Alarm_EDA.ipynb 203 KB
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{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import datetime as dt\n",
    "import matplotlib.pyplot as plt\n",
    "from tools import preprocessor, data_loader\n",
    "import tensorflow as tf\n",
    "import seaborn as sns\n",
    "from pathlib import Path\n",
    "import paths as pt\n",
    "import yaml\n",
    "\n",
    "# Load settings\n",
    "with open(Path.joinpath(pt.CONFIGS_DIR, \"alarm_emb.yaml\"), 'r') as stream:\n",
    "  settings = yaml.safe_load(stream)\n",
    "\n",
    "# Set dataset\n",
    "filename = \"alarm.csv\"\n",
    "ats_resolution = settings['ats_resolution']\n",
    "converters = {str(i)+'Ats':str for i in range(1, ats_resolution+1)}\n",
    "\n",
    "# Create data loader, prepare data\n",
    "dl = data_loader.AlarmDataLoader(filename, settings, converters).load_data()\n",
    "X, y = dl.get_data()\n",
    "df = pd.concat([X, y], axis=1)\n",
    "\n",
    "# Add age feature\n",
    "df['Age'] = df['BirthYear'].apply(lambda x: 121-x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Gender_Male</th>\n",
       "      <th>Gender_Female</th>\n",
       "      <th>BirthYear</th>\n",
       "      <th>Cluster</th>\n",
       "      <th>LoanPeriod</th>\n",
       "      <th>NumberAts</th>\n",
       "      <th>1Ats</th>\n",
       "      <th>2Ats</th>\n",
       "      <th>3Ats</th>\n",
       "      <th>4Ats</th>\n",
       "      <th>5Ats</th>\n",
       "      <th>6Ats</th>\n",
       "      <th>7Ats</th>\n",
       "      <th>8Ats</th>\n",
       "      <th>9Ats</th>\n",
       "      <th>10Ats</th>\n",
       "      <th>Alarm</th>\n",
       "      <th>Age</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>47</td>\n",
       "      <td>0</td>\n",
       "      <td>2218.0</td>\n",
       "      <td>18</td>\n",
       "      <td>120306</td>\n",
       "      <td>120606</td>\n",
       "      <td>242103</td>\n",
       "      <td>120606</td>\n",
       "      <td>120606</td>\n",
       "      <td>0</td>\n",
       "      <td>122203</td>\n",
       "      <td>043303</td>\n",
       "      <td>183015</td>\n",
       "      <td>091218</td>\n",
       "      <td>1</td>\n",
       "      <td>74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>46</td>\n",
       "      <td>7</td>\n",
       "      <td>1602.0</td>\n",
       "      <td>24</td>\n",
       "      <td>120606</td>\n",
       "      <td>091218</td>\n",
       "      <td>093307</td>\n",
       "      <td>122303</td>\n",
       "      <td>122303</td>\n",
       "      <td>242103</td>\n",
       "      <td>122203</td>\n",
       "      <td>043303</td>\n",
       "      <td>122303</td>\n",
       "      <td>123109</td>\n",
       "      <td>0</td>\n",
       "      <td>75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>34</td>\n",
       "      <td>9</td>\n",
       "      <td>1013.0</td>\n",
       "      <td>7</td>\n",
       "      <td>120606</td>\n",
       "      <td>093307</td>\n",
       "      <td>093307</td>\n",
       "      <td>093304</td>\n",
       "      <td>091218</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>34</td>\n",
       "      <td>9</td>\n",
       "      <td>1025.0</td>\n",
       "      <td>14</td>\n",
       "      <td>120606</td>\n",
       "      <td>093307</td>\n",
       "      <td>093307</td>\n",
       "      <td>093304</td>\n",
       "      <td>091218</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>123103</td>\n",
       "      <td>123103</td>\n",
       "      <td>122203</td>\n",
       "      <td>1</td>\n",
       "      <td>87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>30</td>\n",
       "      <td>3</td>\n",
       "      <td>266.0</td>\n",
       "      <td>7</td>\n",
       "      <td>120606</td>\n",
       "      <td>120606</td>\n",
       "      <td>091203</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>091203</td>\n",
       "      <td>093307</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>91</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Gender_Male  Gender_Female  BirthYear  Cluster  LoanPeriod  NumberAts  \\\n",
       "0            0              1         47        0      2218.0         18   \n",
       "1            1              0         46        7      1602.0         24   \n",
       "2            0              1         34        9      1013.0          7   \n",
       "3            0              1         34        9      1025.0         14   \n",
       "4            1              0         30        3       266.0          7   \n",
       "\n",
       "     1Ats    2Ats    3Ats    4Ats    5Ats    6Ats    7Ats    8Ats    9Ats  \\\n",
       "0  120306  120606  242103  120606  120606       0  122203  043303  183015   \n",
       "1  120606  091218  093307  122303  122303  242103  122203  043303  122303   \n",
       "2  120606  093307  093307  093304  091218       0       0       0       0   \n",
       "3  120606  093307  093307  093304  091218       0       0  123103  123103   \n",
       "4  120606  120606  091203       0       0  091203  093307       0       0   \n",
       "\n",
       "    10Ats  Alarm  Age  \n",
       "0  091218      1   74  \n",
       "1  123109      0   75  \n",
       "2       0      1   87  \n",
       "3  122203      1   87  \n",
       "4       0      1   91  "
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "var = df['Alarm']\n",
    "varValue = var.value_counts()\n",
    "plt.figure()\n",
    "plt.bar(varValue.index, varValue)\n",
    "plt.xticks(varValue.index, varValue.index.values)\n",
    "plt.ylabel(\"Frequency\")\n",
    "plt.title('Alarm')\n",
    "file_name = f\"Alarm bar.pdf\"\n",
    "plt.savefig(Path.joinpath(pt.REPORTS_PLOTS_DIR, file_name), dpi=300, bbox_inches = \"tight\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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DhvDKK6/wzDPP2LT7+flx7Ngxm+O1MSJkz5EjR9A0zer1OnToEEBxImnLli3JyMio0efg22+/JScnh7lz5xIYGGjVdvDgQZ566inWrVvHgAEDKnzvWrZsycMPP8zDDz/M4cOH6datG6+//npxMOHI5MmTufvuuzl48CBLlizB3d2dsWPH2tyuc+fOdO7cmaeeeor169fTv39/5s2bx0svvWT3vNr5JeVDhw7l7rvvtml/8cUX+fzzz4sDmcjISI4cOWJzu7LHin4Hg4OD6+x3UDRcMrUkGqxVq1bZ/VZclBdSNL1x1VVXodfreeGFF2xGVoruX/Stu/T58vLyeP/9923O7+HhYXeIvKjWS9kKqz179qRly5a89tprZGRk2Nzv3LlzDp9jZX344Yfk5+cX/3vu3LkUFBQwevRoh/cZM2YMsbGxxVMEoGqVvPPOO3h6ehbX7HB3dwdsn1d55928eTMbNmwoPpaZmcmHH35I8+bNK5ziq4qiXJkPP/zQpq1ly5YcOHDA6vX9999/WbduXa09fmkxMTF89913xf9OS0vj008/pVu3bsWjAJMmTWLDhg2sWLHC5v4pKSkUFBRU+DifffYZLVq04M4772TixIlWP4888gienp7F00uO3rusrCxycnKsjrVs2RIvLy9yc3Mr7MM111yDwWDgyy+/ZNmyZVx55ZVWtY7S0tJsnkvnzp3R6/Xlnn/dunUcP36c6dOn2zy3iRMnMnnyZFatWkVMTAwAo0aNYsOGDVZFKJOSkmym10aNGoW3tzcvv/yy1e9Jkdr4HRQNl4zIiAbrvvvuIysri6uvvpp27dqRl5fH+vXrWbJkCc2bNy/+1taqVSuefPJJXnzxRQYOHMiECRNwdXVly5YthIeHM3v2bPr164efnx833XQT999/PzqdjsWLF9sNlHr27MmSJUuYOXMmvXv3xtPTk7Fjx9KyZUt8fX2ZN28eXl5eeHh40KdPH6Kiovj4448ZPXo0HTt2ZPr06URERHDmzBlWrVqFt7c3P/30U41ei7y8PC677DImTZrEwYMHef/99xkwYADjxo1zeJ8ZM2bwwQcfcPPNN7Nt2zaaN2/O119/zbp163jzzTeLEy3NZjMdOnRgyZIltGnTBn9/fzp16uRwyfsTTzzBl19+yejRo7n//vvx9/fnk08+ITo6mm+++cYmJ6cmBg8ezODBg+0mJt9yyy288cYbjBo1iltvvZX4+HjmzZtHx44drfIsakubNm249dZb2bJlCyEhISxYsIC4uDgWLlxYfJtHH32UH3/8kSuvvJKbb76Znj17kpmZye7du/n66685fvy4zShLaUXLku+//3677a6urowaNYply5bx9ttvO3zvCgoKij8vHTp0wMXFhe+++464uDiuu+66Cp9rcHAwQ4cO5Y033iA9PZ3Jkydbtf/111/ce++9XHvttbRp04aCggIWL16MwWDgmmuucXjezz//HIPBwBVXXGG3fdy4cTz55JN89dVXzJw5k8cee4zPPvuMESNGcN999xUvv27WrBlJSUnFI1Le3t7MnTuXG264gR49enDdddcRFBTEyZMn+eWXX+jfvz/vvvtuhc9bXKCctl5KiAr89ttv2i233KK1a9dO8/T01Ewmk9aqVSvtvvvu0+Li4mxuv2DBAq179+6aq6ur5ufnpw0ePFj7448/itvXrVunXXrppZrZbNbCw8OLl3MD2qpVq4pvl5GRoV1//fWar69vcUG8Ij/88IPWoUMHzcXFxWYp9o4dO7QJEyZoAQEBmqurqxYZGalNmjRJW7lyZfFtipZfnzt3rlKvQdmCeH5+fpqnp6c2depUm6JtjgriTZ8+XQsMDNRMJpPWuXNnm+XjmqZp69ev13r27KmZTKYqFcTz9fXV3NzctEsuucSqIF4Rqrn8urTSxQhLL7/WNE377LPPtBYtWmgmk0nr1q2btmLFinIL4tk7b9klxPaWepcuiNelSxfN1dVVa9eund3lx+np6dqsWbO0Vq1aaSaTSQsMDNT69eunvfbaa8VL6B316fXXX9cAq89MWYsWLbJaem/vvUtISNDuuecerV27dpqHh4fm4+Oj9enTR1u6dKnD85b10UcfaYDm5eWlZWdnW7UdO3ZMu+WWW7SWLVtqbm5umr+/vzZ06FDtzz//dHi+oiXlAwcOLPdxo6KirJa079ixQxs4cKDm6uqqNWnSRJs9e7b29ttva4AWGxtrdd9Vq1Zpo0aN0nx8fDQ3NzetZcuW2s0336xt3bq10s9bXHh0miYbXAjRUC1atIjp06ezZcuW4twgIS52Dz74IB988AEZGRkOk7XFxUNyZIQQQjRYZZffJyYmsnjxYgYMGCBBjAAkR0YIIUQD1rdvX4YMGUL79u2Ji4tj/vz5pKWl8fTTTzu7a6KBkEBGCCFEgzVmzBi+/vprPvzwQ3Q6HT169GD+/PlWZRTExU1yZIQQQghxwZIcGSGEEEJcsCSQEUIIIcQFq9HnyFgsFmJiYvDy8qpyKXYhhBBCOIemaaSnpxMeHl5uoc1GH8jExMTY7G4rhBBCiAvDqVOnyt2ItNEHMkVl2E+dOlW8Bb0QQgghGra0tDSaNm1afB13pNEHMqX34pBARgghhLiwVJQWIsm+QgghhLhgSSAjhBBCiAuWBDJCCCGEuGA1+hwZIYQQ4kJVWFhIfn6+s7tRJ4xGY61s/CmBjBBCCNHAaJpGbGwsKSkpzu5KnfL19SU0NLRGdd4kkBFCCCEamKIgJjg4GHd390ZX0FXTNLKysoiPjwcgLCys2ueSQEYIIYRoQAoLC4uDmICAAGd3p86YzWYA4uPjCQ4OrvY0kyT7CiGEEA1IUU6Mu7u7k3tS94qeY03ygCSQEUIIIRqgxjadZE9tPEeZWhJCiEpKz8knOTMPg15HhF/j/7YsxIVAAhkhhKhAfoGFE4mZfPjPMdYeTsDTzYVpl0YyrG0wTfwloBEN1+rVqxk6dCjJycn4+vo6uzt1QqaWhBCiAscSMrjq/fUs3XqamNQcDsVl8MwPe3n8212cSc5ydveEYMOGDRgMBq644gpnd6XeSSAjhBDlSM7M5dUVB8nILbBpW3ckkRNJEsgI55s/fz733Xcfa9asISYmplbPnZeXV6vnq20SyAghRDlScwpYdfCcw/Zfdp2tx94IYSsjI4MlS5Zw1113ccUVV7Bo0SKHt01MTGTKlClERETg7u5O586d+fLLL61uM2TIEO69914efPBBAgMDGTVqFKtXr0an07FixQq6d++O2Wxm2LBhxMfH89tvv9G+fXu8vb25/vrrycqq3+BeAhkhhCiHDnDRO15Z4eYif0aFcy1dupR27drRtm1bpk2bxoIFC9A0ze5tc3Jy6NmzJ7/88gt79uxhxowZ3HDDDWzevNnqdp988gkmk4l169Yxb9684uPPPfcc7777LuvXr+fUqVNMmjSJN998ky+++IJffvmF33//nXfeeadOn29Z8hsohBDl8PcwMbZruMP2sd0ctwlRH+bPn8+0adMAuPzyy0lNTeXvv/+2e9uIiAgeeeQRunXrRosWLbjvvvu4/PLLWbp0qdXtWrduzZw5c2jbti1t27YtPv7SSy/Rv39/unfvzq233srff//N3Llz6d69OwMHDmTixImsWrWq7p6sHRLICCFEObzcjNwztCURvmabtql9mhHm7eaEXgmhHDx4kM2bNzNlyhQAXFxcmDx5MvPnz7d7+8LCQl588UU6d+6Mv78/np6erFixgpMnT1rdrmfPnnbv36VLl+L/DwkJwd3dnRYtWlgdK9p2oL7I8mshhKhAVKAnX9zeh9UHz/Hn/ji83VyYemkkUQEehPjYBjjCOTRNIzU7Hxe9Hk+3i+PyNn/+fAoKCggPLxkZ1DQNV1dX3n33XZvbv/rqq7z11lu8+eabdO7cGQ8PDx588EGbhF4PDw+7j2c0Gov/X6fTWf276JjFYqnJU6qyi+OdFkKIGooM8OCmfh5c3T0Co0GH2SR/PhuSMynZ/Lb7LD/vOovZaOCW/s3p1syPIC9XZ3etzhQUFPDpp5/y+uuvM3LkSKu2q666ii+//JJ27dpZHV+3bh3jx48vnoqyWCwcOnSIDh061Fu/a5v8JgohRBV4m40V30jUq9PJWUyat4GY1JziYxuOJTKqYwj/ubozgZ6NM5j5+eefSU5O5tZbb8XHx8eq7ZprrmH+/Pm8+uqrVsdbt27N119/zfr16/Hz8+ONN94gLi7ugg5kJEdGCCHEBSuvoJCF66KtgpgiK/bGcTQ+wwm9qh/z589n+PDhNkEMqEBm69at7Nq1y+r4U089RY8ePRg1ahRDhgwhNDSUq666qp56XDd0mqM1Wo1EWloaPj4+pKam4u3t7ezuCCGEqEWxqTmMefsfkjLtF22b0D2C1yd1vaA2YMzJySE6OpqoqCjc3Bp3Mnl5z7Wy12+njsgUFhby9NNPExUVhdlspmXLlrz44otW6981TeOZZ54hLCwMs9nM8OHDOXz4sBN7LYQQoiGxlPN93KJpNO6v68Kpgcwrr7zC3Llzeffdd9m/fz+vvPIKc+bMsSqmM2fOHN5++23mzZvHpk2b8PDwYNSoUeTk2A4jCiGEuLj4e5gYV06dn8m9m6Ivp6ChuPA5NZBZv34948eP54orrqB58+ZMnDiRkSNHFlcY1DSNN998k6eeeorx48fTpUsXPv30U2JiYvj++++d2XUhhBANgMlFz+0DW9hdnTS4TRCtgj2d0CtRn5wayPTr14+VK1dy6NAhAP7991/Wrl3L6NGjAYiOjiY2Npbhw4cX38fHx4c+ffqwYcMGu+fMzc0lLS3N6kcIIUTj1dTfne/u7scjI9vQLtSLHs18eWdKd169tgtBXo07x0Q4efn1E088QVpaGu3atcNgMFBYWMh//vMfpk6dCkBsbCygKgWWFhISUtxW1uzZs3n++efrtuNCCCEalCZ+7tw1pBVTLmmGi16Hj7vJ2V0S9cSpIzJLly7l888/54svvmD79u188sknvPbaa3zyySfVPuesWbNITU0t/jl16lQt9lgIIURDZdDrCPB0lSDmIuPUEZlHH32UJ554guuuuw6Azp07c+LECWbPns1NN91EaGgoAHFxcYSFhRXfLy4ujm7dutk9p6urK66ujbP4kRBCCCGsOXVEJisrC73eugsGg6F4n4aoqChCQ0NZuXJlcXtaWhqbNm2ib9++9dpXIYQQQjQ8Th2RGTt2LP/5z39o1qwZHTt2ZMeOHbzxxhvccsstgNp86sEHH+Sll16idevWREVF8fTTTxMeHn7BVyIUQgghRM05NZB55513ePrpp7n77ruJj48nPDycO+64g2eeeab4No899hiZmZnMmDGDlJQUBgwYwPLlyxt9tUMhhBBCVEy2KBBCCCEakAt9i4L33nuPV199ldjYWLp27co777zDJZdcYve2F/wWBUIIIYSoO4UWjQ1HE/lh5xk2HE2k0FK3YxdLlixh5syZPPvss2zfvp2uXbsyatQo4uPj6+wxnTq1JIQQQoi6sXzPWZ7/aR9nS+0MHubjxrNjO3B5p7By7ll9b7zxBrfffjvTp08HYN68efzyyy8sWLCAJ554ok4eU0ZkhBBCiEZm+Z6z3PXZdqsgBtRu4Xd9tp3le87W+mPm5eWxbds2q2r8er2e4cOHO6zGXxskkBFCCCEakUKLxvM/7cPeJFLRsed/2lfr00wJCQkUFhZWqRp/bZBARgghhGhENkcn2YzElKYBZ1Nz2BydVH+dqkOSIyOEEKJasnILiEvP5Z/D50jLzqd/q0Ca+rkTaGcnalF/4tMdBzHVuV1lBQYGYjAYiIuLszoeFxdXXKm/LsiIjBBCiCrLzC3g591nGfb6ap75YS+v/X6Iq99fzwNf7SQurXYvkKJqgiu543dlb1dZJpOJnj17WlXjt1gsrFy5sk6r8UsgI4QQosrOpmbz2Ne7KFuJbN3RBL7edrrOl/kKxy6J8ifMxw2dg3YdavXSJVH+tf7YM2fO5KOPPuKTTz5h//793HXXXWRmZhavYqoLEsgIIYSosh//dbzqZeG6aBLSc+uxN6I0g17Hs2M7ANgEM0X/fnZsBwx6R6FO9U2ePJnXXnuNZ555hm7durFz506WL19ukwBcmySQEUIIUWVnU7MdtiVl5mFp3EXjG7zLO4Uxd1oPQn2sp49CfdyYO61HndWRAbj33ns5ceIEubm5bNq0iT59+tTZY4Ek+wohhKiGke1DWLb1tN22S6L8cXc11HOPRFmXdwpjRIdQNkcnEZ+eQ7CXmk6qi5EYZ5JARgghRJV1auJD8wB3jidmWR3X6+D/xrTHx2xyUs9EaQa9jr4tA5zdjTolU0tCCCGqLMzHzGe39WFizyYYDeobfqcIb5bd2Y/WIV5O7p24mMiIjBDi4lRYAOkxcO4QZCVCaCfwCgX3xv3ttTYFe7kyc2QbbunfnAKLhpebC/4eJsxGmVYS9UcCGSHExacgD05tgi8nQ15myfE2o2HsmyqgEeXKyS9k3ZEE7v58O7kFluLjE7pHMGtMe4KkKJ6oJzK1JIS4+KTHwOfXWAcxAId+g60L1GiNKNfZ1BxmLN5mFcQAfLvjDL/tPosmq5ZEPZFARghx8Tm+Fgoc1DnZNA8y4uy3iWLLd591WPRu7t9HOSd1ZEQ9kUBGCHHxST7uuC0nFSz59daVC9WxxEyHbXFpOVLZV9QbCWSEEBefppc6bvNvAS7m+uvLBWpAy0CHbZ0jfHCVhF9RTySQEUJcfEI6gF9z+20jXgSvuiun3lj0ivJ3mND7f2Pa4+8hdWRE/ZBARghx8fEOhxt/hNYjQXe+yqlnCEz4CJoPcG7fLhARvmaW3nEpfVuUbDwY7uPGRzf2omO4txN7JpxpzZo1jB07lvDwcHQ6Hd9//32dP6YsvxZCXJz8IuGa+ZCVoBJ/3XzAK6wksBEVigr0ZN4NPUnKzKOgUMPbzUhImb19hJNZCuHEepXA7hkCkf1AX3fTfpmZmXTt2pVbbrmFCRMm1NnjlCaBjBDi4uXmrX5EtfmYTbIdQUO170dY/jikxZQc8w6Hy1+BDuPq5CFHjx7N6NGj6+TcjsjUkhBCCNHY7PsRlt5oHcQApJ1Vx/f96Jx+1QEJZIQQQojGxFKoRmKwtwT+/LHlT6jbNQISyAghhBCNyYn1tiMxVjRIO6Nu1whIICOEEEI0JpWtTN1IKlhLICOEEEI0Jp6VrINU2ds1cLJqSQghhGhMIvup1UlpZ7GfJ6NT7ZH9av2hMzIyOHLkSPG/o6Oj2blzJ/7+/jRr1qzWHw9kREYIIYRoXPQGtcQagLJ1kc7/+/L/1kk9ma1bt9K9e3e6d+8OwMyZM+nevTvPPPNMrT9WERmREUIIIRqbDuNg0qcO6sj8t87qyAwZMgRNq98NQyWQEUIIIRqjDuOg3RX1WtnXGSSQEUIIIRorvQGiBjq7F3VKcmSEEEIIccGSQEYIIYQQFywJZIQQQogGqL6TZp2hNp6jBDJCCCFEA2I0GgHIyspyck/qXtFzLHrO1SHJvkIIIUQDYjAY8PX1JT4+HgB3d3d0urL1YC5smqaRlZVFfHw8vr6+GAzVX0klgYwQQgjRwISGhgIUBzONla+vb/FzrS4JZIQQQogGRqfTERYWRnBwMPn5+c7uTp0wGo01GokpIoGMEEII0UAZDIZaudg3ZhLICCFEJcWn55CRU4CLQU+AhxEP1+onKIoayE6B7GTQCsHNFzwCnd0j4UQSyAghRAUycwvYfjKZZ37YS3RCJnodjOwQypNXtKepv7uzu3fx0DRIOAy/PgLRf6tjoV3gyv+p/7qYnNs/4RSy/FoIISqwLyaNG+ZvJjohEwCLBsv3xjLlo42cTc12cu8uIimnYMHIkiAGIHYXLLwcko46r1/CqSSQEUKIciRl5vHSL/vstp1Ozmb36dR67tFFStNg/49qSqmswnxY