LSTM从理论基础到代码实战 3 股票价格预测_Pytorch.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "_cell_guid": "b1076dfc-b9ad-4769-8c92-a6c4dae69d19",
    "_uuid": "8f2839f25d086af736a60e9eeb907d3b93b6e0e5"
   },
   "outputs": [],
   "source": [
    "import numpy as np \n",
    "import pandas as pd "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Timestamp</th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Volume</th>\n",
       "      <th>Date</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2023-09-01 00:15:00</td>\n",
       "      <td>25989.4</td>\n",
       "      <td>26033.1</td>\n",
       "      <td>25987.8</td>\n",
       "      <td>26027.7</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2023-09-01 00:15:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2023-09-01 00:30:00</td>\n",
       "      <td>26027.7</td>\n",
       "      <td>26065.5</td>\n",
       "      <td>26017.7</td>\n",
       "      <td>26039.6</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2023-09-01 00:30:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2023-09-01 00:45:00</td>\n",
       "      <td>26039.6</td>\n",
       "      <td>26058.3</td>\n",
       "      <td>26033.9</td>\n",
       "      <td>26051.7</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2023-09-01 00:45:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2023-09-01 01:00:00</td>\n",
       "      <td>26051.7</td>\n",
       "      <td>26056.1</td>\n",
       "      <td>26008.2</td>\n",
       "      <td>26024.8</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2023-09-01 01:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2023-09-01 01:15:00</td>\n",
       "      <td>26024.6</td>\n",
       "      <td>26024.6</td>\n",
       "      <td>25990.4</td>\n",
       "      <td>26000.3</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2023-09-01 01:15:00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
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      ],
      "text/plain": [
       "             Timestamp     Open     High      Low    Close  Volume  \\\n",
       "0  2023-09-01 00:15:00  25989.4  26033.1  25987.8  26027.7     1.0   \n",
       "1  2023-09-01 00:30:00  26027.7  26065.5  26017.7  26039.6     1.0   \n",
       "2  2023-09-01 00:45:00  26039.6  26058.3  26033.9  26051.7     1.0   \n",
       "3  2023-09-01 01:00:00  26051.7  26056.1  26008.2  26024.8     1.0   \n",
       "4  2023-09-01 01:15:00  26024.6  26024.6  25990.4  26000.3     1.0   \n",
       "\n",
       "                  Date  \n",
       "0  2023-09-01 00:15:00  \n",
       "1  2023-09-01 00:30:00  \n",
       "2  2023-09-01 00:45:00  \n",
       "3  2023-09-01 01:00:00  \n",
       "4  2023-09-01 01:15:00  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "filepath = 'BTC-USDT-from-2023-09-01-to-2023-10-19.csv'\n",
    "data = pd.read_csv(filepath)\n",
    "data = data.sort_values('Timestamp')\n",
    "data['Date'] = data['Timestamp']\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(4561, 7)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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21l2zznzbqsGE2ejeHfT+JeN02wmDdbzF9FhzVje4S9uQ5yqv8igtubZJxVuLt4Q8Pl4R1gEAAACIW1sLKuo/CADiiC98c5insjpsRsWdz6qdJdXHW1XWBVmzLphu7dJ03JAu9R770GnDLLd3SE+WVF0NXVLpMrY/8fX6ep87HhHWAQAAAIhb7yzfUe8xGSmOeo8BgGjni+J801vNgdt+OZlGxZ3Zmt0ltWvW+YV1tceEE9aFNbCAMZllpVdPfS2vcuvXmhBRksb169i0545RSfUfAgAAAACxqU+HdO2spwtsp4yUFhoNAESY1Zp1pkq5z6ZNUHKbNLWVR26LY3MLKtSuZi07cyhn7hzrCNbONUzmij6r4O/Q/p20q6T6dbq8yqO8mtvt05M185zRUmVVk54/FlFZBwAAACBuBaviMPNNvwKAWOZ7tfNNg7XbbOrQJkV9axpCBE6Dlaqr6Wor62ojoo17y2vP2+Swrva2w27T8+eO8tvvsNd2qv3rWytUXlVdGnj75MHqkpnWpOeOVYR1AAAAAOKWy6pVYuAxFlPDACDW+F7JjAYTARmb2+K1zm4zrXFnekBacm1cVOWbV9vocdU+r91m08Bs/yYTSXabdpkqoNfmldYZQ6JJ3CsHAAAAEPes3pwGauobUQCIJh5TZZ3/9rrHOl2e2so6U0eK5CBTYhs3ntrbDrtNKUl2tTGtFeqw2+S0mKOblpS464kS1gEAAACIW+GEddTVAYhVXotXMF/uZQ8orRvbq52k6qn/viq6ClNYZ66sM5+1qWGd17xmXc1TpCXXBnFJdpsqqtx1HuebGpuIaDABAAAAIG6FFdaR1gGII0aDiYBpsNcdva/6dWqjyUNz9Mj3m/XZqp2qcHmUVhOKJZvWrDO/LrqsOlM0gPlcvvXvzFV/bo9Xpc66YV1y4AUkkMSNKQEAAADEvXAqQqwqUwAgVrk91tNg26cn69KD+qpn+3Ql1VTRuT1e43XSXFlnbkbh8jRtqYCczNQ628zn313q1ICaJhhmPdunN+l5YxlhHQAAAIC45XvTOjinrfp0amN5DP0lAMQqq8pgoxtsYIcJE18w5zGFdeY16/wq65r4ItkxI0XvXXmw3rhorLGtylUbACbZbbr7pCF+j7l4Qu8mPWesI6wDAAAAELd8Yd1fD9tHX/3jCGP7MYOy9eBZoyT5r6cEALHqt53F8nq9QafBmvnCOrfXq/yyqjr7/SrrmjgNVpJG9GyvvqYPTCpNjX28Xq/6dPT/MGXljuImP2csI6wDAAAAELd8FSZJARUmNpvUNStNEmvWAYgPH6zapS/W5NVW1tlCVNbZaqfBPvDVeknSN2vyjP3+DSYi3zHb3IXbFxz2NgV2x+/XJeLPGUsI6wAAAADELau1mHx8U8TI6gDEi7krdwZds87MYVqzzor5Q4x0U+fWSDGfP8VRHU09f9EBxrbjBid2WEc3WAAAAABxyx0krPN6Jd8WD6V1AGJU4KuXTTZV1KwHl5oUvD7LF+R9Yaqm8zuv6XXxlhMGN22Q9fCNc5/strr1hEHqnJFidI1NVIR1AAAAAOKWL6wLnAYryXgzSFYHIF7YbVJFlVuSlJYcPKz7es1uSdKvO0ss96eZqumsOrVG0ikjuhm3T9gvh9dkEdYBAAAAiGPBKuuk6je1Eg0mAMQPm00qd9aEdUnBp6/uKq6ss+3p82u7tV4xsa825JdrytCcyA8ywJhe7Zv9OWINYR0AAACAuOVbaN0qrPNV1gVZsgkAol7ghw022VQeRmVdRopDRRUuv20je7WXKp2SpOy2qfpg+kTl5RVT6dYKaDABAAAAIG4FmwbbsU1ybWVdSw8KAJpJRZVbW/LLJYWurMtIrVu7lRoi3EPL4jsBAAAAIG4Z3WBrquju+sMQHbJPR116UB9jgXWmwQKIF99vzDduh6qsS7Po8BqqIQVaFt8JAAAAAHErcM26owdl6/5ThqlderJxDFEdgHiUFiJ8s/qQIsXRchHReRP6SJKumtivxZ4zlrBmHQAAAIC4FbrBBGvWAYhtoV6+rKrnfKxe93zreLaEGycP0eRBndW/mTvNxioq6wAAAADEJY/Xa7yRtQzrat4NMQ0WQDwKVVnnaeXXvbRkhwZkE9QFQ1gHAAAAIC65TaUjgQ0mpOquiZLodAggLiWFmNbqoaQ4qhHWAQAAAIhL5rDOYTG9y5fftXaFCQC0NLK66EZYBwAAACAuucxhnVVlna8bbIuNCAAiq7GfNfAhRXQjrAMAAAAQl9z1hnXV/+c9K4B40zkjJeT+m08a2kIjQWMQ1gEAAACIS+bKOousztQNlrSupW0pKFdxhau1hwHEreOHdAm5/4Th3fT5FQcqIyV4x1i0HsI6AAAAAHHlrs/W6IzHv1elyyOpuqrOFmLNOrSsbYUVOuWZn3X0owtaeyhAzPMGmchvVU0cqF16stKTCeuiEWEdAAAAgLjyxtLt+nljvhZuLpBk3QlWqu0GS2Vdy1q8pVCS/zRlAJEVTlgnSaeM6CpJ+sPQnOYcDhooqbUHAAAAAACRUlHlNm77QjirTrBS7Zp1ZEYta/6avNYeAhD3wg3r/jyhjw7s21H7dW3bzCNCQxDWAQAAAIgbxZW166D5Qrhgb1rtpu1er5fQroV8tXZPaw8BiHvhhnVJdpuGd89SkM800EqYBgsAAAAgbpRU1lbW3fHZGklS16xUy2N97009Xq9Of26hTn3mZ1W63JbHAkBUCvIhg8vtadlxIKII6wAAAADEjSqLN6i92qdbHuvrBlvl9mpzfrm2FlZoaW5hs44PAFrCpvzy1h4CmoCwDgAAAEDccFs0i8hMs179x2qWWJKDuWAtydPMc4+9Xq9u+fh33fP52mZ9HiDajO/TobWHgCYgrAMAAAAQN6zCn8zUIEt1W+RyyXbeIrUkVzOHdevzSvX+ip2as2SbypxMcUbimLxfl9YeApqA30QAAAAA4oZV+BMsrLNbrKge7qLsiAyXp3nX1dpeUGHcLiyvatbnAlqDVdx92MBsJTmIe2IZ3z0AAAAAccOqUKttA8I6j8U02nhWUeXWCz/lauPeslZ5/ip38369iypqA7rCCsI6JIbmDsHR/AjrAAAAAMQNt1VlXZrD8lirGjqrBhXx7L7PVuuhrzfozOcWtsrzW32/IqXc6da02YuN++ZOwUA8S0uyfs1D7CCsAwAAABA3LBtMNKCyrjnDo2j0/bo8SdZT6VqCqxnD0fdW7PB/rgT73iIxWBUD//GAXi0/EEQUYR0AAACAuGEVtmWkWId1Not3Q4kW6DhdrVtJWNWclXVV/teWaN9bJKZHzhiuY4d2be1hoIkI6wAAAADEDas151KSrN/2WE2DTbTKutYI68xf94qq5puaGvhvIdG+t0hM4/t0aO0hIAII6wAAAADEDatZlclBOrxaTYNNtOqr1gjrBnZpa9zeWVQR4simIawDEKuiPqzbuXOnpk+frnHjxmnixIm68847VVlZKUlauHChTj31VI0aNUpTpkzR999/7/fYuXPn6uijj9bIkSN1xRVXaO/evcY+r9er//73v5owYYLGjRune+65Rx5Tx5T8/HxdddVVGj16tI488ki9++67LXPBAAAAABrNas26ZIf1256M1CR1aZvi//gE66LobMGGGotyC3TD28tVbOrKuquostmeL/CfAh0yEY+8rbbiJJpTVId1Xq9X06dPV3l5uWbPnq37779f8+fP1wMPPKA9e/bo8ssv1wknnKD3339fxx9/vKZNm6YdO6oXEV22bJluvPFGXXnllXrttddUVFSkGTNmGOd+7rnnNHfuXM2cOVMPPfSQ3n//fT333HPG/hkzZqi4uFivvfaa/vKXv+hf//qXli1b1uJfAwAAAADh81hUTyU7rCvrJGnaxH5+96vcifPGt9TpUl6Js8We77LXlunlHzdrmymgK2/GabCzF23xu09lHYBYEdVh3fr167VkyRLdeeed2nfffTV27FhNnz5dc+fO1eLFi+VwOHTxxRerV69euvzyy5WamqolS5ZIkl566SUdf/zxOvnkkzV48GDdc889+uqrr5SbmytJeuGFFzR9+nSNHTtWEyZM0N///nfNnj1bkrR582bNnz9ft99+uwYOHKgzzjhDJ510kl5++eXW+lIAAAAACINVIJMUZBqsJLVNcdT7+Hg166fc1h6CKkOEdSWVLs36KVerd5U06twllf7nTrQpzgBil3VbpCiRnZ2tp59+Wp07d/bbXlJSovbt26ugoECffvqpjjnmGH3++ecqLS3VwIEDJUlLly7VJZdcYjymW7du6t69u5YuXaqUlBRt375dBxxwgLF/zJgx2rp1q3bt2qWlS5eqW7du6tmzp9/+J554osHXYLEMRszyXYv5mgK3ReqYln5cNI6Ja4nOMXEt0TkmroUxcS3RcW6uhWuJhjF5LKaEpSTZgx7fKcN/GqzL442aa2nuc+8tq52O6tvXnM9npcLlCXqed5fv0MxvNmjmNxt0xpie6tImSReN7x32mAL5pkhH+/eltR8XjWPiWoIfEzjdO5avJZxtsS7ca7F5vRaLOkQpj8ejc845Rx06dNCjjz6q2267TS+//LLsdrvcbrfuvPNOnXrqqZKk0aNH68EHH9Shhx5qPP6MM87QpEmTNGHCBJ122mlatmyZUlNTJUkVFRUaOXKk5syZo4ULF+rjjz/W66+/bjz2q6++0tVXX21U7gEAAABofYs352v6K79oTJ8Ouv3kYfp4xQ794w3/5WuW/udYtWuTbPn4TXtKddi9Xxr37//jSJ0yuqflsfHmxreXa/aPm437G++a3CzP4/Z49eXvuzR11sI6+/529EBdffS+lo/75xtL9fpC/6msDRnjvjd+6Det+faTh+lPE/qE/XggFmwrKNdBd31h3G+un2O0rKiurAt07733atWqVXrjjTdUWlqq3NxcXXnllTriiCP06aef6vbbb9fIkSPVv39/VVRUKCXF/1OylJQUOZ1OVVRUGPfN+yTJ6XSqvLw86GMbas+e4jpJd6yy2aROnTL9rilwW6SOaenHReOYuJboHBPXEp1j4loYE9fCtUTLmLiWlh/TqY9WN5nbkl8uh9eronL/ajFJKioolavcYfl8FSX+3Ui9XiXM19fldPlde15ecbM839vLtuv2T9bU+b5IUqXLHfQ8qRbHb9tRqNRke73P7/F6jaCuZ/s0bSmoUGFxuSRF/feltR8XjWPiWoIfI4d/rLNnT3HMXks422Kd75rqEzNh3b333qtZs2bp/vvv18CBA/XAAw/I6/XqyiuvlCQNHTpUy5Yt0wsvvKBbbrlFqampdcI1p9Op9PR0v2DOV1nnOzY9PT3oY9PS0ho8bq+3bllqrLO6psBtkTqmpR8XjWPiWqJzTFxLdI6Ja2FMXEt0nJtr4VpaY0yStGhzgTbllytQkt1mHBv4uMDmE779ifD1tdvrXntzPN+36/YqmIoqT9DzpCTVXWJ9ydZCjenVvt7nL3fWdn7NbpuiLQUVWri5oMnXEm3/7rmW1j93NFxL4PGxfC3hbot3Ud1gwue2227Tc889p3vvvVeTJk2SJK1cuVKDBw/2O27IkCHatm2bJCknJ0d5eXl++/Py8pSdna2cnBxJ0u7du419vtu+/cEeCwAAACA6BWsg4AjRYCLF4f+WyJNA7wiTbMG/LpEU+DU2q3QFbzBh9f2cNme5Zn69od7n/OvbK4zbv2wpkiTNX7On3sdZ2VZYoYc+X6NCi6pNoLUlzitWYon6sG7mzJl69dVXdd9992ny5Nq51126dNHatWv9jl2/fr3RFGLkyJFatGiRsW/79u3avn27Ro4cqZycHHXv3t1v/6JFi9S9e3d16dJFo0aN0tatW7Vjxw6//aNGjWqmqwQAAADQVFsLa6e0JtltOrR/J916wiDZQoRSyQFB0n/eXWlUYMW7wBCzuZYzt6qQ86l0eYLuC9aZ98WAdewCeb1e/bKlMLzBheHiV5bovs9W6/ZPrafyAkCkRXVYt27dOj366KO65JJLNGbMGO3evdv474wzztDXX3+t559/Xrm5uXr++ef17bff6pxzzpEknX322Xr33Xc1Z84c/fbbb/rnP/+pww8/XL169TL2//e//9WPP/6oH3/8Uf/73/90/vnnS5J69eqlQw45RP/4xz/022+/ac6cOZo7d67OPffcVvtaAAAAAAjfXw7vr/tOGarjh+SEPC4wsCqvcuvy15cFOTq+BEZhO4orI/4cv+0sUUmlK+j+UGFdsEpJSXr48zXanF+uLQXlcprO4fZ49XXAtNt/HNlfkpTiCF1J+P2GvVq6tW7It6ukeomknzblS5I+WLlTU576SSu3RS4QBCLhjYvGtvYQECFRvWbd559/Lrfbrccee0yPPfaY377ff/9dDz/8sB566CE9+OCD6tevn5588kntu291J6HRo0fr1ltv1UMPPaTCwkIdfPDBuu2224zHT506VXv27NGVV14ph8Oh008/XRdeeKGx/5577tGNN96oM888U9nZ2brjjjs0YsSIFrluAAAAAI2XmZqkq47cV0UFpa09lKjmdPsHZaXO4FNSG2PtrhL96cXFIY+pqAoxDdYdPMj732er9b+a2+N6t9ejZ47QrO836qb3VtY51rfGnc1m01uLt2j/nAxlpPi/Fc4rqdTVb1VPnf352omWz+kr0Lz5498lSZMf+lbfXn2wUpMcQccJRMpPm/L17Jzl+scR+2ifThl19qcm2dWnY5tWGBmaQ1SHdZdeeqkuvfTSoPuPOuooHXXUUUH3n3rqqTr11FMt9zkcDs2YMUMzZsyw3N+pUyc9/vjjDRswAAAAgFZ34tCckFMvUa1HO/8Gep4QlWyNsWp7Ub3HVLo82lPqVIf05DrTlUNV1pn9VDNt2Sqok6TMtCTjua55falOGdFVNxwz0O+Ywora6r+KKuuQ0Ka6lXlHP7JAH1w2Xu3Sk8MaK9BY0+YslyTdMPdXvXpBbQVdc01fR+viNxgAAACAuNI2lUqnxoh0c43ObVPqPebr1bs16bEfdPfna+vsC7ZmnZXiCv+ptjmZqbr2iP568rwxykr1r1F5e9kOXf76Ui3fVhsmJpmmQxeZpu3mlTprn6PSpRd/zvU7V4XLo7NmLRLQUgrLg08rR/wgrAMAAAAQVxpa5XT90QOaaSTRLTCcc0e4QMeqEi2YN5dulyS9vWy7vlmzW1L4lXWS9P1G/3XqXj5/f509poeOHdpVacl13/Yuyi3Un19ZYnR4NT9Xfllt19fAaboPfb1BOZmpftt2lzhVQKdYtJBUqoYTAt9lAAAAAHGlXVrDVvs5bWR3Hblv52YaTfTyeALvRzatC1WpNySnbZ1t363fq//7dI3Oe+YnSf4Bmt0mXTGxb9Dz7S2tDcsuGNdLWWm1gW2obsBr80rrPNfCzQXG1MIKiwYYgWGdJK3eVRL0OYBICgzrmAUbnwjrAAAAAMQVc1ATrhB5TtxyB7zLj/Q02GCVcaeM6KrrjqpbzfjXt1cYt5/6fpMRgP3zqAFafvMkHTMou85jerWvXnfvo193GduuOKRv2GOsqiknXFiz7p0kPfDVev3ttSWSpDKLphvLttVdi2/+mj0qrqC6Ds0vcD1OX0dlKu7iC99NAAAAAHGlXXrD++glYFZXJ5yLcGGd3IGlezWuO3pftW8TOlB94vtN2pRfLklqk+JQRmqSZRhx2IDqishVO4olSaN6ZFlW0k2d0NvyeXzTV+//cr3f9neWbNO833dr6itLgo7xhhMGG7fnLNmmPz7xQ4grAiIjxeH/c+Cbqp1GWBdXmtwNduXKlfrhhx+Um5urvXv3qrCwUGlpaerUqZP22WcfjRkzRiNGjJDDwSKvAAAAAJpfu0ZV1iVeXBfYwCHSlXVu66xOSXabOrapv/mET9eaaafmJhCP/2mMuqXZNX/NHr9je3VItzzHBeN6Kb+8Sm/VrI3nU1BeJafFVFdJuv79X0OOa3iP9vrj6O567Zdtkqq737o9XtkT8N8SWo494J9XuS+sSyZziSeNCuvWrVunl156SR999JEKCwuN7eaWweZfdu3bt9fkyZN14YUXqmfPnk0YLgAAAACEltnANeukRK2s87/fkO6r4bCqrDt7XHWFW3qyQ9ce0V/Ld5bo01U7Q56na1Z1WNc+PVmH7NNRNps0aWiO9uwpUfuAZiKBnV990pMduuCAnnXCuvyyKpVWNq67ZrLDpjYp/gFJYXmVOjQgiAQaKvDntLxmqjbTYONLg36LbdmyRffdd58+/vhjeWpeeDMyMrTvvvuqX79+ysrKUnp6uoqKipSfn68dO3Zo5cqVys/P10svvaRXX31VU6ZM0eWXX65evXo1ywUBAAAASGzpjagwScRiqMCGEs1dWXfdUQP0l2MGKS+vesrq2WN66Einxy+s65qZqh3FlX6P69K2Oqyz2Wy6/5RhstmCV0KGCmqt/l3sLXOq1NnYsM5ep5qpqMJFWIdmtXx7sV5ZvFVn799DkqmyLonKungSdlj35JNP6rHHHlN5ebkGDBigKVOmaOLEiRo8eHDIxzmdTi1fvlxff/213n77bb355puaO3eu/va3v+nCCy9s6vgBAAAAwE+yo+HJWyJOg/XIP5xzR3jNOldAZV2SxfelWzv/aauje7XTR6tqm0UMyWlbZ0F9s4P6dfC7X1JZtyGET8eMFP1pQm+99MNmY9v2okqjMqmhkhw2tQkI6woqqtSnUWcDwnff/HVGWOdbsy41mcq6eBJWWHfuuedq0aJFOuiggzRt2jSNHTs27CdISUnRmDFjNGbMGE2fPl3z58/XM888o7vuuktffPGFXnjhhUYPHgAAAEDiMi/D079zG63LK5OkRq0ZlnhRnRQ4S9Ub4cq6wEo9q9N3zPCvQjPHDQf27aD/nTw05HN0aJOiMb3aaVFu9fJM9U3lvf3k4dq/W6Ze+ClXS7YW6YeN+Vq3uzTkY44ZlK3Pft9dZ3tqkl0dM/yn4RaWN65KD2gsX0fjlEZ8SIHoFVb0unfvXj355JN69tlnGxTUBXI4HDr66KP1yiuv6MEHH9TOnaHXJgAAAACAYKpMpWCdM5o29TBw0fbv1u9t0vligTsgPQvWEKKxXAGlelVBnuCMUd2M2+cd0EuXTOyntCS7rj2iv5Id9b9lndCntrruyIGd6z3+0P6d/ELA79bmGbdfuWCM/j1poHE/Ky1JU4bnWJ4nNclhTNH1KazpLgs0N1+47qr5uXIkYHVwPAursu79999XUlKTG8f6mTRpko466qiInhMAAABA4jBXbjW5A2fA4//69gq9c/EB6tw5s2nnjWLNv2ad//kqg3RdvfqwfTS8e5aGds1Sn47pmjCkq/48toeS7OFN63OYktbRPdtZVvAFykpLVvv0ZBWU1zaY2Dc7QwM6Z2hA5za67ZPVkqoDxmD/tlKT7dqnUxu/bYUVhHWIPKuq1+835OuQ/h3lqvk5cwR+4oCYFtarX6SDuuY+LwAAAID4Z377mtTEN6pWb4x2FFVabI0fgTNGIx7WBZzPGaSyLi3ZoeOH5Kh3h9r168KpqPM5eXg37Zudob8evW+Dxje6ZztJUkFNNZyvMsm8fqEzxEJ+ackOtUtP1t8O38fYxjRYNAeXxfTuz36vXtvRF4qHG24jNpCWAQAAAIh57dKT6z8oBKviqXivVKk7DbZ5K+vapjbP28/MtCS9csEYde6caXSaDUdGSnVziC9+qw497Bbfb5ukYF+V1CS7nJLOGdNTZU63nvh+E5V1aBZWYZ3v9ck3vbwB+TZiQKNeLZcvX6558+bpp59+0vbt21VQUCCbzaasrCz1799f+++/vyZPnqx+/fpFerwAAAAAIMm/YcGRAztr7sqdSm9kR0SbRYuJeA/r6k6Djez5zWHdMYOydfLwrpF9gibyhXU+vq6aZg67rc7XSaoO8VJM6YgvLKayDs3Bar3HD1ft0n+OG2SqrIvv16tE06CwbuvWrbr11lv19ddfS6o7b7q8vFy7du3SggUL9Mgjj+jYY4/VjTfeqC5dukRuxAAAAAAgyWuqeRrXu70ePWO4+nRoE+IRwVlW1sX5gu2BlXXNtWbdcUO66LYTBlt+jVtTYLXS3rK6VXF2W/AQ0zxdtl169VvrL9bkyeP1Nn0NRcDEqrLOt83FNNi4FHZY9/vvv+viiy9WXl6evF6vOnTooFGjRqlnz57KyMhQVVWViouLtX79eq1cuVLl5eX69NNPtXTpUs2aNUt9+vRpzusAAAAAkMBsNpsO6N2h/gODPr7utiRHfAcugdlcpMM6Y+H7KP0yFgR0brWqrLPbbJaL+wduaZdWOw37m3V7dNiA+rvSAuGqCrF2oq/rcrxXAieasMK6yspKTZ8+Xbt371bXrl11/fXXa9KkSX6fJJg5nU69//77uv/++7Vjxw5dccUVevfdd+VwOCyPBwAAAICGimS2ZFUJlXCVddb9Hxp//ijvUhn476fColutw25TWnL972PbptYes6vE2eSxAWauED+cbo9vzbro/DlD44RVJ/nOO+9o06ZN6tu3r958800dd9xxQYM6SUpJSdFpp52md999V71799a6dev04YcfRmzQAAAAAGDG29RqS7cW6qaPflNeaf2BUeBabIHhXVNFe1g3tGtm0H2Dcqr3HTWws/bv1U6njO6hyw+unS12wzH+nWczTc0zIt2oAwhZWceadXEprMq6Tz/9VDabTbfccos6deoU9sk7deqkG264QZdffrk+/fRT/eEPf2j0QAEAAAAgmKYWwVk9PNLTQlvCxa8ulVQdGD1xYej3boGZUnOtWRet67edtX8PPf79Rssg5MWLx+mdnzZr0uAusttsuv+Po5SXV6xzx/SU3WZTakAjkz4da9dKLK6kyQQiy2rNOt/2aA/F0ThhVdatW7dOWVlZGj9+fIOfYOLEiUpLS9Nvv/3W4McCAAAAQDCRzJasApvYi+pqbSusqPeYwEo6i4aTTRLtXSpTkuz66qqDLfd1yUzTqSO7qU1Ax9i0ZIdSkqzfRl9+WH9JUnEFYR0iy1Xzw2mzSc+cPdLY7vZ4jdcuwrr4ElZYV1hYqG7dujXqCRwOh3r16qW8vLxGPR4AAAAArJi7wTb1beq7K3bUPX+MVdYt2VJo3A4MmawEToON9PX6wsBorayTFDR4a4ysmo6wVNYh0nyVdT3ap2tQl7bGdrfHq2e/22DcRvwI65WpsrJS6enpjX6SjIwMVVTU/8kOAAAAADRKMwRCsfTet8zpMqbASlKyo/63eoHFhIm2Zl2kZdZ0hP1q7Z5WHgnija96Ltlh9wu/zVPXCYnjS1hhncfjkd3e+E8cmvJYAAAAALDS3IVv0V5Y9+i3G3TXvDXyer3aWVTZ4McHrlEX6XDS5Y7+yrpISqup0iuudGlLQXkrjwbxxNcNNtlh8wu/H/lmg3H7D0NzWnxcaD5hNZgAAAAAgGhjzpaaGgc57LbaSjBbddWZN4pXrfN6vXrux1xJ0umjusmRlhqwv/5zBE6DDbzfUO8v3aaqCqcm7lPd2MIXBkZwpmlUS02unXq8Ob9cvTo0fnYaYOarrEuy22UuVJ2zZLtxO6umshPxgbAOAAAAQMJLNoV1SQ673C5PVFfWmXO1ncVOJVc17PE3f/Sbvlm/V1J10OlV06bB5pc5ddUrv0iSFvxtopIdNqMaKFEq68xXyfphiCTfmnXJDptsQX6e0pMTJBVPEGGHddu3b9fMmTMb9STbt2+v/yAAAAAAaAhTHtLUPCgjNUkVLqckqXNGirYWVtSZJhpNzGMrKK/Sgx//7re/vqrAD1btMm4nO2xyur1Nut6KqtpWspe/tlR3nTTE6C6bKGvWmb9+LsI6RJCv6tUe4mcpPbn+pjKIHQ0K6x555JFGPYnX6w2a/gIAAABAUzX13Ya5E6rv/XA0xy3myi2v16v8Mv/SulC5W2DX12SHXU63Wx5PkAc00NJtRbr9kzXq0amNpMQJ68xf1vIqd+sNBHHH908r1E9SRhgdoBE7wgrrunfv3tzjAAAAAIAGieSacubwy1doEMWFdX7TYL1eqVu7NG0vrDC2VbqCJ2/lVf77kmrCtKZU1gVWkq3NK1VOzZptjgQp3MhIrX17XeWOUPIJyBTWhfhZSgqjAzRiR1hh3RdffNHc4wAAAACABvFrMGGzNSlcM6/X5ns/HFiBFk0Cg7WstGS/sG7xlsKg66bd9on/lFnfm/xIhnUllS5j6l6iVNYdObiLcdvXEACIiJqfzcT4SYIkEb0CAAAASHjmKaB2+SrNWmkwYTAHa7d+slq/7yyuc8zrC3MtHztvdZ7ffV9lXVPypcBKMrfHawR4odbZigZ3nTpcknTpQX2adB6H3aZJg7MlSVXR/I8HMae2sq5Vh4EWRFgHAAAAICZFsvDNqrIumgVbX+6aI/obt+f/tsv6oADJjppwsgkBk1VDBV+g6Ijyr+dZ43rrs2kTdMmBTQvrpOr1/ySpKsQ0ZKChfC9PNmrrEkbYDSZ8SktLtWbNGg0bNkxJSf4P//bbb/Xyyy9rw4YN6tixow4//HCdc845ysjIiNiAAQAAAECKbLWJxyKsi5VusGbZGSnG7XC/Lm1r1lpzR3AarCQ5awKr5BhYS6tDm5SIhL++4LMqUt06AJmm/JPVJYwGvWrOnDlTEydO1DnnnKOdO3f67XviiSd0ySWXaP78+dqwYYMWLVqk++67T6effrq2bNkS0UEDAAAAgE8k3r+aq8psMTYN1qx3TVMHSfpk5U4t2VJY77my0pJqztn48QROg/WqtslFalL0h3WRkmSvqaxjzTo0g2CvdY+cMbxFx4HmF/ar5q233qpHHnlEZWVl8ng8Ki6uXRNh8eLFeuCBB+T1epWRkaHLLrtM//rXvzR69Ght2LBB06dPj+rFWQEAAADEoAi+xzhpeFdJ0iEDOqt2ibXofQ8TLAtqm+o/++niV5fqmrdXKL/MaWwzB3qSlFXzmKa8Z7OqrKuocktKrLDOqKyLYFhXXOHSl2vyjEpFJB7fz6ZVteyPNxyl8X06tPCI0NzCetVcsWKFXnnlFdntdl111VX6+uuvNXjwYGO/L6iz2Wx6/PHH9be//U1/+tOfNHv2bB1++OH69ddf9f777zfbRQAAAABIPLXTYJteW3fN4f1175T99Nif9jfKV6K6si7I4NokO3Stad06Sfpm/V4992Nts4kyp9tvf2ZNZV2w7rHhcAWEU9ltUxKyss435dcVoWmwbo9XU19dor+/u0ovLNgYkXMifuzfs51ystJaexhoBmG9ar7zzjuSpBtuuEFXXHGFunSpbUm9d+9eLVy4UDabTQcddJDGjh1r7LPZbPrHP/4hr9erjz/+OLIjBwAAAABFZhpsWrJDR+zbWZlpybLXhH/RPDko2DTY9m2SLSuwPvlttyTpuvdWKa+0tsruhOFdld02teacjR9P4DRYh91mVNalxMCadZGSbI9sZd0/3l2pDXvKJEnvLNkakXMi9gRrMDG0W2YrjAYtIaxXzR9//FFpaWk644wz6uz74Ycf5Kn51GDSpEl19vfv3185OTn69ddfmzhUAAAAAKjVXGGa701SNC/lYxWs3XDMvpKkJIv2q3tKnSp3uvX56jxj28d/maBHzx1jTPttSoOJogqX332X25uQlXVJxjTYxlXWfb1uj/7+zkrtrQlUv1m/19hnj4U2xWgWgc10bjxmXx2xb2ddGoEOxohOYb1q7tq1S3379lVKSkqdfT///LNx+8ADD7R8fJcuXbRnz55GDhEAAAAAgot4huGrrIvwaSPJKlg7dWQ3SdJJw7paPqaoosrvfptkh6TqKjgp+NTacBQGnNvt8SbkmnW+QK2xnYSvfWelvly7R3d/9FudfSu21t8sBPHJK/81604e0U33nLSf0lMcrTgqNKewXjXLysqUmppquW/hwoWSqgO5Xr16WR5TUVER9PEAAAAA0BjNFabZY2DNulBZUNvUJN1x4uA624vK/QO1tOTqt4NNDZg8Xq/W7i71H5/MlXWJEyjUfi2t93u9Xu0pqaz3PFsKyups83ilq99coZJKl8UjEM+CTYNF/AorrOvQoYPy8/PrbM/Ly9PatWtls9k0fvx4y8dWVVVpy5Ytat++fZMGCgAAAABmRofECL+B9Z3NG8W1dfU1gzhmUHadbec/+5Nx+9/HDjSCJV9lnVVH13Dc+slqfbBqV8D4arvBpiQlTsBQG/Rafy2fXrBZY26fp49/3WW53yewYYfPdxv26rVfWLsuUTETOnGEFdYNHDhQubm52r17t9/2Tz75xPgFedhhh1k+9uuvv1Z5eblf91gAAAAAiJgIv4G1xXCDCR+rDrnbCyskSYO7tNVJw2unyibVJEyN7Qb7wcqdxu3Ta6bierwJWllXz9fyie83SZLu/GxNyPO4Pd6g5whcHxBA/AkrrDv66KPl8Xh06623qqqqunS6sLBQzz//vCQpIyNDRx55ZJ3HlZSU6H//+59sNpsmTpwYuVEDAAAAQDPx5VyxFNbNu6Zu8cSUUd0t14trm5bkdz+piZV1Zu3TkyVJBeVVxtcvLYHWrHPUMw3Wx6oJiFmly6PtRRWW+zrUfI2ROIxpsJTWJYywXjVPO+009e7dW/PmzdOkSZN0xRVXaPLkydqyZYtsNpsuv/xypaenG8c7nU599dVXOvfcc7V+/Xp17dpVU6ZMabaLAAAAAJB4jA6JET5vfVMZJenVxVs1f01e0P3NLTAMGtClbZ1jHjxrtD6/om4TwLYBi9I3JazzTXX1yawJAs2nSnEkTlgXzr8dSUqy2bSruFIv/JSrwrKqOvuXby30q1h86qyROntc9RrxFa7GdZpF7IrmKfloHkn1HyIlJyfr6aef1iWXXKJNmzZp27Ztxr4//OEPmjp1qt/xxx57rHbu3Cmv16v09HTdddddNJgAAAAA0CwiXWxitQaey+PV9DeX6+fNBTqgbwf9vLF6Te+pE3rrovHWjfaaYl1eqV5cuEWXHNhbnTtn1tkfbjOItOS6U1AzUyNXWZdbUO53P8OiO2VyPVVk8cQR7pRim03/eG+VVu0o1qrdZbpr8qA6h/y0uUCSNKpHlkb3bKdfdpRIEg0mElBtgwkkirDCOknq3bu35s6dq48++kjLly9XcnKyJk6cqAMPrPtJTVZWlnbs2KHRo0drxowZGjFiREQHDQAAAADNNU3VZlEdtSi3QD/XhCe+oE6Snvlhs0qdLjll06Xje6lTm5SIjOGad1ZqW2GFlm8r0okju6uwuEJ/Pby/sb+x68tJ1d1izZJqKt8aE9Y5A6q8MlLqvsVMpKl79XWD9fF6vVq1o1iSNO/XnVJNWJdktxnfh6VbiyRJRw6sbhaSmVY9/bXE6Q48HeKcUUWcOD9KCS/ssE6qrrA76aSTdNJJJ4U87q677lJWVpZ69uzZpMEBAAAAQDC+qWHN1Q023Ozq1cXVM49Kypz6v8lDIjKGbTXNIDbnl+vRL9dJki4Y10sdM6rDwIaEdX87fB/d/+V6436wyrrGBICV7oCwLjVxmklYsdfM+K2v8nFvwNTXwvIqtUl2WAamnWu+51np1d+3UirrEg+VdQmnQWFduPbbb7/mOC0AAAAA1BHpahO7xQlTw1h3zddttbmYgxy3KQw6qF+HkI87Z0xPzfxmg6rc1Y8J2mDC3fTKuvSAabfHD+nS4HPGstoGEw37Wh71yAL169jGcl+njOqKOl9lHd1gE1ciVakmusRZ6RMAAABAXGm2bq0W02DDeaqM1GaphTA4TVVs5mDtfycPrfex5uM7BnQTdRhr1jW8cUGly/8r0z7g3L4gMFEY02AtvpTeev7BbthbZrm9c0b1+u/d26VJqq62RGKprSJGogjrt8nMmTPDOpnD4VB6erqys7M1ePBg9e/fv/4HAQAAAEATRL4bbPUZdxZXauHGverbNllV7vqDrA5tkus9pikqTVVsvimrQ3LaKjmMqj9zTHTYgE5++5oyDdYXIHZIT9YLU8cr2e1f9ZWUQM0lJFODCYtgrqoRlYtSbUjXP7u6429eqVOuMP49In4YDSYS68cpoYUd1jWm3HLAgAH617/+pfHjxzf4sQAAAADQGnzvfB75ZqMe+WajZp07WlVhBFldM1ObdVzmKae+KbFJ9oZPlgrsEOsL1JrSYGJwTlsN79lOazbv8T93wlXWVf/fahqss5EBm+9rmG7qtFvhIqxLJLX/mhLr5ymRhRXWde/ePewTlpWVqaioSB6PR2vWrNFFF12kBx98UMccc0yjBwkAAAAAgWqrTSL7BtYREDAt21akOUu21fu4xqz51hDmyjpfp9CkMLO6B04dpmvfWampE3rX2ecL/BoT1vkaTKTWDCTwe9GYMDGW1U6Dtaqsa3jAZv63mJpkl03VwQ1hXWJp3lcWRKOwwrovvviiQSetrKzUihUr9PLLL+uDDz7QP//5T3322Wfq3LlzowYJAAAAAME01zRYH6fbE9Y6YVWNWPOtIcyVWS8u3CJJWr/Hep2zQIfs01G//OcYVRbXvY7kmsq6wGYRgarcHv33i3U6sF8HndE50+8xKTVhnaNOWJdYlUC102Dr7gs3DN2/ZztltknRV6t36/wDehrbbTab0pLtKq/yqKLKHZHxIkbUfDLBNNjE0SwroKampmrMmDEaM2aM2rdvr5dffllvvvmmLrvssuZ4OgAAAAAJqLmqTQIr6wrKq8J6XGPXJAtXYXndLqCFDegMmpWWrLySijqNOdqmVL8tLKsnAHp/xQ69tWy73lq2Xbsr3TpzWI4R1vm65QYW0iXamnW2ENNgw10TcMYx+2rfXh308S9bdGh///UFU5McKq/yqLzKrZd/3KwB7VLUr1NGk8eN6Ob7l5NYP02JrdlrkqdNmyap4dV5AAAAABCK0V0zwu9gA/Olj1btCutxby7drlJn+OFZQ63JK5UkrdpWFNHzZqRWr4VWWukK2bE0r9Rp3L7n499VXOEypsH6KuvsSvDKOlvwZh1WlXUpDps++euhftt6dUhX+zYpOnpQdp3mIWk1X+envt+sG95erjOfXxSpoSOK0WAi8TRvb3FJnTp1Uq9evbRjx47mfioAAAAACSji02ADAiZzSFWf2z5ZrXPH9tSRNdNEGyPYFMfSyuog8ISHvmn0ua1k1FTWub1SRVXwqbCB68+tyyutMw028GsXWKUY73xTqHML6k43Nod1L/5ptFwerxx2mwZ1zdT+Pdtp8ZZCSaEDzrTk6q/zF2vyIjlsxAgbtXUJo0VW++zQoYPy8/Nb4qkAAAAAJIiWmgZrNrBLhp4+f6zSk63fSn2+Ok9/fnmJ9pRUNvr5567cabk9VJDWFOnJtfVwpSGmwgZ+XXaXOI119HzTYAOrEtuk+HeejXe+QriSSrfW11RC+viq7TplpGhI10wN65al/bpm1jwuvBBmVI92kRssYoYxDZasLmE0e2WdJBUVFSkrK6slngoAAABAomiubrBBznf/KUM1sX8nde6cqQ7pySqvCh7I5eaXq2d644KqkkrrwKzC5ZarER1F62Oz2ZTssMnp9oY8f2ADil0llUaH2pQg3WDbJCdWWGee6bpqZ4nGDa6976usswrmwi1AbJvaIm/hEWWYBpt4mr2yrrCwUFu2bFGXLl2a+6kAAAAAJKBIv4ENVuU0vk8H4/ZdJ+2nnMxU3XrCIF1/9IA6x4bbTMDK/CBTHMurPHp3RfMsL+RbG23WT7lat7vE8piSgPX4lm0rqp0GW1NSF/ilS0+wyrqxvdobt3/f5f919P2bCFyHTgoeEAdKSbLVHF/3vIhnNd1gmQabMJo9rHv22Wflcrk0YcKE5n4qAAAAAAmkuSKKYFVO5rXE9uuaqbmXjtfxQ3Isj21KgLJyR7Hl9vIqt1bv8p9aedb+PRr9PGa+a5uzZLuO+t9XWrK1sM4xJTVr5mWlVVd3fb46T9uKKiRJbWrWvbPZ/OOERKus81UYStIri7Zq/e4STX1liW7+6DcVVVR3FbYKgy87uK8k6fSR3UKfvyboMzcetmpcgfgSou8L4lSz1dAWFhbqmWee0VNPPSW73a6TTz65uZ4KAAAAQALyGtUmkWUVtNnUsOm2kap2Om1kN43Zp7NueHu5Kqrc6pyRYux7/cKx6tMxPSLPE1jtdfErS/XJXyaok+n53ltRvZZeZmqSiiqqg7sV26uDxQxTBZ3dVhsmpSdYWBfoyP99JUlaurVIn/2+W5J1A4mh3TI1/8qD/L6OVqweS2Vd/DO+wxTWJYywwrrzzz8/7BM6nU7t2bNH27Ztk8fjkdfr1bRp0zRw4MBGDxIAAAAAWopV9NHQOCQSAcrI7lmaccy++jW/unqtwuVR57a14Vm/Tm2a/Bw+KYGdISS99PMWXX34PpIkr6m0x5wX+da4y0g1hUw2m1EK1D49OWJjjHXOmgQzyeJrLYW3Ht26vLI62wjr4p/RYKJVR4GWFFZY99NPP8lms/m9QIcjMzNT1157rc4666xGDQ4AAAAAgvE2U4OJSHA3Yd5an47p2rS3XH85pK+k2o6q5VVuVdUEPkcN7NzkMZolWayjZlZpai5x/6nDdPqzCyXVVtC1TTG9tTRde/s2hHWBHPbGr0ZlVUnp8jRPl2BEn2h8rUPzCCusO/nkk8P6R2G325Wenq7s7GwNHjxY48ePV1paWpMHCQAAAADBRPztawQKldxNCFCqaoKx1Jr1z9KSfWGdR063r6FDZJcfT7ao9lqxvUhLthTq6M6ZKnVWd6i1SerdIV1ds9K0o2a9Osm/gs68nlq7NLqXBrL6WofrnDE99fh3m/y2UVkX/3yFU0R1iSOsV8677rqruccBAAAAAA0SzRGFuwnFTpU1aZcvkPM1b6iochvTToNNpWysZItqr1+2FuniV5dq/YgeKq5pLtEmxSG7zaa9ZU6/Y7tmpVqe12qNtXj30GnDNP3NFUH3W3WDDVebFIeOGZRtrH8n0WAikVBYlziavRssAAAAADQLYxpss5w2bGlJdd9WNaWyzllTWefrLOqbBltR5TbWPWuJyjqfbYXlWlnTSKJDzbRWp8v/+oKtt5aI0/YO7NtRg7q0Dbo/nLXpQgkMQJsy5RqxwZjy37rDQAsK6xU+Nze3WZ588+bNzXJeAAAAAImkdd/CHju4S51tTams80119U2D9QVzbm/t2nFNmUppJVSAtLOoUrtLqivphuRkSpL2yc6I6PPHm4P7dQi6r20TpwYHhnX//WKd1uaVNumciG5Gg4kEDL8TVVhh3eTJk/W///1PJSUlEXnSgoIC3X777Zo8eXJEzgcAAAAg8XibaSKsVWO9ULM5U5LsWn378X7bGrvov9PlMQK5jJqKumRT5V5ZzdpxTZlKaaVbVvC1xh//ap0KK6okSR1rKutmXzxe+/dsJ0maVtMIA7VCNezIbGplXUBQ++36vTpn1iLjfnGFS6t3Rea9O6JDQ5t9IvaF9SpxwQUX6JlnntGcOXN04YUX6rTTTlN2dnaDn2zdunV6/fXX9dZbb6msrEyXXHJJg88BAADi11MLNsnj8epfJw9v7aEAiAHeZpoGa7dI5hz1rL2WkmTX5P266INVuyRJHq9Xv+8q0ZtLtuvSg/qoc9sU49jPV+/Wws0F+vtRA+qcp7gmFJOkjJq16sxVdJv2ltXZFgnt04O/Nfxs1U7TmKoDxG7t0vXkWSNFhmAtOcS/l4wmT4OtGwSavw0XzP5Fm/PL9eQfR6pLZopmfr9ZZwzPUZe21usKInZQV5c4wnqVuPbaa3XYYYfp5ptv1gMPPKCZM2fqwAMP1GGHHaYxY8aof//+SklJqfO4yspKLVmyRIsWLdLXX3+tpUuXyuv1ap999tFdd92lESNGRPyCAABAbCqucOnJ76s73F157KBWHg2AWBLpN7BWTRHCaZTw7+MGaWdxpRbmFsrl9uq8FxfL45W2F1Xo4dNrP4S4/v1fJUnDumXqwi5Zfucorqhp5JDsMAJCc/OHnzYXSGqONevCOx+9DMIT6uuZYrHGYUPU929xc365JOneL9aqc0aKFmzM17xVO/T21HFNel5EAdK6hBF2pD927Fi9++67ev311/XYY4/pm2++0bfffitJstvtysnJUWZmptLT01VUVKT8/HwVFRXJU1P+7fV61adPH11++eU66aST5HA4mueKAABATCqvcrf2EADEmObKjazCkPoq63yPS0uufp/j8XqNYGv59iLL479cu0evLd2h6RP7aGyv6jXOfGFd29Ta90tWlX5W1VVNEW74d2CItdhQK1TlY1OnMIfbYXfN7lKt2V29lt2WgoomPSdaV22DCdK6RNGg+luHw6Gzzz5bZ5xxhj755BN9+OGH+umnn1RcXKxt27ZZPiY9PV0HHnigpkyZomOOOUb2CP9SAQAA8cFpWo2dyg0AYWmmabBWQVi4YZYvSHGZXsgqTZ1TzWtPfbl2jyTpL68v18/XHiqpdhpsfVMlU5Iie9HhfA0zU5O0f8/2EX3eeBUqkAs1RTYcVuFtOFweb8SnT6Nl1DaYaNVhoAU1arJ8UlKSJk+erMmTJ8vj8WjVqlXasmWL9uzZo6KiIqWmpqpz587q16+fhgwZoqSkps3JBwAA8c/8Ztbt8fLZMYCwRbraxKqKzrdWW33sNe+mPaawrspde7uiyrrxxNKthRrVs52e+XZDWM8X6WmwJZWueo8pDuMYVAtZWdfEabDuEJ9ouUK0IX5l0RadP65Xk54brcMX8vO3UeJocopmt9s1bNgwDRs2LBLjAQAACcr8Btbj9YoFMwDUp7m6wVpNM8xKSw7rsQ6LyjqzYIHXxa8u1Xd/PUSf/1bdoGLF9uLQY4xwhVTgeDNSHPJ4vSoPEi4itGxTM4f/nTxU367fo7eX7ZAU/jTWYIKFdcUVLiVXBl9S4s2l2wnrYhSVdYmHOakAACAqmNesC/YmFwCsRPoNbPd2acbtf00eoszUJN147L5hPdZXUVXl9vitOydVV8cUlFdZPUyS9OXavLDHGOnKOqfb/3X3fycP1ZUT+0X0ORLJuN7tddH4XnrwrFE6bEAnvyYhTW0wESysK6qoUokzePVju/TwAmdEL9asSxzMTwUAAFGhyrxmHWEdgDA01yvFScO7al1eqcb16aDTJvTVSYM7h/0m2bdW2aptRSqp9P8Q4pIXFmnerzuDPva++euN2+nJoQOd5AivBW5+DV55yySVF5drw56yiD5HIrHZbLpiYj917pypvLxiv0rIpjYHCRb2Vbm9Kg0xVXlgdkaTnhetx8ufRQmHyjoAABAVzEUdodbjAQCf2g6JkZVkt+nvRw7QYQM6Sapdhy4cqTVh3TtL/BvwVVS5QwZ1krSn1Gncnn7oPn77pgzv6j/GCE+DPW1kN0nSwf06Gs0terZP8zumvgARwZkbTjS1yUOw74PT7TG6CXdvl6bjh3Tx21/qpOt6rPJN+WcabOKgsg4AAEQFc0Dn9npZRRlA2GxR9A422FAaGpScWhOe+ZiXCpD8p+pGwr7ZbfXZtAPVLr32LeL4Ph109WH99OBX1U0v3rjogIg+ZyIxd4C1amDSEMO6ZVluX5hboN/3lEuqXnPwx035fvsrqgjrYl0UvdShmRHWAQCAqOAxzfHweLyiwwSA+kRjDe636/dabl+xvahB5wms5tu4t3ZK6tg+HZplSmP79GS/MMBms+m8A3rpb8fvp7y8YqbiNYE5oFu2pVCH9m7X6HMd2LeD5XbzNOqMFIfW7vZfH9HcdR2xpfZnj7QuUVDHDAAAwlLpcsvlbr4/9M2VdTSYABCWKEyPAivgfK5779cmnTcrtbbO4ppjBkZVNWEwTa0gi1cH9O3YpMeH870vdbo1rFum3zZnM/4OR/OiG2ziIawDAAD1cnm8OvDOLzTl6Z/8KuAiyW06r2/NHQAIRyK8gTUHNH06x0ajgH27tG3tIUSlIwZnN/tzrNldqluOH6yjB3bWNccMlERlXUxrpvU5Eb0I6wAAQL12FVdqb6lTO4udqqhqnj/2zR1gZ7y1rFmeA0B8ib66Oqln+/QGP+a6owbogN7tQx5jrj7u0YjnaA1ZacmtPYSoYQ6UUxyRext+UD/rKbGS1KtDuu46aT+N7VN9DGFd7KLBROJp8quE0+nUq6++qssuu0zHHHOMJkyYIEnau3evZsyYobVr1zZ5kAAAoHWZ/zZ0NtMf++Y3out2lzbLcwCIL0Y32Ch6A/uvYwf63U9Lqv8tl8Nu020nDA55TEwuDxBF35fWZlPkGkyYpSbZdcS+netsv/PEIbXHJFcvAktYF7tqO1/zQ5UomhTWbdiwQSeddJJuueUWffXVV8rNzVVhYaEkadu2bXr77bd12mmnad68eREZLAAAaB3mKaoVrubpJueOwfehAKJDNL2B7dXBv+qtfXr91WUOu02dMlJCHuOOwbCOJeusRXK9wa5Zafq/yf5B7yUH9tbRg2qn2qbWBMaEdbEr9n760VSNDuuKi4s1depUbdy4Ud26ddNFF12k3r17G/szMzO1zz77qLKyUn/961+1evXqiAwYAAC0vCpTktZcf+zH4htRAK0rGl81kgISqnDDOknKblsd2I3onlXnmH06t4nA6FpWNIWorS3S1Z93nzREx+6Xo8sO6qPkgGm1F43v7Xc/pSas4/ds7IumKmI0r0aHdc8//7y2bdumww8/XB999JGuu+46de5cW37bp08fvf/++zr66KPlcrn03HPPRWTAAACg5VWZOsg1V1gXTuMKl9ujmz/6TXNX7miWMQCITdH8BrZz29AVc5LkqBn/Y2eO0PkH9tGdfxhS55i/HraPTh/ZTbPOHR3pITYbOyukN5ujBmbryfPHqq2pS7BPSsDUa19+3FwNotD8jG6wrToKtKRGv3x++umnSkpK0v/93/8pNTXV8hiHw6Fbb71VKSkp+vHHHxs9SAAA0LqcLRDWhbMe09xVO/XBql265WMq9gFI3igNHy4/uI9xOzucsK4mTenbsY1unTJMOZl131+1S0/WdUfvq6HdMiM30GZGZV3LuXhC7xB7q78P0fnTgrB4fQ0m+JlKFHVj+DBt2bJF++67rzp16hTyuI4dO6pfv35av359Y58KAAC0skhPg/3st91y2G1+i2KH84l/Xomzyc8NIP5E29vXTFO1U2Zq/dNgk+K0BI1coVZzfyn+dEBPlVW5dfr4PnX2UVkX+/jOJZ5G/1aw2WyqqKgI61iPx6OUlPo/UQIAANHJPA12+fYiXf7aUi3enN+ocxWWVWnG3F/1z/dW+XWWfeGnLcbtSUNzLB/LejsArERbtYm5GjmcJgttUx3NOJrWE23fl3iWkZKka47or/17d6izz17zfSCri13R2PkazavRYV2fPn2Um5ur3bt3hzxu+/btWrdunfr0qZvwAwCA2OA0VdY9+u1GLcwt1JmPL2jUuUqdLuO2ubNsXmlt1VzgYtk+VbSMBWASreHDH4Z1Vb/OGbpofK+w3lynJsVnZR3dYGsd2LejpNb5XvvCOirrYlftmnX8UCWKRr9S+BpH3HrrrUHXinA6nbrxxhvl9Xp15JFHNnqQAACgdZkr63zCWWPOivnNQkWV9ZTaYBV0jX1OAPEpWhddb5+erPl/P1xXTOxXp7rsyon9dM6YHn7b4nYabGsPIIoMymmrV84fow8vG9/iz+37J0hWF7uorEs8jV6z7oILLtCbb76pefPm6YwzztAJJ5ygPXv2SJK++uorrVmzRnPmzNGmTZuUnZ2t8847L2KDBgAALcsqrGss89TXiiDr3wWroHN5mqe5BYAYF8VvYANjuAvH95LT5dHLi7Ya2/p3btOyg2ohdpIFPwOyM1olbLHbaTARL/iJShyNDuvatm2rp556Sn/5y1+0YsUKrVy50th3+eWXS6ruzpSdna3HHntM7dq1a/poAQBAq3BGcPqpeS2niiq35THBQjkX02ABmHhjIH6w6gbrMM0P/cvh/ZWW7IjLqieyuuhAg4l4wPcu0TSp3rp///569913NWPGDI0dO1bt2rWTw+FQ27ZtNXz4cF199dX64IMPNGzYsEiNFwAAtAJXM1XWlZvCusE5bY3bTIMFEA5jaljrDiOkk4Z1rbPNXHHWoU393WJjFQ0mokPtmnWtPBA0GtNgE0+jK+t80tPTdcEFF+iCCy6IxHgAAEAUsqqsG9unbse5sM5lCusqTbfNAV2wabfmsI4KAQA+0RwKJTnsOmpgZ32+Os9yf0qQhjrxIHq/K4mlds26ur833R6v/vvFWk0ckqODe2a18MgQLnfN985O15aE0eTfDOvXr9f9999fZ/t///tf3XDDDVq9enVTnwIAALQyp0V4tnBTfuPOZQroft9VosteW6pFm/L9wrpg013NIV6w6jsAiDah1m5LSXK04EhaFmvWRYdQlXWf/b5bbyzdrqtfXaIHv1zfwiNDuHwNuTJSmlxvhRjRpLBuzpw5Oumkk/Tkk09qy5YtfvuWLl2qt956S6eeeqrefPPNJg0SAAC0rmDTYIOtORdKpelcD329QYtyC3XaY9/7Vc0Fm+5qrsRj/ToAsTANVqruDhtMSlIcV9ZF+zcmQZhD08Dqur1lTuP2iwu3ULUepcpq/t5qkxK/4T78Nfo3w4IFC/Tvf/9bLpdLBx10kJKT/X8BXXTRRTr66KPlcrl00003+TWgAAAAsSVYgwmrirv6uIOcy6+yLkiDiS/X7jEdwxsKIF5t2lsW0bUyW9ulB/bRqB5Zuue0EXX2pcZxWEdlXXQwz5wM/NUZ+D3yVXChdTy9YJMe+HK98TfRCws26sNVO1XurA7rMlKprEsUjf7NMGvWLNlsNv3tb3/TM888o5ycHL/9Rx55pGbOnKlrrrlGLpdLzzzzTJMHCwAAWkewNeTMU1rD5Q7yqX0402DNggV6wTzx3Uad/9Ji4w9eANHps9926/TnFmrG3F/rPdbXDTbaM6H2bZL19NmjdOYBvYxtJw7NUb+ObXTMfjkhHhnjovz7kihsISrrApdAK29ExTwio6LKrce/26TZi7Zo4eYCbS+s0H/eXan/fPi7SqmsSziNDuuWLl2qTp066dJLLw153MUXX6x27drpp59+auxTAQCAVlYVJDy7rxHr23iCVMSZQzyrqrnZP27yu1/awNDt6R8269edJXpvxY4GPQ5Ay3rh51xJ/pW09bHFYCp003GD9PpFY5SWHL9vvod1b9faQ4BCV9YFNmepcBHWtRbzB6NFlS4VVlQZ94srXJJYsy6RNDqsKykpUbdu3ertvGS329WrVy8VFBQ09qkAAEArCzbd9dPfdjf4XMFmr/pX1tV9vhvfXuF33/eHa0MxfRaIbg35EY315bWiuYttU7x03v66cmJfTT2kX2sPBfKf6hq4Jl1gZd0Nc39riSHBgnlWgdfr1aPfbjTu/76rRJLUJjV+w334a3Qsm52drdzcXHm93np/yezYsUPt27dv7FMBAIBWFmwabGOENQ02jHfrhY0M6+L0vTEQNwKn6YU8tub//FxHl0Fd2mpwTtu4bp4RS/wbTPjvC3wvv2pHcUsMCRaqTMt7lFe59f2G/DrHUFmXOBr96jl69GgVFhZq9uzZIY974403lJeXp1GjRjX2qQAAQCsLNg22MYJNg3U1cM26kspGhnUxOF0Oie2HjXs1bc4ybSkob+2htAjzS8Tm/MS4ZqA5mfM4j/x/v1r9RqQCvXWY/9YqqbSejpxBZV3CaHRYd/bZZ0uS7rrrLt13333asmWL3/5t27bp4Ycf1i233CKbzaZzzz23aSMFAACtpjFdX4NxhxPWBTSPsKrsK2vAmnXm56QCB7HmyjdW6OfNBTrlmZ/14FcNXycy1pin6Z36zM/6bm2ejnvsB3386646x/peNxyBc/kAGEJV1llVstKIqXWYlwAJ9oFkGyrrEkajv9Njx47VJZdcoieffFJPPfWUnnrqKbVp00Zt2rRRWVmZysrKJFX/8F900UU68MADIzZoAADQskqDfMLbGMGmwZr/SM0rcaqooko/byrQQf066snvN9U5vqwBHevMXWt5S49Y9uLPWzT92MFx/e94/Z4yv/vnPv2jJOnfH/6m44Z08dvnC+0zUnkDCwTj32DC/3ewVRVdQ36/InL8KuuCBKbt0pNVXty4mQWILU36rXbNNddo0KBBmjlzpjZs2KDS0lKVlpYa+3v06KFp06bptNNOa/JAAQBA61iwca++27DXcl9GSsOnYwRbjypw5uuRMxdIkqYM76p3l9ft4NqQyrpKc1hHaR1inNvjbdof8VEsv9TZoOPLnNVvWtsS1gFB+TeY8N9ntcxFQ36/IjI8Xq9ueX+Vcd+qsi4nM1UZqUkqZ1nBhNDk32qTJ0/W5MmTtXnzZm3atEkFBQVKT09Xv3791L9//0iMEQAAtKJ/f1C3M9yEvh30w8Z8DeyS0eDzWc2ozc5M1e7iSsvj312+QzmZKdpZ7Kyz/Z8nDg3rOStNTxrJKb0AIqugvKpBx5dSWQfUy/wZVeAHZlbLTJg/4ELL+HrdHn2zJs+4bxXWvXLB/i05JLSyiP1W6927t3r37h2p0wEAgChh9an7Qf2qw7oGNG00WE2D7d2xTdCwLiPFUacSQJK2Flb4TZ31eL3aU2J9DvMbj1/pdIcY5/J44rayLnCKnlmqRWdRXwVQWxZdB4Ky2apbK3lVt7LOahps4LqxaH5bCyr87ltNg81KS26p4SAK0EsbAACEZF675o0/j9X7l4xT18w0SVJj+sVZdYMNtZh1qdOt3SXWU+PMVXL/+uA3jbl9npZtK6rzfHfNW2Pczy2o0NpdJZr8xA+as2RbQ4cPtLpwuiXHqsqq4CFBh/S6b1Rrw7p4jS+ByPCtW1ensq7md/LZ43oZ2+L5NSZaBU49Lm1kx3vEj7B+qx1++OGy2Wx64YUX1KtXL2NbQ9hsNs2fP7/BAwQAANGjZ7s0Oex2/b6rRFLdrnLhsOoGu2p7dcCWkeIwprWFw9w44tPfdkuSZi/corv+sJ+k6qYVz363QT9tKjCO21pYrlvnrtLOYqfu+XytzhzdveEXAbQil8cb1kfuufnlevL7TTp/XC/tm93wKeutocIV/Oe/Y0ZKnW2+DxOYBguEZrPZJK+3bmVdTTCXkZKkfTq10fo9ZZbVdmhegWFdsG6wSBxh/VbbsWOHbDabXC6X37aGYDFnAABin8P30XyQT+jDEWqaW7LDLqlhYV1gZpFimip32yer9cGqXX77C8tdWralIOznAKKNy+Pxb+8YxDVvr9SGvWVasDFf8644sAVG1nShKuvaWjS0KaWyDgiL7yWjbjfY6p+5JIddWwurp2LOX5On4/bvJbQcV8D3paSSJh+JLqzfanfeeackKTs7u842AACQOGw2m7xeyVaT1jVqGmwD16QKpdLlUXrAtjTTOQKDOp+CsoYtYg9EE5fbKyXVH9Zt2FsmqeFNG1pTZYjKOqvXjjIaTABhqS6e8dapiPetS5visBnru772yzbd/cfRLTxCmOXH0Os2mkdYv9VOOeWUOttGjRqlvn37UjEHAEACshmVdQ1/bKhmrJmpSTplRFc9/t2msM5VWF6l9FS735v4FEd1WJdXar3OHRDrqrs3xufS0xU1lXXDu2Vp+Xb/9ScX5hbquR8366LxtRU/Zc7qmT+EdUBo9VXWJTvi8zUl1vVony6X260/j6eZZ6Jp9E/k9OnTddRRRyk/Pz+S4wEAADHA9wdEpKfBZqY6lGQP/edJTmaqcfvWuask+a/14psGu9Oiu2yb5LrT6E568kd9+bt1BR4QjeJxPSmXx6t/vLtSd330qyQpM82hrqafdZ9Hv92oX7YUGvdL6QYLhMVe8ylb4MuHr7IuibAuKmWmJemDyybo1JGsr5toGv0TmZubq9TUVHXo0CGS4wEAALHA1oRpsCGChrapSUp2BK/av33yYD1/zijj/k8b9kqSiirqLsQceJbzD+ilSw7qU+e4bUWVuvC5n0MPGogia3aWaHlA1+NY9826PZq/Zo827qmeuuuw2XT/KcMsp8Zv3FsuqfrDAl9Yl5FCZR0Qiq/qvNLlX94+d+VOSZI34Df6R8u3t8zAIKnu3yxAo8O6jIwMeTwh5rEAAIC4MKhLW0nS/50yzNjm+6OyMWGdO0RlXceMFOMNhZXjhnRR57b+1TZLthSqqKJ2bZfANyI+aUn2kGvyP//j5uA7gShyw9vLddHLS7S9qKK1hxIxgevqfbN+rwZkZ+i7vx6i5y86wG/fHZ+t0Zb8Mp330i/anF8d3DENFgitTU2DFl8H5UCfrdrpd/8vsxc3+5gABNfosO6cc87Rpk2b9Oyzz0ZyPAAAIMo4axaZ69c5w9jWlDXrQlXW9WiXpoFdMiz3nTK6h+X2R77doM9X5xn3fWGdO+B51uaVhhzXzG82htwPRJvNNRVm8cAZELJfMK52XTqrqfH3f7ZGv+0sMe7TDRYIzQjrnC6988tWLdlS6LeUxZBuWa01NISQFGK2AeJbo3+rDR8+XPvvv7/uvfdezZ49W6NHj1Z2drbS0tKCPubqq69u7NMBAIBW4qoJ68wVb0ZlXSPSulCVdZmpSerRPrC/a7V/HjdIqqqe7vr3I/rrv/PXSZLap6fo+Z9yjeN83SSdAZ0s7LbaNXuAeOAIVSqq6n/zsbK8XeDP6+T9cozbVtdZXuU/9b1tWpJUQVMZIBhfWHflGyuMbd9dfYhx++qj9pXd7dFLC7e0+NgQXH3r+CJ+NTqsu/TSS2Wz2eT1erV161Zt27Yt6LFer1c2m42wDgCAGOSsWXw6xbR2lK0Ja9aFWhw/yW5TuzTrP0+6ZKYpf291JU2m6ZhObZL9jiuucOuqN5ar1On/Zr7C5Qk5DRaINaGCb6k6YK8IMi082gSOM9PUMCKwSlaq7Rrr0zY1SSWEdUBQS7fWXefS3DW9U0aKzhnTg7AuyoRaxxfxrdFh3QEHHFD/QQAAIOZV1VS8JJsr65owDTZwuptZksPm9zz7Zmdoze7q6avm6ppM05S3koBQ7ruaphOB9s3OMEJGIB5UBFl7yic1qTasa0wVbEsqqfT/OW6fXhvCp6fU7fS6eHO+3/3UJLtK6hwFIJTXftlq3E5y2NXFogMzWkawV+gpo6yXAEH8a3RY9+KLL0ZyHAAAIEr5KuGqQ7Tq27UNJhoeAAQ2gJh2SF89+u1GSbXTPT7926HauK1ALy/aaoR1Zgf0bm/c/vjX3fU+58UTeuv8cb30YcAC2kAsK68KXTVnDr6DNV6JFu8u3+F3P8k09v17t9d1Rw1QmxSHbvrod0lSQZl/QwqCeKDhzOs+onVZrec7oW8HnTOut/bu5fuUiJgADQAAQvJVwqUmRbay7tID++iHv03UsG6Zxr6kmuq5gTmZ2r9Xe8vpb5KUluzQ2WPC+7Q5yW7T5Yf0VXqyI6w39CWVLj3+7Uat280fx4huFVVuudweXfP6Es1dWTeINlejBq4JF032lDpV6qytEvz3pIF++202m84Y3V0n7Jej8w/oFfhwAGG49oj+dbYt3lIoqToUshLYpRnNx+rvncP6d5Kd9TsSVoPDulWrVunll1/WU089pblz52rvXuupJgAAID5U+VXWVbPV1NY1JqzzVfi0TUuSw27za/oQuDZLqMXxQ3WVNTOvkRfOn7z/eG+Vnv5hs2a8uTys8wOtpdzl0fsrd+qtxVt1c03FWTDRXFlnDgSePn+spgzvGvTYwNeIDunJevWCMc02NiBemCvSA5nXir3/lKHG7bs+W9OcQ4KJ1Rqk5rWCkXjCngabm5ur6667Tr/88ovf9uTkZF100UWaPn26HI6660kAAIDY5fF6jU97U5Ls8tS8pzYq6xoxDdZZ0601teZNt7nYLbDrmSdEGhis6i6UUB9Q9+5Q3YV24eYCSdJPG/eqpNKljJRGrxoCNKuKKreKK4JXvpgXj2/NsM7t8ereL9bqkMFdNLFXuzr7i03r1R0xuIvRSMZK4JqXT541Uv06tYncYIE4lRTiF6D5w7h2abXrRf6cW9CcQ4KJ72+awwZ00ldr90jyn9GAxBPWd7+kpEQXXHCBfvnlF3m9Xr//nE6nnnzySd1yyy3NPVYAANDCqty1gZi5oqV2zbqG84UGvjcH5sq6wDcTIcO6gH3pyfX/WRNqGqxV+DflqZ/qXcQfaC3lVe6g3ZU/XrHd79+0L4RuDfPX5OnNpdv1t9eWWu7//Pc8SdJ+OW39pu5aCaw0yW6bEplBAnEuKURXUfPvXvPPmDm4Q/PyvVx3zqh9TSOsS2xhffdnz56tbdu2KSMjQ//5z3/0zTffaMmSJXrnnXc0ZcoUeb1ezZkzR+vWrWvu8QIAgBZUZVrnKsVvzbomTIOt8l8Dz6+yLuDNhDvE+QOr8NKSHEpPDl3lHyoHqG2kUXtQYYVL93+5PuQ5geYUqotreZXHr9LM3An59g9+9Tv29k9bbzrbQ1/X/gxZhd8rdxRLknq0T6/3XFOGdzU+LLjjxMFUvgJhClVZZ96X6hfW8fPVUnwfrrQx/R2TzHp1CS2ssO7LL7+UzWbTY489pnPOOUfZ2dlKS0vT4MGDdffdd+uPf/yjJOnzzz9v1sECAICWZQ7rku3mNeuqhQoSgvEtdB9WZV2Iqa5DTY0pJCm/vEqZ9byxsFtU1h0zKFtSbViXluQf+L21bHvIcwLNKdRs73KnW7/ULBAvSW8u2WbcNk9ra21lpuYRVgvW76mZrnvW/t3rPVe3rDR9dsWBWn378Tp2cJfIDRKIc+bfr+cf2Md/n+lDqjRzWJdOZV1L2FJQrk9/r+5s39lULVxKZX9CC+u3+MaNG9W9e3cdcMABlvvPOusseb1e/f576IVtAQBAbPFNg3XYbX4dyWrXrGu4ypo163yVena/yrrw16w7Yb+6b9TrW4w5MKu7cmI/XTS+uruk71Ntpp0gmrg8wdeae3fFDq3aWbu+24KN+cbtwEYMkvSPOdbTUJtb/84Zxm2rabtFFdVr1oU75a59ejILrwMNZK5G792xjfYxrfW4OLc29Df/bNX3ARgi45Rnfjb+Bskyfc2pHE5sYa9Z16lTp6D799lnH0lSQUFBRAYFAACig68KLiXgjX9TpsH6pu35zmlTiMq6EOcPrJJrl5ZkOZ6ph/SrfUxAP9hJg7ONcK6gvErXv7+qTgjALBS0JvO6c38YmhPyWJfHqx1FFXUe5zNn0RbtKq6M7AAtbNpb5jfddc3uUuO2edruruJK9b3+A6PBBMEA0HwCl5m45oj+xu3Vpp9R8zTM9qxZ1+LapDj0v5OH6qLxvXRQvw6tPRy0orDCuqqqKiUnB/9BTU1NlSRVVjb/L38AANByXG7fOm7+fzI0Jb+qNMI6i8q6BjSYCPTptAMtO15ef/xg43ZgZV2Sw+5XSff56jxtK6zwO8Zq6izQUsyVaOFUff5aU2kXrFHD7hKn5fZIWZRboNOeXaizn/pBkrQur9Sv22tVzfX8trNYJzzxo99jmXIHNB+HzVwdb1P7ID9vackOje/TXlLophSIjMAPVlIddh3av5OmHdKPvz8SXETrxxuzbg0AAIheVR7/9eV8fH8/NiRM8/FV1tQ2mAheWWdVHRSMw27T3tK6Hxyaxx7YDTbJblOblNBNKYJ12wRagtttDutC/1uVpO01lXVj+lhXZOSXNW9Y93bNGo+/bC7Q7IVbdNasRX77b/tktSTpoa831HlsqAXwATSNeWq81+v1W5su0MAubWsObO5RNS+v16t7P1+rOz/8tf6DW0l5wLp0/M0Bn6hf7GHnzp2aPn26xo0bp4kTJ+rOO+9UZWWlrr/+eg0aNKjOf+eff77x2Llz5+roo4/WyJEjdcUVV2jv3toOWV6vV//97381YcIEjRs3Tvfcc488pjVB8vPzddVVV2n06NE68sgj9e6777bodQMAEA2cvsq6IG+iG9UN1hXYYKJ2X2AoeNyQ6nXpBmZnKBz1/Y0beBlJdpvflJ9g+EASrcXtNYd19YdZxTXrvzld1v9m8y0aPETSiu3Fxm2rTsq/7SxRcYVLS7cW1tkHoPmY14Qtd7r91qG9eEJvv2N9exrzgVw0yS2o0Gu/bNMTX6+3rLyPBoHjOrBfx1YaCaJNVC8M4fV6NX36dGVlZWn27NkqLCzUDTfcILvdrhtvvFHXXnutcezWrVt13nnnGWHdsmXLdOONN+qWW27R4MGD9X//93+aMWOGnnjiCUnSc889p7lz52rmzJlyuVz6xz/+oU6dOmnq1KmSpBkzZqiiokKvvfaali5dqn/961/q16+fRowY0fJfCAAAWonL6NzqHxL4pmY05s/4wMq6UN1g/zi6h/p3yqjT+dXnuYsO0FUvL9a/jx1YZ9/5B/TSuD7t/LZZVdYFNrWwUup0K7veo4DI81WXOuw2vwXig6mo+flyuq3fmO4tq5LX663zsxApWwOmkVtZlFtgfBDg8/HlE5plPADqKnG6/KrKLz7QP6zz/V6OzngrfOY1Op0uj7H8RjSpCnitTk2yN+qDUMSfsMO64uJi/fzzz006Jlg32WDWr1+vJUuW6LvvvlPnzp0lSdOnT9fdd9+t6667TpmZtX+4X3/99TruuON09NFHS5JeeuklHX/88Tr55JMlSffcc4+OOOII5ebmqlevXnrhhRc0ffp0jR07VpL097//XQ8++KCmTp2qzZs3a/78+fr888/Vs2dPDRw4UEuWLNHLL79MWAcASChOd5BpsMathv9F6esGG3hOqe76OA67TeP7dqiz1pzPEYO6aP6VB8lqFb2rDu1X53GBzxhs2t0lB/bWUws2G/f/+tYKvXPVROtBAM3INyUqyW4Lug6dmW9KldPlttz/8Ncb9OT3m/TQacM0qbN1CN7cHvnWfwrseWN7qlNGSquMBUhE7dKT1TkjRTccs6/Skx11PrQyfnfGeGi0akdtpW+ly622qdFXqxStFX9ofWH/a12zZo3fFNNANpst5DE2m02rVq1q0OCys7P19NNPG0GdT0lJid/9BQsW6Oeff9Ynn3xibFu6dKkuueQS4363bt3UvXt3LV26VCkpKdq+fbtfeDhmzBht3bpVu3bt0tKlS9WtWzf17NnTb7+vKg8AgERRFazBhLFmXcPO5/F6jXOm1pzTPM2mMWtW2Wy2sD+