Data_Analysis_Proj_3.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "f094ab0b",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "\n",
    "# Import data\n",
    "df = pd.read_csv(\"/home/samuel/Downloads/medical_examination.csv\")\n",
    "\n",
    "# Add 'overweight' column\n",
    "df['overweight'] = np.where((df['weight'] / np.square(df['height']/100))> 25, 1,0)\n",
    "\n",
    "# Normalize data by making 0 always good and 1 always bad. If the value of 'cholesterol' or 'gluc' is 1, make the value 0. If the value is more than 1, make the value 1.\n",
    "df['cholesterol'] = np.where(df['cholesterol'] == 1, 0 , 1)\n",
    "df['gluc'] = np.where(df['gluc'] == 1, 0 , 1)\n",
    "\n",
    "# Draw Categorical Plot\n",
    "def draw_cat_plot():\n",
    "    # Create DataFrame for cat plot using `pd.melt` using just the values from 'cholesterol', 'gluc', 'smoke', 'alco', 'active', and 'overweight'.\n",
    "    df_cat = pd.melt(df, id_vars=[\"cardio\"], value_vars=['active', 'alco', \"cholesterol\" , 'gluc', 'overweight', 'smoke'])\n",
    "\n",
    "\n",
    "    # Group and reformat the data to split it by 'cardio'. Show the counts of each feature. You will have to rename one of the columns for the catplot to work correctly.\n",
    "    # Draw the catplot with 'sns.catplot()'\n",
    "    figure = sns.catplot(x= \"variable\", kind =\"count\" ,hue = \"value\", data = df_cat, col= \"cardio\")\n",
    "\n",
    "    figure.set_axis_labels(\"variable\", \"total\")  \n",
    "\n",
    "    # Get the figure for the output\n",
    "    fig = figure#.fig\n",
    "\n",
    "    # Do not modify the next two lines\n",
    "    fig.savefig('catplot.png')\n",
    "    return fig\n",
    "\n",
    "\n",
    "# Draw Heat Map\n",
    "def draw_heat_map():\n",
    "    # Clean the data\n",
    "    df_heat = df[\n",
    "         (df['ap_lo'] <= df['ap_hi']) & \n",
    "         (df['height'] >= df['height'].quantile(0.025)) & \n",
    "         (df['height'] <= df['height'].quantile(0.975)) &\n",
    "         (df['weight'] >= df['weight'].quantile(0.025)) & \n",
    "         (df['weight'] <= df['weight'].quantile(0.975))]\n",
    "    \n",
    "    # Calculate the correlation matrix\n",
    "    corr = df_heat.corr()\n",
    "    # Generate a mask for the upper triangle\n",
    "    mask = np.triu(np.ones_like(corr, dtype= bool))\n",
    "\n",
    "\n",
    "\n",
    "    # Set up the matplotlib figure\n",
    "    fig, ax = plt.subplots(figsize = (12,12))\n",
    "\n",
    "    # Draw the heatmap with 'sns.heatmap()'\n",
    "    \n",
    "    sns.heatmap(corr, vmin=0, vmax= 0.25, fmt='.1f', linewidth = 1, annot = True, square = True, mask=mask, cbar_kws = {'shrink':.82})\n",
    "\n",
    "\n",
    "\n",
    "    # Do not modify the next two lines\n",
    "    fig.savefig('heatmap.png')\n",
    "    return fig"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "490ff9b9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x7f257b8db310>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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AAOBpxS7cGYoKNAAAAAAAViCBBgAAAADACizhzmKcXQJtHUK6SPjrouncMXseG0aSfpLuRtg6BAAAAODB2IU7Q1GBBgAAAADACiTQAAAAAABYgSXcAAAAAGAv2IU7Q1GBBgAAAADACiTQAAAAAABYgSXcAAAAAGAv2IU7Q1GBBgAAAADACiTQAAAAAABYgSXcAAAAAGAv2IU7Q1GBBgAAAADACiTQAAAAAABYgSXcAAAAAGAvWMKdoahAAwAAAABgBRJoAAAAAACswBJuAAAAALAXRqOtI7BrVKABAAAAALACCTQAAAAAAFZgCTcAAAAA2At24c5QVKDtzFs9Oujkie26fu20du74WTVqVH5g/1q1qmrnjp91/dppnTi+Td27tcukSB/NiOEhCr8QppvXz2j92h9UsmTRh45p0eJlHT60UbdvntPhQxvVrNlLmRApAAAAAHtFAm1HXnutqSZNGqlx4z9TlSqNtH37Hq1cMV+Bgbkt9g8KCtSK5fO0ffseVanSSOMnzNCnn45W8+aNMjnyBxvQ/x316d1DvfoMU9XqjRUVHatfVy9UrlzPpDmmapUKWrhglhYsWKLgig21YMESLfru/1S50nOZGDkAAAAAe0IC/T8//vijypQpoxw5csjLy0sNGjTQ7du3JUmhoaEqUaKEXFxcVLx4cc2cOdM0rkuXLipbtqwSEhIkSYmJiapQoYLefPPNTJ9D717dNXfuYoWGLtKJk2fUf8BoXbp0WT16tLfYv3u3drp4MUL9B4zWiZNnFBq6SPPmLVbfPm9lcuQP1uv9bho7brqWL/9FR4+eVOcufZQzZw61eaNF2mN6ddO6dVs0fsIMnTx5VuMnzNCGDdvUq1e3TIwcAAAAyGQpKVnzsBMk0JIiIyPVpk0bdenSRcePH9emTZvUsmVLGY1GzZkzR0OHDtXHH3+s48eP65NPPtHw4cM1b948SdL06dN1+/ZtDR48WJI0fPhwxcXFmSXZmcHJyUnBwWW0dt0Ws/Z167aoatWKFsdUqVpB6+7rv2btFlWoUFaOjlnj4/EFCuRTQICf1q7bbGq7e/eutmzdpWrVLM9LuleBvv9nsWbtZlVL42cBAAAAAA+TNbIkG4uMjFRSUpJatmyp/PnzS5LKlCkjSfrwww81efJktWzZUpJUoEABHTt2TF988YU6duyoXLly6dtvv1WdOnX07LPPavLkyVq/fr3c3NzSfL2EhARTxfpvzs7OcnZ2fuw5eHt7ytHRUTExsWbt0TFx8vfzsTjG389Ha2LizNpiYmLl5OQkb29PRUXFPHY86cXfz1eSFB1tHmd0dKzy58ub9jh/H0Wn+lnEyt/f8s8CAAAAAB6GCrSkcuXKqX79+ipTpoxef/11zZkzR1evXlVsbKwuXryorl27KleuXKbjo48+0tmzZ03jq1Wrpv79++vDDz9Uv379VLt27Qe+3tixY+Xm5mZ2jB07Nl3mYrzvwekGgyFV28P6W2rPLG3atNC1K6dMh5OTo8V4Hjavxx0DAAAAPNWMKVnzsBNUoCU5ODho7dq12rFjh9asWaPPPvtMQ4cO1apVqyRJc+bMUZUqVVKN+VtKSoq2b98uBwcHnT59+qGvN2TIEIWEhJi1PUn1WZLi4q4oKSlJfv+r2P7N18dL0fdVmf8WFR2bqjrt4+OtxMRExcdffaJ4HteqVWu0Z88B09fOztkl3aso/7si7uvrnea8JCkqKtZUvTaN8fFOVckGAAAAAGtRgf4fg8GgGjVqaPTo0Tpw4ICyZ8+u7du3K0+ePDp37pwKFy5sdhQoUMA0duLEiTp+/Lg2b96s3377TaGhoQ98LWdnZ7m6upodT5pAJyYmav/+I2pQv5ZZe/36tbRr1z6LY3bvClP9+/o3bFBbYWGHlZSU9ETxPK5bt27r7NkLpuPYsVOKjIxWg/r/VPWdnJxUu1ZV7dxpeV6StGt3WKqfRcMGtbUzjZ8FAAAAADwMFWhJu3fv1vr16/XCCy/I19dXu3fvVmxsrEqUKKFRo0apV69ecnV1VaNGjZSQkKB9+/bp6tWrCgkJ0cGDBzVixAj9+OOPqlGjhqZNm6bevXurTp06KliwYKbOY9r0OQr9eqrC9h/W7l1h6tr1TQUG5tGcOd9Kkj78cJBy5/ZX1659JUlzvvxWb7/dSRPGj9DXX3+nKlUrqFOn1mrf4b1Mjfthpn/2pQYPel+nz5zXmTPnNXjQ+7pz508tXLTM1Cf062m6fDlSQ4eNkyR99tlX2rhhiQb0f0crV/2mV5q+qPr1a6lO3bR37gYAAACeena043VWRAItydXVVVu2bNHUqVN148YN5c+fX5MnT1ajRveeh5wzZ05NnDhRAwcO1DPPPKMyZcqoT58++uuvv/Tmm2+qU6dOatq0qSSpa9eu+vnnn9W+fXtt2bLFbKl3Rvvxx1Xy8vTQBx/0VoC/r44ePalmzTsqPDxCkuTv76fAwDym/hcuXFSz5h01ccII9ezZQZGR0QoJGanly3/JtJitMXHSTOXI4aIZ0z+Rh4eb9uw5oEaN2+rWrdumPvkCcyvlX/9Z7Ny1T23bvaMxowdq9KgBOnvuD7V5823t2XvA0ksAAAAAwEMZjOyqlKU4uwTaOoR0kfDXRdO5Y/Y8D+j59Ei6G2HrEAAAAIAH+nP+EFuHYFGODumzabKtUYEGAAAAAHtBfTRDsYkYAAAAAABWIIEGAAAAAMAKJNAAAAAAYC9SUrLm8RhmzpypAgUKyMXFRRUqVNDWrVvT7Lt06VI1bNhQPj4+cnV1VbVq1fTbb7+l6rdkyRKVLFlSzs7OKlmypJYtW2bhamkjgQYAAAAAZCmLFy9Wnz59NHToUB04cEC1atVSo0aNFB4ebrH/li1b1LBhQ61evVphYWGqV6+emjZtqgMH/nkKz86dO9W6dWu1b99ehw4dUvv27dWqVSvt3r3b6rjYhTuLYRfurItduAEAAJDV/Rk60NYhWJSt7YdKSEgwa3N2dpazs7PF/lWqVFFwcLBmzZplaitRooSaN2+usWOt29G7VKlSat26tUaMGCFJat26tW7cuKFffvnnsb0vvfSSPDw8tHDhQuvmYVUvAAAAAEDWZ+ul2mkcY8eOlZubm9mRViJ89+5dhYWF6YUXXjBrf+GFF7Rjxw4rfwwpunnzpjw9PU1tO3fuTHXNF1980eprSjzGCgAAAACQwYYMGaKQkBCztrSqz3FxcUpOTpafn59Zu5+fn6Kioqx6vcmTJ+v27dtq1aqVqS0qKuqJrimRQAMAAACA/TA+3oZdGe1By7XTYjAYzL42Go2p2ixZuHChRo0apRUrVsjX1zddrvk3EmgAAAAAQJbh7e0tBweHVJXhmJiYVBXk+y1evFhdu3bVDz/8oAYNGph9z9/f/7Gu+W98BhoAAAAAkGVkz55dFSpU0Nq1a83a165dq+rVq6c5buHCherUqZO+++47NW7cONX3q1Wrluqaa9aseeA170cFGgAAAADshDHFPh6yFBISovbt26tixYqqVq2aZs+erfDwcPXs2VPSvc9UR0REaP78+ZLuJc8dOnTQtGnTVLVqVVOlOUeOHHJzc5Mk9e7dW7Vr19b48ePVrFkzrVixQuvWrdO2bdusjosKNAAAAAAgS2ndurWmTp2qMWPGqHz58tqyZYtWr16t/PnzS5IiIyPNngn9xRdfKCkpSe+++64CAgJMR+/evU19qlevrkWLFik0NFRly5bV3LlztXjxYlWpUsXquHgOdBbDc6CzLp4DDQAAgKzuzuy+tg7Bopw9ptg6hHTBEm4AAAAAsBcpWXMXbnvBEm4AAAAAAKxAAg0AAAAAgBVYwg0AAAAA9sLIEu6MRAUaAAAAAAArkEADAAAAAGAFlnBnMf9+/JO94PFPAAAAQCZJ4SnFGYkKNAAAAAAAViCBBgAAAADACizhzmIcs+exdQjp4t/Ltu1xTolx52wYSfpx8i5o6xAAAACQnlLYhTsjUYEGAAAAAMAKJNAAAAAAAFiBJdwAAAAAYC9Ywp2hqEADAAAAAGAFEmgAAAAAAKzAEm4AAAAAsBdGo60jsGtUoAEAAAAAsAIJNAAAAAAAVmAJNwAAAADYC3bhzlBUoAEAAAAAsAIJNAAAAAAAVmAJNwAAAADYixR24c5IVKABAAAAALACCTQAAAAAAFZgCTcAAAAA2Asju3BnJCrQAAAAAABYgQQaAAAAAAArPJUJdN26ddWnT5/HHj9q1CiVL18+U18TAAAAADJcijFrHnbiqUygn1T//v21fv36dL+uwWDQ8uXL0/26j6LnWx11+uRO3bpxVrt3/aKaNSo/sH/tWlW1e9cvunXjrE6d2KEe3dtnUqSPZsTwEIVfCNPN62e0fu0PKlmy6AP7lyxZVN8vnq0zp3Yp6W6Eer3fLZMitc6ipT/pxdc6KbjeK2rV5X2FHfw9zb579h9W6RqNUh3n/riYiREDAAAA+E8m0Lly5ZKXl5etw0h3r7/+ij6dPEpjx01Xxcovatu2Pfpp1bcKDMxtsX9QUKBWrfxG27btUcXKL2rc+M80dcoYtWjxciZH/mAD+r+jPr17qFefYapavbGiomP16+qFypXrmTTH5MyRQ+fPheuDYZ8oMjI6E6N9uF/Wbda4aV+oe4c39EPoDAWXLaWe/YcrMirmgeN+WjhHm1YuMB3581p+XwEAAABkjKc2gU5JSdHAgQPl6ekpf39/jRo1yvS969evq0ePHvL19ZWrq6uef/55HTp0yPT9+5dwJyUlqVevXnJ3d5eXl5cGDRqkjh07qnnz5la/ZlBQkCSpRYsWMhgMpq8zU9/e3fV16CJ9HbpQJ06cUb/+I3Xx0mX1fKuDxf5v9Wiv8IsR6td/pE6cOKOvQxcqdO5i9evbM5Mjf7Be73fT2HHTtXz5Lzp69KQ6d+mjnDlzqM0bLdIcsy/skAYN+Ujff79SCQl3MzHah5u/eJlaNnlBr73ykgoF5dPgPj3l7+ujRct+fuA4Tw93eXt5mg4HB4dMihgAAABPC2NKSpY87MVTm0DPmzdPzzzzjHbv3q0JEyZozJgxWrt2rYxGoxo3bqyoqCitXr1aYWFhCg4OVv369XXlyhWL1xo/frwWLFig0NBQbd++XTdu3LC4FDut15SkvXv3SpJCQ0MVGRlp+jqzODk5KTi4rNau22zWvnbtZlWrWtHimKpVKmjtWvP+a9ZuUoUKZeXomDWecFagQD4FBPiZzevu3bvasnWXqlWzPK+sLDExUcdOnlb1ysFm7dUrB+vQ78ceOPb1zu+p7itt1bXXYO0JO/TAvgAAAADSX9bIkh5D2bJlNXLkSElSkSJFNGPGDK1fv14ODg46cuSIYmJi5OzsLEmaNGmSli9frh9//FE9evRIda3PPvtMQ4YMUYsW9yqaM2bM0OrVq61+zYYNG8rHx0eS5O7uLn9//wfGnpCQoISEBLM2Z2dnU7yPw9vbU46OjoqJjjNrj4mJk5+/r8Uxfv6+iom5r390nJycnOTt7amohywpzgz+fvdij75vXtHRscqfL68tQnoiV6/dUHJyirw8PczavTzcFRd/1eIYHy9PjRrUSyWLFdHdxESt+nW9uvYeotAZ41WxfJnMCBsAAACAnuIKdNmyZc2+DggIUExMjMLCwnTr1i15eXkpV65cpuP8+fM6e/Zsqutcv35d0dHRqlz5n822HBwcVKFCBatf81GNHTtWbm5uZsfYsWMf+TqWGI3mO9wZDIZUbQ/ub7k9s7Rp00LXrpwyHU5Ojhbjedi8sjrD3z/o/zHKmKrtbwXy59VrrzRSyWKFVb50CQ3v/55qV6+kud8tyYxQAQAA8DSx9W7bdr4L91NbgXZycjL72mAwKCUlRSkpKQoICNCmTZtSjXF3d0/zeqkSGgvJWVqv+aiGDBmikJAQs7YnqT5LUlzcFSUlJcnP38es3cfHSzHRsRbHREfFyM/vvv6+3kpMTFR8GtXQjLZq1Rrt2XPA9LWzc3ZJkr+/j1lF3NfXW9H3Vc+fBh7urnJwyKa4ePOPE1y5el1enu5WX6dsqeL66beN6RwdAAAAgAd5aivQaQkODlZUVJQcHR1VuHBhs8Pb2ztVfzc3N/n5+WnPnj2mtuTkZB04cCBV34dxcnJScnLyQ/s5OzvL1dXV7HjSBDoxMVH79x9Wg/q1zdobNKitnbv2WRyza3eYGjQw79+wQR2FhR1WUlLSE8XzuG7duq2zZy+YjmPHTikyMtpsXk5OTqpdq6p27rQ8r6zMyclJJYsV0c695vfXzr37Va50Sauvc+LUWfl4eaZ3eAAAAAAe4KmtQKelQYMGqlatmpo3b67x48erWLFiunz5slavXq3mzZurYsXUG0+9//77Gjt2rAoXLqzixYvrs88+09WrV9NcUpuWoKAgrV+/XjVq1JCzs7M8PDwePigdTZk2R/NCpyks7JB27Q5T967tlC8wj76Y/Y0k6eOPBit37gB17tJbkvTF7G/0ztudNWnCSH359QJVrVJBXTq/oTfbv5upcT/M9M++1OBB7+v0mfM6c+a8Bg96X3fu/KmFi5aZ+oR+PU2XL0dq6LBxkv6XqP7vWdHZszspT25/lStXypSg21KH1i005MNJKlW8iMqVLqEfV/yiyOhYtf7f48OmzApVTFy8xg7vL0n6ZvEy5Q7wU+EC+ZWYmKRVv23Q2k3bNeXjYbacBgAAALIio/3seJ0V2V0CbTAYtHr1ag0dOlRdunRRbGys/P39Vbt2bfn5+VkcM2jQIEVFRalDhw5ycHBQjx499OKLLz7yY4ImT56skJAQzZkzR3ny5NGFCxfSYUbW++GHlfLy9NCwoX0VEOCr34+eVNNX2is8PEKS5O/vp3z/eib0hQsX1fSV9po0aZTefrujLl+OVp++I7RsWeoN1Gxp4qSZypHDRTOmfyIPDzft2XNAjRq31a1bt0198gXmNltOnzu3n8L2rjF93a/f2+rX721t3rxD9Ru+nqnx369Rgzq6fuOm/i/0O8XGX1GRgkGaNWmMcvvfuz/j4q8oMvqf5eqJSUmaNONLxcTGy9k5uwoXyK+ZE0erdvXKab0EAAAAgAxgMD7NOzFlkJSUFJUoUUKtWrXShx9+mKmv7Zg9T6a+XkZJuhthOrfHOSXGnbNhJOnHybugrUMAAABAOrr9UTtbh2DRM8O+tXUI6cLuKtCP448//tCaNWtUp04dJSQkaMaMGTp//rzatm1r69AAAAAAwHp2tON1VmR3m4g9jmzZsmnu3LmqVKmSatSooSNHjmjdunUqUaKErUMDAAAAAGQRVKAlBQYGavv27bYOAwAAAACQhZFAAwAAAIC9SGEX7ozEEm4AAAAAAKxAAg0AAAAAgBVYwg0AAAAA9oJduDMUFWgAAAAAAKxAAg0AAAAAgBVYwg0AAAAA9sLILtwZiQo0AAAAAABWIIEGAAAAAMAKLOEGAAAAAHvBLtwZigo0AAAAAABWIIEGAAAAAMAKLOEGAAAAADthTGEX7oxEBRoAAAAAACuQQAMAAAAAYAWWcAMAAACAvWAX7gxFBRoAAAAAACtQgc5iku5G2DqEdGePc3LyLmjrEAAAAABkMhJoAAAAALAXLOHOUCzhBgAAAADAClSgsxjH7HlsHUK6+Pey7V5BrW0YSfqZfmGx6fxIgaY2jCT9lDm/ynSeGHfOhpGkH5bXAwAAIKOQQAMAAACAvTCm2DoCu8YSbgAAAAAArEAFGgAAAADsBZuIZSgq0AAAAAAAWIEEGgAAAAAAK7CEGwAAAADshJEl3BmKCjQAAAAAAFYggQYAAAAAwAos4QYAAAAAe8ES7gxFBRoAAAAAACuQQAMAAAAAYAWWcAMAAACAvUhJsXUEdo0KNAAAAAAAViCBBgAAAADACizhBgAAAAB7wS7cGYoKNAAAAAAAViCBBgAAAADACv/ZBDooKEhTp061uv+FCxdkMBh08ODBDIsJAAAAAJ5IijFrHnbiP5tA7927Vz169EjXa86dO1fu7u7pes1H1fOtjjp9cqdu3Tir3bt+Uc0alR/Yv3atqtq96xfdunFWp07sUI/u7TMpUuvVbPeCRm79TJNPfqMBq8aqYKXiafZ19XFXh2nva+j6KZp6bqFajuiYiZFaz7Pdyyq25UuVOrFEhVdOUc5KJdPs6+jjocCp/VV0/SyVPrtCAcO7ZWKk1lu09Ce9+FonBdd7Ra26vK+wg7+n2Xf/od/Vrmc/1WjUShXqNVPTNt01f9GyTIwWAAAAeHT/2QTax8dHOXPmtHUY6er111/Rp5NHaey46apY+UVt27ZHP636VoGBuS32DwoK1KqV32jbtj2qWPlFjRv/maZOGaMWLV7O5MjT9lyTamo5oqPWzFimCS8P1tm9J/T23CHyyO1lsb+js5NuXbmhNZ8v0+Xjf2RytNZxa1xTAcO7Kebz73WmcW/d3ntUQaGj5JTbx2J/Q3YnJV25rpjPv9dfx89ncrTW+WXdZo2b9oW6d3hDP4TOUHDZUurZf7gio2Is9s+