8yrkZtZ/v4TTSSAjhBDlyMkv5N9ygpU1h87VY28uYvlZcORPx+0nN0Beev31RzQYEsgIIUQ5DHod/h6Ocy+a+EmOTL0wuIJ3uON2j2AwSPL1xUgCGSGEKEegpyu3D4yy26bXwahOIfXco4uUwQUumeG4fcBD4B5Qf/0RDYYEMkIIUQ6DXsc1PZpwWbtgq+Mueh3vTe1BqLebk3p2EfKLgtGvQNly/T2nQ2R/5/RJOJ1Oa+Tba6alpeHj40Nqaire3t7O7o4Q4gKVlJlLbGoOW08k42s20a2ZL8FerrgZpVhZrUiPg8I8NT3kVU7J+twMyIyHExugIEcFMJ4h4O5Xf30V9aKy12+pIyOEEJXg7+GKv4crHcJ9nN2VxiUzEY7+BX+9CCknwKcJDJkFbS63X+jO1VP9+Leo/76KBkmmloQQQjhHfg5s/xS+vU0FMQCpp+GHe2DjXMiT5dSiYhLICCGEcI6MOPj7v/bb1r8FGbK0XVRMAhkhhBDOkZWo8lzsKcxXuTBCVEACGSGEEM7h4lpBu6wIExWTQEYIIYRzuAc6Ttr1jpBdrUWlSCAjhBDCObxCYNJicPO1Pu7qBdd9Dl5hTumWuLDI8mshhBDVZ7FA5jnQCsHsC8YqbtkQ0hHu/AeOr4OzOyG0MzQfCD5NbQvfCWGHBDJCCCGqJz0W9nwDmz5QGza2GgmDHlEVeA2VvLzkpkHycbUhZGGeSvD1CgM3bzBLkTtRMQlkhBBCVF16HCy7We06XWTXV3DgJ7h9NQS1qfgchXmw7wf48T7r43u+hctfgZ43g1ESfkX5JEdGCCFE1SUctA5iiuRlwl8vqa0EKpIeByv+z37byudUnRkhKiCBjBBCiKrb/Y3jtkO/Qk5qxefISoDcdPtt+dmQIXVkRMUkkBFCCFF1rh6O21zcKpeoq68gu8FgrFqfxEVJAhkhhBBV12Wy47buN6oaMRVxDwDvcPttHoHgEVS9vomLigQyQgghqs6nGfS73/Z4QEvoexe4mCo+h1cYTFxkW8HXYISJC6WOjKgUnaZpmrM7UZfS0tLw8fEhNTUVb29vZ3dHCCHsKyyAjFjQ6R2PUjQ0WUmQFA1bF0B2EnSaCM0uBZ+Iyp+jIB/STsHur+HMNgjrCl0mqUCpMsGQaLQqe/2W5ddCCOFsSdGqHsu+70FvhO7ToNVw8It0ds/K5+6vfsK7q4J41clpseSplU4aENxeBXK56WpptgQyohIkkBFCCGdKOgaLr1ZF4YrEbIeInjBxAfg1d1bPKk+vp1qZCpZCOLoKlk6D0pMDq2fDNQugw1gwSDAjyic5MkII4SwFebD9M+sgpsiZbXBqS713qV6ln4Uf77UOYor8/ICqMyNEBSSQEUIIZ0k/C/u+c9y+68vK1WO5UGUlQnay/bbcdKkjIyrF6YHMmTNnmDZtGgEBAZjNZjp37szWrVuL2zVN45lnniEsLAyz2czw4cM5fPiwE3sshBC1qNx6K7rzPxepi/ipi8pzaiCTnJxM//79MRqN/Pbbb+zbt4/XX38dP7+SjcLmzJnD22+/zbx589i0aRMeHh6MGjWKnJwcJ/ZcCCFqgXc4dLrWcXv3aWrzxMbKPVDVi7HHzQc8guu3P+KC5NTl10888QTr1q3jn3/+sduuaRrh4eE8/PDDPPLIIwCkpqYSEhLCokWLuO666yp8DFl+LYRo0JKi4fOJkHjE+nhkf7hqbsNfuVQTFova9frLyaBZSo7rdDBpMbQZXfldtEWjU9nrt1NHZH788Ud69erFtddeS3BwMN27d+ejjz4qbo+OjiY2Npbhw4cXH/Px8aFPnz5s2GBnszIgNzeXtLQ0qx8hhGiw/KNg6tdqt+cmvSGyH1z9QeMPYkCtdooaCHeth+43qGXcXafAHWuh5TAJYkSlOPVTcuzYMebOncvMmTP5v//7P7Zs2cL999+PyWTipptuIjY2FoCQkBCr+4WEhBS3lTV79myef/75Ou+7EELUGv8ouPRO6HgV6AzgeRGV5jeaVf2YK15X9WRM7raVfoUoh1NHZCwWCz169ODll1+me/fuzJgxg9tvv5158+ZV+5yzZs0iNTW1+OfUqVO12GMhhKhDXqEXVxBTmourKq4nQYyoIqcGMmFhYXTo0MHqWPv27Tl58iQAoaGhAMTFWdcSiIuLK24ry9XVFW9vb6sfIYQQQjROTg1k+vfvz8GDB62OHTp0iMhINS8cFRVFaGgoK1euLG5PS0tj06ZN9O3bt177KoQQQoiGx6k5Mg899BD9+vXj5ZdfZtKkSWzevJkPP/yQDz/8EACdTseDDz7ISy+9ROvWrYmKiuLpp58mPDycq666ypldF0IIIUQD4NRApnfv3nz33XfMmjWLF154gaioKN58802mTp1afJvHHnuMzMxMZsyYQUpKCgMGDGD58uW4uck8qhBCCHGxc2odmfogdWSEEEKIC88FUUdGCCGEEKImpNqQEEKI6slOhbTT8O8SyE6CDuMhpBN4hzm7Z+IiIoGMEEKIqstOha0LYOVzJcd2LIbQLnD9ErWPlBD1QKaWhBBCVF3aaesgpkjsLtgyHwrz671L4uIkgYwQQoiq27XUcdvW+ZB5rv76Ii5qEsgIIYSouuwkx2256dC4F8SKBkQCGSGEEFXXYbzjtpbDwNWr/voiLmoSyAghhKi6kI4qsbcsF1cY/hy4Sd0uUT8kkBFCCFF1XmFqddLAR8DsB3oXaD0Kbl8FAa2d3TtxEZHl10IIIarHOxyGzILet6qcGFcvGYkR9U4CGSGEENVncJGaMcKpZGpJCCGEEBcsCWSEEEIIccGSqSUhhBDVk58DGbFwZhvkpEGT3mqfJfcAZ/dMXEQkkBFCCFF1eVlw5A/45lbr7Qg6jIcxr4JniPP6Ji4qMrUkhBCi6tLOwLKbbfdU2vcD7PkGLBandEtcfCSQEUIIUXV7vwfNQbCy7m3IjK/X7oiLl0wtCSGEqLrk447bMuLAUlhvXXGarCTIiIe4vaooYGBrVSjQIJfW+iSvthBCiKprPRx2fma/LaIXGM3125/6lh4Hvz0G+74vOWbyhClfQbM+YDA5rWsXG5laEkIIUXVNeoN3hO1xnQ5GvgTu/vXfp/pSWAg7FlsHMQB5GfD5NZAW45RuXawkkBFCCFF1Pk3g5l+gzeUqeAHwbwFTv1EbSjZmGXGw4V37bQW5EL2mfvtzkZOpJSGEENXjHwUTPlK5IpZ8cPUGr4tg2bUlH7KTHbcnHqu/vggJZIQQQtSAm/fFt1GkixsEtILEI/bbI/vWb38ucjK1JIQQQlSFVwiMeNF+m09TCOlUv/25yEkgI4QQQlRVZD+Y8CF4BJUcazEUbvoJfOwkQYs6I1NLQgghqsdigYyzqpZKQY6qoeIRBCYPZ/es7pl9odO1EDkAclPB4ArugWD2cXbPLjoSyAghhKi6wgK1WeTSaSqQAdC7wMCH4ZI7wOMi2DhSrz8/+iIjMM4kU0tCCCGqLvU0LB5fEsQAWArg71fg2F/O65e46EggI4QQouoOr4D8bPttq2erWitC1AOZWhJCCFF1Z3c5bkuKVlNPNZVyCrKTIC8L3ANU/o27X83PKxoVCWSEEEJUXdPejvdaCmxT872G4vbBN7dC/D71b70L9JwOAx5UVYWFOE+mloQQQlRdi6Gqkq89lz0LnkH22yojKRo+m1ASxIDKv9nykdrjqCCv+ucWjY4EMkIIIarOp6naa8m/RckxkyeMfrXmlW3PHYT0s/bbNs6D1FM1O79oVKo1tfTJJ58QGBjIFVdcAcBjjz3Ghx9+SIcOHfjyyy+JjIys1U4KIepIfrZadZKdrGp/uAdKDoKwLzsFMhPUDs9mX/AIhrAuMH05ZCVCYa7KY/EMBZcaTiuVHokpKydF1awR4rxqjci8/PLLmM1mADZs2MB7773HnDlzCAwM5KGHHqrVDgoh6kjGOVj9X3ivN3w4GN7tBUumQvIJZ/dMNDQpp+DrW+DdniWflT+fUyuTvEIgpAOEdwffZjUPYgCC2ztuc/NRex0JcV61AplTp07RqlUrAL7//nuuueYaZsyYwezZs/nnn39qtYNCiDpQmA/bFsC6N6Egt+T4iXXw+URIj3Va10QDk3EOlt4AR1eWHCvMh80fwLq3Ib8ORkeC2oGng120e98O3pLsK0pUK5Dx9PQkMTERgN9//50RI0YA4ObmRna2g7oCQoiGIz0W1r9jvy3hkPoGLgSoXJWYHfbbtnxUN/Vi/KPghm/VDtNF9AbocRP0mg5G19p/THHBqlaOzIgRI7jtttvo3r07hw4dYsyYMQDs3buX5s2b12b/hBB1IT8LctMdtyccVMtrhUg56bitILf8z1FNhHSCad+W1JHxCFQ5XBfD1geiSqo1IvPee+/Rt29fzp07xzfffENAgPpgbdu2jSlTptRqB4UQdcDFDVzK+Vbr17zeuiIaOK8wx216Q91uEOkXqXJvmveHoLYSxAi7qjUik5aWxttvv41ebx0HPffcc5w6JUPSQjR4niHQ/UY1NVCWV5j1klpxcfMJV5+HpGO2bZ0mgmdw/fdJiFKqNSITFRVFQkKCzfGkpCSioqJq3CkhRB0zusGgR6D9eOvjfs3hxh/AO9wp3RINkFcYTF0Gga2tj7caAcOfq9sRGSEqoVojMpqm2T2ekZGBm5ssixPiguAVCuPegsuehtQzqn6MZ4g6frHISTtfAyUPXL3URVunc3avGp6AVnDTLyqxNysJvMPO73vk7+yeCVG1QGbmzJkA6HQ6nnnmGdzd3YvbCgsL2bRpE926davVDgoh6pDZT/2U/bZ9MUg+Ab89DoeXg6apIGbkf6DVcDD7OLt3DY9XiPoRooGpUiCzY4dagqdpGrt378ZkKil8ZDKZ6Nq1K4888kjt9lAIIWpbWgwsvso67yP9LHxzC0z5CtqOdlrXhBBVU6VAZtWqVQBMnz6dt956C29v2w3DCgsLa6dnQghRV+L3209eBfj9SYjo4bggmxCiQalWsu/ChQttgphDhw7x+OOP06SJVFwUQjRwJzc4bstJVdVqk6LVT1ZS/fWrISvIVYUSE4+oES2Lxdk9snEqKYsDsWkciU8nPk32Y7pYVCvZt0hWVhZLlixhwYIFbNiwgV69ehXn0QghRIPl62Bj29DOMPx5+OFuOL5WHWtyCVz5BgS1B0ON/mReuNJjYcO7sHUB5GWqJddDn4R2YxtEbZfkzFz2n03nhZ/3cSA2Hb0OBrcJ4skr2tMq2MvZ3RN1rFq/lRs3buTjjz9m2bJlNGvWjP3797Nq1SoGDhxY2/0TQojaFzUQDCa1WqmITq+CmGU3Q25ayfHTm2H+CLhzrXXJ/ItFVhL88jAc+LnkWEY8/PSA2j29921gMDqvf8DxxCxuWLCZQotaUWvRYNXBc+w7m8ZXMy4lKtDTqf0TdatKU0uvv/46HTt2ZOLEifj5+bFmzRp2796NTqcrru4rhBANnnc4TPsajCUrL2k5DI7+ZR3EFMnPhk0fQEGebVtjlxFvHcSUtnq20zcYjU3N5o0/DhUHMaXFpeWy4WiiE3ol6lOVRmQef/xxHn/8cV544QUMBkNd9UkIIeqWwQRN+8E9myBun9rPJ6I3fH+H4/tE/62CHJfA+utnQ5B4xHFbTqr6oWm9daes7LxCtp9Idtj+z+EEru3ZFKNLtVJCxQWgSu/siy++yLJly4iKiuLxxx9nz549ddUvIYSoWy5G8G0GbS+HbteDT0T5K5U8glUAdLFxr2C03ejcIqg6PQR4Ot43LNjbVYKYRq5K7+6sWbM4dOgQixcvJjY2lj59+tC1a1c0TSM52XFELIQQDZ7JHfrd57i9/4PgZltyotHzDlM7T9vTYiiYnZtW0DzAk5v7OUjeBib2dN5okagf1QpTBw8ezCeffEJsbCx33303PXv2ZPDgwfTr14833nijtvsohBD1I6gdDH7C9njfe9QuzBcjiwXGvQNuZaodB7SE/g9AfqZz+lXKiA6hjOxgPZqm18EL4zsS4nURjqJdZHSao42Tqmj37t3Mnz+fL774gvj4+No4Za1IS0vDx8eH1NRUuwX8hLhQFVo0EtJzKdQ03IwG/D3kD3atyElVCa7H14JWCM0Hqikns6+ze+YcB35RSb2DHoOsBLUvV1AbsBTAH8/CDd9DaCdn95LTSVkkZuWx/kginq4GLm0RgJ+HkUBP2f/vQlXZ63eVA5n8/Hwuv/xy5s2bR+vWtvuz5OfnYzQ6dyleaRLIiMYoPi2HZdtOM39tNEmZeXSO8OGpK9vTKdwHD9eLtNaJqBvH18GiMer/vcNVzkzqacg+n05w79aLc68uUecqe/2u8tSS0Whk165d5bYLIepOUmYus77dzasrDpKUqZYD7z6TyuQPNrL1uFShFbXML1JtLAqqom/s7pIgJnIAuF9kq7hEg1OtHJlp06Yxf/782u6LEKISzqbmsPKA/enbZ3/cS3y6lGYXtcgrDKYssa65A+DTBMa/A+5+zumXEOdVawy6oKCABQsW8Oeff9KzZ088PDys2iXhV4i6U17NjOOJWWTkFCBV2etGUmYuaTkF6IEwXzNGw0WwrFdvgIiecPdGOLkREg9Dk94Q0kktWa9DmqZxLj2XQouGh6sL3uaGN+KfnpNPRm4Bep2OIE9X9Hqds7t00alWILNnzx569OgBqM0iS9Pp5E0Uoi75ujtO6tXrwOViuLjWs+zcAqITM3n9j0MqmdTNhSm9mzKpV1Oa+LtXfIILncFFTTH5OV7mXNvOpefw255YPlxzjHPpufRu7s9jl7eldbAnZpPz88DyCgo5ei6TV5cfYP2xRHzNJqb3b85V3SMI8ZYE4/pUa6uWGipJ9hWNTXRCBiP/t4b8Qttf3ZEdQnhjclc8XRveN9cL2e4zqUycu57cAusdn7s19eWdKd1o6u/h4J6iOpIy83jyu938tsd6+wO9Dr68/VL6tHD+ljh7zqRy9fvrbH4P+7cM4M3ruhPk5bhIn6icOkv2Le3IkSOsWLGC7OxsQA0DCiHqlsWi8fy4TpQdwW7iZ2Z6/+bk5lns31FUy7n0HF5dfsAmiAHYeSqFYwnOr6PS2MSm5dgEMaA2g3z6hz0kZOQ6oVclUrLyeP6nvXa/TKw7msippCwn9OriVa3xucTERCZNmsSqVavQ6XQcPnyYFi1acOutt+Ln58frr79e2/0UQpy34VgSfx86x4Kbe7M5OonEzDy6RPjgbTbywFc7+WrGpQQ08G+Dadn5ZOUV4uqix69U/ZukjFzyCjU8XV3wdHP+9AFAVl4ha48kOGxfsTeWwW2C664DuRlqjye9ETyD6u5xGpDN0Y43ejwUl0F6Tj6BdrYlSM/JJykzD71OR5i3Gy51tDVBRm4BW447zlVbeSCeHpG1kASdlwEZ59Q+DN5NQPY4tKtafykeeughjEYjJ0+epH379sXHJ0+ezMyZMyWQEaIOebm58Me+OP7cH0e3Jr74mI3MPZLA6eRsdDpwacDJhhk5+RyMS+f13w9xMDadpv7uPDi8NW1Dvdh2Ipn3Vh0hPi2X7s18eWhEG1oEeWI2Ov+Pt5vRQFZeod22OpvGK8hVGzaufgVOrgOPIOj3ILQaBp51GDg1AF5ujl9TvQ4MeusApaDAwvGkLD5cc5RVB89hNhqY1KsJ47tF0LQOcph0Oh0mg568Qvujn941DcItFkg6CuvfhUO/gdEMXa+HrtfVa57ShaJar/bvv//OihUraNKkidXx1q1bc+LEiVrpmBDCvm5NfTHodRRaNHacSrFqG9o2yGqEoyEptGj8fSiBe77YXnwsMTOPfw4n8PveWL7YfKr4+J/74/nrQDxf3H4plzo5HyLI08Q1PZqweKP9v23juobXzQPH7oaFl0Nhvvp3ZoLanbvLdXD5bHD3r5vHbQB6lPqMlzWsXTD+ZRLejydmMmHuetJyCoqPvfb7IVbsjeP9qT1qPZgJ8DBxdfdwlmw9bbd9ePtyNh+tjKQjMH9kSb0egNUvw4GfYPJn4Ne8ZudvZKo17paZmYm7u+0HIykpCVfXhj2kLcSFLtjLldeu7UrZBYIh3q48c2XHcr/NOlNcWg5Pfb/b6phBr6N/q0CrIKaIRYP/+3Y355xcF8fd1cjtA6NoGeRp03bfsFYE18U0XmYC/PJwSRBT2q6vIP1s7T9mA6Kh8X9j2tl8xkO93bh1QAvyCkpGx9Ky83h39VGrIKbI7jOp7DubVuv9czMauP+y1kQG2F4Hn7myA8HeNfhM5KarkZhsO1NXsbvh9Lbqn7uRqtaIzMCBA/n000958cUXATXMZrFYmDNnDkOHDq3VDgohrJlNLozsEMIfDw3i2+1nOJmUxWXtg+kTFUC4r9nZ3XMoOSuP5CzrC3O4rxuH49Id3udYQiZp2QUEObkuTrMADxbe3Itdp1NZsTcWX3cjE3s2JczHjeC6WGqbmw5ndzpuj14DIR1r/3EbiLVHEtl9Oo35N/Xm70PnSMxQ040Rvu48suxfPrutD/7nc2SSs/L560Aceh2MaBfI8EgXcgrhq71Z7I1J46d/YxjeLhhDDcsSWCwaSVmqkra/u4kIP3e+mnEpO0+m8Ovus4R4uzGxVxMifMw1+zKRmaCmkxzZ8zW0HQOmhvu7Xt+qFcjMmTOHyy67jK1bt5KXl8djjz3G3r17SUpKYt26dbXdRyFEGR6uLrQK9uKxy9s5uyuVZrCTu1NQqGGqICFT30DK4jQL8KBZgAdX1tVUUmk6Peh04GglqLFxX8TcjAa+33mGn3fFcGmLALzNLny5+RRH4jPQ6cBQ5qPUKtCTV0f4EnL4Szx3/QJGd8Z0n87BQZfy07FCm5GdqopJyeaHnTF8vU1NJU3u3YSxXcIJ8zUT1tnM6M5hNXuA0nQ6MJQzouPipooUimLVCmQ6derEoUOHePfdd/Hy8iIjI4MJEyZwzz33EBZWi2+oEKLR8Hc3ERngzonEkqWpZ1NziAzwwEWvo8BOPkTv5n74lVMAsNEy+0GrkXB4hW2bTqd25G7ELmnuj04HBRbNZsXY4NbWeWCh3m58PD4I/y8uh6yS1U4BcQ/Tu2l/2l35AfoaRMMxKdlM+Wij1ef25V8PsGTLKT67tQ9htT0K6h0BXafAmjn223vcBC4X4e9EOar97vr4+PDkk0+ydOlSfv31V1566SUJYoQQDgV7u/HW5G64Ga3/7CzdcpIXr7KdJvExG/nP1Z3LrWTcaLl5w+Uvq5VKZV3+X/CsYTJpAxfk5coL42w/EwEeJp4Z28Fq6kZXmIvvjvetgpgixlPr8E47XO1+aJrG8j2xVkFMkaPnMll98Fy1z+2QwQjdp0JwB9u2ThMhsFXtP+YFrtqVfZOTk5k/fz779+8HoEOHDkyfPh1//4aVSS+VfYVoOAoKLZxJyebHnTFsO5lM2xAvJvVqSoCnidi0HL7YeJKTyVkMah3EiA4hNPEz1/22JznpUJinggdDA0uUTjkJcfshM171LbSL2t/IzcfZPau+/BzISlBTJB6Od85Oy8nndFIWn208ydnUHIa1C2Jou2Ca+Fkn2OYkncLto4H2k2MBS6eJMOGjao3KJGfmMW3+JvbG2E8Y7t7Ul0W3XIJPXewBlXQcTm+GPd+oqcQeN0Fga7VZ50Wistfvak0trVmzhrFjx+Lj40OvXr0AePvtt3nhhRf46aefGDRoUJXP+d///pdZs2bxwAMP8OabbwKQk5PDww8/zFdffUVubi6jRo3i/fffJySkcX8bEaKxcjHoiQzw4N5hrcgrsGA06Is32fN1N/HsuI4UFFpwrY/aMZkJELMD1r2lLoKtR0KPG8E3smEk5lgKwVIAx9fAsVVqdMYz5MIdjSksgORjsGUhHP8b3AOgz10Q1sXuxdnbzUiHcB9evKoTBRYLri4OPhOartycEU1vrPbUg05nP7eriEGvo87CbP/m6qfdFaB3ARdZEexItUZkOnfuTN++fZk7dy6G85UGCwsLufvuu1m/fj27d++u4AzWtmzZwqRJk/D29mbo0KHFgcxdd93FL7/8wqJFi/Dx8eHee+9Fr9dXKaFYRmSEEDaykuCvF2HrAuvjbj5w658Q1MY5/Sotbi/MHwF5ZbZA6Hc/DHwYzL5O6Va1xe6GhWNUleLSetwMQx4H7+olURfk52L580VMm96x255742+4tuhXrXMDLNt6ike/3mW37e0p3euujpCo272Wjhw5wsMPP1wcxAAYDAZmzpzJkSNHqnSujIwMpk6dykcffYSfX0lJ59TUVObPn88bb7zBsGHD6NmzJwsXLmT9+vVs3LixOt0WQggl7YxtEAOQkwp/PK2mm5wpOxl+fdQ2iAFY/zZkxNV/n2oiPR5+f8o2iAHYvggyq59r4mJ0RddnBvhF2bTltb8Gzb9ltc8NMKh1EN2a2k7l9W7uR5+ohpVKcbGq1tRSjx492L9/P23btrU6vn//frp27Vqlc91zzz1cccUVDB8+nJdeeqn4+LZt28jPz2f48OHFx9q1a0ezZs3YsGEDl156qd3z5ebmkptbsqFYWlrtF0MSQtRQfo66qJk8wVT7JeQrdMjOaqAih1dATjK4ObF4TXYKnChn5Pn4WnXhzs9W+RMNfRVLbipE/+24/dAKCKvataM0o38z8m74EcvhP3Hb/w0Wowf5vW5HC+mMm2/NpuJCfNyYN60n204k88Xmk+jQMe3SSLo38yWkLmoIiSqrdCCza1fJ0Nr999/PAw88wJEjR4oDio0bN/Lee+/x3//+t9IP/tVXX7F9+3a2bNli0xYbG4vJZMLX19fqeEhICLGxtruiFpk9ezbPP/98pfsghKhHeZmQfAK2fAxxe8A/CvrcqfJS6rPkfrkJxLrzP05UXv/aXanySn57HOL3QEhnuGSGKltvvHgvrAn6II75j8V46WUUosdo8iDKxYPaeEVCdSlc4bqLoR1OARrurqmg6wzISt2GoNKBTLdu3dDpdJROqXnsscdsbnf99dczefLkCs936tQpHnjgAf744w/c3Grvl2/WrFnMnDmz+N9paWk0bdq01s4vhKiB01vg84klpfdPbYJdS+CqD6D9lWDyqJduWFqNQL/yBbttWuuR6Jydf+LmA5ED4MRa6+NNekPb0WofHu38hoWnNqvpmeuXQothDSNRuSw3H4gaopKW7WkzqkanP5OcxeQPN3I6Odvq+JVdwnh+XEcC7OyUXWlpZ+GrKRCzA6uxwyZ9YPIn4CXBjLNV+hMfHR3NsWPHiI6OLvfn2LFjlTrftm3biI+Pp0ePHri4uODi4sLff//N22+/jYuLCyEhIeTl5ZGSkmJ1v7i4OEJDQx2e19XVFW9vb6sfIUQDkHwcfrjXdv8gTYNfHoJ0xyOttc1iMEO3620b3Hyh3/3kOtjVuN6Y/WDMq2rqrbQ+d6pcE61M/yyF8N0dDXcPJg0Y8YL9ZeM9b7F9nlWQX1jIJxtO2AQxAD/vOsuxc3byjKriyB9qdVtZpzepKT7hdJUekYmMrN2twy+77DKb1U3Tp0+nXbt2PP744zRt2hSj0cjKlSu55pprADh48CAnT56kb9++tdoXIUQ9yEqCVNvNIQE15ZR6GgJqlphZWQV7f8AlqB1c9T7sWgbZSRDZD1qNQPfLw+imfku2iweaBu6u1UolrLmgtnDnWti26Pzy62C1TNlBvRQyEyDrnKoz09DkpKhKtbesgB2fwfF/1PLr3reD0R32fguDHq3WqRMz8vlmm/1dqAG+2nKSXs39qlePKCsJti503L7lY7Vs/0Ku69MIVPs3NCYmhrVr1xIfH4/FYv3t4P7776/w/l5eXnTq1MnqmIeHBwEBAcXHb731VmbOnIm/vz/e3t7cd9999O3b12GirxCiAauo0oOlsPz22mQpgD9eVNMC7ceqEYHYXbDjC05PXc3eM3q+3rYTi6YxoXsEXZr40tS/npOS9QaVQzTsKej/ABhMkHCw/PtUr75pPdBg/09w8DcY8BAMegzys2D1bPW6D5lVo3Pb296iSIFFQ9MqSIsq59xYbHfVLmYpbMCv+cWjWoHMokWLuOOOOzCZTAQEBFhFujqdrlKBTGX873//Q6/Xc80111gVxBNCXIDc/cEzGDLibdtc3MC3Wb11Rd9mFPwzW03FbP6w+PipW3fxxPKzrDtaUu5+5f54ejTz5a3rutd/MAOqom9RIrRHMLh6qd2xy3Lztb+lQUNg8oLmA9RUzJpXbdtbj6j2qf08TIztEsZnm07abb+2V9PiootVZvZXU5DL7deRofsNF149n0aoWllhTz/9NM888wypqakcP368Wjky9qxevbq4GB6Am5sb7733HklJSWRmZvLtt9+Wmx8jhGjAfJrCFW/Y/2o8/DkV5NQTi3cTcjuWWZQQNZjtCXqrIKbI9pMprDlUB/vqVJVXqHoN7bnyf+DZQP8++oTDyP+oaaSyOk+uUQDm6mJgxuCWBHjYLkHv3zKQtiHVz79Bp4P24+xPeQa1hVbDbY+Leletyr4BAQFs3ryZli3rZz67JqSyrxANSFayKlP/zxsQv08tGe7/IAS3q/fS+7kpsWgnN+K2+V3ITiJh7Kfc93sGG47ZBjIAnSN8+OjGnoT61PJux5VhsZSsRspNh3MH1chGwiEIag+DHoHANuBag4t2XcvPVkvvN76vVmO5B8Ald6iVWH41z8E8lZTFb7vPEpeWjU6vp1O4N/1aBhJcG7VeUk/D3u9g5+eATm1l0X5cw8xHakQqe/2uViDz2GOP4e/vzxNPPFGjTtYHCWSEaICyks8XxPMod+PA+pCTloBWmE+63oc7P9/J9pP2k2nbhnixcHpvwn3rMZBJPQ3R/8DBX8G3KXSfBl7hqhJu/AEozAGDWQWCPk3BeAHsx5OTphKTXUy1ugFidtJpDLG7MO5dimbyoqDbjeT5ROLpW0sjfRaL2mFbB7gHVjfpRlRBnQYyhYWFXHnllWRnZ9O5c2eMRuudP994w8HQpxNIICOEqKz5a6N58ed9dtseHN6a+4a2wmCopzotSdGwcLT1kur2Y6H3DPjiWijIKTluNMPUb6B5//rpWwOTm3QalyVTMMRZ57Lk9rqT/AEP114wI+pVne5+PXv2bFasWFG8RUHZZF8hhLgQDW8fzOINxzmemGV1PNzHjau6RdRfEJObDr8/aVsXZsBD8NX11kEMqGmbb2+H6b+q6bqLSH5eHtr2xTZBDIDr1nnQ+VqQQKZRq1Yg8/rrr7NgwQJuvvnmWu6OEEI4T2SAB5/ccgnLtp7m+51n0DQY0zmMqX2a0TywfqoOA6p+ycHfbI8X5jsuHJh2Rk19XGyBTHo87v8ucthu2PkpRPaqvw6JeletQMbV1ZX+/S/OIUwhRA1omiqKd3wtnNwEIR1VQTGfJmBwUuG5MiIDPLh/WCsm926CpkGItxuuRkP9dkIrtK3eC7ZVkava3hhpmhqRckCfl4alsBC9oZ7fw/pUWABpp+HwHxC7B5peAlEDVd7URTBLUq2/HA888ADvvPMOb7/9dm33RwjRmMXvh0VjrKvT/vE03PiDWr2ibxgXG5PRQFP/ehyBKcvVG0I6qY01SzP7qJo7ZaeWQC1tdnLitFO4+ZLfciTGvcvsNud1uBa3xhzEWCxwZhssHl8S0G1fpOoK3fwLhHYq796NQrUmfDdv3swnn3xCixYtGDt2LBMmTLD6EUIIGxnx8M0ttiX2C3JU3kc97rXU4HkEqnoxZQO7Q7/DEAerRYc+2XDryNQhV3dPtEGP2d2vqTCkC1poVyf0qh5lnIUl19uOSuWkwNfT7RegbGSqNSLj6+srAYsQomqyEtWIjKO29Bipy1FaWBe4fTWsfB5OblRF48z+0Ho4BLSCnV+AJR/0RrUsO6JHw64jU0cSMnL5dq+FW29dhX7Nq7gcWQ4md3K63ozWfRof7cjk/sZcty49Ti1ntyfhkPrdqsdik85QrUBm4cJyNtESQgh7CvPKby8nz+FCk1dQSGxaLhuOJnAiMYtekX60D/cmrCrF9IxmFcxMXAh5GaAzgFdIyd4++dkQuxvCukJol7odjSnKwTi+DhKPqGnAsC61WgemuiyaxsfrTtHSM4zB/R9E3+tGQEe+OYy3/44hJtsFi0Wr/jYFDV1FvzcFufXTDydqGNl1QojGz+yvcj9y02zb9IYGcVGsDQWFFrafTOGmBZvJLShJ2I3wNfPl7X1oFlDF3Bs3b/VTJG4vLLpCTR0UMfupfIiQjjXrvD2WQjizFRZfZX3R9A5Xj+nfovYfswq83Yx8eX0Uzdc8jOnX1cXHvYB7Bz1HXM9rG28QA+AdoX5/7G266uqlKig3ctXKkYmKiqJFixYOf4QQwobBBQY9ar+t581qxKERiEvL4bZPtloFMQBnUrJ58vs9pGXXYGVReiwsmWodxIDKO1oyTU0z1Lb0s/Dldbbf/NNi4Pt7VJVmJ/IwGWgRtwLTidU2bT5rnqOFMane+1SvDCbodZv9tgEz1cheI1etEZkHH3zQ6t/5+fns2LGD5cuX8+ijDv5QCSEubhnnVGn9ce/Ahvfg3AHwjYRLblffKNNiamXPHWc7lpBJRm6B3bZ/DieQlJmHt9lot71Cmecg+bj9tqRjkJWgpp9qU/Jx2wTtIifXq8d096vdx6yKjDhcNs9z2Oyy8zMIn1OPHapnmXFq+4qRL8GWj9X7FdQWLr1b/X/muUa/mq3ay6/tee+999i6dWuNOiSEaCQy4s/XjFmn/pCGd4eEg2rfoB43gW8zyIhTSatnd8L19pfPVkl6rLqgn94C3k2gSS+1N5FLNQOHykg6CgmHIWYn+LdkQHg33prYnge+tp/YXHakpkoqynewtyzbgZiUbGLTclh3JAEvNyP9WwUQ6GHCz6PMfk05qTXrU13TLI4DLYCMWOtNNxubvEz4/SmVJ3XpXSpXKvUUbHhXfS47XOXsHta5Ws2RGT16NLNmzZJkYCEudmlnVcn84/+UHNO7wBWvw+HfVe2Y0nT6mo/GpJ6GLyZb115xcYOpX0PTS+smmDl3CD6fCCknig/p3HwYN/VrMsa248mfDljdPMjTFW9zDf7segSCwWi/8J3BpDYzrITTyVn833e7WXOoZLWLXgcvXdWJyzuG4u9ZKpgJbO34RGY/MPtWsvN1xNULogbBgV/st3e4qvEGMaByZHR6iN0Fv5XZpsHkAe7+zulXParVd/frr7/G37/xv2hCiHIU5qsh7tJBDIClAH5+6Hw+TJnky+43qGTg6srLhD9fsC0gV5ADX0xSS7trW8oJ+PkBqyAGgJxUdEumcn1b2/14/++KdoR4uVX/MQ1u0OsW+22X3FGpfIiCAgs/7IyxCmIALBr833d7iEsvM8LiEQRdrrN/suHPg2dYZXped1y9YOhTKsAry6+5qnLbmLkHQu/b7bcNfgI8a3mqsQGq1leD7t27W20OqWkasbGxnDt3jvfff7/WOieEuABlxMPmD+23aRaI2wetR8Gh5eoi2fde6HQNeAZV/zEzz8Heb+y35Wepsu21nX+Tkw4n1ttvy4iH9LP0a+FLXHo+JhcDDw1vTZ8W/jVbQZOVoC7Olz2rXuP0s2r10CV3qDyjzIQKa4bEpGbz6YbjDtu/33GG9mGlVkmZ/WDkixDcHta/pfaB8m8Bw5+D5oOgIVTNDWgFt62E5bPgxDo1OtV5Egx5vNGshnPIzUsl0fu3gH9eU78LPk1h2FPQagS4uFZ8jgtctQKZ8ePHWwUyer2eoKAghgwZQrt27Wqtc0KIC5BWaH+JdZHMBBj7lrqN3qj+6NZ0n6XCfDXi40iGbdXgvIJC4tNz2X82jcTMPDpH+BDm44Z/2RwRRwoqqN+RncTiMU0h9jAEd8TgrwOzqXLnLu8xl89SdVyGPKGCjKwk2PkZnN4Kt/er8BQakJTpuKZPXLqdPBuPIOg6BVoNV/WAjGbwCHZukm9pLiaVOD7uXchNVSvgzP7g0fiXHgPqS8AlM6DDOPW74OIKXhdPledq/fV47rnnarkbQohGw+iuirSd/dd+e8uh6o9sbf6hNXmqXIG0M/bbw7tb/TOvoJDN0Unc9ulWcvJLkm8HtwlizsQuhHhXYvrHzVdNa+Sm223W+bfC8MFg0M7ns4R2gSlf1myEwD1Qjbyc3qJ+SjMYwVzxhdtsNNCjmR+bou0vSx7UuszImKapKbtPx6sqsUWCO8D1S9WKGWfLOAd/Pgs7Py85pneBq+ZBu9F2ty9odPR6NTp3EapSjoxer8dgMJT74+IiNfaEuKh5BMKo2fbbAlurC2Bt8wpVy0/taXapGvUpJTYtl1sWWQcxAH8fOsenG46TX1iJlUXugdD/Qftt7ceBq0dJEAMqGXP5LIeBT6XoDCqfyJ4eN1UqqTXY243HRrXF3gxXEz8zPSPLjLKkxcBn11gHMQDx++CXmRWvaqoPh1ZYBzGgRui+ux1STjunT6LeVCnq+O677xy2bdiwgbfffhuLpQZLC4UQjUNYV7jhB/jtUbXfi8EInSaqjQ296yA5VKeDlsNg0qfw+9MqAddohm43wMCHbPJvNhxNIM9BsPLp+hNM7RNJuG8FibNZidBxgqq6u+Y1tZTc1Qt6Tofet0LMXnDzA6Obym0pzIcDP0Pm8+p21ZGdCGHdYOAjsHW+Wnbs7g+9b1PLbrOT1bL2CrQO8WLxrX146Zd97D+bjkGvY2SHEB4d1ZbIspWHU0+p52bPkT/UVKGbT/WeT21Ij4N1b9hv0zT49wsY8UL99knUqyoFMuPHj7c5dvDgQZ544gl++uknpk6dygsvyAdGiIueqye0HKJK2Oemq0DGPRBM7nX3mGZf6DAemvZRq5gMJpX4aifZ8XSy4/yW9NwCCi22K45sFGTDvAEw9Rv1PAvz1GPmZcFXU2Hc23DlGyoI8G0KSdGwenaVar2QGgNZ51SCtGeQWk7+84MqaLt8NriYVTLzriVwbDVM/61Sp/U2G+nfKpD5N/UiI6cQg0GHv7sJPw87OTyONiQEFSg4e48sraD8isbJx2teRyYvQ01fnTu/nD64vcoRqsvPs6i0as8DxcTE8Oyzz/LJJ58watQodu7cSadOnWqzb0KIC51ncP3vvFuJ3JvezR0v9W4Z5IGbsRIrcVx9VD7Q59dYHw9oCZe/Al9drwr0FWl6CVz7idpvqjJSTqrl6kf+LDl29yZVM+ToX+qnNL2hykvYw30rcSEOKGfbGZOn9T5QzmD0gIheEL3afnurETULYrJTYMfn8OfTJfsZ6V3g8v+qlVFmJ45GCaAadWRSU1N5/PHHadWqFXv37mXlypX89NNPEsQIIS4YbUK8aB5g/yL+f2PaE+RViZVLLq7Q5w7b44Mfhx/usQ5iAE5thn+/VAFQRfKyYP271kEMgCUfuky2f59uU9UqptrmGapWK9kz8BHwcnIdGbMvDH/WtjYRqNVWLYbU7PznDsDv/2e9KaOlAH59BBIP1+zcolZUKZCZM2cOLVq04Oeff+bLL79k/fr1DBw4sK76JoQQdSLUx43PbuvD5R1Di5New3zceH9qj3JHa6xkJarRpkGPqhVMcH76zNNxTsm+722TZu1JPws7Ftse/3i4CpT63quqtoJ6vP4Png8q6qD4mbu/Wtbc69aSaTqzn0ro7nGD/UJ09S2oLdzwvRoNKxI1RE211WRVVW4GrHndcfu6t9TUnnAqnaZplZgMVvR6PWazmeHDh2MopwjSt99+Wyudqw1paWn4+PiQmpqKt7eTh0CFEA1KRm4+SZl55BVoeLq6EOpThaq7p7eowKLlZdD1OnWRd3FTybG/POz4fndtgJAKVm7F74f3L7XfZg6CO9dAfobKT3ExqwDK3U9VME47q3bH9o1UIxJoKs8l5aQaVfBrrpJzqxr05GerQn8FOSqI8gxrGMXwSkuPU3Vk9C5qmq2m2ydkJsAnV6r3w56wbnDDdxfFNgDOUNnrd5VyZG688UarQnhCCHEh83Q14ulazREFVx8VuBxdqX5ABTPXzC/nPl6VW7Hk4qambNLPWh83+8E18+DLyWo5d5Hw7jDhI/hyivV0R5fJ0PceWDAa8jPVMYNJVX3teHWlVjgVM5ob/u7kXiG1Oyrl6glNLnEcyDTtc3HUqGngqhTILFq0qI66IYQQFxjPEDXdsvG9kmMFuWpEJqIHnNlue58BMytXCNA3Uk1Z/TLT+ni/+9TKp9JBDEDMDvjxXuhyLax6ueT4riVq+iuyb0m+TWEe/PEMhHSqWiBzMXJxU4Hgv1/YbtTp4gqX3K6qCgunasRbggohRB0y+6hk3/4PqNVLoKY0YvfANQvUrsu6839iXb1g2NOVzynR66HtaBj1ckkCr06nVuec3mr/Pic3qqmOsrYvhi6TbI+vewtSHVRCFiX8msNNP1vn3wS2gZt+UQGncDopwyvExaAovyEjTl1IPYLV1EVNlqUWKcxXK3SKElw9Q9SoQ0NIAq1rfpEw4BHoNk3VGjG6q3wVz0AY+R+VmJufpZZcm/3UFgJpZ1RNksI89Vp5Btvftdo7HLrfCK1Hqlo8RjPklLOHFdivUZOTokYWyko5UXc1YAry1P5WGXGqGrFnkMqpyUpU/cmIBaOnek3KW97dELi4qhG2qd+qvqNTOUY+EXX7Gc/PUa+f1e9sqFpmL6xIICNEY5edDDu/gJXPq6kPUNsIXLtIzfEbajA0npuhqrv+eF9J6X1Xb1UMrtUIlWPQ2Jm91U9p5w7CsptVGX9Qoyntx6vKxovHq7L/oF77oU9CjxttE0Yz4mH1f2HbQrVrOKhqyY7odCUjQ6V5hdrfRiCkY/UrDJcnJw0O/AK/PqwKE4Ja1TX+PRXwLn+sZCmzb6SqrRPapeElDhfJzVBbIPz8gPVnfPy70OqyusmRyU6Gf5eo/aOKglP3AJi4EJr1lemsMmRqSYjG7tQWWPF/JUEMqNUYiydAyqmanTvpqLpgl94/KDcNvp4OScdqdu4LVfJx+GJySRADqgLuvu9h/dsQNajkeGGeulid3GB9jsIC2P6p2oZAK7WVQkEOtBlt/3HbjbV+j4tcerftUm6d/ny+Th0s1044CN/fWRLEgBrJWHoD+DVTO54XSTkBn10NydG134/akngEvrnF9jO+7CZVrbkunNkByx+3HmHLSlTFF1NO1s1jXsAkkBGiMctKhNUv228rzIPdX1f/3PlZsPYt+22adr7GhpPL1ztDymnHF+bdS6HtFbbH/3oJMs+V/DsjFta/Y3s7vQG6T1Urjoryb/QG6HQNdL7WeoTF5AnDn4eWw9XoThGvUDUK4lOD+iqO5GbAmlftt2kW2PONyv0pLTsZYuwkRjcEeZmwtpx9nNa/q6aAalNWEqz+j/22wnxVVLHyVVMuCjK1JERjVpBT/shI7L/q27+hGn8K8rLVt29HEg6qYMde/kcNZecVEpuWTVJmPgY9+Lu70sTPDb2jnJ/sZDUKlZuu8hs8guqutH7KccdtBbnWIyxFko6pvJLSt8tJsb1dfhZ8c5uaipr8mbqwGYxwZKUaNbj5V7hni3rfzb6qKq+LCaZ9p86nWdRxn+bgUgd//vMzIaGcardJx1TCclnxB2q/L9V0KimLlKw8cgss+HuYCIm6HI99Dqb0zh04/xmvQv2hilT0Oxu3W30JsbOH2MVKAhkhGjMXMwS2drzSJaJX9YIYUBvmhXSEuD3220M6qn1watm59Bz+3B/Py7/sJz23AIBQbzfemNSV7s38MJvK5FqknlE5PEW1XnQ6aDcORr9SNztx+5eTvGo02y+lH9jGOiHXxU3lzGQlWd/OxU1dxLZ8rH7KcveHgFa2x+srodbkCcEdHF+IA9tA6mnb46HO3+LGYrGwJyaN+7/cwfFEVa3XzajnniG9uHbqX4R+Psz2TiGdan/jSKMZAtvaTjcWCe9Rs7y2RkimloRozNz91bJfe4xmNUVRXUazyr/Q2fkzotNDn7tq95vqeYfiMpj17e7iIAYgNi2H6Yu2cDq5TLn4rET47o6SIAbUsPz+H2D5rIpXAVWHV5i6YNvT/Sb7S54HPw4eASX/9gxW2xCUdXqz2vnanjaj1YopZzJ5wKBH7Adrehe1JP3QcuvjHkEq2dfJTiRmMW3+puIgBiAn38LrfxxmbWqQ6ntpOj30mWF/RVhNmP1UwUJ7XNzURpVSmNaKBDJCNHZh3WDsO9b5Ez5N4cYfa5YnkZ8Nx9fBuHfUiooiHoHq2In1tZ4/EJ+ew9sr7U9d5BZY+Hr7aQoLS03dZCbA8X/sn2z/99Z5KbUlJ1XtjNyk1BSK3gBdp0CTHuAfVXLc5AmXPaNyajJL7cGUEa9e00tut/72fXQVXD4b2owqOabTqbybK9+oeUn+2hDQGq791HoDS89guH6JWq1V+iIc1E6V+A+0M4pUzzYcSyItu8Bu29t/HeVUn2dKDngEqlVYx9ZYJwHXlpDOMP59653SvSPU76wUMbQhU0tCNHZmX+h2HbQcClkJatWIe0DNp1XyslTFU6OburgWLf3Ny4TNH6opkK6Ta3VUJju3kKPnMhy2HzybTlZ+IV6G89/RytugUdPU6hN7ko5Bdoq6jdkXfJtXfnlw4hH47VE1WjXwEfU6GExqCe93d6o8lus+B8v5gGvHpxD9D3ScUHKOghz46QG1xcC1i9RuywYjJB6FL66DK15XxfJy0tTFziNIFejLSlLBW0G2CiSKcmSqIDuvgHMZeaRn5+NuMhDg6Yq3uQr1Ulw91ejQbX+q/uj0qi9+USrIa3YpZCepaU+zryo4VwsKLRpxaTmkZOXhYtDj724isDK7mJ+3JybFYZunq4EADyPc8rs6YDDChnfV+9HuSpUr4+Km9nfyiajhM0G9l10mqRVuWQlqNMs9sG6mQmvgbEo2qdn5ZOYV4mM2EuRpwse9/qe9JJAR4mJgMKldgGuyE3BZpvNz+Xu/sZ+D02mi/bomNeBmNBAZ4EFCRp7d9pbBHrgbSwUc5nI289PpbOuoZKeocv8/3V+yzNU7HK54AyIuAc8Am9PY8G2mLuB/vWTb5uKqRoGW3mB9PLiDdcDh4qpqr+xaon7KshTY5sIkHlXTaKe3qH+bPGDQ49BjmvWIWTnOpefywZqjfLr+BHnnR7aGtA3iP1d3JsK3kknb2SlqNO6XmSV7RflGqlG6Jr3VTtW1LC0nn1UH4nnux70kZ6mtBFoFe/LWdd1oH+qNXl/xVEy7EPvJ32Pa+/FSjwzcP71cFTMENZI54nlIOg7Rq+HnB9Xx8O5qJKWiTUErw2Cs/d/ZWhSdkMmT3+1m/VH1ZcHVRc+0SyOZ3q85TfxrOW+oAjK1JISoHqM7DHjA/ny9Tne+dH/trlgK8XHj3qH2pyFc9Dom9WqKwVDqz5pHoLp42tP6cnAPsj6Wdhq+uNa6VkdaDCyZCmmVrLnjGaJGH+zper39ZNfBj53fqbroHKFqXyV7PAJVInVpqTHw6biSIAbUyNifz8D+Xyq1XDevwMKCtcf4+J/o4iAGYPXBc9y5eCsJ6XZq1NiTdEy9XqU3vEw5AZ9PVP+tA/ti0njgq53FQQzAkfgMJn+wkdMplSsBMKB1IB5lEsXdjHqe6uuG/3fXlQQxoPbT+u4OaDMS/n6l5HjMDlh8VaOvoXQyMZM7F28rDmJATe3OXxvNF1tOkpmbX869a58EMkKI6vNvCdcstB7ZcPVWFUjLW71TAx3DvXnqiva4GUv+fPm5G/noxl409SsTOHkEqr40ucT6eMthanrG7FNyLDcdNn1ouzkgqEq0696GrOSKO5iTps4dXOpbuU4H7cep6b3SOQ4urjDwYTXVUnqFksFFLbHudat1MrV/C7Xvj08T68c8t99+gASqJknZXbTtiEvLYeH643bbdp9JIy6tEvlOWcmq7oq9JeaFebBlfq3nTSVn5jFnhf3l2xm5BazcH1ep8zT1c+fTWy8h1LtkKnRil0CCd39QUom4tMJ8NYXarG+ZB42zv2FoIxKblsvBOPu5QZ+sO05sWiWD3loiU0tCiOpz9YT2V6rE1nraaynY243rejdlWLtgzqXn4mLQEeDhSoSvGaOLne9mvk1hypcqdyQnRU03eQSqFV3psarGTEEOmLysNwYsK263mjZx97M+XpCrnntuhno9Eg7AiidhwINqZCY/W03zRK+Bb25Vgcjkz9T0kIsr7FoKG95TI0SleQargnZ971F9N7mrURt7u2ef/ddxv9Nj7e/BVEZmXgE5+XYCkPNOJGXRMcLHYTugco7i9jpuj/1X3aYW86ZyCgo5eNZxwu2m6CRu6tu8wuklo4ue7k19+WrGpSRn5ZGdX0hHn3xclpbz2p7dpYLTMrQz20hpMY749BzMJgOBnq64m+r2cpuUkUtiZh7ZeYV4uLoQ6GXCx1w3+SpH4h2/3pl5hWTl2k+arisSyAghasYJc/mebkY83Yy0CKrkPjcegeqntIRD8PPMklVN7gEw9P/UiptlN9qewzfSdu+ojHjY9AFsfF8VRnPzhavnqcBm+Sx1G52+ZITCYFQ5MkumqVGaoimfoLb2a4O4eamf8gIssF87pvgcPpWqO+JuNOCi11FgsT8NFepTieDD5KFeJ0dTK35Rtb43kdGgp4mfu8MRgnahXpXKkQEVrD3+zS42Ryfjood7+ofzgG8U+vj99u/gF2ldNblIYBse/+Zfft8Xj9GgY0L3CGaObEuId+0FcKWdTMrkzT8P89O/MeQXari66Ln+kmbcMiCKpnWQr9LEz/E5TQY95joO2sqSqSUhxMUnKVrtNVV6aXZWIvzysBq9aD/O9j7971e7OBcpyFEBzD+vqSAG1IiPX6T11E/paZZO15b8u3TeyuAnrM9dVSEdVcBiT+8ZKuemAoFerozrFm63rYmfmXCfSuQ7eQTCgIfst+l00OfOWi8gF+jpygPDW9ttc9HrGNfV/nMqKyYlm8kfbGRztJo+LLDAoq3niOt6t+M7dZkE+3+0PmbyQIvsz+/7VICTX6ixZOtpnv5+DylZ9pPUayImJZvnf9zHt9vPkF+oPlO5BRYWrj/O+6uPkJRR+9M8zfzdrabgShvfLVyt8KpHEsgIIS4+sbtVwqY9q2erpdNFXFxVXRj/MqMi6XGwca71MVdvlQMy9m3bhN+Wl0H7seBb6rjeoJZol95IsjqyEuHqD9S0XmkdJ0Box0rVy3E3ufDYqLYMbmM9ctU8wJ1PbrmkciMyoGrDjPyP9SiQ0V2t5vGNrNw5qujSFv7cP6wVhlIjL95uLiy4uTdNyuZNObDzZDLxZRKaU7Pz+fSwK2kj37DeEsBoVu9xRjzklSoH4BEIEz4kPeEMYWVer9/3xZHoYLVdTaRl57PygJ1RIeDrbadJzKz9x2we6MGC6b1o6m/92g5pG8R9l7XGz6N+t0+QqSUh6lJOmrrIFOapb8z28hsuMgWFFuLScsnOL8TNqCfYyw2TvdyWunRqi+O25GiVPzPtWzV64tdcTTu5l1nKnZtmm3sS0FoFSWteVRVu3QPUKI1HsNoY8evpMP03uGWFyp3xa67yXspOWVXV8bWw6ysY/pya3slNU0FNUV7OvQ62qCgj1MfMm5O7k5CRS0xqDgEeJoK8XMufEsmIV3lGhXkq6duvOXS/AdpcDsnHQOeidr32DHX8PAvzVS5P0d5cniFV2kvI38OVOwa35JruYZxKysTVaCDc10yIjwcuhsp9tjZFJ9k9PnfjOTJ6deW5OzdgSDmhRpZ8msLmj0FngeuXqU0+TV5QmAurXsbQbBiRAVdwNtX68xGfnkPL4NqdWostJwk7v1AjNbtuVhB1CPNh8S2XkJCRR1JmHk38zPiYjUSUM+1UVySQEaKuJEWrwmhH/lTTCL6RMOZViOxnW7/kIpGQkcuSLSeZt/oY6bkFuBnVXP4dg1vWWf6AXQEOlkeDKt5mMEKry8o/h9HdOs8FID1G1Z1JPaUK2ukN6nZ5Gep2eoMKNIJ61M7zKOLXHM4dhO/vUsXTjOaSirOuXlXam8fPw4Sfh4nWIZX4jJ47CMufgGOr1PPza64K9TXto6r1VqZib0a82jdqw3vqdTJ5QO/b1aiYV0jF9wfIy8TjzBY8fn6IyIw4lUjd9FK1eizQ/rRTWY7yrS6N9Oa+TvkYvpmu8qpAjTqNngNbF6ll5SZPFcScX/Fm6XobiQdtR0LqolicXwXn9HStu8t880BPmjt5VwyQqSUh6kbqGVh0BRz+o+RCl3ICvpikvrFfhHLyC1m4LppXVxwq3icpJ9/CgnXHeeHnvaRm1/4QuEPNBzreI6fXLeDdxH5baR6B0HqU9bH0s+p40RSPpVAFFEWfgfbjrOvF1JaInioAAHURL102v/fttlNOtSHpmKqZcvSvkueXfBy+uh7i91XuHLmZsOY1VYulaIomLxPWvQkrX6j8XljnDpbUb8nLVCvJov+GhaMhpXL1f4a0DcJUZvTGZNDz6ghfgr++Sq0My89WPzE74NPx0O8eFSTmZZQs23dxw631EA7HW1egbhnkSaBn7Qcyvu5GWgbZ35y1T5Q/Xm6Nf7xCAhkh6sLprdYFtEpb8WT5pfMbqXPpuXz8T7Tdtl92xTqs1lsnfJrB9UttE2TbXQk9p1eurL+bj/rGH97d+viG99W5y04jNr1ETf2UnaKqDd4RcMP3atVUaW2vgD531M1S+JObVLFAe1Y+77ittMx42Drfftu/X1RuL6zsFPjzeftF/zLPwbHVFZ8DCPNxY+H03lZF8cZ08Cdk30L7y9fzs9C2fQKDHis55upN/FVfsjPVg6u6lmwn0NTfzMc39STYq/ZHHU0GPXOn9rTJV2kX6sXsCZ3t7una2DT+UE0IZzj2l+O2mO3qW11DlpelArHCfJWr4NMMXGp2MUzNzie3wHGdktjUHFpWdjk1kJSZR3pOPnqdDl93I15uVeif0VXt+XP7KvUtPitRrfwp2s8mO0XlfYAKDopqx2Scg7x00BnUbX2awJSvVDG65GjwClcF73ybwvTlahQuPVZNb3iG2Bayqy0GFzUqc+daNSqSlaiWdHuG1F7glJupps4K81Wg5+rr+LapZ6AgT02v6nTg5mddfLBIdrIaQbJHs6jnYW/peU6aKiJYNF2Xdka97r1uOV+IUQfH18DOL+HIH9BtKujLv6KbXAz0ifLn94cGEZ2QRVp2Pv3CLJiWrXd4H93pzeRcNZ9U16ZY3PyINYTz4t/JdI9M4LlxnRjaLoQwXzcifM3Vyx3JSlT7U+n0Kt/KzpT0icQsPvrnKPNv6k1SRh6nU7JoHuCBt5sLD3y1g5cndCG8gvI/FzoJZISoC45K1IO6uOgquQGhMySfgG0LVRXW3DRVmK3/Q6rwXQ123jWbyn/OPpXcmDCvoJD9Z9N5+oc97Dqdik4Hw9oF89QVHYgKtD/EbpeLq7pIlr5QWiwQfwB+e1ztoQOqcuvYt1VtmF8fURsE6l2gw9UwdJbaAXzNK2oaSSuEzpPVrtX+UdY7Xdc1vaHu6vkkn1D1crZ/oqZRvEJh0KMwYw18WGbFVZPeMPhxVcL/1EZ1rMVQGP0KBLax3tKioi0s7O3VlXAYVswqyT2L6Anj31VB0aqXIXaXuvC3HgmTPoWzOysMYoq4GPRE+LmXBB2ZiSpJ2UEdGc0zlL9P5vP0ykBy8gtJy1FbW1zZtQm/7Irh7VVH0DSNSb2aMrl3s8rXdCnIVVPQvz6iprF0ejWNOeo/NoGdl9mFlQfOsfLAOUK9TbQN8WbP2bTiFVJmY+Mfkmn8z1AIZ2g/Vl1Y7Ol3f93kLNSG1BiVm7D2fyU7Q2fEqwvH9sWQXcmcBTv83U1cEuVnt62Jn5mgSu5UHJ2QxcR569l1OhVQ17KV++O5dt56ziTXcKQr9SQsGFkSxIAaVTl3ED4dq4IYUKMIe5adT/R0VyMy6WfVa7XhHfj9KcdbBlxoUk6rhN6N75XksaTHqpo70avVZpBFDCZVVHDpDSVBDKhk4Pkjbfda8giCsK72HzewjW0+UcpJWDDKOvcs6ZgatVgyVQUxoEZzDi2HH++1XxOosjwCoO+9Dpstfe7i5VVniU/PJS1HjSwZDToGtg7iyR/2EpeWS3x6Hu+uOsr//jjEmZSsyj1u4hFYeLkKYoqfz2/qWJmcnyBPV5qdD5Bi0/L4+3BCcRDTI9KXgHpeCu0MEsgIURe8w2HSYtvVIh3GQ+drK/0Nsd7lpMCer+23bXi3ZBuCavDzMPHatd1oUWbUJMjLlQU3967UqqXM3ALeXnm4uPBXaQkZefx1oPr9o7AQdn6hLoql9bgR1r9lPwcj6ZhKrPUpMwqy/0fb81yocpLh4K/22/55XeX+FGk/FvZ8a3/qNCcFdi2z3reoaC8sv+bWt/WOgOu+sF61pGlw4Bfb/LKuU9Rokb39kNJi4OSG8p5dxUI6wICZ1iNJOh3a4CeIJoITiSXBiauLnrnTenLsXIbNab7beYbMXDt9LCs3Q9UysrfnV0a8GokqJdjbjfk39SK4zBeB5gHuvDmpG34edbNNQUMiU0tC1AWjWRVAu3erWu2QkwIRvdSQfF0ke9aW8nYnzs9SF7UaaObvzpczLuVkUhZH4jOI9HeneaAH4b6VK1qWnlPApmjHidIrD8QzqVdTXI3VmLrLS1MXiYBWaiqpaEsDTYPV/3V8v8wE4m9aS26BBRcdBJvyMfyvjfpWXXaX6mpIyMglO68Qg15HkJcJo6E6zy3z/KaUmkpSLkpyTjmlEll1OjAH2O4jBWqqDdTIRKcJalotL0tVNd7/o8qdufoDlVcUNUiNjDhy5A8yu9xIUr4Rg15HoKcbpoCWqrZO8nE1bRTQUk3N+kRY3zc/Cw6tsD1nSEfY/qmaAu1xI4R2OT+CsQL2fqfe067XqzyiUgoLC4lPSafAAq4GCPb3td9n73C49C5VxffkRjXN07QPOo9ATLnufH9PADtPphLgYaJDuBcHzqZxz5c7bU6jaXA2NZs29pa152WpAK0oWD6xzvFreGi5yvkplZDeOsSLH+7pT3RCJieSsmgV7Ekzf/f6LWngRBLICFFXjG6qXL1f3VQzrRNm+1M/xSrKaaiEEG83Qrzd6N286gGdi0GHv4fJ4QqnEG9XXCq5r44Ngyt0ngQtBsHKl+DwcnVBvO5LFXyW3p36vJQBz7LWcxyvfLydU0nZ+HuYuLN/BFfff5yg1D3V68d5GbkF/HsqhRd+2sfBuHQ8XV244dJIbu7fvGoXqKRjarpw/4/q+bS8DEa8AIUF8NsjcGqzyhfqNFHtxF02udYzGGb8raY2Pp+oXgf/Fmpbhc6T1H03fQhmb7VKyCPI4V5LmkcIi7ac49W/TuBhMjClZyi3DYwi1D9cBQyR/Rw/D4PJfkHJ3DRVfK/zRFj3llrObTBBh3Fw3edwYoNNEJOQksZ3O84wb62qfNvEz8xjw6MY2CoAPx9v28fwDFY/we2LD6Vk5XI6KZ0P/zlM+1Bf9saksOl4Ijf2bU6Ytxtn7RSq83K1kweWfELl9uz9Ro3CXDVXJZLb+bypk4SrYLKMMF8zYb5mynkFGy2dptkbL2080tLS8PHxITU1FW9vOx9QIUSJxKPwyZX2l85G9IRrP6nXzSHt+W77aR5ysCPxz/cNoFNFOzSXJ+GwypEpfRFpOQxCO6uLZCkFLUbwVdOneGqF7TL7Sd1DeGpEc7z9q18t7O+D8dy00LYCcZ8of96b2oNAz0rkPqSchI+G2S5jNnmoHbi/mGQ9heHfAqZ+bRXMaEnH0a18HvZ+a3N6bfSraO3GoP9fx5L7D38OltrZdBPIv/EXei3Osqo2272JNx9c34lg/wqCaIAzO