOHfuHB49eiRdnj9/joSEBHTv3l2Vdf2/5+/vjwEDBiAoKAhWVlaoU6cObt68iQYNGsDIyAg2Njbo1KkT3rx5Iy3z7t07dO7cGUZGRrCzs8OMGTPytM2kpCSMGDECTk5O0NXVhYeHB5YtWwYgI9Ldo0cPuLm5QV9fH56envj7779lynft2hVNmzbFlClTYG9vj6JFiwIAzp07hzJlykBPTw/lypVDeHi4TLnY2Fh06NABhQoVgr6+Pjw8PL7rG1sJIbBr4zG06lYblWv6wKWwHX4a1w5JH5NxbH94tuV2bTyG0hWKomXXADi62qBl1wD4lPfAro3HpHl8qxRHhz71Ubmm4hPri6dvcOf6Y/QZ2QIeJZzh4GKN3iNa4OP7JBwPzX7b+cmeTWGoGVgRtRpXgoOrDboMbgZLazMc2HZSYf6D20/B0sYMXQY3g4OrDWo1rgT/hhWwZ8NRaZ7CxZ3RYUBjVKldBlraWX+DS05Kxrmwq2jfvxGKly4MW8dCaNnjB1jbWeDAtlOq2tVvYveGY6jVqAICGleCo6sNug5pCitrM4QGK96v0G2nYWVjhq5DmsLR1QYBjSuhZmAF7Fp/VJpnz6b/sXffUU1kbRjAn4CCSu8gIkUELBQVUXTtvaxrWXvv3bW72HXtq65t7b1XbIAKKvaKFRXFAggKKh1EavL9wRoMBAVNDOR7fufMOWZyZ/LOZczkznvn3ktwqmmHDn2bwNzKBB36NkFV14rwPnBJYl8qqirQNdAWL7kbk7+0qA4nNzuYmBvAwsYUff74DZ8+piLsxVuZ10Nx4nvhAeYsPYjjp28rOpQiqyif18pCJBLBa/8l/P7FtW5MAa51XvsvwdnNDp3+u9Z1+o5rHQDoGWhLLLcuPULVGhVgam4g0+NUFHlc60bN7oXmHevCys4c5pYmGDKlC0RCER4FPBeX8Vg+FA3auMHCxhSWFc0xbGo3RL+LQ8izCHkfMv2fKXDD09LSElZWVvD394eLiwssLS3Fi5mZGQDg0qVL39gL/agdO3agRIkSuHr1KhYtWoQGDRrAxcUFAQEBOH36NN69e4cuXbqIy0+aNAn+/v44evQofH19ceHCBdy5c6fAn9enTx/s378fq1atQlBQENavXw9NzewLqlAoRLly5XDw4EE8efIEM2fOxNSpU3Hw4EGJfZw7dw5BQUHw8/ODl5cXPn78iLZt28Le3h537tzB7NmzMXHiRIltZsyYgSdPnuDUqVMICgrCunXrYGho+AM1J1/v3sYiLiYJLrXsxOtKqpVA1WoV8DQwNN/tngWGSWwDANVq2+NpYFiBPzsjPVP8eZ+pqqqgRElVPHkQUuD9FFWZGZkIeRYBJzfJenJys0fwo1Cp2zx/FAYnN3uJdc617PHqaTgyM7MK9LlZmUIIs4RQU5NslKqpl8Szh8W3XjMzMvHqWQScc9WPUy17PMvnXH3+KAxOtSTLu9Syx6ugnPoMfhSW52/kXMsewbnO5ajwaAz9dQ5GdpyPFTN24d2bmK/GevbYdZTRLAXLimULeoj0f6g4ndfFWX7Xuirfca1zqW2PZ4W41uUWH5OEO1eD0LRdre/eR1Hys651aanpyMzMgqZ2mXxjSfn4CQC+Wub/BQcXkq1CT6fSuHFjREZGwthYst93fHw8GjVqhKysgv2oo+9ja2uLJUuWAABmzpyJ6tWrY8GCBeL3t27dCgsLCwQHB6Ns2bLYsmULdu7ciWbNmgHIbriWK1euQJ8VHByMgwcPws/PD02bNgUA2NjkPGdQsmRJzJkzR/za2toa165dw8GDByUavxoaGti8ebO4i+3GjRuRlZWFrVu3okyZMqhSpQoiIiIwfPhw8TavX79GtWrV4OrqCgCwsrIqTDX9dPExiQAAXX0tifU6+lr4EBX7le2SoCNlm7j/9lcQ5ayMYWSmh11rfTDiz9+hXloNJ/ZeRFxMEuKiC76foiox/iOEWcK89aSnhYSYJKnbxMcmQUcvb71mZQmRFP8Reoba3/zc0hqlULGqFTy3+6GspQl09bVw9exdvHjyGqbliu5NkG/JqU/JjIyOnibiY/Opz5hE6OhJ/rjR0deUqM/4mKQ857+uvpb4/wYAVKxSHiNndkdZCyPExybBc/tZTB+yGsv3ToKWjoa43J0rT7Bi5i6kp2ZA10AL01cOhbaucmaQSDaKw3mtDPK71ukW4FonbZvCXOty8/e5jdIa6hLPiRZnP+tat2+9N/SNdFDV1S7Pe0B2VnvXqhOwd7KGhY3Zdx4NkXSFbniKRCKpk6nGxMRAQ0O5vmCLos8NMQC4c+cO/P39xRnIL718+RKfPn1Ceno63N3dxev19fVhb2+fp7w09+/fh6qqKho0aJBvmfXr12Pz5s0ICwsTf56Li4tEGUdHR4nnOoOCguDs7IwyZXLupH0ZIwAMHz4cnTp1wt27d9G8eXO0b98edepIDvjwpbS0NKSlpUmsS0/LgJp6yYIcaqFdPH0H6xYdFr+evnxQ9j/y/N+Q/v/lS3nezef/WH5KlFDFlIV9sWb+QfRqNgMqqipwrlkR1d0dCryPYiFXnYi+Vbe53hKJpO7mq0bO6IH1C/djZPs5UFFVgbWdOeo0q4bQ4DcF30kRJa3uvlY1uctLrc/cdZ7rb1TNvZL43+VhBjtHS4z+fSEu+gSgbfec75kqNSrg7x0TkJjwEeeO38A/03dhweYxeX6QEeVWlM/r4uji6TtY/8W1blo+17pvfh8j798hv9+TBXXu5C3Ub1Fdbtd5hZHjte7EnvO45ncXM9aMzLfeti33xOuXbzF73ejCRE1UIAVueHbs2BFA9pd0v379oK6e87BxVlYWHj58+NWGAcnGl417oVCIX3/9FYsXL85TzszMDM+fP8+zvjBKly791fcPHjyIcePGYdmyZXB3d4eWlhb+/vtv3Lx5M9+YgeyLzbe0atUKYWFh8Pb2xtmzZ9GkSROMHDkSS5culVp+4cKFEtlXABgxpTtG/dnjm5/1PdzqVYHdFwNLZGRkd3eNj0mE/hd3GBNik/Pc5f2SroFWnrvxCXFf30Ya20oWWLF7Aj4mf0JmRhZ09DQxacBK2DoULLtdlGnrakBFVQUJue6MJ8YlQ1tfehZMV18LCbnqNTEuCaqqKtAsRAbCpJwhZv07Cqmf0vDpYxr0DLWxcsZOGJnpF/5AiojP9Rkfk/e8y69hp2ugnec8TYxLlqhPXQOtvPuMzX+fAFCqtDrKVzBFZPiHPOtNLdRhamEIu6qWGNN5Ic6fvIUOfZsU+Djp/0txOK+Lo8Jc675WJ7oGWoiTwbXusyf3XuFN2AdMmNfnu7YviuR9rfPa64/jO89i6orhsLSV/ujCtuWeuHPlMWb9OxIGxrrffzBKREVJu7wqSoGf8dTR0YGOjg5EIhG0tLTEr3V0dGBqaoohQ4Zg9+7d8oyVcqlevToeP34MKysr2NraSiwaGhqwtbVFyZIlcePGDfE2cXFxCA4OLtD+HR0dIRQKcfHiRanvX758GXXq1MGIESNQrVo12Nra4uXLl9/cb+XKlfHgwQN8+vRJvO7LGD8zMjJCv379sHv3bqxYsQIbN27Md58eHh5ISEiQWIaM61yAo/w+pTVKwczCULxYWJtAz0AL92/l1G1GRiYe3XsJB0erfPdj72iJ+zcl/x73bwbDwfH7po7Q0CwNHT1NvH39AS+DwuFWv+p37acoKVGyBKzty+Hhbcl6CrwdDLuqVlK3qVjVEoG5yj+8FQwbBwuUKKFa6BhKlVaHnqE2khNT8PDWU7jWK771WqJkCdhIqc+Ht4Jhn8+5WrGqJR7ekiz/4NYz2FTKqU+7fOrc7ivnckZ6Jt6Evoeewde7PotEIvEPXiJpiuN5XRzkd617kOta97gA17oHUq519t95rTt78iYqOJSDtZ3yPPstz2vdyT3n4bndD38uG4IKlSzy7EckEmHbsiO4ffEhpq8aDuOyyjFYExU9Bc54fh5R1MrKChMnTpTarfbDh+J/d684GTlyJDZt2oTu3btj0qRJMDQ0xIsXL7B//35s2rQJmpqaGDhwICZNmgQDAwOYmJhg2rRpBR7m3crKCn379sWAAQOwatUqODs7IywsDO/fv0eXLl1ga2uLnTt34syZM7C2tsauXbtw+/ZtWFtbf3W/PXr0wLRp0zBw4EBMnz4doaGheTKZM2fORI0aNVClShWkpaXBy8sLlSpVymePgLq6ukQWHgDUhD+v+41AIMCv3erj8PZzKGthBDMLQxzefg7qpdRQv0U1cbkVs/fCwEgHvUe2AQD82rUepg5bC8+d5+FWvwpuXXqMB7eCsXDjKPE2n1LSEBmRM1Lx+7exeBX8BlraZWD03/DqV889gLauBoxM9RD2IhKb/zkGt/pVUa12wbpVF3VtujbAv3/thY2DBeyqWuHc8euIfheHpv/NVbZvnRfiohMxYkZ2hrtp+zrwPXIVu1YdR+N2tRH8KBT+XjcxenYv8T4zMzIREfLuv39nIe5DAkKD36BUGTWYlsue//TBzacQiUQoW94YURHR2PvvSZiVN0aDNm4/uQZkq233+lg9Zx9sHMrBztEKZ4/dQPS7ODTrkN3lfe9ab8R+SMCoWdn12byDO84cvoodK4+jyW+1ERwYivMnb+GPuTn12bpLPcwasRbHdp1HzXpVcPvyYwTeDsbcDTnn8s5VJ+D6SxUYmuoiIS4ZR7adxaePqWjQOvsRgtRPafDcfg6u9apAz0ALSYkp8D1yFbEfEuDe2Pkn1lDRo1FGHRWscuZJtLIwglNlS8TFJyP8rXIOZFNYRfW8ViYCgQBt/7vWmf13rTsi5Vq3cvZe6H9xrWvbtR6m5brWPbwVjAW5rnVRX1zr3r2NRUjwG2h+ca0DgJTkVFw79xD9/vj1JxzxzyWPa92JPedxaNMpjJrVC0Zm+uLndEuVVkepMtm/m7YuO4JrfncxYdEAlC6jLi5TRrMU1NSVcwq8gmLGU7YK/YznrFmScyiJRCKcOnUKW7ZsgZeXV57n7Eh+ypYti6tXr2LKlClo0aIF0tLSYGlpiZYtW4obl3///TeSk5PRrl07aGlpYcKECUhISCjwZ6xbtw5Tp07FiBEjEBMTg/Lly2Pq1KkAgGHDhuH+/fvo2rUrBAIBunfvjhEjRuDUqVNf3aempiZOnjyJYcOGoVq1aqhcuTIWL16MTp06icuoqanBw8MDoaGhKF26NOrVq4f9+/d/Ry39PB16N0JaWgY2LDmC5KRPsKtSHrNXDZGY1+zDu3gIvvgWc3CyxsS/emHPhlPYu+E0TMsZYOL83uJ5zQDgRVA4ZoxYJ369dcUJAECjNq74Y2Z3AEBcdCK2rjiOhNhk6Blqo2GrGugysJm8D/mncW9aDUmJKfDc5ov4mERY2JhhytLBMDLN7vIaH5OE6Hdx4vLGZQ0weekg7Fp1HL6eV6BnqIO+YzuI5zUDsuvMo3/O9EJe+y7Aa98FVKpWATPXjASQ/QNn/3pvxH6Ih6Z2Gbg1cELXoa2/K2talNRpWg1JCSk4stUPcf/Vp8eyQeIuxHExiYh+Fy8ub1zWAB7LBmHHyuM4c+Qq9Ax10H9ce/FchwBg72SNsXN7Yf+GUziw8TRMzQ0wdl5vibkOYz8kYOWs3UiM/whtXQ1UrGqJ+ZvHiD9XRUUFb8PeY5nPbSQlfISWjgYqVLLAnHUjYfGNyemVXXUnG/genCl+vWRWdhfDXYcuYsiE9YoKq0gpque1sunQuxHS0zKw8b9rXcUq5TGrANe6CX/1wt4Np7Bvw2mYlDPAhFzXupe5rnXbvrjWjfnvWgcAV/zuQSQSoV7znIauspDHtc7P8yoyM7KwYrrk3KidBjTH7wNbAgDO/jdF2F+j1kqUGTa1W7G/0UpFi0BUkAfupHj16hW2bt2KHTt2IDk5GW3atEGnTp3QoUMHWcdI9F2C4r0UHYLS+5TJW4HypqryXV/RVEC1XfYoOgSld+N+T0WHoNRKFvihKfpeqbzWyVV1wzaKDiFfLc5cUdhnn2nxi8I+W14KlfFMTU3F4cOHsXnzZty4cQPNmjVDZGQk7t+/j6pVi+8zT0RERERERCQ/Bb5PNmLECJQtWxb//vsvOnfujDdv3uDkyZMQCAQFfmaQipbLly9DU1Mz34WIiIiIiEgWCpzx3LhxI6ZMmYI///wTWlqcS00ZuLq64v79+4oOg4iIiIioyOHgQrJV4Ibnzp07sW3bNpiZmaFNmzbo3bs3WrZsKc/YSM5Kly4NW1tbRYdBRERERERKrsB9ZHv06AE/Pz88evQIDg4OGDlyJMzMzCAUCvHkyRN5xkhERERERPRTqShwUUaFPi4rKyvMmTMHoaGh2LVrFzp16oRevXqhXLlyGDNmjDxiJCIiIiIiomKs0PN4fiYQCNCyZUu0bNkSsbGx4q64RERERERERF+SSSZXX18fY8eOxYMHD2SxOyIiIiIiIoVSEYgUtigjZe1CTEREREREREXEd3e1JSIiIiIiUlacTkW2mPEkIiIiIiIiuSpUwzMzMxNz5sxBeHi4vOIhIiIiIiJSOE6nIluFOq4SJUrg77//RlZWlrziISIiIiIiIiVT6AZ106ZNceHCBTmEQkRERERERMqo0IMLtWrVCh4eHnj06BFq1KgBDQ0NiffbtWsns+CIiIiIiIgUgYMLyVahG57Dhw8HACxfvjzPewKBgN1wiYiIiIiISEKhG55CoVAecRARERERERUZAoFI0SEolR8aNCk1NVVWcRAREREREZGSKnTDMysrC3/99RfMzc2hqamJV69eAQBmzJiBLVu2yDxAIiIiIiIiKt4K3fCcP38+tm/fjiVLlkBNTU283tHREZs3b5ZpcERERERERIqgIlDcoowK3fDcuXMnNm7ciJ49e0JVVVW83snJCU+fPpVpcERERERERFT8FXpwoTdv3sDW1jbPeqFQiIyMDJkERUREREREpEg/NBgO5VHo+qxSpQouX76cZ/2hQ4dQrVo1mQRFREREREREyqPQGc9Zs2ahd+/eePPmDYRCITw9PfHs2TPs3LkTXl5e8oiRiIiIiIjop1LhdCoyVeiM56+//ooDBw7Ax8cHAoEAM2fORFBQEE6ePIlmzZrJI0YiIiIiIiIqxgqd8QSAFi1aoEWLFrKOhYiIiIiIiJRQoTOe/fr1w6VLl+QRCxERERERUZHA6VRkq9ANz6SkJDRv3hwVK1bEggUL8ObNG3nERUREREREREqi0A3PI0eO4M2bNxg1ahQOHToEKysrtGrVCocPH+Z0KkREREREpBRUFLgoo+86LgMDA/zxxx+4d+8ebt26BVtbW/Tu3Rtly5bFuHHj8Pz5c1nHSURERERERMXUDzWoIyMj4evrC19fX6iqqqJ169Z4/PgxKleujH/++UdWMRIREREREVExVuhRbTMyMnDixAls27YNvr6+cHJywrhx49CzZ09oaWkBAPbv34/hw4dj3LhxMg+YiIiIiIhI3pR1kB9FKXTD08zMDEKhEN27d8etW7fg4uKSp0yLFi2gq6srg/CIiIiIiIiouCt0w/Off/5B586dUapUqXzL6OnpISQk5IcCIyIiIiIiUhQVgUjRISiVQjc8e/fuLY84iIiIiIiISEkVuuEJALdv38ahQ4fw+vVrpKenS7zn6ekpk8CIiIiIiIhIORR6VNv9+/ejbt26ePLkCY4ePYqMjAw8efIE58+fh46OjjxiJCIiIiIi+qlUBIpblFGhG54LFizAP//8Ay8vL6ipqWHlypUICgpCly5dUL58eXnESERERERERMVYoRueL1++RJs2bQAA6urq+PjxIwQCAcaNG4eNGzfKPEAiIiIiIqKfTUWBizIq9DOe+vr6SEpKAgCYm5vj0aNHcHR0RHx8PFJSUmQeINH3KlOCI5HJm1ZJ1rG8vf+krJefouHG/Z6KDkHp1XbZo+gQlFp8yHhFh6D01FX5KBmRLBS64VmvXj34+fnB0dERXbp0wR9//IHz58/Dz88PTZo0kUeMREREREREPxWnU5GtQjc816xZg9TUVACAh4cHSpYsiStXrqBjx46YMWOGzAMkIiIiIiKi4u27utp+pqKigsmTJ2Py5MkyDYqIiIiIiIiUR4EanomJiQXeoba29ncHQ0REREREVBQo67QmilKghqeuri4Egq/XvEgkgkAgQFZWlkwCIyIiIiIiIuVQoIanv7+/vOMgIiIiIiIqMpjxlK0CNTwbNGgg7ziIiIiIiIhISRV4griUlBSMHDkS5ubmMDY2Ro8ePRAdHS3P2IiIiIiIiEgJFLjhOWvWLGzfvh1t2rRBt27d4Ofnh+HDh8szNiIiIiIiIoVQUeCijAo8nYqnpye2bNmCbt26AQB69eqFunXrIisrC6qqqnILkIiIiIiIiIq3Ajc8w8PDUa9ePfFrNzc3lChRAm/fvoWFhYVcgiMiIiIiIlIEFYFI0SEolQJncrOysqCmpiaxrkSJEsjMzJR5UERERERERKQ8CpzxFIlE6NevH9TV1cXrUlNTMWzYMGhoaIjXeXp6yjZCIiIiIiKin4zTqchWgRueffv2zbOuV69eMg2GiIiIiIiIlE+BG57btm2TZxxERERERESkpArc8CQiIiIiIvp/oazTmigK65OIiIiIiIjkihlPIiIiIiKiXDi4kGwx40lERERERERyxYYnERERERERyRW72hIREREREeUiEIgUHYJSYcaTiIiIiIiI5IoZTyIiIiIiolw4uJBsMeNJREREREREcsWMJxERERERUS7M0MkW65OIiIiIiIjkig1PIiIiIiIikit2tSUiIiIiIspFhdOpyBQznkRERERERCRXbHgSERERERHloiJQ3PI91q5dC2tra5QqVQo1atTA5cuX8y3r6emJZs2awcjICNra2nB3d8eZM2e+s6YKhg1PIiIiIiKiYuzAgQMYO3Yspk2bhnv37qFevXpo1aoVXr9+LbX8pUuX0KxZM/j4+ODOnTto1KgRfv31V9y7d09uMQpEIhE7L5NSCks+qegQlJ4qJ1aWu/efeH9QnlRVeAmUt9ouexQdglKLDxmv6BCUnrqqjqJDUHJ2ig4gX7PunlXYZ0+tUg9paWkS69TV1aGuri61fK1atVC9enWsW7dOvK5SpUpo3749Fi5cWKDPrFKlCrp27YqZM2d+f+BfwV80REREREREuSiyq+3ChQuho6MjseTXgExPT8edO3fQvHlzifXNmzfHtWvXCnSsQqEQSUlJ0NfX/+F6yw9HtSUiIiIiIipCPDw8MH68ZI+G/LKd0dHRyMrKgomJicR6ExMTREVFFejzli1bho8fP6JLly7fF3ABsOFJRERERESUi6oCP/tr3WrzIxBIPgMlEonyrJNm3759mD17No4fPw5jY+NCfWZhsOFJRERERERUTBkaGkJVVTVPdvP9+/d5sqC5HThwAAMHDsShQ4fQtGlTeYbJZzxlqWHDhhg7dux3bz979my4uLj81M+UVRxERERERMpERSBS2FIYampqqFGjBvz8/CTW+/n5oU6dOvlut2/fPvTr1w979+5FmzZtvquOCoMZzyJk4sSJGD16tMz3KxAIcPToUbRv316hcSg7kUiEXRt94eN5E8lJKXCoWh6jpnSEVQXTr253+dxD7Fh3GpERMTArZ4B+I1rhl8aOEmWi3ydg8ypv3L72FOmpGTC3NML4mV1gV6kcAODK+UB4H7mO50ERSExIwbq941DB3lxux6ooIpEIOzf4wtvzJpKSUlCpanmM+fPbdXzp3ENsW5tTxwNHStZxjzbz8S4yLs927TrXwR8eHQEAi2fth+/JAIn3K1UtjzU7x8jgyIoGX8+r8Nrrj/iYRJSzNkWfMe3h4GKTb/kn915g9+oTiAiJgp6hNtr2aIxmHXIucOdOXMflUwGICMm+A2ttXw5dh7aGbWVLcZmg+y/htdcfr55GID4mEeMX9kfN+o55PksZnDlyFSf2XBDXb7+xv6HS1+r37kvsWJVTv+16NkLzjpI/IG74P8SBjafx7k00TMwN0X1oK7g1zKm/g5vP4PAWX4ltdPS1sMl7tkyPrbir6+aAccPaorqjDcxM9NBl0DKc9A349oYEkUiEdf964sghfyQmfoSjUwVMnd4PthXL5bvN4UP+OHn8Ml68iAAAVK5sjTFju8DRqYK4TEDAU2zf6o2gxyH48CEeK1aNReOmrnI/nqJIJBJhzZp9OHDgDBITk+HsbIeZM4ehYkXLfLc5ePAMjh07j+fPwwAAVarYYvz4PnByyhlBNjMzC6tX78XJkxcQHR0PIyM9dOjQBCNGdIWKCnNTxc348ePRu3dvuLq6wt3dHRs3bsTr168xbNgwANnPjL558wY7d+4EkN3o7NOnD1auXInatWuLs6WlS5eGjo58RnLmWVWEaGpqwsDAQNFhFJk4ipuDO/zhuecSRk3pgNU7/4CegTb+HLERKR9T893mycNQzPfYjSata2Ddvglo0roG5v+5C0GBYeIySYkpGDdgDUqUUMH8VYOw6fAkDB33KzQ1S4nLpH5KRxVnKwwcLf+7VYq0f4c/Du+5hNFTOmDtruw6njz863X8+EEo/vpzN5q1qYGN+yegWZsamJurjtfu/gOHfGeKlyXrhgAAGjRzkthXzTr2EuUWrB4knwNVgOtn72HnymNo36cpFm6bAHsnayyauBHRUXkb5ADw/m0MlkzcDHsnayzcNgG/9W6KHSuO4qb/A3GZoLsvUadZdUxfNQJzNoyBgYkeFo7bgNgP8eIyaZ/SUd62LPqP7yjvQ1Soa2fvYfuK4+jYrwkW7xiPSs7WWDB+01frd+GEzajkbI3FO8ajQ98m2PbPMdzwfyguExwYihUzdqF+yxr4e+cE1G9ZA/9M34nnj8Mk9mVhY4qNXrPEy7LdE+V6rMWRRhl1BD55jXEztik6lGJn2xYv7NpxCh7T+2LvwbkwNNTF0EGL8PHjp3y3CbgVhFZt3LFl2zTs3jsbZmYGGDZ4Md69ixWX+ZSSBnv78vCY3vdnHEaRtmnTEWzbdgwzZw7F4cPLYWioh/79ZyI5OSXfbW7eDESbNvWxc+cC7N//N8zMjDBgwEy8exfzxX4PY//+U5g5cxh8fNZi0qT+2LLlKHbt8voZh0Uy1rVrV6xYsQJz586Fi4sLLl26BB8fH1haZt+giIyMlJjTc8OGDcjMzMTIkSNhZmYmXv744w+5xciGp4wJhUJMnjwZ+vr6MDU1xezZs8XvJSQkYMiQITA2Noa2tjYaN26MBw9yfqTl7uKamZmJMWPGQFdXFwYGBpgyZQr69u2bJ3P5tc+0srICAHTo0AECgUD8+mtyx9GvXz+0b98eS5cuhZmZGQwMDDBy5EhkZGQUqE7S0tIwefJkWFhYQF1dHRUrVsSWLVsAABcuXIBAIMCZM2dQrVo1lC5dGo0bN8b79+9x6tQpVKpUCdra2ujevTtSUvL/glU0kUiEo3svo/uAJvilsSOsbc0waU43pKWm4/zp/CfiPbr3MqrXqojuA5qgvLUxug9ogmpuFXF032VxmYPb/WFkoouJs7vBoWp5mJbVRzW3iihrYSgu07RNDfQa0hzValWU63Eqkkgkgufey+gxsAnqNcmu4ylzuyE1NR3nTuVfx557L6NGrYro8V8d9xjQBNVrVsSRvTl1rKunCX1DbfFy41IQypYzgHONChL7KqlWQqKctk4ZuR3vz+Z94CIata2Fxu1qw9zKBH3HdoCBsS78jl6VWv7ssWswMNFF37EdYG5lgsbtaqNhGzd477sgLjNqdi8071gXVnbmMLc0wZApXSASivAo4Lm4jIt7JXQd0hpuDZ2kfIry8Np3CY1/dUOTdrVRzsoE/ca1h6GxLnw9pQ9z73v0OgxNdNFvXHuUszJBk3a10aitG07uvSAu433gEpxq2qFD3yYwtzJBh75NUNW1IrwPXJLYl4qqCnQNtMWLtp6mPA+1WPK98ABzlh7E8dO3FR1KsSISibB752kMHvobmjariYoVLTBv4VCkpqbDxyv/KRwW/T0C3bo3g0MlS1jblMWsuYMgFApx88ZjcZl69Z0x+o/OaNqs5s84lCJLJBJh584TGDasC5o3rwM7O0ssXjwOqalp8PK6mO92y5ZNRM+ebVCpkg0qVLDAvHmjIBQKcf16zu/O+/efokmT2mjYsCbKlTNBy5Z18csvLnj06Hm++/1/o8jpVL7HiBEjEBoairS0NNy5cwf169cXv7d9+3ZcuHBB/PrChQsQiUR5lu3bt/9YpX0FG54ytmPHDmhoaODmzZtYsmQJ5s6dCz8/P4hEIrRp0wZRUVHw8fHBnTt3UL16dTRp0gSxsbFS97V48WLs2bMH27Ztw9WrV5GYmIhjx44V+DMB4Pbt7Ivotm3bEBkZKX5dWP7+/nj58iX8/f2xY8cObN++vcAnZp8+fbB//36sWrUKQUFBWL9+PTQ1JX/4zJ49G2vWrMG1a9cQHh6OLl26YMWKFdi7dy+8vb3h5+eH1atXf1fsP0PUm1jExiShRm178To1tRJwqlEBTx6E5rvdk4dhEtsAQA13e4ltrl96jIqVy+GvyTvRueksDO+xHD6eN2R9CEVe5JtYxEYnwTVXHTvXqIDHD0Pz3e5JYJjENgDg6m6Px/n8XTIyMnH21B20/M0tz0hwDwJeolOTWejTfhGW/XUIcbFJ3308RUlmRiZCnkXAyU1yEm8nN3sEPwqVus3zR2FwcpOsV+da9nj1NByZmVlSt0lLTUdmZhY0tZWnwV4QmRmZePUsAs656suplj2eBYZK3eb5ozA41ZIs71LLHq+Ccuo3+FFYnr+Zcy17BH+RzQeAqPBoDP11DkZ2nI8VM3bh3ZsYEMnCm4gPiI5OgHudnO7damolUcPVAffvF7zxkpqahszMLOjo8KZIbhER7/DhQxx++aWaeJ2aWknUrFkV9+49LfB+Pn3KW8c1alTGjRsPEBLyBgDw9GkI7twJQoMG/59dmkn++IynjDk5OWHWrFkAgIoVK2LNmjU4d+4cVFVVERgYiPfv34uHRl66dCmOHTuGw4cPY8iQIXn2tXr1anh4eKBDhw4AgDVr1sDHx6fAn9msWTMYGRkBAHR1dWFq+vXn4L5GT08Pa9asgaqqKhwcHNCmTRucO3cOgwcP/up2wcHBOHjwIPz8/MQjZdnY5H2mad68eahbty4AYODAgfDw8MDLly/FZX///Xf4+/tjypQp330M8hQbk90A0TOQvGjq6mvivZRnBz+Li0mCnr7kNnr6moiLyWnQRL6Jhdfh6+jUsz66D2iCp49fY+3SYyipVgLN2v7/XBzi8qljPX1Nqc9nfhYbnZR3GwPJOv7SVf9HSE5KRYt2knXrVscBDZo6wcRMD5FvYrF93RlMHLoe6/aMg5pa8f4qTYz/CGGWEDr6WhLrdfS0kJBPPcXHJkFHL1d5fS1kZQmRFP8ReobaebbZt94b+kY6qOpql+c9ZZZTv5LnoY6eJuLzuXkRH5MIHT3JhqeOvqZE/cbHJEE3199MV18L8TGJ4tcVq5THyJndUdbCCPGxSfDcfhbTh6zG8r2ToKWjIaMjpP9X0dHxAAADQ8nnwQwMdRD5NrrA+1mx/ACMjfVQ272KLMNTCh8+ZF/fDAx0JdYbGuri7dv3Bd7PsmU7YGJigDp1XMTrBg/+HUlJKWjVajhUVVWQlSXEuHG90bZtA1mErhS+N/NI0hXvX0tFkJOTZHcxMzMzvH//Hnfu3EFycnKeZyc/ffqEly9f5tlPQkIC3r17Bzc3N/E6VVVV1KhRA0KhsECfKUtVqlSBqmrObEZmZmYIDAz85nb379+HqqoqGjT4+pfYl8dgYmKCMmXKSDRQTUxMcOvWrXy3T0tLQ1pamuS6jAyoq5f8Zozf45zPXaxccFj8et7Kgf/9K9c3lCjvnEq55Z1zCcAX60RCEewql8OAUa0BALYO5gh7+Q5eh68rdcPzrM9d/DM/p44XrMquY0GuOs6urh+r4y+dOnYLbnXsYWgk+UOqUQsX8b+tbc1gX9kCPdrMx83LQajXREkGw8ldT/jG/F+5T3eR1N0AAE7sOY9rfncxY81IqMnp/2VRJ60uv3bmSj1vkat+83zlSP7NqrlXEv+7PMxg52iJ0b8vxEWfALTtzh+XVDjeJ69i7uyt4tf/rs9+Xjj3qS0Sib5+cn9h6xYvnPK+jq07pkFdXU1WoRZbJ05cwKxZ/4pfb9gwE4D0+RkLWsmbNh2Bt/cl7Ny5QKKOfXwu48SJC1i2bCJsbcsjKOgVFi7cDGNjfXTo0OTHD4YoFzY8ZaxkSckfVAKBAEKhEEKhEGZmZhJ9qz/T1dXNd3/Sv2gK9pmy9L2fUbp06ULvXyAQFPrzFi5ciDlz5kis+8OjG8ZN7VGgzy8s9waV4eA4Xvw6Iz0TQHZWzsAoJ9MTH5cMXf38uw7pGWiJs6VfbvNlFlTfUAvlrSXnYCpvbYwr5x9CmdVpUBmVqn5RxxnZdRybu45jk6FrkH8d6xtqITY6Vx3HJufJNAPAu7exuHvrOWYv/fZgFgZG2jAx00NE+Idvli3qtHU1oKKqgoQvMmUAkBiXDO18zl9dfS0k5MrWJcYlQVVVBZq5Mmlee/1xfOdZTF0xHJa2ZWUbfDHwuX7jc/1fT4hLzpNl/kzXQDtPNjQxLlmifnUNtPLuMzb/fQJAqdLqKF/BFJFKcN7Sz9ewcXWJkWfT/7v2RX9IgJGRnnh9bEwiDAy+PSrm9q3e2LLxBDZu+RN29uVlH3Ax1LixG5ydc3qFpKdnj6cRHR0HY2N98fqYmAQYGup+c39btnhiw4ZD2LbtLzg4WEu8t2TJNgwZ8jvatMl+DtDe3gpv337Ahg2H2PAkueAznj9J9erVERUVhRIlSsDW1lZiMTQ0zFNeR0cnT5YvKysL9+7lP4hKfkqWLImsLOnPXMmbo6MjhEIhLl7M/wF4WfDw8EBCQoLEMmJCZ7l9XhmNUjC3MBQvljYm0DfQwt2bweIyGRmZeHjnJSo7W+W7n8pOlhLbAMCdG88ktqnibI2IMMkfiRGvP8DETA/KrIxGKZiXNxQvljYm0DfUwp0bknX84M5LVHGyync/lR0tcSdXHQfceIYqUv4up0/chq6+Jmr/UinPe7klxH/E+3fxMJDSpbS4KVGyBKzty+Hhbcl6CrwdDLuqVlK3qVjVEoG5yj+8FQwbBwuUKJHTO+LknvPw3O6HP5cNQYVKFjKPvTgoUbIEbKTU78NbwbB3tJK6TcWqlnh4S7L8g1vPYFMpp37t8vkb2DnmP8VCRnom3oS+h55B8T9v6efT0CiN8pam4qWCrTkMDXVw/fojcZmM9EzcCXgKF5evD3a3bYsXNq4/hrUbJ6NK1fynFfp/o6lZBpaWZcWLrW15GBnp4erV++Iy6ekZuH37EapVc/jqvjZv9sTatQewefNsODrm/XukpqblSXCoqqpITXL8v1IVKG5RRmx4/iRNmzaFu7s72rdvjzNnziA0NBTXrl3D9OnTERAgfa6w0aNHY+HChTh+/DiePXuGP/74A3Fxcd/sVpiblZUVzp07h6ioKMTF5f8snDxYWVmhb9++GDBgAI4dO4aQkBBcuHABBw8elOnnqKurQ1tbW2KRVzdbaQQCATr0qId9W8/hyvlAhLyIxNJZB6BeSg2NW+YMCLBk5j5sWZ3znG777vVw50YwDmw/j9ch73Fg+3ncu/kcHbrXE5fp2LMeggLDsG/rObwJj8b5U3fh43kDv3auKy6TmJCCl8/e4PWrdwCA8LAPePnsDWKjJTNYxZlAIEDHHvWw94s6XjLrAEqVUkOTVjl1vGjGPmz+oo479qiHgBvB2PdfHe/bfh53bz1Hpx71JPYvFApx+sRtNG/rCtUvGk5A9rD+6/85iccPQhH1Nhb3A15g+tit0NHVwC+Nqsr3wH+SNl0bwP/kTfh73cSb0HfYufIYot/Foel/83LuW+eFtX/tFZdv2r4OoqPisGvVcbwJfQd/r+xt23RvKC5zYs95HNx0CkM9usLITB/xMYmIj0lEakpOt/jUlDSEBr9BaHD24BYf3sYiNPhNvtOMFFdtu9fHuRM3cf7kTUSEvsP2FccR/S4OzTq4AwD2rvXGmjk59du8gzuio+KwY+VxRIS+w/mTN3H+5C382qOhuEzrLvXw4FYwju06jzeh73Bs13kE3g5Gm645oxjuXHUCT+6+xPu3MXj+OAzLpu7Ap4+paNBaebvpfw+NMupwqmwJp//mmLWyMIJTZUtYlOXUYl8jEAjQq09LbNl4AufO3sbz5+GYPm0DSpVSQ+u2OXPOTv1zPVYuPyB+vXWLF9asOow58wbDvKwhoj/EI/pDvMTUWCkfU/E0KAxPg7IHy3rz5gOeBoUV6tlRZSAQCNCnTzts2HAIfn7XERwcBg+PFShVSl3iWczJk5dj2bId4tebNh3BihW7sGDBGJibm+DDhzh8+BAnMc1No0Y1sX79QVy4cBsREe/g53cd27YdQ9Om7j/1GOn/B7va/iQCgQA+Pj6YNm0aBgwYgA8fPsDU1BT169eHiYmJ1G2mTJmCqKgo9OnTB6qqqhgyZAhatGgh8axlQSxbtgzjx4/Hpk2bYG5ujtDQUBkcUcGtW7cOU6dOxYgRIxATE4Py5ctj6tSpPzWGn6FL30ZIS8vAmkWeSEr6BIeq5bHw38Eoo5Ez3+b7KMkbB1WcrTB1QU9sX3saO9adgVk5A0xb1BuVvshY2Fcpj1lL+2HrGh/s3uQH07L6GD7hNzRpXV1c5sbFx1g6J+eivsBjNwCg15Bm6DO0hTwP+6fq1rcR0lMzsHKRJ5ISP6FS1fJYvFZKHatI1vH0hT2xbe1pbF97BmXLGWDGQsk6BoC7N5/jfVQ8Wv7mhtxUVFQQ8jwSfl4BSE5Khb6hFlxq2mLGot4Sn12cuTethqTEFHhu80V8TCIsbMwwZelgGJlmd+2Kj0lC9LucxqBxWQNMXjoIu1Ydh6/nFegZ6qDv2A6o1chZXMbP8yoyM7KwYvoOic/qNKA5fh/YEgDw6mk4/hq9VvzertXHAQD1W9XE8Ond5Xa8P1udptWQlJCCI1v9EPdf/XosGwQjs+z6jYtJRPS7eHF547IG8Fg2CDtWHseZI1ehZ6iD/uPao3ajnOfh7Z2sMXZuL+zfcAoHNp6GqbkBxs7rjYpVcs7t2A8JWDlrNxLjP0JbVwMVq1pi/uYx4s+lbNWdbOB7cKb49ZJZfQAAuw5dxJAJ6xUVVrHQf2BbpKamY/7c7UhMTIGjUwWs3zwFGho5j9pERUZD5Yvv5YP7ziIjIxMTxq6S2NewER0wYlQnAMDjx68wsN8C8Xt/L94DAGjXvh7mLRgqz0MqcgYP7oS0tHTMmbMOCQnJcHa2w9atc6GpmTNCeGTkB4k63rfPBxkZmRgzZpHEvkaN6o7Ro7MfQ5o+fShWrtyDOXPWISYmAcbG+ujatSVGjuz2cw6sGODgQrIlEDGfXmwIhUJUqlQJXbp0wV9//aXocIq8sOSTig5B6SlrV5Ci5P0ndkyRJ1UVXgLlrbbLHkWHoNTiQ8Z/uxD9EHXVbz+vSj+i6I50/s8jP4V99riqzRT22fLCjGcRFhYWBl9fXzRo0ABpaWlYs2YNQkJC0KOHfAbMISIiIiKibCoC3pyUJd5KL8JUVFSwfft21KxZE3Xr1kVgYCDOnj2LSpW+PfDJ11SpUgWamppSlz17Cndn+vLly/nuS1OTE0ETEREREREznkWahYUFrl69KvP9+vj4ICMjQ+p7+T1vmh9XV1fcv39fBlEREREREZGyYsPz/5ClZf5D7RdW6dKlYWtrK7P9EREREREVBRxcSLbY1ZaIiIiIiIjkihlPIiIiIiKiXAo3gSF9CzOeREREREREJFdseBIREREREZFcsastERERERFRLhxcSLaY8SQiIiIiIiK5YsaTiIiIiIgoFxWBSNEhKBVmPImIiIiIiEiumPEkIiIiIiLKRZXPeMoUM55EREREREQkV2x4EhERERERkVyxqy0REREREVEunE5FtpjxJCIiIiIiIrlixpOIiIiIiCgXZjxlixlPIiIiIiIikis2PImIiIiIiEiu2NWWiIiIiIgoF3a1lS1mPImIiIiIiEiumPEkIiIiIiLKRVUgUnQISoUZTyIiIiIiIpIrNjyJiIiIiIhIrtjVloiIiIiIKBdm6GSL9UlERERERERyxYwnERERERFRLpxORbaY8SQiIiIiIiK5YsaTiIiIiIgoF2Y8ZYsZTyIiIiIiIpIrNjyJiIiIiIhIrtjVloiIiIiIKBdVgUjRISgVZjyJiIiIiIhIrpjxJCIiIiIiyoWDC8kWM55EREREREQkV2x4EhERERERkVyxqy0REREREVEu7GorW8x4EhERERERkVwx40lKKz6dt6nkLTJFVdEhKD1b7UxFh6DU0oX8npC3+JDxig5BqelaL1d0CEpvrOcgRYeg1Ba62ik6hHwx4ylbzHgSERERERGRXDHjSURERERElIsqM54yxYwnERERERERyRUbnkRERERERCRX7GpLRERERESUi4pApOgQlAoznkRERERERCRXzHgSERERERHlwgydbLE+iYiIiIiISK7Y8CQiIiIiIiK5YldbIiIiIiKiXFQ4j6dMMeNJREREREREcsWMJxERERERUS6qzHjKFDOeREREREREJFfMeBIREREREeWiIhApOgSlwownERERERERyRUbnkRERERERCRX7GpLRERERESUC6dTkS1mPImIiIiIiEiumPEkIiIiIiLKhRlP2WLGk4iIiIiIiOSKDU8iIiIiIiKSK3a1JSIiIiIiyoUZOtlifRIREREREZFcMeNJRERERESUi4CDC8kUM55EREREREQkV8x4EhERERER5cKEp2wx40lERERERERyxYYnERERERERyRW72hIREREREeXCwYVkixlPIiIiIiIikitmPImIiIiIiHJhhk62WJ9EREREREQkV2x4EhERERERkVyxqy0REREREVEuAoFI0SEoFWY8iYiIiIiISK6Y8SQiIiIiIsqFs6nI1v9NxtPKygorVqxQdBiFsn37dujq6v60z7tw4QIEAgHi4+N/2mcSEREREZHyY8azgBo2bAgXF5di13gtjDp16iAyMhI6OjqKDqXIO3PkKk7suYD4mESUszZFv7G/oZKLTb7ln9x9iR2rTiAiJAp6htpo17MRmnesI1Hmhv9DHNh4Gu/eRMPE3BDdh7aCW0NH8ftHd5zDrYuBeBP2HmrqJWHnaIleI9qirKUxACAzMwv7N5zCvWtBeP82FmU0S8HRtSJ6jGgDfaPi/ze9fPwKzh88j8SYRJhamaLjiA6o4FQh3/IvHrzA0XXHEBUaBR1DHTTu2hi//FpX/P7q8avx4sHLPNtVrlUZQxcMAQBkZWXh9I7TCDh3B0mxSdA20IZb85po3qs5VFSU776dSCTC3k2+OH30JpKTUmBfpTyGT+4IywqmX93u6vmH2LX+NCIjYmBWzgB9hrdCnUY556734WvwOXId7yJjAQCWNqboPrApXOtWEpf5lJKG7Wu8cf3iYyQlfISxmT7adf0FbX6vk+fzijORSIQDm33he+wGPialoGIVSwyZ1BHlbb5ex9fPP8TeDacR9SYapuaG6Dm8FWp/8f3w+N5LHNt9AS+fRiAuOhF/LumHWg0cJfbRodYEqfvuM6otOvRu9OMHV0SJRCKs+9cTRw75IzHxIxydKmDq9H6wrVgu320OH/LHyeOX8eJFBACgcmVrjBnbBY5ffOcEBDzF9q3eCHocgg8f4rFi1Vg0buoq9+Mpruq6OWDcsLao7mgDMxM9dBm0DCd9AxQdVpH30u8innufRWp8ArTNzeDUuzMMHWylln1z+x5Czl5GfFgEhBmZ0C5nhkqd2sDEqbK4TMj5K3h95SYSw98CAHSty6NK19+gX8HqZxxOsSMoZinPtWvX4u+//0ZkZCSqVKmCFStWoF69evmWv3jxIsaPH4/Hjx+jbNmymDx5MoYNGya3+JTvl1Mu6enpig6h2FBTU4OpqSkERfh/WVZWFoRCoUJjuHb2HravOI6O/Zpg8Y7xqORsjQXjNyE6Kk5q+fdvY7BwwmZUcrbG4h3j0aFvE2z75xhu+D8UlwkODMWKGbtQv2UN/L1zAuq3rIF/pu/E88dh4jJP7r1Ei051MH/TGExfORTCTCHmjd2I1E9pAID01HSEPItAp/7NsHj7OExY2A+R4R+wZPJW+VbIT3DX/y6Orj2K5j2aYdKGiajgaIP1HhsQ+056ncdExmDD1I2o4GiDSRsmoln3pvBc44n7lx6IywyYPQB/HZorXv7cMgUqKipwqe8sLnNu/zlcPXkNv4/uBI9tf6Ld4F9x/qA/Lh29LPdjVoTDO/1xdO8lDJvUAf9s/wN6BtqYPmojUj6m5rtN0MNQLJq6G41b1cCavRPQuFUNLPLYhaePcs5dQ2Md9BvVGit3jMXKHWPh5GqLvyZuR9jLKHGZTctP4M71Z5g4tzvWH5yM9t3rY/3SY7h+8ZFcj/lnO7rLHyf2XsTgiR2wZNtY6OlrYfboDfj0lTp+GhiKpdN3oWGrGvhn9wQ0bFUDS6fuRPAXdZz6KR1WFcti8MQO+e5nq88siWXU9K4QCARwb+wk02MsarZt8cKuHafgMb0v9h6cC0NDXQwdtAgfP37Kd5uAW0Fo1cYdW7ZNw+69s2FmZoBhgxfj3btYcZlPKWmwty8Pj+l9f8ZhFHsaZdQR+OQ1xs3YpuhQio2I6wF4uOsw7H9ricbzPWDgYIurS/5FSnSs1PLRT1/AuKoD6kwagcbz/4RhZTtcW7oO8aHhOWWCnqOcuyvqTRuLhnMmoYyhPq4uWo1PsfE/6ahIXg4cOICxY8di2rRpuHfvHurVq4dWrVrh9evXUsuHhISgdevWqFevHu7du4epU6dizJgxOHLkiNxiVGjDs2HDhhg9ejTGjh0LPT09mJiYYOPGjfj48SP69+8PLS0tVKhQAadOnQKQ3egYOHAgrK2tUbp0adjb22PlypUS++zXrx/at2+PhQsXomzZsrCzs5P62du2bYOOjg78/PwAAE+ePEHr1q2hqakJExMT9O7dG9HR0eJ9Xrx4EStXroRAIIBAIEBoaGi+xyUUClGuXDmsX79eYv3du3chEAjw6tUrAMDy5cvh6OgIDQ0NWFhYYMSIEUhOTs53v5+P7Utjx45Fw4YNxa9FIhGWLFkCGxsblC5dGs7Ozjh8+HC++/xS7q62n7v6njlzBpUqVYKmpiZatmyJyMjIAu0PyK7nSpUqoVSpUnBwcMDatWvz/TwAuH//vkT9fo7By8sLlStXhrq6OsLCwqBIXvsuofGvbmjSrjbKWZmg37j2MDTWha/nNanlfY9eh6GJLvqNa49yViZo0q42GrV1w8m9F8RlvA9cglNNO3To2wTmVibo0LcJqrpWhPeBS+Iy01YMQcM2brCwMYVVxbIYMb0boqPi8Opp9h35MpqlMWPVMNRp6oKylsawq2qJ/uM74NXTiHwbxcXFhcMXULtVLbi3cYeppSk6juwIPWNdXD15RWr5qyevQs9YFx1HdoSppSnc27ijVsta8D94XlxGQ1sD2vra4uXZnWcoWaokXBq4iMuEPA5F1TpVUaV2FRiYGsClgQvsXe0RHhwu5VOLN5FIhOP7LqNr/yao29gRVrZmGD+7G9JS03HxzL18tzu+7zKquVVEl/5NYGFljC79m8C5ZkUc35fTOK9Vvwpq1q0Ec0sjmFsaoe+IVihVRk2icfo0MBRN2rjCqYYtTMrqo1XH2rCuaIYXTyLketw/k0gkgtf+S/i9f1O4N3KCZQUzjJnVHWmp6bj0lTr22n8Jzm526NSvCcpZmaBTvyZwqlkRJ/fnfD/UqFMJPYe1gnuj/BuRegbaEsutS49QtUYFmJobyPQ4ixKRSITdO09j8NDf0LRZTVSsaIF5C4ciNTUdPl7Sv7MBYNHfI9CtezM4VLKEtU1ZzJo7CEKhEDdvPBaXqVffGaP/6IymzWr+jEMp9nwvPMCcpQdx/PRtRYdSbDw/dR5WDevAulFdaJubwbl3Z5Qx0MWrs5eklnfu3Rl2vzaHfgUraJoao2rX36BpaozIu4HiMjVH9keFZg2ga2UBrbKmqD6oJ0RCEd4/fvqzDovkZPny5Rg4cCAGDRqESpUqYcWKFbCwsMC6deukll+/fj3Kly+PFStWoFKlShg0aBAGDBiApUuXyi1GhWc8d+zYAUNDQ9y6dQujR4/G8OHD0blzZ9SpUwd3795FixYt0Lt3b6SkpIgbdAcPHsSTJ08wc+ZMTJ06FQcPHpTY57lz5xAUFAQ/Pz94eXnl+cylS5di4sSJOHPmDJo1a4bIyEg0aNAALi4uCAgIwOnTp/Hu3Tt06dIFALBy5Uq4u7tj8ODBiIyMRGRkJCwsLPI9JhUVFXTr1g179uyRWL937164u7vDxsZGXG7VqlV49OgRduzYgfPnz2Py5Mk/VJ/Tp0/Htm3bsG7dOjx+/Bjjxo1Dr169cPHixe/aX0pKCpYuXYpdu3bh0qVLeP36NSZOnFigbTdt2oRp06Zh/vz5CAoKwoIFCzBjxgzs2LGj0DEsXLgQmzdvxuPHj2FsbPw9hyITmRmZePUsAs5u9hLrnWrZ41lgqNRtnj8Kg1MtyfIutezxKigcmZlZAIDgR2FwcpO8SeJcyx7Bgfk3slOSszMkmtplvlpGIBCgjFbpfMsUdZkZmQgPjoC9q4PEevsaDgh5HCp1m9AnobCvIVneoaYDXgeHI+u/Os/txqmbqN6oOtRLq4vX2Tja4Pm9YLwPfw8AePPyDV4FvkLlWpWk7qM4i3oTi7iYJFSvnXOullQrgarVKyDoYWi+2z0NDEO12pLnd3V3+3y3ycoS4qLvPaR+SkclR0vx+sou1rh56TGi3ydAJBLhQcALvH0djeru9lL3Uxy9e5tdxy61cv6vl1QrgSrVKuBpPt8fAPAsMExiGwBwqW2PZ1/5fviW+Jgk3LkahKbtan33PoqDNxEfEB2dAPc6Od2O1dRKooarA+7ff17g/aSmpiEzMws6OpryCJMoD2FmJuJDXsPYUfJ6Y+xYCbHPXxVoHyKhEJmpqVDTzP93QmZaOoRZWVDT0PiheJWVQIFLWloaEhMTJZa0tDSpcaanp+POnTto3ry5xPrmzZvj2jXpN9muX7+ep3yLFi0QEBCAjIyMAtZQ4Sj8GU9nZ2dMnz4dAODh4YFFixbB0NAQgwcPBgDMnDkT69atw8OHD1G7dm3MmTNHvK21tTWuXbuGgwcPihuJAKChoYHNmzdDTU0tz+d5eHhgx44duHDhAhwdsy9E69atQ/Xq1bFgwQJxua1bt8LCwgLBwcGws7ODmpoaypQpA1PTrz+H81nPnj2xfPlyhIWFwdLSEkKhEPv378fUqVPFZcaOHStxLH/99ReGDx8ukRUsjI8fP2L58uU4f/483N3dAQA2Nja4cuUKNmzYgAYNGhR6nxkZGVi/fj0qVMh+rmXUqFGYO3dugbb966+/sGzZMnTs2BFA9jE+efIEGzZsQN++Be+alJGRgbVr18LZ2fnbheUsMf4jhFlC6OhL/vjQ0dNEfGyS1G3iYxKhoyf541lHXxNZWUIkxX+EnqE24mOSoKuvJVFGV18L8TGJUvcpEomwY9VxODhbo3wFM6ll0tMysHedN+o2r4YyGqUKeohFzseEjxAKhdDWk6wfLT0tJMVKr5/E2CQ45CqvracFYZYQyQnJ0DGQfOY17GkYIkMi0X1iN4n1Tbs1QerHT1jQfyEEKgKIhCK0GdAaNRrXkMGRFS1xMdnnr26uc1tXXxMfvpIxj4tJgl6ubfT0NcX7+yz0RSQmDFiN9PRMlC6thul/95N4rnHoxPZYPf8Q+rb5C6qqKhCoCPDH9C6o4mL9o4dWZHz+/yzt//qHKOld57K3k/79EJfP90NB+PvcRmkNdYnnRJVRdHQ8AMDAUPL/vIGhDiLfRhd4PyuWH4CxsR5qu1eRZXhE+UpLSoZIKEQpHcn/++o62khNKNj//ec+55CVlg7zWvlfsx7vP4bS+rowruqQbxlSjIULF0q0ewBg1qxZmD17dp6y0dHRyMrKgomJicR6ExMTREVF5SkPAFFRUVLLZ2ZmIjo6GmZm0n9f/giFNzydnHK6BamqqsLAwEDcIAQgrpD377MzDuvXr8fmzZsRFhaGT58+IT09HS4uLhL7dHR0lNroXLZsGT5+/IiAgABx1hEA7ty5A39/f2hq5r2T+fLly3y7635NtWrV4ODggH379uHPP//ExYsX8f79e4kGsr+/PxYsWIAnT54gMTERmZmZSE1NxcePH6HxHXeenjx5gtTUVDRr1kxifXp6OqpVq1bo/QFAmTJlxI1OADAzMxP/Lb7mw4cPCA8Px8CBA8U3EQAgMzOz0IMXqampSZwn0qSlpeW5C5SelgE19ZKF+qyCkvYc7NeejM1dXiT6vD7/HYggyvd52y1LPfH6RSTmbhgl9f3MzCysmLkLIqEIgyZ1+kpkxZnoq0/9535L9F+lS6vTGz43YGZtBksHS4n19/zvIeDsHfSZ2humVqZ48/INPP89Ch0DHbi1cPvxQ1Ag/1N3sWZhTjf82f8MBCClfkTANweUl3J+596PuaURVu8Zj49Jn3D1fCCWz96PxRuGixufJ/ZfwdPA15i5rD+MzfTw6N4rrF3sCT0DLVSrVfjv4KLg4uk7WL8op46nLR+U/Y/c9fWV/+uf5X5XJPr2Nl9z7uQt1G9RXW7fkYriffIq5s7Oea793/XZPXSkfh8UsPq2bvHCKe/r2LpjGtTV8/62IJKrvCcvCnLyhl+7jSBPb7iPH5an8fpZ8ElfhF8PQP3pY6GqplzfBbKiosBhTzw8PDB+/HiJderq6vmUzpb39+bXrxXSyktbLysKb3iWLCl5ogsEAol1nw9cKBTi4MGDGDduHJYtWwZ3d3doaWnh77//xs2bNyX2kV+jrV69evD29sbBgwfx559/itcLhUL8+uuvWLx4cZ5tfqS137NnT+zduxd//vkn9u7dixYtWsDQ0BAAEBYWhtatW2PYsGH466+/oK+vjytXrmDgwIH5prdVVFTEJ8RnX5b9POiOt7c3zM3NJcp960TNj7S/T+4YpPkcy6ZNm1CrlmRXLlVVVQAQjwr65f6kHXvp0qW/+R9A2l2hoZO7Y/iUHt+MtTC0dTWgoqqC+FzZnIS4ZOjoS/9i1zXQzpMNTYxLhqqqCjR1NP4ro5V3n7HS97l1mSfuXHmMOetGwsBYN8/7mZlZ+GfaTnx4G4uZa4YX62wnAGjoaEBFRQWJcZL1kxSXDC096XWura+FxFx1nhSfDBVVFWhoS34/pKem4+6Fe2jVt1We/RzfeAJNuzVB9cbVAQBlbcoi9l0c/PadLfYNz1r1K8O+as4FLSM9E0B2BlPfUFu8Pj4uGXoG+Xcv1DPQypPdjI9LzpM5LVmyBMpaZH//VaxsgeAn4Ti+/wpGT/0daakZ2Ln2FKb93Rduv2SPvmhdsSxeBb+F5+6Lxbbh6VavCuyq5NzMyMjIruP4mESJOs7v//pnugZaiIvN+52TOwtaUE/uvcKbsA+YMK/Pd21flDVsXF1i5Nn0/87r6A8JMDLSE6+PjUmEgcG3b4Ju3+qNLRtPYOOWP2FnX172ARPlQ11LEwIVFaTGS2Y30xKT8m1IfhZxPQB3N+2G25hB+WYyg7398OzEGfziMQY65fMf4ZkUR11dvcC/3w0NDaGqqponu/n+/fs8Wc3PTE1NpZYvUaIEDAzk8+y/wp/xLIzLly+jTp06GDFiBKpVqwZbW1u8fJl3OoT8uLm54fTp01iwYAH+/vtv8frq1avj8ePHsLKygq2trcTyuRGrpqaGrCzpz4blp0ePHggMDMSdO3dw+PBh9OzZU/xeQEAAMjMzsWzZMtSuXRt2dnZ4+/btV/dnZGSUZ2Cf+/fvi//9efCd169f5zmOrz2TKg8mJiYwNzfHq1ev8sRibZ3ddc7IyAgAJI7py+MpDA8PDyQkJEgsA8d2/uHjyK1EyRKwsS+Hh7eDJdY/vBUMe0crqdtUrGqJh7ckyz+49Qw2lSxQokR2I9yuqiUCpezT7otn4EQiEbYs9cTNC4GYuWY4jMvm/VL43OiMiojGjFXDoKVT/J/ZKFGyBCzsyuHZnWcS65/deQbrKlZSt7GqbJW3fMBTlLezgOp/df7ZvQv3kJmeiZpSpkFIT02HINftTpX/utwWd2U0SqGshaF4KW9jAj0DLdy7mXMeZmRk4tHdl6jkZJXvfhwcLXH/puS5e+/Gs69uAwAQicSN3azMLGRmZkFFkLuu895sK05Ka5SCmYWheLGwzq7jB7ck6/jxvZdwyOf7AwDsHS3xIFcd378ZDHtHy3y2+LqzJ2+igkM5WNuV/a7tizINjdIob2kqXirYmsPQUAfXr+eMjpyRnok7AU/h4lLxq/vatsULG9cfw9qNk1Glav7TZRHJg0qJEtC1Lo/3j4Ik1r8PfAr9ivmfj+HXbiNgwy7UHNkfZtWkd6UP9vLD06OnUHfyKOjZfN/3CBUtampqqFGjhnjQ1M/8/PxQp470acnc3d3zlPf19YWrq2uexJOsFKuGp62tLQICAnDmzBkEBwdjxowZuH27cKOjubu749SpU5g7dy7++ecfAMDIkSMRGxuL7t2749atW3j16hV8fX0xYMAAcWPTysoKN2/eRGhoKKKjows0pYe1tTXq1KmDgQMHIjMzE7/99pv4vQoVKiAzMxOrV6/Gq1evsGvXrjyj4ObWuHFjBAQEYOfOnXj+/DlmzZqFR49yLqZaWlqYOHEixo0bhx07duDly5e4d+8e/v3330IP6CMLs2fPxsKFC7Fy5UoEBwcjMDAQ27Ztw/LlywFA3CCePXs2goOD4e3tjWXLln3XZ6mrq0NbW1tikVcXsrbd6+PciZs4f/ImIkLfYfuK44h+F4dmHbKfq9271htr5uwVl2/ewR3RUXHYsfI4IkLf4fzJmzh/8hZ+7dFQXKZ1l3p4cCsYx3adx5vQdzi26zwCbwejTdf64jJblnri8pk7+GNOL5Quo474mETExyQiPTU7S5yVmYXlU3fg1dNwjJ7dE0KhUFwm879MS3HV8PeGuOFzAzdO3UBUWBQ81x5F3Ps41P1vXs6Tm09i96Ld4vJ1f62LuPdxOLr2KKLConDj1A3cOHUTjbo0zrPvG6duwrGuIzSkNNKruleB7x4/PL7xGDFRMXhw5SH8D1+A0y/K91ycQCDAb93r4eC2c7jmH4jQF5H4Z84BqJdSQ4MWOV31l83ah+1rfMSv23Wrh7s3g3Fox3mEh77HoR3ncf/Wc/zWPWfesB3/+uDRvVd49zYWoS8isWPtKQTefYlGrbIzyWU0S8Gxug22rvLCwzsvEPUmBn4nb+O8TwDcG1b9eZUgZwKBAG271cfh7edw40Igwl5GYvXc/VAvpYb6X9Txytl7setfb/Hrtl3r4f6tYHjuPI+I0Hfw3HkeD28F49duOd8Pn1LSEBL8BiHBbwBkD2QUEvwmz/O5KcmpuHbuIZr+ptyDCn0mEAjQq09LbNl4AufO3sbz5+GYPm0DSpVSQ+u2OT/Gpv65HiuXHxC/3rrFC2tWHcaceYNhXtYQ0R/iEf0hXmJqoZSPqXgaFIanQdmDPL158wFPg8IK9ezo/xONMupwqmwJp8rZDR0rCyM4VbaEhZSbqJStYqvGCPW/htAL15D4JhIPdx1GSkwcbJpkf78+2n8MAeu2i8uHX7uNgPU74NizI/RtrZEan4DU+ARkpORMHRR80hdPDp1EjSG9UcZIX1wmMzX/KZ3+nylycKHCGj9+PDZv3oytW7ciKCgI48aNw+vXr8Xzcnp4eKBPn5yeLsOGDUNYWBjGjx+PoKAgbN26FVu2bCnwIKLfQ+FdbQtj2LBhuH//Prp2zZ57rHv37hgxYoR4upWCqlu3Lry9vdG6dWuoqqpizJgxuHr1KqZMmYIWLVogLS0NlpaWaNmypbg76MSJE9G3b19UrlwZnz59QkhICKysrL75WT179sTIkSPRp08flC6dM7Koi4sLli9fjsWLF8PDwwP169fHwoULJU6I3Fq0aIEZM2Zg8uTJSE1NxYABA9CnTx8EBuYMk/3XX3/B2NgYCxcuxKtXr6Crq4vq1atLDGr0swwaNAhlypTB33//jcmTJ0NDQwOOjo7iQZVKliyJffv2Yfjw4XB2dkbNmjUxb948dO4s+0ylLNVpWg1JCSk4stUPcTGJsLAxg8eyQTAy0wcAxMUkIvpdvLi8cVkDeCwbhB0rj+PMkavQM9RB/3HtUfuLaQ/snawxdm4v7N9wCgc2noapuQHGzuuNil900/s8XcvskZKDT42Y3hUN27gh5kMCAi5nD/U/uY9kA37Wv8NRpbr0CaeLg+qNquNjYgrO7DqDhNhEmFmZYejCodA3ya7zxJhExL3P+YFtYGaAoQuG4OjaY7h84gp0DHTQcVRHiTk6AeB9+Hu8evQKwxcPl/q5nUZ3gs82HxxaeRjJ8cnQNtBG3bZ10KJ3C/kdrAL93qcR0tMysHaxJ5KTPsG+Snn8tXqwRHftD1FxEl3fKztbYcr8nti17jR2rz8D03IGmLKgNxyq5py7cbHJWDZrH2KjE6GhWQpWtmUxd9VgiS60k+f3wo5/fbB0xl4kJabA2FQPfYa3QutO7j/n4H+SDr2z63jjkiNITvqEilXKY9aqISj9ZR2/i5fItDs4WWPCX72wd8Mp7NtwGiblDDBhfm/YfVHHL4PCMWNEzpD521acAAA0auOKMTO7i9df8bsHkUiEes2/77n/4qj/wLZITU3H/LnbkZiYAkenCli/eQo0NHKuyVGR0VD5os4P7juLjIxMTBi7SmJfw0Z0wIhR2c/NP378CgP75QxK+Pfi7JHs27Wvh3kLhsrzkIql6k428D04U/x6yazs3zu7Dl3EkAlfv/H+/6qcuyvSkj/i6VEfpMYnQrucGepOGoEyRtmN9dT4RKTE5Fz7Qs5fgShLiAfbD+DB9pwbKeXr1YbrsOz6fnX2EoSZmbi5cpPEZzl0bI3Kndr+hKMieenatStiYmIwd+5cREZGomrVqvDx8YGlZfa1IjIyUmJOT2tra/j4+GDcuHH4999/UbZsWaxatQqdOslvbBCBqDj3YyL6igexeafSIdmKTFH9diH6IbbaxTtbXdSlCxU4csT/iQpa0p8vItnQtV6u6BCU3ljPQYoOQaktdG2i6BDy9SRecb8lK+sq342AYtXVloiIiIiIiIofNjy/07Bhw6CpqSl1+dyXuqiRdcz57UtTUxOXL1+WwxEQEREREf0cxekZz+KgWD3jWZTMnTs334dvtbW1pa5XNFnH/LURaHNP50JERERERP+/2PD8TsbGxjA2NlZ0GIUi65htbYvvYDVERERERPTzsOFJRERERESUi7J2eVUUPuNJREREREREcsWMJxERERERUS4qTHnKFDOeREREREREJFdseBIREREREZFcsastERERERFRLuxpK1vMeBIREREREZFcMeNJRERERESUi0AgUnQISoUZTyIiIiIiIpIrNjyJiIiIiIhIrtjVloiIiIiIKBcOLiRbzHgSERERERGRXDHjSURERERElIuAKU+ZYsaTiIiIiIiI5IoZTyIiIiIiolyYoZMt1icRERERERHJFRueREREREREJFfsaktERERERJQLBxeSLWY8iYiIiIiISK6Y8SQiIiIiIsqFCU/ZYsaTiIiIiIiI5IoNTyIiIiIiIpIrdrUlIiIiIiLKhYMLyRYznkRERERERCRXzHgSERERERHlwoSnbDHjSURERERERHLFjCcREREREVEuKkx5yhQznkRERERERCRXbHgSERERERGRXLGrLRERERERUS7saStbzHgSERERERGRXDHjSURERERElItAIFJ0CEqFGU8iIiIiIiKSKzY8iYiIiIiISK7Y1ZaIiIiIiCgXDi4kW2x4ktKK+Kiq6BCUnq6aUNEhKL2UTF725ClTyPqVN3VVHUWHoNTGeg5SdAhKb0XHzYoOQaktfN1E0SHQT8KGJxERERERUS4C3puUKT7jSURERERERHLFjCcREREREVEuTHjKFjOeREREREREJFdseBIREREREZFcsastERERERFRLszQyRbrk4iIiIiIiOSKGU8iIiIiIqJcOJ2KbDHjSURERERERHLFhicRERERERHJFbvaEhERERER5cG+trLEjCcRERERERHJFTOeREREREREuQiY8ZQpZjyJiIiIiIhIrpjxJCIiIiIiykUgYI5OllibREREREREJFdseBIREREREZFcsastERERERFRHhxcSJaY8SQiIiIiIiK5YsaTiIiIiIgoF06nIlvMeBIREREREZFcseFJREREREREcsWutkRERERERHmwq60sMeNJREREREREcsWMJxERERERUS4CAXN0ssTaJCIiIiIiIrlixpOIiIiIiCgPPuMpS8x4EhERERERkVyx4UlERERERERyxa62REREREREuQjY1VammPEkIiIiIiIiuWLGk4iIiIiIKBdmPGWLGU8iIiIiIiKSKzY8iYiIiIiISK7Y1ZaIiIiIiCgP5uhkibVJREREREREcsWGJ8mUSCTCkCFDoK+vD4FAgPv37ys6JCIiIiKiQhMIBApblBG72pJMnT59Gtu3b8eFCxdgY2MDQ0PDH95nw4YN4eLighUrVvx4gHJ09fgV+B86j8SYRJhamaL9iA6wcayQb/kXD17gxPpjiAqNgraBDhp3bYw6v9aVKHPxyAVcO3kVce/joamjAad6zmgzqC1KqpUUl4mPjofXppN4eisIGekZMCpnhK4TusPCzkJux6oI549exel9/oiPTYS5lSm6j24PO2ebfMs/u/8C+9ecwJvQKOgaaKNVj8Zo9Fsd8ftXTt3C1oX782y3wW8xSqpn16/37rO4cykQkWHvoaZeErZVrfD7sLYwK28s+wNUAJFIhENbfHH2+A0kJ6agYhVLDJrYERY2pl/d7ob/Q+zfeBrv3kTDxNwQ3Ye2Qq2GjhJlzhy5iuN7LiA+JhHlrE3Rf+xvqOSS8/e6eeEh/I5dx6unEUhKSMGSHeNhbWcusY9ZI9biyb2XEuvqNHXBuL96/+CRK4av51V47fUX10mfMe3h4JL/Ofzk3gvsXn0CESFR0DPURtsejdGsQ845fO7EdVw+FYCIkCgAgLV9OXQd2hq2lS3FZY7tPIvbFwPx9r9z2M7RCt2Ht0VZS+U4hwtCJBJhzZp9OHDgDBITk+HsbIeZM4ehYkXLfLc5ePAMjh07j+fPwwAAVarYYvz4PnByshOXyczMwurVe3Hy5AVER8fDyEgPHTo0wYgRXaGi8v9zX/+l30U89z6L1PgEaJubwal3Zxg62Eot++b2PYScvYz4sAgIMzKhXc4MlTq1gYlTZXGZkPNX8PrKTSSGvwUA6FqXR5Wuv0G/gtXPOJxiq66bA8YNa4vqjjYwM9FDl0HLcNI3QNFhEUlgw5Nk6uXLlzAzM0OdOnW+XViJ3PO/i2PrjqLTmN9hXcUa17yvYaPHBkzZ4gE9E7085WMiY7B52kbUal0bPf/shZDHITiy6jA0dDThXN8ZAHDnXAC8N3uh68TusK5ihQ8RH7Dv770AgPYjOgAAUpJSsPqPlbB1qYjBC4dCS1cT0W9jUFqz9M87+J/g1rl72Lf6GHqP7wTbqta4cOIa/pm8EfN2ToGBlPr98DYG/0zejPpta2Hw9J548SgEu5YfgZaOBlwbOovLldYohQW7/5TY9nOjEwCe3X+Jxh3qwtqhPLKysuC56RSWT9iAeTsnQ720uvwO+Cc5vtsfXvsuYuSMbjCzMMKR7Wfx1x8bsHL/FJTWKCV1m2eBofhnxi50G9wSbg2q4tbFR/hn+k78tWEUKlbJ/iF/9ew9bFtxHIMndYS9kzX8jl7H/PGb8M/eyTAyzf57pX5Kh72jNdwbO2P9wkP5xtjkt9roOriF+LXaF3+f4uT62XvYufIYBkzoBHsna5w9dg2LJm7E0t1TYGia9xx+/zYGSyZuRqNfa2HkzJ549jAEW5cdgbauBmo1yj6Hg+6+RJ1m1WFX1Qol1Uvg5B5/LBy3AX/vngx9I93sMvdfonnHurCpVB7CrCwc2Hgqu8yeySilBOdwQWzadATbth3DokVjYWVljnXrDqB//5k4fXodNDXLSN3m5s1AtGlTH9WrV4KaWkls3uyJAQNmwtv7X5iYGPy338PYv/8UFi8eB1vb8nj06AU8PFZCS0sDffu2+5mHqDAR1wPwcNdhuPTvBgM7G4Scv4KrS/5FsyUzUMZQP0/56KcvYFzVAZW7tIOaRhmEXryOa0vXodHcydC1yr5ZGh30HOXcXWHQxwaqaiUR7OWHq4tWo+niGSitr/uTj7D40CijjsAnr7Hr4EXs3zhe0eEoEeXMPCrK/88tOZK7fv36YfTo0Xj9+jUEAgGsrKyQlpaGMWPGwNjYGKVKlcIvv/yC27dvS2x38eJFuLm5QV1dHWZmZvjzzz+RmZkp3ufFixexcuVKcdeD0NBQBRzd1108cgG1WtZC7dbuMLE0RYcRHaFrrIurJ69ILX/N6yp0jXXRYURHmFiaonZrd7i1rIULh86Ly4Q+CYV1VWvUaFID+qYGsHd1QLVG1REeHC4uc37/Oega6aH7pB6wdLCEvqkB7KrbwbDsj2eai5IzBy+iXptaqN+2NspamaDHmA7QN9KF/7GrUstfOH4NBsa66DGmA8pamaB+29qo19oNZw5ckCwoAHQMtCWWL41fOhS/tHKDubUpytuaY4BHN8S8i0Poswg5HenPIxKJ4H3gEjr2a4paDZ1QvoIZRs3ojrTUdFzxvZfvdt4HLsGpph069G0CcysTdOjbBFVdK8L7wCVxGa99l9D4Vzc0aVcb5axM0H9cexga68LX85q4TINWrug8sDkca9pJ+xgxdfWS0DPQFi8axfSmiveBi2jUthYat6sNcysT9B3bAQbGuvA7Kv0cPnvsGgxMdNF3bAeYW5mgcbvaaNjGDd77LojLjJrdC8071oWVnTnMLU0wZEoXiIQiPAp4Li7jsXwoGrRxg4WNKSwrmmPY1G6IfheHECU4hwtCJBJh584TGDasC5o3rwM7O0ssXjwOqalp8PK6mO92y5ZNRM+ebVCpkg0qVLDAvHmjIBQKcf36A3GZ+/efokmT2mjYsCbKlTNBy5Z18csvLnj06Hm++1U2z0+dh1XDOrBuVBfa5mZw7t0ZZQx08ersJanlnXt3ht2vzaFfwQqapsao2vU3aJoaI/JuoLhMzZH9UaFZA+haWUCrrCmqD+oJkVCE94+f/qzDKpZ8LzzAnKUHcfz07W8XJlIQNjxJZlauXIm5c+eiXLlyiIyMxO3btzF58mQcOXIEO3bswN27d2Fra4sWLVogNjYWAPDmzRu0bt0aNWvWxIMHD7Bu3Tps2bIF8+bNE+/T3d0dgwcPRmRkJCIjI2FhUbS6kGZmZCIiOAJ2rg4S6+1rOCD0SajUbcKehMK+Rq7yrg4IDw5HVmYWAMCmqg3Cg8MR9jS7q1fM22gE3XqCyrVyuiQ9vv4IFnYW2DF3G2b+Ph3Lhv6N697XZXh0ipeZkYmw4AhUydVAqVLTHi8ehUrd5uXjMFSpaS9Z3s0eoU/Dkflf/QJA2qd0TOr8FyZ0moMVUzYjLPjrP8Y/JX8CAGhoS8+SFCfv38YiPiYJzm459VpSrQQqV6uAZ4Gh+W4X/ChMYhsAcKllj2eB2edpRkYmXj2LgLObZP071bL/6n7zc9n3Lga0nIFxPZZg56oT+PQxtdD7ULTMjEyEPIuAU656c3KzR3A+5/DzR2FwylWHzrXs8SrXOfyltNR0ZGZmQfMr52fKx+xz+GtllElExDt8+BCHX36pJl6nplYSNWtWxb17BW/IfPqUhszMLOjoaIrX1ahRGTduPEBIyBsAwNOnIbhzJwgNGrjK7gCKMGFmJuJDXsPYsZLEemPHSoh9/qpA+xAJhchMTYVaPplnAMhMS4cwKwtqGho/FC8RKR672pLM6OjoQEtLC6qqqjA1NcXHjx+xbt06bN++Ha1atQIAbNq0CX5+ftiyZQsmTZqEtWvXwsLCAmvWrIFAIICDgwPevn2LKVOmYObMmdDR0YGamhrKlCkDU9OvP3emKB8TPkIoFEJLT0tivZaeFpJiE6VukxSbJLW8MEuIjwnJ0DbQQbVG1ZEcn4w1Y1dBJBJBmCVEnV/rokn3puJtYiJjcO3kVTT4vSGadG+G18/CcPRfT5QoqYqazd1kf7AKkJTwEcIsIXRy1Ze2vhYSYpOkbpMQmwRtfcnyOnpayMoSIjn+I3QNtWFW3hgDPbrB3MYMqR/T4Hf4EhaOXI05WyfCxMIozz5FIhEOrDmBik7WKGdjJrsDVJD4mOxzUyd3PelrIToq9ivbJUnd5vP+kuKz/166+poSZXT1NBGfz98rP/VaVIexmT50DbQQ/ioKe9b5IPTFW8xcNaxQ+1G0xP/qJE+96WkhIUZ6ncTHJuU553X0s8/hpPiP0DPUzrPNvvXe0DfSQVVX6VlkkUiEXatOwN7JGhZKcA4XxIcPcQAAAwNdifWGhrp4+/Z9gfezbNkOmJgYoE4dF/G6wYN/R1JSClq1Gg5VVRVkZQkxblxvtG3bQBahF3lpSckQCYUopSN5nqrraCM1Qfq1L7fnPueQlZYO81o18i3zeP8xlNbXhXFVh3zLEMmLgF1tZYoNT5Kbly9fIiMjA3Xr5gyYU7JkSbi5uSEoKAgAEBQUBHd3d4nRu+rWrYvk5GRERESgfPnyBfqstLQ0pKWlSazLSMuQeF5P3nIPQCYSiQo3KplIJLGjF/ef4+xeP3Qa8zvKO1gi+m00jv3rCV8DbTTv1UL8GRZ2FmgzsC0AoFzFcogKjcK1k1eVpuEplqsuv1W/ef4eudZXqGKFClWsxO/bOlphzqDlOOt5GT3/6Jhnf7v/8UT4q7fwWDP6e6JXuMtn7mDD4sPi1x5LBwFA3joUifCtZ1ryVruUv0Xuv9c395pX099qi/9dvoIZTC0M8Wf/FXj1LAI29uUKubciIE+dfOM7QtqfJu9uAAAn9pzHNb+7mLFmZL7PwW5b7onXL99i9rrieQ4XxIkTFzBr1r/i1xs2zASQ9zwXFeA8/2zTpiPw9r6EnTsXQF1dTbzex+cyTpy4gGXLJsLWtjyCgl5h4cLNMDbWR4cOTX78YIqL7/gOAYDwa7cR5OkN9/HD8jRePws+6Yvw6wGoP30sVNWK5/PdRJSDDU+SG9F/v5KkXfA/r5PWeMhvu69ZuHAh5syZI7Gu+9ge6Dm+V6HjLiwNHQ2oqKggMVc2Jzk+GZp60i+mWvpaSIqTLJ8UnwwVVRVoaGd3Jzq1/RRqNHVF7dbuAICyNmWRnpqOQ/8cQNMezaCiogJtfW2YWEpmgk3Km+Dh5YeyOjyF09LRgIqqChJyZY+T4pKhracpdRsd/byZpMS4JKiqqkBDR3p3LRUVFVg7WOBdRHSe9/as8MT9q4/x5+qR0DfW/b4DUTDXX6pIjHaamZH9HHV8TKJE9iwhLhm6+tLPWwDQNdBCfK66TYhNFmfztHSz/155ysQl58n4FZaNfTmollBFZPiHYtXw1P6vThJiJM/hxLhkaOtLP4d1pWT0P5/DmrnOYa+9/ji+8yymrhgOS9uyUve3bbkn7lx5jFn/joRBMT2HC6JxYzc4O+dkfNPTMwAA0dFxMDbOGewmJiYBhoa639zfli2e2LDhELZt+wsODtYS7y1Zsg1DhvyONm3qAwDs7a3w9u0HbNhw6P+i4amupQmBigpS4yXP67TEpHwbkp9FXA/A3U274TZmUL6ZzGBvPzw7cQa/eIyBTvni8/+dlA2fSpQl1ibJja2tLdTU1HDlSs4AOxkZGQgICEClStnPhFSuXBnXrl0TNzYB4Nq1a9DS0oK5efbUCmpqasjKkv5M02ceHh5ISEiQWLqM7CqHo8qrRMkSKGdXDsF3nkmsD77zDFaVraRuY1nZKm/5gKewsLOAaglVAEBGWjoEKpKNbxUVQfbN5P+qy6qKNd6HS3YX+xDxAfpSRnotrkqULAFLu3J4EhAssf5xQDBsq1pJ3aZCFUs8zl3+djCsHCxQ4r/6zU0kEuH1i7fQ/WKAIZFIhN3/HMGdSw8xecVwGJU1+LGDUaDSGqVgZmEoXspZm0DXQAsPb+fUU0ZGJp7cewl7R6t892NX1VJiGwB4cCsY9o7ZjdqSJUvAxr5cnjIPbwV/db8FEf4qClmZWdAzyNvNtCgrUbIErKXUSeDtYNjlcw5XrGqJQCl1aJPrHD655zw8t/vhz2VDUKFS3uffRSIRti07gtsXH2L6quEwLsbncEFoapaBpWVZ8WJrWx5GRnq4evW+uEx6egZu336EatW+3nVz82ZPrF17AJs3z4ajY8U876empuW5QaqqqiJxPVNmKiVKQNe6PN4/CpJY/z7wKfQr5j9NUPi12wjYsAs1R/aHWTVHqWWCvfzw9Ogp1J08Cno2+U97Q0TFCxueJDcaGhoYPnw4Jk2ahNOnT+PJkycYPHgwUlJSMHDgQADAiBEjEB4ejtGjR+Pp06c4fvw4Zs2ahfHjx4vnQbOyssLNmzcRGhqK6OhoCIXCPJ+lrq4ObW1tieVndrNt0Kkhbp66gZunbuBdWBSOrT2KuPdx4nk5vTafxN5Fu8Xl67Sti7j3cTi+7ijehUVlb3v6Jhp2biwuU7l2FVw7eRX3/O8iJjIGz+48w6ntp1DVvQpUVFXEnxsWFIqze/3w4c0H3Dl3Bzd8rqPub7/8tGP/GVp0aYBLXjdx2fsm3oa+w77VxxD7Pg4N/5uX8/AGL2yav1dcvuFvdRDzLg771xzH29B3uOydvW2Lrg3FZY5vO4NHt57i/dsYvH7+BtsWH0D48zdo2M5dXGb3P0dw3e8Ohs7shVJl1JEQk4iEmESkp6X/tGOXF4FAgDZd68NzxzncvBCI1y8j8e9f+6FeSg2/NM8ZiGX1nL3Ys9Zb/LpNl3p4cCsYx3adx5vQdzi26zwCbwejTdf64jJtu9fHuRM3cf7kTUSEvsP2FccR/S4OzTvk1G1SQgpCgt8gIuQdAODt6/cICX6DuP+yglER0Ti0xRcvg8LxPjIWd68FYfm0nbC2M4e9k2TmqTho07UB/E/ehL/XTbwJfYedK48h+l0cmv43L+e+dV5Y+1fOOdy0fR1ER8Vh16rjeBP6Dv5e2du26d5QXObEnvM4uOkUhnp0hZGZPuJjEhEfk4jUlJzHDrYuO4IrvncwanYvlC6jLi6jDOdwQQgEAvTp0w4bNhyCn991BAeHwcNjBUqVUpd4FnPy5OVYtmyH+PWmTUewYsUuLFgwBubmJvjwIQ4fPsTh43+DMwFAo0Y1sX79QVy4cBsREe/g53cd27YdQ9Om7vh/UbFVY4T6X0PohWtIfBOJh7sOIyUmDjZN6gEAHu0/hoB128Xlw6/dRsD6HXDs2RH6ttZIjU9AanwCMlJy6jX4pC+eHDqJGkN6o4yRvrhMZmrxG1jsZ9Ioow6nypZw+q9ni5WFEZwqW8JCyW82UfHCrrYkV4sWLYJQKETv3r2RlJQEV1dXnDlzBnp62Rk5c3Nz+Pj4YNKkSXB2doa+vj4GDhyI6dOni/cxceJE9O3bF5UrV8anT58QEhICKysrBR2RdNUaVUdKYgp8d59BYmwizKzMMHjBUOibZHftSopNRNz7OHF5AzMDDJo/BMfXHcOVE1egY6CDDiM7iufwBIBmvZpDIBDAZ5sPEqIToKmjgSruVdF6QGtxmfIO5dF/zkB4b/aC764z0DfTx2/DO6BGE+UaVdGtSTUkJ6bgxA5fJMQkwtzaDGMXD4ahaXb9JsQkIfZdTv0alTXAuCWDsG/1cZw/egW6Bjro8UcHiTk8U5I/Ycffh5AQm4jSGqVRvqI5pqweBZsvuqP6H8ue/mPxmLUS8Qzw6IZfWhX/Z2h/69UI6WkZ2Lz0CD4mfYJt5fKYvmKIxBye0e/iJTLv9k7WGDu3F/ZvOIX9G0/D1NwA4+b1Fs/hCQB1m1ZDckIKDm/1Q1xMIixszDB12SAYmeV0dQy48ghr5x0Qv14xI/vGTOeBzdFlUAuUKKmKwIDn8Dl4Gamf0mBgrIvqdSuj84DmUFUtfvdM3ZtWQ1JiCjy3+SL+vzqZsnQwjP47h+NjkhD9xTlsXNYAk5cOwq5Vx+HreQV6hjroO7aDeA5PAPDzvIrMjCysmL5D4rM6DWiO3we2BACcPZp9Dv81SvIcHja1Gxq0Kf7ncEEMHtwJaWnpmDNnHRISkuHsbIetW+dKzOEZGfkBKl+c5/v2+SAjIxNjxiyS2NeoUd0xenQPAMD06UOxcuUezJmzDjExCTA21kfXri0xcmS3n3NgRUA5d1ekJX/E06M+SI1PhHY5M9SdNAJljLIbO6nxiUiJyTmvQ85fgShLiAfbD+DB9pz//+Xr1YbrsD4AgFdnL0GYmYmbKzdJfJZDx9ao3KntTziq4qm6kw18D84Uv14yK7s+dx26iCET1isqrGJPGQcXiouLw5gxY3DixAkAQLt27bB69Wro6upKLZ+RkYHp06fDx8cHr169go6ODpo2bYpFixahbFnpj3fkRyD6f+kTQv93vMNPKToEpaerljf7TLKlVZJf0fKUKVS+HxVFTXXDvN1USXY8AsK/XYh+yIqOmxUdglL79HqfokPI16fMa98uJCelS9SRy35btWqFiIgIbNy4EQAwZMgQWFlZ4eTJk1LLJyQk4Pfff8fgwYPh7OyMuLg4jB07FpmZmQgICCjUZzPjSURERERElEuhZieQMWkzNqirq0NdXf279xkUFITTp0/jxo0bqFWrFoDsqQ7d3d3x7Nkz2Nvb59lGR0cHfn5+EutWr14NNzc3vH79usAzUAB8xpOIiIiIiKhIWbhwIXR0dCSWhQsX/tA+r1+/Dh0dHXGjEwBq164NHR0dXLtW8OxuQkICBAJBvt1z88OMJxERERERURHi4eGB8ePHS6z7kWwnAERFRcHY2DjPemNjY0RFRRVoH6mpqfjzzz/Ro0cPaGsXbpR5ZjyJiIiIiIjyEChskTZjQ34Nz9mzZ0MgEHx1+fw8prTuwyKRqEDdijMyMtCtWzcIhUKsXbv2m+VzY8aTiIiIiIiomBo1ahS6dfv6iNpWVlZ4+PAh3r17l+e9Dx8+wMTE5KvbZ2RkoEuXLggJCcH58+cLne0E2PAkIiIiIiLKQ1BMOocaGhrC0NDwm+Xc3d2RkJCAW7duwc0te0qtmzdvIiEhAXXq5D+K7udG5/Pnz+Hv7w8Dg++bH7Z41CYRERERERF9t0qVKqFly5YYPHgwbty4gRs3bmDw4MFo27atxIi2Dg4OOHr0KAAgMzMTv//+OwICArBnzx5kZWUhKioKUVFRSE9PL9Tns+FJRERERESUh+Ke8ZSXPXv2wNHREc2bN0fz5s3h5OSEXbt2SZR59uwZEhISAAARERE4ceIEIiIi4OLiAjMzM/FSmJFwAXa1JSIiIiIi+r+gr6+P3bt3f7WMSCQS/9vKykri9Y9gxpOIiIiIiIjkihlPIiIiIiKiXAoyxQgVHDOeREREREREJFfMeBIREREREeXBjKcsMeNJREREREREcsWGJxEREREREckVu9oSERERERHlImCOTqZYm0RERERERCRXzHgSERERERHlwcGFZIkZTyIiIiIiIpIrZjyJiIiIiIhyETDjKVPMeBIREREREZFcseFJREREREREcsWutkRERERERLkIBOxqK0vMeBIREREREZFcMeNJRERERESUB3N0ssTaJCIiIiIiIrliw5OIiIiIiIjkil1tiYiIiIiIcuE8nrLFjCcRERERERHJFTOeREREREREeTDjKUvMeBIREREREZFcMeNJRERERESUi0DAjKcsMeNJREREREREcsWGJxEREREREckVu9oSERERERHlwRydLLE2iYiIiIiISK6Y8SQiIiIiIspFwOlUZIoZTyIiIiIiIpIrNjyJiIiIiIhIrgQikUik6CCICEhLS8PChQvh4eEBdXV1RYejdFi/8sc6li/Wr/yxjuWPdSxfrF8qytjwJCoiEhMToaOjg4SEBGhrays6HKXD+pU/1rF8sX7lj3Usf6xj+WL9UlHGrrZEREREREQkV2x4EhERERERkVyx4UlERERERERyxYYnURGhrq6OWbNmcTAAOWH9yh/rWL5Yv/LHOpY/1rF8sX6pKOPgQkRERERERCRXzHgSERERERGRXLHhSURERERERHLFhicRERERERHJFRueREREREREJFdseBIREREREZFcseFJVEQkJibi2LFjCAoKUnQoRAXy6dMnpKSkiF+HhYVhxYoV8PX1VWBURFSUiEQihIWF4dOnT4oORSm9fv0a0iaoEIlEeP36tQIiIsofG55ECtKlSxesWbMGQPYPeFdXV3Tp0gVOTk44cuSIgqNTDqdPn8aVK1fEr//991+4uLigR48eiIuLU2BkyuG3337Dzp07AQDx8fGoVasWli1bht9++w3r1q1TcHREVBSIRCJUrFgRERERig5FKVlbW+PDhw951sfGxsLa2loBERHljw1PIgW5dOkS6tWrBwA4evQoRCIR4uPjsWrVKsybN0/B0SmHSZMmITExEQAQGBiICRMmoHXr1nj16hXGjx+v4OiKv7t374rP4cOHD8PExARhYWHYuXMnVq1apeDolMeOHTvg7e0tfj158mTo6uqiTp06CAsLU2BkyiE1NRV///03WrduDVdXV1SvXl1ioR+joqKCihUrIiYmRtGhKCWRSASBQJBnfXJyMkqVKqWAiIjyV0LRARD9v0pISIC+vj6A7Mxcp06dUKZMGbRp0waTJk1ScHTKISQkBJUrVwYAHDlyBG3btsWCBQtw9+5dtG7dWsHRFX8pKSnQ0tICAPj6+qJjx45QUVFB7dq12SCSoQULFogzyNevX8eaNWuwYsUKeHl5Ydy4cfD09FRwhMXbgAED4Ofnh99//x1ubm5Sf8TTj1myZAkmTZqEdevWoWrVqooORyl8vnkqEAgwY8YMlClTRvxeVlYWbt68CRcXFwVFRyQdG55ECmJhYYHr169DX18fp0+fxv79+wEAcXFxvEspI2pqauJnEM+ePYs+ffoAAPT19cWZUPp+tra2OHbsGDp06IAzZ85g3LhxAID3799DW1tbwdEpj/DwcNja2gIAjh07ht9//x1DhgxB3bp10bBhQ8UGpwS8vb3h4+ODunXrKjoUpdWrVy+kpKTA2dkZampqKF26tMT7sbGxCoqs+Lp37x6A7IxnYGAg1NTUxO+pqanB2dkZEydOVFR4RFKx4UmkIGPHjkXPnj2hqakJS0tL8Q/IS5cuwdHRUbHBKYlffvkF48ePR926dXHr1i0cOHAAABAcHIxy5copOLrib+bMmejRowfGjRuHJk2awN3dHUB29rNatWoKjk55aGpqIiYmBuXLl4evr6+4gV+qVCkO2CID5ubm4sw9yceKFSsUHYLS8ff3BwD0798fK1eu5M0+KhYEImlDYRHRTxEQEIDw8HA0a9YMmpqaALLvvuvq6vLuuwy8fv0aI0aMQHh4OMaMGYOBAwcCAMaNG4esrCw+hygDUVFRiIyMhLOzM1RUsocNuHXrFrS1teHg4KDg6JRDz5498fTpU1SrVg379u3D69evYWBggBMnTmDq1Kl49OiRokMs1k6dOoVVq1Zh/fr1sLS0VHQ4RN8tIiICAoEA5ubmig6FSCo2PImIiIqw+Ph4TJ8+HeHh4Rg+fDhatmwJAJg1axbU1NQwbdo0BUdYvH348AFdunTBpUuXUKZMGZQsWVLifXYD/XHfmtajfPnyPykS5SMUCjFv3jwsW7YMycnJAAAtLS1MmDAB06ZNE98QJCoK2PAk+okKM5Lq8uXL5RjJ/wdVVVVERkbC2NhYYn1MTAyMjY2RlZWloMiKr44dOxa4LAe9oeKgadOmeP36NQYOHAgTE5M8gwv17dtXQZEpDxUVla8O2sTv4u/n4eGBLVu2YM6cOahbty5EIhGuXr2K2bNnY/DgwZg/f76iQyQS4zOeRD/R58EAvoWjKspGfvfV0tLSJAZioILT0dER/1skEuHo0aPQ0dGBq6srAODOnTuIj48vVAOV8nr48GGByzo5OckxEuV37do1XL9+Hc7OzooORWnlvvZlZGTg3r17WL58ORtGP2jHjh3YvHkz2rVrJ17n7OwMc3NzjBgxgvVLRQobnkQ/0efBAEi+Pj+7KRAIsHnzZvHzs0D2nfVLly7x+cPvtG3bNvG/p0yZgi5dumD9+vVQVVUFkF2/I0aM4EAXP8jFxQUCgSDfOfq+xGzRj3FwcOAgTXImrVHv6uqKsmXL4u+//+aNqh8QGxsr9Xrm4ODAbuJU5LCrLREpHWtrawBAWFgYypUrJ24UAdnDzFtZWWHu3LmoVauWokJUCkZGRrhy5Qrs7e0l1j979gx16tThhPE/4Mt5UO/du4eJEydi0qRJ4pGDr1+/jmXLlmHJkiVo3769gqJUDr6+vpgzZw7mz58PR0fHPM948iaK/Dx//hwuLi74+PGjokMptmrVqoVatWrlGSxv9OjRuH37Nm7cuKGgyIjyYsaTSIFu376NQ4cO4fXr10hPT5d4j8/Hfb+QkBAAQKNGjeDp6Qk9PT0FR6ScMjMzERQUlKfhGRQUBKFQqKColMOXXUoqowAAL6lJREFUo6t27twZq1atQuvWrcXrnJycYGFhgRkzZrDh+YM+D9bUpEkTifWfs83MKP+43PMmi0QiREZGYvbs2ahYsaKColIOS5YsQZs2bXD27Fm4u7tDIBDg2rVrCA8Ph4+Pj6LDI5LAhieRguzfvx99+vRB8+bN4efnh+bNm+P58+eIiopChw4dFB2eUsjdtTkrKwuBgYGwtLRkY1QG+vfvjwEDBuDFixeoXbs2AODGjRtYtGgR+vfvr+DolEdgYKA4i/8la2trPHnyRAERKRc+AiF/urq6ebqMi0QiWFhYYP/+/QqKSjk0aNAAwcHB+Pfff/H06VOIRCJ07NgRI0aMQNmyZRUdHpEEdrUlUhAnJycMHToUI0eOhJaWFh48eABra2sMHToUZmZmmDNnjqJDLPbGjh0LR0dHDBw4EFlZWahfvz6uX7+OMmXKwMvLCw0bNlR0iMWaUCjE0qVLsXLlSkRGRgIAzMzM8Mcff2DChAkSXZzp+1WvXh2VKlXCli1bUKpUKQDZA2QNGDAAQUFBuHv3roIjJPq6ixcvSrxWUVGBkZERbG1tUaIEcyBE/y/Y8CRSEA0NDTx+/BhWVlYwNDSEv78/HB0dERQUhMaNG4t/yNP3Mzc3x/Hjx+Hq6opjx45h5MiR8Pf3x86dO+Hv74+rV68qOsRiKzMzE3v27EGLFi1gamoq7krH5+Fk79atW/j1118hFArFg7Q8ePAAAoEAXl5ecHNzU3CExdu2bdugqamJzp07S6w/dOgQUlJSOJ0KFXnx8fHYsmULgoKCIBAIULlyZQwYMEBiFHKiooCzyhIpiL6+PpKSkgBkN5AePXoEIPsCkpKSosjQlEZMTAxMTU0BAD4+PujcuTPs7OwwcOBABAYGKji64q1EiRIYPnw40tLSAGQ3ONnolA83NzeEhIRg/vz5cHJygqOjIxYsWICQkBA2OmVg0aJFMDQ0zLPe2NgYCxYsUEBEymnXrl2oW7cuypYtKx48659//sHx48cVHFnxFhAQgAoVKuCff/5BbGwsoqOjsXz5clSoUIG9IajIYf8GIgWpV68e/Pz84OjoiC5duuCPP/7A+fPn4efnl2eQC/o+JiYmePLkCczMzHD69GmsXbsWAJCSksJuoDJQq1Yt3Lt3T2IgHJKtjIwM2Nvbw8vLC0OGDFF0OEopLCxM6jO0lpaWeP36tQIiUj7r1q3DzJkzMXbsWMyfP188YJOenh5WrFiB3377TcERFl/jxo1Du3btsGnTJnG35czMTAwaNAhjx47FpUuXFBwhUQ42PIkUZM2aNUhNTQUAeHh4oGTJkrhy5Qo6duyIGTNmKDg65dC/f3906dIFZmZmEAgEaNasGQDg5s2bnMdTBkaMGIEJEyYgIiICNWrUgIaGhsT7Tk5OCopMeZQsWRJpaWnfnMuTvp+xsTEePnwIKysrifUPHjyAgYGBYoJSMqtXr8amTZvQvn17LFq0SLze1dUVEydOVGBkxV9AQIBEoxPI7pEyefJkuLq6KjAyorzY8CRSEH19ffG/VVRUMHnyZEyePFmBESmf2bNno2rVqggPD0fnzp2hrq4OAFBVVcWff/6p4OiKv65duwIAxowZI14nEAg4DYWMjR49GosXL8bmzZs5EIscdOvWDWPGjIGWlhbq168PIHswnD/++APdunVTcHTKISQkBNWqVcuzXl1dnXN4/iBtbW28fv06z83U8PBwaGlpKSgqIul4BSNSoKysLBw7dkxiQIB27dqxG6gM/f7773nWcbAQ2fg8XyrJ182bN3Hu3Dn4+vrC0dExT2aZc/7+mHnz5iEsLAxNmjQRN+yFQiH69OnDZzxlxNraGvfv38/TLf/UqVOoXLmygqJSDl27dsXAgQOxdOlS1KlTBwKBAFeuXMGkSZPQvXt3RYdHJIENTyIFefHiBdq0aYOIiAjY29tDJBIhODgYFhYW8Pb2RoUKFRQdYrG0atUqDBkyBKVKlcKqVau+WvbLTB0VHp/t/Dl0dXXRqVMnRYehtNTU1HDgwAHMmzcP9+/fR+nSpeHo6MjzW4YmTZqEkSNHIjU1FSKRCLdu3cK+ffuwcOFCbN68WdHhFTsPHz5E1apVoaKigqVLl0IgEKBPnz7IzMwEkN1Ff/jw4RLdmomKAk6nQqQgrVu3hkgkwp49e8TdbmNiYtCrVy+oqKjA29tbwREWT9bW1ggICICBgYHUAUM+EwgEePXq1U+MTHk9efIEr1+/Rnp6usT6du3aKSgiItnT1tbG/fv3YWNjo+hQiqVNmzZh3rx5CA8PB5A9mvvs2bMxcOBABUdW/KiqqiIyMhLGxsawsbHB7du3Ubp0abx48QIAYGtrizJlyig4SqK82PAkUhANDQ3cuHEDjo6OEusfPHiAunXrIjk5WUGRERXMq1ev0KFDBwQGBoqf7QQgHgiHz3iSMtHS0sKDBw/Y8PxB0dHREAqFMDY2zvPe1atX4erqKn4en6QzMDCAj48PatWqBRUVFbx79w5GRkaKDovom9jVlkhB1NXVxfN4fik5ORlqamoKiEj5ZWVlITAwEJaWltDT01N0OMXeH3/8AWtra5w9exY2Nja4desWYmJiMGHCBCxdulTR4SmVw4cP4+DBg1Izy5yrj4oTaXOmftaqVStmlQugU6dOaNCggXjEdldX13zHhmDPHipK2PAkUpC2bdtiyJAh2LJli3gS+Js3b2LYsGHsoigjY8eOhaOjIwYOHIisrCzUr18f169fR5kyZeDl5YWGDRsqOsRi7fr16zh//jyMjIygoqICFRUV/PLLL1i4cCHGjBmDe/fuKTpEpbBq1SpMmzYNffv2xfHjx9G/f3+8fPkSt2/fxsiRIxUdHpHMsBNewWzcuBEdO3bEixcvMGbMGAwePJgj2FKxwIYnkYKsWrUKffv2hbu7O0qWLAkge7L43377DStWrFBscEri8OHD6NWrFwDg5MmTCA0NxdOnT7Fz505MmzYNV69eVXCExVtW1v/au/u4mu/+D+Cvb6S7U2oRIeUUiSliczFSWG4nN5f7JWk2M2PR3Fybm5nbELNGuQxpmylsF1vETjfEb0K5bRghV0VTrLmJOuf7+8PDeexcNVo656PT6/l49Hic7+f7Pd/zOsdNvfvcqaFQKAA87sXIy8uDu7s7nJ2dceHCBcHpjMe6deuwYcMGjB49GjExMZg5cyaUSiXmzZuHoqIi0fGISIC+ffsCAE6cOIFp06ax8KQagYUnkSC2trb4z3/+g0uXLuGXX36BLMto06YN3NzcREczGrdu3ULjxo0BAAkJCRg+fDhatWqFkJCQZ654S8/28ssv4/Tp01AqlejcuTPCw8NRr149bNiwgUPlqlFOTg66du0KALCwsNAO0Q8MDMQ//vEPREZGioxXazyZu0z0Itm8ebPoCESVxsKTSJDp06eXa0tJSYEkSTA3N4ebmxsCAgK0K97S39eoUSNkZWXB0dER+/btw7p16wAA9+/f516p1eDjjz/Wbv6+aNEiDBw4EN27d4e9vT22b98uOJ3xaNy4MQoLC+Hs7AxnZ2f8/PPP8PLywpUrVzg00YD4WRMRPR8WnkSCZGZmIiMjA2q1WruP56+//oo6deqgdevWWLduHWbMmIG0tDRusF1FwcHBGDFihHYBhtdffx3A47m0rVu3Fpyu5uvTp4/2sVKpRFZWFoqKimBnZ8feoWrUs2dP7NmzB97e3ggJCUFoaCh27NiB48ePY+jQoaLj1Rp79+5F06ZNRccwavx/g8i4cTsVIkHWrFmDQ4cOYfPmzbCxsQEAFBcXIyQkBN26dcPEiRMxZswYPHjwAImJiYLT1lw7duzA9evXMXz4cDRr1gwAEBMTA1tbWwQEBAhOV7P9/vvvUKvV5Xrli4qKULduXe3fa3o+Go0GGo0Gdes+/l1xXFwc0tLS4ObmhkmTJnEV7OekVquxZcsWqFQqFBQUQKPR6JxPSkoSlKz24ZY1RMaNhSeRIE2bNsWBAwfK9WaeO3cO/v7+yM3NRUZGBvz9/XHr1i1BKY3PnTt3YGtrKzqGUejXrx/eeOMNTJ48Wac9KioKu3fvRkJCgqBkRJU3ZcoUbNmyBQMGDNCOjviz1atXC0pGRGRcONSWSJDff/8dBQUF5QrP3377DcXFxQAeL0D0v3v2UeUtX74cLi4uGDlyJABgxIgR2LlzJxwdHZGQkABPT0/BCWu2o0ePIiIioly7r68vPvroIwGJjNPmzZuhUCgwfPhwnfb4+Hjcv38fQUFBgpIZh2+//RZxcXHo37+/6ChG6+bNmwgLC9P2Kv9vn4darRaUjIgMiYUnkSABAQGYMGECVq1ahVdeeQWSJCE9PR1hYWEYPHgwACA9PR2tWrUSG7QGi46OxldffQUAOHDgAA4cOIC9e/ciLi4OYWFh2L9/v+CENdvDhw9RVlZWrr20tBQPHjwQkMg4LVu2DFFRUeXaHRwc8Pbbb7PwfE716tXjauJ6Nn78eOTk5GDu3LkV9ioTUe3AobZEgty9exehoaHYunWr9of3unXrIigoCKtXr4aVlRVOnjwJAGjfvr24oDWYhYUFLl68CCcnJ0ybNg0lJSWIjo7GxYsX0blzZ9y+fVt0xBrN19cX7dq1w+eff67T/t577+H06dM4dOiQoGTGxdzcHOfPn4eLi4tO+9WrV+Hh4cEi/zmtWrUK2dnZiIyMZEGkJ9bW1jh06BC/lxHVcuzxJBJEoVDg3//+N1avXo3s7GzIsgxXV1coFArtNfwm/Xzs7Oxw/fp1ODk5Yd++fVi0aBGAx9sicGjX81u8eDF69+6NU6dOoVevXgAAlUqFY8eOsTe5Gjk4OOD06dPlCs9Tp07B3t5eTCgjkpaWhuTkZOzduxdt27aFqampzvldu3YJSmY8nJycuB0NEbHwJBJNoVBwrqGeDB06FGPGjEHLli1RWFiIfv36AQBOnjzJoXXV4LXXXsP//d//YcWKFYiLi4OFhQU8PT3x5ZdfomXLlqLjGY1Ro0Zh6tSpsLa2ho+PDwAgNTUV06ZNw6hRowSnq/lsbW0xZMgQ0TGM2po1azB79mxER0eX+wUKEdUeHGpLREartLQUn332Ga5fv47x48ejQ4cOAB7/EKRQKPDWW28JTlg7LFu2DJMmTeJqwlX06NEjBAYGIj4+Xrulikajwbhx4xAVFcXtVOiFZ2dnh/v376OsrAyWlpblepWLiooEJSMiQ2LhSURGLysrCzk5OeVWCB40aJCgRLWLjY0NTp48yb35ntOvv/6KkydPwsLCAu3atYOzs7PoSESVEhMT89TzXCCLqHZg4UlERis7OxtDhw7FmTNnAEA7x+jJAiKc52kY3BTeMFjgV563tzdUKhXs7OzQoUOHpy4qlJGRYcBkRETGi3M8ichoTZs2DS4uLjhw4ACUSiXS09NRWFiIGTNmYOXKlaLjEVUr/h658gICAmBmZgYA2u2rqHoVFxfDxsZG+/hpnlxHRMaNPZ5EZLQaNGiApKQkeHp6on79+khPT4e7uzuSkpIwY8YMZGZmio5YK7DH0zD4OevXtm3bMGjQIFhZWYmOUiPUqVMH+fn5cHBwgImJSYW9yrIsQ5Ikjj4hqiXY40lERkutVmu3p2nQoAHy8vLg7u4OZ2dnXLhwQXA6IqpJ3nnnHXTu3JmFfSUlJSXhpZdeAgAkJycLTkNELwIWnkRktF5++WWcPn0aSqUSnTt3Rnh4OOrVq4cNGzbwh0ci+ls4QOzv6dGjR4WPn2by5MlYuHAhGjRooK9YRCSQiegARET68vHHH0Oj0QAAFi1ahGvXrqF79+5ISEjA2rVrBaerPbp37w4LCwvRMYze0xbIIaoJvvrqq2fOByWimos