{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "bc35d807",
   "metadata": {},
   "source": [
    "# 视觉问答"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0e173c4b",
   "metadata": {},
   "source": [
    "## 1. 项目介绍"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7981284e",
   "metadata": {},
   "source": [
    "视觉问答（Visual Question Answering,VQA）是一项结合计算机视觉和自然语言处理的学习任务，该项目使用 BLIP 视觉语言模态预训练模型在 VQA 任务上进行 Finetuned ，我们只需要上传图片和输入问题，便能快速生成问题答案，快来试试吧！"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d7fb36cb",
   "metadata": {},
   "source": [
    "## 2. 项目结构"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "069f485b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "root:[/home/jovyan/work]\n",
      "+--handler.py\n",
      "+--app_spec.yml\n",
      "+--img\n",
      "|      +--demo.jpg\n",
      "+--models\n",
      "|      +--__init__.py\n",
      "|      +--blip.py\n",
      "|      +--blip_itm.py\n",
      "|      +--blip_nlvr.py\n",
      "|      +--blip_pretrain.py\n",
      "|      +--blip_retrieval.py\n",
      "|      +--blip_vqa.py\n",
      "|      +--med.py\n",
      "|      +--nlvr_encoder.py\n",
      "|      +--vit.py\n",
      "|      +--__pycache__\n",
      "|      |      +--__init__.cpython-37.pyc\n",
      "|      |      +--vit.cpython-37.pyc\n",
      "|      |      +--blip_vqa.cpython-37.pyc\n",
      "|      |      +--blip.cpython-37.pyc\n",
      "|      |      +--med.cpython-37.pyc\n",
      "+--configs\n",
      "|      +--bert_config.json\n",
      "|      +--caption_coco.yaml\n",
      "|      +--med_config.json\n",
      "|      +--nlvr.yaml\n",
      "|      +--nocaps.yaml\n",
      "|      +--pretrain.yaml\n",
      "|      +--retrieval_coco.yaml\n",
      "|      +--retrieval_flickr.yaml\n",
      "|      +--retrieval_msrvtt.yaml\n",
      "|      +--vqa.yaml\n",
      "+--ckpt\n",
      "|      +--model_base_vqa_capfilt_large.pth\n",
      "+--demo.ipynb\n",
      "+--requirement.txt\n",
      "+--__pycache__\n",
      "|      +--handler.cpython-37.pyc\n",
      "|      +--app.cpython-37.pyc\n",
      "+--env.ipynb.invalid\n",
      "+--env.ipynb\n",
      "+--project_requirements.txt\n",
      "+--Introduce.ipynb\n",
      "+--app.py\n"
     ]
    }
   ],
   "source": [
    "# 显示文件夹树状目录\n",
    "import os\n",
    "import os.path\n",
    " \n",
    "def dfs_showdir(path, depth):\n",
    "    if depth == 0:\n",
    "        print(\"root:[\" + path + \"]\")\n",
    " \n",
    "    for item in os.listdir(path):\n",
    "        if item[0] not in ['.', '__']:\n",
    "            print(\"|      \" * depth + \"+--\" + item)\n",
    "            newitem = path +'/'+ item\n",
    "            if os.path.isdir(newitem):\n",
    "                dfs_showdir(newitem, depth +1)\n",
    " \n",
    " \n",
    "if __name__ == '__main__':\n",
    "    path = os.getcwd()             # 文件夹路径\n",
    "    dfs_showdir(path, 0)  # 显示文件夹的树状结构"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fd999c28",
   "metadata": {},
   "source": [
    "## 3. 项目demo"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "fecd6545",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 环境安装\n",
    "!/home/jovyan/.virtualenvs/basenv/bin/pip install -r requirement.txt -i https://pypi.doubanio.com/simple/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "11b3b7a1",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2022-08-08 17:13:03.608206: W tensorflow/stream_executor/platform/default/dso_loader.cc:59] Could not load dynamic library 'libcudart.so.10.1'; dlerror: libcudart.so.10.1: cannot open shared object file: No such file or directory\n",
      "2022-08-08 17:13:03.608246: I tensorflow/stream_executor/cuda/cudart_stub.cc:29] Ignore above cudart dlerror if you do not have a GPU set up on your machine.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "load checkpoint from ./ckpt/model_base_vqa_capfilt_large.pth\n"
     ]
    }
   ],
   "source": [
    "# 导入相关模块\n",
    "from app import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "313416d5",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Input img:\n"
     ]
    },
    {
     "data": {
      "image/png": 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sl+KL7X/6K/jUypWJYL0tONfsNLz6WVYLn3B5ispnVWv1wejTW7PjsZY+gxeG1b4bZUVLLawc+qeyzepJyhqKXC/VlqKIRa5YbOE/DR6YU/VtrLtY53HbfKxbi9WmMxzjABfhjS6h/vrKirBA5CJYO4KlRPCE5RMjlE2ofPNHnlylfFrlCn7S9p+L1L+hn2fDAayf83YK07TmNNA7+8z1JQNa0fwVKPHJyfeTIYgn7+VJnLafOtG3y5UF9pU30DxFGbcCAs2uNmltLUw/L7YRV7iJlqaNziosGr662VdAPhUwsCh1rjCMRRNwVWvriWNpLudniitWlfYrz92awyHw9BTmejm+eGv+RMS63kUQf+HuisYRsT46bjNSWWOXrB/xJ1Ceehrp5i1sGDP65OOAV9iQ1JZ009+r/AHrkeSzMxVo8R5O/aNL20K5dDC/ANJpbbkCbS0+0r7yuKHQ9eXptrZ5uVq64bynZNkjz1rPrxlnO9kT5qzhZYFhBQBAnWL+5T6NFoJ6Etv3F8IZMqfNl6Leq7W56s9V7T9TnbChibiqLEV9j9vm5vU3z8W4cCwKQPwuQOO3WsO+C/7QtvZ4KkQAz3JF17e8BqOvb6c9IVfr9GkR2ScvOzb0z8wNcnMsh49/EtGapqYUSwudXzBz1wL6dQbZqnf6JAM9jytdVj24pp1V73Jlav6FUHpPUq6G6a/WyyaFAOaOgpvBG1gmz1pKYKVbAwBAl+OfJ9SkT6tcjc7WQJFVRl57vee4oi2HFtts33pCtPPJTPhjKVVovf7itKzpYin/XO0FY780tx4ACtDs/AdAANI1Ru0FJDdP7hsDiVWDu7Q87qRvWHmpXl6JBlePaqri1yiKVa7AzYn+0uX/hLXKpXkf6x1Km4x2Q4y6fmZw6uy5AHrqJmWh+mIDl4yyPlfl8cvmuPCxlnaVjLmUlNsRxCt0t7kJsXmbz6j+p1I2kf1rnrpyqTVABCvz9y4SLyrQQjo0wuyw6OWDW4ed143sWS/bpSIKWkS/VHRNJfd682CpGtGLud9zy78G+cxhrfWvc+mtJykbKsANKzyW7G/3vgmdrKk80wB1vfa9Zp7bT+JFZ1/T8hJTuKYeAIFPzuRdVdaDGVhG6xtCkVX4ddEMWLXkcxVWqZrN1/uTKU/Rk3HlmOPmA1ivwGfJcMuYukXuq8aHELdSLlm2aEJgY1Rjq86zX8o5qlo6wrmyXqjPUeEq6b7Y4Kr6S6tdOsJPXaA8rbJ0tp+ic2LDQnN/L7R1AQi12eDCWFHnH4uv18ofJV2nN59FWSVdltLlIsO0L+LCoXxzPxbrrxrVXJtT+XSp5fMLQfqbD3JOf66HVUsf3/CpBq0sqYaI0zhAA2ovSud2lidedOy0W0ScZ6V5ythMem0irVe9CVykyzWegbnpaP85d33xwTVjaxsGevEMzbkG23fb42lP0Sreu1pZTyVPUTCtampD19DinK/p6wrOicUGiaan3E6Pub34SHSMNn/gihOEAECbYyWW33xaZY0TbT3/rCHcS/taz5DTxVvKIasM1qfoHbq0rKeST1G3tBl+zd1nV6IbdNq51mOZk+4LO2YAQGHZWq4/VF0BVGGDhX92YGlOEa2xcae/r7A264X3UjC22LteljH+JLN0BbzxLEp7Kq7maMYFV8S0bNIg1T7P2QNLgNBcazj33wt9x6Gs7jAepSj6tHTC5muzSFtrWliji+e4YhG7X/rs9PcqTNW2Dda80ZMIyMd69hPAYHNA9LFMglh5vTSBi9B0WmjRfp09MH9Bpo2uBkIAKJvtCXgmfrT5sSyjxbnJXaoQNqS8S8l0bgC/EIbsZ6c8LiK4tNoinzRxgAvYZwksa67PHp7ywPJeV/NA5MLaQaTzt9a/wOOWpcbo0mqwoBZWieE5KbJK/Fza19LW1mPiX6By5fEv+gOeaY91HABrgA6Nq3Nq9c510GAkRJwaA8s0eKx5icOk/l9zMXanT5kN1iD+pQoBFqhwjbpYI6LWoP9LXZ9PxfPz6Zangpo2VMhw0QW3ScvT3/Fw3DrVgS5Q/Kou206hpdbCtB+FBQN6cRwN7ynqmraavq86rWu8oksvrveitp9dwf/rLOBLF+kXnfqfpHzC797aFI8a/5m3aC8+MJXu04fmjgBqk0XcJqwQQ8Xzfbe9HBi34ijG/6/yFD0JFtRlpzWuempzYLPY4Bq/xFz7j9vyk5fPPmttAlmXPrVKHi3WbNchmPruUZcR3xIeAABVmfLAnENnmTEOgAJNT4uwIeKh+AvbSkUvtH3p0rUbnLvSvn6pJ3RNgxuWx5Lxc+r7sdb+kwHKn3BZagBsMvINZ2MOAkmzyA0PLKh0WOCBxh6ASN7rnELTRqYZpssqX5C+8V+FhiM3LavQyGIXj1ueEd08Odb/BbIWFn0Jq2rOqd8NRTtcaZlohmcQGzy+orSkVDOaSKIIK55rOVIAEQEVULQJGE+twCUoouG4lvm5UQbdmilYdOnokjda9+yGZcOlai9we8k3t/w+lbIhhrz07qUrBZsBxauVabOEWGf4TO1VxAu7wKagP47lIrqduXpq4NI2oleq9QX3Z6t+uxBgK3ism7jGFkX+0nlfhEarzIb13S0tq9ZslQ8K1nqErtzdMypr5mST6dpkBRfXaPN33JxnYrVpHKCFtpv05UWaXj8UVKDV2UBzVWeBBZ1jqoWiMD2Sbs2bLTNUNiXfDe3RRR2ySflsCvLPbHkq/Lx5I9NjURShJYFQapZAbDl5ZsZAa1HjJvqWWb2AVZZbnM05co2P6IIIXEY0NUSrD5/T+ZyilV7bZVByUZmscdvP/XkFB8XS1pZCnWen9D/hsuotrmbiL1WeVx5DuxBMSaFFUpFI8KJBvBahtpYw0ugSVpkfU73YkX9qw2BT9RrZ8rFE8tJq7RbaXDF3fZP2H6tccAFfZPunbm9cefybYM6rdbrhsDcEk1drHwAQkbDJBdJI8fWNmUdoSse1osD5k0ObzgKATD2XtXxfa2LO5rfOxJg9DoiNX3SO7tu/kRpmm7axYWnP7JyKmLu+XH1dtVza2uN2sYmQu7JKeaY26BUm83E18HpzJd41EFHF7JQfmX0lA0EhIBDoLGNOVbHeOTBHLgDNwXLTW7iaLJcvf7Sqa4Oc2iBn3WvrzOJeWWeD3qe35txwsEC4T0JS7R9zIvaZ+jSvhiKeXdnE7lqUTY9lDa+ZzJkXCOqpkZlGVr0ofRV0ccejwMKEtl1D8RqoomhtFWht726wxooISBJt5UvJYupGrHsW3TDdeqkvCBeO4JsThPg4OSqblLWWz2OXVY3MZumzUTZ3B81d3GSWNvGxxtLeyKit/2itAmJzpDgf8AUARZ3Cp/lbEQ5N71CNiJTgkjVYcJhKhEbt1la9TIPfmi4iG1x86Kmv/6KiaLPHqtW6Gq0/FQw2xwZPAvSfpGzoeVsDoZ9KvzTbta6CNdUCRqmP0OpbKSqHC54ciLYyLB9fi3AbRkGAyDbrvS5T67BRgQoo2g4nLyvaajmaHxiDGFIfdNQGZEvHsNQeWEoi8eKie7RtTy9d42dKcG3benpl2uniCD+ZUT1hWQoXn1YhUFggqSnyEZjzjTa2wqLoXU3QNQ8gQgQXU46Ysw+mi7QIwWeNgUZ8o/XYou+qsbwXsUTLjdvca3Tcismck+JzI2gvQ9uNs4iwF/HVtPLyjjcoqzhq+u9Uaq4hl0sh5WeQE/Bigcc0BtbcpcbfM31naekEBZHpMYmqkY6Xpufoku0t81MZf0usTAqgSq2PyqyBwnN6EFFh+iRK3Lhfby/QDXRr88rtT9q0BP76py8MddXvRZ3wKZa5AXzq4/lMlToZDqe0pdGWnCV7gursqNAa89RMIiIXjEUAXEE+F21KaMMRbChyIf8iVl4RT7kQnhOkOh6HF2La0x6XNHKBcBuANHWqwhxXzL3FBuBhUSfMXWybCstecaOiyxIHYGMP5nog+smXTUym9WLlIqXVc75mNtpHIyqo1HBep0YnQk2gF45/w8gGF0FMQwo6FYNLRzZ9AUQFEIUwrTyV7BcbvPA+a2BADF80mxCWkNqqmZorOEVoKz55piuAxJpVeSrkvmSoa0NFU1y0oRtRW+UpDvLS0ka/SyssqtkNuXTOrbf4FCEAogBoAwbmQMssuac2KFt/Uqxzca6i5Yyw5MzdhZfR5vEAM2d+cyZ7HM9CG4tcsWgzYB2Ort1AiPNntS+di5VlTjk0w9j08adUNue3x2rkUy9TCX3piszpgaWPXMrhc1caN2jjXYnkCw0ymZqw8fELPBAZERQgzEGC+n6Tz79K+GnjPWqklURWVJ0NYFEArzCRVxWp9+Isg0ZzZaXVOKvRGAztWdmsPDmuuMJiz8m/xy2fDLdcYWbWmIuLZX0dApAG7GhMzGnrAQRQjUC/2c+14P+pQdLSgQLALDw8G9Baf8g0UTR21zBK89RUVy4FSPMDiBHr+M/MhbqceK8AmrHV2PpPxLb1+ycAstcKVJ2ma+naIwgeR9B8EmW66Kssn1VPrblrIhZvchY0Cvbpb2iIeAZGFBAkGputpmUqsuHiYjctRF2wyWsuYJWp2wlj7+sSPy+ZkXYYQZs3fJzgGDZJSq3ZmI1ap51A4xCoUd28S3TzHp9WaagZAVHKAakoWeAE2UaPxqqnPtlhXlIWfQlXaKH9uAGA6epp/f1TJAWpJTHizNRViBsVZ+tMDcVDS2yvkOsNe7XzKpb5RqbUMr1YH+h1wUTB2eNztWETToA2Y8XXnz8o+wqlpbqmvDHTCp8K3V/Enwjih3e/n2Qpq1PvgRMla/ZepWRb2+6+NpT9jPEArFZN7etzKnfV5BuOUF0FkRrpry2RNTVMm7zl5qtKNRzBJjO5ZT9MSfZCV9NDUmpls+kRygCCsx4apVRjGQWdbsrEtttrg2mcm7w5EYgzm+gJikZFGQepV2+yDRo3fMG2DYCNxj7/+Pv+7KPiwdvV/bcJkUlYKrN9PXn1N9LXfhd7NyGEdiOfJPU/1sItNQNWQeJVdQAA5eR9BVIARJ5+NBWBIkHJjIXan0OafV24yZ8mxbkvrtKql6lJIeKZWZ35yqung+rqMw0BChjZILLl01w2jVwni99SuEpjUdFeNJvWLLxeTG24AgPATIZhGD4a/vxfyMP3q7tvsYo1TIwEgVVBg+7esr/+fzQvfgtkxgOfQfE/V57QDiadOXZi3Ld+pI1qsUHKzWTMwmRNGFVx/rt6AiDt01MWBlUHcGWmGi6y5sqpF4AYn54ODmHqOZV4ssvTcRoCQL1nDQFQAEWh9ik93v6DaWMAVLvHdDrrtRq82N6i6+ZxHXzzeh/J3//R6Kd/dPbOTyXE1alIg2E2lpMsz0aH8Ef/xH38fWC+wqt9FsqaMMKqWxHPaINeGlhcewikPjkxMsmFKW7pmpp0F/YoqjbreIE3cGZ91l2pNlvIHo+qFEBAA+jMP9uoKkXAdlwHHp+AZgPGi78RahHQHAOs7bS/DSx9hFqfTs/OWzWyKURsy/LV/q4lr9P8QPDjyQd/2X/4QEMVQiXBSRANToJXVVWPNrHq9S/+bzJ4BEiXTsunW5aaKAt+9st9fXUsq5XJIy1HpwI02fyg0nLPw4VVR6jzagQ1LNCB1pRa/+8iDNaZ+0mnfz+2m33a8iwHuyavuay7mVa7ZF4uK80cgAIKzjqb7nLeaPA69+uKemVJi/PGFSK48ejkCMkSp9EAqz3cURcpgSrYzA4futf/mV50Cn1m2eDJS4On62y2WmzPlqE5L7G52aJgnf7ZmqyaDSTmSswuzyTxEuKeOvtn84wtEt6waENEbWwRAwHYZF1c6GPzhpc9orP3mruzOSvNPA1Qb4abRuuWSvRVYn6xxbm7iOhdpdLtbt+IEXIvEAREVENM6SINACJEBu790J99BPjZBUJt02h9HGPukfaPWFqGXaudC6Al7kdRhJWKWuf/WuGsbQbdYgBs7US+WqkNlBYtXRhM+7iXtWBwXQ/Lnphhk6XtrelE537OToOMtsBs3xw2J2hHQ79mtoZTFKaBIZhOq7a5fLYECJOjI2u72dY1k+SVlxDAe/FBfRDvfQhBBMSLAtvhCRy9eXETLE7HO9Omm4mSNbh8k8fXt7y5OGurxDZ8MitGcZEma4/N7G6z/tPbzTVsPYOr3CazerU7aOV0rMound7H+d+Ny3FKUvVYteU4unzmcY6rdc1DqktkPkpj2eg0dqbQ5CRFATbtJ84fxl13U/UFAFG5aqv/GbYHQFCZTf70wektnd0U584/eishRpORybzvA6ky1BBIANQBGyYiIlAHH/+1vPSfkcmjs0Frv990NqaD0SlpzUbVXpPVfPK0YNWThKtV1agKAgNio/Ii3ZBqkxkNDYZQgukpctGDU7/rdK2aPy9YEc1/EFUFFBS1OVwi7rZvTuVd8xaRci7SGcY8o2kQe1ZHVcOUx6FFuxeoB1ujm9bSqQJrquns8rwB00wiTlvBC2/cTM6MPGPURHUWFbiAg2aPaR18b4TIjFNaE3eBMWtXUgOVdHrevCLSpH9anT1K2YAHosQHdD6ApbikyHEwpCoMgEjw6F3p36P9V0EFEKDO2I1dXnTCKrVXBlesI87L1Ccq7QjX3MXHZQYzLhwyINGsjUhDUFNWozlQ68Vb6Lim4Nml9uJDTV+zpZpG1LBe5NoO0elErjXeZ2j4Il21614U2a31WREoWRD5uFhLNbLY8h03dZfEiAS1dSlzdy+U+v11cdku+i4vrHQLciEA6uyjVRRllNR212wrqaoSkx8NKJTIqqJsUo/GVQUjKisAIQgAIgooKgRixtE5HL2t+5+bNzpmU1GP5yLEnA/YLb7IUymbWkTLytzYzOFwREBIBAgQg1kYjz1p/57eaoR5XIgZ39fxBMTZl+GbccX7tXJoiVqYRqymcrFurSEnxCg4cCZ12imd0xOKpkQyGyE0w5iGiVvjwSkwmrs3F5ibjmE6vw1sueBjQQREZgTw5bgqRhpc1t0y2baoqoTpy14EbBdmSFtdQmO6R4yBsz9rWm+xNrXbUoQLMcq6Q0FE8SWAALESA3MQ8aKlDwiEoISKyOC9GkPiDTJ6xyfvY3CErKpKiArUqIOZ0hKdrSbIdC0UpoZdnG6MOqu9Ik+iEDaxHzaERmY4KQCQasJFQGUygIhEtU8dEQCIKKpkRKT6MiI2X1jCZqmotsSouQSqCHE7MRARLMPhS6T7TMbDlAHmX1uhRvwRD6i0HoEGnU6jDjXfT2lriqumKxTH0kYVi7Mah9uMGAEBEYjM4Ozw3js/uff2T8rhGaru7Gx97uu/duMLv0JJT0RmPNO8cPMK85jqoupB1dDUqqcHZykb00kLAKjN4cUtSayqqCqAIlVBgD6IQE4klQs+QKmBptQJKiQCgRHECynR6Ufghmq3oP44tE6TTmrh1U5TxNqT1Uij6WYORaDGtlFsfYRoVWKIbhzIv6CIVtD60lvtKybUE4eqCCoRC6ECiERSB1EA5OYx5jqGg3X0IEoaUVVipqbpMFXuUK93vSBIDQSv0Xv9CxrjtZb6F6Z18X0aYYMRkza2ZfNU/KOG8ziFx7MVqodEzXI11N+Yp43CmbPyMGo7bNn3zHz44M47f/mH54/u+LIgIpskHs0Hb/98OC6+8Mu/wem2yvwxSu3XWRq+iaTfsK62yKKZgForqkhA5NnM1AFAad4SkejhR++as6N3Pnq/k9utTlZ60RDluSCQqIIGNhQACSBBMWzC+ZFWA0x25xJFdeqYuEilUxXdTHCMJ3E9vVPWmL4DLpjM7XYuTshSlli8uEjuSxmjXc0gG1DQWt4bYkKtz2+IlVVnOwyJ4jlxNWvjrANqINHMPoFGmTcEpAAYlQBAlEwzWVrPHQDEtC2FJttUAZSQ6gaixJrN3MyNNI8qZiTSenOYwYl6IkBVZuplStmRtrRVuUEm0O6IjTk5vP/uX393cPKA2Zi8KxIIQrfbsb39Uenv/eRPb//KbznuqjbiU3XqxkZEkRl5ETEAAohIgFphcqNrFGaDnGMbaqHAGAevWbQBmLR17eb5W6Odjrl187q48qFA6SElQFBCUUAVtaqqQgjoPSDzZAyTU91+GaXlTK3XfQ26aESDtlameQOoz9uZ6s6nU5YOZkOTwFhOFIEiAyAS0YXJRSBCAEUiVUDmmjIAIlESTuNNTWCiJXWnELaRpDMp1R7nhWqxEUIVJQSYMgw06KURhPGfhqNmjbT4+8KfRHWG39QiRURUkCmLzvsWWry5TAgRc1lM7n3w5qR/isD13LiyGPcHR/f55MH2c6++/cGD1MiNX/7bFSQ63VfdWpyL80NRSRLhhVuR6+WCxRxpXSFi1ThFoIhA9b66uBaR5rp71/pJRmOcTMYklWHuOwEDokLEABAw7vNQZgRUZICy6kzOzAysI7YNrovlgiMImlPUmvTh9tStaGBdWYWI2nLksRps+x6MD56YRSSSPkANCCJhTQlbL/gpsYE3s30ATChBCEBVOVoUU1XdLNj8+l18SUSc7dBEBKKGgGs5Nq0XqSSaGFGULPYy9xuiGaOzo4Si9I08DxcFxiK4nGsKABDJVdU7P/qzh++/Ic4hW2BUX9kkQ9gRVe9lMhoo4NHHd/ZfukP7n5fQ5t0L6zF1Mc15UVqOAYDmGI7ZhJg6r04BVQWbnU2qdWY/xvNVRT0YD2ZY+Pfvf/DFl140Saf0QwAMqIghkj2gGgJTO4ICEerkGFSmHts2jlmguanppNB4D6LDrBmwTv1n9Z6ShnKw3QbA5gzSXqM50pryxqoHp+LSjMZDQmJjkySJIpYIsaHguOyiYBiRSEQaQVev3DxlIKrEc9hm9nLU8jhlsOZlVWafnp+tNKKqRtKcG+4UPMwGANMIdZyLmTNdVBhZZ/zR9NuyOxExCqi5OW3327445Zn4Lu//5M8++NF3J6OhzXtZ3gOFJE2lKkECd3uItvKQ7ByU6o8/fPda1qX8eW0yjVtyKxonoCKIdUiiUWq1073lUJn5BhR1+raR1pSmWrfZ2aKihIQAwYeiSLPu/h7feuk1+fj96uMHoKQGtVJAtQTqwVBIABSZvLChMDqxIFGN1Lb3Aj5HRaVGH9fxjRgR0rZLCqAVbGlpCarlbRO61BmfbF6W1t8UAnkvRCDgp8I/SVLACNAhBB9ErLGiyMAhhLhUqkLMTExEIhIVSBxH/DOQcG0vq4Iikqh47wmJmKg2LQAaOBAfnw5aVadXpmX6ntTiJWw0lc78OqgakU0ttaJhPXX2RDprErlrQqdZO9EGnQljRAZQAGmukPfu7R/80Z2ffm98dgxsDIIEhzapikkoxgDAAhpKb8F2eqPJZDAq+YO3dl/tgt1BFIDoYJj6jhsrGxEbd3AtL7SeGlUFxum7i0g9fkTgRnsiNLbvzG4hRCQa3HlvdH66u3/thS99Hki3ejsAPPEBkASUnAoDgEQkIxCQPKOVYb8eliKgzADuVCoBNRyAta1cO38aZTvTC9h4kFruowaoXkLLm5W2+L+08gwCdbrdaDDVFKxqrEVEw4yISElZlYA1RdokUY0HqJNhxgZ/E1HUDIjIzCEEqDUARcxOjKAgqgRARMQU8Sk20JaIAVRF4orHMqfLcFbirfrkxjbEp9qHI0A0w1/RTiGePgUK8YBrYqNI9Tm6SCqxzal7F6HuC2olQ+iq4kd//C/uvfkDRkWiJEltkjgXkhS91/Gwb2xalofGms7uzeCCc64sxh9/eA4B9r7yW0q2LUhn2qy2wnCKc9q6ta2FZlMxhf81zkbFZvwICoJAgFhNRqMP3rBpPhiNrye5lH3DlCb2fORJBVN2QWpbD9CLKoDzYjGgrwAEwUJ8c5gqUtE67l2D0CZ+UU9b/UYNgUtcJgHARjw1Jl00flph8UYlKNRKZ+oaqfXG1H0ErV1VS3ZCbsgGZmd7Z2rlExFE0QuoCDEzxBojIqLKxiQtE3m6QM1akCrErZXWGiImpEYGEKASIrOZzhc2a4ccZy5y3/RbwtRSAiDiGxatzUREjE7uEKb+vlYwG7j24QKG4GvjkKaOKFLVAB4VkGObU1AnKgJEyIam7tXGIaOqSPjg45989PpfgQRIUjSINrU2JQuIlHW64zM7mYwZJbFbEgICoLHnp8dk8+OPfr7/5V8XSBozq57Aehkv0voMqk3nubaDatcAIhKa6ZLPOGGawduYbWxMUU7O+ucaXHH4QWJNqMo0SfxgAiDsI8aSZk+RGgZENeCUCFSAtHHpaE11Myqc0ig2dDyV6rVy1+gogakDoAEFAlMwB7Xjj5qpkKnRWbuOgACa2FJzAkPtUEdqvmhRY8RL6b5djDFGREIISMTEAEpEEco3qIDYEIkY5vpKlABTHmIjKojRXiZRJQJmA6o+BFUxhlUQELmR6yGEyBJR3Gv0jNVyNzQGwEwJNMA7rrfH2nKl6C5EjAdX12wZUVkMDyESEYkEVRUfRAUQiRIiAjC1l6TFzKIkEkiBa8cLhOARgchErM5oy2JCxhqTE7EPnkBtnidILggT7uwfHD+8N5lMjEmTjmObBJXR+eHOTqImw6QH3isoEsUghETHl9S+rynmi/Ig+ECGibl+zVqdRQ2m051FLWmngKQqQQKAogAgmiTdfu2XP3rn9d1OenJ4b7vb9W6cJzYmRZdeEI04EBGJpKyAEEoA9ZVWI2CQ4KCx1JFMRK711pGpoooSR7X+UUdhFJDrYTdeaawT9WJsZOq3VUWDSKBhCgOBKEJbAAUIjckQg4qRe2IkR5vcKUXlGl039LleFZg4tCCCqiJgLBNxkCCqGgITIRISERsAJWQRgZg7QQ32YMZIN8SAaBFVRUGlFtUEoKKBwMalMswA4IMDACIkxCCiCKq+FmAKqqEh95mF0IhGiDnskW6ZGaCm+MZoBwAIwRMZohq1iwQvLiqviLiisEfiKdvUc0osgBJ8lHYiQeOGT1VEDF7OT48JSUNAojTNRGQ8Gna7W8YYH8Rk3d7W9gcf3T8bw6+8+GpVFknWnVR3u51059qBzrIqVXzcVhZjHqqE1KxW7TZQAAAJUjtVUEEEEKc0JxCmRpTWZKHErApBPAaV4ABRQZ772q9/8Bd/Mjx7ODk89d71MttJE0B0PuJ+sZHSQCgyO4SAqOeHOjl3UV/WWESJGERqAFR7lomYm62qCkS1yaABQJEs1GBHkBOoUSjWEr2W3xGCMgABkqCiUp3wjdEN1ZgeAND8iYiKLI1DPOKIWgo0HHApEDJMZI0xzM57ImYygOR9laYpIqgIERtDRCwhAKiXAF6IGZGZWQVUhZAUUVSYmBBF0XuHSIZZFSROBAIiheAbrMtBA2hQUQCNDEfINawEVNUgATEaDwGVVUMbJasqkYnAqXl5VdUQgqpGfdOCE5EhEWOcKfhIZES1DmE2iCiiACgq0aGBCMgGQCUEADAmObn3/sn9D9kaX0wqVxqbmDQPXkrn8twKQPBq03S7l7935/4XvjjodMHuHKDhztZWin784c/y27/kfSXOR0VXw8LGGRXFev2OUSwIgEg0kEQCs2FjkWpTJ9YEVQ1xBzayNYSEze4BleCrKu/tfPnv/FeTu2/ff/NHXl3pPDFZYyZlCCpMBBx5EBxKwqwiKuArhwpATE3yKSJRtDQaBqjz/4hqaBscEgGQcsAA8XM9QAkCoDgABDKgBEgQfQA1qjEAChgP6UFFarxdGk0ZAJhtVERswBNGDdAkDtS0P0WOm5gBJlZiZmYmIucDQEyIUCYOAhIEOPr31QcNQUV8ZjiSoIiIF2tNbdBoJE6JsykhRHFlOCHmuLQhAhqVIBJCYGJiIoQo3BQkJmaH4IlIAKI0QYjLH8maEWdnUzfYqY6JNYTFAOC9b3RCzGCK84LRm0XEzRzNZkoa5+zMBI26lpgQDu+8XQz63gc0qa8mRlV9ZawhYyaVI4SgarLuq6++5Hz18zfe/PXvfMca6u0cZFu7KJMfffffPP+V0+de+wYmGYIH1ZhPFqdSCTSI+EBMQKSq3nskJGM0BF9VWrsJUBEkBCZmaxUURUVENEDDJPUrEIsX7x3bhDm78/ob5KukZ70rVTE17AVEwXkxhCLgRYzgFByG0RhViA2EUPug2CAiSADR2meLjIZVFJEUFMgAoiIiGTQZSNBQQg1KECFWq02ai8bPzDEUb0dlrfUfICiNk28WW6iBz/TpVmlT/xpmMNhE4621UnuN0bAJQYJIZK7KefQgKjEyb4w1bBipVkOgEISYEJAjdkUyaKPBKjPaA0BA5iDBOQcqETGKKKEl5mjnR/VY85BE/IMIpBqcq1TY2ITYxK7rzXyEIiGuD4CK1NFNVQgihGiMaRvuqopo6siRKmLtwhKRRpm051FUgYnZ2P7x/eMHHw/Ozpz3zvk8S9LUIGIoC7Ejzno+BBUNqll3+/lbBz98/c7EhZ6vku42oDk+H5Rg3/rpDx7e/fBX/tZ/abu74n1ccPECABpAfBAJgMBEwERK0SkmYNhA8FVDIgiiQT1AHbhhY0hJgm87J6AO6QAS9x/d0/HZzvVdDaWoOOd8iJYHBtEQ1BjSqABFYkTTea9uAnn0bigxI1LcatOAIoTgajWEAhxtc0IAFaktVbYQPIgDIlCNPoZIlVBnXhHOXEYAqFgH8hSaiBI0iWcxLhuNJ4BoR2OTZ4qzQND8Iq5UBSaSiCiAqzeRUN0fGTZxCAIaJFC0hgEtoTWGYrYJqzAHEQJkQubokK5d7UE0mhOiogLRLQ0qBEJRzUU6l1AnsgtJCGwioEERIcTomoxwKDpeVSSa6T5UoMAMKoKE6quIhaaMYY0BAGpCeFMnuqpSE8SIPtwYvcBowKhGRISIqk32Hsj7r//g/OQRsdHKqarzYTKepIm1aaKgoZpwkhPhuH9WhZLI9HJzfPhwq5M5pbOxnwwmea8Hpb//4P7kX/y3v/Xf/B/A5uodACET1jFEMCYBAow+rwgtEKJOM5pAEERUALZWVUJwBi2yBUJQZECIXubGm4REoIBE2zdv7ly/YROqxmUQGRVlv/BBgQi8iBdIgIKoD+oFGEERBQhCiEa6TMZCSGkHo8YVkeDIJMAm2mXQbNKpZa54UAGTABmopQ8rKmoARZhhXVCcfg4UGxEoDa6JB9e2VHH0tTQOsdogrvOBa52kGm3xVrLvQpl6S433Pk0SBCVCQo4uW8smBlBkut1JFRENo41WAjOoxjh5YEJQE+mLm6w1rHlHgTRI9HtGRZWyIWMAWVRC8FGJ+Zooow0RiBgII5erABEaomhkqwigCmIQj4DGmogsVTUE14L+GoJay9D6kEdjPIj3FbOJwG8q8iNLhODr2IFqEDXGiCiAjvvnJ/c/EueIIE1tktqqcqLgvU+73aS7ZbKuBC36p2zt+emJAXj+5sHk/LTyz/sAk8oFsgCUZLktig8++vClH/7753/17xJSlAFRd4kEYxgARZWn+qpJU0VEAQ3eqSrbJHpeEFEaPxKooghw2/iJFIBksmxrzw8fjcZDV5UPzyfDIqiIIiqCD+pELEEI6kUNY+mFmZUMRv0dVZt3aBIkA6hIiCYhkyBRc6KUqgZFQkAwCUD0VQIyAtcZvzVSR2xc/i3ZjDL1qM42UWGdSd5COdjIeBSoHU7YXG4qYpTlqwT/dNFN/MXMiCCqTbhDvGDc1BBUCBGRRLw1SWYMajxzPOIfAAUybGIWlSpIiNo3CiMgQhQQASJRJdXEGiRSAA3Iqk5EQKm2sFAVJYRoLcS8LEDgKGYkuv6kjvsgKcYMyvrtEZMG5mA0RaSVbTGliSbYrhcvajQbIhuoSghBGo8bsTm6/+Hw/NQ5x8wqwTmfpplNDEEAFbap7e4AG5FQHN63ljqd7b1r1+/df3T88IFJ8rR3bhSZWQBBpbd78Ef/+t/8iux87dd/S4MHhOCDqsbQrKqi0PRwDm2igSIiIUgI0RAiAjQmQovaLxRxY+2dJNWgqsxIjL4Ynd3/8PT8dDAeVM4/PJ8EURFBD2TZC5QukGUH6oKkxiKqMiOTsRlYNTZrQiIxAKqACLUXCOIYAABr5zNHwA8IqqLRT69xPwDUZ65EgKQ69erU5m6Dlxv/J9XOfW1wfCRrqSNgLWKemgPzLqB1NgAA+CAgGoI3bKNEdMEDoDGGEH3wIfgsSXcSZgKS2n2BqshMXO+shhAq7yU4CUEBDBtrLbKJ7yzixakEb1GVcjIG6o3WgCogIipIDPGjG0QQPfGqAGCIkVCB4le7FbnWb9Qg+1qSKDdMqCqg0njOsJ3mgAhEzGziwXVSb3top5RCjKOpAke/KBkEeHTn3bIofFVZwwoYRDS4BNgwE5NIAPFkknz/Jqi4POvt32BE4eTBnY/z7tbhx/ryq19QX3iyhAiqWztb2zlrtNeZwZgmPtrIb4g2CTVWHiooJhI97UQcsTlEsIwgImwa8xeRqXYVIJKGcP1LX3v3L258/M57TjQEL4pBgoo6BYqBjyCWyBAEAS+iwK6swqhP+0rMcSNITWManaczPYNTK49MpOAYjGs9MnM2tHcMKsb0+ghWWGsQE5VFQK1jGQ3112GxBmxdkgfavjs1nec4wahqdIB650XAiFhrEVCDr3xlmBEgRcjUZcRlOS4lGCavGIIkacrWhiBlWXpfBS8xv8CLGATLhATISRAoqwJEVVxA1MICp0TMNhHAEOrzeoiBkIiZG0JEIEZiw1qbUxy9hDrd+aoQHU9Qx1XrhAtRJWZAij5zaPZqNvIFmVmERCLakalvQTV6r4XYMFtVj4DM5vzo7qOPP6oqB6JVEEJSMoAYQjBsENEkuVKqIsSms3eztGmoCmTu9rauH+yKd5PR2dnDO9s7u0RGg3POvXz94JVXX5bao10XUIwfbVBVABPfNEYMmx1UprWoMWAKhAT1yd7NLaBpgkiUw/n23td+4zs///6fPRiMX76+raOiqJzEVEUXCJkAnIhVDqKq4IKor9QXoCKhHiM0Ol+8IxbApN77qNpAIAWIH5GLmkwilRNxjN5BqAAR0NSZ9Kpae4AJ6gifNLBdpzBOZxtBtYFErUyjjcsiD5gQgvc+tWlqEzaMElg8iTfqJXgGBtDEJqEc94u+8z4Eb5gUyAOnhSGmsvIT50TjtpWI2x0ELyq+GDawRQ0RMxPiEEHZGJMgGwUEJGSLiNawzTpp1q3TiojYEBLVaWExCSK6/yF+YzLuAlcJHqNvtNF+VJtTIBoiEmA2zEZEvPeIQdVOowQh1FEeVYmhD1U1Vok4hEBkSOXuO6+H4PJODqDeOQBMrU2sBRBOEtvbVleQHwkZFINk0t0b1fmh84WIpJ3Odpoc3r97/uCj7vaO+lK9I1/t7r9ESR5UpwAm6q4YktI6RiwAgMwwDe5CHblTUELSuB8Vao+KhACiQAgm+sECREMBSBUw6bgQthIYTQoRCM2BrtEDQogi0SnHouACFEUlkxOOqSiqSHUqQI0uFQgqUSA2CFq7faZWh4TWxqX4KU9ECC1SjHexDgyDAsYBhdq73ziGaHZIMwAo1juRuR461Hy0VBvoAqNojR8aBhDn/HhItsA0w1LAVz44Dc5gBOAUVEXFezdNpI8eUEVTEiuoCxLQApoQfBCPKho8aFCgcjQIvoqpUJaNMQYJFIgjWIkBcSQgG715nHazTjdJs8QmSZJikjCzgioScYK1eV/bHooIggGRmacCHmJDzd7fxsdehyxC8M45VWX29Vo2qayNGCYkU5/qSzXeHfVPTh59bAjJECIkjM47aw1bY5KcjMUkhyQDQFQfRn0FMN39bP+W9w4lUAg8Ph4PXt/avwEmgSBpYiWh3u4uZFv1nmVEAPTeAYCSTp22OitTqFchkrEJRAmrQSV6qAEp+o8DSA2NpwKPCEgxcJokCYofVr4S8qImZitStHw4qPeilZfUchAcjH15+KH9ktcgKoKsCAYQNfjImbW5pwJIGNMZIdQohnhqYAFxzRvESh1UQAgK07ydGttoLcBM7QuPXk0FmR3f1vpIFwpobKFtIs/URG0LK9T2Re3dVBCP1SmgBdNVqczJ+aAcnBMAqlhmm6YheAlOEBhJg4sxRkQwCERMJkmsRdWgFSEDsygCQZDSV+PgShEnISAgkvGVC1UJEgDEEjERoqJJiQxIiSqEjGyBrAIiM1UymhRsrE2SNLE5U2IZAJWTNMuJmcggobUGkRVIRTHuRQYClaAC9da1ei7rRRCSGhBwkmR1jEEEEZitMTHtR6HOVqqPBCQEQEakR3feHfVPq2IizhEDMxOIVGMSQ4bSvMd5V22qaW6tRR5KOVQ/UWOTtGOybpJ1YLBv8E/LokDvKQREtMy93Rtocq3KOqTTCKWpz8qahJiDhJjLREiRsojp5M6Hnb2DvNtDJUDkqBCIFVWxlSseKVBEESWApFv59o4GDyFUbhovA+dKlGAwTRLrxZdBrVNEHBUyvPf+dhgLbyGFuDkekchYVSbi+hNbSEpYO6Cirsa4YZBAXBMuCCAeyGC97RMbLygCzHbENRZARLkxG4IaGyLOEwI2cKj2liOGCYCiMkgFfgRsUQHEgxsqCCZbAKhhAqqErOUhuiMlC5gQoTnvD1DUMoey0oSrUDlXeQ0uOCAW8SqemayxhEjoofQ4TXEmw2SQCHTiq4n4EiRoCI33jTRIcE69AwmVekIkJraOyar4uCGGmdmkwJaNNRiiSS0qrhiPQ2UY2VihhNiwsWzYEHU7HZPkAOS8AxCKWwxUBQnYYkwciLASyTJJ8FJ/DxMNMSErQsRsMeNIxAsGVaD6NBjlmDSKPDg7vPf+66NBfzQcVZOCGXpb3TRJgAwRgAb0E/LM1iqS9z7p7UnWdcVAyhH4EsSDH3c6O8996Zvjk4dnp2ePHj7c2dq6/fIre69+TbyL22GUpIn4aDN7NWAlJGSYZgyzTU7v3fnDf/7//Vv/6/9tb2cbPWAtX2vHN3CET7X/WpqkcUDo7O4nnZ3De/cCGBek1939yjd+0yTdcTmuhifn99+RapCZvHAT0Aoh6dy6FgYnOjrE3R1QJbJRWiMbUEVCRYxASkOtakECoBBzfYRKbcAjiAfxjW+e6jNWasO49uCCMAIABA0OxUf2QDIgrJRgYxyjeg0Oqj6S1WQbJsd6+GMwqZoMinPwQ0y6IKJ+DFIhWbUZmgxQMUyAEFXAdFAD4AAwNf2zEwLIkgSDBu+qclxNxoroVISZkwwArLFCjADeT8Q7EG9tYowBVUSN0UENTiUAoEqIiccIELwX54OrQDzVKZ/K7IxNoipDQvbCQU2CCkiJqi8BRFS0KjBUZBKyiAaJFcsqGnTj8dgkGaKiitGAdcYeekWISf8iCAhsEJGYAQ2xIeeiFcKN01SZlYKqSPDBOwQIRIqExMYYRINIx/fe658cVqUjY8ga79xwOC553Nva8ogqk1BVhk9t5zTZuU5JB8UTojpXnj1Q7wAxSXNz6+Wd516y5eA//OydH73+9m9++eVvfPvXPCVSldJkLiFT7T+pXVsYxEcSiLJcgkcE8eN/98//PyPSF25e95OhKKCxTSZmHTNrQmfRr1zrFyTs9bZ80vHeK/PezVdeuPV577W7s/fqN3/LpubBmz/+6R//84nrZyYbl+PKTb5A5KqqePRudvAl9Y1DWQUkgIoGACKQAKoUfZ5ISKiEQATi6mCtKrAFX8IUfMdIcChBBZAhVBA8xBizOBABV4KvVCpEBAmAAfJtdWWNrKoCfAXjQ1UB2wUNiAAeIAzA9UEDOAcmQQWgDJBADYQAWoEGUAD