+CjIdbHul4PvabDojG20zG+kTDta5Vvc156ejov/3aQL7fbTkM+N6YVU/u2wGisOPF8w9EErv94k82MY4cwb16e0Imr3rNe7RTha+az2/pYJ6SnnIaFo6zzqUI7qwDxj6ftP/AdayGsc4X9awwqe/1uoBP1QgincHFXF7iyIzM+TWD8e1WqEFtXBrQO4qpu1tMOOh08fWX74qTHainIg3+X2H4TPrYKwnvY7IcU1/0+5vxtPydn6Y44EvOqvzItPj2H536yX1RuU3RS5ZKaNQ32/WC/FkteJuz5BtqNtT6edEyt8iktP9NuEAOgW/0yWn6pkYfQzmgGk8pbKavvPRTmZdM+1HqJ/Y7TaZxKdlxm34p/FIx40ea8rP2f/ZySlBNwZrvVoYSsAr7aYf99e33lceJTMyvsxtmULP7z6367aVP7zqaRnJlPi1JF6nzdjcyb1sN2Vd3xNbZJ4bG7wewL7cdbH9fpVDVhv+qvHGysZGpJCFEi8SDsP78XUNweNUIR2kXljfz+JAx7uvJl4+tIkJcrz47rwB2DW7D+aCJmo56+LQII8narWTn2zHiIXmV7XNPguxkwYT7nrlhIZqEBvQ7S8zTSchwnkkafSyMq1M4oQ0EeZCWoaR5Xb3Cz/aaZlVtIdILjC+qW40l0bepb/vPJy4CDvzluP74Oet5sG6QcWgGdrin+pxZ/AIeTddnJ6HJSyRnzNmSnYGw7EsOyaaqw4PVL4Mw2VWogogccXI7bule5JPxlNpapi7j+aAI9W4bZf4zSzL6qYGHbMWofqYJsVaG59C7mZR38VW2eeT6n5FRipt0ABCA9t4DU7Hwi7DcXy8q3sOeM4xV8a48k8P713VmxN46WwZ50CPOmqW+ZEbSCfBVo2vPzgzDsGRg4U71PJncVSHuGlLsvV3x6DgWFGiYXfeVG7BoJCWSEECVMnrBlnvppPVIFMevfUkmOACNfcm7/zvNzN+HnbqJ9WC1OF7u42VbGPS9z+ByOeA3gle8OsvFYIp6uLnx8U69yT+dttjN6lXpa7Zi9/ROVvNryMhj+vNpsslTBQRe9DqNBZ3d1FkBAZVai6F3AXE4ektnPeufmIu6Btrcrj4sbMw91wuSi4wpPGGH2VVsMbHxP7UlkKVRbEGgWLG3HkGonvSmwKitr3LzUT9E+TolHVB9Lb8tQ9vmUSoz1rKBwosml4pE0g06H2WggO9/+KqRAT1fahfnQLqycaU69XuXd2GMphB2fQrfr1TYIFUjMyGX1wXO8ufIQp5KyaRXsyWOj2nJJlD++dbC/U0MjU0tCiBKewSW1Ow7/Dv+8VhLEhHUt/8J4ofMIhEtm2B6P6M2RiPFMnLeB9UcTsWiQllPAxmNJdHcwKuLnbiTcp8w34rQY+OwatYw9N11drA7/Dh8NhaSjVjf19zQxtku43XMbDTp6RlYin8Rohr53O27vOlmt6imryySrf2q+kQ4DPK3ZpWQYvPl1Tyzf7zzLh5uS0S49f+EtzFfTJPH71OgToOtzBz/ts175ZtDr6NvKwQW9MnyaqVEaR7pZr6IK9XHF30Hg1KWJD/7uFX+/D/YyMbGn/SrNOh1c1q4S+2npDaoSsSN973Uc6JSSlVvAgrXRPLzsX04lqSnHI/EZzFi8jZ/+jSG/sBJLvi9wEsgIIayNfVONzJTmGQyXPQeWetwPyRmC2kOPm60Onbt8Lv9dftBmdOST9cd5cHhrm/odZqOB+dO6ElJ2g8CYHSUF9UoryIFVL6n6Iee5m1x4eGRbWgVbvw8GvY73p/as/KqloHaqAGNZHSeoirWJR6yPj3zJ5uJp8W6CNmmx7Yo173C48i3u+6kkMXzR1HZqabe9InQ9bwbNwnd3lNSd0evgnWs7EOJRg0rXLiY1FdZ8kG3bsKdsnk+ojxfzp3XFvUyl6SAvV96c2BF/e6uWynAvTOf2fhF0DLe+rU4Hr0zoRJCukjWE/Jqr6dqy2oxS+2RVQkJGLvPW2F8l9sryg8Sn5VauLxcwWbUkhChxbLXagG/QIyrxM+WEuhh6BMEfz6qS72Fd6rdPuZmQcVblqrj5gmcd7B5dWsoplSB74BfQCjne9WGGvrHGbl5FEz8zr13blfSsHLYfT6BlkDt9ogIJ83LBxVymXsjXtzouNmh0h3u3gY/1KExcWg6H49LZcDSRUB83BrUJIsTbDTejQe1nVJirlo0X1VzRNFU0TSsAk5fKv8lOUaNBB3+FwjyVX+LTVO0ZlXISDv2ugo92Y9SIm3cYKUkJZBfqcNFpBAUGkp+ThSH9DLrja9TKtia9sYR15f9WpbNka0myavQjbdF9NUUVfQzpACfWqxyZyH6qMN2pTVgmzOf1tYkEe5sY3DaUEE8DZg9vVUclP0ct5/aoxmqvpOOQdlrl+Lh6qufp5ge+tiMnBfn5nE3JZEt0AofjM+ne1JdOTXwJDyhnKqggt6QYn6bBwtGcnvgzKXiRllOITgcR3ka8DyzFN/csDH+mcv3OSVWVkg/+pqb62oxWCb3l7JKelp1PZl4BLnodsak5jH3Xcd2ZGq/kc6LKXr8lR0YIUcLooTa1/Or6ko0OD61QFzyo/1VLSdGwbZHaCbkgF1qNUEGWX0sw1lFfivYriugBgD4hAw+TCxm5tpsbnk7OZvXBeJ7o58WIqKZqU8X4VeAxCCgTyJTNPSnN1cu6cux5RTV3BrQudVFLOwuHt8CaV9WUVEArGPS4CjAP/qamrrISIbIvXPasyr8J6aB+SvMIUCMCpVZjZSSf48DRWF75/Sh7z6YT5mPmvkFNGNjSj4Cg1hDUuvi2r/28yyqIAdD0LuhMnrDqPyo4C+uq9p/aNE8FUa1HoNe78GjIVjUCddxNJQYf2Qp/vQAJh9QS7qFPQtM+lS8eaSlU20Yc/VvdLz8HDq6A7tfbvbmL0UjTIF+aBvlW7vzJJ9TWE7u/Vu9T50nkXbOIzOxc3lobw4bjqfiYjdzS05crQ1tAhp0VVI4UFSgMalvhTbPyCjgSl8GcFQfZcTKZIC9XZgxqwewJnXnyu91Y7ATbRkPjn3iRERkhRInU0/DBQPvFuII7wE0/lvtNsVYlHlVVYstu2OfqDbf+blWcrC5l5+YzZ8UhFq4/brf9l/v60/HTLpBbajphwEy14qT0bsVnd6nX1p5hT8OAhxzvz1UkJx22zoc/n7VtG/6cymc6tLzkmN5F7cLdtHf55wW0ggL+3HeG27+wLeR3y6XhPDS4KV5+JcHYwTMJjHpnk9XtlszowyWpv6H7wcH+RFOWqJVwfzxVcqzVCIgaCH+UGcEY+RL0vq1yRRgTjsCHg22Tl0M6w9Rlakfz6ko5CfNHqFGTIp7B7Bn7CxM+PUpeofWO7gNb+PC/Ce0IDKx+DSFH1h9JYOp829o1V3YOo1mAO++vts61ahnkyZIZlxJYyX3MGhqpIyOEqDqvMJj8hVrBU5rZD66ZX39BDKj6H/Z2Hc5NU3VDMhxvVVCbzK5GpvdvTvsw29Lyj1/eluDsY9ZBDKhVO2Xrt/g2VSMNZUX0VgmpFQUxoPa6Wj3bftvfc6D7NOtjlgL47VHb/YnsiEtJ46mfD9ttW7gphoQydXHCPAzMGtHc6tjmI3EQOUCteCuryxQ16nCuTH2cI3+oLQlMZWqs/PWimiarSF6Weu72VmDF7VZbhFSXpRB2LbUOYoDU7nfx4qpzNkEMwD/HUjmZWc3q0uWIT8/hye/32J3i/Hn3WXo197Oqau1tduHd67tfsEFMVcjUUnWlnFbz00azSnoToi6lxpyvmeGqitPVFb1B7Ql190a1oiZuHzTroy5O9VnRtyAX9juosQGqb4MeBc+Amj9WYrSa/nDzdrhKpFmABx9M68HBuAz+3BePr7uRcV3DCM4+RtDaZ+Gu9efLxmuqXP/W+WpEyb9FyUnMfmpVVLsr1BRFTqraRDSorf3S+/ZkxqvkYHvys9T7N+wpNWoVt0c9TswOyEkDdzuvVX6O2j9LZyC30IU4B4mhmgapWXlqdKIwH4weePuGMqUnDGkXyk87z5CcXcgtXd3Q/foojJkD/e6DPd+pPnWeCB7BahftzteqzTlLO71F5WKd2VZyrCBXBTL2tviwWNRrUeTIH2AwqgJ/TS9RfTzwk9p+YddXKrCqzkat2Sl2V3alh1zCpj9SHN5t5YEEekTWwmez9GPmFJRbWyguNYdXr+3C5ugkejTzo2+LACL8zo9mZZxTQa3ZR035NTISyFRVyimI2wtr31CbnAW1g8GPgX/Lmg1fCmFPWoxaWbLmVTh3UFU2Hfiwmuapq4DGxagep88ddXP+ytDpVb6OIyYPuzklVZJ8Qm0ouOUjyE6GZv1h0MPgEwlutkXHmgV40izAkxEdzgcd5w6qLzPDnoTfn1aBg29T6P8g9LnT+kJbxOyrfqq7maShgtL5br7qwpuZAM0uhcmL1ehV2dEeiwWSo1U+zcHfwORBk953sOT6/ty07CQ5+dYjDTvub4dvykb4802VZBzaGQY/hrdfFN4RwbSNOH/RTo1Rz/vt7tDzNrjsabX0+of74NCv0Ooy+xV4Te4qh6YyzzctRo2SbFuk7tPhKrjuM0APOz+D9W+rL5idJsKl96gNGKu727zeYHdqS68VYDLo7Y7IAHi51f6ltaI9xLzMRq7sEs7V3Uv9XUiPU0HehnfVZ7zFUDXl6dfCZv+pC5nkyFRFZqIqZLXyedu2qz+ADleDsfEP44l6kpcNe78Ge/kGI/+jpiPs7VbcWBxfC4scLEEd/ITKQ6nu71vycfjtCbURYmkubjD9V7WvVEVyMuDon/D1zdiM9w96VC3jtrNipkaSjsHC0TZTHQB4R8CQWfBjqc+LwaQq7Da9VAULRRIOqz2Ycq2r0xY07cefHf/Lnd+XJPH+eksb2p/4HN26/1k/nk4Hkz6D9ldaH9+6UFWmtWfyYvjnDTVKVPo81y+FLyYX15sBzm9WuVo9ryJpMfDZRIjfa31ejyCY8KHa1NJSqm5KRA8YPxeC29nvT2XsWgbf3mZ1KLvfozyTOpZl207bvcuKBwfRNtTOLtc1kJadz92fb2ftkQSbNhe9jr8eGWK9RUdmAvx4Pxz8xfrGRjPctrJWdmava5IjUxeyEh3PT6+YpZb+CVFb0k7DCjs5FaDyB7Js/6A1Kl7h0OMm2+NhXaHrdaCrwXew9FjbIAbUtM0fz6iR14pkxsLyx22DGFAjtvkV79lTZUYP9aWpbA6T0QyjX1HfvEsrzINVs62no3IzYfV/bYIYAJdT6+lujiewVA2cdr6F6Na/ZXNbNA1+ewwSy9QwaXUZNLeT1Nx+LHiGWQcxAKP+C/t+tA5iXFzh2k/V7Us7udE2iIGS5fJtLrc+fma7GnmqLosFfJupkYxSMpoO4dpeTWnqbztac9+wVlgs9kdqasLbbOSF8R2t3htQceDr13YlqGwuTMoJ2yAGID9b/V3JrmStmwtA4xlbqg+pp+0Pf4Ja5ZGVZLVrrBA1kp2k8ijsKchRF+PA1vbbL3SWQvjzRRj6uApadnyuAoOOE9Q3yZ8egqvfr35+2qEVjtuOr1V/7CuSnWJ/ZARU/xMOV2pJbZWknVYX/dtWwv6fVNXc0M7Qarj6MmWv4N7pzepzVLSUOTcFDvzs8CGCo7/jtXEP89WuFAZGmtGdO2AdZFj15wzkpJCSlUeBRcPH7ILRtxmMfx8SDqhNOPUuqtS+fwt11Z3wkXp87wiVnOwdDtmj1DLxM1shvBt0vFrVutHr1WtckAuuPrDzc8evzaEVcOldKqApbdfS8zky1Si6l52s8nq6XofW8yY48CvodKT7d+aej7fw7NgOnEvPZXN0Er7uRoa1C+afwwl8tzOG9uG1X7ulRZAnP9zTn3VHEll1MJ5mAe5M7NGECF8zZmOZ51fePlvHVqkEdfOFWV+mLKcGMrNnz+bbb7/lwIEDmM1m+vXrxyuvvELbtiW//Dk5OTz88MN89dVX5ObmMmrUKN5//31CQpywcV1F89PV+UURwhFdBZ8nfWP+HqIDoxHe7wOhXeGKV0FnhG0LYekN5wOYGgwolx3RKE3vUrn8m4pef5c6mGbWGVQi8db50PtWVWguN0MlPxdtJWFzH736KTmg+uYgaVind2HImQ8Z5HoOfaI7BI0pt0ua3sAN8zeTmVvA8A4hTLs0kqZ+TdH5NYOWw9WNSueodJmk8leKjqXHqqTerAT1vmalqFo5eqOqabTxfdXe7/7y3zcXk0potTnuqp5zdej0YPYjxrsrf8aaOWF6EA2NKehIzszj3i920CLQgw7h3sSm5nLvFzvILbDwwGWtqvd4lRDh586k3u5M7NkEfXl5My7lLFs3GKn2a9IAOXVq6e+//+aee+5h48aN/PHHH+Tn5zNy5EgyM0uGZB966CF++uknli1bxt9//01MTAwTJkxwToe9QtVqAHvK2Y9EiGox+1vnB1i1+dXvUuj6pteX7J8T+y/MHwkfD1Ub6YGacqrJ8283upy2K9W3/4q4+UBgG/ttRne1pLi2eQSWVL3dMl+NFqx+GVoOc3yfNqOtC8u5B9rsP2Sl1XDYsRj93m9g52K0wNaOA4jgDhSYfNh9JpVjCZl8uOYY495dy4nELNWu19tPtC06lp+tdrFeMFIl6W6aBxvehkVj4Ohfajr/5EaVG7R6ttrmwJGOE+yPQnSfVv1kX3c/zg5/h6m/5PDMitPMX3ecBetOsO1kCpd3VEnfxxIy+XnXWVYdjCe3QI1cjexYyVVoNVBuEANqdZwjHSfYX8V2gXJqILN8+XJuvvlmOnbsSNeuXVm0aBEnT55k2za1BC81NZX58+fzxhtvMGzYMHr27MnChQtZv349Gzc6+PZRl0xeMP4925EXFzd1vKJdYoWoioAWcNVc22/2ehc1dO/jIMhpLAJbQ1c7lVmD2kH3G8BQgxFQN38Y8LDtca9QVevFqxKbGPpHwfh3bZez6vQw7h1VObe26Qwqp6T06LDeBdCp1WxleQSpjSNLj1S4mODSu62XhhfpeYuansor+TKpuZhh7Fu2o1QmTxj7ts2qnpSsfN5eeZisPDujI2WlnVF5Nvas+D+I7F/y707XqL+xbe0EoaFd1LLrkxusj3eerJZ9V5NmsbDiSLbNsuc5vx3kvstaE2pnz6u7BrcgyLMBLPrwDoPBj9se9wpTSeEmd9u2C1SDWrV05MgRWrduze7du+nUqRN//fUXl112GcnJyfj6+hbfLjIykgcffJCHHnrI5hy5ubnk5pbUQkhLS6Np06a1s2rpxHqVBBjSAbYvVstiQ7uoOfxDv0OroWq+WojakpehPnM7v1DL/gPbQI8bwCsC3H2d3buKFRaquXiDSe1/U1UZ51TZ+s0fQX6GCmyaXVo7tZtSTkJW8vmkVw0wgHeIKvkPKgcGrfwvKHmZKndu11KVxOrXXI0aeIZWLhiqqjPb4K//qFyQwytUom2LwefrqsSpC//+H9VIRtM+6u/T8llww3cq8Cot9bTKB9q9TI0u9ZwOiYdVbsrxtWrn6jaXY/EMQa/Tq6Xl2z5RSaQRPVVtmF1LsbS7khbvxFid2tVFz+pHhhDma2d6o7Dg/GfC9fzqqSGOn++9O1XgVZgLbl5qBV+Lweo9OfCLyp1pPVKNOJk8VU7Lnq/V/3e/UY3EbP8Mrnpf7S3l4mZbeK8cyampTPtkF3tjbBOjuzf14b/XdGHD0URWHTyHn7uRqX0iaebvTohPOVNgeZlqWs/Vu+J0hZrKSlajWVs+VAnR7cer0bv6rAlVAxfcXksWi4UHH3yQ/v3706lTJwBiY2MxmUxWQQxASEgIsbH2k+xmz57N88/bWR5dG3R6+G6G+iW58g217DDhKMztpwpqtXK8cZcQ1WLyVKX4L3tWXXBNnuoPe0OnaSpQ2Pm5SsJ081EF0sK7V21DQM8g9dOkt0o4NVZy1+fK0OnV3kib5qkLYNRg6HEjZCSo2htb56vH7HGjKqNvbwTM5KESeof8nyosZ/Ks3T7a9NkAR1dC9Gq1ksanCSSfVKM/G+fC9k/Vhd27idqqYNXLaiTFXs6PZlGBQJNLVLvJC34+/+Uwsr8K6LKS1fRm9CqV79LpGhWU5mVA6imVnGtnp2u9TmebgmGxqCBox2JVv8fsr0aGLnvWfkmL+3eqL4ub5qqlxKPOP5fls9TS7JbD1HT+xvfVxdq/BVz3hVpar9NB+lmw5Kv+Hl8HK59Vz6X/A2pUz+xb8cuNDoODKZwdp1J58rs9fHpzd67p2QSTQY9r2YTb0rKS1GjX2jchI1YVmex9q0pLqKuaLu5+4N4Twt5Tr0Vltnu4ADWYQOaee+5hz549rF27tkbnmTVrFjNnziz+d9GITK3wjlB/qPIy4NsZ1m0+TRrVnKNoYAwuld9AryFIOgofD1cBQpHov1Vuy2XPVn3apbaDt7QYWP1KSc4NqFL22z+Fm35Smx6mnl+CfWYbBLWHad84ns4z/D97Zx3l1NW18d+NZybjrjAM7u5WoAUKhQKFQpECFVoKdX0rb929pUopFC9OgRZ3d3cZxt0ler8/zswkmSSUenm/PGvNWjMnN+dK7uTsu/ezn0f5+xybfyt8Q0U2ojxfBAMgSt0j54vfTaUuSrRyYh8kfY17J/+K4B2VZNrHqoKy7LNCRC6p8sHs4cOiA2n+nc5zKDVwx/dY9aGAs/TE0FbRBPvW+MxyzwvPIsdOvEubRaDY+WHBkanCw0cEB2j3Z/axdS8I7aCzPwvy79EFzvM3GyEy5Xum2cfq9oY+r8LCMaINO/2ocAG/+XVoO+FXs4SBAf6MbBfHsRT33YOjO8Tjo7+O4KCiGA7MELIJVUg/KsjrE38RkgJ/JZSq/ykBvJr4V+jITJkyhVWrVrF582ZiY+0CUpGRkZhMJgoKCpy2z8zMJDLSPZlKq9Xi7+/v9POnwS9CpChrPt0o1TDkK6+yrxdegOii2fiacxBThUOzBC/in0ZxpnMQU4WKArHY9HnZeTz7tFgA/+lKvCFS6Mg4diHZrHBhI7aurqV29EFkd/kvOWYHzoa5ArZ/5BzEAOz7Bnq/5PLULtts7vWzrCZY/yKlNVSAI/11PNDWH63sIFVRUSg4L+7kBA79ALW72MssWn9ht+AYxIAo3RkioE5P1zlC60OTwc5BDMCFjaIbKqqV8/iGl1y9sDygSXQAzWJcyd+t4gJJDL/OcmlpFmx+3XXcXAY/PSrEVr343fhHQzRZlpk6dSrLli1jy5YtJCQ413DbtGmDWq1m48aNDBs2DICzZ89y9epVOnXq9PcfsFIjGP2Tdoh0dM45kSqvSg964YUXIoA585Pn10//BFHN/7r926wiM6HSem6BrhLD0wdBg1vFk3n6UdEhc2GDWNBr4tAPotvjt2STLCbBh1D7Xh852VhSWeax8zhsNplSkwWNSoFWpYKE7vDgHpFVUSjAZqNIH8v+LJlGw3oQfuI7VOXZFMXeRFbt23hgWTZfjzHbzQPL8wSPBCC6NcS2Fcd47hfY+SmMWyn4J1d3Q0xbzNkXULqzFQDIu4TOWsILAxpikyFKa6J1QDExK4bBxHXkm5RIEgQaC0RJzBOyTmMZuxKryYgivCHqsx7unzlDYexywUM6OEsEU02HCuXihWPcv+fwXLjpBTi11D4m24QbeU3eUA1kFJbz+upT3NM1gfwyE+tOZoIEfZtE4qdT8c7PZ/hydCvMNtCoFPjpPHBeUvaLIDikLvR7S5Txsk7DmidFi3lFvsf7qqw4H0mhRu/7Ozhm/0/wjwYyDz30EPPmzWPFihX4+flV814CAgLQ6/UEBARwzz338PjjjxMcHIy/vz9Tp06lU6dOdOzY8R86aknUqWPaCL8brV/l2P9OT74XXvxhXCtz8VdlNWw2wcs5/qMoWfjHCFJscKIrH0K2CY+00AaiFJN/RXAWuj4uhOXcHuNvOO6KIsHb2PuV4IXU6gotR0FAvPsUf1EaXN4uOEVKFbS7HzmmLSkmH346msaWc9lE+GmZ0DWBRkGgt5mEd1H2WQhrhKHtPZzPt/LEbjMDGz9KiB8cSDKxc9MVN0cui8zGLV+LxfTSFhE43fyq4KIcXShUgs2lghx7frP7c5Qkcnt/yJmiQPZcSqbEaOXWer4QpCJ1+Bp2ny5j6eHzqBQSn/YPIdD9LOKIZBk5+QDaCz9jDmmIud292G56Ge3ml503tJrITk/iamgPlB1aopRslCkMxOeeJ6osz9Psv3Hc8big3Gzl0YVHSAwz0LVeKLIs88OuK4T7a3l1UFNm701m27lsAn3UjO1Yi7rhBiIDapabZGF9gUJ4exWni+Br8m5BRnYDY24y8sXN+Jz6EZtaT0Xre7FFNMcn2Jv5r4l/tGtJ8rD4f//994wfPx6wC+LNnz/fSRDPU2mpJv5UryWrSRAXfxzr/EWn1IinhNpdPL7VCy/+38BYAssfEJkXd5i07a/hBGSdFryPmtL7t7whnuAd+RBZZ8SCsn+687a+oUIavyxX/J87ov970P6+X39oMZUJ1+mfpjqPa3xhws+u516YKjyCsk7Zx/RBXBi+iWGzL1BYbs+GjGwTyZvNMlD8ONbZU0ihwjpiDk8fCWfJEedGiE6JIXwysiXhfpUkZHM5ZJyAxRPsPKAqNB0G3Z4UnZlVp5N9Cc1X7V3MHvN6vMm7WW1ZcNjZKiM6QMcHI1pw94z91aaKT3SPZHLOaygveQiKRi0U17tKOV1SYBw+B+X59agOf1+9WXb/b3nmZCybzjmXLeuF+/JDfy1RC2tYFID4bj4yV3RnVUFSwNSD7lvQa2D69ku8vvq001ioQcOcezow5ru95JQ4q73f3bkWk3skEuEYzBQkwYmlsOFl58m1/nD3Sgis7eSbZsq9imbe7cJB3QHm+rdh7vfe/5tg5obwWpJl2e1PVRADoNPpmDZtGnl5eZSWlrJ06dLrDmL+dBRnwvIHXZ/WrCZYNklE2V548f8dWoPgmLhrW2455q9x7S7Lh1WPu/UPYv0LrnwQm8U1iAGRkdj7FaQdcR4PayAExq4n81qaBWsedx03lcKKh8Q+qo/DJhY4xyAGKGr1AK9szHAKYgCe7+KHYuUU5yCm8nyUP03lpW7O5QeDVsULAxrZgxgQi/ixha5BDMCJJaKZwQGFyiAqer3hvJ3GQEp4D5cgBiCtsIKlh1Lp19T+Pf3dgVzSO/7XvaBoyzGijOVo/yLb0P70ENZ299nH/KI4pWroEsQAnM8qZcVVHbZaNTyeEnsJHZki5/ZwQTi/vvb4W5pEUj/C+bo+178hn2w87xLEAMzalUR2zXFTOWx81XVyY5HQ0TEWVw+ZTSZsh35wCWIA1Od+QpF79rqO+/8T/ndpzH8FitKcbjgnFCYLwpbf/49I2QsvrongROFcfHiO6DLRB4rOlJjWf013X0U+XN3l/jVZhuS9yMF1MFltaJQKpPPrPc91drXwMrq8Wby31VhhRvhrAoQWo5DVzzzpkr2oRsZx0YZb1eFUlgOHZrpsVhDTk+2bXAmgenO+eL87lGbjZyvk0d6JKGQLWq2e3o0iqF3liGy1iJJaWS4cq+z46fGsUDK2meGX/0DyblFaimsvMmsqPYfTjagNveg47hc0ez5BWXgVc/MxLL3gOZm/+ng6r9/elJVHRQBRUGbm/p+LmDFqHeHnF6C4sAF8QpA7TkbKOQsb/us6SXk+krkMhn4HSiVGn2jmbDO6bleJ+ccKGDb4v4QZHxdib03vEBypPV8IAcmFo0W5seujQtJAaxCBZFWLtmOQajGBVWi9xAf78O24tpSbLNTxlwCZElnD00uOA3Brs0i61QuluMLCt9sukV1i4pcTGTR1JAgn7/XsV5W8T9wv5nKwWbEaTeiOz/N4nprDM7HU7oxK/cc7+SrMQrRQp3YOBUwWG0oFKH+vIvLfDG8g81sgW39tg7/lMLzw4l8PSRLicD2ehQ4Pio4U3Z/YQVgTv1Iht1hMfL/jMjsv5NC/aSR3WE14pN7KNhFsjV4KyNdue7dZhWDhyWVwdSfEtP11I0+nBU12za4AsicfHE+LYSUUsswj5V8gFachN7gVSXMzGCvg6kmhi2M1w03/gYSb4OaXhcjn5teErESv54Wysc0KW98VZpN1emMxDOb++eeIC9LzbO/XifSFIpue0nTP7utWm+yiv3IqvYTH1mn4esh9+IfUAUmFyRCDtmZbd83zvbwdSlKR203GbPNMeLXaZGSfIFH+QxKqxpknBJHZP1qQmNWVgnjmcsg+JwjcOWcgvpMgcitU4qH04ExBWm/QHxL6UksyQcEJ5K0iAAxqOZoLTzfnXIU/ey7lse5kFkG+aj6/qzW5pSaOpRQ4H5w7DygQAdR9m6EwSXwO5nK0TYfBuBXw43jIOuHyFoXNjOUPMkJS8ss4nV7E4oOpyLLMsDaxNI7yR6WQ2HUxl1XH0gn21TC2Uzy1Q3wJ9Pl3a1d5A5nfAv8YQX5zZ7bmGyYEnrzwwgs7lKq/Rqq/JnQBQsU245jbl9P8W/L20jNYbTJ7LuUy9L7eKLe86X6uhJuE19L1OANnnoDv+9sl/c+vh9GLRPnGXdARkuhcctOHQLPhsO1dp838s/bTKq4Fh5OdS2VmXQiqKi2rmtAFgMYX6dAsAJF1MkTA8FkiG1GVTfaPFkHMvOHO5YsTS4S2SvsHhI5O5fnUf3AMSoVEcn45Dy0WZY1AHzWvDmrCogPO+jFV6N0onN0XXTNKg1pE47/xWXtX25RjQtSuosB1Eo0vkj4QDs8Up5d7keFdl7LlrPu26UHNIwja+iKcX2MfbH4ndJ4idIhUlfehxQSXtsKCUfbP6Px60VGUvA92f25///l1QtNmxUOQtNMeXibt4tL4w0z4fj9phfb1YOmhVB66KZHhbWqUT+M9NKfctwl2fGTvIgOkc78gRzRBunM2fNba5S0VzUaj0/x+C4TkvDKeW3qMHRfsn8+6U5l0SAjmpdsa88Sio9XjSw6l8FDPutzfow4B+r9YhfgP4MbIG/1bYAiHvm70FCRJeJF4y0peePHPwDcUBn4snnBroLT1/Sw9Z8ZqE0+xKklC5RPgVpEWtQ90f9zzE7QjSrJg6X1OvkSAIDl3nOy6vUIFt30m9KiqoFQJQbga5qBBhz7ntZsj0aqcv6KzjWq4xY0eCQjl25rHUpIJOz8WNipVaDxU8IDccDA48L3QeglrWD2kVyuY2svZzbmgzExuqYke9V2NO/31KsZ0rMWKI868lAYRfnRICIb0I9VjSqXCfas7wE3PozQ66M6YSqgbbqBpjGtmL8Jfy4BmUagqavBnji0UJT9HlGTAknucA02tvwjwHIMYgIlrRUaoShywEoV93uXjjZecgpgqTNt8sdo8shpqA7SvIaIa1VJo2TgEMVWQMk+KY+//vtO4JbYD8h8kyh9IyncKYqqw93Iex1IK6dPImTs0bcsF0gvK/9A+/2p4MzK/BWo9NBsG4Q1F6jX/MkQ0he5PQWjd3++w6oUXXvxxRDWDB3bAjk8EX8YQhrnz46zOiuLjn+0ifPd1rwMnlwthtYRucHS+IAvX6iSyI+tfFgKXv5ZJKssV7c81cegH6PksjFoAuz4T3LqYNtD9CQhy0yUTGCfUXY/MF63jSjW0mUiDyADWPNyNb7ZdZPelPEINGsLIEwHR3T8Jqfu8ixBST/A+ci5AmZtsxfl1QrrfECne6xcuvKE84dhC6P8u/DAIoltzOqOEAc2iaB4bwDfbLpFaUE6TKH/a1gqic2IIA5pHMWvXFUqMFvo0iuDWZpEE+2q4t1sCa46no5AkhrSOoVfDcD7bfIE36g3E58CXAKiK04TNwZ1zhFhiznnBr2o9Di5vQxEYX31YpsR+fLH9Kg/0SORSdimrj6Vjstro1TCcbvVCeW31WT5