Rw0VtX22qeZ9P1MrvZqtHpzb6bM48/bBidSZHDgAAAFjvqUmgV61aJXd3d6X878HgBw8elMFg0IABA0x93nrrLbVp00aStGPHDtWuXVs5cuRQYGCgevXqpdu3b5v63r+E+8SJE6pZs6ZcXFxUsmRJrVu3TgaDQcuXLzeL49y5c6pXr55y5sypcuXKaefOnZKkTZs2qXPnzrp+/boMBoMMBoNGjRqVMT+MNPTt3V1fhy7S16ELdeLEGfXrP1IXL11Wz7c6WOz/Vo/2Cr8YoX79R+rEiTP6OnShQucuVr++PTM17gep162xdn2/QTsXb1D02QgtHTNPVyPjVbPdCxb7X7kUq6Wj52nv0i368+adTI7WOt7dmuvq92t1dfEaJZy9pMgPv1RiZJw832xksX9iRIwix8zRtaUblZxF5zR/8TK1bPKCXnvlJRUKyqfBfXrK39dHi5b9bLF/iaKF9XLDuipcML/yBPip6YvPq3rlCgo7dDSTIwcAALAvRqMxSx724qlJoGvXrq2bN2/qwIEDkqTNmzfL29tbmzdvNvXZtGmT6tSpoyNHjujFF19Uy5YtdfjwYS1evFjbtm3Te++9Z/HaKSkpat68uXLmzKndu3dr9uzZGjp0qMW+Q4cOVf/+/XXw4EEVLVpUbdq0UVJSkqpXr66pU6fK1dVVkZGRioyMVP/+/dP/B5EGJycnBQeX1dp1m83a167drGpVK1ocU7VKBa1da95/zdpNqlChrBwdbf+EMwcnBwWWLqgTWw+btZ/YekgFKhS1UVRPxuDkqBylC+vW1gNm7be2HlDOCiVsFNWTSUxM1LGTp1W9crBZe/XKwTr0+zGrrnH81Bkd/P24KpYvkxEhAgAAAOnC9lmSldzc3FS+fHlt2rRJFSpU0KZNm9S3b1+NHj1aN2/e1O3bt3Xq1CnVrVtXn3zyidq2bas+ffpIkooUKaLp06erTp06mjVrllxcXMyuvWbNGp09e1abNm2Sv7+/JOnjjz9Ww4YNU8XRv39/NW7cWJI0evRolSpVSmfOnFHx4sXl5uYmg8FgukZm8vb2lKOjo2Ki48zaY2Li5Ofva3GMn7+vYmLu6x8dJycnJ3l7eyoqjeW3meUZD1c5ODroZux1s/absdf1rLe7bYJ6Qg4erjI4Oigp7ppZe1LcNTn5uNskpid19doNJSenyMvTw6zdy8NdcfFXHzi2fvN2unLtupKTU/ROlzf12isvZWSoAAAAwBN5ahJoSapbt642bdqkkJAQbd26VR999JGWLFmibdu26dq1a/Lz81Px4sUVFhamM2fOaMGCBaaxRqNRKSkpOn/+vEqUMK/0nTx5UoGBgWaJb+XKljffKlu2rOk8ICBAkhQTE6PixdPe2Op+CQkJSkhIMGtzdnaWs7Oz1ddIy/3LIwwGwwOXTKTub7ndloxKPScp68T3WO7/+RoMqZqeNoa/b57/McqYqu1+82ZO0p0//9Thoyc0ZVao8uXNrZcb1s3AKAEAAOycHe14nRU9dQn0V199pUOHDilbtmwqWbKk6tSpo82bN+vq1auqU6eOpHtLst966y316tUr1TXy5cuXqs1ofPgv+n9zcnIynf895u/PZVtr7NixGj16tFnbyJEjn+gz03FxV5SUlCQ/f/ONqHx8vBQTHWtxTHRUjPz87uvv663ExETFP6RymBluX72h5KRkud5Xmc3l7aqbcdctD8rikq/ekDEpWY4+5tVaRy+3VFXpp4WHu6scHLIpLv6KWfuVq9fl5en+wLF5c9/7o1XRQgUUf+WaZn71LQk0AAAAsqyn5jPQ0j+fg546darq1Kkjg8GgOnXqaNOmTabPP0tScHCwjh49qsKFC6c6smfPnuq6xYsXV3h4uKKjo01te/fufeT4smfPruTk5If2GzJkiK5fv252DBky5JFf798SExO1f/9hNahf26y9QYPa2rlrn8Uxu3aHqUED8/4NG9RRWNhhJSUlPVE86SE5MVkXfz+nYjXLmrUXr1lW58NO2SiqJ2NMTNKfv59RrprPmbXnqlled8KO2yiqJ+Pk5KSSxYpo517zz3Xv3Ltf5Uqn/Xiu+xmNRt1NTEzv8AAAAIB081Ql0H9/Dvrbb79V3bp1Jd1Lqvfv32/6/LMkDRo0SDt37tS7776rgwcP6vTp01q5cqXef/99i9dt2LChChUqpI4dO+rw4cPavn27aRMxayvT0r2dvW/duqX169crLi5Od+5Y3jHZ2dlZrq6uZkd6LN+eMm2OunZpo04dW6t48cKaPHGU8gXm0Rezv5EkffzRYIV+Pc3U/4vZ3yh/vryaNGGkihcvrE4dW6tL5zc0ecr/PXEs6WXjlz+rWuvnVfX1uvIrlEcthneQR25vbVuwVpLUdGAbtZv8rtmYPCXzK0/J/HLO6aJcnq7KUzK//AvnsUX4FsV9uVwerRvK4/UGci6UVwHDuskpt4+ufPeLJMlvQAflndzXbIxLiQJyKVFA2XK6yNHTTS4lCsi5cKAtwreoQ+sWWrLqNy396TedvRCu8dO+UGR0rFr/75FoU2aFasiHk0z9Fy5ZpU3bdumPixH642KElv28RnMXLlGTF5+31RQAAADsQ4oxax524qlawi1J9erV0/79+03JsoeHh0qWLKnLly+bPttctmxZbd68WUOHDlWtWrVkNBpVqFAhtW7d2uI1HRwctHz5cnXr1k2VKlVSwYIFNXHiRDVt2jTVhmMPUr16dfXs2VOtW7dWfHz8Ey/LflQ//LBSXp4eGja0rwICfPX70ZNq+kp7hYdHSJL8/f2U71/PhL5w4aKavtJekyaN0ttvd9Tly9Hq03eEli3LOs/iPfDTTj3j/qxe7P2q3Hw8FHnqov6v8zhdjbi3+Zmrr7s88pg/E3rQ6gmm83xlC6li85qKvxSj0TUt/wEls13/eZscPFzl2+sNOfp4KuHUH7rQZbQSI+4ttXfy9Uz1TOgiq6ebznOWLSL35nV191K0Ttbqlqmxp6VRgzq6fuOm/i/0O8XGX1GRgkGaNWmMcvv7SZLi4q8oMvqfTelSUlI09f/mKiIySg4ODgrME6A+b3dWq2ZZ5xnkAAAAwP0Mxqy0W1QWsn37dtWsWVNnzpxRoUKFMu11HbNnnUrpk0i6G2E67xVk+Q8XT5vpFxabzo8UaGrDSNJPmfOrTOeJcedsGEn6cfIuaOsQAAAAbOZG19RPEsoKXL9aa+sQ0sVTV4HOKMuWLVOuXLlUpEgRnTlzRr1791aNGjUyNXkGAAAAgCdhtKPl0lkRCfT/3Lx5UwMHDtTFixfl7e2tBg0aaPLkybYOCwAAAACQRZBA/0+HDh3UoUMHW4cBAAAAAMiiSKABAAAAwF6whDtDPVWPsQIAAAAAwFZIoAEAAAAAsAJLuAEAAADAXqTYOgD7RgUaAAAAAAArkEADAAAAAGAFlnADAAAAgJ0wsgt3hqICDQAAAACAFUigAQAAAACwAku4AQAAAMBesIQ7Q1GBBgAAAADACiTQAAAAAABYgSXcAAAAAGAvUmwdgH2jAg0AAAAAgBVIoAEAAAAAsAJLuAEAAADAThjZhTtDUYEGAAAAAMAKBqPRyJ8oAAAAAMAOXH29rq1DsMjjh022DiFdsIQbAAAAAOwFu3BnKJZwAwAAAABgBSrQWYyzS6CtQ0gXCX9dNJ3n8yxjw0jST/iVI6bzHDny2zCS9PPnn3+Yzl1c8tkwkvTz11/hpvMSvpVtGEn6OR6zx9YhAAAAQCTQAAAAAGA32IU7Y7GEGwAAAAAAK5BAAwAAAABgBZZwAwAAAIC9YBfuDEUFGgAAAAAAK5BAAwAAAABgBZZwAwAAAICdMLKEO0NRgQYAAAAAwAok0AAAAAAAWIEl3AAAAABgL1jCnaGoQAMAAAAAYAUSaAAAAAAArMASbgAAAACwE+zCnbGoQAMAAAAAYAUSaAAAAAAArMASbgAAAACwFyzhzlBUoAEAAAAAsAIJNAAAAAAAViCBfkSbNm2SwWDQtWvX0uwzatQolS9fPtNiAgAAAADp3i7cWfGwFyTQGaB///5av369TV77rR4ddPLEdl2/dlo7d/ysGjUqP7B/rVpVtXPHz7p+7bROHN+m7t3aZVKk1mvfpbW2HfhFpy7v088bFqty1eAH9q9SvaJ+3rBYpy7v07b9v6hdp9czKVLr9ejRXsePb9PVqye1fftPqlGj0gP716xZRdu3/6SrV0/q2LGt6tbtzUyK1Ho9erTXiRPbdO3aKe2w6t6roh07fta1a6d0/Pg2dcuC954kten8qtbuXa6D4Vv149p5qlCl/AP7V6r2nH5cO08Hw7dqzd5lat2xZeYECgAAgAxHAp0BcuXKJS8vr0x/3ddea6pJk0Zq3PjPVKVKI23fvkcrV8xXYGBui/2DggK1Yvk8bd++R1WqNNL4CTP06aej1bx5o0yOPG1NW7yokZ8M0oxP5+jluq9rz64wzft+lnLn8bfYPzBfHs1b/Ln27ArTy3Vf14wpczRq3BA1atogkyNP22uvNdHEiSM0fvwMVa3aWDt27NHy5fPSfJ/y5w/U8uVztWPHHlWt2lgTJnyuyZNHZan36e97b/z4GapS5WVt375HK1akPaegoEAtN917L2vChBn69NOsNSdJatSsgQZ/GKIvpoaqZf32Ctt1UF8smqqAPH4W++fJl1v/991Uhe06qJb122v21Ln64ON+atikXiZHDgAAgIxglwn0r7/+qpo1a8rd3V1eXl5q0qSJzp49K0m6cOGCDAaDFi1apOrVq8vFxUWlSpXSpk2bHuk1wsLCVLFiReXMmVPVq1fXyZMnTd+z1RLu3r26a+7cxQoNXaQTJ8+o/4DRunTpsnr0aG+xf/du7XTxYoT6DxitEyfPKDR0kebNW6y+fd7K5MjT1u2dDlr87VIt+mapzpw6r9EfTNDly1Fq36W1xf7tOrdSRESURn8wQWdOndeib5bq+wXL1OO9Tpkb+AP06tVNc+cu1ty5i3Ty5BkNGDBGly5Fqnt3yxXY7t3f1MWLlzVgwBidPHlGc+cu0rx536tPnx6ZHHna/p5TaOjfc3rwvdftf/fegAGjddJ072WtOUlSx55ttfS7lfpxwQqdO31BY4dPUVREtN7o9KrF/m90bKnIiCiNHT5F505f0I8LVmjpwlXq8k7WrK4DAAD7Y+ul2izhfgrdvn1bISEh2rt3r9avX69s2bKpRYsWSkn5550bMGCA+vXrpwMHDqh69ep65ZVXFB8fb/VrDB06VJMnT9a+ffvk6OioLl26ZMRUrObk5KTg4DJau26LWfu6dVtUtWpFi2OqVK2gdff1X7N2iypUKCtHR9s/4czJyVFlypXUlo07zNq3btyhCpXLWxwTXKmctt7Xf/OG7SpbvmQWmZOTnnuujNav32rWvn79FlWtWsHimCpVgrV+fer3NTi4TJaZU3BwmVT30rp1W9OcU9WqwVq3zvxnsHbt5ixz70n37r9S5Ypr+6bdZu3bN+3Wc5XKWhxTvmKZ1P037lKpciXk6OiQYbECAAAgc2SN31TT2auvmleHvvrqK/n6+urYsWPKlSuXJOm9994z9Zs1a5Z+/fVXffXVVxo4cKBVr/Hxxx+rTp06kqTBgwercePG+uuvv+Ti4vLQsQkJCUpISDBrc3Z2lrOzs1WvbYm3t6ccHR0VExNr1h4dEyd/Px+LY/z9fLQmJs6sLSYmVk5OTvL29lRUVMxjx5MePL085OjoqLhY8z9sxMbEy8fX8hJ5H18vxcaY94+LjZeTk5M8vdwVEx1ncVxm8fb2+N/7ZB5HdHSc/NJ4n/z8fBQdff/7FJdl3qd/7r3U99KD5nT/vZqV5iRJ7p7uFu+/+Ngr8k7j/vP29VJ87BWztnv3n6M8PN1T3ZsAAADpzZ6qvVmRXVagz549q7Zt26pgwYJydXVVgQIFJEnh4eGmPtWqVTOdOzo6qmLFijp+/LjVr1G27D8VqICAAElSTIx1v/SPHTtWbm5uZsfYsWOtfu0HMRqNZl8bDIZUbQ/rb6ndlu4P5d6crB+QNedkj+/To87J/OusOCdJksX77zHeq3QPDAAAwL7NnDlTBQoUkIuLiypUqKCtW7em2TcyMlJt27ZVsWLFlC1bNvXp0ydVn7lz58pgMKQ6/vrrL6tjsssKdNOmTRUYGKg5c+Yod+7cSklJUenSpXX37t0Hjvv7F11rODk5pRr37yXiDzJkyBCFhISYtT1J9VmS4uKuKCkpSX5+vmbtvj5eio6xXHWNio5NVZ328fFWYmKi4uOvPlE86eFK/FUlJSWlqjZ7+3imqgr+LTYmXj5+3mZtXt6eSkxM1NUr1zMsVmvFxV393/tk/nP39fVKVcH9W3R0rPz973+fvLLM+/TPvZf6XnrQnFL3zzpzkqRrV64pKSkpVbXZ09sjVZX5b3Ex8an637v/knTtyrWMChUAAMDuLF68WH369NHMmTNVo0YNffHFF2rUqJGOHTumfPnypeqfkJAgHx8fDR06VFOmTEnzuq6urmb7V0myahXx3+yuAh0fH6/jx49r2LBhql+/vkqUKKGrV1P/Qr5r1y7TeVJSksLCwlS8ePFMidHZ2Vmurq5mx5Mm0ImJidq//4ga1K9l1l6/fi3t2rXP4pjdu8JU/77+DRvUVljYYSUlJT1RPOkhMTFJRw4dU6261czaa9WtprA9By2O2b/3UKr+tetV1+GDx7LInBJ14MARPf+8+c/9+edradeuMItjdu/en6p//fq1tH//kSwzp/37j6S6l+7de5bntGvX/lT9G2She0+6d/8dPXRC1euYP46rep3KOrD3sMUxB/cdSdW/Rt0qOnrouJKSkjMsVgAAABOjIWsej+jTTz9V165d1a1bN5UoUUJTp05VYGCgZs2aZbF/UFCQpk2bpg4dOsjNzS3N6xoMBvn7+5sdj8LuEmgPDw95eXlp9uzZOnPmjDZs2JCq2itJn3/+uZYtW6YTJ07o3Xff1dWrV22+EdiTmjZ9jjp3fkMdO7ZW8WKFNXHCSAUG5tGcOd9Kkj78cJC++uqfv8bM+fJb5cuXVxPGj1DxYoXVsWNrderUWlOmfmGrKaTy5cz5eqP9q2r1ZnMVLlpAIz4eqNx5AvRt6PeSpEHDe2vKzI9N/b8N/V558gZo+EcDVLhoAbV6s7lat2up2TPm2mgGqU2f/qU6d26tDh1aqVixwpowYbgCA3Pryy8XSJLGjBmoL7/81NR/zpwFypcvj8aPH65ixQqrQ4dW6tSptaZOnW2rKaRyb05vqGPHv+c0QoGBudO897788luzOXXsmPXmJEnz/u87vfpmM7Vs01QFiwRp8Ji+Csjrr8XzlkqS+g59R+NmjDL1XzRvqXLnDdCgMX1UsEiQWrZpqpZtX9HXM7+10QwAAACyhoSEBN24ccPsuH9fqL/dvXtXYWFheuGFF8zaX3jhBe3YscPiGGvdunVL+fPnV968edWkSRMdOHDgkcbb3RLubNmyadGiRerVq5dKly6tYsWKafr06apbt65Zv3Hjxmn8+PE6cOCAChUqpBUrVsjb29vyRZ8SP/64Sl6eHvrgg94K8PfV0aMn1ax5R4WHR0iS/P39FBiYx9T/woWLata8oyZOGKGePTsoMjJaISEjtXz5L7aaQiqrlv0mdw939R7QU75+Pjp1/Iw6tn5HEZciJUm+fj7KnTfA1P9ieIQ6tn5XIz4eoA5d31B0VIxGDR6rX1ats9UUUvnxx5/k6emhDz7oJX9/Xx09ekrNm3f61/vka/b85D/+uKjmzTtpwoQReuut9oqMjFG/fqOy1Pv044+r5Onprg8+6P2vOXVMc04XLlxU8+YdNcHs3stac5KkX1ask7unm97p11U+ft46feKserbpq8uXoiRJPn7eZs+Ejgi/rJ5t+2jwh33VtvNriomK0ydDJ2vtTxttNQUAAIAsYezYsRo9erRZ28iRIzVq1KhUfePi4pScnCw/Pz+zdj8/P0VFRT12DMWLF9fcuXNVpkwZ3bhxQ9OmTVONGjV06NAhFSlSxKprGIxZbseejHXhwgUVKFBABw4csMmzmh/G2SXQ1iGki4S/LprO83mWsWEk6Sf8yhHTeY4c+W0YSfr5888/TOcuLqk/S/I0+uuvfzYLLOFb+QE9nx7HY/bYOgQAAPCUiKpd19YhWOSx9jern0R0+fJl5cmTRzt27DDb/Pnjjz/WN998oxMnTjzwterWravy5ctr6tSpD+yXkpKi4OBg1a5dW9OnT7dqHnZXgQYAAAAAZC2P8theb29vOTg4pKo2x8TEpKpKP4ls2bKpUqVKOn36tPVj0u3V7UTPnj2VK1cui0fPnj1tHR4AAAAA2LXs2bOrQoUKWrt2rVn72rVrVb169XR7HaPRqIMHD5oeS2yN/1wFOigo6IHPcB0zZoz69+9v8Xuurq4ZFRYAAAAAPDFjyqPveJ0VhYSEqH379qpYsaKqVaum2bNnKzw83FTUHDJkiCIiIjR//nzTmIMHD0q6t1FYbGysDh48qOzZs6tkyZKSpNGjR6tq1aoqUqSIbty4oenTp+vgwYP6/PPPrY7rP5dAP4yvr698fX0f3hEAAAAAkCFat26t+Ph4jRkzRpGRkSpdurRWr16t/Pnv7UUUGRmp8PBwszHPPfec6TwsLEzfffed8ufPrwsXLkiSrl27ph49eigqKkpubm567rnntGXLFlWubP2+Of+5TcSyOjYRy7rYROzpwCZiAADgvyyyZj1bh2BRwDb7eCoJFWgAAAAAsBPGFFtHYN/YRAwAAAAAACuQQAMAAAAAYAWWcAMAAACAnTAa7WMX7qyKCjQAAAAAAFYggQYAAAAAwAos4QYAAAAAO8Eu3BmLCjQAAAAAAFYggQYAAAAAwAos4QYAAAAAO2FMYRfujEQFGgAAAAAAK5BAAwAAAABgBZZwAwAAAICdMBptHYF9owINAAAAAIAVDEYjf6MAAAAAAHsQXrG+rUOwKN++9bYOIV2whBsAAAAA7AS7cGcslnADAAAAAGAFKtBZjGP2PLYOIV0k3Y0wnce9WMeGkaQf7982m87b529pw0jSzzd/LDWd5/UsbcNI0s+lK7+bzv/au8SGkaQfl0qvms5Dgt6wYSTp59MLi2wdAgAAwCMjgQYAAAAAO8ES7ozFEm4AAAAAAKxAAg0AAAAAgBVYwg0AAAAAdoKHFGcsKtAAAAAAAFiBBBoAAAAAACuwhBsAAAAA7AS7cGcsKtAAAAAAAFiBBBoAAAAAACuwhBsAAAAA7ITRyBLujEQFGgAAAAAAK5BAAwAAAABgBZZwAwAAAICdMKbYOgL7RgUaAAAAAAArkEADAAAAAGAFlnADAAAAgJ1IYRfuDEUFGgAAAAAAK5BAAwAAAABgBRLoR7Rp0yYZDAZdu3bN1qEAAAAAgBmj0ZAlD3vBZ6DtTM+3OqpfSE8FBPjq6LFT6tdvpLZt35Nm/9q1qmrixJEqVbKoLl+O1qTJszR7zjeZGPHDuTRprhyvv6Fsnp5K/uOCbv3fDCX9fthi3+w1asmlSXM5FiwsOTkp+Y8LuvNtqBLD9mZy1A9Wv/1LavxWM7n5eCji9EV9O/prndp73GJfN18PtR3WUQVKF5JfgQCtCV2tBWO+zuSIH65Dl9bq+X5n+fr56NSJMxr1wXjt2bU/zf5Vq1fUiI8GqGjxwoqOitGs6aH6du73mRixdRav3aW5q7cq7tpNFcrjq4HtGiu4eAGLfdft/V0/rN+jk39c1t3EZBXK66ueLeurRtmimRz1g1Vv11D13moqV193RZ26pOVj5uv83hMW+z7r465mw9orb+kC8i7gr21zf9XyMfMzOWIAAICsgQq0HXn99Vf06eRRGjtuuipWflHbtu3RT6u+VWBgbov9g4ICtWrlN9q2bY8qVn5R48Z/pqlTxqhFi5czOfK0Za9TT8/0fE93Fn6ja+90V+Lvh+X20Xhl8/G12N+pTDkl7t+nG8MH6dp73ZV4+IBcR4+VQ6EimRx52qo0qaF2IzprxYwlGt64n07uOa4B84bJK7e3xf5O2R11M/6GVsxYovDjFzI3WCs1bfGSRn0yWJ99Okcv1X1de3bt1zff/59y5/G32D8wXx7NXzxTe3bt10t1X9eMKV9qzLgherlpg0yO/MF+3XVYE779Wd1fqavFH72n4GJBemfiPEXGXbPYf/+JC6paurBm9O+khR+9q0olCqrX5G90/MLlzA38Aco3qabmIzpq3YxlmvzyYJ3fe0I95g6We24vi/0dnZ1068oNrft8mS4f/yOTowUAAMha7DKB/vXXX1WzZk25u7vLy8tLTZo00dmzZyVJFy5ckMFg0KJFi1S9enW5uLioVKlS2rRp02O/3pIlS1SqVCk5OzsrKChIkydPTqeZPJq+vbvr69BF+jp0oU6cOKN+/Ufq4qXL6vlWB4v93+rRXuEXI9Sv/0idOHFGX4cuVOjcxerXt2cmR562HC1b6a/fVivh15+VfPEP3f6/GUqOjZVLk2YW+9/+vxn684eFSjp1QimXI3QndI6SL19S9qrVMznytDXq1lSbF6/X5kXrdPlMhBaM+VrxkfGq3+5Fi/3jLsXq29Ffa/vSTfrzxp1MjtY6Pd7poEXfLtXCb5bozKlzGvXBeF2+HKUOXd6w2L9951aKiIjSqA/G68ypc1r4zRItXrBMb73XKXMDf4hvftmmFnUrqGW9SiqYx1cD2zeRv5ebvl+/22L/ge2bqHOT2ipdKK/y+3urV+sXlc/fS5sPWF5dYAt1ujXW7u83avfijYo5e1nLx8zXtch41WjX0GL/q5ditXz0PO1bulV/3fwzk6MFAACPyphiyJKHvbDLBPr27dsKCQnR3r17tX79emXLlk0tWrRQSkqKqc+AAQPUr18/HThwQNWrV9crr7yi+Pj4R36tsLAwtWrVSm+88YaOHDmiUaNGafjw4Zo7d246zujhnJycFBxcVmvXbTZrX7t2s6pVrWhxTNUqFbR2rXn/NWs3qUKFsnJ0zAKr+x0d5VikaKrl14lhe+VUsrR11zAYZMiRU8abNzIgwEfn4OSooDKFdGTrIbP237ccVJEKxW0U1ZNxcnJUmXIltWXjDrP2LRt3qGLlchbHBFcql6r/5g3bVbZ8qaxx70lKTErS8fOXVa20+eqFaqUL69Bp6yqxKSkpuvNXgtyeyZkRIT4yBycH5S1dQKe2mn8E4uTWwwqqkLWWmQMAAGRFWeM31XT26quvmn391VdfydfXV8eOHVOuXLkkSe+9956p36xZs/Trr7/qq6++0sCBAx/ptT799FPVr19fw4cPlyQVLVpUx44d08SJE9WpUyeLYxISEpSQkGDW5uzsLGdn50d67X/z9vaUo6OjYqLjzNpjYuLk5295ubOfv69iYu7rHx0nJycneXt7Kioq5rHjSQ/ZXN1kcHBUyrUrZu0p167K4OFp1TVyvNpaBhcXJWzemBEhPrJnPZ6Vg6ODbty3BPh63HW5+bjbJKYn5enlIUdHR8XGmv8BKjYmXj6+lpel+/p6a1PMff1j4+Xk5CRPL/dU97EtXL15R8kpKfJyy2XW7uX2rOKunbbqGvNXb9OfCXf1QpUyGRHiI3vGw1UOjg66GXvdrP