1AAi2C5iCK83Jw/t5mpVMKCFJ0qAhBFeH6MTHVHpi9r4SCeIr7ypmMsilq9SVAMoUM4UCiBIxqKiPkE8leAlBJIgPiBqPlwkhBK8xhMPMgFqvboxdIQbvGViBFA2IqvcEoMEDKBnLbF1V+XLMTIwoGpAwYtBQH4MTQ9EIxFGsks3ZpmQMx+xTBQglKpCxCNHtAyKCtRQFIlMSGGNtkp8f3usfnyJoYpASI4a89yIyHgy9d8ycJokxBgaDzuDMZJ2xzSC4aHVWVQUASW8Psu0eglSDowf3+oPBKy9fu/Wlb1aTQhDUVSIegJEImYkNEYuEmOMdZ1G9VxXwZZJmH/389Z9+709+6/d+74d/9G9efvUlQyRKGmOQGoNTKZIBYmRjkgQkJi2TIlhCyzSuwvUXnjt49RunH3/49f/87+fbe8f3PgIJ+7e/eO32V9/92XexY4SsiD9+dLz96s3xnZ91v/xfBBBQr6K1LA9BkcgmSAxMwCY6biFufNYSygFUFWgAJKAEvAMJEoKGCqPZgYCEEDxUEwleFXR8BtUAxGsIGpPs2Kg4VYFsB0UUCZiALaYdgBT8BKSEJAOTApn6fxpAKqBEkRFExaE4CFWdphPj+qECDcCZAhpVLaqJReS4qYXQhQAqjAQILoy9ikqoiJIkA0TnK+Kc2JblJLiKVHzMRokRD3DYWC8QRL0TCbVvXqKdA0FUxcccOGAi4rjhhlR8NWabadyNYBININUExIsnQkC2RAYIgi9RnLo6QQqjBUZWMeaCS/T+aVAgBCTVibiKjK0AiNmkXRAGFfKC6jUEjan4tVdBEIOqEBaufPjo/keuKhm1nLh43ztHCGAYiIKCE/FVhUQyLrs2MxyIiA0naTc1KbAxW7sOuXvtWti7vpO+84VrW1/+4pcg7WHlMITaSwFBvarETDgOwTObmEkevJOqYGYgPp24N37wVyAhrfydn7/xhV/6qh8NJBSoKjT1k0Z/CiJSMCaGz+NuOO722JDH5Mu/9Q8+fOft/nDoQ5Ln3aq39cZ//Df9o4cHz710fvS5o4fv5gmr4KDw1tK9N9+4/usfK/VqKzt4UEHxSIzqKcsUKUbpQAWLoUqhZen6p74oDKMSK1oMzo3OgheSigjIZpz1FBSqsQYHmATxWPZJPTAjWUCjCJLukk0QFMiCOK1GJA5Mor5CRTCZEqMPIAUQgDoAAmRAA94jOBCPtgsmBd5CMhBKAAB1oGWdRqHBlOU4ng2Zp5mrikBYOSfBJ0gUMw5AJ8EjovYgSztMxliLxMG7OnipMTk2+nkDAjAxqIqPgF4w5r8iqUgM9YgGFEGyGEMnzaFuoZwQEZpMxKFQDJGhqqpTRAxBNUDSET9BDYCsTBhHHwKlGaKpPehKQbxCQEyNTcR79WOoAECILMS0mpjkLEGDgxiDVAWJadCAIsD48M47k+FAVMeTiauchFA5B6rWEiN5H0IISJilJssyZjOaFHmnm2Zp1skp6SRJJmx9VYXj+ycM27dfu5l893f/N//ohV//L13loc4xCyoB4p6soKIiRCqCJiFjEYCRAmeHk8prmBw9unv/Ydrrffz++zdeuZ13tkY+oPfRkRRhtUpAcRjdhd4BKzKhAnKCnJjuzvatz7uK79/5qNPZ7R8+Ovv4g0kxKCbDe+/+7IVXPr9388WHhx8XvrJM986Lb/X7XE7K+2+GzivOlcF756oky1NLDCDiuZNJNTKAwKl478dDqSYBuCqdilCoVDyRMSDBjclmwKwheAx+MvHBE4gBRRYkC519INZQKRkkI1IBoIqQhlAWqB4AFRMIitVYQcFYRKuWkBm0ggDgnYYBggLaqJeADACCABBq0kEJIAjCYHJA1DAx1WTChpiMmuC8L8U7UJUgxLYGnxRQALUcDzX44Ks0y713wVW+qqjOHgtUGzSKqmoURDTMUtkEkAwhUX0sQnO+RrQAmS0IKHhQ9VVhTUKc+apUP1FfRVgVLTnxFYogG0IbNBiy9TddAQEZ2CCxuip6N1WFkFUsIIgKiAdVJcVyLDbjmFcXgoaAzOIdBA8QYvINI5ROz44f9s/OBsPRZFKG4CUEQiTCwsUvgCghxXB+WVZeiridGtT7qvBlkY6HaBJRZbb3qqL7wnP/9f/p/9z74m/4AKEqVDTmS2E8JgwERFACBGA2CKISSuePzvun5wNFBFfc//H3f/bh+6lzOeJrv/bt6vyYbaZopuECJgug6sbgHYIiYcRCaBI0mVLywkuvvfPmw598/z9+fPeDL7z2tfOHHwz6Zx9//E7C+NLtV0Up3b7Othu8Jgxj5x8OitdeOahO7hRwczgclsMBEpIek59AKBXZ5j2sRozK3X0NAXzJTIgsAMZYgBREpBw7kySdPSQEopj9qCFQ2gFVVY8a0Fi0VkRVhMUjoiJrOVZEIcJQAJIkW2gSEg82vpQFYwBIh3ehOEJMgBMwOZBRqYBTZKNab0sA8bi9DyEAb8cpQjdGEON9BcqSkDjnfOFEPDOqOghKYAgUWRGVyBUTX05UAoGaJHVVEaqKogEgQQChTsmKwQcFFVDUINhk3TBT9L4T8TSYFzc6hOBIBAjFO3FV0tkOvhTnQLwEh4gIpEyo6l1lbYY2BV9ICIAKKogUXEVkiEABNPj6VE1xwTOxMUkn4mkJXrxDpMCWmKP5SxogeHUFgsRjUoHN8Pzk9OjReFJKc1BAIDZx8wICghJItH98iBYEGcIsS7I8RyQF8FUpZQlIwVrDxHojf+WXR+d9ANGYv11vZhVUAZW48YXYnJ6f3bn7AG0akMajYZpmoFI8uv/2j75fnp5RkvYr95Mf/ujVz7+8/fznvFQUt1AzA9to/WtwKIIEyKyKVZBiMsThKNl57qQ/ePTgzrX9GzbJTo7uHR4/Oj49zJLkC7vXTL7TvX5r78abw9MHGkZpmv70w7NXvvA8Hd83tzLbQSAOZSHFIDgHKpT1lDNKEbOekEWrBryIeFexOFSRJNfgMEkx6UqSxAN0MTh1Y856lOTBV4gMEkQ8ekKM2d8JIomIAKGvyFg2SfQlkbFsc2ALiDFmr74EAaQemAyIMd9Sm2E1ApuDCoYCOAMmZQDvwKSIAYJHN1LXR2ITnIPgKxWrwTsXVEIIRBTi6ZGMREGQwNqgokFUw6jvmQwbIyGEykWDGRBI6ixwVDDGgGjMLRVRjt55ICZQjdk18cQbVGRA1BBEhSKS9c6NB4jISQZiVBx4pwQYvZzEdToJsrgSEImtAokrRIVNgsRNPkQ8MSTGaGqqrfdQq4J4rWPj0Z+tiIxkYmoQGjs4OypKB0hZmlaVc1UlokAYQiBUUFHQEBOzAYiYCS2xYQOiCl68RIDnQzg8LT46Hx6767//fCFlUQftKO6Kas6DUQVEY5LD4+M3335zMhy50TDf2UFOXf/07Pi4ePDx0ckJIGZZcufR0d5zt7ZvPj88Pz8/PyVrnYfEcpJkXsBai3VWL2Z5t3BuOJ5URdHr9d5960NE6nS2Pv9Lv9HpZB++8YPTs+OqKtM0k0CU9K6//FLvjf2jBx+yhiyBF7bsm29+fPvGcO/lhwIdk2YimhqCvAM28z4ECaKsohQKVCdsKO0CMQUjbMBYk2XMPeBEEZBIRYIimAxMEtO6ggiyUWAiw+DBWLU5iNdqQmyImYxVtgCKboShUnDoRqoIxICK4iDpabKDGrTqQzECV6orUBDUAwhoAQIYELQAjCQafeIpSGWqqmRCCD5B0BB88B4R2SBg0KAeLBMYE/NXg7gYXg8QUiAAcL6C6VFwhKKKIl4hml0AwMSKylQnN8RsnSYfKia/YJ0/qBAP4UVC8SUCss0AMxAfYASgyJY5QTZkUmQTcxZUQky+FVeBK8HmZBNAJE7Fl+odiACghip4p+JjZoDGTKGYfkcGVFQFKal9kYACOpmMg/flZFyVzocQRLnZBW8SAyISBBGi/iGQPM2QqCrL6CMHlbPz4YN+eO8UD6v8OuT/wd39jW99eTtLitIFxTTLKCJUiJnngdicjSd37t+zNkkPEtdJRSQE9+G778FwPDx6cDapADG48rd++z/7W7//3zjKzvpHw1Iw6LgoMHgESLJMEYILVVVmRHt722RSNbbb2/Jejh89JNC9G8/tP/+CVZ9tX5u897OgkCRp8C6EydEH745H46CQ2C5g8ZUv7ty5c9/jAaorR31Mc1XRpCOuBCBOmJEVAgTvK2cQBCkmREGShyAgAZEDIIoLRYkxEpSkiF3xJZUjIKtsIVIIBJgMlZMARos+BAecIhM4Dz5wkjKnwTsWVgIlG/fDqHKdZFqO0I8AFCRTEZ2cAwQkBiIAD2xUJ4ABTI6IwCkAaAATvI/HVpVYgIoP4gnBe7YJiniVOsonAEyN2FNAcFAYk4CPqC0K2JhUHTdzKjHj7JAfxJii0+QhQ63tTHRTM1sAJqxzeBAwuDLu7kM2ZBIEJZMgG7YpGYtIyEbZipt4X8WQvkoQ71Qc25SSHBAkBF+OGIBNYgyF6KNTDVWBoIgGiYQl2u6AIF4JDRFGPU4ITIiEGjTLEvGByCSGLCORKYoCCRnr7bDEjIiTyWQwKsae7w/C/QGfFmn4nO0U8K3z8P3TRz/98U9+89f+xqOTs0JptxfYmDRJnKtGg/O0uy1sHtz7SEHTPJfg7e5BcNWju3f7jw53ITw8PS29Bl/+3b//+7/7j/7xyfn4ozd+8s5f/Ok7H3782je//YVf+RYTjcuy0+0y0ng86vfPNU33OHUKEMSLfvD+B/fu3y2D/I1f+9svvPrqOz/488H4zCQZkul0t4rR6QdvHn3+a9/aufbCe2/92DCfjItHeuOVV5+ntBvyfSMejDEIaBJIMwgOiEEUVDjJgklBVZjEVYzx6zOiCCEIACkZNAAaRJSAKctJUnUT8AHYSDkW9QgA4xOyKXSvKWeQboMqqkNE9SWGBE2GhMqkIoiKvoTgVVGZWCslgGRX2QAgeAeKYDMkI4bQWCBG7QChEkCo6jN+bc9AjJODloUQgShITEaqY+8qAuRBSRETIMAAoKKqlQuQISCDSLN3CRAROLrlERFjPJWZE+aYbaCIDEyR/pmQpqcCAaLBJnavcXOW+CAeA8ecHIwfa9AYb1dEIpvGmsjJLKEKTfQexJ3sELz6CkzCaYckUw0SHKioeFAPQjGCQ8SgAUWAnCoFXxXjoYhkeQ5ENrHiPTEyYa+Xp2nqVWBgqrIald55n6fWVXo+cQ+Heup5FHAX0r5Sz1bDc5gU1dvlpF9N/vRP/+y1F6+/8Pzte4cDX5WjylsXLBF3tguF8+MjASSTxMPDTJoPTj/62Q9/1HHuwbj/aFhI8N/57d/5jb/994oisHd3vvdvi/PD917/+cm9+0z4jb/5t7M880gSNMs7N65f297a6fR6SgyAIv7jD98HQEEzHvvByVl37+bg/I+J+MbzLxxcf24yOhPls0d3j4/ujouRNUyK79w5e+3XX0wUqryXGlIR1ECExiaIEESDdxHBalUBojHGErpi4sqCGSnt+BDQGEJGZAglIEnEmSYDVZBAxrihA1A0CaY7YBjrBBnCaog2BbaiAdSLAPigUqEvEDyDQNJFzhRZwcbkYJSgoQJKABCkUkMIVFM8sxqL4gFA1aEfqYCJMXMRDTGtBBCaEzBrqAyKELcNASEJhPhdTVDwZZkkSYjkwxwPFQUBVKVmRx8TJ0RZHanVOrYZwzxNsIfJRMmMkZEwClSDSBLc9GT02q4NqK6kJAGkuG8G2XKaKRt1LOIAoDllFzHOu4K4MoCSSSMMQ1UNDjVuxKd4SkpReVLJEkvI42FfFMkkUjgAAAniq63tbpZnzGzSbDzxd84GRyeTD+4fc+fAhLO0d7MvFsiazyM+Ct8uzfdRUjsuT+H2rd3PfeWF39jrkoZ3P/qg181uP/diUVT9MnCSCkBZVYN+vyon0RlFbF05cWX13ltvP7p//9UbBw/7oyDhxedv/d1/9I9N3hMAsIl54aXdF1+9/vb989H4D//5P9u+cfMLX/16vz8iYw0z2LRS8IO+MbbT6SRJ2j8/v3/vwyzNh0f33zp+eHr+SELodnvP337l4NoL7/7keyenhwY1qAPAoJjn2w8f9Y9H7mA7Ty2i7al4V1VsEJFRFQzE4KJ3lbDxkwEFNnnPdnsMCmwF2ZhUASA4pgQh1/gJqRCEkUxGUgUgtRmFMt3a8QEEAVyJkzMCRzZHMiKemY1JJLrRqxH7EZgE0i0FRDcENAEU0CIIRWqWEhGQLahoNQF1yAQoEFIlC0wYCNTESJtIDJkDqgITxlTIJqEKRZUBatcHGkVpXD0QJKgqkyFkg8TETEao2XGLREQJUYciZuBSowmEbEw86QuZiBiZmRiCBwQkAmJCRiZiS8QaXK0hiBGJkEC8BCK2aCwjmKzT3T0AwHI8KIdnEHzcDMAmRVBgRjJEjIAanBKxsSZJ1TtfFkGBCH3w5+PJyWAICgfb3e2uGU9GGH1Ewbmq6p/3DUNW2XxrK+l2H52Ov//Wo/f6mR8herS/eot+dOcLkL+dhg5PHpx17VjOwXks9/LO/+Lbrzz/wi2TZCrigx+fH//0rbdu3Cp2t7fIdM7Px0VVuaoI3ol3oqIhOOd8WRzdu/fozoc7eeqCBwDv/atf+ur2wfWJl4SpHJ798I/+8Itf+vKvfuULP3z3ztn56M/+9f907faroXJpkuZZmmZ58B5V2NjKh1CNXRnOzo5vv/ylshgM++fvvvtjQ/jVr//qjZdeYzdBk56en+zvH3TynNgGgOu3Xjl78Pa7Hxz2bnfy4YMiScEXCFCVMBmdGBCbdxKbiK/UO2ONVEaQyqoyhgMEKCciQmkn5sDV5wS5ilRFhAKiL6jsY5pTkqMTHwRNJuIRgfNttlYBpZqAG6k4YQN+AqbjTaf2oguon1CNkSYx+gtsMO2BihKpeCxGSKxsQEoFF7NpFBU4V2IANtCkTqrGXTnA9dlz9Zcw4l5UJsb6sEZssrPqPUdMbI1hQo5brcjGVFlj2BJ1CDNCJvIACGCJAyKTIYon0BESctyihYSgQBwzApAohvQDxp2PUZcwotaH2CGxtWR6WaeXdrfjIyrii7EgIhtCKquKAAyBBB8kEBkFKKqQZHnwMhxOjvtn6CtiM/G6ldokSQKYkVMv8oO/fv3s+OjmwY5GNR3C2aiqaORH/HAgiaYdxW6vOBk7eei30d4ke5QWjOP0kA861XgXf/tG79a1nXzHhNFJmFibb6ECM48m40cnRw8f3eesB8RoUgB1xTg4H+3v8XA4PD/fhup3f/tvfe+P/8NgPHFBAODm7ZeLYgxsiyqYrd2x5nfffutaxzBRZ2vr6MGD/umjnf0bmeUsTcmYsiy9q3rdLrE5PDx8cO9elnc6eX788MOHj+6NxoM8zdJ897nbn3vvh9+bVBNrM1AyaS/NeiH4/ec/D1p89NHPv/hcvu+OKbntySqiqtrOFkkACaOTh+Xhhyje7NzEtIsSpBgUrkC2TIQ2Q+8wDFEVmTjb8kQokmSZSgCwnN6MuU6QpMhGAQgsWJBQgCtFlXyhISgm4gUhRWAxPUl3CYENiysBFCGor1BKdBPhNMSPnvlA6glidAhBCLgHWoJUGI82sj1QqY8iisd9xY0GhlhBlZli/JyQDTMbiKf0ILKx8aQ2QjRsEmMSm8SdfLUxwIhoLFMHsUNgmAUoiNSMQ7XgjzvgCeM5cxS/VQMExIZipi4gMRvKyVggJmub7QBokszmHREhZkB0RWGsmUzGReVPh+NKsJN3JuNBWVUmyTJrMwgOAEwqIkBcnp6dnB4Pz46VbTfvWKNplgIbTtPtrS1fnP+rf/Xvv/u9H2V5+tHhCE1K3V0ImQcahcJj+fLNfDdL8HRsExQV+eDw0A3/+uDhbtK5udX7+m2zk6edxKgCBF+NhzbJySKIRyRrs+BKX43ZJMGVnOREGjWNiCKiq6rJaDw4fPS7//D3T87G6soq6KSsup3OF7769ayzpUjGmuL87Pkbzx9cP3jw4z/1XoaOVQJUxfX9fVCtXFUWYwV+9PD4bnXn5s2b3/33/+FHP/zLr3z1b+zsXnvv8G5/2A/B51kWnDv8+I7pbJ+dHGZZnuTbxNnetedG50edvR3wtx8++Nnk4UMoH/EOh6CEyEhqjB8PymJclSWY3FjL+RYaC1VJaZfSDgSXEKhNIFShGHkRTvPuttWicsFxYpnYK3hRrQoNQdla4xE0eIeg8diEAABZZlG8d1pONFToK+KJUoaqUkl9HIUGCAGA1GTMhgnVVagB1SEhooFqoFJg0gWTgRsrInKmyuhKY5ME4ikgrCABiRKbWGaPCMTWJKDBGLY2QSKUEFCNMXmv19vZrYrCF2OIJyhSNHnRphnbpNPbgbJIi1GKCkgOEKiGPMxIJkFmm3YMkXoXv02GyApKRMQ2iJwNR2f9/t7OTidLjWKSWu+VQQKZ07MzEs9Zx6Yd8d6VE2M4ybrqCicwdGo0TMajqpikeYeNKaoq7XYEzXg8BJU0TY2GLmOytX395gud3jaAkDGAkDLdeffNP/2jP7zf9yHdGya9QKbc7ebD9G+KniC9n7ov9E692dFutjU44WD2ulb18PnbB7/0ua0bN64bIl9OAMEVFahokoCEqLXi/hFmoyooqiJI8YwdIEQ2Vr13zvmgFPy3vvZFvP65/k//pYgXCQe3bn/n7/y97u5+N7WKZG0y8u7O3Y8+euPH26lBVXGuEjh6+OCFz5fB+8F4PJwUW72tlEQNPbjz8Ad//v2803vuc1/a7XTv3b0jcpeI06wDoXr3jZ+OJn0EIGN3rr/w6OO3GUNVjQ8/fKcqR4MK7zwYXX/jR+ned4LmTsQpIIK4UrxLe3tm97pF8K4ox6PgAyWJtVaRXTwISAnTLWQjZMqgAUCAqmJCoME5xKBswSREFDQgsjCTsV4VqjFUQyXQtMM2U2AE5TDB8UNAVNsDu0XMaBISF/xYRECF3DF19yFJUCRoqn5MvkJKYzAYIAXTQ1VAgyEooEnTDEQiIlHvjDFZmgGTGntw+5Xh2Vk5GhhrLRsmZPEB7e6167c//0s7ezecK0f9k/H5af/ofpLkne1dROps7SZ5nmQdGZyXd96xSaJJVg77GBOKEIaTotNLOmmH047zIRQDUEnSDJkFSUTH5fh4NJm4ACazwuNxWUyOO90tYRtEDKPzYslUJ6cGzxJDk8r3EsPeJYnt9rYxDeVo0Ems6VzjNHVViSIOkBGMSi/PHZAy3Lz5fOmqXreTWkxMqswA2D+8+z/80//rqbP5zZe9ybYM9ruJ24VrQ/4867H4DEo26LPOjQqq7Obtl9ItLtLE7m93QzmJ3qp4li0zgVLc4K/BqSQAQEwhBGKLiGSsSTpAjHFPgzEQggK6snzl+vbz3/jNo2FVnh8x0WQyfO0/+93f/Hv/sJfAYDLK0hSh2j04+M3f/ts/+oP/92Bc5lsd1GpUVKdHRy7Io8PDXm9rZ3uXDe90sk639xff+1mab7321W+9+OprD9/5+fHxfWtMnm91u9vnJw8Lp3fvvtPJsq9+6SvXbj53fvjhu2/9EInyztagf+KU1abvvPXRl7/44Ynumc4WkEEVVAiqMh4IhGIyUGTu7XNqkUkRkFjYGCQiMIaJbTRyFJCNRSJDqFQFV5GxbDNjDTFXPoCIioeqVCTOtlWc9yKkyAkhomUIhZZDRA2hQB/Up1SdazUCYiTrpYLzR5R0yWSKAJwrEbBB2gV0AAKYQ0wWAkFGs723b9kE76w1EsLuzh6riITO3rXP/8pvPrz3/sdvv5FkWSfvoIYk72Q7e3vXntva2Tc22ULaP7jpquLowcdp1s06veaIIiVETQq1Kff2cGc/T09geG6sfXhyclzIzZ7NBM6Pj6qgELwE30WztdVhZlTZ29ru7VsFEICzk5Mtm5rtXa+iJpkoUii3c+Nt2nFFntpemqvC3Yf3PPHB7gFbi0FPgM6Kcg/84GRkk9QDuapCAGQyBCJeQRPGXraFTIrofLAqBilP7LXd7tkIy2qUoL60PXrnDPR0MoDBf6uThARL+rBIX94Lfoing/Du6w8748OXnjv4zjdeSrKueAcSkDlUFRPXW17j7u96rxPGbfyUJMZmlKT1hhBEEfWV81V1K9XP/+p3Rry9hXjElDFk3Z2/+Xf+cwAxaacoypOz8/OzY0D6xu/+g9FH77/xwx908o6dVKDl/Y/vnJ6fA7EPen23m+VZCHI2nLz185+//daPv/7N397eu/H26M8n436adV7+3FdI/fHhvbP++aQY93o7t56/fXp45+79D5wP1vJ41D87PRoU7vTcnY2rrwJke7eAIJQlqhAxJ7lMhuOju4xgsq4UAzKp6e2YvAegzGQAgBlUNThCQGuTNBUFCd65iRv3oRypTWj3OUALruQQmlOSBMQrM9gMREUClwPxRbA23X0uBIip8ARaFoUzu8g9IEQySBYgEHhSUVJCAJsAp2oMGlIE9AEgqDhE0lCZr37rO75yaZp2e9ugaph9OUGgpNNJkuS5F14xxGney/Ns0j/r7V/Lu9uTyXAy6icmOXduOB5aNnmnl1l7cvJQfDAahoM+BtXRoMMmFFVZHRHqRE2iptvdMdkWmWQ8HudE20Yx2Ro7b43tdrtbeSacAGFRlkhmXFWIOiwmYJwLgjrqbG3vb28joE2TzO4oYOn9ydnZvcEkr2QMJ8YwkK1ELZuj4Wl/PGKbdPO8m2W7nU5qOCHoD/r94M4mZEvX7W2lloIEBnzU71s2L375b/z89fd0Muj2sncfDAXCK7eu39pNjCShLJyXNLNcHn9/oOfGVmY0fuiyPfvWnaNvfuVzYgwEL8EFEW5Cfsy23tEPKK4AsmSY2ZLN2KaqqBJCOXFVVZTFzYy/8svfOQ42VCNK8uT67S7+1e/9w//VCy++WLhwdDroJObB8WkxqUxi7xyf3vrmb57dvzOSQMygeHJ0GKqiUqPOD0cjQESbnZ+PfvhX362qMjj3J//