rfCdhyTWMIw/PEb5TVRyYgmTXjFar0XBqpeu18IsUQn41kBfZjZ+XHvJ4CdeezKRxtENGL2mbULWu3RV2TxNB8MBPYNcnnj+HI/OQRy9GCq4Daj0Vre6B+v3QB/9Os1hZJrfUxIJ9Vz1u8uP+ZB7omciG01lO46uPp9Mw6i8sDf9BeAOZ3wpdANTqDCN+EHVWje/vM8Pzwgsv/lwoNaK7aMAHYCoCpYYzuRJPz3J+mtaqlUJRdfXropzQZIjgiGQcg3kjBI9EloVBoc0qFrmQ+q4mkG64LdXY8jbcvUoEEBaj+I64lllhYLxoe247HlCAbyhqSSLRH14Z3JTiCgtqpYQ+/zisnAJBCYLT4hMmzCJXPCS0cEbMdp1btolOsdMrBeG30UD35fEqmMvsflG6AIwWKzd/tI2BzSN5ZVATJAnMFhtPLDrKlF71aBbjz0M9E7HJEOanQadSMu67ffRtEsHLtzXBJsv8fCKDfh9vp31CMFZHx2jZKgxRz/4sTChrdxOB3+rHBKk5obsIQGQZm1JDYbmVKfMO0yI2gAHNo1ArJfZcymPGzstEB+ix1czIhSSKbNThOXBxk/i8G90mfhzlAZRa12wWCDKw1bUzSZYUmK2eeSrlZitc3CKI3O0nCTXlr7oIYnXfN8W96hsmzDA9wVIBChUlo1eDJGGoarnOvQCXt4lMkX8MtLhTlBANbrqwKgrtprMlmVi6vuaaLXKA0WJD5cZbqtz0a/zQfxbeQOb3Quf/15IXvfDCi98HjV78AIE+ZWhVCqcv7/l7k5h0Z1/Y8aFYFLa95/z+Wl3EE/vhyqDg6DyoewsM/ty5LKQPFgtIzdZuEP5HAbHXZUxYDaVSzFcDOrUSXZUZoSlMlL/yL8OSe2uct4cHqti2wl7hSGUnTOepwljytJsMBIjAbmelPcClzdTv64dCglXHMlh1zK5R8/moVpxMK2LKvMNOb68fYWDG+HYM+GwH03dccXrt9haR+B3d5HzMWj9BrN33rfNxqPWi9FZJbNVd3crQVmPZcg6OphRytIb/0YAG/gRdnWUf8A0VmaVFdzu3vG9/HwZ8KAKXi5XHcmq5oAfsr3EMChU0vE10mznAUHiOTnVC2H3JvbXAzQ1DYdkQIclxfhNMXC1eOLNK/AA0GSYIxmdWu52DBv2RfMMwOHK1sk7DD4Od77k9n4uurPr9nInpFcXiM//l2eqhMJUP/Zs8wpHkAre77Nskgh3nXbN6jq30/0Z4ayFeeOHF/yzC/LQ807+h01hSXjkl2jDkere4vkGlhZtfg7XPO49fWAdXtjuP+UXCwI/c77j7M+KJ+8+GIQL6vuH+tV4vuLZyK9VCrfigw/jS+6Dnc5Wq5DUQ10FkMRwsJvzMOdzb1bkk5q9TER2k58strjybc5klzN93lSk9E53GE0J9aV2rRrnu+GLo48b5GpB7PivsBaqQc572fnk0iHAN2EJ8NYxppkNzziHL0mYCbHvfOYgBkaH65Rlo5xAIlmRBQBzU7u687SfNRKaohvZR+IZH+U//+i4cJoAe9UOJIcuuK2YqFE0irWpYKJxcIqw6Ipu5nrw+CDpNdSacF6aKoKRm4CzLsHKqq3dUSbpTEAOgOPID/RoGEhfsanQZHaCjX9NIvt+V5DTerW4otUOukU38F8CbkfHCCy/+Z6FTKxnaKoZ64QY+Wn+OpNwy6oYbOF8eRKtb34fza0UmoDxf2Ah0f1IYDbrTpNnzhXBTruo6UiggoYfQnNn0OmQeF4thj2chrt1fU3JWacVTfEgibHoT8i4IjkyvF0S5SRcgFryyXHE+7e+Fre84C8Jln4GLm+Ge9bDzE+GBpDEIDkfj28W16PKoyCYZS4nMP8jYjv1oHhfAV1svkl5QwVN9G/DT0TQPBwmLD6aw6IFOqJQSNhmMFist44L4fPMF3rzlY/wPfi46u4JqiWs6drk4zlzBkSnv+gyq0ERUumCk/MtQmo0c24GIsDA+uTOW9adzWHggGZPFxoBmEUxoridekQ1tJ4pzl5TCF69mtq0KFqMoIdbtLTy2uj+NfPxHpH5vio6mg5Wk54SeoPGHsSuQD8xAOrUMkKBBf+r6mVgxuTOfb77Anst5BOiFRUGf2mqiZ7YTWa/oloL3M60TTD0gsn27pwnCcXQbsJhFOfD4jyJos1SIzEqnKYIr5AhjkbCTAOHtF1pPfFZphwQ5PfWQKK1W4ewa3KHWssHMufsn5h7M5KejacgyDGgexdiOtVAqJYa1jmHruWz8dWomdk3glsYRdp+ufyn+UYuCvwN/qkWBF178S1ButpJRWMG6kxmk5JfRvV4YTWMDiHLxePGiCgVlJirMNvQapWglLUwWAnblhYCtsuNJCev+I0TxaiKsIYxfbRezc0RFYaVRpe7aujPlhcL9++Qy8Z5GtwnnZj/XkpJHWMxQlCJ8pSwVYp+BcXYfp5JssbAplLB8MlzwIP4X30m0ZhuLK40q/UWm4qbnhMnh1T0iYKrXV3AyYtuTrKuP2WYjzKDl1VWnWHTQffu1SiGx8bGuxO97FZRqbI1u57wpEIvFRiPFVZTn14ouocaDsflGIJXn2s9HF8iijAieXnqSCZ1r82hbLVqljZRSFfcvTeJSThk7n+yCOv8CsiwRFBqJZuEIGDZDXNtza4QpY+PB8E0Pz9dx6Lci2DCXgS4Yef3zSPunQ8u7RNu2UiuCvo2vAjK2qYdRlOUAkuAmfdocFEoKer9HYUhLlJZyYrXlsP0DEVim7BeO3WENBddn79fQ4xnBi5FtYn6FQmR7rBZhYwAik+eOtpBxHOYOJ/2WrzhaGsjOFAvx/gr61FIRfeBdtHW7QYdJ9u03vibKaO6gUGF87DyZJi0yEOGvQ6dWkllUQVZxBbnFJhGnh/oS5KPB4MkM8y/G9a7f3kDGCy9uMFSYrWw9l82Dcw5ic/jvjQ3SM/++jsRVKbl64RkFKaJctOox5/HQ+qLb6IfBrhL+3Z8W2ZbrcbF2h/ICIUpXU6o+riMMnwn+1ynfkLwPZg9x7rzR+sPYZYIP44g9X7qUF6rR4UHo81/BRQGRyakogNm3i1JLFZQaGDkXQhtDkL3EsvF0JvfMOuB26l4NwnmvbR4hS0ZUj8mt70aKagGrHewbJAl50BdIl7fa1YZVWk4N28yts664nbt+hIF5HZIIXVfpZTXoc9ENtGySUNCtwm2fiNKSOysGgCn7xeddCduFDSjmDHO7qZzQA+uQb1H5VwacBanISyciXd3jvOG4FeKzmDNUZEuqoPaBu34U13p6b/t4QByMXep0HB6Rf4WkvHJG/Zjm1PatVEh8PSSe7rX0aMIdsjhX98CMvu7niu8siOgO/k7pheXcM3M/p9Kd1etfHdyEoa1i/pFg5obwWvLCCy9+O7KKjUyZd8gpiAFIyS/n9dWnKTF6kMf3wg5TsfOCWoWcc+KJ+q5FzuO+YdDk9t8fxIDoHnHnt5O8R7SAX6sLqgp5V4TZY832YWOR0EbJd+Y3UPdmUYaoCZ9gIX6ndsjgyTYR2JU4t95iNcGiCWB11hKpH6aneayraKBWpeDJmxMJ2fCE07h0aJawDnDsrpFlpJUPCVmLKliMRGZuo38j18yWQoLXeocResCBm2Q1i9KMYxADwkvrpudczx1EGa2G15IcXBc5tr3rtiot9HkZlc7OKTLrg+Dm1wUHyREaP2GY6hjEgMj6LJ4gsmeOKEwW1hBFv+7TV6yP4dXtxS7aNVabzOTlyWRKNfhHvuGiw7YmlGohD6CxP/CYLFa+33HZJYgBeGnFSdKLrtHl9i+AN5DxwosbDEeTCzy2fq4/lUFeqTeQ+VWcW+vZ1uDE4kpLhUDxdN1iJAz5WnA4ygt+/z6PzPH82r6vXQMIdyjLhcLKck58Z0FYrVKNzb8iXq9CRTEcmA53LYR29wluj9YPWowSreF7vhFZmOrtC12DgSqYSoRmjQPiTn3LtOENmXJTImF+WvRqJTc3DmfZgx1JPPiGKLW1HgctR4uMBAiDzAa3Os8t24RJZ93eotwVVJvgbS/wavM8XhnYgNcGN2baXa14qGciyyc2pvnJdyHvkv398R3gYGW3ktZP+ERFtxKeV5e2CKXl+E4iaAuuIzI4vV506ShTnlqJPORr5B7PCCK3Wo9cvx/yxPVYUw46kWxtJTlIGSdg4joRLKr1olQmSe61hUCQcY2FohPKERc3iGv/K8gvNbHJg6qxyWrjZGYN0brza4UIX7cnxLGp9YI3dOdcoW/kQA7OLTExd69nfZm1JzI8vvZvgJfs64UXNxgKylx1Lapgk8FivbYfz++GsVSQFC9uFJ0gdW6CkDpuW4b/NFQUiX2eWycW03q3CD7IH+0I8mS8CIIIKluFgq4kwaXNMH+kWASvR/HXE2p2lTiiouhX/aIAwa+o319wMDKOi8W6zXi49QPY+Iqziq3VCOnH4Juegptx1yLByUg9DDP6Ca5PuwlwaLbgZHiS0Xc8RkfkXybuq3o83PFRRowdh6xQ4yeXELxuDHR9BFqNEIupQi24RQVJQlFYXYPEGlJXcEgMEcIFvMkQCIghILAePRUh7D6fxZmUYrrUCSYiyBe9poZWjKQQ3Jq+b4hSTfJesWjf9B84tQJOrxJ8mIIkQQL2jwGVXpBwr+4RWbiY1tCwP4qNL2Ot1Q3GrECSJKzl+aiX3ocq5yzUdRDAk62w+lEIbwoDPwT960Jzxp37uiNMZSIr45hRk2WR9dr6nsjc1O8LflFclUPJLDKy+UwWeo2S3g3Dr3mLFNRwSqckS5QVa3URwYzGVxCbl94vSog2+/eEDSi9hlZMbqnn75x/A7yBjBde3GBoXSvI42u1Q3ww6P6Cf2tTqSDALptkl3bf+g7EtIM7fxBPfH82yguFSu76F+xjW94SXR23ffrbCLI1UbeXZ1XV6NaCF7JyivN4g1tFV9DvRZOhws/IHRJ7gUPpwiMC4kRn1ayBzuULn2BhcukY4OmDxaKYtFMEOTXRdJj4DKv0ZB7aJ97vKeCKaOL8d8MBcHg2mt0fEr/7w8qxgdD/baE67Ci9v/VtIQzX7x34+WmH84mFfm/Dgrucs0m6QGyjVzDxx6NczBZCdZ9tS6ZeuC8zx71HTM45SK/UrynNhWHTRQdWVVdPFXo+K7q3Nr1u5+B0fAgaD4I5w5wDCr8oGLsU5aon4OcnAYeSRa3OTqUYWW3AFtMWReoBmOHQxj9pu+gAc+eFpVCKfdR8LbCWyABurrSe2PEhcr1biO73Ht2/Olm9WaivltggPSn57u0CWsTUuDfr3Sy0kpJ2ulgsENPWqavOV6OkQ0Iwey+7D/D7NPoLH1b+BHhLS154cYMhKkBHr4ZuVDyBVwY1IdxP5/a1P4TidFh2v6sRYup+0Y1h/QvKWQVJzkFMFc79YhcV+70IqgWx7VzHJQXc/KoogThCHwRt7nblRPwWxLR2T+pUaUWGxZ2uS01YzUIIryYHoywPlt4DNofPQaEQXVHuPOC0/mIxd2zRlWXo87L7/TYb4apMHFIXwhs7j5lKRGnFjX8Q+76G8jwoc9B16TRFWAA4BjEAFQXolozjuW7OQfv5rFLeW3eOsuHz7YMXN0HmKdcgBoTCstbgfJ5t7oaFY1wDiuJ0oZDc/x3ncYUKer8MOjtnR9YEYL75LRGcOOL0T6I05QZyu/sg7aDrC7e85qyXA0jn16G8sJaHHTyu8kpNPHlLg5rvBqBngzAMmhrLeXCieNCoCUkhgk2H7rpAHw0vDGjsVtW3abQ/9cL/3er13kDGCy9uMAT7anl7aDOe6duAYF+RZm8eG8DCSR1pW/svcmA/s8Zz6ePAd9cum/weyLKziFtN7P7cvaLu9SIoQTzFd35EcGFAiMGNXy38kHLPi6yMQiUyKfdudE+a/S3wjxadRR0eEEGBJAnOwn2bIbjur78fRACTf9n9a7kXXV2kg+sIPkzzkSJgUiiFWeaIH2DdCyJ70Ph2SOxdLYnPnXPtAYpfpBCs6zhZeDk54tgi0fXUdqKYR5Kg6xOw90uPhy/v+xa5z2viD32Q8KrLOed+44IkGvq5kkxXncgm16KFdvcL0bhGt4kgyRMOzxECgE2GQZ3eoj296n71ixKu6VWLeuohcR6RlUJ1ib1g/BpRTi226+ZklJqYddGXinFrsdUfIMph9ftjNFuwNRqMPGy6yHpENofoVsgDPoCOk5GLMuzt+1EtYcxSUeba/ZnLYUv7vuH+ZvYlum6Ege3ns/l0ZMtq48wQXw2TeyYypFUMZ9JqZFP8IuDO2cL6oiqTWKsL3LtBXPcaqB9hYNnkLnSqE4wkgZ9WxQM96jD97raE+/8FD0d/IrylJS+8uAER5KNhSOsYutULxSILh+IQgwZfSwEUZgvdD0uFEGwzhP/x0s+1ggZj8fV13FwLVotYKNIOCzJrdGuRGj+51DX7AGLsj+4zqLZoqW5zNyALLkdQLXGu3Z+2K7/qguwLtRtkFFZwOaeEk2lF1ArxoXGUP1EBehRunm4JiBUZny6PiOyW1g90ARQU5JNZamPPxSw0SgUdE8MI1Uv4KUwiM5WyXyy6YQ3FYlSzVFAFc4V4ui/JEATXgFgylNHQ4y1oV1nS0QZglWVibnlDcEmSdgmOjEorMl0VxdDvLVGashjhyFzY8F/BM3FEYTLseF9wdgZ+KHRRtAb3n1clpLJcbJHNkCauqxy5Np9LYa2oslqqhsUmY7baIDTR7mPlaZ8hiYJDVJot+CcBcWAIQ+7yGGnRfThdauBKvoXGYRrqKNIIvPQTWVI0B9vOJr/MTLs4P6KzdhMS1khkcHZ/DiioXacHzUMVWPShaLtMRb66B3xD0MR1ZH2SicbBrYjp+Zzg/ITUJcdQn5EzLvPD3Q8Q03Ro5cmp4MQy2ORe2ZjyfNQK+4lbbTJLDqWy93Ied7aL48EedSkxWlh2OIW1JzP5aEQzNp3J5FJ2KQ2j/EkM8yUqIEqU19pVun2rfcEnCHNhBqqKSyKLJctQpycKfQjNYqP4ckwbykxWFBKEGDSo/0in3t8EbyDjhRc3GMwWGwev5jP++31UmO0LwdKxdQkp+AVpw3+dv/mbDhclg8BY18muF3X7VH6Ju0FMm2sbIv4arBZIPQhzhjgb94U3EYvnj+PEIuSI2t1EeeSPQmcQP1UoShNKvzs+dN6u3X3CYbqGVP3VvDLGTN/L1Tz78fnrVcy/tyONo/2R3AU/Kq1TYJmTl88HGy4y/5A9WNSqLrHzwfoYVt+LlOZAMlXphOeTJMGVHc7zKjUiMFoxuXpIjmlDyJDvaPHpGcpM9nvl1ONNkPd8gXR+nf39CiX0fQtS9gkdnZqoWUaqd7PwoXL0D7rldeTa3ZFyXa0LAOTE3ijK8+y8kpHzxfVwJClXH4+KUlUwsuxcAooP9sGgBn6uLOH4RyPHd3I+FxB8nzvnCa+l7DP2cY0B7lrIFwd8mHvA3rUVF6znmzGvM/abA+Q4kFtnDK9Pz9T5KBaPrx6TFCo6TN4DKycjOapAK9XcPPQ7pOQrsOGl6uEwnxDm3L4II0r4vFLrp9NU5KBauA+PQa7VhSsl9iW6sNxMVICOlPxyPlhnz2LFB/vwyqAmjJ95kDyH444J1DP33g7UDvV1ut8sBamo9n2FtOtTp/2p2k/C0ulhAoNiCbzBpKi8pSUvvLjBkFFUwYTv9zsFMcE+Gpr7FSKtf8m1BHRiEVze/Md2GtbQdSEDsaD2e+vaara/huI0mDvM1X046yQcmiXahR2h1IiMxl9hAZBzzjWIAWEmmH7UaaigzMTTi486BTEAReUWxs/cT0aha1nEHfYlFTgFMQC3Nw3Bd+8nzkEMiCzbiinQ6SHXiTo84JKpkVIPotr9Cc/fbC+L3d0xFt3Zpa4Lv80qlH2bjXDlfjS8DXxq6JREtRAZD0dc2IDc4UH3BpY+IchNh8HCsfaxE4udPY8cUN5mEnNPuBJbX+qfSHi2Q5t46iHo+R9X/lK/t2Djy85BDICpBGnBXfyns3PwnZxXzosrTnNXx/jqsQh/LU0UV1HULP10fxrpwPfOQQyA1Yy0ZKJoJXdEWS5Ra8YTKTu02O//FhJvcp8tVWmh+1O8udW+/by9V5nSy7UEOfmmRF5cccIpiAFILSjn4QWHySt1DhIVOWdcghgAad/XKLOOu4zfCPAGMl54cYPhVHoR5WbnssqUHvEoaxoGOmLPV54VTq8H/lFCj6PtvXZRr6gWMP5nt/X234Tss6I85Q5n1wghuirtjfiOgt9xvborvwXlBeI6VSEgDgLj7SWlPV8IfkUl8kpN7Lnkvssju9h4XSJi+fn5fLUz1WV8VBM9+lML3L/JUiE6dWIqn+z9IkUmpUF/0RHU8zmR6YhqA4B0bAGDE5W0igugXe0gJrfWoajp8lwFWRYtyc1HCX5NYC3Bsej3lqvycFG6aOluMarS3gGyOr/EF0etWO5eg1ynp9hOUiA3uBXzuFV8dtRKcfcXxdy+YaKLyy8K+r9nJyUbwuGWN5E6T0Gj0eKrEUFV3XADs8a1oEOkAhbeBS1GQ/sHqGhwO9LFjTDuJ6EhAyKoCWsk9ILcoaIQXdElmkT7UTvEB5/KfRxIyqdZTCANo/zoWCeY0S2CCTvqhvNT/xY4/IP7uW0WuLRJdGk1H2V/ACi4ii73dPX9ZEvsw9zTMvLYFchNhop7Lag2cq0uyOPXsDpFx8DmIshRKSTig/V0SQzmuzEtqBMqgjA/nYpa1+hkOpZS6KQrZSnNQ7oGh4k9X2Ip/pP5bn8DvKUlL7y4wZDpZoGM8AEp+RqiVaXZooRzvci7LATQ8q9AaEOh3RJUC/q9IUosslU8dbvzHfoVZBVVkJxfzqXsEuqFG2hWlIHHKrzNKmr7w6aLbovME/DTI6IU4cE1+XfDXA6lWcJnp9kdkHtB7Du0AZz+SSjwWuzX3jEj5g4FZb/eyWW22sgpdi2raCSL+3JLFUpz4I7vwVwqFu2ss1g0/iinHICs08JzaMC74BOClLQXXzUs7nwVrGYUPuHXJmcXpUH3JyCpPQTEiPP3jxHcpdyLIiAOawjmMkrP70Lf5zWkbk+AzYpREcXiI4dYcgTe6f8OTW8WsdGBTHh2RirRQXpGD+2KX+txgoPjEwxlhaTXGYI2vi+ypQJJrcWoCyMqeQNP9uzM+E5xWGzgo7QRSgEUZ4hW8dRDYDGi9TGIlvzLW2HgJ2ApB0klAoqaXXYOUJRmMat/I+SME5iC6nKyNIDDeRoSQn14qGci+WVmWsUFkmV6g8iUPk6fPUieg+/4ziTVu5u0IjPns0qo1cSH+EANCVsfFTwbpQYsRqy6IDZdKOBcOvyn+3Nos4+DuRxbVGuWX7TxxsYrLH6wMyse6oJCggC9GoNORaPYIL4c05oykxWtUkFe+bU1XsorKuDkBijLRRndGqnrY3Blp2u5FpBKs2uc540BbyDjhRc3GFrEBrqMbUmq4NaEnkgXNrp/U1z769dAyTgOc+8QC0YVQuvDqPmi5TYw7jcfcxWS88oY//1+LmYL3oNWpWDLmPp4dBkyhItFeflk5/H6/dyXL/4IfEKh88MiWJp3p30RlCTRtdPjOafyir9eha9G6VFILP46PK/89Fo61vZn6VHnxSOlRKJxYC27kWBNBMXD112FImxQbSzj16HMOY20cLRTW7FcuzvyoM+Qvr4JpbEyezRyPnJsB6SkHe7njmsnBACreC6+oXDXYpHtSdlXvVlR/2ls9+nN4+8cwGgR1+qlgRra1g5m8cEURsxx5ckMbR1NwJFvYHelxYDGF8vIhbzz8ymWH7Nn2Po2DGVazwg001oT7Sgy1/sl0e00e1A12VsC5PaTkBK6w5ed7Nvet0V8XjVbuyshhTcmdPbt1dcr4JYPIH4gAz7dUX0+ADc3CufliYeI+cahtGosEpmWrFPOk0a15OLAH7lv1kEu5dhLpZH+Or6f8AmNlOnVAao66ziTOvtSr/gAuq8fqxZbVAL9W0wgduiDfL/zCrP3iHsgNlDP3Ps68OiCIxxOLqie+4eJ7VwI0VXQqhQEll4SPKGqa1X3ZqR71sPX3VwCPTm+0x8rE/9D8JaWvPDiBkNMkJ7W8YFOY2tPZIjSgrsMiVIN3Z+6vi+o/CuwYLRzEAOCO7LyYdfx34CCMhNPLjpaHcQAGC02dmVrscR3cf+mLo8JUTxHKFRCd8WdQ/AfgUotAqdt7zl/wcsy7J4m9ucgihbhr+Xh3vXcTnVrs0hCDRq3rzlC72vgwZ6JaJTOX8Uf7y0mr+t/3b5HjmopymBVsvb5V1CaCpEWjHTRRpGubIM9X2Adv9I+mHIIqcczIsNVEwGxIqBzJOuW5sD8EdDegcuiUJERdysPLzjitOh/tOE8E7skoFW5zu2vVzGsZSTqPQ5ChKZSVPPu4MHWzq7tU9v7opo3zFkpV62H8EbCD6pGx5q072uRTQuuYx88tkAoGrtD7e4iI+FwvdIThjJ57iGn8wFYfzqLJadKsba385KMFiu2Pq6+WakD5/L0kuNOQQwIXtuDcw5xReFAFs86RZsgE8HrprooRvsc/Z6WlmMcSymoHvtyTCs+2nDeKYgB2Houh9uau+9KfKBjBGEnpjuNSRfWi5Je10edN1b7QIdJqLR/gLj/D8EbyHjhxQ2GUIOWaaNbc1f7+OoF47lb6go+wNhlQvuiitcR1VKMXd7m7KvjCSVZnrMASTs9Pt1eD3JLTW6VQ59fl87Jjh9ga3efnX/jHy06lur3FzovVecT2UzoeoS4DyD+EMxlwi26Cvog8VOFXZ+K1uRKqJVKhreN5fXbm1YHLb4aJQ/0qMPLtzUh0OfXAxmAWkF6Ft/fttqAUZIgxFdNYWRH8gd+J7gTAEoNFc1GYxn2PXJZgTAFNITDvZtFpsTsnichHZmDQqW1D9TvLUi2w6aLEhGIoKbhbUIxea0bo8WSLCHv7xctMhHt7mP1yWyslc6lBq2KEF8NJUYLc/ZcYd59HWkVF0iQj5oAvZpOdUJYcE87am+e6lrusVQQnHuQptF+NIzwo16YgbCSM66CdfX6wqmVeMSh2dBsuP3vvV+JazfwEzv/Rq1HbjNRiN79OM6+bYtRbDiTi6XyfOqE+tA2PrDaI3TW7iRSWtiVntMCWrOhMArbiLn24EmholDy42CS+1bwK7ll5JeZIbiJ8MlqMRrVUc/+W9pdHzKyiT1w1mtUrD6W5rLdzF1X6NEgjIduSsRPK4osQT5qXuyXyLiQU+hOLnSd/MAM5MZDqv+U4zogj1+N9Y9qJf1D8JaWvPDiBkRUgJ6XbmvM5JsSMVtlIrVmpBWbhMruLa8KJVJsQuZ/w6tQcEXIx/8aruVBBMIr5nei3EMJpsJs4465l1k1+RkadHlY+M6ofQWJVZJg6HQozxVP4bqA38XLcQuLGQqvCsfo8jyxqLe7B5Cg1V1i8ZZtYhE8tlCU3IrThX+Qzh+C6hDsE8aA5pF0rBNMmcmKTq0kyEdNmJ9O8IwKU0QWK6QuGMIwaoKhNAs59yKyqRRlRCPMmiCa1wpj5mgVRUYbCkkClZpB03YTExjBIx1nE2uQMclKFp6uYOu3l1k94Q4C63QTfJXAODj3s+fzNJU6P/GrfUTb9JXt4nwD4sQ5GyJgzlD38vogMlN3zBCBbmgDuhVIHK0bxOMd/QizpCEZi6gIrMuyc0Y2ncnk/eHNuZBVgkohUSdUT9TeN1Gc/cl13pBEghPbsiK2RMwdEAe6xq6lG59gcU09oTjdOfAEWDyRknHr0I1bhWSpAKWGcnUghvmDnMUD/WNIKajg2T61ubeFFkXBZXHPhTci2ejDzd+cwqQycGr4NnEJZQX3L0miT6MIXh20gGC1GZtCRZnx2tpGheVmGPyhuO9i2rgPGqtQkkGYjz3XYDTb3JrFWm0yTy46ylej2/Dd+DBySkwE6tW0z1uBao0bh3cQ567WYZu8D5CxafxRBUbfsAHBjXrcXnjx/x46tZLYoMonNptNPOVd2AiLxrtu3ODW65PAvxb/RaV1cQz+LQjQq9GqFC6pewCzVUal0UOgGzNInd/1+RD9FpiNIovx41hnMbVb34fEnqJF2FpJolSooNvjwrBy2ztwvFJ+3xBB2ridPLT4BIevFlRPERukZ9a4liSuuhdSD1SPl03YhLLsBNplE+2t5pKE3GYSZZ0fJTg4iqriX0ZRBXq1kpNpRdy/3F5eCfbVsGRkNEFLhttdluvcJKT+PSGwVnVXESACq6iWQmRv7fP28Tu+9yj6B4ggctbA6qCoTVxHpt/2MapZA51sB8bcvoDF+YHc8vH26oyNRqngjf5j6dfKht/hb+xzBtWGO+eiXHKPMMCsQmg9GP4DLB5vP8/sM0I/6JIHKYGY1s4qwUoNGUOX8sTPJey8ZHd2jvDXMmvY9zRcN0YQugGSdnFP30nULj+OYvp4p5JWfPORHH/sPxzINzJ6tnAe/+WRBBLDDGw4ncWG03Zuz/rHYtAoFZg8GLdGBejgq76Vx9tG/F966KyyRLXlaJY9ANWplYQaNOSUuJJ7ZRmCfDW8sOw457JKaBrtz4re1zBWDa2PpNIhVWb7bvTSzI1+/F544QUIX53Gg+1y+06vKQVH5noyGT4hopzjDm3vA0Pk7z7EMD8tE7rUdvta/6aRhPheXynmT0FhMswb4RzEaP1FFmjVY/YgBsTCvfVdUcZJ2l09XNx0LC+vuegUxACk5JczfvYRMls9bB9U6VDp/NAuustZL0eW0R74CkUNnZ9IHyXP9o6nJp7tHkrCpsn2xR3Ewh5cWyz+biDf9B+ktMP2gc1vwE1uPKyOLRQtw+5Qq4vQ9XHI7EjJe1Btfg2qlGoBDBFcII531p6rDmIATFYbT61KIqneeGfxxAEfwk8POwcxIJypl00Srt5VSD1YeY+7Ia0rlELB9/ii6qGy5uN4/4iSnTVa5DOLjIxdlEp6dwdPpau7qK0pQLFglIuDtXRsAZqzy8krsROyf9idxFN9XX2zLDYbd3Vw/dwA+jWJqG4lrz6fyGauWSQASUFOuyeZdcheyi0qL2fKTe6tLJrG+BPhr+VclsimnUgroiSokQgU3aH3f+0ly/8BeAMZL7z4X4DVLOTGxy2za2mAWNxG/Vgp/e9aX3eBXyTc+q5YFKp4FVp/EQh1fPAPZUZ0aiX3dqvD4zfXx1BZy9eqFNzduRavDLp+Tsmfgivb7e2nSo0I4BoNhGM/en7Prs+F43Mlcmrdyvqz7jlDyXnlZOgSxTXU+MKw6cjHF9tJqgqVIK9WQrfrA0pzHThMJRn0KFnN+wNiCTOIz0GpkLgpVoL0I647XPMMjFqI3GAAqHwFadcQgXzbp6ITZe8X9m0tRmS/SOQ75zr5R8nmMqwt7qK056v2gFipwdZytBDg2/qO4NI4BiJnf4Y6PUQHmV80xU3H8Pl+50DAEd8dM2JqUclNkRTiuifvc79xxjGxrypxvibD4NRPgtvjaPgZWl8o+KIQROVK5DQez/LjObhDdomRK6oEu1t4z+eQzq312PIu7Z7GzTH24PZoSgENI/34aEQLIit9iCQJ8kvNjOtUi8k9E53u8TEd43m2fyMKHDRdAFj/oiidxncSpHyVDkISsY1ZSp6+FiG+dm6TnzGbPvUDeOm2xgT7atCrlWiUEgOaRTLtrtYE5R+tPhaDVsWSS0pso5cg173Znmnzj4Yh37g3TL2BIcmyJye4/w0UFRUREBBAYWEh/v5/cpeDF178W1BRJNLwRenCjsAQLspNViNs/0AsChPXQXDCdc5XLPx6zOViMfGPAfWfYxxnttrILKqgvJJTEuanRaf+m/1c1r6ILec8yT0+IMukprjCSsswCF5+l9AncYfQ+oJMuvkNAE4N28ytc9PdbhodoOPb0U2RS3MpLLfQon4dfH6egqIgSZSBJKXQ69AHwanlcGIp5Q/sRx9a+ZScexE+a40trhOZrR6hVBOKRmEjVl2MYu4wt/u0dX0aY8uxKEqzkCuKUATGUq4OYsL8M8wbWRuNuQiQsar9UJ9aSkVgIqqoJihMQoumTOXPgBnnSAjWMbmNL4EqE1allmhlEQFrHhCt6f7Rgl/hEwpph+DCJmyDPsdcWoBsLkMRGMc3h4p5f4v7oLl1fBAz76yDX3mqWLRNRUgz+nn+nMb9BMZCwVXSh8D29wVvpu0EIcQoyxBWH5bcL0T7DBEio6JUc84Wwy2f7vY49auDGtMupAKluZSg6DqE7nwV6eD3Hre3TTnIGVMYkiTho1ESpFfiay0ku0JJcYUFjVpJgUnJ0K938+HwljSK8sdoFvd4Um4pUxcc4cvRrem5qicUOwSt9fpC3zcEJ8tqFBwh/2jMZgv55WaKKiwoFQriFTkov+2O5e5fkLV+Qu9HF4BNF4h21cOUNxxCcp0RlBotqBQSW85mM2/vVdbd3wg/W6EI0jQG8AkDn+uUYviHcb3rt5cj44UX/wvQGCCmHVx4W5RMaqJun9+mu/JX8FIqoVYq7NyefwjmhoM5Ltdm0qwjZFcK0g1oEsqHUe3RegpkIpsJkcBK+CmMbjk/sUF63hzSjIcWnuBKrsj6PNhTzaONhqGVjbD6CXtJS6GC9vcj3/oBNqVDZ5FaD36RKJJ3E5XssBiPWYo70RBLh4ewNRyAftYtgvQKYrumo/hh5Iukm3UkfCUUmBVjlpBnSOS7y9F8Nf9sdQlo/WPdySoykpRbxpbzohyjUkhsmxBNwG2fCB2ZnPP2nXacDDf9B8XMfmirSOIKJfe2e4jogXfw+KoUl0vYLtYHn7WPI51bLQYe2CkyM56E6/SB8MNt4veE7oLbc2kzbHnbvs3I+TDkK1FW2vVpdfnLd/jP+GlVFBvdC0HGBPkwZM4ZKsw2hrRS8mGDjuApkAlrSLFFwa2fCu0dvVrJoUcaodj1AZGHfyCy8vOQRu9AkiUeWXDE7TSRATrnIKZ+X+GcPb23vZ1eqUbu8RyqyGaEL7yLcGtlFmfYDBj2HapdH8KZ1fY5AmvBgA8okgMZMm2nk66RSiGRl5eF37weYkCSoOVY6PmMi2/YjQxvackLL/4XoFBA02HugxVJEnoahmuQ//6fIcWnAeO+P1gdxACsPZ1LVoPR9pKaIxQqIcV/akX1UNjpWYxvH+Gy6aN96vHc0uPVQQzAV1svoQ6vD8sfdObl2CzC+kClwTfIYS6fMOj2hMvcxT5xmBsOdRm3tr0PzZzB9iAGQJbRHJ+H+shsYswOLfXHFrLN2oxpuzKdeCznMosZ37m207wWmyyCqtVPOAcxINr859/p3Olms6Lb+yk9FUdpEu38BK1VKRjZSI3qwi/2wcwTQkXZHRoOdNaLubK9soxVQ+ck/bjg2Oz40InD46c0MbGr+wxkk2h/aof4VKszLzuchhzbTmR03EDu9QL7c+2lwFFto9GdWYZ0aJZTUGnQqhjWxn2A0LN+GP6OdlAKpTAjXfGQPYgB4de06VWkkkzR7l6F3AvCKNQxiAHR6bViMhoffxdxxlGtwgg77dDiLcvCWuH44t+m9P0vhzeQ8cKL/wXYrII8OHYZRDSxjwfEiu6P3Au/3lr9/wj7k/IpqfGkbrHJPLe5iOxhS52Js0EJMGaJKNU5LKK6govc1zmeyT0S0KnFV6mfTkWAXkNqgbOmS9taQRhPrHQmETtA2v6+k48TpZlgLIWb/uNEbk2WQznc+Ekqmo+zmyQ2HoKcftS5ndgB2v1fYNXa58iO788nW1y1gh6ad5hhbWJ4oEci+spSn06tQGfKg7xLzhvHtBZdXx44JcH7P+SxToHVfyeGGVh4VwJx255yDk5+egQ6P4zcZoK9s0qphpaj4abnwejQCq71F/fw3aucDUwbDYCdH7kcQ7a/4JI80KNONclWkqBXw3CevKUBGUVGogNEufSBHonsytFhG7sc2ZFj5hOCfNunJPs0oUGoPQp5qLUWyY0bfKEymA4JwYzuYNd4UikkBrWIZlSHeIrLjHa+Sv3+gtdWQ9yvGgdmQEsHw9Sw+nB4tvttS7JQFCUTWkmY16oUTOwUx9R6Ofgc+c51+92f/zHvtX8ZvKUlL7z4q2CziaelslyxgPmGCREz/V9Qn7aahMt1RTH0e1ssuDarSNvv/gKStos23T+KovRK3yaj/Xw0f06ZKKfYSE6JkTKzlWAfDSEGDX46tdttTRYrWcVGcoqNKBUKQg0aIvx1KBTXaB92wIXMUrfjOy4V8pohgg9HLUJlLBBPsLoAIcQW1RQmrBVPzyotqH0I3foij8Z1ZtRjwygxWvDTqTiYlE+oQcPzPcNoE2pFZSlFGRSNbtdJt/sEhJZNRSHknhf8GZ8Qsd+zq2DgR2JMKbg8z63N5KdxTyB3nlTJVwlBWZAqPvOaDuIAFQVIshUmrgVZJsQ3jNublvLRFtdth325k71Tm/JMm3gRNOgCBV+n8VDo/YLwFzKVCJ8ktQ8cmA2lbnhCBUl0rRPA2jFRKCQIDI8lbH5fCjo/T+6ts8kptaLXKAiUi4jf/KLQPmp3nzgfXYA4371fQ5epcN9mQcz2DQVtIFZtIJnDV5NbZsFqkwlVaggfMA3NjJ5Oh1Buhv+uPEnfJhG8e0cLADQqid0Xc3lo3iFeHNCIhfd3JLfURJ0wXz745SQfp5fxxe3fEqIoQbIYsWgDmHvGxitfnmb743b7A73S5tavqsRk5clFRxnUIoaPR7bEZgO1UmLz2SymzjvMzHHNOXnPFUpMFmoHqYn4+T7P90TBFUobj+Jk3D2oFBJNdVloLEZofx/UvVnw11Qace/s/AS/0mQWPziCgjITAXoNUSmr0a2Y5L5sV5rtoib8e5CUW0pRhYVSo4VgXw1+WiVRgX9/2dgbyHjhxV8Bi1mQIRdPEF5BIJ44Oz8M7SYK8uyfCaUWYtvDlrdg1m2ur9e56Y8FHDYbZB4X9gVVT3JKtbAQ6DDpD4vUXc4pYdLsg5zLFE/gCgnuaB3LU/0aCHE5BxSWm1h1LJ3XV52udgEP8dXw2ahWtK0dhEb168ThZrHug8lhzYJ5oWEKqul32EtAWn/o/7ZYMOa4lkE0dboT5+CrVFRuZsmdUdTaMEmUTgBiWiM3vA1OLnN/QOGN4fQK2Fgpe+8TDIO/gA4PCt+rSoQ8cJkNE2oh/fQQ0hW7V5IqoYcQq1s80TWYMUQgS0qYIfRLFBoDU295gybD2nLvEntmxqBRcnBKA5Qbnkc6vUIEcUo13LMJbnpOzF3VMSVJovRz7y/wbW8nHRlxPo2w2mQaLBbBs3XyPtKGLOXrQ6XMXbq3WkG3eaw/y+96HWnVoyI7UYVaXYTK8KIJkHFUjCmUGO/fw75UK48sPkVeqchu+WiUvNQvkVsnn8D/C7sTu49KxkejZO3JTNaezHS55IlhBuJ+7Etc5nFoNZbWsY8ya28a7T8tcNhKWHIkhPoiOyz8RWYFPoHxUHDVaU5/rRJJklh+JJXlR1yVtIMNOvp9thOAjnWC+T6xLXoPOjK2sMbMOZLHW5tEALxsdDythnwNF9YLL6yqACWsIQz+nCIM3PbZDoqNFtrVDmJhZzxzjwLjnbWFfgfOZxYzdf5hzmQItWtJgtuaR/NU3wZO/w9/B7ylJS+8+CtQkARzhtiDGBBZk+3vw8Utf/7+FApoPsKppdcJNUoUvxmFyTBzoHM62mqGbe+KFtw/gIzCcsZM31cdxADYZPjxYArTt1/GZHFOvZ9MK+L5ZSeqgxgQ9gd3f7+PlHz3Mv010TQmgDA/Zy6MTq3g8TZqgn6a4MxjMRYJ08rwxpUquA7QB0FtZ5+oRH0JtX4eaw9iAFIPIUU2FUGRO3R8EA7OtP9dlgcLxwhVYQdtoAR1IdJPU52CGADp8lbY85WYpwYquj6D9twq+4CpBMWqR7gpJJ+EEPuCM3dMfZQ7PkA6tdzO+7CaQWuAH8c4t33LsnAE3/IOTHTgvFTC2OMlfA/ZSxpyYRorLlqZtTupOogBeKVXONLqJ5AcgxgQdhgrp4iW+CrogkiRQ5kw+2h1EANQZrLy7MpznC5UQssx1eNRFxcxrpN7yf164Qai/dUiOAc4PJu2tYMJ8nGfAXy6T22m77UHQ2/uKsXW3dXHKdSUypAW4W7n6JoYhE5hv2f3Xs4jPe5Wkdlyg+x2TzF9n70cvDdLgS39mJAIcAxQss/AyofR+4dVE5v3X8lHim5tby+vie5Pud7LvwFXckqZOGt/dRAD4pZYeTSNb7ZdIt+NaN9fCW8g44UXfwUurHef5gcRzOR78DP6IwiIh7t/EpyOKviEwPBZzpyC34OkXS5CYdXY+vYfMpO8mlfmwimpwg+7k8hyIOQWlJn4aP05t9uarTKLDqZgc1goPSGjsJxZE9o5EVKHNg8j4tQMz0+xuz6H3i/a/w5vJHyfaiwI2pI0V04JwMbXhAaKI/9GFwj93xUquzWe7rFZBE/izrnVQwpziUsQU41Lm4XybRXUPhh7vICtdncUG1502Vyx8yPe6GcnkzYLNCMdW+C8UUCcKEM4CvA54sQiZ46HLgBj/4+wRDSH4/a5UvX1mb7d1V6gSaAF6aIHx/aruyGqefWf1jHLWLg/2SkQcsTHm69Q2M1+nvqjsxjXPpoJnWs7mXJ2SAjmm7GtiT31rZ2volARk7yGhfe2oUGEvVvPoFXx6oC6tI71c8rq7L+ST1lsd+Q+LzsR7H2tRTzVPZIRrSJRVpY5JQn6NgrlvUGJqB3I2LIMT63PJ3PoEmezS59gigZ+wzdn9WSX2O/99mFWFAdnuL9WRanYCpOJCxIPMl0SQ7DlXRbcrshm9u00BuEgHhDn2VPtOpBWUE5ynvv/2R8PJJNb9vcGMt7Skhde/BXIOO75tbxLngl+fwRKlRC6mviLeKKXrYLL4BdpFxX7vcg45vm1whS3JNYyo5mMIiP5pSY0aiXBPmpi3LRdX87xEPAB345tg9li40hyARarjWBfDR8Nb86zS47yWEd/whTFyAoVF0u1vLW9gNNpRZisNnS/cr47LuSy8UwmL9zaCD+dGqPFSoLBjGr5aY/vMfnFkBV1C3kTzqNRKQjxURMW5CbLlX/F/QQZx0QL8+jFIkixmkUGbdMbojQ3aavwspKUoktq50eCMxNcByZtA5XeLS/DETalDvOk3WCuQNYHIRWm4PNVW7fbSr1eopNWweXJoaKEpFRDz//AxlfsG9Xqeu0Fz2pGNpVgun+n+F0fhCL7LL4Xf0ae8LPIbEkSJqUfuaWu94jCVCSyVLd9AiGJgoOj9Rf7XPmw4IFUtpsbtcGczEqhfoSB57oGUsenAkm2kmXz44PdRVzKKaPCpiJg4jpxLroAok98xyOt+zO6Y1cKy834aFQEaBREH3gfmt0O9foIQrHWDzJOUP/kZ8wbN5W8ChmjxUqQj5pwYxKSr5rdkxKQKk1TZX0IJt9QCprcTUDD28R5qrRIFiMR37XhvwO+5KFunSk22vDVKgnNO4LfzI6k9f3aqWX/YHIRd67yYeX4n/A354DNQoUunMd+SmPjWedyna/C7PnhCJBzLpAY3pzk/HIaRvqjuLhcZLZueUNk1SwmwaM6s0Z8xkOnQ/oxQBb3nyFKZHavA9f6nzVabJSZ/t6OKG8g44UXfwWiWsKRue5fC0kUQcdfBb9I8fNnIrql59fc1NvTC8pZfCiFLzZfrC4B1Q038MnIljSK9EPh8IWZEOpe32btI10prLAydoa9ZOSvUzHzrobM6pCCcs3T1Z06tQLiaNL3C7aWhDo9fXtC02h/pm2+wJjv7KqyQ5uH8WZwY3RudGQKur3CUkUf3v9sL2WVLa6JYb58fldrGkb6ITl6FF1LdLA4Q1yrqqxMQaqQ+DeXwQ+320ta/jEw6DMhdOgTCAGVmZMqTREPUFiNaL+uJKX2fgkKPHSmTDmIfH4t0uY37SaRwXVg6Dcw5FtYVklCTdohxOc8QalB0vqhndbeeTy0PlJ8R6GPAqjvPenWJ8imDRQk5C1vwplVIk0hSVD3FpiwRpDLK8tc2opcbmscTC//NMLXjaou28brg5jW821WlTdBL5lhxi1i8qAEskf9wue7Mpm7b3t1JqdNfCAfDX+U+M0P29vpJQU0vQN6PE3IwgGEZFUGtGofkXW7slVYV1QGkpIhHPWgL9hUksjjy85Xt3FvuyeeeKsJ3xUTqNEkDoBFF4LR4py9zCkxkWvW4P+N0HopHLWeggrXrGCJTS0yKh5MPRVh9Tm/TZR6TmcUYWvbHOXeL+GHQc4bNugvNIBm9hcifCBKUIOniYzedXDp6oS5OzsBnVqBj+bvDS28pSUvvPgrULeXZ5PGHs/ceD4n8Z3c+ziBeIqvEThtP5/DB+vOOfFYLmSVMGb6Xq7WSEnHh/gQF+zM7dHpQKFUMG7GXifei1alJNp0GeWy+53bjQuTiVg2nCF1bNfVudQ8LtCFD7H6VC65Te8Ri5ojwhux29CbV9cmVQcxABezS7nzm92uZbGAWI++R7S9B/wctEoCY8TT8LJJzrycolRB6Axr4MShkLUG5Do93U4t1+2DLcihRLHtfWgzQWR3HNH7Fcg6hbT2P86LYt4lmD0EYlrZxwqTxSLnqTTZfKQgmtdEj6fhgJ0jE1t+nknd67hsVqH0Qd78uuDbVPFyZFk4jP/ynJMPkXLOcIbVhfBlw525Z+X5BP88iZG1S/E/Nqt62BTZipl705i1J8WpHHXwagETfjhCVh0HPR7ZBsd/hG3vCdJ8FXzDABl+HOecDSvJQrngTloYCp20CRedMWJuONjtpbLGdWRXhuuSO6ZjPJGyfe6IE98ytZerp9L0I2WUtPbghRUYjxxUh9R84Qe162Iuxqi2rj5OKh20nQjLH7AHMSDObf5I9yVRN4gK1FM7xH3AM6p9PMGGv9FuBG8g44UXfw0Ca8PY5c6mbWq90MZw5DHcKAiIg/GrnWv5Ki30ekG4QjsgOa+UTzfVEE+rRH6ZmQNJzno2kf46Zk/s4MRX2fToTaw6ml79pFuFu1sHEbb/fffHaKlAdWKRi+qtO8QE6llwfyfqhNqfLGUZjhQbsN05T3CLKpHT5nHe2+7eU6mo3MKeGqaE+EXCXYsgurV9TFJAq3HQ5RGxmFShOFMEHO5gNcGhH4RTd9U05jKkDg8IMTpH1O2D1O5eJMfAxGaGohQYOc+Z9Nn4NsFrcgdjMfK5tTB8pn3syFwYMdvZn0dSIDcdLkT7Foy3j6v10OslCKnnFMhIAdEMqC1zX1dnvoreVop0do37Y7m02bnUMexLVEdme9TiUW97G+rZJQaymkxkxr4st9tezC4lVZvoKq53YolQ263CwI+FWrA73pTNSsjx6QxsYr9Xvtmbzcmmz2BtOMjZSbx2N6y3fcHi0/agV6mQGNU+jrHNDdW6PQA0vp3GXOLVQY2dTCYPp5RgajUBue1E51JxZDOSBszjeJGe1vGi1ClJ8P0pkMeuEBng6rkHw4ll7kvbsg12fiLKeb+C2iG+TL+7Hc1i7KVVpULijjaxTOySQPDf6ZuGt7TkhRd/DZQqiG0L41YKvorVKPxp/CJFvfpGgyRBZFOY8ItdR8YnVCih1vBgMlvla3YPHU8p5I42zgTZ2qG+LBrfGGV5LpjLsehUnEp3JRfXD1aiPHnG82GmHhAibTV9oYwlUJolOAYaAxgiaBDpx8JJHcktMWG02AjWKwk7Og1F8lVhBWApB1nG5NOAS8v2eNzn4aQ8htaVhKquxheLLgRNcILgwpRli33qg4TmTs3P3lQCOR6ItCAcp8tyxNxqH5G1WXIPdHhA/FgqREB5dS9sek2IHz6wA8wVQq9IFyxk/u9ZL+aRZWRA8kTeBUg/gtzuPpjwM2j9kLX+KIJqIQ/7ThC+jcXifDR+kH6a7DuXUmC0YbbYCNSrCdMYUa99Fu7dWK1lpMBG9Iz2TO0/jZFT+pNXbkWnUqAynvcceOqDRNv4AzvF4mqIQNr1mcfDlrLPOGWvytBTbvZsYHk530Qrn1Bn3klYQ9KD25F/z0VMVplAXy3RUafQeGib1zXsy3vhQbzfVQKVjgLZhymrs5nU4WW6d54i/MpUWkg9iGbpeH64YzZKayiyuQx0AZht4LdwMIxaAHfOEcFESB3CZ97K8Fb30e2Be8k1SqgUEsHKcgK3PI/UfATW9g9gK80DjQ8XS7U8uCKdsR0NLBjbELkwFbR+2HzCkHz9YMxyKM+rvIbhoo3eEzKPi+vhqfvRAXXDDUy7qxXFFRZKTYJP5K9TERHw6+/9s+ENZLzw4q9EUC3x878Cvwjn0ogbqJQKIvy1ZBa5V31tEOmm5FZwFZ+Vj8ClTQBonzhPYpiB9Tjrf1wptAoOiifSa0RTV32MojRY/5J42pZtlcqxY6Dns4T5Rdp1aiwVUHQFjs6Ho3Z+k6r/t8QGhXoMzhqHqVAsHCN0gyQJdb1+2Pq9hSI4AXxD3L6nGmq96DIrdPUlAiCkLqQchEVjxd8P7BALzfYPnLeLbgVDv4UVkyF5rxjT+kHXxwT3IzjBzt3JvSR+r2k5UIWwRkhXtgn9GknC1mgwtj4vI/3yDNL5dSLwUGmR295LSdvJTJh7khNpImAI9FHzYr9Ebur9HsGzelSXgKT7t4BPMP4/P4Q/UJ0jmLTN/TEYIuD2L+GXZ+xdWo0HI4fWQ7q02e1b5OAEJAelYb1kcuuFVYW4QJ1Y4KuQeBNnes3gqYWnOJ4qLAMC9GqeuHkgfYc3I2JRDa7JfZuRr+5G8dOUaouBoJg2zBn0ObuK/GDrE3Cx8lh9Q2HIN+jXPCxa5QHUPig7PoJt5HwUP46xd4aNWQpBCeh3vkPCzndwYlz1ews57RDKpfehrHRvr1e7B9MHvUW6ZECz+G7Ba1KqRQawx9MQFC9+QAQzofXdO6iDyKRdRxBThfgQz1yZvxPe0pIXXnjxpyI2UMcDPRLdvuarUdKpTo3FvTgT5g6vDmIAmNaOIa2iUSud+S7fHyogs83j7nesUEGrMc7liPJ8+OlRYShYVR6wmoU54MbXnCXwVTro9JBzSQAIv7yCx3q65zTp1Uq6hVeIIAZAlpHO/Yy0bBLmvOuQgPePhq6ezkcpOC4rp9jHtP7I8Z1ctx34Mcy7E6kqiAGROdn4KpxfDxZ7F4kUUge5q6uPEwAqHVKjgXYRPllGGdsWaem9SOfW2rMnFiPSnmko9n1Jg1B74FhQZuaJpWc4kWkUx16F44uFuF9NFKWBO85Pn//CmiedW83PrEaqd7PnDryuj8OOj6v/DM4/zh1t3AtPxgTqiQjyFdeoElf6fMvoGQergxiAwnIzL608yQFLonMJtfMjkH1W8IwcfZJSDyLNGULn4CJ7EAOi3PbLs/YgBsBchnr7WyhOLAZ/B3+mLW+7vycSe0NZHtL2DwQ5vBLKK1tJXDee1sFGEcSAuMcPfAeb3xRWF1VQ66HzVJd7vBpdH3Mtt90A8AYyXnjhxZ8KhUJB3yaRjO9cu1pLAyDCX8vse9q7Ol8XXBWiXo6oKCBYVcE349o6kXLzSk0k6xpg6/u2s7mjPkjwUmqKfJXmCOKoOxybL8pNjghOgDtmOhO1a3Wmp+oEU7pEonI4nzA/LfNG1SZ6m6swmpS8F1WFe16NE4wlQsW339vOT8K6QHEc2efAaF8oJWSkwdPA0Q8orCEUpnr2ztn+PhRccR6r1Rm52xN2vyYQPJq7FkGeg56NQgXBdZBSDrid2ufwd4xv7voE//b6y+Q0GW8f2P051O2N3Hq8M5l6yzvIAz5ErtXZPqYPQlb5uBJPq3R1Bk1zJp6rdMi3vEGubyLFAfWrhwuCmtGlbhh9mzgT0RPDfHlraDNKKqz2a554EwdSy922iAN8uOEiqZ1fsw+0GAlb33G7LcUZkHZEKB+DuJf0QZDjXv+I/d+K+aqQsg+QoPd/ne/xVmNg/3T3c+Scw6foshBQdMSROW7u8Tpwx/fO97jGV3SseSKp/8vhLS154YUXfzqiA/U80rsuYzrWIrOwHB+tihBfDbFBehQ2MxRk2mvxpjKxoNZoLQ77vB7t7t/P0smdySkxYbLYiPTX4adToUgcDw1vFdwRhVqUuwyRrm3t19JdsVmdn6ZB8GcaDoCoFmJBkm3gF0nIZ62Z3GICI8aNI9OoRqeSCA0NJXLxEKTsU26nl/OvILlpW0/NL6O4woLZasNfp6TWkbnQcQpy3T5QnCbOxxCOZCqDr2sQwwtThXfWkG9ENqEsRyw+hzyYCYK4RjbnBVoKqoW17X0omo8U+1TpwScEKXmfyHhM3iue+jUGu/qtO5jL8cG15Ga0WPGVKpAnbQNJgU3jh/L0KqTmdyJ3rizFqPXIGgOKoFrYhnwjutBKs0V24vw69/s7+zOU5WK7Zz1SWY7QrvGLYmsqPDvzEivvexBDg+6g1FGqrscj0/YysUsC349vR3GFGb1GRVpBOU8vPsbTN9eh8f2boSgTwhtxaIOrjUEVrDYbAf7+cP8WQKoMMDyTyqWUg0Ibp909IrhI2un5GlZq0Dhh4V0iuJ20XZTnlBqhr1OeL/y+fINFpkWtF/87P96NnHO+UrunEDS+GHXB6GffSTohFGcUY7RYMehUxAboUTccADFtBYdHlsUxGiKEd9MNCG8g44UXXvwlCPLVEuSrpW64A8G1JEuYAe75QiyUSjU0HwXDZsDSe53clOXQhqSVWHl63RHO5BQSqNahUkm8cXtTDAnB+FwP/8hTy3gVNDXIt1aLEDNc8ZA9S3T7l+Afg8/R74k/+j3xCpUQG7x/K+Rcg3hc8+kYOJ1WxPPLT3Doqmi1jg7QsfiBlzmfVcpLKy+RVWzEZC2hYYSVN25vSuKkA/h97SBop/UTRpJnKy0HDJEQXBvajL/GNQgQwZEDckuM7L4i8/rqZJRI5JlzOPxgCLqY1nByKax5QgRKal8Y/r3nuRVKzApnYnWfegG83dGCft7twnUdUEY0QR74McggzegrjFQlCVvdvsj930Ha8wXSocrWaUM4cq8XPO8z8ySH0ysYsTAfjVJJuUlwfVrHB7HkRAFfbzdRZi5l41SRnfl62yW+3nYJlUJyasOOCdDCotGCbN3tceqEjnS7ux6J/rzfBQzzB9uzKuGNoO+bsOszoUBcE2H1YNProqSp0sAtb3o+H5XOPeH56AIR8G3/QGSj7vgeph4Sreo7PhKBn6QQLtojZkFxJooZ/URwovZB12Yi1lEzeGHxKTZeFNnBUIOGJ29pQPf6oUQHxkHg77cp+DfBW1rywgsv/h6YygWHYfv79hq/1QyHfxA/nR922jylzxfcMf8qR1IKqaiAjOIKUvLLGT9zP+cdfJmuCd8wZ4l2RyR0dzW7LEiC7/tD1imRjZFtIvXf7l77NjaLWHhyLwpxMXcIroPN4EyKvpRdwujv9lYHMQBd6waTU2pm4qwDJOWWUW6yYrUKP6nR0/eSqYwEyV66sWr8IMahrbskA67uESRnDz5OcpuJIuBxwOn0YqbMP0xGUQWpReWUl4OsC0Y+sViUTKq4I+ZSEXw6ygg4wFx/EMvP2TNperWSV7r5ELpkWHUQA0DmSaQfBiPp/O1zyzLKxoORtr6DtO9rQba2VEDBVSSVzlUDpRK21uPZkiZhtUK5g67PQzclsuN8DoVlZsxm8FXJDGth/wwcg5hwPy3xgWrRFWazwNZ3ualBOFqV85KoVSl4o6c/YUuGOpeGsk6L7p/uT7nq9Kh9hOnlwe9FV1pZHoTV92ys2vIu19IqCL7K2TWi3Vy2YYvvgnz2Z9jwX7uGkmyDs6vhx3FIfpHifgAwlyHt+RzFzo/47E57uS2nxMSzS49zKKnA/bHcoPAGMl544cXfg9JMERS4w/n1QnSvCjGt2ZiuoajcVepcluH9dWcpKr+2yi0AhjChgRLW0Hk8upVwl3ZcLK1mwcGwVDhvm3IAdP7QerwzSXLDK8g3v4Yc39F5++A6yCPnoQyu7TS8/XyOk9khwGO3NGTa5gtY3fgHlZqsLDuciukJu/lkeokV06CvIaKJ07bysR+RRy92MQmUG99OUdNxZJTaF/yMwnLeX+fafq0z5iDt+dJlnK1vw4APnD28ALl2N4y9XmbJCXtgNqx5MBHHvhLBQU2Yy0QJbODH9rGoZnB8oeu2W94SmbAawSAN+qOI70iHMPv1UikkHuyRSH6pkWf62DN0g74+xKN96tKzXrDTFNEBOuZMaEXUDoesT5NhRFuuMmN8WwL09uzVbU2DCT/5nXvtGksF8pnVUL+ffcwnGEYvgiSHdn2Nr1Bovv1LQe52RN0+gsQb7ECOVygF6dxcBrW7Vg9LxgKkHR+6HgcIg9LiNKjjrC8kHZ6NzuhaXv1w/TmScj3bDNxo8JaWvPDCi78H5QUexcwAKiw28kb8jFSajSKqOTs3eSbLHk0poNRkwV+v9rhNNYIThJ5PSYbgvfhHiwyFIUyQbctyxHGpdIIc7A5rnoT+7wnuSN4lUeIJiEPyj6FixAIyypSUma3o1ArCdVYM/sEuU+y7nOcyVm6ycjylkHa1g3jvllAiNUZQKDhXqOLxNekculpAXod45IGzkXWBpJr9GffjSRaNmUeQohzJXIqs9iXP5svnewt5ccJapOI0pPJ85OA6nC3WMnjaWdZN7VC9T6PFxsm0Qj4d2ZLb4irEgqlQC75FeONKsqkDClNg9RPIdy0Em01sr/VDLslGd3o5y+8fQ2qhiTKjmTYRClTz93v+LFL3C0G+KlQUgs1KRfcXSG8whnKrEr3SRuSFH9FvfZ/Ce3aTY1JhtNjwVUNc9g4UPz9Fx7vXcOax+iDbMKv92Zkq8/Kq0yyYYM++pRaaGP/DEeaNbUKOUSI1r5RgXy0RBhWRW58B2VIp/CdBYDz6pK20LytgxYOTSSsyU1RupmMkaBbtczmNKkhph5CHfgvN7xR6Pf7RSPnJkNAN7tssLCKCE4Qp6MGZmEfMEwFzWR4ExqHIPY9y8QSh2TP0W1FaNYTDqeWw7nmhARPWSHBozOWiJOcJGccFJ8ex+89qRiovcNn0Uk4pZuuvC0feKPAGMl544cXfg19p68yx+dFnXj5atZ7W8dluDSarEOmvuy5PpWpU6d9EtbCPFSTDuhfhzEpB/A2Mh57PCa+ZAzVchpuNENmb+SPFYmI1Q52eJPedzqpjuXy97RIFZWZ0agXD28RxX3cd8cHOx1/lTOwItVJiarcoRsTko/xlgniyBprFd+KXUe8y+6IvGpWSnqu1GM2lfDla5sWbwtAe/QHFYUH4lbT+6No8wJOdRsGWN1Bc2ARaA5IsE971RaZ2SnS6VgpJ4tAjTTEUnECa95wokUkScmJvGPy5IBMfmmk/SJUWbn4N9k1HOjxbZKx8gqHLY6hUEjFfJBLjFy0W8ts+EYGiJ6l7/xinlmfUPqTee5QFpyqY+c0xio0WfDVKJvfsz8ChE/lw7XlWH0vHYpOJ8Nfyym2tuXnUQpQ/TUVV2Wqsi2hCr34fUmtMcyxWZ82YMxklfLkni1CdiuMZxSTnlbJ8sBYaDYDL22D5gyJA0AdB54dR+wZS+4ta1DZECHXn2l3AL1qUktxA9o9FOjxXZBQr8rBEt8XW5zU0a58TWZm6PUXZqOvjXB2ynI+3XGXtyTxUSgVaVTqP9m5Jr+E/EVmUCj89IjhjVQT0iKZwYR3s/FRkuO7fIki/nh4GAuIh2VW4UdYYAOcAPdBHzW/59/m343/oVLzwwot/NXzDBC/FHYLrcKpYT4XFRmG5me3nc+jVMNyj3MXUXvUIMbjx+LleFKXD7NvhlINce8FVsbDFtBGiYVUIiBNcmCX3iAW6ohDMZeT1