1m7HU96+1um6AAAACeInZZgT579qzatm2rggULytXVVQUK3NvwJzw83NSnWrVqpnNHR0dVrFhRx48/+jLL48ePq0aNGmZtNWrU0OnTp5WcnGxxzNixY+Xm5mZ2jB079pFf2xKj0Wj2tcFgSNX24P6W223q/lAMlhpTy163vnK276Sbn4yW8fq1DAjs8Vn6uWepn/ljePJ7z2Cx3db+jutvRhllsGIV0i87DmnWsvWa8F6bVEm4rRll4f6z4t8UAADI+ozGrHnYC7usQDdt2lSBgYGaM2eOcufOrZSUFJUuXVp379594Lj7f1G2htFoTP0L9kPukCFDhigkJMSs7Umqz5IUF3dFSUlJ8vP3MWv38fFSTHSsxTHRUTHy87uvv6+3EhMTFR9/9YniSQ8pN67LmJykbPdVm7O5ech49cHxZa9TT8/2HagbH49U4oGwjAzzkdy8elPJScly8/Ewa3f1ctONuOtpjMrarsRfVVJSknzvqzZ7+3gqLtbyxyJiYuLk63dff29PJSYm6uqVrPFz8Hg2pxyyZVPctZtm7Veu33poQvzrrsMa9eVSTXy/jaqWLpyRYT6S21dvKDkpWa73rXbI5e2mW0/p/QcAAJCZ7K4CHR8fr+PHj2vYsGGqX7++SpQooasWkq1du3aZzpOSkhQWFqbixR/9M6glS5bUtm3bzNp27NihokWLysHBweIYZ2dnubq6mh1PmkAnJiZq//7DalC/tll7gwa1tXPXPotjdu0OU4MG5v0bNqijsLDDSkpKeqJ40kVSkpJOn5JTsPlnuJ2CKyrx2O9pDstet76e7TdEN8d9qMQ9u9LsZwvJiUm6cOSsStcy/2xw6VrldDrM8mOEsrrExCQdOXRMtepWM2uvVbea9u05ZHHM/r2HUvWvXa+6Dh88mjXuPUlOjo4qUSC3dv1+xqx91+9nVK5I/jTH/bLjkEZ88aPGvtNatZ/LWp9rT05M1qXfz6toTfMl5UVrltGFsFM2igoAAODpYXcVaA8PD3l5eWn27NkKCAhQeHi4Bg8enKrf559/riJFiqhEiRKaMmWKrl69qi5dujzy6/Xr10+VKlXShx9+qNatW2vnzp2aMWOGZs6cmR7TeSRTps3RvNBpCgs7pF27w9S9azvlC8yjL2bfe67zxx8NVu7cAercpbck6YvZ3+idtztr0oSR+vLrBapapYK6dH5Db7Z/N9NjT8ufS7/XswOGKunUSSUdPyqXl5vIwddXf/28UpKUs3N3ZfP20a2Jn0j6X/I84APdnvWZEk8c++ez0gkJMt65batpmPnly1XqOaWXzh8+ozP7T6pemxfkldtb6xeskSS1GvimPPy99EXIdNOYfCWDJEnOz7jI1ctV+UoGKSkxSZdPX7LFFFKZPXO+ps0aq8MHjyps7yG92fE15ckToG9CF0uSBg/vI/8AX/V55wNJ0jeh36tTtzYa8dEAfTd/iSpUKqc32rXUe90H2HIaqbRvVFNDZ/2gkgXzqFzhfFqyca8i46/r9fqVJUnTFv+mmKs39HHP1yXdS56HffGDBrZrorKFA03Va+fsTno2p4vN5vFvm7/8WW0/fVcXD5/Thf2nVK1tA3nk9taOBeskSY0HviFXP08t7PfP/2G5S977g4FzTmc94+mq3CXzK/lukqLPRNhkDgAAIG32tON1VmR3CXS2bNm0aNEi9erVS6VLl1axYsU0ffp01a1b16zfuHHjNH78eB04cECFChXSihUr5O1tecOjBwkODtb333+vESNG6MMPP1RAQIDGjBmT5gZiGemHH1bKy9NDw4b2VUCAr34/elJNX2mv8PB7v+T6+/sp37+eCX3hwkU1faW9Jk0apbff7qjLl6PVp+8ILVu2OtNjT8vdzRt1+1k35Xyzg7J5ein5j/O6PmyQUmKiJUnZPL3k8K9nQud4uakMjo7K9X5f5Xq/r6n9rzW/6NbkcZkevyW7f9quXB7PqnmvVnL39dClU+Ga1OljxUfcW2rv7uuR6pnQH//yqem8YNnCqt68tmIvxiikZtZ45NiqZb/Kw8NNfQb0lK+fj04eP60Ord9WxKVISZKvn7fy5A0w9b8YHqEOrd/RyI8HqmPXNoqOitGIwWO1etU6W03BopeqltX1m3c0e9kGxV67qcJ5/fT5gI7K7X1vCX7ctZuK+teGcD9u2KOk5BR9Mm+lPpm30tT+Sq1gffjWa5kdvkUHf9qpnO659ELvV+Xq467IUxc1p/M4XY24t3Hbs74e8shjfv/1Xz3edB5YtpAqNK+pK5di9VHN9zM1dgAAAFszGLPajj0Z7MKFCypQoIAOHDig8uXL2zqcVByz57F1COki6e4/lam4F+vYMJL04/3bP4/8ap+/pQ0jST/f/LHUdJ7X08pHg2Vxl678s7z/r71LbBhJ+nGp9M+TBUKCLD9b+2nz6YVFtg4BAAC7dKxQY1uHYFHJsz/bOoR0YXcVaAAAAAD4r0oxsoQ7I9ndJmJPqmfPnsqVK5fFo2fPrLFcFgAAAACQ+f5zFeigoKAHPmZqzJgx6t+/v8Xvubq6ZlRYAAAAAIAs7j+XQD+Mr6+vfH19H94RAAAAALIYI0u4MxRLuAEAAAAAsAIJNAAAAAAAVmAJNwAAAADYif/WQ4ozHxVoAAAAAACsQAINAAAAAIAVWMINAAAAAHYihV24MxQVaAAAAAAArEACDQAAAACAFVjCDQAAAAB2wsgS7gxFBRoAAAAAACtQgQYAAAAAO8FzoDMWFWgAAAAAAKxAAg0AAAAAgBVYwg0AAAAAdoLnQGcsKtAAAAAAAFjBYDTyMXMAAAAAsAf78ja3dQgWVby03NYhpAuWcAMAAACAneA50BmLJdwAAAAAAFiBCnQW4+wSaOsQ0kXCXxdN50cKNLVhJOmnzPlVpnPH7HlsGEn6SbobYTq3xzmdKvGSDSNJP0WP/2o6L+QdbMNI0s/ZuP2m8+i6dW0XSDrz27TJ1iEAAIAMRAINAAAAAHaCXbgzFku4AQAAAACwAgk0AAAAAABWYAk3AAAAANgJnlGcsahAAwAAAABgBRJoAAAAAACswBJuAAAAALAT7MKdsahAAwAAAABgBRJoAAAAAACswBJuAAAAALATRpZwZygq0AAAAAAAWIEEGgAAAAAAK7CEGwAAAADsRIqtA7BzVKABAAAAALACCTQAAAAAAFZgCTcAAAAA2Amj2IU7I1GBBgAAAADACiTQAAAAAABYIV0T6AsXLshgMOjgwYNPdJ2goCBNnTo1XWLKbHPnzpW7u7utwwAAAADwH5RizJqHvbD7CvR/LaF9q0cHnTyxXdevndbOHT+rRo3KD+xfq1ZV7dzxs65fO60Tx7epe7d2mRSp9TzbvaxiW75UqRNLVHjlFOWsVDLNvo4+Hgqc2l9F189S6bMrFDC8WyZG+uhGDA9R+IUw3bx+RuvX/qCSJYs+dEyLFi/r8KGNun3znA4f2qhmzV7KhEit96hzKlmyqL5fPFtnTu1S0t0I9Xo/a71nbm2aqMDauSp8cKXy/fiZclQolWZfBx9P+U8cpKDVX6rI0dXyGfJWJkZqvTc7v65NYat07NJOrVi/QBWrPvfA/pWrB2vF+gU6dmmnNu5bqTadXs2kSK2Xo1kzeS9cKN81a+T5xRdyKlMmzb7OtWrJfdIk+SxfLp+ff5bH558re6VKmRgtAAB4Wtl9Ap1ekpOTlZKStZ+q9tprTTVp0kiNG/+ZqlRppO3b92jlivkKDMxtsX9QUKBWLJ+n7dv3qEqVRho/YYY+/XS0mjdvlMmRp82tcU0FDO+mmM+/15nGvXV771EFhY6SU24fi/0N2Z2UdOW6Yj7/Xn8dP5/J0T6aAf3fUZ/ePdSrzzBVrd5YUdGx+nX1QuXK9UyaY6pWqaCFC2ZpwYIlCq7YUAsWLNGi7/5PlSs9OAHKLI8zp5w5cuj8uXB9MOwTRUZGZ2K0D5erUW35Dn5L8V8sUnjLd/Vn2O/K88VHcgxI4/5zclLyleuK/2KhEk6cy+RordO4+Qsa9nF/zZzylZrWa6u9Ow/o60WfKSCPv8X+efPl1lcLP9PenQfUtF5bzZr6tUZ8MlAvNnk+kyNPm3O9enr2vfd0+9tvFd+tm+4eOSL3CROUzdfXYn+ncuV0d98+XR00SFd69FDigQNy/+QTORYunMmRAwCAp81jJdApKSkaP368ChcuLGdnZ+XLl08ff/yx6fvnzp1TvXr1lDNnTpUrV047d+40G79kyRKVKlVKzs7OCgoK0uTJkx/4etevX1ePHj3k6+srV1dXPf/88zp06JDp+4cOHVK9evX07LPPytXVVRUqVNC+ffu0adMmde7cWdevX5fBYJDBYNCoUaMkSXfv3tXAgQOVJ08ePfPMM6pSpYo2bdpkuubfleuffvpJJUuWlLOzs/744w9dvXpVHTp0kIeHh3LmzKlGjRrp9OnTj/NjTHe9e3XX3LmLFRq6SCdOnlH/AaN16dJl9ejR3mL/7t3a6eLFCPUfMFonTp5RaOgizZu3WH37ZJ2qmXe35rr6/VpdXbxGCWcvKfLDL5UYGSfPNy0n+YkRMYocM0fXlm5U8s07mRzto+n1fjeNHTddy5f/oqNHT6pzlz7KmTOH2rzRIu0xvbpp3botGj9hhk6ePKvxE2Zow4Zt6tUra1RtH2dO+8IOadCQj/T99yuVkHA3E6N9OI+OLXV96W+68eOvunvuomLHfqHEqFi5v9HEYv+ky9GKHft/urlivVJuZc37r8vbb+qHBcv1/bfLdfb0eX00bJIiL0frzc6vWezfttNruhwRpY+GTdLZ0+f1/bfL9eN3K9Tt3Q6ZHHnannn9df25erX+/PlnJYeH69aMGUqJiVHOZs0s9r81Y4buLFqkpJMnlRwRoVtffqnkS5fkXL16JkcOAED6S5EhSx724rES6CFDhmj8+PEaPny4jh07pu+++05+fn6m7w8dOlT9+/fXwYMHVbRoUbVp00ZJSUmSpLCwMLVq1UpvvPGGjhw5olGjRmn48OGaO3euxdcyGo1q3LixoqKitHr1aoWFhSk4OFj169fXlStXJElvvvmm8ubNq7179yosLEyDBw+Wk5OTqlevrqlTp8rV1VWRkZGKjIxU//79JUmdO3fW9u3btWjRIh0+fFivv/66XnrpJbNk+M6dOxo7dqy+/PJLHT16VL6+vurUqZP27dunlStXaufOnTIajXr55ZeVmJj4OD/KdOPk5KTg4DJau26LWfu6dVtUtWpFi2OqVK2gdff1X7N2iypUKCtHR9s/4czg5KgcpQvr1tYDZu23th5QzgolbBRV+ihQIJ8CAvy0dt1mU9vdu3e1ZesuVatm+f2S7lWg73+P16zdrGppvMeZ6XHnlGU5OcqlVBHd2b7frPnO9v1yee7pvP+cnBxVulwJbdu4y6x928adCq5czuKY5yqV1baN5n8E3bphp8qUL5El/p+Qo6McixXT3b17zZrv7t0rp1JpL7c3YzDIkDOnUm7ezIAAAQCAPXnk335u3rypadOmacaMGerYsaMkqVChQqpZs6YuXLggSerfv78aN24sSRo9erRKlSqlM2fOqHjx4vr0009Vv359DR8+XJJUtGhRHTt2TBMnTlSnTp1Svd7GjRt15MgRxcTEyNnZWZI0adIkLV++XD/++KN69Oih8PBwDRgwQMWLF5ckFSlSxDTezc1NBoNB/v7/LE88e/asFi5cqEuXLil37tymmH/99VeFhobqk08+kSQlJiZq5syZKlfu3i+Wp0+f1sqVK7V9+3ZV/1+lYsGCBQoMDNTy5cv1+uuvW/UzTEhIUEJCglmbs7OzaX6Pw9vbU46OjoqJiTVrj46Jk7+f5eWm/n4+WhMTZ9YWExMrJycneXt7Kioq5rHjSQ8OHq4yODooKe6aWXtS3DU5+bjbJKb04u93b2lpdLT5zz86Olb58+VNe5y/j6JTvcex8ve3/B5npsedU1bl4P73/XfVrD05/qocvT1tFNWT8fByl6Ojo+Ji483a42KvyMfXy+IYH18vxcVeua9/vJycnOTh5a7Y+97vzJbNzU0GBwelXL3vfbp6Vdk9rXufcrZqJYOLi/7auDEjQgQAAHbkkSvQx48fV0JCgurXr59mn7Jly5rOAwICJEkxMTGm8TVq1DDrX6NGDZ0+fVrJycmprhUWFqZbt27Jy8tLuXLlMh3nz5/X2bNnJUkhISHq1q2bGjRooHHjxpna07J//34ZjUYVLVrU7JqbN282G5s9e3azuRw/flyOjo6qUqWKqc3Ly0vFihXT8ePHH/ia/zZ27Fi5ubmZHWPHjrV6/IMYjeZb3BkMhlRtD+tvqd2m7o/FYEjVlNW1adNC166cMh1OTvf+dvWo79fjjskI6Tmnp4rBkPqefMqk/idlf/9P/B3jw7g8/7xydeqk62PGyHjtWgYEBgBA5jLKkCUPe/HIFegcOXI8tI+Tk5Pp/O9fYv7egMtoNKb6xeZBv4SlpKQoICDA7PPJf/t7d+1Ro0apbdu2+vnnn/XLL79o5MiRWrRokVq0sPy5y5SUFDk4OCgsLEwODg5m38uVK5fpPEeOHGaxphWnpTk9yJAhQxQSEmLW9iTVZ0mKi7uipKQk+fmZb5rj6+Ol6BjLFaKo6NhU1WkfH28lJiYqPv6qxTGZKfnqDRmTkuXo42HW7ujllqoqndWtWrVGe/b8sxTd2Tm7pHsV5X9X+n19vdN8vyQpKirWVOk1jfHxTlX1zQzpNaesKvna/+4/b/P7z8HTXUlZ4N/H47gaf01JSUmpqs1e3h6pqsx/i42Jt9DfU4mJibp25XqGxWqtlOvXZUxOVrb7qs3Z3N2VcsXynP7mXK+eXAcO1LVRo3Q3LCwjwwQAAHbikSvQRYoUUY4cObR+/frHesGSJUtq27ZtZm07duxQ0aJFUyWzkhQcHKyoqCg5OjqqcOHCZoe3t7epX9GiRdW3b1+tWbNGLVu2VGhoqKR7VeT7K9vPPfeckpOTFRMTk+qa/17qbSn2pKQk7d6929QWHx+vU6dOqUQJ6z8T6ezsLFdXV7PjSRPoxMRE7d9/RA3q1zJrr1+/lnbt2mdxzO5dYap/X/+GDWorLOyw6TPrtmRMTNKfv59RrprmO0znqlled8Ksr/hnBbdu3dbZsxdMx7FjpxQZGa0G9Wub+jg5Oal2raraudPy+yVJu3aHpXqPGzaorZ1pvMcZKb3mlGUlJumvo6eVs7r5/Zez+nP668DTdf/9LTExSb8fOq4adauYtdeoW1X79xyyOObA3sOqUbeqWVvNelV15ODxLPH/hJKSlHTypLJXNP+cffaKFZV49Giaw1yef15ugwfr+kcf6e6uXWn2AwAA+LdHTqBdXFw0aNAgDRw4UPPnz9fZs2e1a9cuffXVV1aN79evn9avX68PP/xQp06d0rx58zRjxgzT5l73a9CggapVq6bmzZvrt99+04ULF7Rjxw4NGzZM+/bt059//qn33ntPmzZt0h9//KHt27dr7969poQ2KChIt27d0vr16xUXF6c7d+6oaNGievPNN9WhQwctXbpU58+f1969ezV+/HitXr06zdiLFCmiZs2aqXv37tq2bZsOHTqkdu3aKU+ePGqWxm6vmWna9Dnq3PkNdezYWsWLFdbECSMVGJhHc+Z8K0n68MNB+uqrKab+c778Vvny5dWE8SNUvFhhdezYWp06tdaUqV/YagqpxH25XB6tG8rj9QZyLpRXAcO6ySm3j65894skyW9AB+Wd3NdsjEuJAnIpUUDZcrrI0dNNLiUKyLlwoC3Cf6Dpn32pwYPeV7NmL6lUqWL6+qspunPnTy1ctMzUJ/Trafr4o8Gmrz/77Cs1bFhHA/q/o2LFCmlA/3dUv34tTZ/+pS2mkMrjzMnJyUnlypVSuXKllD27k/Lk9le5cqVUqFCQDWZg7uq8pXJ79SW5tnxB2QsGymdwDzkF+Ora4p8lSd59O8t/nPn/Xc7FC8q5eEFly+kiBw83ORcvqOyF8tkifIu+nrVArdq10Gttm6lQkQIa+lE/5c7jr+/mLpEk9R/2niZ9PsbU/7u5PypP3gB98GGIChUpoNfaNtPrbzbXl5/Pt9UUUrn9ww/K0bixXBo1kkO+fMr17rvK5uenOytXSpJyde8u1yFDTP1dnn9erh98oJszZyrx2DFl8/RUNk9PGZ5J+3FrAAA8LVKy6GEvHmsL1eHDh8vR0VEjRozQ5cuXFRAQoJ49e1o1Njg4WN9//71GjBihDz/8UAEBARozZozFDcSke0vAV69eraFDh6pLly6KjY2Vv7+/ateuLT8/Pzk4OCg+Pl4dOnRQdHS0vL291bJlS40ePVqSVL16dfXs2VOtW7dWfHy8Ro4cqVGjRik0NFQfffSR+vXrp4iICHl5ealatWp6+eWXHxh/aGioevfurSZNmuju3buqXbu2Vq9ebbZs3VZ+/HGVvDw99MEHvRXg76ujR0+qWfOOCg+PkCT5+/spMDCPqf+FCxfVrHlHTZwwQj17dlBkZLRCQkZq+fJfbDWFVK7/vE0OHq7y7fWGHH08lXDqD13oMlqJEfc20nLy9Uz1TOgiq6ebznOWLSL35nV191K0TtbKGo96+tvESTOVI4eLZkz/RB4ebtqz54AaNW6rW7dum/rkC8xt9vzxnbv2qW27dzRm9ECNHjVAZ8/9oTZvvq09ew9YeolM9zhzyp3bT2F715i+7tfvbfXr97Y2b96h+g2t25gvo9z6ZYti3F3l9c6bcvDx0N3Tfyii53AlXb63RN3Bx1OOAeZL6vMvm2k6dyldVK5Nn1diRLTON+iYqbGn5efla+Tu4ab3+3eXj5+3Tp84q65teunypUhJkq+ftwLy/rMS51L4ZXVt876GftRP7bq0UkxUrMZ8MEG//bTBVlNIJWHjRt10dVWujh2VzdNTSefP69qgQUqJvvdc8WxeXnL415MicrzyigyOjnLt21fq+88f4P789VfdGDcu0+MHAABPD4MxS+0CA2eXrFcpfRwJf100nR8p0NSGkaSfMudXmc4ds+d5QM+nR9LdCNO5Pc7pVImXbBhJ+il6/FfTeSHvYBtGkn7Oxv3zeLDounVtF0g687OwXwcAAJlprV9rW4dgUcPoxbYOIV1kgYd4AgAAAADSgz3teJ0VPfJnoAEAAAAA+C8igQYAAAAAwAos4QYAAAAAO2FPO15nRVSgAQAAAACwAgk0AAAAAABWYAk3AAAAANgJlnBnLCrQAAAAAABYgQQaAAAAAAArsIQbAAAAAOyEUQZbh2DXqEADAAAAAGAFEmgAAAAAAKzAEm4AAAAAsBMprODOUFSgAQAAAACwAgk0AAAAAABWYAk3AAAAANiJFHbhzlBUoAEAAAAAsAIJNAAAAAAAVmAJNwAAAADYCaOtA7BzVKABAAAAALCCwWg08kcKAAAAALADy/3b2joEi5pHfWfrENIFS7gBAAAAwE6k2DoAO8cSbgAAAAAArEAFOovJ7pzX1iGki7sJl0znk/K1s2Ek6ad/+Lemc8fseWwYSfpJuhthOrfHOS3NokuYHlXLfy158ny2iA0jST9Xbp42nQ8MamPDSNLXhAsLTeeJcedsGEn6cfIuaOsQAADIMkigAQAAAMBOpBgMtg7BrrGEGwAAAAAAK5BAAwAAAABgBZZwAwAAAICd4BnFGYsKNAAAAAAAViCBBgAAAADACizhBgAAAAA7kWLrAOwcFWgAAAAAAKxAAg0AAAAAgBVYwg0AAAAAdiLFYOsI7BsVaAAAAAAArEAFGgAAAADsRIooQWckKtAAAAAAAFiBBBoAAAAAACuwhBsAAAAA7ITR1gHYOSrQAAAAAABYgQQaAAAAAJDlzJw5UwUKFJCLi4sqVKigrVu3ptk3MjJSbdu2VbFixZQtWzb16dPHYr8lS5aoZMmScnZ2VsmSJbVs2bJHiokE2oKgoCBNnTrV1mEAAAAAwCNJMWTN41EtXrxYffr00dChQ3XgwAHVqlVLjRo1Unh4uMX+CQkJ8vHx0dChQ1WuXDmLfXbu3KnWrVurffv2OnTokNq3b69WrVpp9+7dVsdFAm1n3nqrg06e3KEb189o187VqlGj8gP716pVVbt2rtaN62d04sR2de/eLpMitV759g3Ufdun6nPqa7X7+UPlqVwszb7P+Lqr8fR31GXjRPW7MF/1Rma9+fzbiOEhCr8QppvXz2j92h9UsmTRh45p0eJlHT60UbdvntPhQxvVrNlLmRCp9extTgU7NdCLe6aq2YW5qvfbx/Kqkvb95+Lrrkoz31XDbZPU4vK3KjumfSZGar0u3drqwJENuhz7uzZsWaaq1Ss+sH/1GpW1YcsyXY79XfsPb1CnLm0yKVLrVWvXUIO3TtPHJ+ep16qPFVQp7ffpWR93tZn2ngasn6xx5xao6YgOmRip9RYt/UkvvtZJwfVeUasu7yvs4O9Wjdt/+KjK1W6sVzu+m8ERAgBgvYSEBN24ccPsSEhISLP/p59+qq5du6pbt24qUaKEpk6dqsDAQM2aNcti/6CgIE2bNk0dOnSQm5ubxT5Tp05Vw4YNNWTIEBUvXlxDhgxR/fr1H6l4SgJtR15/rakmTxqlceM+U+UqL2nb9j1atfIbBQbmttg/KChQK1fM17bte1S5yksaP36Gpnw6Ri2av5zJkaetWNMqqjeynXbNWKn5Lw9TxJ6TenXeAD2b28tif4fsjrpz5aZ2zVihmGOW/zqVVQzo/4769O6hXn2GqWr1xoqKjtWvqxcqV65n0hxTtUoFLVwwSwsWLFFwxYZasGCJFn33f6pc6blMjDxt9janPM2qquyYDjo5dbk2NPxA8btPqMZ3g5Qjj+X7L5uzoxLib+rktBW6fjRr3n8tWr6sT8YP1aeTZqluzWbatWOfvl/ypfLkDbDYP1/+vFq8ZI527dinujWbacrkWRo3cZiavvJiJkeetnJNqqrpiA7aMGO5pr08ROf3nlTXuYPlnsb/E47Ojrp95YbWf75ckcez5vv0y7rNGjftC3Xv8IZ+CJ2h4LKl1LP/cEVGxTxw3M1bt/XBh5NUpUL5zAkUAAArjR07Vm5ubmbH2LFjLfa9e/euwsLC9MILL5i1v/DCC9qxY8djx7Bz585U13zxxRcf6Zr/yQT65s2bevPNN/XMM88oICBAU6ZMUd26dS2uk79w4YIMBoMOHjxoart27ZoMBoM2bdpkajt69KgaN24sV1dXPfvss6pVq5bOnj2b8ZP5l969eyh07iKFhi7UiRNn1L//KF26dFlv9bBcXenRvb0uXoxQ//6jdOLEGYWGLtTceYvVt+9bmRr3g1Ts1khHFm/SkUWbdOXMZW0c/a1uXo5X+fb1Lfa/cSlOG0d9o2NLtunuzT8zOdpH0+v9bho7brqWL/9FR4+eVOcufZQzZw61eaNF2mN6ddO6dVs0fsIMnTx5VuMnzNCGDdvUq1e3TIw8bfY2pyJvvawLCzfpwnebdPP0ZR0e8Y3uRMSrYMcGFvvfuRinw8PnK/yHrUq8eSeTo7XOO+910bfzf9Q3837QqZNn9cHgj3U5IkpdurW12L9z1zaKuBSpDwZ/rFMnz+qbeT9owTdL9F7vrpkcedpqdWusvd9v1