qf/j5j/5kq7d987nbtz//1eHx/Xv37vQHp4Z4u7f1l9/7w8OHd4tyvLu1a4yZDM9Gg3MX5NFYd7Lg/SjJO+JKESlGAwBiQikLH5S39sUYMpmCSjEEAnFlpQhVQTalrMMEgEZVCKQ+yIiSZPcmSUBiMdaXlU7OwFeU9ZSslmMYHQekGImktCOqKM4PzxUC2C5WI0RQm2M5RkAgA8Grm6jNmC0giBuDetGKki3MelBNAAMaC4JgEiQLJgHw5vmXXquqipDSLIkmqQQJzh0/vPPOGz92gDf297e2dh4+vHt2+KjXP1HCDz78wADc3NtHm6K4e4NiL8+e2+mdnR4Hk6XMpHrQ2+kc3PAKh4NhqAZepVTxEnqdjgFMVftFNTHmuYO9rV43r5wg5t1eUJ0EOT85m0wKkySj0pHt2BSf2+5USoNhX31p7W6epl6h8s4FORtPJt6/9uLzNkkts6gWZUWoO900dG7dVAUyvhhiqNQXZ5PgXJXYxBqb9bYVsQpShsIyS8Ak7xqCG1/55u694UcfvNs9uGV85yufu3brYKcajyZjFEqCCBmTGJf0HwVv1Za2u39tr/Pzt9/7wvMH2wf7qAASiEhcRRjPt4kHgomqADIxK5IiIWo8ywGQqsqJd9dzfu3r3zgKSWJNNyG0CX7xl9FVt3/9O95X4OX8bDIieeX27fH5yXA07HQ7/pUv7N96Phw9CtJHooePjqpR/9qLr+V5JzFUOgdS/cF//9+9/eaPX/ncl8fD4w8/fLOYjLe29776rd+mUAyOTUANIWx1e+NxvyjGGj+0w5xnXUCjioB0XEKC1eju+273V6rxAIKToGwZQNWk6fWXIZ6M3+m44WlRuKCIKgFZXdDinCdDNsbkWybNka2KCAQkNmzElxgqLQZSTbSaQKjUjdF2Tb4lSRbPxkQCIKtIUCWYbgETscFsm5iDq5ATUIWkEyNfIF5DJWw120cQ9IUSkov5jkMgAtsBVYUhYBfQmHsfvru3uzeYTHw5yqxFZl+Vpw/vhtFwN02Oy/D+6cn777/rJ/3d/YNHh+Wk8tbkHdaJC9d6WZpsHZenVjypvPT8i1lv+/S8L973treNqjjfzXNKqKqqbPeArEXD6MSNznB797iSs3FxMhw6xV6W9bpdRuqPi5FX7vS8D0mKhu1gNDoeASAVQYzC4ekJiDpVIuqmaWZsmqeuqrRweaeb5J0+SHTMqiipjMvywclpUYyube90uz1KclVlqTrosk5PAYNoZhmQnYTBZHJ+frYPg7Odvd7ObsLjDMKkfx4PLQQAYxhAg/NffvkgufPowWHfpfqT90wviAtevCObmSTzVVHnZbIhsvHIC1VlY1WE0hzIhMopoKIpimIyGu2m9O1vffteH0+HI6QiNZymiQO6/cu/quPzOx99+M/+6f+dOL1x6+arX/vl/9f/858Wo8HXvv5L3/m9f2Cfe0kPjwbjogpuUhZH9+9e+/w3+uNxMR4Zovd+/s4f/+G/uf3qV25ef+H+vff6/VPLNuv0TNrtcfru5PX+2fHW1m6edxBoe+fa0aO7iMaa5ODget7bMWkWfOHEf9zX86JKi0nlHMcNpSAhflKDTfzQlXOVmkyl8CGQSQCR0gTFEILNuiZN2RpmDt6DDyhBij6pinfkxzAZ1CfHVgWrqBSIRCaFpIc2ASQQDzYHzAXipgnW4KUagy9QREOhnKBJDDOZnC2Br7wPmHRAPIAD21XsAqegAhpADZZO0Zk//3f/8vmb1zt5d3t7Z6B4dnLYH4wPrt8waB/2hybNLdGjw3u3ru0+d+1g6PVoMGI2W9s7ad4hBFX/wk631+2lqEmSGDY3D/YtcSfLgoQdpOvxND/R03Fx2u8nEmIGcrq1Y8GPfUFBNVSFK8q9HUjy/U5+Y3ubrRXvC4HT/vlWJz8vKwylklGgwenZKACS7eYpEe9YG4DyLCO2eZ4Imd2t7cRQ4YVDiJlqn3/hhaKqGNSFEIi9KhDeOxvQoEjyLoJiqHqdTmYIQXTwsGP8c699tX//A1+OJxNVb2xiAcC5CpEA0QKmRM/vd3a7ybt3js8fDV69/vLRg3EnM2mXhS0nuZRjImabee8IxQfPnkSUTcIAZG08MWk8HAzPznZy85UvvXavL3cPz3f2D4yxhw/vl+XkhWu7BnHkin/13/0/3PHdtLv1/uv3h2fHKPLw6OTRf/iTP/3eX33xc6+kRb90zjvPRP/uf/wfX/mV3xgVfnB2srez/9Mfv/H5r/7qr337t3721391en4iIiYznc7W4Z33+kl6fHhXVV544eXRYLC7e80k2aB/FoJk3a29/Ztpdy/v7kLwVmVcjkF57+AgKUtmoxIgfhkRVFwhzgsiEGs1EVepIqhYY7JsS8jGjVCl90biUd6ik4EMj3VyjkkH820mg/mOjE5JKko6IQQAwlDaDhp0znlflqiOTPSDhxCCR6OgUFXkKySjVYkJoc0gFFAcBa1QGW2Xk23Kd1ScAqBNQARA1DuiTGUC1cB886tfHYwng6La22NrbJFl3W5vd2+PJDDtXjvYz7KczbeQWRTGk8nNfZcQGmPYJtawKFTenxduWE6ODg8LHyT4njEv7uxs7ewMna+cF1dZY8+GYzc4S9NsNJ6INWfVkSdTuWq70zGJrUTunZ6bpNzK8yxRKSaZTYNqZsx2nm/lPpqJw7LKyXaNCYAJSCdL807HGGsMq2JiYgYqhuAINEEkwG4nFwRbuaP+8PT0dLub3zrYL8ryQSl+UpnKueCtsR6wg2748P1wevf4wYNJqsXp0U7GoIhMzTk9GEIQkSxLETRBzbZzfuX6z94//tXuraMT7t9we6agJANrSDMiEkJKUgAKEkJZIlSSeCAwCII8ODu/e+duLzW/9Wu/d4a9H//8LXHFJGin07WMFdHZJHQ1vPPGm/1H97Y7WZIaID55eP+bX3ptNB4fnpxUVfmj199ILfcSkxCo6vvvf/jWn//7v/lf/+/K8tZf/se/6t24/V/9rd/7yXf/benGcatxt9tTCcd3Pzgbnh8+vHf7xVdPTw93tve/9PVf9WBHwxPx7vpzr9z63Jc6e9dGw9NzBj+W4dnJqBAyBp1z1aQ6e0iA6dY+GlONBxoEidkwEZlOj4LD+EEHRSKsvBBbTlIA8L4SH8LwDMZ9BCAVk2RAhAq035NirIhADEToJsyJD8GH+DECA5wJgFbjuEkQ2WK6Ddm2mhSIkVBAPRCVA3BBGbkahX6h6UiByCaEAojKFrpbSgiVAWRzNinSNHnx4GB/q5tb8+LB9rvvf3h0787+3v71W7eSJOmPRsPB+dHJibDNuj1MMvDlZDx2ZEySMhkBAJGdxHbyLrmAxrBoqVz2J15Eg5Mgk3HVSbODg1usvkKixI6EvZK1AnmWJDZjVlVjeOT0/snhpH/SyXORkBn2xL3uNiV2OBzmjPtZmuUZsXHe51nWyzpB/Hn/nIkHot0sFUBfDEeVrwS2Oh1SDKrjsjwdjQsBLZ2cDUQC28QmqQaX97aULTABVIPzk3sffBgmk25eVlvbFEZkuHKeUYKIMUbEsyFj2BgLSM67V2/fGFfyB+PzIFu/dYy7XcdsVAkSFEVxDpnYpvGTsqBBvHPDYajCZFLe+fj+6PT0O7//X1TZgVT60gu3q6oCQuf9+dg5Fw5P751zeOf1n+7kacLgXZWRDQQP7370O9/+xh//1V/fPzq1xgTFfuktQWqol9o//bf/9vbnvvQv/uW/eu/dO5/72m+ePnrYu3br6AfftTbp9bbzzpaG6ujw9MHh/Z3tHR/cwwd3t3s7k9EIkhxBEsO9bjfJO4Oz40H/uD8471iLAK5yIfiynISqDJSlluOWOjBZ0k0xOArOJIlDE7wHYib0qgaZk5gXjBK8qnKS0rXbWl3T4EHEBwUJIIIIwAklaTwAi4z1ce9YOSYVSnL2Y0x72tkxhhEhlJMQArFBlOAr8Qp+EtSrElJiiAk8+ImCYLaLYaTDPhADMSIDEZgEkc0bHx8mIK/e2JkUB/1KrOHhJFTBPrh3+NP3P+p28+0kSYwJbNEmApzZhBC2D/JgUmATP7JtCK3quJikqSFEqqogUo2Hzk9UNdva3d7dY2SjUJWTtGeH4xGD39vaQZsyczAmfrKlAhiOzwbjEZh0DAmwVsGjzS0aq5TkW1lqkWDktYPy4OysPy6eO7h2o2Pefe+dgZMk7+7s7CIZctVR/2xQ+l6nu7+3nzMZkpf2dgbb22wsE1uCxBAoesD65HY3caf3z45PAnKaZQqA+bbrjyDuZgZVCcBWQRObSAhJ3rHGOFdllr/40vVHr58cbXd+OnBfKiUpRpx2OO2qMlpJ89wkOSCgiHqnofLjYTkZPbx7//Tje3/n7/9+fvtr/Ul5fnpKIJULXlFCMEy93t7B9eudLH/pq7/6/vf+/Zt/+AeCDOK6SXI+Lu999NHvfOuXf/TmO+9+dE9EgyJawwLj0gkl/+T/8k8eHD567cu/Qr78+Y9/KOhBFZlf/vxXrcnHp3cPTw+Dr7IkffTwnkmSweD88MGH2db+cDQcF+Pzk8Ozo4chSHChqqrdnT0BHQ6G6qtO3sPOFiEyU1mWICGxqSpMBmdajhDJbh8keQ+QkABFECQlUICgGmNtyKwqSkZFpBpDKBEETcJkjAFA1RCUjDCzMawKIBScIgVRqAoBdOOKxbFhrSbV6BRDAQjQOcAkJ1UwKWFCxpi8C3kHJwMtB0CMnCgSiqoGcKdQqmLXZKTehcOJvLiDrzx3MyBtpQmCSPCVC4f9PpRjnQxfev75g+s3ssQ4H0aVdwpFqPzoPMs6RTE6OTtNbIrGDB0Mh8MMtEvMCPlWd2+rm3Z7yqkxNhTFaf/89PxMbJrleSJV16ZbnWQUYCgBUHt5Z6fbwRdui4RyMqoEyqrIsm5mODPYHxf9ojwdTRDAGh4Mxgpw2B+WPtu5+VIeoAwyUZyMJqP+ufjKJqkiDgfng+DSzpY19kavVzjvfVkUXrIsKAVRDd4iZDK69/PvD89PkA0bKhQeffwxhjJPODfIhlTAO5+mCQKKalVVaZZ2025Vlvt7W6/d6J/5k7vJjfcelt/oThSJs27a3QvKSaebWpu5wkjlJ/3xyA/LcahCKMZ/49vfGvVunX34QVl5k+Y7Ozuphe00LSbjyXiSZ+nB3v7EhXEx2f/SL/Nf/IkbnoUAZKCb2lHp3nvn/W98/qXf+Z3fNXnnD/7Zf3/3wWEJiUc4PBucDAY7u3vGpIOje4Xz9+++k6XZjRsvHty83c2yNx59OBj2r+1dq6rSJGnlylExvnv3I+KPy2ICyCpUTsr++clgcDaZjFWvWcPjojq6d1fZEBs2hkCrYoxs0rwDElAk3drLksS5Qv0kyXvxCzSKOKlKiB8/ZgOI6KpQjMGVBEBMkO0neY5Ifnzuy7Fhw0mmoMGVzKTVBKpxIEbOgvcQIGa8u1ABs+0daL4N1RhBMckRUKshuCGqF+0G8TJ4hL6kMCKbS5IjqvohlCfgBwCCyYHZ295SwINbzyeWwZfeicrk+PR0XPnt6zcBoLO1u3P9pkN8dDbYytPK+dPxZDQeZFlaVIITtcaUgc6H/d2DazbhvNOB0nGSEmhZ+jN/LofHWZLu3bihTFs3rtvdfULobm0jYen94ahwQcCVva2tjDSoMoGxxNl2EPFVUlRVidyvfN+54KXT7SbWagidLAfCsqpORuPheJwZTpN0b2vr1rX9am9XAAl0NJkMB/14uvad88l5paOiGA4HxWSSZrm1lplExFXV9TQEL5MqVN6rQIr+2u7W8f3idFBo12b1njZkNtaaqqyKokAmY208+viV29fv/vDDB+fd4+eHwyHngJxtmZ1EhVz//FaPX/nCKzbfGpyPDk/O907vV2f3v/TF3ym2X+47pMExJsb2ttlmSGCSZCvNwI5cCME7RO5m+UcPHrx1XL6cIoGEqrIWc8vjsnrzzXe/dOtbe9c+97/8x//7997+4V//6Kdn/eG1G7f6E2dMgupPT/uDUX807Hvvv/Frv33zhduH777eHw06eTcm/JZl5X0IziGitelp8aAsJo8O7xrDw8FJ//xkUoycK1XRUca9Hee9d5WIkjGY5Agw7p+70bn6Mtu9pridpV0gFtH6G50AMSsZMJ4AEsQJ2EzZxq9RcJKE4EJVghKYPEwmVBaJJUQmTRShCErBoY6RrCJw0kmsEWuJgJIOk0qS+3Lsx+fiK0TAcoQYjMkJHfkSyQjtYNpBJgBRtpB1sRhC1VfOzYs3r6XWggYRKQcjBR1AB7t7aUfYJtv7nU6WESGLJmw8kfhxxgydLUTe6hpGTLLs+vUbAGgSmxoqJ6PBWR9c0CCVc8P+wI8G9wfnR3c/yHZ3JzZ7dHxCVXnt2rXuzl7SyZXNfq9DKQbCcVFURWEIOt3exPk33npjPBpvdbLu9m6SZh1rdrZ3xdpx6cc+AGII2ut0rnezUHVOC6/Gdrtd593JaCwiwfuTs9PzowdEtL1/I8m69+/dKYbnad6xaUaTgSs5z7uA0O31EnYDpNOzgfMBCIv+GXrgshycBUYxvTwxMSmQiSnv5FVZeucn4wkS+NL1ut3XXtw+effhh6fXbp75X9oCDc6X4yTf3S4mL+aYXbv2wcejuyflab/MtHvj1hcPQ3L48DT4io3J8iyxhhmt4dSaTpptdzvx8zwYBAH/8rvfvXPcz7b0+a1k5IOvJtakmTVe4Oev/wTeev+b3/7W87/0u9vdbUz3fvbmW8Yk159/FVxZVsXp6SNQMMze+U5q7z/42FcFIrBNbj33kg++KsdAJCLGWJvm4/Go3z+6ef1WkqTWmJhxJgpZN+vuXXPeiXfBBzIGVFDVpFna7bKKK4tQjMciSZqhK0NVSKh8MQmKJu+yTTjNCaBryWxte8GqqiB+F0eBTKJstCqkGBKEYHfIZJUgoKG0Sxoi6FLioFKN+waCAkzGQw2V+grcCFyBSGZrn3rXQSpVCCEApmhSAEQVqMaACJxh7wZmAsW5WjQfPTqWIMGV/dOznKXb7QXEawf7L3/ulZvX9wPQeemCwmQyKMoJi9/t5J08qaiXZlliM0YRJOdDYKoEDk/P7969Mzo72U/zbtbNeluQpluddOv6TU4TtElw1a3rB+PReBTA+GCLcafbK8qKGS0GBvLl6LjfN53tj+7dffDgHtl0XDl30ifm61udo955nneu9XJGHDo5OzsPaSrdPIkQk6hfVqNJNRiONThFuHZwLU+MsYmxSWKT/V6epy8Zm4Bqai0Zi4iCUAQNj955cO9BTHENAKJanZ27EHIxVeld5g2ZZvc6sDUJQnAeEZIkFQnB+1vX9597cP7+efnOh6MvvXQtBSmH/QRo3/req18/7cujsxEAXNvZnZTVm2dnIUzyLMvyTq/X2+52GCnNkpQZCVOjquhFVaHXSb77R9/9i//4J1VVvFnKTrqTME1cUKisSRDp/Tf/euv6C4X++p/96z8YPvqot3PznTd/uLt/sLVzIFV1dPLAO0fM3a3tctj/8Z9/9+jooXNuMhkeHNzc3rt+MBkVxTBNutu7N/JObzg4H5m+iIYQtncOTo8fIHHa2d7tZVmWsjVBxTBrChJEJQRXBV9JWU6KiQSfJDYFHE0mAILqEYhMzqBIRgBDMRHvh65MLOfdHojaxBY+gIK4goohA0DeU/G20yMi1iBoAxkL3k0G1fCUTYKgzFbFCxKZVEIl5YBAyViTdSDpBBHFBMMk+JLYsihnPUVVB/EblTh4pIZBPY7HhlS6Wbq9v1Pu7p6cnXlfdbudtNNzRSm+KpQ1iHPV+elZNer3jw9Tw9udDH1IAbb39pBN97mXxmg8shBXgns3Xti5dnPL2l6SSfC6v49syZD8/7j6059P1y2/D1rDNdzDb3qmGnbt+ewz9enT3ba704OHtG3kOAl27NhACBjFCSiAhIT4F3iJxCsiohAxCJSIgKIoCWA3TQyJ7cTptvv0dOazz95Vu8Zn+k33cA1rLV78anca6pGq9FS9qNKv7uu+rrWu9f18tB5320o8g8u+6RabpClPaV/qLKiIoWnNIOfZhwWyb9r+k0++sdqc9U0DAIGpa+I+FUQQsyp1mOb9lK7vd61DZofOhaZjMyb0WlyIy+VyfXbm330XAVKpOeXjcX+3vSF0yO7h1dXZcgmIYtCqvP7R9TxnQFK1ec4i6plaRGVSI30r5EFEDDEgEjtW75nolJ5T1baJX3n34uUPtpttN7wa+p99iMphuO/Wat2D+1fZxcYjlFoDucexKbmsFp33gYiiIyYscrJHsGQxwFSqAj77/vf//f/zvyM1a63HWr/3Zv/tRysEq7U6ADAqtXjG3/v7//fPv/87InV/OPzKn/1zT3/62fGwbWMsaSbmpmmCD8P+5sc/+u5isZimkYnXm8uHH369lPLixWfsw2J92fWr7d0rdqFplo59uzx3oWX23epivm57H3WewEz+K/GUWq0AxO0CfdRavHPsvWcXA6eqtVYtybSW6VjGvZWMTBT6MeF0ODiGbrWp6MDAREqeUDLEFRDm7T0hYE1YBpNMWq1mk4LMFPtw9oSQa0moMxPH/gybkKekzbIYEBuCAQiw59C6wJCP7ANoRskWl7i4xNjqOBoM7uXLV/M4LLr23fc//Po3vnG2XBwO+2o6iT1/dT2VCiovXr4Y9rv1erW8uOSSTKp3ntuli2F3HHavX/rFsulXy77jRWvIVWp0DLmyVFU5HeuRHWw2CyIyq1JzkXEmcx59I7kEpi741nM1OKYSNNuy/+Jud3z+zLT2betAXdNSv2l8yGpt07z7+NHjq8vDOKbDPSHMKe+G/Vil77r1ag3EDNhZ6YiqqNXEZO2qX0c2oKmU6+vr69u7i81msz5jy8P2JrbNkI+11lpFa81o7IkBpyxqQEQ++Bii1ErMzNw0jYiYCDGzcwB2dbHZ+NdTHn/06f36k7Lqmqam5uzRm7t5O1V2jkBN3zqi2xg82jwewYfoukiEZlVkmoa51Bg7MUWAv/cbv/nm1WtVUVNCeHlIyzg9WXpVyzl734cQbl4/a2P/J3/lzwu3w/3rtm9jbIn8y2c/Ui1t061WG4f46U++17TN+dllrWWeht3u7vnnn+33h5TzZhM/+PiT9eP3ax2P+/uLB+9cPfkgLjar9cU8Hs8evbd98YdSy3D7ytiJiKSxioVu6ULDPnDwYK3UimAAqmY5JUbwjLWaavEOyBP61sWOQqNIzvvYLQRZUgIVYHbN+yjllDgxrQjgQDWPWhI4R7VqGhAB40JqzSUBAJkAkV+dcRPQ55ITsyMEkAp0YpbVmguUrCWRCfuGV5daFI53mCfIB/fgbLP84P2L9YqarrJ/M1XlVko63N9cv35hgFeXV2eXD87OLwnEOS/HGmNsl+e8WHPfbK7UTKdS0zjc3LxR1TRNm75559FjraaiNcs4Dt1ysVm2SZSAmF0yt5vnY1bJqet9v+it1v1ctuO8395Vta5pzjfrx66xmqPDWuWq5ee3u3kYOAoy50lez+Mw54d9MwAgcNf13C6WqzX6IKIp5WE4fv/ulapl0VLFx3a5WE1pyvMcmES16xciwiA476SmUrWmXEtFJGbnHZXW94LLB+8pHQG1ltJ2LRgyn0AwQES1VmJiQjVomvjhg9UfPr//7sv6lZdvPv75qx4DLq5mdcwAYM776H3J6TiMb+6uh3Febs4vzi92w3QrlU5YIRGHZKaO+fPPnpY5qWmRCif8G9hPbo+BF5tIVWy2AmAhtL/8z/y3zrpwv7vf37z8nd/6xxdnV52H5+MRAC4uHz94+O5nP/rd4zR+/ckHzkUzzDnf371ZLJ6SGZM7Dvu76+eubcEEwdjx5uKSmo4cs3fdon9wvm6bEPsNOhYVaHskRuYvzT2Kpuw9gzpNSSA0Xa0yD4c6DzbcM5OFDgClFlQjRBSnIAKkYkSIxB6FmoZOoNFqyMRE4BxCHe5vNA0IZiJWypc8cAL2PjaCzoqaQtt2ZqrowRQKIQqWCUzQd8DOAIBN929UAMhTOVA+uLvb65s3r16EwD40/fLywcP1sn14cRG861aryK7pWlVbsYAK5+FuN3cuCpTr+5vD82FI1VSOhwMRqQqDLvtFyt0ksPKhN4jeBx/mafr09o2tzx1zcJyBuzasNqvZoFSdcz0ch/3uft2ExvvVcrFYLquIdxjiORNN434UwU7H/XEqxQAvNxuRGpvuAHz24D1kl3JeMMYQ0Gys05zmqrpenZda8zD5gJ5cE/26C9Fftk3bxogIbfBItD+kUiWllHOuVU4Q2BgCYiX159/41u1nPxC4AyKVGkIkJDWBE7COT3JVMZXQdh8+eTAcn/5+mf/BTz79c3/iGxnYd4vpeGAMy66ZctlPaUrznHLoN+2Ku7bNpio6jKPzvolBxUrJLdLTP/zD3/nt38njodaC8NaDigii+oPr4WsXXctwd9hPc6E0v/rRf/ndm5tpOL7/8TfXX/+57esvPvvJ90otXdtdPXyCpLvjvglhHI6ek5oqWErTfvu6Cw0C1FpSqsf77Tgcp3nc7+/ub17nmu+uX+Scdnc3D1dN75Gb6IhzKeycmgaiWutciuRMksnHAmhSlHguknfX5XCHNZtWIM+NnDA57DwQlkplHkXNd0siQKJSBZjYx1oLmi2Xq2wgSE1c+DXVlIgZNZPz1dBqOXlNEiIrERKQN0QmLPs3lgcc3yAiOk8ukqvkIqFpPRo79AvzvYEaeveVb/3CNBy9475bECOKdCCUhoX3ZZJ5SqWk4/6wdRCZKU1lmG9ubjcfdtxvOh8WauNxx3nkpg3dythplaL68v4wLVdPVqv1sl00vZi2Q5/YV0Ry3BBlo9ngeDhs72+d6WrZL68uloulqDHz/njYHg9qdrGWYJpLenB2ttmcPbyYvQ/HVNAHZncyJappE7x3XPJsJSMiTfsLlrDcdNGPKT04W/dd64DWi1YMHZMglqpjked39zc3bxb1bp4mOSFs3mJnMHh2jm53c3//gpcXebftDEopoOpCMFVmJ7UgO6niHDNxE8Li6nza7W5G+cPb3e99/6fvfvLVqdTtfnbeN2zE3gePznU9EL0VpLTMhHi2Wp183aenpFb5rX/4n795/oWpnCzfX9LSAQGTyI/ux6s2mIvBwThPx/tXkpOoTvv70C6mVKvKPI9P3vv47OLyH//D3wSzUkvOM0cEU1MrpeSconPeuZTTfnvrQzOnyQxTygoOmXIpKloUPnpy2S/aCpyncZ5nFalpBCD2IcRAaFIrmISm893SOZ/FYgh68eiP/HmEAG+tzIjkTAVMyBTg5LkiNKvzWLMQMThOakTUxKZUMQ7UsuWkwEgB4UQWBjCBMpc6kQGCCQIy03yA/TOsIxJTe2YUDUkBUKuRV7cAbgEYfKeudR+98yCX8/vjdH93d3f9JqepaWIIfrNe9X03z6lrmmXfxxhbZhQr7RjMZtdUMW76WiR0sl4uqu/ud0crOVdpun618Ob8zihUWhsE7y42y7v9oAjDnEU1dN2cKtZ6tlialGlKfVwOw9GDzobLJiyuLqYKpnVWsGa5V9SpVLEzj1UU6hT6ReNpzlW1zmO+vr8fj0PfNkD05s2r6biP/bpfnU3jTtLkvO9ibNsudot3Hzw4XzQvbu8P41zVFusLePlyHKZSKhOZc1LKl+l/8w6un3324Gu/MO+bOY1WCWJg55g5pyS1sBMlNvNt24BB33cPLpbfJnn96asff/rdr3ztEyMe5yRzSgIxBo/YeGcKCBx9UAT3lotEb/2nCBXgH//O79ZcUEvNWc1Q9K0A5pSVNlCj16Os1945OVtvvvjiJTvXdsu5FG5kLvP9/bVzzrv46Q9/T6WaaRVLaXL81qF0kmQ27bJb1Pnu5c2bZ+Nwv9vfzXmi4/bF0x/GphvHo0rdvnlZHlwQuXl7w94vmoBmvOyReJ7nPE/zdMxpAuLW6Dw2DOYQ1EdCAAMmEj3xtxXAmE5ePa5SUURPaiokQggxailgwkwAUMVMVKWepsZdOGECDQDJBQSwEwpfqyGYyMlJY92FScZpiwQo1fIBLLmz94G7Koj21ugBVdDE/d4ffm9OmZilFimpabvzh48IIZecjlPOZT8k33SLHpP3pAquVR+SllqFpgERzfAotozUdW1DTWzbwdh5T8zB+YT0endstVCdd4fj3TAUZont1flZJVfglKBy3DUxhrM2ngU6ChhiVQjISJhKRbCGkLxzPjgw3zTHVJLCcBhS1TnnUmut1iyW6BwzPXz/I0kpTVPTtheLBlQOqbYxOMbNeo0+iOFZ20gVH9q+4S9+spcvHUWEoISngymo9V14eXePZcLlg7L/qUOoommemyYQsoDVnAyp1oKgPgQXQtc1HzX+8Re7v/tbz37251589HM/92Z3WJ9fFOSGA4LsjsM4jio1er48vwxd79+SkihXazx/7/s/+gd/7z/xWhhxSBMiqtkfiUJP+0aVuugW0zjOab46v9yslk+fPx+ncThutUqRYmBN2928ebq9v2mCP5UrImqm/Na+yf3y/Oqdj9vldpr3J0Wf1noa+DvsbkruTn6T4/31i9uuP7t6/sXTtutWl4+RyCFE5oIuI2vsfFwgMTp3fxilzIQQ2t63CwCwqkzIzAaEoJ6g1uo9Y9XD/XUbvetWpsLMoNI1ESme4CCqKlWSChMBepPqHXlmNRIVrYXJI3MkNFORWtNszBRbjAudD2QFJKMlDpFC6xarMs8qArVYTaaKdXTH/V4BO89ELD6IwfWrN86xbwMRkY/eB2I37e8XFw9d21lsKlFTUq6VmMecFOkk3GyWK/beN01fyuFwcMwM+HoYJSc3j/n2lZnNBgmse7S4LugZNl0XGU20GJRS9wBFA4N6rdf7EaRsh7EizXNCxKZtAlMb/KrrXIhGrmub8xBEdS6FAB0RIjomz1SqgtY3b95sD0ffNm3fn+TYJc3bebgupYkxMtZ5P0/zNBzsS6WQypd2LTUECI4j4/WzT5ka0uoZuVZmkFqRDE2RUERKzWi167pSq/fBzH39k/f+49949cX3vzj82rTZnK/6BTMRQuN4053J+RrejpgSghbBec4AVkSPiH/we9/BPJZaYvBmRogn2C++Zcr/EVdVU0qi0nV9aDrVZ6dG7YlAQMgEdtzfO6SUiyOqZgbWNH0IfSkFzZrofeReuqZZND6wC3jiawPG2AESEnqOLoTb4/zt979xnmweD8AOHRtCFiXHsetVREROl+UUPIV4Qn94BEAUFRMtWkQNRIeSTUtNc50OUPIoGUEtHQkNDVyI7Jh8jMsz7tY+NIFJgBwjOq8K3pN3btjvU56cZ5OS0ljT6GIbVhe5VKvJpAKRccvgSZicAzQIwTHUm5coxVwD3Yqhddc3t22/nBOYwWK5bNq+W61ijM6hI/Jth0haantx3nhfiRM7NePYEtVaS3ABmdl750JKqczTq2efjfOs6Ng3/WIRQnSxLczri6vFomd2pNnY36eaUh7G8XY8lFLmeUbk0DShaTwxSH728vV42DeLZdt3oth0S1Sear0/jl/c7pgpNs07Dx86YgRbxJhrZdPoQy71kOax6Ha7zSmtL66iD03wXfCoOqd5t72pOadpYu8WXX/c3h73h1rqSUckIic8iaoCGRiu+vjy5fNuyO2DjXYe6eTURGJC5rdmFIBT4lFKMoAs9vH7776/+Z7/3ec/+eGzB+9/hKrehz56BRTQ1rmsoIANIzEJsA9ORUVFp+PZ7nlM+4P5ktL+OOCXyEizt3rYkzA2lWxgjvhue7teyqkr5Z3vu977ME3D7rCLzgeinLVpY6k1hLjZXJrIMOyn8ZBScqFZLTY3t68jhdCE43HHfA8A/fqqXW2227vgfb86u93uZ6Pl+WZ1du5CAIBSq9ZaSyEmFfHenep0RkTHiCi1pikzYalSci5pspIsz2BKsSUfyTfgIiJanUVU8kgcVBBVSWuutzyO2G580y1XS1MpIoiQUjW1dNgp4DQJapXjDc47iktfCoUOEUAr5ME79N3SdQ+kFsmz3r3hEBGq7F+hZnBNBXC//E/9yXXfBcdDqoYMzg/DMdfad4tVF5PI4XhoUPsYsdTQdZ4U0AhwRITY9G28220P29fXUxbFNB6nlNGF1fnV5cVVbELbnEoWc84J0VzFjKZxGOcJgZoYl2cXfdOeJBrHcXz14sU0Duxc7Dp7uyKafrledH3TxNa76BiI3KmcUmUmRmidE+9EZS5SAUKIPsCm7/XLNzQYZAPHvFitm65D51HNEB3hy5ffnec0TfMJ9X06JMBb7xMoWPR83vukcBzmZm7b4N+aQAlNABCD41ILouU0W57RNFe6Wi/ee3L5//7s9tPf/M1/5l/8a/1itTumw4A+BEdcGx+cV4NZAQ3ud7fj8QiIFbD85A9sd/0uT987zq9u7lWrI5xqpbcC2LcWPTOr9fROh7v7u3kaz1Yb37QX51eLfnHY39/eXpdS29DEGMWA2Z1mXpDAOd91CykphNguNpazKKwfPWn6fre7de6N81Fq9b5t+qVjt7p88vn3ntdayayW5AiRCbQyo/PdKfdsUpABkA3slMsCHxCBHbeqU8plDicwgJkhESDiCYdzkvidP9Iyk1StFUPol2sO8WQDr6VKVecdqNUqc6omRZDYBaITekVE1URsHHAaiRm1uqZB303DEfc3BMCx1Rp1HkAKxLWmAwCjqXv25u4V3LFz5FwTm5znYRiL2OG4vA6ulpxzpjRHAHNO+sU4jemwA3bt+ozYMxhI/fDjjx68/2BKudZyQrESYRsbNF20TRatIowgpVKZj7WCQhd8bPtF1zvmogpoHmm1XK6Xy5JzlRqb1jMHJh8iEwXCclJ+Ica3GFJ0pgR2fzgmAiOnLhoSEzjiqoKg4RQpdeiYVaW+PdUEMwmOgFjzMGxvUi61iphVVTjJOMwck5mKGBGtVv0Op+2+hkmWCwVEYgdqp74NiJ66G1Ilz0eiWARqzhnqd2xML1788xzapl31VIFOWLtjrkPOCjClVHMu83S/vU0pbywfv/d7kqaFh5UeEbQJQVTGOYsp4R8rA/5oJaAR0ZQSs19vLgLTPOw+/emPppQAwPu4XKwMrFY5SRu6xery4kGuenf35ubNi5989zvRh+Puvv/mzz35yjfTuN3fvtpcPnz34683q83u/qWZXr33wfMffQdMu7atjsJb9AvOOTliU0G00DSR2TtKueaSqyoimoiYneyDoevFDOykaDCtb/vIb91szvuma7x3CLVWNTktbzRFdiEGVdWSoeaoFZtWsVOpZTwaIvkGVw9QKjEwmIiQ9xj6+XhH0x2FiP2lqiBk8gEdqxzBdQBoWt2YtetaCJFjGFJyQKFpGGhOZU7JpC66to1x0S/E+XuB9epc1hchhKwyTdPtfo+I3TA/WSsToKN40ruLsEkBzKJzqaYqxCnNF4s+qI0pGUAbAjGamWcGsFOLoGubuFwQoJp4oioKiJ7ZtAZEz2SmrPWUML/dbl9vD0KuZS3zLArB+6brQttF5/qm8Z6ZsAgEhorcOPQOGUkrxMDkwvX2+X57dzgcS62nkR4zY2YQMVUVPYm8HNKyDTKkfLsvq0Ybq7VycN57kaqgCAxmhCiliosKBDn/S7/+C58O/xm0ox1vnlZrCVzbFdGc0jgOnp2YITtHdLFZPX5wVdP42f/rP5p3N6cR+Xd7N1Z7esgmxsxV5a1i+kul9unHKa4ACMM0fPH8szfezzmXUvDkp0Jcb86neVad26ad07zb7cj4cNjnko/H/bC/o66XOr969tOmaafxWGo2FWRSLXkeTuDvXEpNs2OaZ61VEIoini7UmIiZ5pwnFY/EzGZwmqhn9oGQmKea5im9RcGiMhP7k+VFTzhkE1UpU8mMxGienREVUVP1hMaY7t/cffFT04zIcfMwLDZIzE0LSDqPHGgReyMGVWNPhCVnaFboG4wdMEHNYLVW8U3jeF23L7AcMC7cux9+YAZN8CJiXUvIRIjOlWpNcJ6p8d6bAbOYtFIIcSpLQdczrQHf8b6NoYshMFc1Vd3e37x89VKBl5vNu++8owBtDI44MFnfAnEt+bxf0AmubcqMb8nqCmgWHEdHqsrkEMChMROjAnMR2U/Tm9vbm5s36hpitz8Oi65fLePZajmFeL097La7LuWlSHd+Eb1DJgAkVEKMnsZx3t0f2zYC4M0uK3C6fT2Oc5W3cnZELLkiEBObyZdiZzjJbUIX5pvh7sVdbK/MlEwjcxOCOE7jqGoGIKWQMwMch+Nf/Mu/9Au/9/n9i2et112VY01LVCS/bNvNctnEqJKZvSAhQPB+/71/cv/0U5BaRUwtOv5gYfdTeZOUGUXAvtSJmNlJo21firVPcuAiUmpFRGI2VQOoKk23Cu39cdgD2DiN16+fk6qWhAA5p+PhjqzUNOaUpIgoiOg4TdM4m2tyKaA6D8dicP36zfkHnwigiDjnTlBXrRWIDMw5V7OlKpoyvRVJYTUtpS7asOhaQMq1Ap1E3gBmINU7dFLNecdgPgJAdC6XojV7xyeMhiPQoqFbPfzqz2UjNhGRVBUBW085Z3MBTY3ApKgBIampDx7D+nTloTmZb1CSSanT5D3T6sLqOfrgPEOa02Gep/22phmJXGy69RrJ3b+6n8djH+LDi/N2fbYrmR21IbasnspyuXDOzeCcD4iUxZioGizOLr9+dgFARhiIG0dIlBWq6skoCgCVhBBLyeycZ2Y7XYYTGngmAsgKWbV32HkWNVQroiLCAF3Xf/Lhx8H54EnAec+ESCpXZ2effPD+yZJOCGIApgiqwMx4N85v7u5fX9+knNerpZjlnMjkbH4xjunEiDc9SQWUSVTMMRqCc3Q6cDNyu2jKXI7b4XDbP3hyBgi11ujZMav3X55sLcbGKuVSX3/2RSjjw8368eP3Ha3nXA3UMxuAY8fMqi5XRUBybvfmxef/5L+wPFnNIqKiRVVUzr1tCQFYSPXUCvpja+CPbwVvS2XEt5p4IjSbp/H65s1xGOacRUVUh+EwLZcixQBV8jwNTQhgdvvm2WZzVfJcRaZpHMeR26Uhl5LEqO1XOddhmICYALVWDv60b5uCnaiZCOxdCB6JJBczAwIDmotwFe8dgM37OzEI3jvvgLzWmkoxVycR8oHZz+MYHMXgU8rsWEWqAakZkHcE4/G435Y0qhhIPtaZfCT2IPUwbgPT5r2vFAuSNTQQPYEU7wh9l49HRUIXVcqcE6JDcjZnt73fzqk438zVbm5v71+/Wi5Xm4tz13ZEfrk8v9psmiYKOmpjcLhYLuZUGobYdo6RBDj4KZeq2HlYRn83ZmIGA1HNtVTBIsrEctKSIqnacR6qVBFlBMd0smgEHwiMiJ1zBlZqfTlNTMQhVFHProvM5FZd30cmAEBCM0TbtHGsSoCmkqoCggczoGpGTPtUUqmplLbrP3y/ZybPqGohhDxsn3/nB1MqgMTMOZdSKjs0FVATBXbMjk/PHJiZWbNqt4pPr8d2s3pw0Z666YDgY1RRk4wcfb/2pch8/F/9H/7D3/vs9f/kX/pnaXm5FFwErkaIGBik6izSMDtHs4BKef07/2C6vybNVUsRzVWq6lyVAVZse4MEelqKRPT/9/p/ewr644sB4LQGaq3juDudp08b3ZSmaRpMhBCrWSlZgZpuMY6HuzdP5zzNaRQt189/dNy9ur95UdL8+umP9rv7eUzehzlN0XlDMFFE8yfMkQqZuhMDz3szM+9MxJkgkojUk/9wmrc3b0KM6L0/u/DBOQ61elWhGEX0lBA+jKlUAbOcswsR1NK4g1PLaTwQqMxDGY9QRyuZuxXHBRK5ZrG8eIBxVccjmMw3b5IWH7yLPYX2pE8HE2CH5NAkLpaI5q42q92YU9H1+cX51RV96+c3Z2fOeUVUk1XbRhVHlJmXdLqrIXYeAiexqpDVoIwuxOhwKpXANoGP1QxRVM2Mva+iuWREUoWitWGKmm9u72eFcTiWUh3C1cOHl2dnYOAjZkmGmEuNsQUkNTWgorafCkHetHHOdRn9XAoSBYTdlMUEzQBoMpzFVGpDKIgKpIREuOm7wA4QREXUInPjcJjlO2+ux3GOwYmInsyNagbgHCETEKABIRq+PSB577rep/vp5unr89X73bJVMFJzzolV5Mix9+2ySfP3f/jD//KHzy5XzTd/6VfnAqXmNgZnmqocpsQhNkxFdcgVXLj7we/e/ej7ZAVMimiuOosW0VQ0qzqw3nFz9eDV69eAJ6fPl6/8L/ujp/Vw+vaPauW3v5jSSYKsAgCqUkpxxM6HWkto+qvHH8p0nOZPcxr7xRkAmFqRGqXO8yRSx8NWazlu75pAiAGrNE2TSzkJRjzZmxdf7O5uXPAXFxebiyviAMQWXZ5nLQnBTBRcbLruydd+lsHIxJCaGEothuQYxYwdRyY0UPFAEJwXk5JLrlURteQm+Pb8gagyyLS7y9OgeSJQTxL6lfPxeBhwzoDAPpz6oTLdy+ENtWvXX+DJa69CoL4JUGdRc41zdNaJ4cmf50M87fuBSItssHpPoQm7akTomOdSG0Jv6jmUWskgiWmR8z7uTetp6oNONjAUqc+evUSTmjMAVgqx67+4u1lHt9mcj1W7JsYQi0jbNENKXWwAAJlNLXh/+v9kJu9O438gIq93ByBySFVkTqnmOaX5eNiBGhL60Cw3m0ePHtsJtg6qBYkR1JS05hKcQ8RXd/d393fN8dkXnz3NYohQajUDIixZmckQCE5Aa1IVUyNET2iOkqMS+XCzf/Ppm+abTzie4H0MDkCVfOOaLvg8VfjmR+/+pV//5bx6+PT6lr233dEj+BgCc8oyIfTeXSy77ZtXz3/771sZSUuqdS4yV0lVpipZLIvlXP7i3/jrI8Z/93/7b8cY9XRp+uWZR7/sir49Af3xjcAMidp2WQWQ0E5aVuSmXWzW5+DiTUlI3Ha94Ak0T8vLdxbrq3nYAaCRAyRCp4YuhJLnZfSeqHLVWhtmcDDM6e5ud3t7m8cpX7+5ffXy4tGTs0dPQghQMoBNu/thd5dSunr/K4vNBg1c8AhsZmTat02jxp6Pt7c3Lz4/yb3JOdevF6vVcrFsuyjiSw1z24HW2LZzriayWJxLLZYnMGUEJjjudmqKZQYEMMGmRzRs1jFGObys4w21GwstEQOaYqdptDq745TZW9t1tVYl7rDGJlhJnkO3avsQ0E49SonsjalznomqmSJG9lVkvehSlcMwk3OHOfddk4t4q5cxJAa8vBqmOeWcS1n1/W6Yfbt4M87TMDdN0/ZN1zSMyMwI5ug0W8lqQGhiBgYpp/l4KCIKlHKqimbgQ3DMi7Y5a31K4Z3LcwLbTUmRL87P+hiJycwI3amdc8yFSvEEKdVhmt/c3puU6dXzcZxcCGlOKWVVpZPvlQiRAMEUlU31LaBSQUutKeWjVCR4/uq+3XRXVwsMHBwDInmHvhHFsyb8hb/61/vFYi7lO9//qZgRYWz7995992GM6+jN9JClGpSUPv8Hv1nvr0lzEUlV5ipjkbnUYjBVHcb5o5/9hZ//i/88KPzo+9//nX/0nxvAySRlX6qo5GRDO/Et3tbEYF9uEZdXj9F3x2EPZicvQ7++OL+4GueRiJxzvusXXWxe9ETO++b9r/2Jz7/3W4vzd5pu2S1eTcO+X10eh2NVqCVr0eAImOecp1LZx7hYnD95P88JtDofAMnYVQUDRs1xtQ7L9XA4GLn97mBg3jkgct5Zrcw+eBp2dwGKlfnm5rqmFBab3vwwjK/q50232Fw+CI5XXWDXSy2hiy54UbHMbrNIOec5G6E3JyWD6ck7q1pMi6optc3FJzhc1/1Lg6oUanuGgjbeQxncecfeu0mSN8A6L7vl7Zhvnz9rPJaqXdMxQPXxYNbEWKfxnauL6F3fxtB0wI6dV9GGkbo4JVk3IRIu+jglUDPv6HLZny3aUmXtNJBty+KuYq7WNQEBHDMTiYrM85TSsdbdbp+HY2ibwzASIrKf0zQOIwdvas5HDnG12ngV07Ivcw0EJTM0jx8/+aRrBeCYJYvUUk8jiEx0IpKI2mHKZspIZ2ebxtMPfn/7ZfloUgXMlOB0B8yMnt1bej8AEZWqw5S2+zHligDF46tSp59e/2pLl++/y03HWooJ+vbBpv/4F7/53Rs6zLWJ+uGaAWHRRPbh8mwTGFMqwbveUyX3+X/5n958+n2CKlKySBJLoqnKXHWudpzmr/zCL/4L/+r/uOsXavKv/0//Z3/wnX/yH/97/+79yy8qchIV1ZOQ8Ms3vr1VFX55BCLAEIP3jhBP3HZCYh987HzsvG+6xarbXOF4AOSLh0+efPjRarwcbl+0m8v1+cPXzz/NJbluGfoFcty+fnG7PfTnVxdnm85zYDLiPvSyWNCpe5GL1aoqWVWYrCIC9JH7tiXvc5GiVnJholq1VmUtx+12vHllKt1yvXr366pv0wClzHUYAfkwDN4HXySE01YMdBoJQUi5lOEY+4XUWtkZGJihGQIwOhBHSGalIlJ3xXFzckMagIz3oBWR3X/6j76zuboshpLKqgv9bcvL8+tZdy9uvQ/R7lvvjiXfDPucMyK1TVw0bWz6yrxZr9uuQ/YIys5tVusPHpzFwKi66CM73s+lGvZE2vgoJXo+WzcfsNvN9fVxLrWmVI7TvN0f53lO86glAyCUua/pyeVFzakotBTOu2a5XLZNRB8LcBcjE0qaDsdjTYmd31eCu73dbS8Xbd92CGqOALCctJKmooZEy65TlZTzqlt1MAGID56YalVVAzCC0wQEmZoZIOFJmzPnmovcH0ZQfXDRd008jumY+eGjD77x63/+7P0PEehrK/z8u791qO5nvvVRWrzzEOs7TA5Bck4KbdeY1N0wV6meCObsYnfz2fee/dbfJ8m1lrnUVDWJnn4eiw5T+sU//5f++t/+HzgmU5uzCsOv//o//bUnD//3/4v/+Zv98Ho6PfXARPplQWynU5DZqR1Eji+uHmXw/vmnznkzJeLN1ZOzR+988eJZKeX+9s2zH33Pge13d+Phftpe397eDMNuOt5/40/80nj89uff/ccPP/gQSBYLHxernkIxutvtG7Zpv89pXjS+kp+mcbE+C00TYitmHRs6quzGVG52AyGcbdanJOBp75Ja6zxUAEbyy3Uex8P2Xuq1bxfkXGg7ZG42F/1qjQAxhr6J1QSca5toKggG3kuttOgIgGOsVZCak3haSzITJIeIDq3rWkDV6ZjHg8yjGqoIKpqIG8zV3ZDmqWm6AnC9O/o3N1VMSzKwlOakcpQqzq8vHlxszjZnm0XTGPsimkoOaEkqOUKA7TDuPj2meUq5CDkCqyLAngmDd33XX52tezdFz21wJcuspoBFwTFfLbscXdM27OPFeunJtY0/a3xOqRpMpRRRx65rwj6LQ65g0LXnlw8IoXUEYKDq2M1mp9HaWhICIodsRkirvhepzvtcivfOEdXdPSGFGHM+IUNPMQBwnk/nhyJip5rGIOVyHOc28IPzzXLZDnO5+OhnfuZXf3118QiZj1I8wsEtvvGn/sz1T3/gusX9jLtpZgI0rCJTrjFXUPXeeecI0XtfpsMX//A35bgFTaXmJDqV04tfxqSHIf2Fv/JX/8W/9bdTqaBV1VZt3I/zcDx++JVP/urf+tf+3f/N/7rJZZaTOPbLEbk/2gf+qCBAPA7TOM1qBsQgpqr77VZzOezuS83jeDzev/ZMtaSXz39ycfXIBLXK0x/9wbvvfRy9m4fd/vZ120RAPQ7DYbfPRaSUYbdtuy6XlHa3D89XrumfH6daC4cmHQ6haZrFcrPZrBbdpguqqlpXXbsfhnkaXehOocc8j9QugCMFq0XLcKtau/WFC4F9ALM5C3tfbm9f7e/VhcVytWhCqgImLrTzNEDNNSU62aWtQj4ynUTp/UkpDZbmfOR2EVZXbb+u417nYx6hSkH07uHjh43jqjim1DVRVT2jqXnnrZagtWmbI5A23WK9iT6cjhMKNlmdQDJxETluj/v7WyYqUg3Ms2cfARFAmTmE6GOsHG6eviCz1aJHovPVEtiPOauIi40iXpxftTEMqeynNM6HcZoOt2/G8ZiLxiaGbtn2i65purbpgr9YdkCkIiF4VesiG3hT6xGI6Zi1YigiJ/viYRhUldmdPBVmmnK9tPuc5lpFVQAMT5AmexteRMQT+djMisgwpej4nUdnfd+M03zx3iff/nN/KbaLopkVLM8V4fl97R5fPXj8rinULNXQIzWeUkVm7r1LtURPnskzIthv/73/2/zyc0bNpaR6Ov3rmOWYZD/Nf/af+yv//L/835tzqiUTMZvux8ERp1q/GMb3f+4X/+a/9j/8P/7b/9bL/Wj2tjdKb/My+McWAxLizasX99v7cZ5KFVBBgN3taxk7qVlFSsnHw11gFpFU5f72ehad5kFKOe7vREVE7l69XKyX03b75iff/+ynnwpgzRmZzy4eLM4vq+Gzlzc+7LqzK0Qu86QqOc2mtQ7boQnL9XnwfqzaBQ+1iCjkmZjdYuWa1jvfRlcD46KR87UAVoWcks0Tu4CI5fZVngZA6jfNeNwPW+V20QQAFgEuxVTBSrJ5Z2UiLTbegybfbVxsyTl2sVlddp2fhyNLRkDXLJpuOQxDmQbH7JNZjE3n3GK1ZAMmjsHHEJZdE8EAIQNcT2W/30/pJjpeNU2/Wi+6fk7uMM0323sDIKJc0qrvHbERkfOAeH62+dJwiEhk7A673as3123bbg/Dw4szIwKkGGLwDIi7cXr+xdObly+m477rupLTlDIxl9IuiR9dnl2era7Wm0Xk14epYW9gtdZBTBH76HcpV60AlnMZpymnFAg3nd9Nw24uwzhXMyTUUtbLfsOH3f1ORcxOcO8T/cYQoVZxjlX11DtPRbzjy7Nu2bf3hyH0y69++1sEVWsmE61ZchLEUdJPXuo752fLI37x8oWY3Y3jIob12TkAbse8bmNwrqp61d//zf/o9e//I0bIVsdcpiJTlmOqu6nsp/Rn/rm/9pf+5r9UqniEnGXS2jlW5Empb2JH/n6aP/7FX/2bc/q3/s1/c5KT6VkJ39bu8F9Zbg2RpnmYx73UioioBqDTuHNWc5rUFARKSZ5aABuH45uXnxtxTtM8j69fPCXCw3E/z7MLMQCF5Ya6FSiQq+P+9tXnP1ns75rVRbu+dLHNJTeRll3TXZ13Di3PipS5GyqOUkLTIaMhM8ipb+acY+ekVnKx8aENrKqHYaZakR2AqVqexpyzkQ9tO+/vTCUsVmw1jWXRL9abi+MhSimaZ50IpWfvnfvY0t7yYMgU+7i69O3KQB1hnWYwQMaSjszenz9wORcfg/Psg0M1H1zXtqi6wLq0BLUWtTGlly9ev76+zfPUN23rAzURm3ZztvnGRx98+92HL4f5bsht4OCDltI24aqPkTErVBEzJR+HLAVQj4vXu2PousvNZt03CljUqoIh1FJffvHs8x//SKrGJnz9k69+8uTh/d3109v9wwcPHjx4aIDL6BEpOupiNMKWsAKkuQxTmobhZn8UgHmeEJGkDFMSw5emi35xvuwfrtquWwgxE5+v+6f/+DemcQBQA0NCB5SLAOBpcBUJtaoZiCoRLNvYtfF+P7y63v3ir34EIpJnUAMEzbOlSUtWMKzzc7D1Yn3/+sXzV69Dv7oNXn/6qXfOBa+1eu/ON2fDj3//89/+zwi0qBWRudQxy5h1P+XDlH/9r/yNv/DX/sZURMQw+LbveoAqKlKd84botD5o3TSP3/pT/9Q/91//4v/67/8HeIrcn76+7Ie+LQjMSplrTWoqIgBmqnkeNEYVgVPSQA2IkVhKElOHjogA4Li7X63X8zy+fv6TPD+AMrg//ac273wwHwfTooTXz35qu72Lq+qzma7OL84ur0T0OM9zhTYuFSmJcfBgVkWEOYQAxPV0JKrFexe8T/O0G467E18akXwkIhXxkUO3XKw3JRdEkJJAKxITO/PN7Xbfz2m16l3f5Nxa35oUGXeqCdl1jz70Tdcsz5B42u/T/Ztx/9rSCEQAoGUk5Li+cKvGtYvWhTYEP01zUXv56vq435HqqusbJvP+Nueb7TEVARezwlnXs3fZahJ4vhvfXYRFYEmGYCXPnlDSdKv1svHJ4D5bFblch3c2/THXs4t3H2d5M6Zc5ZC1DW4/TIqUxqHmuem6zcMnDmG1Xt8V+9Gb3c8+efLx+x8Ju9vjvJ/SNBi58KakbSqH40FyQUIiyrkexwFdCCEs+r5vQq6ZmchFJKa2LUTBUdf1bXCN4zHPh/s7UUPAt2UTkFohopRrjN4URORUOreOo2c1ePpqe7npuqaRnOo8mstgJmWu41Cn4WTFGsHI9J1333l5tyMXSs77m2sA7fo+Ltb9enn9nX9088PviEhRUYMiMiQZcj3MZT+Xv/jX/pt/8a/8C1Opnmie6zSMq9VqznOekzMtaS5A3tH9ze397Tal+Wtf/8YHH7z32efPmPlL0fOXNYCZIarp24FLeLtG1CyXbAihW/hhb2r98nxz/mCe57xLRM6H6Hw4XWb1y7Om6aZpeBTb16+fiogCcohpEo79gw+/tmjjux9/JYbIiBqaKZXxcCDmrDpVXSwXLhAA+CZ6YgUoYmaAb40jSDoboRJyjKYqorkW9iE6NhEgUi0q0vQ9qXDfmdZa9dSoDm6Rcnlzs1WtMh3L/roeb6HORIhaGS20i/XDd7GMaZ4ImTQhkeXZAEyyAY5vPndle3PZutf38+54nIch56ylNE3bL1dGDASq9Z1HD37+k/f3h+N2SMsmPri82M2pj9w0zfP7449vU61VRNabM1DdTcnMmgYnwY827U41G7485vukDuGYBYmZ0DmuosdxNrPt9u7Z5z+9urq6Ojt7eHFegJyPDzb9qm3eZAulXCzZTFOpt9N4vz+kcapqtRaRKqV4z2fLxWKxrGqxbZ33c0pqvOqbrmnAhzGXLDpWHO/3NWXPdB7qfnuLiGAmRQBBRIjIVPXtnD2e4ueOGUyJwu6YUOvDqzNClDSIY3AOACXPdRpVNbSd1lyGwwi0frRcbM6BedGeP3rnyeF4IBcbT/Mf/hfTZ3/gSQ+lppQRoajtkxymdMz6y//sX//Kn/qVT59+4Z1HAHO+KlzfPd2+fnnY3pWUak7A/LWf/1NThaZriewwTL/6a3/m2Rf/3h8dexD/f85AgLjaPBiLDsPe+wiqtea2XV48/OB4PByPuzJPzjM7RgQkcqEL3aqZ53EYY7dYXT5Zba5EBdkZoXNusbmYDrta8ub8PAYXYywc1Th4X+ZiVru+Aw6qhRClCjtwwedxAu9PRiizE1GF1SxXsyqRoAtRQWutlTmneX+cm36JAMRIRmk8OAR0XA3yNJRxVEkhNBAiO1+n43T3vOxvQSqHFghPbQFRO9y+1nx0xD404D0CADgzBXSqgsjuh09ffvbijRiM8+y9W6zWV1cXq8Vi2bVt067apuniomtDcJfnm90saRx/+tnTKuXR46u51IV3j9fBOd82MRudWE5ILIDTnJ4P2dh1TRRR5zyoHIuWmhumrokFaq2qNbHVDz/6igvBvF9sQte2otoE54hMStN2hnix7C9Xfev4ze445zxM6W5MwVMkFLGu70MMY6mmNudi3kmtWeG43TfBN/3Ce0+mrQ/Ju1zqtH0xHQdAzCWLqYmpKDEpICGdrgQQkRnd6TIYYRjTg4tl1za15JImRNIQmV1NSbUiIqiYmuY04X4adt/8+tcPU/LOIUC/XNuwe/5f/Ob47AeMNqW6HVKp0gQ6JLkbkrL/r/23/ztf+5O/VHJmdkUqIadxFinPf/SDNE1FZLk5P39y9vjddxBM0zRNQ2jio8cPv/bVr/zB7//u7/7eH3jv/ujJPy3m0xroFl03Lh1x2yzAdBp3IXBsQs3BsauIoBbarutXu/02dqur976Kzqfp2PaL97/5rWefffdwe0uhbftVE/2s3IaL9WZ99/r13d128+Dh0qzmLDn7GMgFqTU4ZhekFiAuaT5Fe0sVAnCOGDHniuTAgJjMZKzmHFjNBFDn0Xd9iE0VyzmflnQZR61FanaMh5vXYOiC961640ghri7b5ZnUXI47h1JrLcMe0cCRasXIhihoOg3EaLUAOWSvtSCo+5mf/7ku+I61qt1VCrF13pMKO1bTN7db3JKCAsJ2mA7T7MQM8OXt7feefhFiqIZYcxvCxdXlw8tL803fhC7GLvoPNr2ZDdWe3h/J+TmlNE/rRVtN91POVRyDYzYOq81FCCGV0sQQnDOD/f4wgfm2sSrTzZu6WhURqWJSztoYrXR9vDxbTzmfRoTHolNRRGYP6xiIuQ9uziXNiVXQOWCWNN/e3ZP3j9f9vJuKQRUrX0J2VRUQahHvvZkhoXdspiLiPdWq0eFm1QOhqkotJU9EKFJMqgHQqfuuakQkcjju4+qB856ZSEVef/6Dv///LNtrh1bAsighxuCq2XbM3PT/wr/yr7//9W9prZ6IyNKc1aBpliIyv/PkuN+1/WJ1fnV5eX7z/Olv/39+s6bSNPFb3/4ZnUiZfvlX/8x3v/cD+zI0DACiGmNM88zOdf2S3D0Ssw8IihMB+3axatrl3fbatLgQQ7eqakR0+eDh4yfvHu6eS8nXr55JGi+vLlGgW1+m/bVjyscxhOh9uHry5BLfJ7Qyz6bivhxjaZoWVZGwWywcc2Jkx4BkAGmcmCD6AAinO+tcRRQ4eKlV0KtWcZGMmrYJp0e/VknzKXbL1qS71+wbQAKiMiWplg57YkSpvmmWiyWZMGCzviKrMh/LuIc6mRYBIHRaMiIDNwCm3DAH1y+WRXQyeHjWQdasdtgf93e3zCHvbqFW13VH1bZtATFNc0cUut6IOTRzlTZ6IzpWGV/fXO+Oj68uS9/nRX87Mps0IdwOqSVoIpP30Ecw2zRQqwxVslEfW+elVGHmzrlaypinanAYRjjK0+3tNEwCttyctV0PZtM8z8edlcIIUis5N88J8zHGNnSL/uyciWIIwM4DXGxWTYhgxMzGbj/NpwzSF9tDV0ouUqoi0ulxMQUzPQ1aAgIhqYiZMhExqeoJhnIaLrATPLbkt0UnoJqaqkgJvjXJeR6szr3B7unnr549e/r7/wS0olqVumybJmjXaBW5HTLF5q/8d//V977+7XEcTzFPBGyamFJVVe/ow698BcGYOJV82N59/umn6Bqr9sF7T+b7NzdfPL1ctQ8gPLm8/Pz1G8f/1ZVwjFFFCDF2q9D0TdMvN+dgWtLcNAuKi2m/SymP03R989o4DoddyWl798p/0e5391XqYXt3/fLlYbeLrd9cXsrhzHlHANs3L0GEnOuXy0UTuuViP8zdsjfDGELjuQmOAFCLSaGlVzEgPIzT8XCfRbRtFbGMB1dTs1j5piNUx6yMImzem9l43AOAc86QkCg0rao652q3SvnONS27oDmBimcN3oXFou/7YjTst75bMLNW4X5DTY9a2XmUArXIfEAXgJzW5ImRgnu/s+2ke6HvPXt9f3dfc5aSfGwev/+AnW2W3Wa1sG7RN54Ap1KXTdN6enV3d1fMOf8zD1elyBd3h9eTXJ6tu759uOxWTZRaR7HbKTUEmy7OJQeRl7MdxnF/f8cIh8OwWC3l7Dy2TRXLVXJKIrrd7w3guN+pVMkzkGv7JYdGRBGMTNnFbn3WNe1ue59LhmpA6yQ5DcN+GIjdYrkCDOdny1zquovOxWM1FfFNeNi2nhkJb2/+cL/dnxBUIsLMFfU0R0nMzKQiYBYcmwEhGIJnPv2hnU4WdpqTQHZsqkT+9NxpLaoix+3u9bPDFy8+/YPvpMM+EKhUBBPAXEoplREVSET+9J/9M1/7k780TqNKzqk2TcPkRIQYY/DDKREP4BsG1b7vvvoz33r3w48C6nD96kc/fMk+/PT5Z2m/55pOyjYwQzREPBwOZkY5Pf30h9c3b4bhwPstIU7TeH9/8/zzT+t0HI/7nNM8HqbDfakplzzsd2cPKrE3tWkaX7983rT94f7m+U9/CLvX3rGA7Q6HMqVhd5vGgQk/+ea3Pv6Zn/OOHOHxsJtKOpRSgA77nZgRsUqtKZdax+0Nh9j0Kx9j7BfH+729uQaAZrG2krx3/fpsffEwRg/QnC3bk/RWVRXseBhLzU2/EFEAdCG4pu2dNgGapuPY7Q6TSG1W54zmvYfYlpIJzDlnAECMLjKxGRgYEYMJILmX9+MEHNv2vG8sNRpsFdt2c9F0obn4QMUmojLLm1mRaOEdJHmzn/aTQNOkKndDQecn17ZnYQKYxrrPwzi+mff7BJjF9nd3m/WqbeJhtzNVF/3N9Q2jHXe7frUCDkQY20bFOMR33n2vljrOEwJSaJt++fDi0kcvoofDLvrARN1iebZe5pxzWdbDIXa+1mqaEWzVtY8ePYyhWa2WSJhyvZslelQAJmp88AiNd8HBD1++TPOMzvvgPbg5nTg6VlUDE4AimvfOOWeqhCioTMzOIaLWalXQBzzFex2fQFrkI6JqrWJqWo77ux9957fT7tYziRIRnS8Xh2lKpQCc0FRGxO3y7M2zp460aRe4WBTRkqtzTGi1VO8YVdM4/OQPvjPstmqwu7tZrtYff/ThNE3r9dnN7ZsXL19uVsvYtu0wjuXLJYBgdsr3yGF3M4+HUlKaBgIoJU/D8XD/BiVLLSqacx7HfU6TgR2O++uXT+9vX01pEpOnP/z9R++8A+jYt8M8EUiI7er8wevPPycXyNWU57vbu4fbOyC8v9/u9odpd3sK8sZ2wU0LOh9uXjddZ2pqwEDogosNkusvHuXxqKWM42QmMg43t3cPFd95cB6s3g339/vDdDwgYQhN27aOwLsmnJ+BnbZ1ncfhuJ0DJx+G0HYAQOwIbRpHMlMVdpzSxD4456zOyIzktSRFACAwcz/cToFpVXW6frHf78dxfInUtNd9033y3jtXDx9OLu7Hspsmp5LzdD3PA/vr4zFPowvhRz6u15um79+5ijmlcZp3w3R3f6e1xq7v+m5zcd7EqKW0y9X1m1f57noaR0TwsctiCCJJDocDuHB59aBp4uXZ2jtvIuw5OgdgVSQ6/3CzvLnbGUIIPjC5GHBpPngwXXStiKwXi82iA8C5img1hSYGBBCpJ7KaZ0CgKlCnw+7uhgmJ+fS0OgKOQUWqiKo55lPSnJnQsVRRUY6ESKYKYKrVpJpVplhzAlUgNq1mRuxMJJcUY+48GjMTEVLs++idBzgizbkAQyBkTKj2+vOnw+7u4vLsvfffW67W4AIiiOF+rrvb25svnu/3uxef/Xi3vU0ptW3zK3/2zx3u70Tqqzcvvnj+Yn84TMOxVG2cy1KK/LGZCAARGYZdSaOoljwzYtWa8njc3zKYSFYwVdFaRVUNtvs7x1RLMQRTS2lkcodxd/vy83Q4TMfduCuby8t5Gl59dqhqD979sF/23/2930EXr97/6OziKsaQ01xSLqVQCBya/uJxnQfAGlfnvu1dDKJAKlpzmgaTQs4DeiN2Xq8//f6r748lTYZAHLRmRGyXZ8SuX589vrroV+u265voQe2G2fereRpnE1IhlVqKMTmiIoW9d86D81BnLbMBsGsAAENEKYgk484BGjm6fv36+tnnoMpITb9EDlORz56/moZhrGb9apzTcHvNOQngSDQB1FLZ+fX5Zbta9X1/P0wA2C5WY65gAOxC163OLhdt9IRaS5qmi69+9fb25tX1LRCHpl2tVk0TWh+HaQwxLpcrJhqGIc0Jifu+HU2JuWna+2lwCKtFl1WqaBH1TJdna+8cIM2lTtM0pTJMd8tFdxrnDD6UUgAgetcgmFlRlVp0mjwpEbZNrArHeXaOHBMSgSczJ6oib9FTp+hJVUEi9u5EWGEVMzOReqoBpL5NX6kh2iluMg9jExdtExLTVLWKdC455oUPjUhAmA2SwKqJLWhY9B5Vh+Pz73/XECXP4zg+fPwIVleITKSo9Z33P/r4Kx9bmZt+Me3udlnQERP+7De/sd9tX71+fXe/M7CrzerF/e5UlpzWgNoJLioKpvo2vytSpdbTpBCcbgmYY+xyKVIKGBA7RAZQQ/bdamm2397sbq739/d3t/Nc6tnF5WpzmdKUj4e718/zdHznk280ngngwePHanj75vVhuz1ut5sHj0Pbqsrp3tfg9LnZfNyBqlQtKYmORITIUmYtBcBRuwJT9lFqDSGoyunl9fnzl93uuOy70PZny0UTfR4Smlmth32quSBRu+hBSh2H0DZWE4gQKPFpsLHYCaZhIGnM0+DI+7vbm92rV6WIRwxt40NQ0a5bCMCx4vFwePPjnyATnTyhPry+2y4vL1brzdXjd87OLtg5VQ3eq9lcytn5uaod53S+3izbmEsZpaLaZr1Gsa99/evf/lk/5nKY8/3uEJxb9G3ouqZpmCA4vrufr++36/WqkWY/TAIWeWyaGEO0U2auSlINTFPK0fvg/f54LKU2XefYq4GpeB/MtJQCCNM0NQhK5EMwsSKQcw5NE6JPw1xqibEhJCQgwFzNO2dagVjU1MTsNFHsT/WxqqooIasB1GpIqiKiZB4xnSg1peSUs6hUoFf76ZDLmKUd81mfH/TNMrhFF1XHaZy986FtG8aw7CfC+5vrZ5/9pGPc7nd3t3ff+uVf43J42MjmalGB5pSKg9C04zj56PN0ePL4Mfq2W59tLh+maby7eXl7t92O03Ga4W0/CAGMXWBXCJHZv4XsIpL3XbuoBvM0+tCsN5fT/n5Oo4qQC9FHv79XEXJeyfdnD+dpzEW2N6+Pexx2+13TLtYbKWXZN5tv/iw7TyGUXF3wUwXn6fKdJ2cPHg6HQ9P2oY01F1XVWtixdx4QVDUNw/bmjSQGxCoFTtgLjqc91rd90zRt26tU3/ah6ZGxljzt78fDLnaL43HJ3i0WCx9j0orkSAFMSppkHgix5GSIoMKMbEyAKhOHiESSsmkmZjcM4/3dtoj62Dp2RqgGnlxs+hhC2zWr1dnZ+fmq70pKz754fvXhh8uiq4tLAwJADk1Js4L5vo+ec6mpypP33j15klNKJzBM17XMnjxORdnZIobG0VnXGlFgAsQsSqBSyqOLsycPHoiZY8qr5TgnBTCpBuo4dH07pXK/PxgjGChA8O6dB5eEVKVOKROSiKZ5QsBaCns35Xws0rZNqlPfts6TyeSIROF+dxS1lAoTBO+BmRlLEVFlJlWpVYkweBe8c8zwFsyGKlVNsSKoERMAiIjJgORqranUKqJSX27H773eknNf++j9D99/3xDHw2GXxnkqqjQpALv27pVub6lpHjz5SPGKPAfnHuT54uKyTIfd7TVoUqD14w8xxO/99m+72L1+8bxx2Hbdx187U4cMqCqqZRyG43E8XzTjnE5kAABTs9D2jVmahsX6zDk/TYP3sV+drxfrInLY3xMiEfkm1Dwb4jAdIwCz8z40/bpbrBfrlabjq+ftnOp8mEueVKHOw3sff+zazgyrKqZ8Ip3UnBFsmhMxt8tliM3JGmMGWmUeRyBGPHGA+uVmMx4P8zDUkqdx8Py24YMIi7PLaTjUeULfsPe+bdiHqBpi3L15ddjeH+5v235xuPP9chU9htCYXyCC1oRmkmZ2wcCcD2D11NE2LaUU0GqqqhUkORXxwZu1Wmo1cOiabrnoF+fn55v1EsxI5eri3DsG5xdPPtwBPPFhmmcVyzkzAQSfqxyGMXjfRt91rYqemtxd2wBiripmc6211jQOnx0P4/FoWterlSOMsfExNm2bS1FDMjOp3aLzzvvQrPtmzDWpeufmnJjQITy+2BTRWnLwXqVu51lLXXbxcR+Pcz6UmlIxQxWJAJvlEgwMbRrGIrLq+mH7tJR8ux3u91MTPRE5ItUaIyKdMoYmVZDohAU6neJPN6u1inOiqoSoqllnYiYXiLHWKlYBTs0klpQPt/uvf/KV999/92y1AmLn/dnFxWF/mA774XCczS26FteXisT9el/1weNH7N3m4iJ2y/m4P2xvtmN6+uzZ1772jZTS9euXbb9cnV+KwrC/X6zPP//pT1IuRaTkfL/dllJiE2Sa+xgOczYAQhRRMEBEZvI+OufBDAGcD7FfdGkd7yI7xzHuXj8rUgHp1atnpyxZH1xrR5ZjSdxtLheb8yFDyjIcx0cPrx6cLe9u3sR2KQZIpFJCbJcXl6bGzjXLCAAqdR4nQgQ4BVZjs1w4xye/2DxOatos1936XEsJ0Z8YoyJ6uptfXjyYjseaE4VWRAEFzHzTXb3/sUzHvH0jOTXB9w01bZerplrRFAidD0wMUtA5EWETI2TvTFFKPf1TWJIxO0Y7u7jgEBZtK0UDuy4Gz06rSM4hNuN+yDA3fTfBPBOJ945NDZBws1rG4B03c6nDPCPzCUNQRYkMDFTVRLTkw2Ge5um4vR8Pe+ejiy0zvby+V61Sq3MMat1qSeTyOCKz5omsNsuz1XJ5dXkB7IWJkHIpTKcBBlk3Yc6lVlMDAfvs1c1r7876JsYYV00SyTkHdgGxmq7aeB5dSpmhHF9/fjgML28PzL6IUhUlIwUgIUIiYjoVAKpqjp1jZyfutp1QcJZScs4RohGJmSdXymyqhup8cN4XUany/Pr2v/HzX+8++fbL3RCcU6mxjRb7dr25RG49L9er5vwqAJ3ii2meldw4593+ZWyb/urdeLfvNxN1q5ubmx/++Kfr9abWIpqR3bPnL0pO3ruu64dxGqc5nnAMiKsuFJEp19NH1S5X4DhN4+LyHe9DfPmsW6wu3vvag8vLXIWIpdYff/87NU2KRABEbGYEJrXcv/xxU28vH70PD7/13vsfrS8f1jCRXq4vr+ZcVVPKKXb9Yn0utZBjIupXa2Zk5wCwSlWpWkqeE6Exk+NoBjVnMHMxSCl5mtk5Yt7tdlZqKVmkhKYBQ+eDD4EQzeA0r4t8otTocrVePThbtvF+f3z29Fm6vlUV73xoGkJwPpxych4AnQdFZJRSynhk5+n0QZFjBHfz