9nkRktPr06aN9rFQqkZWVhaKiItjZ2fGH9GowduxY9OjRA76+vmjVqtVfXpeQkGDAVLUXe+SopuPfYSLjxh5PIqpVXnrpJRad1UShUCAiIgKtW7dGkyZNMHr0aERFReH8+fOio9VKe/fuRdOmTUXHICIiqhBXtSUioudy48YNpKSkICUlBampqbh48SIcHByQn58vOlqNNX369EpfGxERocck9ARXDdY/fsZExo1DbYmI6LlYW1vDzs4OdnZ2sLW1Rd26ddG4cWPRsWq0/93q58SJE1Cr1XB3dwcAXLx4EXXq1EHHjh1FxKuVnJ2dYWpqKjoGEVGNxcKTiIiqZNasWUhNTcWpU6fw8ssvw8fHB3PmzIGPjw9sbW1Fx6vR/rz9REREBKytrRETEwM7OzsAwO3btxEcHIzu3buLimg0lEoljh07Bnt7e532O3fuwNvbG9nZ2QCAs2fPiohHRGQ0ONSWiIiqxMTEBA0bNkRoaCgCAgLg4eEhOpJRatq0Kfbv34+2bdvqtJ89exb+/v7Iy8sTlMw4mJiY4MaNG3BwcNBpv3nzJpo3b46HDx8KSlb7vPvuu/j000+5nQqRkWKPJxERVUlmZiZSU1ORkpKCVatWoU6dOtpVbn19fVmIVpPi4mLcvHmzXOFZUFCAP/74Q1Cqmm/37t3ax4mJiahfv772WK1WQ6VSwcXFRUAy43To0CFER0fj8uXL2LFjB5o2bYrY2Fi0aNEC3bp1AwCsX79ecEoi0if2eBIRUbU4deoU1qxZg6+++goajQZqtVp0JKMwbtw4pKamYtWqVfjHP/4BAPj555/x4YcfwsfHBzExMYIT1kwmJo8X9pckqdw2HqampnBxccGqVaswcOBAEfGMys6dOxEYGIixY8ciNjYWWVlZUCqVWLduHX744QduuURUS7DwJCKiKsvMzNSuaHvo0CEUFxejffv28PPzw4oVK0THMwr3799HWFgYNm3ahNLSUgBA3bp1ERISghUrVsDKykpwwpqtRYsWOHbsGId36lGHDh0QGhqKcePG6axce/LkSfTt2xc3btwQHZGIDICFJxERVYmdnR3u3r0LLy8v7fBaHx8f2NjYiI5mlO7du4fLly9DlmW4ubmx4KQaw9LSEllZWXBxcdEpPLOzs9GmTRuUlJSIjkhEBsA5nkREVCWxsbEsNA0oPz8f+fn58PHxgYWFBWRZhiRJomMZBZVKBZVKhYKCAmg0Gp1zmzZtEpTKeDg6OuLSpUvl5sympaVxz06iWsREdAAiIqqZBg4cqC06//vf/yI3N1dwIuNUWFiIXr16oVWrVujfvz/y8/MBAG+99RZmzJghOF3N98knn8Df3x8qlQq3bt3C7du3db7o+b3zzjuYNm0ajh49CkmSkJeXh6+//hphYWGYPHmy6HhEZCAcaktERFWi0WiwaNEirFq1Cnfv3gUAWFtbY8aMGfjoo4+0i7fQ8xk3bhwKCgqwceNGeHh4aIcp7t+/H6GhoTh37pzoiDWao6MjwsPDERgYKDqKUfvoo4+wevVq7bBaMzMzhIWF4dNPPxWcjIgMhYUnERFVyZw5c/Dll1/ik08+wWuvvQZZlnH48GEsWLAAEydOxOLFi0VHNAqNGzdGYmIivLy8dObHXblyBe3atdMW/VQ19vb2SE9Ph6urq+goRu/+/fvIysqCRqNBmzZtoFAoREciIgPiHE8iIqqSmJgYbNy4EYMGDdK2eXl5oWnTppg8eTILz2py7949WFpalmu/desWzMzMBCQyLm+99Ra++eYbzJ07V3QUo2dpaYlOnTqJjkFEgrDwJCKiKikqKkLr1q3Ltbdu3RpFRUUCEhknHx8fbN26VTskUZIkaDQarFixAn5+foLT1UzTp0/XPtZoNNiwYQN++ukneHp6wtTUVOfaiIgIQ8czOn5+fk9dCCspKcmAaYhIFBaeRERUJV5eXoiMjMTatWt12iMjI+Hl5SUolfFZuXIlevTogePHj+PRo0eYOXMmzp07h6KiIhw+fFh0vBopMzNT57h9+/YAgLNnz+q0c9Xg6vHk832itLQUJ0+exNmzZxEUFCQmFBEZHOd4EhFRlaSmpmLAgAFo3rw5unTpAkmScOTIEVy/fh0JCQno3r276Ig1XmlpKfz9/bF06VLs3bsXJ06cgEajgbe3N9577z04OjqKjkhUZQsWLMDdu3excuVK0VGIyABYeBIRUZXl5eXhiy++wPnz5yHLMtq0aYPJkyejSZMmoqMZjYYNG+LIkSNo2bKl6ChE1erSpUt49dVXOTSfqJZg4UlERPQCmzFjBkxNTbFs2TLRUYzSkCFDKhxSK0kSzM3N4ebmhjFjxsDd3V1AOuMWGxuLWbNmIS8vT3QUIjIAzvEkIqJKO336dKWv9fT01GOS2uPRo0fYuHEjDhw4gE6dOsHKykrnPBe/eT7169fH999/D1tbW3Ts2BGyLCMzMxN37tyBv78/tm/fjuXLl0OlUuG1114THbdGGjp0qM6xLMvIz8/H8ePHuZowUS3CHk8iIqo0ExMTSJKEZ33rkCQJarXaQKmM29NWrpUkiSuCPqfZs2ejuLgYkZGRMDExAfB4pdtp06bB2toaixcvxqRJk3Du3DmkpaUJTlszBQcH6xybmJigYcOG6NmzJ/z9/QWlIiJDY+FJRESVdu3atUpf6+zsrMckRNWjYcOGOHz4MFq1aqXTfvHiRXTt2hW3bt3CmTNn0L17d9y5c0dMSCIiI8ChtkREVGksJsnYlJWV4fz58+UKz/Pnz2t77c3Nzbm1ChHRc2LhSURElbZ79+5KXzto0CA9JiGqHoGBgQgJCcG//vUvvPLKK5AkCenp6ViyZAnGjRsH4PHWQW3bthWctGaxs7OrdLHOVW2JagcOtSUiokp7MgfuWTjHk2oKtVqNZcuWITIyEjdv3gQANGrUCO+//z5mzZqFOnXqICcnByYmJmjWrJngtDVHTExMpa8NCgrSYxIielGw8CQiIiICUFxcDACwsbERnISIyPiw8CQioudWUlICc3Nz0TGI6AX34MEDlJaW6rSx0CeqHTjHk4iIqkStVmPJkiWIiorCzZs3cfHiRSiVSsydOxcuLi4ICQkRHZGoQt7e3lCpVLCzs0OHDh2eOhcxIyPDgMmM07179zBr1izExcWhsLCw3HkOyyeqHVh4EhFRlSxevBgxMTEIDw/HxIkTte3t2rXD6tWrWXjSCysgIABmZmYAgMGDB4sNUwvMnDkTycnJWLduHcaNG4cvvvgCubm5iI6OxrJly0THIyID4VBbIiKqEjc3N0RHR6NXr16wtrbGqVOnoFQqcf78eXTp0gW3b98WHZGIXgDNmzfH1q1b4evrCxsbG2RkZMDNzQ2xsbHYtm0bEhISREckIgOo3PKERERE/yM3Nxdubm7l2jUaTbk5XEQvsjt37mDjxo2YM2eOdmuPjIwM5ObmCk5mHIqKitCiRQsAj+dzPvmMu3XrhoMHD4qMRkQGxMKTiIiqpG3btjh06FC59vj4eHTo0EFAIqK/7/Tp02jVqhWWL1+OlStX4s6dOwCA7777DnPmzBEbzkgolUpcvXoVANCmTRvExcUBAPbs2QNbW1txwYjIoDjHk4iIqmT+/PkIDAxEbm4uNBoNdu3ahQsXLmDr1q344YcfRMcjqpTp06dj/PjxCA8Ph7W1tba9X79+GDNmjMBkxiM4OBinTp1Cjx49MGfOHAwYMACff/45ysrKEBERIToeERkI53gSEVGVJSYmYsmSJThx4gQ0Gg28vb0xb948+Pv7i45GVCn169dHRkYGXF1ddeYqX7t2De7u7igpKREd0ejk5OTg+PHjcHV1hZeXl+g4RGQg7PEkIqIqGT9+PCZMmIDU1FTRUYiqzNzcHMXFxeXaL1y4gIYNGwpIZHyuXr0KFxcX7XHz5s3RvHlzcYGISAjO8SQioir5448/4O/vj5YtW2LJkiXIy8sTHYnobwsICMDChQu1C2JJkoScnBzMnj0bw4YNE5zOOCiVSnTr1g3R0dHahYWIqPZh4UlERFWyc+dO5ObmYsqUKYiPj4ezszP69euH+Ph4rmpLNcbKlSvx22+/wcHBAQ8ePECPHj3g5uYGhUKBxYsXi45nFI4fP44uXbpg0aJFaNKkCQICAhAfH4+HDx+KjkZEBsQ5nkREVC0yMzOxadMmbNy4EQqFAm+++SYmT56Mli1bio5G9EzJyck6c5V79+4tOpLRkWUZKSkp+Oabb7Bz506o1WoMGzYMmzZtEh2NiAyAhScRET23/Px8bN26FZs2bUJubi6GDRuG/Px8JCcnIzw8HKGhoaIjEv0llUoFlUqFgoICaDQanXMsivQjIyMDISEhOH36NNRqteg4RGQAHGpLRERVUlpaip07d2LgwIFwdnZGfHw8QkNDkZ+fj5iYGOzfvx+xsbFYuHCh6KhEf+mTTz6Bv78/VCoVbt26hdu3b+t8UfW5fv06wsPD0b59e7zyyiuwsrJCZGSk6FhEZCBc1ZaIiKrE0dERGo0Go0ePRnp6Otq3b1/umj59+nCDeHqhRUVFYcuWLQgMDBQdxWht2LABX3/9NQ4fPgx3d3eMHTsW33//vc5Kt0Rk/DjUloiIqiQ2NhbDhw+Hubm56ChEVWZvb4/09HS4urqKjmK0nJycMGrUKIwdO7bCX1ARUe3AwpOIiIhqrVmzZkGhUGDu3LmioxgtWZYhSdIzr5s8eTIWLlyIBg0aGCAVERkaC08iIiKqVaZPn659rNFoEBMTA09PT3h6esLU1FTn2oiICEPHq7VsbGxw8uRJKJVK0VGISA84x5OIiIhqlczMTJ3jJ8M/z549q9NemV46qj7sCyEybiw8iYiIqFZJTk4WHYGIqNbhdipERERERESkVyw8iYiIiIiISK9YeBIREREREZFesfAkIiIiIr3JycmpcOEgWZaRk5OjPX7zzTdhY2NjyGhEZEDcToWIiIiI9KZOnTrIz8+Hg4ODTnthYSEcHBygVqsFJSMiQ2KPJxERERHpjSzLFW5Nc/fuXZibmwtIREQicDsVIiIiIqp206dPB/B4P9S5c+fC0tJSe06tVuPo0aPaPVSJyPix8CQiIiKiapeZmQngcY/nmTNnUK9ePe25evXqwcvLC2FhYaLiEZGBcY4nEREREelNcHAwPvvsMy4cRFTLsfAkIiIiIr27dOkSLl++DB8fH1hYWPzl3E8iMk5cXIiIiIiI9KaoqAi9evVCq1at0L9/f+Tn5wMA3nrrLcyYMUNwOiIyFBaeRERERKQ3H3zwAUxNTZGTk6OzwNDIkSOxb98+gcmIyJC4uBARERER6c3+/fuRmJiIZs2a6bS3bNkS165dE5SKiAyNPZ5EREREpDf37t3T6el84tatWzAzMxOQiIhEYOFJRERERHrj4+ODrVu3ao8lSYJGo8GKFSvg5+cnMBkRGRJXtSUiIiIivcnKyoKvry86duyIpKQkDBo0COfOnUNRUREOHz4MV1dX0RGJyABYeBIRERGRXt24cQPr16/HiRMnoNFo4O3tjffeew+Ojo6ioxGRgbDwJCIiIiK9UalU6NWrV4XnIiMjMWXKFAMnIiIROMeTiIiIiPRm2LBhOHbsWLn2NWvW4F//+peAREQkAgtPIiIiItKb1atXo3///sjKytK2rVy5EvPnz8ePP/4oMBkRGRL38SQiIiIivQkODkZhYSH8/f2RlpaG7du3Y8mSJdi7dy+6du0qOh4RGQgLTyIiIiLSq7CwMBQWFqJTp05Qq9XYv38/OnfuLDoWERkQC08iIiIiqlZr164t1+bo6AhLS0v4+Pjg6NGjOHr0KABg6tSpho5HRAJwVVsiIiIiqlYtWrSo1HWSJCE7O1vPaYjoRcDCk4iIiIiIiPSKq9oSERERkV6UlpZCqVTqrGhLRLUTC08iIiIi0gtTU1M8fPgQkiSJjkJEgrHwJCIiIiK9ef/997F8+XKUlZWJjkJEAnGOJxERERHpzZAhQ6BSqaBQKNCuXTtYWVnpnN+1a5egZERkSNxOhYiIiIj0xtbWFsOGDRMdg4gEY48nERERERER6RXneBIREREREZFecagtEREREenVjh07EBcXh5ycHDx69EjnXEZGhqBURGRI7PEkIiIiIr1Zu3YtgoOD4eDggMzMTLz66quwt7dHdnY2+vXrJzoeERkI53gSERERkd60bt0a8+fPx+jRo2FtbY1Tp05BqVRi3rx5KCoqQmRkpOiIRGQA7PEkIiIiIr3JyclB165dAQAWFhb4448/AACBgYHYtm2byGhEZEAsPImIiIhIbxo3bozCwkIAgLOzM37++WcAwJUrV8CBd0S1BwtPIiIiItKbnj17Ys+ePQCAkJAQhIaG4vXXX8fIkSMxZMgQwemIyFA4x5OIiIiI9Eaj0UCj0aBu3cebKcTHx+PQoUNwc3PDu+++C1NTU8EJicgQWHgSERERkV6VlJTg9OnTKCgogEaj0bZLkoQ33nhDYDIiMhTu40lEREREerNv3z4EBgZq53n+mSRJUKvVAlIRkaFxjicRERER6c2UKVMwYsQI5Ofna4fdPvli0UlUe3CoLRERERHpjY2NDTIzM+Hq6io6ChEJxB5PIiIiItKbf/7zn0hJSREdg4gEY48nEREREenN/fv3MXz4cDRs2BDt2rUrt4rt1KlTBSUjIkNi4UlEREREerNx40ZMmjQJFhYWsLe3hyRJ2nOSJCE7O1tgOiIyFBaeRERERKQ3jRs3xtSpUzF79myYmHCWF1FtxX/9RERERKQ3jx49wsiRI1l0EtVy/B+AiIiIiPQmKCgI27dvFx2DiASrKzoAERERERkvtVqN8PBwJCYmwtPTs9ziQhEREYKSEZEhcY4nEREREemNn5/fX56TJAlJSUkGTENEorDwJCIiIiIiIr3iHE8iIiIiIiLSKxaeREREREREpFcsPImIiIiIiEivWHgSERERERGRXrHwJCKiWmXDhg1wcnKCiYkJ1qxZIzoOAdiyZQtsbW1FxyAiIj1i4UlERC+c8ePHQ5IkSJIEU1NTKJVKhIWF4d69e8913+LiYkyZMgWzZs1Cbm4u3n777WpKXPM9+bx//vlnnfaHDx/C3t4ekiQhJSWl0vcbP348Bg8eXKlrR44ciYsXL/6NtEREVNOw8CQiohdS3759kZ+fj+zsbCxatAjr1q1DWFhYle4lyzLKysqQk5OD0tJSDBgwAI6OjrC0tKzS/UpLS6v0vBedk5MTNm/erNP23XffQaFQ6O01S0tLYWFhAQcHB729BhERicfCk4iIXkhmZmZo3LgxnJycMGbMGIwdOxbff/89gMeFZHh4OJRKJSwsLODl5YUdO3Zon5uSkgJJkpCYmIhOnTrBzMwMsbGxaNeuHQBAqVRCkiRcvXoVALB+/Xq4urqiXr16cHd3R2xsrE4WSZIQFRWFgIAAWFlZYdGiRViwYAHat2+PTZs2oXnz5lAoFHj33XehVqsRHh6Oxo0bw8HBAYsXL9a5V0REBNq1awcrKys4OTlh8uTJuHv3rvb8k2GniYmJ8PDwgEKh0Bbhf7Zp0ya0bdsWZmZmcHR0xJQpU7Tnfv/9d7z99ttwcHCAjY0NevbsiVOnTj3zMw8KCsK3336LBw8e6LxOUFBQuWtzc3MxcuRI2NnZwd7eHgEBAdrPc8GCBYiJicF//vMfbU9qSkoKrl69CkmSEBcXB19fX5ibm+Orr76qcKjt7t270alTJ5ibm6NBgwYYOnSo9ty6devQsmVLmJubo1GjRvjnP//5zPdGRERisfAkIqIawcLCQtvT+PHHH2Pz5s1Yv349zp07h9DQULz55ptITU3Vec7MmTOxdOlS/PLLL/D398dPP/0EAEhPT0d+fj6cnJzw3XffYdq0aZgxYwbOnj2Ld955B8HBwUhOTta51/z58xEQEIAzZ85gwoQJAIDLly9j79692LdvH7Zt24ZNmzZhwIAB+O9//4vU1FQsX74cH3/8sc7wVRMTE6xduxZnz55FTEwMkpKSMHPmTJ3Xun//PlauXInY2FgcPHgQOTk5Or2969evx3vvvYe3334bZ86cwe7du+Hm5gbgcVE+YMAA3LhxAwkJCThx4gS8vb3Rq1