FNlcTOWzBF+HvmpWmcX076qeN1UtoLNla1OBxAZHgW7POYbMFDa2Hds/Sym3V/0Z9XVhDvQGsdHl02WvLtHp4j8gONkxFFbUNJ27+w346io6HQIu496T9NH9tni48qK/Kisp1yohulsc1ZV3aaLI5v9y4XRGloViwKmgg7LCuNdZqycrK0sSJtZ9iezwevfTSS5owwb9M/sknn9Qpp5yibt1qX2x27dqlLl26+B3XqVMn7dixQ7t375Ykv/2+QNC33+qxO3fubPA1xFMDF9+1mK8pcFukjmnpx0XjmLiW6BwT1xKdY+Jamu/cvqqelJqKt9p91Te83vrPaT630/THckpydfjgMX10n+ywN/lazPsD95lnEbZPT5bdbh2AZKQ69NplE9Rvxod1ztmYMUXT46JxTFxL8GNcNWsqO+y2Omsu+sy5/EDt95/qD60rXB7ZbLU/axP36ahv1u9V21SHSir9q+3+8PC3evn80RG7lgUba9eHDmVvWfW6eZMGZ+vCg/tpz55iy9eSSIwpHv+NReOYuJboHFPgtiMGdtaRgzqrTUqSykM8zrw8RSx/DXaV1E6DrXJ7ovJa8kprm/7cccrwqBhTNP+8xINwr8XmDSOF27p1a1PHI0nq0aNpn97dfffdmj17tt544w0NHFi9Nk1ubq6OPfZYvf/++xowYIBx7JAhQ/Tcc8/5BXvnnnuuDj74YI0bN07nnnuufvvtN/nebHg8Hg0ZMkSzZ8/Wjz/+qAULFuill14yHrtgwQJNnTq1wdWBAADEsg+WbdcVLy/WuH4d9fplBxrbV20r0gkPfaPszFT9fOPRYZ+vsKxKI2/9VJK05v+OV7LDriW5BTr5ke8kSatvP14pITrU1afv9R8YtzfeNbnO/i9+26k/P7+wzjHmx0nSg2eN0pRRPeo9H9Dc1uws1jH3f62OGSm6ZOI+uvvj3+ocs/GuyXp9Ya7++cYyHTEoW89dNE6nP/a9Fm7K12Pn7q9jh3bVnIW5uv6t5ZaPjZTAnyOzly8Zr3Oe+tFv29njeunOU1liBog29322Wg99vkbnTeij204e1trDabRTH/1OizcXSJLev/IQDe/ZLvQDWtiu4gqN+7/PJUn7dM7QF38/vHUHhKgSVmVdU0O2SLj33ns1a9Ys3X///UZQJ0mffPKJhgwZ4hfUSVJqaqqcTv/W9E6nU+np6UpJSTHup6amGrclKT09Pehj09LSGjxu3yeF8cBmkzp1yvS7psBtkTqmpR8XjWPiWqJzTFxLdI6Ja2m+c+8tKK3eVlPd4zuuqLB6u8ftUV5ecdjn3lPzCbJNUsHeEtlsNuXnV59LkgrzS2S32xp9Ld3bpWlbYYWGd8tUXl5xnWOKi/wXv/cdE2hEdrok6cC+HbRgY76xPZq+59H2b4VraZ5r8VW32iSVldVWiQSqrNlXVlGlnbuLjK6wlWWVyt9bosP7Wr9Jbeq1VLk9KqpwaVCfTpbnn3vpOOVkpsput+nhs0frqld+MfZN6NXObwyx9H1hTFxLLIypsY+rLK/+XV1W7gz6Oz7ar2V3XpER1EnSzj3F6pZmj6pr+WZjoTG+0srqiuPWHlO0/7zEA9811Sf6Vli0cNttt+mVV17Rvffeq0mTJvnt++abb3TUUUfVeUxOTo7y8vL8tuXl5Sk7O1s5OTmSpN27dxvr0vmmxvr2B3tsQ3m9ipt/VD5W1xS4LVLHtPTjonFMXEt0jolric4xcS2RP7fTVb3Rt2Zd7XHVCZengef2raNVXT1Xvdac22/hu9r15xpzLS9fMkFPzl+jc8f0tByDOZi75MDexjHmNb8kKTM1WZJ04fheRlhXUeWOyu95Yx8XjWPiWureN7rB2mTRRqWWb/3FMqdb4//3jbE9yVHdWTBYJ9mmXst5L/6itXmlmriv/xrTi/99jDZszVdOZppxfIc2/k0kDurbIeS5Gzum5ngcY+JaouHcLX4tir4xhfu4L1b7v593ujytPqbAbVnpycbtncXOqBhTSz+usedOBNHXuzjAzJkz9eqrr+q+++7T5Mn+Zfper1fLly/X/vvvX+dxI0eO1KJFi4z727dv1/bt2zVy5Ejl5OSoe/fufvsXLVqk7t27q0uXLho1apS2bt2qHTt2+O0fNWpU5C8QAIAoVuXxdYO1jgka+neTbyHlVNNU15zM1EaNzUrfzhm65oj+6hLknHZT3GGebvvS1PGWx5sX6d+QV2p5DNCczN1gzQ1SAvkC9eXbi/22p1h0XY6U4gqX1tb8XHyzJs9oEHPL8YPUMSNFfTq28Tu+fZvk/2fvvuObqtc/gH+yuvekAyhlz7JBhgzBfd3j4gCVn7hxXMcF7/DqdYMDEcQBDhzoVRwoThwoQwHZe0NbWrp304zfH8k5OSc5SU7SpE3bz/v14kVyVr4nzXzyfJ9Hdt3T+RBR6xGemq1Rtz5QiqvlM+VMkh8GX/n1KO5bsbXVz685ZT+o/QvpzLpDhw5h0aJFmDVrFoYNGyZmvwG2DLj8/HzU1ta6TIEFgGnTpuH666/H4MGDMXDgQDz++OOYOHEiOnfuLK6fN28eOnXqBACYP38+brrpJgBA586dMW7cODzwwAN4+OGHsWPHDqxatUpWw46IiKgj8NYN1upjuE4oei89XkZ8BN68cQRgbGrGSNWRxgYMkkyjxOgwha2B/p28T1MgCiazpMGExUP7ZXedlMPcBNoD4UhZnXg5McoAo8kCk9GMARnKz5tO8Y6SMhf0Tw/auIioeaRNpNoq59dE4fOMxWrF6xuOAwAuG5CO3mkxLT42gbTp1iPn9vKwJXVEIR2s++GHH2A2m7F48WIsXrxYtm7fvn0oLS0FAMTHx7vsO2TIEDz66KNYsGABKisrMXbsWDz22GPi+pkzZ6K0tBR33nkndDodrrjiCtxwww3i+meeeQYPP/wwrrrqKqSmpuKJJ57AoEEsgEtERB1Lkz0TzuD0oVfriNb5RMyscwogTOydhpKS4NcjkQbr9CqCGPGRBsRF6FHVYLJl2Rl0QRwdkSuT/QumTqvB1D6pePuPE7j+jBxcMSANj6zeh3P7pgFwH6yLCgvOx32r1Yq5q/bIltUZbd1mo8OVbzMlJhzXDc/GxmPluHFk56CMi4iaT3g5sbThaJ3O6TVR6KxdZa/nCbR+5qAQrBuYEYsLB3Rq1bFQ6AnpYN2sWbMwa9Yst+vz8vKwb98+t+svu+wyXHbZZYrrdDod5syZgzlz5iiuT05OxiuvvOLbgImIiNoZt5l19v89JPooEjPrWmnqh1YSrVM7PTAx0mAL1jWZgUgG66hliTXrtBpkxEXg+zvOQEpKLEpLa/Dsxf3FALRS8Hna0CzkJEUGbCyr9xRh7aEyLLh2GLYVVKGo2tHworzOkRkbE+b+eXLPxNw2na1D1BFo0H4z6yokr1VNKj7EmMwWHDxdh55p0dAFeOq+0Wz7gSOSPwSSgpAO1hEREVHrEjLhnIN18HcarJhZ1zrBOtk0WKfgRlZ8BPIrGxATLv/QLNTXk9avI2opJrHBhO3xqtEo165zbiBxw5gc3Dmmi9cv27bMEuUvoMfK6rDlZCVmTorBjoIq/Osr24/kff/1tdvj6TTympRE1Pb4mTwfUlwz62xnU17vCNYJ2cCevPTLEby7OR93T8jF9SOyAzpGo6zpFpEcHxVERETkliOzTv6hV7jm66/uRjeZei1F+qu48xiev7Q/JnRPxuIr5WUvhMBDQ5P3D/VEgSbNrPPE+TkqBMa9Eb7A/nmyEh/+WSCbFjbt7c144rsD+GjTCfzjy72K+ydGyptGxITr2TiCqI1rK9Ngj5fX48KX1uL7fadd1jlnG5vsr4kVkmDd/DWHUFjV4PE23t2cDwB48efDzR0uAKCkphH7i2sAKNfxJRLwUUFERERuCTVenKeM+vtlXPhg2lqZNxGSqSbOwY3clGjMu6Q/+qTLi+ML3TVf/SUwH9SJfCHtBuuJ83qjykzQJrMVNY0mzFqxDc/8cBBLfzsqWwcAvx0qRX6l8hfavKw42fXOiYGbdktErUOcBtvK4/DmiW/3Y2d+Ff7+xR6Xdc5TVpUy646U1eHWFdtU397PB0v9HKnDeUs24tp3tuBEeT32F9mCdgmRnPBIrpr9SdloNOKDDz7ALbfcgqlTp2L06NEAgLKyMsyZMwcHDx5s9iCJiIiodTh+9XVuMGH73/fMOuXjtZQISZAwXO9bjZiaRpP3jYgCTNoN1hPnabA5yVEu29w6obvLsiazBQdP14rXH1u1G49+vQ9ldUZx2Zo9RW5v9+GpvXD1kEzxemmt0e22RNQ2iNNg/cisK6iob7FM9CoP78sumXUWKyrqmvDWxuOy5QVVjVBrmdO+auwvrsGXu4pc7ssdhVVYs7cYADChR4rPx6X2r1kh3CNHjuC2227DsWPHxAef8Et7QUEBVq5cia+++grz58/HlClTmj9aIiIialFC8WW9mykavk6Rae36LNLMOufadO7MGtMVr647hoFZrt3niYJNyAbReslmdf5iOnNcLmqr6mTLHjynN8Z1icN17/wpLmuyWFFaJw+wfb6zCJ/vdAToaiV1nd68djCG9EjDoZPl0ABIiDLggbN6oEmjwSdb8nHTqC4+nR8RhR6NOA3Wt/1OlNfj0jf+QEZcOD6/eVTgB+bEU8MH53VNZgvmfLlHdXDOarWiuFqeUay2MZXUte9sAQD0yEpA74RwcbnZYkWRfQpuj5Ron49L7Z/fn5Srq6sxc+ZMHD16FBkZGbjxxhvRpYvjzTk2Nha5ublobGzEPffcg/379wdkwERERNRyGt1MWxUCB1bYPtCq/fVdqFnXWg0mpOehtvuasJ3Z128tRAFgMqubBhsX7vgN/v9Gd0GkQkdWrVbj8qXQZLb41DylZ2oM4iMN6JIYiewEx5TXJy4diDevHYyLBnZSfSwiCk3ie7yKt70jJbVYvukkGprM+PmQbZpooQ/Zas3hqSSH89BNFis2Ha9QfexFvx7FyMd/kC3z9YfGXYVV4uWf9hXLPkf85+v94o8xzrU/iYBmBOvefPNNFBQUYOLEiVi9ejUeeughpKQ40je7du2KL774AlOmTIHJZMKyZcsCMmAiIiJqOcJUlginD6hC4KDJbMHM97dh5vtbVWXZidNqWyuzTnK73oIfAmH6oYnBOmoFjSbbc9Bbncd4yZe9Og9T0JQ6JKqtb+dpHBEGHQZkxHnNACSi0OdoIuX9fe+s+T/hhZ8O440Nx2Fp4fdJT2/jzp9JhBqcggsGZoiXlabtvmdvLCHVOUG5Jue6gyWY/+Mh3PPJTiyR1P3ca28kAQCvrT2CNzYoT6NlN1hS4vej4ttvv4Ver8fjjz+O8PBwxW10Oh0effRRhIWFYePGjX4PkoiIiFpHg/1LfIRTFpoQ6LJYbXVXdhRWo0xFrapGe826UMisy4qPULWPMJWGmXXUGo6V2qayegvWSYNw1Q3u6zg5Z6IcOF2runPs63/NU7UdEbVtGo36BhPCW+PW/Mqgd48tqWmUBRA9/TjgPJT3Np+UXX/4gr5i/VyhQ+zP+0/j7EXr8dT3BxQzjj/aWoDSGteswWte34j3N+fjtyNleG39cTH4V1Ap3/bVdcdc9r1nYq7bc6COze9PyidPnkTPnj2RnJzscbukpCR069YNp0+7tlMmIiKi0NboJrPOoBBsUxPLahIbVrROsE6j0eCnu8Zgyz+nugQg3RFOXeiMS9SSFv10CADwu4rpW9NHZEOnAS72YSrqA5/tRn2T8mO7c0IEbj7DVuZmbLck5LFuI1GHoPWjZp1ep4U0ec2f5hSefLW7COe+shGvrXV0Zpd+lHC+PefAYU2jI3vub5O6IzMhEgn2jOSi6kaYzBbMWPo7yuqa8PG2Qrfj+Gmf97hGn39+jRd/OoxfD9umBV86yP1r8rXDsrwejzomvz8pazQaNDQot3B3ZrFYEBYW5u9NERERUStxl1mn1M3VYrWirNboMcNOzKxrxSkfMeF6JEWr/1wiZCwxs45aU5WHbDnBneO74Yc7x2Bwtm9BtYVrjwAAcpLkU7ym9knDrDFd8cntY/DkX/r6dEwiavvcBdxKahrx7A8HcbjE0Ular9XgpwMl4nVfamGq8Z+v9wEAnvhqr1iWIj3WMcPvdI38s4enWGH3FFu37L7psQCAXaeqcfVbm91uf3leBoZ1tr2urrPX5fPmnU0ncdieGX1e3zS323mqu0cdm9+flLt27YoTJ054zZgrLCzEoUOH0LVrV39vioiIiFqJGKxzU7NOymSxYuhj3+HsxRvcfkhvMguZdW3nwylr1lFbodFoEB2m976hGyO7JsquRxt00Gg0GNolEVEKDSuIqH3SepkG+8/V+/Dh1gLMWrFdXKbXarCnyFGjrayuKaBjSoxy/Mi26Xg5AEA6g1+YyirwNCVXeD1LjbEd8/mfDuNYWb3LdlkJkbh0UCfcPSEX5/dLBwB8vOUkvtlbLH6eATw3rBqUGYeuSVFu1xO54/e7+ZQpU7Bnzx48+uijWLBggWJE2Gg04uGHH4bVasXkyZObNVAiIiJqeeI0WIM8WOdcpB4AahodmT/ldUZk2GvCNZos+OVgKUbnJLrtLhvKmFlHHUW4Tou3bxqJ6Ut/BwBcOijDyx5E1B5pxGmwyu97QldVaYDMuX7czsIqZKqsDatG18RIlNoz90trm+z/O7Lp6ozyJhGe3rKj7ME1aXBRycWDM3HT8CxYrcD5fdPw2Df7AQAPr9qLtJgw5CZHIzHKgHr7Z6Uvbh6JSIMOVdDgg/VHkZMUhXP6pLot/fH81awDSu75HaybMWMGPv74Y3z//fe48sorcf7556O01JYS+vPPP+PAgQP46KOPcOzYMaSmpuL6668P2KCJiIioZTgy6+S/Gms0Ghh0Gll3NecPyoKvdhfh8W8PID02HEXVtmLLrVWzzh9CgwmTmcE6aj1dEpW7EAZSmF6LM3ulYtP9Z3qcQkZE7ZsYd/PhdaDOKJ+q3+CmFqa/pJls1fYfB4slzR52F1XLSgB4qpknZNYpbTMoMw7bC6oAANHhjnCJ3ulzS3GNEcVOU28jDDokRBnQIyUWXaL04uuoVeGO1AC4dEg2Skqq3Y6TOja/PynHxMTgtddeQ+fOnbFz5048++yzOH7c1or41ltvxfz588VA3eLFixEfz4K0REREbY3wYds5sw5wDbjVSoJ10imjaw+VAYAYqANsH1LbCj0z66gVhdmfZ3On9gz+bbWhjFciCh4tHB3f1dp0olJ2Xcg2CxTpj4OV9U2oaTThZIWjhv7zPx2Wbe9p7MK0VaVOrIuuHCheHtUtSbbuobN6uD1mTLgOMeHKuVBajQZT7dNoBe/NGOp+gERoRrAOALp3747PPvsMc+bMwfDhwxEfHw+dToeYmBgMHDgQd999N7788ksMGDAgUOMlIiKiFmK1WtFgEqbButZjca5bVykpgC+tWddocv3A7qm+S6hx1KxjN1hqebERti9/8fauhcEU1oZqSRJR8AiZdUoZYWrVSYJ1ZbVGbD5RoepHrzqjWVZWQ1i2t9gxZbXBZEG5U0085ym37jLrkqIMYsbcsM4J+PHOMVhwuS1e8dC5fRBh0OHLWaOw9JrBGJ4jD9ZdOSTT7bjH5yYr1vMV3D6xu2OsceHomRrjdlsioBnTYAWRkZGYMWMGZsyYEYjxEBERUYhoMlvFX6adG0wArlk4j6zeJ9nXFtiqrG/CxmMVLvv+ZUC6y7JQxZp11JqE55KnL4GBEtaGpqcTUfAI9eibMx3+272nceOoLjhwugbT3voFgC1Q9s1tZ7jdx2q1Ytrbm1FQ2YCvbx0FRITBarXiu33Fsu0aTRZc+468e2v3ZHkTB6W37NvG5uD8fmmy19OYcD3OyEnCpvvPREpKLEpKqpEWG470uHDXA3iQk+y5iUQXSZOJgqpGD1sS2TQ7WOdOTU0NLBYL4uLignUTREREFEQNkow4pYYQTR5quAmZdW+tO+qybnKfNEQYdG2mJha7wVJrEoLELRGsa0uNX4goeIRXG08dVb05WFILAHjlt2PiMm8dYk0WKwoqbVNbz31lIwDgxlGdkR4rD5xV1Deh3qkmXr1TF3qLQlbgwMxYdIoLXNMLqf6dYj2uT44Jx/DO8dh0ohKPX9AnKGOg9qVZwTqr1YrVq1cjLCwMU6ZMAWAL0j344IP48ccfAQB5eXl4/PHH0b17d0+HIiIiohAjDcYpBQoq691/6G4y2z5wP/fdfpd1k/ukBWaALYQNJqg1NbVgsI4164gI8J5RHh+hl5W+cKeqocmnjF2lOnfLNp5wabDz7d7TLtttOl6BqoYmsWSAUpwxMSpM9Vjc+ejWM3DlK+vF6+9NH4ro2EhkRXr/EfKVq/NgtlhdOucSKfH7HbmpqQkzZszA3/72N6xatUpc/uijj2LNmjWwWq2wWq3YunUrpk+fjoqKikCMl4iIiFqISRIk0Pj4wbLRbMH/thYoruub0bay7oWucc41dIhagvBlWcdpsETUQoQsW6ObH6nMTlEpd69PF7660acfGtx1kD1eXq9q//c254uXhaxAaSnOqADUyx3hVMeuV1oM8jonqN6fgTpSy+935I8++gi///47wsPD0bt3bwBAeXk5vvrqK2g0Gtx33334+OOPMXbsWJSVleHNN98M1JiJiIioBZiaUSuryWRBXIRyAr9SZ9lQFhNmO4/qBs/Td4gCzWq1BnUarE6rwU2jO4vXmVlHRIAjWNdoUg6eOQfVDG5en+qbLDhdo74TvD8dZJfdOEK8bJSMV4gnShtkBfrzx/DO8QE9HpGU34/W1atXQ6PRYNGiRbjtttsAAD///DNMJhNyc3Mxa9Ys9O/fH88++yzCwsLEabFERETUNoiZdX50iDSaLYgOcwTrpF0mlTrLhrKYcEdmnbvuckTBIJ2CptcGPpCm02rwl/6dxOvMrCMiwPFaYFQI1pXUGl1quBokrx3OPyxIt7XCcx085zp03sRF6NG3kyNb/+dDpXht3TFYLI4GWdJMtkB1op85ugsiDVo8cFaPgByPSInf78gHDhxAVlYWxowZIy777bffoNFocOaZZ4rLkpKS0KVLF5w8ebJ5IyUiIqIW5ZgG6/vHBaPZAqPZ8aFbWhy6rRWxjw63BR0tVqDOj1/9ifwl/eLqT9DcG5PZIvtiHRaE2yCitkfIQGs0ub7n3fPJTpdliVEG8bLze7zzrE9PzakaFG5P6s1rB8uuG3RaJMc46tAdL6/HknXH8MX2AjEoKL39QH3+uG1cDtbcMQa5ydEBOR6REr8frTU1NUhMTJQtW7/eVmhx1KhRsuU6nQ5Go9HfmyIiIqJW0JxaWUaTPFh35ZAs8XJby6yLkHy4X7O/pBVHQh3NvuIaAECn2PCAZYRIWazyICCnwRIR4Misa1QIrO0tqnFZlhkfgbxMW4bbZUOzZetqG+UBuCaz++y5Bg8/iE3tnYoBGXEY2iVBMk4NDDotOjl1iz1aUidOg5VmDAeyXpyemcgUZH4/wuLi4lBcXCxe37t3L0pKSqDT6TBihGPeeH19PY4fP46UlJTmjZSIiCiE7T5Vjb2nqlp7GAFlakatLKPZikZ7VtCVgzOQGOn41b2tBeukzTX+87Vrd1vquGoaTfh6TzE2HysPyhRpIeAdL3n+BJo8s45fPonIEbgvrTV6nLYqyIgLx7xL+uPR83tj7vl9Zetqjb4E62zrBmTE4pOZjpjCQ2f1wBMX2o57/sAMcbkw/XZQlrxx1cnyOsz/8RAAYEh2PMZ0T8aVgzO9ngdRKPH7HXnQoEEoLi7G6tWrAUBsIDFixAhERzvSQZ9//nnU1dUhLy+veSMlIiIKUTWNJkxf/ifOfWGtrMZUW/fTQVsWWVF1o5ctXRlNFrEwdbhehx6pjs8GbW0aLJE7D3y2C//4ci8uX7wOn+08FfDjWyyu3QwD4ZmL+gEAnrpsoGyaO7sUEhEApEQ7ppYeKK5FQ5MZH2zJx4myOqRKpp0K0mPDkRBpwPn90hEZpsOj5/cW11U1yDupu+swCzgaTEQadOiSGIl5V+ZhQo9knN0nVdwmMszxg1+svUyFc4OLjzY7SnDVN5nx3s2j8dAU1pejtsXvT8vXXnstrFYr7rvvPowaNQqfffYZNBoNrr32WgC2TLuLLroI77zzDjQaDa677rqADZqIiCiUVDeaFC+3dUs3nPB7358OlqLGaLsvosN06JESjdvH5eC+SbmyQtRtkZosA+oYNp2oFC+v2FIQ8OML+SeaAAfRJvVMwW/3jMNfR3aRZdb5M+WdiNqfmHC9+HpQ22TCu5tPYt6aQzj3hV/EKfnSTDUhaCY4v186Btuz3Zw/F7n7nPT1zkKsOVAKwNEI4oph2Zh/SX/ERTiyi6UlAQZkxAKAx88VhVUNHs6UKHT5/Wl5/PjxmDt3LsLCwlBZWQmdTodbbrkFU6ZMAWD7ULF//37o9Xo888wzGD58eMAGTUREFEqkwZuK+qZWHEnrO3+grbPkjsIq7C+uBQDERtg+xN84qguuGZbtdt+2wtKOsicpcIKRVSu8tgQjhiZkuEpr1jGxjogEfTrZAmH1TRbsPmWrU1drNKPWHmyb3NNzmSt3PzI8vGqPy7IT5fW4dfkW/HjAltEfaXAfppCW0rh6qK0e7v5i1zp6gr9P6elxnEShSu99E/emT5+OSy+9FEeOHEF2djaSkpLEdTk5OZg7dy7OO+88pKamejgKERFR29ZkcnxJr6xvAhI9bNyOnD+wE77a4Zj6t/rWUVjw6zHx+sESW7AuLqJZHzdCTqPZwsLS5CIYGZcWe2qdNogZb3qtBkOy41HTaELnhMig3Q4RtS1R9ummDU1mJEQ63sdr7DXoMuIdTR1MCj9WCKUwnB0urXNZtv+0PNgmzaRzJn05TLJ3ofX0Q+mQ7Hi364hCWbM/acbGxmLQoEGyQB0AhIeHY/r06QzUERFRu9dkcXwgbfJQi6UteWvdUa/bXDOyq3h5aHY8UmPk3diED+px4e0rWPfy2qOtPQQKQcFIuAxmZp1Ao9FgyVWDsPz6oZwGS0SiyDDbe3dDk0XWfEZ4b48Oc7y3R4W5No7y1NlVavGvR/DQ5/Jsu8z4CLfbS4OA0fbbvf8s1qOj9icgn563bNmC77//HkeOHEFtbS2io6ORk5ODM888E2eccUYgboKIiChkSYsle+py1lbsLKzCvz/f5XU7SV16MXtuQFY8VjsV2o9tB5l104Zm4f0t+QCAj7YW4EF+MSAnQcmsE4N1wQ2iaTQaMExHRFLCVNT6JrNiTbiYMB3un9wdm/OrcH6/dJf1Rg+fh/YV16DJoIcBwNKNrvVxM+PCXXeyk45FmGqb7SG4R9RWNevTc01NDR566CGsWbMGAGQt6zUaDd58802ceeaZeOaZZxAfz/RTIiIKvsMltVjwyxHcMqYrxqfEtshtNkl+5VWaCtLWnK4xyq4/MFk5MCXtIikUl545rhue/WafbDtP01nairsndBODdYDt72xoZovOOqNZViib2rZg1DIUDskurUTU0qLsmXP1TWbZ+x9gq3mp12nx16FZuPPsPigpqYbz7xV6D5m61769Bd1To/He9UMV12d4CL5N6ZuOkV0SMCgzTlzm7kfBN6YNdnscolDn9zRYi8WC22+/HWvWrIHVasXgwYNx3XXX4dZbb8U111yDgQMHwmq14pdffsHs2bMDOWYiIiK37vt0F349XIbrl//ZYrcp/fXYZLFixZZ8rNxe2GK3H2jOgYH02DDF7aRT5oSAXIRBJ3aAE8SGt/2AlHPNsN2nqpt1vA2HS3Hmgt+w4OfDzToOhY5gzIAXMusYqyOilhYp1KxTqD2n5oemh85yNHZ4/uo8l/WHTtfiRHm94r4Zce6DdWF6LRZdNQi3jM0RlyVFuX5O+WTmCFlAj6it8TuzbuXKlfj999+RkpKChQsXYvDgwS7bbNmyBbNnz8bvv/+Ozz//HBdddFFzxkpEROTVyYqGFr9NaZ260zVGzPvxEADggv6u00LaAucfwyP0yh/K9bJgneMjRWFVo2y72HaQWeccwKxXWYvHnSe+stXneWfTScyekNusY1FosAZlGqztfx2jdUTUwoSAnFLtOTWvd8O7JODXu8chwqBFSkos7l2xzWWbK5ZtUtw33sfyGc71NpfdOAJdEiNdsv2I2hK/M+s+/fRTaDQaPPfcc4qBOgAYOnQo5s+fD6vVik8//dTfmyIiIlKtuVMT/SGtU1dnNImX1RZXDjUap8BAuF7540KYZLl0CkpRtTxY527/tqy8zn3nOTU4rbH9cX7eBIKVmXVE1EqEphH1Ta6ZdZ7q0Un58v6/59Fzcd+kXMy/pH+zXk8z4sIxqXea3/sThQq/Pz3v378fWVlZGDlypMftRo0ahaysLOzfv9/fmyIiIlLNoJW/tZ0orw960Ez6kVXabEJp6khb4JxZF25Q/rgQI+ny6uuv4G1dWZ3R+0YeeKrlQ21TMP6kZnuwjpl1RNTShGmwVQ2uP041+vH55tphWW7X9U2PQWSYDtcMy8aZ3ZN9PrZUj9ToZu1PFCr8DtbV1tYiMTFR1bZJSUmoqqry96aIiIhUk2bW/bCnCJe+8Qfu+9R7Z9PmkE4HkU6P3FnYPt773E2DFX51B4Do8I4WrGteZp3zlJ32ori6ERXNvG/aCudpYMH4iwo3EYysPSIiT5KjbXXgdhS4fpbxp5/ODaM6u10XiNpy714/FJcNysDDU3t635ioDfA7WJeamoqjR4+iqcnzBzKj0YgjR44gObl5EXIiIiI1pBlLM9+y1UL543hFUG9T+qFVmsX30Od7gnq7wWJ2+hTubhqLNEBncBN8+v6+CYEbWAipqG9eQErfCtO1g626wYQLXt2IKYvWt/ZQWoTz8yQYDSaE22insV0iCmHDutoScwqc6tACwPQR7gNv7oR5mBIbEYDO6L3SYjBnak+kxIQ3+1hEocDvYN3w4cNRU1ODJUuWeNxuyZIlqKmpwfDhw/29KSIiItWcu3YKyps5bdETeWZd25z6KvXlriLZdXcfsKVBvGhJll2/9Bjxcvd2Oh3FnylAUtFhjkBnk1Ptn2/2FGPziYpmHb817D9d09pDaFEmp2CdSWUNJ18ILy2scUhELa1TfKTLsn3/PRevT8vDbWO7+nw8d1n6ABDpptwGUUfm97NixowZ0Gg0ePnll/HII4/g8OHDsvWHDx/Gv//9byxatAharRbTp09v9mCJiIi8OV2jHJQ7e/EGnKoKTqdY6Wy47U7TRSz+zBVpRUXVjfh+f4l4/fK8DKTYp8I402g0uPmMLrigfzr6dYoVl/9tcnfZNu2RURKsO13T6HMNu9RYxy//h0vqxMsHT9fiH1/txS0rtjd/kC2sqsHRXKWtPe79YXaaBmsMQmqdcBvMrCOilib9EQ6w/UAXrtdhcFY89Drfwwieyj8Y/DgeUXvnd4GZAQMG4N5778X8+fOxYsUKrFixAhEREYiJiUFNTQ0aGmxfiKxWK+69914MHDgwYIMmIiJSYvSS7bT2UBkG5KYG/HYtcHxJP15eL1v368ES9EuKCPhtBpLVasXOwip0TYzCAUl2lEGnwd+neK79csvYHDjFLJCXFY/7JnVHTpLrr/LthdAJr95oxnmvbAQAbLxvvNdGAA1NZvx2pAxltY7g3oGSGvTpZMtGlD5+vt5ZiOGdYlyOEaqqJcE650BWe+Q8DdY5QzIQxMw6RuuIqIWp7QwfCONzk4J2bKK2qlnPuJtvvhkvvvgiunbtCqvVivr6epw+fRr19fWwWq3IycnBCy+8gFmzZgVqvERERG5d+NJaj+uDleTlKS5RZzS5Xxkivtl1Cje8uxWTFq7DzsJqcXlzsqOmDc3CmG7t98O3MA22tNZRy+cHSUaiOwvXHsHfv9iD1TtPicuqGx11Do2SgM/CHw8GYqgtxiR5IjgHstoj52mwwQjWWZhZR0QhIiwA2W9P/6Wv4vJkNxn8RB1Zs1u3nXPOOTjnnHNw7NgxHD58GDU1NYiOjkZubi5ycnICMEQiIiJ19he1Ts0si4doXTCmxgXaf790NMJ4Y8Nx8XIbGHqrEbI4pdN65q7ag7P7uGZuCtuuP1qGFX8WuKx/7sdDOKdPKlJS5LXwdua3rW7C1g4WrFNqMGG2WAPa6dcRrGO0johalyEAjZF6pipni8dGdKyO8kRqBOxZ0bVrV3Tt6nuhSSIiotZmslixv7gGvdNixGmMNY0mvLc5H+f0SUNXL9M5PcUlKoPY2CJQTjpN3RUwPOCekAFnMnvOrlry21G8tv44XrlqEGZ/vNPt8c5ZvAFA254KJH0edMRpsIDt76/TNr+roUC4CQbriKg13DMhFy/8bKtNX6jQFdZXWQkROLN7Mn45VCouO7t3Kl/jiBSoymW1WCwB+UdERBRqGprMGP3cWkxf/ide/NnRLGn+mkN4dd0xXL70D1nGkBJP62uNZrfrQp0+AL+ityc3jMkRLxdUNsBqtbpMhTwkaRZR02jCa+ttmYq3fqiuYcTaw2XNH2grkU6b7ggNJoS/vTTbpCnA6ahCZh2/xxJRa4gLcMabVqPB/Ev6y34EHdY5PqC3QdReqHr29e/fv9k3pNFosHv37mYfh4iIyF9KX3g//TNfvPze5nzcN6k75n2zD1/sKhKXHy6tQ2pqnNvjeopL1DWGfs06dwxadmeTeuSi/rhhWCYmvrQOlQ0mVNabYA2XP6gOnK7BOPtl587AoaS81ojqBhNiwgP3RczcwabBCsG6cL0WTWZbUL4pwD9OC3ejt8YlRETBEMhp/VL1kh8ypXVbichB1adwq9UakH9EREStqarBhBNlddh0vEJcVqMQTHMu7K/38mGVmXUdR0y4Xnw8NJotLpl1FfVN4uWGpub/7QNxDGf1RjPOeu5nXPrGHwFtiiAN0HWkabB6rVYsvO6tI7WvhAxFxuqIqDXUST7D9E0PXHdy6WejiwakB+y4RO2Jqp9T33777WCPg4iIKOheXnsUL689CgB489ohGJARC4OK7mbewg4eM+vaQDdYd24dm9PaQwhJYTotTBazrT6Z07TH7/eVYM3BX/HQ5O6oC0Cg7dMdp3D1kKxmH0eqqLoRZbW2WoprD5dhcs+UgBzXJJsGq/IX4TbMEazTIEyvhdFsCdo0WGbWEVFrqJL8oPncpc2fbSeol7w/JkaxEyyRElXBupEjRwZ7HERERC1qV2EV+qTHYNV2eXdO50wpwLWJgDNPwbraFp7esS2/EplxEUiJCff7GFN7p+KhC/ohXsN6s0rC9FrUNZnRaLLA4DTtcdepagDAde9swdypPb0e6+IBnfDZzlNu1zeaLDhSWoekKAMSogzicqvVCo2fARxpEPGhz3fjneuGoG+nWFX7esoilT5PzFZr4LqYhSjhtUKn1Yh16wI9DVYI/jHLlYhaQ/eUKPFyajM+VzjrAJUSiJotKD96mkxtN4uAiIg6BoNOi+V/nMQfR8tly8sVurcqBfCkPAUwPt9W4HV/weYTFfhqd5H3Dd3442gZZr6/DVe+ucnvYwC28+mRFuN3MKi9CxMCM2aLx9ps644oN4sYnZMoXu6SqNxp+Lx+aQCAnYVVmPb2ZlyxbBNM9imrL/50GCOfW4tlG4/7PPbK+iZMX/6nbNnTPxx0s7XcjoIqDH3sOyz/4ySufXszRsz/BZe98QcaTbbgn0kSqHpv4zGfx9bWOGfWAUCTKbDfQIVp+rEBrC1IRKTWhO7J+Pe5vfDBjGGtPRSiDsfnYN3u3bvxwAMPoKGhwe02F154Ie688042lCAiopBl0GmwQtJcQjDrg20uy7wVy1fKpYmXdFD7bEehqjHd+uF2/Hv1PuwtqlG1vVST2YIrX1kPAKhpZjZfE3/y9kiYOn2quhH/+WKX2+1qFOoVpsaE4c7x3cTr/TOUM9p6pUYDAH48UAqzxYqK+iacqm4EALyz6SQAYNGvR3G0rE5xf3c+2lrgsmxnYTV+U9GF9tGv96O8rgkv/HwY+0/XAgCOl9fjp32nAcg7ob784yGfxtUWmSWZdWKwLsCZddX2YF0gG4EQEaml0WhwYf9O6J4SHdDj5mXZmnbFB7jbLFF74lOwbsGCBbjyyiuxatUq/Pnnn4rb5Ofn4+jRo/jhhx9w5ZVXYvHixQEZKBERUSAZTRaU1Lhm0Z2ocP0xyuTlC7g0s+6iAekYn5uE+yZ1F5ftLKz2aWwnK+p92h5wTL/0R2Z8hOy6t2m/HZ0QmLn/093Yme++46u0kYmgor4J4XrHx6+ubjLrRnVNdFlWZzQj3+mxMe2tzWqGLHIXeL77k53i4/iDLfl4+vsDLttWuelsfMs7m3HwdK2sBlFHIDTR0Gs1YgDXGMCGHYAjWMfMOiJqTx6/oA+uGp6NJVfntfZQiEKW6mDdkiVLsHjxYpjNZnTq1MntdlFRUbj33nuRlZUFs9mMBQsWYOnSpQEZLBERkVr3T+7ucX1dkwXR4TpVx/KaWWdffdmQLPzr3N547tIBSI911HbxNSvmm73FYhdItU6W+x7gEzjflLfgZEcXpqIpiTv/N7qr7PEUG2HA1UMykRojL7DdK821615dkxljn1ojWybNZrNarXh300mMfWoNNp+oAGDrJvvPL/finfVHAQBaSWfjuyd0Q0Kkow5eTaMJe05VY/6Ph/C/bYUY9dxa7CqoFNeHe6ib9te3NuOAPduuoxCC2jqtRnxMBHoa7Gn7DwpJ0SzATkTtR6e4CDxzRR56pAY2Y4+oPVH1afPo0aN46aWXAAB33HEHvv32W5xxxhmK2yYmJuKWW27B6tWrMX36dFitVrzwwgs4ceJE4EZNRETkQWKkATlJyhlLgiazxWvQpVuSrbCy2pp10hpvWZJstWQVnc4skuy8Hw+U4vNttumK5XVGjzXxBI98vV92/ZPt6qbeAo4MIcHUPqmq9+2IIvT+B+tmjOyMrkmRyIiPQM/UaITrtbh/cg98dcsocRvhUZQWKy/mXacwrVbq2ne24PmfDiO/oh63rNiOaW9txvgFv2H1nmL887NduOm9rXh1naOW3DXDsnHr2K7i9YGPfIvrnerZ/edzW0kTq9UK54TLc5weJ9sK3GcZtkcma/CnwRZU2jJ9s52yX4mIiKh9U/Vp84MPPoDJZMI111yDu+66CwaDwes+BoMBc+fOxYUXXoimpiasWLGi2YMlIiJyRxrQeuXqQRjVNRFzz++DW8Z0ldUIE5jMVjSaHF+s37luiGy9XtLh0VuwTlgtSVpCp7gIDLbXZHEOhilxnnq68UgpJr70G85evAE3f7BNVcBO6snvDqDJbEGTiml5Qhbfq1fn4eUrBuKiAe4z6AmIbUaNHZ19yuRPD0zE8uuHiss1Gg0OP3E+5l3cD5/fPBIAUGyvUSeY/fFOxWOaLVY0NJldMtsOlsivb5cE064clg2dVoPLBmV4HO/vR8uw8JcjOFJWh6LqRoTptbg8LwNTeqXiH2f3wq93j/V+0u2UrMGEOA22+Zl15XVGrD1UCqvV9ncFoDoLmIiIiNoHVcG69evXQ6/X47bbbvP5Bu69915YrVasW7fO532JiIjUksbTkqLCoNFoMOvM7rh5TFfMGNkZ0WHyL7tNFgsa7MG6r24ZhT7p8kL/JosVevsXcO/TYG3rtU7dUzPs2TAfbHY0sjheWoeSWketvJJaIw6frnGpdVVnNIuNIrbmV2Huyh0ex6DkjOd/Rc+HV+OElymywvjjI/UY2TXR5TxIzt9i//06OR5j4XoddFr5/azVajCxZwo6xfmWRVVa2yh7TKlhlmSDXpHnGrC7bWyOePnN30/g6jdttfEGZydgztSeePIvfRFh0CHCoMOS6ztml0CTpMGE8Lf09lqhxtmLNuC+T3dh04kKMZtRx+ckERFRh6IqWHfixAmkp6cjJSXF5xvIyspC165dcfz4cZ/3JSIiUkuaeaZV+F770uUDZdcbmiziF+sIg+3t8MtZo2TbCF+QvU+Dtd+u07vq6t3FAIDy+iYAQEVdE8589kecu3gDzBYrPt1eiHMXb8Dk+T+7ZFFtPlYuu/7+745yElarFfkV9bJz1ttPevqIbJfxfbO32OP4hfuBQTp1YsJcs5wGZMTi0kGOjMQuksYRI7sl4d6JuXjwrB4BG8PlkgDbG2uPYO6qvQCA5CgDxvZIlm2bpTCFckrfdPHyg2f1QLJTTbRBmXGKt3vR4EyXZef074RnLuqHUV0TVI+/PRC7wWo04nPH1wxYJcIRpI1p9B7qBRIREVH7oypYZzQaER8f7/eNxMXFoaHBtbseERFRoEjjaUpBJ+dpZKdrHMGxcL1tnXONMOELstrMOo3T7T4gaXJhtlhxoKRGvP7W7yfw+HcHxOt7i2tk+yo1jBACAV/tLsbFr/+Bf3y6Eycr6rF0w3ExoHjDqM4u+/10sNTj+K3M3vGJ8HgRDO8cj+cvHYD4CEeZkE9mjhAvV9QZce3wbPTvJM/e9GbmONfp2wBwVq8U/H1KT/H6kl8OY7e9G3BpXROWXD8cQ7LjcPGATnj0/N5YccMwTBvZRXaMc/s7AosajQaf/d8IbP3XVCy/figeO78PhndJwH8v6ONy238d4fr4AoDJvVKw8IpB6J5iq/PYLaX9Fw2XToMVAvXNjdVJg32V9Y7uu3rnXwKIiIioXVP1zp+QkICCggK/b6SwsBDR0e3/QxsREbUeaYMGpZhTlEEeYPl+f4m4bZgka0XIWPpL/3QY7NlqDSbPdd+Em3a+2SsGZ4pjKahsQEOT4ziLfzsq21bo+uiJEJD7fv9pAMC7G4/jktf/kB0r0qDDnKk9ZfvtLZIHAp05pkR6HQIBkPYluWBQBl65Og8JkQZZDUSpmgaT4nJvbhiT47KsZ1oMnr6oHwBgeJcExf1iwvV47a+D8Y9zeuG8vumIMOjw5GUDcUG/NAC2TDqtU/pphEGHhKgw9EmPwbl9bdud2zcNR5+6AM9d2h8XD+yE724fLU4Nd+e+ibYAdXM65rYVsmCd/cljgedoXVmtESYPdSSlPwy8u/mkeFmvlC5MRERE7ZaqT1K9e/dGZWUlDh065PMNHDx4ECUlJejatav3jYmIiPxk9ZZZF6ZcZyxcr5VlxN03qTuW3jAcD03pgWh7bTJvXTjd1azTaTXonGjLNPp6T7HbYA4AvPTLEY+3AQCNJgsq65tk0+Ok4iL0MOi0mNA9WXG9O2ZJ7S3yTvp3jpXUrxuarTwLobrRv2Bd56QoLLxiAMIl3WelzUr+fU4v2fZpMWF44dL+bo83Z2pPvP7XPFwx2HNTCWdndk/GP87uhUQVXY0N9iCdmsYmbZ3J3vlV+rzxlFl3sLgGZy/egBve2+rhmMoH4HOTiIioY1EVrJs0aRKsVisWLVrk8w0sXrwYGo0GI0eO9HlfIiIitaQZLUpfa6PCdIq17CKcMu7C9VpM7mPLRhJqk9UaPQdbhLCE0vE72euF1RrNqG/yHPTzptFkwZRF61Fhr4HnbP2cswAAydFh+Pzmkbh4oGOq48K1R1zqaX20tQBv/37CbbCRlEmz0qTNJib0SMa8S/rht79Plm3fJSnK79sanZOED28YLl5vlGRndoqLwLjcJPH6qlmjMM5DoDbCoENeVnxQ/85CBliTpf0H66RBbkfNOvfbf7HNNktlX7H7TFeLmwMwWEdERNSxqArWXXLJJUhISMBXX32FhQsXqj74K6+8gi+//BI6nQ5XXXWV34MkIqKOqbrBhL++uRkLfjjgdVtvmXU6rQY/3jUGlw+VN2CINLg2CxAImXW1jZ6DbFY3NesAYFwPW3OmGqMJBZWu9Vtjwt3fPgD857ze4uUNR8vdbtc5IUIcLwBkxEXgIUlDg7d+P4HtBVXi9dM1jXjmh4NY8MsRNJmFYJ3HoZCdtNZ/TITjPtdoNJjYIwVZCbbmEsuvG4qzeqVg4TVDm3V7mZIGEZcMkTd4eO7S/njkL/3wvxuHKz7+WprBfuc0mayoamjCmv2nPWaUtmXCadmmwdouuwu2AeoCbt6a2RAREVHHoCpYFxMTgyeffBJWqxUvv/wypk2bhjVr1qC2ttZl25qaGnz//feYNm0aXnzxRWg0Gtx///3o0qWLwpGJiIjc++DPfBwsqcVz3+33uq3FSzdYwDYVts4pS845s06+vcrMOqEbrEKwJNYezKlqMOG19a6d0YVAmdT7M4bi9enD8dpf83B+P0fXzn+v3ud2DEpTFA1OHSQ3HC0XA4ulta418phZp470foqPNLjdrne6rb5cIJot3Dq2K3KTozBzXK7LWG4Y2w05yf5n7wWS0AjBZLHg3pW78NAXe/CKU33G9kI6DVZNZp2aYJ2FwToiIiICoFzAR8GkSZPw4IMPYv78+di6dSvuuOMO6HQ6ZGVlITExESaTCeXl5SgqKoLZbIbVaoVGo8Ett9yCG264IYinQERE7ZUvWSbSTT1lGM09vy9W7zwlXj9S4vrDk0CY4ljjpWad1eo+My3W3iH0xwMlivs6Zx1dMywLPVNjkJISi5KSao9f/o88eT66zfkKgHIBeuf74fUNx/H6huPY+9i5qFRoesDMOnWkQRchiy7YZo7uiv87oyuSosNQUt/ofYdWInRQNpos2JZvy+T8alcRHru8NUcVHNJpsELM3VNmnZpguLfO00RERNQxqA7WAcBNN92EQYMG4V//+hcOHz4Mk8mEY8eO4dixYy7b5uXlYe7cucjLywvYYImIqGPxJXa0+5Sj6YKnoFNnH+qHCZl1NV4aBJg8NGiIjfD8VnvRgHR8vrNIvH73hFwPWzt8d/toWTDOl0DbO+uPIUYht56ZdepI76fkGO9NFzoSIZuzShIMLq1TrrHY1kmDdRp7zN1TqE1Ng1wG64iIiAjwMVgHAMOHD8dXX32FTZs2Yf369Th8+DAqKysRGRmJ1NRUdOvWDWeddRays7O9H4yIiMgDX0JHsz/e6djPS9Dp3om5eP6nw16PKU6D9VKzTmj4kBjtGrhRCtaF6TQwmq24b1J3nN0nFT8eKEW4XounL+qnGDC7sH86Vu1yBPTmXdzfZdrrwMw4r+cjePyrPYrLWcReHendJEz7JBt398fB4moktLO7SujMq9dqoLVfdm7iIuUpGN7QZEZRTSOy0tU/j4mIiKj98jlYJxg+fDiGDx/ufUMiIiI/BSvRK1dS32vWme4z2cQGE16mwZbV2oJ1qTHhLuviIlxrmq27dzwamiwI12uh0QB//GMKqitq4S48ObFnsixYN7Zbonj5velD8eOBEswY2Vlx3+UzR+G6NzZ6HL9AaSotuZIGNfU63mdSznUSBZuPleMsyeO2PTCZJcE6e2adp8Q46eNGKBdTUFGPHScqsPCXI9hRWI1nrhgUzCETERFRG+F3sI6IiCjYND7l1qkXpnek+NwwJgcwKU9zDbfPW2swmbHuYAmyonSIMsjfOjefqMCGY7YurSmxrsE6dw0IwiVjiDDoUKPRuK1PFy6ZP3f7uBzoJdd7pcWgZ2qM28DmuJ4pyiu8jInck2ZIGdTMbexA3AV8ze2wIayQWafTaqDR2C6rDdaZLVZotRpc89oGHC2tE5d/8LtrE5qnLhsYoBETERFRW8FPmEREFLqClLTUOy0G0WE6JEcZPNYcE7KEjpXV45rXN+Ku/+102ebWD7eLl5Uy67ITIzG8c7x4PcyP4I40uJjjQ809wY2jbFl3d4zL8bidt+nDZCOfBsv7TMpd8NLqsZpb22Q02c7JoNVKnjvuz1P6/DLas/KkgTp3e/8lL7NZ4yQiIqK2h5l1REQUsoIVBokJ1+Oz/xsJjQYI1+tQ7WY758DD9oIqj8dNjQ0HGo2yZRqNBguvGIgjZfV4dd1R3HdOX5/HG2nQiZez4iN83v+O8d0wfURnlNQa8fKvR33en+RcMussnqdJdyTugpftsW9CdaNt+ntshB4VTbbUQU/naZDcN40mM6LDdS7bWCQHmNo7FY+d3xvR4XrUu3uRIiIionaJmXVERBSygtmdND7S4HaKqsDXLLgUN1l6ep0WPVKi8ezF/TEwO15xG096p8VgXI8U9OsUi27JvmfWAbYAZUyYa3BAMLV3ql/H7Yi0kqALm3LIuQvWeWq80FYJHW/jIvRitqXFw3lK11S7aVoj1MdMijLgiQv7yqa8ExERUcfBzDoiIgpZrT0r012xfHeCNY1Up9Vg+f+NQklJtdu6dmpEhbm+7c8c3QXnDs5CVoT7QB7JSR8Wep0GUC552CG5ew60w1gdKu3BuvgIg5gF7Ok8TZKsuSe/249Xrs5z2SbJ3uU5mD9UEBERUejjz3VERNTmmYM0x05N84BUezbd3RO6BWUMgRRpkJ/PBf3ScNu4HIzISZLVxSPPpI1PDFreb570TI0G4DnjrK2qarBNg42L1IvBNU9nKZ3iuulEJX46UOKyTV2TLQDIjE0iIqKOjZ8wiYgoZKn9umoKUrAuTEVmXYw9W61vemxQxhBI0qyns/uk4pHz+rTiaNouaeBJ72P2ZUcTE257frTHmnVVYmadXnxueZru6/w69fCXe122Ka+1BQDZuISIiKhjY7COiIhCltpppU1mS1Bu31N2S3FVA65+cxOOlNm6ObaVzLRw+zhHdk1o3YG0YdJHm56ZdS4WXzUQAJARF45k+7TO9liz7nSNrZlMXIRBUrPO/fYWp5WNJtfXrfyKegBApzjXztJERETUcbBmHRERhSy1uSXBCtZFGNzXcVv88yEcKqkTrxvaSCbMRzcOx9biWkzOSWjtobRdzKzzaESXROz/73koPl2Fx789AKD91az7dm+xeDkuQi/W1/Q03dc5s06rcR/c650W0+wxEhERUdvFn4OJiChkqa2xbjQHJxIQadBhiJvurc4Bwvom5e6OoSYzPgLTz8jxGIgkzxoljzdOV1QWptciwqBT1SW1LZq7yjGFNTpM56hZ5ymzzmllgodu1CO7JjZvgERERNSmMVhHREQhq7WnwQLAxB7Jisujw+XJ6dkJkUEbA4WWoVm2AG5WfETQOgC3FxoVjRfUslqt+PDPAmw+VhaAowWORqORnKf7MzU6TXutNdoC/DeN7ow1d4yRrcuMiwjwKImIiKgtYbCOiIhCljQM4qnmVZMk02mom0w4f7nNQHMaTlosa0x1FL3TY/De9KH4YMaw1h5KyBOew4HIrPvtSBme+eEgLl+8vtnHai6hy61ATc26BpM8+1aoWRcTpkdshB5JUY5Mu4RIVqohIiLqyBisIyKikCVNWvL0JViaWff0RX0DOoYoSbAuQtJEokEy7TXRw3Q2ap96psYgMoxTib1RMz1UrePl9c0/SIB0tmfS3jSqMwDpebo/0cYm5QzgKPvj6P7J3cVlsRF8TSEiIurIGKwjIqKQJZ1i6DmzzvYlOCshEon27pOBEikJ1km7w0o7ObavalxEAWR/ygSiG6y3Kcct2XFWeP5n2YN2GjWZdW7qWgqvMb1SHU0lWAuRiIioY2OwjoiIQpb066qnHhLCNNgwfeDf1sL1jlEInT9rjSbsKqgSl08fkR3w2yVqD9RMD1XLU+PddUfKMPnldfhu3+nm35AKZntgUAiqaVXU5vvgjxMAgPG5SbLlQmZdTnIUFl87FG9MywvwaImIiKitYbCOiEKGyf5triWzI6h1Wa1WzPlkO96xf4l1Jv1ubvHwbX/VriIAwJGS2kAOD4DjSzgA6LVavLnxOCYsWIcd+ZUAgDNyEjFtGIN1REqE54+/Nes+3HQCVy3bhBPl9R4z62Z/vBM1jWY8snqv220CyWTP5hWCdRofMgjzKxtk1yMNjo/j5w3MQF5WYOtuEhERUdvDYB0RhYQtJyswYcFvuOqV9Zj40jpsOBpa3f4oOHYUVuP930/gxZ+PKK6X1azzkLPy2c5TgR6aSDr1taHJjJd/PSpb3ysthlPWiLzw9zeYB/+3HYdL67Dgl8OyzDqzm+C9KRApfCoIt+OcWafm5nukyJtTRLprYkNEREQdFoN1RBQS/vnlXjSaLPj9aBlqjWbc9fHO1h4StQCjtO6bwrd5aSaNRbk2OwBgnH1aWY+0GPcb+Skl2lEDr9boWnOKmaBE7qlpvKDGTwdLcbLCkZEmbSoj1UKxOjFYJwTzhVcqd+cpXT5rTFfZuig2KiEiIiInDNYRUUjQechMslitDIi0U9KMtCaFonTymnXuHwPCqlnjcwM1NFHXpCj845yebtcrjZuIbAJZs+6dTSfFy0ZJsK6s1ijbrrK+qfk35oVZzKyzfZTWaj13vZVm/CVHy5vghOn4cZyIiIjk+OmAiEKCu2Dda78cxsj5a/G3T3e18IioJegl89qk3VWVONesW/bbESz69QgsViuqGkwAgLhIQ+AHCeCSgRlIjFI+ttZLh0oiAqwB7plc0+jIct14uFS27qplmwJ6W0qcp8F66wYrDerrtRokSV5PwoPQGIeIiIjaNn1rD4CICAB0bgIej3+1BwCw9jBr2LVHGkiDdWbEenhbkobyLFYr/vPFbttlC7Cj0NaZNT5IwToA0GmVv1Bfz06wRG75UsvNFyW1RmTERQAAYiLkrxuldU2obTQF9gadmOzBN+EHB0c3WOUTlU7bNei0+PT/RmLJb0eREBeBTnERftf0IyIiovaJwToiCgmepsFS+yXtENmgkFkn/YIvzawzSbJU3vzd0Uk2mME6g871Mfr4hX1cprQRkYMj4yyw0ahSydTXOoVakl9uL8TkbgkBvU0pk72IpvBDk/AW5q7xhfR1SqfVIFKrw72TuiMlJRYlJdVBGycRERG1Tcy7J6KQoCZYx7p17Y/0i+3bf5xwWS/9m0u/7Lvr+BgXGbzfoPROwbprRnXB2b1Tg3Z7RO2BmD0b4JfvhiZHgK7eHqwLkzxHj5XVBvYGnYg16+y3KWTervizACU1jbJtrVYr3vnjJIiIiIjUYrCOiEKCUt2vGqdpTEYW8m93pE0jVm4/5bJe+heXxudMblrDBjOzTi+ZBnvVkEw8celAWbdaInIl/A5TUNmATccrfNrXUzZeo2RaqZBZd0ZOEu4YlwMAKKxsUNotYJxr1kmb5Tzy9T7ZtsfL64M6FiIiImp/GKwjopC1bKM800qaSUHtg7spYwKLu8w6N4Hb6LAgZtZJvow7B5KJSJkQ0P5iWwFu/XA7Np+oUL2vc1MZKaPJsS6/og4AkBBpQHpcOACgsKKlgnW2j9LS7PCdhfJprQzWERERka8YrCOikLW3SP6Fp57BulZjtljxwGe78Oq6owE9bq1CrSlPYxC4mwarDWLtQ73O8ZZ52aCMoN0OUXvinHz6y6FS5Q0VuHueA8CB0zXYll+JF38+jJ/3nwYADMqMQ1qMPVhXGdwAmdGe2SdMg5XWtKw1mmWvV1/vKRYvD8mOC+q4iIiIqH1ggwkiClnbC6pk15s4DbbVrDtUgh8PlOLHA6W4ZWxOwI77wGe7Pa6XfleXzoiTdlZsKdLMuqgwXYvfPlFb5Bw/r25Qn5XqKfF25fZTLlPnh3aOFy8XVjbAarXi9fXHcbSsDo9d0Ef17Xodl8WK2kbbDw2x4baP0s7doj/eVojbp8ahocmMb/fZgokDsuLw0uUDAzYOIiIiar+YWUdEIau+SR6QWXu4FEaFjqEUfMG439d6ybAxmS2yBhN1TY5slR/2l7hs/8Dk7oEdoBNpg4lIA4N1RGo413Ws9mEKubdp8s6y4iPEzLpGkwVrD5dhybpj+GbvafzhY708T6obTGI9zbgIW7BO7xSV/PDPfADy7OGEyDBE8LWDiIiIVGCwjojajOd/Ooz5Px5q7WF0KE1mC347XIaGpsAH6+77dJfbdSv/PIkzF/wmmzI3ffmfuPuTHQCABb8ccdlHmlUTDNIv45EGvn0SqeE8Md3T1FZnZh87gGs0GoTpHc/N+1Y6XmPK65p8OpZUTaNJVjOzst52rAi9Fgb79HjnbtG1RjNufWczzlm8QTI+v4dAREREHQy/bRBRm/LxtsLWHkKH8spvx3D3Jztxx3tbxGWeOjQGyr0rtsFotmJrvnwq9MZjFfh4W4HiPslRYUEdU6MkuzAqiI0siNoT52mwPgXrFLbtmx7jdb/JPVNclp2sqMeW4+WqbxsA1h0pw8Wv/Y4B//4GD6/aKy4XgnVCVh3gmll3usaIr3e5drgmIiIiUoPBOiIicuvTHa7BUXedWJsrL1Nd4fWnvj+ouDwhyhDI4bjIl3R0ZM06InU0Trl1vgTrnH8YmNIrBe9cP9TrfrMndHNZ9spvx3DZonXYWej4AcAkqX1ZVN3o0nH87k92Ir/S1lX2u32n8X/vb8V/Vu9DWZ0RABArCdY516xTkhDkHxSIiIio/WCwjoiI3NIpzNtqsgSnbqDzNDK1zuqVgptGd4E2yHPMao3qa20Rkc0fJypk100+NIfZV1Qju66zZ6+t+dsE5CRFIiMuXHG/7IRIt8d82h7s33yiAgMe+Qb/21qAkxX1uPDVjbj2nS1u9wOAbQVV+GJXEWYs/R0AEBfuCNYZVLx+XTOyi9dtiIiIiAB2gyWiENESUytJPZPZAp1WK345lgpWV15hypvVh8fCxB7JeOov/YIyHmc+1ronIgCHSmpl133JrPvvtwdk14XXo9zUGPzvphEwma0Y/fxaxX21GuXn7B57AHDuF3vQ0GTBU98fxL0TcwEAx8oc2bNLNxz3Or7M+AiXsXlyRvdklJRUe92OiIiIiJl1RBQSfJla6Uswh3y3Zm8RRj//Kz7eVuBShwnwLTPGF8JhX1JoHuHO0xe1TKAO4OOOyB/OryG+vNaX26ebCjrFRciu67QaDMiIVdx33d/PcnvcA6flGXtK3a4X/3bU6/gm9UwVLyu9Vkr1UVFrj4iIiEjAYB0RhQRfplY2KnyxosC5dbltKthT3x9s0cw6Ibvy7T9Oqtq+d3qsqmyWQGFmHZHvnKen+zJbXfpSc0G/NNwwsrPLNmE65Y+yneIjcGb3ZMV117wtn+5aJukU61y3zpOuiY7ptt5q1rkbJxEREZESfnIgopDgSwDIly9T5Dtp/EsxWBekqJWvU6Gjwlu2yUNGfIT3jYhI5u4JuX7vO6JLgnj5kfP6INLg+px3l1kHANWNTW7XSV9tdkiaTlTVN2GMwtTaO8bnuCxLiHQ0tfFWs05NTTsiIiIiAYN1RBQSmnyYWlnPYF1QSTNhWnYarG/Buuiwli27+tr04RiSHYclVw9q0dslasvO7Zvm974x9gYO901yH/CbNaYr7pzUA+9cN8Rl3ZhuSW73q2l0NIwpsHd8BYCdBZUwKvx4dN3wbMy/pD+uHJwhLpN2g41QCCRK9evkPqhIRERE5IwNJoio1b23+aRsGpI3tY1mJPCnhqCRBuuUpqwFazqocNwIvRYNKqY6R7dwZl3fjDi89tfBYOk6It8YdBq/ps+b7OURlDLqBBEGHe4/pzdKSqpdnpvXDstGanQ4Hvl6n8t+0oBcZb3j/adC4b2ob0YcDDotzuyejAk9knHZiK5orGuQZR6H65XflO4c3w1VDU24+Yyubs+BiIiIyBm/7hJRq3v+p8Nu143pnox7JsqzKj7eoq6mGflHGqDTQCGzrpnRuppGE57/6ZDLcrPVCqvVCrPKaFhLZ9YRkX+kPwDsKarBe5vVvYab7QE1g5+1KcP0WlzQP11xnfSI0jhirVGeuf3EhX3wwc2jZcvO6J6MARlxsmXheuWA4pDsONx1Zi4iw1r2xwUiIiJq2xisI6KQkxIdho9vGoG/T+mBt24aiauHZMrW75HUF6LAcy4I78zX2nLOXl57BO9tzhev97FPD7NYrKhuNHnMwJF+Z2/pmnVE5B/n6fTP/3QYJbVGN1s7CD8M6IPQnGFk1wTF5ZVOHWjHdEtCfJRBcVspdzXp3GXcEREREXnCTxBEFHI0GqBLYiSuGJwJg04Lg06Ll68YiLxMWyYDv/wEl3Rql0mhS29zgnVmixUfbS2ULbtxbI54XOELfHykAX+f0sNl/yVX5YmXmVlH1DYo/QBQ02BS2FJO6BKuVDuzuSrqlW9/3rf7xcs3jOws1s3zxl1AkV1giYiIyB/8BEFEbcLIrom4Y3w3AMDmY+WtPJr2Tfq9+GhZvct6XxtBSK0/VOqyzGD/Mmu2WFFY2QjA1nn1isGZLtvGSAq6RzFYR9QmaBU+bdYYHcEyq5sfAExmIbOuecG6LomRLsv2Fdd43U94z1FDGlCUNqHhj0tERETkD36CIKKQ0z0lWnF5ZnwEAFsBcHdf7qj5NF6mwTYnWHe0tNZlmdBF0WSx4oM/bdNju7l5DIRLslSSor1PTSOi1qdTeE2ps9eG+3ZvMSYtXIffjpS5bCNOg1WK9vnghUsH4PK8DLw+fXizjuNJWly4eDkzLkK8zGAdERER+YOfIIgopJzTPx3/OqeX4ro4e1aVyWJFQ5P3bqHkH28zzvyN1VmtVuw7Ve2yXCi8XlxjxIajtqzJrsm2YN0Dk+VTYaVffLulxPg3ECJqUUrTYP88WQkAeGT1PtQazbjnk50u2ziCdc3LrOucGIk5U3ticp+0Zh3Hk3C9Dj/ccQZ+uOMM2ZRYXRCm8BIREVH7x2AdEYWUV64bhrTYcMV1EXqt+MWnqtF7vSPyj7cGE2q7tTp74rsDeGfDMZflSrXnMuxZlFcNycTU3qni8qQoAzLjwtElMRLDcxL9GgcRtSylgNVr64/jYHENjB4ayjSZA1uzThvkwFl8pAFxEQbESDq/cro+ERER+YOfIIgopHiagqnRaBAdpkNVgwn19ilUFHheg3V+ptat3H5KcXlUmGtXV2mNquuGZ+O7facxtXcq9DotPr5pBCywTZ/1XnWKiFqbu5JzVy1Z73af/cU1Ys3M5tasa2kRBh3emz4UCQnRCNdrwKoNRERE5CsG64ioTRE66zWYOA22tViaUbNOSUKUa+05DRxfzvtnxGLrv6aiqbYBgK3ropd4IhGFEHcZbWX27s/OzBYrrn1ni3g90uAa0A+23mnNm2bfKy0GKSmxKClxnfpPRERE5A2nwRJRq0uyB2umDc3yuq1Qs6zRxMy6YGlo8nzfepi15pf4SIVgndN3+4SoMK+NL4goNEmzdS8e2Mnr9r8eljebiFbIvvXX0Ox4xeXdkqJk1wdnxQXsNomIiIh8xWAdEbU6YYrQJYO8f4kTgnVGMzPrgsXbfducbrBKlGrWsSY7UfshrTn38NSebrcTGkr87dNdsuWBzKz7p5sGRqMkNTBnjemK28blBOw2iYiIiHzFabBE1Oos9midmviMmFnHbrBBY/QyxdgiKcBUazQpBtt8oTRFLilauckIEbU90gYTnjJk3/79BB68sL/L8qgABus6J0bKrvdLj0FOchRuPqML+qbHID4uEuM6x7HOHBEREbUqZtYRUasTvhN5a2wAOIJ1rFkXPI1e7luhG+z/thZg0kvr8PlO5cYRUlYfv/me1SfNp+2JKHT16xSrarsPtuQrLg83BO/j6tvXD8V/zuuDuAgDLuifjkuGeC/HQERERBRszKwjolYnZtapSK1jsK71CdNgn/r+IABg+aaTXutQ+VLnbkSXBLcF6Ymo7blnQi4qjWZMyk3yuF1ZXZPicq2GHVWJiIioY2FmHRG1OuFLmJrMutQY2/TIwsqGYA6JPHDuBuuuo6OUyU0dvPP6umbQWfitnKhdiY3Q480bR+KC/uk+73tZEDLdbhrdBQAwMEu52QQRERFRa2OwjohanS+ZddkJEQCAU9WNwRxSh3bJ4EyP64+V12PSvJ/E62pCa01uUuumj8x2WZYaE6biiETUVk3skex23cbDpciKt73Ox4Tr8N9LBwT89m8d0xVf3TIKX9w1LuDHJiIiIgoEBuuIqNVZfMisE6bBNrEbbNDERxpclr1/82gxC27ZxhM4UlIrrqtqMHk9pski/3s9f2l/PDy1J3qmxrhse+vYHB9HTERtyaPn95Fdv3dirnj56lc3oKHJDABYcnUeoprZwEaJRqNBWiyb2BAREVHoYrCO/Ga2cKoaBYbQfEBNmTKDTgjW8fEXLEr3bEKUAT1To93u460phfTvFa7XYlxuMi4ZlOGy3aSeKchOiHRZTkTtR6RBh9zkKPH62G7yWnal9tp18REsrUxEREQdE4N15LPSWiMW/HwYkxeuw96iapf1JrMFb2w4jm35la0wOmqLhLivRkVmnd4e0TMxWBw0SiXj9FoNwvTu3zKc69g5a5Jk1i2/fqjb7aRf4Imo/bpI0pQm0qBT3CY5mlPiiYiIqGPiT5bkk9pGE85ZvEG8/saG4xjXX17f6pMt+Vj861EAwB9/O7Mlh0dtlBDmUZNZp9fZg3WcBhs0VoXcunC9TgyUKjF7aQohZNbFRejRLTnKJSD4xrQ8/HigFDeM7Oz7gImozZG+mrj7IUDIpCYiIiLqaBisI5/kV9TLrsdFuNa2OiypZUWkhlVsMOE9WmfQ2qfBMrMuaJTibtmJkR6/OHubFi9kQrr7Up6XFY9BmezMSNRRSGuUGnSur/3RYcrZdkREREQdAX+yJJ84J9YkRbkG66IkH7CtXrJtiABJgwkV2xqYWRd0zs/aJVcPglarUfxCLfAarLP/vfRavu0Qkbz7d5jCDwHhHqbdExEREbV3/CREPmlokgdIjApF5aUfsA+V1gV9TNS2SQO6arrB6plZF3TOMfZhnRMAwOM0WIvKabAGvYq5zkTU7klfCZReW9zVsSMiIiLqCBisI9WOltVh0U8HZcvqmswu20ljKHf9b0ewh0VtnPTxoiJWJ2Z3sRtsMCnft0rTYHX2L9ne/hxCgwnWoCIiQF72QKkEAl/hiYiIqCPjtyZS7Yqlm/DVjlOyZUXVjS7bSacnltQagz6uYDOZLZi+fAv+vXpvaw+lXfI1s06cBmvhNNhgkSbJvXLVIPGyc/bL3yZ1F5d5nwZrr1nHYB0RARjTLREAkGwvpzGiS4Js/X0Tc1t6SEREREQhgw0mqFnWHSnHN7tOYVh6NABgR0EVfj9a1sqjCqyt+VXYU1SDPUU1ePT8Pq09nHbH18w6YRqsiZl1QSME624flyNOgQVci8DrtRro7H80r9Ng7X9ovYe6d0TUcWQnRGL9nMkw1dp+9Ft4xUBYAcTER6GwqBIJkWGtO0AiIiKiVsQUB1LF5CFr5pZ3NqPWaMKB0zW48b2tWHugpAVHFjhK9fcAeVMNd9uQ/yw+ZtYJm3gLDpH/rG4moDk3h9BpNeI0WE+vEYAj45bTYIlIkBEfiUh7UyqtRgO9VoOYcD0SoxioIyIioo4t5L81FRUVYfbs2Rg5ciTGjx+PJ598Eo2Ntl9hCwoKcPPNNyMvLw9Tp07FV199Jdt31apVmDJlCvLy8nDHHXegrMyR8WW1WjFv3jyMHj0aI0eOxDPPPAOLZFpdeXk57rrrLgwZMgSTJ0/GZ5991jInHKJKauTTXc/IScS5fdPE62v2l2DFloKWHlbAPPHdAfT+52qcKK93WaeTROvqjK41+qh5pDE3NTlXQkCPobrgEf4mzn8Ppcw64elh8RKsExtMMFhHRERERETkUUh/a7JarZg9ezbq6+vx7rvv4vnnn8ePP/6IF154ASaTCbfccgv0ej1WrlyJmTNn4sEHH8T+/fsBANu3b8fDDz+MO++8EytWrEBVVRXmzJkjHnvZsmVYtWoVFi5ciAULFuCLL77AsmXLxPVz5sxBdXU1VqxYgdtuuw3/+Mc/sH379ha/D0JFcrT8V+4Igw5zp/aULftsp7yenUBawy5UfbKtEFYr8M6mky7rpI0MaoymlhxWh2CRhN3UTIMVNmFiXfAId61z0fcIp+6Mep0js85bc14h844164iIiIiIiDwL6Zp1hw8fxtatW/Hbb78hJSUFADB79mw8/fTTGD58OAoLC/H+++8jJiYGubm5+OWXX/Dnn3+iV69eWL58Oc477zxccsklAIBnnnkGkyZNwokTJ9C5c2e8/fbbmD17NoYPHw4AuP/++/Hiiy9i5syZOH78OH788Uf88MMPyM7ORq9evbB161a89957GDRokLvhtmsGnRZzp/bEE98dAACE67WINOgwLjcJvx4uw3++3u9234Y2NHVUKVb0+vpj4uXqBkewzmK14u3fT2Dv6To8OCkXSZy24xdp0E3NNFjhj2RltC5o3GXWRTkH63yYBttkD9qzZh0REREREZFnIZ3ikJqaitdff10M1Alqamrw+++/44wzzkBMTIy4fNGiRbj66qsBANu2bRMDcQCQkZGBzMxMbNu2DUVFRSgsLMSIESPE9cOGDUN+fj6Ki4uxbds2ZGRkIDs7W7b+zz//DNaptgmx4Y7Ybrje9tAZ2y3J6371TW1n6qhTs0ucLK/DphOV4vXSuibx8sZj5Xh57VH8sLcY097a3FJDbHfkwTrv23MabPAJNeucY6eRBteadVofG0xwGiwREREREZFnIZ1ZFxcXh/Hjx4vXLRYLli9fjtGjR+PEiRPIysrCvHnz8NlnnyExMRGzZ8/GlClTAADFxcVIS0uTHS85ORmnTp3C6dOnAUC2XggICuuV9i0qKvL5HNQkCrUVsRGOrJpIgxYaDdApPtzrfhuOlqNvTop4Xzj/r3ZZsPcDbIEg6bqTTjXsyuqM4rr9xbWS5U3QaIBVO0/heEU95v5lQKudS6jev+62N1sdmZc6e9aVp2MLAT2r1ftYQuk+CMUxud3e6rgs/AMgFoIXGHRaFFfb6ll+vK0AZw7IdHtsYTp8mE4bUvdBm/q7cEw8F55LmxgTzyU0x9SeziUUx8RzCc0x8VxCc0w8F/+P3R6oPReNtQ3NJXv66afx7rvv4n//+x+eeOIJ7Ny5E+effz6uvvpqbNy4EfPmzcOKFSswcOBA9O3bF8uWLcPo0aPF/a+99lqMHTsWI0eOxLXXXou9e/dCqMlksVjQt29fvPvuu9i4cSPWr1+P5cuXi/uuX78eM2fOxO7du1v8vEPF/qJqnP38LwCAOyZ1xwPn9EF+RT3GPrXG434DsuKw6q7xHrdpbTl//xIAcMOYHDxyUX9x+dc7T+HW5Y6suQfO6Y07JvUAALz840E8+80+cd3PD0zEhGd/AgD844K++L/xuS0w8ravoKIeY55agzCdFvsfP8/r9n8eL8eli9YhOzESvz40uQVG2PHc88Gf+HRrAR4+vy9uPtPxODZbrOg+19HIZ9mNI3Djsj/E60efusDtMV9fexj//XIPLhmciRf+OiQ4AyciIiIiImoHQjqzTurZZ5/FW2+9heeffx69evWCTqdDQkICHnnkEWi1WvTv3x+bNm3Chx9+iIEDByI8PBxGo1F2DKPRiMjISISFhYnXw8PDxcsAEBkZ6XbfiIgIn8ddWlrdbgrhR1sd01mjtRqUlFQjQgN0SYrC8bI6t/uNy0kE4LgvNBogOTlWdt+oWRbs/QCgsbEJJSXV4jYNTlN4tx4tE8/lVGmtbJ0QqAOAlX/m49J+qa1yLqF6/7rbr8h+fxt0GpSWVns9dnWVLdvRbLbI/lahcC6heP/6s5/wlKita0RJSbW4TUV5DXQaQOi5UlfTAGfOx9ZFhuP1nw6gqMr2mqrXaUPqPmhLfxeOiefCc2kbY+K5hOaY2tO5hOKYeC6hOSaeS2iOiefi/7HbA+GcvGkTwbrHHnsM77//Pp599lmcc845AGxTWDUaDbRaR/2jbt26Yd8+W6ZTeno6SkpKZMcpKSlBamoq0tPTAQCnT58W69IJU2OF9e729ZXV2n66VobrdZh9Vk989udJTOqZIp7XOzNHygJVgvG5SVh7uAxC9qLzfaF036hZFsz9NJBfdw7WfbfvNE6W1yHcYkVlQxPc2V9UDYvFaj9i65xLKN6/Sssam2zTI8P1WnG5mmNbQvBcWvvYgdpPfHOE67EkzZGh08gf30rHfmr1XnzwxwnxukGnDcn7IBTH1J7OJRTHxHMJzTHxXEJzTDwXjonnEhrH5rnwXEJ1TC19Lh1ByFf6XrhwIT744AM899xzuOACxxSrvLw8HDhwAGazI5hy6NAhZGVlies3b3ZMXywsLERhYSHy8vKQnp6OzMxM2frNmzcjMzMTaWlpGDx4MPLz83Hq1CnZ+sGDBwfxTNuG+6b2wsc3jUBKtKPzadfkaPFyTlIk3r95NJ65qB/SYm1Zi0KtqrbAOfSw5Xi5yzbjnv4Rz/14GFWSzrDOmsxWFNlreZFnRkktMzUcf6MO9mrdgtTes5FO3WGVrDtUKrsexm6wREREREREHoV0sO7QoUNYtGgRbr75ZgwbNgynT58W/1144YWwWCz4z3/+g2PHjuHdd9/F2rVrcdVVVwEApk2bhs8++wwfffQR9u7diwcffBATJ05E586dxfXz5s3Dxo0bsXHjRsyfPx/Tp08HAHTu3Bnjxo3DAw88gL179+Kjjz7CqlWrcO2117bafdFWZMZH4IzuyZjcK0Xs+miytJ2gilaSKXTgdA0+3HQSgGuA4f0t+R6DdQBwqMT91GByMJrswTq9ymCdJFOTgkMoZapRyJyTigrT4ZYxXWXLjpXViX9TAIgOlydwsxssERERERGRZyE9DfaHH36A2WzG4sWLsXjxYtm6ffv2YdmyZXjkkUdw4YUXIjMzE88//zz697c1BxgyZAgeffRRLFiwAJWVlRg7diwee+wxcf+ZM2eitLQUd955J3Q6Ha644grccMMN4vpnnnkGDz/8MK666iqkpqbiiSeewKBBg1rkvNuiaUOz8NHWAsyWFKPX29t2msyhF1UpqzUiJt7sslwam/jjeIV4+by+6fhs5ynZtjWNtmDdXZN74KU1B12OdbqWmXVqNPqaWWf/G7WhGHCbI9y13v4ikQYtLhrQCUvWHQPgaNQyPjcJz106wHYMp3ifl/gfERERERFRhxfSwbpZs2Zh1qxZbtf36NFD1rHV2WWXXYbLLrtMcZ1Op8OcOXMwZ84cxfXJycl45ZVXfBtwB3bfpFzcNi4HUWGOaXFisC4IURWL1Yr/bS3EgIxYTEjxXpxRqqi6ERe+uhE90mLwwfShsnXSTCJpll2EQYuBGbHYUVgtLmu0Zw+l2qf7AsCSqwfh31/tw6nqRvz3mwO4eECGT2PriOrtdQFVZ9bZ/2esLojsd663wFqkQYcmhWD82sNl4mUhqC3YX1TT7OERERERERG1Z5yPRAGh0Whc6lcZ7FNHm4JQs+6PYxV4ds1BzHj3T5/3XWuvoXWw2BY02FPkCMAdKXVMXdVLUoIm9UzBHeO7yY5zrNzWlTQ52hGsiws34JSkVp1zoIJcFVXZ7q+0mDAvW9qIQVTJPFizxWpv6EGBYBVDoZ6jdZEGnWKTCcBRq7KoSt4xtpi1HImIiIiIiDxisI6CRq8NXs26snqjePmnfcWq96tvMuPpHxxTVo0mC6YvdwT8fjlUioJKW3BBmlkXrtdiWOcEzLu4n8sxkyVBpgiD/Cl1rIx169yxWq1oNJnFRhyd4iJ82l94WJksVlzz9mZcuWS9WGuNmseqMrMuTK+Fznmeq91vR8pgsljR0CQP1qeoDMoSERERERF1VAzWUdAImWnByKyTZvPcsOwP1fu99fsJ2fUxL/zqss2d/9sOo8kiyS4CuiRGAgAm9kxx2V4afEiJDsO/zuklXq81utbFA2xTaDt6YOnfq/dh+GPf42SFLTgqnULtiZhYZ79+sqIeh0rqsPlYuTg12dmn2wvxqr2uGnknBus8bHPhINsUb3fBuvs/243zX9ngsvzxSwY2d3hERERERETtGoN1FDR6+zRYYxAaTLgLynijJtPtREUDPt1RKN5Gv/QYxEUYxPXZ9sCdICpMj69vG40vZ41ChEGHiwZ2QreUaADAPSt3umQWFlY14LxXNuDmtzf7dQ7txVe7i1HdaMKaAyUAgAiVNeu0YjdYe8dSyTql4KjVasXj3x3Aq+uOYe+pquYNuoUEI8DtCyFQ7SmzTqjv6CZWBwAoq2uSXT+3byq6JEc1e3xERERERETtGYN1FDTp9sYLJyrqA37s+ib/ghlqmxgUVTeiusFWb65vJ3kDi/Jao+x6hEGHlOgwpEkaTRwpqQUANJmtWP7HCVTW24IW720+iYte+x1VDSZ8v6cIPx8s9es82qNwPxtMSAO3QrMKSNZJA0YbDgXu/rZardhXXIOqhibvG/vg420FGPDvb7BJ0o24panJrBPW6T1F61z2YStYIiIiIiIibxiso6DJTrBloJ2uMWJXQSXq3UwJ9Uejyb9jGbTqHvJmC1BpD9bFR8qbJvfPipddd65T5+zlX4/irJfX42R5HZ778bBs3d8+3YU/jperGlN7pzazzrm/xDubTorrpJl1JrMFVy79A+dKpmI+8sVun8dltVrx9c5TOHi6VrZ81fZCXPv2Fpz18noUVja42dt3T353EI0mC+au2hOwY/pKzAX1kFonrNI6BetSPdSk81YDj4iIiIiIiBisoyAK09keXqW1Rlyw4Ffc9P7WgB3buWi9EpPFiie/O4AvdxWJyz7beUrV8b/YdUrMhpNOgQWApy6T19yKCpMH89y5YIFrfTwA2HqybUzNDCSlen0RBrU162wRH4v9GF/vcTQYqZME646W1qGgyrXzqLsppqeqGvDPr/Zix8lK2fLHvtmPW5dvxl/fckxbNluseGyVI/B3w3tbVY3dmwZJZmBrljRUk1nXPTUGgG1asnS78d2T3e6jZbSOiIiIiIjIKwbrKGgMOvkX8wNOmUnN4Tzd0WW90Yz3Np3EJ9sL8e/V+wAAH2zJV9y2V2o0JvSQBxiqGkwosU93TY6SB+u6JkeLlwdnxakesxD8c6a2sUJ7otQhWHVmnYd1QiDOarViynM/K26zLb8KR8vqXMbw5PcHsHp3Mf6yUB5U/XynI9j72+EyAMDfv9iD4mpHILC01hiQhiG/SKbpVjeaXNYfL6/HmxuPy4KSweFaD1Dw6tV5uH54NmadmSsuk2bXdZJMB3fGWB0REREREZF36lKCiPwgZNYFQ4OkTtkYhUyeixb+igPFNeJ1i8WKeWsOKR5r+fVDUVJrdKkfJ0xtzIiPkC2Xdr/897m9FY+ZmxKNwyXqgpPRHTBYt/jXoy7LkqPdT5+Ucp4GK/X9/hKM6JKIAoVpqZ1iw3GquhG3frgdAHDn+G64YVRnbD5WhssXr1e8LecA3IOf78JPd43Fj/amGFLugrG+ePjLveJlpYDmjHe3oKbRjKLqRsybNrTZt+eOmFmnEFwbkh2PoZ3jEWHQQXiG6bUamO3jTXQKbksxVkdEREREROQdM+soaJwz6wKpwUNm3emaRlmgDgBuePMP2fVxuUkAgEiDFhqNBmmx4djz6LmYM7WHuE1xjZBZ5xpEeu2veXj6on7o7NQZVvDWTSPVnQgAc2vOd2wFJrNFVmdOkO4hI0tKeFRZFO63T7YVArDVSXSWES8//sK1R9BosrgN1AHAXqfHkdFsxX+/3S9bFhNuC7aWKNxmc/TvFOsSLKxptD3u1x8Nbp1D4VbVNoTQSaJ6qR6CrpwGS0RERERE5B2DdRQ0hiBm1n0hqUNXI5ku+N2+0zjvlY0u2/+y/7R4OVyvxT0TczGhVyr+PqWnuDwyTIfxuY4sPSGzSWma6pDseEzumeJ2fJ2TojCmW6Kqc1FTf689aXRTM65TXITicmdCzboGkwWfK9QgPFlRrzhNWqcQKBr7gnIdQaPJgr1F1Xh57RGXdV/tLpZdF5qWfLjpBD76swDTl29BWZ1tWmxpjWvNPE96pjqmWO86VY0Z7/4pZqxJeQpW+6Kk1oiV2wux9sBp2fI1e+3nqDK2Ju3bkuQhWDc6R91zgoiIiIiIqCPjNFgKmmAG66S2n6zE1vxK5GXG4x9feu+g+d3tZyAqTIe3bhqJkpJq2XRKpc6u/k5TvXtCLtYd2ex1u0ZTxwrWGRXON81DB1Fn0uajj32z32X9lhOViI2Qv7TdNLoL9p6qVn0bYxSCeDHhOjGzTarcPv311V8cnX6f/+kwfjpQIk7XvntCLq4fke31dk1meWBuT1ENCiobkJ4mr41YE6CadedJOuWuu2ecy3N2y8lKXDSgk9fjSO+XOKf7/qf7J6K2uh77i2vEjFYiIiIiIiJyj5l1FDSBngbrqYD//72/DQCgkIQk8/gFfRDpoeuo0rpwlY0PnHVPifa+EYBao2sjgVCy7LcjuG/lLsUgmz+UgpNhft7HSh77dr8ss+7jm0bgtrE5GNI5Xlx2Tp9U2T6ZceH46a4xbo85bWQXTFLIpOzXKRZ3je/msvzrPcWyuoov/nwYOwu9d/01KmQdKj2PGk2WgP09BA0m230mfZ75U4cvJkyPv0+xTSc/r18aclKikR4bjnG5yWJWJBEREREREbnHYB0FTSDrU9UaTbh86Sb8/ePtirXKAM/BPMHU3qke1xt0WiREygvkNyfA8PgFfdApNhxhTgGX+yY5OmlW1rdMsK6goh7P/nBQ1sVUjf98sRu/HCrFl7uLvG+sgmKwzocsTDV/DyFYN7FHMrrY6wpeOywbD57bG+/PGIr/XtAXr12dJ26fEhOO6DA9Hjqrh+LxosN06JoYJV6fNaYr/nVhPyy5apCqjDkA+ON4hcf1R0rrkK/QGEM6DVb62DxZXqfqdtUSgn/SxhazxnT1+Tgx4TpcnpeJn+8ai0fPU27AQkRERERERO4xWEdtwpsbT+B4eT0++OOErNPniC4J4uUiN0Go64Zn454pPfHBjGGqAj0vXzGw2eMVnN0nDV/MGoUJPeRZWX/p3wn/vWQAAMc0ymCb88kOrPizADPe/dOv/asaAhNUVMoei/CQ7ehMqyJ2KtQBlGZKhum1uH1iD/RMjQEADM52ZNoJx7xicAZ+vH8i3rx2sOx40eF6/HVoJq4anIlXr87DrDFdcdO4bogM00Gj0eDO8Tlex1RR5/nvfN+nOxWXS4NnQjMLACj3cjxfGe1TcKU1FLsnq8sOvXSQY6qs3h54jbLfN0REREREROQbBuuo1TU0mWWBjH1FNbhlxTbsKLBNGzSaLHjz9xPi+kted3R2vcMeJEmODsO8NYcAAPGRevxtai8suXoQbh3bFTeP6YJ7pvRCj1R1gQdfAkdq6SWZdd2SohAboUdGvK2hQmGVazZVMGw5ZusgWlLrX9dSpUYHgp/3n8a0tzZjl4q6cM6ZdbHhesyd2tPN1q7UhH+EzDqlGoRS04ZmAQDusE9l1Wg06JYSjQEZ8hpxuanRiDDo8MBZPTBEEuQT3DCqC64Z1cXjbRV76RZ7skL5cSAN1kmnvlbUBbb7rNFkwbGyOkxauA6A7X5WO5V9RBc2jiAiIiIiIgoUBuuo1f3fB9swZdF6FFfbghV3fbwDW05W4sb3tsJktmBfcY3bfZOjbI0JSmuN+PlQKQCgyWTFXWf1xLDOCZg5uiuiw3zroyLN3ErxofGBJwbJQXul2YKGufYMrxPl9QDUTeN1x2Kxup0eLG7TjOMDgMnivkbabcs348DpWtyyYpvX40iDdVkJkfjhzjPQ0mNrEQABAABJREFUOy1G/UBUZGstWXcMgHINQqn7JuVi27/OVgzASU3qk+b1Nv978QCP67/bdxqNJt8bQ0iDpNL7LtCZdY1mC576/oB4PUyvVZ0Zd1avFEwbmoUX/zo4oGMiIiIiIiLqiBiso1b18bYCMRj31fZCAPJpoV/uKISnEFNcpGsg7orBGc0aU6fYcLE22Df3nNmsYwmkXTZTY8IBOLrMGs0WHC6txYQF6zDvm32qjrfpeAUuem0jVu8pwsJfjiDvP9/ipve2egz4NZmbG6xzv3+dvTupms620s6huanRPtc29OVFy1uwTqPRID7K4HGblOgwxEV43gYAtFoNFl0pn0L98W1noFNsuHi99z++hsVqRUOTWXVwVpZZJ5lCXO5nhqQ7TWYLjpTVi9cjfGj6odVo8LfJ3XHx4KyAjomIiIiIiKgjYrCOWpQ0u8titeKp7w+K15UCPWW1Rqw/Uub2eFEGHXRORcxuG5fTrDHqdVp8cfNIrL93HJJjwr3voMIeyfTQVHu2ntAB1WIFnvj2AOqazFj440HF/Z3d9fEOFFY14l9f7cObv59AdaMJOwurFZtVNJosuP6dLYq14nyhNthXoNAkQaqm0THGv5/Xx+dxSGN7903qju9vPwMb7huP1XePd9k20ss0WE+So21/J1+Cv85ZnMO6JmHVLaNky/7y6u+Yumg9/vvtfrfHeezi/uJld9NgH/9qj8epyb5qNFlQKgkAxkb4lpFKREREREREgcFgHbUooXj9thMVGDl/rWydUtjhpTUH8caG426Pp9FoEC/pkJkUZZBlsfkrwqALyHEEh0odnTuFzDrp8X0NpLkLnFkV7sVNxyuwp0g+ldhTlpw7nvaRBkylUymV1Nqz8Cb3TEH/TM/TT5VoJFXrwnS2v79eq1Gsr9ac+oMvXzEQ903qjhu91KKTko6hl6RG4uAsRw28oupGNJgs+Hyn++66143uKnaxNZkdXVqd/+wPfr4bTX4GYZ0z++qN8im6PVLU1XgkIiIiIiKiwGKwjlpUnb3w/8Uv/+ay7qnVe7H416OyZWW1RriLEQkdKKXTKBddOSgwAw0wYcorYAsoAvJgnbQ22N0f70SZn80DnANqp6oacM9K1y6jdUbfO7t6mrYpzfDy1jBDyKyTdjb1hTSzTnof6rWuL2d6Na1j3eieEo1pQ7NcMjc9kY5n9oRu4uWhbmriuasjqNFoxLELf1OjQubpzwdL8c3eYtXjk3K+5apG+WNC+pglIiIiIiKilsNgHbWoeqPnWl2esujeuW4Izu3fSbw+d2ovAPKAR/cQzQaS1v+Ks08vlGZhSRsP/HakDAt/OaJ4nK/3FONvH7pv4uCccTfj3T8Vt6s1+t7owJ3Kenmjg6Nl9ThcUut2e0ewzr9plvJgneOKQaHG2oCMWL9uw1/S8UjP7+Yzuipu/9WuIvH+C7eP/+YzbJl8QgdhT8E6ADhSWq+43Fe1jfLHRJgPNeuIiIiIiIgocPhtjFpUXZPZ70BRt+QoPHHZQIzplognL+wrLm9ul9OWYJaMUZheqNE4pm4K04MFpW4y6/7x5V58vOWk29txnhJZ5qZjqHNgxh1PgVVhXZ3C3/PBz3e73e+wfUqw38E6yTRYgySbzuCUAffq9cPQJ71lg3XSTL4EyfRsvU6Lb24b7bL9I1/vR95/vsXOwipx2UUDOtmPZTs3IWux0f63Neg0GN7ZkamXoNBkRQ3nP+3nO0/5dRwiIiIiIiIKLAbrqEWZzBZ8vK1Q1bav/TVPdj3CoENSdBgWXD4QU3qnisvbQKwOsyfkAgCmDcuSTXkNs0+bLHHq7Kk0pVNNUNJ5GmznhAjF7XYXVWNvUTXeXn/UbcYWAFmNNOm4F/xwAOe9shGFVQ3443iFy35Hy5Szvb7ddQq/HrY1DAn4NFjJ5UfP742zJVmYLUV6/yc6dZlNjg7Dtn+dLTaukHpz4wmxNp2QUec8DbbcHsA1OD02/H38O+/mXNcwkM0riIiIiIiISD22+6MWZbEC3+87rWpbocC+92OGflDhnD5pmJqXBU2DU1DOHphx7oSrVCetSqHTqzOTJLpmslhRVN0IAHjqL33x4bZCbD9ZCZPFise+cXQi3TywE8J0Wui0wFNXDZEdTxqwkY7oue9s+7+x4Tg+22HLyDLoNOiXHottBbYssaMltYhxGt98SQfUuEBPg5VcTgtQF19fdYqLQLekKESH6xCl0NwiPsqAL28ZhauXbcKxckdAMzJMJwZGhWCcGKyzr3h1nW2KeFZChKxOo9nvaJ3n/RirIyIiIiIiah3MrKMWZbFaMaFHssvy28bluCxLjg7DR7eegb8OzcQvs8e6PWZ0WNuIOafFRsiy0wAg3E3HWaXGCDUqmkJ8uDVfvHyyvB5GsxURei0m90rBJ7ePxV1ndnPZ57Mdp/DR1gJ8sKUAW09UyNZ5y64SAnWArV7ef87vLV6fNP8nl+0bJLX5eqU5h/LUkU2DlQXrpFl2/jeWaA69VoP3ZgzDG9MGu/ytpdv0TJWfe7jC2B2ZdbZAboW9tl2UQQet5PHhb7Da216tcw8SERERERERg3XUoqxW5QDQzNFdZNfvsU8bHZGThPsn90CkQpaSYOE1Q5AcZcB/z+8T2MG2gN7pygEroWOstGacmjpzn+8sEoM3/9tWAMDW0ELIxPrr0CyP+1/y8m9YtfMUXlt/DGaLVfFv9fUe991HEyMdUzytVuCm97aK2X2AvL5dksJ0UDWkccwwWTdY5Vp2LU2v1cgy35T0dfq7x0vr22ldp8FWNzRhuz1j8YZRndEr1dFIxeJ+FrNHnmJ8qbHhuNHpOUlEREREREQtg8E6alEWWNEgmfLZMzUan/7fCADALRNy0TkhAqtvHY1rh2erPubwnCR8fdtonNM3LeDjDbZOsY6acomSgI3JYsX7W/IxZdF67DtVDQD45XCpqmNW1jdh87FyfLDFFqwrrnFMvdVpNUiL8Rwke+Tr/Xh13TF8sr1QNsVSiD/948u9ivtpNUBUmDyour2gCgt+PizWXSuT1OaLCfOvZp2UtE6dTtbcIbSzLVOc/gbS7DghQ1Bnz7ArrjFi4CPfiuuHdU7A/0m6y5qCkFm3/u+TVU9DJyIiIiIiosBisI5alNXqqM+WFR+Bt68biqx4W1Bgznl9sfL/RiLFj4wrd1MOQ520ycJ9k3Lx8Pm2LrdldU147sdDqKw34Z+f7kR+RT1eXXdM1TF/O1yGa1/fIF53Ds6N7+46DVnJzsIqWWadxQr86iFgeMXgTADyzDcA+Hbfady3cicAeVZluN6/lx95gw6NbPl/L+iDB8/qgayE0A40ZTuN750/bB1+NXAEHYUmI4t/PSrbNtKgQ1SYDjeMyQEAWPwsLuep06/ezfRsIiIiIiIiCj5+I6MWZbFaxWDdRQM7KdZm60hiJE0WUmLC0C3FNr3xZIWj+cDB0zW4+PU/VB/zka/3o6HJkb348hWDZOsvG5Sh6jhVDSZ5sM5ixb0rd7ndXpjK/M51Q13WrT9a7hIc8jfAKt3LebrruX3TcKU9aBjKBmbEYprClGRpDb76Js/TnoWg3le7iwI7OCIiIiIiImpVDNZRi7JYAaPZFkhy11yhI5F2DE2OCsPA7HgAwMHTteJy6dRRALjlzFyfbqNrkjyLq1daDJ68sC/+e4HnGn/ONeucu45+feso8fJdk3sg2Z4R2SstBrcrNAypb7KIGW8PTO7u0zlISZsrxIf4dFd3NBoN7pvUHdcOkwfs9JLgo/Pf3ZkQrCuuMaKgsiFgY8uMa51OukRERERERGTDaAm1KKvVEQBqrY6doUSaSRUdrkdabDh0Wo3HemKpseqDKVN6pShmsE3pnYrBWXEe99Vo5AE652YTydFh+L/RXTCmWyJmOQUQbxrdBUeePB+90hyNENYcKEG+PWMwLyte9Tk402s1eG36cDz1l75IjPKvSUWoMDgFrOsk2XSNZs+dI2obHd2BvWXhKVF6jPVNj8HiqwYprCEiIiIiIqKWwmAdtSiLpBusro3WmQsk6TTgcJ0WGo0G0V4aL7ir9ZYVH+Gy7O4J7rPwOsVF4OHz+yIjLhzjc5MwqWeKbL0GGlmA7lBJnXy9RoNbxuZgweUDERthgDONRoN3r3dMiX1k9T7xsqGZgdqp/dIxpXdqs44RCjzdDzUNJpdlo7omiJfL6xyZdyaLFZ/tOIVTPmTYKZWsu3tCbsjX+yMiIiIiImrv2uYcMmozNJBn8FilwboOXq8OkN83Br3t/og06FClEKgRGM1WrJw5Aiu3F+Jte2MCwDbdNd8pWJMQ6RpEk7r5zFxc2i8VVqstk+7xHw5h5Z/5AOyZdZJg3Y7CKvHyJSrrwmk0GmTEhaOwqlG23LnWXEfVLTlKdl3aDKS6Uf4YeOWqQRiU6ciGrGl0ZNNd984WAMAbG47j85tHqrptq0JuXUevIUlERERERBQK+I2Zgmrl/43Av87phf72IINFMg2WwTp5dlOYfUqktI6dkquGZ6NzYiRGdkmULZ87tadL59cIL8dyNqRLgnhZA9c6dYIbx3ZTfczc5GiXZc3NrGsvcpIcwbqs+AgslDQDMZrl931ucpRs2myTyXWarC+165T+tGF+duglIiIiIiKiwOE3MwqqrPhIXDSwkxgEsDCzTkYaLxGymqK8TIMVppwmRMmz5jrFReCVq/KaNZ7OkuCRRqOBu7Jp0eHqk3JvsneJldKzuQgAeebj7Am5sky78blJsm3DDfL7rMlLTTt/MOORiIiIiIio9fGbGbUIrb0+ndVqhcme0sMpd3JCIwhvwTpBosIU1whD857S43o46taF6bQuTSUE0eHqM/YGZca5TPc08G8PwBasE/5mnRPkNQf/fV5v2fVwvfw+D0qwjhmPRERERERErY7BOmoRQmzGAjaYkFKqGyYN1vVMdZ1CKpBmZV1sryEnbT4hrW+mlkGnxZypPQAAJovF7TTYqDDfyl1anY7j3AW1owrTa/HWjSPx8pUD0TM1RrbOud6gc3DbeZqsoEFlZ1ilPy3/LkRERERERK2P38yoRWgkmXWcBuuZtGbdFYMzsPru8YrbSeuLTe6TZttXEkRbdOVAv25fb58KabJY3WbWqc3+Exwtq5ddZwaXw6jcZIzqmuh9QyfuMutO1xgVlztTChSH8e9CRERERETU6hisoxYhxOWOl9dja76tqyiDdcDwzgkA5EGSSEkgLMqgQ9+MOMRHKGeyndUrBclRBkyyB+v0Wg1+uOMM/PnPqT43lxAIgTST2X2wrrkZWJwCrc4b0wYDAB67ZIDLunP6pyvuc6y8XnG5M6XMOtYSJCIiIiIian2+zWUj8pNQs27Rr0fFZQzWAdkJkfjkphGyKY/SzLpI++VuyVFikFPqyQv7wmK1Ii7CgJIaWyfQ+EgDEqPDUFLf6NeYhCYDRrMFxiDURQMcmZbk2aDMOGy6/0ykpMSipKRatm72WT3x8o+HXPYpq1WbWecqjME6IiIiIiKiVsdgHbUIrUJwhjPubDonRsquR0imtwrZcY+d3wcv/nwE143Ikm2r0WgCnqWmt/9htpysxJaTlS7rB2bE+nzM0V0TseFYebPHRg7ODScEqgOsijXr+KQkIiIiIiJqbUyjoBahlEjFzDpl0o6uQm24jPgIPPmXvhiQ4XvTCF956tSaFGXAMxf38/mY/zm/t/eNKCDUBuuUatZxejIREREREVHrY7COWoRSZp3SMoKs1pxzR9CW4Klu2ewzc5EaE+7zMZOiwtAtKQoA0DstxsvW1BxGk3KdQWdKW3F6MhERERERUevjNFhqEUoJO+V1TS0/kDZAGsRMbI1gnYfsKmkHWl+9ePkAfLmvBBf1TfX7GCT31F/64u9f7JEt86fO4EV5mUiO8K8hCREREREREQUWg3XUIpSy6HqlRbfCSEJfndEkXo4Jb/kAiqe6ZXFuutKqkRkfgTnn90VJSbViJ1Ly3ZTeqYBzsM6kchqs5G+wYNoQ/l2IiIiIiIhCBKfBUotwnl537agu6GqfFkly5/RJQ2y4HjNGdm6VaYkGN9Ngp/ZOxYguCS07GPIq3CnbsVF1zTobTnwlIiIiIiIKLcysoxbhPLPykYv6o7K8tnUGE+Iy4iPwwx1ntNrtK02DHZOTiCcu7NsKoyFvEiINKKpuFK+rzawT0uhYpo6IiIiIiCi0MLOOWoR0Gmy/9Bi32Vtko9FoWq3Yv9Lfhp17Q5dzExKLyrmszKwjIiIiIiIKTYyYUIvQaqWXGR4IZUo16xisC12Z8RGy62rrzonbMbWOiIiIiIgopDBYRy1CmiWm1GyCQodSZt2RsrpWGAmpcd/EXHRLikJ6bDgAZtYRERERERG1dQzWUYvQyoJ1rTgQ8ipeoePrsbL6VhgJqdEpLgIf3jgcVw7OBOAIwnljZc06IiIiIiKikMRgHbUIaYCOmXWhLcKga+0hkB+E55jaabACPhuJiIiIiIhCC4N11CKYWde2DMqMk11nzbrQJzzF1E6DJSIiIiIiotDEYB21CGkyHRtMhL7X/pqHc/umidctFgaAQp1QF1L1NFin/YiIiIiIiCg0MFhHLUKaWadjcCDkaTUa3DEuR7zOUF3oc0yDVdlggn9UIiIiIiKikMRgHbUIaTIdY3VtQ6e4iNYeAvlACIirTYK02kOwfDoSERERERGFFgbrqEUws46oZajNmBO249ORiIiIiIgotDBYRy1CWherrsnciiMhap+EgLjaabACDXPriIiIiIiIQgqDddQipNNgN5+obL2BELVTWrEbrLrtmVlHREREREQUmhisoxahZUSgTcqICwcA9E6LaeWRkFpWtgMhIiIiIiJq0/StPQDqGLSM1bVJi68ahM/3lOCy/qmtPRTywvcGE0RERERERBSKmFlHLULDzLo2KTshEv/6Sz92hm0DhIC4+gYT9m6wfGoSERERERGFFAbrqEVwGixRcGl8bDAhbMUGE0RERERERKGFwTpqEZwGSxRcwlNM7TRYsMEEERERERFRSGKwjlqEltE6oqASp8GqrEbnyKwjIiIiIiKiUMJgHbUIZu8QBZdjGqy67cWgHp+bREREREREIYXBOmoRrFlHFFxCZp1FbbTOjjXriIiIiIiIQguDddTill0zuLWHQNTu+JxZ51tMj4iIiIiIiFoIg3XUIkxmi3i5e0p0K46EqH3SiDXr1GHNOiIiIiIiotDEYB21iCazI4QQpmN4gCjQtPawm+ppsOwGS0REREREFJIYrKMWYZRk1unYGZYo4MTMOh8bTPDZSEREREREFFoYrKMW0WRyBOs0TOUhCjjHNFh10ToxqMfnIxERERERUUhhsI5aRJMks46IAk/ouGzxbRYsM+uIiIiIiIhCDIN11CKkNeuIKPB8nQbLmnVEREREREShicE6ahFGZtYRBZXG1wYT4n5EREREREQUShisoxbBabBEwaX1s8EEERERERERhRYG66hFmDgNliiohMYtVpXROvaXICIiIiIiCk0M1lGL4DRYouASYm5qn2mOmB6jdURERERERKGEwTpqEZwGSxRcwjTY+iazqu3ZDZaIiIiIiCg0MVhHLYLBOqLgEoJvx8rqYbZ4nworTJfVaRmuIyIiIiIiCiUM1lGLiIswtPYQiNq1gsoG8XJ1o8nr9kI8jzXriIiIiIiIQguDddQinrxsIAZlxmHexf1aeyhE7VJGXITjiooeE0JmnZbROiIiIiIiopCib+0BUMfQNTkaS68ZDJWNKonIR2O6JYqXTSqeaGb7NozVERERERERhRZm1hERtQMajQYGnS3ypq5mne1/LVtMEBERERERhRQG64iI2glhSqtFRWadsI2W7wJEREREREQhhV/TiIjaCb1WfWadsAlr1hEREREREYUWBuuIiNoJrU/BOtasIyIiIiIiCkUM1hERtRNiZp2qabC2/5lZR0REREREFFoYrCMiaid09gJ0Fov3ba1CzbpgDoiIiIiIiIh8xu9pRETthM7+iu5TzTotM+uIiIiIiIhCCYN1RETthN6eWadqGqw9WsdpsERERERERKGFwToionZC60tmnf1/xuqIiIiIiIhCC4N1RETthJBZZ1GRWSfWrGOwjoiIiIiIKKQwWEdE1E4IgTeTDzXrNGC0joiIiIiIKJQwWEdE1E74klkn1KzTMbWOiIiIiIgopDBYR0TUTgidXdXVrLNtw5p1REREREREoYXBOiKidkIvBOu8x+ogJN+xGywREREREVFoYbCOiKid8CmzTmgwEdQRERERERERka/4PY2IqJ0QMussaoJ1Ftv/GmbWERERERERhRQG64iI2gmdRpgG60NmHd8FiIiIiIiIQgq/phERtRM6nxpM2LBmHRERERERUWhhsI6IqJ0Qg3UqMuusQmYdY3VEREREREQhhcE6IqJ2QifWrAO+23savf+xGr8eKlXcVki+04DROiIiIiIiolDCYB0RUTshnQY7Z9UeNJosuGflLjGLTkpoQsHMOiIiIiIiotDCYB0RUTshBOtMTsG5JrNCsM7+v5bROiIiIiIiopCib+0BEBFRYAjdYJ/87oBsudFsQZje9ttMcXUDLn3td5TVGQEABgbriIiIiIiIQgqDdURE7YROpxx4azJbxMsL1xxEfmWDeD0xKizo4yIiIiIiIiL1OA2WiKidEDLrnFXUm7C3qBoA8Pb6Y7J1CZGGoI+LiIiIiIiI1GNmHRFRO6F3M6X1+uVb0GiyYO7Uni7rkqIYrCMiIiIiIgolzKwjImon3DWLaDTZpsE+4VTLDgASGawjIiIiIiIKKQzWERG1E+4y6zxhsI6IiIiIiCi0MFhHRNRO6PwI1nVLjgrCSIiIiIiIiMhfDNYREbUT/gTrosNYupSIiIiIiCiUMFhHRNRO+BOsIyIiIiIiotDCYB0RUTvhT806IiIiIiIiCi2c/0RE1E5oNeqDdT1To/HA5B5BHA0RERERERH5g8E6IqJ2oqKuSdV2fdJj8M51Q4M8GiIiIiIiIvIHp8ESEbUTFqtVvKwBMOe8Porb9UmLaaERERERERERka+YWUdE1E5YHLE6TOiRjMToMNn6py/qi4PlDbgmL6OFR0ZERERERERqMbOOiKidsMIRrZsztadLw4n+nWLx8AX9EBvB32mIiIiIiIhCFYN1RETthGQWLJKjw6Bjd1giIiIiIqI2h8E6IqJ2wiqN1gHQa+Uv8UlR8mmxREREREREFHoYrCMiaiesTtelmXV/m9QdYXq+5BMREREREYU6fnMjImonLE7ROmnNuqQoQwuPhoiIiIiIiPzBYB0RUTvhPA1Wp3ME65ybTRAREREREVFoYrCOiKiduGBgBgAgMy4cAKDTSIJ1Or7cExERERERtQX61h4AEREFxrkDOuGNaXnolhQNQJ5Nx8w6IiIiIiKitoHBOiKidkKj0SAvKx7CbFgdg3VERERERERtDudFERG1U3pJzToDp8ESERERERG1Cfz2RkTUTum0jpd4ZtYRERERERG1DQzWERG1U7KadToG64iIiIiIiNqCkA/WFRUVYfbs2Rg5ciTGjx+PJ598Eo2NjQCA//73v+jdu7fs3/Lly8V9V61ahSlTpiAvLw933HEHysrKxHVWqxXz5s3D6NGjMXLkSDzzzDOwWCzi+vLyctx1110YMmQIJk+ejM8++6zlTpqIKACkNesM2pB/uSciIiIiIiKEeIMJq9WK2bNnIy4uDu+++y4qKysxd+5caLVaPPTQQzh06BD+9re/4dJLLxX3iYmJAQBs374dDz/8MP7zn/+gT58+ePzxxzFnzhwsWbIEALBs2TKsWrUKCxcuhMlkwgMPPIDk5GTMnDkTADBnzhw0NDRgxYoV2LZtG/7xj3+gW7duGDRoUMvfEUREfjBIsumiw3WtOBIiIiIiIiJSK6SDdYcPH8bWrVvx22+/ISUlBQAwe/ZsPP3002KwbubMmUhNTXXZd/ny5TjvvPNwySWXAACeeeYZTJo0CSdOnEDnzp3x9ttvY/bs2Rg+fDgA4P7778eLL76ImTNn4vjx4/jxxx/xww8/IDs7G7169cLWrVvx3nvvMVhHRG1Gt5QYTOqZgsy4CHSKDW/t4RAREREREZEKIR2sS01Nxeuvvy4G6gQ1NTWoqalBUVERcnJyFPfdtm0bbr75ZvF6RkYGMjMzsW3bNoSFhaGwsBAjRowQ1w8bNgz5+fkoLi7Gtm3bkJGRgezsbNl6ISvPF5p2VCZKOBfpOTkvC9Q2Lb1fKI6J5xKaY2pL56LTajDvkn6wWtv+uQRrv1AcU3s6l1AcE88lNMfEcwnNMfFcOCaeS2gcm+fCcwnVMbX0ubQHas9FY7UKX+NCn8ViwTXXXIPExETceuutuPrqq3HFFVfgl19+QUJCAm688UZxSuyQIUPw4osv4swzzxT3v/LKK3HOOedg9OjRuPzyy7F9+3aEh9uyTRoaGpCXl4ePPvoImzZtwtdff40PP/xQ3Pfnn3/G3Xffja1bt7boORMRERERERERUccR0pl1zp599lns3r0b//vf/7Br1y5oNBrk5ubiuuuuwx9//IF//vOfiImJwdSpU9HQ0ICwsDDZ/mFhYTAajWhoaBCvS9cBgNFoRH19vdt9fVVaWo22Ew71TKMBkpNjZefkvCxQ27T0fqE4Jp5LaI6J5xKaY+K5cEw8F55LqIyJ5xKaY2pP5xKKY+K5hOaYeC6hOSaei//Hbg+Ec/KmzQTrnn32Wbz11lt4/vnn0atXL/Ts2ROTJk1CQkICAKBPnz44evQo3n//fUydOhXh4eEuwTWj0YjIyEhZYE7IrBO2jYyMdLtvRESEz+O2WtFuHlQCpXNyXhaobVp6v1AcE88lNMfEcwnNMfFcOCaeS2gcm+fCcwnVMbWncwnFMfFcQnNMPJfQHBPPxf9jdwTa1h6AGo899hiWLVuGZ599Fueccw4AQKPRiIE6QW5uLoqKigAA6enpKCkpka0vKSlBamoq0tPTAQCnT58W1wmXhfXu9iUiIiIiIiIiIgqWkA/WLVy4EB988AGee+45XHDBBeLyF198ETfccINs27179yI3NxcAkJeXh82bN4vrCgsLUVhYiLy8PKSnpyMzM1O2fvPmzcjMzERaWhoGDx6M/Px8nDp1SrZ+8ODBwTlJIiIiIiIiIiIihPg02EOHDmHRokWYNWsWhg0bJsuEmzRpEl599VW88cYbmDp1Kn799Vd8+umnePvttwEA06ZNw/XXX4/Bgwdj4MCBePzxxzFx4kR07txZXD9v3jx06tQJADB//nzcdNNNAIDOnTtj3LhxeOCBB/Dwww9jx44dWLVqFZYvX97C9wAREREREREREXUkIR2s++GHH2A2m7F48WIsXrxYtm7fvn148cUXsWDBArz44ovIysrC/PnzMWTIEAC2brCPPvooFixYgMrKSowdOxaPPfaYuP/MmTNRWlqKO++8EzqdDldccYUsU++ZZ57Bww8/jKuuugqpqal44oknMGjQoBY5byIiIiIiIiIi6phCOlg3a9YszJo1y+36KVOmYMqUKW7XX3bZZbjssssU1+l0OsyZMwdz5sxRXJ+cnIxXXnnFtwETERERERERERE1Q8jXrCMiIiIiIiIiIuooGKwjIiIiIiIiIiIKEQzWERERERERERERhQgG64iIiIiIiIiIiEIEg3VEREREREREREQhgsE6IiIiIiIiIiKiEMFgHRERERERERERUYhgsI6IiIiIiIiIiChEMFhHREREREREREQUIhisIyIiIiIiIiIiChEM1hEREREREREREYUIBuuIiIiIiIiIiIhCBIN1REREREREREREIYLBOiIiIiIiIiIiohDBYB0REREREREREVGIYLCOiIiIiIiIiIgoRDBYR0REREREREREFCIYrCMiIiIiIiIiIgoRDNYRERERERERERGFCAbriIiIiIiIiIiIQoS+tQfQ3mk0rT2CwBHORXpOzssCtU1L7xeKY+K5hOaYeC6hOSaeC8fEcwmNY/NceC6hOqb2dC6hOCaeS2iOiecSmmPiufh/7PZA7blorFarNbhDISIiIiIiIiIiIjU4DZaIiIiIiIiIiChEMFhHREREREREREQUIhisIyIiIiIiIiIiChEM1hEREREREREREYUIBuuIiIiIiIiIiIhCBIN1REREREREREREIYLBOiIiIiIiIiIiohDBYB0REREREREREVGIYLCOiIiIiIiIiIgoRDBYR0REREREREREFCIYrKN2w2q1uvwvXPZlG6Xt1NyeP9u4G6O3Zf7upzQmNduo2S/Y5+JM7d9O7d/Jn9tr6ceYv8dWu58/Y/SFp8eV0nU1j5XmjNOf56fzfr4+fv15XHi7PX/PJZjPs0Dddy1x//qzjT/norTM37+L2nGqeS1Xcy5Kx/X3dSGY96+/4wzU41fNsdQ8fn3ZLxBjUruN0nHV3r/ebs/dft62CfaYvL3WeTq+mu08jSmQryvNGaPa1wdfH7++LFMah7dzac5z0duY1Gzjzzj9HVMgn/vulqnhbT+1j1+ly97GGqgxehqnu9sOxv3r77HVnIs/27i7vUC9d/jzmqH2eedunGrG7e35qfa+8xeDddQu1NTUoLq6GgCg0WgAAE1NTWhqavJpG6XtysrKcOrUKa+3J7BYLG63cT6W0u1brVaXYzpvp2Ybf+8DpW2UljmPwd9zUTNuKeH+VfO38/R3ko5RaZxqtnFeFszHmL/HVrufwJfHr9J+ztcPHjyIEydOoLi4WDxOfn4+ysrKUFFRAY1GgwMHDrhsozROpb+BmnGquX+VtlFz/6p53CvdB2qOrfb21DzOLRaL18ev2v0C9dhU89z39/7197Gi9nHvz7kojUvNNmrfg9Sci7+PMYGn11+lcQbz/vX38eusuro6YI9fNc8FNY9fpe2COSY17/FK1Ny/Su+fgXwuqvlcJR2vu+3UPDf8ffyqGbdwXwXic5XSNsF6Ljbn8avm/AL5uVXN/eSsOZ8R/Rmn2sevP68P/o5J7eNXzX5q7ic1nxGdt3EOlgj3lZrHvfM+/t5PzdlPzTjVHNuZmsevcO7+vFf6+x0jUJ//1L5GBvNzq5r7tzn0QTsyUQt56aWX8Ouvv6Kqqgr9+/fH9OnTsXbtWvzxxx8wm83o3bs3wsLCsGnTJlRXV7vd5vbbb8fy5cvx22+/iccyGAzYtWsXysrKMHDgQFx44YXYv38/NmzYILu9mpoamEwmpKWlITc3F0uWLHEZ03fffYdffvkFpaWlGDhwICIiIlBaWgqr1Sre/sqVK7F161aEhYWhd+/emDVrFl555RVs2LBBHGdCQgL27t2L8PBwt9vcfvvtWLFiBTZu3OjTfaC0zZo1a7B+/XrZuWzcuBHbt28Xx2mxWFxuX825REVFYfv27R7Hffvtt+PkyZPQaDRITExEdna24vk6/+0iIiKwf/9+2bls27YNe/bsQXx8PHr16oVLL70Uy5Ytw59//imOMzo6Grt27fK4zaxZs7B06VLZssbGRq+PQ38fY0rnoubYavc7cOAAGhsbfXr8XnjhhUhISIDZbBb327dvHwCIf6dnn30Wq1evRlhYGCorK3HPPfdg37592LBhAwBAr9eja9eu2LlzJ8LDw8VtJk6ciJUrV3p93Cs9953HqdVqceLECY/3r9Lf4MiRI9i0aZPH+zcmJgZHjhyBxWJx+7ivrKx0uQ9OnDiBnTt3ejy20nNP6faU9nN+nJeXl3t9/M6aNQvvvvuu7LGvtJ/zfe7vY1PpXJyf+0qvD2ru31OnTuHgwYMex630WNHr9Th16hRqamo8Pu6dHz9qzkVp7GpeN2tra/HTTz95vH2156L0Wq7mMabm9fett95yGeeePXuwdu3aoNy/Su8vah6/ztucPHnSr9dttc9F52M5v44pPX4nTpyIL7/8UjZ2pcdKoMak9L7v/B7v7/2r9P6p9F7p73PR+TGm9LnK+fELwOUxrOazj9JrnZrHr9L7i/O4L7zwQuTn52PHjh3N/lyl9F75/PPPy56fgXouWq1WrFmzxuX9W83jV81rpJrPVWo/t3p7Lqp9/Kr9jOjPY0zN6y8Al/dvNa8P/t53ah+/ah73zo9xpfsJANatW+fxM6Lz58h7770X48ePx5YtW9DQ0CB+Jn355Ze9Pu6dv7+FhYX59bdrzmNTzeufmmOr+Y4TyPdKNfeB2s8Q/nz+U/saGczPrUq3F2gaazDz9oiC7P3338cLL7yAv//974iNjcXSpUtRWlqKU6dOYfbs2YiMjMSCBQtQXV2Nv/71rxgxYgTefvttl22WLl0KvV6P4uJizJ07FwkJCXj22Wdx8uRJXHTRRfjLX/6ClStXYufOncjPz8fcuXORkpKCpUuX4tSpUygvL0fnzp2Rn5+P3r17Y+/evfjnP/8pjqmyshL5+fl46qmnkJKSgieeeAL79u3D4MGDMXXqVCxfvhwajQYlJSWYPn06TCYTPvnkE8THx6OkpAR33XUXDAYDXnjhBdTW1mLKlCnIzMzEp59+6rLN0qVLodPpUFxcjLvuugsRERGq7gOlbcrLy1FYWIi5c+ciKSkJS5cuxenTp1FcXIwZM2bAbDbjvffeg9FoxIwZM5CdnY2lS5eqOpcXX3wRNTU1uPjii9G3b1+89dZbLuNeunQpzGYzamtrkZSUhKKiIgwdOhRbt27F7NmzxfN1/ts9/fTTKCgowDnnnIOpU6finXfeQXFxMUpKSnDJJZegpqYGGzZsQHJyMgoLC3HdddehsbER7777LpqamnD22WdDp9MpbvPJJ58gNjYWZWVluP7662E0GsX74Pbbb0evXr2wbNmygD3GlM5FzbHV7mc2m1FdXY3MzEzVj98VK1Zg8+bNKC0tRZcuXVBQUIDs7GycOnUKSUlJOHXqFCZPnoxff/0VL730EpKTk/HHH3/ghRdeQH19PR566CFkZ2fj888/xxdffIHLLrsMl1xyCY4cOYIlS5YgIyMD+/btE//GSo/7hIQEnD59GnPnzkVcXJziOOfNm4cdO3Zg7NixuP766/H555+73L9Kf4MdO3YgPz8fs2fPRnR0tOL9++STT+LUqVOYMGECRo8ejbffftvlcf/BBx+gsbER//73vzFkyBBs2rQJ8+fPR0NDA6677jp07txZ8dhLly51ee4p3Z7Sfs6P8zVr1ojPTwCKj99PPvkEMTExKC8vx0UXXYSqqirF/Zzvc38fm0rn4vzcV3p9UHP/zps3D42NjbjkkksQFxenOG6lx8rTTz+N3bt3Y8SIEbjiiivw3nvvKT7unR8/as5F6TVRzevm+++/j8bGRjzwwAPo378/PvzwQ8X3IDXnovRaruYxpub1Nzw8HKdOncITTzyB5ORkrFixAnv27MHx48fx5JNPIj09PaD3r9L7i5rHr/M2P/74IxobGzF37lykpaUpfn5Q+/hVei46H8v5dezDDz90efwuWbIE6enpOHDgAGbMmIHGxkbFx0qgxqT0vu/8Hu/v/av0/qn0Xunvc9H5Mab0ucr58XvTTTehtrYWK1euxO233w6DwaDqs4/Sa52ax6/S+4vzuFesWIFt27ahsLAQM2bMgNVq9ftzldJ7ZXJyMoqKivDkk0+Knw0C8VxcsmQJKisrcdttt+Gss87C1q1bVT9+fXmN9PS5Su3nVm/PxU8//VTV41ftZ0Tnv4uacap5/b3ppptQUVGBVatW4dprr1X9+qD2ue88JrWPXzWPe+fHuNL9tHDhQlRVVWHWrFkYOHAgvvzyS5fPiM6fI7dv347FixcjLy8Phw8fRnp6Ok6ePIl+/fph9+7dePrpp90+7p2/v11wwQWwWq349ttvfXp98Pf+Vfv+rebYar7jBPK9Us19oPY7nD+f/9S+Rgbzc6vS7fXt2xcPPPAA+vTpE7BsO06DpTatsLAQl19+OS699FJMmTIFr732GsLDw5Gamor6+npcfvnluOSSS5CdnY0DBw6goaEBixcvdtnms88+AwDExcVBr9dj4sSJuPzyy5GTk4OCggJs2bIF//rXv5CRkYGkpCRs27YNY8aMwX333YeKigrk5ORgypQpeOmll1BZWYm4uDhYLBZMmTIFb7zxBpKSkhAdHY2DBw+if//+6Nu3LyZMmAC9Xo99+/bhrbfeQkNDA9LT09GtWzfce++9+PLLL1FRUYH4+Hj0798fl112GYYNGyb+CtK7d2989tlnsm2mTZuGlStXwmQyITk5GUlJSbjqqqtU3QfO2yxZsgQxMTFISEhAcXExxo8fj0WLFkGj0SAjIwNhYWG48847cfbZZyMpKQk7duxAr169sGLFCq/ncvXVV2Py5Mno1q0bTp48idjYWHz00Ucu4/7Xv/6F0tJSZGZm4vrrr8cTTzyBvXv3IisrCzk5ObjmmmsU/3ZTpkxB3759UVpaioMHD+Lpp59GU1MTsrOzkZKSgv/+979YtGgRjhw58v/s/Xd0VdX2/42/cs7JSU56T0hCek8Ivfcq0kSlWq4NGyLFcq8VFZQqFhRUEFCUDiH03luAhNBSgDRISO/lnJNTsp8/7tjrySFB0Oszft/vb7jH+Izxubj3yVpzv+d7vtfac82Ju7s748eP59VXXyU6OhofHx/Ky8uZOHGixT0TJkzg3XffJTExkcrKStzd3enduzfvvPMO48ePx9nZmaSkJFxdXVmxYsXfhrHmc8nOzub7779/qN9+mOfmz59PZWUl/v7+PPfccyxfvvyB+G3Xrh1PPfUUdXV1hISEEBMTw9SpU8nNzaVNmzY89dRTLF68mGvXrmFlZYVOpyM0NJRJkyYxYMAA1Go16enpeHl50b17d4KDgzl9+jRnz55lyJAhfPzxx+Tm5hIcHEz37t158sknW+B+165d1NbWYm9vT0BAAIMHD251nIMHDyYmJobGxkb27t3Lhx9+2MK+976Djz76CFdXV7y9vcnJyWHs2LEt7NuvXz+6d+9Ohw4daGhooLa2lt9//70F7mfMmIG1tTU7d+6kurqa8ePH0759e9zd3amrq6NTp06tvrtVq1ZZ+F7v3r1b/L0tW7ZYPNe/f3++/vprC5x//PHHxMfHY2trS1paGs8++2wL/L799tts3ryZ8vJyvLy8GDFiBHPnzm3x3L59+1rY/K9gszXbbdq0ycL3x40b14If1q9f/0D7jh07lrCwMLy8vJAkidGjR7c67taw0q1bN7p27YokSZw5c4bvvvuuxT1ffPGFBX569OjxwLlMmDCBzZs3W4x9xowZD8WbU6ZMwd7eniNHjmBlZcXnn3/eAr8PO5d7ufxhMPbBBx88FP8qlUpsbW3R6XR06NCBL774gqCgIBwdHTl9+jQxMTF/m33v9bOZM2c+EL/PPPNMi3sWLVrE8OHDsba25uDBg8TFxbWqHx4Gv/f64oABA1r81qhRo1rw2LRp0yzwO3HiRD744ANycnKIjIxk2LBhvP322y2wkpiY+LeMqbW4v3TpUosY/+abb/5l+7YWP++NlT///PNf9sXmGIuKimqhq9577z0L/C5YsICzZ89y+PBhBg0axHPPPcdTTz31UNrnXq5bvnz5A/HbWnyZPXt2C9+YPXs2Go0GPz8/KioqeP311/+SrmpNI8qx0traGhcXFzp37vy3+eIrr7yCg4MD58+fJzMzk3Hjxj0UfhMSEh7IkbNmzXooXfUw7+5BvhgREcH69ev/EL9/RiPe+14mT578wHE+DP8uWLCAM2fOcOjQIUaNGsX06dMfih8e1vdbs93D4PdhcP+f//zHAuNvvPFGq3Z66qmncHFxITk5mZqaGrp27dpCI96rI6dNm8bUqVNJTU2lb9++/PTTT/z000/U19dja2tLTU0NXbp0aYH7qVOntli/1dfXc/z4cbp37/6n+OGv2vdh4ve33377h7+t0+n48ssv/3CNM2HCBN55552/LVbeqx/uZ4OHWcPdu2Z9GP33sBrq/0vd2prm37dvH9XV1cybN4+UlJS/rY7dP5t1/1z/V191dXVcuHBB/G97e3tCQkJQKpWkpKSwdetWdDod9vb2tGnThsTERC5fvtziHhsbG7p27YpOpyMxMZEzZ85gMBjQ6/V07tyZlJQUdu7cib+/P0qlkuLiYr7//nvMZjPe3t706dOH1NRUcnNzCQ8Px2g0smXLFhITE9FoNHTp0gWDwUBKSgoJCQlotVqampp47LHHKC4uZt26dYSFhQGQmJjI6dOncXNzo1u3btTX1/Pdd99x9+5dTCYTcXFxtGnTRnzhan5PTk4Ojo6OxMXFYTQaxVwaGxsfaIN77XTp0iWio6Mxm83iHgcHB9q2bYu9vT0pKSls27YNg8FAdHQ0kiTx3XffUV1dTXh4+B/OJS8vD4PBgJ+fn/h7V69ebTFug8FAcHAwkZGRHDp0CDs7OyIiIqisrGTTpk2cOXMGe3v7Fu9Or9cjSRKdO3fm0qVLnDhxAl9fXzw8PMRcYmJi6NSpEyUlJXz00UdYW1ujVCp54oknxFzs7e3FPR9++KEg5nbt2qHVavnuu+/Izs7GaDTi4+MjnispKfnbMNbQ0CDmkpKSwr59+wgODn7gbze3wf2ekyQJX19fQkND2bVrF3q9nsjIyD/E79atWzEajXh4eDBx4kRKS0u5dOkSfn5+dO/enT179lBfX89TTz2FwWBg1apVnD59GoAePXrg6enJ1atXRXaclZUVzz33HFu3biUhIYFBgwYRFhZGXl4eiYmJ6PX6FrhPS0tj4MCB1NXVCdy3Nk6dTkdVVZXwsxUrVuDn52dhX51OZ/EOdu/ejbe3Nw4ODuIea2trC/ueO3eOxsZGHBwcxHNHjhxp4cPyxlFDQ4PAvbOzM97e3mRkZJCYmIjJZGrx7jQajYXvJSQkoNPpLP7e3r176dKli3ju7NmzeHl54efnJ3C+a9cuVCoVw4YN486dO+ILYXx8vBhTTk4O/v7+REVF0djYKLjG2tra4jmNRsPAgQOpra0Vzz0Mxu7FZmu2279/P7GxscL3z50714IfMjIyWvDKvfa9e/cujo6OhIeHk5GRwfbt27GysnoorMh1SWSsrFq1io4dO1rco1AoaNu2rcDP8uXL0Wq1fziXM2fO4ObmZjH2s2fPYjKZHsibTU1NODg4iHsKCgos/v7333+PUql8qLlERkZacLm1tfUDMXb8+HGCgoIeyL+DBg1Cq9WK+arVaiIiImhqahLjlGvd/K/2vdfPzpw580D8fvjhh3h6elrck5OTg1qtJigoSNyjUqkeyNut4fdeX5Tt0vy3du3ahdFotOAx+bhWc18cOnQoAQEB5ObmkpiYSG1tbQuslJSU/C1jai3up6WlWcT4rVu34uPj85fsGx8f3yJ+Go1GvL29xVyKior+si82x9jy5ctpaGiw0FXbt2+3wK+trS3vvPMORqORkydPcubMGYAW+qg17aPVai24bs+ePXTq1OkP8dtafNm5cydhYWEWviEvFL29vSkuLmbZsmU0Njb+aV3VmkZMS0sTmTbye9FqtX+LL965cwdnZ2fs7OwExh4Gv2VlZS203r0cefr06YfSVQ+jW21sbP7QFxMTE7l9+/Yf4vfPaMR730tOTs4DMfYw/Gtra8u7776L2Wzm2LFjnDlzBisrqwfyw8P6fmu20+v1D8Qv8EDcHzhwAA8PD4Fx+QOSbKelS5cKLdKmTRtcXV3Fh0VZI27ZsoWEhIQWOrKmpkb825kzZ9i5cyddunShQ4cONDY2Ci17L+63b9+Ol5eXxfrtlVdewd7enqSkJLHp+TD8cC/GHta+1tbWD+S/NWvWEBQUdN/f3rFjBzdv3rTQfveucT788EMaGxv/tlipUCgeygZ6vf6Ba7h716wPo/8eVkO5uLi00H9/l25tTfO7uLiwdu1aMaacnJy/Za/jn826f67/q6+RI0eiVqvZuXOnKFo5cOBAvL29cXR05MCBA3Tr1g1bW1u6du2KjY0Na9asoV+/fhb33L17l8cee4zg4GCqq6tZvXo1o0ePxs3NDYVCQXBwMAcOHKB79+54eXnh7u7O9evXKS8vp7KykvDwcEJDQzlw4ABDhw7Fx8cHe3t7du3aRVJSEuPGjSMwMBCtVsv+/fuJi4tDp9Ph5+dH//79uX79Op6enrRp0waAX375BZ1Ox+DBgwkPDxcp0u3bt6ewsJDXX39dpOoOGDBA3LNw4UIABg0aREBAAHq9njVr1jB8+PAH2qA1O40cORJ/f3+srKzYv38/d+7coWPHjjg7O+Pj48PBgweJjY2lsbGR1157jcrKShYsWECnTp3+cC4LFy6kX79+6PV6HnvsMWxtbVmzZg39+/e3GLePjw+VlZWMGDFC3DN69Gi8vb2pra1lx44dZGdnt3h3w4cPx8bGBn9/f0JCQti/f78QlaGhoRw8eJCsrCy6dOlCXFwc6enpfPLJJ3h5eZGRkcGPP/5IVVUV8+bNs7jns88+o7Gxkc6dOxMaGkpJSYn46mRra8uYMWOoqKhg4cKFLXD4VzEWEhJiMZcDBw4QHx//wN++1watPadUKqmsrKRv377CvhMnTnwgfuXn7Ozs6N+/PyUlJVRWVhIdHU27du3YvXs3bm5u+Pv7U1ZWxrZt28jOziYoKEjYb/v27RQWFuLi4oJWq+XNN9/kq6++4uLFi4wbNw5fX1+2bNnCqVOnWsX96NGjCQ8PJy8vjwULFgC0GGePHj1wdXWlsLCQvn37kpaWRmhoqIV9g4ODW7yDdu3a4eTkRGhoKGlpaSQnJ7ewb+/evdHr9XTv3p3Q0FD2799PaGioBe49PT1xc3Ojd+/elJWVCdzb2tryyCOPsH37ds6cOdPit41GI2PGjLHwvbi4OIu/d+DAAXr27GnxnFarpU2bNgLnBw4coG3btpSUlLBs2TJu3rzJxx9/TKdOnQgLCxP41el0+Pr6Eh4eTmVlJQsXLiQuLs7iudmzZzN27FgiIiKEzUeOHPmXsHmv7Q4cOED79u0tfF++R+aH1atX0759+z+0r8yRRqORyZMnk5iYyMmTJxk7duwDsdKtWzdsbGywsrKiX79+pKWlERYWZnHP3bt3GT16tAV+/P39HzgXvV7fghN79uz5QN589NFHcXd3p2vXroJX7v37ycnJDz2X5ni6e/fuAzGWnp5OeXn5A/l3/PjxhISEUFxcLPD75JNP4ufnh0qlsuCx/9W+rflZbW3tA/H70UcfWdyzaNEiHnnkETQaDVOmTCEzM5NPP/30oXi7Nfze64tGo9Hit/bv3y8yTWQeO378OK6urhb8YDabGTBgAD4+Pmzbto2zZ8/Sp08fC6wsXLjwbxlTa3F/9erVxMfHW8T47Ozsv2RfnU7XIn4OHz4cjUZjESv/qi/eizF/f38LXVVSUkJJSYkFfuPj4xk/fjxNTU2sXr2a7OxsRo4c+UDtI4+pOdf17t37gfhtLb706tXLYtwXLlygQ4cOKJVKOnbsSHp6Or6+vn9aV91PIz755JOEhYVx69YtC97+X33x2rVr2NvbExERgUqlElz3MPi9V6O2xpFDhw59oK56GN169+7dB/riqlWraNOmzR/i92E1oslkaqF3HwZjD8O/sbGxDBo0CL1ez8aNG8nJyXkofngY329tTD169HggfpOTkx+I+/3794sNERnj58+fF3YqLCxk4cKFBAUFUVlZSZcuXbC1teX48eM4Ozuj0+mYPn06X331FTqdzkJHnjp1SmDzkUceETpyypQp+Pr6IkkSu3btIjg42AL3hYWFlJaWWqzfNBoN48ePR6PRsG7dOpKSkh7q3d2LsT+DzYfhv4CAgAfyto+Pzx+ucT777LOH0noPGyvv1Q+t2cDa2vqh1nD38sHD6L+H0VA6na6F/vu7dGtrWkTecP/xxx+Fff+O65/Nun+u/6uuQ4cOsXHjRvbv309JSQkdO3YUgfa3336jqakJpVJJSUkJt2/fprCwkCtXrqDRaPjtt9/o2rUrt27doqioiMrKSrKzs8nNzeXnn3+moKCAxsZG9Ho9165d48CBAwQGBrJ7924kSaK0tJQrV64QGBhIRUUFWq2WU6dO0bFjR1auXImbm5u4x87OjqysLPLy8ti6dSu5ubkEBgbS2NjI7du3uXv3LrW1tSxZsoTg4GCsra0xmUzcuHEDnU5HWloaa9euxc3Njfr6elxcXLhy5Qpubm5kZGTw/vvv89RTT5GVlSV+S6PRkJycTEJCgjj/r9VqycjIIDU1tYUNTp8+3cJOarWa1atXEx0dzY0bN0hNTcXJyYmamhry8vLYvHkzYWFhZGRkUFBQQEVFBUVFRdTU1LB06VJeeeUVrl27hpubW4u5aDQaqqurcXBwIDU1lcbGRqqqqli8eDHDhw8X7wXAzs6OGzducPz4cQICAvj1118ZOnSouKexsZHCwkLOnTvHnj17qKiowMrKCrPZTFpaGqmpqbi4uLBlyxbatWtHTU0NHh4eJCUlUVJSQlFREYmJiXTs2FG8mwsXLtCvXz/OnDnDBx98wPvvv09aWhpOTk5isXLy5EkuXrxImzZtyMjIwN7entTUVO7evSuC+4gRI7hy5QqNjY1/CWM7d+4E4ObNm9TU1JCRkYFGo+HXX3/F39+fyspKCgsLW/x2azZo7bmmpiYaGhooLS3l0KFDdOzYkVWrVhEbGyve+b349fPzE0cP7ty5w8GDB3nsscfYu3cv7du3F9k/q1atIiMjg/r6etLT0+nSpQv5+fkcO3ZM1ONr27YtGzZsoF27dmzbto2nnnqK1atXk5aWxqBBg1i1ahUuLi4oFAocHR1Zvnw5TzzxBOnp6bz99ts8+uij3Lx5k5SUFNRqNUqlkvPnz/Pdd9+RkpKCo6Mj1dXVZGVlceTIEWHfgoICTCYTBw8eRK/Xk5aWRnl5OWfPniUsLIwDBw5gZ2dHRUWFsO+5c+coLS1l06ZNaLVabG1tsbKyIj09naKiIuHDvXr1orq6mvT0dK5evUpubi7p6ekcPXqU7t27s3btWjp37szly5dpbGykoqKCHTt20KlTJ77//nsiIiKwtbWlsbGRq1evsnTpUrRaLTY2NlRXV3P37l0KCwupqKhgzpw5BAUFCa5xc3NDrVZz/fp11q1bx7Bhw0hKSqKiooLq6moAMjMzWbBgAe+88w4XL14kJCSErKwsvLy8uHTpEgcPHmTw4MFcuHCBwMBArl27hqenJ+np6Xz00Uc888wznDt3jpMnT6JQKHBwcCA5OZk7d+48FDZbs11VVZVYXFZWVpKcnExVVRVGo5HMzExh32+++YYnn3yS7Oxsrl271sK+/fr147fffqN3795cvXoVNzc30tPT2bBhA7179+aHH34QRaObYyU9PR1vb2/q6+vJzc3l8uXLKJVKli9fTlFRETqdjrNnzxIUFER1dTU3b95k5cqV4r3k5ubS0NAgat40n0thYSH19fUYjUbBf2FhYWRmZmIymbh58yYlJSUteLOgoIBr164JLB05coSAgAD27dtHfHw8qamp3LlzB5VKxZUrV8jPz+eXX35pdS5qtZqVK1fS0NCA2WwmIyMDGxsbioqKyMrKEu/lXow1NTXx888/869//QudTodKpWrBvzqdjjt37nD69Gk2btyIn58f/v7+GAwGUlNT+eKLL8SYioqKKC0tJT09/S/b914/M5vN3Lp1C4VCQWZmJps2bWoVvzdu3GDJkiV88MEHpKSk4OLiwrlz53B3d+fy5csUFhZia2vLpk2bGDlyJOfOncPBweGh8NuaL9rb22M2m7l27RqrV6/G09OT2tpaSktLKSsrIz09ncuXL/P888/z3HPPUVBQgL+/v4jLctZPWFgYxcXFODk58cMPP9C3b1/Ky8uZP38+Y8aM4fLlyxw+fPgvjak1feTo6MjGjRvp378/2dnZIv6UlpZSXFxMYmLiQ9m3d+/eXLhwAV9fXy5dusSBAwfw8fHhxo0beHh4cPr0aRobG1EoFKxcuZJOnTpx6dIl1qxZ81C+6O/vT3l5OZmZmXz77bfk5uYSFBREWVkZlZWVFBUVCfwOHToUBwcH7O3tWbduHT169CA9PZ3Vq1cTFBSEWq3mwoULbNiwgY4dO7bQPvIx4rKyMvLz87ly5QpKpZIffvgBhUJBYWEhR48ebYHfgoKCFvHFz8+P7du3U1dXJ56LiYmhvLycoqIi8c4zMjJITk5GoVBQWlr6ULqqNY2YlpbGtGnT6NGjB5mZmXz33Xe0adMGZ2dnLly4QF5e3l/yxXPnzpGXl8fbb79Nly5d0Gq1eHt7s3btWgIDA8nIyBBcdy9+q6qqWLJkCU8//bTQR/dypL+/P+np6Wi1WjIzM7l69WoLXZWamvpQutXOzo7y8nJycnJYv359C180m83cuHGDzz//nBkzZpCbm4uPj08L/D6sRszKysLT05Pjx4+L5ghlZWXY2tpy6dIl7ty502KciYmJD+Rf2TcfeeQRMjMzWbt2Lb1798ZgMHDq1CmOHz/OI4880oIf7ty581C+f++Y5OOGhYWF5OXlcfTo0VbxGxQURH5+Pnfu3GHjxo2t4j46OpojR47g5uZGVVUVZrOZzMxMzp07R319Pbt376a2tpaioiJMJhOXLl1i/fr1tG3bli+++IIOHTpQUFBAU1MTK1asYN++fYwePZqTJ0/ywgsvsGnTJvr168fKlSuxt7cnPj6ec+fOER0dzTfffMPVq1eFLikqKqKgoICAgAB27txJbGwsdnZ2+Pj48Pvvv+Pu7s7du3dZv3493t7eKBQKcnJy2LJlS6v80BrGHsa+qampqFQq7ty5w82bN1m6dGmr8Vuj0fDLL7+gUChQKpWt4t7FxYVt27YxdOhQcnJy8PX1bbHGmThxIjk5OQQEBHDq1CkuXbr0l2OlSqXi999/Z+DAgZw5cwatVtvCBkOHDkWSJLRaLaWlpZw+fbrVNZzRaKS0tJTz589z4sQJUSPvj/TfnTt3Hqih3NzcyMzMpKamhuvXr7N8+XJKS0v/Nt3amha5ffs2Tk5O3Lp1i99++w2TyYSDgwNr1qwR2Z//6/VPg4l/rv9rrq+++opNmzYRGxtLdnY2ERERWFlZce3aNYxGoxAOcteW5ORkrK2t0Wg0AJhMJrRaLe7u7tjZ2VFVVUVjYyNGoxFra2sUCgV9+/bl9OnTGAwG7O3tAbCxsaGqqgpHR0eUSiWxsbFcvHgRa2trJEmiqakJhUJBY2Mjzs7OmM1mjEYjKpWKuro6GhsbsbW1JTIykrS0NKytrbG2thb/3Ww2ExcXR1FREQaDgfr6epqamnB0dMTKygpPT0+ys7NFGnJJSQl1dXWiroxSqaSmpoaGhgYMBgMuLi6YTCZhA6VSiaurKwaDQdjAxsYGo9FIp06dhJ3s7OxEdqJ83EHeQNDpdIKYra2tadOmDZmZmTg6OmJvb4/RaKS2thaz2SxS3fPz86mrqxNzkSSJwMBA0tLSUKlUtG3blqqqKrGY9Pb2xt7enqioKA4ePIitrS0eHh6UlZXR2NhIU1MTnp6e2NjYUFlZSWNjIyaTiaamJmxsbOjQoQMpKSkAODo6olKpqK2txWAwEB4eTkNDAzU1NaIFt4ODAzY2Nmg0GgoKCrCxsaF9+/ZkZGRQV1eHQqHA29sbd3d3CgoKxPzatGlDQ0MD4eHhIvD6+vpSW1srcOjg4ICPjw/FxcV/CmNKpRKDwUC3bt1ISUlBqVSiUChQq9Xi3fn4+GA2m8XXxea/3b59e2EDJycnzGazxXOSJBEeHs65c+ews7NDo9HQ0NAg8Cv/W319vcCnwWCgQ4cOuLm5kZqaislkQq1W07FjRy5cuEB0dDQ6nY7r16/j4OCAo6MjJpOJkpISHB0dCQ4O5sqVKwDY2tryxBNPcPr0ae7cuYOjoyNjx44lISGBhoYGlEol1tbW4lhQVlaWSNE/deoUWq0Wa2trnJ2dUalU1NfXo1Qqqa6uRq1WI0kSAwcO5Ny5czQ0NGBtbY1arRb2ValU6PV6hgwZwpkzZzCZTCgUCmxtbVEoFFRVVeHh4YFCobCwrzwuOdNOpVIJn5J92NXVlZqaGsaMGcPOnTuxsrLCwcFBYC0/Px8HBwfatGlDaWmpwK+trS2dOnXi6tWrANTW1mJjY4NCoRB/T61Wo9FoMJvNwhc8PDwwGAwolUpqa2vR6/U4OzujUCiws7OjoKBA+ItcY0OSJJydnQkJCeHOnTuia2KbNm3Q6/XiOQcHB0JCQsjLy0Or1aJSqTCbzVhZWYkjAPIY5HncD5sqlQqVStXCdo2NjcL37e3t0Wq1REVFkZaWho2NDR4eHuh0OuF3jo6Oot5Qc/taWVmhVqvF4tDf35+CggK0Wq14t3JB43uxIh+Tb2pqEpt5KpUKnU6HnZ2d2KyysbGhrKwMpVKJWq0Wc5Fxo1Qq0Wq1mM1m/P39xdxlTnB2dgYQvGlvb4+Hhwf19fVifra2tpjNZnr06MHp06dRqVQ4OTlhNBot8Ovt7S3+/9raWpqamlCpVBZzkeOLzOWenp7U19eLYsd1dXUt3otarcbBwYHu3btz6NAhgoODkSSJ7OxslEql4F+526bRaMRsNmM2m2nXrh25ubk4OjpSVFSEQqFAoVCIMUmSJN6TtbX1n7avtbW18LOwsDAR62T8enh4YDabLfAbHBxMcXExFRUV4jcAQkJCSE9Px8bGhjZt2lBTU4PRaKShoQGNRiN840H4lTHe3BebmpowGo3U19djZ2eHUqnEy8uL7OxsrK2taWpqEvxgb2+Pu7s7arWagoIC8X7c3d0xGo0CK2q1WvCV/PesrKyQJEn4y58Zk5WVVQt9JPOdXq/Hx8cHjUZDbW0tFRUVIpY055XW7Ovq6iqygeQY6+npiV6vJzw8nEuXLqFUKkVGukqlQqvVYjAYAOjevftD+aKMMQBra2siIiIEfpVKJX379uXIkSMEBwfTt29fEhISqKqqwtPTk4qKCrGBIes4SZLo1KmT2KSUeUMuT5CSkiJ4BBBjkjlEjt8yfq2trUWMl+OLjY0Njo6OVFRUoFKpUCgUqFQqwRHye5DfufyxSvbVP9JV92rEkJAQ7t69i16vR6PRCBz36NGDS5cuYTQacXV1Fdh+WF9UKBSYzWbGjx9PYmKi0D3yR0kZv87OziKmyPgdNGgQ58+fF3zv7OyMh4cHFRUVgiNdXFxoamoSusrGxgZXV1dxdFqOQ5IkiWYsf6Rb5efq6+uxsbFBrVYLX7S3t8fBwQGz2UxFRQVKpZLw8HDMZjNFRUUW+G1qanoojSi/F7PZLGpfyX4ma3X5d5tjLCYm5r78GxcXx5kzZygtLcXZ2Znq6mpcXFyEDs3MzEShUIjNF9n3NRoNbm5ugtvu5/v32k4e0+DBg8UxZLVaLfyuOX5l3JeXlwtuvxf3dnZ2mEwmkfkM0NDQQF1dHZIkid/u3bs3x44dE1pr/PjxnDlzRmw4mkwmoqKiuHLlilgXjBkzhgMHDpCdnY2bmxvDhg1j7969WFtb09DQgMlksoiLcv3kHj16cO3aNdzd3enYsSNnzpyhqqoKJycnob1kO128eJGmpiaxYfsgjKlUqj+0r4ODg9DcKpWKmpoaAJRKZYv4LSdwyM/V19fTpUsXC95Wq9VijdO2bVuhg2SctW3blu7du4tuuE1NTQQEBAg8/NlYWVVVJeaiVCrx9/cXWqC+vh5XV1cGDx6MXq/n4MGDYo1VX19vsYaTO5/L7wn+m6ARFBR0X/3n4OCAXq8nJCTkvhrKw8MDHx8foVslSUKj0dDU1CTWRv+rbm2u+eUyLJ9++ikTJkzAycmJPn368PHHHwPQ1NTEq6++SteuXf/nDrH/ZNb9c/1fcd25c4cDBw7wzTffsHr1atatW4e/v7+okXH27FkiIyMpKSnBzs6O8ePHi6KVVVVVtG/fntOnTxMfH091dTW3b99m0qRJnDx5EmtraxobG9FoNMTFxbFv3z6sra2prq7Gx8eHo0ePMnz4cPFVTqlUMmrUKBoaGqiurqZv37788ssvBAYG0tDQQHl5OQMHDuTYsWMEBgYCCPLfvn078N8FeXBwMPv27cPDw0Oku7/wwgskJCSgUCioq6vD1dWV559/npUrV2IwGLh58yZDhw5ly5Yt2NnZUVJSwp07d5g8ebKoFVRTU4Ozs7OwQVNTEyUlJbRv355Tp04RGRmJTqcTQVEu9ltZWUl8fDwnTpwQNa2KiooYMmQIR44cwdHREa1Wi5OTE7NmzWLp0qXU19dTXFzMo48+yqFDh4QgTktL46WXXmLbtm1iLu7u7jz//PNs2LABs9lMTk4Offv25dSpU3h5eVFSUkJWVhZms5l+/fpRW1tLdnY2kydPZtmyZUKs3L59m8mTJ3Pq1CkcHR2FOOnVq5dYxFdUVBAYGMiWLVuIiIjgxo0bFBQU8Oabb7J48WLgvyLY39+f119/nffeew+9Xs+FCxd47rnnWLhwoegElJ6ezssvv8zvv/+OQqGguLgYf39/Xn31VX788UeMRiN5eXn06tVLYEyr1XLr1q0/hbG+ffui1+uxsrKie/fu4st+Q0MDISEhnDp1ivj4eMrKyigpKWHChAliUS//tmwDhUJBeXk5YWFhnDx5kvj4eEpKSigsLMTT05Mnn3xSfNEcM2YMv/76K4GBgej1epHKfvToUaKiolAoFFy+fJn6+npGjRqFTqejvLycwsJC4uLiuHr1KteuXcPb25vFixeLDQsrKyt8fHz46aefmDJlCoDoGrl8+XKCgoKoq6tjw4YNvPXWW+J4olwX4qmnnmLYsGEYjUb27dvHsGHD2LJlC9bW1tTU1FBYWCjGaW9vj8FgwMrKChcXF/bt24eDgwNarRZnZ2cOHz5Mv3790Ol0WFlZER0dTWJiotg48Pb25tSpUwwfPpzq6mph38OHD2NtbY3RaMTW1lb4nlyvpX379uzfvx8PDw8qKytRq9UMGzaMbdu2YTabqa6uxsvLi02bNjFr1izq6+vJysqif//+7N+/H1tbWwwGA2fOnGHIkCGcOnVKiBJra2uGDBnCli1bMJvNVFZW0r59e06cOIGnpyeVlZWUl5czYMAAEhISROaq3Fhi1qxZlJWVcffuXV544QV+//137O3tqamp4fLly7z44ov88MMPWFlZUVhYSFhYGLNnzxbjvHbtGi+++CJbt25FpVJhMpmwsbGhd+/eoqlAcXGxBcZaw6bBYECj0bRqu5MnT+Lq6ioWrM899xwbNmzAYDBQUFBAnz59RK2b2tpa1Go1w4cPZ+vWrcK+np6e/Pbbb7z22mvU1taSmZnJ8OHDRd2QxsZGzpw5w8CBAzl+/Dh2dnYiuycgIIBdu3ZhY2NDXV0dXl5eHDx4kJiYGHQ6HfX19XTo0IGTJ0/i6emJyWTCysqKIUOG8Pvvv2MymairqxPc6uXlRVFRESUlJUycOFHgp6amBk9PT8GbWq2W27dvM3LkSA4cOICbmxtarRaNRsPTTz/NmjVrMBqNlJWVERMTI7InzGYzeXl5DBgwgL1794oFp0KhEBmkarWa+vp6wStxcXFUVVVRU1PDoEGDBMYMBgPW1tbivch/7/bt2/Tt25ecnBxu3LhBUFAQ33//PU5OToJ/x48fz4kTJ3B0dEShUHDlyhXat2/P4cOHcXd3FwK8bdu2bN26VTSf8Pb2/kv2jY+P58CBA2JTorCwkOeee44ff/wRhUJBWVlZC/xev36d5557jh9++AG1Wo1Op8PDw4P333+fTz75BL1eT25uLoMHD+bMmTO0b98eg8FAWloakyZN4tSpU63iV5IkiouL6dChA8ePH8fT05OqqioqKioYPHgwZ8+eFZvPtra2onGPwWAQH6zkZkr5+fncvHmTL7/8kjlz5ojY5enpydSpUxk4cCAGg4H9+/czcuRITp06hYuLi9ikHzp0KJs3b36oMcl8aGdnx7hx49i+fTtGo5Gqqiri4+M5fPgwsbGxFBcXk5OTw/PPPy/4obq6mrCwMD755JNW7Wtra0t5eTnJycnMmDGDRYsWAf/NLAoODua1117jxx9/xGw2c/PmTbp3786RI0fEBglAYGAgO3fubOGL0dHR6PV66uvradeuHYcPHxabs5IkERMTw8aNGwVWMjMz6du3L7m5ufzyyy/U1NQwa9YsFAoFHh4eNDQ04OPjw4QJE/jiiy+wsrLi0qVLglsjIiIEP/Tq1YvExERhg+DgYA4fPkxcXBwGg4Hq6mo6duzIiRMn8Pb2FpsUstaTcefl5cWBAwcYPnw4RqOR6upq2rdvz759+/D09MRgMGBjY8PMmTP58ssvqampobKy8qF0lawRV6xYgcFgIDMzk0GDBrFx40aampowGAyCH2T7lpWViTE9jC/KHR0lScJsNnPy5ElsbW3Jy8sjPz+fRYsWCfzKXNccvwcOHGDkyJGcOXMGLy8vamtrycrKYtKkSRw6dAi1Wi24/JVXXuHHH38UpydkXRUZGUljYyMqleqhdatcD0uv12Nrayu0tJyxO3DgQJYvX46NjQ2ZmZlkZWW1wG/btm0fSiNOmTKFbdu2oVQqqaioEE0ptm/fjiRJ5Ofn0759e44fP054eLjAmOzD9/KvXLO3vLyct99+G2tra9zd3QUO3377baZPn05TUxNHjhwR/CBvkOfl5QkbtOb7zW13/PhxUaNMoVAQFxfHnj17sLa2pr6+3gK/JpOJ6upqOnToIDJn5RgUGxsrNnJl3B8+fJjBgwcL/SmvAeQPxK6urgwbNoxjx46J9V5RURGrVq1i8ODB4mPyf/7zHxYsWIDRaKSoqIiVK1cyYsQIoYW2bNnCxIkTWb16Nba2tuIjlhwX7e3tkSRJHO+ur69n586dVFZW8vHHH9O2bVtcXFzEB4uJEyeybNkyoX9lfmgNY05OTuJjd/O1Z3NsynWum+tWBwcHwRmtxe8TJ04QHh5ObW0tSqWSxx9/3IK3Y2Ji2Lp1KxEREdy+fZusrCzefPNNFi1ahJWVFUVFRezYsYMXX3xRxMo7d+78pVgp40nWemazmaysLGEDWcfJ2rdfv34iY23SpEliDVdVVWWxZpXXcE5OTgIb9+o/+bc1Gg1vvfUW3377rYWGOnjwYAuO3Lp1K1ZWVmi1WhwdHcXa6O/Qrfv378fT05Pc3FzS0tLIyspizZo1FBYWcuLECfLz80USj1KpRKfTAfxPzSb+yaz75/q/4srPz2fKlCmsXLmSgIAAAM6ePcvbb7+NnZ0dzzzzDP369WPChAloNBqqqqoIDQ3l9u3bggwdHR0FccoZBmFhYcKxXFxcqKioEEU0raysRNZSp06dRDaSXBequroao9EoMieCgoK4evUqKpUKW1tbnnzyScrLy9mzZw+BgYHcvn1b1GADUCgUSJJEWFgY6enpAKjVaqKjo0lLS8NsNuPj40N1dTVRUVFcu3ZNpNfKxWLPnDmDUqnExsZGPCdnz9TU1BAREcHNmzdFMJWLr8vdterq6v7QTvLX1MDAQIqLi4H/ZkfJmWW3bt3CbDaj0WhEo4IDBw6IL23R0dGkp6djMpnw9vampqZGzMVsNosvzpGRkZw8eRIHBweMRiMRERFkZmZiNpuxtrbG29sbNzc3Ll++jEqlwtPTk9dee43U1FR27NhBmzZtKCsrIygoiLy8PFQqlQjW7dq148KFC0iShLW1NZGRkeK3PTw8AIiMjCQpKUl0JPL29sbJyYlz586hVCpxc3MjKiqKixcvivdtNpuJjo7m0qVLmEwmrK2t8fHxITY2lv379/9pjMXExHDp0iXxxVnGmLzwtba2pl27dly8eFH4RVhYGHfu3BFfrEpKSsRvy9QuP3f+/HlsbW0xGo2EhoaSl5eHyWTCbDaLY2wXLlywwK8kSaxbtw4HBwdqamrw9vamrKxM/C2NRoOLi4tIkX/99ddxc3Pj22+/pbq6mrZt24r/27p1q5ibg4ODEIWnTp1CrVYTHBwsvl7Kl7W1NVOnTmXJkiVoNBocHR0F7q2trbGysiIsLIzc3Fysra1xcnLi7t27wm8UCgV6vV4UI09PT8fV1ZWqqiqRVWMymcT769SpExcuXKCpqQlJkggICKCiogKDwYCPjw9FRUUCY4D4+hYREUFKSorI4o2KiiI9Pd0iq6pbt24cPXpUZON6e3vT2NgovvZLkkRwcDD5+fkiw6awsJCAgABxvEvO3IiJiRHvChDvXM5oMplMwofkrIWYmBhcXFzYu3cvSqUSBwcHgV85K8nGxobIyEguXLiA0WjEycmJuLg41Go1x48fF19XQ0JCxJj/CJu3b9+mqanJwna3b99GkiRhu8DAQK5fv467uzv19fVi3HLGrKOjI2FhYaLxhmxfmSPlTI5u3bpx5MgRMaY2bdqIL97yF+GwsDBycnJQKpV4enoKTq6pqcHKykosbCMiIsjIyAD+m5Et+6Kc7VZYWGgRA+S5yO9FFmmRkZHcunWLpqYm7O3t0ev1REVFcf36dQvebNu2rRDvZrPZYn7w3wyPLl26sH//fjEmX19fkWHTfC7y0Wc5E1Kei4w7mcubY6xt27bk5+eLTUOlUom7uzt5eXmo1Wp8fHwE/8pdJadNm0ZWVhZbt24VmwLyMUW1Wo2zszP5+fm4u7uLr+p/1r5VVVUiQ+Je+6rVags7NcdvUlKSyHaNjo4W+NVoNNjb2wuMyxvQoaGhorv6w+L3Xl9UKBRYWVkRHBzMnTt3UCqVODk5UV5eTlBQENnZ2djZ2aFSqbCzsxM8plAocHJyonv37hw9elRkzcnZka+88gpfffUVtra2ooD4uXPn8PX1FTHvYcaUn5+PQqHA3t5e6KO8vDwLbSAv3K2srES2UXZ2NiaT6Q/tK/OKlZVVi1jp6uqKSqUiMjJS/JtSqaRNmzYEBwdz/Phx/Pz8KCws/ENflGNlc6y4u7tz+/ZtkUXk5eVFdXW1eGcyT8sdEq9cuYKNjQ1dunShrKwMPz8/bt26JfyhuT7y8vKivLycgIAASkpKxEaVWq0WXCcX92/Tpo34mKBSqSgvLxeZVHI2tBxfzp8/L57z8PAQxc7lTPHAwEAKCwvFYvF+uqo1jXj9+nWRre3k5ISvry8pKSkEBAQIPy8uLkahUPwpX/T29qakpERk6CqVSoExKysrbGxs6NatG2fPnm2B32effZYffvihxVxa40j5Q4rs1811lYwVNzc3amtrH6jvZa4rKiqy8MXQ0FBycnJE857mvtgcvxcuXHhojahQKHBzcyM6Olpg3NPTk7q6Ogu+l8cZHBxMcnIyPj4+lJaWtsq/fn5+ZGZmYmVlhb+/P+7u7uJYpcxp8hHFkpISwQ/N7ftHvn+v7aKjozl9+jTu7u5UVVUJ3FtZWVngV27oJ+NX/nDQHPeyDzZfP50/f15kBcvH9BsaGnBzcxPZt1euXMHd3V18eI2NjeXs2bMi200+emtlZUVDQ4M4STBw4EASExMxm80EBwdTWlqKyWSibdu2FBYWMmjQINLS0oQdrKysCAwM5NatW0iShJOTE8HBwVy7dg2VSiWSOgICAkRZCpkfWsOYbKc/sm9ra6qSkhIUCoVF/Ja1SnNb3bhxw2K9Jutk+XSB/NvN1zhZWVk0NTVhNptxc3OziHl/NlbKmFar1YSFhVnEStkGpaWl2Nvb09jYiFarFeOUffjeNZy3tzevvPIK58+fZ9++fYK7W9N/fn5+XLp0SZw0aE1DNedIOQbKa08/Pz9KS0v/J916r+aPiYnh4sWLYqM2KiqKzMxMPDw8CAgIENxx7Ngxtm7dSkhICP/L9U9m3T/X/xVXmzZtMJlMJCQkiH+Lj4/H2tqaDh06sHPnTtLS0nBxcaFPnz5069YNk8nEJ598gpubG506dRLElpiYiLu7u/jNuXPnEhgYSGhoKL169aK2tpbp06fj4eFBv379UKvVODk50bdvX0aNGsUTTzyBUqlkxowZeHp6imOAAwcOZO3atTg5OaHT6diwYQNnz57Fzc2N0aNHM3HiRFEw09XVlZ49e+Ln58fIkSPZtGkTjo6OODo60tDQwKJFi/D29qZr166iEO7s2bNxdXXF3d0dW1tbOnTowK+//oqdnR3Ozs4UFhby2Wef4eHhQYcOHYiJiaGmpobZs2db2EAWGgMGDBB2+vzzz/Hy8iI6OlrYSW4p3qFDBwwGA1OnTsXFxYWRI0cSHh6OQqHgyy+/xNPTk6CgIGpra0VNg+Zz+f7773F3dyc2NrbFXEJDQ1EoFPj5+REREcGgQYPEuD/99FNcXV1p27Yt9fX19OjRg6+++gq1Wk1paSkLFiwQX4E7duwo3t3kyZNp06YNY8eOFSnea9aswc3NTaShL1q0iICAANq1a4e1tTVZWVnMnz8fd3d3AEG+X3/9tTielp2dzbJly/D29iYsLAwXFxfR+crd3Z3IyEhqa2vRarVs3779T2FMPvbp4+PDyJEjBcamTp0qCpDLRxN37tzZ4rc9PDxo3769+O3XX39dPGdvby+OBA0cOFC88y+++AIvLy/CwsIoLS0lOjqaNWvWCPyuX7+e3bt30717dwYPHsyECRNEp7Px48fz7LPPYjabeemll+jfvz9qtZply5bx22+/odFoxALs8uXL7N69m9GjR9OmTRuefvppfHx8+Ne//sXXX3+No6Mjnp6e+Pn58csvv+Dm5sbLL7/MI488Qnh4OO3bt8fDwwNnZ2eB+40bN+Lm5oaTkxMlJSW88cYb+Pn5ERcXJ/xs4sSJ4qutg4MDERERhISE0LNnT2Ff2U5ywVlnZ2d27tyJl5cXgYGB2NraCqz26dNH2Pell17C3d2dzp074+bmRo8ePXj88cfx9vYW3R2///57PDw8iIiIwM7Ojrt377Jt2zbc3d2JiIjA1dWVzz//nHXr1uHs7CyOUr/22ms4OzszcuRIHnnkEQwGAzNnzsTDw4PQ0FDc3Nzo0qULX375JR4eHsTFxVFbW8vzzz+Pm5sbTz31FB4eHmg0GlasWCGOLubk5CBJEnPnzsXZ2RmNRkNxcTELFizA29ubXr16AVBeXs6mTZvw9PREqVSSk5Mj8BkaGiqyNF977bUHYvOTTz5pYTuZR2JjY3Fzc6Nnz554eHgwcOBA4fv//ve/8fDwICYmBqVSSXBwMI899piFfWWOjI+PF/ZNSEjA3d1ddBFbvXo1O3bswNXVVWBl2rRpYtwyViZMmIC/vz8xMTF4eHjQvXt3du/eLcag1+sZN24c9vb2TJw40cI/m8+lS5curFy5EmdnZ/z8/KipqeHjjz/G1dWVfv364efnR0NDA4sXL7bgTY1GQ3BwMFFRUeKelStX4u3tTWxsLHV1dRQXF5OQkEBwcLDoDNfaXCZOnCi6Ed47l5CQEMHlMsaGDRsmNqOffPJJHnvsMdzc3Bg6dCguLi7i2EyPHj34+uuv0Wg0VFRUsGDBAvbu3cvq1avx9vbGz8+P2tpaJkyYgKOjI8OGDeOll15CkiTGjx//l+x7r5/JuHd3d8fd3Z2GhgYWLlzYAr8LFy7Ez88Pe3t70clOjtXyPWvXrsXd3R1/f3/y8/PJz89ny5YtD8TvjBkzWvjihg0bcHJyEu/zhRdewNXVlaeeeopu3bohSRIDBgwQMUDmsWXLlmFnZ4dCoRD1klxcXHjiiSfo0KEDHTp0YOTIkXh6eorsUmdnZ9zd3RkwYMCfGtObb76Jm5ubhT7697//jaenJ3369BFx/6uvvsLHxwc/Pz8UCsVD2bepqYlvv/1WZGyWl5ezceNGfHx88PHxwdramuzsbJYvX05wcDA+Pj7iCLesRR7kiwEBAQQHB1tgZfLkybz44otIkoSbmxtjxoxh0qRJ+Pn5MXHiRL766itRNqNHjx4sWbIEpVLJhQsXKCsr4/Tp07z22msCG/fqI5l/p0+fTkBAABERERZc1xy/48ePx8fHh27dugn8Tps2jcDAQDp27Cjiy5o1a/Dy8mLIkCFIksQTTzyBo6MjEyZMoF27djg7Oz+UrmpNI86dO5eAgADs7OywtbWlW7dueHl5ERISQt++fSkrK/tLvmhtbU337t3x8fFhyJAhFlzn6OgoMrc2bNjQAr9jxozBzc1NbGiqVCp++OEHC46cM2cOnp6edOrUSfDfsmXLLHSVjJX+/fv/oW7dtGkTLi4uREdHYzAYeOmllyx80WQyMW3aNPGRxNbWlvbt27Ns2TIL/M6fP/+hNOKKFStEWZnmGlHm6cLCQubMmWMxTtmfH3vssfvy7+DBg5kzZ4742NSjRw8WLFiAQqEgIyODjIwMjh07Jmwn84OMlQf5/r22c3FxISQkhI4dO1rg/l787ty5E29vbzp06IAkSYwbN64F7l988UXc3d2ZPHmyeG7r1q24ubnh6+uLs7Mzq1atYvTo0fj6+uLv709JSQn9+vUjICCARx99FDs7O+zt7Rk2bBgxMTGEhYXh6+vLrl276N69O/Hx8UJHzp07l7Zt2+Lv709RURFLlizBzc0NV1dXFAoF+/fvp6CggKFDhwpt0a9fP9atWyeOpQ4cOJBffvkFW1tbrl27RmVlJWfPnmXmzJkW/NAaxqZPn/5A+8prz7Zt2+Ln5yeeuzd+jx8/HmdnZwYNGoSHhwe9e/fGx8fHYr32xhtv4Ovry5AhQ8Qmobxek9c4W7du5fvvv8fOzk6Us/j888//UqzcuHEj3t7e4hh+fn4+v//+u7BBY2OjGNOoUaPEOD/77LMWazg5I7WkpIQFCxaQlJSEm5sbffv2va/+Cw8Px93dnYEDB95XQ6lUKjZv3oyLiwt2dnY0NDSwYsUKvL29CQgI+J91a2taJDExkffee89CsyUkJDBixAhCQ0Px9vZm8+bN//NGHfyzWffP9X/BZTabUalUvPHGG5w6dUp0fpVTusvLy2nbti2HDx/m1Vdf5datW/Tt25eQkBBSUlIYP348AF26dKGxsZGgoCBmzZol6nMlJSXx0UcfkZeXR1xcHI8++ihXr17l1VdfpaSkhMGDB1NTU0PXrl3Zvn07I0eOZPDgwVy6dInXX38dgK5du3Lw4EF8fX355ptvcHd3Jyoqivbt2zNu3DiuXLnCwIEDefPNN8nNzSU+Pl7Uu8jOziYuLo5nnnmGtm3botfrSU1NpXv37kiSxIwZM4iNjeXy5ctMmjQJV1dXmpqaaGxspFu3bjz77LP4+/vj4+NDcnIy06ZNo7CwkGHDhhEZGUlqaqqwQefOnYVYaW6n8+fP8+abb9LY2Ci6u0ZGRtK7d2+8vb3p1q0b169f57HHHiM/P5+JEyfS1NTEpUuX6NWrF23atCE0NBQbGxs6depkMZfz588zfvx4Ghsb+de//iXmMnHiRGxtbfH19cVkMjF69GiSk5N54403xLgnTZqEs7MzUVFRZGdn079/fz766CMCAwPx8/OjT58+zJo1i9u3b9O/f39GjhzJ7du3cXd3x8rKisGDB1NRUUF4eDj9+vUjNjZWHHfw9vbG39+fefPm4eLiwrVr1+jbty9RUVGUlpbi5eVFv379GDp0KPHx8djY2JCUlMSbb76JVqvl8ccfR6PRcOHCBSZMmICdnR3du3fH2tqa4ODgP4WxgQMHUltby7PPPktKSgqxsbEMGTKEq1evMnbsWHQ6HR07dhRYb/7b58+fZ9q0acIGI0aMID09XTzXqVMnKisrGTRoEIcPH+bpp58W73z69OlYW1vTrVs3Lly4QNu2bQV+Y2JiaN++PUOHDmXXrl2MHTuWGTNmoNFoREF2+TjKmDFjiIyMJCQkBG9vb9atW8e0adOIjo4WHVn79u0rvmT37t2bzZs309TUxLPPPotGo+H69evY29vTo0cPCgoKGDVqFB4eHiQmJjJz5kw0Gg0GgwG9Xk/Hjh1ZvHixsPW1a9d49913uXbtGm3atGHatGncuHGDyZMnC7sUFxfzxhtvcPnyZbHouHr1Ko899hgVFRWMGTOGqqoqbGxsmDFjhqivdeHCBcaNG0dBQQFPPPEEI0aM4NatW6Ibl6+vL6WlpTz++OP4+/vTrVs3AIF7Gxsbhg4dSn19Pfb29sycOVNkycnZVHKGcGRkJOnp6Tz22GNkZGQwfPhwhg0bxuXLl5k6darIdistLaVLly4EBAQQGRnJoEGDyMrKonPnzpSVlTF9+nRu3rzJtWvX6NOnD5GRkdjb2+Pr60u/fv0IDw+nW7duWFtbc+XKFbp3746trS3vvvsuJSUlXLx4kbfeekt0c/P39+ett96iurqa4cOHM2bMGDIyMh6IzZSUlBa2S09P54knnhAL46qqKiZOnEhpaSmTJk0StT179eqFi4uLaMzz5JNPWthX5khnZ2cef/xxYd9Zs2ahVqspLCxkz549uLq6tsDKq6++ypUrV2jXrp3AyquvvkppaSm+vr7cuXMHX19fZsyYAUD//v25desWQ4cOJTk5mX79+gn8yHPx8PAQTY/69+9PaGgofn5+pKamMm7cOKqqqnj22WdRqVSkpqYK3gwJCUGj0TBnzhyKioro3bs3KpWK06dP8+abb2IymRg2bBhKpRJ7e3tmz55NY2Mj3t7eXLp0qdW5PPXUU+IYvDyXmTNnYm1tTVhYmODyjIwMHn30UR599FHs7e3ZuXMngwcPJiIigqqqKp5++mkL/u3Xr5/4OCGL/k6dOvHFF1/Q1NRE165duXnzJpMnTyYpKYng4GCmTp1KRkbGX7JvRkaG8DP563iXLl0IDg6mU6dOAFy+fNkCv6WlpeTm5uLv70/Hjh1xcnKibdu2vPXWWxgMBiZMmEBJSQlXrlxh4sSJuLu706tXL5ydnQkLC/tD/Mq83dwX5RIT8iZ5hw4duHXrFp07dyYnJ4fnnnuO0NBQmpqacHNzIzQ0FLVaTWNjIz169GDIkCEEBARQWVmJi4sL48ePp6ioSBSNX79+PTNnzsTW1hZPT0/s7e2ZNGnSnx6THG+ax/1r167Ro0cPUW/KYDAQGxtL27ZtiY+PFw1D/si+8oeGPn36MHjwYDp06EBhYSEXL15k+vTpKBQKsQA9d+4cn3zyicjutrW1Zdq0aQ/li59++qnoAClj5cyZM3Tr1o0333wTW1tbEhIS6NWrF6GhoWRnZ/Poo4/y+OOP4+DgwIULF+jfvz8ffvghwcHBPPnkk/Ts2ZPLly8L7RMTEyP0UXp6Ol27dhX8+95771FZWUlAQIDguub4vXHjBi+//LKIL7JGfPfddyksLKRbt25UVVXh4uIi7Dl+/HhR2uTGjRs8/vjjNDY2cvHixQfqqtY04sWLF8VxVLke1KxZsygvL2fIkCHMnDmTW7du/Slf7Nu3L0OHDhV1o+QPoDLXDRo0CD8/P+7evSvKrzTHr3w80dXVFX9/f2xsbOjatasFR168eJFp06ZRWlrKqFGjUKlUnD9/XugqmQMeRreGh4czadIknJycaNeuHTdu3BC++PzzzxMaGsrNmzfx9fUVjYcMBgM9evQQ+C0qKiI3N/ehNGLfvn3F7yqVSqER6+rqGDVqlKhh1hxjZrOZJ5988r78K5f0GTlyJL169cLV1ZUrV64waNAgXnjhBTp06MBzzz1HQEAAFy5cEPzg5eUlsPIg329uu5iYGIxGIx999BEZGRmEhIQI3N+LXxsbG6ZNm4bBYKBv375kZGRY4F7m7c6dO1NdXc1TTz1FVVUVDg4OTJo0CS8vLyorKzl8+DC9evVCpVIxYsQIsTlkZ2eHm5ub0AryxlJYWJjIiho4cCAZGRnEx8ezefNmdDodc+fOFaddvvvuO5555hl0Oh2zZs1ixowZ+Pn5cfjwYUJCQnjkkUe4c+cOMTExPPXUU3h7e5OQkICfnx/vv/8+ISEhPPXUU/To0cOCH+6HscuXL/+hfeXngoKCmDNnDmazGV9fX/GczH9vvvkmt27dYtiwYVRXVxMXF8fdu3d54403xG/L+JU7l8qbvZGRkRZrnNOnTxMREUF0dDQ9e/bE3t6e69ev/6VYefHiRWbMmIGdnZ3g/OjoaGGD9u3bc/XqVQYMGMDx48d58cUXxfr73jXcoEGDePHFF4mNjSU4OJjevXszadKkP9R/ZrOZSZMm3VdDyRwZHx/Pu+++K05pyBrq79CtzTW/rEUiIyN5/PHHhb48ceIETk5OPPnkk8yePZt33nmHsLCwv2Uf5J/Nun+u/2Mvk8kkjnaYzWYGDhxIu3bt2LlzJ4cPH0ahUPDoo4+KJghHjx6lTZs2tGvXjrNnzxIbG8vOnTvp0KEDNjY26HQ6jh8/TlpaGgMHDqRLly4olUoSEhLw8PBg0qRJnDhxwuLIV8eOHUUnsPDwcB599FGWLl1K586dxT2dOnUSZ9IvXLhA586defrpp0W3WLnul7xwvHXrlvhdJycnduzYQV5eHo8++ihOTk74+PiwdetWhgwZQmZmJmfOnGHEiBFiLs7Oznh5ebFhwwbKysoYNWoU9vb22Nvbk5CQQEhICO3bt29hg3vt1PyexMRE8VWttraWY8eOkZ+fz7hx48jNzaWpqUnUtVAoFKSkpPDoo4+SmJjIkCFDxFx27tzZYi4bNmygZ8+eKJVKzpw5I2oHdOjQQRRq3b59O3FxcWIsI0eOFPfIjRLy8vK4ceMGgwYNokePHtjb27Nnzx5CQkJo164dx44dw9PTk/Pnz4uaToCoIfDkk09SWlpKXFwcO3bs4MknnyQhIYHU1FReeeUVMZeysjJiY2NZt24dBoNBiM/g4GA2bNhAXFwc8fHxpKSk0KdPH7Zs2ULPnj3RaDTodDpOnDjx0Bjz8vKiQ4cO3L17l8uXLwv8Hjt2DC8vL06ePElUVFQL/Pbt29fit5vboPlz8piOHTtGZGQkjz76KCtXrmTo0KHind+L327duvHMM89QX1/PyZMnxXMLFy4UTUF8fX357bff6N+/vziK8MgjjyBJknhPjz/+OJ06daKwsBCdTkdeXh59+/bl/PnzODs7i1orjz76KH5+ftTX17N+/XomTJhggXt5nN27d8fJyYkNGzaQk5ND165dmTx5MtXV1Rw+fFgsYg8dOkRVVRXp6em0adPGwr4ODg5MmDCBEydOYG1tLeykUqkoLCzk+vXr3Lp1i379+gn7JiYm0qFDBxQKBUeOHCEyMpIzZ87QuXNn8vPzcXFxYfv27Xh6etK3b1+ys7OJjo5m06ZNAveVlZXo9Xp2797NwIED6dq1K1ZWViQmJnLr1i0GDhxIp06dqK+v59ixY0RFRaFUKjly5AhRUVGCazp37oyVlRXbt29Hq9Xy7LPPsnfvXhQKBadPn6ZLly5kZGSQnp7OCy+8wPbt2xk+fDhFRUUEBASwefNmrKyseOaZZ4Q/b9++XXBNenq6qBvSsWNHunXrhouLC+vXrxe4l/3sXoy1xq2t2e7kyZNERERgb2+PnZ2dxT0yP+zdu5fevXu3sG/v3r2FfRMSEhgyZAg3btygrq4Oo9Eo7PsgrMj8Jx9XT09PF3USq6qqOHr0KGlpafTr10/g5+rVqyKjuPlcoqKisLe3x9bWlsTEREpLSxk3bpwY+44dO8T8WuNNFxcXEhMTBT+kpKQQFxfHpk2biIuLo0OHDuTn53Pt2jWuX79Ot27dmDx5MjU1NWIu7dq1s5iLHLtkLpfncj+MyTVv/Pz8/pB/5Y3df/3rX1hZWbF3716uXbtGt27dmDRpEvn5+aSmpv5t9j1z5ozoKO3k5ERiYqLA/fHjx4mMjBT4lXH/3HPPsXfvXp588klxz+bNmwV+r127xvDhw9m0aRN9+/YVxfVPnjx5X/z+kS8mJiaKmCfH2FOnTtG5c2cyMjI4d+6caHoTExNDdnY2kZGRbNq0iYaGBsaNGydqhm3cuJFRo0ahVCoFVmQcdO7cGaVSKfDU2pia80peXh6jRo36Q320d+9e+vTpI44rHTt2TCyIHta+4eHhbN26lYaGBsaPHy9i7Nq1a+nYsaNFrNy0aROBgYFMmjSJmpoajhw58lBYSUlJoXPnzgJjsh5TKpXs2bMHFxcXqqqqBH4fffRRoUWeeeYZvL29yc3NZefOnQwaNIhOnTqRmZlJx44dLeJgfX29xZiOHTuGt7c3x48fx97evgV+Bw4c2CK+3Bvj5Qy127dvc+XKFYqLixk3bhy3bt2itLSUtLQ0gfs/o6tkjXjjxg2LWOnh4cEzzzyDRqNh7dq1AvcP8sXmc7l69SphYWEoFAqOHTsmjgPKHa29vLzYsWOH4Lp78dt8LrI+kjlSfm7ChAkW/C7rVrmrsPycjN9jx47dV7d27txZcN2NGzda+KIcF8+cOSPqAA4fPlzgd/PmzTQ0NAiNGBsb+4casby8XGjE6upqRo0ahZOTE23atGHdunXC5veO80H86+/vb4Hf0tJSXnrpJZqamsjKyuLs2bOMHj0aW1tb7ty5w+jRowU/yCdnmq8nHkbzN8e9rKHuxa/80fPKlStCr/yRrpJ5Wz5inpaWRm5uLiNHjsTJyUl80O3Zs6eo4RwWFiY6yJ4/f140yrO1tSU+Pp7MzEwaGhpITEwUHylu3ryJyWRi165dIi7W19eLZltyjUD5eGrnzp1ZunSpqM0o61RfX1/0ej3bt28Xc7ty5QodOnRodW10L8b+yL7NsZmSktJq/Jb5DyAzM5Pw8PD78nZMTIzA771rHJl/Y2Nj+e2331Cr1Tz99NMttN6fjZWyHuzUqRO1tbWcOHGCGzduMGrUKIs1RlhYWKtrOEdHR6EhsrOzGTFiBK6urri5ubFv375W9V+vXr0eSkMVFBQIjpSxKevW33///W/TrTKmCwoKcHZ2JjExkZycHABiYmKYOnUqmzdvFiUTAFEK6e+4/tms++f6P+46fPgw8N+z4VZWVhw+fJi33noLV1dXJk+ejJubG/Pnz+ftt98mPDycl19+mfz8fABycnLEPXIxyaCgIF555RXq6+uxtrbmm2++wdXVlUmTJomuRgcOHGDUqFH06dOHPXv2oFAocHZ2ZsKECfj5+WFlZcXZs2d55pln8PHxYenSpeL46cSJE2nbti05OTksXLgQs9nM6NGj8ff3R5IkLl68yMsvv0xxcTHr1q0TXR5nzZrFlStXUCqVrF69WsxFbmPe2NjIrFmzOHLkiDgmGxQUxJQpU9BqtTQ1NfHVV18RGhrKyy+/TEFBAUqlkuzsbHEUaufOndja2hIUFCTsJLckl+/ZtWuXqMs2efJk0bXpl19+oUuXLsyaNYtTp06hUCgwGo1iLvv27ROd1O43l8LCQsxmM6WlpUyZMoXi4mK2b98uOv+89NJL1NfXo9FoKCoqYvTo0dTU1LB27VpRB3DKlClIkkRhYSHvv/++eHfwXzK8ePGieOfyb3fr1o2PP/6YjRs3olarOXnyJF27dmXWrFlcu3aNqqoqAgMDmT17NkuXLmXbtm2itsasWbO4desW1dXVJCQkCBukpKSIorGTJk3Czc2NgwcPIkkSoaGhTJky5aExtnXrVmHzSZMmiXo8V69eFXORG434+/sL/FpZWfHNN9/g6ekpbABY2CAhIQEbGxv8/f2FfW1sbLhy5YrA708//SS+YMr4vX37NgsWLMBgMDBy5Ej69++PQqFgx44d4ujqp59+Ko7OyO/p4sWL7Ny5kxdeeIERI0ZQWlrKW2+9RWlpKR9++CFubm5UVlZy8eJFxo4dKzp/1dbWcvr0acLDw3nxxRdpamriwoUL1NfXM3PmTI4cOcLmzZstxunl5YXZbObtt98W2ZihoaEAJCQkCPvu2LFDZAJMmjQJpVIphPuYMWPo06cPu3fvBhD2raurw2QysWLFCrFxInfykrMmiouLWbp0KRqNhpiYGGbNmkVSUhKSJJGZmcnzzz9P7969SU5OFh1Mp0yZQlFREQ0NDRw6dAhXV1cmTpyIt7c3SqVSHPeeNGmS6Jp569Yt4S+bN28WHXAnT56Mt7c3VlZWbNy4kaFDh/Lxxx+zfv160aVZ5oxDhw5RV1dHjx49eOutt0QNoBMnTjBs2DA+/vhjYQM52/jIkSMcOXKE6upq2rRpw+TJk0V9pfPnzwvcb9++HVtbW/z9/e+L+9Zst3LlSuzs7AgICLDgo7KyMnHPihUrsLOzo3379sK+TU1NZGZm8uKLLwr7yu9OxkpDQwMnTpwQ9m0NK0FBQVhZWXH06FHBf9u2bRO1R0eNGkX//v0BmDNnjsCBJEkYjUZycnLEOGVu8ff35+WXXxa1nNavXy84Q65nZDKZLHizOdckJSWhUCi4deuWwO+JEydETSD5WB/A119/jcFgYPTo0QQGBiJJEkePHhW+v2XLFgwGAw4ODhZcvnDhQou5WFlZcfPmTV566SWKi4vZsGEDfn5+9O/f/4H8azAYGDVqFL1790ahUPDuu++KMQUFBWEymTh16tT/bN9NmzZhZ2dHdHS0iC9yxqGM+927d2M2mwkKCuKtt94S+DWZTDzyyCPMnj2b3bt3i9pBMn5PnTpFZWUl0dHRf4hfhULBjRs3LHxRpVK18MXFixeLmHf16lVRPH3WrFns2rWLBQsWiILzvXv35tatWxiNRvbv30/Xrl2ZMWMGWq2Wo0eP0tjYKP6eHGM9PDyYPHnyfcdka2srtIjMK4sXLyYkJOS++mjXrl1oNBri4+OZNWsWly5dQqVSkZSU9ED7NjQ0CPvKC8ZDhw4J3F+/fp2KigpqamqEzQ8fPiyabIwZM4bAwMCH9sVPPvlE6Kq2bdtiMpm4dOmSwO+ePXtwdHSkW7duYhPQzs6OXbt2ER4eznvvvYdWq2Xx4sVcu3bNwgZqtdoiDssNJ+Qx7dixQ9SZksekUCiYM2eOwIpSqcRoNHLq1Cnhw3v37hV17saMGcOgQYMwGo2sXr1a2On48eOYTKY/rauKiopE8xyZ/7Zt24ZaraapqUkcLzSZTOzdu1e8g4SEhBb2vXcuRUVFGI1GcnNzefnll0lPT2fJkiW4uLgwevRoevfuTUZGBiqVisOHD9OlSxeB3z179tDY2CjmsnfvXpqamoRGra+vR61Ws379egv+U6lUVFZWCps311V/pFvldzdx4kTBdd99952wk1w7Uq/Xi/i2efNmnJ2dRdfGvXv3YjabOXToEN26dRP4bU0j2tvb06lTJ5GhWF1dzU8//URYWJiFdpebi7m5uYmmATLG5IX8rVu3BH7lJkr9+vUT+JWzQbt06cLHH39MZWWlyKp+5ZVXBFaMRiMeHh4iQwyw4KMH2U7GL8DRo0ct8GtlZSVwP2jQIMxmM19++aUF7g0Gg4Wu2rNnD0qlUvC2XO9s7dq14n3euHGDxsZGUlJS+Oijj3Bzc2PVqlU4OTkxfPhwevfuTUJCApWVlZjNZj744ANiYmLQarVkZGRQXV3NM888g6enJ7W1tWzevFnEoJCQEG7fvi0+/MrvwMbGhkGDBuHj4yOOv+7fv5/w8HBmzZpFXV0dP//8cwt+uHdtJEmSBcYeFptKpZLPP//cIn7fy3+bNm0Sjdn+iLft7OwEfjdu3IhGoyExMZHOnTuL9UtlZSWnTp3ikUce+Z9i5ZkzZ0QtwkmTJuHr64tCoWDp0qWEhISINYatrW2LNZxGoxFrT0mSuHPnDp988kkL2zXXf3IpqQ4dOjyUhpo5c6aoRdo8fv+dunXTpk04OTkRHR3NzJkzuXz5Mo6OjqKOHSBKR1hbW4s13z+bdf9c/397zZs3j5kzZ1JaWir+7eeff+b8+fNUVlYSGRmJJEkUFRWRlJTE3LlzqaiooLy8HKPRyK5duzh69Cg9e/bk7t276HQ6vvnmGyoqKkTr7ry8PH744Qfq6upEp6GtW7eyatUq2rRpgyRJ6PV6li1bxvnz58nJyaGhoYEDBw6wY8cOgoODKSwspLq6WnShlSQJg8GA0Whk4cKFXLt2TbThPnDgAGvXrhVHOysrKzl+/DiOjo6oVCr0ej1Xr15ly5YtYmOjsbGRX3/9lczMTCZNmkRqaio1NTXs3LkTNzc30RHuwoUL/PDDDwCigPjGjRs5evQofn5+lJWVUVdXx08//URFRYVoS719+3Zhp8LCQvR6Pd999x15eXmiMP6FCxeYO3cuBoNBHD/cvXs3ubm5TJgwgZs3b1JbW8sPP/xgMZcrV66IucgFTn/99VcuXrzI8OHDyc3Npb6+ni1btogirXV1daxdu5acnBxRnL+yspLU1FS6dOnCqFGjMJvN1NTUiHcnN1bYtm0bmzdvFsXjKysr+fXXX7GxscHHx4e6ujrOnTvHsWPHCA8Px2AwoNVqRcexd955h9OnT1NRUcGhQ4do164doaGhNDQ0sH37drZs2UJgYKAobrpq1SquXr3K8OHDqayspL6+ntmzZz80xi5fvkxlZSVarZZly5aRlJQkvhAeO3aMzZs3Ex0dzZ07d9BqtaxevVpgvLGxkbt374rfzs/Px2w2s3XrVvFceXk5tbW1bNiwQWR01dXVsWnTJtH1UG7vvn//fiIjI5kyZQp2dnaYzWYWLlzI9evXyc7Oxmg0cuDAAVatWsX169cpKCggNzdX1DWRx+3g4AAgastoNBpefvll5s2bJ/5bSkoKb7/9NiqVirt376LVajl37hzz5s1jy5YtApvfffedwP2lS5eor6/n559/Fq3sm5qaKCwsFH6Wl5eHQqHg4MGDLFiwQGyM1dfXs27dOpKSkkQB65MnTwo/r6qqQq/X89VXX5GWlkZxcTF6vZ6ysjJh39u3bwv7ysK4sLCQmpoaDhw4gKOjI6GhoUiSREJCAlu2bGHEiBFotVoMBgPTpk3j4MGDosNXeXk5c+fOFY0B5K+Nc+fOJS8vj6KiIsxmMzt37mTfvn306tWL69evU19fz+7du6mrqyMrKwuj0ciePXuYO3cuNjY22NjYiO5mADNmzBA+tG7dOgIDA0V25oYNG9iyZQtxcXE4OztTW1vLt99+C8Djjz/OzZs30el0ovOuTqdDoVDw22+/CYwVFRVRXV3Njz/+SEVFhej2WVhYaGE7k8lkYbucnByqq6s5cOAAAJWVlRgMBjZt2iQKthcVFVFXV8eWLVtwdHTEzs6OpqYmEhMThX3r6urQ6XRMmzZNFNuvrq6mrKyM+fPnY21tLTixuLhYYOXmzZtYWVmxZ88eli1bhqenJ0VFRWi1WrZt28a1a9fERtmdO3eYPn06SUlJ3LhxA6PRyLFjx8R7SUtLo7a2Vti8pqaGxsZGjh8/LjhR/uiyceNG4TfZ2dlUVVXxyy+/4OjoiLOzMyaTifXr14svyyaTCa1Wy+uvv05SUhJlZWXo9Xpqa2tbxJf9+/eLueTm5qLT6di+fbsFlxcUFAiM5eTkYDabOXDgAPv376eyspIrV65w584d0QBIxs6xY8fo0qWLOLqt1+uZPXs2hYWFFBUVYWVlRWlpKe+88w6HDh0iPT1dZMz+r/aV6wbt3r0bR0dH0VVN9rO4uDjR7Ojnn38GYNSoUaSnp1NaWiruadOmDTqdjp9++onCwkLGjRtHXV0d9fX1vPvuu/fFb3l5uYinzX1Rzu6oq6sjJycHo9HIlStXmDt3LitXrqSqqkp0cM3MzGTixIlotVqxqTRixAjBPStXrmTevHlig6ampoYlS5aQm5tL//79yc/PR6fT8csvv9x3TDdv3qSuro7t27dTV1dHY2MjJpOJ1NTUFvpo9+7dIu7n5+dTU1PDsmXLMBgMAGi1Wvbt23df+77++uukpaVRVlYmsrY6dOhAbW0tiYmJHDt2jHbt2uHo6IjRaGTRokVcvXqVyMhIkf363Xff3dcXCwsL0Wq1rF+/3gIrlZWVAmPJyck0NTVx+vRpfvvtN5ydnTl69CiFhYWioP+xY8eorq6mrq4O+G8JFJVKhVar5YcffhD6qKKiAq1Wy08//UReXh4lJSU0NTWRkJAguK60tBS9Xs+qVau4du0aN27cELwt41d+7tChQyK+1NTUYDAYWLZsGYcOHeLQoUOYTCauXbvG9OnTuXPnDo2NjSK740G6qrlGlOPLDz/8QGZmJv379+fSpUvig5Rer6eoqAiVSsX69evv64tyIXXZF+fOncvdu3dFx9d9+/YxcOBAjEYjJSUl7Ny5kx49elBWVoZOp2Pt2rUCv/JH2e+//17MJSsrS+hPAHt7e3Q6HUeOHBHzkzu5r1+/XmBF1lVLliy5r26VNdS3335rwXUZGRkC98XFxeh0Ovbs2UNmZiZPPvkk58+fF43fZH5oaGhg3759f6gR5U2L/fv3C40on56R3wv8t+D+zz//zNGjRwkNDRXjlDFWWVmJJEns37+f/fv34+/vz4kTJygsLKS0tFTgt7Kyktu3bwMwcOBA0VX8u+++E/bNzs5Gp9MJzsrJycFkMnH58mVhg3tt5+npSXl5ucWYKioqkCSJHTt2CPyaTCahjw4dOiQa3N29e1fgXm4w11xXlZeX09DQwNdffy0anen1eoqLi9myZQtbtmyhvr4ehULB+vXrRQdSSZKora3l66+/RqVSiY3nVatWMW/ePIxGI3q9nhMnTvDiiy9y9uxZysvLMRgMlJaWiqPNfn5++Pj4cPv2bZYvX44kSVy+fJnS0lIuX75McHAw6enpVFVV0dDQYMEPer1e8EPztdHSpUsFxkwmE+np6fe1b8+ePYV958yZQ15enmhEVVVVJeJ3Tk4OVlZWHDhwgGXLliFJEgUFBVRVVbFv3z4L3t6zZw9Hjx6lc+fO3L59m+rqar777jtsbGzo1asX1dXV7Nu3j3379tGuXTs0Gg1arZZffvnlT8VKHx8fdDod3377rYiVDQ0N6HQ6Pv74Y/Ly8sQm2M2bN5k7d65YY9TW1pKQkCDWcFevXqWmpobc3Fy6dOkiGoeUlpaKNWtr+i8vL4+qqiqh/+7VUDLuq6qqWLJkCY6Ojvj7+9PQ0EBeXt7foluba/5evXpx48YNKioqhOaX6whv27aNLVu2kJOTw969e9Hr9X/rBl3z659usP9c/8dc8+bNIzExkbVr1xIVFYXZbGbRokVs3bqVdevWERERwfz589mxY4do3bx06VIqKiqoqKjgP//5DwqFgrVr11JfX09NTQ0vvviiCLLV1dW4urpiMBjQ6XSCvOTuqnV1dTg7O6PT6ejQoQPFxcVUVVVRVlaGWq3GxcWF2tpaUbDYxsYGrVaLWq0WHW/+/e9/s2XLFjGmhQsXEhYWJgR4UVERY8eO5eLFi9TX11NdXc2MGTOora1l165dGAwGamtr+c9//oNSqWTt2rU0NDRQW1srSED+2mVvb49Go6G2tlbMRalU4uPjQ0FBAZIkIUkS7u7uYr7V1dVoNBpsbW1FxlV1dTUvvfSSsFNFRQWzZ8/Gy8vLwr7Tp0+npqZGfD2tra1l7NixJCcnC3tPnz5dzMVoNIovFz4+PpSVleHo6IhOpyM2NlZsOtTV1aFQKER3O7VaTU1NDUqlEpPJhEajER3VZKEqz+Wzzz7Dzc2N5cuXU1ZWRkVFhcU7r6ioYMqUKeTn55OcnCzsK49TnktNTY1I6zcYDNTV1WFvb4+1tTUNDQ3CviqVCjc3N1G7o66uDo1Gg9FoBBCdl+6HsbKyMsxmMyEhIbzxxhts2bKFvLw8iouLRYbVsmXLKC8vp7KykhdeeEHMpbKykn//+98olUp++eUXGhoaRCMONzc3li1bRn19PVqtlsjISAoKCtDr9VRVVaFWq3FwcKCurg4bGxuBY61Wi7Ozs2hQ0r17d9FtS6/X0717dwYOHMjixYtFjZZ27dpx6NAhfHx8RIdge3t7PDw8yM/Px9ramkWLFpGbm0tycjKFhYUUFhYyc+ZMCgsL2b17N1VVVbz11lsi81Te/JbrU8rYlIvva7Va0WXO09MTk8kk7FtXV4eDgwPOzs4UFxeL7BN7e3uMRiMajYby8vJW7fv2229z9uxZcnJyKCkpERwi27c5xmbPnk1NTQ3+/v4MHTqU/fv309DQIPxO7jIr48Le3h4bGxsAnJ2dhTBpbGwUnGdtbS26rllbW1NVVSWOtMvvqry83MLPqquref/99/H397fwz5dffpnbt2+TkpKCwWCgpqaGAQMGkJ6eLvz1tddeo7GxUfinjF+5xb3MLY6OjjQ2Ngr8qtVqAgICKC0tRaVSiXnKuIf/dreW/VxeWMjYnD17tuiuNmTIEGG76upq3nvvPRQKheB0b29vRo4caXHPjBkzqKmpYffu3WLc99pX/sAjZ6ACODg44OjoSE1NjeAMDw8PsfFka2sr/EOei/zBJSIigkWLFt3XPysqKnjssccs+O/dd9/F2traAj/y2Ddu3Cg2Rezs7DAYDMK+Go1GbCbImHZ3d6e2tlZkYtjZ2YmuzLa2tlRWVrJgwQIRX2QMN+eMiooKkQ0rY0XeMHZxcRHvxcPDgzFjxnDgwAExFxsbG9FQRq1WU1xcjJOTk7Cv3EXPxcWFuro61Go15eXluLu7/y32bQ33r7/+Onq9XuC3pqZGZNCcOHECo9HYKn5VKhX29vYiXtfV1WFnZ3df/KrVampray20gY2NTYt3LvODh4cHH374IbW1tYSEhDBjxgwKCwv57bffxH39+/e38MVZs2ahUCgE/9XU1GA0GrGysqKmpkZkE/j6+lJTU3PfMdXU1AhdIMcgubaYjJXW9FFrcf+11167r33lzaB7eUXOjJc7uMr4lbs8NuduDw8PCy1yry9WVlbi6OgoNtnkj0fNsVJYWMiSJUsIDg7mq6++EsdJZazU1dVRXV1Nx44dycnJoW/fvly+fJn8/Hw+/vhjmpqaWLp0KTqdrlV95O7ujtFotIgvzbnObDbj6elJU1MTOp0OjUZDVVUVbm5uFs9VV1fzzjvvWMSX+fPnExkZaYH76dOnU11dfV9dda9GNBqN1NbWik6cdXV14qOng4ODwH19fT1eXl5/6Ivw3xMs4eHh3Lp1i8bGRuLi4pg5c6bYMLwf182cOVPg9+7duxQWFvLpp5+SkZFx37nIfteabnV1dRUc3tTU1AIr9+pWOZNZqVSKGs73cl1z3P/2228CGwMGDCAtLU2MccqUKRQUFNxXI8p2lnlC3rC4VyPKdVNlLMs+HBgYSHV1tegcOWzYMNq0acOuXbsoKSmhsrKSsWPHkpKSIsbYoUMHcnNzLfD7zjvvUFFR8YcavLkNKisrqaqqErarrKwUXCFvkjaPN/fiXtbeZrOZpqYmwe0y7lvTVRUVFRa4Ly0tZerUqdTX17NhwwYaGxvx9PTko48+oqioiKVLl6LVavH39+fpp5+msLCQK1euiLqsWq2WxsZGGhoaqKioEDFEr9ejVCqxsbFBoVBQXV1NWFgYDQ0NlJWV8dprr3HlyhWysrIoKSkRG3zyOqFHjx6cP3+enj17kp2dTVFRER9++CHAfTmysrKSTz755L72ba5bnZ2dBWZkjdyck+WmCGFhYWRlZYkP0a6uruId3A+/8phsbGy4e/cu1dXVdOvWjZs3bwr83qv1HiZWtsbl8hpOqVRiZ2eHnZ0dnTp1wtbWlqSkJLEOAcQaztraWnBwdna26NptbW3N888/z+7du/+S/pN9UeYOmcckSUKj0bRYr/0V3dpc8y9btgxbW1u0Wi19+/blwIED2Nvb09TUxEsvvcSNGzdEVndjYyNLly4lJiam9Q2O//WS/rn+uf4PuJYsWSLFxsZKJSUl4t++/PJLKS4uTioqKrrvPYsXL5bi4uKknJwc8W8LFy6UYmJixL9dvXpVGjJkiJScnCyVlpZKZWVl0vDhw6WYmBjp559/ljIzM6XU1FSpW7duUnR0tDRlyhTpzTfflCIiIqROnTpJJ06ckLKysqTU1FRpwIABUmxsrLRjxw6ptLRUevnll6WIiAipe/fu0saNGyWDwSAtXrxYio+Pl27duiVJkiQ1NTWJcebl5UmSJEnz58+X2rVrJ924cUOSJEkym83S559/LsXGxkqZmZmSJEmSyWSS9uzZI/Xu3Vs6e/aslJycLM2bN0+KioqSHn/8cSk9PV1KTU2VevfuLcXExEhbt26VUlJSpCVLlkjR0dHS2LFjpeTkZCk1NVXq16+fFBsbK+3cuVPMpUuXLlJkZKR0+PBhC3s3t+WiRYss5mIymVqMc8GCBVJcXJyUlZUl5pKYmCj17NlTOnXqlJSSkiLt2LFD6tSpkxQTEyM9++yz0nPPPSfFx8dLHTt2lM6ePSulpKRIO3fulHr06CHFxcVJZ86ckVJSUqRZs2ZJkZGRUteuXaV169ZZjPvgwYMWOGg+zoULF0rt27cXY6yrq5M++ugjKS4uTrp69aokSZJkMBikuXPnSu3atZPS0tKkuro6afv27VLv3r2lM2fOSFlZWVJKSorUq1cvKTo6Wtq8ebOYizxOGRtbt26VYmJipGHDhkkXLlxoFWP//ve/pYiICGnEiBHS9evXLWwu40L+t5iYGPFv9/5veX7NbS5JkvTVV19J3bp1k2bOnCnw27FjR+nYsWPinffv31+KjY2VEhMTpdLSUmnbtm1Sx44dpcjISGncuHHSG2+8IUVEREjx8fHS008/LT333HNSu3btpIiICCk/P1/S6/WSJEnShx9+KEVEREifffaZlJKSIr377rtSRESE9N5770np6ekC9/I4ZR+W31PzuZw6dUoaMGCAlJaWJmzefJzFxcXS/v37pdjYWGnQoEHSzp07pcLCQmHfVatWSZmZmdK2bdukmJgYafjw4dLZs2elsrIyqU+fPlJkZKS0ZcsWyWAwtGrPe31TxnRz/9y4caMUGRkp5eTkSA0NDZIkSdLu3bulXr16ScePH78vLi5duiR878CBA1JWVpa0fPlyKTo6Who6dKi0c+dOaefOnVKvXr2kuLg46ezZs+K5rl27WvjnvWNqzT+rq6uljz76SIqPj5dSU1Mls9lsgXHZPw8cOCD17dtXSkpKkrKysqQVK1ZI0dHR0sCBA6UdO3ZIKSkpUu/evS1wv3PnTqlnz54W4/zpp5+k6OhoadiwYWIunTp1kiIjI8Xfk+17+/ZtYbv72ff69etSXV2dJEn/L0fK/mo2m6VDhw5ZjFvGSlxcnLR//36puLhY4GDw4MHSxo0bpYsXL7bg7eb+uWbNGikzM1NgeMSIEcKv7vXPpqamFjZvzRfv5fcrV65IgwYNko4cOSJlZWVJZWVl0iOPPGLBDykpKQIr27Ztk0pLSwXuhwwZIubStWtXKSIiQjp58qQFZ8TGxkr5+fkW427O5V988YXUtWtXKSUlpdX30tTUJCUnJ0uDBg2SLly4IN28eVNatWqV1KVLFykqKkpasmSJVFhYKO3atUuKjY1tYd+4uDhp9+7df8q+Mh9kZ2dbcEZz7m4tVs6ZM0eKj4+Xrl27JkmSJHCxY8cOKTk5uVXe3rx5s9S9e3cpNjZWcGJr+JUxLseA5r54/PjxVvG7adMmKTIyUsrKyhIYN5lMFmM3m83SF198YRE7JUmSTpw4YcF/P/74oxQdHS3se78x9enTR4qJiZESEhKklJQUadGiRVJUVJT0xBNPCG0gj/vo0aMW2Gzfvr3g6Xvx3Jp9q6urpY8//ljEz9Y45OzZs2JMW7ZskUpLS6W9e/dKsbGx0sCBA6U1a9bc1xdHjhwpxcbGSqtXr5YKCwulOXPmSJGRkdKwYcOkEydOSAaDQeA3NTVVjFP2vby8PKmpqUlasGCB0H4VFRXS5s2bpTFjxkhRUVFSUlKSJEmSdPbsWWnAgAHSuXPnpKtXr7aq65rj99740jzG3zvusrIyqXfv3lJkZKS0YcMGyWAwtBrjZZvLuG9NV7WG++ZjLy0tlfbs2SN88ddff5XOnz/fgkNa80WZ72Xcf/DBB1JERIQ0adIkqbq6Wvji4sWLpXbt2v0h190b400mU4uYc+LECalfv37SxYsXhRa5n24dM2aMlJSUdF/deu9zr776qhQZGSlNmDBB0ul0wr7NOaQ1X7wX4/fTiNu3bxda9vTp09Ls2bOlqKgoaezYsVJ6erqUkpJi4YvN4+mQIUOkzZs3i7jYXP926tRJ6GDZvs21tIzf0aNHW+C3NawsWrTIYs3THOcpKSlSVlaWwO/QoUOlEydOWOB31apVAr8Pg3sZ45s2bRK66t612Nq1a6XIyEgxtw0bNkiRkZFSUlKSVFZWJkmSJP32229SZGSkdP78eRH35fl069ZNevvtt6Vp06ZJERERUpcuXaSzZ8/eNy7KOnbYsGHSCy+8IEVGRkrjx4+38L3FixdbaL9Dhw5JkydPlqKioqQLFy6Iv3/vmmbJkiUtNPi99m1NX8vjbB4r7+VtGffjxo2TLl++bMHbsvaTx9ScD0wmkzRv3jypffv20u3bt1vF78PGynvxe/bsWalnz55SdHS0tHHjRqH/ZAw///zzArudOnWSkpKSxD3ye0hLS5MqKiqkl156SYqKipI+/PBD6ebNm63ORcZOZmZmC/3XfL4HDx60iDmrV68WPHbs2LH/WbdGRUUJ2zU1NUlNTU1SY2OjiOlarVYqLy8XYzSbzVJ1dbV0584dqaqqSvr/8vrnGOw/1/8Rl8lkwsXFBY1GA4BOp+P06dM4OTmxcuVKCgsLaWxsxMbGho0bN7Jy5UoKCgo4c+YMTk5O/P777yI7Jz09HRsbG/bs2SNSssvLy9m+fTs///wztbW1vPPOO6jVanbs2EFlZaXoBOfv709xcTEvvPAC06ZNQ6vVsnfvXlQqFYGBgXzxxRdIksTy5cupr6/H3d1dHAXZtGkTu3bt4vjx4/j5+XHkyBHMZrMouu3p6cnFixcpKSkhJyeHoKAgjhw5wsqVK6mvryc9PR0vLy+uXbsG/PdIyvHjx1EqlaSmptKuXTu6d+9OmzZtqK2tZd68eYSHh4suf6tXr8bT05OYmBhx/PObb76hbdu2fPDBB1hZWYmUc7nwvqOjI19//TVXr14VmVNnz55lx44dZGdnc+LECYu5NDY2Woyzrq6OyspK3N3d2bdvHytXrkSv13PmzBmsra25evUq7du3JyYmBm9vbzw8PJAkiS+//JKRI0fS0NDAqVOniImJYfDgwbz55pviy3eHDh0YPXo0AQEB+Pr6smHDBrRaLYGBgbi5ubF06VLy8/PJzc0lKSmJ8PBwSkpKSE9P5+LFi6JI7I4dOzAajWRmZhIZGUltbS0A1dXVXLx4kZCQEDIzM0UWjiRJ3Lx5k+vXr4u6WWq1ml9++QVPT09GjBjBtGnTaGpqYvny5aJjkbOzMzY2NsyZM4fq6mr+/e9/W2BMzj5Tq9W89957JCUlcfr0aRwdHfn1118pLCykuLiYa9euYWNjw65du0QavFqt5tdff2X+/PlkZGRw9uxZnJycWL9+PYWFhdy4cYN9+/YxYMAAYmJimD17NtOmTUOn07F//35UKhWRkZHMmzcPSZL44Ycf0Ov1DBw4UHR9NZvN9O3bl7Zt26JSqQgNDeX999/n8ccfB+Czzz4TRzdv376Ns7MzSUlJ5OXlMW7cONzc3Lh16xY///wz27dvZ/bs2ezZsweVSsWJEye4e/cuN2/eJDAwkL1797JkyRJxbKexsZHLly8TGhpKdHQ0n3/+ucU43d3dcXZ2JjAwkDVr1nD9+nXeffdd1Go1iYmJwr4uLi5YW1vzxRdfkJeXR58+fXBwcOC3334jOTmZ0tJSC/vm5+dTVlaGq6sra9euZf78+aSmpnLy5En8/f05duyYyJb08fHhxx9/5NChQ+h0OjZv3kxjYyPLli0jLy+PESNGCPwuX74cGxsbOnTowH/+8x9Ra1CSJHx9fYmJicHBwYEVK1YQHBzMG2+8QVNTE99++y3BwcHY2NjQtm1b3Nzc+Oabb0hNTRXHC27dukVSUhI5OTmcOXOGoKAgrl69Cvz3KOa5c+do3769OC6Rn59PVFSU8BOTySTqL2ZnZxMaGiq4T+Zbd3d3Zs6caYH73r17W4zTxcUFb29voqOjsbe3Z8WKFYSHh9OjRw/xDgwGA3fv3sXd3Z2dO3eybt067ty5w6lTpyzs6+Pjg4+PD2vXruXIkSOUlJRw4MABHBwc+Pzzz0lISMBkMnHx4kUxbo1GQ8eOHfn8889pamri66+/Rq/Xi66DwcHBbNq0iaqqKoGn5cuXo9frMZvNIgZs27aN3NxcFAoFsbGx2NjYMHPmTJKSkjh//jyurq7s2bMHs9lMTk6OBSdWVVVRUVGBl5cXSUlJ7Nixg7t373L69GmL+clfn7OyskTX4//85z8W/BAfH8/8+fORJIkVK1ZQUFCAWq3Gz8+PoKAgMZexY8eiUqmYP38++fn53L17l5SUFFQqFT///DPXr1+nuLgYV1dX1q1bx/z58/n+++/59ddfmTBhAikpKTQ2NlJYWEhERAQajQY7Ozvq6+s5cOAAlZWVnDhxgpCQEF588UV++OEHVCoVR48e5ebNm9jZ2eHn5yfsW1paKt7B0qVLH9q+J06cELHy0KFDmM1m0tLSOHTokCgoXlJSQm5urgXu79y5w8mTJ4mPjyc7Oxv4f7PK5HpcrfH2uHHjePPNN5EkiR9//LFV/EZFRQluX7p0KcHBwfj7+9OvXz9sbW1ZtGgRqampZGdnW8RvZ2dnfHx8WLFiBYcOHQLg/fffZ8eOHdja2nLlyhWR3eDt7U1ycjK//vorRqORw4cPo9PpOHz4MEFBQXh5eRETEyN0TWtjCgoK4s0338Ta2pqff/4ZJycnOnfuLI5fzps3TxRYd3BwYMmSJeTn53Pr1i0OHz5MfHw8N2/e5Pbt22RlZREZGcmNGzfua9+mpibS09NF/JSaNf7KyMjg+vXr9OzZk4ULFwL/LV2i1+sFfkNDQ9m5c+d9fXH27NlYWVmxdetWrly5QkNDg+gW+M033/D5558L/F68eBGz2UxRURGVlZWEhYXh5eWFXq9HkiTB7du2bWP06NEiA3f//v0UFhZSXl4u4qJcy2rOnDkWY1IqlQK/iYmJ3Llzh7Zt2+Li4iLuz8/P59NPPxXjzsvLo76+nri4ODw8PNi0aRP79+8XuurUqVPs2LGDzMxMwSEy7vV6vYWuak0jNjY2cv78eWpra8nMzMTT0xOlUil8MTExEaPRKGL8ihUrWvXFO3fuCIzJuI+Ojha1vmSOf/vtt9m2bRu2trakpqZSV1dnwXW//vorOp2O5ORkXF1dSUhIwGw2U1lZSVJSEv7+/pw6dYr6+nqMRiMmk4nr169z/fp1IiMjW+jW+Ph4fHx8aGho4Pvvv29Vt0ZGRjJjxgzxnNFoRJIkunfvTlVVlagZefDgQdq1a0dmZiYApaWlJCcnExERQVlZGQUFBVy9epWOHTuSnp5+X40oSRKXLl1Co9FQXFxM79696d+/P23atKGuro558+bRrl07PvroIxQKBStXrkStVuPq6kpMTAyOjo6sXbsWe3t7vL29cXd3R5Ikli1bxpQpUzh37pyIfbKWlu176tQpHn/8cdzc3LC1tRW4l23u7OzM5s2bxdFXW1tbdu3axcqVK0Vt6Pr6enbs2IFGo8HT0xMXFxdsbW1ZvHgxJSUlAr8JCQminIisWxMTE8nOzm6B+4yMDIHx9evXk5ycTFFRkVjjpKSkUFhYKOom//zzz6xcuZK2bduKzuzz588XJQ+cnJz49NNPOXjwIHV1dcydO5eEhATCw8Pp3bs3S5cu5d133xXHDuXM5+ZxsbKykqioKAICAlCr1Xz22Wd88cUXZGRk4ODgIE6YyHbasWMHK1eupE+fPgDY2Niwd+9eCgsLKSsrIykpSejrjIwMkXkmP9eafcPCwiz0dWlpqRhncy0i4/fnn3/G09OToKAgfHx8qKqqYvHixahUKgICAnB1deWbb74hPz+foqIiLl68KPBbVVXF3bt3OXLkCPHx8aSmpopj6HIJnT8TK+/Fb8+ePUX8XLt2LTY2NnTs2FGs4UwmE1988QUjR46kvr6eEydOEBMTQ//+/enZs6fQfw4ODqJzvI+PD8ePH2+h/xobGykuLsbLy4vk5GSOHDnSqoYym80kJycL/efr60tQUBD+/v5oNBqWLFnyl3Wrv78/MTEx2NjYsHDhQpqamqioqCAxMZHExESh+TUaDa6urqK0jyRJODs7Cx/5//L65xjsP9f/Ty/5yFpVVRVz5szBxsaG9957j3fffZeioiJqa2vR6/VCmBQXF4vaAgaDAT8/P3Q6nThaptFocHFxobi4mNraWpycnPD39yc7O1u0jlar1bz88sskJCTg7OxMTk4OAwYMIDk5mcmTJ7N69Wr0ej1Llizhs88+Q6/X4+vrS2xsLE899RQfffQRFRUVqNVq5syZw6+//kpERAS7d++moKAALy8vGhoaRO0ug8GAq6srJSUlGAwGfH19sbGxobi4GHd3d0pLSzGZTPj4+FBeXo4kSSI4Go1GysvLUSgUgohWrlzJ+++/z5tvvomXlxevvPIKK1euRKlUUlVVxdChQ0lOTub9999n+vTpODk58dlnn7Fo0SJMJhN1dXVMmTIFLy8vdu/ezfnz57GxscHT01M0qWhsbMRsNuPl5SXqa9nY2ODo6IiVlRXFxcViLk5OTty+fRsHBwdxlFE+Kurk5IQkSYwdO5aDBw/ywgsv8NVXX+Ht7c3LL7/MN998Q3FxMZ06dWL48OGEh4czZ84ckRb/yiuvsGTJEr7++mv+9a9/oVKp+Ne//sWFCxfIy8tDp9NhZWWFSqUSRwm9vLwwmUzi2EFVVRVWVla4ublRUlKCs7Mzrq6uwH83hSsrKzEajURFRWEwGMjLyxN1PQIDA3nppZdYsWKFSKP+5JNPsLe357PPPqOkpERsHH722WdMnTqV999/H7Vazfz585k/fz5OTk7iOINWq0Wj0XD27FkqKioICgoSdYasrKxQKpV4eHhQUlIi8BsUFERubq5YUOv1ery8vDAajTQ2NopjGXV1dXh7e4sj2h988IFYPHt5eTF06FCGDRvGBx98IPD722+/8dRTTzF58mQ2bdpERUUFDg4OPPHEE2zbtk28X3t7e3bu3MnYsWPJy8sT6eaSJJGRkYGfnx8qlUocB8/LyyMsLIz27dtz6dIlcnNzRd002Yflo3bu7u6UlJSI45/PPfccffr04YMPPhAp9MuWLePDDz9k6tSpzJ8/n+rqaj7++GN++ukngb+QkBC0Wi3Tpk1j9uzZ6HQ6fvzxR9asWcONGzeora0Vx9lLSkrEMY+2bdty9+5dPDw8RK0RNzc3GhsbBe4lSUKhUNDQ0IDRaESpVIr0+rFjx7JmzRpGjRrFhAkT+Oyzz8RxniNHjpCZmcm8efMoLi7G3t6eN954gzVr1pCQkMDgwYORJImFCxfyxRdfiOMPAwYMwMPDg4sXL5KamiqODpWVldHU1IS1tTV6vR4PDw9x3MbV1RUnJydRs9BsNhMcHIzRaBTPqVQqzGYz7u7uFBYWiiY5U6ZMYd26dcLP5HE2x/2oUaPo1asXX3zxhcD9q6++yi+//EJCQgKDBg3C2tqapUuX8t1333H58mVcXV1paGigsbFR8IPcOEFukqNWq1Gr1ZjNZurr60WB46CgIPR6PYGBgRw/fhx3d3ccHR0pLCxEqVSKToVVVVW89957AiuzZ89m4cKFfP3117zxxhtUV1fz7bff8tVXX1FRUYHJZKJjx4488cQTLF68mIaGBrRaLZ999hm7du0iIiKCzZs3U1FRQWBgoDi+rNFoUCqV4hilTqfDxcVFHL+WC5lLkoSXl5d4B7a2ttja2lJeXo6LiwvV1dV4e3vz2WefMX/+fJydncnOzuatt96ic+fOvPfee+Tm5mJlZcXChQv56quvLOayevVqVqxYwdmzZ7G1tRXHk6qqqqisrBQLs7KyMjw8PKioqBBH5eSmG/Jmi16vx2QyERkZSUlJCRqNhrt372JtbY2rqys//fQTkiTx3nvvUVBQIBZzK1eu5Ouvv2b69OkUFxfz/fffi9qwf8a+8qJX9jP477GUuro6zGYzbdq0QalUWuDeaDTi4OBAbW2taLyiUCgoLi7G1tYWKysrQkNDmThxogV+f/rpJ2pqaix4uzl+Bw4cKHh7zpw5whcHDhzII488wqpVqzh16hTOzs44OjpaxG95k1in06FSqWhsbMTPz4+QkBCxKTZixAhu375Nfn6+4G55MVNcXCyOQvfr148rV67cd0xyofTw8HBWrVpFZWUltra2zJ07l0WLFvH+++8zY8YMHB0deeutt9i7d6+o52VrayuOETU1NeHm5taCV5rbV61W4+TkhJOTEzU1NZSUlKBSqYiJiaG+vl7EyoqKCsLCwli8eDHvvfce5eXlmEwmJk6cyP79+x/oi6+99hqzZ88WuuLzzz8nMTGRiIgI9u3bR05ODkqlEk9PT8xms1hwurm5kZOTg7u7O4899hjnz58nKytL8JzRaMTX15e6ujoxH7nMQpcuXbh+/Trw343VjRs3UlFRIRqo9OrVi0WLFlFfX49Op+PLL79k6dKlTJ06lY8//hi9Xs9vv/3G7Nmzxebh0KFD6dq1q+iS3NDQgI+PDyUlJaIYv8FgEJszf6SrmmvEkpISzGYzvr6+YiPE2dmZ/v37k5yczNdff83UqVMxGAwsXryYxYsXt+qL8lymTJlCQkICCQkJDBs2DK1WywsvvEBqaiqZmZniWGRkZCS3bt3i9u3b9O3bl8rKSoFfg8GAvb09Xl5ewm4ajQZnZ2dxVFer1YrF7d27d4Wu8vb2ZurUqUK3yo1I9u3bd1/dWltby8svv4yzszMrV64UR+/+85//iEYty5YtQ6fT4erqKo7mOzg4oFAokCRJaMSoqCix6XE/jeji4iLKQ8i4lzcZFyxYIMbp7+/Pf/7zH1FXrb6+nh49epCWlia6b8p1fV944QXWrFmDUqlkyJAhor5dSEgIkyZNYseOHeTn54ujvfDfo4Vy7T0HBwfc3NxEfbfq6mocHR0Fh6hUKnQ6HUajER8fH/Hf9Xo9ffr04c6dO7zxxht8+OGHSJLEL7/8wkcffYTZbKawsJBhw4YxZMgQFi1ahE6no6qqiq+//prvv/+eqVOnCl01e/Zs9u3bR0FBAWVlZSiVSuzt7SkuLhZzDQgIEA0+GhoaMJlMeHp6IkkSISEhnD59WnwElXWk3PlV7lhcXFzM7Nmz6d27N9OmTaOgoAB3d3fefvttfvrpJ77++msWLVrEzZs3USgUPPvss+zYsUN0fu3UqRMLFy7E2dmZQYMGcfPmTcEP8jFQmR/q6uqwtrYW5YXkI6cajQYvLy+BgXvt6+TkhFarZeTIkTz99NN88MEH5OTkYGNjwxdffCHWLzL/vfbaa2zZsgWlUkldXR1t27alqqqKDz74gBkzZohOzRcvXiQvL08c62yOX29vb9zc3CgoKBBcHhkZSX19/V+KldOnT2fevHmYTCbq6+v54YcfyMrKYsWKFcLPtm3bxrPPPsvzzz/P119/jbOzM1OnTmXp0qUUFxfTuXNnHnnkETp06MDSpUu5cuUKoaGh/w97/xleZbW1feO/VNJ7IT2EsJIQQgspJIRAQg8dpAgCAiJ2ARFBQEFEkN5RUJQivUiT3nuogTTSe++9rDX/H3yv+Zgt7nLf93vv5/8e+/riYbhWstZY5zXmmGOO8zxpampqsT98Vf2nra0tD0n+toZS7jEzM5N61VpaWjg6OvL555+zevXq/5G6dd68eRw5coS4uDhJa1WkHPLy8rC3t+fs2bPSPGL79u14e3vTq1ev/4VOyX8MJv5z/RuvpqYmuYhaWloydOhQSktL+fLLLzE2NubAgQNMmzaNTp06UVVVJXVtfH19cXR0lBNiM2bMoEOHDrII3bt3L19++SUuLi40NjaSm5uLv78/Qgj69euHk5MTv/76K1paWnKDkJqaSufOncnKypK29+fOnZMnYnFxcQA4OTlhZGSElpYWGRkZHDhwAH9/f548eYKpqSn6+vp4eHgwfPhwPD09qa6uBmDfvn289dZbWFlZUVhYSHV1NcOGDcPS0lK6t7Vu3Zp33nkHX19fCgsLqamp4fDhw7Jw0NHR4fjx4+jo6LBjxw7Cw8Oprq4mJSWFqqoq2rRpIwsL5Z4hQ4bQ1NREdHQ0Ojo6WFtbU1tbS3R0NOHh4Tg5OcnFRimGvLy8cHFxQUtLi44dOzJ8+HB8fHyoqKigrKyMvXv38vbbb8vPomjdeHh4YGNjIxsZZmZmBAcH09zczN27d7G1tZXaPZWVlaSlpaFWqwkICODhw4dygVUK6mfPnhEdHQ3A119/TZ8+fQBITk6Wp5dlZWUIIdizZ488RVcWtICAAKytrTEzM0OtVtO+fXuGDx8uC/za2loOHjzIoEGD0NfXJzk5mcrKStzd3XFyciI4OJiysjKuXbsm46sIafv7+8siu7GxkcuXL0uNg7CwMIQQnDp1Cm1tbSmem52dTVRUlJxE1NXVxc/PT+JX0QvZt28fX375JW5ubjQ0NMgT/Hbt2mFlZYWRkRGmpqbMmDGDjh07SvOPgQMH0rNnT9544w3MzMw4fvy4xK8ypeLg4CCL0IyMDJYtW0aXLl3IysoiKipK6gWlpaXx9ddfExMTQ+vWrZk5c6Y8vU9ISOCLL75g8ODBUq8jNzeXGTNm4O3tTevWrXF3d6egoIDp06czbtw42rRpQ2ZmptxUeXh4MGjQIHR0dHB0dMTDw4M2bdpQVlbGnTt3cHBwwNraGkAK5SpNu/79+0vrdG1tbdm4UavV2NjYsHnzZl5//XWMjIw4cuQIgYGBODs7S+0TJb5t27ZFo9FQUFDA22+/jaOjI/b29hgbG2NlZSWnDqurq1Gr1WzcuBF/f39pnOLu7o6+vj5lZWV07dqV3377TQojt2nTBiMjI/bu3UvHjh3R0tLC0NAQjUbD48ePqaioYNGiRYwcORJdXV3Onj2Lvr6+bLbW19czfvx42RyqrKykoaGBQYMG0a5dO6n11Lt3b4YPH46bmxs5OTkUFhZy9OhRAgICMDQ0lAL1gwYNwsvLS27We/bsiYeHB25ubhQUFHDlyhW0tbX5+uuv8ff3p6GhgTt37kjc19XVkZWVRVBQEAYGBpiZmcmpucrKShYsWECfPn0QQnDgwAF69OiBp6cnubm5GBgYSPwoTV1XV1cZ36qqKikU3rVrVywtLWV8e/fuTWNjI3Z2dpSWlrJw4ULc3d1RqVQYGxvzzTffYG9v32Jj9dtvvwG/a6AOHjxYbu4sLCywsLCQRWJgYKDUSDQzM+Po0aN07dqV6Oho+T47duzIzJkz6dSpE9XV1TQ2NnLs2DH69+8vmzOKXqBKpcLe3h4hBH5+fgwdOlTmzaqqKgIDA7G2tqZXr17U1dVx9OhRdHR0ZHPnxIkT8uTayMiIVq1acenSJXR0dPjqq68YMWIEZmZmrFu3jqFDh+Lr60tpaSlaWlrs27ePRYsW4ezsLE0f3n77bZycnHBxccHU1BR7e3ucnJyYM2cOFRUVVFdXExAQIKchmpub2bt3L926dZOb6y+++AJHR0csLCzk1JLiILx8+XImTJiAra0tP/zwwz8d3ydPnsj4duvWjeHDh+Pt7S0btceOHSMgIABTU1MpZK/gXtGp6du3L8HBwTg7O5OTk0NNTQ1ubm60a9cOlUpFRkYGsbGxVFVV4ezsTFlZGVu3bsXf3/+V+F24cKHE76lTpzAwMJCYq6urw8vLi4CAAMzNzamoqKC2tpZevXphb2+Pt7c3BgYGODk54e/vj4+Pj9zMbdy4kd69e2NqaiqnSN566y06dOhA9+7daWpqon379ri5udG+fXvq6+tJTk6W+UFp5ivugooxTl1dHX369JEadorRCNBi3X/58iUuLi7ydY2NjTI/WFhYUFFR8Xfj6+joKPPKnj17GD58ODo6OsTGxtLY2CgnAVUqlTQXsLGxkXGKi4uTLoh/fBZtbGxk3aE864pAv7GxMYcOHcLf359nz55JxkXbtm2l+3N5eTl1dXUMHz6cHj16kJeXx8mTJ7G3t5c6mUqzw9bWli+//JKAgADq6+upq6uTToyTJk2iTZs2/PzzzxK/NTU1ZGVlERAQAICOjg5mZmbs3r0bU1NTtmzZwpgxYzAyMpKvUzTjkpOT6dOnDzY2NrJJVF5eLvND27Zt0dHRkXWVp6dni7rqVTWinZ0ddnZ26OjoYGdnR/fu3XFwcKC0tFQeri5btgwfHx/09fXZvn27/A6U+AYFBclcY2ZmJg3bFi5cyPTp0zE2NpYOr25ubjQ1NREQEMCmTZvo3bs3lpaWkuny1ltv4evrS0hICE1NTXh5eTFz5kw6d+5MRUUFpaWlHD16lOHDh8scqeiVOjs7079/f+rq6rh+/TqVlZWyroqNjQXghx9+YPDgwbJuVQ4Z6urqiI6OJiIigoqKCiwtLdHR0eH+/fs4OztL0xBtbW0GDx5McHAwLi4uspmu1Ig6OjrExcWhq6v7lzWijY0NaWlp0uxEmUjLz8/nxIkTsr7u2LEjJSUl3L17VzaTa2trpc70woULGT16tGxYlZeXy0ONyspK5syZQ0REhBSoV1zSlcPkhoYG2rZty1dffUVgYCDl5eUUFhbKvZFSByh7Iz8/P7k3cnZ2llNdBgYGxMbGYmZmxpYtWxgwYAC6urrs2rVL7i0U/Cq419PTw8bGhr1792Jqatqirrpz5w4uLi4YGxvLA8x9+/YxaNAgHB0dqauro6ioiDfeeAMrKyvMzMzk77Ozs6NVq1ZYWlrS0NDA22+/DUC7du1oaGjgzTffpH///vTo0YMJEyawfv16mpqaZI4oLS0lPT0dHR0dvv76a0aMGCHN17Kysti0aRP19fU0NTUxfvx4Ro8eTVFREQ8ePJD5QXHN/WN+6NatG/X19VRUVHDw4EGmTZsmnU+VKcS/ja+zszMeHh60atWKe/fuyfpaaYQpU9bffPMNI0aMwNzcnJs3b0rc19fXy/yh5G2lMa3sccrLy2loaJD518jISOqpK2uqrq4uycnJ//Ja2a5dOzIyMiSDS/l727dvp3fv3lRWVsrnbPXq1djY2FBeXs7QoUNpaGiQBjX+/v5ER0dTVlaGj48PYWFhmJub8/TpU2pqal5Z/w0dOlTWf4qDtJeXV4saavjw4bRv317myF9++QV3d3eZ25Ra5JtvvmlRtyrasUrdGhgYKBt+yrpfUVHRom69efMm7dq1w9nZmby8PPT09Pjhhx/45Zdf6N+/P7W1tSxYsEDiJjk5uQWO/t++/tOs+8/1b7lu3rzJRx991MI9RRFWvnr1KgYGBjx8+JC7d+/K4kVpvFVWVsoHMDc3F21tbVJSUmRhsmrVKunWVl9fT319PR4eHiQmJnLp0iX69etHYWEhw4YN49mzZ6hUKln87du3jxMnThAeHk5KSgpdunQhISEBHR0dDhw4wKFDh4iOjqaurg5XV1eysrLQ19fn/v37xMTEEBkZSU5ODq6urjx58kS6DZ04cYIff/yRoKAguZD4+vpKettrr71GQUGBdIxUBPQVJ8fS0lJMTEzIzs6ma9euPHr0iBcvXtCtWzeuXbsmx4WVzX63bt14+PAhly5don379qSmpjJ69Gji4+Np164dJSUlXLlyBbVaLRsZQgjs7e2pr68nMTGR0NBQsrKyaN++PZmZmVIc/cKFC5SUlNC9e3f5WZSTuczMTDp06EB+fj5Tpkzh7t279OjRg+rqaiwsLFi/fj1lZWV0796d5ORkwsPDZUG+Z88eNm3ahIODA3l5eVhYWJCRkcGwYcO4e/euNN5IT08nMDCQp0+fyvH069evEx8fj7u7O7W1tWhra9O3b19evHhBQUEBo0ePJj8/Hx8fHynmamBgwLFjx+SJmhKDsLAwnj17Rnp6OgMHDiQ7O5vg4GCuXr2KkZERsbGxbNy4URpGKPSOjh07kpyczPXr1wkICODp06cYGxuTlJSEj48PJSUllJaWUl5eTmpqKn5+fmRkZGBqakpKSgrV1dVoNBoOHTrEr7/+Sv/+/SXtQXldfn4+ISEhFBUVYWJiIoWWNRqNdIC9dOkSUVFRZGdn4+PjQ0JCAnp6ehw8eJDU1FRJj3V2diY3N5f27dtz8OBBjIyMWLt2Lbq6upw6dYoffviBlStXcvjwYdLS0qRNeXNzsxzZb9u2LXV1dRgbG6Orq0vnzp25d+8eWlpaWFtbc+rUKbZs2YKvr6/c7Nvb25OWlsapU6fw9vamoKAAX19fXrx4gRCCuLg41q1bJydmFfctlUpFcnIyBw8epEePHjx//hwdHR2io6PR1dWlsLCQHj16kJGRwZ07d5g1axZpaWkyvsqJ3ZkzZ3j8+DGRkZHS8UxpiL18+ZKoqCjy8vJISEiQk71Kzvqj0H5OTg6hoaGS6mRvb09eXh49e/YkISGBmpoaLl++zNGjR6UrnJGREWlpafTo0UPSsMLDw0lLS6Nv376yOao4Eys0TEUk38vLi5iYGJKSkggJCSEnJ4cOHTrIxreOjg6XL1/myZMnUpxZadIrguYuLi7cuXNHNnGV6bzQ0FAePXpEYmIiffv2JTMzU+JeT0+P2NhYdu3ahbu7O+Xl5TLvjh8/nitXrqCvr8+8efN4+vQpSUlJODs709jYiI6OjnTrSkpKol+/fqSnp8vmeGNjI1paWiQkJNC2bVvy8/Np3bo1WVlZGBkZ8fLlSwoLC6VRRFhYGHFxcVRVVXHv3j1+/PFHDAwM5HRqUlIS/v7+3Lt3j59++knGyc3NTZraxMbGcu7cOenO5+LiQmZmJvr6+jx48IDHjx8TEhJCRkYG+vr6REdHS0rZ6dOnOX78OPb29nI6Rltbm8ePH0vqtRJHpamhTBOkp6dLUeuMjAw6duxIdHQ0QgiSkpJYvXq1XAc1Gg1JSUmMHDmSR48eER8fz6pVq8jOziY/P5/c3FyEEDQ3N3P58mXu37/PgAEDqK+vl1NbNjY2vHjxgqioKCoqKigsLJTPnULdVIT28/LyePr0KZ06daK4uBgtLS3i4+PZuHGjFJoWQpCenk6HDh24d+8ea9eulc7r/0x81Wo19+/fbxFfV1dXYmNjqaurA+DkyZM8efJEHizp6Ojg5eXFy5cvycvLIyQkhLt376Krqyt/p4GBAT179pT5XnE7DQsL49atW5iYmPwlfsPDwzl//jx37twhODiYtLQ0hg0bxsuXL7G3t6ekpIRbt26h0WgIDg6mrq6O2tpasrKyqKys5PHjx4wePZqKigratm3LvXv3cHJyoqKiQrq8+vj4SDMDXV1d8vPzJYX96dOnuLm5ER0djYuLC+Xl5QQEBHDu3Dlu374t80NoaCgvXrxAS0uLuLg4Dh48SJs2bcjPz5fTmQMHDpRi6G+88Qapqam0adOG+Ph4ORGs5Adlw/Oq+Obm5tK3b18SEhJQq9W0atWKo0ePSlF0xWmve/fuPH/+nLS0NDp37syDBw9oamoiLS0NExMTioqK6NSpE9HR0fz888907dpV0jBTU1Opq6vjyZMnHDt2DAcHB4yMjLCwsCA9PV02rh89ekRkZKRc17ds2UK7du0wNTWVByDdu3cnOztbGm8pB1iBgYHEx8ezf/9+0tPTaW5uprm5GU9PT5kfunfvTlFREXZ2diQnJ6PRaIiPj5cSF9nZ2QBkZmbi5uZGQkICP/zwgzQACAkJISYmRoqrHzt2jKNHj2JsbCwnQ3R0dHj8+DExMTGyrvL29ubJkyeyrnpVjWhgYEBiYqKcVE9ISJDuzsbGxpSUlMj43r59W8bXycmJtLQ0mpubiYmJ4aeffsLd3V1S85KTk7GwsODWrVvk5OTw6aefUlxcjEql4sGDB1hbW8taXAhBu3btJH7btWtHRUUFN2/eJCQkhKysLNnkVGrB7777jqKiImmCoDQMHz9+zNOnTxkyZAhPnjyRTTYXFxcp+n/v3j0uXrxI586dSU1NpXfv3jx69AgDAwNSUlI4e/Ys1dXVsjGQkpKCq6srz58/Jy4ujqCgILKzs+nbt6/Mv61atZI1ore3t8Tvq2pEZ2dnOZXY1NTEyZMn5YGVqampdLd8+PAhSUlJtG/fnmvXruHi4kJMTAw2NjaUlZVJx9Tq6moWLFiAqakpGzZsYP/+/UyfPl3W4C4uLjIPODs74+XlJWUTQkNDyczMpK6ujsrKSrS1taWr8927dwkICJBNeMXMKzU1FRcXF+Lj42UTSZmuUtb8o0eP0qVLF9LS0iQFvrm5mdTUVNauXYuFhQVpaWkIIcjMzCQgIICYmJgWdZWnpyePHj2S7Bbl9xoaGsp918aNG3FwcCA/Px8vLy+Kiop49uwZly9fpnXr1tja2mJpacnrr79OUlISRkZG0kzv6NGjXLx4EW1tbXbu3ImWlhbl5eWYmJiwbds2xowZQ0JCAqdPn5Z16y+//ML8+fNZsGABhYWFktrarVs3yapSGowNDQ0EBgZKc5SKigqEEDQ1NXHw4EEpJ/JX8c3NzcXHx0eaLOTl5bFmzRoMDAyoqKiQtUjPnj25f/8+R48eZfTo0cTFxeHg4CCdeYuKihgwYAB3796lpKSEN954Q9aIT58+lROrrVq1olu3btTW1krTntu3b8vc86+slcHBwdINumPHjmRkZMj109TUlJcvX9LU1MTcuXOpqKhApVKRnZ1N69atJTU3ICCA5ORkxo4dS3x8PIGBgRw9epTjx4+TlZVFhw4d0Gg0aDSaP9V/qampcmKvsbFRGsLV19fLGiorKwsTExNZUzQ0NLBr1y45iWhoaEhaWpqMb0JCAgMHDiQzM5Pu3btz+fJldHV1SUhI4Oeff6Zt27aUlJSgq6tLSkoKw4cP5/Tp0+jq6jJv3jzS0tKYNGkSRkZGcl+pSOusWLGChQsXkpqaKk1aVq9ejY+Pz/9Ct+T36z/Nuv9c/5arvLyc69evs3LlSmprawGIj48nIyMDT09P3njjDaqqqrh58yatWrWia9eu2Nrakp+fL+/p16+f1E1Rii09PT1pt/z6669LF6OTJ08yevRoGhoaWL16NbW1tezZs4dWrVpx584dMjIyuHfvHj179iQ5OZkjR46QmJjI2bNnGTt2rOTMx8bG0tTUhJGREcXFxcTHx6NWq+Xod3BwsExO8LsWgp6ennTMS0pKwtvbm1atWuHk5AT8Tt1ViqNffvmFbt26yfsVTavu3bsTGxtLZmYmR48elbbip0+f5uXLl7i6ukpXoydPnnDkyBH69+9PRUUF165d4/bt21y+fBkTExPi4uKIi4uTC13nzp3x9PREo9Fw48YNKioq8Pb2JigoSE7u1dXVYWtri5GREZmZmZw8ebLFNMCuXbsIDAzE1tZWbtAOHz6Mtra2XDAfPXpEhw4duH37NteuXeP+/ftcvHiR0NBQWdTt3bsXHx8fevbsSWFhITdu3JAJ//z58+zZs4fi4mJJr9XX16e+vp7y8nLi4+PR19eXJ8OGhoayQeTk5ERVVRWmpqZyrLqoqIgdO3bg7u7OkCFD0NLSoqioiF9++UXG96effiIhIYFLly7RvXt36urqyM7O5scff8TLy4tx48ZRUlLCtWvX+O677xgxYoTc0CvOnH5+fsTExJCfn096ejqZmZl4enoyaNAgSkpKpHuVnZ2ddNu6ceMGZWVlBAUFYWlpSU5OjnzdwIED5aSX0ohTdA0V/H733XeyGPwjfr/44gvmzJmDrq4u6enpPHv2jL1798oF6dy5c5iYmGBmZsbNmzc5cuQInp6eFBcXY25uLqdRm5qa8PDw4M6dO/j7+2Nvby8pXFpaWtLVUBn1T0lJwcTEBLVazc6dOxk8eDAODg7ExMSQm5vLuXPnGDNmDGq1moKCAvbt24eDgwNvvfUW5eXlcqOtxHfv3r2UlpbStm1bxo0bR05ODllZWdy6dUtSKn744Qfy8/NlfG1tbTEwMCAtLY2TJ0+ir68v4/v48WMqKyvx9vYmJCQEU1NTkpKSMDExwcnJiebmZn755Rfs7e3p2rUrGo2GjIwMrl69SmhoKGVlZeTm5rJ//36OHDnCoEGDqKurIzY2lg0bNmBubk7Hjh1JTU3l6dOnLV53+PBhOSGh0Wh4+fIlt27dQl9fX05zKY0vZYrGyMgILy8vsrKyKCsro7a2FmNjY7S0tDAyMqKqqkq+rqKigj179siYp6amkpycjImJCf3795f6PX/E/e7du3n+/PmfcL9hwwbq6+vx9/cnNzeXy5cvS0fgX3/9VeosXrhwAXd3d7y8vGQzSckrwcHBaGtrS51IJycnjI2NefDgATdu3GDq1Km8/vrrZGdns2/fPoYOHYqtrS1VVVUcPHiQ48ePM3bsWJqbm8nLy+PHH3/Ew8ODfv36kZ+fT0xMDKdPn2bs2LFykjIvL48TJ04wevRompubyczMJDMzU+btBw8ekJ+fj5OTE0IIjIyM8Pb2lrRwxZVaofcoNC93d3c5ian8LkU7JigoiOnTp6Ovr09NTQ0HDhyQ+D158iRxcXGcPHmSMWPGyAb4gQMH0NbWZvjw4XJjk5SURHNzM1euXGHdunVSOzQrKwsbGxt0dXVJSkqS01c9evTA2tqa77//nqCgIMLDwwkLC5POwk+fPqW0tJSqqipOnjzJG2+8gbu7OwBr165l7969TJ8+HR0dHcrLy9m3b5+Mb1ZWFpmZmVy4cOG/FF8zM7MWa6VC0a2trcXExETKWPwRv0IIeY8yuadsmPr06YOWlhZ5eXkSv8qU1a1bt/jtt9/kodKr8Hvx4kXOnj1LSEgIFRUVnDx5Umqw6ejokJaWxq1bt7hw4QIHDhwgICAAPz8/tLS0ePHiBSYmJnh6etKxY0c5gdG6dWu6dOlCTU0NiYmJnDx5ks6dO2NkZERJSQk7d+4kKioKR0dHEhMTycvLw8TERNK/FC3eP+aHhIQEjh07RlhYGBUVFTx9+pTvv/+eTp06yQPFuLg4HB0dATh//jznzp2TDXElPyg4/nvx9fb2JisrS66f+vr6lJeX8/PPP7dYKzMyMjh8+LDE78WLFykoKGiB36dPn3LixAl5z9mzZ8nOzub48eO8+eab6OvrU1BQwPfff8+JEyeIiIigqKiInJwcVq5cKfEbERGBtrY2dnZ28lBQW1ubhoYGqS9qbm6Oo6MjlZWV5OTk4OLiAiCf0+DgYIQQ6OrqcuvWLYnfrVu3UldXx/nz51vgd/fu3URGRjJ8+HB5WHXq1CmmT58u65q0tDSpVRQfH09ubq50h1emZ1q1atUC9127dqW6ulrWf39VIzY2NnLo0CEmTZqEi4uLnLjU09OT8X3x4sUr43vw4EFGjBiBEIKcnBzWr18vca9gLiMjAysrK06fPs3Zs2cpLi4mKyuL1q1by0bk8+fPW+BXOfwrLi6mTZs2BAYGUl1dza1bt6ioqMDNzQ0hBEePHpWT0VpaWjQ0NHD69GnCwsLIzs5m165d5Ofn4+vrK/Gr6AsPGjSIsrIyLly4wO3btzl48KCk4Cqb/Lq6OvT09Hj69CkvX76UGLewsJCHpn/Er1qtpqKi4h/WiJmZmezcuZOQkBBMTEwoKCiQOpHKAfPz589b1NdXr14lPj6euro6/P39SUtL4/Hjx2zZsgWAX375hd27d6NWq/Hy8uLQoUM8fvyYlJQUGd+QkBBatWpF27ZtqayspKSkBEdHR7p160Z1dTXJyclkZGTg7OyMhYUFTU1NLfZGenp6nDlzhsjISNzd3UlKSqKyspKePXsyfPhwXr58KWP6R/zGxsZy8OBBRo8eTWNjI8XFxRw8eLAF7rOzs+Wk38OHD9m5c6dcKxX8amtrY2pqirm5OQkJCVJnz83NjevXr9OtWzdGjhyJnp6epHx7enpiaGjI/v372b59u6Qc7tu3j0uXLjF06FCKioqoqKiQLBUF901NTaxatQodHR0uXbrEunXr0NPTIywsjPv377N//36Ki4spLy/nxo0buLq6YmxsjEqlkvnB2dmZPn36oKOjQ05Ojjw4srOzk5NWfxXf1NTUFvW14lZ77NixFrXIs2fPOHTokMT9unXrZJP5j3lbmcy9cOEC58+fJzk5WepnK3scjUYj87TSUFIkOZqamv6ltVLBb2VlJVevXuXmzZvs3r2b7t27U15eTlpaGpMnT5Y6y7du3eLZs2dS/+769eucOXOG+/fvk5eXhxCChIQEamtrefr0KadOnaJdu3Z/Wf81NTVx7do1OnfuLFkSDx8+bLH3zMzMlPWf8ln279+Pt7c3YWFhpKen8+LFC44cOSLj+8svv5CYmMj169cJDQ2lpqaGjIwMtm/fLmvwnJwcbt68iaenJwAHDhzg5MmTFBcXo6enx5o1a+RUniKvBb9Pmv7R3fd/+/pPs+4/1//qpUgkOjg40KpVK+Li4vjiiy+kcUBNTQ1GRkZcvnxZJiPFyECxtVY4/EePHqW5uVlqHgFUV1czadIkxo0bxxtvvCE32qNHj2bixIlyAa2pqSEoKIg5c+ZgaWlJc3MzdnZ2TJs2jTfeeIPm5mYaGhqYMWMGixYtYteuXWhpaXHnzh3c3NxobGykrq4OtVrN4cOH5anw119/TUNDA25ubnTq1ElqFTU0NODj40NVVRWZmZlYWlqira1Nly5dsLGxYcuWLdTW1vLZZ5+xePFixowZg4mJidSmmjBhAgEBAVJ3qk+fPqxcuVLSiPPz8xk0aBDdunWTkx5BQUGsWrUKfX196urqSE1NJS8vT1I3L126RHV1NXfu3MHExAQLCwtsbW3JyMjA2tqau3fvynHv2tpa9PT05OliTU0Nd+/elY2Z2bNn8/nnn7Nx40ZqamqoqanhrbfeYv78+VK3TxGLjoyMpLy8nPr6er788ku2bNkiR+HNzc3p3bs3s2bNwtLSkqamJs6cOSMFSp88eUJRURFaWlqyEFa05dzc3CRFyMHBQVKUrK2t2bx5M/r6+nTu3FnSRaqqqhg7diyzZs1i7ty5DBs2DI1Gg6Ojo9Q7UiZ27OzsGDhwIEFBQbIJlZ6ejp+fH+Hh4QghZBNl06ZNmJqa0tzcDEBsbCwmJibU1dVx48YNqqur0dbWlgWIQp3U0tKitLQUXV1dWrVqRWxsrNSWMDY2lhbqa9eupaKigqlTp/LVV19JjcR33nmHTZs2MXPmTDkx9tZbb0n8Ku+lb9++LF68WDYuhRAMGjQIGxsbfvjhB6qqqhgxYgRt27bl1q1bpKenI4Rg8ODBDB06lPr6ejZt2oRKpSI0NJSEhASps6II3FZVVZGeni7pLzk5OXICcMqUKXzyySfypFF59rp3786gQYPQ0tJCX19fngxHRUUhhJBC3MuXL0dPTw/4fYPk4OBA79690Wg03Llzh+rqahwcHEhLS6OkpERq7Cn5wdDQkJqaGm7dukVtbS0GBgZYWlqSkZEh6cP19fWyKanRaKirq+OTTz5h8eLFUuOloaGBqKgo3njjDbp27QpAXFwc77zzDrNnzyYkJAQACwsLunfvzptvvomRkZGk606ZMoUpU6bIAsvBwQFnZ2dMTU2pra1l165duLq6Sqqlqakpzs7O+Pj4YGVlxe7duzEyMqJHjx64ublhaGhIRUUFpqam+Pj40NjYSElJCVpaWkydOpUFCxZw5swZqYdUV1dH//79JX4Badig0GUV3Pv7+wO/FywNDQ0MHjyYHj160NzczJkzZ6ivr8fU1JTr169TX19PTU0NN27cwNDQkNatW8v4WlpacunSJfkdK1IIGo0GOzs70tPTSUhI4MaNG9TX1zNs2DB69uxJVFSUbKbPnTuXTz/9VNLiTUxMcHFx4fXXX5f0NxMTE3x9ffn000/R1taW9JBx48YxdOhQtLS0+PXXX3FycpKN7Lq6Or777jvatWuHhYUFP/zwg6RGqVQq9PT05IR3ly5d5DSxtrY2jo6O+Pj4yGkVKysrxo0bx8SJExk5ciSANCM6duwYpqam8tDHwcGBvn37Ar9vfJQNs4L7kydPSs1SpTiur69HT09PPhOKDpdCLRNCUFxczJYtWwgICCAuLg61Wi11XpU1YP78+UybNo1z585hZmYm6bOTJk1iyJAhABgZGaGvr09UVNR/O75Hjx7F1dUVExMTNmzYINcpFxcXDA0NpdmTgt/S0lIsLS3x9fXFzc0NBwcHnj59ipOTEx988AELFy5k6NCh8oBs7Nix/Pjjj7Rq1YqGhgbs7e3/Er+hoaGSKhkaGsqMGTMkJVnZfCt5W9HdPHr0KFZWVlhZWcn429nZcfnyZYQQtG3blsLCQh4/fkxtbS1lZWVUVVVx+vRpKb7/6aefMmvWLNasWYO2tjY2Nja8+eabzJ49WzbUbG1tZX7QaDTU1tYyc+ZMFi1aRFBQEACWlpYEBgby8ccfY2ZmRkNDg5zitbKy4sWLFxQWFmJhYYGjoyOGhoaSNvtX8XV0dOTo0aMYGRnJjZRyaPD6668za9YsPv/8c4YPHw78rhkXFhbGxo0bgd/1BnNzc2ndujWDBw+WeVtHR4c5c+agpaVFc3MzRkZGGBgYMHToUPT09CgrK6OmpoYzZ85IXbr8/HzWrFmDSqUiLi5O6q9pa2vLiXKFUpeYmCilRAD09fXR09OTzIzBgwczYcIErK2taWxsZMyYMUyaNIlVq1ZJLdKBAwcybtw4Bg4cKHEvhGDUqFHY2NigVqsxMzMjKCiILVu2yM1bXFwcbm5uslbYsWMHbm5u1NXVkZOTA/wun6Lkh61bt6Krq4uzs/PfrRF1dHQYMmQIb731Fnv37sXW1lZ+bl9fX4YOHfqn+MLvk+9mZmbY2dkxePBgtLS0pE5VcHAwPXv2lM9kQ0MDpqamXLt2jbKyMmxtbaUJkzLRX1VVJQ12IiIiMDMzo6amBhsbGy5cuICenh5ubm5ycrG+vp63336bmTNn8u6772JlZUVjYyMzZ85k8+bNzJkzB7VajZ6eHoGBgVKnq7m5GScnJz788EO++uorhBDU1NQwbtw4Zs+eTc+ePeVkvIuLizTuqa2t5f79+zg5OWFnZ8ehQ4cwNDSkU6dOqFQqWrVqRVFREe7u7n+3Rty0aRMNDQ18/vnnrFy5kpEjR2Jubi61v958801Zgyt5a+nSpTK+lZWVREZG4u3tLd/7wIED8fPz4/HjxxQUFODt7Y2WlhZXr16luroaFxcXampq5OGZgYGBrP9sbGw4duwYenp6cjKpoaGBuro6eeAcExMja+l33nmHd999l7Vr16Kjo4OpqSkdO3bkww8/xNbWVuIiKCiIzZs3y1wXGhrKgAEDGDBgAPA7DV3BvZ2dHY2Njezdu1eaHiQlJVFSUkJCQoKMb0lJCampqQwePJghQ4ZQU1NDY2Mj3bt3Z+jQoWRmZvLTTz+h0Wjo0qULERERXLx4kaSkJK5fv87rr79OVFQU+vr6pKamYmlpyaBBg2Rtokz/d+zYkY8//hghBI2NjYSGhtKrVy9SUlKknp2Ojg6PHj2ipKQEMzMzWrVqRXJyMnp6etLAsFWrVpLG3tTUJDFdW1tLRUWFlK95VXy/++47LCwsaGxs5PXXX2f69Oly/f5jLaLIeZiZmREREcH48eOlHm9QUFCLvH3z5k2cnJxwcHCQeVsI0WKPo0yKK7Weokf4r6yVSgO/devWDBo0iJ07d6Kvry9rvZ49e8oa/OXLl5ibmzN69Gjs7e3lQc9HH33EpEmTJMZTUlJobGzExsaGqqoqHj58SHV19SvrPwsLCyntoRilKLi3s7OTBwhKHbl48WJmzpzJgAED0NLSYuTIkbz++ussWbJEUtetra2ZPHkyH374oWyajh8/njlz5tChQwfZbxgxYgTvv/8+JiYmNDY2sn//flxdXTEyMuLq1auUlpZKVluvXr3kRCj8Pv0XExMj88G/4/qPwcR/rn/LtWPHDk6cOMGbb77J6dOnsbe3x9LSkgcPHkjR3Li4OGpra7GxsaGiooLAwEBiYmKoqqrCyspKFp6KLpyxsbGkMipORIoOR3Nzs9SUUIRYlZFgZTFWdBWam5vlQ6qlpYWrqytt27blypUrchOgTDPp6uoSFBTEvXv35N+pq6uTunY6Ojp07tyZ69evo62tjZubG5mZmZiZmWFqakpOTo6k2tTX12NgYED79u1JTk7GwcGB7Oxs6urqMDMzQ1dXFx0dHWkOYGpqSklJifzcenp68r68vDwpQtzU1ISNjY2keOjr6+Pu7i5Fa5VkPWDAANkkNTU1pbKyUjbmlKaSi4sLqampqNVqWdgZGRlhZGREbW0tDg4OUuxV0SJUXm9oaIiBgQEAubm5AFIXys7OjnPnzslJSUNDQ+rq6nByciInJwdtbW2MjIwklcfe3p6cnBxMTExwdnYmNjZWNvDS0tJa6PcpWg2KYLkyVaCjo0NtbS3W1ta4urqSmpqKkZERhYWFaGtr06ZNG6l3ooxFK/qBCiVUaTpYWlqSn58vtckUMXqliaWtrS1PXUtLS2XMlSYc/L7QOzg4yEkaBRfKVGVpaanUGdLV1UVPTw8HBwcKCgpoamqSmHZyciIpKemV+FXi26pVK5qbm3FwcMDJyYmysjKys7Nl0/GPk1zx8fG4urpiZWVFXl6e1JhQq9WYmppKrCjUJkUTytzcnKSkJEl9VcbrFT0Pe3t7KisrKSsro6mpCXNzcwDc3NzIyMgAkM1hCwsLadqgr68vm2wKVcXW1paPPvpICn+3atUKjUaDk5MT9fX1FBYWYmVlha2tLS9fvpSLfEVFBcOGDZMnf0ZGRjQ2Nkqql6urK3l5eQAYGBigr6+Po6Mjz549k7G0tLSUOoiAnMxSpgpbtWolqTh/bLKYm5ujq6tLUVGRzB1aWloYGBjg6ekpaUzKs6VMHeXm5uLi4kJ6ejpqtVqeOuro6EiqlEajkQLP8PvGU/n8jx8/lu9BKcyNjY1lo1jJiYpWivJ96ujoyEk/JR6zZ8/myy+/lP+vUFrh94nh2tpahgwZwsWLF+X0VG1trTxAcHV1JT8/H29vb0m5MzMzo7y8XN7j5eWFjo6O/FyAPGBRRMQbGxvlf5UcrmjxKJROZV0wMTGhrKyshYi+UoB5enrKwr6pqUnGXZnIadeuHc+ePZMCx0VFRWhra2NiYkJJSQn29vaSnmpqaoqLiwtFRUWYmpqSmZmJlpaW3DAqJ+WKlo+BgQHl5eVSu9LMzIzFixczf/78FpNRBgYGaGtry8ass7MzSUlJNDY2SjraoEGDOHXqlHzfRkZGNDc3U1NTg7W1tYxvly5dGDJkiHRxVi5jY2N0dHSorKzEwMBAUsX/u/H18PCQOaGhoUFSfJqammjVqhVt2rRpgV+FCqPQzp2cnMjIyEBbWxsrKytcXV1JT0/HwMCAoqIi9PT08PLyklIHfw+/yvqYnZ0tNwxKziwuLm6xVmZlZaHRaNDS0kKtVhMeHi7p4YrhlbGxsTSYaGpqkkY2yt+xsbGRzV3FSCg+Pl42qxW90FflB+UyMjJCV1e3xX0GBgbU1NRgb28vJ9tMTU3lpl5ZQ42NjSWN86/i6+zsLGmfykZSuWpra1tQ9pycnEhMTERXV5c2bdqQkpIip0EU/CrUUkNDQyn2X1hYKI2RzMzM2Lp1K/Pnz5eHQjo6OkRFRfHbb7/JHGBpaYm+vr5cm3V1daVZSl1dHe3bt+fmzZv07NmTp0+fUlFRIeuTVq1aoauri729PSkpKfLZVn6Wk5PTAr9KLvzbvK3kaEVPsqysTOZmLS0tLCws8PDwIC4uTmJeMSn6Y34oLCxErVb/wxpRS0tL4kvZyOrq6iKEQE9PDy0tLTlxp8RXEflXTDiU9Vkx4FI25aGhoRw4cEAeHin4UwwwtLS0MDc3b4Ffe3t7AgMDOXz4sKzLi4uLJe1RT09PHv4ph+dOTk4kJCTI2LVq1QoHBwd5gKbRaCR+/xhfBSfK92JoaIixsbGcLFTWfyGErMtyc3MxMTGRxlcKfhURfYVC/lc1YnZ2Ns3NzdJF+fHjxzg6OpKdnU1DQwMWFhao1WpMTExkfW1mZibd5Ovq6qTBlpubGykpKbRq1QoDAwNqa2tbSP5oNBqam5tlneXo6MiLFy8YNWoU58+fp6qqCicnJ6mdpTR5dHV1cXd3Jz09XX4H5eXlMsc3NjZib29PUlKSrE+UPdKr8PtH3Cs17N/iXpGlUWrw5uZmhBCSbqlM4964cUMaNCg0biW32drakpubK+OsTKkrhnpeXl40NDSwePFi5s6dKw8nFa1URb5DMXVKSkrCysqKpqYmiTVlEkoxV2hoaMDa2pqGhga8vb159OgR4eHhPHnyRLpyl5SUYGBgIGnRBgYGODs7k5GR8ZfxdXBwIDExUcbO1NRUNtT+thZRanJl+rasrOxPuFfytpaWlnSuVUwklD2Oi4sLL168wN7eXup0q1Sq/9Jaqew79fX1pct6Y2OjpOubmZkRHh7OhQsXWuwr6+rqqK6uxsTERLI3amtr0dXVRVtbW0pNKTnq79V/itmOUoMPGjSIS5cuyb2nQklWNOCLi4spLCyUmFaMuhRMm5qaoqenJzV8lRpGOQhR7lP2lcoAgbLvUoy2FI3C6upq1q5dy+LFi+W6l5mZyY4dO2jfvv2rmxr/L1//adb95/q3XLt27SIhIYGvv/6aEydOcPLkSUpLS+natStffPEFmzdvlpuNL7/8kqSkJK5duybpbFOmTOHOnTtSG8rCwoLFixezceNGEhMTMTc3x9fXl6SkJCwtLenUqRNXr16VBaGTkxMTJ07khx9+IDk5GW1tbSwsLORibWlpiYWFBZWVlcTHx6OlpYVKpWLOnDn8/PPPxMXFYWNjg7GxMXFxcbJgWLp0KcuXLyc9PV0ugIp76507d7CxsUGlUslTV4UasWLFCj7++GMKCgpo27Ytbdq0oUOHDkRHR+Pm5saJEyfo27evFBdNSUnB2dkZPz8/Xr58SWhoKOvXr6d///60bduWa9eukZ2djbu7O19//TW2trbMnDmT2NhYaY4QHR2Nvb09Cxcu5PTp07x48YLy8nJat27N0KFDuXDhAqWlpdTW1mJvb8+iRYs4fPgwx44dQ0dHhw8++IBHjx5x9epVQkJC6N69O1evXuXZs2e4ubnh6enJuXPnpFaYsbExTU1NUsRfmQrJzMxET09PuiAZGhqyY8cO1Go1S5YswdDQkE8//RQ7OzvefvttDhw4QFNTE4WFhahUKt577z0WLlwo7bw9PDyoqKhArVaTlZWFk5MTM2fOZNOmTXKRcnd3p1OnThw5cgSNRoOnpyft2rUDICcnR8Z3+fLlXL16lXPnzpGUlERUVBRhYWHs3r0bf39/Ll26RNu2benatSs3b96Uhe4333zD+fPnuXfvnnSRUjYB7dq1Y8aMGZw4cYLY2FiJ32XLlnH37l1Jy1m0aBG5ubncuHFD0iLeeustVq1aRWZmJqGhoYwePZq5c+dSU1MjXb8sLCywsbGRDW0Fv8bGxjg7OzNu3DhOnTrFjRs30NXVxcnJierqaqqqqmQjoLq6Gh0dHXr16oWrqyu7du2SG4Aff/yR6upqPv74Y7S1tfHy8uLzzz/n7bfflotpv379WLRoER988IEUI/b09CQ2NpaioiJcXV1xd3fnvffe4/79++zatYumpiY6d+7MsGHD2LNnD7179+bu3bsIIQgODubu3bvyPQwaNIiTJ0/Sr18/SblZv349S5cu5dq1azg5OcliEn5fkL/66iuuXr3Kxo0b0Wg0fP7551JbrKqqCpVKxejRo9mzZw+ZmZkUFxezdOlS6WBoZWVF+/btKSwslI1sV1dXLly4gI2NDdbW1rIx+fDhQ+rq6qirq2PatGlYWFiwatUq1Go1vr6++Pn5ceTIEWkwM2nSJDIyMti6dSvOzs7MmjWL77//nvT0dMzMzAgNDSUmJkZuHGxtbZkzZw7btm0jMzMTXV1dfH19mTBhAps3byYjIwNzc3PCwsK4fv26zJuKsPDLly9xdHQkOjoaT09PHB0dKSgoID09HWdnZ5YsWcLZs2cllW7AgAFStywoKIgffvgBDw8PNm3axIIFCzh16hT9+/fH2tqa8+fPY2RkxKJFiyRFqKKiAldXV0aOHMmxY8fIysqS8VWmxx4/foydnR2TJ0/mzJkzJCYm0qtXL9577z0OHTrEkydPpN6M0gRvbGxk8uTJ2NnZsWHDBoqLiwkODsbb25urV69SX1+PtbU1lpaWeHh4EBsbS3JyMq1bt2bGjBkcO3aMhw8f4u3tjZGRkdRG0tPT4/vvv2flypXcv38fAwMD7O3tWbt2LfPnzycuLg4LCwvCw8MpKSnh4cOHcvJ7yJAh/PTTTwB4e3vTrl077O3tuXHjBuXl5RgYGLB69WpJV6+srKRDhw507tyZ6Oho+vXrx+nTpxFCsGXLFjZv3szBgwfp1q0b3bt35+LFi5SWluLo6MjSpUu5desWmzZtQgjBsmXLuHXrFg8ePJCmLwkJCXIdBJg0aRI3b96Um8K2bdvKjY27uzt1dXUUFhaSl5dHU1MT06ZNw8PDg2+++YbCwsL/dnwVyt8XX3zBqlWrpFi4r68v48eP/xN+4+Pjyc7Opr6+HmdnZ9zc3Lhz5440zwkICKCkpISMjAzS09NxcnJixYoV3Lhx4x/i19/fnytXrhAbG0tERATz5s3DwsKCjz76iOjoaIKCgmjbtq10xl6wYAE//PCDNKaYOXMmFRUV3Lt3j9raWoqLi/H29ubjjz9my5Yt3L9/HxcXF9atW8dPP/3E6dOn8fX1pXPnzjx79ozHjx8zYcIEamtrOXLkCMCf8oPSmPbz8+PevXuSiqPQgzZt2oSJiQlff/01QgjmzZuHubk5X331FZs3b5aNHx8fH8aOHfsP4zt+/HgOHz4sqYU+Pj60adOGo0ePSjOIDh060LVrV3bt2kVRURFt2rSRGkb9+vXj1KlTAIwYMYKffvqJiooK2rVrx/Lly7l37x7bt2+XDtZbtmxh06ZN5ObmUltbS0pKCkZGRuTl5cnv8dmzZwwfPpw7d+4AsHDhQr755hvZMO3QoQMhISE8ePCAiooKDAwMmDhxIvv376e6uhorKyucnZ3JzMyUVLdz587JyUhra2uJ36SkJLS0tBgxYgSenp7SGbNfv364u7vz4MEDkpOTsbW15ZNPPpFOx9ra2tKhPC4uDisrK3r27El+fj4PHz5ECIGFhQVLlixh48aNf1kjKi6sirSDk5MTKpUKJycneXCWmJiIkZERo0ePlvFVqVR8/fXXHDt2jEuXLskNs4uLC/X19QwfPpwVK1bg5ubG22+/zcKFC8nOzsbPz09OkVdUVODj48Pbb7/NunXrWuB3//79REdHU1NTg56eHhMmTCAmJobY2FgKCwvp2rUr06ZNY/bs2bIB2dzcTEZGBmq1mm7duvHbb7/JBsCIESMkfpVJzo4dO3L69Gnq6uqwsbFBS0uLwMBAOTHs4uLCqFGjOHz4MLGxsQQEBFBXV0dubi5NTU20adOGESNGsHfv3hb4/fDDD/9hjfjWW2+xePFiqqurJbW9devWsk6+ePEi/fv3x8vLS9bXbm5ukjbZp08fNm7cKJv1n332GbNmzSI8PJx58+Zx4cIF1q5di4eHB+vXr2fevHnExMSgp6eHn58fzs7O8oCuoaGByZMnU1hYyNWrV8nJyUGlUvHFF19w7NixFnuj58+fc/DgQVxdXRkyZAgPHz7k6dOnclJt//79NDY20r9//xb4tbS0xNHRUWpnJyQk/An39fX1rF69GiMjIz755BOEEMyePZsDBw6QnZ0tGznbtm1jwYIFcq0MDg5m0KBBzJ07FyEErq6uzJo1i0WLFklZm0OHDnHy5Em2bduGnZ0drVu35ueff+bWrVusXr0afX19OnXqRLt27bh48SKOjo7cvXuXpqYmAOkC6ujoyNdff83Dhw9ZunQprVq1Ys+ePaxfv55Lly7R3NxMWFiY1GNU8sOMGTNIS0vj2rVr5OTk4O3tLfc4fy++T548ITs7GxcXF6mnrNFo5Hem1CJFRUU4OTkxbNgwzp49K6flhg8f/sq8/cc9zqFDh165x8nJyZHGdK+q9f7RWhkUFISenh5Xr16Vh74rVqxg3759ZGRkkJ+fj6enJ6GhoezevZvp06ezfPly+vbti4GBAS9evKC0tJSwsDCmT59OQkICy5cvl3p2YWFh3Lx58x/WfzExMZiYmDBr1izu379PfHx8i73nmTNniI+Pl2vWgwcPuHjxIn369KG2tpaLFy8ihMDNzY2BAwdy6tQpSktLsbOzw8zMDCcnJy5evIilpSUVFRVMmTIFPT09tm3bBsCcOXNo1aoVixcvxs3NjeXLl7NixQoyMjLk/vujjz6iuLiY69evY2dnR+fOnaW0wr/j+g8N9j/Xv+V68803Je1k6NChDB8+HHNzcylKO3PmTIYNG4aVlRVPnz7ltddek06exsbGBAcHM3fuXIKCgjAxMZEUjkWLFjF9+nR5Iv3NN9+wePFi3nzzTdasWYOZmRmBgYFMmzaNqKgoZs+eja6uLhMnTuT69essXrwYY2NjOnfuzIoVK/jpp584fvw4enp69OzZky5duhASEoK9vT0NDQ107NhROucpi+7333+Pvr4+eXl5Utx9x44dstE2atQotm/fjkajobCwEGNjYzp16sSGDRukZtWgQYOIiIggOzsbjUbDmjVrOHPmDO7u7lII+969exgbG0sNqlWrVvHrr7/K6bCOHTty9+5d7t+/j7a2NvPmzWPp0qVcvnyZ4OBg/P39UavVJCUl8e677xIcHIyRkRGurq4MGDCAb7/9VlKWunTpgr29Pe+99x4jR46UUwLz589n2LBhFBcXk5+fzwcffMDs2bPlqPK8efNoampixowZ3Lt3j1mzZkka0s6dOzl8+DBHjx6lqamJSZMmMXPmTKZMmcKGDRvQ0tKioKCAnj17EhAQQEZGBqWlpcybN4+8vDzpbOTr68u+ffvQ0dEhIyODGTNmsHDhQgoKCqSof58+fdi7d68UZdbR0WHUqFFSI+7p06eMHDmSMWPG8PTpUyIiIoiJieHFixeEhIRQVVVFSEgIJ06coL6+Xm4mPv74Y65cuSL1s5TJuGvXrjF16lTmzZvH6tWrpfmFubk59fX1uLm5MXv2bIKCgjA1NcXd3R0bGxuGDRvG+++/j7OzM9evX2f06NFycdfV1aVDhw7MnTtXimJfuHCBMWPGcODAAW7evMmyZcuwsLCga9euf8JveHg4kydPZvDgwUyfPl3qRp07d47x48djbm7O0KFDuXv3LjNnzqSpqYm2bdsye/ZsQkNDgd9pTu7u7kRGRuLn50d9fT1mZmZ06tQJf39/KioqsLa2Jjs7G11dXbZt2yZpCAMHDmTt2rXSpfC1117D29ubvn37olKp8PPz49q1axQUFGBoaEhCQgKTJk0iPj6e6upq8vLysLOzIyEhgaKiIgwNDXn+/DnvvfceFy9e5PTp08ydO5elS5dKnQ7F2UxpEA8bNox3332X1q1bc+3aNWbOnElgYKA8Ee7UqRMrV67E29sbV1dX6Xy1ZMkS2rRpQ3FxMb169WLz5s2sWrWKRYsW8eOPP0oXwGXLlvHFF1+wdetWamtrGTlyJNOmTWPkyJGsWrUKXV1dgoODmT17Nj///DOZmZn06dOH8PBwpkyZQlBQECkpKaSlpTF//nxJkRk0aBA7duyQ007W1tb07t2bH3/8EUNDQzltGx4eztKlS+UmZNiwYaxfvx61Wk1OTg5vvvkmY8aMobCwEAMDA7799ltu3ryJtbU1t2/fplu3bty6dYvo6GiJ++7du3Py5Enc3d25cOGC1EC6cuUKJ0+eZNGiRXz11VecP39e0l6MjIx4+PAh77zzDoGBgbRq1QpbW1tCQ0P59ttv8fb2xs3NjYqKCnr06MH06dPx8fGRJ+7r16+XAtg3b95k8ODBfPvttyxbtoydO3eyc+dOKioqGDx4MJMmTaJ///6sXLkSBwcH3NzcJB2opKSEkJAQFi9ezIcffsiyZcswNDSkY8eOhIeHExISgpubG4mJiQQGBspc3qpVK9zc3NiyZQvW1tbydNbd3Z0dO3ZIo5Hhw4ezefNmzM3NqaysxMLCglGjRtGpUyeam5t5+PAhQ4cOpW/fvlRUVODn50d+fj737t3Dz88PGxsbPD09uXjxIs3NzaSlpfHs2TPmzJlDfHw8R44cYc6cObJpYWZmJtdBXV1dTE1NGTZsGO+88w52dnacOXOGd955R8ohVFdXM336dEJCQqisrKRbt2707t2bzz77jJEjR9KhQwdJY9y0aROffvopq1evZs2aNRgZGREREcGkSZMIDQ3lm2+++W/FNyAgABMTEzm90blzZ7777jupH6qrq/sn/A4ZMoTvv/9eTqkqlB4zMzMqKip49uwZffr0Yfz48cTHx9OvXz/i4+OJj4//h/i9evUqTU1NFBcX0717d86dOyengFavXs3y5cu5cuUKbm5u9OnTB7VazY0bN1iyZAmenp7Y2tqipaXFG2+8wTvvvIOtrS02NjYEBATg5ubGkiVLpMPgzZs3effdd4mKiqK6upqGhgbmzp3LTz/9xAcffMCnn34qRdKV/PDTTz+RkZFBVFQUGzdu5PPPP2fr1q00NDQwZMgQ5syZw7Rp09i8eTPl5eVUVFTQq1cvBg0aRF5eHomJiVL2Q5mM+WfiO3bsWJYsWUJDQ4Osx8aMGYOtrS3wO9V/xIgRBAUF0bp1azp16sSzZ8+k+P6zZ8/45JNPpAax0si9du0aN2/exM/PD1tbW6lZeuTIEd577z3eeecdFi1aJA+eNBoNMTExjB8/nqCgIE6dOkV4eDiffPKJbCBNmTKFdu3a4e/vz5QpUxg2bBhmZmZYWVkRGRkp71Gr1ZSXl7N8+XLmzZvHBx98wPbt26msrKRHjx4sXryYDz74gK+++gojIyN69erF+++/T//+/Vm/fj1aWlo4Ozvz5ptvsnTpUgwNDencuTNdunShR48ehIeHU1paypMnT9i2bRva2tpkZmYSFRUl80NFRYWURFByyKtqxIKCAkaNGiVroLS0NCIiIhg1ahSFhYXo6uqyZMkSXr582SK+ivZUWFgYZWVlODs7ExcXh5GREefPnyc6OppVq1Zx+fJlkpOT+fHHH9m6dSvR0dEEBwdjYmKCvr4+KpUKBwcHid+GhgZu3brF1KlTCQoKwtDQkPbt2zNgwADmzJlDaGgoVlZWmJiY4OHhIadPFG3pdevWsWnTJubOncvPP/+MlpYWw4cPZ86cOUydOpVNmzZRWVlJWFgYM2fOZOvWrdTU1NC7d282bNjA7Nmz2bx5M3V1dQQFBTFs2DD8/f3p3Lkzd+7cYfDgwTQ3N1NQUICJiQnDhw9vgd/6+vp/qkbs378/GzZsQK1Wk5CQwIgRI+jfvz8FBQUYGxuzbt06zpw506K+vnfvHi4uLpw/f574+HjWrFlDQkKC1Mhcv369/LfXX3+dcePGkZGRQVFREd999x29e/fG3d2d/v37M2/ePNlM6dy5MwMHDmTKlCm89tpruLi4oKenh7W1NTNnzmTo0KFYWlry5MkTJk2axLRp04DfNeVmzJjBjh07+OijjyT1WFtbW+J3yZIlGBgY0K1bNxYvXsz06dP58ssvW+B+wIABbNiwAfjd9bJz58706tWLyspKUlNT2bZtm9Tthd8dVXfs2IGVlRUVFRWEhIQwYMAA/Pz8aGpqwtHRkb59++Lv7y8pssbGxowZMwYLCwuKi4uxs7PDyMiIDh064ObmJl2LhRByUluZ/raxseHhw4fMnz+fa9eucePGDSIjI/nwww/RaDQ8fvyYL7/8kokTJ+Lp6YmHhwdTpkxh+PDhmJmZYW1tTffu3Zk0aRIjR46UWp8WFhZ/GV8tLS0ePnzI1KlTWb9+PfPnz2flypVs3bqV8vLyP9Uijo6OBAcH8+abb7J27VoaGxsZNmxYi7xdVlZGeXk5vXr1IigoiKysLMrLy/nss8/kHqe2thZfX1/27NmDsbExZWVlr6z1/pm1MiIigoEDB1JfX09ISAhxcXHEx8czfPhwHj9+TEBAAJcvX6a4uFjq4q1fv55Tp07h7u4u9dHPnz9PUVER4eHhHDp0iBUrVlBSUkJkZCRDhgz5y/ovJCSEb7/9lm7dusnpvA8++EDuPV1cXGTO9ff3l07Sr7/+Ot9//z0LFiyQh1C6urr06tWLqVOnSi3a3r17s2rVKpYsWcJPP/1EZmYmb7zxBm+99RZTpkyR0hOKxMqQIUN4+fIlaWlp8gDp3r17DBkyBAsLCzw9PZk2bRpDhgz5tzbq4D/Nuv9c/0uXMsCZlZUl3RU9PDxQq9VUVVUxdOhQRo0aRU1NDZ9++ilVVVW8/fbbhIWF8eDBA7Zt20a/fv0YPXo01dXVLFmyhPT0dCZPnkxgYCCpqal8++236OnpMXToUIYOHSodK5UxaQsLC0JCQmhsbKRv376o1WrCwsIIDg6WJhd9+vSRnXplhNvJyYnOnTuTm5uLlpYW4eHhkq56/PhxNBoN3bp1IyEhgYsXL7Js2TK0tLTw9fUlMTGRsrIy5s+fL3n5S5YsYdasWWhra9O+fXuSkpLIyspi//79WFpaoqWlxWeffUZNTQ3Lli3j6NGjXLt2jbZt28oN9qFDh3BycqKhoaHFPW3atEFLS4uvvvpKOi7FxsYC0KZNGyIjIwkKCiI/P59ly5bRtm1bjh8/zrlz53jzzTcJCwsjOTmZ7du3U15ezpdffomLiwt3795l//79aGlp8f777xMeHk50dDQ7d+7kvffeIyAggPv373P58mWioqIYPHgwarWaUaNG0a1bN/kdjBs3jgEDBnDo0CFpCe7p6Ym/v7+kGdXX19OtWzeCg4NJT09Ho9FI3YT4+Hj27t2LRqORdKeqqiq+/vpradQxZ84cdu7cKUfFk5OTSUtLY/ny5WhpaUlHTWU0XBl3nzVrFs7OzqxatYqDBw/i5uYmXUiVCRYTExNKS0uZPXs2sbGxXLlyBV9fXxoaGli6dCkXLlzA1NSUx48fS4x7eHgQEhKCra3tK/EbEBBASkoKq1atoqamhqFDhzJu3Dhyc3NZsmQJERERLV7Xvn17vv32WwICAkhNTaWqqgo3NzeJX4UCp639e3p3cHAgJCQEHR0dIiIi0Gg0BAQEEBUVRatWrQB47733CAkJ4fTp09TX1/Puu+/i6enJkSNHWLhwIcnJyaxZswYhBB988AFLly6lsLCQLl268OjRI/r06cPLly9Zs2YNZWVl0tl1wYIFGBoaStxv2bIFi//Hqn7WrFncunULR0dHZs2aJYWMU1JSZHzPnj0rnXT/GN/09PQW34HirGtoaEhoaKikQ/0xvkrTavTo0bz++uvk5uaycuVKJkyYQFhYGCkpKSxevFhqKbq6unLixAmOHTtGaGgob775JoaGhty5c4cbN25gZWUlXT5DQkLIz8/H2tpaau/8Ma80NDQQFhZGt27dKCwslBMq3bt3p6ysDG1tbZqbmxkzZgw2Njakp6eze/duWrVqhYWFBd9++y1ffvkl2traqFQqnj9/Tl5eHt988w1aWlrS7KOsrKzF61auXMnPP/+Mubk52trafPTRR2hra/PVV19x9OhRzpw5Q3i9rrsAAQAASURBVLdu3RBC/F3cm5qaolarWbVqFVu3buXatWt0796dzMxMDA0NiYqKol27dhQVFfH+++/Ts2dPHjx4wK5du5g8efIr4+vi4sLx48f59ddf8fb25v3338fOzo7Dhw9z5swZvvnmGxwdHTl+/DhPnz6lvLwcQ0NDSR/q2rWrnDJqbm6mY8eO+Pr6Shc7BwcHQkNDSU9Pl1prVlZW+Pn5SXpweHg4RkZGdOzYkX379klnydTUVG7cuMGCBQtQq9UEBAQQHx/Po0eP+PrrrzEwMMDU1JQ5c+ZIDSblnqKiIjmpYmVlxQcffICVlZVsaFpZWXHnzp0WuLeysiI7O1t+L0eOHKFTp068ePECgIiICMLCwoiNjaVfv34MGzaM6upqFi5cSENDw58w/e677zJu3DgeP37MyZMnZXPl2rVrHDx4kIKCAt555x2Cg4N58uQJ58+fp6SkRLpr2tjY0LFjR4qLi/9H4tu1a1f279/fYq2Mjo7+h/hdu3YtS5Yskffcvn0bKysrPDw8pITBN998g5ub27+M36CgIBoaGvjqq6+4desW5ubmPHv2DPid0t2nTx9puPLZZ58RHh7OpUuX+Omnn/jss89wdXXl2LFjnDlzhjZt2vDmm29iY2PD7du3OXz4sNSw9fT05MSJExw/fpz33nuPbt26ER0dzfHjx6Wxx6vyQ5s2bQgJCZH0SbVajaOjIwEBAS3ySo8ePfD39ycvLw+NRsO4ceOk7MU/G19F9uHu3bskJyezZ88euca+fPkSW1vbFmvlRx99hIGBwd/Fb8eOHcnLy2P27NlkZ2dja2vL1atXcXR05OOPP5aUrLt372JoaIinpyf29vZymnv8+PE8evSIixcvEhERQUBAAMeOHePp06cSgx9++CHh4eE8ffqUDRs2EB4ezvDhw6mpqWH+/PkYGxvLerCyspJvv/1W0vj+Fr+K26nSUP8j7jt37ixpU1ZWVgQHB5OcnCypcGPGjMHU1FSyRf42P/xtjfjVV1+hra2Nr6+vFP//2xpx9erVmJqaYmBgwJdffklxcfE/jK8inK6slUojZNWqVWzbto09e/ZIh1ELCwv8/Pxo37492traf4lfpUb89ddfefPNN6WR2XfffSf16cLCwqSTqI2NDUuWLMHBwYEbN25w/fp1LC0tX4nfxsZGwsLC8Pf3l66xjo6OhIWFSYkYRb4kMDCQkpISAAYMGICFhQWBgYEcPHjw7+L3n60Rc3Jy+PXXX6Ucx4wZM7CysmLZsmUcO3asRX29dOlSrly5gp2dHbW1tS3ySq9evbCzs5M61D4+PrKpNWfOHHr16sWKFSswMDCQNfiZM2c4dOgQ48ePJzAwUNbgRUVFDB06lJEjR7bYG82cOVPujbZu3crIkSMZPnw4eXl5bNy4ETMzs7/Er9KoSk5OxsrKSv7sj7hvamrCz8+Pbt26ScmX1157TQ5PLF26VOI3MTGRnJwcPvvsM3R0dGRe+eCDD+TE5YMHD+jfvz8vX75k9erVcpLshx9+QEtLCxsbG27evMk777wj10XFefqXX35h6dKlHDt2TJoJmJubc/XqVV6+fEn37t1JSEgAYNSoUfTr108aMSnYfPToERs2bKBnz56MHDmSqqoqlixZQn5+/t+Nb3R0NFu2bGHkyJGMGDGC3NxcfvzxR4qKijAwMJCSMf7+/rIWUavVdOzYUZoYKZh+Vd5W9mIajYbXXntN7nH27NnTApuFhYX/I2ulwrL64/4wJiaGjh07tlg/hRB0795dNslVKhUGBgasWrWKu3fvYm9vz7fffguAqalpi/rvgw8+kNhU6r8ePXqQkpLCunXr0NbWbpFX/rj3VPJKWVmZrP9OnDghTUIUbAYEBBAUFERJSQkajQYHBwd69uxJVlYWVlZWqNVqPD09CQgIkLRYJeYBAQFSQmbSpEly8OTrr79GW1ubTp068emnn0rX1/9rLvGf6z/X/9L1/Plz4e3tLfbs2SN/9uTJE9G5c2dRUFAgGhsbxaZNm4RKpRJjx44VGo1GNDQ0iM8//1x4e3uLNWvWiMbGRnH8+HExYMAA4e3tLdLS0kRDQ4P44osvhEqlEt98840QQojGxkaxbt064e3tLd577z2h0WiEEEJMnDhRfPjhh6KyslKo1Wrx6NEj4ePjI77++mv5nvbt2ydUKpV4+PChEEKImJgYoVKpRL9+/UROTo4oKSkRERERQqVSiS5duoiUlBSRlZUlfHx8hEqlEj179hTJycni1KlTQqVSCV9fX9GnTx9x+/Zt0bNnT6FSqYSPj4+Ij48XSUlJwtfXV6hUKhERESGSk5PFunXrhEqlEl27dhV5eXni/v37ws/PT3h5eYmvvvpKCCHkPaNHjxYlJSXyHpVKJd59910hhBD3798X3t7ewsfHR36Whw8fCi8vL/Hxxx8LIYSora0V06ZNEz4+PuLQoUOioaFBbN68WfTr10+0b99eFBQUiNraWjFjxgzh7e0tdu/eLYQQoqGhQcybN0/4+PiITZs2ydf17dtXrFu3TgghRHNzs7hz545o37692LZtm4zvpk2bhLe3tygoKBBCCBEdHS28vLzEuHHjRGVlpRBCiLt374r27duLZcuWCSGESExMFO3btxcqlUqEh4eLly9fSqx07dpVREZGikuXLsn4tm/fXiQkJIhz587J1/Xq1UskJyeLgwcPCpVKJfz8/ERkZKQ4duyY6NChg/Dy8hIRERFCrVaLEydOCJVKJby9vUV8fLwQQogDBw7I7yk2NlY8e/ZMREZGCi8vLzFz5swW94SGhorY2FiJcR8fH7FixYr/En7nzp0rGhoaxPHjx0WfPn3ERx99JDQajairq2vxbCiX8h6U71wIIYYMGSI+++wzkZOTI9RqtThz5ox4++23xfz580Vzc7OoqakRXbp0EV5eXvLzjh07VqhUKhESEiKSkpJETU2N6NSpk4xlamqqWL58uVCpVEKlUomTJ08KjUYjfvzxR6FSqUSfPn1E3759xZ07d/6E+wsXLggvLy+hUqnEuXPnhEajEceOHRMqlUr06NFDXLp0qUV8J0+e/Mr4/vGed955R37eSZMmCS8vL5Gent4ih6xevVrGd9WqVcLHx0d89tlnor6+Xnz77beiffv24rPPPvvTs3HgwAGZw8aMGSN8fHxEenq6/HthYWHC29tbpKam/gm/CqYVnL/22mvydcOHDxcdO3YU+fn5QgghYxAWFiYiIiLEzZs3RXBwsMTry5cvRUxMjMR07969RVJSktizZ49QqVSiY8eOIiIiQty4ceNPr9u2bZtQqVSic+fO4vnz5+LevXsyryifWcH9H3Gwa9cuoVKpxGuvvSZiY2PFiRMnhLe3t1CpVOLLL7+UGPf29habN2/+U37YsGGDaGho+Lvx3b9/f4v4ent7i/T0dFFbWyvmz58vAgMDhZeXV4tnytvbWyxevFjk5OQIIf5Pnu7du7eM77hx40T79u3F8+fP5T1eXl7io48+EpWVlaKkpERERkbKPJKSkiJKSkpEx44d5e9KSUkRly9flrk8IiJCPHr0SISHh8tck5ycLC5duiQxHhERIc6ePSt69+4tv0+1Wi3u3bsncX/hwgUhhBCHDx8WKpVKDBgwQFy6dEncv39f/v23335bfpaxY8fKuPwxP3zyySdCo9GIxsZGsXLlSjFw4ECxePFiUVdXJxYsWCDzQ3p6ulixYoUYMmRIi2dj8+bNIjAwUKhUKvHgwYMW8Z0zZ85/O77KWunv7y/Xyg4dOrTIya/Cb1BQUAv8Kvd06NBBREREiCNHjghfX1/5TP0xb/8z+PXy8hKLFi0SQvy+Vnp5eQlvb29x8+ZNIYSQa9e3334rhBAiLy9PdO7cWURGRorvvvtOYrNPnz6iU6dOoqqqqkV+SElJkTgfMGCAUKlUYu/evS2ejdWrV/9L+SE6Olr4+PiIJUuWyHsePXrUIrcp8fXy8hK9e/f+p+Or1AvKGpuYmCi2b98u65zIyEhx/PhxWeeEh4cLtVr9d/E7Y8YMIYQQz549k/XJvn37hBBCHDp0SK4Tly5dEkIIcfv2bTF58mTx9ddfi/r6erFp0ybRr18/4evrKx49etQCv0qubWhoECNGjBAqlUqusevXrxdeXl4tng2lXujVq5esB/8RfoUQ4sWLF8LLy0vMnTtXxnzKlCktXqfkh8DAQBEZGfnK/JCZmSlx//dqRH9//xZrpYLfLl26iIsXL4p79+7J+E6fPl3Gt2PHjsLLy0scPnxYCCHkOjxgwAARGxsr9u7dK9dOBdNC/F4bdOzY8e/i96233hJeXl5i+vTpLWo95XUNDQ1iwYIFso5TXjdt2rQWdeM/g18hhBgzZozw8/OTuFfqdOV1WVlZokePHkKlUomAgACRnJws7t+/36JGTExM/Ls1oo+Pz59qROV5UeqagIAAUVRU1GKtXLx4cYv4Dhs2rEVeiYiIEN9++61YuHChCAgIEL179xZ+fn6iqqpKCCHEihUrhLe3t8jLy5NxmjlzplCpVGLUqFEt4uvr6/unvVFERITcG82fP194e3uLtWvXynu8vLzE+++/LyoqKv5p/Cr3/BH3Dx8+FD4+PmLBggUt8oqC36SkJHHv3j2J8T59+ogXL15IbCo1+OLFi2Ut/eDBA6HRaMTbb78ta73U1FSxYcMGERAQIFQqlbh48aLQaDTi0KFDwsvLSwQEBIhz587JPU5YWJiYPXu22LBhg+jbt6/o3bu33KsI8X/yfWJioswPixYtEiqVSkRFRckaXNnj5Ofn/2V8P//8c+Hl5SXjq9TuXl5e4sWLFy2w+cda5M6dO8LX11fMmzfvlfhV7lHqIyF+3+MosVP2OOfPn/8TNnfv3v1Pr5V+fn5yrVS+u5EjRwq1Wt1if6is+8r6OX78eFFSUiIWLlwounTpIry9vcXGjRtb3OPl5SVjrKxdEydOlDH/2/3hX+WHV+09fX19RWFhYYu9586dOyU2lbVZ2R8KIcT48ePl6/54z4YNG+TrlO9h+fLlEtMdO3YU4eHhIjIyUiQnJ4uioiIxYsQIMXjwYKFWq+Va8e++dP/dzcL/XP/fvA4dOkRaWhp6enp069aNnj17cuLECWmvrdwTFxdHZGQkCQkJ9OzZk9LSUvT09Jg9e7YUmHR1daVdu3ZUVlZy9+5dqqqqZCff1dVVUvPatm1LWVkZly9fJjIykpEjRxIfH09paSnTpk2jqqqKmJgYnJ2dmT59Oh4eHqSmpqKtrY2Pjw9paWncvn2bffv2oa+vz6JFi+jUqRPx8fHA7wKmn3/+uZz+gt81ia5cuUJxcTFqtRp9fX127tyJh4cHFy9epHXr1tTW1hIZGdmCPrt06VK8vLw4f/48Xl5eZGdn8+mnn9K2bVvMzMzo3r07L168kDpB9vb2ZGZm8ujRI9544w3q6+vR1tYmMTGRTz75BEtLS2xsbMjJyaGgoICJEyfS1NQktcpWr16Nrq4u+fn5CCF47bXX0Gg0GBoa4ufnR3Z2NtnZ2aSnp2NkZERkZKR0L9PX18ff35/09HSysrJ48eIFHTp0YOzYsWhpaTF48GD09fVp1aoVOTk5nD9/npcvX+Ll5cWNGzfkNFBeXh63bt3izJkz6OvrM3v2bAICArh27RpCCAoLC1mwYAEmJiYkJiaiVqu5cOEC8fHxVFVVSXH1HTt24OnpyenTp7G2tkatVjN+/Hh69OiBiYkJ5ubm9OvXT1JpXFxcKCsr47PPPsPDw4Pr16/j5OSEoaEha9aswdvbm2fPnvHbb7+hra3N6NGjpQi4MqVob29PYmIi8Lspxpo1a6QgMUBSUhKDBw+mrq4O+F0IfO3atTQ0NFBVVYWWlhbV1dX/En5fe+01tLS0GDVqFPr6+hQXF1NQUICjoyOXL1+mT58+ODk5ERoaipeXlxRNjomJwdLSkq1bt2JnZ0dSUhKJiYk4OTmxcOFC0tLSpN26l5cXu3fvlpRiLS0tsrOzuXDhAmlpaVLwOj4+Hk9PT4YOHcq9e/fo2rUrpaWlmJqa4uXlhaOjo5zuU4SvjYyMWLVqFSqVCjs7O3mylZOTQ1lZGREREURHR/Pdd9+xZ88eKaTu4uLC999/L4X6AbKzs/8U3zVr1kgRX0DSl42MjMjJyeHbb7/FwcEBfX193NzcpIhxbGwsMTExJCUlMXXqVMaOHYuenh5OTk74+flhamoqMe7h4UFzc7N0Pu3QoQMdOnSgtLSUmTNn4unpSW5uLgUFBdja2rJ27VpMTEx4+fIlGo2GBw8eMHXqVDw9PXn+/DlCCHJyctiwYQPPnj0jMTERR0dH3n//fdq2bSvFztVqNd988w2hoaG4urrS3NzMoEGD5PSGo6MjFRUV8mT+wYMH2Nvbo9FomDt3LqWlpdjb29PU1MQnn3yCh4cHe/fuRVdXl9atW7Nu3TopRp2ZmcmDBw8YNWqUNDtp1aqVpAUommK5ubl89dVXFBcX06FDB2JiYsjMzGTOnDlkZWWhra0tpyqfP39OaWkpw4YNY8SIEVIb8a/iGxYWJuPr6+uLjo4O69ato0OHDtL5zMLCgm3btmFiYkJKSgoAjx49YsqUKTg7O1NQUABARUUF8+fPJysri2fPnuHg4MDs2bNxdnaWeTMrK4t33nkHFxcXaVrRo0cPqqqqePToER4eHmRnZ/PRRx/Rpk0bHj9+jIuLC7W1tcyaNUtOJdTU1DB16lQ8PDzYv3+/fJbXrVuHl5cXz549k06gkZGR0nindevWHDx4kJ9//lm6Qzc2Nso8bWtrS1ZWFpWVlbzxxhvU1NSQmJhIaGgoycnJuLm5yfwwevRoAPbu3Su1ddq3by/Fsnv37s3YsWNxcnJi/PjxPHv2DDMzM1atWkXnzp0pLy+nvLwca2trtm3bxrZt2ygvLwcgISHhX4qvYgBUVFTErFmzpLMn/D4NY2RkRHR0NM7OzpSUlPD111/LKQCFVrps2TIKCwulVtsnn3yCp6enpNA5Ozuzbt06vL29efLkCb/99htlZWW89tpr/xR+FSxmZWWRm5vLxx9/TFFRETo6OhgZGbF582a++uoraRYxcuRIafjz7rvvcvPmTYqKikhLS6Nt27aUlJTw7rvvYmBgILUHzczM2LNnD926dePFixekpaVhbW1Nz5490dfXl5Nqt27d4t69e/9UflByDfzu6v3xxx9LbAJcvHiRzMxMqqqqaGpqwtTUlGXLlr0yvt27d8fBwYHm5mYGDBiAsbExv/zyCwCtW7eWa+yNGzewtbVFo9EwdepUXrx4IQ0PXFxcmDRp0t/Fb1VVFRMnTqS2tpbm5masra3Zs2cPv/zyC7a2trK+27FjB2vXriUjIwONRoO1tTW3bt3CzMyMzp0789FHH9G1a1dsbGwkftesWUOnTp0oKSkhLi4Oa2trJkyYIE0ZPD09qaqq4ocffmD69OmUlZUBUFVVxYIFC/7p/KBMJN27d4/XXnsNPT09nj17Rps2bfjyyy8xNTWVRgba2tp8/PHHdO3alTZt2lBdXU1ISAjl5eWkpqbKmH/33XeSuuru7k5VVRVTp07lypUr1NbW4urqyldffYVKpeLOnTsEBARId1xdXV1sbGzIzs6mpqaGCRMm0NjYKI2Wdu/ezfr166VBio6ODmvWrKGhoQEXFxeysrK4cOGC1GrNzMxk0aJFf4nfqKgoHB0dEUJIoxlLS0sMDAykMYaijyb+H0MbjUbD6dOnpeHMkSNHiIuL+4f4VXLeixcvaNOmDQsXLpSfFX53f1dep9RekZGRGBoaSh1pbW1tvv/+ezw9Pbl27RqOjo4yj/To0UPWKMuXL0elUhEfH4+dnZ2cxmzbti12dnZMmDCB06dPywksW1tbsrOziYmJYeLEidJwqqmpibVr11JdXd2ifnJzc0NXV5ecnByioqLIzc3F09OTx48fY2pqyjfffIOvry8zZsyQNEzFMMHY2FhqMZ48eZLp06dTWVkJ/K6/K4Tg0KFDlJeX4+TkJE0VlIno/Px83n333X8Kv2ZmZhL3OTk5vPfeezg5OUlWy40bNxg1ahTm5uY0NjZiZWXFtm3bZG2u0KcnTZpEUVERRkZGeHp68vHHH+Pl5cWYMWMoKyvjjTfewN/fX07S6evrM2PGDNq0aYOVlRWOjo5oNBqOHDmCtbU1/v7+hISEEBsby86dO6mtrUWtVlNQUMD9+/dJTEyktraWoqIievToQV5eHoaGhly5cgVTU1M2bdpEx44deeuttySDREdHBz09PWnO5Ofnx6lTp14ZX319fVq3bo2LiwsJCQn8/PPP2NjY4OXlhYGBAevXr2+BzdzcXObOnUtlZSXNzc2o1WoyMzOZP39+C/zOmjULd3d3qcd8+vRpWU80NDRgZmbG6tWrpdmVg4MDlZWVzJs3Dw8PDy5fvoy1tTUWFhasX7+e+Pj4P62VV65coW3btujq6kqcxcXFcfz4ccrKyhg1ahQeHh6SWr19+3Y2btwo109FikOR29BoNKjVal6+fClNR/Lz81m4cKGMjxBCGtT9+uuv1NbW4ubmhrm5Ofr6+n/KD4aGhnh7e5OSksKDBw8wNjbGwcEBBwcHOnToIM2nunfvTlZWFjdv3uTevXtyalytVnP9+nUKCwupqqqSmF6+fDnu7u7cu3cPgOjoaJ4/fy4dvZXvav369TQ0NEiX5DVr1tC2bVsAtm7dilqtluyk/xuu/xhM/Of6H782b97Mnj17iIqKkm6sygO1c+dO2rVrJzfoyj06OjoUFhZSXV0t79HT02PTpk3s3bu3xX2Ka+XWrVtRqVRs376dvXv3MmbMGO7fv8+gQYMwNzfnypUrvPfee9y6dYuTJ0+Snp7OoEGDePHiBcbGxtjY2JCYmEhlZSW2trZyVF0R8ExJSZEuMR999BH79u2jX79+3L59W2oEKDo2lZWVvPfeexw+fJgtW7Zw7tw5jhw5wuDBgyksLCQnJ0cWbzdv3mT27NlkZmZy/vx5unTpQnx8PA4ODvj6+lJTU8OpU6cYP348T548ITY2FgcHB+mwVlJSQk1NDUFBQSQlJaGvr09paSmNjY18+umnctOVnp4uNbBMTEwoKCigoaGBlStXEhkZiY6ODuvXr+fAgQOEhoby/PlzKXKrq6vL4cOHMTU1ZePGjRw8eJD+/ftz48YN3nzzTfT09Hj+/DnffPMNQgjWrVvHgQMH6NWrl6QdOTk5ERcXB/zeXKmsrJRFgbOzM0VFRWg0GhobG5k+fTq//fYbHTp04Pnz5+Tn58uFury8nObmZqKiooiLi+OHH37gl19+kfTE7OxsSSNMTk4mKCiIO3fuYG9vT3V1NR06dJCLnhLfX3/9lenTpzN27Fj27NnDiRMn6NKlC0+ePJGaQgMGDJA009LSUtRqNStWrMDHx4cNGzZw+fJl2rVrJ53llObdypUradeuHUlJSWzdupW0tDQiIyOlPs2/gl+lON+yZQt79+5lxIgRPH78mEGDBjFp0iRmz57N/fv3pVOrubk5hYWFmJiYYGhoSENDg3S2W7NmDceOHeP27duEh4dja2vLxYsXpcOeoaGhXMw0Gg26urrMmDGD+vp6zp07R8eOHbl9+zYDBgzg7t270o2zX79+REdH4+TkxMqVK9m/fz9btmxh7NixTJw4kTNnzrB//3769u0rG77FxcVSH7C+vp6CggIZ386dO7NlyxZ+/fVXfH19pZPZq+K7ZcsW0tPT6dGjB1lZWVRUVFBZWYmZmRknTpzAxMSETZs2/Qm/jo6OfPDBB8ycOZOPPvqI9evXs3//fgYMGCDvmThxIpMnTyY/P1/SttetW8exY8cIDAzk1q1b1NXVSbrF3+I3KiqKpKQk8vLyaGxspL6+ngEDBnDx4kXMzMwoKysjKiqK5OTkFvf4+Pjw8uVLevbsiYuLC4cOHcLf35/o6Gisra2pqqqS5jM9e/bEzc2N48eP4+XlJcf7S0pKCAgIIC0tDTc3NyorK8nLy+OHH37A0NBQ6lmlp6fTqVMnUlNTqampkRsPd3d3rl27xokTJ8jOzpZ5xMzMjIyMDPT09FiwYAFFRUUcO3aMnJwcIiIiePbs2X8rvhs3buTIkSNMmDCBzMxMmVtXrFjBqlWrpKFOfn4+o0ePpqCggBcvXsgCeezYsRw7dgwzMzNKS0tb3KM0/AcMGMCDBw/kBic/P5/w8HBSUlJoamqipqZGNpKVJvqvv/5KYGCglBRQ9MHS0tJo1aoVRUVFVFVVMX/+fLp27YqTkxMbN25k3759REREEBsbS1ZWltSA8fHx4cWLF3z33XekpqbSp08fMjMzpbulgYEB+fn5TJ06lbNnz5KamipdW1+VH7Zu3cru3bsZOXLkn/LDkydP2Lx5M35+fmzYsIGDBw8yevRoiouLW8R39erVcn3Lzs5m9OjR5Ofn/8vx7d69O3fv3sXGxkY2ybp27UpsbOwr8evi4sKxY8do27YtsbGx0qXPz8/vT/j98MMPCQ0NxdnZWa5dXbp04fnz5/80fhUX3qamJsaMGcO5c+fIzs4mIiKCR48e0bNnT3Jycrh3757Ub9PS0mLt2rUt8siUKVO4dOkS+fn5HD58GHNzc9avX8+xY8cYNmwYcXFxpKSkUFlZyWeffcaBAwfYvn27XLuGDRvGgwcP/uX8EBISwt27d6XbXVFREb6+vrKRptFo8PPzIy4u7pXxVQ4ADh8+THBwMLdu3cLGxobq6mo+/PBDevbsSevWreWao2yWioqKKCsr4+DBg7Lh/q/iNy4uTual/Px8Vq1ahZWVFfn5+Sxfvpz4+HipIzRgwABiYmJ48uQJW7duxcfHR+byP+K3oqKClStXsmHDBjZu3ChrLyWHpKamStfxKVOmsGPHjn8pPxQUFBAcHMzz58+pr69Ho9EwcOBAHj58KF1Zc3Nz6datGxkZGbi5ueHu7s7p06cZMGAA9+/fx9XVFZVKxc6dO3nttdeYOHEi58+fZ+/evYSHh5OWlkZBQQFlZWUsX76cwMBArKysZG0QFRVFTEyMjG9zczP19fV8/PHH7N69m/T0dHr37s2TJ08YOHAgWVlZXL58mXHjxjF16lQSExPZtGkTGRkZdOvWjZiYGBwdHSkpKUFXV5cTJ068Er+K2UFWVhYfffQRBw4coGvXrly4cOHv3uPv78/58+dfifF/Br8hISHcu3cPa2trdHV1ycvLIzAwUBoAGRoaUlhYSEBAAM+ePZPUyBMnTvDWW2/x2muv8csvv3D8+PEW9V9VVRXZ2dmsWbOGkJAQNm3axIEDB+jQoYPMNYrhQkFBAcuWLWP79u08fPhQHvpGRESQkpJCbW0ta9euRV9fn/j4eLmeBgQEtIivopkXHx8vP++ECROoq6trgc1FixaxYcMGgoKCuHr16ivxq9wTHBzMlStXWtxTU1NDaWkpQ4YM4cKFC/8yfiMjI3ny5AlqtRo9PT2KiooIDQ3lyZMnUvP41KlTeHt7Y29vT3R0NEuXLuXZs2cUFRVx584dJk+ezLZt2/Dy8mLIkCGMGDGCbdu28ejRI3Jzcxk0aBABAQEcOXKEx48f891333H58mX27t3L2LFj+e233zA1NZUGKnp6epIOruQHZT01MzOjpqZGyrHcu3cPc3NzSkpKeP3116mvr/8vx/dVeeTmzZtUVFQwYMAAaSqmo6Mjsfn48WP09fWpqanB3d2djIwMbG1t/xK/RUVFdOzYkadPn2JlZUXv3r1JTU3l+fPnzJ49m6ysLM6fP//K/cuJEyeYPn061dXVnDhxQq6V7u7utG/fnqdPn5Kens727dvp0KGDXLt69OjB7du3cXFxwczMDAMDAz777DNiY2PZunUr6enp0szMz88PPT09Hj9+TH19Pe3bt+fZs2eyiaWYUSn7umnTpnH16tUWz/5f5Yft27ezb98+jh8/Lu9LTU2loqKCfv36cenSJcLCwnB2dub48eNSwsPKygodHR3y8/Px8/Pj6dOn6Ovro1arXxnf0NBQ2eDz8vLC2tqaTp06cfLkSXR0dDA1NaV///74+/tjb2+PEELSZv+vu/43x/j+c/1/+9JoNKKiokKMHj1anD59Wgjx+zjsmjVrhEqlEgMHDpT3jBo1Shw5ckRUV1f/6R7ld5WUlIgRI0aIo0ePCiF+H5u9cOGC6N69u6Tn3blzR4wdO1acOHGixXt59OiRHFkvLS2V96jVaiHE7zQ4IYRYuXKlHLUODQ0V69atE1lZWaKxsVG8/vrrwtvbW5w5c0bU1taKQYMGiRMnTohhw4aJixcvCiGEWLx4sejYsaPo3bu3ePHiRYt7FGpHY2Oj2LdvnxgwYIDYvn278PLyEv379xdBQUEyTtXV1WL79u2iT58+YuLEiS3uOXXqlGhsbBTV1dVi7dq1wtfXV0ybNk1oNBpRXV0tZs+eLVQqlXjjjTeEEEIUFhaKwYMHi3Pnzonm5mZRXV0t5syZI1QqlZg0aZKMUW5uroiKipLvs7KyUuzatUvS53r16iUSExPF0KFDxfnz51vE9+LFi3I8vKSkRAwdOlRcuHBBxre6uloIIcRnn30m49u9e3exfPlykZKSImpra8XQoUOFt7e3uH79usjLyxM9evQQFy9eFIMGDRLXrl0TQgixaNEi0aFDBzFw4ECRkJDQ4p5bt25JXMybN0906NBBvu7KlSvCy8tLHDhwQKjV6lfGd/DgwWLNmjUiMjJSXL9+XWg0GpGbmyt69uwpunfvLhYtWiQaGhrE6tWrJTbVarXE7+HDh0VlZeUrMf5H/B45cuR/DL/K1dzcLIQQYtWqVcLLy0sEBQWJt956SwQEBIiTJ0+KM2fOiNGjRwtvb29x8uRJ8dFHH4nt27eLefPmiU2bNsnR7rfeekuoVCrx3nvviZycHDFx4kTRrVs3MXPmTJGZmSmE+H08v1+/fvL9CiHEgwcPhLe3t/j5559FfX29yMnJEd26dROPHj0Sd+7cEX5+fmLixIli4cKFom/fvpLqWlhYKPr06SPf79/G7m/jq1Bs/l58FdpPXV2duHDhgqT09erVS7x8+fKV+L1165ak9H766adi6NCh4uLFizKuyn8VGkTv3r3Fw4cPW2BzwYIFEptxcXEtsHn9+nWhVqtFbW2tGD58uPD29hY3btwQ+fn5Ijg4WERGRopr166J5ubmFvi9fPmyEEKIuLg4SXNQ6MzKM6fkDOWeXr16yfeUnp4uQkJCRGhoqFi0aNGfnn3le8/LyxNRUVEyjyn04oEDB0qKfEFBgYiKihLnz58XGo3m7+aHs2fP/rfj+/z5czFs2DBJD120aJHMrTExMWLQoEHi+PHjYtiwYfI9NTY2igkTJsg8XVdXJ/r27SsiIyPFhQsXRHNzs2hsbBRbtmwRvr6+4vDhw0KtVov09HRJaVRirtCx9u7dK2PZuXNnERERIa5duyY0Go1ITEwU3t7eYuvWrUKIP69vQohXPvtnz54VXl5eok+fPlLioaKiQuJXod2cO3dODBs2TISFhQmVSiW6d+8uBg8e/N/OD6GhoeLChQti2LBh8vP+ce16/vz5n9a3fyW+69atE76+vuLXX38VarW6BX7v37//d/GrPFtC/B86qkKL/iN+FSq8EH9eu/4Z/FZXV4sff/xRvPbaa5L6HBYWJgYNGiTOnTsna4I/4tfLy0ssXLhQFBUVSdz9FX6fPHkiBg4cKG7cuCHj26FDBzFo0CC5dl26dEmuXf/V/PC38b19+7YQQkhpgZMnT/5lfJOSkkSHDh1E7969xePHj4UQ/4fOpzwbGo1GlJWVtai9/rv4PX78eAs6kYLfL774QtTX14vy8nIxbtw4iWElvmvWrJH4vXTpkhg6dOgr8fv3ai8Fv2fPnv0v5Qfld/0xP2g0mhb54erVq0IIIXJyckTXrl1F79695VqZlpYmunbtKvbs2SP8/PzEhAkTxJdffikGDx4sn4UzZ878ZXyPHDnyp/gqNUTPnj3FoEGDxIULF/4p/J47d65FfOfPn/+X+P0jNu/evdsCm7dv3xYajeYf3vNfxe8f7+ndu7e4f/++UKvVUjZG+ZkQQsTGxorOnTuL7777TtZ1a9euFREREeL69etCCCGqqqrEBx98IFQqlZQsyc/PF1FRUbJura6uFj/99FOL/KDE9+LFi6K2tlbGV8ll69atExqNRhQVFckaWIlvc3OzjG9YWJjYt2+fiIiIEAcPHvwTNs+dOyfq6upEv3795JqkVqv/6XsU/B45cuRfxm9kZKS4evWqUKvVLfCryAGkp6eLLl26iOvXr4u+ffuKqKgoERoaKiZPnixqamqEEEJkZGRIKZeQkBARFRUlpk6dKmbNmiWCg4PFb7/9JrZt2yY+//xzERkZKaZOnSrzw5AhQ8SxY8dkbOvq6iQFdu7cuX+ZH5qbm8Xq1atlfvjxxx9Fv379ZM76r8b3VXkkNjZWBAcHy5rnb9c3jUbTYn1rbm7+h/i9e/euEOJ3CnKnTp1EQkKCOHr0qPDy8hL9+vX7h/vDAQMGiJCQEPHrr7/Ke3bt2iXx6+XlJXr16iXi4uJaPPvKpTxvf9zDKWvlqzDcvXt3ERYWJrZs2SIyMjJaPPu3bt36p/PD366DQvwuP9CtWzcxYMAAUVJS8qf6V4mdsnYpz/65c+eEl5eXOH78uGhqapL39OrVS8Y8Li5OdO7cWSQnJ4u6ujqZ2xobG0V9fb34/5frPzTY/1z/Y5eWlhY6OjoAcuxYX1+fbt268fDhQ7Kyspg0aRLfffcd2dnZfP/993LkeeTIkfj7+5OVlcUbb7zB8uXL2bhxI2lpaezYsYMrV66wbt06IiIi5KmMEIL3338fa2tr2Q1/+vSppNdqa2tz6NAh8vLypLCntrY2KSkp7Nq1i7S0NLKzs/H29qZdu3acOnUKNzc3nJ2dOXnyJOXl5ejq6tLc3IyhoSEuLi4cOHCAiooKnJ2dOXDggDwdevvtt0lJScHDw4ODBw9SUVGBk5MTAC9fvqRPnz6sXLkSIyMjeXJ96NAhnj9/Tnh4OBkZGYwdO5YbN27w4MEDnJ2d6dSpE7/++isvXrygV69elJWVMXz4cHbt2sXNmzdZtGgRn3zyCf7+/sTHx1NQUMD777/PwoULycvLY8eOHZw4cQJ3d3f8/f2Ji4sjPz+fefPmMW/ePDZu3EhWVhY//vgjDx8+ZN68eYwZM0bSttRqNVOmTEFfXx8zMzOam5vJzMxk//79PHnyBG1tbbZv305eXh5VVVWYmppKOuuOHTvIyMjg5cuXdOrUCQMDAx48eMDgwYPx8PDg0KFDVFRUSJpj69at8fDw4Pjx41RVVeHp6cm+ffu4c+cOGzdu5N1335U25seOHaOqqoo2bdoAUFxcTM+ePTl+/DjV1dVUVFRIHJ4+fZorV67g6urKRx991CK+yglfTU0NlpaWUijb2tqa+vp6Dh06RH19PYMHD+bRo0dkZWUxefJkFi1aRHZ2Njt27ODo0aNYW1szYsQIid9Jkya1wO/OnTu5evXq/wh+gVfit0uXLhw6dIjhw4czZMgQPv/8cxISEnB2dqasrAw9PT2uXbuGRqPB2NgYIQS5ubnY2dkRFBREbW0t9vb2zJ49m8mTJ6OrqyvxHhAQgL29Pbm5uTg5OXHixAkcHR3R0tLixIkT7N69Gy8vL6ysrNiyZQtGRka0bt0aV1dXnj17JqfmlPiamZlha2vLjRs3mDp1KjNmzJD5YfLkyXz88cf/Unx/+OEHrl27xtq1a4mIiKBdu3YkJCRQXV3N5MmTW+D3xYsXnDp1ilu3bmFoaMiQIUM4c+YM8Dv9QUdHh4KCAnbu3Cnx6+LigqenJ++99x66urq0a9eOQ4cOcf/+fYnN4uLiFvht27Yt2traHDt2jLKyMkkR0NfXp23btpLmo6Oj0wK/yves0WgwMTGhqKiILVu20LZtW3r06IG2tjYXL17k6dOnmJiYYGpqSmFhId9//z3Pnz9n4MCBGBsbY2hoyKFDh6isrCQwMFA++5999hnvvPMO3333HVlZWezatYtHjx7h6elJly5dCA4O5ubNm3z88ccYGhqSlZXFzz//TGpqKlFRUX+ZHxQahpIfbty48S/H96233kJfX1+66z19+lTm1rS0tBZ5w8XFBS0tLY4ePUppaanM00VFRXh5eXH9+nVat26Njo4OCQkJdO7cmaamJqqqqtDW1qayslJOG2/cuJHDhw/z3nvvoaWlxdmzZ3n8+DFGRkYYGxtTWFjIunXrOHfuHFOmTEFXV5fz589L6kr37t3/cu1Snv3Ro0fTs2dPvL29uXr1KmPGjMHd3V3iNyYmhrFjx9KzZ08cHR2ZOnUqlpaWREZGcuTIEWnY8Kr8kJSURE1NzT/MD/PmzcPQ0BBHR0dOnjzJkydPZHwV9+Q/rm//Snzbt29PU1OTpEQq8S0qKmLbtm2cPn2a8PDwP+HXxMSE4uJiNm/ejL+/P2FhYejo6HDlyhVSUlJwcXGha9euxMXFkZeX95dr1z+L37Fjx+Lg4MDChQtxdHTE09OTW7duAaCnp0dSUhKHDh2S+H399dc5cOAAjY2NVFZWYm5uTmlpKSYmJqxYsYIrV65gaWmJubk5M2fORFdXlzZt2nDmzBlu3rzZYu3y8PBosXb9V/ODMkWuxHfHjh1cvXpV5ofLly8TExPzyvgqTsIlJSUcPXqU58+fY25uTqtWrdi9ezcXL16kXbt2FBQUyNrr6dOndOnS5b+F36ysLLS0tP6E34MHD0rzn5qaGklBtbe354svvuDKlSvY29tjb2/P3LlzMTIywt7enrt37/LgwYMWtdcf8avUXn/Eb1NT038pP2zatIkjR47w7rvv/mV+UFw/33nnHczMzCgqKuLnn3/mypUrTJ8+HTMzM06ePIm+vj4lJSXU1tZSUlIiqXdlZWX06NGDDh06cPny5Rbx3blzJ8+ePWsR38mTJ2NhYYFKpeLWrVtyiurRo0ecPXtWrm9/i18LCwtKSkowNTVlxYoVXLt27ZX4bW5ulvRyIQRNTU00NjZKbCr594/4bWpqwt7eHldXVxITE3Fxcfkfw++2bdvw9/dn6NChWFtbU1JSwsmTJ0lISKBXr15YWFjIaV5jY2MOHz5MTU2NNFooKysjODiY27dvc+XKFT799FNmz55Nfn4+33//PceOHcPd3Z0PPvgABwcHFixYgLOzM66urty7dw+1Wo2hoaHMD3+sfzMzM1mwYAFVVVWYmJhQXl4uJUCuXbuGs7Mz5ubmbNq0CX19fTp06EBzczPXr1+nrKwMXV1d6Vzr5eXFtWvXsLW1lfldwW9DQwMGBga4uLjw4MEDeU98fDxdunShqamJysrKfxm/BQUFr8Tv3r17uX79OtOmTcPc3Jxt27ZRX18vaaIvX77k3LlzjBw5kufPnxMYGMjhw4epqKigTZs2ODk5ceXKFVQqFeXl5Xh6ejJ8+HA8PDz49ttvcXZ2JjAwUE4/KxhatmwZL168QFtbm1OnTpGXl/fK/KCYfNjb22NnZ8emTZswMjLCy8sLQOJXiV1KSgrt2rWT1P6/iu/f7uFiY2NlXigpKSEhIQF7e/sW69uDBw+kidelS5f+tL69Cr+nT5/m5cuX9OrVS7I26uvradOmDQEBARw6dIiYmBjCw8MpKytjwoQJLfYvSrwVl9eysjLGjBmDo6MjCxYswMnJSbqZ6uvrY2FhQXp6Oo6OjqxateqVezhl8ry0tJTvv//+lXu4sLAwOZmtPPsajQZ7e3ucnJxITk7+u/lBpVJx9OhRuQ4qjAM9PT3S0tKIjY2V7tJK/du1a1ciIyPl2qU8+05OThInv/32Gy4uLlhZWVFaWsqvv/5KcXGxpAyvWrUKjUZDu3btmDt3LoCk0mdlZf3b3V7/0fV/DyH3P9f/Jy5jY2PMzMzYvXu3/FnPnj0JCQnBysqK4uJihgwZIv/N3d2dS5cusXPnTsLCwrCysiI9PZ1+/fpRXFwsR9cvXbrE5MmTpXZMly5dpI5RdnY2v/zyCzdu3GD8+PFkZWXh5uaGkZERQgju3btHcXExp0+f5uzZswwfPpzMzEwiIyMxMTEhJyeH6upqDA0NWbx4Mdu2bWPp0qVs374dJycnqquruXHjBrdv36aurg4tLS22bdvGN998w+rVqwkKCqJ169ZER0dLapwQgjNnzshxa0Ur6unTp9y8eZMJEyZgaWnJkSNHWLt2rRzbDwsLY8iQIRQWFnLu3DksLS05fPgwK1asYNCgQVy4cAFLS0vc3NykRtfo0aP5/7H3nlFRZcv7/6cbaHIOEkUUEHPEiDnnHFDMYdQxjzmjjlnMCqIi5pxzzqKIqGBCDEgGyZlO/xezei8RvTN37sz93t9/zXnHWX2O7e566qnau+qpmjVrkpOTw/Xr1xk+fDhqtVqUHwcHBxMWFkbt2rVRKpU8efIELy8v4uLiMDU1JSYmhuDgYKZNm4ZKpcLW1pZKlSrx5csXUU58/Phxrl69SteuXXn58iUGBgbIZDKkUikXL16koKCA8+fPc+LECVq1aiU0zhQKBXFxcZQrVw5tbW2GDBlCUFAQfn5+bN26Veg0XLx4kWfPnpGcnIyWlhYbN25k3bp1bNmyBU9PT8zMzLh16xbh4eFC2+zq1aucP3++hP7C5cuX6dSpEwcPHkRLSwstLS2Ki4vZv38/vr6+Jdb3+PHjDBs2DIVCwfz58+nYsSP79u3D3Nyc4uJi6taty4ULF4iOjhb2++nTJ7p16yY2GTX2u3Pnzv8z+42LiyMhIQFjY2NOnz7NihUrOHPmDHv27MHNzY3bt29TrVo1wsPD8fDw4O3bt2RmZnLz5k28vb0pV64cSqWSs2fPYmpqiqmpKa9fvyYmJoagoCAA8X1CQ0NZv349u3btQiqVkp6eTlpaGrdv3yY1NZXatWuLFqgTJ04wYsQIAFatWkWHDh3YuHEjZmZmpKen06JFC54+fcqtW7fE+n7+/JmBAwf+qfUdOnQoBQUFWFhY0LhxY7FxkJqayoEDB7h//z4DBgzg5cuXODo6IpVKOXbsGA0bNqSgoABfX1+OHj1KmzZtePXqFa6urhQVFREfH4+pqSkeHh6kpaWxdOlS1q1bh7+/P3Xr1sXMzIyQkJAS9nvt2jXOnz/PunXr2LRpExYWFty8eZMuXbrQqFEjFAoF169f58KFC/Ts2VPYb0JCAseOHaN///7IZDKMjIx49eoV+/btY8qUKejq6iKRSAgJCWHr1q2iNT4/P5/jx4/Ts2dPkaA0bNiQq1evkpubS82aNVEqlaJN6vPnz5ibmwvsP3z4EHd3d27fvo2rqyuXLl3i0aNHmJqa8uXLF44fP07Hjh3Jzs7+rn84cOAAV65coWvXrkRGRv6p9a1UqZKYeubr68umTZuoV69eKd+qSThu3rzJ8uXL2bRpEw4ODjx69IjevXvTqlUrVCoVJ06c4Pbt2wwYMAB3d3f09fWJj4/n4sWLeHt7I5PJsLS0JDExkRs3bjBgwAD09fVxdHQkPT2dI0eOkJeXh5WVFWlpaVy7do2uXbuio6MjWuP37t3L2bNnS/gHjW3a29sL29y+fTu1atXiyZMn1KlTh4iICEJCQrCzs0Mul3P//n169+5NYWEh7u7uODs7k5mZSVFRkWiH2717dwn/YGZmhq2tLWFhYaSmpv7QPyQkJJCUlESrVq1IS0tjyZIlLFmyRLQEaSbCfc1vGu76o+vr6uqKnp6eWN/hw4cL+33z5g1Hjhxh+vTppey3sLBQTHfev38//fr1Q0tLi9jYWEJCQlixYgVxcXHCfr/mrj9jvyqVinr16mFmZkZSUhLly5dHX1+f6dOnc/jwYXr06CHkIIyMjLhx4wZFRUVcuXKFgoICNm7cSNeuXZk6daqQ09BMsTQwMBCJRFJSEvn5+dSoUeO7/kHDXX/WPwwYMECsr2ZC+vf8w7fr27p1a/T09DA3NxfrGxAQgK6uLrm5uaSkpLBjxw5CQkKwt7dHLpdz9+5d5s2bR5UqVf4W+338+DFz5szBysqKnTt30rt3b+bNm0dcXBxly5ZFJpNRUFCAubk5X758Yc+ePcTFxYn2yb/Cfv+Ifxg4cODv+oc2bdpgbGwsNJ327t0rbLpHjx7IZDI+fvxIcXExxcXFbN++nX79+rFs2TIqV67M48ePqVu37r9cXxcXF6FZamBgIOz37NmzDBo0SPjfH9lvt27dftd+T548yapVqwgICBDTq3v37k29evVQKpVcu3aNCxcu4OfnJ+y3sLCQY8eOERUVhUKh4OrVq3+5/bZt27aU/Y4aNQqJRCJi4BcvXoh127JlC0OHDqVz58507dqV8uXLY2BgwPnz5/npp59QqVTI5XIRJy9YsIC6detSvnx5CgoKCA8PR19fnxkzZnDkyBF69OhBZGSk2OgqU6YM58+fx8/PD0tLSzZv3kynTp345ZdfiIyMxNTUVEiLGBgYiLjz5MmTzJs3j507d5awzZYtW6JWq4VtLlu2TNhvbm4uFy9eJCwsrJT9urm5/W32279/f7S0tOjTpw+Ghoa8fPkSQ0ND8vLy2Lt3Lx06dOCXX37ByMiIDh064OHhwZMnT2jevDnGxsZERUWxfPly1q5di5WVFT169KBy5coiL9D4hxcvXjBo0CChyfrv+IfCwsIS/uHChQslcrhnz57h4+NDixYtfnd9v87htm3bxsCBA7GwsMDd3R0LCwtCQ0PFBpiRkRGfPn3i8OHDLF26FJlMBvBv269UKqVu3bqiNTo9PR1zc3OOHz8ucr/9+/eXyF9Onz6NjY1Nic9odCY19vvo0SPc3d1JTU1l48aN9OvXj8mTJ/PmzZt/mcO1bNnyd3O4tWvXihyusLCQixcvCuz/K//wdQ63YcMGevXqhaWlJa6urhgbG3Pr1q0S8e/Hjx85cOAAPXr0QFdXF0tLS7F2K1euRCKRkJiYSEJCAnv37iUnJwdzc3PevHnDhg0bGDp0KBKJhHr16lFQUMDu3buZOXOm0M+7ePEivXv3Fnp9/6vXP5t1/1z/8RUVFUVMTIw4/ddUds2cOZPY2FgAOnXqhI2NDV++fKGgoIApU6YAvxGYxqlVrFgRAwMDcnJy0NfXZ/jw4eI0tUGDBhQWFnL//n2cnZ3p0qULP/30E46OjtSuXZtnz55x7tw5WrRowaxZs6hduzadOnViwYIFlCtXjsLCQp48ecKlS5eoXLkyM2fOxMvLi86dOyOVSklISGDatGlUq1aNgIAApk+fjpOTE0qlkpiYGOrXr8+5c+fIy8ujfPnyDBw4kAsXLlCxYkUkEgkFBQUUFRUxb948kRxXq1aNSpUqcezYMSwsLCguLsbc3Jw2bdoQFRXFkCFDMDEx4fDhwxgYGODo6MiBAwdo2LAhjo6OODg44OPjg6mpKSdOnEBHRwc7OzuKi4spKipCS0uLSpUqoaOjwy+//IKlpSUGBgbk5eUxZcoUtLS0qF69OjNnziQ+Pp6BAweiq6srTlbnzZvH5MmTMTExEcL/sbGxVKxYkfbt29OnTx8cHR0pV64cFy5c4OXLlzRq1IgFCxbQsGFDunXrxuDBg3F2diYnJ4erV68SFhZGtWrVWLhwIT4+PrRp04b8/Hxev37NmDFjcHJyYuvWrfj5+eHh4YFarebz5894enpy4MABEhISqFSpEj179uT48ePCJhQKBQqFgkWLFgl9GAcHBypVqkRwcLAYLW5nZ8fWrVuZPn06I0aMID8/n1q1ajFp0iTevXvHvn37qF69Os7Ozjg5OTFkyBBq1qwpRr9Xq1YNHx8fEhIShB7bkydP6NixIzY2NmJzZOrUqf/n9jt8+HBROZaUlET79u2FPa1YsYJatWqhUCjIzs6mTZs2VKhQAVtbW/r27cubN2/Yt28fenp6fP78mZiYGBYvXkxiYiKjRo0iPT2dDx8+sHHjRmQymbC9OnXq4O/vz5o1a1i5ciUWFhbi/21nZ0e1atUYPXo0jRo1wtLSEgcHB1q3bk1ycrIYaNGnTx9iYmJITk5m6NChxMTE4OXlhY2NDfn5+ZiZmf3h9V2wYAFGRkY0adKEwsJCHj9+jJubG507d2by5Mk4ODhgYWHBlStXuH37Nk2aNGHx4sVMmjSJ1atXM3ToULKysujRo4eoYqhatSqLFy9m2rRp9OnTh+7duxMTE8O4ceNwcXEhJCSE1atX4+rqiq6uLkqlEmtra2G/NWvWpEKFCjRu3JiTJ09SpUoV5HI5KpUKX19fBgwYgJ6eHhEREXh4eLBnzx7c3d0xMDBAIpFgZ2fH6tWrOX78OHPnzsXU1BRra2uKioqYPXs28+bNY8uWLfTq1Qs3NzdatmyJjo4OZcuWxdnZGS8vL6Kjo5FKpXTt2pVnz57x66+/YmBgIE4aFyxYIAYANG/enPj4eLy9vVEqlaIawMnJidGjR6Orq4urqytubm5kZGSU8A8ODg5YW1tz5coV7t27R8OGDfH19f3D69u1a1c6d+7M+/fvxcCOiIgIFi5ciLOzMyqVisLCQkxMTDh27Bi5ublUq1aNypUrU69ePS5dukSFChXIz89HLpczZ84cOnTogIWFBTExMZQtW5Zdu3ZhZWWFubk5EokEe3t7Nm3axJEjR1i2bBkuLi64urqiVCoZM2YMY8aMYdOmTWIgjbe3N2XKlMHc3BwtLS1GjhyJVCrF2tqaCRMmkJiYSIMGDTA1NRXVHMOHD2fGjBmYmprSokULYb+ajUYnJyfs7e2ZMWMGEomEChUqUK5cOcLDw4mJiaFZs2Z4e3uTnJzM3Llz0dfXZ82aNdSuXVv4hzZt2jB9+nTKly9PcXHxd/1D+/btkUgkfPr0SVSvazRxXFxcxLAkc3NzwW9/dH3j4+OpWLEix44do3z58pibm6NWq3FxcWHDhg3Cfs3MzMSAme/Z77Bhw0SSrqWlxdixY9HR0aF+/fp4e3sTGRnJuHHjMDAwEEnMvHnz/pD9zpo1C5lMRrly5ShfvjyxsbEUFBRQv359OnTowIcPH2jfvj0KhYJly5ZRp04dfv31V+bPn8/ixYtp27atWM/s7GyioqJo0aIF2traLFmyhC5durBp0yZatmyJtbU1Dg4OBAUFUa5cOQ4ePIiRkdH/uX+YOnUq2traqNVqpFIpCxYsYP78+SxZskRs7gcFBeHk5ERCQgIeHh5YW1vj4+ODrq4ulSpVonz58lSrVu0vs9/27dvTqFEjJk+eTPny5QkPDyc9PZ28vDw8PT1RKpVMnz6dJk2aIJfLad68OVZWVri5uXHp0iUkEgknT57E2Nj4T9vvX+Ufpk6dKirGpVIpPj4++Pr6snbtWiZOnIi1tTWzZ8+mQYMGtG3blvbt2yOTyWjSpAlJSUm8evWKpUuXMnXqVLHR+PX6amlp4e7uLtYpKysLLy8vhg0bRkZGBs2aNRMHjvXr12fZsmV/2n7LlStHUFAQurq6BAUF4eLiIuz32LFjeHt7o6ury5s3b2jUqBGnTp0S9qvRGQsODkZPT4/IyMi/zX6XLVvGqlWrGDBgACYmJmzcuJE+ffpQr149WrduLYai3b17l7CwMHx9fUlISBBDCLS1tcnOzmbBggWoVCoxECE+Pp6IiAgaNmxI3bp1qVq1KmPHjkVbW5tly5ZRt25dFi9eTMuWLenUqRNdunQR8bFarSYzM5OWLVsilUpZunQpnp6eFBQUULFiRaysrHB3d+f06dNIpVI2btyIlZUVhYWFmJqacuzYMTp06IC5uTmxsbHUrVuXy5cvC/t98+aNOAD7u+139OjR9O3bl969e2NmZkbHjh2Ry+W0b99ebGy7urry9u1bPn/+TMOGDcUgq4kTJ4pOhtmzZwu956ZNm6KtrU1qairt27enR48enDt3jkmTJqGvr8/AgQN5+/Ytw4YN+9P+oVq1aly6dIns7GwCAgJwcnKisLAQCwsLLl68SOfOnb+7vkqlkjdv3qCrqytyuIoVK9K1a1cOHz6Mu7s78+bNA37rGlu/fr2wXz09PbS1tdHW1mbOnDl/yH537tzJ8uXLxQbohg0b6NixI2PHjqVatWpiYJ2JiQknTpxAJpNhZ2fHvn37KF++vOAaX19fjI2NxWfq16+PhYUF9erVo3bt2nh4eIihKeHh4eLAYO7cuX9ZDqfRSK5Xrx579uxBT0+vlH9Qq9W8efMGQ0NDkcNVqVKFZs2asXv3blxcXFiwYAESiQRtbW3hH1auXImOjo4YGjR//nxWrlzJrl27GDp0KCYmJsyYMQOFQkFubi4GBgbiXXv27BH2unHjRpGP/fLLL3z+/Jno6GgA0WFlZGT039s0+RPXPwMm/rn+o2vlypVigpW1tTXNmjWjoKCAM2fOCKF3Ly8vPn/+zKhRo1i5ciWxsbEMHDiQW7duoa2tTfPmzbl//z7m5uaiCkAul2Nra4uenh5paWnI5XIAqlevTkpKCvn5+Zibm/P582cGDBjAgQMHKCoqElMiNacIrVq1ol+/fpiamvLq1SskEglqtZoKFSqgUCjEexISEqhcuTLJyckkJSVRXFxM9+7duXv3rnASXl5ejBgxgqdPnzJ+/HhGjhyJTCZjzZo17Nq1CxMTE9RqNdWrVyc0NBQtLS0RNOTl5REaGiomeZmZmeHo6CiEYDWO3NTUlN27d7Nnzx5OnjxJq1atuHv3rpg+qwmMNRP8FAoFLVu2JDMzkwkTJvDLL7+QkZHB4MGDuXz5MmXKlKFDhw4EBgZStWpVsamqUqmoUKGCOOnV09MjPz+fBg0akJqaSnJyMlWqVCEkJARvb28OHjyISqXCxsaGefPmsXXrVn7++WeqV69O27ZtKVu2rAgmtLS0qFy5MsXFxSQnJ1OpUiVCQ0Np2LAh8fHxxMTEIJFIGDNmDLt27cLCwoL169fj4eFBv379iIqKYu3atbRp0waAtWvXsmPHDkxMTLCwsKBs2bKihFsikVC7dm3y8/N59OgRenp6NGjQgBYtWhAWFibEugsKCsjIyMDd3R0jIyMsLCy4fv06nTp14ubNm6KNTEdHRwjsaloRs7KyqFChAlOmTPmfsd/u3bvTunVr0tLSkEqlbN68mcaNG+Pg4EBISAiRkZFs376dn3/+GV1dXXbv3s29e/fYsmULRkZGNGrUiEGDBnHu3Dn27t2Ljo4Obm5uvHjxglatWnHlyhWMjIzQ1dXFxsaGpKQkcnJyMDMzw9raGl1dXd6/f0/ZsmVp3bo1jx8/Jj4+nqZNmxIREYGDgwNXrlwRmwOa9dVMw9Ssr7GxMVlZWTg7OzNt2rR/e301a6ilpYVCoaBatWpkZ2eTnJxMtWrVxPTkbdu2iSlkCxcuZNeuXSxcuBALCwvat28vhH4LCgqQSqWMHDkStVrNvXv3RItAhQoVUKlUwn7Hjh1LlSpVGDt2LKNGjWLSpEkEBwcTFBSESqVix44deHh4lLLfHj16cOTIEZKTk9HX18fT05NGjRqxcuVKUdVZs2ZN0tPTRRvLq1ev8PX1ZdCgQbx48YL58+djaWlJy5YtsbKyIjMzUxwaSCQSdHV1USgUlCtXjg8fPjB9+nQuXLjA58+fycrK4qeffuLhw4dUrFiRmJgYIiMj8fT0FP5B0zbm4ODAly9ffugfHj16JDbm/t31VSgU3Lhxg9zcXNLT08XhSEpKCiqVigEDBohBCe3atWPZsmVcv36dhQsXolarWbFiBU2aNGHjxo3s2rVLVDF07dqVO3fuEBsbi4mJCQ4ODjRv3pzg4GC0tbWRyWRiMtiXL19YsmQJUqmUKVOm0Lt3byIjIxk2bBh16tShbdu26Orqoq2tLSoXatWqJUSpNb6lX79+hIeHk5CQQGpqKkOHDhVB7/Pnz0lISMDNzU3Yr2ZyeN26dXn9+rWQBLCxsUFXV5f8/HxRqTdw4EDOnz9PXl6eGGJx5syZ3/UP5ubmYn2zsrKwsbERAzWKi4vp1q0b/fr1+1Pre/fuXWJjYzEwMKB+/fo0btwYPz8/9PT0UCqV1KxZU3BpQEDAd+3XysqKFi1aiEMQOzs73rx5Q5MmTcRgIRcXFz5+/MiwYcMICQn5t+xXpVIJ0f3MzEzUajXOzs7o6uqWsN8FCxYwb948tLS0UKlUXLlyhU+fPrFt2zYmTpzIuHHjRCt5SkoKWlpaGBkZ0bNnT0JCQkhOTqZq1arcu3cPa2tr0tPT/yf8g5WVFe3ataNhw4Z8+vSJtLQ0MjMzcXZ2RiKRCA6Kjo7m559/5s6dOyQlJaGlpUVWVhbm5uY0bdr0L7ffwMBA5HI5mzdvZvjw4axbtw5LS0siIyPFb6CtrU2vXr148OCB+J4fP37E0NCQgoKC/9h+/yr/0Lt3b9HKpVAoSExMxMbGBgMDA/G94+LixDAlFxcXEhMTiYmJISsrC6VSiVqtplKlSmKq99frW69ePd69eyeGQNnZ2YnWRQ2/jRs3jlWrVv3H9quZ8h4REUF+fj5eXl44ODhw9OhRscmjo6ND7969effuHX5+frRu3fq/br/lypVDX1+/RIzapEkTEhMT+fjxI8bGxuTm5uLs7Mzbt2+RSCTo6+tTUFAgBm99+fIFpVJJp06dePToEZmZmZQvX56PHz9iZWVFUVGRePeoUaM4cOAAxcXFFBQUcPXqVR4/fsy+ffuYOXOmOGTStG7q6Oigq6sr7EyDhQ8fPlC7dm2eP39OcXExrq6uVKlShfPnz9OuXTt+/fVXZDIZPj4+hIeHixzj/8J+NW2N8NvkXj09PRH/vHnzBisrK1GRqaWlJYbyaYbD7N27l0aNGpGWlsbr16+B3za5LCws0NHRoaCgADMzM+RyOV5eXly9evU/9g+JiYlicFN+fj7lypWjZs2av7u+Gj8mlUqxtLQUm4v5+fkl+C0hIYHdu3ejra0tpmlfv36dqlWr0rRp0z9sv23btsXZ2VnEltnZ2WJyqwYziYmJDB48mCNHjlBQUCDybUNDQ0xNTcnOziY3N1cMEyksLERLS4uWLVtiY2PD06dPRdzat29fatWqxdy5c//SHA6gY8eOnDt3jtGjRzNu3Ljv+geVSkWtWrUwNjZGR0dH5EQFBQXCPzRu3Jj4+HhxUNCwYUO8vLyIiIjgwYMH9OrVi23btjF48GBevHjBwoULMTMzE5u6nz59Ij09ncLCQtRqNb6+vnTv3l0UMfz666906tQJgMzMTNq3b8+sWbPo3r3737k98pde/2jW/XP96evGjRucP3+eTZs2IZfLSUtLY/r06WIselhYGPfv3+f8+fOo1WoCAgIYMGCAqEg7fvy4aP/IysoiJSWFPXv2kJCQgK+vL4mJiQwfPlzofJ06dYrQ0FD8/f0xMjIiLS2NKVOmEB4eDvymj5ebm8vBgwf59OkTp0+fFhoW8fHx+Pr68uuvv1JUVER0dDQDBw6kY8eOpKWlMXnyZMLCwti6dSuGhoZs2rRJnFYA7Ny5U+j8qNVqDh06JCqezp8/j5WVFX379qVBgwb4+PigVqtp1KgRPXr04Pbt21y7dg1dXV06deqEiYkJu3fvJiIiAoBatWpRpkwZbt68SUZGBqtWraJt27ZcunSJ27dvY2JiwuTJk7l8+bI4uV6zZg0HDx7k6dOn3LlzB4VCwY4dOxgzZgynTp2iRo0a7NmzR5yEq9Vqnj9/TkBAAE+ePGHHjh28f/+eiRMnYmdnx9GjR3n69Cn3798nKCiIzMxMPn/+zP3790lKSkKhUIipRg8ePODVq1ccOHAABwcHbG1tSUpKYsyYMWzfvh25XM7z588ZNWoU1apVE888fPiQHTt28OnTJ3bv3s3GjRvR1tYmNjYWPz8/7O3tefXqFUqlkjVr1ohNuVOnTmFgYCCmTM6cOROVSkW7du3o1KkTV65c4fr166JU39bWFl9fX+RyORKJhMqVK9O+fXtOnTpF//79mTt3LpUrV0ZPT48rV65gZmbG8uXLuXLlCufOnUNbW5tff/2V8PBw7ty5Q0ZGBh8+fPifst9Tp05x+fJlXFxcxLTl8+fPU6FCBbHh6OPjg6WlJampqRw8eJDWrVuLza3Tp0+Tk5NDREQEXl5epKWlsX//frp3786lS5fQ19fH2tqaIUOGEBsbS2BgIEZGRixatIgzZ85w6dIlatasybt377h9+7ZI1sqWLcvx48dRKpVoa2sTGhqKubk5y5cv5/Hjx+zduxctLS2WLFnC8+fPuXfvHunp6Xz69OnfWt+FCxeSlJREmzZtGDNmDKdPn+bGjRuEhoaye/duMjIySEhI4O7du0IDIyMjg9TUVC5dukR4eDirV69m+vTplClThtevX7N69Wo2bNjAu3fvxP93y5YtZGZmsnjxYqE9OXjwYIKDg9mwYQNt27ZFqVRy8+ZNOnbsSHR0NMnJyQCsXr2a6tWrl7LfWbNmoVQqsbW1pV69enh4eLBy5UqKioro1asXFStW5NChQzx79gyA9evXM27cONF6Eh4eztq1a/H09EQikTBkyBBsbGz4+PEjW7ZsESeTR48e5f3796jVasLCwkSlg+aEf/v27ejq6mJtbY1arebRo0cEBwcTHh7O8+fPuXjxIp6enkIb5Uf+4fnz539qfY2NjdmxYwdyuZxp06YRExNDgwYNGDt2LAcOHGDPnj1iQqtGPiAkJITs7Gy0tLTYvn07jx8/5vLlyyX876BBg1CpVHh4eFC+fHkRSBcUFNC/f3+6dOlCcHAwV65cQSqVsn37doYPH46Ojg6fP38mKiqK4OBgXr16hVwuZ+TIkdSrV4/k5GSmTp1KWFgYa9asEfyWnp7Oo0eP+PTpE87OzhgZGVG2bFmOHDmCRCLB3d2d6OhowsPDOXbsmKjanTFjBk+ePGH37t2cPXuWo0ePkpiYSP369Rk8eDBKpVL4h6ysLJGELl++HH19/X/pH06fPo2BgQG7du1CLpcze/ZsPn/+TIMGDZgxY4Y4DPr8+fOfXl93d3ccHR2pWrUqK1asEAdcnp6eHDp0SEzO/T37HTRoEA4ODrx//55Xr15x//591q1bx9GjR8V041evXv1b9quZuvvgwQNWr17NgQMHePTokZhcOnbsWGJjY7l//z537twRG95qtZq2bdty6tQpwsPDCQwMxMLCgmfPnrFz506uXbvGtm3byMrK4sCBAwQGBpKZmcnVq1dFgvvzzz//T/iHadOmYWtrS3h4ODt27BCbnJoq4caNG5Oamsovv/zCjRs3+PDhA87OzvTp04fz58/z8uVLIiMj/3L7HTVqFMHBwcTExHDw4EEkEgkxMTFs2LCBefPmoaenR3JyMkePHmX//v3I5XJu3brF27dvcXBw4Ndff/1L7Pc/9Q/a2toYGxvz+vVrgoOD0dXVFS1qX8eWU6dO5eHDh8TGxopNuLy8PPLy8qhcuTJGRkaEhYXx8uVLDh06xJcvX8jOzmbGjBlCl+/kyZOcO3eOz58/07p1a8aMGUNiYqL4P/+n9qvhyqdPn7Jq1SoCAwO5f/++mLR47do12rVrx8WLF3n9+jVKpZLVq1fz6tWr/6r9jh49mk+fPonYMj4+nnv37nHv3j127NjBy5cvuXjxIi9evODTp08AODk5ERcXh76+Prt27UKhUHDy5EkOHz7M7du3WbVqFQcPHuT169fI5XKsra0ZOXKk8A/R0dFkZWVhampKfn4+bdq04dSpU7x+/Zrt27djaWlJbGwss2fPZs2aNaIC+MiRI+zduxe5XM6XL1+YMmUKT58+ZenSpRw8eJAXL14QFxdHcXExYWFh3Lt3j2fPnvH8+XORY3z58oUbN2781+y3W7dupKSk4OPjw+zZs0Vrqua369ixIwMHDuT9+/dCZqZHjx7ExcUJDFevXh1tbW3u3r2LVCplxYoVnD9/npCQENEVM2zYMJRKJVOnTuXy5ctC8/rP+odvc7gDBw5w69YtcTD1o/V1cnJCLpeTn5/PiBEj6N+/P9OnTycsLAwrKyuqV69O9erVWbFihSimaN68OW5ubqxevVrI2ri6uv4h+x03bhzXr1/HwMCALVu2kJ6eztKlS3n37h2tWrVi7NixPHv2jKCgIM6fPy86g+RyOZGRkfTv35+2bdty9epVAgMDuXDhAqamptSsWZO3b99y9epVdHR0CAwMJCMjg7Vr13Ly5ElkMtnfksOdPn1a7AV06NChlH+wt7fnyZMnFBUVMW7cOBo1asTChQvJysrCxMSEZs2aUaVKFVasWIFEIkFPT48+ffpgZ2fHsmXLhKbckydP0NfXF+u7evVqpk2bhoODA0+fPmXnzp1kZ2ezZMkSPnz4wMuXL+nevTvW1tbUrl0bAwMDsW+hkbTRyMX8v3L90wb7z/Wnr/T0dMqUKUPVqlWpW7cu7dq1Y9y4cUKvYujQoYwdOxYbGxuUSqUYD/3mzRt0dHQAyM/PJzU1lYyMDORyOZcuXeLKlSuiVfPChQvk5uaiq6uLlpYWarWaX375hevXr3Pr1i10dHREQmpmZoaenh7Pnj1DLpfz/v175s6dS3R0NO7u7vTr148dO3aI73/+/HmhdaJ594EDB3BzcyM4OJiOHTuiUChQqVRERUVx+fJlJkyYIARYV65cyaNHj3Bzc8PExARDQ0MePnwI/Na+9/LlSzIyMvDw8KBKlSoUFxfz/v17VCoVKpUK+O206ePHj0RHRwtx+BcvXrB27VpRjbR7926GDRvGvn37qFKliqhIqVSpkujhh990EjZv3kxsbCzFxcVCjyQqKor09HR0dHRE2Xp+fr7QNKlQoQJubm5IpVKUSiUzZ84Uybienp4Q29ZUmNy4cQNdXV2ePn3K4MGDiY2NpX79+kyePJmlS5cCv1UAXrt2DYVCQWxsLNra2kIXrV+/fmzfvp2aNWuiUCjQ0dHhyZMnHD16lHnz5mFqasqnT5/46aefePHiBQ0bNkRPTw9nZ2fxWxsZGXH79m10dHTw8PCgUqVKopRds27a2tpIpVJevnzJxo0biY6O5tWrV1hYWPDu3TsKCgpQqVQEBgbSrl071q5dS4sWLcQ9Ly8vXF1dxbr8L9mvWq1GS0uLjh07YmlpiUqlori4mL59+7J161YGDhwoWtyMjIy4efOmqFrT1dXFw8ODsLAwsrOzxcnz+vXreffuHYaGhjg7O+Pi4sLGjRuxtLTE3NycwsJCVq5cyfXr1/Hz8yMqKoqCggLev39PQkICsbGxhIeHI5PJeP/+Pfn5+ahUKvz9/Wnbti3z5s2jY8eOQgukSpUqlCtXDolEgkql+rfWV9MOp9kEt7S0RCqVolKpmDRpEm/fvuXt27fo6OgQEhKCRCLh8OHD6OjocOnSJWQyWSn7bdOmDVu3bqVu3bpCUP/Lly88efKEnJwc3N3defToEREREQQEBFCnTh3u3LkD/CZQO3ToUM6cOSN0+sLDwzlw4ABVqlRBT0+PcuXKER0djUqlwsrKil9++YUrV67g5OQkTv3CwsJ4//690HzR4Hrs2LHk5+cTHR2NkZERz549Y9u2bSiVSqKiojA2NiY7O1ts1O7Zs4fRo0djZ2eHVCrlxo0baGtr8/79ezF4wNDQkNevX3Pv3j2KioqQyWT4+/ujr69PXFwcAK9evfpd/3Dr1q1/e311dHQoKiri8+fPXL58mYyMDMqXL090dDTXrl1j+fLleHl5iQ2frKwsFi5cyLFjx5g0aRJKpZJPnz5x4cIFrKysMDY2xsjIiAcPHqBWqzEwMGDChAncv3+f7OxsfvrpJwBCQ0O5desWt27dokuXLsLuFixYQH5+vmjXjomJEYnW48eP+fTpE48fPxYn+xs2bKBSpUpCSPnNmzcUFRURExPDp0+fiI2NRaVSER8fz82bNykuLkZLS4t58+bx4sULHjx4APwmcJyeni54RuMLV61axZUrVwSWNJXXVlZWomryR/5BM6ymoKCA0NBQoaHm4uJCdHQ0R48eZePGjaL9+M+sr4mJCVOmTCEsLAw9PT26du2KWq3mxYsXvHv3jtDQ0H/LfjU6lxKJBIVCwd69exk2bBjW1tZIJBIePnz4b9mv5uQfwMrKCicnJ1QqFbq6uty6dYvdu3cTExODvr4+t27dQq1Wc+PGDczMzJBIJPj6+mJiYkJoaChxcXFUqVKFypUrM3HiRBYsWIC+vj5KpZKTJ0+iUCiIj48Xw6v+V/zD0KFD+fz5M8bGxnz58oUrV66gUCjQ0tLiwYMHyGQyXr9+jYmJCe/fv6eoqIjk5GS2bNlCZGQkwN9iv3p6eqxZswapVMqbN2+Ij4/H1taWpk2bsn//fqGFqVAoWL9+PRERETx//hyJREJmZuZfYr9/hX+YN2+e+PcjIiIICgoSh1S3bt0iJyeHZ8+eYWhoSExMDAUFBXz69ImwsDCysrIwMzMjOztbDMzR1tbG19eX58+fi/VVqVQUFBSgq6srBpDcuHEDf39/wZMhISH/sf3GxcWJGO3+/fts3ryZVq1aMWbMGOC3oTVDhw5l586dbNu2TcRou3fv/q/ar2Z9nzx5gp2dHenp6chkMuRyOUuWLMHKyooXL16IGElPT4+srCxkMhkeHh6Ehoaip6cnWmFlMhlRUVFCQw9+qyT72j9o4l/NcC5NS/e36+vj48PmzZvFd1IoFBw4cIDk5GTCwsJEte/FixdZvHgxbdq0YdmyZQCkpKSwYMECdu3aRUBAAKampqSmpooDmf+m/UqlUi5fvszdu3c5ceIEKpWKypUrs3jxYjZs2CA2PpRKJc7Ozty9exeVSkVSUhIeHh7o6+sDiIq7du3aMWHCBKpVqyZykGPHjtGgQQPatGkjNpn/E//w4MGDEjmcpkV6+fLl/3J916xZQ0hIiIghT5w4wbNnz7C0tMTOzo6wsDBkMhndunUTOpNubm6i+k5jL3/UfuVyuYht9fX1ef36tRjudufOHY4dO0Z2djZqtZrU1FSRH8bFxVG+fHkkEgkymYz09HThH4KDg1m5ciXe3t7o6+sjl8vZuHEjjx49Iicnh4ULF3L48OG/JYerXLnyv/QPY8eOJTIyEplMhrOzM3fu3OHNmzeYmJhQpUoVrly5goODA926dUMul6NQKISet8YWdXR0CA8PJz8/n4iICLG+w4YNIzY2Fnt7ezHIQvObhIWF8eLFCzZs2CBygSVLlnD79m1WrFjB69evcXd35/+l65/Nun+uP32ZmZmhVquF45DL5bi6uuLq6sqDBw/Yvn07nTp1Yu7cuRgZGSGRSCgqKsLJyYnbt29TXFyMjY0NMpkMU1NT4DfQ5+XlMXXqVDE5cN26dURHRzNt2jTc3NwoLi7m0qVL5OTkcOTIEXx9fSkuLqZRo0a0bNkSPT09JBIJHh4e6OrqYmJiQnJyMoWFhdSrV49p06ZhZmYmBkekp6eLdz9//pwlS5Ygl8tZt24dHh4eKBQK8vLyaNSoESdPnsTAwIBx48aRlpbGvXv3xISdFStWsGPHDjw9PSkuLmbw4MFs3bpVBFk1atQgPDycvXv3ih56uVxOly5dMDY25t69e2JiTnFxMUZGRjg5OeHm5iZOGDw9PZHJZJw5c4YzZ86we/duhgwZgr6+Pmq1WgjsawSFbW1txYlFUVERFy5cIDY2lgEDBgDw+vVrZs2aRWRkJIMGDaJs2bKkpKSwbds2YmNjOXjwIGPHjqWgoIBhw4ZRtWpVIb7q7u6OSqVCJpORnJyMSqWiR48edOvWDUNDQxISEggODub9+/cMGTIEV1dXLly4wMqVK3FwcODAgQNCg6+4uBh3d3cCAwOxsrLC29ub1NRUrly5QkxMDE5OTsyZM4ddu3ZRtWpV5HI53bp1Y968eeL/5+bmRkhICFu2bOHQoUM0bdoUpVKJrq4ucrkcExMTIbjv7OwsNniys7NRKpXI5XJ69uyJk5MT7969Y9asWcTFxTFjxoz/KfvdvHmzaEu8d+8eCoUCKysr+vXrx+LFi7l79y4zZsxg3Lhx5OXlYWZmRv369Xn16hVeXl5oaWnx+fNnRowYQU5ODsnJyaJiyt/fH6VSSVFREQsXLsTV1RWZTIaxsTEKhUJUP3Xq1Emc8Oro6GBoaIi5uTkPHz4kLy+PihUrClHpd+/eUVhYiFwup2PHjri4uPD582fWrFlDZmYms2bN+sPrGx0dTV5eHoMHD0YikZCcnIyfn59olatQoQI5OTlcvHiR/Px8jh49yvz588nMzOTBgwc8f/4cU1NTiouLRQL/tf06OTnh5+dH2bJlKSwsJDg4mOjoaHx8fDAyMmL79u1cuHCB/fv3s3fvXn7++WcAioqKyMjIwNbWFjs7O8zMzIQO16NHj7CysmL27NkiucnJyaFNmzb06tVLrLOenp7YcN+/fz9lypQRAVJ+fj52dnZoa2tTUFAgDkAkEgmPHz9mw4YNvHz5kkGDBuHo6EhYWBiTJk0iKyuLZcuWUbZsWeRyORYWFri5ubFjxw7xHrlcjp6eHmXKlEGlUgnNFwMDA6Kjo3/XP/w761u2bFn8/PwEDoKCgoiOjmbixIkYGhoSGBjIixcvCAgIYPv27SxevBi1Wk12djbp6ek4OzsjlUqxsLBArVZjbGzMu3fv0NfXZ/ny5ezatYvmzZtTVFSEi4sLP/30E1u2bBGC6+/fv2fXrl3s3bsXd3d3ZDKZ0MVzcnKiTJkyYp00+imxsbGcPHmSuLg4xowZg42NDbGxsaxZs0YIFtetW1e0dTdu3JizZ89SXFws3mNqaoqlpSUVKlTg48eP5ObmUrlyZRQKBWvXruXDhw9MnjwZV1dXmjdvTmJiIk+ePOHw4cMsWbJE+AdPT0/Mzc2RSqU/9A+HDx+mdu3aqFQqbty4QWZmJpMnT8bIyEisr0ZT68+sr6enJ/n5+dSpU4fRo0ezbds2nJ2dMTQ05Pnz52zbto0DBw78W/a7fv16oqOjhUZSaGgoU6dOpaioiBUrVvxh+1Wr1Vy8eJGEhATKlClDXl4es2bNIiIiggEDBlCuXDnRmnz37l0OHDjAggULyMzM5MSJEzx69Ah7e3siIiIoKCigdu3amJiYEB4eTnR0NGq1moEDB1KpUiUAPnz4wL59+0hPT6dixYrs2LHj/9w/FBYWCg0wqVRKUlKSqGgdNWoUOjo6REREMGPGDO7fv4+/vz8dOnRAqVSiUCjEZsDXOPgr7dfOzo7c3FyUSiX169fHycmJmJgYHjx4gJOTE2fPnqVBgwZi4/bBgwcUFRXh6urKrl27/mP7/av8A4Cenh55eXmcPHmShIQExowZI9rY/Pz8ePHiBbt27cLHxweVSiXE5W1sbNDX1+fgwYO4urqSm5sr1vfDhw/k5uZSoUIFiouL8fPz48OHDwwePJiKFSvStGlToqKiCA8P5+jRo/+R/X78+JG9e/eWitH27t3LunXrcHNzE4cD6enp2Nra8vnzZ+zt7RkwYAD5+fmisu/vtF/NQWKvXr2E/U6fPp2HDx/i7e2NtbU10dHRrF69mipVquDv78/PP/9MYWEhXbt2RV9fn8jISI4ePcqMGTN48OABHh4eZGVlsXfvXvz8/FAoFDg7O1O9evUS/mHcuHEUFBQwZMgQ3N3dMTY25sOHDxQVFZVY3/fv39O4cWN27Ngh9B01OslRUVH88ssvIscIDAxk1apVWFpaio2ntLQ0nJ2diYyMxNLSkgkTJpCfn/9ftd9ly5ZhaGjIly9f8PPz4+3bt7i4uIhBT4cOHUJHR4e9e/diZ2fHhw8fGDNmDFFRUWhpaVFUVISVlRXHjx9n4MCBotChSpUqtGvXDnNzc3Jycrh79y5t27bl3r17TJky5T/2D2lpaaVyuDlz5vzu+qalpXH//n3UajXLly9n586dDB48WEheDB48mG3btlG2bFlcXV3Jy8tj+fLlBAcH07p163/L/0ZFRbFp0yZMTU3Jyclh+vTpPHjwgD59+qCjo4OVlRV3797l/v37bNmyheHDh1NcXEyXLl2QSqXEx8dz/fp1pk+fTkREhOiqsbe3x8rKimHDhtG3b1/Bw3fu3GH37t307Nnzb8vhxo4d+13/4ODggLe3t6gM1dLSYvbs2QQEBIj1TUxMpFu3bkKXu0KFCqLLYufOnQwfPhxjY2OKi4uxtLTEzc1NaM5q1ldLS4vMzEzu3bvHzp07MTIyoly5crx9+1bgfMuWLRgaGnL//n02btxIZGQkwcHBODo6/r0bJH/x9c9m3T/Xn75q165NcnIyAQEBwG96X1WrViU9PZ2mTZty4cIFgoODqVChAl26dOHQoUNCiPPdu3c0bNiQrVu3cuPGDapUqYJKpaJx48YsX75cTNzU1dVl06ZN7Nixg44dO5KVlUW7du3Izs6mRo0auLi4UK1aNVGiX6NGDdzc3DAwMGDgwIFcvHhRTBk8deoUhYWF9OrVS+hm+fn5sX79etq3b096ejpeXl7cvHmToKAgiouLad26NYaGhujq6tK4cWOcnJyEYKxmLHlKSgpGRkY4Oztz9OhR2rVrh0KhEJVAHTp04OXLlyJI05RLd+zYES8vL86dO8fAgQMxNTVFT0+P+fPnc+/ePezt7fnw4QO//vqrWDcfHx8A2rZti0Kh4MOHD3h6etK1a1e2bt0qxqpHR0fTokULdu7cyd27d7G1taWoqIhRo0axbds2fHx8RNXVtm3b2L17N4MGDSI5OZkuXbpQWFhIp06dcHd3p3Hjxnh5ebF3716GDBmCpaUlenp6+Pr68uDBA6ytrXn9+jUPHz5ErVYzceJECgsLRdvB9u3b6d+/P58+fRItBCdOnEAikVCrVi0x9WfYsGFCT6R3797cunULS0tLXr9+jaWlJUZGRhw/fhwvLy+RCJ8+fZp27drx8uVLjIyMRIXj58+fGTduHE2bNkWlUjF37lysrKyQyWQ0atSIgwcPcu7cOVQqFRMmTODDhw/o6OhQvXp1CgoK6NChA3K5nA4dOtC8efP/KfutWrUq1tbWGBgY4Ofnx5w5cyhTpgy1a9dm8uTJzJ07l7CwMMaOHUv16tWJjY3lzJkzLFmyhOjoaDw8PLC1taV169b0799fkOumTZtwc3MTG/Dbt29n9+7ddOjQgdzcXBwdHdm6dasoO+/bty8dOnQgLy+PMWPGUKdOHSwtLalbty5+fn7s378f+G0SrMY2qlWrRk5ODh07dqSoqIgWLVrQrFmzP7y+Xl5eLF++nAEDBpCTk4Oenh6bN28mMDAQb29v4uLi6Ny5M5mZmTRr1gw3Nze6dOnCsmXL2L17N5cvXyYgIAAzMzNUKhV79uwR9vvgwQPRyta2bVsAvLy8RHvuy5cvCQ0NZc2aNZw+fZrjx4/TsGFD7O3tRUWfZhJ2vXr1OHPmDOvXr0elUpGQkICenh7Hjh2jSZMmFBcXs2vXLmbMmMGpU6do06YNcrkcXV1dDAwMSEhIoHfv3vTq1Qs/Pz8hzp2cnEyzZs0ICgoSp96ajdWdO3cKUffOnTujUCgYPHgwXbt2Zc2aNTRp0oSioiJ+/vln4Yfmz5/PnTt3sLGx4fPnzwwZMoSdO3cSEBAgDgx+zz/8O+urVCopU6YMrVu3RiqVioE+PXr0IDk5mRMnTrBr1y5u375NQECAqAgBGDx4MBUqVODs2bNUqVKF48ePs2nTJjFgxcbGRky8VKvV7N69mxEjRoh2XolEgqGhITKZjOfPn4tk8sCBA0ilUvT09EhISKBBgwYEBARw5swZpFIp+fn5DB06lHXr1tG3b18A4R+8vLyoVasWy5cvp3379uTm5tKsWTPRZjF8+HCB4bS0NGrVqsXKlStZv3493t7eYg22b99Or169SEtLw97enuPHj5Obm8utW7dEovNH/UONGjXo0aOH0Df18/Mrsb67d+/m9u3bbN269U+tr2Ygw65duxg5ciQXL16kffv2FBUVicqTP2O/gYGB/PTTT8L/qlQq+vXrR5cuXf6w/Q4ePJhdu3YRGBhIt27dkEgk4t8bOnQonz59okWLFmzcuJHCwkJevnxJ586dhf1euHCB69evU7ZsWfT09Jg5cyabNm1CpVIxceJE3r17h1qtpn79+iiVSpo1a8bevXvx9/fnw4cP/xP+oWnTpkKj1N7eHoCxY8fi7+/P0KFDhf5iQEAAwcHBVK5cmXHjxtGhQwcUCgWjRo2iatWqf6v9amtrU7duXZYtW4a/vz8ymYy1a9dy//59HB0dad26NfDbNPDAwEA2b95MVlbWX2K/f5V/uHHjBjVq1EBLS4tOnTqxZs0afHx8kEqlyGQytm7dyo4dO3B3d6d///506NCB7OxsRo4cScWKFSksLCQ8PJwVK1bg7u4u1nfVqlVifQEaN27M9u3b8fHxISoqitq1a7N161ays7OJjIz8j+y3adOm7Nu3r0SM1rp1a06dOiWmTWomc5qYmAif7uzszMyZM9mwYQNqtfpvt99x48bh7+/PmDFjkMvlGBoasn37doKDg/Hx8SErK0tUP/Xv359mzZrRqFEjmjRpwtmzZ+nbt6+o4J8zZw4HDhygSZMmqFQqevfuTWBgIDt27CApKamUf2jUqJGIfwcPHoy1tTVaWlo0a9aMwMDAEusbHR2Nl5cXXl5eqNVqatSowd69ewkMDBQ5RuPGjbl586bgxipVqmBvb4++vj5aWlqcPXsWe3t7Bg0axP79+/+r9tu1a1caN24MwMyZM9mzZw/t2rXjyJEj7Nq1i759+5KVlUX58uUZP348nTt3FgUDmuFrmsEKvXv3RqlUEhAQgJaWFl26dAF+0zkbPnw4BQUF9O7dm7Zt2/7H/uFHOdzvre/du3dxd3dHoVBgaWnJvn378PHxITk5maKiIgYMGMDly5dp27Ytnz59okqVKkilUiZPnszo0aP/Lf8bEBBAy5YtBS+1aNGC3bt3M3jwYFJTU/H29mbNmjUUFhaSnZ1Nx44dadKkCefOnfuu/bZv3x65XE5QUBBaWlqYmJgwaNAgFAoFnTp1oqCggLdv34q85O/I4Wxtbb/rH8qWLcusWbNEDqepfD9y5Ag+Pj5Cv2/q1KmcOXOG1q1bExMTg4uLCwqFgqlTp/LLL7+wY8cOGjZsSH5+PpMmTcLW1hYDAwMWLlzI3bt3xdDK+fPns3PnTvbt20fv3r2xt7cnICCA3bt3U7NmTXx8fLh06RK7du0SWrH/r13/bNb9c/2pS6VSYWFhwZo1azh06BABAQGoVCpsbW1ZsWIFly5dwtPTk9DQUMzMzPj555+pWrUqEydOpEyZMjg4OJCamsrbt2+RSqUEBQVRv359Dh06xIMHD8TmTWFhISdOnEBPTw9bW1sGDBggyCk0NBS5XI65uTmLFy9m6tSpQqOmRo0a+Pv78+DBAwICAmjQoAGHDx/m3r174t0FBQUEBwcjkUiwtbXFx8dHvPvJkydoaWnRuXNnjhw5wi+//MLjx49Zs2aNeLem3aVBgwa8e/eOsWPHUrZsWezs7DAxMeHAgQNcunQJJycnhg4dypMnTxgwYAB9+/YVJyOLFi2iZ8+ehIWFceTIEezs7Fi6dCkJCQmCVPbt2ycCAicnJxYtWkRISAhVq1bl6dOnuLi4CA2anj170qhRI4yMjMQJrbGxMZcvX6ZcuXKsWLGCjx8/4ujoSKdOncjJyeH+/fuiim/w4MHcvHmTKlWqCMFyFxcXFi9eTK9evXj8+DGHDx/G1taW6dOnExMTw+XLl3F2dmbFihVERUWJd2dlZXH69Gm0tbXF5NUbN25QuXJlIcb7008/sXv3bvr27cuLFy84evQoZcqUYfbs2WRmZorvHR0dzbJly3B1dcXa2horKysOHDjAtWvXcHJyYsyYMbx//16cLj1+/BhnZ2d8fX3p1asXERERHDlyRIxRT0hIwMLCgl27dpGVlcXQoUN5+/atsN8rV65Qr149Xrx48T9lvw8ePMDS0pLq1auTm5vLp0+fKFeuHM2aNWP+/Pk0b94cb29v5s+fT35+PkuWLMHJyQlbW1vatWvHypUrSUxMpFq1ahQWFuLr68uGDRsAuH79OvHx8RgZGTFy5EiB6+PHjzNx4kSSkpKIjo5m8uTJPHr0CF1dXXx9fZk6dSp3795l+fLlODs7k56eLjZPNdoZCxYs4M6dO1hYWJTwD8+ePftT62tjY4O3tzcFBQVcv34dPT09nJyc6N+/v7Dfly9firaBjh070qtXL0JCQihXrhxnzpxBV1eXOXPmsGHDBoENTRuPxsb27dvH8ePHcXR0FGX+iYmJ9OzZk1evXlG+fHlWrVpFv379SElJ4ejRoxgZGREdHU1mZiYNGjTg2rVr2NraigE0mncHBwdz+vRprK2tyc/PZ9GiRchkMqpXr05ISAjly5fn559/pnXr1vTu3ZtGjRphaGjIx48fyczMxN3dneXLl5Oens748eP5/Pmz8A+3bt2iatWqvHr1CpVKRbly5Vi8eDE9e/bkwYMHHD16FFtbW5YvX05ycrLA2fLly4mKisLFxeWH/kGzearxD39mfU1NTbGxseHYsWNiyMyoUaM4ePAgt2/fZvLkyTx79gxTU1NWr17NpEmT+Pjxo6iySklJISoqCicnJ65evUqlSpUwNzcnKSkJY2NjMUE7ICBAiLwvWrSIoqIi6tevz/379zEzM2P8+PHUrFmTKVOmYGNjI+zu1atXWFtbC/tdvHgxjx8/FvZ75coVYb/FxcWYmZmJKcN3795l9erV1KxZk7179/LkyROB4UOHDnH//n1R3WBqasq5c+fYs2cPFhYWDBo0iIMHD3Lz5k0mTZrE06dPRVD9R/2DZjqmZg00ulVDhgwR7/5P1tfKykrw2+HDhzE3Nyc5OZlffvkFqVT6L+3XyMiolP1mZGQwYcIEYmNjhf3ev3+/hP1qOOhr+7Wzs/uu/UZHR6OtrU2ZMmWwsrLixIkTnD9/HkdHR4YMGcKOHTtITk6mV69eokWnQ4cOwn4VCgXHjh3Dzs6OOXPmYGZmxrVr19DX12fatGm8ffsWa2trLC0tCQ4O5ujRo7i4uDB06FB27NhRyj+sXLmyhH8wNDT82/yDZn2zs7MxMjIS67Jhwwbi4uKwsLCgZ8+e5Obmcu7cOYyMjMSQqcWLFzNlyhQx7frvsl9NpW9KSgphYWHCxsqVK8eWLVu4e/duCQz7+/sL/dS/wn7/Cv/w5s0bJBIJQUFBNGjQgKNHjxIaGlqC948dO4a+vj4ymYxXr16xcOFCEUeuXbuWGjVqEBAQwJ07d767vpo48vjx45w+fRpHR0e8vb3ZuXMn8fHx/7b9GhgYlLBfjY0dP35ciNtruEMTo7m5ubF48WIOHTpE3759adq0KUZGRkRFRREbG0u7du3+dvt1dnYW9quJLbOzs7l37x4GBgYleKlq1aq8fv0aiURCuXLl8PX1pWfPnmRlZXH58mUMDQ359ddfiY+PF9/z0KFD3Lp1i4oVK4rDqq/9g4uLi4gjNfGvkZER7969E50G366vht+OHDnCzp070dbWJi4ujhUrVnD58mWRY9jZ2bFgwQIOHTrE1KlTsbe3x8HBgZSUFB4/fkzVqlX/a/b75MkTiouL6dq1K7q6uvzyyy9kZmYyadIkKleuLCaDajalunbtyvDhw1GpVDRp0oT+/fvz9OlToTVrYmIiWsL9/f1FvqgZXjZ9+nQx3O4/8Q8BAQFIJBKRI2hiy99bX40OWlBQEJ6enlhaWpKcnCxiy/z8fE6dOoWpqSnOzs4MGTKEjx8/UqdOHWJiYv5t/5uQkCByZA0vnT17VvDSzp07ycrKEvnK1/nht/abkJAg7HfPnj0cOXIElUpFYmIiixYt4vbt21SpUoUXL178pTmcJj/82j/4+vqW8g9v374lNjYWa2trsQZmZmYAJTB8/vx5LC0tcXZ2ZvTo0Xz58kWsr1qtpnz58ixbtozevXtz9+5dwfvLli0jISGhRF6rGc6haXG3tbUVE15DQ0OB3/TqNG3a/69d/2zW/XP9qUsq/c106tevz9KlS9mwYYOosGvcuDFLly7lzp07RERECLF6+G2aTWJiIhs2bKBs2bL4+/tz48YNiouLCQgIwNHRkcDAQG7evCmmTgYGBhIQEMC6devYsGEDM2bM4Pbt22I6kKGhISYmJhgbG5OQkCBOjR0cHAgICODmzZusX78eR0dHtm/fLt4tk8kIDAxk+/btrFu3jnXr1jF9+nTxbk1LnqurK0ZGRsTHx6Onp8e2bdtwcHDA39+fmzdvimRUk2hqeucHDhyIv78/o0aNIiAgAG9vbw4dOsSnT5+IiIhAJpPh4OCAmZkZz58/F+2turq6zJgxgxcvXohgx9/fHz8/PwDatGnDyJEjef78Obdu3UJXVxdbW1vRrhgREcHhw4cxMDBg+vTpQn/m1KlT6OrqMmvWLN68eYOTk5NYqyNHjrBu3ToCAwPp378/z54949atW8jlcgwMDLC3t8fMzIyIiAh0dXU5deoUMpmM8ePH8/LlS86ePSvefe7cORwcHDA0NBTvnjNnDtu3b2fAgAE8e/aMq1evkp+fj4eHB3Xq1MHU1JRHjx4hlUo5e/YsMpmMadOm8ebNG06dOoWhoSFr1qwhKipKaNINHjxYrO+GDRvw9vbm8OHDYjqgZoPM1NSUFy9eoFQqOX78OIaGhmJ969evz7Jly/jy5QvDhw/nzZs3NGzYkKVLl3L79m1evHiBvr6+0AXUnApv2LABJycn/P39uX79OsXFxWzbtk3Y740bN0rYWEBAAH5+fmzYsEHYWEREBFpaWujr6wv7jY+PR19fX9iYxn43btyIo6Mj27Zt4+bNmzRq1AgtLS3Gjh0rBoAUFhYyaNAgmjVrhkQi4fPnz3h4eLB69WpkMhmxsbF4enqycuVKQkND2bZtG+/fv6d+/fpCf3Hnzp0UFxdTuXJlli5dyvr161mzZg21atXi119/ZcOGDYSGhpKYmCgCJg3utLW12bRpE2XLlmX79u1cu3aNWrVqsWzZMlJTU1myZAk3b96kTp06pfyDZn2/9g+a9f2Rf3B2dkZHR4egoCC2bdvGunXrCA4Opl+/fiXsVzOV2czMjFevXqGlpYWNjQ3Hjx8nLy+PBQsWcOzYMYG7yMhI8vLykEgkwsZGjBghMLx9+3Y+ffrE8+fP0dbWxtPTEwcHB549eybEq7/GnqWlJadPn8bQ0JCZM2fy6dMnIay/detWfvrpJ7p37069evUYPXo0z58/5/bt28hkMmFD+fn5REZGcuTIEQwMDJg1axanT5+mRYsWTJkyhfT0dEaPHs25c+do2bIlo0aN4vnz51y9ehW5XI6xsbHAcGho6A9x9iP/sG/fPlasWEFgYCADBgwgPDxcrK9mw+7r9dW0wuTm5gotKZlMxvTp04WupEqlYsGCBWzYsIGBAweybNkyUa3x6NEjEhIS0NLSonz58tja2hIXF4eWlhabN2+mbNmyBAQEcPXqVfEdnZ2dCQgI4NGjR8jlcmbNmsWGDRsYNGgQPj4+1K1bl19//bWE3WnagQwMDErw0tf2u2LFihL26+npWcJ+tbW1RVWviYmJ4CB/f//vYtjf318MrtEMf9i4cSM+Pj74+fkxY8YMgbOEhASMjIxK4Ox7/LZx40bBSRoOKi4uZvbs2WzatAkfHx/WrFnD9OnT2bBhA48fPyYxMVGsr52dHfHx8aXWV7NJFRgYKNb38ePHgt809uvj40Pz5s1L2W+ZMmWQyWTo6+vz8uVLwUuzZs3i6dOntG7dmsmTJ5Oeni40Sr/lN81Ubo39vnjxAh0dHc6cOVPCfjV/z5gxoxRPbN26lSFDhggO0mA4IiJCTP/W2G9xcTF6enqcOXOG/Px8pk+fjpGRkRDqnjRpEh8+fEAqlQr/0L9/f1GBq3n348ePkUgk1KtXDwcHBx49eiSGA/3V/sHY2Fisr76+PtOnTxfaXRpcz5w5U2xCm5iYsHnzZrZu3cq6desYNWqU0LnVcNDWrVuFjd24ceNf2tjGjRsZOHAgfn5+wsZCQ0PF4Y+xsbHgNx0dHWFjGpxpBNcdHBzEYIivsTFo0CDWrFkjsPG1/bq6upaw361bt/6u/WrevWHDBgYPHoyPjw/16tUT/iEyMhJ9fX2srKy+6x++5qWtW7f+MLbU8NKECRMoLi4Wa6Crq/tDjv/aP2hwtnnzZkaNGsXu3buFXtTX9qurq1vCfg0MDIT9zp8/X2xsyGQyZs2axfv37wW/bd26lVGjRuHj40Pt2rUZMWKE4E+pVEqtWrVwcXFBT0/vu7Hl32G/M2bM4PTp00Ij6/diSw0vPXv2TEzH/JrzIiIisLCwEDw0a9YsMYDi6zhSU0H09frKZDLRuh4REYFKpeL48eNic+7FixdYW1uLd8+cOZOPHz+iVquZN28e69evFxzk5ubGkiVLuHXrlniXm5ubmKKckJDAunXr/hZ++zZuvXHjBgUFBfj7++Po6EhAQADXr18nIyMDLS0tqlWrRo8ePZgzZw6hoaFUqlSJadOmUVBQQEFBATKZTEyOzcnJwdfXFz8/Px49esTWrVtJTk7GxMSEwYMHs3HjRrZt28azZ88YPny4wPD3+E1HR0dg+Gv/sGnTplL+QbMGQ4YMYeTIkbi6uorYPTIyUqxvmTJlRMW3Zg22bdvGjRs3KCoqIigoiHLlygksfh1banIjDXe8fv26FL99bb8GBgYijiwqKiqR0/0otty+fbuILTW6p1/nh1/br8aXfw9ngwcPpnbt2gwfPvwvzeHWr1/P2rVrRQeLJodTq9XUrl0bFxcXjIyMePz4MQcOHMDQ0FD4B5VKJQ6GZs6c+cPcc9OmTXh7e/PmzRtu376NUqlEX19ffO/IyEh0dHTE99bEkl+vrya2zM/PF9JR69atY/DgwXz58gW1Wv13bIf8V65/Nuv+uX73ys7OBhBDEb6916VLF+bPn8+WLVtYtGgRb968oXHjxjRq1Ij09HSWLFnCmzdvSE9P5927d0LTaNOmTcIhFhYWArBp0ya0tbXZsWOH0MNavHgx69evJzAwkNWrV9OxY0caNmxIWloaS5cuFe/WBFhFRUUArFixAplMxt69e1EqlWzcuBE9PT12794t+vQ1lUWad3fq1EmMHF+2bBlRUVGkpaUJEXeNDsHGjRvR0tJi7969KBQKNm3ahFQqZd++fahUKqRSqZhqc+fOHfr27Uu3bt1o27Ytt2/fJjc3l8zMTPLy8jh37hw5OTniex8/fpy4uDgxCvv48eNIpVJR7q1UKmnXrp0Q5dZMrMzLy+PixYtkZWWJjSmNwGh+fj5SqVQk0HPnzkUmk2FoaIiPjw9Llixhx44dBAUF0atXL1xdXUlKShLtFnl5eSQlJYlx61KplBYtWhAfH8/ChQspLi7m+PHjJCYmMnfuXKRSKQYGBvj4+ODr68vx48fZtm0bPXv2xMTEhC9fvpT43jdu3CApKYnc3FyxBnl5ecybNw+FQsGJEyfIzc1l/vz5qNVqtLW16du3rxAt7du3L127dqVPnz7cunWL7OxsMjMzKSgoIC0tDWtra/G9Ne9eunQp+fn5dOvWTWzYjRgxgpcvX9K4cWOaNGkipjVphnR8+vRJ6LdptOP27dtHYWEhUqmUTZs2oaury549e4SNaex3x44dwsa8vLxKvVtzIquxsU2bNmFoaMiePXuQy+Vs2rQJIyMj9u7dK8TSy5UrR/v27dmzZw87duwQrbCFhYUUFhaiUqlIS0tDrVZTWFiIUqnE09OTRYsWERUVRU5ODmq1Gk9PT6ZMmUJ0dDRFRUXI5XJSUlKA34SCDx8+jJubG3PnzhUDNF69ekV6ejpRUVEYGRmVwIaenh579+6lsLCQbt26sWjRIpKSkli6dCmvX7+mUaNGNG7cWGBYg7P3799jaGgo1lcikXDw4MES/kGDM5lMho6ODs2aNWPjxo0EBgYSFBRE7969KVeuHMnJyWzdulXY2KdPn7CxsUFLS0sQecOGDalQoQLa2tolcKdSqdDS0qJfv36o1Wru3btHnz596Nq1K3379uXGjRvExcWRkZHxQwxrsKexjRMnTpCTk8Ply5eRSqX0798fJycn7ty5Q58+fTAzM6Ndu3alsLdu3TouXryIubk5arWa48ePk5CQwIIFC1AoFPTo0YNJkyaRlJTEzJkzRau1BmebN2/+Ic727t1LXl4eCxcuFBUZeXl5zJ8/X/gHV1dXli1bRlBQEK1bt6Znz564u7uX+I65ubmkpKRgYWEhhjCo1WouXbqEr68vMpmMEydOUFBQwMKFC4WgdO/evWnevDlPnjyhbdu21KlTh7lz53L16lUyMzN58+YNmZmZfPjwARMTkxLY0NXVZf/+/aXu3b9/H4BevXrRrFkz8e7MzEwaN25M48aNS2AvJiaGmJgYTExMhC/X1dXl4MGD5Ofn06VLF1asWCHsNyIi4of89ubNG8zNzSkoKBD2qkncNRjWTGtTqVRIJBJRDR0aGkrbtm2pW7cukyZN4sqVK2RmZgqcfctvmzZtQk9Pj6CgIORyOZs3b0ZXV1fwm1QqpUePHjRt2lS829PTkzlz5nD16lXxfTMzM3n79m0pfpNKpRw8eLDEvyeVSnnw4AESiaQEv/Xp0wcLCwvatWtXCnuzZ8/m5s2bWFpaCvuNjY1l4sSJSCSSEvY7ZMgQ8vPzf8hv38NZbm4uc+bMobi4WPDE3LlzBU9o+CskJAQnJydatmxJ3759uXXrFllZWYInkpKSMDU1FfYL0LVrV4qKiiguLgagZcuWxMfHc+3aNaRSKf369RMC2D169CjhHz5//kxKSsoP+S03NxdfX1/hHzT3NFMc+/fvT9myZUv4h7Zt2+Lm5lYKe2lpaUJD+MSJEyX4TfNuTXWTRpNOc8i6Y8cOIej+4cOHUhykp6dHcHCwsDHN3xob69mzJ02bNhU48/T0FDyRkZHBq1evyMzMJCoqqhSGZTKZwBnAr7/+KvSFAHr27EmTJk0IDQ2lTZs21K1bt4R/0GDje7jTxJZf26+2tja3b98W727cuLHAhqZFsUGDBqViy9evXwttJs2a7NmzR/x234stNVXFmvXV1tb+l3Gkxj98G0d6eHjw5csXEed0795d2O/XceT3+K1Bgwa4ubmJuP3EiRPExsZy6tQpJBJJCX7T6EW2b99eYO9fYfiv4re8vDxSU1NFZd6JEycEv2VkZAi8/Dux5decl5KSgqWlpYj/9u7dS25uLteuXUNLS6tUHNmtW7fvxpHJyckl3nPs2DHy8/NL4EyDvatXrwLQt29fWrRoIbChadPUxJaaHCM1NZWPHz9iamqKSqX6S/ktPT2d6OjoEnGrZviFXC5HpVIxaNAgDA0NOXDgAAqFQuQvZcqU4fjx4wwZMoSWLVtibW1NQkIC9+/fF5IV+fn5aGtri/bqKVOm8OrVK6RSKQqFgkaNGolNNT8/Pzw8PL4bR758+VJoa2vwqqurK+LIr3F29+5dsQYa/9C2bVuysrJKxJZf53A/ii2/5bevY8sOHTqwdOlSdu7cKXKj78WWsbGxWFlZCWzk5+czevRoVq5cKTZ3/0hsaWVlxe3bt8nJyRHv/jbv+h7Oypcvz507d+jSpQtmZmZ06NDhL8vhKlSoQEBAALt27SIoKOiHOdzt27dJSEigsLDwu/z2vdhy4MCBJXLPnj17lvremtjyW+xpYknN9y4oKBD8pmkJ37x5M3v27OHo0aNYWVmJ4Vv/L14S9f/LW43/XH/79eTJE/z8/Fi3bp0QIH/69GmJexqB6FGjRgmh1vz8fNLS0pg+fTrHjh0rcW/btm00atSITZs2cffuXWJjY6lduzbdu3fnzZs34l65cuWIi4vD3Nyc6OhoobsAUFxcjEwmQyKRYGRkRGFhIXl5eejr61O3bl2hfZaSkkKNGjVYvnw5/v7+Yny4m5sb0dHR6OvrExUVhba2NgYGBkilUvLy8jA1NUUul2NlZUVaWhp5eXlYWVnRvHlz5s+fT3h4OD4+PqxcuZLOnTuX+Nva2poFCxbg6OjIw4cP6dWrFzdu3BAnO7q6uujq6mJtbS1699euXSt0ptasWcPhw4dZu3YtTZs2FX8PHDiQY8eOYWFhIZ4bPHgwZ8+eLXFv7dq1tG/fns2bN3Pnzh2+fPlC3bp1mTdvHnv27BH3NALcOjo6oize0NAQbW1tcnJyMDQ0pKCgAAcHBzG1zMLCgnr16mFsbMyxY8fE5LFu3bqxevVq9u3bh0QiYcCAAUL/4N27dwDY2dlRUFBAZmamqCgrU6aM+N7a2trCNgIDA3nw4AHJyck0adIEKysr7t+/T0pKCvb29qSlpaGrq0tkZCQWFhZCUy0jI4PMzEwAjI2N0dbWJisrC0dHR2rXrk2PHj148uQJz5494/Pnz9SqVUsMgoiJieHLly+YmpqSn59Pfn4+FhYWYnKu5p6dnZ147v3792RkZFCnTh28vb25desWDx48ID09XQyqMDY2Fq1ZmkEghYWFWFhYUFhYiImJCTk5OWIqVL169fD29iYvL4+GDRuKkvfw8HDq1asn2lHnz58vyExfX5/JkyeTn5/Ptm3bKC4uZvz48RgbG+Pv749CoeD8+fOUKVMGhULBli1buH37NvHx8UI3MD4+ns+fP6NQKDA0NCQjIwNnZ2dSUlJEdUthYSG5ubli0hogcKLBxtc40/x2jx49IjY2ltzcXGxsbASmfoQzjY6dBlPdunVDqVR+F2cuLi7cuXMHiUQiRKvj4uLo3bs3169fx8LCgqKiIuLi4liwYAEDBw4EYNmyZRw9epR9+/ZRsWLFErhLT08XLfJv375l0KBBnDt3DgsLC758+UJWVhaGhobY2tp+F8P/CnuxsbGo1Wrs7e1F8vYtzjTY09fXFwcjCxYsoF+/fiVwtnXrVho1asSyZcs4ePAgKpXqD+MsIiKCkJAQ0tPTqVatGkuXLiUwMLAEzt69e0dubq7wt0VFRWLDyMzMjJycHJycnMjMzCQrKws7OzuaN2/OvHnz2Lp1K8+ePSMpKYlKlSohk8lITEwkPj4eU1NTgbWXL19SpkyZEjjLzc0Vg2PUajXFxcXY29tTq1YtevXqxcOHDwXOvsVefHw8eXl5WFpa8vnzZ2xsbErhTDPdWFdXV7SsbN++nYoVK/L8+XP8/PyYPXs21apVQy6XC9HqvLw8ZDIZubm5pKen/5DfmjRpglwuZ+vWreI3r1WrFnp6esTFxZXit/fv36Ovry+CSblcLjSeTE1NS/Fb9+7diY6OFhWIXl5e2NjYfJff3r17h4WFhRhEk5aWJjaNvua8H/Hbt9gbOXIkly5dKsVvX+NMgz2VSiXWd+/evbi5uZXAWcuWLVEoFCxfvpyjR4+io6NTwlZ/xG/fw1nt2rWxs7Pj0aNHgt8SExPJzs4WOj6a6XPp6elkZWWhVqtLcJ6G3xYtWiSE8DU40wjOSyQSunTpQmRkpPAPX+NM4x++5bwf8VvTpk2ZNWuWuPf+/XuUSiVOTk6l+C0zM5PMzEwxIEtzT4O9Zs2aYW1tzdOnT4mNjaVmzZqlOE9jb5pqMQMDA8zMzErwW506dejZs2cJnNWuXRuZTMbbt2/JyMjA0dFRbAK8f/8eKysrioqKBM40GP6a82xtbQW/FRQUsGHDBmbOnEmNGjUICQlh48aNrFu3jtDQUNatW4eTkxMhISHMnDmTEydOCJx9+fJFDGnQYPFHuPs2tvzw4QMqlQozMzOSkpKE3tTXceSPYss6depgaGhIamqq4LdvOc/NzU1M/0xPT8fIyEjY9J+JI11dXbl586bQ3CpTpgwFBQUkJCRgYGCAnZ3d7/JblSpVUCgUrF69miNHjtCzZ09R+fktv32Lve9h+K/it29jy7p162Jubs6RI0dK8NufjS2/5SXNEKyMjAyMjY3Jy8v7t+JIzXtmzZrFjh07SuEsNDSU58+f8/LlS4qLi7G2tubDhw8i1jY2Ni4VW6rVaqFx3aRJE0aMGPGX8du3saWnpyedOnVi5cqVtGnThgkTJpCSksLIkSPp1asXHTp04MOHD8yZM4fc3Fzy8vIYMmQI0dHRJCUloVaradq0Ke/evSMpKYmcnByMjIz48uVLiTgyLi6OSpUqiU328PBwkpKS0NPTE3z2bRxZXFz8Q377FmcfPnwQ9vM9fvsrYsuZM2eSkpKCVCrFyMhIDDX4V7Flv3790NbWZsWKFRw6dIj9+/f/4dhSgzNdXV1RdZqRkVEi7/oezjQactbW1qSmpmJgYPCX5XCnT58WPKnxNRr/8KPYcvPmzbx58+a7/PZtDqejo8PLly+RSqUCZ/+K3zTY09bWBn6bsq4Z7KFWq4mLi+PRo0cEBwdTu3ZtTpw4wcGDB6laterfs0HyX7y0/6+/wD/X//aVl5fH06dP+fXXX5k5cyYODg7k5OSUuFdQUMDTp085efIka9asQalUcu/ePfz8/AgLCyt17+jRo2KS1eLFizEzMyMoKIhVq1aRn5/PsmXLMDU1Zdu2baSlpZGWlsacOXNwcXFh6dKlxMXFMXnyZOrUqcP27duFrs2SJUtwdnZmwYIFfPr0iQkTJmBjYyOSrKdPnzJ9+nQAseMPMGHCBMzNzVm2bBna2tr88ssvmJqasnjxYqysrEhNTWXatGmYmJiwZMkSKlasKERYly9fjqmpKeXLlxd/a6aIJiQkIJFIuHHjBnPmzEGhUDBnzhz09PSYN28eV69eJSEhgR07dtCkSRMA1q5dy/Hjxzl06BAVK1Zk5cqVJf4eMmQIvr6+JZ4bNWoUS5YsKXHv0KFDHD58mIULFyKVSnn58iVXrlwpce/27dscO3YMgOnTp2NmZsaBAwfEWHcrKyseP34MwMmTJ8W97du3ExMTw549e9i+fTtKpZJVq1Zx8uRJ9u3bh7+/v9A10azJ2bNnSU9PJzMzk40bN3LixAnq1avH06dPSUhIYNOmTRw/fpykpCSCg4PZt28fkydPBmDhwoXo6ekxe/Zs8dvJ5XLgN+FhOzs7lixZIoLoKVOmoKWlxZo1a9DR0WHatGk4ODgQHBzMnDlzSE9PZ+7cuRgbG7Nq1SoSExPp2LEjPXr0YM+ePeJ0aOrUqTg4OAidsq/vrV69mvj4eDp27MigQYPYu3cvM2fOJDExkdmzZ2NiYsL27dtJTk4mOTlZ6BmuW7eOtLQ0mjdvTocOHQgODiY9PZ3CwkImTpyIk5MTQUFBrF69mo8fPzJkyBBGjRpFUlKS0JwYNmwYEomEhIQEAKytralcuTL37t0jPj5ebKydPXsWLS0tcnJyMDc35+TJk4wZM4b9+/dz5MgRgT1fX1/ev3/P/PnzcXNzY8qUKaKF4ZdffsHMzKwEzpYuXYqVlRWLFy8mISGBESNG4OLiwpIlS0hNTS2BswULFqCjo8OcOXPQ0tJi8eLFWFpakpqa+rs4s7GxEfZjZmZG06ZNS9zT4CwxMZF69eqRk5NDVFQU/fr14+DBg1y/fl1o9iQlJbFgwQI2bdqEo6MjISEhnDx58oc4e/v2rbDf9evX06FDB0aNGiX0JDUitZo1+BrDx44dK4GzyMhIrl69Ku4lJiayYsUK3r59y/Tp0ylbtiyPHz9GrVZz6tQpgbMtW7bw+fNnpk+fzt27d9HR0SmFs6SkJFatWsXZs2c5cOAAGzdu/EM4O3bsGE+fPmX8+PHid8nKyuLFixdMnjwZtVqNr68vCoUCLS0tjh8/jpWVFYMGDSIpKYkRI0ZQtmxZFi9eLHA3adIkzMzMWLJkCYmJiYSHhzNjxgz09fVZvXo1iYmJdO7cmZ49exIYGEhsbCyxsbGMHz+eihUrlsDZtGnTMDc3x8/Pjy9fvtC6dWvat2/P/v37mTNnDqmpqQJnQUFBzJo1i4SEBGbPno1arWbhwoXk5eXh5eVF9+7dv4uzHTt2kJ+fT2pqKvXr18fc3BwtLS2ysrJ4+vQpgYGBgvM01Weaqqx3796xdu3aH/Jb+fLluXbtGkeOHGHJkiWYmpqWwtm3/Fa1alUWLFjAx48fGTx4MHXr1uXo0aOl+C0oKIiVK1eKSaea/6+Ojg7z588HYPHixaLKaMKECdjb2wucpaSkMH36dHR0dATn/R6/NW/eXGDvyJEjZGVlleI3MzMzkpOTmT9/PtevX6d69eqEhoYyd+5cWrZsiYODQymcqVQq1q5dy5kzZzh69CgWFhal+G306NGlcKapYPgaZ0eOHOHUqVPi7zt37vDixQtRWVa5cmWmTZvGpk2bOH/+vDjhP3jwIJ8+fRK4e/nyJZs3by6Bs127dvHy5UuCg4MJDAzEzs6OEydOiDW6fPlyKZwdPHiwFBa/x2+LFy8mPj5eYC8xMVFULIwbN078dhqcTZ48WeDsW+wtWrQIXV1dFi5ciIGBwXc5b+nSpWRlZZGdnc20adO4fv16Kc7TPPc1zlavXk1ycjLt2rXDx8eHoKAgwW9jxozBw8ODHTt2kJmZSWFhIZMnT8bKyqoU5+3bt4/169djb28vhhVNnz6doqIiEVeOGDGC+Ph4wXHh4eECZ3fv3mXdunVUqlSpBBZ/hLtvY0ulUsn48eNJSkpizJgxNG3atAS/LV68mHLlyv3L2HLSpElYWVl9l/Pmz5+PQqFAIpEwYcIEduzY8R/FkRp+Kyws5NWrV7Rr1w57e3thv506dRIbez/iN01seeLECQ4dOgTAvn37SvDbTz/9VAp7xcXFnDlzpgSGv40t/yy//Si2vH//fil++zOx5YcPH7hy5QqTJk3C3NxcxJEzZ85EKpX+W3Gkpv1doy/8Lb/t2bOnBM4aNmzIihUryM7Opnnz5nTr1u27saWmYrthw4a0bt2ac+fO/aX8psHi17FlQEAACQkJoj2+V69eZGRksGfPHoqKiujRoweJiYkitjQzM2P9+vWkpaUxduxYbGxs+Pnnnzl06BC7du0Scdy3/BYQEIBareby5ctoa2uzZMkSrl+/XiqO/Dan+x6/LV26tATOsrOzhb7u1/z2V8aWms4SIyMj5s+fX4rfvuU8DfYePnwouOmPxpZyubwEzmQyGf7+/iXw8iOcnT59GiMjI7HB+lflcM+ePRObcjVr1qRVq1al4sjvxZYnT54kLCyMSZMmIZFISvGbWq1m8eLFJbBnZGQkcDZ58mSBs+/Flo6OjgwaNAgtLS0cHR2RSCQolUq0tLRwcnISE5Q/fvzIkSNHxACi/9evfzbr/rm+e2lKSe3t7TEyMiItLQ1fX19RMaY5TVm8eDGDBg0Sf69du5YFCxbQokULtm/f/t17qampPHv2jL59+9KqVStUKhXly5enWbNm1KlTh5YtW6JSqVi9ejVeXl5Uq1aNQYMGoVQqqVq1Kl++fCEvL0/oCWme69mzJ4WFhTg4OJCcnExBQQE9e/bk1q1bfPz4kf79+9OmTRv09PS4desWT58+pU2bNgwaNAhtbW0CAgLw9PSkTp06ODs7c/PmTT59+oSPjw+9evXCwMCAu3fvUlxcTGZmJk2bNhXi7n5+frRs2ZLU1FTmzZtHr169GDFiBGvWrCE1NZU5c+awbt068ZnZs2ejVCpZu3atSPJfvnxJUFCQ2NiJjIwkKCiI6dOnlyiJvnbtGmPHjqVu3booFApSU1O5evWquKeZLteoUSPMzc2pXr06rVq1YuXKldSrV4/27dujVqtp0KABr169wtLSkuHDhyOVSoXOWdWqValatSpt2rRh+fLleHl5MWDAAJYsWcLnz5/ZvHkzOjo6uLq6smnTJgoLC9m7dy8eHh64urpy+PBhZDIZ69evp0WLFuzdu5d3795x6NAhqlevzvPnz9m9ezeFhYUcOnQIDw8Pnj9/zsmTJ7GxsWHy5Mn06dNHaJXVqVOHJk2aUKZMGUJCQggJCaFr165MmjRJVHu+e/eOMWPGMGzYMNRqNYcPH8bFxYUOHTpga2tL/fr16dKlC2q1Wkxb0pSSP3z4kEqVKrF582Z69uwpNBmbNm0qntPc07Tt3bx5k5CQEKpUqYK/vz8jR47E3NycjIwMunXrRpMmTejUqZNoWe3cuTNv3rwhLCyMvLw84uLiCAwMZOTIkajValQqFa1ataJJkyasXLmS8PBwtm/fLiacZWZmitabsWPHMnv2bHbu3EmVKlXIzMykfv36rFu3ji5dulCxYkXS09Np1KgRp0+fxsPDg5s3b1JcXEx8fDyjRo2iRYsWKJVKXF1dRVLQv39/li9fzpgxY6hatarA59c46969O8XFxZQvX57MzEzRCvUtzqRSKevXr8fT05OKFSuWwlTv3r0FFj9+/FgKZ0ZGRtStW5f8/HzGjRvHhg0baNmyZQmc9ejRgxEjRrBp0yb69u1LSkoK69ato3r16qjVambNmiWmeN66dYvU1FTGjRuHUqnEz8+PihUrCtzNmDGDzMxM8vPzRfuNt7c3zZs3L4Wz2rVr8+HDB65evcr06dORyWRCx+XVq1fUrl2bZs2aoaurS5s2bVi2bBn16tWjXbt25ObmcuHCBVFl8j2caRICf39/9PX1ycjI+C7Ovr7n7u5OZmbm7+Ls6dOnnD59mgkTJtC/f38AwsLCiI6OZvjw4fTp0we1Ws2TJ0+4c+cOlSpVwsPDA4VCQVJSEtra2hw5coQqVapQu3ZtcnNzGTNmDCNGjADg2bNnvH//ns6dO9O9e3eUSqVo7bt//z4VK1Zk3bp19OjRQ2wsf4sztVpNu3btuHv3LhERETx9+pRatWqxefNm+vTpA0B+fj49evSgSZMmDBkyBHNzc9LT0xkxYgTnzp0jMzMThULxXZw1b96cJk2a4OvrS0xMDO/fv2fhwoUsWrQIJyenUpzn7OyMkZERmZmZHDx48F9yXlpamtg0GTVqFM2bNy+Fs759+5bgtyFDhlBUVETFihVJTExEV1eXli1bUqdOnRL8BlC2bFlatmxJo0aNBOdt2LABT09PXF1dBc7Cw8Np3bo1Q4YMKYGzQYMG0aNHjxKcp9GduXPnDnK5nIyMjFL81rZtW4G9yMhI5syZw4MHDwS/rV+/nt69e3Pz5k0+f/7M7du3GTZsGIMGDfouv6lUKl6/fi3uOTo68vHjR65duyYwpeG8b/lNIpEQGRlZAmeRkZHY2Nhgb29PtWrVaNCgAU+fPhUanCqVimnTpvH+/XsKCwu5du0a3t7eNGrUSHCeRvz+zJkzLFy4kFq1apGSksLbt285ePAgNWrU4ObNmyX4rVWrVkRHR5fAmbu7O9u2bSuBxRcvXpTit2+x17t3b9LT09mzZw+enp7069cPGxsb8ZnRo0czatQowXnR0dECe0qlkh07duDi4kKDBg2+y3kdOnSgVq1aPHjwAC0tLaFR+DXnNW/enEaNGtG9e/cSOAsPDycsLIy0tDTi4uLYuXMnPXr0ENpCLVq0EFhUqVQolcpSnBcfH8+2bdvw9/cnPDwcmUxGSkoKS5cuxcfHR2Bqy5YtjBs3jmrVqjF9+vQSOGvZsiWBgYHfxeK3uJNKpSViSw0WK1euzMePHwFKxZG9evUqxXnfxpZ5eXmMHj26FOfBbwm4lZUVo0ePpmHDhrx9+/ZPx5E9e/Zk2LBhbNmyRdxft26d+PvTp09s3bpVcOPX/LZ27VqxUfc19jQVmwAjRozAwsLiu7GlRp9u+vTpuLu7Y2FhgVKp/Ev4TaVSiee+F1tqtAj/bGx57do1bGxsmDFjRqk4slmzZn84jlQoFBw8eJDatWvTtWtXbG1tCQ8P58OHD4Lf4Ld2Yw3OsrKy6NKlC0eOHBETZevXr18KZ40bN6ZWrVpERETw9u1bvLy8/jJ++xaLX8eW69ev5/nz5+jq6nLjxg3kcjkymYyKFSty8+ZNlEqliC0rV67MrVu3UCqV9O/fn+zsbPbs2SNaP0ePHv1dfuvfvz8rV66kUaNGqNVqjh49iru7O23atCkRR36b09WpU6cUvwHcvn1b4KxVq1aigqtOnTo0bdr0b4kte/XqRUJCAnl5eaX47eucrk+fPuLen4ktX7x4UQJnZmZm6OnpIZfLadCgAT169PghzlJSUkhLS6OoqIi2bdv+ZTmchvO6dOnCuHHjOHbsWKk48tmzZ/8ytuzbt+8PY8tHjx4REhJCt27dmDBhgsBZrVq16Nq1awnO++mnnxg5ciQAz58/R19fn9TUVGxtbUUnggZTmopeDZdqDj/+/3D9s1n3z/XdSwOC8PBwrKysGDx4MKdOnWLp0qXUqlVL3Dt9+jSrVq3CzMyMIUOG/PAzX98bMmQIixcv5tixY/Tq1QsHBwdMTU0xMzPj/fv3wG+gMzc3x8LCgoSEBJHAacqbo6OjkUgkpZ7T0tKioKAAGxsboqOjgd+mXGppaYnpee3atRP3Dh06xKtXr2jbti0pKSncvn2by5cvi0k6Ojo6JZ67evUqERERrFq1CiMjI5o0aULr1q2ZMmUKNWvWZPDgwYSHh3Po0CFatWqFTCajadOmQkj7688cOHCA5cuX06lTJ8LDw1m7di2mpqZs3bqVx48f06ZNGywtLVm3bh1KpZLatWuTkpKCiYlJic9cvXq11HMazYALFy6I5zSn6SNGjKB///4EBwcTHx/P69evGTVqFP379xd6CGfOnKF+/fokJSWRmppKVlYWQ4YMES2ly5Yt4927d2LDZuvWrSKh9/DwIC8vjy1bttCkSROhi1amTBns7OxQqVRUrFiRAwcOiOeUSiU1a9bk+vXr6Orq8vjxY3r16iWC+YsXL4oJly9fviQvL4+9e/cSFRWFt7c3Dx8+FLpvDx48wNvbm8TERBITE+nWrRtVq1bF29ubMmXKkJ6ezqNHjzA1NSU7OxtLS0uys7N5/PgxZmZmpT7To0ePUvc0GzM5OTniXsWKFbl37x6PHj3CzMyMPn360LBhQx48eMDjx48xNzcX2iY1a9YU99zd3bl//36J52bOnMmFCxfQ0tLi5MmTKJVKZDIZ7u7u3Lx5U0zgOnToEOPGjePBgwdcv36drKws9PT0GDt2LI8fP+b06dMUFhYyfvx4Hj58yJUrV8jJyaG4uFhgKj8/X2BKrVbTsGFD0Sr1NRY1OJNKpWhra/8uzv4opr6HzytXrhAREUFcXBxly5bFy8uLiRMnsnnzZmQyGV5eXrRt25b169fTvn17vLy8uHz5Mn5+fmRkZIiktXz58kyZMkU817RpU9q2bcvatWtZtmwZHTt2pLi4GEtLS/z8/ErgzNTUlIMHD/Lu3bsf4ux7+NTo3IwcOVI89+7dO7Kzsxk5ciT9+/cnISGBqKgobt68WQJn2dnZDB06tATOoqOjBc62bdsm8FKpUiX2798vMKRpl9XgTK1W4+HhUQpnderU4dChQ4SEhIjEKSQkhLS0NNG+0KdPHyFk/ejRI+rVqyfa96tUqcKMGTNYu3YtoaGhqNVq3r59y/379xkwYAD3798XGmvv37/H29v7uzirUKECb968KYEzW1tb0tPTxWdycnLEc5rPlS9fnoSEhBLPaTCkwVTZsmUpKioqgTM3NzcePHhQAmc1atTgzp07GBkZkZKSwpIlS6hdu7aoIvyWu/4I52meCwsLQy6XM3ToUNRqNbm5uaW4S8NvANra2t/9jKmpqcCiUqnE0tISY2NjPnz4IJ77Ec4OHz7M69evv4uz7+EzIiKCiIgIkpKSBL+1bduWKVOmCI2xpk2b0rJlS5YvX16Cz77GZ7t27dDV1SUoKIiGDRvSrFkz5s6d+4e4y8LC4g9xnmaiqgZnGs77mrsKCwtJSEigV69eODo6YmhoSM2aNfn8+bPQQ3r79i2FhYWcOnWKunXrCsH4WbNmcfToUbKzsylTpgz29vYolUrc3d3Jy8tj8+bNNGvWDLlcTqVKlThw4ABbtmzB3d1dtHh9jcXq1auX4jepVFoKe97e3hQXF3P//n3BXRrOe/PmDSEhISU47+vn/gjn5efnU6FCBTEE40ec5+rqWgJnBQUFpbirfv36PHz4sASmNDz4Pc7TfG7ixIlMmTIFqVSKu7s7KSkprF69ugSmIiMj0dXV/WEc+SMsPn36VOBOqVSW4i7NxNLMzMwfxpHfct4fjS01mMrPz2fatGn/cRx5+PBh2rVrR+PGjbly5QobNmwgIyODcePGYWxsjIODA2PHjmXSpEl/Krbcs2cPQUFBP8TZ38FvX8efUVFRf2lsqVarqVGjBjdu3PjL4siUlBQuXbrE7du3SzwXEREh+K1FixYCQxpM2dvbk5+fz8ePH3+Is695UXOvQoUKpfjtW0w5OzuX4rfvxZFfx6TGxsb079+fjh07cvbsWYyMjLCxseHSpUsUFBQwfvx47t27x/Xr16lUqRKGhoZMmDCBBw8eiGECmhj07t27ZGZm/jCO1Ex8NzMzE7qLP8Lit/GnhYVFCX5TqVTfxVlubi5hYWEMGDDgL40tNfnahg0bqFWr1nf5TRNHTp48uQQv/tnY8s/i7Pnz50RHR5Odnf27OdwfjS2/jiOnTp2KnZ3dd+PIypUr/6nY0tvbmydPnoiN37dv3wqcXb58mTt37pTivIcPH+Lt7c29e/e4ffs2fn5+gt9atGiBlpaW2LcwNjZm8uTJyGSyv35j5P/w+mfAxD/Xv7xkMhkuLi60a9dOnHJcvHgROzs72rdvT/fu3ZFKpRQUFFClShV69uyJWq0u9Zmvn2vXrh0NGzZEW1ub+fPnEx8fj0QiwdHREblcTmpqKmq1GrVaTdmyZYXYvUqlolatWpiYmBAbGwsgtF00z2kE111cXEhKSuLGjRu0b99elPhXq1aNkydPUqdOHX766ScWLVok7rm4uDB+/HguX76Mubk55ubmtG3bttRzmzdv5sqVK3h4ePDo0SM8PDwYMWIE4eHhrFy5kpSUFAYPHszEiRN5/fo1p06dYsCAAaU+M3ToUL58+UK9evWYMWMGFhYW7Ny5k+rVq5OQkCAmFLm5uVGnTh3y8vLIy8tj7NixJT4DlHrO3NwcJycnli9fTlFREdnZ2bRt21YkEsuWLUOtVjN+/PgS98zMzHBycmLRokXExcXx5csXESwUFhaSmZmJvr4+ixYt4uzZszg5OYk2I03LXJcuXXBwcODOnTsolUpMTEw4duwYhoaGbNu2DalUSrdu3XBwcODGjRviuTZt2gin+/79e/r370/r1q2xs7PD1tYWGxsbnjx5glwup3379jg5OfH8+XOmTp2KmZkZgwYNEvemTJmCmZkZzs7OTJ06FYlEQnBwMLa2thgYGKBQKDh79ix16tQhNzcXFxcXzM3NOXv2LBUrVhSfOXfuHLm5uVStWhUDAwOKi4vFxE0tLS0cHBwwMTHh3LlztGnTBkdHRwAuXLhAQkIC3bt3x8HBAZVKxaVLl6hfvz66uro4Ozvj6OjI5cuXadSoUannYmJisLKywtPTE6lUyvnz58nIyODnn3+mTZs23Lp1SyR+Li4u9OzZk5YtW3Lnzh3UajUVKlSgZ8+etG7dGoVCwdWrV+ncuTMtW7YkPz9ftGlrpn6ZmpoSGxsrBIe/xqJGgFdzTzOCvlu3bpQvX15UvnTo0IHRo0ezZMkSqlSpIjA1ceJELl++jKmpKebm5rRp04YlS5ZQrVo1Tpw4QZ06dUSrm+a5unXrsnnzZn755RdRtdamTRvGjx/Pq1evOHPmDL1792bEiBH8/PPPBAUFERISQlFREdOmTcPW1pYPHz7Qr18/Ro4cKbB48uRJ+vfvL8bEe3p6MmPGDOrUqUPFihWpU6cOOTk5Amc1a9YkISGBXbt2CZzVrFmT+Ph4gU/NcxqNlzZt2lClShXMzMzYvXs3xcXF/PzzzyIQWrZsmQi4Fy1aRGxsLF++fKF79+54eHhQUFBARkYG+vr6+Pr6cubMGRwdHYWwrkZ4vHPnzgJDKpWqBM78/f2RSCR07dq1xGeUSiVt2rTB2NiYJ0+e0LdvX9q2bYuDgwM+Pj5YWFjw/PlzZsyYgbm5OWvWrGHMmDFC+8bLy0sIi3/8+BFtbW1cXV0pV64cL168YMqUKZibm4shFJr2mnLlypGXl4eLiwumpqacO3eOihUrCsHnM2fOkJeXR+XKlTE0NBQ4q1WrlnjO3Nycc+fOUa9ePYyMjMjNzeXs2bPk5eXRq1cv7OzsALh06RJeXl5oa2vj7OyMs7Mzly9fpmnTpiU+k5CQgKGhITVq1KBOnToAFBYWiqqQr7nrwoULJfhMIpGU4rxvP2NmZkZUVBQvXrxAS0uLOnXqCO6SSCSoVCqcnZ0pLi4mNTUVlUpF3bp1S/Db9z4jlUqFBotarebWrVvUrFmT8ePHc+XKFXHI1a5duxLcVbduXcaMGSM479SpU5QvX74U5w0dOpSrV68KfnN3d2fEiBEl+MzHx+d3OW/37t3Y2dnx008/0bRpUzIyMti8efPvcpeLi8sf4ryJEyfi4eGBmZkZwcHBYjq1l5cXkZGRos2xbt26ooWqSpUqDBw4EH19ffr27SuSRkdHR3x9fUlKSkJHR4effvqJEydOYGhoiL29PVpaWqW46+7du8jlcnR0dATnaSpTTExMOHnypOA8iURCu3bt0NbWRiKRCH5r06YNDg4ODBkypASfWVhYlOA8hUJBhw4dSnzG3Ny81HMav6LhvD179mBnZ1eCzzw9PUthysPDo8RnNHqpxsbGAmeaw8evMeXl5YWDg0MJTHXr1g17e3txr379+qWey8jIEBuzsbGxNGvWDKlUSn5+vsCURCL5l3Hk9+LPHj16YGJiUgJ338aIKpWK2rVr/8s4UjMgR3MvJSUFpVL5h2LL/ySObNWqFWFhYSxevJiYmBgGDRpUgt80m4Bubm5kZGSgq6vL+PHj/1Rs+Udw9r34s23btlSqVEngTqOP+3UcqYk/v40jvxd//pWxpQZnf2Uc+S0W5XI5zZs3x83NjaysLPbs2UNkZKSIETWxpaen57+MLb+NPzW8WLt2bYG706dPk5eXJ3hcE0c2aNDgD8WRXbt2FZpwGtmdN2/eUK1aNSpWrEhGRgb16tWjoKCAq1ev0rt3b1q2bElkZCRqtRpnZ2e6du1KixYtuHTpEvn5+fz000+0bt2agoKCH8aRCoUClUqFi4sLKpXqu3FkfHy8OMT4Ov7UbARpritXrtCxY8e/PbacOHEiL1++FPnayJEjCQ8PZ8WKFaX4TRNHfs2Lfya2/LNxZG5uLr/++isSiaRUbKnJe/5sbKnRsjM0NGTnzp3fjSO1tLRKxZ+/F1uWK1dOYMrc3BwfHx+cnZ159uyZ4Dx7e3tsbGwIDQ1FoVCIgVVf89uaNWsICgoS/Pby5UsRC329b/H/t+ufzbp/LnFdv36do0ePcu3aNeLi4oDfxFWrVavGtWvXqFSpEu7u7sL5PnnyhHbt2tGkSROMjY2FpkOfPn3Q0tIiMTGRw4cPU6VKFdzc3MRzr1+/ZsWKFTRt2pQvX74wadIkXr9+TaVKldDT0+PatWtiUhv8VjmgaaMYMWIEOjo6ZGdnc/36dfLy8jA0NATg0aNHovU1KyuL9PR0cnNz+fnnn/n5558pKCigXLlyqNVqzMzM8PDwQCqVUqdOHYyNjalatSpOTk7i5KZs2bLo6elhaWlJhQoVUKvVGBkZER8fz4MHD6hUqRI5OTlcu3aNGjVqYGxsTGpqKh4eHnh6emJpacmnT58oKirC2Ni4xGfc3d2ZNWsW1tbWZGVlkZKSQtu2bUlOTsbLywsTExPS0tLQ19enW7duZGRkEB8fj6WlJVFRUXTq1EkM0ZBIJKWes7GxQSaTsX//fkxMTLCwsEAul6OtrY1cLhcTY8uUKSNanvPy8jAzM0Mmk3H48GHs7e3R09MjKiqqxGe0tLTECWLnzp0xNjbm6dOnHD58mEOHDnHt2jU6depEaGgoAQEBXLx4kaSkJAYOHEhYWBgbN24Un/nw4QOHDx/m4MGDXLt2jR49epCRkYGDgwNWVlYolUrmzp1L8+bNsba2xtDQEFNTUwwMDGjSpAlVq1ZFoVBgaWlJzZo1qVWrlmiVqlixIlKplD179iCRSPj8+TNXrlxBR0eHL1++8PTpU16/fk1UVBSxsbGkp6fz4sULjh8/jq6uLomJiYSGhjJnzhwOHTqEhYUFEolE6DO+ffuWoqIi+vXrx7t373jz5g0KhQJtbW1iY2M5fPgwHz9+xN7eHplMRkxMDBERERQXF3PlyhU6depEUlISERERpZ57/vz5/8feeQZGVbRv/7d903tPIIEUkpAQQqgSDBBK6EWQan2wgF2wPvpYEUR6B6UJgdARpUnvJSAdAkIIIY303nb3vB/877xEgiIiLHHnEznMNee+7pkz59o5M/eNr6+vyJxpb29PeXk5b7zxBn379qVDhw4cPHhQxPpwdXWlf//+FBUVkZOTw/fffy92+bRo0YJDhw6xbt06BgwYQEhICBUVFSLm0lNPPYVGo0GlUqFWq1EqlQQEBCCTybC1tcXS0hL4LQCwo6OjSFffq1cvsrOzgd+yqn744Ye4ubnRuHFjRo8ejaOjI8HBwWIHwLhx42jYsCFqtRqFQiF+RLi5ueHm5saAAQN47733sLe3x9XVlQsXLuDr64tSqUShUGBjY4NMJiMlJQWdTid2UPn7+3PlyhXc3NzQaDQMGTKE6upqHBwcmDhxIo0aNcLZ2Zlr166h1+vFAmf9+vUpKioiNzeXoUOH0q5dOywtLcnLy8PNzY1Lly7Rpk0bGjZsKH4YXb58mQ8++AB/f3/xfBpxubm5ItB1ZWWlSI5g9KnxB0x5eTm2trbo9Xqxa83KyoozZ87g4OCAl5cX5eXlKBQKkpOT8fX1ZdKkSdjb24tYasZslYMHD+bw4cMkJyej1+sxGAwMHTqUI0eOiLgot9Yx/oh57rnnUCgUBAYGAr/FDRk1apQISm0wGHB3d6egoIDXXnuNTZs2YWFhQVZWFoGBgbRo0QKZTEanTp1wcXEhPDxcHHFwd3fH398fS0tLHB0duXz5MufPnycpKYmioiJsbW05c+YMa9euRS6XI5fLOXnyJP/73/9ISEjA1tYWpVLJiRMnOHfuHElJSSQnJ3Pt2jWxS8TW1pasrCyR7CgjI0MEXb906ZIIWjx79mz0ej3Xrl3jhx9+qFEnISEBlUqFl5cXrq6uFBUVYWNjI46STJgwAVtbW+rXr095eTmpqals3LiRLl26iB9LI0aMoKKiggEDBoixOWHCBDw8PIiOjkYmk/HOO++wfft2RowYgZWVFXl5eSIelkajwWAwsHLlSi5cuMB//vMf5HI5eXl5zJ8/n/Pnz9OoUSMUCgVLlixhwYIFnDp1iuLiYsrLy5k3b574oVpVVSXi5Li6uqLRaLC0tMTS0pKysjJUKhX16tUjMzMTR0dHVCoVoaGhODs7s3r1aoKDg3F2diYpKYkTJ05gY2NDfn4+8fHxBAYGYmdnx7Vr10Sg9MDAQCwtLcnOzhbP/e/rDB48GKVSSVZWFqGhobRo0YLY2FjkcjnZ2dlUVFRw7do1goKCxLxsYWFB165dyczM5Pr169jY2HDp0qUauKqqKpGMJDU1lYqKCvFD5NKlS8jlcqqqqtiyZQs9evSgrKyMmzdv8tNPP5GTk0NBQQFTpkzBzs4OJycnVCoVixYtwsbGBpVKxQ8//MDmzZsJDg4mKytL/ID4+OOPmTdvHm3atOHq1assWbKEiRMnimtHjhzhiy++YNasWRw+fJihQ4dy7NgxPvroI+bNm8fjjz8OgK+vLzKZTGRuDgoKEosnOp2OoKAg2rRpg6WlJWq1WvRjy5YtadCgAdXV1VhYWNSKA5g/fz7FxcVcuXKFrVu3IpPJSE1NJTExkfPnz3Pp0iWSk5NJTk7m5MmTrF69usY778MPP2TcuHFYWFhQVlbGuXPnuHjxIgALFy7EycmJ9PR0zp49i1wu5+bNm1y8eJGlS5eSm5uLTqcjPz+f5ORkceRy0aJFuLq6kpqaytdff41MJuPpp58mNTWVtLQ02rVrh62t7V3ryNr0p7e3N2+++SbW1tZ8+OGHrFixQgRaV6lUJCYm3lFHGp+zrVu3smfPntv0Z1lZWa3aslGjRmRmZhIREfG3dOTkyZM5evQoarWaoqIisrKy8PLyws3NTWSyzMvL4+mnnyYrK4tGjRpx/PhxNm3adN+05e7du/+wjrOzs9hNlZmZSVlZmUjs9Gc6sqSk5E/15/3SlvdTRwYGBt6GM2ZtNT4bX3/9NStWrPhTbbl69epa6xQWFor34pQpU7CyssLa2pqLFy+ycuXKe9aRjRs3JisriwsXLpCSkkJCQoKIUfbxxx+Tl5eHTCZDqVSydOlSVq5cyYABA+jUqRPV1dV8//33uLu7M3DgQLy9vdHpdOzevZu+ffv+bR3p7u6OUqlk+PDhInO3Wq1GrVaLnfE6nY62bdvywQcfIEkSffr04b333rvv2jI3Nxd/f3+uX79OdXU1NjY2+Pn54e7uLhbe3nvvvRo60sLCgrfeeuuetOXPP/98TzqyT58+VFdX4+XlRUVFBQqF4r5pywMHDpCcnCyOTdemI69evcr8+fPR6/V/WVv+XiPWq1ePZ599loEDB2IwGPD39ycyMlI8aw4ODmi1Wp555hkGDBggNGmrVq0ICQlhxowZFBcXs27dOuD/nwasq8WcDdZcAJg0aRIrV64kKCiI5ORkMRFfvHiRoKAgrl69ilarJTs7Gx8fH1JSUrCxscHHx4dr167h4uLCtWvXsLW1FVkwjUflnJ2dRXbMlJQUrK2t8fPz48qVKwJnY2MjJs3mzZuTnJxMeXk5RUVFWFpaih8H165d48aNG1hYWGBjYyOyDwE4OTkREhLClStXSEtLE3VCQkJE9qKIiAixqCKXywkPDyc5OVkIIZlMJnzw+2tnz569DVdcXIxKpaK8vByZTCZ2JsnlclQqlfjqGxAQQEpKiqgDvy2EFhcXY2lpSUlJCQ4ODlRWVhIeHs7Zs2fFRK1UKrG2tiY9PR0vLy8KCwtF9pzU1FRUKhVKpbIGzpjhrKKigoqKChwcHABEVjbjRK/VagkJCeHEiRPiBaTRaEQdjUaDTqcjMjJS1NFqteKHQnJyMmq1mhs3bqDVamnSpImYuDMyMvD29hYxgwoLCzl58iReXl5UVVWJLyYymUzgjCLQiAOwt7fn5s2bBAUFcfLkSbE4a1yQS0xMRCaToVKpRL8YM9GpVCosLS3Fl3FJkmjevDnnzp2jsrISmUyGQqHA2dmZrKwskfVIoVBgZWVFWlqaeKFHRkYSGRnJ0qVLUSgUIiV5VFQUFRUVhISEsHHjRsrLy3FwcMDT05OUlBTxdT43NxdPT0+RySoqKgpra2t0Oh3Hjx+/Defn58fChQuZOHEiV65c4ddffyUlJQVvb2+WL1/OmjVr+PbbbykpKaF58+YsXbqUp59+msOHD2Ntbc2QIUN4++23iY6OFj8WWrRoIQILOzs7ExUVxdtvv03Tpk2RyWQcP34cmUxG//79OXfuHC1atGDx4sVMnjyZ+fPno9Vq+eWXX5AkiYkTJ/Ldd9+JawCRkZHI5XK2bt3KmjVrROauBg0asGDBAubNm1fjWqtWrThy5Ai//vor/v7+zJs3j++++45Dhw4JMaHVagkLC2P58uUUFxeLxDATJkzg448/RpIkunfvzrp167C2tqa0tJSwsDAcHBzw8PBg9erV4vhgbm4u48aNEzh/f3/OnTvHBx98wHfffYdKpcLCwoKYmBjOnDkjxndZWRk+Pj5kZmbi6+tLVFQUy5cvx8fHh4yMjNtwV65cobCwkMrKSnx8fNDpdHh7e5Oenk5aWhr16tWjoqKCwsJCqqqqaN26NcePHxe7GtLS0gSuYcOGfPfdd4wbN474+HjUajVNmjTh22+/JSUlhW7duuHl5SWOqly9elXsQPj5559JTk6me/fuNercimvVqhVNmjThiSeeYMSIEezbtw8LCwvq169PQUEBfn5+LFiwgP79+5OZmSmEmKenJ1euXMHPz48DBw6IRU2DwUBBQQE+Pj40adKEH3/8URxXMh4FMh6/yMjIQKlUiqNylZWVhISE0KRJE1avXi2O3nl6epKenk5lZSXW1tZiXioqKkKpVKLRaHjsscdEfB1LS0tUKpXIsmf8Ym/clWqcx7RaLa1ateLq1avk5ORQXV2NTqdDo9FQXl4u5sLg4GAuXLggYimlpqZSv379Gtd+/fVXgVOr1VRVVdGoUSMuXLggjgKdOXMGlUpF/fr1ycrKIjs7G5lMRqNGjdBoNOTk5HDjxg2sra3Fj4lLly5RUlJCXFwcaWlpXLlyhbKyMmxsbPD19UWlUnHz5k0yMzPp2LEj6enpIvudRqOhZcuWHD16lLy8PLRaLe3btyc5Ofm2OteuXROLEBqNhubNm4vxIkkSKpUKjUZDfn4+QUFBpKSkIJfLhX8VCoU4Kp2fn0+jRo3EjxjjD4BGjRqRl5cnjkIZs4XGxMRw5MgRcnNzsbS0xMLCAnt7e1JSUrC3txfvoltxVlZWtGrVih07dlBdXY1cLmfGjBmMHTuWGzdu4OrqSmFhIfb29jRp0oQdO3ag1+uxsrIiOjpa4KysrLC0tKS0tJSysjLUarWIt2b0k3FHRGBgICqVSmSiVCqVdOzYkeTkZDIyMsjNzRULj8av+7/88ovA6XQ68X7s2LEj+/btE8kIYmJiSE5O5vLly+L906pVK/bt24der0epVKJUKmnVqhVbt24VWbtvxRkzjtva2pKeni50SdeuXTl27Bh5eXniB56XlxdpaWlUVlaKxSwLCwtu3Lgh+rJx48YcPXoUCwsLPDw8KCgooLq6WuwGMsboqq6uFotiFhYWNGjQgKNHj2JjYyOybur1eqqqqlAqlVRWVgqdp9FoKC0txWAw/CUdWZv+NP7IvnjxosA5OjqSnZ2NRqPB2tq6Vh1pXPgqKSkhKiqK1NTU2/Rno0aNbtOWGo2G9PR0oYlsbGzuSUcWFhai0+lo1aoVKSkpVFRUiNhWer0eFxcXbt68KX6QhoeHk5mZSUFBAXq9Hrlc/re1pZWVldASRn30+zqenp7iiPdf0ZHG45AGg+EPcfdLW95PHQmImG5GnDGovZWVFenp6WKxqWnTpnfUlsbnPCoqqoZ/jUc/HR0dSU5OFmEejNngmzdvzokTJ/6yjvTw8GDRokU8++yzHD58GLVaTWRkJCqViv3799O8eXOaNGlCWloaubm5HDlyBGtra4YOHcrTTz9N586dkclkDB48mLfffpt27doJ3di8eXOhIx0cHHj88ccZNWrUPenIW6+dOHECmUxGv379OH/+PM2bN+f7779n0qRJLFiwgMjISBYuXMh3331337RleHi4OMravXt31q9fz5dffsmnn36KwWDAycmJ/Px8QkND+eWXX2royAMHDrBx48a/rC0XLVpEs2bN/rKO/Pnnn2nXrp24Zjx5dj+05cKFC6lXr94f6sgXX3yRvLy8P9Sfv9eWTZs2pV+/fsTExNymEY19169fvxrXjBnbDQYDs2bNEmPCYDCwfv16scA/Y8YMzp07x+zZs/+ppRGTKeaddebCtWvX2Lx5M5MnTxaZyjw9PUlMTKRt27YsXryY8ePHU1BQgJOTEx06dODDDz9EJpNx8uRJ2rRpw8aNG/nvf/8L/BZg/PHHH+err76iXr163Lx5swZOLpdz/PhxWrduLXDGr7NWVlYsXryYqKgoIZQsLS3FF1tjquYGDRqI7cnGI2Dx8fFkZ2dz48YNUWfp0qWkp6dz48YNWrVqxbJly4iIiECn02Fra0tERIRIVV1YWEiTJk2ED/R6PYWFhTz22GMsXry4Bq5JkyY16iiVStatW0fDhg2B3wRAt27d+OGHH9BqtUKAr1u3TmzxLiws5PHHH+f48ePExMRQUFCAnZ0drVu3Zt26dXh5eVFSUkJ0dDTbt29nzZo1KJVKioqKaN++PT///DMtW7ZEkqTbcEVFRXTq1InDhw/j4+NDSUkJBQUFxMXFcfjwYSwsLEQctM6dO7N+/Xqx6GgMsu3u7k5lZSVyuZzY2FhRp6KiggYNGgg/GX+UlJeX8/zzzzNu3DhKSkpwdHQkLS2N1157DU9PT86cOUPTpk3JzMzktddew9/fn+rqaioqKgSutLS0Bs7Ozo5Lly4RERHB4sWL6dKlC2VlZeTl5dG6dWsWL16Ms7MzOp0OOzs7GjduzNKlS5HL5ZSUlNC6dWt27tzJvHnzRKrxtm3bsn79ejw8PNDr9fTs2ZPt27eL428lJSXExsayfft2HnvsMcLCwpDL5SL2XIsWLejfv7/Ysn7s2DGRfci4RT0tLU38eDh27BgAxcXFXLt2Dfv/S0t+7Ngxjhw5Ir6S/x536NAhkX3T1tYWJycngoODyc3NpX///gwcOFAcebt69aoI6BoXF4dGo2HZsmXk5eXRqFEjUlNTxdfXBg0a1Pg7Ly8PBwcHSktLeeqpp5g4cSLnz59Hq9Vy9OhR2rdvz4IFC3B2dqasrIzhw4czadIkFi1ahJOTE2VlZQwbNoyxY8dSVlZGSUkJb7zxBsnJydjY2ODp6cnBgwcZPnw4SUlJaDQa/P39OXjwIIsXL8ba2hpvb28OHDjAM888Q3JyMra2tnh6enL48GGOHj3K/PnzKSsrIzAwkB49eiCXyxkzZgySJFFZWUlqaqoIGBwWFsapU6c4evSoCDQdEREhdgG+++67AqfVaunfvz9z5szB19dXLJRkZ2dja2tLQEAAqamp6PV6PD098fPz4/Dhwxw6dIgWLVrg6elJgwYNbsMFBQVRVVUl5hUHBwcSExNxdXXFwsKCgoICsUtBpVKJXVa31jHiDhw4wPDhwyksLCQkJITi4mJxzXh84vr16/Tq1QuDwUDDhg0JDAzk+vXr9OjRAz8/v9vqGI83Xb9+na1bt7J9+3axGNarVy+qq6v59ddf8fHx4dChQzz11FN4e3tTVlZGZWUl+/fv54cffuDkyZN069aNhg0bcuDAARFHzMfHh2PHjnHq1ClatmxJ586dadasGenp6SiVSlq0aEGbNm0ICgoSP3aeeOIJIiMjBS4oKAi1Ws38+fPZsGEDmzdvxtHRkZKSEiZPnix2wBoX8CZNmsTixYsxGAwiycvatWtxdXWlsrISpVJZo05hYSHdunVj/PjxzJw5E0mSyM/P55tvvuF///ufiC/k6+vL3LlzRTbqEydO8Pnnn4sMgJIkceLECb7++muBy8/Pp379+syZM4f3338fmUzGsWPHaNu2Ld7e3rz++utCjNarV49Zs2aRl5fH9evXad68OT4+PsyYMUMsnnl4eDB58mS8vb0pLS3F1tYWb29vpk+fLt6Lzz//PFOmTGHGjBno9XqKior48ssv+frrr/H390ev1+Pu7s4nn3zC9OnTMRgMFBUV8eqrr/L1118zY8YMsQD65Zdf8tlnn6FSqcQ4Xrp0KcuXL0elUpGUlIS1tTXff/+9OPKo1+uZN2+eqHPx4kVsbW1Zvnw5a9euxdvbmwsXLvDll18SHx9PZGQkkiTh7e3NhAkTxHxSUlLC559/Tnx8PAkJCchkMoqKipgwYUINnIeHB1OnTiU+Pl4sBJSXl7N06VK8vb0pKiqisrKSUaNGMX36dJo2bSrezRcvXhR/G+e0TZs2iWdSo9Hw0UcfMW3aNAwGAyUlJbzwwgtcvnyZoUOH4ubmhl6vp7y8nG7duvHaa6+JBf3Lly8zZMgQ7O3tOXv2LC+++KLAeXp6otPpBC40NJTS0lI8PDz4+OOPmTp1KgAlJSW8+eabfPXVV7Rp00Ys3nzxxRd89dVXYvfE73HFxcV88MEHrFu3jmnTpqFQKLC1tWXSpEksX75cJAmYP38+a9asYfPmzWLunz17Nps2baJhw4YiSPqSJUv4/PPPKS8vJyUlhSeffJItW7bQsGFDrl69yo0bN5g9ezZbt24VC55xcXF8//33fP755xQXF5OZmckTTzzBtm3baNCggdjZYdRQxt1Ujz322F/SkbXpT+NCQbt27QQuJydHLALVpiOXLl1KdnY2JSUlWFlZsWzZslr15++1pTGTp06no1OnTsTHx9+zjpQkCZ1Ox8mTJ5k7dy716tVDJpOh0+mwt7fn2WefJTQ0VMTba9WqFUuXLsXW1lbspvo72nL69OniI0OrVq3uqD9VKtVf1pE+Pj6UlpaSn5//p7j7oS2HDBlyX3VkaWnpbbjc3Fw6duzIjh07REgfFxcXoqOja9WWRv1p3Mm3bt066tWrh0qlwtXVlRs3bogPJMaENyUlJeTm5nL27Nm/rCONoVSMu466dOmCXq/n+PHjpKWl0bt3b4qKisSOWuPxYY1GI34PhYWFUVxcLLJaBwUFkZqaSkZGBqdPnxY6Mjc3l3379jFp0qR70pELFiwQOtKIu3DhAlqtlmPHjhETE8N3332Hv78/R48eFRrxfmjLI0eOMG/ePGQyGZWVlaSkpGBnZyfe61VVVWKH7YkTJwgLCxMf2N555x2OHz/+l7SllZUVOTk52Nra/iUdKZfLKSgoYMeOHTRq1Ei8kwsKCv62thw2bJg48XAnHdmzZ0/q16/P6NGjKSkp+UP9+XttuXXrVtLT02vViMa+M/4+9fb25uDBg+zatYuzZ8+i1WqpqqoS8eoLCgpE2CyAtLQ0HB0daxyBravFvLPOXEhJSeGFF17g22+/xcfHB/gt68rLL78stsH37t2b//znP/Tp04eNGzfSrVs3bG1tmTNnDlZWVvTu3ZvXXnuNRYsW1bjm4eHBrFmzeOKJJ/4UN2nSJBFP5Pjx4zg7O+Pp6cnZs2dp2rQpiYmJWFtbYzAY0Gq19OjRg4ULF9KoUSOuXr1aa51hw4YxZcoUcdzK19eX9PR08QUjNzeX+vXrc+PGDSGObG1tad26NVu3bhVfLX+Py8nJISAgQARTdXBwEBlVJ0+eTI8ePTh27BiDBg2ivLycWbNmiTqurq4sWbKE5ORkrK2t6d+/Pz179mT48OFYWFiQmZmJn58fycnJ4seSq6srzZs358cffxQ794xBoo1b5n+Pq6ysxNvbm9DQUDZu3Ci2KRt3+en1ehwdHcnJycHf359r166Jr382NjYEBARw5MgRnJ2dKSgoqFFHLpdjYWFBixYt2L9/P2q1WhzN++KLL5g4cSJ9+vRhyZIl6PV63nvvPSZNmoSFhQVubm5kZmYycuRIJk2aJL583opbvHgxAK+++ipjx44V8adCQkLYsGGD2B1g3PVZXl4ugtMHBASI3ScqlQpPT08aNWrE1q1bxc7LBg0aiC+3er0eOzs7oqOj2bBhg4hXY9xBM3HiRMaMGUNxcbHYMRMfH89bb71FVVUV1dXVFBUVERoaSlJSEvb29uKFbDAYxK6T8vJyYmNjOXTokNgJYozRc+nSpT/ELVmyhBkzZoisfOvXr8fX1xcrKytcXV3JyMgQiUAmTpyIvb09o0ePxsnJCa1Wi7u7O+fOnUOtVmNjY1Pj77Vr19K+fXtKS0tRq9Xk5OTQu3dvfv75Z+rVq8eFCxcICAgQMWuMddasWcMrr7wirmVnZ4sdTcaA+q+//jrffvuteLkWFxcTHBzMtWvXcHBwICMjA1dXV0pLS0XA4Vtxxt1WFRUVjBs3jvXr1/Pss89y5swZ5s+fj0KhoHPnziQlJQEwefJkPvnkE9zd3Tl8+DDFxcUkJCTwxRdfiGtFRUX4+/vToEEDkpKSUKvVvPPOO4waNUo8b0VFRURFRXHp0iVsbW3FF8uCggJRp7i4mGnTpvHf//63VpwxDotWq0WhUCBJkhD/ISEhXLt2TYiM0tJSsRu2tjrGa2vXrmXUqFHiOIWdnR0WFhbk5eVx9epVfH19+fHHH3nmmWfIzc3l2rVr1K9fX+xK+X0d4zVJkoiIiODq1auEhIRw8uRJsSvHxcWFiooKiouLWbBgAR988AEymYySkhKxEyUpKUnEgJLL5eJHbnl5OSUlJSxcuJD333+fiooKsZA0YMAAsViQmpqKn58fFRUV4vhLYWEhbm5udO/eXSwyr127VuymCA8PF19ZKysrcXBwICQkhKNHj1JdXS12cTk6OoojfHeqExAQwLFjx6iqqmLlypXiy/GiRYvIycnhhx9+IDAwkI8++oiVK1eSkJBAREQEgLh2N7hevXpx5coVQkJCWLVqFQANGzakV69eTJ06FYPBIOp07txZXPPz86NPnz5MmzYNe3t7cnNzBW7KlCkimYhMJqNhw4Zs3rwZvV5P/fr1CQ8PZ/v27SgUCrEjqnHjxmzdulXs/rsTbsuWLUiShF6vZ/369TRq1EjECfrmm2/o2bMn48aNY+nSpVRXV4vM08Y6EyZMoFevXgB88803zJ8/n7CwMAICAti0aRNarZaCggIiIiJo0KABP/74I1VVVURGRop3xQ8//IBOp6sV16RJExo2bMjGjRuprq4WR8W8vb3Zv38/8Fug7PDwcPbv3y+eFWNykQsXLrBs2TICAgKorq7G1taW06dPA+Dp6UloaCh79uwRR4x37dol4rctWbKEvn37cvToUUaMGMHs2bO5efMmAwYM4MCBA8TGxrJ48eI/xA0cOFD0ccuWLfHx8WHjxo1UVlYSGhqKu7s7Go2GTZs2ARAVFYWvry+bNm2ioqKiVlxISAgeHh7odDoRwzQsLIzQ0FDx/PTt25eMjAx8fX1Zs2YN1dXVhIaGilhPxliJRUVFeHt788svv6BUKsUiYf369Tl9+rQ4QWA8KWGMI1ZRUYG7uzvXrl0TIQwkScLPz4+TJ0/i7OxMfn4+np6e5OTkiF1v90NH1oZzd3e/o44cNmwY06ZNQ6lU3pP+dHZ2pqio6G/rSOOOtFGjRuHq6kp8fDw3btxg4MCB7N27lyZNmrB9+3YGDhwo4mOVl5cze/Zs7O3t/5a2DA4O5ueff8bDw4O8vLy70p/BwcEkJSVhMBj+UEc2adKE3bt3i4yNf6Y//662NIbwefLJJ++rjqwN5+fnR1paGpaWliLLbm3aMiIigk2bNtXQnykpKQwePJiFCxeiVqvRaDQUFRXRv39/tm7diqOjowgDcK860s/Pj3PnzuHv709ycrJYlLKxsaFhw4b88ssvNGjQABcXF5599lmsra15//33cXR0RKvV4uDgwK+//ip2O99JRxYWFuLv7y98+Hd0ZG04d3f3O2rE+6EtAwMDCQkJEaE63Nzc0Ol0NGjQQOjIefPmMX369Bo6cuXKlfekLa2trcVC1F/Rkcad+g4ODmRmZt5XbRkaGkplZeUf6sgff/yRjh073pX+vFVbNm/e/I4a0agt7e3tqa6uFmE7ioqKCA8PF0dijSGMAgICsLKywsHBge3bt7N06VICAgL+/kKIiRfzzjpzwcPDg8rKSjZs2CCuBQcHo1QqadiwIXv27OHgwYNiF9SwYcPYs2cPGo0GtVot6qxatYohQ4bUuKbT6cSW+TvhVq5cyZAhQ0S66sTERJ555hlkMhkODg5UVVWRmJjIs88+i1arxcfHh+zsbJYvX46zs7PY+l5bnblz57JgwQKsrKxwc3OjuLiYF198Ea1WS2BgIJGRkRQXF/Pyyy+L47nw29f3pUuX3hHXrFkz8vPzeeKJJ3B0dCQkJIQtW7aIYzeOjo48/fTTbNmyBZ1OV6NOSkoK3377LRYWFgQEBLB7926OHj0K/LZVPygoiOzsbF544QUhQEpKSsjOzmbx4sVi63l2djYjRoxAoVDUinN3dyc3N5eysjJWrlwpdmMUFBSIgJ5RUVE89thjFBQU8Pbbbws75XI5fn5+ODs706pVq9vqBAcHo9FosLKyIiEhQfhFpVJx5coVMVYGDBiASqUiKytLjKeCggK8vLyIjIxEqVTWihs4cCAymQy1Wo2TkxPu7u5kZWWJnRNarRY7Oztu3LjBm2++ibOzM66uriJ9vDGWhDHuVnFxsRgrISEh3Lx5k+eeew6tVouvr69IurB06VIsLCxwcnISdRo3boyLiwt+fn7iiNHnn3+OtbU1wcHBdOzYUTxDnp6edO/enW+//RYbGxtxnOqll17C09OT1NRUGjZsSI8ePXj55Zfx9PSkqqrqD3EeHh5MmDCBqKgomjdvzqhRo/j222+pqqrixo0bjBgxgjlz5jB16lRUKhVTpkwhIiKCmTNnkp+fz9mzZ4mLi2P69OkUFRXV+NsYnN/KyorCwkLKy8vx8PAQsX2uX7/OpEmTqKioIC8vj8LCQvFD7OOPPxa4iooKXF1d0ev1NG/enAEDBuDh4cHmzZtxcXGhRYsWDBgwQPSHnZ0dLVu2ZO7cuSgUCqqqqmrFNW/eXPzoWr58OVFRUQQEBPDEE08wdepUJEni5MmTTJ48mfLyct5++23gt92FEyZMwMnJiffee6/GNQcHB65evUpcXByTJ0+msLCQzz//HEtLS/z9/YmNjcXd3V0I7kaNGjFnzhyqq6spLS0VdTw8PJgxY8YdcUFBQcydO1fsZmnfvj3PP/+8+CFdr1492rdvz4gRI0TsnjvVeeaZZ/Dw8OC///0vjo6OtGjRQsScOXv2LE888QRdu3aloqKCJ554AkDEniktLb1jHeM1YywpFxcXvLy8WLVqFVOmTBGLckZuEyZMwMfHh48++oj4+Hg8PDy4cuWKOBo7Z84cXF1dqaiooH79+nTq1Al3d3fGjRuHlZUVISEhtG/fHnd3dw4ePIhWqyUgIIBZs2ZRWVlJbm4uwcHBdOjQATc3N27evAmAn58farWazz77DEDskp05cyZyuRyNRkO3bt3o1q0b33zzDfBbHMWnn36aXr16ieOZd6rTrVs3JkyYAMDBgwcB6Nq1qzgSWlJSgk6nY8CAAcBv8VH1en2Na3+EM/pbr9dz/vx5Nm/eLOL7XLlyhQULFvDll1/WqPPdd98xduxYAJKTk1m4cCHTpk0TPx6NuK+++gqAevXq0aJFC4KCgoSfHB0dadSokYjdp1KpROzZr7/++k9xEyZMEMdfy8vL0el09O/fH0AkmomLi0OpVKLVam+rk5GRgcFgEEf8ALFbaPbs2VRUVIhFIFtbW2GTQqHAxcUFW1tb/ve//90RZ2dnh42NDbNmzUKj0RAXF0dcXBxdu3ZlypQpwG+Lbo8//jgzZ86kvLwcrVbLgAED6Nu3r0haEBERQbdu3YiNjRX6pHXr1rRt21aMiyNHjhAbG0t0dDQtW7YEwMLCgscff5yAgACKiorQaDREREQQHR1NixYt/hQXFRUl4jupVCpsbGwYP348gDie6+bmxqeffgogsgXPnDnzjjhra2uBM8aAMsbzHDdunBhj9evXR6PRiMV3GxsbLCws8Pb2RiaTiQ89p0+fxtLSEnt7e/z8/ET8OycnJ+zs7PDw8BA7QRQKBVFRUWLhyvij1M7ODplMhqenJy4uLsTGxtKhQwckSeL5559Ho9H8bR1ZG666ulpkdr2TRpwzZ47QFH9Ff65YsQInJydCQ0P/lo7My8vjySefZPTo0WInakpKCnPmzBE/pCMjI0Xii7Kyshra0vgB4u9oy9LSUpycnHB1db1r/ZmamioSMPyRjvT09GTVqlV3rT//rrb08fERY+V+6sjacDk5OTz99NPI5XLBuTZtmZ+fj5OTUw39+Z///IcBAwbg5OSEQqGgYcOGeHh4cOTIEbRaLf7+/syePfuedaQxfECLFi3o1asXGzZsYOHChVhbW6NWqxk4cCCzZ8/GYDCQnJxMQEAAUVFRTJ06lYKCAs6ePUufPn2YPn260Bl30pEajYa8vDxsbGz+lo6sDWfcIXwnjfh3taWbmxvp6elCDxoXPy0tLWvoSON71njN2dn5nrSlUR/9VR3p4uJCfn4+zs7OxMbGMn/+/PumLV1dXUlOTv5DHWm8drf681Zt+Uca0cjX2dkZGxsb6tevT+fOncUzZ4wTuWLFCtatW0dERIS4Fh8f/69YqAPzYt2/vhi3oo8aNYo9e/bw008/iWuvvvoqN2/exNHRkWPHjvHCCy9w+PBhkZTh2LFjvPTSS+J4wsGDBzEYDPeEU6lUvPzyyyI2RXp6OqNGjSI9PR0PDw+6d+9Oeno6r776qogz07x5c95444071rG2tqZJkya0adOGd955R8S9O3fuHK+88gr5+fl06dKFLl26cO7cOV577TXkcjmhoaFUV1fTpEmTP8R17tyZoqIiRo4cKdJxX79+nZdeeonDhw8jk8mIiIjg+vXroo4x5o5GoxF+cnBwYN++fbz66qsYDAb69OlDt27dSEpK4rXXXsPKyorw8HAsLCyIjIysEWA1KSnpD3EREREoFApCQ0N5++23sbS0JDAwkMTEREaOHMn169eJiYmhS5cuJCYm8sorr4idK/n5+bz22mt3rBMcHExVVRU+Pj68+uqrlJWViS+HI0aM4PDhw3h6etKtWzeuXLnCiy++yM2bN/H29sbBwQF3d/c/xPXo0YMDBw7w+uuvY2VlRdOmTcVXmvfee08I5aNHj/Lqq6+i0+no168fPXr04OjRowIXHh6OjY0Nr732GpmZmfTs2VPY9Morr6DX6wkPDxeLCaNHj8be3l58abO1taVr166MGzeO3r17ExoaSnl5OYWFhXz66ad8+eWX4sdwRUUFTz31FG3btmXatGloNBrOnTvHCy+8IBYkMjIyGDlyJC+88MJd44qLi9m7d68Ihh8RESECEX/66afY29sTFhbGggULqKqqYuDAgQQFBTFlyhSUSiVTpkzBz89P7CC49e+ysjIKCgoIDAwkPj6eOXPmiC/HU6dOpXv37sIm4/HauXPn1sAZr1laWpKWlsY777wjgt6XlpbywQcf8M477zB37ly0Wi0Gg4FXXnmFdu3aCaHye1xJSQkffPABn332GbNmzaKkpIQ9e/bg5eWFh4cHjz32GL1798ZgMPDuu+8ybdo0ysvLuXr1KgEBAbRo0ULw+/0146Km0QdVVVXo9Xq+/PJLvvjiC+bOnYutrS1yuZx3332Xxx9/nBkzZmBtbU1BQQFffPGFsPNucFqtlitXrvDyyy8LXG5uLm+99RYvv/wyc+bM+cM6r7zyCtOnTxeB8t9//30ee+wxJk2ahEqlYt26dYwdO5ZZs2ZRWlpKcnIysbGxjBs3TvC9U52xY8cyZ84cbGxs0Gq1fPrppzRs2JDY2Fghzi5dusTs2bNr+LJBgwbMnDlTxBs18p05cyZWVlYUFRXx+eefi8UV4/NivJ9KpUImk/Hee+/Rvn17pk+fLnabfPHFF0yfPh0nJyf27t3LJ598wnvvvUfbtm1RqVR069ZNxFp86623AGjTpo04nm48XvTss88yaNAgRo8efcc6zz33XI1rGo1GxDh86623kCRJxPry8PBApVIJ22+99kc4T09PVCoV/v7+hIeHs2DBAkaPHo1MJsPPz4/FixcTHR0t6jRp0oQlS5aIrLaenp4sWLCAxx57TGT6NOIee+wxVCoVTZs25b333uO5557j8ccfR6VS0blzZ5599lnCwsJ46623kMvldO/enREjRgi+teE6derEs88+S0xMjOCSk5ODQqEgJCRExEmVJInAwMA71lGpVEJrGGO59erVizfffJPw8HDefvttFAoFTz75JGPGjBE2dejQga+++oq33nqL9u3b/yHu3XffJSIiAplMRrNmzUQSHmN8ps6dO9OvXz8iIyNp06aNyPipUChwd3dHpVKJrLhDhw4V/dKhQweefPJJYZMxIcd7771HkyZNUKlU+Pj4MHr0aEJDQ4UP7OzsatT5I1xQUJDgMnjwYEaPHi3sbt++PV9//TVvvPEGHTt2RKVS0bt3b9544w3CwsL+EDd+/HjGjBkjuPTt25d33nmHFi1aiAXbTz75hDFjxhAXF4darebpp59mzJgxfPLJJ8yePZvvv/+etWvXMmTIEPz8/MRzO2rUKFxcXJgzZw7z589n1apVvPTSSzg6OvLVV18xc+ZMli5dyuDBg/Hz82PUqFFYW1vz+OOPk5mZybPPPsv58+dp06aNiPd3v3Rkbbg/0pHW1tY0a9aMpk2b/mX92bRpU958882/rSPj4uLIz88nJiaG5s2bo9frOXDgABqNhlGjRpGYmIiNjQ27du2ib9++911bhoWFYW1tzRtvvPGX9GdoaCgnTpz4Qx0ZGhpKdnY2wcHBf0l/3qu2NCaUMGrw+6kja8MFBwfz66+/MnLkyDtqy7CwMJE4xVinR48eJCUl4eXlRffu3YmLi8PFxYVZs2aJjNHvvfceMTEx96wjp06dKmJJPvfcc9SvX58mTZrw/fffi0XhmJgYpk6diqWlJW+++SYAISEhTJw48TaN9Ec6cubMmVRVVf1tHVkbrkuXLnfUiPdLW6pUKiZPniy4GHeY/ZmOvBdtOWfOnHvWkcYYsc8++yzR0dH3VVvejY78q/pz7NixzJ079640ojFe8FdffcXnn3/OvHnzsLa2JiUlhdGjR9OwYUPc3Nx44403mDBhgrj2bynmxbp/eTEejWzdujWhoaGsX7+eXbt2iWsREREUFxezbds23NzcCA0NZdeuXbi5ubFjxw7c3NyIiIigqKiIn3/+mcuXL/9l3Pbt2zl58iSdOnWid+/eSJLEzz//LGLK+fv706hRI3bu3Imtra3YXXP48OE/rOPv709iYiKnT5+uYdPOnTtxcHCoYdOePXtwcHAQNu3ateuucLfGxCouLmbr1q24urresU5RURHbtm3j0qVL92xTmzZtiIiIoKSk5K5x58+fv+1+RpFyK86YDetu6hj7/MqVK6Lt0tJStm3bhru7u8B5enqyY8cO3N3dBW7nzp13hfs9l927d9/RB40bN67VB8XFxezYsUMIzF27duHu7s7u3btxdHSsYdPZs2dr+Gn79u1cuHCBV155hfDwcHr06CGEppWVFW+++SZyuZygoCC++eYbcU2SJEJDQ8UOuIEDBxIYGMiUKVNqCKPf4/R6fa24SZMmUVJSIjInGX9gTpkyhYqKCuLi4jAYDISEhDB58mQqKiro0qULISEhIkbXrX//3ibjQk1QUBCBgYFMnz4dHx8fpk+fjiRJhISEsGTJEry8vPjoo49uwxmPEfwZ38DAwNv89Hucv7+/WIi8VUB+/fXXlJWVMXDgQJEd67///S8zZsygoqKC1157jSlTpmBtbS1wjRo1YuLEieKaJEk0btyY77777o52ymQyAgMDmTBhAlZWVrz99tvCzvnz51NVVcWgQYP+Eu6P/HI3dYw+MPrOGBslPDxc4IYPH05gYGAN8a1Wq2+r4+/vX6OORqOhUaNGImbkoEGDkCQJhULBBx98wIwZM6isrLzNv/fqJ7lc/qe4wYMHEx4ezpw5c9DpdAwaNAiFQiGyvRkTKxi/yOv1ehQKhdhFIUkSqampIlD/H9UxBmdfvXo1kiTh6+srdu4VFRXVirtx48ZfxhmDqyckJNCkSRNyc3ORJIl33nmH4ODgGnVWrFhBcHAwy5cvRyaT8d///pfQ0FARuuFWnEajqcFFoVCwatUqYZNcLsfa2rqGD4A/xPn5+YnjaEYuxh+RRh+kpaXdxvf3dYx+UiqVrFy5UtikUqnEDxajTcakBpIkcf36deRyOWq1+jacpaVlDZzxiJNOp+PAgQNC18THx4sjoAqFgrlz57J3715xL5lMVsMHCoXiNj/dysVok4WFRY0+NyZVuLXPLSws7gpnY2Nzmw+MQeeNOI1Gc5sP/gxnPHp6Kxfj83Nr20qlkuXLl2MwGJDJZEiSRFRUFJcvX2bFihVYWVkxaNAgUlJSUKvV2Nra8thjj5GWliYS+Rivpaen4+zsDPy2K3Dw4MEkJyeLbNHp6emcP38eFxeXf0RH1ob7Mx3p7+/PkSNH7kl/Hjt27J505I4dO2rgXFxc2L59O6WlpYwYMUIcT5w3b57Q5cePHxfHue+3tvy7+vPPNOK96M971ZZG//4TOvJOuD/TlrXpT1dXV3bt2sWFCxd49913efLJJ9m9ezeVlZVC+xjfi3ejI2vTVcHBwYwfP57S0lIRzxh+C7tg1IhxcXEEBAQwdepUKioq6Nq1q9BIixYtqlU3DhgwQPxdWVl5X3XkH+Huh7Y04m6tY9SD1dXVos7UqVNr6M/f68h71ZZGHfdXdeRf5fdXtOXd6EiNRnNP+lOj0dyzlg4KCuLrr7+mpKSEQYMGifFrTKJT17O//r6YF+v+ZcUY++H317y9vRk6dCj29vYkJCSwfv16cc3DwwONRsOFCxdEnQMHDuDs7Iybm1uNOnv27Lkn3IEDB/D29mbYsGHimjEos4ODA/v37xdHtG7F3VrH2Pbv6+zdu/c2my5evHibTe7u7n8JZ7Tp91zu1U+3tn3w4MF7sulecUYuv8fdjZ/utc/vFvdXuRw4cOCeufy+ba1Wy549e8SLwc/Pj8DAQOrXry8Wyrp06YJMJiM4OFhc69q1KwaDgcaNGwth1LVr1xrCqDZc9+7da+DKy8uJi4sjODiYzz//nMLCQuLi4sSRNjc3N7FzIT09nYKCApRKJWPHjhU7PY0LMcYAso0aNbrNpilTplBZWSls+r2AM2ZynDJlirDpVty98q0N17179xq4zp07o9frady4MZ999hmFhYUCp1KpCAoKEvwsLCxu6xej3bfeLzQ09I52du3aFZlMRkhIyG24sLCwe8L9vj9r8+/f9d3dtn0n/4aHh9/mX41G86f+/at+ultcly5dCA0NrWGnMausra0t8FsW87lz54rs2Hq9nqlTp4oYZ7XVkSSJKVOm3FbHmHXs1raNR9F+j2vcuPFd44w2GY8eymQyJk2aJOLt2NrairZ/X2fevHkA2NnZibZrw93KZfLkycyePVvUMbZ1qw+Au8bVxuX3PrgbP82ZM+e2tufNm1erTeHh4cKm3+OmTp1aAydJEpMmTRIxhq5cucKUKVNYsGCB2P03Y8YMvvvuO6ZOnXrPY8Vo018dK3+Guxcf/B5nMBgEl1txd+rzW+sYM+nZ2NigVCqZNm0akyZNomnTpigUCry9vfHz8xOLvF5eXgQEBIgsv7deM/6QMu4mbdCgAZ6engwdOhRXV1dxlPGf0pG14e5GI96r/rwXTWFhYXEbzsnJScSNjIuLw8HBgR9++IElS5aIrNlpaWmkpqb+bW15N/roXnXk39Fs96It/4oGNzUt7eLiAiB2SQcEBKBQKISuultt0LVrVxFD8NaPt8Zdfbe+043HqpVKJePGjRO60c3NjVdeeQUbGxvS0tKE3vvqq69q6Mhb382/11V/VUf+Vdw/qY/+TA8CNey+G21Z2/2MH9X/SB/FxcUB1NBH90v//ZP68+9ovdr8BNzWNiCSzpgX68ylThdjkFdjMQaPht++uLRv35769evz7bffMnbsWK5evUpRURHV1dX89NNPrFy5UqSpTk9PZ8WKFVy9epXi4mKqq6v58ccf/xYuOTm5VlxeXh5paWm34f6o7ZKSkvti051wv7fpQfrJzOXBcdm0aRP/+9//+P7775kyZYoQN0aBY2trS0pKCnK5XCye2dra1lg8M2bwu1UY3Yo7cOAAXl5eFBQUEB8fT1ZWFtu2bSM4OJjCwkJmzpzJCy+8gKOjI4WFhSxfvpzk5GR69OhBRUWFyETXo0cPzp49S2hoKIsXLxZJEdRqNUuWLBF/341Nd+Iybtw4bGxsBO5e+NaG27ZtG0FBQcIH9vb2vPLKK9jb24sfK2+88Qa9evWqgbty5QrBwcGC3/3sl/uN+6d8dzdtP4r+TUtLEzhjjCBjRuxPP/2URYsWMXfuXJRKJTdu3GDWrFmsWrUKCwsL7O3ta60zY8YMVq9eLep89tlnLFq0iFmzZqFWq+/Y9r3ibrXJwcFB1Jk3b16tbTs4OIi2Z8+efVvbd8I9aC4P2r8//fQTvXv3Zt68eTz//PMoFAph07p169BoNEybNo0pU6awcOFCFi1ahLu7O++++y6zZ89m6dKlREREIJfLHzoXU+2Xzz77jAULFvDMM8+wY8cOtmzZwsSJE7l69SqHDx/m4MGDfP7556SmpnLmzBkWL17MwYMH+eyzz0hNTeXChQvMmjWLLVu2MHnyZK5cucLBgwcpKyujrKyM6upqtm3bVuNd/fv3sE6nq/Eerk3r3S+cMabkrfqzNlx+fn4NTWHUln/FpoULF3LixAlKS0tJSEgQMe/y8vLIzMzku+++o0WLFmzbtg2DwcDzzz/P4cOH+emnn9DpdHTu3JnVq1f/bR/8nss/6d9/GmeKXP6KTStXrmT9+vV89tlnZGRk4OjoKN6Lxnfl79/xt75PGzduTGFhISNHjuTnn39m586dODo6UlBQQEJCAtevX+eFF14Qu8tnz55N9+7dOXv2LCEhITV0Y3l5OcuWLcPDw0NkH9VqtTV05K0fgs+fP1+rTcZ39a3v+Lvh8k/jxo8fX0Mf3W3bxo/ct7b9qN7vXm36p/uzNpuMiWJu/VhsvPZvLOZssP+SsmLFClJSUsjPz6ddu3Z07NiRdevWiWvGrwGtWrUSGTR37NhBamoq1tbWhIWF4eHhwdq1a3F0dMRgMODp6UlWVhY5OTnY2NgQFhZGUFDQfcWtWbNGfIWOiYnh5MmTZpvMXB4oFy8vL1avXo29vT1yuZywsDCio6OZOHEizZo1w97envbt2xMcHMwTTzxBZGQk9vb2REREMGvWLNq1aycydEVERNyGO3HiBMuWLaNt27aCB/z2BWnQoEEiq6RCoaBHjx5otVrWrFmDTCbD39+fVq1akZGRwZ49e2jUqBEREREUFBTQrl27GjY5OTkRFhZ2VzbVxsVYx8nJiTZt2hAWFnZPfGtr+5tvvkGhUDBgwABKS0uFD8LDw/H29qZZs2Z88803BAYGEh4eTm5u7m33y8/PJyws7L71y/3E/ZO+u5u264p/o6OjxYI5wOOPP06bNm346quv0Gg0VFVV8eqrr7J69erb6owbNw6tVktlZSWPPfYYZ8+eJS8vD5lMxuOPP0737t1rbftecaZo06PK5bPPPqO4uBiZTEbnzp3ZsWMHer0ejUZDdXU1zZs358iRIyiVSvR6PdHR0fTq1Yv169ezb98+mjVrRr169QgODn7oXEy9X9q0aYNcLmffvn3Y29uLHX2ZmZlUVVVhaWlJ06ZNsbCw4MCBA1RUVKDVasVOvL1792JpaYlCoaBx48acOnWKiooKLCwsCA8Px8fHh9WrV+Pg4IBer8fLy4vs7Gyys7NFDLWQkBB27NjB9evXsbS0JCws7KHgVq1ahbW1tYhhePLkyXtqe82aNRQUFGBjY0PTpk3Zv3+/2CEsk8lwc3Pj0qVLWFhYoNFoCA8Pp3///gQFBdG3b1/Cw8OxtbXF3t7+oXOpS/1iKjZZWloSFRVF//79CQ4Opk+fPoSGhuLq6kpUVBQzZsygTZs2ItFPVFSUSMbTp08fdDodq1evxmAwEB4eTkBAABs2bBDZPp988kny8/P56aef8Pf3Jzo6mpKSEgoLC9m3bx+BgYEEBgZSWVlJbGwsFy9eZMGCBYSEhPDMM8/UsMnd3V2EqPi9TRMmTBB2d+7c+a65/JM4Yx13d3diYmIICwu7q7aN11QqFdXV1URGRj6y97tXm/7p/nznnXfo3bs3VVVVZGdni9i1xjiqt5aqqqrbrv2binmx7l9QZsyYwYoVK+jZsyfl5eWsXr2awMBA0tPT6du3L3l5eaxfvx6FQkH37t2xsrJi1apVGAwGlEolAwcOpKSkhPXr12Nvbw9Az549KS4uFriuXbtia2t733EKhYK4uDgsLCxYt26d2SYzF5Pi0qNHDywtLWvghg4dSn5+vsAZA3zf+pwZcStXrhRbwleuXEl2djadO3emvLyc0NBQPvjgA86dOyeC+7dp04b//Oc/7Ny5k4ULF6JUKomNjSU3N5ejR4+i0Wjo0qXL37LpTrj7wfdOOI1Gw+uvv87zzz/PzZs36dChA9XV1fj4+BAUFMSuXbuwt7dHr9fTr18/0fa93u9B4x5223XBv8aYXzqdDoDevXsDsGHDBmQymUhMsH379lrrqFQqdDodvXr1Etfgt4V9d3f3O7Z9rzhTtOlR5LJq1SoRd23NmjU4ODgQFxdHWVkZAG3btqWqqkpkvYyJicHDw0OMMYVCwbBhw8jLy3voXB6FfpHJZKxfv14cvTa+8zZs2IBCoaBLly7Y2dkJ/8rlcvr160d5eTkbN25ELpcTExODnZ0dGzdurLWOo6MjVVVV9OjRg9LSUoHr2LEjDg4OrF27Viw09OvXj7KysoeCk8vldOrUCSsrK3744Yd7anvNmjUinuySJUsoKyujS5cuGAwGsbBcXFxMYmIiKpWKmJgY7O3ta9j05JNPUlhY+NC51KV+MSWbYmNj/7TPq6ur6dOnDwUFBWzcuBFLS0teeOEFXn75Za5fv07Xrl3RarW0b9+egQMHsmvXLpYtW0ZoaChvvvkmaWlp7Nu3j8TERJHQpKCggMTERNRqNR06dMDGxkYs+vn4+NCqVSvWrVt31zbJ5XK6dOmCjY3NX+LyT+Lute26dD9T7Bd/f3+++uorwsPDuXnzJt27d6dr16589tln/7ojrndTzMdg63jJzc3l0KFDfPTRR7z77rt88sknTJw4kQsXLuDp6UnHjh0JCQnBwcEBpVJJcXExPXr04IknnkCSJAICAoiLi6NFixZ06NCBoqIivLy86Nq1K40aNRK4srKy+4q71abS0lL69OljtsnMxSS43Hq/oqIievToIZIeBAQEEBsbS4sWLejYsSNFRUW1PmdG3ODBg5EkifLyco4fP87evXt54oknsLa25tKlS2zdupWAgAAsLCxo1qwZR44cYcuWLbRu3RpXV1cAnJ2dGTFiBAEBAUiS9Ldt+j3ufvKtDdepUyeqqqpYt24diYmJbNq0CScnJzp27Ehubi6enp688cYb5Ofn4+XlRceOHf/W/R4kzhTariv+7dmzpwiUHRAQwMCBAwkNDcXBwQGVSkWzZs0YPnz4bXVatmxJx44d0ev1NXC2trao1WpkMlmtbd8rzhRtepS5DB48GABvb29KS0vZv38/ffv2xcnJCbVaTYMGDXjhhReoV6+ewN06xgIDA4mNjTUJLo9CvxjfecXFxXh7e9/2ji0vL6dHjx4MGTJE+Ld37940a9YMV1dXvLy8sLS0pG/fvgwbNgylUklYWBg9evSgTZs2dOnSherqagIDA+nWrRuRkZECp9Fo6NGjB0OHDhU787p37/7AcVFRUaKOSqWiT58+99z28OHDkcvlVFRUcO7cOfbv38+AAQMIDQ3Fx8cHJycnXnzxRSIiInBzc0OtVguc8X6dO3c2CS4PG2eKXO6HTXfT5wEBAXTq1Elc0+v1/Pjjjxw5ckQk2+vcuTNZWVls3LiRxx9/HDc3NzIzM9m4cSP16tVj7Nix+Pj44OPjg729PS+//DIRERG4urqiUCjo1KkT3t7e2NjYEB4eTs+ePe/Kplt9YPy49rBx99p2XbqfKfZLmzZt6NatmzhifeTIEfbv38/AgQP55JNPzAt1dyjmxbo6XlQqFenp6WRlZQG/xahr3bo1lpaWf7gY0LVrV6ysrEQdf39/xo8fXwMXFBT0j+HMNpm5mCqX2u7XuXPn23Djxo37U1yHDh3w8fEhOTmZjRs3EhgYyCuvvIKHhwfu7u4cOHCAffv2ieDdrVq14siRIxw6dIjy8nIaNGggYgmVlJQQGRn5t236Pe5+8q0N98UXX+Dt7S18EBQUhFwuR6VSER0dzaFDhygoKKjR9t+534PEmULbdc2/1tbWXLt2TeAsLCyIiori1KlTtdZp2LChaDs5OVm0bW1tTVRU1B3bvlecKdr0KHMxzpFpaWls3LiRgIAA3njjDZFQ4tChQxw8eBCdTvenY+xhc3kU+qW2d15gYGCt70p7e/sadezt7YmKihILBjExMbctGHzzzTfY/1+czI0bN+Ln53cbrn379g8VV79+/b/VdrNmzcjKymLDhg106tSJ/v37k5+fz/Lly6lXrx6jR4+muLiYJk2acPr0afbt20dpaWmN+9W22PIwuJgSzhS53E+b/qjP09PT2bhxI15eXkybNo1evXqRl5fHsmXLaNCgAcOGDaO6uprhw4dz6tQp9u7dS58+fWjYsCGJiYns2LEDhUJBUVGRGHd79uypMe42b96MwWAgNjaWmzdv3vU4rM0HDxt3r23XpfuZYr/Uq1ePyZMn87///U/UqVevHmPGjBFJjMzl9qJ82AaYyz9bDAYDAQEBXLt2jaKiImxtbTEYDHh4eFBRUcGBAwdQKpUEBARQVlYmFgNUKlWNOtbW1tSvX/+B4cw2mbnUVS45OTkEBwdz8OBBbGxsiImJYenSpWzatInc3FxefvllUlJS0Ov1xMbGsnjxYp5//nnmzZtH9+7d6datm0hp36xZM5544glee+01mjRpgk6neyT8W1RUxI4dO1Aqlbz77rvExMSwbNkytm3bRk5ODu7u7mzfvp3Jkydja2vL888/j6enJ5IkmVx/Pqyxafbv3bft6+v7wHCmaNOjxqW2OdI4fouKinjyyScpKSnB09Pzruc/U/SvqfbLnZ7F0tJSWrVqxeHDh8Xum0uXLrFnzx6sra3p0qULycnJDB8+nBkzZmBjY0OfPn04ceIEiYmJWFlZERUVRa9evTh16hTHjh3DxsbGJHC9e/fm5MmT96XtEydOMHz4cGbOnImdnR29e/dm9+7dHD16FEdHR6KioujUqRPXr1/nmWee4cMPP6R3795iscWUuDxsnClyedA29e7dm71795KYmIiNjQ0tW7YkODhYXHN1daVr166sXLkSX19f3n77bV5++WXef/99UlJSiIyMZMGCBcTExNClSxdSUlLEuOvVqxc6nY4hQ4YwZ84cXFxcqK6uZtiwYcycOfNfMVZ69+7NL7/8UifuZ4rPS58+fQRfGxsboqKiCAsLY/To0Xz88cfimiRJ5p11dyjmnXV1sFy8eJFTp05RWFiIvb09Tz/9NCtXrmTs2LFs3LiRtLQ0UlJSSE9Px9/fn8WLFxMUFMSxY8eoqKigQ4cOLFmyhJSUFDIyMvDw8GDOnDns37//H8UlJyebbTJzqdNcCgoKOHfuHOfPnyczM5PZs2cTHx+PtbU1ZWVl/PzzzwwYMACFQoGjoyM7duzAYDAQHx9Py5YtSUpKIj4+HoAGDRqwb98+jh49ipubGw0bNnwk/HvlyhWysrLIz89nwYIFjBo1ilWrVjF48GBsbW3Zvn07SUlJGAwGdu7cSXZ2Nl5eXmRkZJhcfz5o391N22b/mm16lLnUNkeuWrWK4cOHY2FhwaZNm3j99deJjIz80/nvYXOpS/0SFBREYmIiFhYWdO/enXnz5nHgwAH0ej1NmzZl3rx5eHh4cOzYMS5dusTbb7/NokWLsLW15ddffyU8PFwce3JycuL69es0adKEhQsXYmtr+9BxRUVF96VtpVLJwYMHWbNmDW+99RaLFi1Cr9czaNAgCgsLiY+PZ/fu3Tg5OXHq1CnS0tJo1qwZVlZWJsfFFHCmyOVB29S4cWPOnDmDjY0NCxcuFB/aoqOjKSwsZOnSpWRmZlJYWMisWbO4ePEizZo1w2Aw0LdvXzZt2oSPjw8nT57E0dGxxrgrKyvj1KlTXLlyhbfeeouTJ084JisYAABFD0lEQVSyf/9+Ll++/K8ZK61bt64z9zPF58WY4TY8PJyFCxdy5MgRZDIZERERvP/++yxatEhcM5faiznBRB0r33zzDRs3bkSpVFJVVUX//v0pLS3lxx9/FGnqjUegrK2tyc/PR6/Xo1QqkcvlSJKETqdDkiTxZbWkpISqqirkcjkajeYfwRkMBtRqNXZ2dmabzFzqJBedTodMJiMyMpKKigpSU1MpKipCJpMxduxY2rZtS/fu3SktLSUkJIQPPviAS5cuMWHCBJRKJUqlEq1WS3l5OaWlpWg0GtRqNfn5+SKQuqn712AwoFKpGDNmDOvXr+fixYvia5qLiwuSJFFVVUVQUBCXL18Wc5Yp9ufD8N2ftW32r9mmR5nLneZIjUaDjY0NGo2GzMxMPDw8qKqqQpKkO85/D5tLXeoXvV6PpaUllZWVuLm5odfruXnzpkgGs2HDBuzs7Hj11Vf56quvqKqq4vXXX2f//v20adOGuXPnUlVVhZeXFz169GDp0qV06dKFDRs24O7uTo8ePVi4cOFDw+3atYsLFy7Qs2fPv912z549WbJkCSUlJTz++OMiMdSCBQuIjY1l/fr1REVFcf78eeLi4tiwYQNubm707NnT5Lg8bJwpcnnQNg0YMIDBgwfTvn17SkpKsLe3Z8iQISQkJIgF9x9//JHmzZtz6dIlysvL0el0uLm5ERsby7p16+447pydncnLyxNcXnnlFXbt2sXZs2cxGAz/irEyYMAABgwYQPv27R/5+5ni87J//35iY2Nxc3NjzJgxuLu7M2DAAF588UWxbvH000/Tvn17nnnmmYe3eGLixbyzrg6VgwcPsm7dOiZMmMCaNWt47bXXOHDgAMuXL2fMmDHs2rWLfv36IZPJ8Pf3Z9q0aXz00UdoNBoMBgOffPIJu3bt4s0330Sj0ZCVlSVwjo6O/xjOaJOHh4fZJjOXOstFq9Wi0Wj49NNPSUhIYN26dTg7O2NlZcXatWtJSUnByckJJycnDAYDY8aM4cSJExgMBkpLS5HJZERFReHl5UVFRQVqtZqOHTvSpk0bZDIZkiSZvH+1Wi1KpZI2bdqwcuVKvL290Wg0tGzZEk9PT3r16kVVVRWJiYm0atWK5557jubNmyOXy8nOzjap/nyQvrvbts3+Ndv0KHOpbY50dXVFr9fj5OTERx99hKOjIxkZGSgUijvOf6bApS71i5WVFa6urlhbW1NQUEC/fv3w9/fH0tKSzZs307VrV3Jzc9m7dy9arRaVSsW0adNIS0ujoKAAKysrVCoVqampHD9+HIVCIXA3btzg+PHjDxWXmZmJXC6/L22fPHkSOzs7GjduzJ49e7h48SIFBQWo1Wq2bduGk5MTV69eFUl/3N3duXHjBjdv3jQ5Lg8bZ4pcHrRNhw8fJjc3F2dnZxo3bkxBQQE//fQTWq2WNm3a8Msvv+Do6EhycjKVlZXY2dmhVCrJyMjgwoULVFZWig0cmZmZNcZdRkYGAJs2baJr167MmjWLzMxMVCrVv2asHD58mLS0tDpxP1N8XtLS0sjNzSUuLo4vv/ySGzducPjwYZKTk8XahcFgeFjLJo9MMe+sq0Nl586dzJs3jxUrVohrs2fPZvHixfj7+/P6669TXFzM+PHjsbKyorCwkGbNmrFt2zaUSiX29va0adMGR0dHFi5cCPyWabJZs2bs3LkTOzs77Ozs7juuqKhIBEQuLy8322TmUie5/Pzzz1RUVODi4kJMTAyOjo4sXbqUsrIy6tWrh0wmIzs7m6qqKiIjI0lKSkImkzFgwAC2bt0KQEFBAY6OjpSVlaHRaMjJycHPz4/w8HB+/PFHbG1tTdq/ixYtEj5o3bo1O3fuxMPDg5YtW5KYmEhlZSXp6emoVCosLCxwcHDAxcUFJycn8UPHVPrzQfrubts2+9ds06PMpbY5csmSJWg0Gtzc3KisrCQrKwt7e3tUKtUd5z9T4FKX+mXXrl2EhYVx5MgR3NzcKCoqQqfToVarcXFxISsri8rKSry9vcnIyMDGxobCwkKqqqpo1aoVp06dEoHI7e3tqaiowMbGRuzk8/b2Jisr66HiNBoNtra2f7ttFxcXCgsLCQsLIzMzk5SUFOrVq0dOTo7A9erVi/3796NQKCgrKyMqKor09HRSU1NNiosp4EyRy4O2KSAggHPnztG8eXNx9FyhUIgdyKdPn6Zdu3acP38ePz8/JEni119/pWXLluzduxcnJyeqqqro3LkzmzZtqjHuDhw4gL29PSUlJTg7O5OWloZarcbW1vZfM1YiIyM5dOhQnbifKT4vrVq1wtbWFisrKzZv3izCViiVSqysrNi+fTsrV67Ez8/vTssb//pi3llXh4qdnR1JSUmcP39eXGvRogVlZWVYWlry/fffU1ZWRmZmJra2tpSVlbF//35efvllKisr0ev1bNu2jaNHj/LKK69QXV1NUVER+/fvZ8SIEeTk5PwjuKtXr6JSqXB2djbbZOZSJ7ns27ePL7/8kqZNm1JaWsrmzZs5cuQIX3zxBT4+PuTk5JCVlUXfvn3p3Lkzjo6OjBkzhgYNGlBaWkpWVhaDBg0iMDCQFi1aUFhYyLPPPkuHDh1wdXUlMjKS8vJyk/bvkSNHGDduHO7u7hQUFLBnzx5GjBjB9evXyc3NRafTkZubS8eOHamqqiIwMBBfX19Gjx5NTEwMVVVVJtOfD9p3d9O22b9mmx5lLrXNkUePHuXll1+mqKiIkpIScnNziYmJIT8//w/nv4fNpS71y/79+/nqq69o3bo1MpmMoqIisVhaUVGBUqnExcUFOzs7goODRWKL8PBw7O3tkclkyGQywsPDeeGFF5AkCblcjq+vL6GhoTg4OBAaGvpQcdbW1igUivvSdps2bfDz88PCwoLmzZvTu3dv8vLyqK6uFriDBw8iSRIzZszgjTfe4NKlSyJTrylxedg4U+TyoG1SKBRYWFiI3a0LFy6kf//+AGRnZxMQEMBzzz3HxYsXcXBwYNasWUydOpWXXnpJ7HKaMGECL774Ilu2bKkx7s6dO4elpSX9+/enfv365OXl0bZtW2xsbP41Y0WhUFBeXl4n7meKz4u9vT12dnYYDAYsLS1JSEhg0qRJdOjQQVxbunSpeaHuT4o5G2wdKZIkERISQseOHVm0aBGvvPIKPj4+hISE0LlzZ3JycsjPzycjI4NOnTqJY3Zr1qxBLpfTpUsX8XU0JiaGYcOGcf78efLz8ykuLkYul/8juIqKCtq3b8/Vq1fNNpm51Fkua9eu