/4bFB1N455ezFJSJMleF2cbsPUm8svIkKXllTrsc0jqGmjZQFzJLuDPRgnLO4OogBkC6uhvVD7dxdyMbjy88RFG5BaPFRssINZ2Tv8Gw5wN7QGAswrDrXXz3foRSa4CKPCi8CkXJhKy5n4mxKYQF2IPIuGAfDGVXkebfKYIYEPo3FzbAD4OFzogjuj0BB2ci7f/WXnYry0Na/6JQ+q3fT5Q1sk4JDZRONd7viA6TYM3T1X/m6+P56kAxn226SLFRlKNKTVY6JYYyed5hVhxJq+a2ZBYZSdQUoJw9GKlKLwUg8ySa2QNIVGWx5aKzkq9CgkEtY/hg80VWHc/gaGqxyHgc+1EEq1Vy/OX5whG6KE3I+JdkivM5vQo6T8ETpA6T4PAsyDoBRWmozqxEM28I5X3fAWOeIE5nnSI1shdTF51m6eE0Sk1WCsvNZBUb+c/yk2wsiMRiLBGZLocuOrnLo5B5SlxjcxmyNhC56R3uD0QfhBxWX9gpOECu1RmzJtBl87EdaxHlr3MZv1HhDWS88MKLvwf6QOGwG+7M7yAgDtOdC/h4j30RsthkDl/N59ORLV0ImBO71KZz4q8o5v4ass84k1EdsfNjYaxXhdZ3i6fiGsg3wbfbL7udYuOZLIoqnDk8kaZkPqtxPmXF+UjbP3Tval1RgHRiiZMflMGSh/aY+1Zr6chct+Rj3y0vYypyaC0uSBJ2Bu46ZYrTIXm3ILGC4GtEt4aLG93uk71fQ8tR9r8vbsQWWAu525POejEKFXK/t7EpNZBvz9bkmrXM3+esfxPlr6PcbOVkmnNQ0rZWIGHJvziba1bBZkHa/h7DW9jvC61KwYcjWrLjfDamSnVfpRIRvHjyd9o/XWTfqhDXAbk0D1zORymyd8UZziaTAHmXkLLOQJNKU0qfENJKZI6m1Gj1r8THGy6QEtbTPiBJogtNocTY3R70Zaaegx5PI9fq4jyBTzDyXYvIUwQ7WTQQ3gj5ts9cJAlubhzOiLZx6P5mh+q/Ev87Z/I3wmi2kl5YgclqQ6tSEBOgR6XyxoReePGrCIyHccsF7yLvknCKDoxH7RfF12NjScotI6vYSN1wAzGBegxaFXuf0KOoyEe2WZH0/kg+IfjproMbcy0k7RSZltFLxMIhW0Xa/vw6+OVZQbIc8IHoCqnVBTa/DkEJ5LR5hNLAhiixUlRhcXLDrokruWU0jq401ZNlAva+R8/wNvz88HjOZZVQYrRwSy0L0k7PnBIpaSePDJpIo5ggQg1a5LLLINuw1u5BVvMHMWoC0ZoKCD/6BcqU3VRoQ8kdthKzpMGn5ArhBz+C7LOorBUkZxcgyzJxSjNS6kHP1+bydnHugfGVdhDX4GUYi7EGJpB6/xmsNhu+WjXlJithrSaibzYcMo6CpITI5hRh4FyeibZTDiBZKkCpJr/UjMUm07FOEA+18SVYK6P0CWSTm66a5hFaAtO2ezwUdepefCyFXH68DkhKjJoAZhwqJC7Yl01P9MBstaFSKCi3ZeLjqURjLkf2jxJGm+X5ENsOadHdENkc7loI+UnifgmMF+3R534RysTnfnGaRlWUjLH3q8jdn0dWqvEzeVAjBrJLjJRJPqIsZy4XthTn1yKteQLlxA3It3+FrNZTGtiEAbOP89PYL1CU5UL2aUGGDqrNjxdU2CjizrtXiiAqpB5WQySqk8ugdg+mj2tLXpmJJtH+BOnVRF+jbHsjwhvI/Eak5pex8EAys3YlUVhuJsygZfJNifRrEklU4N9vluWFFzccDOHix6GNOCWvjO92XGHN8XRUCgmtWsEz/RrSJ7KMwI2vCN0Um1VkBwa8L/gDNUXEfgtiO0DL0bD1XTi5RJAsQ+vDza/CpB2CE7H1XbFoqXSUtZjA8cT7+e+mHM5k5KFWSqx4yPPiBBDi6yAuJkmQ2IeM2MG8v+4cF7JL0KmUtAqMINEQ7tlryRBJgK+B4W3DATCmZpJz63SWF9Zl2qps8svyCPHV8GjX1+nZN5yv92Sx6FAZRksJdUKjeOmmGbRJm0dGgZlbvt+JLMPlJxuIBdDTPv1jBL/j7C8ie9PNg4VC5XllVajoNf0wFptM4yh/nuvfgDBVKax5DEmlB4sJWaXGf8D7tJXPIi14Sfg8qbT4jD/Dp4Pi6GHaSsCmjwXZOrE3Z5u6ZsByymVMvtF4lGwzRKC+vBFWPwEKJdr6/Rl68zR2XClm3Ix9pOSX46tRcme7OCbed4LY79uKsk1NmMqQdnwE+hAoyUE2RCAdWwjHFgrTV1kWpScQTtk1ybS3vI7SZkQ1o5doXdcHkdD+IY49eRdtPzpCzdhXrZTQSmaRJVNqRFZMliG8EWZZyb2HEikzmnnkZhvnMktJfPck0QFabmvempPphey4INrCZwyLRXFojgistr2P6uJ6sYMH9vLF5gsE+aqZvSeJx/vUR6dREuz7B/5//mXwphF+A3JKjHy4/hyfbrxAYWXrZ3aJkVd+OsW8fVcprXCTHvbCCy+uieS8Mp5efIyZu66QVWwkrbCCyzllxEi5qGYNgNMr7DyWtEMwo6/nstD1IjQRFtwFR+fZRfhyzgkyb3G6WFBKMkXp4OJGzjR9nJHzL3MmQ/BSzFaZ1IIyOnkocUX4awn3d14oLsffzrgZ+/n5RAbnM0s4nlrIq1vzkDs+5Pk4298ryMeVKNNH82VaHV7fmEZ+JS8nt9SEQh/Ig4svMGdfSrVJ4qWcUsYvSmJ/rXtYdNZcXUk6XByA3P5+9/uTJGEyuWi80CfJPCGuvSHc7ebWOn1YfKaimsdyKr2Iu7/fz/k8C1LuBVGSStqOJCmQss4gLRhlN6u0GIlR5NOncAkBW16wd4xd3EjzSB16tXOguP5MLtmNxnm+Vh0fspO0bVasvlFsPF/Ak4uOVRt+lpqszNh5hWdXXSZ9+E+uc9TqgnR5i+gyOv8L7PsSqYVD6aw4wx7EgOhWOr3C/nfj26E0G2ntcyKIASjPR7v1dXTb32bFfQ5k80rc2iyK0Pxj4vyL0qpLfnKHyXx/wsyWc9nsSyqgsMzIgOZCZDGt0MjX2y+z44LohDNoVTTwKREk7cXjoTKIscW2w6QJ4lByARvPZHM8pZAJM/dzItWzK/iNCG8g8xuQX2pi6eFUt699u/0SmcXu3X698MILz8gpMbL7knP5omGkH9H5+0RQURNWM2x+w7n75bci96Igc7rDhv86iejlh7ThjfUpLpSSl1ee5JVBTUgMc+7GCvbV8O24tgTV4FIeuJJPaoGznH+MQUIOqSs0ahwhKUR2SFI5cVnyrVpm7nOW0vfXq/DXq6sdqGvi9XXJRAfbfXWGfr0PGg1GrvICqoJChXz7V8I6wuwgOLj3a6x3zncVqAtrwOUOr/LNXueOGJsMb27LpaDlJPtg18dgw8suxxZYdgWfA1+4jEfve4vp41rjo7EHM+VmKxsyfbD2e8+ZrwJCVE6tF/pAlUhp9Rgfrnfv8L3jQi45mjhnZeeQREFs3v+dfaw4A/KvIHec7DyBJCH3/A/W8iLRSl2F5iNg3zdu96k5Nps6Ps6ff9MYf57oVYsAi/P9Lzcfibl2T95daxfhax6hY2jrGJrGOAsfGrQqZo1vTcShj5x3GJSAZfDXfLPfte3/7Z/PkFbjXryR4S0t/QakFpS75ceB6Fao6lzw4p/H1dxSLDYZlUL611jNe+Eex92QIJtG+RKSvN7zm5J2iUDG0fjut+DyNs+vZZ0S7a4DPgTZSnnCMA6uc21rTS2oYPKcg0y7qzW5JUZOphdRO8SXuuEG8kvK2XW5nFubiYXSarWy5ayrMFmHaBWKhWPhllcFwfjqbtGCG9cBruyAja+QN2gm+RYNCgmyi40u4nkJIb6cSHVPJAWRmQmv0aHS8Yvz7J78hiD1Ju0Sgn+x7TlVoCRYH0Tk1EOCNyQpsOjCmLrkLP8Zs4MwtQmFbMMqKckxaRg+42R1t5Ej9l8poLxzGwKrBjS+7k0TTSVuuSraw9NpK9tYPeUVTqYXk1lkpEVcAFGqUpSHTwm+SvZZkU2LbAZXtsPPT1Nx50LS2/0XCRvFVg25pSbqhPoyqkM8MYF6ykwWlh9OY+fFHE5mlND4rkWQfgwim6JUKIRab0IPaDRQZOWyTomOrYYDkCfvJufsbkBBaUQbVlwwc3fTKPT3bMWWvB/JNxSNbzgKs4cAQZaRC9P4ZkwLkvONNIv2I1pVROycrkKj57ZPhe9Y7a4UKQMY8cNFFo9JpHGIhE2WyLBJTJl7mLeHNSPUoOVMRjER/lrC/LRYLDbM/T/EknsOOfcSUngj5KAElp43M6JZEI+3bQCyjFVS89auUlYeTcNms3ElpxQZCNCrbuhSkzeQ+Q3w0137cuk0166Ze/HXI72gnI1nMvli80XSCiuICtAxuWcivRtFEO3lMP0rEebn+gVaUGGjIjAKjw2i+iDROfJ7UVMx1hEaX0FQbXcPAIrCCgJ91G4fVC5kl7LscCrhfmo61A5hz6Uc7p8tiLTz7rOL0CmVSpdSE0BehSw0WRaNFwtn7W4iiFoteCm2pncwc08an25Nwk+rYva97V3mKK6wEOzrkTmCVqXAVuMJLLPExND5qbzWN4GLusHkFhtpUhxAm+BiVOlbkDa/Icp3PiGoOkzmk4GjkI8vQrfvM1ECCUkkvOfLfDakEWPmugYowb4aJCdDToXImNRc5JWeSdvaIzOo3XYMCcnzIbwhJltjlHtnwfEFQv4/KEF05Gx5U5S/IpuxLU3B/Uv2o1UpWP5QF8Z2rEXz2AC+3naJC1klBPqoGdkujmFtYvHTKrl3k5LkgkZoVTKPdI+i18gFqA7OgJUPi3bo2HZw63twYikotYzYm4gsyyTlJSPLcDjDzLT4rfgqbZB5GGP4FK4VDih0ftyycTT4R8Lew6JMpVCSWqZiZlpbfLQqzq4t5slb9KwZHohi49NIl7eCUoNm9A6eH9gItVLBG2tOUWayIcsyfZtEMqhFNLszSunVtE/1vpYfuspd9YE9H4iONlMpqpjWvNDnVZ7u0oSHV59mw+ksZFmmV8NwnurbkHrhvigUN16hxhvI/AaEGrREBehIL6xwea1pjGCDe/HPoajMxOw9SXyx5WL1WHphBS+uOElqQTmTeyTi73Njurv+L6NBpB8+GqVTB9D28znkjB5J7OHv3L+pyyPXDkZ+DfVuhg0v2bk3jmhxl5MvTphBPZTBLwAAOE5JREFUw92davPJRtcyhSRBxzoh3DNrP46JklCDxkWnY1jrWL7fecVpbM7RYgZ2eZCw9EkiM1GjzTm94Xi+XyTK2cVGC1Yb1A7x4UquXaPmUk4p9SL8UCslt2qtt7WIZt1JV2fn+ztH89bmq+yqNBTc/WRnVJe3IK16xL5RWS7GsCYoNr+G9vh8+3juRXRLxtL21k+5t0sbpu9Mcpp7QucEwvLn2AeSdgg+ycGZzgeRf0XYR7jzGgpKEC37B4SthSakLubBX6M8vqDyvc6t7zktHuTd7aLMZbTYyC6uoHG0P08tPla9TUGZma+2XqJ3o3BeGNCIzefsZTGttQTlyoec9HxI2Q+L7kYes5QiVTCXa5iE3t/KB9+N06v5MOZuz6GNagHpR13PJyAWiz4UTcYRyLAPmxsMYubREqbvFXME+2hIkLQoZ/az6/ZYTYTnH8JX06M6UK7CF1suciKtkNcHOcsaDK5lhUV3IzkeS+ohpB8GoRm3ktrBIdXZvQ2ns9h3JY/lk7tQJ6yGkeoNgBsv9PoHERek56sxbfDXO8d/Ef5aPhje0tu19A8ju9TEdA+6HjN2XCGn1IMiphf/KCL9tXwzto2TvorRYmNNigZr33dwUcVrdJtns8brhS4Ahk53NfyLbi18bvSB1UM5pSba1A6ifYKz7YBCgvfvaMGmM1lOQYxBq+KrMW2IrpGBCTNoePm2xk6nczG7lMuGltiauzovl3R5luVX9U6lm7fWnObTUa1cMjBLDiYzbXRr1Erna9U02p9xHeP55USG0/iIVuHEBvlUBzEAkeQgbXrV+SAkBcqgeDSOQYwDdFte5oHWzq28neqE0Cw2gMwWDrySTa8jd5qKHNXSeYLdX8KQr1zJxD7BMHwmktrhO7X/+5yuCKGwy/Mux2FsPJyDiuZcyLJze/LLzHy03k05C9h4OotSoxVd5T0X5qelvpSM5BjEVMFmhS3vYDI6cyDv61abBtbzdlIvYNjyX0y3T4eazuf6IEzD5+Fz9Afn8bAGXG71NHMP2T+H1/vHotz+gYvnV1ZYJ97+2b3b+rZzOeTX9B7Lv+gcxFRBtiGtf4mnOzp/bkXlFubtvUqF2bOkwL8V3ozMb4BCoaBZjD8rHurK8ZQCLmSV0DQmgAaRftTy8jD+ceSVmDDVkCivgslqI6fERJ0wty//7Sg3WygoNYMEQT4adOobvCxZXgTllV/GPiGCcwFQXih4EJICfMMrFcmc4aNV0zI2kDWPdOPglTyS88tpUyuIhFBflIa6UK83XNws5km8Sei/eHISvl74RUKtrvDQPsFFKc2GWp2rdW2KK8zVBo8alYKnFx9hcs96TLmpLkeSC/DXq2kY6cfeS7lM6FKb7vVDOZZSSJ1QA83jAoj116JVSnblXIWSiKDa3Nosii51Q9l2PpviCgvd6oUSrrWgKGxOweTnKbSJ75FgncxXW6+w8UoZ08e1JSpAh9Fi5aejaXyw9iwL7+/IucxizmYU0zDKn8ZR/kTpYeMjndl3KZusYiPtEkKIC9SSUljKmefaI1XkgwSy2sDZAokBXx1wvibGYlcvn9B6WLPP4zHXXJZHgFTC2ke7iwBNhoNX85k05yA/P9yNpAfFg0WIxsrp1AISBkwn2JQulHkNkVC7q+huGv+zcKLOOC78niKbwfHFGDtOIe2hVJBApZQ4eCqTn4p7MGZUX/zStiNZKvBpdDOLz9t4cflVp0NTKxVkXaMB40RqIe/d0RxJkrABQVc/8ritdHUXfgoj6x4TytQ+agVmixmdMgjj3WuxXd4OhnCUCV0x6SOxjV8HmaeQM44hhTaA6BacLfahXpORVPjWRlGUCrHtSFbEMHZBEuUOwUO7CAlp8zbB/2p+J8R3BKsZhdaPzCLXakAVDl8toEUIoiTmG4Z0cbPHbUk7hMLm+mC3/XwOE7rUvqY9yL8R3kDmN0KhUJAQ6ktCqDdw+behpgLsb33974AsyyTllvHZpvOsOpaOQpIY0iqGB3smEhd8Y315VCPnPGx7396G2mgw9HgWTMWw/iW4sg10gdB+ErQeB/5RLlMY9GoMejWJNdPaeZdh37eQfkR076Qfgx5PiS/5P6IjA2ApE6JmV7aJp+6U/dD9SUySmlfWZbH6WDo2WaZf00hmTehIudnCtM0XyC0xIUkSV3MD6JQYwsojaSSE+qBRKTicnIfFZqNOog3OrIY9X0BRKkS1hF4vEBpcl6/2laBTK9CplZQVZROVMotzLZ/ik/WX2HD6JCqFxKCWMdzbtSF921h4bdUpDl0tINhXw9iOtXimbRyHr+ZRN8zA1nPZnM8qQaWQiIq2EXFqPnfknga1HtvhUkz9PyRCqoBN7yCdWCL4Nw0G0LDHM2x9pAvdPtppvx5KN2XXsjwkXcA1L2OhScGIWbspNVroUjeUx2+uz9gO8ZSZLAz5Yi9KhcTA5lFMuakuV4qNvLKnCL1mAMYMGwmFcEfTNsRObw91b4Y6PeD8Blj/GsnjdrByTxqzdiWRW2qiVVwgT/drQJv4IG76YhcNI1ugUkq8WC+OL/YeoaaBuKqmH0QN+OvVfLnlIifTChnaKpZ+Ye5bzAHQ+mFDwaDPdyAhcWuzSCZ1T2T80ivc1S6Ggd0fw2i20eiV9Xw52gckNecz6tA4piWXskoIMCqID1ZwvsKPJ/fE4KtOoG6hLza53IV7VW4B4joKjtb+6bB8Mqh0RLc8xprxdzNqYQq5brLLwb5qWDlFqBaPXiIeKDxB7ePa+QUE+Kj/Fd+TvxXeQMaL/xkE+WqID/bhag2PG4C4YL34R/+HkZJfzpAvdlZrgADM23eVjWcyWfpg5xvuSYjci/B9f5HRqMKlzdB0CCwYLRZOEE/6W96Ei5tgxA/CwPHXkHcZ5t7hqhlzYR3cuxHCG/3+4867LBaIq7tqzL0e9d2riAsMqX5KXnEkjW3nsllwfyc2n8miUqaFg0n57LuSx8d3tuLWT7dXy+BffMYfNr8JxxbY5007BHOGIg37jtub92TQl3sBaBETwAcjnuWOL3dTVCGulRGYv+8q289n8+24tuy/IiT5s4uFjtWBpDxeG9SUHu9vqZ6+Ty0lqgOvoLxsdz5WANpezyP9MNhJ/E46uRQubSb2nnUkBhm4mC/KMTaNH4r4TkhXd9uPuzRbfFa6QKgocLmMtriOrLxgqtbV2noumz2Xcln8QCe2n8uya9pkl5JSUM7Y7/a5dF3tuRTMB3euJWZWBzixCICrU9P478qTbHbo9DqQlM+d3+xh5vh2/OfWRry+Whg5rjySyqj2cby/zrmMdCApny51Q9h5wVWZWK9WolRIHK/s9lp2JJWpd99MLV532RbA2HICxwvVVJjF+Sw5lMq28znMuacDfT/exmOLRElqcs9EMooqeOUn19b++7slML5zPOczyoAyzmcW8/6IFiw95Czp8cVhI291fxJp1m0iCwlgNaHY+yX1L6zj68E/cMc8Z06SVqWgaYQOlq8SA3NHID+4XZQK3bTays1HUqR0DVDHd65FqN+N58F044VeXnjhAXHBPnw2qpULh8lfp+LzUa2JC/5ns2hmq40F+5KdgpgqZBYZ+flEBrKn/v5/IywmODLPOYgBkXXZ8ZE9iHFE8h7Iu+g67g7Je90L35lKYet7roqqvwWFya5BDIjMzLoXmNrGOduTX2ZmycEUHuiZ6DR+IrWIyzklBFRaJvhrQWEsRnIMYhwgrX+RZr724x7YIpoZO69UBzGOSMkvZ8+lXAa1cM5gbTuXQ26ZiegAseD4aJR0DC51CmIArE9cEk/n7hR8y/Nh37esnWLXyzlY4AMDPxbu1Q5Q7vkS04i5oKqxwPlFktL9Pabtdg4UjBYb7687R4zD/9ujferxxurTLkEMwJ5LeaTagu28kqjW5JaanIKYKsgyvLrqNL0b2QPh2Xuu0rdJJB1qcJgW7L/KM/0aElODu6hRKnhraDOmb7d7PlltMt8cqaDg5g9d9mmNagUdJnH3984k2+xiIz+fSGdC51rVYwOaRfHBOve8nBk7r+D4r19qsnIxq4RHetd12k5pMwotGlMJLsi9SJ3y406ZS5VC4vNRLYg8Ms2+XYuRyCofGPiJK8csoil0eRipxnfNoBZRtIwLdHvs/3Z4MzJe/E9BcJi6sP9KHqfSimkc5Ue72sHUCvnnMx2F5WbWnsrw+Pqa4+mMaBuH/43S/VaaLbyJaiKiKWx7z/P7zv4i+CjXgsUEp38CScJa+yZyGo5CVmgJSN6I/tRCuLRJLMYOpNzfhPMbPL4kpR4Eqyu3YvPZLJ4f0AhwDsROpBbx2V2t0KoUIi1fUsk9aTgA2t8vRNeK04UEffZZJ1n8JjH+zNp9xeOxVJjMPNOvAY/2rockSRRVmBk8bRcKbCy4vyMWm4xSAUGFlSTVFqNIbvEoVpWeeEsF0tmfQaGiouuzZCYOAxSEpG7EsPkFpAsbULafxOx72qOQJHy0Kr46qeKBu38SXTdX90JwHZSJvci2BeJ/7y4USdtQ5p5HqtWJNH0DRi9yX+bYeSGHp/o2qP47wEftYgLpiO0X82kz7HsUp5Zh6/Ioe4+4irhV4WJ2CUazlfu61cFktdEhIZgdF3J4pl8DjBYb609lYtCp6NckkkvZpTzbvyHFFRZOpRcR6a+lZ4Nw3lxzujrTVYW5h3OBJrz0wD7ks2tQlOUg1+uLJSiRO+dcxE2syaYzWXwwvDkAIQYNFRYrJW50dUAYoaYVlLNkUkcqrDJ+WhURAVr0ahXjOtWisMyCDMQoC5BmrBel0yZDIL6TEIE8+zNc2kTwpRV8MvwzlhzJIjpIz00Nwog6Og2fvQ5BWLfHMO+bgbb5MHhwtyhzlmZD3d4QXBdp1WNo+n/EAz3qIAP9mkQS6a+7ZsNKQZmJCrMVtVLxx5zn/wJ4Axkv/qcgOEwGEkL/fS2EKoWEQev5X85Pp/rVuv6/Cko1aN1cZ5vFvWZIFXyC3Y87QlKCIZz0ET+z6JKauRsLMFps3FJvNA/e+QC19ryIwk2N/7pxrQBIpRX7rwE/nQqzxZlM/uaQptQK8eWDdWc5k15MTJCeB3o0YODUI6iStsPPz4ggJrK5ENhLP+rE7TFbbfh6cCFe92g3ys02nl92kkNX8wn21XB359psf7onl9KLeXHFaa7klJIQ5svDverRYGoaG05nMnNJEvmlJo480Ro5vBFXb53D7P0ZrJh9CYvNRt8m7bjvnlMk7n8FFCqmzDuMr0bJp6NacTazhLXpkZjNHWjU5hZyS00U51i4lF2CTq3kcnZ7fLWdaCYHsPdkXrX0f034alVO2RcFksf2cHFt1XxxMZQieTy9c9T46zyLiyok8b90+Go+aqWCJQdTKDFaqBdu4PO7WiIhkV1sQqmQmDL/MADRATpqh/pyPKWA2iG+Tt1ajph7OJe7ujViZWk/1EqJslNmbm6iQ6t2/xkZtCpC8o/yX+0vUJTHcek1j8cNoqT1n+XHSC800jI+iKduaUCgj435+5JZckjYS3w3LJ42kS2h80Mi47nhZZENazoU2t8H59bTNHsNTQ3JUFoGV+tCm5FwYJo9SK4oRtYHwjfdBB9m6HShUXTgezg2X8ynUPJs/18vzxZXmDmdXsR7a8U9Hhus55He9WmfEHxN/aK/E95Axgsv/iYE+mi4t2tC9ZdrTUzsmoDPNQKdfx0M4dDuXqEM64iza6DpMDg8x/37Gt7663MrlWS0e5aJ809zOsP+dP7j0Rx+OVvAyns/o7b/NciZv4b6/WDjK25fkpsMpURyDdDu6hDPnD12bsLItrHo1UpGT99bPXYmo5hwRRHKXd8I0bYqXNkOs3Ygj5iD7BsGXAFgycEURrWP4+UanIq3hzYlr8zM6Ol7qwOCogoLr/x0ij2Xcnn+1kbV/I5jKYXc+8MBXhrYiM6JobyySnBH1l0x0aj9fxk38yBJDrozC/Yns/5UJosnvYpeoaKw/CSF5WbOZRbTvX4oD8xxLqEsfqATyXllzHY4dz+ditkT2zOjhi5OFUa0jWPHOXtp6FhKAf2bRLHyWJrLtpIEXeuGMPDzHdhs8O32y2x4vDtKheS2FNW7UThKhcSBJOeMyqgO8aw+lsF3O0Wn1APdE+iQEMzey3mkFVaQ5qD/5a9XUVTumjlpGOmHAomvt9nLTnP3pfDVmDY89uMRF2Lu2I61CN4xDlL2ARDU8jESw3y5mF3qMneIrwadWsHZTPHatnPZ7DifzWejWrP2ZAaZRSIL+O6OPOYNfAHl7NudeUm7pwmO2ZBvYOYAZ8PLZnfCpG3waUvx9w+3oZiwATa/LLqYFt7ldCympiOxaH/9gcJqk9l6Lpsp8+zfWafTi3lgzkEe7V2P+7rXwfdf8J3l5ch44cXfiPZ1grm5kesCPLRVDE2ir90d8q+D1SxaZWt69pxeCa3GCjfpmuj/Hhhcu5bc4ViWhdMZrgtCUYWFL/ZkU2H7A9krrR/0f8d1PCQRuj/F0JlnnYZ7NQyjQaQ/W8/bBdTu6liLN9acdtpOpYB24TKSYxBTBVlG+uVZykrsC9DKo+l0qBNCpzrOHSad6oTy6k+n3C7ka09mkldmonkNz533151D7dBxsuZEJlvO5ToFMVXILTUxd18KCw7Y+TM6tZJ3fznrsq3JamPOXmdyaXGFhcu5ZS78DoDGUf6MbB9Hdom9PPfO2jM83Keu2xLva4Oasu9yHrbKZFegXo1eJfHOsGYu9I6YQD3P9mvE4z8ecRrvmBBMrwbhfLrJzql66+czvDa4qYty9PQdl/h0ZCs0SuflL0Cv5r3hLXh/nbNWi9Fi4/udl7mjTazTeP9mkSSG+SBjP8jYTY/w0YgW+NdQgdeqFHwyqhVfb3MuS9pk+GDdWcZ0tPNsagWoRObEDbmarNNCsK+m/MDxhaJ93r/yGI1FlKkDqOj7vuscIXWh2xMYDL+etc4squClFSfdvvbZ5gvklnhub/87Ick3FLvwt6OoqIiAgAAKCwvx9/f/9Td44UUlisvN5JQaUUjSn6oTlFNiJCm3lGWHUlEqFQxpFU1csA8hN5rXSd4VWHov9H5JsDBPLBHjTYcJoTlTMdhscGaVUOFtPgL8Y+waM9eA1WZj8tzDrD3pnlMU5KPm50e6ERlw/SKUheVmKsxWfDRK/HRqyE8GlYakCh1WWSJAZSFELiZPF86FrHKWH0nBZoPBLWOID9GjkhRkFJWTWWREqZCIDdTT95PtTvtoGu3Pim7JKFc86PE4bPdv5bUDakqMFvo1jaR+hAGFJHE5p5SVR9PRqCTGdqxF34+3e5zj6b4NGNsxnuT8CsrNFt5afZoDVwtY92g3Ugsq0KuV+OmUvLb6NHsuueeb1A7xYcb4diCLTlytSkHnt521R4J81Dx5SwOeX+5GKA746M6WJIb5svxwKoXlZm5uLKxAHl1wiLn3daSo3IqECJKyisvw12s4k17MlnPZhPtpGdQimvxSE/XCfDDZJIwWKwatirWnMmkdF4hSqeCno2lkFFXQtW4oreKD0ChFcFVULrrKfDRKNApQyhasSjUVZhmFBL4aBcg2jDaJfZfz2Hs5j9ggHwY2i0SrVGCRYeOZTM5mFNO2djAdEoKZseMSc/Ymu5ynJMEvj3Rj5s4rSBIMahmD1Wrjw/Vn+XpgCIEHP8PqG4Gi2R1YrFbStXXYdi6boymF1I8w0KdRBD/sSWL27iSXuQG+GN2ayXMPAfDN7THcsv0OqCikvPuLZMXdgtJmIfrktygOz4QGt1La4VFypCA0xgKi9r4Ol7dC//ewJfZC2vEBclxHFIk3UWDzxceYiXxsEcqyTCz1ByBHNkcfEufx3iquMJNfKkpzNlmm27tbCNCrGdIqhlohPmQXG1l6KJWMogpmT2xPt/p/nTjX9a7f/3xO6Dowbdo03nvvPTIyMmjRogWfffYZ7du7eo544cWfAavVyuXccr7bcYmtZ7Px0aoY2T6OWxpF/CkGlKEGLaEGLW1qXQdX5N8Mher/2rvzsCjL/X/g79mZYdj3XRYFMSAWBdxLjlkczdzIsCizr5UeteOvk2Zm51umJ0+dLL+pmWWLqWjua4aGB0MWlcVUBEX2RfZhne3+/TEyMMygZCnM9Hld11xXPc/Dw/2Ze/D5zL1q9jv6erJmkbqH4zXHDywAzB2Aie8B144D4ACtNZrxIWLbPiUyHHBgcYcmazMBD9yeX9d70dSmwK/ljViflI+bNa0Y4myBJRMGw97CDr9cqcHXqXloaFUg0tsWL4/3hR1fjazievjdnhmSVVIHdxs3tKlVSMwoxem8akjN+Hh+5CB8OCsEy3/I1S7E2KpQafZqugPG5cPNRgwuh4P8Khn8HKVwtxHDzUaC0YM1D4WC6mZwOdBbG6WTRMhDQXUzXt5+AT4OUvx9oj9cbcTIKKzDtl9uorZZjn/PDL7jQotiIQ+NbQos2H4BEhEfz0R6Ivn18Yjfcg6lDZpuGKWK3fEer+3KwtaEcAj5XAyyN8f/nb4OLgfY/OxwfJVShKOXKsDncjA11A1TH3aDWs1QVNuCIFcrKNRqXK5owohBtrhe245PT+Xjxq0WDLKXYP5YX+y5UIZ9WWXYPCcc9uZCnLxchTlfnMPW54fjp8tV+OFCGRQqNSYGOmFOlBd4fCG2JN/A6bxbMBPwEDfcA38JdET8ljTMH+eLV8