forecasting.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Time Series Forecasting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import json\n",
    "import datetime\n",
    "import numpy as np \n",
    "import pandas as pd \n",
    "import pmdarima as pm\n",
    "import matplotlib.pyplot as plt \n",
    "from matplotlib import rcParams\n",
    "from sklearn.metrics import mean_absolute_error\n",
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "plt.style.use('seaborn')\n",
    "rcParams.update({'figure.autolayout': True})\n",
    "\n",
    "%matplotlib inline\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Load Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": "Length of dataset (Number of days): 48\n"
    }
   ],
   "source": [
    "def preprocess_df(df):\n",
    "    df['date'] = pd.to_datetime(df['date'], infer_datetime_format=True)\n",
    "    df.index = df['date']\n",
    "    df.drop(['date', 'status'], inplace=True, axis=1)\n",
    "\n",
    "    for col in df:\n",
    "        df[col] = pd.to_numeric(df[col])\n",
    "\n",
    "\n",
    "with open('data\\\\states_daily.json') as f:\n",
    "    data = json.load(f)\n",
    "\n",
    "confirmed_df = pd.DataFrame(data['confirmed'])\n",
    "preprocess_df(confirmed_df)\n",
    "\n",
    "total_confirmed_cases = confirmed_df['tt']\n",
    "total_confirmed_cases_cum = confirmed_df['tt'].cumsum()\n",
    "\n",
    "tn_confirmed_cases = confirmed_df['tn']\n",
    "tn_confirmed_cases_cum = confirmed_df['tn'].cumsum()\n",
    "\n",
    "print(f'Length of dataset (Number of days): {len(tn_confirmed_cases)}')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Rolling Average"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
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lgn0/JiXFtjk1WlPcRUREREREpE2fbi9i5eY8Fk5O5bEfL+bCOcMor67jdRWJ61Ka4i4iIiIiIiJt+mRbPk6Hg7m+138vWzCcsspaFkwa3MORnVmUoIuIiIiIiEir8o5Usi+/nMkjExgYEw5AeJiLL10yvocjO/MoQRcREREREekia3MKWb56P3lHqkhLjGLZvMygF50Otk+2FQAwf6L/0fLducepqK5j6ujE7gzrjKR30EVERERERLrA2pxCHn4tm9ziStweD7nFlTz8WjZrcwp7OrQOc7s9rM4uIDLcxdRRLRPwqhN1/OGFLP72xnYqqut6IMIzixJ0ERERERGRLrB89f5W2vtuIbXjlbXExYQza2yy32rtURGhXLZgOBXVdby4YncPRHhm0RT3U6wvzOLt/e9TUFXE4KhkLsg8l5kpUzvc38aN67nnnrvIzByOw+GgpqaGpUsv5KqrrmtXPw89dD8ZGZmMHj2GVas+5NZbv+x3u5UrP2DChIk4HA4ef/wxfvjD/9Ph2EVEREREJHB5R6r8tueXVHZzJF0nPjacn90yk/oGd6vbLJk5hE+25fPh5nwWTEpl9JC4bozwzKIR9GbWF2bxePaz5FUW4Pa4yass4PHsZ1lfmNWpfmfMmMkDDzzC/fc/zAMPPMLzzz9DeXnH1tYbPdq0mpwD/POfz1FZWUlCQqKScxERERGRbpSWGOW3PTUhupsj6XohrtZTxxCXk5svGAvAU2/bNpN5aVu/G0H/2Sf/7bd9ybCzWXV4jd/vnsr5B6/ueZPhA4Zx28QbAfj48FreOvA+/zX/rnYdv6qqCqfTyXe/+w1SU9MoLy/n97//E3/4w/8lN/cQbrebL3/560yfPpMVK97jySf/SlxcPHV1dWRkZLJx43peffUlfvnL/+b111/h3//+F7W1dSxceDbjxk1g9+6d3HvvPfzsZ//Fvff+nEceeYJ169bwyCMPER4ezoABA7nrrnvYtcvyzDNPERoaQn5+Hueeez633HJ7+36ZIiIiIiLSZNm8TB5+LdtPe0YPRNN563cUsW1fKcvmZZAUF9nmtqOGDGTRlDQ+3JzHik2HWTJzaNDje37DSj4p/oj60HJC6mKZn3QW1804O+jHDaZ+l6C3paCqyG97g6ehU/1u2LCeb33rKzidTkJCQvje937EM888xfnnX8jZZy/mX/96kYED47jrrns4fvwY3/zmV3j66Rd48MH7ePTRJxkwYCA/+tF3Turz6NFSnn76SZYvf53jx2t44IH/ZerU6YwaNYYf/egnhIaGAuDxePjd737Dgw8+RlJSMi+88BxPPvlX5s9fSGFhPk888Rx1dXVcfvmFStBFRERERDqhsVr78tUHyCupBI8Hp9PBuMz4Ho6sY1ZkHSZn/1EunjssoO2vOmckA6LDWDg5NciReZPzj44vhzBwAA1hZd7PG+jTSXq/S9DbGvFedXgNeZUFLdrTY1L5yezvndS2IH0OC9LnBHTMGTNm8stfnjxy/8wzTzFsmPdJ2p49u9myZRM5OdsAaGiop7S0hOjoaAYO9L6/MXHi5JP2P3z4MMOHjyQiIoLy8jq+/e0f+D32sWPHiIqKJikpGYCpU6fx8MMPMn/+QkaMGEVISAghISGEh0cEdC4iIiIiItI6l9PBN6+YSMqgKD7YmMvuw8dxuz09HVa7lZadYPv+o4waMpDkeP9T908VExnKlYtGBDkyr0+KP4IwP+1Fq7iOvpug6x30Zi7IPNdv+9KMxUE5ntPp/fVnZGSyZMkFPPDAI/zhD/exePESYmMHUFFRydGjRwHYsSPnpH3T04dw8OB+amtrAfjpT++kuLgIp9OJ2/3ZOx9xcXFUVVVy5MgRALKyNjJ0qPcJmMMRlNMSEREREemXTtTW88i/s3noVe/A2+LpQ/jy5yYQFxPew5G135qcQjy0vvZ5W9weDx9sOszm3Ue6PjCf+lD/Nb3qQ8uCdszu0O9G0NvSWK39nQMfkF9ZSGp0CkszFneqinsgLrvsSn7723v51re+QmVlBVdccTWhoaH85Cf38IMffIvY2IGEhJx8qeLj47nxxlu46aabqK93s2DBWSQlJTNx4mTuvffn3Hnn3QA4HA7uvPNu7r77RzidDmJjB/CTn/yCvXu1BIKIiIiISFfafuAo9Q0eJo9MaPHd4eIK0pNieiCq9vN4PHy8NZ8Ql5PZY5PbvX/xsWqe/c9OBsaEYYbFERHW9WmnsyEUT0hti/aQugFdfqzu5PB4+t50i9YUF5efOScToKSkWIqLO1YRXvo2XXs5E+m+7t90/fsvXfv+7Uy6/k+9tYMVWXncddP0k5Yae/69Xbyz7hA//+IsMgbH9mCEgdmXX8Z/PbmeWWOT+frlEzvUx8sf7uH1Tw5w4exhXHPuqC6Jq6quisiQSBwOB0+te4e15e+22Oasgcs69Q56sO/HpKTYNucxa4q7iIiIiIhIJ3k8HrbuLSE6IoQRaSeP4k7yjai/uHJPT4TWbjGRoSyZOYSzp6Z1uI9L5mWSFBfBO+sOcaioolPxeDweVuet457Vv+WFTR8CcPOspZw1cBmumoF43A5cNQM7nZz3BpriLiIiIiIi0kl5RyopKath9rhkXM6Tx0EnZA5iQmY82ftKyd5fyoTMQT0UZWCS4iK5YcmYTvURFuripqWG/31hM0+9vYO7bpqBswNFsAqrinl+x8vsPLYH3C7e23SAuWnlZAyO5boZZ/fpgnD+BDVBN8bMAX5rrT3HGPM80FhhIBNYY629zhhzH7AAaJxHcBlQCzwNJPvab7HWFgczVhERERERkY7KLa7E5XQwaUTL988BrjpnFNlPrOPFFXsYd0t8h5LV7lBT20BYqBNHF8Q3aUQCs8Yms25HEZt3HWHamKSA96131/PuwZW8uf896t31uI8lU7t/HFfMncDQlL7xLn9HBC1BN8bcCXwBqASw1l7na48HPgAa1y2bDlxgrT3SbN/vA1uttb8wxlwH/BQ4eSFwERERERGRXmLO+BSmjEpoNbHNGBzLnPEprM0pZP2OImaPS+nmCAPz2Os5FByt4sc3TCcmMrTT/V133mimjU5k6ujEdu23oXAz/977NqGeSGp2TyS8Kp3vXDaBySPb109fE8x30PcAV/pp/yVwv7U23xjjBEYDjxhjPjbG3ObbZiHwlu/nN4ElQYxTRERERESk0yLCQggPdbX6/RWLRhATGUp1TX03RhW4iuo6snxLo0VHdM1YbnxsOHMnDA5oRL66vpraBm9l9lmDpzEmZC5lG+eT6hrJPV+cdcYn5xDEEXRr7UvGmMzmbcaYZOA8Phs9jwbuB/4IuIAPjDHrgQHAcd825cDAQI4ZHx9FSEjrfyHOVElJvb8SpASHrr2ciXRf92+6/v2Xrn3/1tev/86DRzlcXMGs8YPbHHVOSorlyZ9fQFgbSXxPWvfJPhrcHpbOySA5uWuXK6uoquXJN7azaGo6k0a1TLQ/zc3irxufZ1HGHG6ccgUAP/3cjfwjYifXLBlDZHj3lU/ryfuxu4vEXQU8a61t8H2uAv5sra0CMMa8D0wByoDG30oscCyQzo8ereraaPuAM2lZCmkfXXs5E+m+7t90/fsvXfv+7Uy4/q+u2MWHm/O5++YZjEwLaGyR+gY3brenVyXr76zej8MBEzPiu/ya7Msv4+3V+8myRVx2STjvHvqAgqoikiITCHeFc7A8lxCHi30HK3ilZCcLJqUCcPHsoVSUVdO5OvCB64Zl1tr8vruXWVuCd8p6ozHAKmOMyxgTindq+0bgY+Bi3zYXAR91a5QiIiIiIiIB8Hg8bNlTQkxkKMMHBzbqnFtUwU8fXcubaw8GObrAFZRWsSevjPGZg4iPDe/y/oenDmDx9HSK2cNTO54jr7IAt8dNYVUxB8tzSYlMYkLt5axdMYAXV+6htq7h9J2egbo7QTfA3sYP1trtwDPAGmAl8JS1Nht4CJhgjFkFfAXve+siIiIiIiK9yqGiCo5V1DJxxCCczsAqnyfGRXCitp63Pj3I8craIEcYmDXZBQDMnzj4NFt2jMfj4axZAwkbstfv9yVltazZVMmQpGjuumlGr5pZ0J2COsXdWrsfmNvs8wQ/2/wO+N0pbVXA1cGMTUREREREpLO27i0BYHIry6v5ExEWwqULh/P0Ozt5/eP93Li0c2uOd4WL52aQmhDd7mrrbTlWcxxbupudR/dgj+7maM0xHBEOPH62rXOVMXtcMrdeNI7wsP6ZnEP3v4MuIiIiIiJyxti6pwQHMLEdCTrAoilpvPPpIVZkHeb8WUNIjo8KToABCgt1MWd81yz9VlFbyR83PkRhVVFTW3RIFNOSJrGr9CAVDcdb7BPpieOrl07okvXX+zIl6CIiIiIiIh3Q4HZT1+BmZPrAdq8ZHuJycuXZI/jLq9m8/OFevnbZxCBFeXrb95cyNCX2tOewvjCLt/e/T0FVEYOjkjlv2CIGhMX6Rsh3ca25gswBw4gOjQI8jE8wmPhRmPhRpMek4nQ4+fHzL0Lypy36DikZ0++Tc1CCLiIiIiIi0iEup5Of3TKLuvqOFTSbOTaZjLUHOVRUQU1tQ49M7a6pa+C+l7cSFx3Gb74yt9UkeX1hFo9nP9v0Oa+ygL9vf6Hpc4jDRWFlMZkDhuFwOPjZnB/67avkQAKOsimEpO3FEVGB50QM9XkjKD02qOtPrg9Sgi4iIiIiItIJoSEdS6ydDgd3XDmJgTFhuJzdXb/ba9POYmpqG5g1M6UpoW5wN1BYVczhivymP8XVJX73jwmN5ovjr2dkXCZhrrCm9tYS/bTEKHKLU2koTT2pfUhSdBedUd+mBF1ERERERPqstTmFLF+9n7wjVaQlRrFsXmaXvUvdFrfHw0sr9zBpeAJjM+I73M+gARFNP3s8nqBM8z51avoFmecyM2UqAB9m7wc8zJ84mNITR3lky5PkVxVR764/qQ8H/uOqqq9mXELgRe6Wzcvk4dey/bRnBNzHmUwJuoiIiIiI9ElrcwpPSvZyiyubPgc7ST9UWMGbaw5SVlHbqQQdvIn5ax/vZ/uBo9x5wzScXZik+5ua/nj2s7xz4APKaiooTywno+4iBg+Koq4hlMLqI6RFp5Aek0Z6TGrTnz9t/At5lQUt+k+Nbt/vufG6LF99gPySSlITolk2L6NbHqr0BUrQRURERESkT1q+en8r7QeCnvBt2XMEgEkj21e93R+Hw0FhaRU7Dx1j3faiLo397f3v+20/XJFPhCOGhmNJTBnjff871BXKHxb9Cqej5XT7CzLPPSnRb7Q0Y3G7Y5ozPkUJeSt65kUHERERERGRTso7UuW3Pb+kMujH3rK3BIcDJgzvmuJmly8agcvp4OUP91Df4O5UXx6Ph11H9/K3bc9QUFnodxunw8mkE1fj3jOLJRPHn9Tuz8yUqdw64YamauzpMancOuGGpqny0jU0gi4iIiIiIn2St+BYy2Q8NSG4BccqquvYm1fGqPSBREe0b3m11iTHRbJ4WjrvbshlZVYe580Y0u4+6hrqWF+0mRWHVpFbkQdAXNgAjtWWtdg2NTqFLy4ex+fPHhnwEnEzU6YqIQ8yJegiIiIiItIn9VTBsW37SvB4YNKIltPb2yrIdjqXLMhk1dZ8Xvt4H/MnDiYyPLB0ze1x88a+d/no8Goq6ipx4GBa0iTOGbqQoyeO8UTOcy32aZyaHhsV1uI76TlK0EVEREREpE+aNCIBhwNCXE7cbk+3FRyrr/cwaEA4k095/7y1gmxAQEn6gKgwLpozjH99tI9Nu4qZPzG1ze3rGuoIdYXidDjZd/wADR43S4adzaL0+SREfla4zuFw8M6BD8ivLCQ1OoUlQ88hJyuSAeOPMWZoXHtOXYJMCbqIiIiIiPRJ5VW1jB0Wz/jMeJbNy2SDLeKjLfnMMEmEuIJXbmvh5FQWTBrcor21gmwv2FeoqKskNSqFwdEpDAiLaXU5taWzhmGGxbeaODe4G8gq3saK3FXEhQ/k9ok3AXDD2KuICYsm3NVyRPzUqelZu4+wYtMWXE6HEvReRgm6iIiIiIj0SSmDovjR9dPweDwA2EPH2LKnhDXZhSyc3Pboc2f5S7ALqor8bltZX8U/d77a9DkqJJJfLw/eyyYAACAASURBVPgpYa5Qquqq2Vd2kNToZOLD4wgPczUlzc2nyydHJpIek8qe4/s5VnMcgMmJE3B73DgdzpNGzE/nk23e5dL8PWSQnqUEXURERERE+rTGZPnC2cP4YONh3lhzgPkTB+N0dt164o0+2pJHaVkN580Y0qK4WkpUMvl+1gpPikzk4uFLKKwsIr+qiKq6KsJc3n33lx3kwc1/BSDMFcbgqGRSo1OoqKkh++i2pj4KqoooqCrC5XBx9pD5nD1kASlRSe2Ov/JEHVm7jpCWGE1GSmy795fgUoIuIiIiIiJ9zqadxazbUcSyeRmkJ8UAMGhABPMmDmbVlnw27ixm5tjkLj/uik15HCws5/yZQ1t8lxgR7zdBv2TE0lbfQU+IHMTFw8/3Ju+VheRV5HOwPLfV48e64rhmzOUdjn/djiLqG9zMnzi41Wn20nOUoIuIiIiISJ+zOruA9baYi+eeXLH9ojnD+HhLPstXH2CGSerSJLSsqpb9+WWMGRpHVMTJqdTe4wfYVrKD2NBoYsJiKKwqJjU6haUZi9ssEJcSlcSy4ec3fW5wN1ByopRfrv49+An9WF1pp87hk20FOIC5QS6kJx2jBF1ERERERPqUmtoGtuwtIWVQFOlJJ695npoQzYyxyazfUUT2/lImDm+5FFpHZe8txQMtqrfXNtTy95x/APClSTczKm54h4/hcrpIjkrCXR2LM6q8xffu6pgO9+32eBg9ZCBJAyMZNCCiw/1I8ChBFxERERHppdbmFLJ89X7yjlSRlhjFsnmZQV9CrC/YureE2jo3M1sZIf/c/EzGZ8RjurhC+Za9JQBMOiVBf3XPmxRVH+HcoWd1KjlvbkDFOCqiPvXTPh6AXbnH2Ly7hOljkshMjcUZwEwBp8PB1eeM6pL4JDiUoIuIiIiI9EJrcwp5+LXsps+5xZVNn/t7kr7eequlzzT+3zEfmhzD0OSOjzT743Z72La3hPjYcNITTx61n5Y8mSPVJXxuxIVddrwrJ5/FY6tqCEnbiyOiAs+JGOrzRnDlwoUArMkpbCqIFx8bzrTRiUwfk8SYoXF+l5hrrHSv9857NyXoIiIiIiK90PLV+1tpP9CvE/TaugY27ykhKS6CYSltJ+EnauvJ3lfKjFYS+faoqqlnXEY8iQMjWyS5o+KGd9nIeSPvNV7C8tUHyC+pJDUhmmULM5qu/TWLRzEhcxAbdxazefcR3t94mPc3HmZYcgy/uG32SX2tzSnk5Q/3UHzsBAkDIrjqnJH9+h7qzZSgi4iIiIj0QnlHqvy255dUdnMkvUt9g5vzZw4lNjL0tKPBf3k1my17SvjVbbMZ0skR9ZjIUL5xxaST2j44tIrJieNJiBzUqb5bM2d8SquJdHioi+ljkpg+Jon6Bjc7Dx1j485iBkaHNW3z5toDrN9RxL78z95lLyk7oZkYvVjLuQ8iIiIiItLj0hKj/LanJkT7be8voiJCuXLRCM6f1XKZs1MtnpYOwBtrDnR5HNklO3hx12s86SsO15NCXE7GZw7ipqWGzy34bCR/d+7xk5Lz5pav7vrfiXSeEnQRERERkV5o8ij/1ceXzcvw294fuD2epnepAzF5ZAJDkmJYu72QoqP+ZyQE4nhFDX/652Y27SoGoKquime2v4jL4eJa0/E1yYPtW1dOwtnKJIP+PhOjt1KCLiIiIiLSy9Q3uNlojwCQEh/ZtBz25WcN79fTkrftLeHHf1lN1q4jAW3vcDi4eN4wPB54a+3BDh93695StuwpoehoNQAv7HyN47VlXDz8fNJjUjvcb7A5HA7SEv3PuOjvMzF6KyXoIiIiIiK9zLvrcykorWLx9HT++6vz+M7VUwAor6zr4ci8Bcfu+etavvTbD7jnr2tZm1PYbcdev6OYI8dPEBMZGvA+s8YmkxwXyaqt+RyrqOnQcbc2Lq82IoGsoq2sK9xIxoChnD/s7A71152Wzctspb3/zsTozZSgi4iIiIj0Iscranjt431ER4RwxVkjAJgwPJ4BUaGs3V5IfYO7x2JrXPott7gSt8fTtPRbdyTp9Q1uNu0qJi4mjBHpAwLez+V0cuHcYWQMjqWiuv0POBrcbrbtKyVxYAQpgyJ4de+bhDpDuHnctbicrnb3193mjE/hq5dOYEhSDC6ngyFJMXz10gn9eiZGb6Yq7iIiIiIivcg76w5xoraBL1xgmkaKXU4ns8en8O76XLbtK2XqqMQeia0nl36zB49ReaKe82YMwdnOtbwXTUnj7ClpHVoDfM/hMqpr6pk7PgWX08W3p36Fg+W5DI7u/NJt3aWtavDSuyhBFxERERHpRa5YNIKUQVEsnHTyu81nTU4jNjKUYZ1cLqwzenLpt/W2CICZJqnd+zZP6OvqGwgNCXzke8se7/T2iSO8S6nFR8QRHxHX7hhEAqEp7iIiIiIivUiIy8miKWk4Tym/PTQ5hs8tGM6gARE9FBkkDPR/7GAXHGtwu9m4s5gBUaGMHtLx5PiFD3Zz519Wc6K2PuB90hKjGDMinDdKn8aW7u7wsUUCEdQRdGPMHOC31tpzjDHTgX8Du3xfP2St/Ycx5svAV4F64F5r7evGmEjgaSAZKAdusdYWBzNWEREREZGetHpbASVlJ7hg9tA2R3jdbg/l1XUMjA7rxui84mLCKD5W3aI92AXHHDi4fdk4KqrrWjy4WF+Yxdv736egqojBUclckHkuM1Om+u0nPNTF8YpaPszKY+nsYQEde96EwWyqf4Oc0nyKqosxjOr0+Yi0Jmgj6MaYO4HHgMbHbNOBP1prz/H9+YcxZjDwbWABcAHw38aYcODrwFZr7VnAU8BPgxWniIiIiEhPqzpRx/Pv72L56gNUVLc+ultdU8+PHvqER17L7sbovMqratmXX8bA6DCGJEXTOGt8zrjkoL/f7HQ6mDwykfkTT572v74wi8eznyWvsgC3x01eZQGPZz/L+sIsv/2cN2MI4aEu3l53iLr6wIrtfZL/KTmllrHxo1mYNrfT5yLSlmBOcd8DXNns8wxgmTHmQ2PMX40xscBs4GNrbY219jiwG5gMLATe8u33JrAkiHGKiIiIiPSoV1bto7yqjkvmZxAfG97qdpHhISQOjGDHgaOUlp3oxghh1ZZ86hs8XDw3g1/dPof7v7OIqPAQsvcfbdeU8fZyezwcLfe/PNrb+9/32/7OgQ/8tsdEhnL21DSOltewOrvgtMd+5K11PL/9VSJcEdw07uoOFZkTaY+gTXG31r5kjMls1vQp8Ji1doMx5m7g50AWcLzZNuXAQGBAs/bGttOKj48ipB0FH84USUmxPR2C9BBdezkT6b7u33T9+6/+fO0PFJTx/sbDpCZGc+PF409bwOz8uZnsenEz2QePceXi0d0So9vt4cMt+YSFurh08eim6vJXLB7FM2/tYM2OYq4+b0yH+2/r+mfvLeGuBz/mCxeNa3GMgqoiv/vkVxa02ucNF43j/Y2HeXvdIS4/dwwup/+ku6auns2170NYPbfNuIExQ4cGeDbS1/Xkv0fdWcX9X9baY40/A/cDHwLNzz4WOAaUNWtvbDuto0f9V5U8kyUlxVJcXN7TYUgP0LWXM5Hu6/5N17//6s/X3uPx8P9eyMLt9nDNOSM5FsB/z45NH0CIy8F/1h7krImDuyFKqK1rYPbYZNweD9UVJ6iu8I7ezxubzCsrdrNjX0mHr+Hprv+7a/fj8UBiTFiL7QaFx3HkRGmLfaJDopu2PVB2iKTIRKJCI5u+nz9xMB9tzmNNVi5jhvovOrd+zyHczhoSPMMYHz2h396j/U2w/z06XfLfnQn628aYO6y1nwLnARvwjqr/2hgTAYQD44BtwMfAxb7vLwI+6sY4RURERES6xa7c42w/cJTJIxOYEuDa5jGRoUwemcjGncUcKqpgaDcsuxYW6uKKRSNatEdFhPBfX5pDXEzr0/I7w+3xsMEWExUewtiM+BbfLxu+lCe3P9+i/ZIRS337u3l0698pry1nQuI4ZqZMZWLCOC5dkMkFs4e2WX1+78EaarLncdmV4zS1XbpNdyboXwceMMbUAgXAV6y1ZcaY+/Am4E7gbmvtCWPMQ8CTxphVQC1wQzfGKSIiIiLSLcYMjeP7104hKS7y9Bs3M29CCht3FrPBFgU9Qa+payDU5WxRPb1R8+Tc4/F0aTK7L6+Mo+U1LJg4mBDXZ+Wz6t31hDhDmJ06HafTyTsHPiC/spDU6BSWZixuquLe4G7grPS5rCvcxObibWwu3kaEK5wpSRM5d+hZQMsE3e1xU1J9lK17Sgh1hTIlM7XFNiLB4vB4PD0dQ5cpLi4/c04mQP15Slh/p2svZyLd1/2brn//pWvffnX1bnbmHmPcsPhWE+eu8tLKPazNKeTbV01mSFKM32XNRkeP4x8f7GZIUgwXz23fkmttXf9/vL+Ltz89xLevmsxU3wyD6voT/GnjX5g9eDrnDj0r4AcChyvyWV+YxfrCLEpPHOVbU76EqyqZzbuPMG9mFPmVhU2JvgcPdXnDGR8+n+9ePaVd5yN9WzdMcW/zhu3OEXQREREREQGKj1Xzykd7+fzZIxk0IOL0O5wiNMTJhMxBQYjsZHX1bj7anEeD20NyXGTTsmaNGpc1u3HMtWzdU8nWPSUsnpZOZHjn0wyPx8OmnUeICHM1nWuDu4G/bnua3Io8RlRntqu/9JhU0mNSuXTEhewrO0hG7BDuf38bWw/lssKzssX2oWn7SI0b3+nzEGmPYC6zJiIiIiIifvzj/d2szi7EHgqoFnKrio9Vs2lXcRdF1dKGnUWUVdWxcHIqYaGuVpc1W5H3IUtnD6PyRD3vbsjtkmM7HA5+cvMM7rhyEqEhTjweDy/sfIXtpTuZmDCWq0Z/rkPT6R0OByMGZuByulg2LwMcHpzuML/b7qnf2NnTEGkXJegiIiIiIt0oe18pG3cWM2rIQOaOT+lwPx6Ph98/t4lH/51DTV1DF0b4mRUbDwMwb1IiHxxaRV6l/7XD8ysLWTJjCNERIbzz6UGqa7pmXfQBUWGM842ev3twJavy1jIkJo1bJ9yIy9n55ZVHD4ljdFIqDY46v9/nVxZ2+hgi7aEEXURERESkm9Q3uHn23Z04gBuXjOlUQTWHw8Gc8SmcqG1g8+4jXRekT25RBTsLCxk88SD3bf8TL+56rdVtB0clExkewgWNo+jrD3Xq2B6Ph827j1Dre/CwvXQnr+x5g7jwgXx9yq1EhHRd1fhl8zPxVPuv5p4a3fEHKCIdoQRdRERERKSbvLchl/ySKs6elk7G4LbXQw7E3AneddBXb/M/st0Z/85eQ8SUlRyPyiHE4eKS4Uu53nze77Y1DTWUVJdynm8U/b0NudQ3uDt87ENFFfz5xS08+dYOAEYNHM781Fl8bfKtxIUP7HC//kwcPoiBlRP8frc0Y3GXHkvkdFQkTkRERESkG9TVu3lzzQGiI0K40s+a4h2RnhhNRkos2/aVUlZVy4Ao/+9SB8Lj8bDj6C7GxI3E5XRx0/y5/GHdFpYMX8CcwdMJdYUCEBES3lTtfHBUMjGhUew8tpffrruPL064ni9/bgJpCVEnLYvWXuut9736KaMSAAh1hXLjuKs73F9bHA4H105fxJrDsZREbPNWcT8Rwy3TLmlark2kuyhBFxERERHpBqEhTu6+eSYFpVXERIZ2Wb/zJg7m+fd2sW57EefNGNLu/evc9awv2MT7hz4ir7KAW8Zfx+zB04kNj+EXC7/fYvuZKVNbJK4f563lBfsKD27+GzeOvYrEuFkdPh+Px8P6HUWEhTfwzvFnachfxLzUmR3uLxDTRidRWzeFV1cNoLq0iogwFwxPg7SgHlakBSXoIiIiIiLdJCkukqS4yC7tc864ZF7+cA/HKmpa3cbf2uXjBo3ho8NrWJn7MWW15TgdTmalTCM9OpX3NuQyfUwS8bGBveu9IG0OQ2LSeM6+jBk0Co/HQ87+oxyvrGH+xNR2nU/ekUoKjlaQMG0L+VWF5FXkt2v/jlibU8jDr2U3fT5R29D0eU4nCvmJtJcSdBERERGRIHJ7PDy+fDsLJqUyNiO+y/sfGBPOn+84i/Aw/1XNW1u7PCEinpITR4lwRXDesEUsHrKQ+Ig4duUe45n/bGRX7jG+dtnEgOPIGDCUH8/8Ng6Hg5raBv7yn1W4G5xMHXUhURGBpx3rdxQRmplNVUghU5ImcsWoZQHv21HLV+9vpf2AEnTpVkrQRURERESC6OMt+Xy8rYC6BndQEnSg1eQcaHXtcrfHw+dHXcK8tNlEhkQ0tX/gW1rtnKnp7Y6jsSq9w+UmbPQmquureerTUL626IKA+9hYtpqQpMMMjRnCF8dfh9MR/LrWeUeq/Lbnl1QG/dgizQV0txtjUn3/e5Yx5pvGmK6dlyMiIiIicgaqOlHHiyv3EBbq5JrFo4J6rA22iL+9sR2Px3NSe0FVkd/tj9eWce6wRScl52WVtay3RaQmRGGGxXU4ljBXKNePvQIHTrbWv8czOS9R7z792uhbirM5ErmZuLA4vj7lVsJcHS961x5piVF+21MT/C+/JhIsp03QjTEPAfcaY8YDzwLTgUeDHZiIiIiISF+1NqeQe/66ljv+9BHlVXVMHZXIoAERp9+xEzbsLGbVlnz25JWd1D4gzP9ybv7W+P5oSx71DR4WT0vv1BrtADNTJ3NO9LW4q2L4pGAtf9r4MMdqjre5z+j4kUxPnsw3p97GwPDOL0MXqGXzMltpz+i2GEQgsBH02cCXgGuAv1prbwdMUKMSEREREemjGguO5RZX0jiW/en2ItbmFAb1uPNPWRPd4/Hw+t53Wk2KT13j2+32sGJTHmGhznYXdmvN52ZOIGTvWXA0jX1lB056F/6kY3u8a6av3FDEuQmXkhYzuEuOH6g541P46qUTGJIUg8vpYEhSDF+9dILeP5duF8g76C68ifxlwNeMMVGA5nqIiIiIiPjRUwXHxmXGMyA6jE+3F3L9ktG8e2gFb+5/l8SIQSwaMp+1BRvIrywkNTqFpRmLWyyVVnmijmEpMcTFhLerqFtbIsJCuPKsMVRWZxKRlsv4xNFN3zWvLO90OJmVMIv3PxjI5JEJfPfqKV1y/PaYMz5FCbn0uED+5j0F5AMfW2vXGmNygIeDG5aIiIiISN/UUwXHXE4nc8al8J/1h9i6t4QFGbPJryzgqtGXEhsWw3nDFrW5f2xUGHd8fnKLd9g7a/G0xmJzw5va3j24kn/tXt702e1xs7p4Na5BU5hhxnbp8UX6ktNOcbfW/hEYbK29wte0yFr75+CGJSIiIiLSN/VkwbGxo0NxxhxldXYhsWEx3DrhBmLDYk67X/OkvLPvnremvsHNvnzv+/GtVZYPSdvLtNFJQTm+SF8QSJG4DOBtY8wuXzX3F4wxmUGPTERERESkD+qpgmO7j+3j2QNPEDl2Exlp7at+/vKHe/nzPzdztLwmKLF5PB5+8/cN/M/zWVSdqONEvf/jOCMriIkMDUoMIn1BIEXiHgZ+D1QABcBzeKe9i4iIiIjIKWaNTSY81InL6ei2gmPrCjZx/6ZHONFwguvHX8ay2WMC3reu3s3KrDz25JURE9k1756fyuFwMGtcMtU19byz7hCDo5P9bjcwJCEoxxfpKwJJ0BOtte8AWGs91tpHgQHBDUtEREREpG86UFhOTZ2b+RMH8+idi/nV7bODlpx7PB7e3PcuT+Q8R4gzlG9OuZ35abMAcAf4Lvl6W0RFdR0LJ6cSGuIKSpwA504bQmxUKP9Zf4hz0s/2u81Fw88N2vFF+oJAEvRqY8wQ8K4SYYxZCARn7ouIiIiISB+Xva8UgAnDBwX9WG/uf5fX973DoIh4fjDjG4wd5K2S/t6GXL7/wMeUHD9x2j4+2HQYgHOmpgU11vAwFxfNyaC6poHiffHcOuEG0mNScTmcpMek8sVx13PWsJlBjUGktwtkDsv3gNeBkcaYLGAQcHVQoxIRERER6aOy95XiAMZnBj9Bn5c6i4Plh7nefJ6B4bFN7S6Xg7LKWtZuL+Tiua2/+36oqILduceZOGIQyfH+i9t1pcXT0nlr7QH+s/4Qv5s1n5mzp5KUFEtxcXnQjy3SFwRSxX09MAuYC9wMjLTWrg12YCIiIiIifU11TT27Dx8nMzU2aMXOjlSXcKjcO+odHxHH1yZ/8aTkHLzvwYe4HKzeVtDmsmmNo+fnThsSlFhPFR7m4sI5GcTHRlBa5p2U+8grW3l3/aEuX95NpC8KpIr7bOAOYBfwP0CeMebCYAcmIiIiItLX7Msvo8HtCdr09r3HD/D79Q/w0Oa/UVVX3ep20RGhTBmZyOEjlRwqqmh1u8sWZHLN4lFMHtl9xdmWzBzCr26bzdDkGI5X1PD6qr2s21EUtOXdRPqSQKa43wf8HLgKqAJmAC8BbwUxLhERERGRPmd85iD+8M0FdFWuub4wi7f3v09BVREDwwZwvNa7jvg1Yy4jKjSyzX3nThjMhp3FrM4uYFhKrN9tBsaEc+GcYV0TbIBCXN4xwrU5hTz//i48Hig6Vs3anMKgVroX6QsCKRLntNa+DSwDXrLWHiSwxF5EREREpN+Jjw0nLia80/2sL8zi8exnyasswO1xc7TmGG6Pm/OGLuKs9Hmn3X/yyASiI0JYk1OI233y9HGPx8OWPSU0uN2djrMj1uYU8vBr2RyvqAXgeEUtD7+Wzdqcwh6JR6S3CCRBrzLG/AA4D3jdGPNtQFUcRERERESaKausJXt/KXX1DV3S39v73/fbnlNqA9o/NMTJjeeP4euXTWwxor/z0DH+9M/NPPPOzs6G2SHLV+9vpf1At8Yh0tsEkqDfCEQDV1prjwLpwPVBjUpEREREpI/ZtKuYPzyfxYeb87ukv4KqIr/t+ZWBjzLPnTCYMUPjWrzf3VgcrqemlOcdqfLbnl9S2c2RiPQugVRxPwz8G3AZYxbhfff8gmAHJiIiIiLSlzSufz6xiwrEDY5K9tueGt3+pDq/pJKaOu/I/vHKWjbYYtIToxkzNK5TMXZUWqL/Jd1SE6K7ORKR3iWQKu6PAi8ArwC/wZusXxvkuERERERE+gy320PO/qMkDowgOb7t4m0B9edxExc+0O93SzMWt6uv9zbkcveja9m0qxiAjzbn0eD2cM609B6rnL5sXmYr7a2v2S7SHwRS7G0JMAa4H29F9yjgj4F0boyZA/zWWnuOMWaqr48GoAa42VpbaIy5D1jAZ++1XwbUAk8Dyb72W6y1xQGflYiIiIhIN9pXUEZVTT2zxiV3SdK7IvdjckotGbFDqPc0kF9ZSGp0CkszFjMzZWq7+hqfGQ/AmuxCZo9NYWXWYcJDXcyfOLjTcXZU49T65asPkF9SSWpCNMvmZaiKu/R7gSToedbaOmPMdmCytfZ5Y4z/x3nNGGPuBL4ANL5I8mfgDmttljHmq8CPge8D04ELrLVHmu37fWCrtfYXxpjrgJ8C32nXmYmIiIjISdbmFLJ89X7yjlSRlhjFsnmZSoi6SOP09gmZnZ/efrgin1d3v0FMaDRfm3IrA8L8L5EWqNSEaDIHx7Jtbyn7CspwOh3Mm5BCZHjPLsw0Z3wKc8ankJQUS3GxalCLQGBF4g4bY+4CPgG+6kuYA1k3Yg9wZbPP11lrs3w/hwAnjDFOYDTwiDHmY2PMbb7vF/LZOutv4h3FFxEREZEOalzWKre4ErfHQ25xpZa16kIHCspxOGCcb7S6o2ob6ng8+1nqPQ18Ydw1nU7OG6UlROP2ePjN3zcQFupieNqALulXRLpWII/NbgeWWWvXGWNeBq4Dvn66nay1LxljMpt9zgcwxswHvgUswlsd/n68U+ZdwAfGmPXAAOC4b9dy4LQj9gDx8VGEhLgC2fSMkpTUNf9wS9+jay9nIt3X/Zuuf/C8vW59K+2HuOTsUd0cTUt9/dr/8qvzyS+pJC0xplP9PL7xBfIrC1k6ahGLx83uktg+3JTLJ9kFAHg8cLi4ksff2EHioGgWTRvSJcforL5+/eXM0pP3YyAJugdI8P38Mt73wtd25GDGmGuBu/Em/MXGGBfwZ2ttle/794EpQBnQ+FuJBY4F0v/Ro/6XaziTaUpQ/6VrL2ci3df9m65/cB0s8P+7PVRY3uO/9zPl2odCp86jqq6aTw6sZ3BUMhelL+2y38lzb+9opd0ybkhA42BBdaZcfzkzBPt+PF3yH0iC/iyw1fdzOeAA/g58vj2BGGNuAr4KnGOtLfU1jwGeN8ZMxzvdfiHwJN6HABcDnwIXAR+151giIiIicrK0xChyi1uuMa1lrTpv294SYqJCGZYSi7MTBeKiQiO5a/b3qKqrIswV1mXxac1xkb4jkHfQM6y1dwNYa8ustT8FRrbnIL6R8vvwjoa/bIxZYYz5pbV2O/AMsAZYCTxlrc0GHgImGGNWAV8Bftme44mIiIjIybSsVfA8/Z+d/P65Tbjdng7t7/F4qKjzJsuxYTGkRPtf/7yjtOa4SN8R0BR3Y8wka+1WAGPMWKAukM6ttfuBub6PfktaWmt/B/zulLYq4OpAjiEiIiIip9d8Wau8IxW4PTB5ZIKquHdS0bFqio5WM210IiGuQMa+Wvro8BqW73uHL0+6mVFxw7s4Qu/DmYdfy/bTroczIr1NIAn6D4H/GGNyfZ+TgJuCF5KIiIiIdLXjlbWkJkTxi9tm4XQ42JtXxvBUFebqrBzf8moTh3dsebWCykJe3v06Yc5QEiM7v0SbP1pzXKTvOG2Cbq191xgzDJiEd+TcWmtrgh6ZiIiIiHSZT7cX8ty7u7h92TgWTEplRLNltjweD45OvDvdn21rXP+8Awl6vbueJ7Kfo85dxy3jryMuPHgF2xrXHBeR3i2QEXSstbXAhiDHIiIiIiJBsuPAUQDM0LimtsoTdTz/3i7iYyO4ctGIngqtz2pwu9l+oJSkuAiS4/2/592W1/e+w6GKPOb/f/bu0h9N5gAAIABJREFUOz6u8sz7/2eKpNGMepdcJNfj3o0x3YbYBtNSSCEQErJAsgkJye4+T55ks/ltnrD7pG7qJhAILQshkBCKAzZgAzYYGxfZ2LKP3CTZljTqbUZtyu8PFWQ0kkdlJFn6vl8vvzznPufc55LOWPI1933uK3slSzMWRiBCEbnQDO5BGRERERG5YASCQQpP15GW6CAtKba73W61UlBUyyu7Sqioax7FCC9MFbXNBIIwf1rq+Q/+ELPmOK+VvEl6bCofn3VjBKITkQuREnQRERGRce60uwlPi485U5PPaY+JtnHLmhn4/AGe2Xp8lKK7cGWnuvjV1y8f1OyDZEcS0xJz+cL8W3HYYyIQnYhciPqc4m4YxiNAn7UiTNO8MyIRiYiIiMiwMks6prfPyU3qtW/V3Ey27jvL3sJKjhTVMDcvMguVjVd2m5W42IGPeWU40/jmsi/r2X8ROUd/P03eoKM2eTyQA2wFtgDJ5zlPRERERMaQwjP1AL1G0AEsFgufvWY2FuDJ14/hDwRGOLoLk7elnTf2n6W6vmVA5+VXvE9xw2kAJeci0kufibZpmo+ZpvkYMBW4zjTNP5qm+Sfg48C8kQpQRERERIbmnhvn853bl5OS4Ai5PzcrnssXZ1Ne7eVUaeMIR3dhOlJcy+ObTXa8Xxb2ORXeKh4/8jT/feAPtPrbIhidiFyowlnFPRFIAao6tzOBuIhFJCIiIiLDKspuZcak/kt4feyKGWxYlUtWysBXI5+IDg+wvJo/4Oexgj/R6m/jVuPjxNiiIxmeiFygwknQ7wcOGobxNh0j7hcD90Y0KhEREREZFmcqm4iJspHeY/X2UBJc0SS4OpJG1UXvXzAY5NCpGmJj7EzLjg/rnJeLXqOooYSVmctYkbU0whGKyIXqvM+Sm6b5BLAc+BPwP8BS0zT/GunARERERGTontl2gv/9u53UN7WGdfypsgb+44m9nKlsinBkF66Kumaq6luYl5uMzXr+pZmO153ilaKtpDqS+ZRx0whEKCIXqvP+RDEMIxr4AnAT8Drwpc42ERERERnD/IEAhWfqyEpxkhgXXimvRm8bJ0obeOq1YwSDfRb0mdAGOr1906lXAbhj3meItfc/k0FEJrZwprj/BqgElgHtwEzgD8BtEYxLRERERIaoqLyR1jY/c3J7r97el0Uz0lg4PZX3T1az/1gVy2anRzDCC1NNQytWi6XfBH2PO5/NRVsp91aQ6UxnzZTLmJGUN3JBisgFKZxyactN0/w20G6aphe4A1gS2bBEREREZKiOFnfWP5/au/55fz599UxsVgtPbz1Gu88fidAuaJ+4aga/uu/yPp/r3+PO55HDT1LqKScQDFDmcbP19Hb2uPNHOFIRudCEk6AHO6e0d81xSuvxWkRERETGqKMldQAYIeqf9yc71cXVyydTWdfClvdORyK0C15sTN8TUTcXbQ3ZvqV4W6TCEZFxIpwE/efAa0CWYRg/B/YA/xXRqERERERkSAKBICdL68lJc5HoGvjyQTdemke8M4odB8vwBwIRiPDCtL+wkt1H3LS19z2zoNxTEbK9zOOOVFgiMk6c9xl00zSfMAxjL7AGsAE3mKZ5MOKRiYiIiMigWa0WfvzlS6hpDG/19g9zOqL4+icWk53qDGul8onipZ3FFJc38qv7Lu/zGIc9Bq+vuVd7tiszkqGJyDgQ7iruM4BGoA5YYhjG5yIdmIiIiIgMjdMRxeT0uEGfPz0nod+p3BNNU3M7RWUNzJjU9/dld/m+kMk5wLrcNZEMT0TGgXB+4r4MWIDiHm1B4PGIRCQiIiIiQ1Z4uo6cNBdxsVFD7uutA6XsL6zk3k8swmqxDEN0F6YjxbUE6bu8WpnHzVNH/4LDFsPGaet4t3wPZR432a5M1uWuYUWm1lkWkf6Fk6Cnmaa5OOKRiIiIiMiwaPcF+OnT+WQmO/n+Fy8acn8FRTUcOFHNzkPlXLowexgivDB11T9fMC015H6n3UlewlQun7yaZRmLWDu172nwIiKhhJOgbzUM4xpgq2maWiFEREREZIw7WVpPuy8w4PJqfbnlqpnkH6vi2TdOsGx2+pib9r6rwM2mnUWUVnnJSXOycXUeq+YN7/PewWCQw6dqcDns5GXFhzwmMSaery29G8sEnmUgIkMTzk/XYmALHeXWoGO6e9A0TVskAxMRERGRwekqrzYnd2Dl1fqSmujg2otzeX7HKTbtLOYTV80Yln73uPPZXLSVcm8FWc4M1uetHfA08F0Fbh544XD39plKT/f2cCbpnhYfMdE2puUkYLWem4DvLt9HQnQ8c1JmKTkXkSEJJ0G/G8gzTbMk0sGIiIiIyNAdLa7FAhjDNIIOsGHVVHYcLGXLeyVcsTibjGTnkPrb487nkcNPdm+Xesq7tweSpG/aWdRHe/GwJuhxsVH84B9W4fOfO6H0dONZ/ufoszhsMfz76m/hsMcM2zVFZOIJp2ZGGVAd6UBEREREZOja2v2cKK1nSmYcLsfQF4jrEhNl45Y1M/H5g2w/WDbk/jYXbQ3ZvqV424D6Ka3yhmwvq/YMOKZw2G0f/Pe52dfMQ4f+iC/g4/a5n1RyLiJDFs4IejVwyDCMt4G2rkbTNO+MWFQiIiIiMijF7kZ8/iBzpg7P9PaeVs7JwBFtZ+H00KuYh8Mf8GOz2ij3VoTcX+ZxD6i/nDQnZyp7J+PZqa5BxReKzx/gb9tPsWRWGjMnJQIdz6T/8cgzVDVXsy53DQvS5g7b9URk4gonQd/U+UdERERExrhZk5P4yT9eEpG+LRYLi2akDnhRtnZ/O4drTPa48ymsPc73V3+LLGcGpZ7yXscGggGeNp/jk7NvDut57kUzUkMm6LOnJOIPBLBZw5kw2r8TZ+v5+7vFtLb7uxP0bWd2kF95iFlJ07l+2rohX0NEBMJL0G81TXN9xCMRERERkWGRkuCIWN/hLsrmD/gxa4+z132A/MpDtPhbAMhwplHdUsv6vLXnPIPeJTE6AYvF0p2cd424h9LU3M7bh8qxWCAjKZaq+hayU11MzYxj676z+PwB7tgwZ8gLtx3qLK/WVf88EAywpzyf+Og4vjD/1j7jExEZqHAS9FjDMKaYpnk64tGIiIiIyKC1tfs5cbaeGZMSiY6KTNLY36JsK+emY6Ejua5qruY3Bx4GICkmkUsnXcSKzCVMiZuExWJhUlxHPfUtxdso97jJcmWyLncNyzIW0eZvBzqmkf9s32/JcKaxIXctma6Mc67Z7guQneLkIyumcN3Fud3tLW0+zlZ6eOtAGSkJDm68dNqQvubDp2qwWS3dZeusFiv3LfsSVc3VJMYkDKlvEZGewknQM4AiwzAqgGY+KLM2PaKRiYiIiMiAHDtTz0+fzufaVVO5Zc3MiFyjtMqLLaUMe84JLLEegs0ufNU5VES182/vvMbn53+GmUnTyHRlcMP09cxMms70xFyslt5TzVdkLmFF5hLS0+OprGzsbu9abK2p3UObv43d5ft4r3w/yzMXsyHvarJdHSP1yfEx/POnl/bq1xFt575bFnH/E3v52/ZTpMQ7uGxR9qC+3kZvG8XljcyekkR0lBW3p4JMVwbRtihy4rIG1aeISF/CSdAHPb3dMIxVwA9N07zKMIyZwKNAEDgEfMU0zYBhGHcB9wA+4Aemab5kGEYs8Ec6PhxoBO4wTbNysHGIiIiITARHS2oBMCKwQFyX1NxqmjIOdG9bnE1EOwsBaPY5qG6uYWZSx4j1hryrh3St+Og4/s9F93GwqoCXT73GHnc+e90HmJc0j9VJV7N0+uReNcm7JMbF8I1PLuY/ntjLY68cJSkumgXTUwccw5HiWoJ0TG9/tfgN/l70GnctuF2LwolIRPS5aoZhGNd3vryyjz/9MgzjfwEPAV0PQf0M+FfTNC+nYxT+JsMwsoCvAZfS8UHAfxqGEQN8GXi/89jHgX8d+JcmIiIiMrEcLanFarEwa3JixK5hzzkZst3mc/Ifl/4rq7KXD+v1rBYrS9IX8K2VX+eehXcwOS6HI9Un+PWzRyhxNxIMBtnjzuf+XT/j3m3f4v5dP2OPOx/oWMn9a59YhMVi4cCJwVUNbmnzkxgXTXxGAy+e3ExclIu8hKnD+SWKiHTrbwR9BfASsCbEviAdiXN/TgAfA57o3F4OvNn5+mVgHeAH3jZNsxVoNQzjOLAIuAz4UY9jv3uea4mIiIhMaC1tPorKGpmWHU9sTDiTJAempOEMXl8zDf6akPsD9haibcNXd/3DLBYLi9LnU1To5Nj7Baw0spmSEccTR/7MrvK93ceVesq7F59bkbmEWZOT+N4XVpKT6hzUda9YnMNiI47/t+cXWCwWvrjgs8RFD18JNxGRnvr76X1V598nTNP8wUA7Nk3zL4Zh5PVospimGex83QgkAglAfY9jQrV3tZ1XcrITu33iraKZnh4/2iHIKNG9l/FI7+uJTfd/8PYedeMPBFk6J3NYv49HKo/x14JXOFBeQGZcOpMSsjhdX9rruKmJ2WRkDH7BtHBiLiyp5cW3i0iNT+Ybty4nzhnNwR2HQx679cybXLvg8l59b91Twoq5WSS4osOKKxAI8N9vPkRDWyOfW/JxVs1cGNZ5MjD6ty9jyWi+H/tL0KcZhvED4E7DMHpNhTdN8/sDvFagx+t4oA5o6HzdX3tX23nV1noHGNKF78OLqsjEoXsv45He1xOb7v/Q7CvoqCk+Nd055O9jMBjkSE0hrxRt5UT9KQBmJU1nQ97VNLY18Wj9U73OWTv5StzuBp598wRLZqYxe0pS2NcL5963tvn50RN78AeCfP7aOTR7Wmn2tNLqawt5fEl9aa8+D56o4ufPHGTm5ET+5dNLiDrPwM5es5J33Ds46itkcdp8Lkq+SO/RCNC/fRlLIv1+PF/y31+CfjNwPR3Piw+teGSH/YZhXGWa5hvAtcA2YDdwv2EYDiAGmEvHAnJvA9d17r8W2D4M1xcREREZt266bBor52SQnhQ75L4OVR/hdwcfBWB+6hw25K1lemJe936LxcKW4m2Uedxkd5ZHW5G5hKLyBrbsPs2Og2X86x0ryBiGWLq8vKsYd42XdSunMC8vpbs9y5lBqae81/HJjg8+IHi84GkcdgfzU+ewYm4qe45U8+CLBXz55gVY+6mRvv1gKQeLnFy5YSW3zLl+yPXURUTOp88E3TTN/XQk1XtM03x5GK71T8DvDcOIBo4Az5qm6TcM45d0JOBW4DumabYYhvFb4DHDMHYAbcCtw3B9ERERkXHLYrEwKT1uUOf6A372VhxgXqpBXJSLeSkGV0y6hEtyVjIlflKv47vKo31YXlYCt62fzeOvmPzimQN85/blOB3D81z6tRfnYrNZ2XDRlHPa1+et7X7mvKebZlwLQLu/nUNVR/D4vLx55m2iE6NJWZROflkST7we4I5rFoe8XrsvwNGSWnKSk7hj4aCLGomIDIglGAz2e4BhGEuBbwMp9BhJN01zbWRDG7jKysb+v5hxSFOCJi7dexmP9L6e2HT/B6+i1ou31cfUjPg+y44B7HHns7loK+XeCrKcGVwz9UraA+28WvwGVS01XJt3NddPH3oy+qfXj7HlvdPMy0vmvlsWY7f1WTgIGPq93+PODzmi38UX8HGirohD1Uc4VH2ECm8VAG1F87hlwVrWXTSVquZqUhzJ7