cvFBUVPfUz7tixI1q0aIGdO3cCAK5fv46DBw8iMDCwXD4/Pz8oFAocPHgQaWlp2gL50aNHCAsLw4gRI7QFc35+Prp27ap9/qxZszB16lT88ssv6NOnT7kcP/74I4YOHYoBAwYgMzMTKpUKnTp1AgAcP34cU6dOxcKFC3HhwgXs27cPPj4+T31fRET0ApCJiIheMEFBQXJAQID2+OjRo7K9vb08YsQI+e7du7K5ubl85MgRneeEhITIo0ePlmVZlpOTk2UA8vfff69zTWZmpgxAvnLlirata9eu8sSJE3WuGz58uNy/f3/tMQD5gw8+0Llm/vz5sqWlpVxcXKxt69Onj+zi4iKr1Wptm7u7u7x06dK/fK9xcXGyvb299njz5s0yAPnSpUvati+++EJu1KiR9rhJkybyRx99VOH9VCqVbGNjI5eUlOi0u7q6ytHR0X+ZA4D83XffyWvWrJH9/PxkWZblTz75RB4yZIh8+/ZtGYCcnJwsy7Isf/nll7K7u7us0Wi0z3/48KFsYWEhJyYmyrJc/s9QlmX5ypUrMgB5zZo1Ou2bN2+W69evrz3u0qWLPHbs2Apz7ty5U7axsdH53ImI6MVXV2DNS0RE9Jd++OEHKBQKlJWVobS0FAEBAfj888+RlZWFkpISvP766zrXP3r0CB06dNBpe9JL9jS//PJLuUWGXnvtNXz22WfPvJeLiwusra21x40aNUKdOnVgYmKi01ZQUKA9Tk5OxpIlS5CVlYXi4mKUlZWhpKQE9+7dg5WVFQDA0tISrq6u2uc4Ojpq71FQUIC8vDz06tWrwvdz4sQJ3L17F/b29jrtDx48wOXLl5/6WQDAm2++idmzZyM7OxtbtmzB2rVrK3yNS5cu6bx3ACgpKanUazzrz+XkyZOYOHFihedef/11ODs7Q6lUom/fvujbty+GDBlS5fm6RERkGCw8iYjoheTn54f169fD1NQUTZo0gampKQDgypUrAB4Px2zatKnOc8zMzHSOnxRyzyJJks6xLMvl2iq615NMf75PRW0ajQYAcO3aNfTv3x+TJk3Cp59+ipdeeglpaWkICQnRWbCoonvIsgzg8ZDjp9FoNHB0dKxwBdrKbFlib2+PgQMHIiQkBCUlJejXrx/++OOPcq/RsWNHfP311+We37Bhw2e+xrP+XJ72Hq2trZGRkYGUlBTs378f8+bNw4IFC3Ds2DFuyUJE9AJj4UlERC8kKysr7bzFP2vTpg3MzMyQk5ODHj16PPfreHh4IC0tDePGjdO2HTlyBB4eHs997/91/PhxlJWVYdWqVdpe0bi4uL91D2tra7i4uEClUsHPz6/ceW9vb9y4cQN169aFi4tLlXJOmDAB/fv3x6xZs1CnTp0KX2P79u3axYsqUq9ePajV6iq9vqenJ1QqFYKDgys8X7duXfTu3Ru9e/fG/PnzYWtri6SkJJ0FiIiI6MXCwpOIiGoUa2trhIWFITQ0FBqNBt26dUNxcTGOHDkChUJR4QqsT/Phhx9ixIgR2gV49uzZg127dmkXIqpOrq6uKCsrw+eff4433ngDhw8fRlRU1N++z4IFCzBp0iQ4ODhoeyQPHz6M999/H71790aXLl0wePBgLF++HO7u7sjLy0NCQgIGDx5cqeHHffv2xW+//faXReXYsWOxYsUKBAQEYOHChWjWrBlycnKwa9cufPjhh2jWrBlcXFyQmJiICxcuwN7eHvXr16/0+5s/fz569eoFV1dXjBo1CmVlZdi7dy9mzpyJH374AdnZ2fDx8YGdnR0SEhKg0Wjg7u5e6fsTEZHhcVVbIiKqcT799FPMmzcPS5cuhYeHB/r06YM9e/agRYsWf/tegwcPxmeffYYVK1agbdu2iI6OxubNm+Hr61vtudu3b4+IiAgsX74cL7/8Mr7++mssXbr0b98nKCgIa9aswbp169C2bVsMHDgQv/76K4DHw3ITEhLg4+ODCRMmoFWrVhg1ahSuXr2KRo0aVer+kiShQYMGqFevXoXnLS0tcfDgQTRv3hxDhw6Fh4cHJkyYgAcPHmiL1YkTJ8Ld3R2dOnVCw4YNcfjw4Uq/P19fX8THx2P37t1o3749evbsiaNHjwJ4PFx4165d6NmzJzw8PBAVFYVt27ahbdu2lb4/EREZniQ/mTRCREREREREpAfs8SQiIiIiIiK9YuFJREREREREesXCk4iIiIiIiPSKhScRERERERHpFQtPIiIiIiIi0isWnkRERERERKRXLDyJiIiIiIhIr1h4EhERERERkV6x8CQiIiIiIiK9YuFJREREREREesXCk4iIiIiIiPTq/wEDleEM1crnOgAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1000x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "# Load the dataset\n",
    "player_data = pd.read_excel('Football_data_merged_cleaned_data.xlsx')\n",
    "\n",
    "# Filter for relevant columns\n",
    "player_data = player_data[['goals', 'assists', 'yellow_cards', 'red_cards', 'height_in_cm', 'market_value_in_eur', 'foot']]\n",
    "\n",
    "# Convert 'foot' column to numerical format\n",
    "player_data['foot'] = player_data['foot'].map({'right': 1, 'left': 0})\n",
    "\n",
    "# Calculate the correlation matrix\n",
    "correlation_matrix = player_data.corr()\n",
    "\n",
    "# Plot heatmap\n",
    "plt.figure(figsize=(10, 8))\n",
    "sns.heatmap(correlation_matrix, annot=True, cmap=\"YlGnBu\")\n",
    "plt.title('Correlation Matrix of Player Attributes and Performance Metrics')\n",
    "plt.xlabel('Performance Metrics')\n",
    "plt.ylabel('Player Attributes')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0dcbd4d7",
   "metadata": {},
   "source": [
    "The above graph is a correlation matrix which shows the relationship between different player attributes and performance metrics. Here are some observations about the relationships:\n",
    "\n",
    "* Positive correlations are shown by values closer to 1.  For example, there is a positive correlation between goals and assists (0.19). This means that players with more goals tend to also have more assists.\n",
    "* Negative correlations are shown by values closer to -1.  For example, there is a negative correlation between height and red cards (-0.28). This means that taller players tend to get fewer red cards.\n",
    "* Values closer to 0 show a weak correlation between two metrics. For instance, there is a weak correlation between market value and foot (0.22). This suggests that a player's preferred foot doesn't necessarily have a big impact on their market value.\n",
    "\n",
    "It's important to note that correlation doesn't imply causation. Just because two metrics are correlated doesn't necessarily mean that one causes the other."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1c79664b",
   "metadata": {},
   "source": [
    "# 10. Contract Management:"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "62867fa8",
   "metadata": {},
   "source": [
    "**Objective 1: Evaluate the impact of contract durations on player performance.**"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8a62b8e4",
   "metadata": {},
   "source": [
    "_Question 37: How do players' performance metrics vary in the final year of their contracts compared to other years?_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "fc80e070",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Load the dataset\n",
    "contract_data = pd.read_excel('Football_data_merged_cleaned_data.xlsx')\n",
    "\n",
    "# Filter for relevant columns\n",
    "contract_data = contract_data[['contract_expiration_date', 'goals', 'assists', 'yellow_cards', 'red_cards']]\n",
    "\n",
    "# Extract the year from the contract expiration date\n",
    "contract_data['contract_expiration_year'] = pd.to_datetime(contract_data['contract_expiration_date']).dt.year\n",
    "\n",
    "# Filter for the final year of the contract\n",
    "final_year_data = contract_data[contract_data['contract_expiration_year'] == 2023]\n",
    "\n",
    "# Filter for the years other than the final year\n",
    "other_years_data = contract_data[contract_data['contract_expiration_year'] != 2023]\n",
    "\n",
    "# Calculate the average performance metrics for the final year\n",
    "final_year_avg = final_year_data[['goals', 'assists', 'yellow_cards', 'red_cards']].mean()\n",
    "\n",
    "# Calculate the average performance metrics for other years\n",
    "other_years_avg = other_years_data[['goals', 'assists', 'yellow_cards', 'red_cards']].mean()\n",
    "\n",
    "# Plot\n",
    "metrics = final_year_avg.index\n",
    "final_year_values = final_year_avg.values\n",
    "other_years_values = other_years_avg.values\n",
    "\n",
    "x = np.arange(len(metrics))\n",
    "width = 0.35\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(10, 6))\n",
    "rects1 = ax.bar(x - width/2, final_year_values, width, label='Final Year of Contract')\n",
    "rects2 = ax.bar(x + width/2, other_years_values, width, label='Other Years')\n",
    "\n",
    "ax.set_xlabel('Performance Metrics')\n",
    "ax.set_ylabel('Average Values')\n",
    "ax.set_title('Comparison of Player Performance Metrics in the Final Year of Contract and Other Years')\n",
    "ax.set_xticks(x)\n",
    "ax.set_xticklabels(metrics)\n",
    "ax.legend()\n",
    "\n",
    "plt.xticks(rotation=45)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "23f1f785",
   "metadata": {},
   "source": [
    "The graph above is a comparison of player performance metrics in the final year of contract and other years. The y-axis shows the average value of various performance metrics, and the x-axis shows the metric being measured. Here are some observations about player performance in their final year of contract compared to other years:\n",
    "\n",
    "Players tend to score more goals and have more assists in their final year of contract according to the higher averages for these metrics in the final year.\n",
    "Conversely, players tend to get fewer yellow and red cards in their final year of contract, as shown by the lower averages for these metrics in the final year.\n",
    "It is important to note that this graph only shows average values and may not reflect the performance of all players in their final year of contract."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ae77305a",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}