J7FGxVz9rJWjZmva5HxqtquocX+Vy/FaeXo+dq/dKv+yqLv0/zFy9SyyQt67ZWXVCgonwb36Sl/Xx8tWvbzA8eNnjBdjRvWU7nSJTIpUgBAVpOSRY8hQ4bo+vXrZseQIUMsziEuLk7Jycny8/Mza/fz81NUVNRj/2yioqKe+Jr/yQQ6JCRE27dv18qVK7V27Vpt3bpV+/fvf+zrRUREqHbt2nJxcdGGDRsUFhamLl26KCkpKR2jfjAnJycFB5fRurVbzNrXrtuiqlUtL8+sUiVYa9fd13/NZlWoUFaOjrZ/wlk2Jwf5lSmgC1vMly1e2Pq7clcoYqOo0keBAvkUEOCntes2m9ru3r2rLVt3qVq1tJfTVq1SIdV7tmbtZlVL4z3OTPY2J4OTg9zLFlDMpsNm7TGbj8iz0sOXpWdFTk5OKvdcKW3csM2sfeP6bapcJdjimEqVn9PG9eb9N6zfqvLPlc4S/084ODkoT+kCOrXV/H06vfWwgio8ne9TYmKijp08reqVzd+T6pWDdej3Y2mOW/bzGl2MiNTbXd7M6BABAHhkzs7OcnV1NTucnZ0fOMZgMP/wtNFoTNX2qJ70mrb/7SeT3bx5U/PmzdN3332n+vXvVTFDQ0OVO7flZc7W+Pzzz+Xm5qZFixbJyclJklS0aNq/uCUkJKRa7+/s7PzQG+hBvL095ejoqOiYWLP2mOhY+fv7WBzj7++rmDWbzNqiY2Ll5OQkb29PRT1kqWBGy+H5rLI5OuhO3HWz9jux1/WMj7ttgkon/n6+kqTo6Diz9ujoWOXPlzftcf4+qd7j6Ji03+PMZG9zcv7f/fdXrPn9lxB7XS4+lj9Xk9V5eXnI0dFRsTHm71FMbJx8/bwtjvH181ZMrHn/2Jg4OTk5ycvLQ9HRsRbHZZZnPFzl4OigW/e9Tzdjr+tZ76fzfbp67YaSk1Pk5elh1u7l4a64+KsWx/xxMUJTZoVq/syJcnR0yIwwAQDIMN7e3nJwcEhVGY6JiUlVQX4U/v7+T3zN/1wF+ty5c0pMTFTlyv9sruXm5qZixdLecOZhDh48qFq1apmS54d5lPX/j8poNH90usFgSNX2sP6W2m0pVSyGrBWfNdq0aaFrV06ZDiene3+7etT363HHZAR7nJNF94dhsND2lEn185Yd/D9x39cGg0HGp/yNSvUXcln+C3lycrIGjhqvd7u2U9AD/lgFAPhvMGbR41Fkz55dFSpU0Nq1a83a165dq+rVqz/i1f5RrVq1VNdcs2bNI13zP1eB/vsXPkule0uyZcuW6vuJiYlmfXLkyPFIMQwZMkQhISFmbU9SfZakuLgrSkpKMlUB/+bj652qIvi3qKgY+fmb9/f18VZiYqLi06hyZKY/r9xUSlJyqmpzTm+3VFXprG7VqjXas+eA6Wtn5+yS7lVf/13p9/X1VnSM5fdLkqKiYlO9x74+ab/HGcke5/RvCf+7/1x8zauYzt5u+uspu//+Fh9/VUlJSfL1M6/u+/h4KTYm3uKYmOg4+fma9/f28VJiYqKuXLmWUaFa7fbVG0pOStaz960KyOXtqltxN2wU1ZPxcHeVg0M2xcVfMWu/cvW6vDzdU/W/fedPHT1xWidOn9UnU2ZKklJSjDIajSpXu7FmT/mYTcUAAE+dkJAQtW/fXhUrVlS1atU0e/ZshYeHq2fPnpLu5VQRERGaP3++aczf+1bdunVLsbGxOnjwoLJnz66SJUtKknr37q3atWtr/PjxatasmVasWKF169Zp27ZtqV4/Lf+5CnShQoXk5OSkPXv2mNpu3Lih06dPW+zv43PvF8fIyEhT2783FJOksmXLauvWrakS67Q8zvr/h0lMTNT+/UdUv0Ets/YG9Wtp1659Fsfs3r1fDerf179hbYWFHc7Uz2+nJSUxWdFHziuoVmmz9qBapXU5zPL7lVXdunVbZ89eMB3Hjp1SZGS0GtSvberj5OSk2rWqaudOy++XJO3aHZbqPWvYoLZ2pvEeZyR7nNO/GROTde3wefnWKWPW7luntK7sPWWjqJ5MYmKiDh04qrr1api1132+hvbstrwPxN49B1T3efP+9Z6vqYMHfs8S/08kJyYr4vfzKlKzrFl7kZpldCHs6XyfnJycVLJYEe3ce8Csfefe/SpXumSq/rmeyall38zSj3M/Nx2tmr+sAvny6se5n6tMyeKZFToAAOmmdevWmjp1qsaMGaPy5ctry5YtWr16tfLnzy/pXn52/zOhn3vuOT333HMKCwvTd999p+eee04vv/zPE4aqV6+uRYsWKTQ0VGXLltXcuXO1ePFiValSxeq4/nMV6GeffVYdO3bUgAED5OnpKV9fX40cOVLZsmWzuDQuR44cqlq1qsaNG6egoCDFxcVp2LBhZn3ee+89ffbZZ3rjjTc0ZMgQubm5adeuXapcufITLQ1/VNOmzVZo6DSFhR3W7t1h6tr1TQUG5tHsOd9Ikj76cLBy5/ZXl659JEmz53yjt9/upAkTRujrr79TlSoV1LnTG2rf/r1Mi/lh9n35i16e8raiDp/T5f1nVLZtPT2b20uHvl0vSao1qJVy+Xvol75fmMb4lMwnSXJ6xlk5PJ+VT8l8SklMUvzpyzaZQ1qmf/alBg96X6fPnNeZM+c1eND7unPnTy1ctMzUJ/Trabp8OVJDh42TJH322VfauGGJBvR/RytX/aZXmr6o+vVrqU7dtHe5zkz2NqfTX6xWpc/e0dVD53Rl32kFtXteOfN469z8e/dfqQ9ayyXAU2Hv//M8QrdS9/5Td3zGRdm9XOVWKr9SEpN081SETeZwv5kzvtasORN18MDv2rvngDp2aq08eQMU+tVCSdLwUf0UEOCnd94aKEkK/WqhuvVop4/GDtH8ud+rUuXn1K7Da+reOeRBL5Optn75s1p/+q4uHT6n8P2nVKVtfbnn9tauBeskSS8NfENufh5a3O+f9ymg5L33yTmni3J5PquAkvmVfDdJMWeyxvvUoXULDflwkkoVL6JypUvoxxW/KDI6Vq1b3PslYMqsUMXExWvs8P7Kli2bihQMMhvv6eGu7Nmzp2oHANi/lCfbYytLeeedd/TOO+9Y/N7cuXNTtVnz8bLXXntNr7322mPH9J9LoKV7D+Xu2bOnmjRpIldXVw0cOFAXL16Ui4uLxf5ff/21unTpoooVK6pYsWKaMGGC2fPDvLy8tGHDBg0YMEB16tSRg4ODypcvrxo1ali8Xkb54cdV8vTy0NAP+iggwFdHj57UK806KDz83i+E/v6+CgzMY+p/4cJFvdKsgyZNHKm3e3bU5cho9Q0ZoWXLV2dq3A9yctVu5XB/VtV6t9Azvu6KO3VJSztO1I2Ie8tNn/F1l2tu882POv76iencv2xBlWxRQ9cvxmpOjb6ZGvvDTJw0UzlyuGjG9E/k4eGmPXsOqFHjtrp167apT77A3EpJSTF9vXPXPrVt947GjB6o0aMG6Oy5P9Tmzbe1575Kla3Y25wiVuySs0cuFQ9pKRdfd904cUnb35ygPy/dW17u4ueunPc9E7r++n/2M/AoV1D5Xq2h2xdj9Vul3pkae1qWLV0tD093DRj0rvz8fXX82Cm1fq27Ll289wcmP39f5f3Xs+PD/7ik1q9218fjPlDX7u0UFRmtwQM+0qqVv9lqCqkc+mmXcro/qwa9W8rVx11Rpy7q687jdS3i3vvk6usu9zzm/0/0XT3OdJ63bEE917ymrlyK1biavTI19rQ0alBH12/c1P+FfqfY+CsqUjBIsyaNUW7/e5ucxMVfUWS0bTd6BADgv8hgzEq7wNjI7du3lSdPHk2ePFldu9r22abZne1jA5i7CZdM55PytbNhJOmnf/i3pnPH7Hke0PPpkXT3n2qbPc5pqb/lZxs/bVpGfWc693z26X6E29+u3PznYxgDg9rYMJL0NeHCQtN5Ytw5G0aSfpy8C9o6BADAI/gqb9b83bvrpW8f3ukp8J+sQB84cEAnTpxQ5cqVdf36dY0ZM0aS1KxZMxtHBgAAAACPL+XhXfAE/pMJtCRNmjRJJ0+eNG2RvnXrVnl7W34OKgAAAAAA/8kE+u+d2QAAAAAAsNZ/MoEGAAAAAHvEEu6M9Z97DjQAAAAAAI+DBBoAAAAAACuwhBsAAAAA7ITRYOsI7BsVaAAAAAAArEACDQAAAACAFVjCDQAAAAB2gl24MxYVaAAAAAAArEACDQAAAACAFVjCDQAAAAB2giXcGYsKNAAAAAAAViCBBgAAAADACizhBgAAAAA7YbR1AHaOCjQAAAAAAFYggQYAAAAAwAos4QYAAAAAO5FisHUE9o0KNAAAAAAAVjAYjUY+Zw4AAAAAdmBavna2DsGi3uHf2jqEdMESbgAAAACwEym2DsDOsYQbAAAAAAArUIHOYhyz57F1COki6W6E6dwe55QYd86GkaQfJ++CpvM74zvbMJL0k3NQqOm8df7mtgskHS3+Y7np3B7/PRXyDrZhJOnrbNx+07m3a1EbRpJ+4m6cMp3b4/0HAMCjIIEGAAAAADvBEu6MxRJuAAAAAACsQAINAAAAAIAVWMINAAAAAHaCZxRnLCrQAAAAAABYgQQaAAAAAAArsIQbAAAAAOxEisHWEdg3KtAAAAAAAFiBBBoAAAAAACuwhBsAAAAA7ESKrQOwc1SgAQAAAACwAgk0AAAAAABWYAk3AAAAANgJo60DsHNUoAEAAAAAsAIJNAAAAAAAVmAJNwAAAADYiRQWcWcoKtAAAAAAAFiBBPohOnXqpObNm9s6DAAAAACAjZFA26ERw0MUfiFMN6+f0fq1P6hkyaIPHdOixcs6fGijbt88p8OHNqpZs5cyIVLr2ducFi39SS++1knB9V5Rqy7vK+zg72n23X/od7Xr2U81GrVShXrN1LRNd81ftCwTo7WO43P15PLWBOXoN1suHUcqW94iafZ1KFpBzq37K8f705Wjz0w5txuqbAVKZ2K01nuhfSN9tu0LfXPye439abKKVyqZZl93Xw+9Pz1EUzZ8roXnl6rjiK6ZGOmjsbd/U292fl2bwlbp2KWdWrF+gSpWfe6B/StXD9aK9Qt07NJObdy3Um06vZpJkVqvc7e2Cju8Xpdijmj95qWqWq3iA/tXr1FJ6zcv1aWYI9p3aL06dXkjkyJ9NPZ27wFAVpOSRQ97QQJtZwb0f0d9evdQrz7DVLV6Y0VFx+rX1QuVK9czaY6pWqWCFi6YpQULlii4YkMtWLBEi777P1Wu9OBfQDOLvc3pl3WbNW7aF+re4Q39EDpDwWVLqWf/4YqMirHYP0cOF7V9tanmfT5RK7+brR6d2uizOfP0w4rVmRx52hyKV5ZT/bZK3PmT/po7UsmXTsn59RAZnvW02D9bYFElnz+qhB+m6K95o5USfkLOr/aWwTdfJkf+YNWa1FDHEV20bMYPGtw4RCf2HNOQecPlldvbYn+n7E66EX9dy2b8oD+OX8jcYB+Bvf2batz8BQ37uL9mTvlKTeu11d6dB/T1os8UkMffYv+8+XLrq4Wfae/OA2par61mTf1aIz4ZqBebPJ/JkaetecuX9fG4DzRl0v+pXs3m2rlznxYtmaM8eQMs9s+XP68W/jhHO3fuU72azTV18v/pkwnD1OSVFzI58gezt3sPAPDf89Ql0D/++KPKlCmjHDlyyMvLSw0aNNDt27dNS60/+eQT+fn5yd3dXaNHj1ZSUpIGDBggT09P5c2bV19//bXZ9Y4cOaLnn3/edL0ePXro1q1bab5+WFiYfH199fHHH0uSrl+/rh49esjX11eurq56/vnndejQoQz9GTxIr/e7aey46Vq+/BcdPXpSnbv0Uc6cOdTmjRZpj+nVTevWbdH4CTN08uRZjZ8wQxs2bFOvXt0yMfK02duc5i9eppZNXtBrr7ykQkH5NLhPT/n7+mjRsp8t9i9RtLBeblhXhQvmV54APzV98XlVr1xBYYeOZnLkaXOs9IKSDm9R8uEtMsZHKnH9QhlvXpHjc5YTksT1C5W05xelRJ2X8Wq0ErcskfFqtBwKl8/cwB+icbdm2rB4nTYsWqeIM5c0b8xXio+M0wvtLFe/Yi/FaN7or7Rl6SbduXEnk6O1nr39m+ry9pv6YcFyff/tcp09fV4fDZukyMvRerPzaxb7t+30mi5HROmjYZN09vR5ff/tcv343Qp1e7dDJkeetrff66wF83/Ut/N/0OlTZzVs8Ce6HBGlzl3bWuzfqcsbirgUqWGDP9HpU2f17fwf9N03S/Rur6y1CsLe7j0AwH/PU5VAR0ZGqk2bNurSpYuOHz+uTZs2qWXLljIa7+00t2HDBl2+fFlbtmzRp59+qlGjRqlJkyby8PDQ7t271bNnT/Xs2VMXL16UJN25c0cvvfSSPDw8tHfvXv3www9at26d3nvvPYuvv2nTJtWvX1+jR4/W0KFDZTQa9f/s3XdYU9cfBvA3QBii7CUKKG5UVNyiqBXrqrstilurtdaJu2rde6Ot1r33tnWLOFEUBBeioojKBhUnK/f3Bz+jIUEDAhm+nz55ejmcG7/f3OReTs6557Rp0waxsbE4cuQIgoKC4ObmhmbNmiE5ObnQXpcPSpd2RPHitjh56qy0LC0tDefOX0b9zwz9q1e3Jk6eOidTduLkWdSv9/nhgoVB23JKT0/HnfD7aFDHTaa8QR03hN66o9RzhN17gJBbYahVvWpBhJh7OrrQsSsFySPZBn3mo9vQKVFGyScRAfqGwPs3+R9fHumK9eBctQxunA+RKQ89F4LyNSuqJqh8oG2fKbFYD1WqVcKFM5dlyi+cCYBbnWoK96lR2xUXzgTIlJ33C0DV6pWgp6f6xSnEYjGqVa+MM34XZcrP+F1AnbqKe11r16mBM34XZMr8Tl9A9RpV1CInQPvee0RE6kpQ04e2UI+rqpJiYmKQkZGBTp06wcnJCQBQterHRoSFhQV8fX2ho6ODChUqYN68eXj79i3++OMPAMD48eMxZ84cXLx4EV26dMHWrVvx7t07bNq0CcbGWcPHli9fjrZt22Lu3LmwtbWVPvfBgwfRo0cP/PPPP+jatSsA4MyZM7h58ybi4+NhYGAAAFiwYAEOHDiAPXv2YMCAAQrzSE1NRWpqqkyZgYGB9Dnyys7WBgAQF5coUx4XlwAnx5I572dnjbj4BNl94hNgZ2f9VfHkB23L6fmLFGRmSmBpYS5TbmluhsSk55/dt1mH7kh+8RKZmRIM6tsNP7ZTj3sARUWKQaSjC+Ftiky58OYlRMbK3desV6cFRGIDZNwNLIgQ88TEvBh09XTxMvGFTPnLxJcwszZXvJMG0LbPlLmlGfT09JCYkCRTnpiQDGsbS4X7WNtYIjEhOVv9JIjFYphbmiEh22tT2CwtzaGnp4eEeNk4EuKTYGOr+PYBG1srJMQnZaufCLFYDEtLc8TFJSjcrzBp23uPiIi+TRrVA12tWjU0a9YMVatWxU8//YTVq1fj+fOPjY7KlStDR+djSra2tjINbF1dXVhaWiI+Pute07CwMFSrVk3aeAYAd3d3SCQShIeHS8uuXLmCzp07Y+PGjdLGM5A1nPv169ewtLRE0aJFpY9Hjx4hIiIixzxmz54NU1NTmcfs2bNz/Xp07doRL5LvSR9icdb3IR965D8QiURyZdnlZZ+CoI05KSISiWR+FiDIlWW38e8F2LnWF3+OHozNuw7gyEn/AowwD7K/tl/I5wPdSnUhdu+A1IMrgLevCiCwr6MoLXV5HynjW/lMyR+nz8emKBdF5aokIHuM8nnK1FeznL6V9x4REX1bNKoHWldXFydPnsSlS5dw4sQJLFu2DBMmTMCVK1cAZA17+5RIJFJYJpFkzQMnCDk3Wj4tL1OmDCwtLbFu3Tq0adMG+vr6AACJRILixYvD399fbn8zM7Mc8xg/fjx8fHxkyvLS+3z48AkEBl7/5Dmy4rKzs0bsJxNS2dhYIS4+5x6V2NgEac+AdB9rK7legsKgjTl9ytzMBLq6OkhMku39Sn7+EpYWZp/dt6R91oRI5cuURlLyC/y9dgtaN29SQJEqT3j7CoIkEyJjU5lyURETCG9efnZf3Yp1oN+qD1IP/A3JY+WGsBeWlOevkJmRCTNrM5lyE0tTuV5pdabtn6nnSS+QkZEh19tsaWUu18v8QUJ8koL6FkhPT8eL5M+/ZwtDUtJzZGRkwMZGtofVytpSrlf6g/i4RLneaStrS6SnpyM5+UVBhfpZ2v7eIyJSV9o047U60qgeaCCrYevu7o6pU6fi+vXr0NfXx/79eVvSx8XFBSEhIXjz5uN9lxcvXoSOjg7Kl/+4rIaVlRX8/PwQEREBLy8vpKenAwDc3NwQGxsLPT09lC1bVuZhZaV4mB2Q1Vg2MTGReeSlAf369RtERERKH3fu3ENMTBw8m3lI64jFYng0qoeAgGs5Ps/lK0HwbNZIpqy5pwcCLue8T0HRxpw+JRaL4VKhHAKuXpcpD7gajGpVcl4eKTtBEJD2//ehykkyIYmNhE6pyjLFuqVcIHmW80gM3Up1od+6H9IO/wPJwxsFHWWuZaZn4OHNCLg2qi5T7tqoOu4F3VVNUHmg7Z+p9PQM3AoNg3uTujLl7k3qIThQ8YSO16/egHuTejJlDZvWw82QMGRkZBRYrMpKT09HaMhtNPmugUx5k6buCLxyXeE+VwOvo0lTd5mypt+5I+T6LZXlpO3vPSIi+jZpVAP6ypUrmDVrFq5du4aoqCjs27cPCQkJqFSpUp6er1u3bjA0NESvXr1w69YtnDlzBkOGDEGPHj1k7n8GABsbG/j5+eHu3bvo2rUrMjIy4Onpifr166NDhw44fvw4IiMjcenSJUycOBHXrqnmwu67bA3GjR2C9u1bonLlCli3djHevn2H7Z+sG7x+3VLMnDFO+vOyZWvRvHljjB41CBUqlMHoUYPQrFkj+PquUUUKcrQtp55eHbH38HHs+/c4IiKjMHfpP4iJS4BXx9YAgMUr1mP89AXS+tv3Hob/hct4/OQZHj95hv3/ncCG7XvxQwv1WXIn4+oJ6FXzgG7VRhBZFof4uy4QmVgiI+QMAEDs8SP023ycMVe3Ul3ot/kF6Wd2IDM6AjA2yXroG6kqBYX+W3MQ33l5osnPzVCibEn0nNQXVvZWOLn1OACg65ju+H3RMJl9nFxKw8mlNAyNDWFiaQInl9IoUS7n+ztVQds+U+tWbMXP3TviR+/2KFOuNCbMGAn7EnbYtmEvAGDUxMFY8Nc0af1tG/agRMni+GO6D8qUK40fvdvjp24dsOavTapKQc6K5evRvedP8O7eGeXKl8GM2eNRomRxbFi3HQAwcfJI/PXPPGn9Det2oKSDPabPGo9y5cvAu3tndOv5I/7yXauqFBTStvceERF9ezRqCLeJiQnOnTuHJUuWICUlBU5OTli4cCFatWqFnTt35vr5ihQpguPHj2PYsGGoXbs2ihQpgs6dO2PRokUK69vZ2cHPzw9NmjRBt27dsG3bNhw5cgQTJkxA3759kZCQADs7O3h4eMg1wAvL/AV/w8jIEMt9Z8Hc3BSBgdfRqo03Xr/+2Mvu6GAvHcYOAAGXr8G7+yBMmzoGU6eMRsTDx+ja7TcEXlXc01HYtC2nVp6N8TLlFVau34aEpGSUcy6FFQumwd4u6z2TmJSMmLiPwxslEgmWrNyAZzGx0NXVhUOJ4hj+Wx/83L61qlKQk3k3EOlGxhC7t4PI2BRC4jOk7l4MISVrUiNRUVOITD4OmdWr3gQiXT3of98T+t9/XDoo4+YFpB1Rnz/4A/69iGLmJug81AvmNuZ4ci8Kc3pPR+KzrAmNzGwsYGkvO8x23tHF0u0yrmXRsENjxD+Jx5CGiicVVAVt+0z9d+AEzMxNMWRUf1jbWuH+3Qj06zoU0U9jAGRNsFW85Mc1oZ9GRaNf1yGYMGMkuvf9GfGxCZj2xzwc/9dPVSnIObDvCMwtzDBq7O+wtbPB3Tv30PXH/nj6JBoAYGtnjZKfrAkd9fgpuv7YHzNm/4G+/bshNiYOf4yZgX8PnVBVCgpp23uPiEgdSZSbhobySCRwFg61oqdfQtUh5IuMtGfSbW3MKT3xoQojyT9iK2fp9tu5fVQYSf4pMna9dNvLqYPqAslHOx8fkG5r4+epjJXbZ2pqlojEYOm2lUn5z9TUHIkp96Tb2vj+IyLSNn+W6qbqEBSaFrlV1SHkC40awk1ERERERESkKho1hJuIiIiIiIhyJgEHGBck9kATERERERERKYE90ERERERERFqC/c8Fiz3QREREREREREpgA5qIiIiIiIhICRzCTUREREREpCUkqg5Ay7EHmoiIiIiIiEgJbEATERERERERKYFDuImIiIiIiLQE14EuWOyBJiIiIiIiIlICG9BERERERERESuAQbiIiIiIiIi3BAdwFiz3QREREREREREpgA5qIiIiIiIhICRzCTUREREREpCUkqg5Ay7EHmoiIiIiIiEgJbEATERERERERKYFDuImIiIiIiLSEhPNwFyj2QBMREREREREpQSQIAr+iICIiIiIi0gI+pbqoOgSFFkXuUHUI+YJDuImIiIiIiLQEe0cLFodwExERERERESmBPdBqRk+/hKpDyBcZac+k29qYU0r/71UYSf4xWX1Cur3YsbsKI8k/I6K2SLd7OHVSYST5Z/PjfdJtbfw8uRVvqMJI8ldwzAXptnuJ71QYSf65+MxPum1rWlGFkeSfuJd3pdvpiQ9VGEn+EVs5qzoEIqJvAhvQREREREREWkKi6gC0HIdwExERERERESmBDWgiIiIiIiIiJXAINxERERERkZYQOA93gWIPNBEREREREZES2IAmIiIiIiIiUgKHcBMREREREWkJzsJdsNgDTURERERERKQENqCJiIiIiIiIlMAh3ERERERERFpCwlm4CxR7oImIiIiIiIiUwAY0ERERERERkRI4hJuIiIiIiEhLcAB3wWIPNBEREREREZES2IAmIiIiIiIiUgKHcBMREREREWkJzsJdsNgDTURERERERKQENqCziYyMhEgkQkhIiKpDISIiIiIiIjXCBrQW+nOSD6Iig/Dq5QOcPrkbLi7lv7hPx46tcSP0DN68eogboWfQvn3LQohUedqWk7hJWxSdvQnF/v4XxhP/gm65KjnW1avhjiIj5qDool0o5rsfRcYtgW7lmoUYrXJce3ii74VFGHJvHbz/m44SdSrkWNfYxgytfAeh15n5GB65CY0ndy/ESHOnWY+WWHRhBdaG78C0f+ejfO1KOdY1tTHHb77DMc9vGTY+2oNuf/YtxEiVN/DXXrgfHoDXKRG4cvkoGrrX+Wx9j0b1cOXyUbxOicC9u5cwoH+PQopUeT/16ojDV3Yh4NFpbD2+FjXqun62vlv96th6fC0CHp3Gocu70Lln+0KKVHkde7XD7oCt8Is4hrVHV6JanaqfrV+9nivWHl0Jv4hj2HVpCzr0aFtIkSqv9y9dcfXGKTyOC8WJs3tRt/7nz2X13WvjxNm9eBwXisDQk+jZ16uQIlXejn3/osWPveHWtB1+7jsEQSG3cqwbHHoL3QeOhHurn1GzaXu07dofm3bsL8RoiehbIFHTh7ZgA1rLjB41CMOHDcDQ4RNRr0EbxMYl4NiR7Sha1DjHferVrYntW1dg69a9cKvVHFu37sWObStRp3aNQow8Z9qWk16txjD0GojU/7bhzbTfkHH/JooMnQmRhbXC+rrlqyLjThDe+k7Emxm/IzM8FEUGT4OOQ5lCjjxn5dvWRZPJ3RG4/BC2tp6IZ4Hh6LBxNIrZWyqsr6uvh3fJrxC4/CAS7kQVcrTKq/uDO7r/2QcHl+/FpDYjER4YhtEbJ8LS3kphfbG+Hl4lpeDg8r2ICoss3GCV9NNP7bBo4RTMnuOLWnVa4MKFQPx7eAscHOwV1i9VygGHD23GhQuBqFWnBebMXYYli6ehY8fWhRx5zr5v9x1GTRuKtUs3wfv7vrh+JRTLti6AXQlbhfXtHYpj2Zb5uH4lFN7f98U6300YM304vmvTuJAjz1mzdk0wbMrv2OS7FX1aDMCNwJtYsGUObO1tFNYv7mCHBZtn40bgTfRpMQCbl23D8GmD0aR1o0KOPGftO7XC9NnjsWTBSng26ogrl65h+55VKFGyuML6jk4lsG33P7hy6Ro8G3XE0oX/YObcCWjT7vtCjjxnR0+dxZyl/6B/zy7YvX453FwrY+CoSYiJjVdY38jIEN6d22LjX/NxaNsqDOjdFctWb8Tug0cKOXIiIsqrb7IBfezYMTRs2BBmZmawtLTEDz/8gIiIiBzr3759G23atIGJiQmKFSuGRo0aSetLJBJMmzYNJUuWhIGBAapXr45jx44VVipyhg75BbPn+OLAgaO4fTscffoOR5EiRujapWPO+wz9BadOncPcecsRHh6BufOWw8/vAoYO/aUQI8+ZtuVk0Lwz0i8cQ/qFY5DEPkHqzpWQPE+AfmPFvUWpO1ci7fhuSCLvQRIfjdT96yGJfwa9avUKOfKcuf3SCrd2+uPWDn8kP4jG2alb8Co6Ca49mimsn/I0Ef5TNiNs7wWkvnpXyNEqr9UvbXF252mc3XEK0Q+eYeu0dUiKSUKz7i0U1k98moAtU9fh4j5/vEt5W8jRKmfEsP5Yt34H1q3fjrt3H2DkqMl48jQaA3/tqbD+rwN6IOrJM4wcNRl37z7AuvXbsX7DTowcMbCQI89Zt1+74MD2f3Fg2794dP8xFvzpi7joePzYq4PC+j/27IDYZ3FY8KcvHt1/jAPb/sXBHf+h58CuhRv4Z3j1/wn/7jiKw9uP4PGDKCyd/Bfio+PRsWc7hfU79GiLuGfxWDr5Lzx+EIXD24/gv51H0XXgz4Ucec4G/t4b2zbvxdZNe3D/3kNMGj8bz57Fonc/xa97z75d8PRpDCaNn4379x5i66Y92L5lHwYNUZ+RHZt27kenH77Hj+1aokwpR4wbPhB2NtbYsf8/hfUrlS+L1s2boKyzE0oUt0XbFt+hQZ2aCAq9XciRExFRXn2TDeg3b97Ax8cHV69exenTp6Gjo4OOHTtCIpEfXPDs2TN4eHjA0NAQfn5+CAoKQt++fZGRkQEAWLp0KRYuXIgFCxbgxo0baNGiBdq1a4f79+8XdlooXdoRxYvb4uSps9KytLQ0nDt/GfXr18pxv3p1a+LkqXMyZSdOnkX9ejnvU1i0LiddPeg4lUPGnWCZ4ozbQdAt46Lcc4hEEBkUgfDmVQEEmHs6Yl3YVi2Nx+dkhy1Gnb8F+5rlVBTV19MV66FU1TK4eT5UpvzWuRCUq1lRRVF9HbFYDDc3V5nPEwCc/Mxno17dmjh5Urb+iZP+qFnTFXp6ql/IQU+sh0qu5XH57FWZ8oCzV1GtluJbI1xrVUZA9vr+gahUrSL09HQLLFZl6Yn1UMG1PALPXpMpDzx7DVVqVVa4T5WaleXqX/G/hoquFaCrBjmJxWK4Vq8Mf7+LMuVn/S6iVh3FI4Nq1a6Os9nqnzl9AdVqVFaL9156ejruhN9HgzpuMuUN6rgh9NYdpZ4j7N4DhNwKQ63qnx+eT0SUG4Ka/qctVH8FUoHOnTvL/Lx27VrY2Njgzp07KFq0qMzv/vrrL5iammLHjh0Qi8UAgPLlP95/u2DBAowdOxZdunQBAMydOxdnzpzBkiVL8Ndffyn891NTU5GamipTZmBgAAMDg6/Ky842a2hfXFyiTHlcXAKcHEvmvJ+dNeLiE2T3iU+AnZ3iIcWFSdtyEhU1gUhXF0LKc5ly4dVziEzNlXoO/eY/AgaGyLh27suVC4GRRTHo6OnibeJLmfI3CS/hZG2mmqDyQTHzYtDV00VK4guZ8peJL2GqoXlZWVlAT08P8dk+T/HxibC1Uzw02NbOBvHx2erHJUIsFsPKygKxOQxVLSxmFqbQ09NDUkKyTHlyQjIsrRXfQmBpbYnkhCsyZUkJyRCL9WBmYYbE+KQCi1cZWTnpIjlR9jzxPPE5LG0sFO5jYWOO59nqJyc+h55YD2YWpkiKT1a4X2GxsDSHnp4eErK9tgkJSbCxVXxLhI2tNRISLsjWj0+CWCyGhaU54uMSFO5XWJ6/SEFmpgSWFrLnbktzMyQmPc9hryzNOnRH8ouXyMyUYFDfbvixnfrM0UFERJ/3TfZAR0REwNvbG87OzjAxMUHp0qUBAFFR8vdihoSEoFGjRtLG86dSUlIQHR0Nd3d3mXJ3d3eEhYXl+O/Pnj0bpqamMo/Zs2fnOo+uXTviRfI96UMszvo+RBBkv+ERiURyZdnlZZ+CoI05KSQXhwjKfDGnV6cJDNr1wLtVMyG8elEQkeWd3OstX6aJ5N9H8mWaJrefDUWvgaJylVKU02c+VIpeA0XlqiQXS26PU07Po0q5/Dxpwnvvw3vnAwGCXFl2G/9egJ1rffHn6MHYvOsAjpz0L8AIiYgoP32TPdBt27aFg4MDVq9eDXt7e0gkElSpUgVpaWlydY2MjL74fHIXT+HzF8/x48fDx8dHpiwvvc+HD59AYOD1T55DH0BW7+unvUI2NlaIy9aD9KnY2ARpT690H2sruV7fwqCNOX1KeJ0CITMTIlPZXiRRMTO5Xuns9Go1hlFPH7z7ZwYyw65/tm5hepf8CpKMTBTJ1itbxMpUrldak7x6/gqZGZkwtZbtXTKxNEWKhuaVmJiMjIwM2GYbiWFtbZljb15cbDxsbbPVt7FCeno6kr7Qy1YYXiS/REZGBixtZHubza3MkZyguNc1KSFJrr6FlTnS0zPw8rnqj21WTpmwtJY9T5hbmiE5QfFrnhz/HBbZ61uZIyM9Ay+fpxRYrMpKTnqOjIwMWGfrbbayspTrlf4gPi4BNjbZ6ltbIj09Hc+TXxRUqEozNzOBrq4OEpOyjX54/hKWFmaf3bekvR0AoHyZ0khKfoG/125B6+ZNCihSIvrWaNOM1+rom+uBTkpKQlhYGCZOnIhmzZqhUqVKeP485z8CXV1dcf78eaSnp8v9zsTEBPb29rhwQXaI2aVLl1CpUs5L3RgYGMDExETmkZcG9OvXbxARESl93LlzDzExcfBs5iGtIxaL4dGoHgICruX4PJevBMGzmexMrc09PRBwOed9Coo25iQjMwOSx/ehV0n2njk9FzdkRuR8z5xenSYw6jMK79bMQcbNwIKOMlck6ZmIu/kITo1k7zd1bFQF0UGFPxdAfslMz0DkzQhUaVRNprxKo2q4H3RXRVF9nfT0dAQH35D5PAGA52c+G5evBMHTU7Z+c8/GCAq6IZ0LQpUy0jMQduMe6nrUlimv51ELodcULyd049pt1POQvee7XuPaCAu9i4yMzAKLVVkZ6RkIv3EPtT1kl3iq7VETt64pnmzqVtBtufp1GtfC3RvhyFSDnNLT03Ej5DYaN20gU+7RtAGuBSr+QvDa1RB4ZKvf5Dt3hF6/rRbvPbFYDJcK5RBwVTb+gKvBqFZFyTktkPWle5qCvzGIiEg9fXMNaHNzc1haWmLVqlV48OAB/Pz85HqDPzV48GCkpKSgS5cuuHbtGu7fv4/NmzcjPDwcADB69GjMnTsXO3fuRHh4OMaNG4eQkBAMGzassFKS4btsDcaNHYL27VuicuUKWLd2Md6+fYftn6wzuX7dUsycMU7687Jla9G8eWOMHjUIFSqUwehRg9CsWSP4+q5RRQpytC2n1JN7IW7UEmL3FtCxc4DBzwOhY2GDtLP/AgAMOvaFYd/R0vpZjecxeL97FTIfhkFkYg6RiTlgVERVKcgJXnMUVbo0QeWfPWBR1h6N/+yGYvaWuLHlNADAfezPaLH4V5l9rF0cYe3iCH1jAxhZFIO1iyMsyileSklVjq45jCZezeDx83ewL1sC3Sb1gaW9FU5vPQEA+HlMN/y6aKjMPo4upeDoUgoGxoYwsTSBo0sp2JfL+X79wrZ46Wr069sVvXt5oWLFslg4fwocHUrgn1WbAQAzZ4zD+nVLpfX/WbUZTo4lsWDeZFSsWBa9e3mhb58uWLh4papSkLP1nx3o6P0D2ndpg9LlnDBy6hDYlbDF3k0HAACD//gV03wnSuvv2XQAxUvawWfKYJQu54T2XdqgQ9cfsGnldhVlIG/n6t1o27U12ni1hFNZRwydMgi2JWyxf/NhAMDAcb9g4tKP57wDmw/DrqQthkz+DU5lHdHGqyV+6NIK21fuUlUKclb+tQHdev6Irt07oVx5Z0ybNQ4lSxbHxnU7AAATJvtg2co50vqb1u2Ag4M9ps4ch3LlndG1eyd49+iMv5etU1UKcnp6dcTew8ex79/jiIiMwtyl/yAmLgFe/1/mbfGK9Rg/fYG0/va9h+F/4TIeP3mGx0+eYf9/J7Bh+1780OI7VaVARES59M0N4dbR0cGOHTswdOhQVKlSBRUqVICvry+aNGmisL6lpSX8/PwwevRoNG7cGLq6uqhevbr0vuehQ4ciJSUFI0eORHx8PFxcXHDo0CGUK6ea2YfnL/gbRkaGWO47C+bmpggMvI5Wbbzx+vUbaR1HB3uZGccDLl+Dd/dBmDZ1DKZOGY2Ih4/RtdtvCLyqHsOEtS2njGtn8b6oCQx+6AaRqQUk0Y/x1ncihOSsIeoiMwvoWHwcfq7v0QYiPT0YdRsCdBsiLU+7dALv1y+Qe35VuHf4CgzNiqHusI4wtjFD0r2nONBrPl49yxqaaWxjhmLZ1k7ufmyWdNvW1RmVOrrj5ZMErHMfUaixf86Vfy+iqHkxdBj6M8xszPH0XhQW9J6JpGdZw53NbMzl1oSeeXSRdNvZtSwadPBAwpN4+DRUj2Wfdu8+BEsLc0ycMALFi9vg1u1wtG3XA1FRzwAAdna2cPxkTejIyCdo264HFiyYgt9+64Xo6DgMH/En9u9Xn3VrTxzyg6m5Kfr79IaVjSUiwh9haPfRiHkaBwCwsrGUWRM6+kkMhnQfjZFTh+Dn3p2QEJeIeZOWwO+/szn9E4Xu9CF/mJiboM+InrC0scDD8EiM6jEecc+ycrK0tZBZEzrmSSxG9RiPoVN+R6de7ZEYl4Qlfy6H/5HzqkpBzsF9R2FuYQafMb/D1s4ad8Puw/unX/H0STSArEnDSpT8+N6LevwM3j/9immzx6FPf2/ExcZjwtiZ+O/QCVWlIKeVZ2O8THmFleu3ISEpGeWcS2HFgmmwt8t6vyUmJSMm7uPtRxKJBEtWbsCzmFjo6urCoURxDP+tD35urz7rqhOR5tOmGa/VkUhQp5k4CHr6JVQdQr7ISHsm3dbGnFL6f6/CSPKPyeqPf4guduyuwkjyz4ioLdLtHk6dVBhJ/tn8eJ90Wxs/T27FG6owkvwVHPPxlh73EtrRq3jxmZ9029ZUM5dwyy7u5cfbMNITH6owkvwjtnJWdQhEpCb6lOr85UoqsD5yr6pDyBff3BBuIiIiIiIiorz45oZwExERERERaSvOwl2w2ANNREREREREpAQ2oImIiIiIiIiUwCHcREREREREWkLCOaILFHugiYiIiIiIiJTABjQRERERERGREjiEm4iIiIiISEtwAHfBYg80ERERERERkRLYgCYiIiIiIiJSAodwExERERERaQkJB3EXKPZAExERERERESmBDWgiIiIiIiIiJXAINxERERERkZYQOIS7QLEHmoiIiIiIiEgJbEATERERERERKYFDuImIiIiIiLSERNUBaDn2QBMREREREREpgQ1oIiIiIiIiIiVwCDcREREREZGWkHAW7gIlEgSBrzAREREREZEW+MmpvapDUGj344OqDiFfcAg3ERERERERkRI4hJuIiIiIiEhLCBzCXaDYgFYzxkVKqTqEfPHmbaR0W0+/hOoCyUcZac+k2ybGziqMJP+kvHko3dbG48Sc1NenOYm1JCcASP8kL32DkiqMJP+kpT6Vbmvj+6+STR0VRpJ/wuIDpdsVbWqrMJL8czf+qqpDICKSwwY0ERERERGRluA60AWL90ATERERERERKYENaCIiIiIiIiIlcAg3ERERERGRluAqxQWLPdBERERERERESmADmoiIiIiIiEgJHMJNRERERESkJSRcB7pAsQeaiIiIiIiISAlsQBMREREREZHa+fvvv1G6dGkYGhqiZs2aOH/+/Gfrnz17FjVr1oShoSGcnZ2xcuVKmd9v2LABIpFI7vH+/XulY2IDmoiIiIiISEtI1PSRWzt37sTw4cMxYcIEXL9+HY0aNUKrVq0QFRWlsP6jR4/QunVrNGrUCNevX8cff/yBoUOHYu/evTL1TExMEBMTI/MwNDRUOi7eA01ERERERERqZdGiRejXrx9++eUXAMCSJUtw/PhxrFixArNnz5arv3LlSjg6OmLJkiUAgEqVKuHatWtYsGABOnfuLK0nEolgZ2eX57jYA01EREREREQFKjU1FSkpKTKP1NRUhXXT0tIQFBSE77//Xqb8+++/x6VLlxTuExAQIFe/RYsWuHbtGtLT06Vlr1+/hpOTE0qWLIkffvgB169fz1UebEATERERERFpCUFN/5s9ezZMTU1lHop6kgEgMTERmZmZsLW1lSm3tbVFbGyswn1iY2MV1s/IyEBiYiIAoGLFitiwYQMOHTqE7du3w9DQEO7u7rh//77Sry+HcBMREREREVGBGj9+PHx8fGTKDAwMPruPSCSS+VkQBLmyL9X/tLxevXqoV6+e9Pfu7u5wc3PDsmXL4Ovr++UkwAY0ERERERERFTADA4MvNpg/sLKygq6urlxvc3x8vFwv8wd2dnYK6+vp6cHS0lLhPjo6Oqhdu3aueqA5hJuIiIiIiEhLSCCo5SM39PX1UbNmTZw8eVKm/OTJk2jQoIHCferXry9X/8SJE6hVqxbEYrHCfQRBQEhICIoXL650bGxAExERERERkVrx8fHBmjVrsG7dOoSFhWHEiBGIiorCwIEDAWQNCe/Zs6e0/sCBA/H48WP4+PggLCwM69atw9q1azFq1ChpnalTp+L48eN4+PAhQkJC0K9fP4SEhEifUxkcwp2NSCTC/v370aFDB1WHQkRERERE9E3y8vJCUlISpk2bhpiYGFSpUgVHjhyBk5MTACAmJkZmTejSpUvjyJEjGDFiBP766y/Y29vD19dXZgmrFy9eYMCAAYiNjYWpqSlq1KiBc+fOoU6dOkrH9c32QE+ZMgXVq1eXK4+JiUGrVq0KP6B80n9Ad9y+cx5JyeG4cPEwGjSo/dn6DRvWxYWLh5GUHI5bt8+h3y/dCinS3Plzkg+iIoPw6uUDnD65Gy4u5b+4T8eOrXEj9AzevHqIG6Fn0L59y0KIVDm/9O+OG7fPIj4pDGcvHET9Lxwn94Z1cPbCQcQnhSH0lj/69vMupEhzT9uOFcCcPlDnnAb+2gv3wgPwKiUCVy4fhbv75y+EjRrVw5XLR/EqJQLhdy9hQP8ehRSp8n79tSfCwy8h5eUDXA44olROlwOOIOXlA9y9exH9+3cvpEhzR9vee137dMbJqwcQEnUee05uRM261T9bv3b9GthzciNCos7jxNX98OrVqXACzYWufX7EqasHEBp1AXtPblIiJzfsPbkJoVEXcPLqAbXMiehbIgiCWj7yYtCgQYiMjERqaiqCgoLg4eEh/d2GDRvg7+8vU79x48YIDg5GamoqHj16JNezvHjxYjx+/BipqamIj4/H8ePHUb9+/VzF9M02oHNiZ2en9M3t6qZz5x8wb96fmDdvORrUb41LF69i/4ENKFnSXmF9J6eS2Ld/PS5dvIoG9Vtj/vy/sGDBZLX6wwQARo8ahOHDBmDo8Imo16ANYuMScOzIdhQtapzjPvXq1sT2rSuwdeteuNVqjq1b92LHtpWoU7tGIUauWKfObTBn3kQsmPcXGjb4AQGXrmHv/nWfPU579q1DwKVraNjgByyc/zfmLfgT7dTsOAHad6wA5vSBOuf000/tsHDhFMyZ44vadVrgwoVA/Ht4CxwcFH+mSpVywOFDm3HhQiBq12mBuXOXYfHiaejYsXUhR56zn35si4ULpmDOnGWoU7clLlwMxOFDmz+b06GDm3DhYiDq1G2JuXOXY/GiaejYQX1yArTvvdeqvSfGTffBP0vWo1OzHgi6HIJ/dixB8RKKJ7gp4WiPlduWIOhyCDo164FVSzbgj5kj0fyHpoUcec5atW+O8dN9sHLJenRs1h3XLodg1Y6ln83pn21LcO1yCDo2645/lqzHhJmj8L0a5URElJ9EQl6/DlADx44dw4wZM3Dr1i3o6uqifv36WLp0KcqUKQMAePr0KUaNGoUTJ04gNTUVlSpVwl9//YWwsDD06dNH5rnWr1+P3r17ywzhrl+/Pho3bow5c+ZI6yUkJMDe3h4nTpxA06ZNkZaWhokTJ2Lr1q148eIFqlSpgrlz56JJkyZ5ysm4SKm8vhzwP3sAISG3MHzYRGlZUPAp/Hv4BCZPnidXf/r0cWjdxhM13TylZUt9Z6Jq1Ur4runXfXv85m2kdFtPv8RXPdeTx8HwXbYG8xf8DSBrUoHopyEY/8csrF6zReE+27augEmxovih3cdepf8Ob8HzFy/RvcfveYojI+2ZdNvE2DlPzwEAfv77EBJyGz7DJ0nLrgadwL//nsTUyfPl6k+dPhatWzdD7ZofF4ZfvHQGqlatCM/vfsxzHACQ8uahdPtrjxOgHsfq0+PEnBRTt5zEX5nTxQuHcf36LQweMl5aduOGPw4dOoaJE+fI1Z816w/88MP3cHVtIi37a/kcuLq6oJFHu6+KJf2TvPQNSub5eS6cP4zrITcxZMgf0rIboWdw6NBxTJykIKeZf+CHH5rDtdrHRsvy5bPhWtUFHo3b5zkOAEhLfSrd1sbzeSUb5YftZbfj6DqE3QzH1DFzpWX/XtiJ00fPYvHMv+Xqj5w0GE1bNMIPDb2kZZPnj0PFyuXQtXW/PMcBAGHxgdLtijafH9X0OTuPrsedm3dlcvrvwi6cPnoWi2b+JVd/5KTB+K6FB9o0/FlaNuX/OXX5ypzuxl/9qv2JvlWtHNRzNO3RJ0dVHUK+0Oge6Ddv3sDHxwdXr17F6dOnoaOjg44dO0IikeD169do3LgxoqOjcejQIYSGhmLMmDGQSCTw8vLCyJEjUblyZcTExCAmJgZeXl5yz9+tWzds375dZsjBzp07YWtri8aNGwMA+vTpg4sXL2LHjh24ceMGfvrpJ7Rs2TJXU6HnB7FYjBo1quD06fMy5X6nz6NuvZoK96lTtwb8stU/deoc3NyqQk9PPW6PL13aEcWL2+LkqbPSsrS0NJw7fxn169fKcb96dWvi5KlzMmUnTp5F/Xo571MYxGIxqteoIve6+/mdR926bgr3qVOnBvz8ZOufPnUONdToOAHad6wA5vQpdc1JLBbDzc1VJh8AOPWZ2OrVrYlTJ2Xrnzjpj5o1XdXiM5WVU1WcOin7ep88dQ71csipbl03ueNz8sRZtckJ0Mb3nh4qV6uIi/5XZMov+l9BjdquCvepXquqfP0zl1G5WiXo6ekWWKzKyq+cLpy5jMrVXNQiJ6JvkURNH9pCPa6qefTpDeEAsHbtWtjY2ODOnTu4dOkSEhIScPXqVVhYWAAAypYtK61btGhR6Onpwc7OLsfn9/LywogRI3DhwgU0atQIALBt2zZ4e3tDR0cHERER2L59O54+fQp7+6xhdaNGjcKxY8ewfv16zJo1K79TzpGllTn09PQQH5cgUx4XnwBPWyuF+9jaWiMuXrZ+fFwCxGIxrKzMERuboHC/wmRnawMAiItLlCmPi0uAk2POvTt2dvK5xcUnwM7OOv+DzAVLy/8fp3jZfOLjkmDrqTg2W1trxMclydaPT4RYLIallTni1OA4Adp3rADmJLOfmuZkZWXx/3NftnziE2FrZ6NwH1s7G8TJfQYT/3/us0BsbHyBxauMDzkpOj/n9Hrb2dkg/oS/TFlcfILa5ARo33vPzMIMenp6SEyQPT8nJSTDykbxeqNWNpZISkiWKUtMSIJYrAdzCzMkxCcp3K+wmP8/p+wxJiUk5ZiTtY0lLih4DdQlJyKi/KbRPdARERHw9vaGs7MzTExMULp0aQBAVFQUQkJCUKNGDWnjOS+sra3RvHlzbN26FQDw6NEjBAQEoFu3rIm2goODIQgCypcvj6JFi0ofZ8+eRURERI7Pm5qaipSUFJlHampqnuP8VPYB+SKRSK5Mdgf5+oqep7B07doRL5LvSR9isd7/45ENKCuvzweZl30KjVxs8vHKVId8LllPo7p8tPFYMSfNyEmR3MYmX19xuSp9fU6qPU98K+89RdfRPB2nfA8s7+Ti/2JO2Qo+fJ7yNywiIrWg0T3Qbdu2hYODA1avXg17e3tIJBJUqVIFaWlpMDIyypd/o1u3bhg2bBiWLVuGbdu2oXLlyqhWrRoAQCKRQFdXF0FBQdDVlR2mVLRo0Ryfc/bs2Zg6dapM2eTJkzFlypQ8x5mU+BwZGRmwzfaNvI21lVxv5wdxcQmwtZWtb21jhfT0dCQlPc9zLF/j8OETCAy8Lv3ZwEAfQFYPxKc9KDY2VnI9SJ+KjU2Q9nZI97G2kuv5KGxJSVnHyUbudbf8wnGSHUVgbW2J9PR0JCe9KKhQv0gbjxVz0oycPpWYmJzDuc9SbkTOB3Gx8bBTs3Pfpz7klP31trbJ+fWOjY2X63G3seb5vCC9SH6BjIwMuZ5ZCytzuR7cDxLj5XtyLa0skJ6egRfJLwoqVKU9zyEnSyuLHHNKUPOciL5F2TteKH9pbA90UlISwsLCMHHiRDRr1gyVKlXC8+cf/0hwdXVFSEgIkpMVn/D19fWRmZn5xX+nQ4cOeP/+PY4dO4Zt27ahe/ePy4LUqFEDmZmZiI+PR9myZWUenxsaPn78eLx8+VLmMX78+BzrKyM9PR3Xr9/Cd981lClv+l1DXLkcpHCfwCvX0TRb/WbNGiE4+CYyMjK+Kp68ev36DSIiIqWPO3fuISYmDp7NPk5ZLxaL4dGoHgICruX4PJevBMGzWSOZsuaeHgi4nPM+hSE9PR0hio5T04a4ciVY4T6BgdfRtKls/e+aNcJ1FR4nQDuPFXPSjJw+lZ6ejuDgGzL5AECzz8R2+UoQmnnK1m/u2RhBQTdU+pn6ICunm2jmKft6ezZrhMs55HTlSrDc8fFs7qHSnLT/vZeB26F30aCx7CRkDRrXwfWrNxTuE3Ltplx99yZ1cTs0DBkZX/6bpKB9zKmuTHnecrqjFjkREeU3jW1Am5ubw9LSEqtWrcKDBw/g5+cHHx8f6e+7du0KOzs7dOjQARcvXsTDhw+xd+9eBAQEAABKlSqFR48eISQkBImJiTkOoTY2Nkb79u0xadIkhIWFwdv74/q75cuXR7du3dCzZ0/s27cPjx49wtWrVzF37lwcOXIkx9gNDAxgYmIi88iPpbOW+a5B795e6NnzJ1SoUAZz506Cg4M91qzJGoI+deoYrF69UFp/zZotcHQsgTlzJqJChTLo2fMn9Or1M5YuWfXVseQn32VrMG7sELRv3xKVK1fAurWL8fbtO2zfsV9aZ/26pZg5Y5z052XL1qJ588YYPWoQKlQog9GjBqFZs0bw9V2jihRkLF+2Fj17/4zuPX9C+QplMHvuRJR0sMe6/x+nyVNH45/VC6T1163ZCgfHEpg1ZwLKVyiD7j1/Qs9eP8F3qepzyU7bjhXAnD5Q55yWLF2Nvn27oncvL1SsWBYL5k+Bo0MJrFq1GQAwY8Y4rF+3VFp/1arNcHIsifnzJqNixbLo3csLffp0waLFK1WVgpylS1ehb5+u6PX/nObPnwwHhxJYtfr/OU0fh3Vrl0jrr1q9GY6OJTFv3p+oWLEsevXyQp/eXbB48T8qykAxbXvvbVy5DZ27tUenrm3hXK4Uxk0bgeIl7bBz4z4AwIgJgzBn+RRp/R0b98G+ZHGMnTYczuVKoVPXtujk3Q7r/lY8A7kqbFi5DT8qyGnHxr0AAJ8JvyvMadwnOXX2bq9WORER5SeNHcKto6ODHTt2YOjQoahSpQoqVKgAX19f6fJR+vr6OHHiBEaOHInWrVsjIyMDLi4u+OuvrCUYOnfujH379qFp06Z48eKFdBkrRbp164Y2bdrAw8MDjo6OMr9bv349ZsyYgZEjR+LZs2ewtLRE/fr10bp14a+9uXfvv7CwNMO48cNgZ2eNO3fuoVPHPnjyJGu5Djs7G5R0+LgEyePHT9GpYx/MnTcJA37tgZiYeIwaNRUHDx4r9Ng/Z/6Cv2FkZIjlvrNgbm6KwMDraNXGG69fv5HWcXTIGsL/QcDla/DuPgjTpo7B1CmjEfHwMbp2+w2BV68r+icK1b69/8HCwhxjxw2RHqcfO/XFkyfRALKGN366JvTjx0/xY6e+mD13IvoP6I6YmHiMGTUNh9TsOAHad6wA5vSBOue0e/chWFqYY8KEEShe3Aa3b4ejbbseiIrKOvcVt7OVWT85MvIJ2rbrgYULpuC333ohOjoOI0b8if37c/7is7Dt3nMYFpbmmPDHcGlO7dr3lOZkZ2cDh0/O55GRT9CufU8smD8Zvw3sheiYOIzw+RP7D6hPToD2vfeOHjwFMwtTDBrZD9a2Vrh/NwIDu45A9NNYAIC1rZXM+snPoqIx0Hs4xk0fAe8+PyI+NhGzJizEyX/PqCoFOUcPnoSZhSl+H/mLNKdfuw6Xycm+xMdRds+iovGrNKefEB+bgJkTFuCEGuVE9K2RcAh3gdLodaC10desA61O8nMdaHWRX+tAq5P8XgdaHeT3msnqQNtz+tp1oNVJfq0DrU7ycx1odZFf60Crk/xaB1qdcB1oorzxdGih6hAUOvXkuKpDyBcaO4SbiIiIiIiIqDBp7BBuIiIiIiIiksUBxgWLPdBERERERERESmADmoiIiIiIiEgJHMJNRERERESkJTgLd8FiDzQRERERERGREtiAJiIiIiIiIlICh3ATERERERFpCYFDuAsUe6CJiIiIiIiIlMAGNBEREREREZESOISbiIiIiIhIS0gEDuEuSOyBJiIiIiIiIlICG9BERERERERESuAQbiIiIiIiIi3BAdwFiz3QREREREREREpgA5qIiIiIiIhICRzCTUREREREpCUkHMRdoNgDTURERERERKQENqCJiIiIiIiIlMAh3ERERERERFqCQ7gLlkgQBL7CREREREREWqB+iaaqDkGhgGdnVB1CvuAQbiIiIiIiIiIlcAg3ERERERGRluAA44LFBrSaMTB0UHUI+SL1/RPpdtrDQBVGkn/0net83DYoqcJI8k9a6lPptp5+CRVGkn8y0p5Jt18NbKnCSPJPsZXHpNttHX9QYST553DUv9Lt9MSHKowkf4mtnKXb77ZMUGEk+ceo+0zp9kLH7iqMJP+MjNoi3dbGcx9zUl+f5kREmolDuImIiIiIiIiUwB5oIiIiIiIiLcFZuAsWe6CJiIiIiIiIlMAGNBEREREREZESOISbiIiIiIhISwgcwl2g2ANNREREREREpAQ2oImIiIiIiIiUwCHcREREREREWkIQOIS7ILEHmoiIiIiIiEgJbEATERERERERKYFDuImIiIiIiLSEhLNwFyj2QBMREREREREpgQ1oIiIiIiIiIiVwCDcREREREZGW4CzcBYs90ERERERERERKYAOaiIiIiIiISAkcwk1ERERERKQlOAt3wWIPNBEREREREZES2IBWgkgkwoEDBwAAkZGREIlECAkJUWlMRERERERE2Qlq+p+2YAM6lxwcHBATE4MqVaqoOhSFfh3QE+F3L+Lli/sIuPQf3N3rfLZ+o0b1EHDpP7x8cR93wy6g/y/dCylS5e349xRa9h6Bmu364uchkxB0KzzHuqcuXkX/P+bAw2sQ6nXqj24jpuJi0I1CjFY5v/7aE+Hhl5Dy8gEuBxxR6jhdDjiClJcPcPfuRfTvr37H6YM/J/kgKjIIr14+wOmTu+HiUv6L+3Ts2Bo3Qs/gzauHuBF6Bu3btyyESJUjbvwDjGdsQNFlh1Bk/DLolq2cY1296u4wGjYLxvN3oOjivSgyZjF0XWoWYrTKad2jNdZcWIO99/Zh8X9L4FIn55zMbcwxyncUVpxZiYORh/DL5P6FGKnyduz7Fy1+7A23pu3wc98hCAq5lWPd4NBb6D5wJNxb/YyaTdujbdf+2LRjfyFGq5yd1yLQetkR1Jm1D11Xn0JwVEKOdU+HPcOvW86h6cJDcJ97AD3X+eFSRGwhRqucaj088cuFRRh2bx26/zcdJepUyLGusY0ZWvsOQp8z8+ETuQlNJqvveQ/QvnMfwJw+UPeciKhwsQH9f+np6UrV09XVhZ2dHfT01O/28R9/bIsFCyZjztxlqFu3FS5eDMShg5vg4GCvsH6pUg44eGAjLl4MRN26rTB33nIsWjQVHTq0KuTIc3bs7GXM/WcL+ndpj93Lp6Nm5Qr4bdJ8xMQnKqwfdDMc9WtUwd/TRmHnsumoU60SBk9ZhLAHkYUb+Gf89GNbLFwwBXPmLEOdui1x4WIgDh/a/NnjdOjgJly4GIg6dVti7tzlWLxoGjp2aF3IkX/Z6FGDMHzYAAwdPhH1GrRBbFwCjh3ZjqJFjXPcp17dmti+dQW2bt0Lt1rNsXXrXuzYthJ1atcoxMgV06vpAYOffkXa0R14O/N3ZD64BaPBMyAyt1ZYX7dcFWSGBePd8j/xZvYQZISHwmjQFOg4lCnkyHPWsG0j/DK5P3Yt34VhrYfiduBtTNk4Bdb2inMS64vxMjkFu5bvwqM7jwo5WuUcPXUWc5b+g/49u2D3+uVwc62MgaMmISY2XmF9IyNDeHdui41/zcehbaswoHdXLFu9EbsPHinkyHN2/PYTzD8egl8aVsKO/p6o4WiF37ddQMzLtwrrB0UloJ6zLZZ1bYhtvzRDrVLWGLrjIu7GPC/kyHNWoW1dNJ3cHVeWH8Lm1hPxNDAcnTaORjF7S4X1dfX18C75Fa4sP4iEO1GFHG3uaNu5D2BOH6h7TkRU+DS6AS2RSDB37lyULVsWBgYGcHR0xMyZMwEAY8eORfny5VGkSBE4Oztj0qRJMo3kKVOmoHr16li3bh2cnZ1hYGAAQRBw//59eHh4wNDQEC4uLjh58qTMv6loCPfZs2dRp04dGBgYoHjx4hg3bhwyMjIK5TX41LCh/bFhw06sX78Dd8MfYNToqXj6NBoDBvRQWL//L93x5MkzjBo9FXfDH2D9+h3YuHEnRgz/tZAjz9mm/UfR6fvG6NyyCZwdS2DswO6ws7bEzv9OK6w/dmB39P3pB1Sp4AynEnYY1vtnONnbwf/K9UKOPGfDhg3A+g07sH79dty9+wCjRk3B06fR+HVAT4X1B/TvkXWcRk3B3bsPsH79dmzYuBMjRqjPcfpg6JBfMHuOLw4cOIrbt8PRp+9wFClihK5dOua8z9BfcOrUOcydtxzh4RGYO285/PwuYOjQXwoxcsX0PTsh/eJxpF88BknsE6Tu/geS5wkQN/5BYf3U3f8g7cQeSB7fgxAfjbSDGyCJj4Ze1bqFHHnOOvzSASd3nsSJHSfw9MFTrJm6GonRiWjVQ/EXMvFP47F6yiqc2euHt68UN95UbdPO/ej0w/f4sV1LlCnliHHDB8LOxho79v+nsH6l8mXRunkTlHV2Qonitmjb4js0qFMTQaG3CznynG2+fA8da5RGpxql4WxtgjEtqsPOpAh2X4tQWH9Mi+ro06ACqthbwMmyGIZ+VxWOFsVw9n5MIUees5q/tMLNnf64ucMfyQ+i4T91C15FJ6Faj2YK66c8TcSZKZtxZ+8FpL56V8jR5o62nfsA5iTdR81zIlJEIghq+dAWGt2AHj9+PObOnYtJkybhzp072LZtG2xtbQEAxYoVw4YNG3Dnzh0sXboUq1evxuLFi2X2f/DgAXbt2oW9e/ciJCQEEokEnTp1gq6uLi5fvoyVK1di7Nixn43h2bNnaN26NWrXro3Q0FCsWLECa9euxYwZMwosb0XEYjHc3Kri5KlzMuWnTp1DvXq1FO5Tt15NnMpW/8TJc6hZ01UtetjT0zNw534kGrhVlSlv4FYFIXfuK/UcEokEb969h2mxogURYq59OE6nTsq+7ic/d5zquskd15MnzqrNcfqgdGlHFC9ui5OnzkrL0tLScO78ZdSvrzg3IOvb/ez5nTh5FvVzeD0Kja4edBzLITMsWKY4MywYus6VlHsOkQgiQyMIb18VQIC5pyfWQ9mqZXH9nOwXStfPX0elmhVVFNXXSU9Px53w+2hQx02mvEEdN4TeuqPUc4Tde4CQW2GoVb3qlysXgvRMCcJiXqC+s61Meb0ytgh9mqTUc0gEAW/T0mFqpF8QIeaajlgXtlVL4/E52aH1j8/fgn3NciqKKn9o3bkPzOlT6pwTEamG+vz1nUuvXr3C0qVLsXz5cvTq1QsAUKZMGTRs2BAAMHHiRGndUqVKYeTIkdi5cyfGjBkjLU9LS8PmzZthbZ01dPHEiRMICwtDZGQkSpYsCQCYNWsWWrXKeUjz33//DQcHByxfvhwikQgVK1ZEdHQ0xo4diz///BM6OvLfUaSmpiI1NVWmzMDAAAYGBnl8NQArKwvo6ekhPl72Hrm4+ETY2Soemmlna40T2YZCx8cnQCwWw8rKArE5DH8sLM9TXiFTIoGluYlMuaWZKZKev1TqOTbuO4p371PRwuPz9xgXlg/HKS7bcYqPS4CdXQ7Hyc4G8Sf8Zcri1Og4fWBnawMAiIuTfU/FxSXAybFkzvvZWcu9HnHxOb8ehUVU1AQiXV1IUmSHwAopz6FjYqHUc4g9O0Okb4iMoHNfrlwITCxMoKunixeJsjm9SHgOM2u3HPZSb89fpCAzUwJLC3OZcktzMyQmfX74crMO3ZH84iUyMyUY1LcbfmynHvc1Pn+bikxBgIWx7DXB0tgAia/fK/UcmwLu4V16Jr53yfmzV5iMLIpBR08XbxNlz91vEl6ilLWZaoLKJ9p27gOYk8x+apwTEamGxvZAh4WFITU1Fc2aKR76tWfPHjRs2BB2dnYoWrQoJk2ahKgo2XuonJycpI3nD8/p6OgobTwDQP369b8YR/369SESiaRl7u7ueP36NZ4+fapwn9mzZ8PU1FTmMXv27C/mrAwh2/AIkUgkV/al+orKVeqT1xb4f2zZyhQ54h+AFVv2Yf7432FpZlpQ0eWJNhynrl074kXyPelDLNZTGNOXcsvrPoUmexgikVIzSerVagKDH7rj3ZrZEF4p94VPYcn+0opEIvlCDSPKfp6AIFeW3ca/F2DnWl/8OXowNu86gCMn/QswwtyTy0mQL1Pk6K0orDx3B3M71YWFsWFBhZcn8p91aNx7TxvPfcxJM3IiUpaqZ9vW9lm4NbYH2sjIKMffXb58GV26dMHUqVPRokULmJqaYseOHVi4cKFMPWNj2UkjFJ0Mv/THiiDI/5H24Xly2nf8+PHw8fGRKfua3mcASExMRkZGBmz//w3rBzbWlojLYcKt2LgEud5pa2srpKenI+kLPTeFwdykGHR1dJCULNv4SH6ZAkszkxz2ynLs7GVMXrIGC/8Ygvo11GfG9A/HyS7bcbK2sZL7VvyD2Nh42NplP66qP06HD59AYODHocAGBllDRe3srGV6xW1srHJ8DwJAbGyC3OthY53z61FYhNcpEDIzoWNqDskn5aJiZhBSPv+669X0gGHP4Xi3ahYy76rP/fcpySnIzMiEubVsb62plRleJL5QTVBfydzMBLq6OkhMSpYpT37+EpYWZp/dt6S9HQCgfJnSSEp+gb/XbkHr5k0KKFLlmRcxgK5IhKRsvc3Jb1Nhafz5a8Xx208w9XAQ5v1YD/WyDQFXpXfJryDJyIRxtt7mIlameJOoXl8wfYk2nvuYk2bkRETqQWN7oMuVKwcjIyOcPi0/mdTFixfh5OSECRMmoFatWihXrhweP378xed0cXFBVFQUoqOjpWUBAQFf3OfSpUsyje9Lly6hWLFiKFGihMJ9DAwMYGJiIvP42gZ0eno6goNvwrNZI5nyZs0a4fLlawr3uXI5CM2y1W/u6YGgoBsqmQQtO7FYDy7lSiHguuw9cwHBt1DdJed75o74B2DiolWYM+Y3eNSpXsBR5s6H49TMU/Z19/zccboSLHdcPZur/ji9fv0GERGR0sedO/cQExMHz2Ye0jpisRgejeohIEBxbgBw+UqQXH7NPT0QkMPrUWgyMyCJug/dSrIzrepWqoHMh2E57qZXqwkMe43E+7VzkXkrsKCjzJWM9Aw8uPkANRpVlymv3qg6woLuqiaoryQWi+FSoRwCrsp+URFwNRjVqrgo/TyCICBNydUYCppYVweVipsh4GGcTPmVh3GoVlLxjNVAVs/zn4euYlbHOvAoV7ygw8wVSXom4m4+glMj2S80nRpVQXSQcnNaqAttPPcxJ83IiYjUg8b2QBsaGmLs2LEYM2YM9PX14e7ujoSEBNy+fRtly5ZFVFQUduzYgdq1a+O///7D/v1fXuPT09MTFSpUQM+ePbFw4UKkpKRgwoQJn91n0KBBWLJkCYYMGYLBgwcjPDwckydPho+Pj8L7nwvSUt/VWL9uCYKCb+DK5SD069cNDg4lsHr1FgDA9OljYW9vh379RgAAVq/Zgt9+6415c//EunXbULdeTfTu7YUePQcXatyf07NjK4xfsBKVy5VGtUplsfvoGcQkJOHn1llD95es34n4pOeYNWoggKzG84QF/2DswO6oVrEsEpNfAMj65rmYcRFVpSFj6dJVWL9+KYKCbuDKlY/HadXqzQCAGdPHwd7eDn37DQcArFq9Oes4zfv/capbE316d0GPHupznD7wXbYG48YOwf0Hj/DgwSOMGzsEb9++w/ZP1thdv24poqNjMGHiHADAsmVrccZvL0aPGoRDh4+jXdsWaNasERo3yXlW1MKSdmofDPuMRubj+5A8DIO4USvomNsg/VzW7M76HfpAx8wS7zcsAPD/xnOfUUjdtRKZj+5CZJLV0yukpQLv1WMG6wNrDsBnsQ/u33iAu8FhaOndEtb21ji6JWsJp55je8HSzhKLRyyS7lPapTQAwNDYEKYWpijtUhoZ6Rl4cv+JSnLIrqdXR4yfvgCVK5ZDtSqVsOfgUcTEJcCrY9bM4otXrEd8YhJmTxoFANi+9zCK21qjtJMDACD4xm1s2L4X3j+2U1kO2fWoVx4TDgSisr05XEtYYu/1h4h5+RY/1nQGAPievon4V+8wo0PW/A5Hb0Vh0sGrGN2iOlxLWkrvlTbQ00UxQ7HK8vhU0JqjaLX4N8TdeIjo4Adw9W6KYvaWCN2S9UV4w7E/o6idOY6N+Ee6j7WLIwBAbGyAIhbFYO3iiMz0DCTfj1b4b6iKtp37AOakKTkRKaJNM16rI41tQAPApEmToKenhz///BPR0dEoXrw4Bg4ciH79+mHEiBEYPHgwUlNT0aZNG0yaNAlTpkz57PPp6Ohg//796NevH+rUqYNSpUrB19cXLVvmPLFMiRIlcOTIEYwePRrVqlWDhYUF+vXrJzOJWWHZs+cwLC3M8ccfw1Dczga3b4ejfYdeiIp6BgCws7OFg8PHXvHIyCdo36EX5s/7EwMH9kRMTBx8fCbjwIGjhR57Tlo2rocXr15j5bYDSEh+gbKlSuLvaaNgb2sFAEhIfoGY+I+z0u4+4oeMzEzM/GsjZv61UVrezrMhZo5Uj2Wfdu85DAtLc0z4YziKF886Tu3a9/zkONnIHad27XtiwfzJ+G1gL0THxGGEz5/Yf0B91qz9YP6Cv2FkZIjlvrNgbm6KwMDraNXGG69fv5HWcXSwh0TycVB0wOVr8O4+CNOmjsHUKaMR8fAxunb7DYFXVT/0OSPoHFKLmsCgTTeITMwhiX6Md8snQUjOGv6nY2oBkcXHoX1ij9YQ6erBsOtgoOvHLzjSA07i/caFcs+vChcOn4eJWTF0GdYFFjYWeHzvMab2moKEZ1mT5FjYmMutCe17bJl0u5xrOTTp2ARxT+Lwi3u/wgw9R608G+NlyiusXL8NCUnJKOdcCisWTIO9XdYQ5sSkZMTEfRyyKZFIsGTlBjyLiYWuri4cShTH8N/64Of26rO2eovKDnjxLg3/nAtD4uv3KGttguVdG8LeLOvWo4TX7xGT8vFLmT3BD5EhETD76HXMPvrxs9PW1QnT29cu9PgVCT98BYZmxVBvWEcY25gh6d5T7Os1H6+eZZ3DjW3MYGJvJbNPz2OzpNt2rs6o1NEdL58kYI37iEKN/Uu07dwHMKcP1D0nIip8IoGzIKgVA0MHVYeQL1Lff+yZSnuoXsNY80rf+eNM3voG6jGz7ddKS/040Z2evuJbDjRNRtoz6fargeoxq/LXKrbymHS7raPiNag1zeGof6Xb6YkPVRhJ/hJbOUu33235/AgmTWHUfaZ0e6FjdxVGkn9GRm2RbmvjuY85qa9PcyIqKJVs1GP1mezC4rWjTaDRPdBERERERET0kTbNeK2ONHYSMSIiIiIiIqLCxAY0ERERERERkRI4hJuIiIiIiEhLcBbugsUeaCIiIiIiIiIlsAFNREREREREpAQO4SYiIiIiItISnIW7YLEHmoiIiIiIiEgJbEATERERERERKYFDuImIiIiIiLQEZ+EuWOyBJiIiIiIiIlICG9BERERERERESuAQbiIiIiIiIi3BWbgLFnugiYiIiIiIiJTABjQRERERERGREjiEm4iIiIiISEsIgkTVIWg19kATERERERERKYENaCIiIiIiIiIlcAg3ERERERGRlpBwFu4CJRIEga8wERERERGRFnCydFV1CAo9Trqh6hDyBYdwExERERERESmBQ7iJiIiIiIi0BAcYFyw2oNWMnn4JVYeQLzLSnkm3Fzt2V2Ek+WdE1BbptjYeJ23MKT3xoQojyT9iK2fpdgnzyiqMJP88e35buv1qcGsVRpK/ii0/It0OcWqnwkjyT/XHh6TbC7XkfD5Sy8/n5a1rqTCS/HMv4Zp0WxuPU1StZiqMJP84Xjut6hCIChWHcBMREREREREpgT3QREREREREWoKzcBcs9kATERERERERKYENaCIiIiIiIiIlcAg3ERERERGRluAs3AWLPdBERERERERESmADmoiIiIiIiEgJHMJNRERERESkJSQcwl2g2ANNREREREREpAQ2oImIiIiIiIiUwCHcREREREREWkIAh3AXJPZAExERERERESmBDWgiIiIiIiIiJXAINxERERERkZYQOAt3gWIPNBEREREREZES2IAmIiIiIiIiUgKHcBMREREREWkJCWfhLlDsgSYiIiIiIiJSwjfbgC5VqhSWLFmidP3IyEiIRCKEhIQUWExERERERESkvr7ZBvTVq1cxYMCAfH3ODRs2wMzMLF+fMy/+nOSDqMggvHr5AKdP7oaLS/kv7tOxY2vcCD2DN68e4kboGbRv37IQIlWOaw9P9L2wCEPurYP3f9NRok6FHOsa25ihle8g9DozH8MjN6Hx5O6FGGnu5fZYubiUx66dq/Dg3mVkpD3D0CG/FFKkytO2nHbs+xctfuwNt6bt8HPfIQgKuZVj3QkzFqKKeyu5R/tuvxZixF/Wq18XBIQcR0RMMI6e2YU69d0+W79eg1o4emYXImKCcen6MfTo83MhRao8caM2MJ6yDkUXH0CRMUuhW6ZyjnX1qjWA0eCZMJ69HUXn70GRkQuhW+nzr4EqWPZohUoXVsM1fA/K/7sIxrVdcqyrZ2MOJ9+RqOj3N6o9OoASf6rX5+iDaj088cuFRRh2bx26K3E+b+07CH3OzIdP5CY00bLzOaC+117vPj/i9LWDuPnkIvad2oxa9ap/tn7tBm7Yd2ozbj65iNNXD6BLr86FE2geaNNxAoCiP7aD/cEtcLh4FHabV8CgetUc6+pYWsByxh8ovncDHAJPwsxnUCFGSoVJEAS1fGgLtW9Ap6enF8jzWltbo0iRIgXy3Ko0etQgDB82AEOHT0S9Bm0QG5eAY0e2o2hR4xz3qVe3JrZvXYGtW/fCrVZzbN26Fzu2rUSd2jUKMXLFyretiyaTuyNw+SFsbT0RzwLD0WHjaBSzt1RYX1dfD++SXyFw+UEk3Ikq5GhzJy/HqoiRER49jMIfE2chJiauEKNVjrbldPTUWcxZ+g/69+yC3euXw821MgaOmoSY2HiF9ccNHwj/Q1ulj1P7N8HUpBi+/65RIUees3YdW2LKrHHwXbgKLRr/iMCAYGzZ9Q/sSxZXWN/BsQQ271qBwIBgtGj8I5YtWo1pc/5A67bNCznynOm5ecCg8wCkHd+Jt3OGIDPiNowGTYPI3Fphfd2yVZB59zrerfgTb+YNRca9GzD6dTJ0SjoXcuQ5M/uhIUr8+Qvilu9CeJvheBN4B84bJ0Nsb6Wwvo6+GBlJLxG3fDfehUUWbrBKqtC2LppO7o4ryw9hc+uJeBoYjk5KnM+vaOn5XF2vva07NMcfM0Zi5ZJ16PBdN1y7fB2rd/iieAlbhfVLOtpj9baluHb5Ojp81w0rl67HxFmj8P0P3xVy5F+mTccJAIo0bwLzkYPwct02xHT7Fe+v34S172zo2toorC/SF0Py/CVS1m1F+v2IQo6WSHvkugGdmpqKoUOHwsbGBoaGhmjYsCGuXr0KiUSCkiVLYuXKlTL1g4ODIRKJ8PDhQwDAy5cvMWDAANjY2MDExATfffcdQkNDpfWnTJmC6tWrY926dXB2doaBgQEOHz4MMzMzSCQSAEBISAhEIhFGjx4t3e/XX39F165dpT9funQJHh4eMDIygoODA4YOHYo3b95If599CPfdu3fRsGFDGBoawsXFBadOnYJIJMKBAwdk8nn48CGaNm2KIkWKoFq1aggICAAA+Pv7o0+fPnj58iVEIhFEIhGmTJmS25f3qw0d8gtmz/HFgQNHcft2OPr0HY4iRYzQtUvHnPcZ+gtOnTqHufOWIzw8AnPnLYef3wUMHar6Hgy3X1rh1k5/3Nrhj+QH0Tg7dQteRSfBtUczhfVTnibCf8pmhO29gNRX7wo52tzJy7G6FhSKseNnYNeuQ0hNTSvEaJWjbTlt2rkfnX74Hj+2a4kypRwxbvhA2NlYY8f+/xTWL1bUGFaWFtLH7bv3kfLqNTq2UZ/GZv9BvbBjy15s37wXD+49xOQ/5iD6WQx69vVSWL9HXy88exqDyX/MwYN7D7F9817s3LoPAwf3LtzAP0P/u45IDziB9IDjkMQ9QereVZA8T4C4URuF9VP3rkLaqT2QRN2HkBCNtMMbIUmIhl6VuoUcec6sf2mP5J2nkLzjJFIfPMWzaWuQHpMIq+6tFdZPexqPZ1PX4Pm+M5CkvFFYR9Vq/tIKN3f64+b/z+f+/z+fV/vM+fzMlM24o6Xnc3W99vYZ2A17th7E7i0HEXE/ErMmLkLsszh49/lRYf0uvToj5lksZk1chIj7kdi95SD2bjuEfoPUb8SANh0nACjW7Ue8PngUbw4eQUZkFF4s+huZcfEo+mNbhfUzY+LwfOFfePPfSUheq+d5gkgT5LoBPWbMGOzduxcbN25EcHAwypYtixYtWuDFixfo0qULtm7dKlN/27ZtqF+/PpydnSEIAtq0aYPY2FgcOXIEQUFBcHNzQ7NmzZCcnCzd58GDB9i1axf27t2LkJAQeHh44NWrV7h+/ToA4OzZs7CyssLZs2el+/j7+6Nx48YAgJs3b6JFixbo1KkTbty4gZ07d+LChQsYPHiwwpwkEgk6dOiAIkWK4MqVK1i1ahUmTJigsO6ECRMwatQohISEoHz58ujatSsyMjLQoEEDLFmyBCYmJoiJiUFMTAxGjRqV25f3q5Qu7YjixW1x8tTH1yUtLQ3nzl9G/fq1ctyvXt2aOHnqnEzZiZNnUb9ezvsUBh2xLmyrlsbjc7JDZqPO34J9zXIqiip/5PVYqTNtyyk9PR13wu+jQR3Zob0N6rgh9NYdpZ5j37/HUa9WddjbKe65KWxisRiu1V1w1u+STPnZM5dQq051hfvUrF0NZ8/I1vc/fRGuNSpDT08NFnLQ1YOOQ1lkhgXLFGeGXYdu6UrKPYdIBJGBEYS3rwogwNwTifVQpGpZvDp/Xab81bnrMK5ZUUVRfZ2czuePv+HzuTpee8ViPVSuVhEX/S/LlF/wv4watV0V7lOjdlVcyF7/TACqVHeBnp5ugcWaW9p0nAAAenrQr1ge7y9fkyl+fzkIBq4538JC3waJIKjlQ1vkqgH95s0brFixAvPnz0erVq3g4uKC1atXw8jICGvXrkW3bt1w8eJFPH78GEBWw3THjh3o3j3rW8gzZ87g5s2b2L17N2rVqoVy5cphwYIFMDMzw549e6T/TlpaGjZv3owaNWrA1dUVpqamqF69Ovz9/QFkNZZHjBiB0NBQvHr1CrGxsbh37x6aNGkCAJg/fz68vb0xfPhwlCtXDg0aNICvry82bdqE9+/fy+V14sQJREREYNOmTahWrRoaNmyImTNnKnwNRo0ahTZt2qB8+fKYOnUqHj9+jAcPHkBfXx+mpqYQiUSws7ODnZ0dihYtqvA5UlNTkZKSIvNITU3NzaFQyO7/Q3bi4hJlyuPiEmBnq3goIwDY2VkjLj5Bdp/4BNjZ5bxPYTCyKAYdPV28TXwpU/4m4SWKWJupJqh8ktdjpc60LafnL1KQmSmBpYW5TLmluRkSk55/cf+ExGRcuHwNnduqz71yFpZm0NPTQ2JCkkx5YkISbGwUDw22sbFSWF8sFsPC0qygQlWaqKgJRLq6kLx6IVMuvHoOHRNzxTtlI/6uE0QGhsgIPl8AEeaerrkJRHq6SE98IVOenvgSehp67vvc+dxYQ3P6QJuuveYWH84RyTLlSQnJsMrhHGFlY4mkbPUTE5IhFuvBXA3OER9o03ECAF0zU4j0dJGZLHs9ykx+Dl0rCxVFRfRtyFUDOiIiAunp6XB3d5eWicVi1KlTB2FhYahRowYqVqyI7du3A8jqKY6Pj8fPP2dNOBMUFITXr1/D0tISRYsWlT4ePXqEiIiP92I4OTnB2lr2xNSkSRP4+/tDEAScP38e7du3R5UqVXDhwgWcOXMGtra2qFixovTf2bBhg8y/0aJFC0gkEjx69Egur/DwcDg4OMDOzk5aVqdOHYWvgavrx29gixfPumcwPl7x/ZA5mT17NkxNTWUes2fPztVzAEDXrh3xIvme9CEWZ/UGZb9JXyQSffHG/bzsU2jkYpMvU3f5eazUhTbmpIhIJJL5WYAgV6bIgSMnUaxoUTTzqF9QoeVZbo+R3O/+n796HVb5GJV53+nVbAyD1t3wbt0cCK9ffrF+oVJ47lNNKPlF/r0HdXsjfdG3cO1V+JnPxTlCpAbniG/hOAGQPydo4GeKSNPkavzdh5OF3B+Uwsc/KLt164Zt27Zh3Lhx2LZtG1q0aAErq6xvLSUSCYoXLy7tSf7Up7NXGxvLT+bQpEkTrF27FqGhodDR0YGLiwsaN26Ms2fP4vnz59Lh2x/+nV9//RVDhw6Vex5HR0eFeSnzBzGQ9YXBBx/2+XBvtrLGjx8PHx8fmTIDA4NcPQcAHD58AoGBH4f4GRjoA8j6tjT2k0mObGysEBefKLf/B7GxCdJvZqX7WFvJfUtb2N4lv4IkI1Out7mIlalcL4a6y69jpU60MadPmZuZQFdXB4lJsj0ryc9fwtLC7LP7CoKA/f+dQNsW38mcM1QtOekFMjIyYJ2tJ8nSygIJ2XqZP4iPT5Srb2VlgfT0dDxPflFQoSpNeJ0CITMTOsXM8emZWFTUDEK2Xuns9Nw8YNhtGN6tnY3M8JCCDDNXMp+nQMjIhNhatgddz9IUGdl6pTXFh/N59t7mIlamePONns/V8dr7PPnDOUJ2YjdLK3O5kSgfJMYnwUpB/fT0DLxQ4TlCm48TAGS+eAkhIxO6lrLnCV1zc2QqMUqKtJvafMGjpXLVA122bFno6+vjwoUL0rL09HRcu3YNlSpl3Wvm7e2NmzdvIigoCHv27EG3bt2kdd3c3BAbGws9PT2ULVtW5vGhkZ2TD/dBL1myBI0bN4ZIJELjxo3h7+8vc//zh3/n9u3bcv/Gh/izq1ixIqKiohAX93EG4KtXr+bmpQEA6OvrIzMz84v1DAwMYGJiIvPISwP69es3iIiIlD7u3LmHmJg4eDbzkNYRi8XwaFQPAQHXcnyey1eC4NlMdpbg5p4eCLic8z6FQZKeibibj+DUqIpMuWOjKogOuq+iqPImv46VOtHGnD4lFovhUqEcAq7K3ocacDUY1arkvJwQAFy9fhNRT6PRqW2Lggwx19LT03Ej5A48mjaQKfdo0gDXAkMU7hN0NRQeTWTrN/6uAW5cv42MjIyCClV5mRmQPHkA3YqyM+LqVqyBzEdhOe6mV7MxDLuPwPsN85F5O/fn+4IkpGfg7c0HKNaoukx5sUbV8SbormqC+ko5nc+dvuHzuTpee9PTM3A79C4aNJadUM+9cV1cv3pD4T7Xr96Ee/b6TerhVsgdZGR8+W+igqLNxwkAkJGBtLv3YFi3pkyxYd2aSL1xW0VBEX0bctWANjY2xm+//YbRo0fj2LFjuHPnDvr374+3b9+iX79+AIDSpUujQYMG6NevHzIyMtC+fXvp/p6enqhfvz46dOiA48ePIzIyEpcuXcLEiRNx7drnT0Qf7oPesmWL9F5nDw8PBAcHy9z/DABjx45FQEAAfv/9d4SEhOD+/fs4dOgQhgwZovC5mzdvjjJlyqBXr164ceMGLl68KJ1ETNmeaSBrZu/Xr1/j9OnTSExMxNu3b5XeN7/4LluDcWOHoH37lqhcuQLWrV2Mt2/fYfuO/dI669ctxcwZ46Q/L1u2Fs2bN8boUYNQoUIZjB41CM2aNYKv75pCjz+74DVHUaVLE1T+2QMWZe3R+M9uKGZviRtbTgMA3Mf+jBaLZdfYtXZxhLWLI/SNDWBkUQzWLo6wKGevivA/Ky/HSiwWo1q1yqhWrTL09cUoYW+HatUqo0yZUirIQJ625dTTqyP2Hj6Off8eR0RkFOYu/QcxcQnw6pg1E/LiFesxfvoCuf32/Xscri4VUM65VCFH/GWr/96Irj06w6tbR5Qt74wpM8eiRMni2Lx+JwBg3J/DsXTFLGn9zet2oqRDcUyeMQZlyzvDq1tHdOneGSuXb1BRBvLS/PZD3KAF9Oo1h46tAww69YeOhTXSzx8BAOi36w3DHiOl9fVqNoZhz5FI3b8GmY/uQlTMHKJi5oCh+ixtmLDmICy8msPiZ08YlC0J+0n9ILa3RuLWowCA4mN6wnHRcJl9jFxKw8ilNHSMDaFraQIjl9IwKOeggugVC1pzFFW7NEGV/5/Pm/z/fB76//N5w7E/o2UO53OxsQGKaNn5XF2vvetXbsVP3Tugs3c7lClXCuOn+6B4STts37AXADBy4u+Yt3yqtP6OjXthX7I4xk8bgTLlSqGzdzv82K091v69RVUp5EibjhMAvNq6B0U7tIZxu5bQK+UIM5/foGtng9d7DwMATH/vB8upY2X2EZcvA3H5MhAZGUHX3BTi8mWgV9pJFeETaaxcT6E6Z84cSCQS9OjRA69evUKtWrVw/PhxmJt/HELSrVs3/P777+jZsyeMjIyk5SKRCEeOHMGECRPQt29fJCQkwM7ODh4eHrC1/fIstU2bNkVwcLC0sWxubg4XFxdER0dLe8CBrPuUz549iwkTJqBRo0YQBAFlypSBl5fiZVp0dXVx4MAB/PLLL6hduzacnZ0xf/58tG3bFoaGhkq/Ng0aNMDAgQPh5eWFpKQkTJ48udCXspq/4G8YGRliue8smJubIjDwOlq18cbrT5YrcHSwlxl2HnD5Gry7D8K0qWMwdcpoRDx8jK7dfkNgtp43Vbh3+AoMzYqh7rCOMLYxQ9K9pzjQaz5ePcsaSmZsY4Zi2dZF7X7s4x//tq7OqNTRHS+fJGCd+4hCjf1L8nKs7O1tEXT1hPTnkSN/w8iRv+Hs2Uto1vynQo1fEW3LqZVnY7xMeYWV67chISkZ5ZxLYcWCadJZtROTkhETJzsHwqvXb3DK/yLGDf9V0VOq3KH9x2BuYYYRY36Dja01wsPuo4fXQDx7EgMAsLW1llkT+knUM/T4+TdMmTUWvX7pirjYePw5bhaOHD6pqhTkZASfQ6pxMRi08obIxAKSmEi8+3syhOdZx0bHxBwii4/zaogbtoJIVw+GXr8DXr9Ly9Mvn8T7LYsLPX5FXvx7AbrmxWA31At6NhZ4f+8xHvaehvRnWZMZiW3MoW8vO1dIhaNLpdtFXMvBokMTpD2Jw52G/Qs19pyE//98Xu+T8/m+bOdzk2zn856fnM/tPjmfr9GC87m6XnuPHDgJM3NT/D7yF9jYWuHe3Qj07zoM0U9jAQDWtlYoXvLjnDFPo6LR33sY/pjug259f0JcbAJm/LEAJ/71U1UKOdKm4wQAb0/6Q8fUBKa/9ICulQXSIyKRMGw8Mv8/RF3XyhK6drLDz4tvWyXdNnCpAONWnsiIjkV0u24g7SHR9Akz1JxI4CB5hS5evIiGDRviwYMHKFOmTKH9u3r6JQrt3ypIGWnPpNuLHdVvLci8GBH18dt0bTxO2phTeuJDFUaSf8RWztLtEubasTzJs+cfhxi+Gqx4bWNNVGz5Eel2iFM7FUaSf6o/PiTdXqgl5/ORWn4+L2+teUsHKnIv4ePoRG08TlG1FK+Brmkcr51WdQiUjWnRwmu75MbL1xFfrqQB1GART/Wwf/9+FC1aFOXKlcODBw8wbNgwuLu7F2rjmYiIiIiIiNQXG9D/9+rVK4wZMwZPnjyBlZUVPD09sXDhQlWHRUREREREpDQOMC5YbED/X8+ePdGzZ09Vh0FERERERERqKlezcBMRERERERF9q9gDTUREREREpCUkHMJdoNgDTURERERERKQENqCJiIiIiIiIlMAh3ERERERERFpCAIdwFyT2QBMREREREREpgT3QREREREREWoKTiBUs9kATERERERERKYENaCIiIiIiIiIlcAg3ERERERGRlhA4hLtAsQeaiIiIiIiISAlsQBMREREREREpgUO4iYiIiIiItATXgS5Y7IEmIiIiIiIiUgIb0ERERERERERK4BBuIiIiIiIiLcFZuAuWSOArTEREREREpBX0DUqqOgSF0lKfqjqEfMEh3N+Q1NRUTJkyBampqaoOJd8wJ82hjXkxJ83AnDQDc9Ic2pgXc9IM2pgTaR72QH9DUlJSYGpqipcvX8LExETV4eQL5qQ5tDEv5qQZmJNmYE6aQxvzYk6aQRtzKghi/RKqDkGh9LRnqg4hX7AHmoiIiIiIiEgJbEATERERERERKYENaCIiIiIiIi0hqOkjL/7++2+ULl0ahoaGqFmzJs6fP//Z+mfPnkXNmjVhaGgIZ2dnrFy5Uq7O3r174eLiAgMDA7i4uGD//v25iokN6G+IgYEBJk+eDAMDA1WHkm+Yk+bQxryYk2ZgTpqBOWkObcyLOWkGbcyJcrZz504MHz4cEyZMwPXr19GoUSO0atUKUVFRCus/evQIrVu3RqNGjXD9+nX88ccfGDp0KPbu3SutExAQAC8vL/To0QOhoaHo0aMHfv75Z1y5ckXpuDiJGBERERERkZbQU9NJxN68eig3g7qBgUGOX4jUrVsXbm5uWLFihbSsUqVK6NChA2bPni1Xf+zYsTh06BDCwsKkZQMHDkRoaCgCAgIAAF5eXkhJScHRo0eldVq2bAlzc3Ns375dqTz0lKpFREREREREai9DTWe7njJlCqZOnSpTNnnyZEyZMkWublpaGoKCgjBu3DiZ8u+//x6XLl1S+PwBAQH4/vvvZcpatGiBtWvXIj09HWKxGAEBARgxYoRcnSVLliidBxvQREREREREVKDGjx8PHx8fmbKcep8TExORmZkJW1tbmXJbW1vExsYq3Cc2NlZh/YyMDCQmJqJ48eI51snpORVhA5qIiIiIiIgK1OeGa+dEJBLJ/CwIglzZl+pnL8/tc2bHScSIiIiIiIhIbVhZWUFXV1euZzg+Pl6uB/kDOzs7hfX19PRgaWn52To5PacibEATERERERGR2tDX10fNmjVx8uRJmfKTJ0+iQYMGCvepX7++XP0TJ06gVq1aEIvFn62T03MqwiHcREREREREpFZ8fHzQo0cP1KpVC/Xr18eqVasQFRWFgQMHAsi6p/rZs2fYtGkTgKwZt5cvXw4fHx/0798fAQEBWLt2rczs2sOGDYOHhwfmzp2L9u3b4+DBgzh16hQuXLigdFzsgSaN9eDBAxw/fhzv3r0D8PEeB22jrXlpomnTpuHt27dy5e/evcO0adNUEBEpQxAEfo7U1KNHj3D//n258vv37yMyMrLwA8onL168wJo1azB+/HgkJycDAIKDg/HsmXrOjPsti4iIwMSJE9G1a1fEx8cDAI4dO4bbt2+rOLKv9/TpU614z/Ha++3y8vLCkiVLMG3aNFSvXh3nzp3DkSNH4OTkBACIiYmRWRO6dOnSOHLkCPz9/VG9enVMnz4dvr6+6Ny5s7ROgwYNsGPHDqxfvx6urq7YsGEDdu7cibp16yodF9eBJo2TlJQELy8v+Pn5QSQS4f79+3B2dka/fv1gZmaGhQsXqjrEXOvRowdWrFiBokWLypRHRkaiR48eOH/+vIoi+zrOzs64evWq9L6TD168eAE3Nzc8fPhQRZHlja6uLmJiYmBjYyNTnpSUBBsbG2RmZqoostxzc3PD6dOnYW5ujho1anx28ozg4OBCjCz/bNq0CfPnz5c20MqXL4/Ro0ejR48eKo5Meebm5kpPbPKhoaZJGjdujL59+6JXr14y5Vu2bMGaNWvg7++vmsC+wo0bN+Dp6QlTU1NERkYiPDwczs7OmDRpEh4/fiztKdE0ERERWLJkCcLCwiASiVCpUiUMGzYMZcqUUXVoeXb27Fm0atUK7u7uOHfuHMLCwuDs7Ix58+YhMDAQe/bsUXWIuSaRSDBjxgwsXLgQr1+/BgAUK1YMI0eOxIQJE6Cjo3l9Z9p07SXtwCHcWsjX11fpukOHDi3ASArGiBEjoKenh6ioKFSqVEla7uXlhREjRmhkA/rOnTuoWrUqtmzZAnd3dwDAxo0bMXToUDRv3lzF0eVdZGSkwgtbamqqRn4rntMsjaGhobCwsFBBRHnXvn176UyYHTp0UG0wBWDRokWYNGkSBg8eDHd3dwiCgIsXL2LgwIFITEyUWwNSXeVmXUpNdP36dek571P16tXD4MGDVRDR1/Px8UHv3r0xb948FCtWTFreqlUreHt7qzCyvDt+/DjatWuH6tWrSz9Ply5dQuXKlXH48GGNvU6NGzcOM2bMgI+Pj8yxatq0KZYuXarCyPJuwoQJWLt2LebMmSNz7psyZQrev3+PmTNnqjrEXNOmay9pB/ZAa6HSpUvL/JyQkIC3b9/CzMwMQFbvX5EiRWBjY6NxPYBA1ux5x48fR7Vq1VCsWDGEhobC2dkZjx49QtWqVaXfuGqSjIwMTJw4EYsXL8bIkSNx//59HDt2DEuXLkXfvn1VHV6uHTp0CEBWw2zjxo0wNTWV/i4zMxOnT5/GyZMnER4erqoQc+VDL+DLly9hYmIicyHPzMzE69evMXDgQPz1118qjJI+Vbp0aUydOhU9e/aUKd+4cSOmTJmCR48eqSgy+pSpqSn8/f1Ro0YNmfKgoCA0adIEr169UlFkeWdqaorg4GCUKVNG5hr1+PFjVKhQAe/fv1d1iLlWo0YNtGjRAnPmzJEpHzduHE6cOKGxo1SKFi2KmzdvonTp0jLHKjIyEhUrVtTIY2Vvb4+VK1eiXbt2MuUHDx7EoEGDNOrLa157SV2xB1oLffqH4bZt2/D3339j7dq1qFChAgAgPDwc/fv3x6+//qqqEL/KmzdvUKRIEbnyxMTEXK8tpy709PQwZ84cGBgYYPr06dDT08PZs2dRv359VYeWJx96NEUikdzQTLFYjFKlSmnUSIElS5ZAEAT07dsXU6dOlflCQF9fH6VKldLYY/WptLQ0xMfHQyKRyJQ7OjqqKKK8i4mJUTijZoMGDRATE6OCiPJHZmYmDhw4IB1G6+Lignbt2kFXV1fVoeVJo0aNMHv2bGzfvl2aQ2ZmJmbPno2GDRuqOLq8MTQ0REpKilx5eHg4rK2tVRDR1wsLC8OuXbvkyvv27avRoyTMzMwQExMj1/Fw/fp1lChRQkVRfZ3k5GRUrFhRrrxixYoad5vHt3LtJQ0kkFZzdnYWgoOD5cqvXbsmlCpVSgURfb3WrVsLEydOFARBEIoWLSo8fPhQyMzMFH766Sehc+fOKo4ub9LS0gQfHx/BwMBA+OOPPwQPDw/B1tZW+O+//1Qd2lcpVaqUkJCQoOow8o2/v7+Qlpam6jDyXXh4uNCwYUNBR0dH5iESiQQdHR1Vh5cnlStXFmbOnClXPn36dKFKlSoqiOjr3b9/XyhXrpxQpEgRoUaNGkL16tWFIkWKCBUqVBAePHig6vDy5Pbt24KlpaVQpkwZoXfv3kLv3r2FMmXKCNbW1sLNmzdVHV6e9O/fX+jQoYOQlpYmvUY9fvxYqFGjhjBs2DBVh5cnJUuWFHbt2iVXvnPnTsHBwUEFEeWP0aNHCw0bNhRiYmKEYsWKCffv3xcuXLggODs7C1OmTFF1eHlSp04dYciQIXLlgwcPFurWrauCiL6etl57SXNxCLeWK1KkCPz9/VGnTh2Z8sDAQDRp0kThrIbq7s6dO2jSpAlq1qwJPz8/tGvXDrdv30ZycjIuXryokROaVKtWDW/fvsXmzZtRr149CIKAefPmYfLkyejbty/+/vtvVYdI/yeRSPDgwQOFPbUeHh4qiurruLu7Q09PD+PGjUPx4sXl7jWrVq2aiiLLu71798LLywuenp5wd3eHSCTChQsXcPr0aezatQsdO3ZUdYi51rp1awiCgK1bt0rv+0tKSkL37t2ho6OD//77T8UR5k10dDSWL1+O0NBQGBkZwdXVFYMHD9bYextTUlLQunVr3L59G69evYK9vT1iY2NRv359HDlyBMbGxqoOMdemTZuGxYsXY9y4cWjQoIH08zR37lyMHDkSEydOVHWIeZKeno7evXtjx44dEAQBenp6yMzMhLe3NzZs2KCRIzvOnj2LNm3awNHREfXr14dIJMKlS5fw5MkTHDlyBI0aNVJ1iHmijdde0lxsQGu5tm3bIioqCmvXrkXNmjUhEolw7do19O/fHw4ODtJ7VTVNbGwsVqxYgaCgIEgkEri5ueH3339H8eLFVR1anvTr1w++vr5yf1iFhISge/fuuHXrlooi+3qnT5/G6dOnFV701q1bp6Ko8uby5cvw9vbG48eP5ZZFEolEGjsTqLGxMYKCghQO+9NkQUFBWLx4McLCwiAIAlxcXDBy5Ei5+201hbGxMS5fvoyqVavKlIeGhsLd3V0j53/QZn5+fggODpZeozw9PXOcDEndCYKAJUuWYOHChYiOjgaQda/t6NGjMXToUI3M6VMRERG4fv06JBIJatSogXLlyqk6pK8SHR2Nv/76C3fv3pWe+wYNGgR7e3tVh5Yn2nrtJc3FBrSWS0hIQK9evXDs2DGIxWIAWd+4tmzZEuvXr4etra2KI6QvSU1N1dh7u6dOnYpp06ahVq1aCns29+/fr6LI8qZ69eooX748pk6dqjCfT+/P0iS1a9fG4sWLNfae02+FhYUF/v33X7l7uy9evIi2bdtq3P2NAHDu3LnP/l4Te5Zmz56N8ePHy5VnZmaie/fu2L59uwqiyj8fJnb7dNZqTXX27Fk0btxY1WHQF2jrtZc0FxvQ34j79+9Le2EqVaqE8uXLqzqkPLtx44bCcpFIBENDQzg6Ompkg3Pz5s1YuXIlHj16hICAADg5OWHJkiUoXbo02rdvr+rw8qR48eKYN2+eRq27+znGxsYIDQ1F2bJlVR3KV/t0kqNr165h4sSJmDVrFqpWrSr9su0DExOTwg4vTxRN3JQTTcnpUz179kRwcDDWrl0rvS3nypUr6N+/P2rWrIkNGzaoNsA8ULQmbfaZdjWNra0tpk+fjgEDBkjLMjMz0aVLF9y6dQthYWEqjC5vHj16hIyMDLme2fv370snhtRE+vr6sLOzg7e3N7p3744qVaqoOqQ8uXHjBqpUqQIdHZ0c/0b6wNXVtZCiyj/adO0l7cBZuLWQj48Ppk+fDmNjY/j4+Mj9/uzZs9LtRYsWFWZo+aJ69erSP7A+fP/z6R9cYrEYXl5e+Oeff2BoaKiSGHNrxYoV+PPPPzF8+HDMnDlT+kejmZkZlixZorEN6LS0NIUzIWuqunXr4sGDB1pxETczM5P53AiCgGbNmsnU+TDcVFMaMdlzUkTTcvqUr68vevXqhfr160u/5MjIyEC7du00ds3a58+fy/ycnp6O69evY9KkSRq5Xi0AHDlyBJ6enjAzM8PPP/+M9PR0eHl54e7duzhz5oyqw8uT3r17o2/fvnIN6CtXrmDNmjXw9/dXTWBfKTo6Gjt27MD27dsxb948VKlSBd27d4e3tzdKliyp6vCUVr16dcTGxsLGxkb6N5Ki/jFNPfdp07WXtAN7oLVQ06ZNsX//fpiZmaFp06Y51hOJRPDz8yvEyPLHwYMHMXbsWIwePRp16tSBIAi4evUqFi5ciMmTJyMjIwPjxo2Dl5cXFixYoOpwleLi4oJZs2ahQ4cOMmtR3rp1C02aNEFiYqKqQ8yTsWPHomjRopg0aZKqQ8mzT7/Nj4iIwMSJEzF69GiFPbWa9M3+p1+kfYmmDHHUxpw+EAQBUVFRsLa2RnR0tMx93dr4R+W5c+cwYsQIBAUFqTqUPPH390f79u2xadMmrF27FhEREfDz89PY26ZMTEwQHBws91578OABatWqhRcvXqgmsHz06NEjbNu2Ddu3b8fdu3fh4eGhMX8jPX78GI6OjhCJRHj8+PFn6zo5ORVSVF9HW6+9pB3YgCaNU6dOHUyfPh0tWrSQKT9+/DgmTZqEwMBAHDhwACNHjkRERISKoswdIyMj3L17F05OTjIN6Pv378PV1RXv3r1TdYhK+3TUg0QiwcaNG+Hq6gpXV1e5i54mjIDQ0dHJ8dt8ANLfaeo3+7kxaNAgTJs2DVZWVqoOJd9oSk4SiQSGhoa4ffu2xk9wpIywsDDUrl1boydGO3ToEDp37oxKlSrBz89P7d9jn2Nqagp/f3+5CfiCgoLQpEkT6X3Rmi4zMxNHjx7FpEmTcOPGDa0/p6szXntJnXEIN2mcmzdvKvwG1cnJCTdv3gSQNZwpJiamsEPLs9KlSyMkJEQur6NHj8LFxUVFUeXN9evXZX6uXr06AMjNJK4ps7Y+evRI1SGojS1btmDUqFEa3RDITlNy0tHRQbly5ZCUlKRVDejs92sKgoCYmBjMmTNHo5ZP69Spk8Jya2trmJmZydwPvW/fvsIKK980atQIs2fPxvbt26VLO2VmZmL27NlaMfngxYsXsXXrVuzZswfv379Hu3btMGvWLFWHpbTcrKjSrl27Aowk//DaS+qMDWjSOBUrVsScOXOwatUq6OvrA8i6b27OnDnSZXiePXumUUPlRo8ejd9//x3v37+HIAgIDAzE9u3bMXv2bKxZs0bV4eWKpt7jlxNNGe5WGLRxwJIm5TRv3jyMHj0aK1as0NjJjrLL6X7NevXqadQydznNApx9pJSmmjdvHjw8PFChQgXpOsLnz59HSkqKxgxzVuSPP/7A9u3bER0dDU9PTyxZsgQdOnRAkSJFVB1arnTo0EHm5+yfKU2cmI/XXlJnHMJNGufSpUto164ddHR04OrqCpFIJB1q9e+//6JevXrYvHkzYmNjMXr0aFWHq7TVq1djxowZePLkCQCgZMmSmDx5Mvr166fiyOiDnL7l/zADfNmyZVG6dOlCjqrwfHp7gbbQpJzMzc3x9u1bZGRkQF9fH0ZGRjK/18RlrLLfr6mjowNra2uNmQDyWxIdHY3ly5cjNDQURkZGcHV1xeDBg2FhYaHq0PKsQYMG6NatG7y8vNR+FIqyTp06hbFjx2LWrFmoX78+RCIRLl26JF1poXnz5qoOMde+9WsvqR82oEkjvX79Glu2bMG9e/cgCAIqVqwIb29vjV2X8t27dxAEAUWKFEFiYiIePnyIixcvwsXFRaN7MDp27KhwqPanFz1vb29UqFBBBdHlXk73ZH16L1bDhg1x4MABmJubqyjKgqNJjU1laVJOGzdu/Ozve/XqVUiRkDISEhIQHh4OkUiE8uXLw9raWtUh0TegSpUqWLlypdzQ+vPnz2PAgAEauYzat37tJfXDBjRprDt37iAqKgppaWky5Zpyf8+nvv/+e3Tq1AkDBw7EixcvULFiRYjFYiQmJmLRokX47bffVB1invTu3RsHDhyAmZkZatasCUEQcP36dbx48QLff/89QkNDERkZidOnT8Pd3V3V4X7R6dOnMWHCBMycOVO6Dm9gYCAmTpyISZMmwdTUFL/++ivq1q2LtWvXqjja/KdJjU1laWNO6s7X11fpukOHDi3ASArGmzdvMGTIEGzatAkSiQQAoKuri549e2LZsmUaMzz4S+sJf0qTZkE+dOgQWrVqBbFY/MV7hzXx7wkjIyMEBgaiatWqMuU3btxA3bp1NWpS0g++9WsvqSGBSMNEREQIrq6ugkgkEnR0dKT///DQRJaWlsKtW7cEQRCE1atXC66urkJmZqawa9cuoWLFiiqOLu/Gjh0r/Pbbb0JmZqa0LDMzUxg8eLAwfvx4QSKRCAMGDBDc3d1VGKXyKleuLFy8eFGu/MKFC4KLi4sgCIJw8uRJwcHBobBDKxRFixYVIiIiVB1GvtK0nB48eCBMmDBB6NKlixAXFycIgiAcPXpUev7QBKVKlVLqUbp0aVWHmicDBgwQnJ2dhSNHjggvX74UXr58Kfz3339CmTJlhIEDB6o6PKV9eo393EPTrrsikUj62dGmvD5o1KiR8N133wnR0dHSspiYGMHT01Pw8PBQYWR5961fe0n9cBIx0jjDhg1D6dKlcerUKTg7O+PKlStITk7GyJEjNWbd5+zevn0rHX5+4sQJdOrUCTo6OqhXr94X13RUZ2vXrsXFixeho6MjLdPR0cGQIUPQoEEDzJo1C4MHD5ZOSqPuIiIiYGJiIlduYmKChw8fAgDKlSunset2f0n37t0V5q/JNCmns2fPolWrVnB3d8e5c+cwc+ZM2NjY4MaNG1izZg327Nmj6hCVou2z6+7duxd79uxBkyZNpGWtW7eGkZERfv75Z6xYsUJ1weWCth6nD6MCsm9ri7Vr16JTp05wcnKCo6MjACAqKgrly5fHgQMHVBtcHn3r115SP2xAk8YJCAiAn58frK2toaOjA11dXTRs2BCzZ8/G0KFD5ZZR0gRly5bFgQMH0LFjRxw/fhwjRowAAMTHx2vMH/eKZGRk4O7duyhfvrxM+d27d6UzgRoaGmrMklY1a9bE6NGjsWnTJun9jAkJCRgzZgxq164NALh//z5KliypyjDz5Pnz51i7di3CwsIgEolQsWJF9O3bV2aCIE35w/8Dbctp3LhxmDFjBnx8fGTme2jatCmWLl2qwsjy7tN14z/16TwJ7du316iJqt6+fatwFQgbGxu8fftWBRHljaJZkBXdOiUSiTR2xuRNmzbBy8sLBgYGMuVpaWnYsWMHevbsqaLI8q5cuXIIDQ3FqVOncPfuXQiCABcXF3h6emrMtTY7bb72koZSdRc4UW6ZmZlJh1w6OzsLfn5+giBkDW00MjJSZWh5tnv3bkEsFgs6OjpC8+bNpeWzZs0SWrZsqcLIvs6QIUMEKysrYdGiRcL58+eFCxcuCIsWLRKsrKyEoUOHCoKQNWRdU4Zw3717V6hQoYKgr68vlClTRihbtqygr68vVKxYUQgPDxcEQRD2798vbNq0ScWR5o6/v79gamoqODg4CB07dhQ6duwoODo6CiYmJoK/v7+qw8sTbczJ2NhYePjwoSAIskPPHz16JBgYGKgytDxr0qSJYGJiIhgbGwtubm5CjRo1hKJFiwqmpqZC3bp1BTMzM8Hc3Fy4ffu2qkNV2nfffSf89NNPwrt376Rlb9++FX766SehWbNmKows7xTdOvXp7VOaSkdHRzqc+1OJiYkamVd6erqgq6sr3Lx5U9Wh5CttvfaS5uIkYqRxGjVqhJEjR6JDhw7w9vbG8+fPMXHiRKxatQpBQUG4deuWqkPMk9jYWMTExKBatWrSIc+BgYEwMTGRrm+taTIzMzFnzhwsX74ccXFxAABbW1sMGTIEY8eOha6uLqKioqCjo6Mx3xwLgoDjx4/LzADfvHlzmWHqmqZKlSpo0KABVqxYAV1dXQBZx27QoEG4ePGiRn6mtDGnkiVLYteuXWjQoIHM5Gf79+/HqFGjEBERoeoQc23JkiU4f/481q9fLx1tk5KSgn79+qFhw4bo378/vL298e7dOxw/flzF0Srn1q1baNmyJd6/f49q1apBJBIhJCQEhoaGOH78OCpXrqzqEHOtbdu20NXVxerVqxXeOqUpt+Fkp6Ojg7i4OLkZ0kNDQ9G0aVONXBquTJky2LdvH6pVq6bqUPKVNl57SXOxAU0a5/jx43jz5g06deqEhw8f4ocffsDdu3dhaWmJnTt34rvvvlN1iKRASkoKAGj0kHRtZWRkhJCQELnlxMLDw1G9enWNnLVVG3MaM2YMAgICsHv3bpQvXx7BwcGIi4tDz5490bNnT0yePFnVIeZaiRIlcPLkSbi4uMiU3759G99//z2ePXuG4OBgfP/99xp1f+O7d++wZcsWmSG03bp1k1u7W1NYWVnBz88Prq6uMDU1RWBgICpUqAA/Pz+MHDlS426dqlGjBkQiEUJDQ1G5cmXo6X28ozEzMxOPHj1Cy5YtsWvXLhVGmTfr16/H7t27sWXLFo269YFIk/AeaNI4n66L7OzsjDt37iA5ORnm5uYae3/PUmWZYwAAE71JREFUt0BTG86+vr4YMGAADA0Nv7j8jiYuuQMAbm5uCAsLk2tshoWFoXr16qoJ6itpY04zZ85E7969UaJECWmjLDMzE97e3pg4caKqw8uTly9fIj4+Xq4BnZCQIP3SzczMTG65QnVnZGSE/v37qzqMfJOZmYmiRYsCyGpMR0dHo0KFCnByckJ4eLiKo8u9Dh06AABCQkLQokULaW4AoK+vj1KlSqFz584qiu7r+Pr64sGDB7C3t4eTkxOMjY1lfh8cHKyiyHLnW7j2kuZiDzQR5Ss3NzecPn0a5ubm0m/5c6IJF/LSpUvj2rVrsLS0ROnSpXOsJxKJpLOBapqdO3dizJgxGDJkCOrVqwcAuHz5Mv766y/MmTMHlSpVktbVlPVetTGnDx4+fIjg4GBIJBLUqFED5cqVU3VIedatWzcEBARg4cKFqF27NkQiEQIDAzFq1Cg0aNAAmzdvxo4dO7BgwQJcu3ZN1eEq7dmzZ7h48SLi4+PlZnrWxD/2tfXWqY0bN6JLly5yk4hpsqlTp37295oyUuVbuPaS5mIDmojy1dSpUzF69GgUKVJEay7k2u5L95CJRCIIggCRSCSdPV3daWNO06ZNw6hRo1CkSBGZ8nfv3mH+/Pn4888/VRRZ3r1+/RojRozApk2bkJGRAQDQ09NDr169sHjxYhgbGyMkJAQANGbkwPr16zFw4EDo6+vD0tJS5ktETf1jX1tvnbp69SokEgnq1q0rU37lyhXo6uqiVq1aKoqMiNQZG9BERLmUlpaGR48eoUyZMjL3zmmq3Kw1rinL1WhjTrq6uoiJiYGNjY1MeVJSEmxsbDTmiwBFXr9+jYcPH0IQBJQpU0ZmSK2mcXBwwMCBAzF+/HitnuBIG26dqlOnDsaMGYMff/xRpnzfvn2YO3curly5oqLISBFtu/aS5uK7j4gK1IsXL7Bnzx5ERERg9OjRsLCwQHBwMGxtbVGiRAlVh5crb9++xZAhQ7Bx40YAwL179+Ds7IyhQ4fC3t4e48aNU3GEefOhAZnTGq9t27ZVVWh5po05fegxzy40NFTjJwsqWrSoxg2lz8nbt2/RpUsXrW48A9D49xyQdX5wc3OTK69Rowbu3Lmjgoi+XmZmJhYvXoxdu3bJnfsAaOTM4tp67SXNxQY0ERWYGzduwNPTE6ampoiMjET//v1hYWGB/fv34/Hjx9i0aZOqQ8yV8ePHIzQ0FP7+/mjZsqW03NPTE5MnT9bYi/jDhw/RsWNH3Lx5Uzq0GYC0saaJPZvalNOHXj6RSITy5cvLNKIzMzPx+vVrDBw4UIUR0qf69euH3bt3a+z54FtiYGCAuLg4ODs7y5THxMRobA/n1KlTsWbNGvj4+GDSpEmYMGECIiMjceDAAY28zQPQ3msvaS4O4SaiAuPp6Qk3NzfMmzdPZt3aS5cuwdvbG5GRkaoOMVecnJywc+dO1KtXTyafBw8ewM3NTTprsKbRxjVetSmnjRs3QhAE9O3bF0uWLIGpqan0dx9mDK5fv74KI6RPZWZm4ocffsC7d+9QtWpViMVimd8vWrRIRZFRdl26dEFsbCwOHjwo/Vy9ePECHTp0gI2NjUYuY1WmTBn4+vqiTZs2KFasGEJCQqRlly9fxrZt21QdYq5p67WXNJdmfr1GRBrh6tWr+Oeff+TKS5QogdjYWBVE9HUSEhLk7j8FgDdv3mj0fYABAQHw8/ODtbU1dHR0oKuri4YNG2L27NkYOnSoxq3xCmhXTr169QKQNSutu7u7xvaMfStmzZqF48ePS5dQyz6JGKmPhQsXwsPDA05OTqhRowaArKWtbG1tsXnzZhVHlzexsbGoWrUqgKxbI16+fAkA+OGHHzBp0iRVhpZn2nrtJc2l3TfoEJFKGRoaKvxmODw8HNbW1iqI6OvUrl0b//33n/TnDxfu1atXa3QPoKI1XgFo7BqvgHbmVKxYMYSFhUl/PnjwIDp06IA//vhD49ZJ1maLFi3CunXrEBYWBn9/f5w5c0b68PPzU3V49IkSJUrgxo0bmDdvHlxcXFCzZk0sXboUN2/ehIODg6rDy5OSJUsiJiYGAFC2bFmcOHECQNYX2pq6XJe2XntJc/FrbCIqMO3bt8e0adOkw+BEIhGioqIwbtw4dO7cWcXR5d7s2bPRsmVL3LlzBxkZGVi6dClu376NgIAAnD17VtXh5VmVKlVw48YNODs7o27dupg3bx709fWxatUquXsDNYU25vTrr79i3LhxqFq1Kh4+fAgvLy906tQJu3fvxtu3b7FkyRJVh0jIuq/W3d1d1WGQkoyNjdGwYUM4OjpKv4g6evQoAKBdu3aqDC1POnbsiNOnT6Nu3boYNmwYunbtirVr1yIqKgojRoxQdXh5oq3XXtJcvAeaiApMSkoKWrdujdu3b+PVq1ewt7dHbGws6tWrh6NHj8LY2FjVIebarVu3/tfe/cdUQf1/HH9dxYk/UQJRHKl4EZ0ExtwSNCClucxSohWT7IdYaDVDHV5dUunarDAl/2j2C9OZljnlj6bVxlWU28LiFpgSQ4MLf3ATR4bOGurl+4df+ES4Yub13Mt9PjY29r73j9cdG/e+z7nnfVRYWKjKykp5PB4lJibKZrN1fWXOH/XFO1774msKCQmR0+nUxIkT9eabb8put+urr76Sw+FQVlaWmpqaTEeErn/Yb25u1rZt20xHwb+40bDBvw/p83cVFRVyOByyWq1+uSDQ6eTJk9q8eXOfeu+F/6KBBuB1R44c6faml56ebjrSTcnOzlZaWppSU1M1adIk03G8qi/c8fp3/v6ahg8frsrKSsXExOj+++/X/Pnz9dJLL6mxsVGxsbH6448/TEeEru8A2u123XHHHZo6dWqPIWIHDhwwlAx/15eGDXbatGmTIiIitGTJkm714uJitbS0yGazGUoG9B000AC8qrS0VKWlpTp37pw8Hk+3x4qLiw2lujm5ubkqKytTXV2dIiIilJqaqtTUVKWlpWny5Mmm46GPmz17tqKiopSenq6cnBydPn1aVqtVZWVleuqpp/xuqn1f9cwzz/zj4zt27LhNSfBvwsLCZLfbFR8fr5CQEJ04cUKxsbGy2+1avXq1Xw0b7DR+/Hjt2bNHycnJ3eoVFRXKyspSfX29oWQ3r3PxOi0tTTExMabjAJyBBuA9GzZs0MaNGzV9+nSNGTPGb3f+OnVOFHe73Tp69KiOHj2qd955Ry+88IJGjRrVNbgF8IaioiJlZ2erpKREL7/8sqxWqyRp//79PT4sw5x3331XHo+n64hK5x28U6ZM0dy5cw2nw1/daNhgbGysXw8bdLvdGjNmTI96eHi4375HDR06VG+//bZyc3M1evRoFq9hHA00AK/Zvn27Pv74Yy1evNh0lFtq2LBhGjlypEaOHKkRI0YoKChIo0ePNh0LfVx8fLxOnjzZo15YWKj+/fsbSIQbWbBggR555BEtW7ZMFy5c0IwZMzRgwACdP39eW7Zs0fLly01HxP/ri8MGo6Ki5HA4NGHChG51h8OhyMhIQ6n+Gxav4Wu4xgqA17S3t/epnTGbzaYZM2YoLCxM69evV3t7u9atW6dff/3VL7/qB/9z4cIFffjhh1q3bp1aW1slSadPn9a5c+cMJ0Mnp9PZdXZ2//79ioiIkMvl0q5duxgs5mPWr1/fdbTo9ddfl8vl0r333qtDhw757d9q6dKlysvL044dO+RyueRyuVRcXKyVK1fq2WefNR3vP2HxGr6CM9AAvMZms2no0KEqKCgwHeWW6Nevn8LDw7Vy5UotWLBAU6ZMMR0JAaS6ulpz5szRiBEj1NDQoNraWkVHR6ugoKCrQYN5gwcP1s8//6w777xTjz32mKZOnapXX31VTU1Nio2N1eXLl01HxD/w92GDHR0dWrt2rbZt29Z1LVdwcLBsNpteeeUVw+lujs1mU1lZmaqqqhQXF6eUlBSlpqYqJSVFI0aMMB0PAYgGGsAttWrVqq7fPR6Pdu7cqfj4eMXHx/eYRrtly5bbHe8/qaqqUllZmY4eParjx4+rf//+Xeew0tLSaKjhVenp6UpMTNRbb72lYcOGqaqqStHR0frmm2+0aNEihoj5iPj4eC1dulQZGRmKi4vTl19+qaSkJFVWVurBBx+U2+02HREB4NKlS6qpqdGgQYMUExOjgQMHmo5001i8hq+hgQZwS9133329ep7FYpHdbvdyGu+qqqpSUVGRdu/eLY/H0yfuDIXv+us90H9toF0ul2JjY/Xnn3+ajghd/9r2okWLdO3aNc2ZM0dff/21pOvXCx07dkyHDx82nBDwLyxew9cwRAzALXXkyBHTEbzqhx9+6Bpicvz4cbW1tWnatGm9XjgAblZwcLDa2tp61GtraxUeHm4gEW7k0Ucf1axZs9Tc3KyEhISu+pw5c5SRkWEwGeCfEhISlJCQoBUrVkj63+L1ihUrWLyGEexAA0AvjRw5UpcuXVJCQkLXyndKSoqGDx9uOhoCwHPPPaeWlhbt27dPoaGhqq6uVv/+/bVw4UKlpKSoqKjIdEQA8Ip/WrwuLCw0HQ8BhgYaAHrpiy++oGGGMW1tbZo3b55OnTqlixcvKjIyUm63W0lJSTp06FDXvcMA0JeweA1fQwMNAIAfsdvtcjqd8ng8SkxMVHp6uulIAOA1LF7D19BAAwAAAPA5V69eVXBwsH788UfFxcWZjgNIYogYAAA+a9u2bb1+bueAHQDoK4KCgjRu3DgGhcGnsAMNAICPmjBhQq+eZ7FY9Msvv3g5DQDcfjt27NDnn3+u3bt3KzQ01HQcgAYaAAAAgG+6++67debMGV25ckXjxo3rMTDR6XQaSoZAxVe4AQDwM51r3xaLxXASAPCuhQsXmo4AdMMONAAAfmLXrl0qLCxUXV2dJGnSpEnKz8/X4sWLDScDACAwsAMNAIAf2LJliwoKCvTiiy9q5syZ6ujokMPh0LJly3T+/HmtXLnSdEQA8IoLFy5o//79Onv2rPLz8xUaGiqn06mIiAiNHTvWdDwEGHagAQDwAxMmTNCGDRv05JNPdqvv3LlTr732murr6w0lAwDvqa6uVnp6ukJCQtTQ0KDa2lpFR0eroKBALpdLu3btMh0RAaaf6QAAAODfNTc3Kzk5uUc9OTlZzc3NBhIBgPetWrVKTz/9tOrq6hQcHNxVf+CBB3Ts2DGDyRCoaKABAPADVqtV+/bt61H/7LPPFBMTYyARAHjfd999p9zc3B71sWPHyu12G0iEQMcZaAAA/MCGDRv0+OOP69ixY5o5c6YsFovKy8tVWlp6w8YaAPqC4OBgtbW19ajX1tYqPDzcQCIEOnagAQDwA5mZmaqoqFBYWJhKSkp04MABhYWF6cSJE8rIyDAdDwC8YsGCBdq4caOuXLki6fr1fY2NjVq7dq0yMzMNp0MgYogYAAAAAJ/U1tamefPm6dSpU7p48aIiIyPldruVlJSkQ4cOaciQIaYjIsDQQAMA4Cc8Ho/OnDmjc+fOyePxdHssJSXFUCoA8D673S6n0ymPx6PExESlp6ebjoQARQMNAIAf+Pbbb7Vo0SK5XC79/a3bYrHo2rVrhpIBgPc0NDRo/PjxpmMAXTgDDQCAH1i2bJmmT5+un376Sa2trfrtt9+6flpbW03HAwCviI6O1qxZs/Tee+/xvw4+gR1oAAD8wJAhQ1RVVSWr1Wo6CgDcNk6nU3v37tWnn36qlpYWzZ07V0888YQefvhhDRw40HQ8BCB2oAEA8AP33HOPzpw5YzoGANxWiYmJKiwsVGNjow4fPqxRo0YpNzdXo0aN0pIlS0zHQwBiBxoAAB9VXV3d9fvZs2e1fv165efn66677tKAAQO6PTc+Pv52xwMAI5xOp3JyclRdXc38B9x2NNAAAPiofv36yWKx9Bga1qnzMYaIAejrmpqatHfvXu3Zs0cnT55UUlKSsrOztXz5ctPREGCCTAcAAAA3Vl9fbzoCABj1/vvv65NPPlF5ebkmT56s7OxslZSUMJkbxrADDQCAH9i0aZMiIiJ6nPkrLi5WS0uLbDaboWQA4D1RUVHKyspSdna2pk2bZjoOQAMNAIA/GD9+vPbs2aPk5ORu9YqKCmVlZbFbDaBP6ujo0O+//66PPvpINTU1slgsmjJlinJychQSEmI6HgIQU7gBAPADbrdbY8aM6VEPDw9Xc3OzgUQA4H1Op1NWq1Vbt25Va2urzp8/r61bt2rixIlyOp2m4yEA0UADAOAHoqKi5HA4etQdDociIyMNJAIA78vLy9NDDz2khoYGHThwQAcPHlR9fb3mz5+vvLw80/EQgBgiBgCAH1i6dKny8vJ05coVzZ49W5JUWlqqNWvWaPXq1YbTAYB3fP/99/rggw8UFPS/tiUoKEhr1qzR9OnTDSZDoKKBBgDAD6xZs0atra16/vnn1d7eLkkKDg6WzWbTunXrDKcDAO8YPny4GhsbNXny5G71pqYmDRs2zFAqBDKGiAEA4EcuXbqkmpoaDRo0SDExMRo4cKDpSADgNStWrNDBgwe1efNmJScny2KxqLy8XPn5+crMzFRRUZHpiAgwNNAAAAAAfFJ7e7vy8/O1fft2Xb16VZI0YMAALV++XG+88QaLiLjtaKABAAAA+LTLly/r7Nmz6ujokNVq1eDBg01HQoCigQYAAAAAoBe4xgoAAAAAgF6ggQYAAAAAoBdooAEAAAAA6AUaaAAAAAAAeoEGGgAAAACAXqCBBgAAAACgF2igAQAAAADohf8DLmy9NZ2Ec9oAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1200x1200 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1058.88x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "draw_heat_map()\n",
    "draw_cat_plot()"
   ]
  }
 ],
 "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": "3.11.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}