Ks4yOairZR6ygm0OpgbdQlfu2bDoGOT89O/fRlLRmCKe79TccJZ4vNx4AE6pp5PuARYREREZKzbtv8sm3ef5l8+vYS5PaZ/97THnX/OSHOpp5zHjzwNgN1q5/JJq1mdvXJY4vnkmplU1DaTf7yKJ18t5Pb1xqCmhweDQR58sYDZkxO5aumkPvvoa0S/i91qx0iZiZEyk4/PuoEKbyW7z77P64V+jp2tZ42/nf/c/QsgSIu/tfs8a0wLJlvZ487qt38RkeESToLuNU3z1xGPREREREQG5WhxHXabhRmT+i58s7loa8j2uCgX377oGyTGDH4F9g+zWi3cfeM8/vOP+3BE2wkyuAWN3jpQyq4CNw2eNq5cOmlYFkUCyHCmc/2stazOaCE5Pgavz8uS9AXs7lGuractxduUoIvIiAgnQd9sGMa9wGagpavRNM2SiEUlIiIiImHxtLRT4m5k1pQkoqP6XpW83FsRst3rax7W5LyLI9rOt29fTkw/MfXHXePlqdeP4Yyx88WNc/tdzG2wUhMdAMRFu5jNlewidIJe5nEP+7VFREIJJ0G/vfPvb/ZoCwLThz8cERERERmIwpI6gsCcqX2XNQsGg7jsThrbm3rty3ZlRiy2ruQ8GAzy8q4SFkxLYWrm+esL+/wBHnyxgLb2AHfeNJeUBEfEYgQ4W+XhwRcOE7soHhwNvfZH8nskItLTeRN00zSnjUQgIiIiIjJwR0pqAZibmxxyfzAY5Lnjm0Im5wDrctdELLYuReWNPPvGCV7fe4bv3rGCpLiYfo9/6Z0iTpU1cPH8TC6aG/nkeFKai49dOZ2/vV9G9MwDvfaPxPdIRAQ6Spv1yzCMdMMwnjYMo8owjDrDMP5qGIY+RhQREREZA06WNhBltzI9p/fz58FgkL+d+Duvn36LTGcGn5r9USbFZWO1WJkUl80X5t86Is9WT8tO4ONXTqe2sZVfPnuQ1nZ/n8cGgkHOVHpITYjhto/MjnhsXa67OJfZCfNoO76YgDeeYMBCwBtP2/HF+KuzRywOEZnYwpni/gDwDnAXHQn93cDDwPURjEtEREREwvCtzy6jvMZLlP3ccZdgMMgLJ1/htZI3yXSm8/Wld5MYk8AVk1ePSpzXXZyLu6aZHe+X8dBLBXz55gUhnyu3Wix85aMLqGtqG7Ya6uGwWCw0eNrw12Tjrzk3Id+0s5hV8zQ+JSKRF06CPt00zY/12P6RYRi393m0iIiIiIwYu83K5PS4Xu2vlbzJluJtZDjT+PrSeyKyENxAWCwWPrfBoKKumb1mJc+9dZKPXznjnGPOVDQxOSMOi8VCcnz/0+AjoazKG7q92jPCkYjIRHXeKe5A0DCMKV0bhmFMBdojF5KIiIiIhOP42Xoqar0Eg8Fe+xalz2dW0vQxkZx3sdusfPVjC8lIjqW+qY1Aj7j3FVbyb3/YzSu7Rq9QUE6aM2R7dqprhCMRkYkqnBH07wI7DcPYRUcJy1V0THMXERERkVH02MtHqaxv5tf3XYHd1jFd3NvejDMqlkxnOvct+9IoR9hbXGwU37l9OXGxUew+UsGmnUWUVnmBIDarhYUzUkctto2r83jghcMh2nNHIRoRmYjCWcX9JcMwlgIX0THifo9pmpURj0xERERE+tTgaeNslYf5ecnYbR2TIv9+6lXeKX2P+5Z9ibTYlFGOsG/xzmh2Fbh7J8PBIGcqmpiUNjoj1l3PmW/aWUxZtYfsVBcbV+fq+XMRGTHnTdANw1gD/MA0zUsNwzCAXYZh3Gaa5juRD09ERERkZO0qcHeP6uakOdm4Om9MJmhHO8urzeksr/ZK0etsOvUqqY5kLPRefG2s2bSzqI/20V2QbdW8zDF5v0VkYgjnGfSfAvcAmKZpAtcBv4hkUCIiIiKjoWtU90ylp7vc1wMvHGZXgXu0Q+vFLKkDYM7UZDYXbeXFk5tJcSTz9aX3kBobuib6WFKqBdlERHoJJ0F3mKZ5qGvDNM2jwMjVvBAREREZIX2N6r7w9in8gcCIxnI+R0tqiYm2cbxtHy+cfIXkmKTO5HzsTm3vSQuyiYj0Fs4icUcNw/gh8AQQBD4DFEY0KhEREZER1u7zc7Yq9OhtWbWXL/3kTVITHWQkx5KRFEtGspOPrJiMJUQtb4jsVPmm5nbcNc3Mnu5gS8nLJMckcd+ye8b0c+cfpgXZRER6CydB/yLwf4Gn6Civ9iZwVySDEhERERkpza0+3sg/y5bdpwlRrQwAZ4yd7FQnFXXNHDpZA0CCM4p1Kzsq0RYU1fDwpiOdiXssre1+9roPYM85QXSeh8pmFw/tmAFcMyxJelxsFL+673Iam9vxWifhsrtIix291c8HQwuyiYj0Fs4q7rXAV0cgFhEREZERVXi6jl8+exBvqw9HtI3FM1M5cLy613G3rze6E8fmVh8Vtc14Wtq797e2+7FYOvozT9dhSykjeuaB7v0WZxPRMw/w14MOVs37+JDj3l2+j3kpBhlJLmDqkPsbLV0LsqWnx1NZ2Tja4YiIjLpwRtBFRERExo3q+hYSXNFE2a1MyYgj3hnF+lVTWbtsEi5HVOfU9L5HdWNj7ORmxZ/T59JZ6SydlU67z09lXQv/992fhrx2Y1I+R6oXkhOXRWJMwqDif+P02zxz7HlmJ87i68s1qVFEZDzpM0E3DMNlmqaW0RQREZFxobTKw8vvFvNugZvb1xtcsTiH2Bg79999MdYez5EPpcxWlN1GTpoLa2zo/0JZolv59YGHWDvlcj4+6wYA3jzzDnWt9WTEppHpSicjNh1XlPOcZ9v3uPPZXLSVMo+bIEGCPjttRXNg+aDCFBGRMaq/EfTtwDLDMP7bNM1/HKmARERERIbTqbIGNu0sZn9hJUEgO9VJfOwHBWmsfSzyNli+gI+kqFTqfFW99gVaHVhqphCdlt3dtse9n5P1xecc57THsiR9IZ+d+wn2uPN55PCT5+y32H2kZrUOa9wiIjL6+kvQnYZh/BHYYBiG48M7TdO8M3JhiYiIiAxMqFXTC8/UsW3fWQCmZcezcXUeS2alDXtS3uVIdSH/c/RZrsy9hOdP/L3X/isy1vJmATx3uoGW6uN87Mrp3LXwc7g9lVQ0V+L2VlLhraLC+0Fyv7loa8hrlZAPXBORr0NEREZHfwn6R4A1wOV0rNwuIiIiMibtKnCfU7LrTKWHB144zNplk5iXl8x1F+cyNze5z5JoQxUIBthSvI2XTm7BZrGS6kjiC/NvZUvxNso8brJdmazLXcOKzCVcPrWJ3/z1fV7eVUJZtZd7P76QhOR4ZiVPD9l3ubciZHt1W+8RehERubD1maCbpnkaeNwwjANAAWB0Hn/INE3fCMUnIiIicl6bdhaFbC88Xcf3v7gqotdu9jXzeMGfOVh1mOSYJP5h4W3kJXSsrL4ic0mv4yenx/HdO1by8KYCVs3LPO+HBlnODEo95b3as10qRyYiMt5YwzgmCjgGPAY8ApQYhhHZ33QiIiIiA1Ba5Q3ZXlYdun24uL2V/Oi9X3Gw6jBG8kz+98qvdSfn/XE67Hz1Ywu5aO4HpdveOVRGMEQh9vV5a0P2sS53zdCCFxGRMSecMmu/AD5lmuYuAMMwLgZ+BVwUycBEREREwpWT5uRMZe+V07NTXRG9rtMeS3vAx0emXsUN09djs9rCPrfnyPmfXj/G9oNlHCmq5fb1BtFRH/TTNQrfNV0+w5HOmslXhRydFxGRC1s4CXpcV3IOYJrmu6EWjRMREREZLQunp4ZM0Deuzh32a/kDftzeSnLisoiPjuM7q75JrH1o/zW68dJpnKls4u1D5ZyuaOIfP7aQjKTY7v0rMpcoIRcRmQDCmeJeYxjGTV0bhmHcDFRHLiQRERGR8AWDQczTdQBkJsdis1qYnB7HPTfOH3Q9877Utzbyi/0P8l/7fkt1cw3AkJNzgNREB9/67DKuXJJDSUUT33/kPQ6eOHcRuAZPG4dP1dDa7h/y9UREZGwKZwT9buCPhmE83Ll9ErgtciGJiIiIhK+tPUBaooPk+Bi+8tGFEbvOyfoiHnr/CerbGlmavhBXlHNY+4+y27hjwxym5yTwxOZCfv3XQ/zwS6tJjo8BIP94FY++fJTPfmQ2Vy+fPKzXFhGRseG8CbppmseAVYZhuACraZqNkQ9LREREJDwx0Ta+dNMCAoHeC6wNh2AwyJtn3+Evx14kGAzy0ZkbuXrKFREr2Xb5ohymZsRztqqpOznfVeDmz1uPA/DantPExUYN++wAEREZfeGMoANgmmbvB7tERERERlFru5+YzgXVrNbhSZj3uPPZXLSVcm8FWc4MMp3p7K98n7goF19c8FlmJ88cluv0JzcrntyseADeOVTGQy8d6d7nrm3urvmuJF1EZHwJO0EfDoZhfB74fOemA1gCXAK8SEcpN4Dfmqb5tGEYdwH3AD7gB6ZpvjSSsYqIiMjYFgwG+a+n84mOsnHvxxcRZQ9naZ3+7XHn88jhJ7u3Sz3llHrKmRyXw5cWfZ5kR9KQrzFQz20/FbJ9085iJegiIuPMeRN0wzDuMU3zgeG4mGmajwKPdvb7G+APwDLgZ6Zp/rTHNbOArwEr6EjkdxiG8appmq3DEYeIiIhc+I6W1FF4pp7FM1KHJTkH2Fy0NWR7kOCoJOcAtQ2h//tTVq3JjSIi4004I+j3AsOSoHcxDGMFMN80za8YhvHbjibjJjpG0e+jo8b6250JeathGMeBRcB7/fWbnOzEbg+//uh4kZ4eP9ohyCjRvZfxSO/riW0g9/9nzxwA4I4b5g/b+6bcWxG63eMetffm1Kx4isoaerVPyYwfV/9extPXIgOn+y9jyWi+H8NJ0E8bhrEV2AU0dzWapvn9IVz328C/d77eDTxkmuZewzC+A3wPyAfqexzfCCSer9PaWu8QQrowpafHU1mpdfsmIt17GY/0vp7YBnL/zZJaDp2oZtGMVJIc9mF537T524ixRtPsb+m1L8uVOWrvzfUrp3Q/c/7h9vHy70X/9ic23X8ZSyL9fjxf8h9Ogv5uj9dDXn3FMIwkYI5pmts6m54zTbOu6zXwK+AtoGfk8UAdIiIiIsDzOzqey77h0rxh6a+6uZYH338sZHIOsC53zbBcZzC6njPftLOYsmoP2akuNq7O1fPnIiLjUDhl1v69s8TaDOAQEDvEFd2vAF7rsb3ZMIx7TdPcDVwN7KVjVP1+wzAcQAwwt/PaIiIiMsHVNLRwqryRBdNSmJFz3gl25xUMBnm04EnONJVyac4qZibm8drptyjbQcnYAAAgAElEQVTzuMl2ZbIudw0rMpcMQ+SDt2pephJyEZEJIJxF4tYCDwI2YDVwyDCMW03T3DLIaxrAyR7bXwZ+bRhGG1AO3G2aZoNhGL8EtgNW4DumaYb+SFtEREQmlJQEBz/60mqa2/zD0p/FYuHWOZ/geN0pLp90MQAXZS8flr5FREQGIpwp7v8JXAa8bJpmuWEYVwBPAYNK0E3T/PGHtvfRUWrtw8f9Hvj9YK4hIiIi41u8M5p45+DP9wV8PHd8E5dPWk2WK4NsVybZLo1Qi4jI6AqnJonVNM3yrg3TNAsiGI+IiIhIn57YYvLu4XKCweCg+6hvbeQX+x/gjTNvs+nUYCcEioiIDL9wRtDPGIZxPRDsXODtK0BJZMMSEREROdeJs/Vs23eW8movF8/PGlQfxQ2nefD9x6lrrWd5xmJum3vLMEcpIiIyeOEk6PcAvwCm0PHs+OvA3ZEMSkREROTDnn+7Y+X2Gwe5cvvu8n08efRZfAE/N824lo9MvQqLZcgFakRERIZNOKu4VwCfMQwjAfCZpjnxio2LiIjIqDpZ2sChkzXMmZqEMTV5wOe3+Fr42/G/Y7fa+YcFt7MgbW4EohQRERmacFZxXwg8BkwFLIZhHAHuME3zRKSDExEREQF4oXv0fNqAzgsGg1gsFhx2B/csugOHLYZMV0YkQhQRERmycBaJ+x0dZc7STNNMBX4K/CGyYYmIiIh0KC5v5OCJamZPSWJObvij56VN5fxs32+pbakDIDdhipJzEREZ08J5Bj3WNM2XuzZM03zOMIx/i2BMIiIiIt0mpbv4/LVzyE7tv67aHnc+m4u2Uu6tICkmkYbWBnxBP4eqj3D5pNUjFK2IiMjg9ZmgG4YxtfPlAcMwvgU8DPiAzwLbRyA2EREREew2K1cszun3mD3ufB45/GT3dk1LLQBXTb5EybmIiFww+htBfxMIAhbgKjpWc+8SBL4WubBERERE4L2jFSyYlkJsTP+T/jYXbQ3ZfqzuVCTCEhERiYg+f9uZpjmwVVhEREREhlGJu5Hf/u0QC6en8o1PLu732HJvRcj2Mo87EqGJiIhERDiruBt01D0/Z1UW0zTvjFRQIiIiIi++XQTAR1ZMPu+xWc4MSj3lvdqzXZnDHZaIiEjEhLOK+3NAPR1T3nv+EREREYmI0xVN7C2sZHpOAvOnpfR53NmmMn6+73dcOfmSkPvX5a6JVIgiIiLDLpxV3OtM0/x+xCMRERGRPu0qcLNpZxGlVV5y0pxsXJ3Hqnnjd3T4xe6653lYLJaQxxTWnuDB9x+j2dfCJTkX8YX5t7KleBtlHjfZrkzW5a5hReaSkQxbRERkSMJJ0B81DON+4HU6VnEHwDTNtyIWlYiIiHTbVeDmgRcOd2+fqfR0b4/HJP1MZRN7zErysuJZOD015DF73fk8XvA0QeDz8z7DyqylAErIRUTkghZOgn4JcGnn312CwNqIRCQiIiLneOmdopDtm3YWj8sEPRAIMmtyItdenBty9Hzr6e385diLOGwx3LXwc8xJmTUKUYqIiAy/cBL0ZaZp6jefiIjICAgGg1TUNmOersMsqaPwdC3VDa0hjy2r9oxwdCNjamY83/rsspD7alpqefHEKyREx/OPi7/IlPj+66OLiIhcSMJJ0A8bhrHINM2DEY9GRERkAvvLmyfY8X4Z9U1t3W1xsVHExUbRHFuCPecEllgPwWYXvtIZZNtmjmK0kdHU3E5cbFSfz52nOJK5Z9HnSY9NJTW278XjRERELkThJOhzgP2GYZQBbYAFCJqmOT2ikYmIiIwDH17c7bqLc8lOdWGerqPwdB1TM+O48dJpALS2+SEIF83NYPaUJIwpSWSnufjzvrfYXn+gu0+Ls4nomQfwVTnw+Vdit4VTlGXsO+1u5Ju/fpubLstj4+q87vZmXwsvnnyFG6ZvINbu0JR2EREZt8JJ0G+OeBQiIiLjUKjF3R58seCcY/z+QPfrT1w1g89cM6vX6PFx356Q/dc6C/j9iwZ33zgPm3Xkk/ThXln+z68V4vMHyEpxdbfVtzbwmwMPc7apjPioOK6dds0wRC4iIjI2hZOgX9lH++PDGYiIiMhYMpDk0+cPUFnXTHm1l7IaL2XVHsprvFTWNoc83umw85mrZ2FMTSItMba7PTrKds5xByoPs7t8H2Ued8h+rLFNHKh4ix/ueoM5aXnkJkwmN2EKqY6UPqeID5e+Vpb3+QNcsiBrQNffVeDm+R2nKK/xEmWz0u7zA1DuqeA3Bx6mpqWWy3JWqaa5iIiMe+Ek6D1/G0YBlwNvoQRdRETGqb6Sz5Y2H5PS4iir9jAtJ4HJ6XEA/NvDuymv8Z7Th9ViIRAMhuy/tc3PpQuze7f722hsayKt89nqPe795Fe+j91iwxf09zo+25WJc3oMJz2FnD1d0t3usjtZkbWET87umATnD/ixWW2dfeazuWgr5d4KspwZrM9bO6jSZC++fQpbSlmv5+If3tTxAcTSWekA/PTpfHy+ALExdmJjbJ1/2zGmJLFgemqv73W7P8CDLxZQ1V7GWw3P4/F5uX7aejbkrY34hw4iIiKj7bwJummaX+i5bRhGCvB0xCISEREZZZt2FoVsf+wVs/v1J66a0Z2gL5mZRlNzO9mpTrJSnGSlOklPiuX7j77HmcreK61np34whbvV38ahqiPsrzjIoeqjzEjM496ldwFwbd41bMi7mtKmch4teKpXPxumdSTXLb4WTtWd5g2zgOjERkoazuAPfJDQP3/iZfa480mMSaCk8Ux3e6mnnEcOPwkMvH54BSeIntn7ufi245ASv7K7/UxFE/Wetl7nBwJBFkxPDf29trXzStUzWGwBbptzC6tzVvY+RkREZBwKZwT9w5qAvGGOQ0REZMworfL2uW/9RVPITnUxa3Jid9sn14ZeTX3j6jwe2vFar1HmjauvobD2OG+dfZdDVUdoD7QDkOFMY3pSHsFgEIvFQk5cFgCT4rKxWCxsKd5GmcdNtiuTdblrupNqh93BgQPw3nvxXLHY4HsbPgt8MHofZe34dd8zOe9pS/E2mto8/OX4i1gtVmwWKzaLreOP1cZ3V/0zDnsM5U1V/O7Ao8RGRxE1rTxkX7FTiohP8tHmbyPaFs1/3XsZgUCQljYf3lYfza1+mlt9JMZFd3+vQ43EtxfN496bl7MgbW6f90JERGS8OW+CbhjGNj74LW8BpgObIhmUiIjIaKiqa+ap148RF2unwdvea//k9Dg+tTb8FcRtqWUhR5ltqfM529TE/oqDZDjTWJaxmGUZi8hx9f3s9orMJf2Oct9waR5HS2p560ApNquF29bN/mDfjA3cMGMD92793wToPe2+zOMmISaevIQp+AMB/EE/gWDH3/6AH5vFSlm1h99sOkBtdg1R7Raw9p5yDxCIaeQne35NfVsjcVEuUhzJpDiSSHEkMy/FYG5GR1zt/naCwSCpudU0ZfT+HsVVrFJyLiIiE044I+j/X4/XQaDKNM2CPo4VERG54LT7Aryyu4RN7xTR5gswOd0VMkHfuDp3QP1uLtoasn1L8Ta+tuRuZiVN7x4dHyqXI4p//vRSfvzUfrbtP4vNaum1InyWK5NST++R72xXJssyFrEsY1GvfcFgkDfzS/nT68do81m4PO12PnPlLH66/5ch+8pxZZKbMIWallpqWmop9ZR3j9zH2KKZm9qRoD9a8BQF1Sa+jECvPgCick4O6vsgIiJyIeszQTcMY2rny1Oh9pmmWfLhdhERkQvNoZPV/M+rhbhrm0lwRXPHhplcPD+T3Ucq2LSzmLJqD9mpLjauzg27hFibv4333PtDJrDQMWIdF+0iLtoVcv9gxcVG8U+fXsKPn9rPa3vPYLNZzhnxX5+3tvuZ8576Wh29qbmdR/5+hP3HqnA57PzD9fNYMSej/77y1pwz0h8MBmlsb6K2pY64qA++3rTYVDKd6ZxuKg157Xp/dXhftIiIyDjS3wj6m3SMmPf8WD8IZAPRgC3USSIiIheK0xVN/OzPB7BY4JoVk7n5suk4HR2/GlfNyxx0Te8zTaU8efQvfe7Pdg2+Vvj5JDij+ZdPL+VHT+0/p4QbfLAQXF/Psn/YYy8fZf+xKowpSdx1wzxSEhwD7stisZAQHU9CdPw57R+duRGA+3f9rM9RfRERkYmmzwTdNM1pPbcNw4gDfgqsB+6KcFwiIiIR4fMHaGnzExcbxZSMOD56xXQWz0hlamb8+U8OIRAMUFBt8tbZnXx05kayXZlMS8jlllk3YbHAnwuf73VOpOt5J7ii+d7nVxBlt3XGGMRCR7J8vmfZuxaoA7hl7Uym5ySw/qKpWK29p+Gfr69wDHRUX0REZDwLaxV3wzCuBn4PvAosNE2zMaJRiYiIRMDhohr+Z0shOWkuvvqxhQDccEneoPrytHvZWfYe28++S1Vzx3TsWUnTyXZlYrFYuGrKpQC4olxhj1gPp+7kPBDkkZePkJrg4ObLp/d7TnmNl4dfKuBTV89i5qREMpJiufbigT13P1A9R+LLPW6yRvB7JCIiMtb0m6AbhuECfkbnqLlpmq8O9YKGYewH6js3TwH3A4/SMX3+EPAV0zQDhmHcBdwD+IAfmKb50lCvLSIiE1NNQwt/2nqcPUcrsFhgfl4K/kAAm9U6qP6eKXyet0t30x5oJ8pq55LslVwx+RKmxE/qdexwjDIPRVNLO4Wn66isa8FqtXDjpdN6HRMMBtl+sIwnXyukrT3AwRNVzJyUGKK3yOj6HqWnx1NZqTEAERGZuPpbJK7nqPkC0zSbhnoxwzAcAKZpXtWj7QXgX03TfMMwjN8BNxmGsRP4GrACcAA7DMN41TTN1qHGICIi49uuAjebdhZRWuUlO9XJ5AwX+ceqaW33MyMngdvWGeRmnX86+x53PpuLtlLurSDTmcFlOau6R8XbA+0kRMdzxeTVrM5eiSvKGeGvavASnNH8r88s44dP7uNv209hs1rYuDqve7+npZ3HXj7KHrOS2Bg7X7ppLhfN1fPfIiIio8ESDPauhwpgGEYAaAdK4ZyiqRYgaJpm//PkQve5CngcKKbjw4FvA38BJpumGTQM4yZgHbAZuM40zS91nvcc8B+mab7XX/8+nz9ot2vtOhGRieqt/Wf48R/39mqPjbFx100LuXpl6GepP+ztkvf4xc4/9Gr/+uo7uXTqSrztzThsMVgHOQI/Gtw1Xr71mx1U1TWTHB9DvaeNrBQnjZ42GpvbmTcthX+6dTkZKWP3wwYREZFxoN//iPQ3xb33HLih8wI/AR4CZgEvAxbTNLs+AGgEEoEEPpgG37O9X7W13mEN9kKg6YATl+69jEdDfV8/tfloyPbkeAdLpqdQXR3eZLBnDv69z/bZsXMA8OAbXJCjxAp8ZPkknnr9OLWNHRPSSqs8AKw00rnnpgVY/P5R/bmin2sTl+79xKb7L2NJpN+P6en9z+LrbxX34mGPBgqB450JeaFhGNXA8h7744E6oKHz9YfbRUREQqqqb+ZMpSfkPndN+B/g1rXW91m/vNxbMajYxortB8tCtpfVNIc1s0BEREQiK6xV3IfRncBC4B8Nw8ihY6R8i2EYV5mm+QZwLbAN2A3c3/nMegwwl44F5ERERM5R09DCSzuL2X6gtM9jslNdYfcXY4vBZrHiDwZ693OB1+YurQr9QUVZdegPNkRERGRkjfTDcw8DSYZh7ACepiNh/zrw750Lw0UDz5qmWQ78EtgObAW+Y5pmywjHKiIiY1zh6Tq+9cBO3th/ltREB2uW5oQ8buPq/kuF1bbUcaSmEIBYu4NPzr455HEXem3unLTQz5cP5AMMERERiZwRHUE3TbMNuDXEritDHPt7OlaRFxER6Vbb2EpsjA1HtJ3pOQnMmpzEJQuyuHh+JjarldlTktm0s5iyag/ZqS42rs5l1bzQI9/BYJBd5Xt5pvAFLBb4t4v/hYToeC6bdDEOu2NU6pdH0sbVeTzwwuEQ7ZGtdS4iIiLhGekp7iIiIoNS19TK398t5o39pdx0WR4bV+dht1n5l88sPee4VfMy+0zIe6pvbeQp8y+8X1VAjC2aj828gfiouO79o12/PBK6vi/hfoAhIiIiI0sJuoiIjGn1njZefreYbfvP0u4LkJrgIDXBMaQ+91Uc5E/mX/G0e5mVNJ3b536S1NiUYYp4bAv3AwwREREZeUrQRURkzHpj/1n+9Pox2nwBUhJiuP6SPC5bmI3dNvglVILBINvP7KTN38YnZt3IlZMvwWq5cOqZi4iIyPilBF1EREbdrgI3m3YWUVrtJTvFyfWX5LFqXibpSbG4YqP41OpcLluUQ5R98Im021tJpjMdi8XC7fM+SZu/nSxXxvB9ESIiIiJDpARdRERG1a4C9zkLl52t8nRvXzQ3g/93z+ohJeYtvhb+evwl3il9j68vvYdZydNJcSQPOW4RERGR4aYEXURERtWmnUV9tBezal4mUXbLgPrb485nc9FWyr0VpMQk0eJvpandw6S4bJxRsUMPWERERCRClKCLiMioKq3yhGwvqw7d3p897nweOfxk93ZVSw0Ai9Pmc+eCz2K36teeiIiIjF1aFUdEREZNaZUHLKFHyLNTXQPub3PR1pDtVS01Ss5FRERkzFOCLiIioyY2xk6cI3TivHF17oD7K/dWhGwv87gH3JeIiIjISFOCLiIiI67d5wcgOT6GH375Eu65cT6T0+OwWS1MTo/jnhvnD6hWdyAY4MWTm0mIigu5P9ulut8iIiIy9mm+n4iIjKj8Y1U8scXknz61hJw0FzFRNlbNy+woq5YeT2Vl44D6a/a18FjBU7xfdYTE6ISQx6zLXTMcoYuIiIhElBJ0EREZMe8eLuehl45gt1uoa2olJ23gz5n3VOGt5IGDj1HurWBO8izuXPBZjtQUsqV4G2UeN9muTNblrmFF5pJh+gpEREREIkcJuoiIjIht+87wxy2FOGLsfOOWxcycnDik/gqqTf5w+Emafc2snXI5N8+4DpvVxorMJUrIRURE5IKkBF1ERCJu084i/vLmSRKcUXzzU0uYmhk/5D53lO6iPdDO5+Z+ilXZy4cepIiIiMgoU4IuIiIR1eht49U9Z0hJiOGfP72UrBTnoPsKBANYLR3rm94+95NUequYmjB5uEIVERERGVVK0EVEJKLindH886eWEBtjJzXRMeh+alvqePD9x1mfu4YlGQuJtTuUnIuIiMi4ojJrIiIy7Hz+AE+9doyahhYAJmfEDSk5P153ih++90tKGs9QWHdyuMIUERERGVM0gi4iIsOqtd3Pb/92iIMnqvG2tPPF6+cNqb8dZ9/lz4XPEyTILbNv4spJlwxTpCIiIiJjixJ0EREZNs2tPn7x7EEKT9exYFoKt603Bt2XP+DnmWMvsP3sTlxRTv5hwW3MTp45jNGKiIiIjC1K0EVEZFg0eNv4r6cPUOxuZMWcDO6+YR522+CfpAoSpLSpnElx2dyz8A5SY1OGMVoRERGRsUcJuoiIDNquAjebdhZRWuXFbrPQ5gtw+aJs7tgwB6vVEnY/e9z5bC7aSrm3gozYNK6ddg0rMpdw98LPEWWLIsYWHbkvQkRERGSMUIIuIiKDsqvAzQMvHO7ebvMFAZibmzzg5PyRw092b5d7K7q3V2QuGaZoRURERMY+reIuIiKDsmlnUcj2v79bMqB+NhdtDdm+pXjbACMSERERubApQRcRkUEprfKEbC+rDt3el3JPReh+PO4BxyQiIiJyIVOCLiIiA9aRnIeexp6d6gq7n8a2JmxWW+h+XJmDCU1ERETkgqUEXUREBuRslYcfPbmPQDAYcv/G1blh9xVljSI+Ki7kvnW5awYVn4iIiMiFSovEiYhI2M5UNvHjp/bT6G3ntnWzcTmi2LSzmLJqD9mpLjauzmXVvPOPfDe1e4iLcuGwx/B/LrqPw9VHebXkDco9brJcmazLXaMF4kRERGTCUYIuIiJhq6xrxtvi4/b1BmuWTgIIKyHv6a0zO3n+xN+5d+ld5CVMxRkVy8qspazMWkp6ejyVlY2RCF1ERERkzFOCLiIiYVs6K53/vOdi0hJjB3xuIBjgr8dfYtvpHcRFufqcIi8iIiIyUY1ogm4YRhTwByAPiAF+AJwBXgSOdR72W9M0nzYM4y7gHsAH/MA0zZdGMlYREelwuqKJl3cV84Vr5xBltw0qOW/xtfJowZO8X3WELGcGX158J2mxKRGIVkREROTCNdIj6LcB1aZp3m4YRiqwH/g+8DPTNH/adZBhGFnA14AVgAPYYRjGq6Zpto5wvCIiE1qJu5Gf/CkfT3M7F8/LYtGM1AH3Uddaz28PPMKZplLmJM/iiwtuwxk18CRfREREZLwb6QT9GeDZHts+YDlgGIZxEx2j6PcBFwFvdybkrYZhHAcWAe/113lyshO7PXS5nvEsPT1+tEOQUaJ7L5F08mw9P306H09LO1/71BKuvij81dl7crRa8NHONdMv487ln8beR1m1LnpfT2y6/xOX7v3EpvsvY8lovh9HNEE3TbMJwDCMeDoS9X+lY6r7Q6Zp7jUM4zvA94B8oL7HqY1A4vn6r631DnvMY50WVJq4dO8lkorLG/nJn/bjbfHxhevmsnhayoDfb952L84oJwDfXPoVnPZYaqv7/zmt9/XEpvs/ceneT2y6/zKWRPr9eL7kf8TroBuGMQXYBjxhmuaTwHOmae7t3P0csBRoAHpGHg/UjWigIiITVFNze3dyfufGuVy2KHtA5weDQbaWvMX3dv6Qco8bAFeUE4vFEolwRURERMaNkV4kLhPYAnzVNM3XO5s3G4Zxr2mau4Grgb3AbuB+wzAcdIywzwUOjWSsIiITVVxsFDdfPp3YGBuXLBhYcu4P+PnzsefZcfZdEqPjaQ/4IhSliIiIyPgz0s+gfxtIBr5rGMZ3O9u+CfzcMIw2oBy42zTNBsMwfglsp2OU/zumabaMcKwiIhOKu9ZLemIsVquFq5dPDuucPe58NhdtpdxbQaYzHQsWSj3lTIrL5suLvkCyIynCUYuIiIiMHyP9DPrXga+H2HVJiGN/D/w+4kGJiAgnSxv46dP5rJyTzuevnRvWOXvc+Txy+Mnu7bLO6eyT43L4xrIv47DHRCRWERERkfFqpEfQRURkjDlRWs/Pns6npc3PnNzksM/bXLQ1ZHsgGFByLiIiIjIIStBFRCagXQVuNu0s4myVB4BgEO65cT6r5mWGdX4gGOgeMf+wcm/FcIUpIiIiMqEoQRcRmWB2Fbh54IXDgzq3xdfKu2V72Hp6O0GCIY/JdoWX5IuIiIjIuZSgi4hMMJt2FvXRXtznCHp9ayNvnNnB9rPv0uxrJspqx0ieiVl7vNex63LXDGO0IiIiIhOHEnQRkT50TQMvrfKSk+Zk4+q8sKeAj1XHz9ZT2jmt/cPKqkO3A5R6ythSvI24KBfXTfsIV0xaTXx0HHvc+Wwp3kaZx022K5N1uWtYkbkkUuGLiIiIjGtK0EVEQvjwNPAzlZ7u7QsxSfe0tPPMthO8daCUeGcUjd72Xsdkp7oACAaDHKkpZOvp7Xza+BhpsSnMSZ7FF+bfyqK0+UTborrPWZG5RAm5iIiIyDBRgi4iEkJf08Cff/sUC6en4HREhdw/1gSDQXYdcfOn147R4G1ncrqL5UYGz+841evYDRdPYmfZHraWvEWppxyA96sKWDPlMiwWixJxERERkQhTgi4iEkJf08DLq7189efbSY6PYVKai0npLialxTEtO55J6XEhzxmtqfKVdc08sdnk0Kkaou1WPnHVDNatnILdZqU5toR3Knfgi2rA3p7A1IQcXqp9m3p3I1aLlRWZS7h6yhVMTZgc8ThFREREpIMSdBGRD6lpaMFmsxLwBXrtS3BGMzUzjrNVHg6dquHQqRoAVs/P5K4b5gOw81A5pdUeJqW7qG1o5Zk3TnSfP9Sp8nvc+Wwu2kq5t4IsZwbr89b2ObJd09DCoVM1zJ+Wwu3rDTKSYgkEA7xTupvt9ZsgGiyAP7qeUy31RFnsXD3lCq6acikpjvDroYuIiIjI8FCCLiLSw7EzdfzmuUO0h0jOAT5zzazuxNrb0s7ZKg9nKz2kJ8V2H/Pe0Qryj1f1e53+Vkzvyx53Po8cfrJ7u9RTziOHn6S44QyT4rJo9rVwpqYWbO0syJjF0qkL+c7nlpPveYtfF7yM19dCi6+lz/Joac5UPjbr+gHFJCIiIiLDRwm6iEintnY///23QzR52/nM1bOId0bx93dLKKv2kJ3qYuPq3HOSaqcjilmTk5g1Oemcfj5/7RzOVjZxtsrDk68dw5ZShj3nBJZYD8FmF77SGf9/e3ceHsV15nv826u2bkmtXQKBQMBhxxhjbIxtGGMcJ/EaO+NxEuc6wYkny9zJnSSTe7NNcjNPbpzYN5lJcjMxk8eZySR4MpM44zjxjrEBG4xjMIs57BiQBNp3qdXL/aMbIdEtGYFEN+j3eR4/oqtOVZ2qU+6ut+qctzjeUM5jf3yb2VUFzK4qwJc1eEx7d6gH27SPxp5mmnqaaeppYXeTTVrvF4++nDDN63GysGQe1RV5vLE3TCQaJZCRR1ZOGQdaE8efA5zoqh/pIRMRERGRUaQAXUQkzutx8Yn3zwZgVlUBAFfNKRvxenJzvOTmFDCrqoDn9m+mo2R7/zxHdgfeaduhtpuNR2vYdLIHx7ZusnP7cGf18pEp9zN/ShmdfZ08uvNfz2p7Dhw4jy+gqwsKc/zcsmQ68ydP6J//wRm388EZt/d//vvNj/QngRuoPOfiy04vIiIicilRgC4i41prRy+/emEf966cQW6Otz8wPx/hSJjGnibquxsJl+2CZL3ly/fiHfAxCPSGPPzXZsv8KWXkZ+SxsnwVPncu00vLKcos4Adv/lPSwDrc5SNYV8Ft11Rx85JJuF3OYet3U9WfDeoqf8qqyStGtqMiIiIiMqoUoH3oi9wAABZTSURBVIuMU6nKLJ5ODtW28cPf7KC5vZcJxT5uWVo1aP5wCdnCkTBNPS2c7G7A43QzI1ANwO8PPsMzR9YRiSYfw36KAwd3z7iNgsx8CjID+Jy5HKntwTXdAYDb6abpYAVP7qjDn32Y2VVtZGXMBE9igO5vn8XfrL6S0kD2We33qX149sg6ajtPUJ5TyqrJK/QaNREREZEUU4AuMg5t3n2iP5M4nH9m8YvRxh21/PxpSzgc4a7l1dy8ZNKg+UMlZHvuyEsEI0Eau5sJR8MAzAxM7w/QAxn5VOVWUpxVRHFWERtrNtPc25Kw/QpfGddPXDpo2vzqnEGfL59eTDQKuw43sXn3CSATV8EC3BUHcWR2EO3xEaqZSqGr8qyD81OuKL1MAbmIiIhImlGALjIOPfXq4SGmjzyz+Gi6EE/1w5EIj7+4n+e3HiM7w80nPzCPeVML++eHIiEOtR7h13t/l3T5Yx015HiymeSfQHF2ESVZRUz0V/TPv2bCEq6ZsKT/c3F24Tl3J184o5iFM4qJRqPUNHTytZ9tIdxUTripfFC5WmfXu65LRERERNKfAvQLSF2KJZUikSgHa9o40dxFTUNX8szi9eW8uquO+dWF5GR63n2lo2jz7hOs2fA87ooDeKs6qe/OYc2GamDlqP5/0tDSwyvba6koyuGzd86jtCD25Hnj8c281bCLvS0HCYaDQy7vdDh56Nq/O+vtjUZ3cofDwYRiHxOKcjhW35kwv7wwJ8lSIiIiInKxUYB+gahLsaTiBk1rZ5CdBxvZcbCRXYea6OwJ4XE7KZjUSGdpYmbx4H549EnwZXn4/meX4XQ6iEajOByOYbcz3Fjts/Wbt16JZTc/o07/ud3Lktl3j2zHk4hEozgdDkoLsvnkndPo8tTR5qillFjX9O0Nu9jVuIfS7GJmFkxnR8PbNPU0J6znXDKdj1Z38vddXTXoe+T09MnnvW4RERERST0F6BdIunYplgtjNG/QrH1jPZvqXyHkacfd52dp8bXcs+h6gEHB9MYdtfzzU2/3LxfI9bJgZoDKiS6eb3glaWZ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Sk2PGzFThoFZxP8I3gCuNMW8DZwM/ttZWAHcBbwKrgFuttaqMJiIiIiIiIv16ed1+br7nbey+g6EOJWCC2oNurS0CTvB+XQyc6WOf+4D7ghmHiIiIiIiIjC37qxoBmJCdGOJIAmcke9BFREREREREAmJ/VSNpSTEkxkWFOpSAUYIuIiIiIiIio8qhpnbqG9uZNIZ6z0EJuoiIiIiIiIwy3cPbJ+aMrQR9JKu4h5W1lRtYWbSKiuYqcuOzWVF4OotzFg6rzfXr1/L973+HwsIpOBwO2traOOuss7n00k8Oqp177vktkycXMmPGTN566w2+8IWrfe73+uuvMnfuPBwOB3/+8/1885v/O6z4RURERERERoOeBD07dGuWB8O4TNDXVm7gz1sf73ld1lTR83q4SfqiRYu57bY7AGhvb+eKKy5hxYpzSEoa/I0zY4ZhxgzT5/tPPfUXCgtvYfLkQiXnIiIiIiIybiw7Jpf8zAQK85Sgjwrfe/sOn9vPmHQKb5W+4/O9h7c9wT92v8iU5El8cd6nAVhd+i7/Ll7F/zvxO4OOobm5GafTyde+9hXy8vJpaGjgZz/7Nb/4xU8oKdmPy+Xi6quv47jjFvPaa6/w0EN/IjU1jY6ODiZPLmT9+rX84x9Pc9ttd/DUU0/xyCOP4XJ1sXz5KcyePZdduz7k9tu/z/e+9/+4/fYf8Mc/Psj777/DH/94DzExMSQnp/Cd73yfnTstjz32MFFRkZSXl3H66Wfyuc9dNejvR0REREREJBwkxUczf1pGqMMIuDGboPenornK5/Yud9ew2163bi3XX38NTqeTyMhIbrrpZh577GHOPPNsTjnlNJ599m+kpKTyne98n/r6g3z1q9fw6KNPcvfdd3HffQ+RnJzCzTf/z2Ft1tUd4L777uOBBx4jKiqa3/3uVyxceBzTp8/k5ptvISrKU7XQ7Xbz05/+mLvvvp+srGyefPIvPPTQnzjxxOVUVpbz4IN/oaOjgwsvPFsJuoiIiIiIjEpdLhdt7S7iY8deOjv2viOv/nq83yp9h7KmiqO2FyTmccvxNx22bVnBEpYVLPH7vL2HuHd77LGHmTRpMgC7d+9i06YP2LZtCwBdXZ0cOFBLQkICKSmpAMybN/+w40tLS5kxYwYxMbEA3HjjN3ye++DBg8THJ5CVlQ3AwoXHcu+9d3PiicuZOnU6kZGRREZG9rQjIiIiIiIy2pRUNXHbg+/z8RMmc+mp00IdTkCNyyruKwpP97n9rMmnBe2cTqfnRz15ciFnnLGC3/3uj/ziF3dx2mlnkJSUTGNjE3V1dQDs2LHtsGMLCiawZ88e2tvbAfjud79FdXUVTqcTl8vVs19qairNzU3U1NQAsGHDeiZOnASAwxG0b01ERERERGTEdBeIy0iOCXEkgTdme9D7010I7qXiVylvqiQvIYezJp827AJx/rjggou5887buf76a2hqauSiiy4jKiqKW275Pt/4xvUkJaUQGXn4ZUlLS+Pqq6/m+uuvweFwsGzZSWRlZTNv3nxuv/0HfOtbtwLgcDj41rdu5dZbb8bpdJCUlMwtt/yQPXt2Bf37EhERERERGQn/XWJtbBWIA3C43e5QxzBo1dUNoy/oYcrKSqK6uiHUYUgI6R6QsUr39vim6z++6fqL7gEZip8+vh677yC///rJxEYHts852PdkVlZSv2Obx+UQdxERERERERl93G43+6sayUqLC3hyHg6UoIuIiIiIiMioUNfQRlNrJ5OyE0MdSlCMvUcOIiIiIiIiMibFxURyzflzSImPDnUoQaEEXUREREREREaFuJhITpiTG+owgkZD3EVERERERGRUGI1FzgdDCbqIiIiIiIiMCt9/4D1++vj6UIcRNErQRUREREREJOy1tndSVt0U6jCCSgm6iIiIiIiIhL2S6ibcwIQxWsEdlKCLiIiIiIjIKLC/qhGAiUrQRUREREREREKnO0GflJ0U4kiCRwm6iIiIiIiIhL39lQ1EOB3kZyaEOpSg0TroIiIiIiIiEvZOXpjPvENtREWO3X5mJegiIiIiIiIS9k6anx/qEIJu7D56EBERERERERlFlKCLiIiIiIhIWHvxnWJ++vh6Kg40hzqUoFKCLiIiIiIiImHtw/0H2bHvIPExY3uWdlATdGPMEmPMa0dsu8IYs6bX66uNMWuNMe8YY84NZjwiIiIiIiIy+uyvbiQlIZrkhOhQhxJUQUvQjTHfAu4HYnttWwhcBTi8r3OBG4FlwArgDmNMTLBiEhERERERkdGlsaWDA4famJiTGOpQgi6YPei7gYu7XxhjMoCfAF/rtc/xwGprbZu1th7YBcwPYkwiIiIiIiIyiuyvagRgYvbYT9CDNoDfWvu0MaYQwBgTAfwJuAlo6bVbMlDf63UDkDJQ22lp8URGRgQu2FEiKysp1CFIiOkekLFK9/b4pus/vun6i+4BGcjb26sAmDsta0Tul1DekyM1w34RMAO4B8+Q9znGmF8Dq4De330ScHCgxurqxnblPl+yspKorm4IdRgSQroHZKzSvT2+6fqPb7r+ontA/JEQ5eT42dlkJEYF/X4J9j05UPI/Igm6tfY9YC6At1f9r9bar3nnoP/IGBMLxACzgS0jEZOIiIiIiIiEvwXTM1kwPTPUYYyIkC6zZq2tAO4C3sTTm36rtbY1lDGJiIiIiIiIhEJQe9CttUXACf1ts9beB9wXzDhERERERERk9CmvbeJvr+1m+fw8jp2RFepwgi6kPegiIiIiIiIifSkqb+CDnTXU1o+PgdZK0EVERERERCQsdS+xNilnfFT7V4IuIiIiIiIiYWlflaei+oSssb8GOihBFxERERERkTDkdrvZX9VIZkos8bEjtUJ4aClBFxERERERkbBT39ROQ3MHE7PHR+85KEEXERERERGRMNTa3sW8KemYiamhDmXEjI9xAiIiIiIiIjKq5KbH8/XLF4Y6jBGlHnQRERERERGRMKAEXURERERERMLO06/v5rUNpaEOY0QpQRcREREREZGw0t7Rxb/eKWbNlopQhzKilKCLiIiIiIhIWCmtacLtZlxVcAcl6CIiIiIiIhJm9lc1AuMvQVcVdxEREREREQkr+yu7E/SkPvdZW7mBlUWrqGiuIjc+mxWFp7M4Z3RXfVeCLiIiIiIiImFlf1UDDgcUZCX4fH9t5Qb+vPXxntdlTRU9r0dzkq4h7iIiIiIiIhJWoqIimJSTRExUhM/3Vxat8rn9peJXgxlW0KkHXURERERERMLKNy5fiNvt7vP9iuYqn9vLmyqDFdKIUA+6iIiIiIiIhB2Hw9Hne7nx2T635yXkBCucEaEEXURERERERMLGlj21vLWpnObWzj73WVF4us/tZ00+LVhhjQgl6CIiIiIiIhI2Xv2glAf+tZ22jq4+91mcs5AJifkAOB1OChLz+MLcK0Z1gTjQHHQREREREREJI/urGkmMiyI1Mbrf/W489hp2H9zL/Ky5IxRZ8KkHXURERERERMJCS1snNfWtTMxO7HcOOkBCVPyYSs5BCbqIiIiIiIiEif1VjQBMyknsd7+ShjJaOltHIqQRpQRdREREREREwkJ3gj4xu+8E3e12c9/mh/nhmjtxuV0jFdqIUIIuIiIiIiIiYeFgYxsOYGJ2Up/7VDVXU9N6gBmpU3E6xlZKqyJxIiIiIiIiEhYuOWUa5y4tJCqy78R7a+0OAOZmzBqpsEaMEnQREREREREZ0LvbKnlhTRFlNc3kZ8ZzztJClszJCfh5YqIj+n1/a60FYE6GCfi5Q00JuoiIiIiIiPTr3W2V3Pvc1p7XJdVNPa8DlaTXN7Wzu7SeafnJpCTG+NyntbONnQf3MDGpgJSY5ICcN5wEdcC+MWaJMeY179cLjTFvGmNeM8asNMbkeLdfbYxZa4x5xxhzbjDjERERERERkcF7YU1RH9uLA3aOHcV1/O6Zzby7rbLPffbUF9Hl7hqTw9shiAm6MeZbwP1ArHfTb4AbrLWnAs8A3zbG5AI3AsuAFcAdxhjfj0pEREREREQkJMpqmn1uL69tCtg5/KngPifDcNvSb3NSwQkBO284CWYP+m7g4l6vP2mt3eD9OhJoBY4HVltr26y19cAuYH4QYxIREREREZFBys+M97k9LyMhYOfoSdBz+q7gDpAZl0FqTErAzhtOgjYH3Vr7tDGmsNfrcgBjzInA9cDJeHrN63sd1gAM+JNOS4snMrL/wgFjUVZW/zeqjH26B2Ss0r09vun6j2+6/qJ7YHT41IpZ/OzRdT62m4Bdw9KaRjJTYpkyKd3n+zXNB6hqrGFm5jQincHLB0N5T45okThjzOXArcA51tpqY8whoPd3nwQcHKidujrfwyvGsqysJKqrG0IdhoSQ7gEZq3Rvj2+6/uObrr/oHhg9Zk9IITcjnoraZpxOB1kpsaQmxWDykwNyDQ81t3PgUBvzp2X02d5LRW/xjz0v8rk5n+T43OOGfU5fgn1PDpT8j9iq7saYz+DpOT/VWrvHu/k94CRjTKwxJgWYDWwZqZhERERERETEP82tnWSmxHL/t05jWkEKdt9BVq0vCUjbpdWeuez9zT/fUrsDBw7mpI+95dW6+dWDbozJs9aWG2NOwjNH/AFrbYu/JzHGRAB3AfuAZ4wxAK9ba39gjLkLeBPPw4JbrbWtg/0mREREREREJLhu/9ISGprbAfjEadPZsLOGZ97YwyKTTVrS8Gp9z56cxq+uXwYOh8/3mzua2XuomMLkSSRGB27ee7gZMEE3xtwDRBtjfgE8DrwELAU+M9Cx1toioLu8ns+JBNba+4D7/IxXREREREREQiAxLorEuCgAkhOiufS0aTz8b8tfXtnJVy6cN+z2+1r7HGD7gQ9xuV1jdnm1bv4McT8e+BLwCeBP1tqrgLE7pkBEREREREQOU9/UTl1DG263u2fbyQvymVaQzNodVWzaXTus9veUHaKptaPP97fWWgDmZo7tVNSfBD3Cu98FwIvGmHhg7I4pEBERERERkcO8sm4/3/j9anbs+29Nb6fDwZUrZuF0OPjn23uH3HZHp4s7Hl3Hr57c2Oc++xtKSY5OYkJi/pDPMxr4Mwf9YaAcz3rl7xpjtgH3BjcsERERERERCRcVtZ6VtHLTD18PfWJ2ItddOI/Zk1OH3HZZTRNdLjeT+ikQ953jv0Zd60GcjhGrcx4SA3531tpfArnW2ou8m0621v4muGGJiIiIiIhIuKg40ExMdASpidFHvbfIZBEfGzXktvdXNQL9V3B3OpxkxPleH30sGTBBN8ZMBlYaY3YaY/KAJ40xhUGPTERERERERELO5XZTWddCblo8jj6qrLvdbt7eUs7vn9182Dx1f/w3Qfe9Rvg75Wspb6ocXNCjlD/jA+4FfgY0AhXAX/AMexcREREREZEx7kB9Kx2dLnIz4vvcx+FwsM5Ws85Ws3pzxaDa31/VAEBB1tGlzhraG3l0+1M8YZ8dXNCjlD8Jeqa19iUAa63buyxacnDDEhERERERkXBQccD3/PMjffrMmcRERfDkq7t61ksfiNvtZn9VI9lpccTFHF0ibVutxY17zC+v1s2fBL3FGDMBcAMYY5YDbUGNSkRERERERMJCYV4yN146n4/Myu53v/TkWC48aQqNLR089dpuv9u/5bOLuOqc2T7f21q7A2DcJOj+VHG/CXgemGaM2QCkA5cFNSoREREREREJC4lxUSycnunXvmcsnsDbWyp4a1M5y4/JY+bE/qu7OxwO8jJ8r+Ld5epi24EPSYtJJS8hZ9Bxj0YDJujW2rXGmI8AM/Gsib7dWtv3CvIiIiJ+eHdbJS+sKaKstpn8jHjOWVrIkjnj44+viIjIaNLlchHh9G95swinkyvPNvz44XW8ubFswAT9UHM78TGRREYc3f7eQ/to6WxhUc6CPovTjTX+VHE/HrgB2An8HCgzxpwd7MBERGTsendbJfc+t5WS6iZcLjcl1U3c+9xW3t02Piq0ioiIjCb/+4c1/PjRdX7vPy0/hW9/+ji+0Mew9d4eXWm57hevc7Dx6FnU1S21RDkjmTdOhreDf0Pc7wJ+AFwKNAOLgKeBfwcxLhERGcNeWFPUx/Zi9aKLiIiEkbb2LmoPtZEzQIG4I+W3U5AAACAASURBVPXuOXe53Tj76AHfX9VITFQEKQlHr6++NG8xi7IX9HnsWOTPOAWntXYlcA7wtLV2H/4l9iIiIj6V1TT73F5e2zTCkYiIiEh//K3g7ktnl4snVu3kd0/7Xhu9rb2LqroWJmYn9jmEPToiikjn+Ek//UnQm40x3wA+CjxvjLkRaAhuWCIiMpblZ/r+I99XkRgREREJjeEk6BFOB/urGtmwq4Z1tvqo90uqG3EDE3MSj3pvx4GdvF32Ps0dLYM+72jmT4L+aSABuNhaWwcUAJ8KalQiIjKmnbO0sI/tk0c2EBEREenXcBJ0h8PBZ88yREY4efzlD2lp6zzs/X1VjQBMzD46QX+jdA2P7XiKxo7xNbpuwATdWlsK/BOIMMacjGfu+YpgByYiImPXkjk5XHv+XAqyPD3mkREOrj1/ruafi4iIhJnhJOgAOenxnLt0Mgcb23n2jT2Hvbffm6BPyk46bHunq5MdBz4kOy6T7Hj/lncbKwYczG+MuQ84Fc/659uBhcBq4IGgRiYiImPa7MI0jp+dzZtbKonAzUdmZ4c6JJGw0rMUYU0z+ZlailBEQmPJnBwyU2JJT4kdchsfO2Eya7ZV8sr6Ek48JpfC3GQATj+ugEk5iUdNfdt9sIi2rnbmjqPq7d38GeJ+BjAHeAq4Bk+yHhfEmEREZIzr6HTxjd+t5ldPbuSS02ew7Ji8cVWhVWQghy1F6NZShCISOgunZ3LJKdOG9Xc6KtLJlWfNBDfsKD7Ys31CViKnLiwgKjLisP231u4AGJcJuj/l8MqstR3GmO3AfGvtX40xKcEOTERExq7Smka6XG4yU//7vLezy0VkhD/PjUXGPi1FKKBRFDK2zC5M58fXnkBOmqe33OVy43Dgs3r71todRDujmJ46ZaTDDDl/PgmVGmO+A7wNXGuM+SQQE9ywRERkLCuu8CwGUpjrmXP2xKqd3PCbN2lu7QhlWCJhQ0sRikZRSDj4cP9Bbnvwfd7fURWQ9rqTc7fbzZqtFVz/6zd5Z2vFYfu0drYRGxnLrPSZREVEBeS8o4k/CfpVwF5r7fvAM8AngeuCGpWIiIxp3Qn65BxPgh4XE0lbexeb9xwIZVgiYaOvpQhjoiPo7HKNcDQSCv2NohAZKSXVjRRXNNDR2RWwNptaO/j+n97jTy9sp6Wtk2fe2HPYg6fYyBhuXnw9X5r3mYCdczTxJ0F3Axner58BNgPvBi0iEREZ84oqGoiMcPRUcV843VOhdeOumlCGJRI2+lqKMDs1jgin6jWMBxpFIeGgora7gntCwNrcvLuW0pr/3sc19a0+R4dEOCOOPHRc8CdBfxzI937dADiAR4IWkYiIjGmdXS5KqhspyErsmXM+MTuR9OQYNu+ppcul3kGR7qUIJ2QlEuF0MCErkS+dO5ubP3Vsz3zN7pEoMjb1NYoiLyNwiZLIQIa7xJov/3rH9yiQF9YU097Vzl/ts+ys2x2w8402/hSJm2ytPR/AWnsI+K4xZkNwwxIRkbHsKxcdc9hrh8PBgmmZvPpBKbtK6jGT0kISlwoySThZMienz/tv7Y4q7v77Fk4/roDLT59BVKQKLI415ywt5N7ntvrYPjkE0ch4VXGgmZSEaOJj/Ukb/dPf6JAP63bzZukaYiNimJE2LWDnHE38GuJujOn5JGWMmQWoio+IiAxJZISThdMze4a1d1vgfb0hRMPcVZBJws1/3t/PX17eSWPL0R+7CrISKMhKYNX6Uu54dB3VB1tCEKEEU/coiqR4T5GsrNRYrj1/rh4ayohp7+iitr41oL3n0P/okK21Fhify6t18+dRyDeB/xhjSryvs4DxOWNfRESGra/l1GZPTuUTp03n2JmZPo4KPi1rJeHmnW2V7Kts4NJTpx71Xl5GAt+9cjGPrrSs3lLBbX9+n6vOnc2xM7JCEKkEQ2eXi/aOLj595kwinE7MpFQS48ZfRWsJnfZOFyctyAvo/HPoe3TIx0+YxL9qXyEuMpapKeN3pMiAPejW2peBScC1wBeBmdbaN4MdmIiIjE13Prae793/Li63+7DtUZERnL1kUs8SLCNNBZkknHR0drGvsoFJOUlERfoulBQTFcFV587hCx+bRUeXi98+vZlNu1Vocawoq2nizy/uYEdxHYtMlpJzGXGJcVF8/mOzOXvJpIC266vGxrXnz6Ww0Eltax2z0meO2wJx4F8POtbadmDdYBs3xiwB7rTWnmqMmQ48iKcq/Bbgq9ZalzHmajzJfydwu7X2+cGeR0RERofOLhfFlY3kZ8bjdPiuRO1yuWlo6SAlIXpEY8vLjKe0+uhkXAWZJBSKKxvpcrmZlp884L4nLcinMC+Zl97fx9wp6SMQnYyEfZWNAEz0LkfZ5XIR4VStARkbfNXYeGXfG8D4Ht4O/s1BHxJjzLeA+4FY76ZfAt+11p6EpxL8BcaYXOBGYBmwArjDGBMTrJhERCS0ymqa6OxyUZib5PP9tvYuvv67t7j3H1tGODKOmhPfTQWZJBR2l9YDMLVg4AQdPCshXHXOnJ4E7pV1JWwtOhC0+CT49lV5qvRPyk7kl09s4Bu/W437iJFHIsH073f38fh/PqSlrXNEzhfljCQrLoM56WZEzheuAleO72i7gYv575Jsi4DXvV+/CJwFdAGrrbVtQJsxZhcwH3g/iHGJiEiIdC8LNTnXd9IREx1BRkocH+6vp6m1g4TYkRvS2V1kKzstjtr6VvIyVMVdQmd32SEApuenDPrY+qZ2nnp1Fx2dLs5fPoXzTizEqbXTR539lY04gAlZiURFOjnU3MGhpnZSEtWXJSPj/R1V7Kts4PKPTh+R85084UROnnDiiJwrnPWZoBtj/oxnOLpP1tov9tewtfZpY0xhr00Oa213ew1ACpAM1Pfap3t7v9LS4onsYz7WWJaV5bvHScYP3QMy2lXWtwKwcFbOYfdz76+XLchnb/kOiqubOeW4CSMW24ScZBpbO/nJV5ezelMZj764nQVHxCnBoZ/x0SbkJNHY0sGs6Vk96577KysLfvyVZdz5yFr+8dZeiqsaOfGYfP719t6eee2XfXQGJx87cv9/9UfX/2hut5uS6kbysxKZUJDKjMnpfLCzhqYON9PH4M9L90D4cbvdVNU1k5+VQG7O4B8UjnahvCf760F/zfvfc4Ek4FE888Qv5/Ck2l+uXl8nAQeBQ96vj9zer7o634V8xrKsrCSqqxtCHYaEkO4BGQt2FB0gwukgMcrRcz8feW9Pz/P8WXhj/X7mTBy5DwXnnjCJc5ZMpKamkYMHWyitbuKfb+zislNHpudgvNLvNt/OXzqZ85dOpqamcUjHp8dH8b0rF3P/89vY8GE1Gz6s7nmvqPwQP3t0HYcOtYZ8hIiuv291DW20tHUxd0o81dUNpMZ7PrJv3VVNflrsAEePLroHwlN9UztNrZ3MnBg7ItdnZdEq2rvaOXPyacRGhnaUSLDvyYGS/z7noFtrH7LWPoSngvvHrbWPWmv/ClwCzBlCLB8YY071fv0x4E3gPeAkY0ysMSYFmI2ngJyIiIxBZ31kIhefPLXPqtTgmUubnhzD5j0H6Oxy9blfoLjd7p55nd09lcfOyCQuJpI1WypwuTTnU0anxLgobrx0fp8FF19YUzzCEYm/0pJiuPvrJ/OpM2YCMCEzEYDSGq0qISOjwruCSW5G8FdWcbvdvFG6hjfL3iE6QqsV+FMkLgXoXRI0B0gcwrm+AdxmjFkDRAN/s9ZWAHfhSdZXAbdaa1uH0LaIiIwCx8/O4WMn9F90zeFwsGB6Ji1tnewsGcqArcHZW97ADx54j027a3u2RUdFsGRODgcb21VoS0bcGxvL+Pube2hs6Rh2W06Hg4Zm3+1oCcHwFh0V0fNwJSfds/JFmRJ0GSEVBzwjlnPTg5+glzaWc7CtnjnpBqdDKxX4UyTuR8AmY8xqPAn9CcAN/jRurS3y7o+19kPgFB/73Afc52e8IiIyDnz0uAksmZ3DND8rWA/HGxvLKKluwumAtZUbWFm0iormKtITM4lIz2P15myOmZoR9Dhk6N7dVskLa4ooq2kmP3P0F/dbvbmcXaX1AVt7OD8znhItITiq7CqpJzkhiqzUOBwOB1GRTi46eQoZyWNreLuErwink/zMBPIzg/97YmvtDgDmjfPl1boNmKBbax8xxrwMnIinaNx11tqqoEcmIiJjypOv7mJHcR1fuWgemSlx/e47Eh8IAFrbO3l3eyUZyTG0xO3jwa1/6Xmvpq2K6OlVfLDHQVOrGdGK8uK/d7dVcu9zW3tel1Q39bwejUl6Z5eLoooGJmQlEhsdmMV2zllaeNjP6L/btYRguLr3ua10dLn49Q3Le7ads7QwdAHJuLN8fh7L5+eNyLm21u7AgYNZGTNH5HzhbsAxBMaYaOALwAXAK8CXvdtERET8tquknn2VjSTH+/8npLKumUPN7UGL6f0dVbS1d7F8fj4v7XvV5z5ZM0uJiRp/K4eMFi+sKepj++icX11S3UhHp4tp+YEbPbJkTg7Xnj+XpHjPQ6bs1DiuPX/uqHyAMR40tXZQe6iVSdlDmVEqMro0dzSzp76YKSmTSIzSqB7wbw767/HMOT8O6ACmAw8EMygRERlbXC43+6oayM9MINrPZPf9HVV85953eHtzRdDienNjOQ5g+TF5VDT7HhxW31VLZITmxIWrshrfK7uM1vnVu0s9659PHcL65/1ZMieHS0+ZBsDHl05Wch7G9ld6KvdPyjm80nNRxSFuf3gtq9aXhCIsGUc6u1w899Zeto9ADZaWzjYW5SxgUfbCoJ9rtPDnE8cia+0tQIe1thn4HKCfoIiI+K28ton2DheFuf6vK2ompuIANuyqCUpMpTVN7CqtZ+6UdDJSYkmPSfW5X15CDvVN7dQ3Ba8nX4YuP9N3AaPROr96T5mnMGIw6i90/0wqasffcrWjyb6q7gT98B70mKgI9pQdYm/5oVCEJeNI9cEW/v7WXtZsrQz6uTLi0vjC3Cs4deKyoJ9rtPAnQXd7h7R3rzOT2etrERGRARVVeNYTnTyIBD05IZqp+cnsKqkPSDXrI2WnxnLNeXM4Z+lkKpurqWvzXTF+bvxivvG71bz03r6AxyDDt+J434XURuv86tiYSHLT48kJQuXk7uWSRuvogvFif6Xn9+XEI4a4Z6fFERmhSu4SfOXeh3gjscSaHM2f6iO/Bl4Gco0xvwYuAm4LalQiIjKmFA8hQQdYMD2T3WWH2LynlqVzcwMaU1RkBCfMzaXL1cUv1t1Nl7uLUycsZ+fB3ZQ3VRLtjKa1q5VqdzEx0RN5e2sFF58ylQinhruHk5w0zwfIxLgomls7cLmhMDdp1A7h/uxZJmhtJ8ZFkRQfRfkB9aCHs31VjURHOXvu7W4RTie56QmU1TTjcrtxOhwhilDGupFYYm1t5Qae37OS6pZaMmLTOH/ax1ico0Ha4H8V93XAaUAEcJ61dlPQIxMRkTHDTEqjtb3rqB6hgSycnskzb+xh466agCbolQeaSYiLIjEuiheLXqa4YT/H5x7HZTPP79mno6uDuzbcxwfVm8ifB7vX5bN17wHmT8sMWBwyfLu9Q8KvOHMGS2bncMej69lVWs+H+w8yc6LvaQvj2ZzCdNrau5TghbFvfnIh1QdbcTqPvj4FWQmUVDdSW99KVmr/q2GIDFX3NJhgJehrKzfw562P97yuba3rea0k3f8q7tOABuAgsNAYc2WwAxMRkbFjkcnii+fMHnQ19IKsBDKSY9lRXIfLHbjZVY/+50O+/rvVbCrfyb+LVpEem8YnZl5w2D5REVFcO/9zTEoq4ITJcwF4K4gF62Rodpd55uNOy0/B4XBw+enTAfj3u6NvSsJ72ytZ+d4+mloDP6Wj27Xnz+XGS+crOQ9jSfGe6T2+FHiXoCzVMHcJoooDzTgdDrLTgvMQaGXRKp/bXyr2vZrKeOPPEPcXAQfQe70SN/BwUCISERHxcjgc3HDJMWSlxgUsoaipb2Hb3gNMLUjimaJnALhy9uXERR79QSQxKoGbF9+AAwerMt5lw85qGls6SIzTmujhYk9ZPcnxUWSmxAIwrSCFL18wl/nTMkIc2eC9sbGMbUV1LDtmZNYelvBzsLGNyAhnn79jZkxIYdkxuT1L5okEQ1NrB5mpsUFbwaSvVVPKm4JflG408CdBz7TWLgh6JCIiMiats1W8+kEpFyyfwowJgx9yfORSQ8P11qZy3MDJCwrImXgp+xpKmJE2tc/9nQ7PB5Qlx6Tzr7J/sHp3BivmzQ9oTDI0HZ0uzMRUYmMicfR6gHP87NE3/9zlcrOn7BC56fFBfQB0qKmd1VvKyUtPYOEMTdcIN/9aU8zL60r43ucWMyXv6F50MykNMyktBJHJePKjq0+graMraO2nRCdT13bwqO15CaPvd3cw+PNYZJUx5gxjjKriiIjIoH24v55tRXXDaqOxpYO1O6pwD3OYu8vl5q3N5cRGR/CRWdnMTJvGGZNO8evYiYWdRKbW8Grd36lpqR1WHBIYUZFOrj5vrs/Cal0uF69+UMobG8tCENngldU20dreFZTl1Xpr6+jiqVd389529VSFo32VDTgckJ85OpcJlLFjsFPS/OV2u0mI8j23/azJpwXlnKONP0l3MfAS0GGM6TLGuIwxwXukIiIiY0pxxSEcDpiUPfSe8If/vYO7/76lp7LsUG0tOsCBlnrSj9lKi6txUMcemzuHy2ZeQENHI3dvfIDGDs0BDWctbV08/dpunly1KyjL9AXanl5z6YMpIzmWqEhnzzJKEj5cbjf7qhrJTY/vNzl6ZV0Jd/1tEy6XVj2WwCuvbWJ70QFa2jqD0r7D4eBbi2/gvKlnU5CYh9PhpCAxjy/MvUIF4rz8SdCvAQqttRHef05rbXAeqYiIyJjicrsprmokLyOBmOih/+lYMN0zFHfDrpphxbOr5CDRU7ZQF1HE5pptgz7+pPylLEg+nsrmau7d9BAdXeGf+I1lT67axT9X7/U5siIxLorzlhXS3NbJ828XjXxwg7S71FONvq/iYIHidDrISYun/EBTQAsvyvDV1Lf6tdrF3vJDbNhVQ9XBlhGKTMaTtzaX87O/bmBfZUNA23W5XexvKAUgwhnB2YWnc8vxN/Hb037CLcffpOS8F38S9HJAY/lERGTQKg8009bexeRhziM/ZloGDmDDzuEl6OlTK4lIrWF2+kxOKlg66OO7XG42vZWFoz6fPfVFPLz9iWEPu5eh6exy8cr6Etba6sPmn/d2+nETyEyJ5ZV1JaMimUlOiKYgK/hDm/Mz42nvcFF3qC3o5xL/7fcmRAP9vuyp5F6tUTwSeD1LrGUE9nfRS8Wvcuf7d7G+Sqt1D8SfInG1wBZjzGqgvXujtfaLQYtKRETGhOIKzwfOwtzhJejJ8dFMK0hhV2n9kKuoVzRV8uyu50mIiuczsy/rM6nrT1SkkxPm5LLqg7lMPymaBVnzhtSOv9ZWbmBl0SoqmqvIjc9mReHp6mXwKqlupKPTxbR+epyjIp1ceuo0/vCPrTz92m6uu3DeCEY4OF/4+Oygrk3e+16KT0olIn0i5QeayPBWv5fQ21fpmXYzMaf/HvTuhzilNY0sMllBj0vGl4oDzcTFRJIcwJUCttZant/zEqkxKcxI7bsoq3j404P+AvBD4D/A673+iYiI9Cs5IZpFM7OYPmH482oXTM/A7YZNuwffi97R1cGv3n2IDlcnV5hLSI0ZejzL5+eBO4KUyuU9yXIwetHXVm7gz1sfp6ypApfbRVlTBX/e+jhrKzcE/Fyj0e5Sz5ztqQPM2f7IrGym5ifz/o6qngdG4SqYyXnve6mRA0RP38iWA1uCcj4ZmlMW5vOVC+cx1Uf19t66C8iVaS10CbAul4uquhZy0+MD9vC5pqWWB7c+ToQzgquP+SxJ0f0/gBL/etCvsNauCHokIiIy5swpTGdOYXpA2lo4PZOnX99DyRCGdb63dzcNnQdJd09jYfYxw4pjck4SBVkJbNxVS2NLB9HRbh7a9gTH5x7LgqzA9NB2ubpYWbTK53svFb+qXnRgd5lnzvZAVc8dDgefOmMGtfWtTBqgZzJUNuyq4VBTO4tNNvGx/nw0G5y+7qU9XesB/1YxkOBLT44lPXngEQ0ZybHEREdoiLsEXE19K10uN7npvqusD1Z7Vzt/3PwwzZ0tfGbWZUxOnhiQdsc6f/4KxBljJlpr9wc9GhERkT7kZybwi68uIy0pZtDHWuumzZ7IpRcuGnYcDoeDZfPyePLVXby7rZJZJoJtByxba7fzP8dey5SUyUNq1+V2sbd+H2srN7C+aiNNHb6rbJc1anksgD2lh0iIjSTHjw+S0/JTgl4dfThe+6CUTbtre4ohBlJpYznlTb7vmb62y8jr7HLhdruJihy4mKbD4eCYqRngduN2u4M6zUbGl//OPw9Mgr6y+FVKG8tZXnACS/M/EpA2xwN/EvRsoMgYUwW0AA7Aba3VBAIREelT9cEWnnx1F8vm5bFwxvATD4fDMejkvLWzlZa2Tt7bUUlGfDrzp+QOOw6ApXNzeO2DUqIiPcvDXDX30/xh04P8YdODfHPR9WTFZ/jVjtvtprSxnLWVG1hbuYG6toMAJEYl4OiMxR15dGEzZ9vw5vOPBZ1dLvIzE4iNiRjUsPBDze28sraE85YVEhnhzyy/4HO73ewurSczJZaUhOiAtdvl6uKl4td4sehlHA6Hz2kYcY7wHFEwHu3cf5BfPLGRT5w2jbOOnzTg/l8J43oKMnrNm5rOHdeeELA10FdMPo0Ih5Mztb75oPiToGt4u4iIDNqeskOss9XMKAhcz2WXy8X24jpa27pYPCt7wP2f/PAfbK7aSYdzISfNnxuwOb4piTHcce0JPT1X8zJn80lzEX+xz3D3xj/xjUVfJTG67wq4LrcLp8OTIP5x88PUth4gNiKGJbmLWJyzEJM2nev+9Feipm086ti2Mg0RjIxwcuOl8wd93L/WFPPS+/tJjIvizI+Ex8+xqq6FptZO5k3176GOP0oby3lk+5PsbyglJTqZj+Qey8v7ji4f1Nh1iBf3vMbZU05RL2yI7atqxOV2kzqEEUIigRLhdJKTNvze8w5XJ1HOSKIjovn4lDMDENn40meCbow511r7PH1PTno4OCGJiMhY0F2Qa/IwK7j35nbDPX/fQmJcFItMVr9JxfqqTbxbsY7I9jToiGXZMXkBiwM46tzLC07gQOtBVhav4ufrfk+UM/Kw6uvTU6ewrnIjays3MCd9JudNOxuHw8H5U1cQ4YxkbsYsoiP+WzU31zmd8l0Qmb8HR2wjdEbhiG4nMb01oN/HeHLO0sm8uamM51bvZdkxucTHBq5K8VB1z6UPxPrnnl7zV3mx6BW63F2ckLuYS2acR3xUHBOTCnip+FXKmyrJS8gh8lABRZ2beb7oX0xNnYBJnz7s88vQdVdwn+TnkpSHmtt5c2MZOWnxfj2sFPFHVV0zKYkxw+pBP9hWzy/X3c05U85iSd7wp5WNR/31oC8Gngd8jUlwowRdRET6UVThqbLt7wdOf0RGOJk7JYO1O6ooq23uWQ/4SAfb6vnrjmeIckZxbMyZdM1N8Kv40mCtfG8f722v4jufOY7ICCfnTV3B7oN72VW/t2ef7urr3ZwOJ5OSCnpeL8499qh2y2ubOO3YAh55qYmuA94HC44uYo5ZDWmltHS2Ehc5fpfH+ufqvcRER3Lm4gmD6vlNio/m3KWFPPXabp5fU8wnTgt9Urq7zPP/yfQAjTTZWLOVxKgErph1CfMyZ/dsX5yz8LDigq99UMqOVYmcuLxLyXkY2F/VQExUBNlpcX7t39Xl5unX97BoZpYSdAmYOx5dT1Skk59ed+KQju90dXL/5kepba2jufPoKVrin/4S9FO9/91trb19BGIREZExwu12U1zZSE56PHExga1KvXC6J0HfuKvGZ4Lucrt4ZNuTNHU2c/nMizh5wuKAnr+3mvpW9pYfYsveAyycnonD4ejzQ0m0M5qLpp/DsdnH9LvMTF1DG794YgNOh4MvfnwWL71fQml1I253BKeknsc5i824Ts5dLjcvvruPtKQYzhrCMPUzFk9g1foSXl67n9OPLSAz1b+EKFha2jqJiYpgYvbQ5oN3ubrYe2gf01OnEOGM4EvzPkN8ZDzxUf1/X3kZ8dARS2qLp6ih2+1mZfGrfCTnWDLi0oYUiwxNR2cX5bXNTMlL9nsaTmpiNPExkZRoqTUJkJa2Tuqb2pk3Zegrr/xt5z/Ze6iYxTkLOXXCsgBGN77096lpijHmduCLxpijKqlYa/8veGGJiMhoVnWwhZa2TuZPC9y82m7HTM3A4fAsTfXxE46umP56ydvsqNvJnPRZLM9fEvDz97b8mDxeWVfC6s3lLPRW4K5orvK5b6e7k5MnLO23vZa2Tn7z1EYOHGrjklOmsnx+Psvn57N6czkPvLCdiUn5Pcn9eK3eXFbbRGt715CHhEdFRnDJKdP44z+38fQbe7j2/LkBjnBwrjlvLh2driEVrStpKOOR7U9S3lTJtz9yIwWJeWTG+ff/XF6G5+FWea0nwbN1u/jnnn/zWslbfHn+5ylMHrhQmQRGWU0zXS43EwexDKDD4aAgK4FdpfV0dHb5Vf1dpD8VB7wV3Ie4xNqasvd5s3QNBYl5XDHr0nH59ylQ+vtrcCHQhqdqu69/IiIiPrV3uJg9OQ0zMTXgbSfFRzOtIIXdpfU0NLcf9f7UlMlMSylkbsSp3Hr/e9h9dQGPoduknEQmZCWwYWdNTyy58b6Hm+Yl5PTbVmeXi3v+voV9VY2csjD/sIcPi0wWv7phec88+o3VW7nz/d/Q2DH+es/2eIeED2fZtOPn5HDGogk+H/CEQlTk4JLzTlcnL+z9D3euvYuSxjKOzz2OtJjB/b+WFB9FQmxkz4fyWekzuGzGBTS2N/HrpmQgFwAAIABJREFU9ffyQdXmQbUnQ5eWFMPnPzaLE+b0/zviSAWZCbjdUF7re0lGkcEYzhJr+xtK+euHzxIXGcfV864kJiJwK1KMR332oFtrPwA+MMastda+OIIxiYjIKDcxO5GbP3X03OpAWTg9k9r6VqoOtmAbtrGyaNVhBdm+/v/ZO+/wNq4rb7+DwgL23jvFkahC9W41W5JtWbZsx91xilPWiZONs5uy/pLsbvbLt9lNNmWTzaY5xS12HHfLtiRbkm3JElWpQkpDsVeAvQEkAQLz/QGSEkWABEGARbrv8/ixOJiZe0EMhnPuOef3W/YlfvSX05janII3/kKSJNYtTOLF/U5P9JuWp7E9c8uInvMhto1hM6OqKs/sUThf2cainBge3pY3IvsQFKAj6IrnnebeFmp7Gnij/F0enHu3T9/TTKe8fvKiahpJ4sGteb6aktdcqG7H3GtjQXY0QQGetYLUdjfwzIUXqe9pJDIwggfnfoL5MfKEx5Ykie9+egVRoZcvrE1p64gNjuap4uf4/fln2JVzKzelC4V3fxMeEsCGguQJH5c82OJT32L2qdaH4PqkcRIZ9OigKOSoXDakrPHYZlTgHk/+GhhlWX4JiOaKzLmiKFv8NiuBQCAQCMZg6/I0blmVzsmmMyOC4SFBti6zlQvVPeSlRXpdrucpa+Yn8reD5Rw+Z+Sm5WnDQlxXKmZvy9g8QqDrapo6ejl2oYmMxDD+7o75aDWjM6r9NjsXqtqJCA1gc+p6jjae4OOGY6xJWkFWxPVTjlzR0EWgXktKnHsbu4lQbeym32Ynzw/VHuPx/sk6TpU286PH1roM0E+YikYtPl1oLaW+p5G1SSu4a85tBOu876GPd9F/vyB2Hl9f+iV+ffaPvFb+NvGGOAriprcN4FrH23aVlLhQQoJ09FvtfpiV4HpjMiXuIXoDjy36jFjM8xGeBOhPA78BzuNUb/caWZb1wJ+BTMAOfB4YAP40eO7zwJcVRXFMZhyBQCAQTB+qqvLsvlLyUiNZNcGSTU8ZKgneU7Xf5evO7SvZUOBbazVXhIcEcNfGbFJiQ4cftK9WzB6PhCgD335oKZGhAW4zqQ0tZv775bOsW5DIo7flc798Fz899b+8qLzCN1d8ddhX/VrG7nAQZtATExHkchFjonT29PN/nz5BbGQw//boSq/6wL1FVVXK6zuJDA0gOnx0lccJU5HLxacH5btZnrCYeTGTrwAYsDto7uglOFBH5BWVJmlhyXxj+eMcri9kUWz+pMcRuMehqnzjVx8zLyOKz902sd/13PRI/vvvbxBBkcAn7FybSUFODFFhnledvVP5PqlhSSyMzRfXoQ/xJEC3KIrySx+NdyugUxRlrSzLW4EfAHrgO4qiHJRl+dfAHcCrPhpPIBAIBFNMS2cfB07VY+61+S1Ad47TS6PZ5PK1HrWd4EAty+SpsR+6ZZV3vczlDZ0kRRswBOnH9YvPSAwjPCSAcxWtOFSV3MgsViUuo9B4kg/rj1wXirlajYZvPrjUZ+eLCA1kQ0EyB07X80FRAzcuS/XZucejraufTrOVZXlxLh9s36l8z+VxH9R/zJMrn/DJHM5XtPHfL5/l7o3Z7FiTOeK1yMAIdmRvG/75YO1hFsTOIzbYe4VnwWhaOnpp7+7H4Zh4DkwERAJfkhYf6pGbxFBlT6PZhIpKeEAY/3etjFYjhAp9hScB+h5Zlr8C7AH6hjYqilLjxXilgG5QFT4csAGrgQ8GX38H2MY4AXpUlAHddahWGRcn+ouud8Q1IJgNlDZ0AzA/J9bja9aba7uhow+7JQSNoWfUa47eULYsSyM1eWrLlpvbe4kKD/QoE1vZ0MlPXjxDSlwIP/77jWg14z9sr8xP5L3jNXT22clLj+LRVfdy/u0SittL+MTi7bP2gX06722fvWMhR0tMvPlxFTs35hISrJ+ScS/WO8XuFuXFDb9/h8PB7tL9HKsvcusGYDSbfPb7mj/Yudhuto15zkutlbx06XX21uxne+5Gjtadpq6rkdTwJO7M38669BWTmsf1/Ldt6H45LzvGq99DZUMnF6va2Lw8zWMdg5nI9XwNzATsDhWNNP6iz+Ga46M0Vrqs3ZT3X5r0fWCmMZ3XpCff5E8O/v/rV2xTgWwvxuvBWd5+EYgFbgM2KIoytGzYDYwry9refv2pVcbFhdHc3D3d0xBMI+IaEMwWzpY6A4vY0ACPrllvr+34sAA0zTmQcWbUa1tSNrI+PWFKvzPvn6zj+X2lPH73QpbMiRtz37auPn7wzEl6+we4aVkqba2jFxlckZcSznvH4YMTNUQF6wCJv1/ydyQa4mlp8ewcM42JfP77TtQSqNdyw6Ikny5G3LIqnVc+rOCZ3cXcvTHHZ+cdi6KLJkBFE9TJhZqqYXu098oOYTQ3EaDRY3XYRh2XGOK761rjcKDVSFTWd455zkhiuS9vFy+WvsZfi98a3l7TWc/Pj/yBrq6+CbV0XMn1/rftfJnzfhkd4tn98mpeP1DG+6fqiAkNICvJe+HE6eR6vwZmAucrWvmf185z7+ZcNi9JcbvfS2ffdrn9b+feIS94rr+mN+X4+5ocL/gfN0BXFCXLZ7OBJ4A9iqL8kyzLacB+4Eod/jCgw4fjCQQCgWCKqTY6M4PjlWxPFp1WQ2KiFiNg0Broc/R5JMjmL3JTIlCBw+eMYwbolr4BfvbSGdq7+7l3cy4r53neBpCfGY1WI3G2vJVdNzjXyVNCL/fZO1THNduLrqoqbx6uIihA65Xi9VhsXZHGgdP17D1ey6bFKcREBPn0/FfiUB1UdtZQYj1M0KJKnq/pZbO6nk/MuR2AR+bdR1RQJEp72YTdACaKVqMhIdqAsc08rlDZhtS17Kv5gLa+0baFe6sPTMt37lqgxuRcWPOktNgVyYNiiQ0t5lkboAumn8Y2C/1WO8GBY1cou6vscdduJvCOcQN0WZbjgF8CNw7uvx94TFEUbz6Jdpxl7QBtOPvPT8uyvElRlIPALcABL84rEAgEghmAqqpUGbuJjwzGEOT/UuG1Kcv56/lW1mXexK61MhUNXcSE+i+4GouMxDDS4kM5U9ZCl8VKuGG0D+yA3cGvXjtHXbOZLUtT2L4ybUJjGIJ0zEmNoK27H6vNToDe+TClqipvV+7jXOsFvrHs8WuyF7CpvZeeXhvzs3zfAx2o1/KJTTkcLTbx05eKMLb2khxrYMeaTK90FFypry9PWMwb5e/yceMxuq09EAhB2kAWxBQwL/qy4Ft6uLMP3hs3AG9IijHQ0GKmo8c6rjhUR3+ny+3i4dx7apt6iAwNIDzEO9/olCGrtWazL6cluM4YUnBPih7bHSPREE+D2Thqe1KI//Rmrkc8KXH/DfAxTsV1DfAF4Cmc5ekT5afAH2RZ/ghn5vxJ4ATwO1mWA4ALwN+8OK9AIBAIZgC9/QPERQaTFOMbC6zxWDUng+ffmUexvZs71qj87s1iOs1WfvaV9cPB61SybmESL7x/icJiE1tXjA6+qxq7Ka3tYHFuLA/elOdVmfZX7l5EUIB2xLGSJNFl7aa2u54DdYe4KX3jpN7HTKS8wRkc5kzC/3wsNJLEuYrW4Z/rms385o1igAkF6e7U1wG6rT2oqsrapJUUxM1Hjp6DXuP+UWyibgDekBTjtFQytprHDdDFw7lvcagqW5dPbJHuaobsButbpiZALywxsftIFQ0tlkktYglmFsZWZ4CeED22beP2zC1+r+wReBagZyuKctcVP/+nLMufdLv3GCiK0gPc6+Kla+9JQiAQCK5DDEF6vvfpFajqpFw5x6W1t40Gs5EFMfNYmB1DoF7LxZoOTO29rJmfMC3BOcDq/AReOlDG4XONLgP03NQIvvXQUlLjQtF4IArniuBA13+6b8+5haLm8+yu3Mey+AKigqbe19uflDc4WydyUsaVqvGK3Ueq3Gyv9jgA6bGaebVst8vX9lYf4GtL/o4H5t5FZWM3vd0DqBGSM/UxjaxdkMT8zGjSE8ZvSREP575FI0ncvCp9UucICdITGRpAwxRoUBSWmIYXrcD7RSzBzMPYZiEqLHBMoUGH6piyyp7rHU/+LKiD/eIAyLKczuUydYFAIBAIRuFvNfE3Kt7l12f/RElbKavzE2hsNfOjv5wGIDZi7AyAPwkPCWBRTgz1LWaaO3qHtxdXttFvswOQkxxB4CQXEKqN3bz2UQUDdsfwthC9gV05t2K1W3n50puTOv9MpKK+C51W43Wv7ng0tLgWoG1s9Swz+Ub5u3z70PfHLAM36IPRSBreO1HHT148Q3tPv9fz9RWJ0Qbk9Ci3Cz9XsjxhMZ+Z/yApoUloJA3JIYncnn2LeDifZlLiQunosdJvtft1nLEWsQSzl36rnfbufhKjDW73cagO/uvkr3i9/B2WxRfw5Mon+MXmH/LkyifE998PeJJB/y5wRJblQkACVuEscxcIBAKBYAQHT9cTFKBlVX6C34L0mq46TpiKSA9LodsYwW/fLBnx+psfV5EcGzJtGZ17N+fyqZvnDveUnq9o5WcvnWVBdjRfu6fAJ2McOtvI+6fqkNOjmJcRNbx9VdIyPm48xunmc5S0KuTHyD4Zb7pxOFQkCbKTwjyysPOG5FgDdS76eK9u11BVFaOliTPN5+kb6GdX7q0AxAXHkBmeTmtfG13W0eq/V5aBl9d3EhqsJz5y+haTrqa3f8DjIH3ogfynp/6XPdXvc0PKKgx69w/3Ate88P4ljG0WvrAzf1KaHZ+/LR9DkM5v340hGlosaKMb0SWXIwWbUXtDGGjIobHVt6KNgqnFoarcuzmXyFD3OghHGo9T1VVDgiFu1tp5ziY8UXF/S5blJcBKnBn3LyqK0uz3mQkEAoFgVqGqKq98WEFQgJbV8xP9NsZr5U6bl105O3juVdeZm4mUJfuahGjDcJ/mUF+ohMSONRk+G2NRbgzvn6rjbHnLiABdI2m4X76LHx7/OZc6Kq6ZAF2jkfjep1fgcPivdWLHmkx+f+i9UcHHjjU34VAdVHfVcab5PGdaztNkaQEgWBfEbdnb0Gl0rE5azprkFaN60IcYKgPv7OmnpbOPRTkxM+ZB93tPHcPcZ+O/vrxuQsctjM2nrKOSD+uPcHPmjX6a3bVLcWUbLV19BHmwMDIW3grMTZSYjFZ64i/bWkqGHgJyzxDaND3CnALfEByoG7PVonegjzfL9xCgDeD2nJuncGbXL56ouG8G/q+iKOtkWZaBQlmWH1YU5WP/T08gEAgEs4W2rn56em3I6f7rfb7QVorSXkZ+tIwcnUtDS63L/TwtS/YHV/dpAqiotHX5rpx5bnokAXoNZ8tbuW/LnBGvpYQm8c+rvzHsq30t4W3fvidoYxoJyB0dfNjD53KgVuGVMqf/d4BGz+K4BRTELWBBzFx0gyJvQ8H2eD2aFX7upfeG8BA9dc09HmfRh1ifvIp3q/ZzoPYQW9I2EKD1v3PDtYLVZqex1UJ2SjiaSS7UOBwqja1m7A7VIy0Bb9ElV8DA6O365Aq/jSmYft6tep9uWw87s7cTGThz7lvXMp7chf8LeARAURRFluVbgWeAFf6cmEAgEAhmF9UmZ1lvpp/8zx2qg9fK30ZCGi4r9rQseSrxhdjYeOh1WvIzoikqa6Gpo3dUqfSVwbnVbpv1gdOhs40EBWhZKsdNOphxx56q/S63v176Hk+s+gz1PY0UxC1gXnTeuL/PsdTXh8Xu/KRG7w1J0SGUVLVjareQmej5vIJ0QWxIWcOe6v0cbTzBhtQ1fpzltUV9ixmHqpLuA02Ffpud7z51jPzMKP7x/iU+mJ1rugbaXG7vtLe63C6YHbzw/iXqW8w8dsf8Ua0WTZYWDtQeIjooii1pG6ZphtcfnjSrBCmKcn7oB0VRLuL0LxcIBAKBYJgqozNAz/BTgK6qKquTlrMpbR0poUmAsyzZFb4sJ58okxUb85RFOc4g/Fy564fjvoF+fn32j/z+/DN+V9X3J6qq8vIH5Tz/Xin+CM2N5ib+dukNl/ZhAGbaSQyJ55H8+yiImz/pxY6GFjMSkJU0cwL0xEGrtcZW19fuWGxKW4dOo+P9mg+wO/wrUnYtUdvkVF33RcY7OFBHTHigX63WmiwtblsyrhWbvcISE997qpDP/ccBvvdUIYUlpume0pSg1HRQWtvhstWipFXBrtq5M3fHrF/onU14kkG/KMvyf+DMmqvAA0CpX2clEAgEgllH9VCA7qcSS61Gy5a0G0ZsG8pI7z5STWOrmaSYEHasyZhWy5+pyuovzI4hJEiHdcB1UBSoDaDfbqO0vYyzLcUUxC3w6fhTRVtXP51mK8vyJi9O1DvQR3lHJbXdDdyS5eyZ7rJ2c6D2kNtjkkN9ey195e6FtHX1T6iU3N8kTSJADw8IY3XiMi62l9He33FNtlb4g5rBiqP0BN+4EqTEhXK2vJWeXhuhwb4NpMo6KvntuT9jV13fa64Fm73r1UJOVVWM7RYSooJdVidtSlvHnKhskkP8oysjcI0nfx0eBf4N+AtOe7UPgM/7c1ICgUAgmH30WgeIjQgizOB7waKqrhqSQ5JcruCvyk+YUQ9QO9ZkjupBd273bVY/JiKIn3/1Brd92ZIkcV/eLv7fsZ/yUukbzI3OI1A7NWJSvqS8wWlblp3iPuN8wlTEnqr9GC1NJBri2Z65heUJi+m3WynvqKS0vZzSjnJqu+txqE5rupWJS4kJjiIrPJ2/X/JF2vs6ePrCi6POvS1jM739A1j6BoiJmLwYliRJPjmPLxlaPDJ6WeWxK3cHgdoANNI0m7rPItITwlicG0tKrG8W7pJjQzhb3kpDi5m8NN/pgBwznuK5Cy/hQOWhuZ8gQBswrK9gt6tISMyPmeuz8aaLqWhNmokM2fNdbbGmqurwguhQxZpg6vBExb0deHwK5iIQCASCWcyTDy/DNuAYf8cJYrZZ+GXRU0QHRfJPK742Y5Sv3TGVWf3xRNMSQ+K5MX0De6sP8G7V+9yRc4vP5+BvhkXVkl2LE12tmt5gNg7/rNfo+e25PwNOhfvM8DTyInOYE5VDeKCz0kOv1ZMXlQM4qzSuFnfLMczj2785Qnp8KP8wyf7e2qYerDY7GYn+s4vzhsjQAD6xKcdr/Yhg3cxacJgNbChIZkOB7+zJhgL9eh8F6Kqq8nbVe7xduY9gXRCfW/BJzM0R5KZGsnylU1/h268+TXfEeQ7VHWNr5uzuT56q1qSZxtCi3FCbyxCHGo5ytqWE+/PuIiY4ytWhAj8yc+qrBAKBQDDr0et8H3TsqdpP70AvKxO3zPjgfIipyupbbXYOFjWgkeCm5Wku97k580aOG0+zr/ogRU3naOlrG5FlnumU13ei1UhutQ3cibvtrT7A15Z8ka3pm8iLyiE7IpMgXeCYY7kTd0uPD6W4qp3zFa0syPa+hHvvsRoOnzfyb4+uJCXON6XNvkCSJG5dPbkKD4fq4O3KfRgtzXxuwcM+mpnAXXXI1aTEDQbozT0+GVeSJPrt/cQERfFYwWcJckTyD68eZm56JN98cCkACyOXctheQompctYH6O5akzQaiYvV7czNuDaDVGObc2Hiygy6xdbLWxV7sTlswy4VgqnF7ZOULMvTJ4ErEAgEglnFxep2ispasNp8KxLV2tvOB3WHiQqMZGPKWp+e+1pAq5V483Al7x6rcSsEF6gNYEn8IlRUmnpbcKiO4SzzCVPRFM94YjhUFUv/AKnxoQTqtS73MVqaXG5vNJsw6A3syr2V/Bh53OB8LO7ZnIsEvHigbFJe7OUNXQQHaknyUVnzTEIjaajorOZ001lquuqmezozmuLKNn77ZjGVjV1j7jdUHdJgNo77vU2JDeXbDy3lrg3Zk5pb70Df8L1kV86tfGvF35MUksDpS80ALM2LG953YXoi/WdvIK1//aTGnAm4Exy1DTh4eo8yqe/9TCYqPIileXGkx19eAH2n6j16bGZuzriRiED/2fYJ3DNWquMjAFmWfzVFcxEIBALBLOXdYzX899/O0ufjAP2tyj0MqHZuz7kZvVCQHYVWo2F+VjRtXf3Uu8j+DHGxzbW266tlu6nsrMZi6/V4zKlUOtZIEj/4/Gr+6aGlbvcJ1bsOdn2pLJ2eEMa6hUnUN5s5dK7Rq3P09NowtlnISpq877U/OHGxiSd/e5SzblwBPGFrxiYA9tUc9M2krlEu1rRztNhEb78LU/ErGKs65Gr0Og15aZGjbLImgsnSzA+P/5x3B8fVSBpC9M7M6qnS0QF6bkokks1AS2ef12POFPLSIvni7fNJjQtFq5FIjQvli7fP57ufWs5nbp073E5UXNWGpW/sz202sTg3lsfvWkjqoN2fydzEwbrDxARFszlt9i+8zFbGqlswyLL8LHCzLMujmosURfms/6YlEAgEgtlEtbGb6PBAwn0oEFfb3cBx42lSQ5NnRSn2dFGQE8uxC02cKW8Zfsi6GndZ5o7+Tn588n8Apxr31oxNw0r5RnMTgdoAIgMjhlsLCktM/P7Qe+iSywnINNPcG8LvD+UAN/m1pD/ATfbcZG6i2+q6pNfXytJ3bsjm2AUTr35Uwap5CQQGuJ6TO4aypdlueumnG0mSMLZZaGgxD1v4TZS5UXNIC03mdNM5mi2txBmEorsrhizW0sbxQHf3vW3ocWbUrxblU1WVTrOVkCAdet3Ers9L7eX89tzTWAZ6GXDYRrzW02vjYnUHWUnhRIdfDgkMQTp+9tX19Djaeabkr2xKW09amO/66qeKjp5+nvzdUVbnJ/D9R1e63a+9u59fvHyWQL2WO2/IZkNB8rg6ILONV8rewqE6uGvObWJRfBoZK4O+FdgLmHEqt1/9n0AgEAgEtHc7bbB8ba824BggOTSRXTm3CnXoMViQHY0EY2Y+Ew3xLrdHBkawJe0G8mNk9BodOunyQ/0Lyit85+P/xz98+F3+4/h/86fiF/hL2YsE5J5BY+hBklQ0hh4Ccs/wyln3NmWT4aTSRHFlGw435ftxhljumnMbW9M3kRKahEbSkBKaxGfmP+jzRZ2osEC2r0wnNjyILot1wseX1zvV6HOSZ47/+ZVctlrzXhRLkiRuytiEisp7teJR0R3Vpm6iwgLHdbxw970N0OqH74kWm2XYmeCNw1V8/ZeHKasfu3T+agobT/KLot/TZ+/n4bn3sDPn5hGvnylrwaGqLM2LHXVsaLCelt5WjhpPcHAMu8KZzN8OltNvtbvVuRgiJEjHbWsysdqcZe//8sdjlFS1TdEsfY9twM5v3yjm8GBVUFtfO5c6KsiLzKEgdv40z+76xm0GXVGUWuBpWZbPACWAPLj/eUVRrp3aDoFAIBBMimH/cy8VoN2RFZHOt1f8vQjOxyHMEEB2Sjhl9Z1uPZC3Z24ZoXQ+xJ25O0YEslf2sS+KzScsIBSjuYkGs5Ga7jpwk/DrCi0B7p70e7maF/eX0We18/Ovui611Eia4Yz/Lm71+fhXs3NdJrtuyPJKrLBq8HuSkzIzM+jxgz7I3nihX8mSuIW8ERTN0cYT7MzaTmjAtddvPxk6zVY6e6wUeFCl4O57e3v2ZTeGF5RXqeqqZX3KKiIinEJ/9c09zPNA1ExVVXZX7uWdqvcJ1gXzhYWfJC8qd9R+xjYLErBMHr1gYBtw4OiMI1IfzQnTaW7PuWVW9S2X1Xfy8Xkj6QmhbFg0dvY/QK/ltrWZrF+UxCsfVHD4XCM/fqGIxbmxPLZrgV9EUj0VCfQGU3svR0tMBOi1rFuYRHRQFP+8+ltY7dZZI8h6reKJNJ8euAS04sy4J8iyfKeiKIV+nZlAIBAIZgVVRme2xluLpqtxqA66rN1EBkaI4NxDluXFE6TXug3Qhx7orrYQu/pB78qHsi3pl1WZHaqD1t52/uXIf4CL5zZNsG+Uo6+ks6efls4+CnJiRj0sVnRWcaa5mNuytk1pGeaV1mhdFuuEWjoev2shxlaLy89nJqDTaoiPCqax1TzCA3miaDVa7s27g0Bt4HD/suAytU3OhZo0DyqOxvveqqqKQW+gy9rN6+XvoJW06LPjUVq13KimevQZdvR3ERsUzZcKPktCiOuM/d0bc9i6Is3l9d5vs/Ozl86SImcxEHGSQ/VH2JG9bdxxZwIOVeX5fU59jgdvyvO4XD0yNJDP7pjHlmUpvPDeJSTJPw4mY1lI+iJIN7ZeVnAf+s7PpsWVaxlPAvSfA/cNBeSyLK8GfgG4b9IQCAQCwXVDU7tTYCwj0TeluydNZ3ju4kt8ct59LEso8Mk5r3VuXpXOzavSx9zHnYWYJ2gkDXGGGCL1sXQMtIx6PUo/uvR1sgz5n2dflXHuG+jnzyUv0trbxuK4BWRFTM4ezBveOVrNqx9V8s+fXu6xXZpOq3GrETBTSIoxYGyz0N1rm5SexILYeT6c1bWFJEnkpUaQPU6rQ+9AHy8qr7EhdTVPrnzC7bnul+/k9uztFBpP8WHdEZpiGylhN+/Xwk3pG4f3vTITm2CI4+bMG1mesJj75Tvps/e7FVscwt31EBqsJzUuBFOlg7DlQXxUf5RtGZtnRf/y4bONVBm7WZ2f4JV3fGZiON96aCl91sviqM/sUUiNDyUoQMM7R2toaLGQHGtgx5pMj3U6BhwDKO3lvKi85vL1vdUHfBKgNw5arEVGSvzoxC+5JetGFsbmT/q8gsnjSYAeemW2XFGUo65E4wQCgUBwffL5nfncszmXiJDJC8TZHAO8WfEuqqqSGe7a11swPXSZrezK28qfSv4y6rXlyb7vVywfDNCv7tl+rfxtWnpb2Zq+aVqCc4Ck2BAG7A5eOljO1+4ZfxHJ1GbB7lBJjDHMSAX3IZbMiSMuMhg3Lf8TxmRppq2vnXnReb454TXA/Mxo5mdGj7vfCdNpjptOkRgST3ZE5pj7GvQGNqetZ1PqOr713JuYDeUUxC4AnNUvvz/3DGdaiof3bzSbRmRiQ8fwuj5Gv+QzAAAgAElEQVRYVE9ESAAFubFur928tEjqms3khy3mZPtRTpiKWJO8Ytz3ON302eyEGfTcs3l0Wb+nSJJEcKDz99fR08/HxUb6T490M6lrNvObN5y/f3dBet9APyVtCmeaz3O+5SJ9dvfK+I09Rq/neyVDGfSL/YVUd9disjSz0CdnFkwWT+ox2mRZvmPoB1mWd+EsdxcIBAKBAEmSiArz3mP6Sj6q+5jWvnY2pK4lJnj8h1jBZcrrO/n16+fH9Vb2BodD5ccvFLHvPQefmvfAsCBbXHAMWknDR/VHaTT71m6toqETCchKuhygl7QqfFR/hOSQxGktoy3IiWFueiRny1s9Eol691gN3/l9IbUm37cC+JL1i5K4/8Y5Pllss9qt/Ofx/+bZCy8x4BDSRRPlcMMxNJKGNUnLPT5GkiQyQrLoLS1AZ3dWa5S2l48Izq/ElV3blQzYHbx0oIzn911y1dkyjJzu7HcPs8xhY+paciMn58U+VWxdnsaPHlvrs79fkaGB/PALqzEEuV7w2H2kGlVVR2h9ALT3dfCtQ//KU+ef5YSpCIM+mM1p64kNcv030IHK788/S2f/5O71xjYLOkMPJ1tOEB8cy6bUdZM6n8B3eJJB/wLwrCzLTw3+XAE87L8pCQQCgWC20NzRS3t3PxmJYQS6scLyFIutl3er9hOsC2J75hYfzfD6odNs5diFJuKjgkcEtb7g4/NG6pp7WLcgkZVJ+axMWnL5tbqTPFf6Ir8++ye+sfzxcUtlPUFVVVo6+0iOCxnOTllsFp698BJaScsj+fejHyPr528kSeK+LXP41z8d56/7y/jeZ1aMmRkvr+8iQKchJe76EUwL0AawJnkFB2oPcdxUNKFA81ql32bnpQNlLMyOoSDXfVtITXcdtd31LIqdT0TgxL7LW5ensW5BEobB782cyGwkJFRGl0WMt6h2obqd3n47NyxKHrOffag8vLbOztfX7ZrQfKeDLosVQ6AOnVbj1sLRWyJCA+nrt6ONbkSXXI4UbEbtDWGgIYfG1mQumRr5+b59BMY2M1e/hvkJ2aTFhzotCsOSKYhbQGqo8/edGZ7uUiQwPjiW001nudhWykNz72FJvHd57/AQPWHxZfThtFXTTeM9VTCScTPoiqJcUhRlFZABZCmKslJRlFL/T00gEAgEM50jxUZ++NwpLlS3T/pce6sPYB6wsC1js0+CvOuN/MwodFppTLs1b+i32Xnlw3L0Og13bhidGbt4xoCtPpuW3laKms75ZExJkviPv1vDNx+4vBBwvvUindYubs3aOiO8ljMSw1gzP5Gaph6OnHdfctrbP0B9Sw+ZiWEjROZmInaHgz+8fYG/7i/zyfluTNuARtLwXvXBYSuw65n6ZjP7T9VzvnLsqovDDccAWJc8cbmnvLRIFs+JJTDAGXhqNVqSQlyXVbvbPsRJpRmApXlxY+4XERJAYrSB5s6+4QxxfU/jhOc+Faiqyu/eLOGf/3CMnl7b+Ad4QUxGq0s7ysCCD/l5yc8gpZj+wCaO15by1O4L/Msfj3N6bxbzglaTFpaCJEmUN3TSZ4rHWlaAwxKG6pBwWMKwlhWwPfwR7pfvBCQiJ7iAcyU3bgqgL9DI3Kg5LIgRuhEzCY+XShRF8d4YUyAQCATXJEMWa5NVcFdVlS5rN1GBkWxKdW2pJRiboAAdclokxVXttHf3+6xsc++xGjp6rOxYk0F0+GgJmu0r0zj81BzidKms27zKJ2OCM0i/0id6ZeJSYoOjyQibOdoEd23I5lRpM8Y299ZkVcZuVHW02N1MRKvRcK68Fb1Ow71bvO/LHSIqKJIVCUsoNJ7kfMsFFsVd397KNYMK7uljiAX2262cMJ4mMjCC/BjZ67EcDnVYldydXdu2jM1jHn/6UjPhBj25Hly7T35yGSFBOiRJ4pkLf6Ww8STfW/0N4g2+F5CcDEVlLRRXtjE/K5oQN6Xok0WXXAEuujpUvZm5UXMoiFuAHCHTnaelpqmbGlM31aYeEqKcrgddFis/ePrk4FFJ2NuSRpzn7aM1fP/RNaxIWEKQznlPbrI0c8JUxNaMzR5XFx1qOIqExN1zdgpbtRmGqGUQCAQCgddUGbuJCA0gMnRywaAkSTySfx8WWy8Bs0D9d6ayMCeW4qp2zlW0sqFg8lnmTrOVtwtrCDPouXW1a0G2lLhQVsxL4NiFJorKWlicG0tNdx0ZkxD5O1/ZSnCgjqykcKx2K4HaACRJGlcsa6qJiQjiPx9bM2Ih4WoqGjqB0WJ3M5WkGANKTQdWm90n5b83pW+k0HiSfTUfXPcB+pAGQfoYFmt2h52NqesICwj1ymZSVVW+8/tCDIE6/s8jzrYCT20Wr6SsvpNui42Ni5M9sh+70j5wXnQeRxtPcLDuMPfm3THGUVOLbcDOC+9fQquReODGOX4LSrsGXFdIaCQNX1ny+eGfE8IgN3X04ofDobJ1eRr7TtS6PE9jqzNnOhScA+yu3McJUxEnTGd4cO7d5EZmjTnHsvpOcm1bWCGvJjk0cdz3JJhaxv3my7L8xamYiEAgEAhmF11mK+3d/WR64Oc7Flb75TJDgz54stO6rinIiQHgTNloKzRvMLaa0Ws17FqfNdwL7oqd67KQgNcPVfK3S2/woxO/5EKr991wz++7xE9eLEJVVf5Q/Bz/c+YpegfcqxpPJ0PBuaqq2AZGl3GX1w/axSXP/Aw6QGJMCCqMWRUwEZJDE1kct5BEQxy261wsrqapG61GIjnWvT+8QR/M7Tk3sznNu0oiSZLQaCTqWsw4rhAjW56wmCdXPsEvNv+QJ1c+Ma5Nl6VvgPjI4HHL24dQVZWy+k6OX2xiSdxCIgMjONJ4HIut16v34Q/2HKuluaOPG5elkhzrnzYqh+ogUOd6wW68loIhIkMDeeCmOaS60axIihm9/X75LjamrqXJ0sxPT/0vz198eczf/Umlief3lROhTn+7kGA0nizNfcXvsxAIBALBrKNqsLw9w8vy9hOmIn5Q+BMe/ttX+foH3+Vo4wlfTu+6JCHawNK8uHE9lj1FTo/ih19cww3jZONTYkNYMS+eGlMPYdYMtJKGp4qfxWRumvCYPb02jG0WspLCOWo8TnHrRVRVJVA7eWVxf9HZ08+P/nKaF/ZfGvXaF27P59sPLfVZy4G/SYp2Bo++CtABPrfgYR6ad8+0CvtNNw6HSl2TmaQYA3qd68qEfrvVJ736KbEh9FvttHV6v6i1eE4s//7F1SzI8sxNQ5IkfvdmMX965yISGjamrMVqt3Kk8bjXc/AlbV19vHWkinCDntvXjZ1d9hZVVXlRedXtYuJYLQWu2LEm08320dVMwbog7s3bxT8s+xLJIYkcbijk3wp/TEVn1ah9X7n0FsWWQpAcJMa4XywSTB+e3ClrZVneDxQCw0sxiqJ832+zEggEAsGMp8Y01H8+8WDwhKloRE9kv72fZy78FZ1GN25mRzA2j9/lGydb24AdvU7r1jLoanauy6Kju5/cqCwejPkET19wKrv/4/LHCdF7/hBYMeh/npQk8fKlNwnWBfHwvHu8KvedKkKC9bT3WCmt7eSmZakjMlxBAbphlevZQNLgA3tjq+8C9CtLiW12G/rrsI2lp9dGbGQQmWM4LLxR/g7nWy7wpcWPkmDwLHPtipTB7HB9i5nYSO+rkiZaAi6nRXHoXKPT8SFlFW9XvcfBusNsSl2HVuNbtfSJ0tFjJdwQwM61mR7f0yaCqqq8UvYWhxoKSQ1NZmPKWg7WH/a4pcAVQ57pu49U09hqJikmhB1rMpiXEUWn2erSDjErIoNvrfgq79V8yId1h4kNdlZVnTAVsadqP41mEyoqUkAgIUFpI1oTBDMHT67Qo1f8WygICAQCgQCAW1ans2ROrEvhsPHYU7Xf5fa91QdEgD4DuFDdzm/fLOYzt8xlUY5nIk8psSF8++FlAOSyjEaziX01B3nq/LN8ueBRjx/QnT3bKhW6D+nvt/Kp/PuJCprZAa5Oq+GeTTn88pVzvHSgnK9+YhHgzNpJkjRrsucAybEhZCWFE2bw7YN7l7Wb3517mrjgWB7Jv8+n554NhIcE8G+PrhrlgT2EzW7jmPEUWo3Wrf+1pyTHOkXo6lvMY9q5uWP/qTrau/vZvjJ9QgGcnB7JoXONKDUdbE1IY1XSMoqaztHc20Kih+Xd/iI7OZwffH4VWj85KbxVuZf9tR+RGJLA44s/R1hAKGtTJq7CfzWr8hOGA3UYEpA7QWiwnm8+sHRYrf9KdBodN2duYUvaDQRo9aMWxAFUXT+RKWO7CQimj3EDdEVR/lWW5RAgBzgPBE9G0V2W5X8CbgcCgF8BHwB/AtTB839ZURThxSEQCAQzHK1GQ0qcezXisTBaXJc+j+fLK/CMvx0sp9rYxT/cv2T8na/Coar8dX8ZnT3WMcXPxqK1s4+d2dsxWkyca7nAyaYzrExc6tGx5Q1d6BKrMPbXsThuASsSJv4epoMlc2LJS42gqKwFpaYdOT2KdwpreP9kHd95ZLnP2g78TXR4EN/9lO89y0P1IVhsvRzvOs3O7O0zftHFX7jLShc1n8cy0MvW9E2TzjYP9S7XN3v3uL7/VD3NHb3c5qbE2h1DlSKltR1sXZHGzuzt3J27c1qFPx0OlZ5eG+EhAW5bCyZLj9XM4YZCYoNj+OrizxMW4N3fRU8IC9aTlxrJ4fNGfvNGMY/ftdCtiN/Q793dgnhf5EW/zVMwOTwRidsCnAFeB+KBalmWt3kzmCzLm4C1wDpgI5AG/AT4jqIoN+DM0M8cuUeBQCAQuKTfaqe2qQe7w7v11ERDvMvtnoroCMamsdVMcVU7Ji/6iAuLTVSbulmdn0DWGOW47vjwTAPf/s0Rzpa18en8B3ho7j0eB9mqqlLX3ENYQAhxwTHcL981a+x/JEni3i1zAHhxfxkOVaWioROtRiIt3j+CVLMJjaThpvSNOFQH+2s/mu7pTDmHzjZy/GKT2wz64YZCANZ64X1+NXGRwdyyKp2V81zfZ8eisdVMQ4uZBVnRLrOzYxEbEUR0eCBKbQeqqhKqD5l2V44PzzbwT789wrmKVr+NERoQwhNLH+Ori79AxCR8yT1BkiQ+dctc8jOjKCpr4bn3St1eU0O4WxDv03T6Y4oCH+BJifu/A+uBdxRFMcqyvAH4C7DXi/G2A+eAV4Fw4BvA53Fm0QHeAbYNvu6WqCgDOj+tgs1k4uImp5QsmP2Ia0AwUzh1sYl//sMx7tuax8M3z5vw8fcsupWfH/nDqO2fWHiLuM59wLrFqZy+1EK5qYcFsueLHv02O68drkSv0/C5OxcRFz1xAaGVC5P587sX2X20hq1rN5KWtGX4tbbeDqKDR2dOr/zM//S97bR19hETGTjtfasTJS4ujA2LGzmlNGEZUKkx9ZCTGkFy0uzKFp8ra+HEBRN3bMzxqoXFHbdE38Du6r0cbjzGw8vuIDTQuXBxPXznX/3oMDqdhltvyBn1WmN3E5c6Kpgfn8f8DN8ImH3pXu8qTw6ebQRg0/I0rz6XRXPiKDxvBL2OuCgDAw47e8s+oKOviwcX7XJ7nD+ugR6LlVc/rARg8bxEn17LAB/XnCAvJpvYkGjimNpr+J8/v4Zv/fIQB07Vk5kcwV2b57jdNzU8iZrO+tHbI5Kui++et0zn78aTAF0zGJgDoChKydC/vSAWyABuA7KANwbPP7T00w2M60PS3u474ZLZQlxcGM3N3dM9DcE0Iq4BwUzijOIsRY8LC/TquswLnssD8l3sqT5AZ38niYMiOnnBc8V17gOyBjO2H5+pZ+0EsmhvH62mub2XW1alo7HbvfosgjSwcl4ChSUm9n5cOWzT9PKlNznaeIJvLH+c+CsEsK68t51rKWFOZA5BukDafChSNpXcuT6TrMRQ/u2pQuwOlYZmM299UDaij3Smc+xcA68dqiQjPoSF2TE+PfemlPW8WrabV87s45asG6+Lv22dPf20d/ezODfW5XvdU+GsKFgZu2zafxcfna5Dq5HIig/1ai53rc/ioRtzkQac9w9VVXm39EOaLM2siF5OZODox3x/XQPP7yul22Llnk052PttNDfbxj/IQ44bT/PnkhdIC0vmm8u/Oi2VPo/fuYAfPHOS5/coLMqMIiLUtdbFjakb+WPn86O235S6cdqvt5mKv+9L4wX/ngTodbIs3waosixHAl8GarycTytwUVEUK6DIstyHs8x9iDCgw8tzCwQCgWCKqDYOKbh7v8K8PmU161NWXxcP6FNNVFgg6QmhKDUd9FkHCAoY/8+9qqoUV7YRGqx3aeMzEXauzeRYiYk3DlWyZE4skiSRHJKIZaDXqey+7PFRnvdVXTX85uyfyQjN5B9X/N2sKW2/mos1Hfz5XWX4555eG795oxhg1gTpiVcoufs6QF+XvIp3q97nuOkUN2duGf+Aa4Daph4A0hNc9ybfnHkjaWEpzIvO89mYZ8tbeO2jSnbdkOWx0GNbVx+Vjd3kZ0Z5re599XGSJLEldT3PKy/zUd0Rdubc7NV5J0pdcw/7T9UTHxXMTcvTxj9gAhQ1n+fpCy8SpAvkgbl3T9u9Kjo8iCfuKcBmd7gNzoFh4dW91QdoNJuI0sewLv4GIcg6g/FEyvCLwEM4A+kKYDHwBS/HOwTcLMuyJMtyMhACvD/Ymw5wC3D9NSYJBALBLKKwxERRWQsAP3vpDIUlExd2q+yswWq3+npqgitYlBOL3aFSUtXu0f6SJPEP9y/myU8uwxA0ub7R5NgQVuUnUNPUw6lS57WyJnkFN6ZtwGRp5g/Fz2F32If3t9qtPF3yIioq5afisTvG7qmcyew+UuVme/WUzmMyDNnEGVu91gR2S7AuiMcWfZZvLv/KrF2EmSjVg5aUafGuFzS1Gi2L4ub71H7OoUKVsZtqU4/Hx9jsDtbMT2TN/MRJjW1ss/DRmYbh3ugViUsJ0Rv4qOEoVrvvstjuUFWVv7x3CYeq8sCNc9DrfKfcXtyq8Ifzz6HT6PhSwaOkh6X67NzekBofOqwV0ts/gMlNlfHyhMU8ufIJfrH5h3ScXM2BA7P3Hns94ImKexPwgCzL4cCAoihe15wpivLWYA/7MZyLA18GKoHfybIcAFwA/ubt+QUCgUDgXwpLTMPZQIC6ZvOEs4NWu5Wfn/4NiYY4vr3ya36ZpwCW5cU5vZcjxu+7VFUVSZLQSBKJXvSdu2LnukyOX2yirrmHZbKzpH1X7q0YLU0Ut17k1fLdfGLO7QC8Xv4OJkszA8YMskIz0fnJCmkqaGhx/ZjU6Idg118kRgcjAQ1+ajPIicz0y3knS2GJid1HqmhosZAca2DHmkyfVD2MlUE/bjxNXlSOz8XFUoe80Js9D9ATogx8fmf+pMd+9cMKjl9sIi89koQoAwFaPeuTV7Onej/HjadYl7Jq0mOMRZ/VjlYjsTA7xiubOXeUtpfzu3N/RiNJPLbo02RHTK7SyJfYBuz88LlTWPoG+M4jy9xm1Ht6bfT02maNq8T1yrgBuizLC4E/A+mAJMvyBeBTiqKUezOgoijfdLF5ozfnEggEAsHUMlZ20NMH2Yttl7A5bMyL8VrPROABGYlhPJLo2e/4168XExUWyN0bc3yWbUqKCeHHX15HRMhlqzaNpOEz8x/kxyf/hwO1hzjTXEx7XwcqKiHaUFpq88heOa4UzYwmOdZAnQt7q6Gs9GxAr9MSGxnklwz6EIWNJ3m9/B26rN0khSSwPXPLtJbc+mLx0R1dZivBgbpRi2WtvW38ueQFsiMy+fqyxyY1xtVERwQRqNfS0DL1C0NyeiTHLzah1HSQEOVc8NuQuoZ9NQfZX3eItckr/Vo9ERyo44l7C7DafOvarJE0BGoDeST/PvKicn167smi12lZLsfx6keV/Oyls3zroSUuW5uMg84evlqIFfgHT/4K/xr4P4qixCqKEgP8FzBaelcgEAgE1zy+yA6eaXE+9C6KnXymRuAZY9nwKDXtHL/YREVjFzqtbx+arwzOh+YQrAti/aCVVFtfOyrO7WZ7D9qoJnJmeWZnhxvv6Mn29U81KbGhBAXo6LfZx995gpwwFfH0hRfptHahotJgNvLH4uc5YSry+Vie4s/WhG8+uJQff2ntqKD0SONxVFTWJK+Y9BhXo5EkkmNDMLZZGLCPH6gePtfIfz5/alhfZDIM+aErNZdlpSIDI9iRtY2dWduGv/P+oNPsbJ2SJGnCNnHjkRuZxb+u+RbzY+b69Ly+4ra1mWwoSKLa1M2vXy92aYNqHKyKGdKZEMxMPBGJC1YU5Z2hHxRFeVWW5e/5cU4CgUAgmKFMNjvoUB2cb7lAeEAYGeG+Fe4RjKa+uYc/vH2BJXPiuG1t5qjXHarKXw+UAXDflly/ZLXqm3t4/r1LbFmawjLZqSj/ccNxl/vqkivITp7dGfShbOvuI9U0tppJiglhx5qMWSMQN8Tjdy9E46cs556q/S63760+MG1ZdH+3JgQHjnzktjvsHGk8QZA2iKXxi3wyxtWkxIZQ2dhFU3svybFj36OPX2ziYk0HwYGTD2qTY0MIDdZTWjtS99lfooAnTEXsqdqP0dyEvTeE/OAVPL7FN2J0jWYTr5S9xafy7ydUH0KQzrdWbb5EkiQe3ibT1t3P2fJWnt1byiPb5RH39aEMepLIoM9o3AbosiynD/7zjCzL3waeAgZwCsYJITeBQCC4Dtm2Io0/vH1x1HZPs4MVndX02MysS16JRpq9fcazhciwQKqM3Wg0kssA/fiFJiobu1k5L54cPwXGGo3ExZp2ui02luTFoZEkjJYm1/sG9xAV5l6NeLawKj9h1gXkV+Ov4Bxw+/k3micuOOkr3C0+GoJ02Abs6HXeBa41pm66LTZyUyJGZHRL2hQ6+ju5IWUNgdqAMc7gPfOzopEk0GrG/ix7+wcoqWojNS6U+KjJB24aSWJOagSnL7XQ0tlLbMRIx4Yuq9N+zRd99ydMRfyx+LKFmBTczQX2c8KUOOnFniZLC784/Vs6rd0obZdYNgtUz3VaDY/dsYD/eP4Uh842cuOyVFLjLmsfDC04iRL3mc1YGfQPABWQgE041dyHUIGv+m9aAoFAIJiJBOidD5iRoQF0W2wTzg6WdVQAsCh2vt/mKLhMSJCe3JQIyuo66bZYCTNcDgRsA3b+drAcnVbi7o05fptDUoxT0f1osYnTpc0sk+NJNMTTYDaO2jc+2HPPdoF/6bfZKalsIzhQx9yMKJ+e293nnxQyfYsaO9ZkjuhBH6LbYuO5fZf49C3elTUfPF3PwaIG/uUzK0hPuKzifrihEIB1g+0e/sDThaJzFa0M2FWW5vlOUE1Oj+JseSv1zeYRAXp1Vy0/Ofkr1iav5D75zkmP86qy1+X2ly7uJi00meigKI/V8Ycz8ZYm4oJj6LGaMQ9YuHvOzlkRnA8RHKjja/cUYGy1jAjOAR7dMQ9jWy/hIf5ZFBL4BrcBuqIoWVM5EYFAIBDMfC5UOy27vnzXQq8yrtsztlAQt4DYoGhfT03ghkU5MVyq6+R8RRtrFly2Tyqpaqe1q49tK9KIiwwe4wyTZ+faTApLTLx+qIoleXFsz9wyIus1xI6cG/06D4Hn2AYc/OKVcyzOjfV5gO7u89+Wsdmn40yEFfPiUVWVt4/WDLcmbFuRSl2zmZuWXbbScjhUNONkpK+kpqkHrUYaUWLuUB1o0JAZnk5aWIpP34c3nFSaAYZbUHzBDYuS2Lg4mUD9yMqD1NBkwgLCONp4gp3Z2zHoJ57JVVWnbsEJUxEdthZnKvEqeuydfL/wxwCsSlzGI/n3AaC0ldHS20pMcDTRQVFEB0Wi0+hGZeJNFufvZGn8Irak3TDhOU43kaGBRA4qudsG7DS2WkhPCMMQpCc72Xd2fgL/4ImKu4zT93zE3VlRlM/6a1ICgUAgmJlcqGonOFBLZqJrP9/xkCRpWrNk1yMFObG8/EEFZ8pbRgToBbmxfO/Ty0eVn/qDpJgQVucncGQwi75cdmaj9lYfwGg2ER0Yx+bkDdOq4i0YSWiwntBgvV/s4YY+56HPX6/RszppxbR+/kp1O698WMF9W+YM2wJeTWltB0/vUfjMLXPJSRl/gdLhUKlr6iE5NmSEdaBG0vCFRZ/C7vC9AN/VvPZRBe3d/Xzm1nkuX7cN2Dlb0Up8ZDCpcb5zGri6534IrUbLprR1vFq2m8MNx9iascnjczZbWjlhKuJEUxHGwXYI1a5D0g2M2le1BbAuvYCWvnbiDZcrA46ZTnG08cTwzxISEYHh9A30uRxzKFCfraiqyk//eobyhi6iwgJp6XDqEfjKQlDgHzwRiXsVeAE46+e5CAQCgWAG09LRS1NHL4tzY9FqJt4/Xtpejl6jIyM8TfSfTyEpcSFEhwdSXNmG3eEY8dllJk6dYvrOdVkcLTGx93gty+R4licsZnnCYuLiwvjqj/fz7KEe1n7d4TObN8HkSYoxUF7fhW3A95/LlZ9/c/PklcMny7GLTbR09mEIcv9oXFbfSUOLmf/37Em2r0xn1/qs4bYfV5jaLVgHHKTHj/Y/B2ew6m9KqtupqO/i4W2yy8/QocK9m3LQajU+F4nsNFu5UN1GfmY04Ve016xNWsnuyn0crDvscXb6mQt/HQ6sdRodi+MWsCxhMS8cuIg57sSo/cPal/DQ9rtHbd+cup45kdm09rbR2tdOa18brb3t9Nn7XY47nboIvkAaVPO/WNNBU3sv4FsLQYF/8CRA71AU5ft+n4lAIBAIZjQlg+Xt+Znelbu+Xv4ONd11/HD99wjxoqxR4B2SJHH7uiw0koTDAS2dFv7y3iU+sSlnVH+iP0mMNvDYHQuYd9X102+zU2PqISMxTATnM4ykGAOX6jpp6uglZRwVcF9gtlkI1gVN+QLegN3BSaWZiJAA5EGLMFfcujqDnORw/vj2Rd4trKHoUguf3TGPXDfZ9BpTDwBpV6JAuzEAACAASURBVPSeX2y7xAd1H3Nr1k1TUt6eEhtCWV0nxjYLaS4WCgL1WjYvTXVx5OT5+HwjLx0o5wu357M6/3L1jkEfzJqk5XxQ9zFFzee5OWH9iOPMNgtFTeewOQbYlLbO+T5Ck5gXncfyhMUUxM0nWOes/LEtTOD3h2zokiuQgnpQ+0IZaMjmrvUjzzlEalgyqWHJo7b/oPAnM04XwVdcraY/xO4j1SJAn6F4EqD/SZblHwDv41RxB0BRlA/9NiuBQCAQzDguDgbo8zIn3j/e2d9FVVcNeZE5IjifBjYUXH4gfflgOWfLW1m7IHFKA3SA5XNH97hW1HVid6hkz3L/82uRxGhnUG5sNfs9QC9sPMlflFf43IKHWRDruhzbX1ysbqen18aNS1PH7S+X06P418+u5OUPy3n/RB3//sxJHr97IUvmjC6Lr29xBuhXZtAPNRRytqWYbRMo7Z4MQ73v9S09owJ0h0PF7lD9tjAmpzkX40prOkYE6ACbUtfxYd0R/lr6Gn8q+QsJhjjyInNo7WvnQlspdtVOqD6EDalr0EgatqTdMCrbrqoqK+fFAzeNtDVcP3Fbw5moi+Ar/G0hKPA9ngToa4F1g/8fQgX8Y2YoEAgEghnJJ7fLrJ6fSHLMxAPssy0lACyKE+rt00VhiYmXPyinpbOPAJ0Gh0OdlnnYHQ6OFpuICAlgQXYMSk0bgN9s3gTekzT4XR8qjfUnyaFJ2Bw2DtYdnvIA/dgFp+3binmeiaQFBmh58KY8lsvx7D5STb6bRctdN2SzflEykYOK2d3WHs42F5MckkhmeLrLY3xN6lCA7sJCTqnt4Bcvn+WBG+dwQ8HorPJkSU8IJVCvRXGRwa3prkdFpcfmnFej2TRcTp4SmsSKhCUsjS8Ys5riVGkzbx2p5pHtMt9/dHJq+FfqIjSaTSSFJLAtY/M1oYvhzkIwKcb/VTEC7/AkQF+qKMocv89EIBAIBDOa4EAdi3JivDr2bIuz321RbL4vpyTwkMIS0wgLKeuAg9++WYIkSVNe4tjS2ccf3r5ASmwI+VnRw5UZOSKDPuOYmxHFT7+ynnCD/1Wf08KSyY3M4kJbKUazicQpKi0esDs4VdpMVFgguakTWyTKS4sk74qS+AOn6zENlpLvOVZDQ4uF5FjDsCBXofEkdtXO2uSVPu/3dkfyYJVMQ8voAO2U0kyf1U50RJBfxtZpNeSmRlBc2UaX2TrC2mtP1X6Xx8Qb4nhy5RPjntuhqrx+qIr6lh6CAnzTyz+ki3Ct4c5CcMeajGmYjcATPKlpKZZleZHfZyIQCASCGYupzUKXxerVsX0DfZS2lZESmkRMsLBXmw52H6lys716SucBkBBlYM38ROqazZxSmlGq2wkPCSDGT0GCwHsC9VoiQgKmLJjcnOrsGz5Qd3hKxgOQJPjC7fO5d3Mumkm8T4eq8kFRPXuP1/LU7gvUNZtxqOqwINfRYiMfNxxDp9GxMnGpD9/B2IQb9GQnhxMdNvL75VBVTl1qJiRIN2bf/WQZWsC4ug/aaGlyuX9Lb6tH5z1d2kxdcw+r8xNEJngcVuUn8MXb55MaF4pWI5EaF8oXb58v+s9nMJ5k0OcCp2VZbgSsON0GVUVRsv06M4FAIBDMGP7y/iXOlrfy08fXETHoreopRksTAdoAkT2fRmZaD+LOtZkcOW/kt28W43BAbEQQxy40iQfGGUhPr43GVjO5KRF+D9QXxuYTHRTFscaT3JF9s1ce2RNFq9F4XRl0JRpJ4p8eXsY3fvUxPb22Ua+/XnSSrqRmViQsmVIdDkmS+M4jy0dtr2rspr27n7ULEkdYwPmaoeC/4ap7TaIh3mtRtqHsuSQ53SEE47MqP0HcX2cRnnwjdwHZOPvQNwObBv8vEAgEguuAAbsDpbaDhGjDhINzgMzwdH64/nvclL7RD7MTeEJyrOuAYLoyT1XGblRgwK7iUFWaOnr5zRvFFJbMbkuja5Gn9yj8+7OnaO92bUPlS7QaLRtS1mB12ChpK/X7eLYBB21drv2vvSFQr8XSN9qTG6DFpOW2rG1sTF3ns/H+f3v3HRjVeef7/z1VvaEu1Cji0IsBY2ww4O6Q2IntTZweb5LrZNcpv9/uTXZ/d/dms5vf3WyKN5vu9Op1EieOC7GNC7hgTO/lAAIJhLpQHfWZc/+YkRBoJCQxmhk0n9c/aE6br+YcRud7nuf5Pldjzwl/C/byOcHnfA+VmQWpfOuza7jnskT6ztLgpazGUpTtYut5HnnTVHRUpp6xtKCPdEf1q1AGIiIi0amipp2eXu+Ep1cD/413OOb8leCibQziaF3u1coTXfIDCVDNhU6mpU7+MISbClaxIHMuBcl5V974Kh063cR3/3SID94+h1uXh2aqsRELcqVN4+4ZV1fIbKLqW7rYcaSWOUXpGMUZWJbFXrMBt8vOghmTO+zI6bBfMgf6gKFF2QZqDoy1KNuWfecDreeloQ5XJCqMJUEf+ijLBawFXkcJuohITDha4a+yPb9k/An62fYqTrWcYXnOEtLiVAQsUgaS3kumIlo9/qmIQiXautzLyAYqudc2dbJgAlMsjleiK4FEV8Kkvw/AzmP+HhuzpofuuynYwzCbu4u7bwhvZfqhmtu6eeqNM9y1qhij2P89/ql7F1JzwYPbNfkPTrt7+zlxroXM1HimD5nacaAoW3Z2Cg0N7WM+3mfuX4x5tkWt5zJlXTFBN03zoaGvDcOYBvxu0iISEZGocrSyGRsM3tiNx46aPWyt2kZBUp4S9AiLpjGImvbn2jFwTi4fQzzZzrSe5fiFE9w947ZJOX5Pn5cDp5rISU+gJDclZMe9/GFYXmYivrLdPN96iJW+v8dpH0vbWGhNv6ySu81moyQvhZK80P3eozlT0863/nCQO68v4n23XP3EUHEuR0jqBohEq4l8S3QApSGOQ0REolBvn5fT1a0U56WQnDC+qZYsy+Jg41ESnPGUpauuqFwUbV3uZWQDrZS1TcF7PUyW506/yPHmkyzMmk9RSujn6D5Y3kRPn5eV83JCXvxu6MOwM62VfGNPI8syFkUkOQdITnCRluQenAu9utFDfmZi2KrzzyxIxWG3YZ4dPh/6eBwsb6SuuYt1SwrC0vIvEilX/KYwDGMLYAVe2vAXjNs0mUGJiEh0cLscfO3TN9LaMf4p1qo6arjQ3cyK3KUafy6XiLYu9zKyOLeDzNS4sA8/WF90E8ebT7K16k0+PO+9IT/+rkD39uvnTe41t616J+AfWx9J07OTOFrRTFV9B//7Zzu5aWEeH39neGbWiHM5mFGQSvn5Vrp6+kmIG/+DCp9l8Yet5VQ3elg8M5NcdW+XKWws/0P+ZcjPFtBomubRyQlHRESiTXpyHOkTqN5+sNHfQqrp1SSYgVbG8Y4/lfD75LsWkDTOHjRXa0HmXLITMtldt593z3oHKe7kK+80Rn39Pg6fuUB+ZiKF2ZM3rKKrv5s9dfvJjM/AmDZ70t5nLAqy/An6c9srAJhdmBbW9zeK0jlV1cqp860smjn+7ul7zQbON3i4cWGeknOZ8kZM0A3DKA78eCbYOtM0z05aVCIiEhVOVrVQnJtC3AS6Ex5qOILD5mB+5txJiExEwmVOYC7rcLLb7KwrvIknTz7Dm+d3cPeMW0N2bJfTzlc/tZqm1u5J6ea9u24/L1a8So2nDguL4pQi7LbJm2t8LKZnJZGS6GLnsXpswNKyyZ1e7XJGUTqbtldinm0Zd4Lusyye3nYGu83Gu24snZwARaLIaN8WrwFbA/++NuS1SZCkXUREppb2zl7+/Td7+c4fD4573z5fP8nuZOZNm0OCc/KnZhKRydXv9dHVE3yO78lyQ/4K4h1xvHH+Lbw+b0iPnZroZkZ+6AtX7q7bz8+PPE61pxYrMEJ0X8NBdtftD/l7jUecyzFYR8TlsnO8sjms7z9rehp2m22wUN147Am0nq9ekKvWc4kJI7agm6Y5Y+hrwzCSgW8CdwKfnOS4REQkwo4HCvpMpHq7y+7kkaWfwGf5Qh2WiIRZ+flWvvrbvdy1qpj7180K2/smOOPZULSWXl8vvb4+EkJQy6Kzu59jlRdYNDNzUgqNvVjxatDlmyu3jGmO78mw42gdP3r24ujU3j7fYJHGcNV9SIhz8rVPryYjZXzDpXyWxTNv+lvP36l5zyVGjKm/jWEYtwIDTSiLTNN8afJCEhGRaHDsKuY/HxDpbp0icvWy0uLx+ixqwlzJHeCdM+/gvtnvDFlPnH0nG/jeU4d5cde5kBxvgM/ycbL5NNWe2qDrazx1IX2/8di0vWKE5ZVhjWNaavy4hxTYgPtunsm9a0rJzVDrucSGUYvEGYaRBDxKoNVcibmISOw4WtlMQpyD0vzxzZXb2dfFE+afWF2wknnT5kxSdCISLqlJbhLinGGv5D6UZVl0e3uuOlHfdbwegOvn5oQkpnMd59ldt589dQdo6Wkdcdv8pMjNUFDdGPzBSrjPp9fn43R1G5Y19roGNpuNZXOyWTYnvGPmRSJpxKaNQKv5ocDLhUrORURiR2NrF/XNXRhFGTjs42sFP9J0nD31B6hoDW0LlYhEhs1mIz8zkfrmLvq94R+20trTxr/t+CZPmH+6quN0dPVx5MwFinOTQzKWucZTx3/s+javnH2dHm8PN+Sv4M6SW4Jue0fJhqt+v4kqyAr+u+ZnTl4F+2B6er189Td7eer102PavrK2nZaOnkmOSiT6jNaC/hLQB9wBHDQMY2C5DbBM05w50Tc1DCMH2APcDvQDv8A/hdth4G9N09SgRRGRCDpxzj/+fF7p+Lu3D0yvtiR7QUhjEpHIyc9M5HR1G42t3eSFuVBXqjsFm83G3vqDvGf2RtLjJjZF2N4TDXh91oTmPm/ubmFP/QF21+3nA8b9FKcWkp+Uy4bCNZRlzGR+5lxcdv9tdUFyHpsrt1DjqSM/KZc7SjZEbPw5wMbVpYNjzi9dXhLWOBLjXRTlJFNe3UZfvw+Xc+SHvz6fxY+fO0pTWzff/JsbSYwP7zR/IpE0WoI+Y5R1E2YYhgt4DOgKLHoU+CfTNLcahvFD4F7gqcl4bxERGZvVC/IozUslOXF8N0V9vn6ONB0nK35aRLt0ikhoDbS21jR5wp6g22w21hfexBPmn3jz/Nu8c+adEzrOrmP+ceArR+jePjA9Wm1nPXmJOawrvAkLH7vr9lPeUoGFhd1m51z7eYpTC7HZbDww555hx1mRuzSiCfnlBgrBbdpeSU2Th/zMJDauLglbgbih5hSlc7a+gzM1baN2c99t1lPd6OGmRXlKziXmjFbFfbIqR3wD+CHwj4HXy/FP4QbwPP4WeyXoIiIRZLPZKMgaf/fHE83l9Hh7ualgwaTMLywikbF4ZiaJ8U6Kc8ZXkyJUVuVdxzPlz/PG+be5s+QWXI7xJW39Xh8tnl5m5KeSnZ4wbP3A9GgDqj21/Lf5x8HXs9NnsCJ3KcuyF5PsDm/X8FBYNT83Ign55YzidF7eU4V5tnnEBN3ns3hmW4W/crvmPZcYNGqRuFAzDONjQINpmi8ahjGQoNtM07QCP7cDV+y3lJGRiNMZ+qkxol12dmT+KEr00DUg4dDc1k1DSxezCtNx2MeXZJ+sPAHAzbNXjOt61bUd23T+o192dgrLFuRP2rHH4rbZa3nm+GZOdJmsn7F63O/zgy/eiqe7f3A+8KFe2fNakD0gIz6N/3P7F8lMnPhsFnLR6gQ333vqMGfqOi4570N/fn1fFdWNHm5dWcTCOZF/qCCxKZJ/l8KaoAN/DViGYdwGLAV+BQztZ5QCtFzpIM3N4Z/mI9Kys1NoaGiPdBgSQboGJFw27zrHE6+c5OMb53HTovHdkKfZMyhLn8k0K2fM16uu7dim8x+bdhytY9P2CqqbOinITGTj6tIrtvCuyFjOs7zE1lM7WJC8cMLv3dXRPWzZudbqoNu29rTj8zhp8OgaDZWCrCQqqlupq2/DbrNd8h3g81n85vlj2G02br9uur4bJCIm++/SlZL/sCbopmnePPCzYRhbgU8BXzcMY71pmluBu4Et4YxJREQuNTD/+bwJzH++oWgNG4rWhDokEYkCP3r2COXnW/nqw6uvagjLjqN1lxQtq2rwDL4eLUnPTMjgc8seZkZa8bjer7Wjhxd2nmXNonymZydfss7r8/JU+SYsrKD7qpZG6P3d+5aSluTGHuQa6uzpJz8ziVnT08jRvOcSo8Ldgh7M3wE/NgzDDRwDnoxwPCIiMavf6+P4uRZypyUyLfXq5hsWkamlt89HQ0s3bZ19pCW5J3ycTdsrRlheecVW9LKM8U8itNts4MWd55iWGn9Jgt7W287PDv+Wky2nSXOn0trbNmzfSE6PNlVlpMSNuC45wcUj9y3C5wv+wEQkFkQsQTdNc/2Ql+siFYeIiFxUUdNOT6+X+RNoPf/+gZ9RkJTHu2e/YxIiE5FIy8/0t2jWNnkmnKB7fT7ON3iCrqtpCr78ch19Ht6q3smK3KVMi7/yd9XOY3XYgBXGpdXbf3nkCU62nGZp9kI+PO+9HG46HlXTo01lVQ0dNLZ0s7Qsa3BZd28/8W5/amIfZ/0TkakkGlrQRUQkShytnFj39obOJo40HQ/aZVFEpoaB6dVqmjoxisf/EK+qoYOfbjo2QmdyyEofW6+dQ43HeLr8eTr7uq74QPBCWzcnq1oxitKHtdy+d869HGw8ym3F67DZbFE3PdpU9r2nDtPa0cN3P+8f/erzWfzbL3dTkJXEp9+9UH9LJKbZIx2AiIhEj1NVrdiAueNM0A82+sePLs5aMAlRiUg0GJh6sXqMLd0D+r0+nn2rgi//fBeVte3MKQw+YU9ndz8dXX1XPN6KnCUku5LYVr2DXm/vqNvuNhsAWDkvhz5fP78/8TTVHbUA5CblcHvJek0JGQFGURrdvV7O1vsLce08XkdNUycJcU4l5xLzlKCLiMigzz6wmC89tDLoNESjOdh4BBs2FmbNm6TIRCTSBlrQa5vGN5vOy7ureOr10yQnuvjsA4v5hw8t5+F7FlCYnYzDbqMwO5llZVm0d/bx2NOH8fp8ox7P5XCxZvoNdPZ3sbN276jb7jpWh80Gs2fE8197f8hrVdvYdOalccUvoWcU+R8Cm2db8Posnt1WgcOuec9FQF3cRURkCKfDTnHu+Ob+7Oj1UN5SwYy0YlLdms9aZKpKiHNy63WFFGQnXXHbfq8Pu92G3WZjw3XTae/s5R2rS0iK9z/8WzU/l1XzcwenM/JZFt9+8iAHy5t4cms577ulbNTjr51+A5srt7C1ahs3FawK2gru9fnIz0rCnd7C9498n/beDlbmLuMDc++f2AcgIWMUpwNw4lwLb+4/T01TJ2sX55OTnhDhyEQiTy3oIiICwKnzrdRd6MSyxlc991DTMSwsdW8XiQEfvGMOG5ZNH3WbqvoO/v9f7WHL3vMAxLkc/NWG2YPJeTB2m43/8a4F5Gcm4nY6rvg9lB6XxnU5i6nx1GE2nxrxmDMWNXE25WU8fZ08UHYPH53/IG7HxCvQS2hMS40nJcHF/lONfOO3ewAozEm+wl4isUEt6CIiAsBvNptUN3r4zudvJs7lGPN+BUm5rClYxZLshZMYnYhEu36vj+ffruSZbRV4fRazmlLHtX9ivJP//bGVY/7+WV+4ho5eD/HO4NN2dXu7eeXs6yQ5E/n4wg9NaIo2mRw7jtbRflm9gf9++SSpie4rTrUnMtUpQRcREdo7ezlX14FRnD6u5BygJLWIktSiSYpMRKLJyaoWnn/7LOuWFrBk9sUpss7Vd/DTTUc5W9dBerKbj909l8WzskY5UnAD3z8+y+LFHWe5cVH+iFO6zUgr5jPLPjlsuc/yz9f+0+eOsf66e1k+azoZ8enjjkUmz6btFSMsr1SCLjFPCbqIiHD8bAsWMK902rj281k+7DaNlhKJFb19PvafaqQoJ3kwQa+q7+Bff7ELr89izaJ8Hrx1NomjdGcfi93H6/nD1nL2nWrkC+9fhtMx8vfM7rr9vFDxCnWdDWTEpdHn62cp93LqfCvrlhYoOY9C1Y3BCw3WjHOGAJGpSAm6iIhwrMI///n8cU6v9oT5J6o6anh40UdJixtfd1YRufbUXvAnVs++VcG+kw1sXF3K9fNyWLM4n2Vl2SyelRmS91k5N4c9ZgO7jtfz+Esn+Mhdc4Nut7tuPz8/8vjg66buZgB2tOzA6ZjNsrLxt+LL5CvISqSqYXgynp955QKEIlOdmj1ERISjFc0kxDkozR97FXaf5eNgw1EudDeT4lZxH5GpbsfROn770onB11UNHh575gg7j9Xz0bvmhiw5B7DZbPz1O+ZRlJPM1v3VbN13Puh2L1a8GnR5l7uWhTMyr7olXybHxtWlIywvCW8gIlFICbqISIxr9fTS1NaNUZSBwz72PwtnWs/S3tfBosz56uYuEgNGGzc8GeLcDj5z3yKSE1z89qUTnDjXMmyb2s76oPva4jtYOS9nUuKSq7dqfi4P37OAwuxkHHYbhdnJPHzPAo0/F0Fd3EVEYl5akpvvfH4tHZdV1L2Sg41HAFiSrenVRGJBJMYNZ6Un8DfvXsg3ntjP4TNNzCm6dDx5XmIO1Z7a4Tt2J7N0trq3R7NV83NZNT+X7OwUGhraIx2OSNRQk4eIiBDvdpKVljCufQ42HsHtcGNkzJ6kqEQkmhRkJQZdPtnjhueWZPDlj1/PfTfPGrbuztJbgu6zJHUVCXFqhxKRa48SdBGRGGZZFruO19Pq6R3XfrWeeuo7G5k/bQ4uh8Z4isSCSI4bnp7lfwhgWRYHy5uwLAuAFblLeWjBB5ienI/dZmd6cj4PLfgAD998x6THJCIyGfRoUUQkhp1v9PCDPx/mhgW5/I93ja2r+sCURjZsnGuvZnfdflbkLp3kSEUk0gbGB2/aXklNk4f8zCQ2ri4J67jhv7xdyR9fO817N8zmrlXFgD9JX5G7FMuy6O33Dc6lLiJyLVKCLiISw45V+KckmjfG6dWGT2l0YfC1knSRqW9g3HCk3Lgwn5f3VPGHracozEli4YyLlePP1nXw1d/u5f51M7ltRVHEYhQRuRrq4i4iEsOODs5/Pm1M2480pdHmyi0hi0lEZCQZKXE8ct8iHHYbjz19hPrmi4Xrdh6vo6fPS0ZKXAQjFBG5OkrQRURilNfnwzzXQm5GAplp8WPaZ6QpjWo8daEMTURkRLMK0vjwnQae7n6+88dDdPX0++tpHKsnzu1g0czQzccuIhJuStBFRGLUmZp2unu9zCsdW+s5QGZ88K7w+Umau1ZEwmft4gJuXV7I+UYPv9l8gn987G0aW7tx2GzsO9kY6fBERCZMY9BFRGJUZa1/3tn5Yxx/7rN8I667o2RDSGISERmr990yG5/Px5Z91YPLOnv6eeyZIwARHSsvIjJRStBFRGLUrcsLWWFkEz/GuYJ31O6loauJ0tRi+nx91HjqyE/K5Y6SDSoQJyJh53TYOVnVGnTdpu2VStBF5JqkBF1EJIalJY+tmFJnXxd/PrUJt93FJxZ+iIz49EmOTETkyqobO4Mur2nyhDkSEZHQUIIuIhKDapo8NLV2U1aUPqY5g/t8fcxIK2ZGaomScxGJGgVZiVQ1DE/G8zOTIhCNiMjVU5E4EZEY9MbBGh79/QFOVrWMafu0uFQ+tfghbi9ZP7mBiYiMw8bVpSMsLwlvICIiIaIWdBGRGHSsohmnw0ZZ4eit4ZZlca79PMWphQDYbXquKyLRY2Cc+abtldQ0ecjPTGLj6hKNPxeRa5YSdBGRGNPR1cfZunaM4it3b99Vt49fHn2CB8ruYUPRmjBFKCIydqvm5yohF5EpQ00hIiIx5nhlMxYw7wrTq3X1d/PUqU247E4WZ80PT3AiIiIiMSysLeiGYbiAnwGlQBzwFeAo8AvAAg4Df2ua5siT7YqIyFU5WtkMwLzSaaNu9/yZl2nrbWfjjNvJTBh9WxERERG5euFuQf8Q0GSa5lrgbuC7wKPAPwWW2YB7wxyTiEhMqW7oIN7tYEZ+yojb1Hjq2FL1Jpnx07iteH34ghMRERGJYeEeg/4H4Mkhr/uB5cBrgdfPA3cAT4U5LhGRmPHFD15HS0cvDnvwZ7SWZfGHE0/js3w8UPYu3A5XmCMUERERiU1hTdBN0+wAMAwjBX+i/k/AN0zTtAKbtANpVzpORkYiTueV5+2darKzR27tktiga0BCJSdn5HVen5cF+WWkJSZzy7xV2Gy2SY9H13Zs0/mPbTr/omtAok0kr8mwV3E3DKMIfwv5903TfNwwjK8NWZ0CXHFS3ubmzskKL2plZ6fQ0NAe6TAkgnQNSCjsO9FAarKbmfmpoybet+ZtwMq1aGzsmPSYdG3HNp3/2KbzL7oGJNpM9jV5peQ/3EXicoHNwCOmab4SWLzPMIz1pmluxT8ufUs4YxIRiQU7jtaxaXsFVQ0e7DYbn3jnPG5YkDdsuzOtlRSnFOKwO8LSci4iIiIiF4W7Bf3/AzKAfzYM458Dyz4HfNswDDdwjEvHqIuIyFXacbSOx545MvjaZ1n86Nmj2Gy2S+YOruts4D/3/pD5mXP41OKHIhGqiIiISEwL9xj0z+FPyC+3LpxxiIjEkk3bK0ZYXjmYoFuWxZMnnsFreVmVtyJ8wYmIiIjIoHBPsyYiImFW3Ri8bkdNk2fw54ONRzl6wWRuRhlLsxeGKzQRERERGUIJuojIFJeZFh90eX5mEgC93j7+ePIZ7DY7fzXnXo09FxEREYkQJegiIlPcfTfPDLp84+oSAF6q3EJTdzO3FK0lL2mU+ddEREREZFKFfZo1ERGZfE2t3bx24DzvWTtzcJz5pu2V1DR5yM9MYuPqksHl05PzKU0t5u7SWyMZsoiIiEjMU4IuIjLFnKlp49tPHqTV08vMgjSWzs5i1fzcSyq2D7U0ZxFLsheqa7uIiIhIhClBye0tnAAAGLlJREFUFxGZQvaYDfz42SP09ft4/61lLJmVOeK259qryYhLI9mdpORcREREJAooQRcRmQIsy+LFnef4w5ZTuF0OPnP/YpaWZY24fZ+3j58c/jXd/d18efU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     },
     "metadata": {
      "needs_background": "light"
     }
    },
    {
     "output_type": "stream",
     "name": "stdout",
     "text": "Type: Total, Value: 75.4782608695652\nType: Total Cumulative, Value: 729.8333333333333\nType: TN, Value: 11.630434782608695\nType: TN Cumulative, Value: 48.14492753623189\n"
    }
   ],
   "source": [
    "rolling_average_losses = {}\n",
    "\n",
    "def plot_truth_pred_data(truth, pred, title=''):\n",
    "    plt.figure(figsize=(14, 5))\n",
    "    plt.plot(truth.index, truth.values, '--o', label='Truth')\n",
    "    plt.plot(pred.index, pred.values, '--o', label='Prediction')\n",
    "    plt.title(title)\n",
    "    plt.ylabel('Number of confirmed cases')\n",
    "    plt.legend()\n",
    "    plt.show()\n",
    "\n",
    "\n",
    "def calculate_rolling_avg_and_plot(df, name, window=3):\n",
    "    pred = df.rolling(window=window).mean().dropna()\n",
    "    mae = mean_absolute_error(df[:-window + 1], pred)\n",
    "    rolling_average_losses[name] = mae\n",
    "    plot_truth_pred_data(df, pred, title=f'{name} Rolling Average ({window} days) - MAE: {mae:.3f}')\n",
    "\n",
    "\n",
    "calculate_rolling_avg_and_plot(total_confirmed_cases, name='Total')\n",
    "calculate_rolling_avg_and_plot(total_confirmed_cases_cum, name='Total Cumulative')\n",
    "calculate_rolling_avg_and_plot(tn_confirmed_cases, name='TN')\n",
    "calculate_rolling_avg_and_plot(tn_confirmed_cases_cum, name='TN Cumulative')\n",
    "\n",
    "for key, value in rolling_average_losses.items():\n",
    "    print(f'Type: {key}, Value: {value}')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Auto ARIMA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 1008x360 with 1 Axes>",
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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 1008x360 with 1 Axes>",
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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    },
    {
     "output_type": "stream",
     "name": "stdout",
     "text": "Type: Total, Loss: 116.7441602202701\nType: Total Cumulative, Loss: 114.5729756288257\nType: TN, Loss: 17.05846227089567\nType: TN Cumulative, Loss: 17.089073839734674\n"
    }
   ],
   "source": [
    "arima_losses = {}\n",
    "\n",
    "def train_auto_arima_and_plot(series, title=''):\n",
    "\n",
    "    arima_model = pm.auto_arima(series,\n",
    "                                trace=False,\n",
    "                                suppress_warnings=True,\n",
    "                                error_action='ignore')\n",
    "\n",
    "    preds = arima_model.predict_in_sample()\n",
    " \n",
    "    mae = mean_absolute_error(series, preds)\n",
    "\n",
    "    arima_losses[title] = mae\n",
    "\n",
    "    plt.figure(figsize=(14, 5))\n",
    "    plt.plot(series.index, series.values, '--o', label='Truth')\n",
    "    plt.plot(series.index, preds, '--o', label='Predictions')\n",
    "    plt.legend()\n",
    "    plt.ylabel('Number of confirmed cases')\n",
    "    plt.title(f'{title} ARIMA - MAE:{mae:.3f}')\n",
    "    plt.show()\n",
    "    plt.close()\n",
    "\n",
    "train_auto_arima_and_plot(total_confirmed_cases, title='Total')\n",
    "train_auto_arima_and_plot(total_confirmed_cases_cum, title='Total Cumulative')\n",
    "train_auto_arima_and_plot(tn_confirmed_cases, title='TN')\n",
    "train_auto_arima_and_plot(tn_confirmed_cases_cum, title='TN Cumulative')\n",
    "\n",
    "for key, value in arima_losses.items():\n",
    "    print(f'Type: {key}, Loss: {value}')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Comparing Rolling Average and ARIMA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": "Type: Total, Rolling Average MAE: 75.478, ARIMA MAE: 116.744\nType: Total Cumulative, Rolling Average MAE: 729.833, ARIMA MAE: 114.573\nType: TN, Rolling Average MAE: 11.630, ARIMA MAE: 17.058\nType: TN Cumulative, Rolling Average MAE: 48.145, ARIMA MAE: 17.089\n"
    }
   ],
   "source": [
    "for key, value in arima_losses.items():\n",
    "    print(f'Type: {key}, Rolling Average MAE: {rolling_average_losses[key]:.3f}, ARIMA MAE: {value:.3f}')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Test Auto ARIMA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": "\nType of Prediction: Total Confirmed Cases\nDate: 2020-05-01 Prediction: 1844.0\nDate: 2020-05-02 Prediction: 1884.0\nDate: 2020-05-03 Prediction: 1923.0\n\nType of Prediction: Total Confirmed Cases Cumulative\nDate: 2020-05-01 Prediction: 36712.0\nDate: 2020-05-02 Prediction: 38601.0\nDate: 2020-05-03 Prediction: 40532.0\n\nType of Prediction: TN Confirmed Cases\nDate: 2020-05-01 Prediction: 138.0\nDate: 2020-05-02 Prediction: 154.0\nDate: 2020-05-03 Prediction: 151.0\n\nType of Prediction: TN Confirmed Cases Cumulative\nDate: 2020-05-01 Prediction: 2461.0\nDate: 2020-05-02 Prediction: 2615.0\nDate: 2020-05-03 Prediction: 2766.0\n"
    }
   ],
   "source": [
    "def get_number_of_confirmed_cases_tmr(series, title='', future_days=3):\n",
    "\n",
    "    arima_model = pm.auto_arima(series,\n",
    "                                trace=False,\n",
    "                                suppress_warnings=True,\n",
    "                                error_action='ignore')\n",
    "    \n",
    "    predictions = arima_model.predict(n_periods=future_days)\n",
    "    dates = [series.index[-1] + datetime.timedelta(days=i) for i in range(1, future_days + 1)]\n",
    "\n",
    "    print(f'\\nType of Prediction: {title}')\n",
    "\n",
    "    for i in range(future_days):\n",
    "        print(f\"Date: {dates[i].strftime('%Y-%m-%d')} Prediction: {round(predictions[i])}\")\n",
    "\n",
    "\n",
    "get_number_of_confirmed_cases_tmr(total_confirmed_cases, title='Total Confirmed Cases')\n",
    "get_number_of_confirmed_cases_tmr(total_confirmed_cases_cum, title='Total Confirmed Cases Cumulative')\n",
    "get_number_of_confirmed_cases_tmr(tn_confirmed_cases, title='TN Confirmed Cases')\n",
    "get_number_of_confirmed_cases_tmr(tn_confirmed_cases_cum, title='TN Confirmed Cases Cumulative')"
   ]
  }
 ],
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