5ebNmzz11FPMmjWL4uJioqKi6Nq1K5WVlaxdu5bq6mq2bt3KO++8w6pVq0hJSaFJkyb89NNPtG/fnvPnzxMSEsKWLVto3749J06coHXr1qxbt46MjAyT92+HDh0E3wULFlBQUEBJSYnAzZo1i/Xr17N27VpiY2PJy8sjMzOTw4cPM2jQILp06WIy/fkgfXe3bZv9a7bpUeZS2xwZGRkpcCqVChsbG3bs2PGH858pcKlr/XLjxg169OjBjh07kMvltGzZEplMxrfffkvnzp3p06cPP//8MwsWLBALBlVVVWzcuJEFCxbg5eXFZ599JmLmfffdd7Rq1YpBgwaJOg8Tt2zZsvvW9uLFixkwYAAjR47EYDBQUFCAl5cXCxYsICAggCFDhgjc/v37GTx4MHq93iS5PGycKXJ50DY5OjqyePFiBg8ezEsvvYRcLqdhw4b4+PiwYsUKfH196d+/Py4uLixcuJCEhAT+85//0KtXL/Ly8li8eDEHDx5k8ODB5Obm1hh3+fn5fPfdd6jVahYuXMj69etZtGjRv2qsODo61pn7meLzYpwThw4dynPPPYdc/tsesdDQUJ544gkMBoO4Zi53LmYP1ZEik8mwsLAgNjaWrKws1qxZQ2ZmprgmSRJarZbvv/+emJgYcnNzSUlJoWnTpixfvpyYmBgRVHjp0qUoFAo6d+6MJEliV94/gdNqtaxYscJsk5lLnebSpEkTlixZQocOHRg4cCCSJLFs2TIuXbpEr1696Ny5M4WFhej1eurXr0/nzp05fPgwN2/exMrKiujoaJHh08bGRvxtbPtR8O+SJUuoqqqiV69eDBw4EJlMRnx8PKGhoeTm5rJmzRqCg4NxdHQkOjoaSZLQaDQsXLjQ5PrzQfrubts2+9ds06PMpbY5cvny5aSmptK5c2eysrIoKSn50/nPFLjUpX6JiIhgyZIlODk58e233/L444+zYcMGBg4cyMiRI1m9ejWbN2+mV69ePPvssxQWFpKQkICTkxO9evXiqaeeoqioiFWrVuHo6MiwYcN48cUXWb16NevWrTMJ3P1se/jw4axcuZJvv/0WuVyOo6MjQ4YMYeTIkWzYsIH4+HiGDRsmfLd27VqT5fKwcWabHOnVqxdDhgxh1apVLFiwAAAHBwf69evHU089xcqVK4mPjxftJSQkMGPGDBwdHXnmmWcYOXIk69evr3XcGf9etWoVa9eupU+fPg/dvw+6X+rS/UyxX3r16sXQoUNZtmyZGL8AOp0OwLxQd5fFvLOujhRjxj9joN8ffvgBvV5P//79xbX4+PgaiwE//PADPj4+WFhY0K5dOwoLC1m+fDk6nY6kpCTi4uLIy8v7R3Fmm8xc6jKX2NhYfvzxR+rVq4dWq6WiooLBgwdz9epV1q9fzzfffMMzzzxDTEwMmzdvJj09nVmzZvH000/TsmVLNm7cKI4dtWjRgvj4eAwGA4GBgY+Mf/Pz80lISMBgMHD27FkiIyMZOnQov/76Kxs2bODIkSMEBASwd+9eDhw4QHl5OZ06daKsrMzk+vNhjE2zf03z2TdFmx5FLrXNkcOGDePq1ausW7eOSZMm8cwzz9z1/GeK/n0U+8WIq1evHhYWFpSXl2NnZ0fz5s3ZunUrFhYWDBw4EI1GQ3x8vHi3AeLvV155hb59+6JQKMS1UaNGMWjQICwsLEwG93faHjBggMCVlZUxbNgwdDodK1asEDhnZ2cGDBiAwWBg06ZNDB06lAEDBqBWq02Ki6nh/q02yWQyMX5eeukl+vTpgyRJrFixgrKyMl577TUsLCyIi4ujoqKCn376iWHDhtGlSxdKSkrYunUrw4YNw97e/g/HXXl5OUOHDv1HxuGj0i916X6m2C+vvPIK/fr1u80HSqV5+emvFPOS5iNe9Ho98NvOuqqqKgAGDRpE586duXDhAt988w0HDx4kJiYGBwcHysrKmDVrFn5+frRs2ZITJ06QkZHB8ePHiY6OFgEjZ8yY8Y/ijh07ZrbJzKXOcZHL5VRXV1NYWMi0adMICAjA2dmZPXv2cOPGDdavX09sbCznzp1DqVTi4ODACy+8QFxcHFevXuWtt97CysqKp59+mq1bt1JWVkabNm149dVX2bp1qwjiPWfOHJP1r4uLC/v27eP69escOHCADh06YGdnR1lZGfPnzxdf4CoqKrC3t8fZ2ZkVK1aQnZ1NUlISzs7OnD171iT682GOzTu1bfav2aZHmUttc2SLFi1ITEwkKyuLzZs307NnT8rLy3F0dMTBwYH//Oc/fzr/mfvln7Hp+PHjZGRkkJiYyJUrV9iyZQs6nQ6FQoFarSYuLo5+/fqxZcsWFAoFsbGx9OrVi61bt5KTk4OdnR1dunShV69ebNmyhcLCQlQq1UPFAffctlarpUGDBqxYsYL09HSsrKzo0qWLOAqcmZnJ+vXradu2rcDp9XosLCzo168fCxcuxMHB4b757u9wMTWcKXJ5EDaFhISQkJDAvHnzUKvVWFpa4ufnx4oVK8Rx+KVLl+Lq6sqqVas4fvw4Q4YMISsriwEDBrB06VJKSkp48cUXadasGd9//z3W1tZIklRj3Nna2opFvj59+rBt2zbKy8v/VWPF0dGxztzPFJ8XhUIh6mzdupWCggIcHBzo3bs3/fr1E9fMuU3/WjFng33EytatW8nPz0ev19O7d2+sra3ZsmULeXl5SJJEZGQkr776Kr169SI3Nxe9Xs/69evFkafo6GhkMhlbtmzBycmJkpISGjRowKVLl5DJZKjVatq2bYutre19xW3evFlksYyOjmb37t1mm8xc6hSXNWvWYDAYUCqVODs7I0kSWVlZKBQKACwsLCgpKUEmk6FUKvHx8cHNzY2LFy/i5eVFXFwcVVVVLF26FE9PTx5//HFUKhXDhg3j5MmTfPjhh+JLakFBgUn6d/PmzYKvlZUVxcXFKBQKUUcul7Np0yaR2n3w4MF069aNMWPG0KFDB27evElqaionT5586P35MHz3Z22b/Wu26VHmcqc50tnZmdLSUry9vbl8+TIWFhYolUoGDRrESy+9VOv897C51KV++Ss2qdVqhg0bRs+ePRk9ejTdu3cXc1K7du148cUX6dixI66urgwZMoSCggKGDRtGbGws7u7utGvX7oHjXnzxRbp3746trS3du3dHkqR7anv8+PGsWbMGf39/ABwdHcnJyaFXr14olUry8/PF/7dr1w6DwVDDpu7du+Pp6Unz5s0fOpe61C+Psk1PPfUUkiTh5+dHZWUl+fn53Lx5s8YYO3nyJJIkERwcTGFhITdu3CAuLo4OHTpQUFBAXl4eS5cuxd/fn65du2IwGOjTpw8//PADs2fPpkePHowaNarGOLT/v6ykn376aZ0eK6NHj6ZDhw7Y2Nig1Wpp3rz5I3s/U3xeRo8ezeeff46XlxdKpZKSkhJGjhzJe++9R0hICPb29mL9Ij8/H5lMVuOaudxdMS/WPUJl/Pjx/Pjjj/j6+lJSUoKbmxv169dn06ZN+Pr6kpeXJzKHhYeHU1paip2dHSdOnECSJEJDQykuLub69eu4ublRVlZGvXr1KC4u5urVqyiVSkJCQqiqqrqvOGOdoKAgKisrcXJyMttk5lKnuMhkMi5cuEDz5s0ZN24cO3fuZOzYsahUKqZOnUpgYCAvv/wySUlJTJ06lbCwME6ePMlnn32Gs7MzhYWF+Pr6cunSJaqrq7G0tMTX11c8w0axFh4eTl5enkn699q1ayiVSqZMmUJQUBA7d+7kiy++QKVSERoaKoSoRqOhuLhYtH39+nW8vb0pKSmpMY/9m8bm3bRt9q/ZpkeZS21z5FdffYWHh4fAJScnU1VVhVarpV69euJ+v5//HjaXutQvf8UmgODgYEpKSrh+/Tr16tWjqKioxryiVqsJCwu77d0VFhZGfn7+A8fdr7aN47d9+/ZMnjyZVatW8dVXX+Hr6ytwf/b+NhUupoAz25THtWvXUKvVJCQk4Ovry4QJE1iyZAnt27dn6tSp7Nixg48++giDwSDqPP/881y+fJmePXuyZcuWO467/Px8srKycHR0xNXV1ST8+6D7pS7dzxT75fr168TFxTFu3DjkcjlpaWk8+eSTREdHM3bsWGQy2UNeNalDRTKXR6IcPXpU6tChg3T58mWpsrJS+umnn6QuXbpI7du3F9d69eolNWrUSDp9+rSoExkZKUVEREhJSUlSZWWlNGzYMCkyMvKB4cw2mbn8W7g0a9ZMSk5OliRJkkaOHCkFBwdLkZGR0hNPPCEdOHBAmjRpkhQUFCS99NJL0rBhw6QVK1ZIjRs3liIiIqT+/ftLu3fvlj744AMpNDRUOnv27CPp3y5dukgpKSmSJEnS4MGDpcDAQOmFF16QhgwZIk2aNEmKiYmp0bYp9+eD8p3Zv2ab/i1capsj/+r8Zypc6lK/mLpNpsLlfoxfU+FSl/rlUbSptnf6oEGDpMDAwNs04q068ocffpCaNGnyh+Nu2rRpUqNGjaRRo0ZJ5eXlJuHfB90vdel+ptgvw4YNk1q2bCmVlpaKdYr3339f+uijjyS9Xv9gFkb+RcUcs+4RKXq9Ho1Gg1qtRq1W06BBAzIyMigsLOT9998nMTGRmJgYJEli1qxZPP/88xQXF1NVVYVcLufDDz8kMTGRgQMHotPpHhjObJOZy7+Fi1qt5t133+XgwYMUFhbi4+ODjY0N9vb2vP3222zevBlLS0tcXFywt7fn888/x9bWFrVaja2tLe+99x6SJKHT6ZgxY8Yj6d+ioiLGjBnDwYMHKSkpQaPR4OLigqOjI/Hx8WRnZ9do25T780H5zuxfs03/Fi6/nyPr1auHWq3Gzs7uruc/U+FSl/rF1G0yFS73Y/yaCpe61C+Pok13eqdbWVnh6upaQyPa2NhgZ2fH22+/zcKFC3F3d//DcVdSUoIkSej1ekaMGGES/n3Q/VKX7meK/TJw4ECqq6v5+OOPGT58OAcPHmTQoEF89tln5gyv/0AxH4N9RMr+/fuZN28eX3/9Ne7u7owaNYpff/2VyspKAgICOHv2LDY2NuTk5NCjRw/y8/PZtWsXdnZ2qFQq/P39OXfuHB4eHpSWlj4wnNkmM5e6yqV9+/bk5eVx7Ngx3NzciIyMJC8vj9OnT9OrVy9GjRrFiRMnxFH1hQsX8sUXX9CjRw8AXnvtNfbs2UNISAiTJ08mISGBOXPmoNVq6dWrF3l5eSbvX29vb5KSkvDx8UEul+Pr60tlZSWJiYlERERQWFjIN998g6enJ127duXatWu4uroSFBTE2bNnTao/H9bYNPvXNJ99U7TpUeNS2xxZXl7O8ePH6datG1FRUSxfvpyvv/76ruc/U/Tvo9Yvj5pND4vLPzF+zf1imlwelE0+Pj5cvHhRvNNdXV0pLy/n4sWLdOvWjZiYGPz8/CgvL2f69OkcOHCAyZMn065dO6ZOncrChQt5//33+emnn+447nbs2IFSqaRv377k5uaye/fuh+7fB90vdel+ptgvHh4eyOVymjdvzo0bN0hMTOTdd9+lT58+GAwG84Ld/S5/eS+euTywkpaWJl26dEn8ferUKXFty5YtUm5urrR9+3bp0qVL0pQpU6QmTZpIGzduFHVeffVVKTIyUtqzZ4+UlpYmffzxx1KTJk2kS5cu/aO4tWvXmm0yc6nTXEaOHCn17NlTatWqldS8eXMpLCxM+vTTT6WePXtKTZo0kYKDg6XnnntO6t69u9SqVStp4MCBUps2baRNmzZJqamp4rnu3Lmz9M0334i/H3vsMWnatGmPhH/feOMNwTcoKEiaO3eudPXqVYGLioqS9uzZI/hu2bJF6tixo/Ttt9+aXH8+aN/dTdtm/5ptepS51DZH3rhxQ+CioqKk7Oxs6eeff/7T+e9hc6lL/fKo2PSwudzP8fuwuZgCzhS5PGib3nvvvRrv9OHDh0s9evSQWrVqJUVHR0tNmjQROvJW3fjjjz+K9jt37ixt3779tnH35Zdfir9fffVVqUmTJtKZM2f+VWPF+Bu5LtzPFJ+XPXv2SJIkiTrG8Wa8ZpwTzeX+F/POOhMtkydPZteuXWRnZ1OvXj2GDh3KpUuX2Lt3r7jm5OTE9evXyc3NpV69ety4cYOmTZty/fp1UefGjRtERESQmppKdnY2paWlBAUFUV5e/o/gkpKSsLe3p7Ky0myTmUud5HL58mUUCgUTJ07E09OThQsXsm7dOrRaLVOnTsXd3Z3+/ftTXV3NRx99RIsWLZg7dy5bt26lRYsW3Lx5k+zsbDw9PUlOTsbBwYGysjI8PT3Jzc2ladOmXLlyxaT9e/nyZeRyOZMnT8bDw4Mnn3wSmUyGo6MjxcXF+Pj4kJaWVqNtI7+IiAiuXr1qMv35oH13N22b/Wu26VHmUtsc+cMPPxAVFUVubq7ABQYGUllZSU5Ozh3nv4fNpS71y6Ni08Pmcj/H78PmYgo4U+TyoG1q2rQpv/76K+PGjcPDw4N+/fpRXV3Nhx9+SKtWrWrVkfPmzWPr1q20bNmSrKwsbt68SXl5OY0aNaKsrEyMu2vXrmFvby8SyQwdOpTPP/8cGxsbysvL/xVjZfDgwSiVSvbt2/fI388Un5cbN27wwQcf0L17dwC6dOnCO++8Q/v27cUuOuO1jh07PszlkzpZzPsUTbDEx8ezZs0axowZw/fff4+/vz8TJ05k9erVjBkzhiVLliCTydi9ezdDhgzh+++/p169ehQUFHDo0CFRx3jt8OHDjBkzhpkzZyKTyTh79uw/gtPr9ZSXlxMbG2u2ycylTnLx8fGhvLycyMhI2rVrR8OGDRk9ejSSJOHs7Ex0dDTOzs5oNBqUSiWbN28mLS2N+vXrU1VVxcGDB2nbti2vvfYaN2/epLS0lNDQUF577TUMBgNZWVns37/fpP1r9EGzZs0EX0tLS0pLS6lfvz7ff/899evXJz8/n71799K2bVteffVVDAYDmZmZHDx40GT680H77m7aNvvXbNOjzKW2OfKdd95Bp9ORmJjImDFjmDVrlsCFhITccf572FzqUr88KjY9bC73c/w+bC6mgDNFLg/aJo1Gw9mzZ4mNjSU6OhpHR0e0Wi2WlpYkJSXh7+8vdKRKpSIvL4/09HTc3NyorKzk4MGDdO3alW7duqHT6Th16pQYdzk5OZSUlNC/f3/xe3HChAmUlJQwaNCgf8VY0Wq1bNiwQfxufpTvZ4rPS716v2USLy4uBqCgoACNRoNWqxULdYWFhWg0GiwtLR/m8kmdLcqHbYC51CwGg4GkpCQGDRpEdHQ0AJ9//jktWrSgXr16REdHYzAY8PPz48KFC2zevBkvLy/q1auHTqdDq9WSl5eHwWDA1dUVnU6HtbU1BoOBAwcOiJfB/cbpdDp0Oh0AZ86cITo62myTmUud4+Lr64vBYODYsWNs2LABe3t7jh07hiRJZGVlsWfPHk6fPk1lZSUKhYJTp04xfvx4rK2t8fHxITc3l23btqFUKjEYDKhUKvbv38+vv/6KjY0NWq3W5P3r7u6OwWDg+PHjgm9hYSFOTk6kpaWRlpaGj48PBoMBa2trtm3bhlqtxsLCAqVSaVL9+SB9d7dtm/1rtulR5lLbHHn06FEkScLCwgKDwcC+ffsAUKlU/Pzzz5w5c+a2+c8UuNSlfnkUbDIFLvdr/JoCl4eNM0UuD9qmgwcPolKpKCoqYvPmzXTo0IEzZ85QUVGBUqms8Z4HKC0tZfr06ahUKmxtbbG2tqa8vJwff/wRa2trOnbsyO7du/n55585ffq0uNfOnTvx8vIiNjaWH374AQCNRkN6enqdHisHDx5EoVBQUlKCi4vLI30/U3xeDAYDbm5uVFVVsW7dOjw8PDhz5gw5OTkcOnSInJwc7O3tOXPmDHl5efj6+t7Dyoe5/FkxH4M1wfLuu++Sk5PDd999J67FxcWRm5srRMN7773Htm3b0Ov1eHt7Y2NjQ3Z2NtnZ2bi5uaFSqbCzs+PSpUuUlZXRoEEDkZny6NGj/wiuoKCAsrIyJEky22TmUme5VFdXc+XKFRwcHNBqtdjb25OWlkZ2djY+Pj7Y29vTqlUrDh06RG5uLsuWLUOtVvPCCy9w9epVtm3bRnV1NRMnTuTEiRN4enoydepU1Go1gwYN4saNGybv32vXromMt/b29jg4OHD8+HFx5MIYoLakpIQtW7aIl3/Hjh0pLi42qf58kL6727bN/jXb9ChzqW2OvHLlCsXFxfj5+WFjY4ODgwNJSUl/OP+ZApe61C+Pgk2mwOV+jV9T4PKwcabI5UHb9L///Y8XX3yRnJwc8U5v2bIlq1evFlmFbW1t0Wg0nD9/niVLlmBnZ4etrS3PPPMMV65cYcuWLahUKiZMmMCRI0fEuBs7diy//PILBoMBtVqNSqUiLS1NfPj7N4yV//3vfzz99NN/WfuY4v1M8Xmxs7MjNzeXrKwsUed///sfq1atYt++fajVamxtbfn4448JCQl5iKsndbj8xRh35vIAytKlS6UPPvhAyszMlAwGgyRJkjRy5EgpMjJSunHjhlRRUSEtXbpU6t+/vxQTEyOlpaVJ2dnZos7Zs2el1NRUqbCwUBo5cqTUtGlT6dSpU9LNmzf/Udy3335rtsnMpc5x6dixoxQVFSXNmTNHOnv2rDR//nypdevW0pQpU6Q5c+ZISUlJ0quvvirqJCUlSZIkSW+//bYUGxsrnusRI0ZIERER0pUrVySDwSAtXbpU6tatm9S+fXupqqpKqqysNFn/hoWFSV999ZU0e/ZsKSkpSZo/f74UExMjXbt2TcrOzpaWLl0q9enTR4qJiZGysrJE2xEREVJSUpJUUVEh5rGH3Z8Pc2zeqW2zf802PcpcapsjO3bsKKWmpko3btyQCgsLpREjRkhNmzaVzp07JxUUFNzV/Gful3+fTQ+Dyz81fs39YppcHoRNYWFh0tixY6X58+dL6enp0ttvvy1FRUVJM2fOlM6ePSs0YYsWLaT58+dLSUlJ0vTp06Xo6GgpNzdX6MZBgwZJkZGR4vfg78fd4sWLpf79+0sdO3aUMjMzpRs3bkgvvPDCv2qs3Kv2McX7meLzUlhYKM2fP1+KjY2V0tPTaySRyM3NlW7evCkVFhb+U0si5iJJkjlmnQmUTZs2sWjRIhISEsjIyGDo0KGEhoby448/snLlSjIyMlAoFCiVSnbv3k1eXh5Dhw5FpVJRVlbGvn37qK6uJjg4GIVCwZ49ezhw4AClpaWUlpaiVCo5c+YMOp3uvuIUCgUAR44cQaFQ8Pzzz5ttMnOpU1xu3rxJZmYm1dXVJCQkMHHiROLj48nPz+f8+fOsWLGCl19+me3bt4s6Y8eOZdiwYezatYuioiLi4+PJyMggJSWFiooKtm/fTmZmJllZWWRkZFBaWsratWvJzc01Sf8WFBRQVVXFlStXWLlyJePGjWPFihWUl5dz+PBhysrKGDp0KBqNhrKyMnbt2kVpaSkFBQVUVlaydetW1q9fL7j+m8bm3bRt9q/ZpkeZS21z5L59+ygpKWHTpk3s2bOH0tJSKioqUCgU/PLLL5SVldU6/z1sLnWpXx4Vmx42l/s5fh82l7rUL4+yTenp6VRXV3P9+nXi4+MZNmwYmzZtorq6mtWrVzNhwgSGDx/OoUOHqKysZNmyZYwbN47Vq1eTk5PDihUriI+P57PPPuPSpUvI5XKhGw8cOEBaWhplZb8lmHjqqadwdHSksLCQrVu3IpfLCQsLq9NjxcnJCbVazbFjx9i5c+ddax9TvJ8pPi/BwcFYWVnh4eGBt7c3tra2XL9+HZlMhoeHB87OzsBvR3XVajUuLi7Y2tr+3aUQc/mDYj4G+5DL5MmTWbFiBVFRUVy4cAFfX1+qq6u5dOkSUVFRnD9/HrlcTmZmJmq1GgcHB+rVq8e1a9fIzMxEq9Xi4OCAn58fp06doqSkhHbt2vHrr7+KgJAWFhY4OjreV5xcLictLQ0ANzc3/Pz8zDaZudQpLm5ubpw/fx6VSoW9vT3x8fEsW7aMuXPnIkkShw4d4ubNmzz55JNUVVVhYWHB9u3beeONNzhy5AhyuVzcr6ioiOLiYrRaLU5OTgCkp6ejUqlQKpXY29ubpH89PT05efIkkiSxf/9+dDodTz75JOnp6SgUCtzd3fH19eXq1as1cDKZjLS0NGQyGR07duT8+fMPvT8ftO/upm2zf802Pcpcapsjf/jhByZPnoxOp6Ndu3ZcuXJFzH9GXG3z38PmUpf65VGx6WFzuZ/j92FzqUv98ijbZEw04uTkxIEDBzh79ixDhw6toREXL17M/PnzkcvleHh4kJCQIHQjQGxsLIcPH6akpASFQoFGo6mhIz09PcnKyqJFixbo9XqOHz8uYos1bNiwTo8V4+9hg8FAhw4d7lr7mOL9TPF58fPz4+rVq+Tk5LB3715sbGyYPn06q1evxtLSku3btwMwadIk9uzZw8KFC8WcaC7/XDHvrHuIJTMzk59//pkJEyYwc+ZMVq9eTVhYGKdOnaJx48bMnDmT2bNnU15ejrW1NXK5nNWrV1NeXk5GRgZubm64u7uzZs0aSktLKSkpQaPRMH/+fFq3bk1xcTHW1tYoFIr7ips9ezY5OTki4O66devMNpm51DkuBoOBiooK7OzsUCqVuLq6kpubiyRJKBQKpk6dSkJCAhUVFYSHh1NVVcV//vMfEhMTcXR0xMbGBoVCwWOPPSbaViqVdO7cmfT0dJRKJR4eHri5uZmsf40Bb1UqFY6OjsyePZv09HQaNWqEQqGgRYsWlJaWkpGRgbu7O25ubnTp0oX09HTkcjkajYaZM2eaRH8+SN/dbdtm/5ptepS51DZHXrt2DZ1Oh1wux9PTk1atWtXA1Tb/mQKXutQvj4JNpsDlfo1fU+DysHGmyOVB2xQbG8vNmzeRyWSUlpYCsGbNGioqKmjcuDHV1dVMnTqV3Nxc9Ho9FhYW5Ofn8/3335OYmIiFhQUKhYKMjAzKy8uxs7PDxsYGuVwudKSHhweOjo54eXnRpEkTjh8/jl6vx8PDg3Xr1tXpsRIbG0t6erqIz3e32scU72eKz4tRk2ZkZAhNOm3aNBYuXEjnzp1RKn/LSTpx4kQWLlzI559/bl6oe0DFvLPuIZaMjAyeeeYZpk2bRlBQEAC//vorTz/9NNbW1rRq1YqXXnqJp556inr16nHkyBECAwO5ePEiNjY2yGQydDodw4cPZ+7cuahUKnQ6HUFBQSQlJeHs7Iy/v/99x/Xp04fvv/+eiIgIzp07Z7bJzKVOcklKSsLOzo7S0lJUKhXDhw9n/vz5WFpaUllZiZ2dHdnZ2Xh5eVG/fn3279+PQqGgd+/eJCYm0qxZM9atWye+irZp04a1a9eiVqv5+uuv+eKLL9Dr9Sbt33nz5qFWq6moqCA4OJikpCRcXFxo374927ZtQ6FQkJWVhb29PRqNRvz7k08+4YMPPqCqqspk+vNB+u5u2zb712zTo8yltjly3rx54kenRqPh5s2buLm5/eH8Zwpc6lK/PAo2mQKX+zV+TYHLw8aZIpcHbdOlS5dYuHAhL730EmVlZQQHB3Pp0iXc3d2xt7cXIY2ys7Px9PTE2tqaixcvotVqmTp1Kv/973/Jzs6uoSOjoqJYu3YtKpUKJycnhg0bxuLFi6moqKB79+6sWLECW1tbJEmq82Pl0qVLfPPNN7z//vt/SfuY4v1M8Xkxzn8tW7bk6NGjBAYGcunSJRISEjhw4ABr1qyhW7duzJ8/n4SEBEJDQx/yKsq/p5h31j3E4uHhgUqlIj4+Xlzz9/fHzs4Od3d3kpKS+PHHH9FoNABUV1dz8eJFhgwZgpOTE25ubhQXF7NgwQJWrlyJg4MDOp2OixcvMnjwYGxsbP4R3KpVq/Dx8cHa2tpsk5lLneJSWlpKdXU1Fy5cYPDgwbz//vtotVqKi4v59ttvWbFiBV26dKGiooKcnByaNWvGG2+8QX5+Pr6+vvTv35+CggJUKhUGgwEfHx+aNGmClZUVkiQRGBiIn58fN27cwM7OziT9a29vL/gmJCQwePBgDAYD58+fZ/DgwVhbW5OWlkZOTg4FBQU0b94cR0dH6tevj42NDb179yYuLg47O7uH3p8Pa2z+Udtm/5ptepS51DZHWltbC1xCQgI2NjYUFBRQUFBAVFTUn85/5n7599n0sLj8E+PX3C+myeVB2nThwgW6du1K8+bN6dSpEwaDgXPnzjFo0CDGjBlDTk4OOTk55OXl0axZM958800AHBwcCA8Pp3Xr1tja2uLq6lpDRxrHXYMGDaiuriYlJYVevXpRXFzM+vXr8fb2xtPT818xVgYNGkTXrl3/svYxxfuZ4vNinP8GDx4s6gwaNIjQ0FAaNWpESkoK8fHxrFixwrxQ94CLebHuAZdLly5x9epVLl++DMCrr75KYmIi06ZNE9cGDBjAzZs3kcvlnDhxgpdeeomMjAy8vLyIjY0lLS2NkSNHUllZia2tLf7+/gQEBDB06FAsLCwIDAwkLS3tvuL69u0rcOHh4bzxxhtmm8xc6hSXevXqcf78eZRKJdbW1hw5coSLFy9i3HwsSRITJ07kxIkTKBQKFAoFx48fx8bGhsDAQBwcHLCysuLgwYNERkZy/vx5oqOjOX36NLGxsZw5c4bo6GiaNm3KiRMnTNK/vr6+4oilkV9cXBwuLi44OjqSmJjISy+9xI0bN/Dx8eHdd9/lzJkzdOrUiezsbIKCgrhw4QKVlZUPvT8ftO/upm2zf802PcpcapsjO3fuTFRUlNj5ERAQwJAhQ7C0tKRjx46cOXOm1vnvYXOpS/3yqNj0sLncz/H7sLnUpX55lG0KCQlBJpOhVCrZuXMnzz77LGfOnBEacdu2bZw+fZry8nLkcjmWlpb88ssv2NjYEBwcjLu7OydOnODw4cMMGDAAOzs7VCqV0JFnz56lbdu2dOzYEQ8PD06cOIFer8fd3Z3w8HDefPPNOj1WRo8ejYWFhdgddrfaxxTvZ4rPy8iRI4H/v2gcEBBAdHQ0rVq1on///qSlpVFZWUmLFi147LHHWLx4MY0bN344Cyj/4mI+BvsAy+TJk9m5cyelpaVYWFgwZMgQbt68SUJCAmVlZdjZ2REYGMjNmzdJT09Hp9NRVVVFly5dRFZAa2trCgsL6dSpE4cPH6a0tJSqqipCQkLQ6XT/CC4vLw8PDw+KiorMNpm51EkuxmOt0dHRJCcn4+npybZt27C2thbxGQ4fPgzAf//7Xzw8PPj222/55Zdf8PX1FUFoJUnCYDDg4uJCQUGBiEsSHR3N3r17Tdq/+fn52NraEh0dzcWLF7l69SqSJOHh4YFer6ekpITS0lKCg4PJyMigrKwMW1tbtFotkZGR7N2712T680H77m7aNvvXbNOjzOVOc2Tz5s3Jzc0VcZbc3d2xtbUlPT39jvPfw+ZSl/rlUbHpYXO5n+P3YXMxBZwpcnnQNjVv3pzr16/TokULkpKSuHz5MpIkCY04e/Zszp49i1qtZvr06axYsYJr165x7do1WrVqRVZWFpmZmVRUVODm5oaNjY0Yd5Ik4ezsLHRkmzZt2L17NxYWFlRXV/8rxsrgwYOxs7MjISHhkb+fKT4vhYWFzJo1i8OHD/PLL79w9uxZZs6cyeOPP44kSaSmptKzZ0+mTZsmrslksoe8kvLvLOaddQ+oJCQksG7dOr788ksmTJjAU089xdixY0lISGDcuHE89thjGAwG9u/fz8CBAxk/fjzBwcEYDAZ27tzJuHHjaNOmDba2tuh0Ovbv38+4ceNo3bo1SqWS8+fP/yM4+G1HUWxsrNkmM5c6y0WSJKytrXnnnXcIDg4mNzcXhUKBg4MDMTEx/Pe//xVxbJYtW0ZxcTGurq7IZDJSUlLw8PCgT58+qNVqKisrsbCwoF+/fuIlvXXrVvGcm6p/DQYDfn5+vPPOO4SHh4uU8k2aNGHSpEk888wzSJLExYsX8ff3p0GDBlRWVpKamsru3btNqj8fpO/utm2zf802PcpcapsjlUolp0+fZvz48Xz66adoNBoyMzNRqVT07du31vnPFLjUpX55FGwyBS73a/yaApeHjTNFLg/aJo1GQ2JiIiEhIYwZM4awsDAUCgUWFhakpqbSsWNHPvjgA+RyOZIksXHjRqKiolCr1UiSxNGjR+nWrRtNmzYFEEH9+/Xrh0KhoKKigoYNGzJ+/HhCQkLYuXMnkiTx0ksv/a1x+Kj0i0ajYcWKFSQkJPDVV1890vczxefF1tYWvV7P1atXefbZZ2nQoAFarZb9+/eLdQs3NzdCQkKwsrK6h1UPc7mfxbxY94DKlStX6NChA+Hh4TRr1oxOnTrh7OyMq6srMTExvP/++7i4uKBUKlm2bBklJSW4uroCiIm+efPmqNVqAAwGAwUFBdjZ2YnslP8EzmAwALBr1y6zTWYudY6LcdENfsvOPH78eHx9famoqECv15Oens7KlStZvnw5Op0Oe3t7MjMzWb16Nfn5+fj4+IiEE7/++isqlQpbW1uKioq4ePEiLi4uWFhY3CbWTMm/t9p08eJFDh48SHV1NXq9HqVSyb59+7h69SoZGRnIZDLc3NyQyWSoVCqxgGkq/fkwxuaftW32r9mmR5lLbXOkn58fFRUV6HQ69Ho9SUlJnDp1CoPBgJ2dHTk5OSJZyu/nP3O//Ptsephc7vf4NfeLaXJ5kDbZ2toCIJfLOXLkiHinGwwGqqurWbt2LatWreKnn34S9TIzM9mzZw9WVla4u7sDcPjwYaqrq4mJicHBwYGcnBwuXryIWq1Gq9Vy5swZNm/eTOvWrYUO+OWXX/7WOHxU+sXoN51OR2Fh4SN9P1N8XoyLxsuWLRPjt7q6moMHD/L222+zYcMGxo8fT3JyMl5eXgDmXXUPsZiPwf7DRZJ+2zb65ptvUl1dzYwZM8S1zp07k5uby/79+7GwsOCVV17h5MmTlJSUEBISgkKhICUlhcLCQho3boxMJkOv13Pt2jUKCgpo2rQpCoUCuVzOlStX7isuNDQUhUIh4uhVVFSYbTJzqXNcQkNDkcvlVFZWcv78eYKDg9FoNOj1evR6PadPnyYsLAy1Wk3nzp2ZP38+NjY2LF++HK1Wy8CBA0lLS+PgwYMAvPPOO5w7dw4LCwuWLl2KVqule/fuZGdnm6x/jQKlpKSEy5cv07hxY7RaLQqFgtTUVPLy8ggJCUEul3Pjxg2Ki4s5cOAAMpmMoqIi+vXrR05Ojkn054P03d22bfav2aZHmUttc6RarcZgMJCWlkZ2djZNmzZFLpej0WhISUmpdf4zBS51qV8eBZtMgcv9Gr+mwOVh40yRy4O2KTIyErlczuuvv8748eM5c+YMYWFhaDQaoqOj+e6776isrBTjzsrKikOHDrFp0yYcHBxQKpUMGDCAtLQ0du/ejUql4v333+fMmTNotVri4+P56KOPOHPmjPh4p1AoOHXqFABhYWF1eqxERkYik8l44403ePPNN+9a+5ji/UzxeblVk6pUKk6fPi3G6uuvv45Op2PmzJliDePDDz+kUaNG97YAYi73r0jm8kDK9u3bpV69ekmZmZmSTqeTJEmSxowZI4WFhUmpqalSdXW1tH37dumxxx6TunbtKhUUFEjl5eU16pSWlkoVFRXi2tWrV6WSkpJ/FLd582azTWYudZ7L3LlzpS5dukilpaVSWVmZVFFRIX377beiTllZmSRJkvTee+9JPXr0kMrLyyVJkqR3331XCg0NlVJTUyWdTidt375datGihdS1a1eprKxMMhgMj4x/jT7Iz8+XSktLpe3bt0tt27aV4uLipMLCQtG2kW91dXWNecyU+vNB+u5u2zb712zTo8yltjny3XfflcLCwqTk5GQxpv9s/jMFLnWpXx4Fm0yBy/0av6bA5WHjTJHLg7ZJkqTb3umSJEmTJ0+WevToIRUVFQkdGRMTI5WWlkp6vV6SJEkaMWKEaL823XirTcax+vbbb/+rxsq9ah9TvJ8pPi9GTdqjRw+puLhY/KYxlsrKSqmiouIfWxMxl79WzMdgH1Dp2LEj8+bNw8nJSWwlDQoKwsvLC0dHR+RyOR07diQ6OhqlUolGo0Gr1RIUFISTkxOOjo5otVo0Gg02NjZ4eXnh5uaGhYXFP4rr2rWr2SYzlzrPRaFQiGOJFhYWaDQarl69SlVVFRqNBgsLCyZPnszatWspKSlB+r8NydevX6e6ulr8ffr0aQoKCsQzLpPJHhn/ZmVloVarsbS0FJnwmjdvTkVFhcBmZWVRXV2NTCYTHE2xPx+k7+62bbN/zTY9ylxqmyMVCgWOjo44Ozuj1Wrvav4zBS51qV8eBZtMgcv9Gr+mwOVh40yRy4O2CbjtnQ6QnZ1NWVkZKpUKjUbDjh07SE9PF+Nq8uTJ7NmzB3t7e+zs7JDJZLeNu44dO/LEE08ILaDRaAgODv5XjZV71T6meD9TfF6MelMmk4lj1wAnT54EQK1Wo9Fo/onlEHO5h2JerHuAxc3NDaVSiVz+m9vLysqoqqpCLpcjl8trXQyobaJfunQpFRUVyGSyB4Iz22Tm8m/gcv36dXJycjAYDEyePJnVq1fz/9q7/9Cq6j+O4695d93ufhmm0m7erMwt3MIcSKgFMUuwYEhu/mCgErloENkfYVBBOChMZNHVwUa3cqbT60BLpQhB/DH/GBPdYKajH7Yf1UpldV263e3e/uh7z3ebt/bD672fe/d8/HV3zudzzvv9+Zx7zuHN7jmSlJKSoo8++ki1tbVas2aN7Ha7UlNT5Xa71dLSovvuu08ul0tVVVWqra1VSUmJ+vr6rBuveBpfn89nvYmssrJSx44dU1JSkhwOh9xut5qamjRr1izde++9stlsRs9nNMeO8SWmyZBLuHOkzWZTenq6du3aNebznwm5JNK8xENMJuQSqePXhFxi3Y+Ywl/TQ/eNoTfAhu4RnU6n3G63dR+ZmpqqzMzMfz3uGhsbrcdkBINBI8Y32vOSSPszcV6GHr+SVFlZqbVr11rHHMxBsS4GQl+CKVOmyGazKTU1ddRiwMgTfejh49HsR0zkMhly2blzp2pra/XSSy8pKytLFRUVqqmp0Z49e5Sbm6v09HRt3bpVNTU12rhxo6ZPn66tW7equrpae/bsUXZ2tmw2m1JSUuJ2fEPLQmMQyre4uFgOhyPsOcvU+Yzm2DG+xDQZcgl3jpzI+c+EXBJpXuIhJhNyidTxa0Iuse5HTOGv6aH7xqH3iOHuI0c77rKzs7Vz506jxjfa85JI+zNxXoYev16vV9OnT7eKxjADL5iIgeD/XjCxd+9e1dfXa+HChfJ6vdq/f7+am5tVX1+vxx9/XPX19dqwYYMaGhrCtol2P2Iil8mQy8GDB1VXV6fBwUHrYnbgwAHNnz9fzc3Nw5b5/X7r7/379ysvL8/6Xsfz+I4cg+TkZHm9Xp0/f/5ft23qfJq4bcaXmOI5l3DnyImc/0zIJZHmJR5iMiGXSB2/JuQS637EFP6aHu4eMdx95GjHnYnjG+15SaT9mTgvQ4/f/Pz8WJdIEM64nnCHiLpw4UIwNzc3mJ+fH2xtbQ27bCxtot2PmMhlMuTy119/BSsqKoLff/+99Z0duSxcm0Qa35H5mTAv8TB2jC8xTYZcInX+MyGXRJqXeIjJhFwS/fo92XOJdkzhjqmx3EeOJQYTxzfa85JI+zNxXmAuinUxNNFiQKz7ERO5mLDtu90vGAxab+T8r2Uj/06k8R2ZnwnzEg9jx/gS02TIJRiMzPnPhFwSaV7iISYTcgkGE/v6PdlziXZMIaPdI4ZbNloMJo7vRPvdyfgmyv5MnBeYi5/BxtjAwICSk5P/c9lY2kS7HzGRiwnbvtv9JiqRxne03EyJ07SxY3yJaTLkEk685pJI8xIPMZmQSzjxmkus+xHTnRktBhPHd6L97mR8E2V/Js4LzESxDgAAAAAAADAEb4MFAAAAAAAADEGxDgAAAAAAADAExToAAAAAAADAEBTrAAAAAAAAAENQrAMAAAAAAAAMQbEOAAAAAAAAMERyrAMAAABAbHV2dmrZsmVh19lsNqWkpGjmzJmaP3++ioqKVFhYGPEYbt68qWvXrmn27NkR3zYAAEA8SQoGg8FYBwEAAIDYGVqsy8nJUUZGhrUuEAjI5/Opo6ND/f39kqQnn3xSH374oTIzMyOy/yNHjmj79u169dVXVVJSEpFtAgAAxCv+sw4AAACWt99+W0888cRty/v7+/XFF1/o/fff15kzZ1ReXi6Px6OpU6fe8T4rKyvV3d19x9sBAABIBDyzDgAAAKOaOnWqSkpKVF1dLZvNpsbGRu3evTvWYQEAACQcinUAAAAYs0WLFmnNmjWSpI8//li3bt2KcUQAAACJhWIdAAAAxiVUrOvp6VFTU9Owdd9++63eeecdrVixQgUFBcrPz9eSJUu0adMmff3118Paut1u5ebmqqurS9I/P8HNzc2V2+0e1u7q1av64IMP9Nxzz2nBggVauHChVq1apU8++UR9fX13MVMAAIDoo1gHAACAcXn00Uetl1A0NjZay/ft26cXXnhBXq9X165d05w5c+RyueTz+XTq1Cm99tprqqystNpnZ2eroKDAeu7dnDlzVFBQoOzsbKvNuXPn9Pzzz8vj8ai9vV0ul0tOp1Otra3atm2bVq9erd9//z1KmQMAANx9FOsAAAAwbvfff78k6eeff5YkXblyRe+9954CgYA2b96shoYGHTp0SF999ZVOnz6tFStWSJI8Ho/++OMPSVJxcbHq6uo0c+ZMSdKmTZtUV1en4uJiSVJ3d7fKy8vV09Oj1atX6+zZszp69KiOHTumb775RgsWLNClS5e0efPmKGcPAABw91CsAwAAwLilp6dL+uensJLU0NAgm82mvLw8vfLKK7Lb7Vbbe+65R1u2bJEk+f1+/fjjj2Pah8fjUU9PjwoLC1VRUaGsrCxr3QMPPKCqqiplZGSoqalJJ0+ejFBmAAAAsUWxDgAAAOPm9/slSUlJSZKk0tJSNTc3a9++fWHbp6amWp9v3rw5pn0cP35cklRUVBR2/YwZM7R06VJJ0okTJ8YWOAAAgOGSYx0AAAAA4o/P55OkYf/tJkl2u10tLS1qa2tTR0eH2tvb1dbWph9++MFqEwwGR91+b2+v9eKJqqoq1dbWhm0XajN0+wAAAPGMYh0AAADGpb+/3yqSzZ0711p+6NAh7dix47YXPsyePVvFxcXyer1j3seNGzesz21tbaO2DxUPAQAA4h3FOgAAAIxLS0uL9TPYgoICSf8U6t58801J0lNPPaVnn31W8+bN09y5czVt2jT5/f5xFescDof1+ciRI8rJyYlgBgAAAOaiWAcAAIBxOXjwoCRp1qxZWrRokSSpurpakrRy5Upt27b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      "text/plain": [
       "<Figure size 1500x900 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "sns.set_style(\"darkgrid\")\n",
    "plt.figure(figsize = (15,9))\n",
    "plt.plot(data[['Close']])\n",
    "plt.xticks(range(0,data.shape[0],20), data['Date'].loc[::20], rotation=45)\n",
    "plt.title(\"****** Stock Price\",fontsize=18, fontweight='bold')\n",
    "plt.xlabel('Date',fontsize=18)\n",
    "plt.ylabel('Close Price (USD)',fontsize=18)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 1. 特征工程"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 4561 entries, 0 to 4560\n",
      "Data columns (total 1 columns):\n",
      " #   Column  Non-Null Count  Dtype  \n",
      "---  ------  --------------  -----  \n",
      " 0   Close   4561 non-null   float64\n",
      "dtypes: float64(1)\n",
      "memory usage: 35.8 KB\n"
     ]
    }
   ],
   "source": [
    "price = data[['Close']]\n",
    "price.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/l3/3nn8r4195jx8b6rzwks1y1pr0000gn/T/ipykernel_7224/68737012.py:4: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  price['Close'] = scaler.fit_transform(price['Close'].values.reshape(-1,1))\n"
     ]
    }
   ],
   "source": [
    "from sklearn.preprocessing import MinMaxScaler\n",
    "\n",
    "scaler = MinMaxScaler(feature_range=(-1, 1))\n",
    "price['Close'] = scaler.fit_transform(price['Close'].values.reshape(-1,1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(4561,)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "price['Close'].shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 2. 数据集制作"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "def split_data(stock, lookback):\n",
    "    data_raw = stock.to_numpy() \n",
    "    data = []\n",
    "    \n",
    "    # you can free play（seq_length）\n",
    "    for index in range(len(data_raw) - lookback): \n",
    "        data.append(data_raw[index: index + lookback])\n",
    "    \n",
    "    data = np.array(data)\n",
    "    test_set_size = int(np.round(0.2 * data.shape[0]))\n",
    "    train_set_size = data.shape[0] - (test_set_size)\n",
    "    \n",
    "    x_train = data[:train_set_size,:-1,:]\n",
    "    y_train = data[:train_set_size,-1,:]\n",
    "    \n",
    "    x_test = data[train_set_size:,:-1]\n",
    "    y_test = data[train_set_size:,-1,:]\n",
    "    \n",
    "    return [x_train, y_train, x_test, y_test]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "x_train.shape =  (3639, 11, 1)\n",
      "y_train.shape =  (3639, 1)\n",
      "x_test.shape =  (910, 11, 1)\n",
      "y_test.shape =  (910, 1)\n"
     ]
    }
   ],
   "source": [
    "lookback = 12\n",
    "x_train, y_train, x_test, y_test = split_data(price, lookback)\n",
    "print('x_train.shape = ',x_train.shape)\n",
    "print('y_train.shape = ',y_train.shape)\n",
    "print('x_test.shape = ',x_test.shape)\n",
    "print('y_test.shape = ',y_test.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "注意：pytorch的nn.LSTM input shape=(seq_length, batch_size, input_size)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 3. 模型构建 —— LSTM"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "import torch.nn as nn\n",
    "\n",
    "x_train = torch.from_numpy(x_train).type(torch.Tensor)\n",
    "x_test = torch.from_numpy(x_test).type(torch.Tensor)\n",
    "y_train_lstm = torch.from_numpy(y_train).type(torch.Tensor)\n",
    "y_test_lstm = torch.from_numpy(y_test).type(torch.Tensor)\n",
    "y_train_gru = torch.from_numpy(y_train).type(torch.Tensor)\n",
    "y_test_gru = torch.from_numpy(y_test).type(torch.Tensor)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "input_dim = 1\n",
    "hidden_dim = 32\n",
    "num_layers = 2\n",
    "output_dim = 1\n",
    "num_epochs = 100"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "https://pytorch.org/docs/stable/generated/torch.nn.LSTM.html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "class LSTM(nn.Module):\n",
    "    def __init__(self, input_dim, hidden_dim, num_layers, output_dim):\n",
    "        super(LSTM, self).__init__()\n",
    "        self.hidden_dim = hidden_dim\n",
    "        self.num_layers = num_layers\n",
    "        \n",
    "        self.lstm = nn.LSTM(input_dim, hidden_dim, num_layers, batch_first=True)\n",
    "        self.fc = nn.Linear(hidden_dim, output_dim)\n",
    "\n",
    "    def forward(self, x):\n",
    "        h0 = torch.zeros(self.num_layers, x.size(0), self.hidden_dim).requires_grad_()\n",
    "        c0 = torch.zeros(self.num_layers, x.size(0), self.hidden_dim).requires_grad_()\n",
    "        out, (hn, cn) = self.lstm(x, (h0.detach(), c0.detach()))\n",
    "        out = self.fc(out[:, -1, :]) \n",
    "        return out"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "model = LSTM(input_dim=input_dim, hidden_dim=hidden_dim, output_dim=output_dim, num_layers=num_layers)\n",
    "criterion = torch.nn.MSELoss()\n",
    "optimiser = torch.optim.Adam(model.parameters(), lr=0.01)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 4. 模型训练"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch  0 MSE:  0.1333504468202591\n",
      "Epoch  1 MSE:  0.10626848042011261\n",
      "Epoch  2 MSE:  0.11701800674200058\n",
      "Epoch  3 MSE:  0.09665930271148682\n",
      "Epoch  4 MSE:  0.09065475314855576\n",
      "Epoch  5 MSE:  0.08654184639453888\n",
      "Epoch  6 MSE:  0.07270750403404236\n",
      "Epoch  7 MSE:  0.04630933701992035\n",
      "Epoch  8 MSE:  0.03591103106737137\n",
      "Epoch  9 MSE:  0.02270044945180416\n",
      "Epoch  10 MSE:  0.0047783758491277695\n",
      "Epoch  11 MSE:  0.022517666220664978\n",
      "Epoch  12 MSE:  0.019290491938591003\n",
      "Epoch  13 MSE:  0.010574551299214363\n",
      "Epoch  14 MSE:  0.010081096552312374\n",
      "Epoch  15 MSE:  0.004342369735240936\n",
      "Epoch  16 MSE:  0.004250199068337679\n",
      "Epoch  17 MSE:  0.008403316140174866\n",
      "Epoch  18 MSE:  0.0105751259252429\n",
      "Epoch  19 MSE:  0.009443781338632107\n",
      "Epoch  20 MSE:  0.00684729777276516\n",
      "Epoch  21 MSE:  0.00529917236417532\n",
      "Epoch  22 MSE:  0.0053238095715641975\n",
      "Epoch  23 MSE:  0.004895178601145744\n",
      "Epoch  24 MSE:  0.0037823033053427935\n",
      "Epoch  25 MSE:  0.0040018754079937935\n",
      "Epoch  26 MSE:  0.005230181850492954\n",
      "Epoch  27 MSE:  0.0053987205028533936\n",
      "Epoch  28 MSE:  0.004021677654236555\n",
      "Epoch  29 MSE:  0.002537759020924568\n",
      "Epoch  30 MSE:  0.002386378822848201\n",
      "Epoch  31 MSE:  0.0030885750893503428\n",
      "Epoch  32 MSE:  0.0031508009415119886\n",
      "Epoch  33 MSE:  0.0028022348415106535\n",
      "Epoch  34 MSE:  0.0029771411791443825\n",
      "Epoch  35 MSE:  0.0033167630899697542\n",
      "Epoch  36 MSE:  0.0030857205856591463\n",
      "Epoch  37 MSE:  0.002463417360559106\n",
      "Epoch  38 MSE:  0.0022239917889237404\n",
      "Epoch  39 MSE:  0.002400111872702837\n",
      "Epoch  40 MSE:  0.0022878136951476336\n",
      "Epoch  41 MSE:  0.0020227916538715363\n",
      "Epoch  42 MSE:  0.002107533859089017\n",
      "Epoch  43 MSE:  0.0022303834557533264\n",
      "Epoch  44 MSE:  0.0020010012667626143\n",
      "Epoch  45 MSE:  0.001677623949944973\n",
      "Epoch  46 MSE:  0.0016247659223154187\n",
      "Epoch  47 MSE:  0.0016772145172581077\n",
      "Epoch  48 MSE:  0.0015972742112353444\n",
      "Epoch  49 MSE:  0.0015508063370361924\n",
      "Epoch  50 MSE:  0.0016348145436495543\n",
      "Epoch  51 MSE:  0.0016570111038163304\n",
      "Epoch  52 MSE:  0.001525143045000732\n",
      "Epoch  53 MSE:  0.001405359827913344\n",
      "Epoch  54 MSE:  0.0014146756147965789\n",
      "Epoch  55 MSE:  0.0014271384570747614\n",
      "Epoch  56 MSE:  0.0013627421576529741\n",
      "Epoch  57 MSE:  0.0013242318527773023\n",
      "Epoch  58 MSE:  0.001321130315773189\n",
      "Epoch  59 MSE:  0.0012620202032849193\n",
      "Epoch  60 MSE:  0.0011842435924336314\n",
      "Epoch  61 MSE:  0.0011866941349580884\n",
      "Epoch  62 MSE:  0.001216214383020997\n",
      "Epoch  63 MSE:  0.0011898406082764268\n",
      "Epoch  64 MSE:  0.0011649682419374585\n",
      "Epoch  65 MSE:  0.0011686645448207855\n",
      "Epoch  66 MSE:  0.0011437083594501019\n",
      "Epoch  67 MSE:  0.001108094584196806\n",
      "Epoch  68 MSE:  0.0011139372363686562\n",
      "Epoch  69 MSE:  0.001118202111683786\n",
      "Epoch  70 MSE:  0.0010891405399888754\n",
      "Epoch  71 MSE:  0.0010716653196141124\n",
      "Epoch  72 MSE:  0.001066054217517376\n",
      "Epoch  73 MSE:  0.0010472651338204741\n",
      "Epoch  74 MSE:  0.0010388862574473023\n",
      "Epoch  75 MSE:  0.0010477581527084112\n",
      "Epoch  76 MSE:  0.001041497802361846\n",
      "Epoch  77 MSE:  0.001026466372422874\n",
      "Epoch  78 MSE:  0.0010248511098325253\n",
      "Epoch  79 MSE:  0.0010228845058009028\n",
      "Epoch  80 MSE:  0.0010148583678528666\n",
      "Epoch  81 MSE:  0.0010135119082406163\n",
      "Epoch  82 MSE:  0.0010099072242155671\n",
      "Epoch  83 MSE:  0.0009978038724511862\n",
      "Epoch  84 MSE:  0.0009930699598044157\n",
      "Epoch  85 MSE:  0.0009939167648553848\n",
      "Epoch  86 MSE:  0.0009892259258776903\n",
      "Epoch  87 MSE:  0.0009856113465502858\n",
      "Epoch  88 MSE:  0.0009843568550422788\n",
      "Epoch  89 MSE:  0.0009792507626116276\n",
      "Epoch  90 MSE:  0.0009766758885234594\n",
      "Epoch  91 MSE:  0.0009772166376933455\n",
      "Epoch  92 MSE:  0.0009733783663250506\n",
      "Epoch  93 MSE:  0.0009689764701761305\n",
      "Epoch  94 MSE:  0.0009668452548794448\n",
      "Epoch  95 MSE:  0.0009632077417336404\n",
      "Epoch  96 MSE:  0.0009605769882909954\n",
      "Epoch  97 MSE:  0.0009593425784260035\n",
      "Epoch  98 MSE:  0.0009558138553984463\n",
      "Epoch  99 MSE:  0.0009526347857899964\n",
      "Training time: 8.177735090255737\n"
     ]
    }
   ],
   "source": [
    "import time\n",
    "\n",
    "hist = np.zeros(num_epochs)\n",
    "start_time = time.time()\n",
    "lstm = []\n",
    "\n",
    "for t in range(num_epochs):\n",
    "    y_train_pred = model(x_train)\n",
    "\n",
    "    loss = criterion(y_train_pred, y_train_lstm)\n",
    "    print(\"Epoch \", t, \"MSE: \", loss.item())\n",
    "    hist[t] = loss.item()\n",
    "\n",
    "    optimiser.zero_grad()\n",
    "    loss.backward()\n",
    "    optimiser.step()\n",
    "    \n",
    "training_time = time.time()-start_time\n",
    "print(\"Training time: {}\".format(training_time))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 5. 模型结果可视化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "predict = pd.DataFrame(scaler.inverse_transform(y_train_pred.detach().numpy()))\n",
    "original = pd.DataFrame(scaler.inverse_transform(y_train_lstm.detach().numpy()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1600x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "sns.set_style(\"darkgrid\")    \n",
    "\n",
    "fig = plt.figure()\n",
    "fig.subplots_adjust(hspace=0.2, wspace=0.2)\n",
    "\n",
    "plt.subplot(1, 2, 1)\n",
    "ax = sns.lineplot(x = original.index, y = original[0], label=\"Data\", color='royalblue')\n",
    "ax = sns.lineplot(x = predict.index, y = predict[0], label=\"Training Prediction (LSTM)\", color='tomato')\n",
    "ax.set_title('Stock price', size = 14, fontweight='bold')\n",
    "ax.set_xlabel(\"Days\", size = 14)\n",
    "ax.set_ylabel(\"Cost (USD)\", size = 14)\n",
    "ax.set_xticklabels('', size=10)\n",
    "\n",
    "\n",
    "plt.subplot(1, 2, 2)\n",
    "ax = sns.lineplot(data=hist, color='royalblue')\n",
    "ax.set_xlabel(\"Epoch\", size = 14)\n",
    "ax.set_ylabel(\"Loss\", size = 14)\n",
    "ax.set_title(\"Training Loss\", size = 14, fontweight='bold')\n",
    "fig.set_figheight(6)\n",
    "fig.set_figwidth(16)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 6. 模型验证"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([[0.4646],\n",
       "        [0.4709],\n",
       "        [0.4685],\n",
       "        [0.4827],\n",
       "        [0.4866],\n",
       "        [0.4799],\n",
       "        [0.4985],\n",
       "        [0.4991],\n",
       "        [0.5140],\n",
       "        [0.5082],\n",
       "        [0.5084]])"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x_test[-1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train Score: 67.86 RMSE\n",
      "Test Score: 91.15 RMSE\n"
     ]
    }
   ],
   "source": [
    "import math, time\n",
    "from sklearn.metrics import mean_squared_error\n",
    "\n",
    "# make predictions\n",
    "y_test_pred = model(x_test)\n",
    "\n",
    "# invert predictions\n",
    "y_train_pred = scaler.inverse_transform(y_train_pred.detach().numpy())\n",
    "y_train = scaler.inverse_transform(y_train_lstm.detach().numpy())\n",
    "y_test_pred = scaler.inverse_transform(y_test_pred.detach().numpy())\n",
    "y_test = scaler.inverse_transform(y_test_lstm.detach().numpy())\n",
    "\n",
    "# calculate root mean squared error\n",
    "trainScore = math.sqrt(mean_squared_error(y_train[:,0], y_train_pred[:,0]))\n",
    "print('Train Score: %.2f RMSE' % (trainScore))\n",
    "testScore = math.sqrt(mean_squared_error(y_test[:,0], y_test_pred[:,0]))\n",
    "print('Test Score: %.2f RMSE' % (testScore))\n",
    "lstm.append(trainScore)\n",
    "lstm.append(testScore)\n",
    "lstm.append(training_time)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "# shift train predictions for plotting\n",
    "trainPredictPlot = np.empty_like(price)\n",
    "trainPredictPlot[:, :] = np.nan\n",
    "trainPredictPlot[lookback:len(y_train_pred)+lookback, :] = y_train_pred\n",
    "\n",
    "# shift test predictions for plotting\n",
    "testPredictPlot = np.empty_like(price)\n",
    "testPredictPlot[:, :] = np.nan\n",
    "testPredictPlot[len(y_train_pred)+lookback-1:len(price)-1, :] = y_test_pred\n",
    "\n",
    "original = scaler.inverse_transform(price['Close'].values.reshape(-1,1))\n",
    "\n",
    "predictions = np.append(trainPredictPlot, testPredictPlot, axis=1)\n",
    "predictions = np.append(predictions, original, axis=1)\n",
    "result = pd.DataFrame(predictions)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "plotlyServerURL": "https://plot.ly"
       },
       "data": [
        {
         "mode": "lines",
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        "xaxis": {
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         }
        }
       }
      }
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.express as px\n",
    "import plotly.graph_objects as go\n",
    "\n",
    "fig = go.Figure()\n",
    "fig.add_trace(go.Scatter(go.Scatter(x=result.index, y=result[0],\n",
    "                    mode='lines',\n",
    "                    name='Train prediction')))\n",
    "fig.add_trace(go.Scatter(x=result.index, y=result[1],\n",
    "                    mode='lines',\n",
    "                    name='Test prediction'))\n",
    "fig.add_trace(go.Scatter(go.Scatter(x=result.index, y=result[2],\n",
    "                    mode='lines',\n",
    "                    name='Actual Value')))\n",
    "fig.update_layout(\n",
    "    xaxis=dict(\n",
    "        showline=True,\n",
    "        showgrid=True,\n",
    "        showticklabels=False,\n",
    "        linecolor='white',\n",
    "        linewidth=2\n",
    "    ),\n",
    "    yaxis=dict(\n",
    "        title_text='Close (USD)',\n",
    "        titlefont=dict(\n",
    "            family='Rockwell',\n",
    "            size=12,\n",
    "            color='white',\n",
    "        ),\n",
    "        showline=True,\n",
    "        showgrid=True,\n",
    "        showticklabels=True,\n",
    "        linecolor='white',\n",
    "        linewidth=2,\n",
    "        ticks='outside',\n",
    "        tickfont=dict(\n",
    "            family='Rockwell',\n",
    "            size=12,\n",
    "            color='white',\n",
    "        ),\n",
    "    ),\n",
    "    showlegend=True,\n",
    "    template = 'plotly_dark'\n",
    "\n",
    ")\n",
    "\n",
    "\n",
    "\n",
    "annotations = []\n",
    "annotations.append(dict(xref='paper', yref='paper', x=0.0, y=1.05,\n",
    "                              xanchor='left', yanchor='bottom',\n",
    "                              text='Results (LSTM)',\n",
    "                              font=dict(family='Rockwell',\n",
    "                                        size=26,\n",
    "                                        color='white'),\n",
    "                              showarrow=False))\n",
    "fig.update_layout(annotations=annotations)\n",
    "\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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