f5ok2hRLWsA1IRHzXNchTWtIDL4eBSWSMGO0oxdoijwURGxOeipUOJwU4WABiyiuvxaIATBtmbI0tmgxKH16FUq/G0vAUWX42BDwCfx9YA0WFA43UcLvDBt6n63WqdeN3GxnWoGODzKG6M+he+TivDT6nlMBNwMTN8IWJfXgH3zA+ws9QWW1KK4WgpwrxR/4eIsTK4NGQho8kaexQvQ1TCxQwHC/g5WUBoawe4rAJw5we+QqnGzdoWbD5zA2cLamBpJsCzUV44sWQsSupb8G1qMY5fqoS7jRivP+aP67eaIRIMjE6dAd8is2vXLjz33HPYtGkTIiMj8fHHH2P37t3Iy8uDo+Pd+8ipRYb8VvlVMkzf9IteH3qElw0+mhVCu2l3l7UD2P+y7jGxDTBtC5D4nKZ/vjv/WGDKek2icxfphXWYtTnV4LmlfxmCVx/x03kAGNKhUCExswQrezSPJ/19HP51/Cp+vKy7B5GZgIvE+dH4+OQ1nLo9/ddCxMemZ8Mx/9vzejNSRvnaISbQSWfdkKtLBsPsi9GanZl7YG7hyBu3EZO+7OoCsRILcGDBKAzqtshmRWMbVuy9hFN51Xr34HCAE0vGYvJnZ9B91fw1TwVBxRjeut168pCrJRY+6oeXv7tg8L15Z3IgLhTX42B2hfZYpLct1kwLwqMfJmuPbX42HEt2ZumsPttpmKslJge7Yu1xTXcMlwscXzQWz3+VrjMmBQB8HaTY8ly4zr2jfe0QG+SiLXN3yyYFIK2wDqe7vQeH/jYa/9iTjSsVMp1rHaQibH8pEk+sP4Pu47FDPazxwYxg/OU/Xbudp7wxHnsvlOOjHtsXcDjAhtmhyK9qwsdJul1AMyPc0S5X4VBO13vV2aL1/FcZ2rWrNk91x2NpCXr7QN2cm4OYTb9CaSAzjfa1w1g/e/zrhKZbb+wQO6yKHYqZn6drV5fuFORmhQ1xQZiyMU27dg8APDPCA0vGe2DEB7rj1T6LD8Njw5zv+ncCAFcqmjBj4y9okevW89gh9nh1vB+e/lx3B/iFj/jhmUjP+7oZb1+f3wMjnbqDjz76CC+99BJeeOEFBAYGYtOmTZBIJPjyyy/7u2jEBNW3dODTUwUGBwJmFtWjwMAgvj81ryjA91HdYw/Ha1a07ZnEAEDeEaC+WP+4AUIeB9PC3PSOB7pYIsrXDm0Kw9Ncu7vV3KFdOK2Tj70EDW1yvSQGANoVaqw5ehXLn+iazfFUmBu+PFtocFrt2eu1cLAQwarblPmtWS1gUzbor98htoHqif9gyTHd39vYpsCG0wU68YgALHsiAI4GdgZf+ddA8LlAj61/8P7RK4jy6Wrlu1TeBDtzISYNc9a7R4SXDYZ72+okMQCQVliH4rpWPOrflWh+/ctNrJsZjJ7PQkszPt7+a6DO9PGXRvvgQHaZXhIDaKZNny2owfyxPtpj8ZGe+OC44f2D1iflI254VxfImMH2yKts0ktiAE0970gvxuIJuuOyLpY04GZtC8YN7hpT0q5Q4xMDG4AyBrxz6DL+Gqz7mfOykyA2yAXHe3Rz3qxtxamr1fhgRrD22NqUelRO/Ey3VY7LAxjDm08M1ftI2JkLsfARP5h3G1Mzxs8RW88W6SUxAJBb1ojcihYMcdId3/J9egnqOniQ9hibs2Jf7h23NehU29yBD45f1UtiAM26RSo1g5u17jpCm89ch6KXLWEetAHdtSSXy3H+/HksX75ce4zL5SImJgapqYa/qXV0dKCj2194U1PvaxcQ0lNDmwJJV/QfcJ0OZpfh0YDfMVvG1Nh4a6YV1+QD2bc3FgyZDWwe3fvPXDkEuIff8bYKpQqbz9xAgIslNjwTiqQr1WhTqDB2sD1EAh6WJmbj27kjIBXdec2dqqZ27eqynRZNGIKkK/otHZ1Sb9SC0+2JM2KQLRbvyur1+ozCOrw39SEcyi6Hl50EE0LcUcNzgd38FHCztgMNxYBnFBR+k/DK0TpcNfAgPpZbgaUTh0BspfknubZdiYzCOuz8nyicLahBSkENHC1EmBXhAQsxH+PXJevdQ9ah1Fts8dmt6fjqhRGYE+WJxMxSKNVqPBXqBnupCPFfnNO7BwAcyi7H+9OC8PaBX+FhK8GMcHdIRVwcWTQGey+Uoqi2FSO8bfGwhzVyShvw9uRAJF2phqxdiamhrlj4fe/v1aGcCrw+cYh2VhCPyzG4GCAAtClUsDUX4rkoT1TJOrDo0cFYd0J/MHKnH3+twr9nBusdP5BVjpWTA2F2Ig8BTpYoqm012DICaBa5a+5Q4pkRHqhtkePxh1xgYcbH/9udbXDq+OGcCsQEdi3OV1jTgldPcbHl2dOQFByBuCoTza6jcK6SIbesEV88F4HTV6txq7kDwe7WGOJkgbf2X8Kns0PxVKgb2hQqjPN3wOfdZk31dDC7HFNCXPXWwUkvrMMzwz3webeNc+tbNXuG3a3VRNauRHK3WWY9nfi1ErHBLvj8TNe9FSqGkrrWAbHP4IBOZGpqaqBSqeDkpLucuZOTE65eNZzFr1mzBv/8p+FplYT0hYDPBQx8MwEAEd/IN3e8H2y9NS+/2y0zskrN+BlVL2uBCO7eFM3lcCDgcfGfk9dgacbHKD97CHlcfPbzdZTWt8HJUgT0YYgMn6vf6NyhUt1xPxkel6PzzVnFGPi9TAUGAAbAw0aMFbEBqG9RIG7LOTS2KrDzpUhETVqjWdyPL8TKH3Lw09Uag/cQ8rngdAuIy+HgrQOXwBiwY14kYoOcoQZQWdtqMInpilf3TWlXqhH/xTmcXjoO/5kVAgZNcvf4+v/2mkCY8XmwlwqxdtpDkCsZJm84i1vNHfji2XCsiA2EXKmCkM/Dyv25+PZcMcyFPIwebA8zAQ9qBgj5vVeMkMfVGffDu8s4Jx4HCPOyhY25AAIeR2dWlt69+VyDY4pEfC6qmtogFvBRVNuC8EE2d/6dPC5WPxUENWOobmrHy99dQE2zfutI5+/sWaILJTJsu+IEiXAKCjAOinIugt0Y9l0sw+Gccozys4e1WIijuRXaxEwq4uPfM4KgYhxUNrbr7WKu8zt5XIOJmJmAa3Dn6r6sTcXhaDbZ7Jn0dxLxuVAaSOQEvIHRqTMwSvEHWr58ORobG7WvkhL9gVuE9MbRXIgnQ1x7PT8tVL+rg9zG5WteYltg2PTerxs6+a634vG4mBWhmUra1K7EsUuVOJhdrl2AbVqoG5wt774njIOFSG/LijWHryBmqFMvPwFMDHRCe7dE9tTVasQG9z5lfLSfPZ7ecg7j1iVj6me/oLFVAbGAB/fOTUD5mkXDuneT9DQrwgN20q7WJUsxH2P8NN0hs79IQ9h7SYh4LwkSibDXRcgcLESwMNP/bjp+iCPEQj54PC74PC4kQh6m3OEzPjXUDX/7/gLC3ktC1NpTuNXcARGfCx9HTXeG8HYy/+Ttv4UWuQonfq3CgaxynLhUqTdNubunh3vgm25dUU3tCoPdZ4BmxpSNuRBLdmUh4csM/O/hy4iL6P09nBbmZnCW2/Rwd/zvoSvYn1WG/dnlcLU2g0Ro+AvJIDsJLER8cDgc8LhcuFhL7lhvcRHuSCvUnxUWM9QJn57Kxw9ZlTiYVQ5fBym4HE0rxs95t7A/q0y70vHwQTawlgjA4/Eg5HPhbCnCtLDe38MZEe46a/oAmkUCQz1t8M053W5bdxsxbPqwaJ2NRIDYoN4/448/5ILd53W3upAIeXCzuX/jY36LAZ3I2Nvbg8fjoapKt6m/qqoKzs76/b4AIBKJYGlpqfMipK/MxUK8MMrb4HoX08Pc9PZtIQYIJcAjy7v2zulu9Gt6e/n0xsfe3OA/rr4O5pg9whOiO8ym6eRoIcL6uFCdwY4N7UpwOcAr43z0rnewEGHpxCF4rVtX0rHcSsRFeBis+4SRXrhU3qjdTBDQfLv9cFaI3gPay87wQ9HLToKEkYMg4HXF42BhhhWxQ2Ej0e06K61rwboZwXrfsgU8Dv49Ixh7MnW/uNmZCzVjbbolfTbmIswb4wMPW/14ZoS7wclShGO/dnW9cTjAu1P112NxkorwdI94PjlVgAkBjgh2118TabSfHQJcLHEktyvZ+DLlJtZMC9JrgeBzOVg3MwSVDV3jrFIKauFpK8EEA127Ac4WmDTMGd/0mN48JcQVNhIB8qq69i06W3ALa6bpr1FjJuDigxkhOoOuAWCUnz3CPPVbcaK8bRExyBav78nROf4/Y3xQWt+KVnnXZ2LfxVKs/Gug3j0sxXy8/1QQrCVdyYZQwMOs4e7wc9Rf5+Xxh5whEfJwo8dYvRWxQ1HfqjtoSsTn4uO4h+HUh4TfUizE3x71g4uV/rUJ0V6oaW6HrFsLHpejmXrfWxL6oA34WUuRkZEYMWIEPv30UwCAWq2Gp6cnFi5ciGXLlt3152nWErkXN2tacLagBsd/rYS5UDM11dveHB62/b9nk9FoKAEKTgKXDwISOyByvmYxrr5sUXBbWX0b8qtl2JFejDa5CrHBLoj2sftNM8faFSqU1rfh+7Qi5FXJEOJujZkR7hBwOShraMf2tCLUtSgwdogD/hLoCCszAdJv1iExsxRqxjA9zB3hnjYABziTfwtHcipgLRYgYeQgeNubo7lDib0XypBZVAdfBynmRHrB3VYMiYGtB2qbO1BQ3YxtqTfR0q7Ek6FuGOlj1+seN4U1zTh+qRJnC2rhYCHEnCgveNhKUNcsx86MEuRXyzDEyQJPD/eEtYSH4tp2fJdWhNpmOUb52eGxYc7wcTC88FlhTQvOFtzCiV+rIL09/drLzhwKpRp7L5Yiq6QB7tYSzIn2hJu1GLYG1jkqqWtBUW0rvk8rhqxDib8MdcIj/g5QMyCrtAH7LpaBx+VgVrgHhrpYgKkZTlyuwpn8GthJhYiP9IK7tRlkHSokZhTjapUMfo4WeHq4BxykQlQ0duDr1JuobGzHeH8HTBrmDBVjyK9uxq6MEsiVakwJcUXEIBtwOZpk51huBcRCPp6J9IC3nTkUaoYDWeW4UFQPFyszzInygoOFEHUtCnyfXoSi2lYEuVlhRrg77KRC2Ej04yyqaUFuWSN+uFAGDgeYEe6OYa6WEDDg2NUqnL56C9YSzXRlDxsJmuVK7M4sxeWKRvjYSzF7hAfspELUNMvx9S83Ud7QjjGD7fFEkAvcbcQ6Y7K0v7O2BWmFdTicXQ4zAQ+zR3hiiJMUHUo1DueUI72wHk6WIsyJ8oKThQgtchW+Ty/GtSoZHvawxoxwD7jbiH9T98/Nmhb8nFeNpKvVsDTjIz7KC9525uhQqrH3YhnOF9XBz0GK+CgvuNsY/oz/kfr6/B7wicyuXbuQkJCAzZs3Y8SIEfj444+RmJiIq1ev6o2dMYQSGfJ71LfIIeByIDWWjRwHInkLwBVou1juRWuHEgqVGlaSe7+HSqVGh0oNEZ+n00LT3CZHu4rB2owHPr/rH+bmdgUYNPsAddcmV4HH5UDYbbyGWs3QrlRBeLv75m7kSjWUanWfHgRqtRqyDhVEfA7Muu3509quQLNcBamQB0m3MrbKlWhXqGFlxgOPd/dWq5rmdgh5XFiKu95blUoNWYcSYgGvTy1fsnY5FEoG2x6bCda2dIDLgU5yoFQqUd+qhFjI15ll065QoalNAamIB0m3QdwKlfr2ejZcnQd+Q6scShWDfY9WgRpZO/h8Lqy7xSOXq9DQroBEwNP5W27pUKClQwVLMwHMeulu6q7udjzWPZKdxjYFhDwOxN3qU65UQdauhFTIg6jbcaVKDYWBeHrT1C4Hj8OBebf3RKlUorFdBbGAp7OtSW+f8d/KUDwqNUPHb/iM/xFMJpEBgA0bNmgXxHv44YfxySefIDIysk8/S4kMIYQQYnxMKpH5PSiRIYQQQoyPySyIRwghhBDSG0pkCCGEEGK0KJEhhBBCiNGiRIYQQgghRosSGUIIIYQYLUpkCCGEEGK0KJEhhBBCiNGiRIYQQgghRosSGUIIIYQYrfu749MA0LlwcVNTUz+XhBBCCCF91fncvtsGBCafyMhkMgCAh4fHXa4khBBCyEAjk8lgZWXV63mT32tJrVajvLwcFhYWfdppdKBoamqCh4cHSkpKTHaPqD9DjADFaWooTtPxZ4gRMN44GWOQyWRwdXUFl9v7SBiTb5Hhcrlwd3fv72LcM0tLS6P64N2LP0OMAMVpaihO0/FniBEwzjjv1BLTiQb7EkIIIcRoUSJDCCGEEKNFicwAJRKJsGrVKohEov4uyn3zZ4gRoDhNDcVpOv4MMQKmH6fJD/YlhBBCiOmiFhlCCCGEGC1KZAghhBBitCiRIYQQQojRokSGEEIIIUaLEpl+tHHjRgQHB2sXKYqOjsaxY8e059vb27FgwQLY2dlBKpVi+vTpqKqq6scS/35r164Fh8PBkiVLtMdMJc533nkHHA5H5xUQEKA9bypxlpWVYc6cObCzs4NYLEZQUBAyMzO15xljePvtt+Hi4gKxWIyYmBjk5+f3Y4l/u0GDBunVJYfDwYIFCwCYTl2qVCqsXLkS3t7eEIvF8PX1xbvvvquzt40p1KdMJsOSJUvg5eUFsViMkSNHIiMjQ3veWGM8c+YMJk+eDFdXV3A4HOzfv1/nfF/iqqurQ3x8PCwtLWFtbY0XX3wRzc3NDzCKPwAj/ebgwYPsyJEj7Nq1aywvL4+9+eabTCAQsEuXLjHGGHv55ZeZh4cHS0pKYpmZmSwqKoqNHDmyn0t979LT09mgQYNYcHAwW7x4sfa4qcS5atUqNmzYMFZRUaF93bp1S3veFOKsq6tjXl5e7Pnnn2dpaWnsxo0b7MSJE6ygoEB7zdq1a5mVlRXbv38/y87OZlOmTGHe3t6sra2tH0v+21RXV+vU48mTJxkAdvr0acaYadQlY4ytXr2a2dnZscOHD7PCwkK2e/duJpVK2fr167XXmEJ9zpo1iwUGBrLk5GSWn5/PVq1axSwtLVlpaSljzHhjPHr0KFuxYgXbu3cvA8D27dunc74vcU2aNImFhISwc+fOsf/+97/Mz8+PzZ49+wFH8vtQIjPA2NjYsC+++II1NDQwgUDAdu/erT135coVBoClpqb2YwnvjUwmY4MHD2YnT55k48aN0yYyphTnqlWrWEhIiMFzphLnG2+8wUaPHt3rebVazZydndm6deu0xxoaGphIJGI7dux4EEW8LxYvXsx8fX2ZWq02mbpkjLHY2Fg2d+5cnWPTpk1j8fHxjDHTqM/W1lbG4/HY4cOHdY6HhYWxFStWmESMjDG9RKYvcV2+fJkBYBkZGdprjh07xjgcDisrK3tgZf+9qGtpgFCpVNi5cydaWloQHR2N8+fPQ6FQICYmRntNQEAAPD09kZqa2o8lvTcLFixAbGysTjwATC7O/Px8uLq6wsfHB/Hx8SguLgZgOnEePHgQERERmDlzJhwdHREaGootW7ZozxcWFqKyslInTisrK0RGRhpVnN3J5XJ89913mDt3LjgcjsnUJQCMHDkSSUlJuHbtGgAgOzsbKSkpePzxxwGYRn0qlUqoVCqYmZnpHBeLxUhJSTGJGA3pS1ypqamwtrZGRESE9pqYmBhwuVykpaU98DLfK5PfNHKgy83NRXR0NNrb2yGVSrFv3z4EBgYiKysLQqEQ1tbWOtc7OTmhsrKyfwp7j3bu3IkLFy7o9El3qqysNJk4IyMjsW3bNvj7+6OiogL//Oc/MWbMGFy6dMlk4rxx4wY2btyIv//973jzzTeRkZGBRYsWQSgUIiEhQRuLk5OTzs8ZW5zd7d+/Hw0NDXj++ecBmNZndtmyZWhqakJAQAB4PB5UKhVWr16N+Ph4ADCJ+rSwsEB0dDTeffddDB06FE5OTtixYwdSU1Ph5+dnEjEa0pe4Kisr4ejoqHOez+fD1tbWqGKnRKaf+fv7IysrC42NjdizZw8SEhKQnJzc38X6w5SUlGDx4sU4efKk3jciU9P5LRYAgoODERkZCS8vLyQmJkIsFvdjyf44arUaEREReP/99wEAoaGhuHTpEjZt2oSEhIR+Lt39sXXrVjz++ONwdXXt76L84RITE7F9+3Z8//33GDZsGLKysrBkyRK4urqaVH1+++23mDt3Ltzc3MDj8RAWFobZs2fj/Pnz/V008gegrqV+JhQK4efnh/DwcKxZswYhISFYv349nJ2dIZfL0dDQoHN9VVUVnJ2d+6ew9+D8+fOorq5GWFgY+Hw++Hw+kpOT8cknn4DP58PJyckk4jTE2toaQ4YMQUFBgcnUp4uLCwIDA3WODR06VNuF1hlLzxk8xhZnp6KiIvz000+YN2+e9pip1CUAvP7661i2bBmefvppBAUF4dlnn8Vrr72GNWvWADCd+vT19UVycjKam5tRUlKC9PR0KBQK+Pj4mEyMPfUlLmdnZ1RXV+ucVyqVqKurM6rYKZEZYNRqNTo6OhAeHg6BQICkpCTtuby8PBQXFyM6OrofS/jbTJgwAbm5ucjKytK+IiIiEB8fr/1vU4jTkObmZly/fh0uLi4mU5+jRo1CXl6ezrFr167By8sLAODt7Q1nZ2edOJuampCWlmZUcXb66quv4OjoiNjYWO0xU6lLAGhtbQWXq/sY4PF4UKvVAEyvPs3NzeHi4oL6+nqcOHECTz75pMnF2KkvcUVHR6OhoUGnZerUqVNQq9WIjIx84GW+Z/092vjPbNmyZSw5OZkVFhaynJwctmzZMsbhcNiPP/7IGNNM8fT09GSnTp1imZmZLDo6mkVHR/dzqX+/7rOWGDOdOJcuXcp+/vlnVlhYyM6ePctiYmKYvb09q66uZoyZRpzp6emMz+ez1atXs/z8fLZ9+3YmkUjYd999p71m7dq1zNramh04cIDl5OSwJ5980iimsvakUqmYp6cne+ONN/TOmUJdMsZYQkICc3Nz006/3rt3L7O3t2f/+Mc/tNeYQn0eP36cHTt2jN24cYP9+OOPLCQkhEVGRjK5XM4YM94YZTIZu3jxIrt48SIDwD766CN28eJFVlRUxBjrW1yTJk1ioaGhLC0tjaWkpLDBgwfT9GvSd3PnzmVeXl5MKBQyBwcHNmHCBG0SwxhjbW1t7NVXX2U2NjZMIpGwp556ilVUVPRjif8YPRMZU4kzLi6Oubi4MKFQyNzc3FhcXJzO+iqmEuehQ4fYQw89xEQiEQsICGCff/65znm1Ws1WrlzJnJycmEgkYhMmTGB5eXn9VNp7d+LECQbAYNlNpS6bmprY4sWLmaenJzMzM2M+Pj5sxYoVrKOjQ3uNKdTnrl27mI+PDxMKhczZ2ZktWLCANTQ0aM8ba4ynT59mAPReCQkJjLG+xVVbW8tmz57NpFIps7S0ZC+88AKTyWT9EM294zDWbQlHQgghhBAjQmNkCCGEEGK0KJEhhBBCiNGiRIYQQgghRosSGUIIIYQYLUpkCCGEEGK0KJEhhBBCiNGiRIYQQgghRosSGUIIIYQYLUpkCCEDUmpqKng8ns4+R4QQ0hOt7EsIGZDmzZsHqVSKrVu3Ii8vD66urv1dJELIAEQtMoSQAae5uRm7du3CK6+8gtjYWGzbtk3n/MGDBzF48GCYmZnhkUcewddffw0Oh4OGhgbtNSkpKRgzZgzEYjE8PDywaNEitLS0PNhACCH3HSUyhJABJzExEQEBAfD398ecOXPw5ZdforPxuLCwEDNmzMDUqVORnZ2N+fPnY8WKFTo/f/36dUyaNAnTp09HTk4Odu3ahZSUFCxcuLA/wiGE3EfUtUQIGXBGjRqFWbNmYfHixVAqlXBxccHu3bsxfvx4LFu2DEeOHEFubq72+rfeegurV69GfX09rK2tMW/ePPB4PGzevFl7TUpKCsaNG4eWlhaYmZn1R1iEkPuAWmQIIQNKXl4e0tPTMXv2bAAAn89HXFwctm7dqj0/fPhwnZ8ZMWKEzv9nZ2dj27ZtkEql2tdjjz0GtVqNwsLCBxMIIeSB4Pd3AQghpLutW7dCqVTqDO5ljEEkEmHDhg19ukdzczPmz5+PRYsW6Z3z9PT8w8pKCOl/lMgQQgYMpVKJb775Bh9++CEmTpyoc27q1KnYsWMH/P39cfToUZ1zGRkZOv8fFhaGy5cvw8/P776XmRDSv2iMDCFkwNi/fz/i4uJQXV0NKysrnXNvvPEGTp06hcTERPj7++O1117Diy++iKysLCxduhSlpaVoaGiAlZUVcnJyEBUVhblz52LevHkwNzfH5cuXcfLkyT636hBCjAONkSGEDBhbt25FTEyMXhIDANOnT0dmZiZkMhn27NmDvXv3Ijg4GBs3btTOWhKJRACA4OBgJCcn49q1axgzZgxCQ0Px9ttv01o0hJggapEhhBi91atXY9OmTSgpKenvohBCHjAaI0MIMTqfffYZhg8fDjs7O5w9exbr1q2jNWII+ZOiRIYQYnTy8/Px3nvvoa6uDp6enli6dCmWL1/e38UihPQD6loihBBCiNGiwb6EEEIIMVqUyBBCCCHEaFEiQwghhBCjRYkMIYQQQowWJTKEEEIIMVqUyBBCCCHEaFEiQwghhBCjRYkMIYQQQowWJTKEEEIIMVr/H2KfXS+I+ELsAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot = sns.scatterplot(data=df, x=\"Age\", y=\"NumberAts\", hue=\"Alarm\")\n",
    "plt.title(\"Scatter plot of NumberAts vs Age\")\n",
    "fig = plot.get_figure()\n",
    "file_name = f\"Alarm scatter NumberAts Age.pdf\"\n",
    "plt.savefig(Path.joinpath(pt.REPORTS_PLOTS_DIR, file_name), dpi=300, bbox_inches = \"tight\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\au475271\\Miniconda3\\envs\\py38-air\\lib\\site-packages\\seaborn\\distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
      "  warnings.warn(msg, FutureWarning)\n",
      "C:\\Users\\au475271\\Miniconda3\\envs\\py38-air\\lib\\site-packages\\seaborn\\distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
      "  warnings.warn(msg, FutureWarning)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x300 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.FacetGrid(df, col=\"Alarm\", margin_titles=True)\n",
    "g.map(sns.distplot, \"Age\", bins=25)\n",
    "g.fig.suptitle(\"Number of citizens who got an alarm given age\")\n",
    "file_name = f\"Alarm facetgrid age.pdf\"\n",
    "g.fig.subplots_adjust(top=.8)\n",
    "plt.savefig(Path.joinpath(pt.REPORTS_PLOTS_DIR, file_name), dpi=300, bbox_inches = \"tight\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_ats_list(df, ats_resolution):\n",
    "    all_ats = []\n",
    "    ats_cols = [f\"{i}Ats\" for i in range(1, ats_resolution+1)]\n",
    "    for ats_col in ats_cols:\n",
    "        for ats_string in df[ats_col]:\n",
    "            for ats in ats_string.split(\",\"):\n",
    "                if ats != \"0\":\n",
    "                    all_ats.append(ats)\n",
    "    return all_ats\n",
    "\n",
    "ats_no_alarm = pd.Series(get_ats_list(df.loc[df['Alarm'] == 0], ats_resolution))\n",
    "ats_alarm = pd.Series(get_ats_list(df.loc[df['Alarm'] == 1], ats_resolution))\n",
    "\n",
    "a = pd.DataFrame(ats_no_alarm.value_counts()[:20], columns=['No alarm quantity'])\n",
    "b = pd.DataFrame(ats_alarm.value_counts()[:20], columns=['Alarm quantity'])\n",
    "\n",
    "ats_df = pd.concat([a, b], axis=1).fillna(0)\n",
    "ats_df.index.names = ['Ats']\n",
    "ats_df = ats_df.reset_index()\n",
    "\n",
    "ats_df['No alarm quantity'] = ats_df['No alarm quantity'] / len(ats_no_alarm)\n",
    "ats_df['Alarm quantity'] = ats_df['Alarm quantity'] / len(ats_alarm)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.bar(ats_df[\"Ats\"], ats_df[\"No alarm quantity\"], label=\"No alarm\")\n",
    "plt.bar(ats_df[\"Ats\"], ats_df[\"Alarm quantity\"], bottom=ats_df[\"No alarm quantity\"], label=\"Alarm\")\n",
    "plt.legend()\n",
    "plt.xticks(rotation=90)\n",
    "plt.ylabel(\"Scaled ats usage\")\n",
    "plt.title('Scaled plot of ats usage for alarm')\n",
    "file_name = f\"Alarm scaled ats usage.pdf\"\n",
    "plt.savefig(Path.joinpath(pt.REPORTS_PLOTS_DIR, file_name), dpi=300, bbox_inches = \"tight\")\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "interpreter": {
   "hash": "1257d43d6e3967ffdae7723e8889b746915ea50e5b681a3d1d09455fe4a03787"
  },
  "kernelspec": {
   "display_name": "Python 3.8.11 64-bit ('py38-air': conda)",
   "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": "3.8.11"
  },
  "orig_nbformat": 2
 },
 "nbformat": 4,
 "nbformat_minor": 2
}