/EXXL9cXF6uNT4FFsQKCGWudCrsA/XqZppQRLYQkCgZWslQhphhDGwOZOXJErRgyYc1pzmW33e7ubuZpynMSrSpKSFUkNi2F6Lyfx9EF71yzPOvarvMuAMJxu62iSFyNvQvLxoPVNE/LBaNJ413w/kSRUGbnnTcrhtHUNXHRNsOcMYSMyKqnnPGJPFlqGUfDMgG6nKdhe308juOYLs4Wp2uvogAqCuAdndr9KpJyVTPHBACgICKIhoqllFJK2zZ2otEy11pqEUVgImKPzuXd4fEH7/3yz//M/+U//Lv/o78ZvvUn/uxNVnb05tlPn//0x/vjcdX3TKAKZ+dnZw+fNG3rQ0T2i/OL6XCsYo0LIvLw/Y/OHz1Rkdi0Xw2LeRy++/3v5ml+990nD5+86xx3XfPq9U1G55pud3efUy5FkPBivXh+sz3NQx+Ph3E4lJyqSOw7JM653r15Ne931y+/GMZjKZlAichE7aThAFhHMIPbIXu43t5vP9x8fLHqN2dn1G1Wq8VcRXY7dq5frkLXEXuRgACx7cy0lGxSmZmJnPdChIjDfpfzvusX5JlPF44GBqgIUosz886p88DsNMzzxOxD60zkJKRSkZpziI2aINi+5P2uSE5Xl2ePHz3Y398Oh91hfzsPXmtul+um7YMjIQ5MNWdTYh9dC1KyVUU0LRnYuT/9C984CJ+vOkbaVZyrkePo2LMa4lyrdw7apqDNUlQhzbMLvlbxHHfHYy510QRHEAmyyP3dbnt3n0qGWkvOSpRFEAmcQ+fiiRZWNQTolovN5uzyfNM10bEXg5znFuGDdx4iuzmlKRXLyTVNWGzYU2wbLbWUyoQCsAjOE7YOdhVm0Yaga2MbvORCRD4EAhNxBLrd7R9ulio6qFNyOs+1lpSLc4yEpwShiAIAGZCeMjNaRNUseue9E1U1U1NTYnYpZwDglE86xCKS6wRAAIY+lFI8EhJ5795/8vD+44//jf/Tf/CvHPaP//RfeC2BfOzXZy60CIBoqPbm+i4uNovNuY+hiiFYu+jnlOY5GVgIIayW8ziScw/7BRE9+eDDNM8pzV3X+eDHcV4XWKzWpeRxGA/73TxN4zBst/eLJg5zRsT7u1daNZW8u36Vx3lOE6Tp/tVnY9Pevv485USIavg2WI+gZgQwFQQER3g3A2I93+0/+mDTRu/bMGdJ09Qvl2meS0kNdt4750MtSVRMqqkacS7FVNq+j8E7oth0h/1OT5kEJuc9AYa2BRUDyymPh1lVkYh9aF1AU/YOnDMVUwVV5z0x1ZS1FFFh5lzl82cvyTJKWbbxnSfvINj1yxclz/P9MbPrliuZtBy3zLy4ejc0LbZRquAJJmHgCrjIUHIdFLq2cQRJ9JhkEZvIjpxLpfrgs0oV9Ay+747T7EM4LeLt8Tglb7UEpraJq65pwsPX1zfzcKyizod+tZ6nuV0s1+eXQNA4XjRRaun7RWwiqp7YNo5Qmc/ON8TOwPq+M+SmCQ4BgXLNpOIcz1WnYXQx7MdsqheLhpgv+5YQ55xr1TnlEAMxitS5aEoZ2N8eZwDI8zzNqQkcmnbOZbloRLRWPb2IyFEulcgzMiFqrUQEiCKKeGIvkBqUKrlUZqqnhpSaIZwoFWoAIljFO/XO3dzuf/j69sNf+7X23Q/+rd/4h3/+Jz/9p//yXw4X764251TzOI2OmQnmOS/PzkOMTdup6TAMUsrbjqFZzrnWejgel8slqkkpIcam66TWeZyO44yIl1eXzHQ8Dsfh8+OY5znlokYuBJ+qVIHhuGekUsthe13LrFpVddhd378Zx2kkJEVEQFU5zTMBECAokmNsAs1F5yy72zcf/cpHD1btbqqDFAIjtLZtnXNpGBGRQ4OnvRKxVLGTcVlhOA7MHJqGic4vL2sttYrWQkxzqTonBiNCF8L55WVKWVRqlTSPqFp2s4p2yz6E1jkHKoDgfBQimYYyT7HrzZeSOVe73s/Her9Yb8L6Qes9Si2qADDvbmvO5Xg/Hu4Wl+86H8k5E5Ey+9C4z7dHUj1r/GK5uD8cl11LABXxmEt1ehmcc3bW0zbjm+NcDJrATy43SW0/zqLmnXOOqxo4B0Sm2gT/lY8+nEs5HA5N28UmSFEffQzeRKJz3nk1TXMiBCDSkuYMhhhO17JqxFTkZL82FQW0lMuh6rKNiKguKFCMhACDGIMO+1TSXNSmKbVNXMWYx+TQ1AyZEayqlSqOaL3ZILuhWTVtG4dyvz2KAaAREqsiEmIFAO/4VPKamYE654nIAESlznKqBHIpWAVPvDEi9h4AzRDZiYgjaj3XUn2/+Oqf+qUPHj74e//R3/nxv/Fv/8t/66+ff/NP3KS2aZsp5RDC4swbQM75/v4VE3jvfduGJjqi437nvXcxkvfzNNdSVJURQASIq5kpkOeUyzHlVy9fHg7HcRprqbkWPHlIfamlIJP3LjQNkR23tzlnM93e3/jg2q5nZuecivR9DwCO2crsLe/GjMQVMURw3urx9ac//MEPnt9tHjxu1+t+sai1AiGocQjTNJ11vfcOiRHMO57mbAinYFdVpVIrCjPF4JrYzGlCYkT8owx/raWWQsRt0yJiCq7MMzr3lh1tZgi1lBOW1DlPXV9LPllMfOx821vJ8/7m9s1LLQWBGCx0LYHVcSjTZKr1uJWc24snoV2wY+dDKcntDwMC3l7frJeLYoiOvXMuNDlnAbheLmSe6zyvLy+FSA3v8n293HR9X3IGosAUnOti8GhjLnOqCtghR++fPHoABlWUHDpHqZScyiBDjNE75xnHaUai4TAQoSIvWsuVzWzVd00MKmomokikfRNDFcdkiA0HU0ETAxKpqmqqTFS0GqKYHg6HGGM201LJO0/o2SFRdM4xAeJwPKohIDjHgYkIa6mlVkSaZzXVwgQAzARIzjkmFKm1VjVDJOe41gqASECn8tVZydUHhwQi0gBcrpe1zM9fX5c//N63vvqV97/+tb/91a/8xv/jN/6X/7t//1/+xd998uf/sqwuYxde7yayAUyBeXO52d/vqqo/7MYfPLfLS1uuJc+q5p2r3h2OxxDCqaSMXWfEvqUyz9N0HJOKUao11WKqKiZqAHh5efXL3/hGs1w7dqvVkhiff/HixfOXwXvv/XK5cp5ibKSUlCZCIMQ0pY7ypatPX91+74ubJnqV6mPYXF5cJwCcd198EW/vlpvzzdm6W/TKzmqNbVdrCbEZhqP3IYagqnIC0psiQsmp6TpVOx6npjFiX+ZJpDRtq4BS6gk0TwhqymDeubBeSdV5nj0yIKBhbJuT2GaeplJy8IwIjj0ggirGOBuk4YjMIFJBShp8iCC11KpFHTGodKAKQGppHhTBlWlK8yQiwzw7dj5Gdr7trev6vmuJyAhn74qZGTjCQnQ7pH7Rt008TMmsgEF0XNG8D9S6VKuo5AJmFpwTqVk0KKNZ3zXBs4hVNULYLBcGumybE9fAM+UiWqupoNGUc87FOXbOgZGpOPagVgGmomrq0BrvhnkupXqixaJvGx3muWkakZpzdScEAwAiRPZIICrl8ObTH3yviiIYEzAjEzpy3pMZllJzEVZlYkRjJiQqtaZsKkqOAU4xQjTTEFAEDZCJDNCA2DsA/PDx5hvvPfp3/s4//uGzV/sxffXhmZz1ENq//Nf/6uX5+d/57X/y3/+1+Z0PPwwM5fOXd7uRrdL2brp5ZUh3Xzz/0Xd+/9Vu+97PfP3so48v1pt2sdjPCQAEqSp0XTOlWcFEdJ7HmtL+eBSOPvgq4GO36DofvJYcgv/KJ5+wc4rsHE2HPTF97Wtf+9q3vp2muVQZ9rsTVY7Zd6uVlISqLkTnXI7+Zy4fxc2buzF550RtcX7RXD0ygHmeSymH3fb29YvlavH4ybu+7cl5AxzHROQMMFf1ITZMKlJFU55rKqraNrEWNNM0l1pybCKZdTFUhFSrApZaICXvmJgVABGj9yZqpqetjE43eYjMUHI2YJaKCMwEqqsHj/025GkY81zmuYlBa0UEIIcuKBiRUySZxynPVouLrZunyYXQLJsQo2du+k6qeMIuuqVnH+Jh0PWyAdWuX0RGRLydZRhL1wXHfBin+93ubL3y3jFSrcUzt00jKmmeKvsQPDIZgqhKykyBAWPjTbUNhIoKUEUi02Eup4TUzXb/6Opi1XezSzknd2rDqB3H2TN657roi9SU8iGlvmu7rs2pVLGmiYvlQkWk1L4jNZunqdbaNk3nsI0BEJ7/7nf3+yP55nQEJwQmOs0FpVLMVERNQVHBCM1MZK7yVkwkbwWmSOaYaxVkpyZQAcCYGYFEddk31C9/+vz6l3/+W9/++L2miXfbPUW5jN1Xf+WXzn7hTzxfru5f36zrcCXTcS77F8/+s7/7Gz++26rBIwKL7b1I+eGn8adPs9p527zzK7/mY4yLBTq+u98Cc5lrrYWRMnDTr8ZUAOmdJ+8uFh2S5Xku43E4HOfhKCoIhj66pjeyKpLGe+e571qHi2kcc06pJtMU2ram0i0WRGiAY2gffuXsCjm27dWqf7Tujb25Zsj1zfXt6y+eaqn3d9uXT59+/Wd/rl+u6om7QlRKIQJzgZ3LNRNi1/bZVbN62O18bBy7ftHlxGWeh1olzY7dxaobU90dy+mN4+Dt3Lmpplq0VkQ78UrGlBFBc4lN67xL05ynManm6RhjPF92/dkC6OHd9rA9DFKKlAQGKhpi7DYXquC8NxLqWyJyl+8+Cc7VqgjGzNEHav3+cKxTmgVbxUXXNZ5uhzQep2XjN8uei90dDrN0m0V3sejMYC6VnS8iznsAGKbZzHIRS7VDcM6lrKWUJvg513mcmq7NovEIm76dcmmbJot67/M0O8ZmtSyiJY1Fate2hDiXwsSAOOeihj4wIwR2se8Joeay7FpDZMe11lprE5tT27RhPIwzAByHw/GIbQzD7u5kFGTnmOmUzAieXAhIqFUQ4TQLZGCiMmcjwpO+VxWcA2I2AFU1IEQ51cqnv51jo2/7VPw3/sKvPXn0KDrwoTEX7jLcDPNRlIOb0jClcZvn42/9J/jq5nee7v7wMB7VFi7MaHMt+1zHaXLBK8IuLb6yXEMIHKNjR90CnaspS81G5DtJ08wdd1JFNA37YRzydMzjaKVO42GcJiLnvW/MOHgtc9t0aiq1hLaLTceebm/ua56JaHO+FBEEVHSxDUDknfNoWuvucBTfK1VifvTocrlox8PBx5ino4uBCLzzqQgQOe9NpZR8+s1pGBarZe+4qhdiAmNQGYdFE9D3RFRq2Q6Jj2Ns2+VyMecCALUUyzk4B6beMXpWqVoqMnpGIlJuS84Itlh0iVm0eu+0puvdtPXs0QLSo/NVMRzGOU1HC03Xdd3ZAwIt88xNR0QI4qJjMLMv570WjX+w6m+C206ZnQ8InYM2cLF4vT0eVDnEVd9Gz1l0KtWfXAeAuRbn+DTp7r0j5tg0teYmRs9OpBKAimQRChEBVk1EMEDq2lZVhywxYtM0qjpPs2sRiMwY0eZcmLgJPtfatw0hIICSiw16x6py2hmJMOd8IhoN04BmIMERLrs4zVnR5TTffPbjeZzALOVUxdRAav3y6DkDnjiN6k5sAoKU66lJxUyM6ByqgqoR88np+zaCiAQGQOz7JZZqYoHD6uLh97+4W0U6v7rYlrxPBZwjtMP2dne/TaV+eNZ9dj/+5nc+fxD9pmseq6/OTYdjZu6ZiAh9uHz30YDxpz/4/iff/nkiF5pGDLRWYDLzROhd45veTAFpt7tPs6/V5rms1hdsOuf04J33x+HIjKYwVz28fv3g3ffJN440p9mFxjl+/Ojhdn/wjkXUm7bRmWsMrKRECIjAoR3YmQKUeXN+PoyzmDXLFTvfLtdNE8dxihEYrUyJEdg5JJynqYmtj2EYJ+eYEAwxhNAQlpqlyroN7Jhbv2ib8XiQUk2l5oLMUmtVVdG2iSq11MrMjNg4ROWpCCFgCFJyGsXHpo7FpDI7v2yC5zzPu+MOEZwWNG27nrBTkeP9LYJ558h5NDGpbhFcNUAiA1z2/SK4qKV3cHTOB4daLxdtiGGUoetadk7M0pzWy25KZS5lEK0qTXQxxikXFemb2MZoiKXUNjaOCExCcDWnvo1N2xwOIyDvxmnRNkMqZsrOA7nDfuDYmFlsu6IVTBsfStVUpG0YEfomjtN8zLmNDSGYmUNonStIdkJbs+OT1eL/S9Sf9Fi3bWd62ChmtYpdRMRXnPrwkrwUmemUYMESIBeNhGHANmxYkKCmBdhdN/xT5D9kwIAEw1ZCRWYKzEyS95L3nuorotrFWmtWYww39kk5WtGKRmDvteYc432fJ8Xa9VKr1HYYx+TZYrS6uRin+/dqf7us5bIW6Vpbd4ye2TtynlX0pqpnpiZKgMTkHcOvpOibnfGmhLy5e2+LSRQzTgPF0WG5ni7LumnZqOfw5v3HpSw5V9PhcKdI+4f38927zx8+/sPv//ZP/uIf/dP57e9+9/vHH39m5qW3VRVVE4APriOsuVniH3/68U//yb8fx7n2lnN2jpHIeQ+IRXrvDXrvRAYQhxQubMPMzqUhpegvl8vr89Nv/uKvDg/vaqmtdT9NTEygQF6lb9ctDenrN0dv8pytA4D3jsk7DxMgQsl1BXMGMSQRX7pVxfWyjbudipTanp+fCYmYybleclsXJnMxSi3RuS+++zYMuy6CiAYoW64mwfuXZX1ZVmbP2t9McRpS7WqqQ4rGJK2paAfoItIECG9UL+rdIYgiMSPRmnO5no/3b+Z5ukgrtdXzs/cc0+BiQgAzr3nDLka/qjVFtbeNYDNEQnUMpkDvjvva5ehM8/I580szQ+oN5imJmvZeS3PBqxoSmYGI7oaATFplToMD0C4O0aUERMuWxxSH6Eutl+s6BAfCjKQGOVcpOY5D8D56X1oTI+0yz9HxfEO9OgRTyKIKffAcgq8C2GVAGlIMKQLgtuVu1npZqDn+9RAPZo4IVAnMIyG7TJpFrFeHdX84hGG6DMEN/70uXRRzk9LUigE2h+iYiG7bH2JCNRuiD4Qi6piJSNVugyY0NQEk7NoJEcjQhW6kwAD0b356Ouvv/8P/xT+Nn18/ny+5XRXNp6SgLgzYO4DuDvOn1n/69LRcl65gAOfeL4a99xh8J1prw1xekWmevvz+TwvR08uzGQ7TIKLOuy7Sei+ltFqn3S6vq6jmZXl6evTOgWQwvbzkZd3+8b//H9y9fW9qBtu4C+gYzNq6AKBPo4uGhF1kcDSPfKnm2auZKszTEFF3d5MBviz5upVuKLkyYkyRCFXEOTdO8y76IXr0wZv03v/+x58vlwVULrp9+mf/tWdK8+R82s/z2zcPDZERAOyyFWYtl9PHJ4zeI2Hwjr33CAQ47+ZWcu+dCMRAVcWgGUut7Bh7I4B53qHqcr22WveH/TDacusfW79FsszQnAvDgL0iUdk2VSVyqgJmauqSI1Br6wpmU4iS4k/nDOTMIBDdpbBzUEXErNVaW5feUwxr6+MQd0QAXQBiDP8jjiaG0HpvrS25mCkQb015LRh8jIHQ3DSxd0fmtdSmZobEVGr7le/po5p5747zaKrnrSgQgt2Kgs1g59kHDhC2fjuGA9zERqaq0Akdc+9dRZIPTHQ6n001OmbnPMHL4y9bA2CfkjpHvrZae+1yO8ghoqhmEceYggfA3oUCqWlpjRCbdKdORG8EUiQ0IofYutVmrpTHH36U62lVf/iHPy6CXVptZb1cJv+wvL6czz8iQK3186dHbL0Ax8P9W3Tbll0av//2N48ffz59/hBFD2++PH7x/rmU+2+//+1f/WVMA5vdFqXOO2IOwUeBw/G4rOswpiENr6fzxnn35ou+nEvNX73/IqQByR3evhUDEaEQBcy2ldmDcwg3ZYZuS7Fh3Lr6GHxAvnlmiWbNp6KnBZPn/Twep0GYr7nX1kNI7HlbtwBtci1//umx1jDud/cPA8O/+6dfL8vmtPzx8/kE3Uk5P31elg1Vv/qTP7v/8quYqyD11rbrNabEzFutDsO2ZsIN1GKKXhWll7Xs7w+gJgYIpNZDiiKac5ZeHdju7s4MynIFs2/fHtZder2srW5i3hBaEUNuVZzzqJKGYeI55623BmYg4D4/n2qpu3k67qfnhu9S+J99v38s9vunM5qaCJE305hCK71UE5Emva9dpb857O/nYW2iiCo9OKdqoNpKNYPbRtA5J6rAPKU4MGSB2hVQI7t3+3lp/bRsYJprQwTv3PmyTCmM0R+iGz2/nxISfH56qcv6Zk7ZxTtb3+3uTgV+OedLNwRLjG8PezM75bp2LVtBQh9CF+297+edEebr+Xy56vb81//in1+XlRC9dzfRqEOKQW8tFyZM0ZXaRODm5Lh5bkRU5AZJF1VTZ84zmUUXfQzdYCmVtq2pff7xH6Lj+Qg/fH5K02Qml9fX08vLZvb8dLosRYHyuui23h+O48N7H9M90dvv/lQRx7v7P21/1WpFAz+OaZrVlAyid56wNeliBjdXpMXoOyoBHI/H3mqR4snevH2zJf+KcLz/fre/k7r6NNhNfEgsvbELVQ0Ie+3eB5cGqSXNkZ2vpapq8l5UHf5aeN7vprNA7o22PDMq2qefflG1Ibjdbp60lZfHU9/+5vd/5Gnv/dl/fkTy3Jav390fYnzw/e6YHA8Ph2/+/qW8VA3DvOZmSPNuijGuiNLFzMYUfRrLtq7L6hwrUN4yIilhXtdxSIrQezOAWhuYEppPaVuup9N5iJEdn15fD8l9/+0717bnZT3czYHRDe9P5+vr6SxItaq0ziIOkb031abizIfI7mVrhTuifDpf/+KL+yJgSNfcfuLcDL7YD3MAUWvNqYGpOe/FMDcBYs+sAOe1Pb6ca+/DMCTvhhgNgNClGLparQ0BnPPvJ7+KvS7btdQiMqcwpYh8W8XbwJiGafJ8mNPa9PNl+/jjD6fT68frxo5Raq09Ef8Hf/7tn3318GeD/4efH6vYq7kPP/3kzb759ssdsUu+qZmBEfkYHGNeL7K9/vzjP3z44Q/LsoUQzJTITNV7U8QAZgBqtpVqXYNzDbQ2YSJVK7WLI8cs2kUUfw2KIjETs0+DcWhdtm379NPPL8/naZ6/GPaX3C7bKwI2dRtNy1nuv/2Le7CtVFErlzOyT7u9Yxej3719J79Shdrx4FRs9/Yh5wwqtxgGEgKxEwvOc3Sq1nIB54x9723btq2UKmK9l1IODw/TPJfWy7o+7B8IkZgcE6aoqiEGNEtmvauZEnnTBgZxGFxwyYfluniAnee1NNDs2d17qLmcO1yuy9PT0/X1WXtFAAJ1MdWSkb2UUvOSWvXDiCLnZTOzvq5//Te/+833X/Wy/dn794ubF546u1bLtqzTbnd3/6ZLyzmLKJbqnJt3EzmPpkyOkOpSESESvNnH84Zbk25kZshkInFIoHa9nlE6mPzx7/7Nj3/3r3/58OG6XAZqDu2rr7754v37Lw87iPPH57P0zgQlbz4EkE6A+F/8P/6Ld3N8zb2LgXNrlbdzVLNV6Zxb6XIY0/shfP/+Lov+/cv6tFQRAYQY4zAOCOCRpujGwETU1X54PneDyBR9KK2hwTSPqreetk430LuKdDOiyVPtgsyE+GZKalB7t1Zd2356Ov0Pv/+Hp+dHAvTBa2supt7qdDhO3r897H/zsPvzLx9er9vj6XzaehyGeZr281SASm9AhCrb9fX50y/n08u65fPptddWayvLKtq3LddSGU1VwYwYnXMidrouvXVTM7DgnAEwITN6x7dp041Hzd6lIcVpdjEJ4PPT67qsJddvfvuPvvzuT+7fvmP2jtgRlpzJ+666nF4vzy/T/hCHRM61XOM0/brpA/Tei9q2bi74m9QDCJFZWmWi2hsBqkpKo4IhgIgRg3O+1dqkrVuWLqAqvfW8+RCI2CG8+eJLcM47T3RjrtiN+KDSCWDv7On1cmk9psE5brXtj8ecV+jy7XEEwMtWRXpXu+QKSKTt88dfaq2PP/+kvQKqiREjs9NevfNxnObd7m5Kl+v1cjr96ZcP7+ZIYShGq/Bffffu+Pbd3720G36jSUfA1pr3nhH1RqcBIzAzyOt1P6TjmPZT8p6hNhc8hvDp09Pny7bVmnPx3tVtvZ5Pjz/9oD2DtGl/VKmXl6e8LfOYonfDMO6m8csvv6I0NxEArNuK7JiAiNyH14u2+tVxug/4u1NHQFT5k8MwDenHpf+rT5et6Ynl9bJ8e79z98NW+gYGjnvvl+syxCBErZbDm8P7wd2PwSP8cNq6iJrGGBGxdSEzZFpzeTqdp5TeHnbH6OYhoNkT4NYNVD7I+un19PT0eH19efn4Yb1e1st5Ph5DjNtyHXa7GHzOWy2VfSxp/JendurPm0JrqOZo66+yzcZH2J5ePrXWXl+eS86l9m7mPDvnepc0DtJ6Xarzgb1n7beMjY/eh+S8d+P46ePjbVra1W4fegdkYMyanBNRUWigFMmarst520oYdvsv3jy8+/LrP/nTEGLwvvUWhpEIK/L1fElDHHa7YZx9CL03Isc+gEGtLaYRAHyMZKAAzhGRM7PebtZuAoNhmJxzedtqrS44RAjJd7FSGruQYjQK59fXvK4I0lu96TIO+8l6jSkRkXM+5y2kwITLlmOMhCaMNIxoGQClCxHmLW/L1lv96Nw3D/Nvj/N1zT9c6+QjIaL18+m1G7355vvPP/yhtWxqUqvKEkMADIOLD3d32/XUwTjEpwqnz0vXK2iryHcjL48fdu++e9FBTVP0c/TPrwVaSSmSYySHqg5A2HWPKrp1lfP1OIQi2k6XtclW1telLJfr9XJqrYYQCeE2Jmq11sePx930zZdfnLfS1ktrlYNu6n749DLPdZ5n9sHFaAbam6i4Vttn6Z+v+duRz+A/b/X5hNLmf/IV76x6a7lD8/i8teXz1XsaU2i51n7TrlFpbYixM/18WcrGu3D8y4cxOncurbaeRZyPiUGBgCjGGLYsoi+5nraSLts8jRUw17qVej29fvz5x3x5ffnwS92W1psBtlrzcr2deqd5992f/+Uw7ZwPNW9d5Mel99bEcOf4uy/udq6vLz/+3U9/fDotxlxrBTPy3sfYW19LA4PbDm5AAzMi1NbW5UpqaRjctKtNBdVcVOy1VWjdEfrAak4MUDC3gmAhRRTI17I9XtTwN//OX371578dhtn7gDebmCoAlpoB0PvgvNcuwJSmIYah9QoKQxoMoLVOhICoiNKVvUfisq0AgI4Rbv10iDGY2jCNqkaIvXfvvXOm3nWRWio5l8apt3Y9v6IBiB3ujjH6sl1FZDzeA1r0ruYK/uZ+VTHbgKZ5Kl0JlH3svbPD3WFfSu0A27IVAh8DL/VaSi8lBfflV1//4Yefmrj5zRd5vaynFyQIPqZpYub98RBCvFIAR27w5oeLlt5zvi51vfwbx+v58h/8+7McvzbT83Wt1Y0hnLe8lA5gg6PE9Lw1gXwY4rrlrN1Je3w5kQ9bLde1bFs+PX7YLufLy/M4710InhS2s15P74679+8evnn3sNvtFuVesvTyw9MC5Hqty7o2keCDc847L2atNnc5n3rXjviTaXDcRAnx/PL46dPj4XC4FmPvtlZxoy+nVFrrCqpaS5n2ewOs61LWlX24Ij4R5S6/fZgS2N8+viChksNuFjgEfxd8UVgXbb1vIsm7JmquI9rpfP784cOHP/5+u5x72QARYqq5Sm9J1JBbKeMh3L//ysVBVOuyEJHzwXv3/v5wF+AA27b8/Pc///zjx89bbkzox7EDOaZuJNV6t+l4D1LJ+d2eWwhluSJaAUjTpK0Z+dPaPn98XNcsqn6c0+Gm8XbjNAICqLngX59fSskcpvl4H8Z5Z3r/5u37b78j9oRoQOi9kQPiNIbeWm+dzMI45C0zYO9WyjKMiSMak2NHzot0ICqlEJEjd8M0IBExi3QQCNF36bXUMAyGKoYhht5lWS4iUmoj4jiMIYSHt+/m/e70/JJSSikoWC+Zw6giNRdizHXr6giJQ3JMSNhaBzNyDAApxW0rROidM4CP1wIAD/fhtGyX82W5XObjIUT98vvvf/njD631kGZTbWUjdnGaCYFD+Hxe1GjcHbfrOa9XBWLvh3kXx0nG+4f337U0R89baQjmEbpa8E5FWpdWdLw/UoCttGvtylS2vLZaSlW9eh/SMJDzBIIAXRTMDnO6340su+S///LdHbl4eX3W63W/O8I03L35ajgsP338jEMEsKbQWlHtKv1G8sL/w3/6n8H/Xy4IQARgcZx6rdH7YZ57bc57H8Oc4pvj/u7N29OatyZ3d/eg/V2iU4dPa1PAMYXAbu/wfjf+w2lTs+h9Cl4Ndo6OKZxFc+0+xa313jogMPGHj58///LT888/nJ8+r5dX53ycdtPdXdkKEDLhDcHwm7/47TgfQhqOd8dtXUUkDeObMfz5JJ9++vvf/fjz82XJpdyCs+wcsjPEECK5kMaJQINnANDeQbXmbb2ce2vX0lHa9XK5XLfnSxHVmMb9w5tp3hExMfkQfQwxDWXb4jQScattdzzEYci5pDTM+72I1JwRjF0w05QG7TqOqau2WmNKAFBbR9AYQmtdVErO8zxLl97aOM3OsaqlIYKB9E4E1+tGaKDdVAyJiAWMgNgxEgbnnIvn6yVvW6k1r2scp+CcigY28mnLjaFP4+gDpzDUVkXUB3e7w/RmrXXvOA0RDEW6qDjnphgua1lLRTMD097y+fzv/vbbRd3f/eHHvK0pRQDY7Y/B+6fPn16fn18fP5vKtN/n5fLm7cM0jqJiKiEmJMrrsl0vZV3Zuf3D/bQ7DsPkiPe7nR9ia1K2jUGN+Aajr6UER8M0EWHf1uv1el1WInYx3jDJ4xA9o8tXVBE/XF4+XZ4+n86X0/XKzKZ9CBG0aa9vHh7eHOd9cH/1j/9xUQjBr9v26fncynY6X0oVyUsYBvzf/sf/iYqiGXtPRLdlNQBKbwh2iwT74KV1dH7a3zkC53zaH5132jvWcnzzdnd3HFP8fp+uy/rL0jq5eUy1NjG4301rbaiGiId5AIBrbk3VALZcLpfrti3Pnz6V66Vs2+X1Ka9Lmvff/fYv5908H/aMROQ4xhDjNAzesYj01pHoGPGhP//ub/7VHz89NlFpXaSTc2K4O94Rs4jFcXDMaZxa2aZxzFsppaDpsuY4Tr/8/PO6VmLqYkDkxx0ChZRiGv7t4le98877METHtFyWlAbyXnt3jkvpIXhkdky3BRYCsA8u+Fyadz5FD0AA0Gs1uPVa6ebubbXGFGvJrRRTNW0GFJzzwa3rpoCO3W4eey2EVGo1oP1h31shZucjqCBSE1W1dcunl5d6eT59/Pnw5t0wpjjMlCbv3Ls3D+h8q9n7Gz/PQvDBe0R8vSyO2AcfnGey2nqt/TgNyLTkevu6ttpa7WTy5d2UFT4+X3JemRnU0jiSc1JLbT1vmRCOu3Gap5Lr6+OnWpZ8PsVpnI5H6+rSqCIhRGIXQtrtd6UUAhiGBGBq4LxvvUlrt6MdEmqr27rcKArkAjtnqo6RiVvZ6no1qc75l08flvPruly6NFCtJQ9pmOfRu3C4v9daCOnt/f27d29/++3b5KwZNbEPHz9vpby8nq9VnQuDqSIhs0NCct5Ee63EHlH1V0KvmJknLqWsvcdxxNaAKY5TvH8Y5+nNNMyBa85L7YY4hVvlE4Do9brG6NOQukgTC96pFQNTtWlMQ/S1777+6ivnmIiXZbHe7ubx/u6IPrRakLh1i54YYAieEUqt0hRQ+Prhn//L//7pvGy1bVtJKRgihZS8j8PA3htyTMlUDdGn8fWaf/c3v3v79bfeD32cwv54iHd70RijD7632nsPcWxdkLDXmqZpGBKYbdcLMzqVGJwPtL6+1N7StB+meRxHZLrF1U/Pz44peO/AEiNCd+BCdDHGXEKpVUS2XMZ5arWmcQSzJtAUiNy6rDH6l/OpXK7E7u7tmyF5ROhqANq6hiGsy+piJMDeLYSo2vO6GWGMYRjS6y9XI6cAy7JcXp9rrl9+820/7okYAUENzQDwfLrEFMdx2s/zzSKVt5JS2E/p6/1w2lrtwo77tjnv0jju9s4Mfn56Sg6/+vLdy9Pzlsuar6Iy7XYueO/cPI3DNFoXdpxceDtN27Ks82k5PZ5fzoc374mDD9xLZkb2ARGHYTyfzqpriB6R1zVLXuM4hJBEGgEiqIE573UYbyRiabWoggqY5WU7ff4g0vEWSmQvpZaSe22tCXv/7uvv0zhpF1U9VcmPL4/n65uRdkMoQo5AjIZxRN/cuNsbQPAuxGiAtbaaMwCIqJkRgIgS4bjbHe8e2HskUqBpv3fOee+mabof48y2g/7HYh8LbtvqtzJPI97OIo7BoPVmAFvvIlJbFzBix8xMTOy9Z1MN3u/H4fHTp48fPtZSYggPU5qH4WL9TUiHyFvrz6flzsH9Pvyb3/3tP/vrv358PhkRAMUhGUBIIQ5jr1UNY4iltVpr3kppGsf59VSGN9/CcOhA8/GQxgEvp7xcWr60zOxYWqc0Qq9+GKe7Y0qDlPXlw49Pnx/v37xpveUt+xBen559GuIwpeRLzaDi2PVaWtnA++u5jdOwXpflcgopAdD+eHf/8HY3DaWJ80F6G1NCg9qbqbbWiNkPY16veavD7vD27dtxTNfX5+V0yqUO84FD6opgSsgdEQ1ciCKOXGbnLteltDbd3Y/7w3J6RevS6/n59d3XX6uBieY1h8AiEmL0MbEPrYtztpsnAFi3XFu/bi1RQGlvx/Raeh/HZclC1TuehnD//VdrqXnJD2/ecPAl19a6C9x7B7NbCznEdBP0DsPg2KVxmu7ulsvFp8GHQAAuRB98StF775jiu3tTEdEmCqLLlhvAYX9wjofky3pdl1UNWuvsPDLWTUBFWiVmYMYYl6czATpmdnE6hiM/mMg4z3dv33r2qkrsibWWvi3LdrXXM4F0VSDEIfDDYQRV/M//b//3fvvuDimGxEwt568OU279D5+e0Pk0pGm3N7U0Tvt58oyvp/NWyg18r6I7T//Lf/xnUwr/7x9eG1BMUVW3UgjAhyi976eJHXnnpfebkAoIFWgt1TMziImEGMqWT6dTF0nDoIjr5TqE8JvjFMbxqQipvVyXZVm/2bG//vS3f/ixG5TaDJCZfYoImFJA5rxVIw/kXl7O88NbjpNLg4/JpzGE0GoNIRCCtPr55x/W01MYRvbROa9mzFS37d03343zjpB6Xv7mX/63p6eXr3/zp2Z6eX01VQV2Ibx5/+748NCatG2Jwfs0it0kVsIEp9fXvK41b2najfM+DtM0juO8Yx+017peyrowOyOniEjMzplIHKd5tyc077hs5fT6fL5cp8MdEW1bHsaEhiLigos+hhheHp9yzhz8488/r5dTHOJ6PvWcwfTr77//5jd/Rnw7g2mM3gyZiZFq7aWVaRxMdLefWm7R4Td388taz+dzMhmnYRinpdnz+YKm747zcYjEZL2fqqxdz1sFQwVx7AxgK3XbVjAkJB+cdgnBk3MAoColF/YusGu1EFHwjhFTcIDoEYigCnZprWmXLiKecfSoAMuWSzMRUVGR3lot2yq9mWo5n3q+ToHmu3s3zioavKsll2016WXb0DQOg/dBpfdaZVtvb8Beyw0UaWZjSuzYeeeQkIlMTKSLYAjxOI1//uVxd3f/8yXXvG1rTuPIzIdAZvqHx8fnz4+MNo6ji8HevF3WbSI4TMPntXrQeQxX7xSxdwk+3cRUtRbvXWv2elmHIY7D4NHOr8+vz89EGH1oKiFGROy9o49pt5da/sWPn9q23kidRDxGWh9f/uF3vxNAMRCDG8LNR2/AonY9nYr6cDgOd2+//Gpy4YZnkjQMRBRCuNXEaimPHz7krb48vo4HJa7s2DnfyhqGCTm02sHUEbOLy+VSSi7b9vr5c5zGNB9azXVbtxOJ9uX55VVqGne7u/u8bXm9tFoxTsZBWUSxiWLv9XQqrc3TDKB5W3Muy/I8znMIcTrchxinaYg+iEIT2baqosPusLt/Q3CbgUKpVcwYUVr20dVSDsfDJPOyLPdv3/kQD4e53D1M03i8u4sxmoJZRyLtQMg+OFGNMbgYcHNVlAG2re4DJalPnz9veXs8rSpdukzj8OffffVPvnkjvV6WrVdcuonhZduAyESGIdVqRMTEKYTjfrduW28NAAWs9cYqzjki2u93CKDSOcWcW67CBLkUJgBAJro9jwCh99Zq7QgBQ60VDDwTGiGzNfUYyITUYW9Fp/TmOE1jNVzXrZbt/Lz1WlrJQKC1IqEaSFDpHdHCPEnvCMDOl5K1dTLLJUdlJ6bauppxQPaxt94N/vCyHAb/zc4D0hPT1rqYPb+8RCnH5A/7yXmH7Mn5dbk+npb/8m9/GRjv375l70F6vmRkxy75m4+otdP5IiL7eWYikfbydP3petlybl3ikIILHQERW20+BLuZuYi3deNhaL3n8ysisvNT3/7h579fS1NAQ2R2BgiIrbbW6+PzlXf3h2++mw93aRiJkJlEFQ1DcEC3UwSCgXNudzi++erL6e6ublsc5zQOKQY0czGqmahayyY1L0vZtudffnZx2Lattg7INW/jMIC0fL0gswLYtm45gwtmaBSn+YDk4tgNcJjG1usQ4zhN6Nzjp09Y1yayPx7ZhXG3C+PYa0NkMXPeDUMsrd/Or4Bw46fcqgfeOSZyTIQozqJ3hGFM0bTjN1/12sR0HgftUnOpvdyyGgiISK0rM+ZczIBBl+Ws0qW1J8Sulrfttidm5wlpWbbXv/9lP52/ut/NwXejhxEv1VYdLrkq4lbbTUIsKoYYyA8+8DAQ4Y2wXUvpIozISGYanNsnV5O7bJWIliy1dmLGrqVrcMCIhIiged2kbO/vD4MDab1DA0BywOzGcP9w3LVa/ubj+elSXnLe1svy8qzaTY2ZxEBrZ2YVLSXfLLEIcL0sjklVEdGAXIjO8cj6dhdduZyn4O93E/jY2En0SKQIf3xdvp79X83+Mg0vuf/ysj639vsfP5j2YRzYJyIGkfv95J07Duml9EutvdTctjVXI3f/5o137rZIR7AQw5ILGOaSnz/9vLy8cgjDPGOpZrAfdqotpuRD3NZNW0eSKnIjiw2HO+ddJIDHz5c1l67EPiZHhCKqQKfzaat69+2f7R7eEVPJ2w2LlWKMMd0AD8F7AzDTWpr0fv/+HTLPhzsEbL3FELTV5XoJBMv1yi60Vrvpu2+/O72eaxNM5Me55Vy2fHl5Hucd8l7DMB32+XwRg92b9+PhrpUKpkTceru7u5+maTeNqpq37XJ+HUY6vnmn+bpeTkA0Hg4xRDBgdi+v5yFFIh6H6JjJ+95a8K6LMiESJkzMLKI35t4QfS4NVJnAiEwkl+KCX3NutV0vi3O02+/VDAG62el0GVIk0rxV6W29ntERAqqoT8mn0VR88K1VQAo++BDXUv/wdDZVqdUhODQCFWRAMlWfRvZsqr13z8zOiyoYzPOY0sDMrbWcs3Rxjh3qYPjlLthxuKx1GQI7fs29905mAJLzZgohhJRiQvCI63V9XMuybW3LrffdPL497Azp7X74y2/e/PR4/vlJ60aiCujRo0gXQ3IxDglNwfr+cGy1qGor+XJZe28pJZ9SjMnMns+np5eLe/rwyyWGIHd/9c0bjOGHrC+XK6heQD8z7Mge5uHtlL5+M/yd6d8XXUR7q+P+GL1zJnu2yPB2AD8dzqVwV03jYdr5ELrRadmm5Pe7KcXQewciYreurtc7Jsch9NZDGg93x+PxiAbRO0A47vfPL5flujB7Ytvf3YFZr9ltz3/8ww/nNcdpQqLWpGrtXc/LVqodv/gKgL0PtbSc+7Q/hhicD8wOAXpv0s3AiBGJUhpEFexXY7N3bNLXZVG1Wivfcm8KPqTd/fCbf/xPzi/PLqX7L7/++Mc/nD9/ak3Qh/WyzA8P5BIldexCnIY4PBzvUwrzNGnv3nsR7SJbzrvjUc1CjPM8X69RVUA7iqRhFDVEEtUbQ7O020XXnPelVed8bc1UkRlBaymmGmMQkZvhdctZpbqQiFlE2YU4emQm4jRERmqtmlkaogHUri6GUjdlZ2Jo6jypWq/NB7flYqLKmrwH0xCjgdXamKmIriLlegEAMDK0GDaEW2FdpGQmY59cSKXvY8zYOxGFGAHBTGutKykDxxD3yb31PO72//Dh+efHi6h0ERFl57phq9IQLrWzG3kMiSP6PHmPpmfFl0+Xf/3Ly199effd3VRKMXoYp9lMai11y6I6jQMjmBoTEKGoBmY0WZe1to7UXEw1ZzPbcoFe8Z/+r//XHCIiTcF9cZirH7rBYYzP1+zRgHn2PE/zX3x53/Lyh4wbBs/kQvKo4zR6pDdTOCb/QsOPnz632t04DyGw9y+n6+W6xOTH4HsXDskFf5jGW6w/eI4hrLkA0a1k1WuVLodpHobA/1ZzW0sB9i/X9fT66srL3/63/6yJpWm43b/ztjZkl/bvvv/N8c2baX+Yptkx59YCe0Jo/damQ1S7oaaIsCswk4ioiKjGEJmgbsvNKJGXhZ2vteCvRTNFgOV6Wc/n1hq78Pr5kw/BeSetTncPPoQ0Tvv97v7+IcaBCH1wDgkRiehXnRLYrS/aeyeArgK9nj5/BOKHL74idipiYIDcW3PeaZfW+m6/UxUV/VXnKl26hBhvTOySC5qyc2uurdcQIxP3Wr333lHvwj6oCoEhkmOnprc+g4meTi9brttWnCOpWYEJEUFCmr1naUW7pHFiwnk3o/Oqury+5m1L86xqCGDaRXpZV1FxzpPpenpmAnY+jRP5YIqqmoYhpQQIb+chOGdEe09f7ocUeC21dv34uvz9x6fL+bS/v787Hhxh7Xp7y3nvnXPbcpVf9Ws1em+mBuhBvtknJPzplHPt0ptI196IOYTQa5HWRJqpSWutFW01eD6fLy7EiDawiUjp2svmRHpfqhlk9q9Lnuf5N9998WYeCvBSuwKCSzTsP4r/iy++Pqr+7rW+lp5r3aRvpeXSfkL74m7Xh/2ShX0gg9zaIaWbMuy6ZXUOrMVxCMEb4jANM3LvTUXnNCBRqaWJzvNMBvsh7B3tne7m6bHCx1cC5iPTbj+W8uYvD++GIUnvrTU1K7WleTcPUQ3brRIjAo6HGEGha/chIOG2bjH4XktXYSSfBmYGgFoquRCGxCat8k0MrEimYohm1k1NzVSH3bFsZV22MMyHh7cuBlOJaQjD6Ji//uabcZy0tzTGddm4cyNhoq56Q/R3ETCHSExkItHxZe1AnFKsZVuvaxMBMxdSHJKIGCEQ5lq1d2ImgBDDcr0+Pz6//er9ME6tdWIGhdZ7ij4EryLMxNEzMTE7QASQXzXZpgSqNwQYdrW7h7eH3kUlhFhKUcBlWQlhSAnBTHoIsbQuYl3RSgNElwaP7NLgiFsprVocInCsy2W7XpHIXGp9U1HIRa4rkUvjZAql1MN+VjMhXjpk0RDkC8+5dlH7+mHHbL9jNvSXpYzJjykS6FqlK2itRGQg0HtgJELm2FthF37/uEyBu2qMnoYorZlpyXm5Xk2aikjLMSYAc85hCPt5PN4d98m3vL2cl1Zl3S5NCP+j//l/pKLELo5ziDENw3638ymgjxxSV0PiGAMD/Mn9/p/+xRc/L/W/+bjV3kutYhpiIqJeigthmCYiYgMiiCGmGFzw17WUW9Sa2TlCAE80plR6j96BWlM1M+dDYFLpUkq/ntbLxYgwDe++/AqcPy/Lel6GeeoGg3et1apWcgZ21pu2GoexiYIKESPCbrcXkVsprrZ2e2ixZwTQLuzYhVBrF1DvA4ERoLTWRW4vzWW51NqZbuYRQcNxnmIMaMLsVYXZ3aLgvdYQA5Gjf+unRqJtK2bqGFWBmIcUb7zZGIOpvDw/gUm9hfDAEOi6rpfriiaiMO0mZjfvjyaSgs9b9jGatJgGMdvfP0jrRHRboPobQcQxIvbWifDGPCYgRKytee/zuqGJi4mZW60++FIbmPkQEAwNYvBEBIQqUkptJZvZ4bB3jvJWkmNWuZb2slXpOh92ZV2D8026qJZtWy6XmnPPi0uRTFMIMQ3jPLkYg/eT41tXtTSpgAbmmQ/B/fbN8Hhefn65lpzf7MZxGq9dl2pAyKBoWpqKChMi4rqu0vsU3D/66vjpWnvJ8zSYiBic1807xz68vL6ezpfr9Xp+epTWTFuvJabB++B9CMknR3Pg3351t5T+Nz+/dINtXXvrDtgTgY/JpzSMI7KrQF0gkJGhtEZsnZBDfG76z3+5vDmOb6bwtKKBxTSgSBVpBreqThpSrrW39nAfuwg2RBEHQI66CHSQ3le1JmZqrbYYIwCoQWvt9Hz+5edfluXSlsUNAzv23q9N9sc7RepItbYU/ePjo5rFFHrrkZ2yC2lwgD6idLkB95zzqmoq5HzAsCyrc25ISUXVq/bOiNMQRbSrAYIaxHEcEErJbDCkh9bNTMkxqBHRti7MPMSBEACpdfXkSs3SapUOIQXvWy7DmBzzkJKhSesxOedCLcUxOe8Rb1cRubw+1VbJeed9Xq8+Jsp5eT3XUi6nZ+/j9fWFvSdmFweuxTn36fNjGieTZgq7+wcmQjVBY+bWOoICsgKomkcWM+m9ixDROA7X6xKQAMDH4B3b7VQuXQwR1KqlEMFuG09Cdtv1irwMIZBjM/32Ye8J/3DKWxMAoHQkotaaqZbk5xR679Lb/rB3zGkYEEBBx8j7FAAAMvBJREFU81bylvOyHqbx3d1EAOrDL68LqMTAf/e4BNKs+Nrw84fzm4Mcp/jdcfd6uTxXBYObKAAcx+A8MyJm0b/+4bErDtGFrqO23G0pXa6biNaaL+dzE73VgMDURAyKqJ3P55JXkPb27btcZT96R4iAEjwCuIf3X7oQwIyDJxfMgJwbp4nYqQE7DwTSRQOc1/wvtvptlff7geN8Kf3l9Qxm7P1+v4vB+xRFjRBC8GZGzF3EBaetO8TdNCJhF1VR791t3n/Zsg8+EIrpp8fHl5dnM6OQ0CcxGId53O9b72oWh2G9XNGUQui1A9AwDLe3fa5VRAkxjak0QQAxVYAUIyIImosR1GrOPkRGco49QavlcnpN0zTvDjf5l3duWYSYzZBJVYGRfODaWvBJEWrTIQVRdc4hkffee99yduxU1IdQRVVrCH5dSmttnEbvuBS7XJdxGqtKWS+91zRP61MJ7C/nS3C0LAshN1EFBFEhWZZrby2kYb5z6+W5lxzSOOz21yqMvCNSA3bMRIB4o1U7h8wuBG6te+/MLIZAzMQUUhRVUEA0xxQ8e+dLKVsuaqbaiRgBbih5ZpfmXanZFNi55t1f//ICvaV5ut28b1q0/Zi6SAxungZ2HgCkNWbatqwIz5+eYkrH++PPHz7aur47DKCQr6edD69Fz7mV1odA7PhwmLZla8hPWXI/vRl49G7ZckgRehPpy7WK9Jw350NVI1Af3NN5fUG8lkJETeGybi3nVpqaEHMcR+3dMXnvtfcuooAxJJeGl7U9XVYE80TsOQ3J7Q77w/7Qeq+t+XEuudwY2UBABsjOx4CAIcW8bS7waVkuW6aU0OB4mGu3UuuQIiFuy0o+DCGiCZtKa4hUaim1We/z2/ue6+jcbkyCXMTOothbVXEx5HW9uzum4HOp6CMBMNPdm/vbboSJqJbBkYAx0TgO45CQAAFFZBoTItdSnHOlNkdsaohUavWOa2uBXZVO5Lxj6XW7Xq8qRGwANecF2RDQufV8VlUp2olU1aek0quKATHTPA6992XL4zAw4VY2MEPkOIze8XVZqmhIQ+m9q4bkydGWSwYABCRelnU3hlswyRR3x4dtXXNtQGG9XkvtvYtzcbffDSmq6vVyKTnXywV7n+f9/fv3D28eQkrB+XXbABEJe2+E6JgBkZ27dSdTirVW770jMkQRISbvvKpJb70LETLSjd10mzipqWM2MwUEUAQwMYzsg1fVtQkRtTX72hWg5mJmtYsnNIJ1y+OIogJmvXfpUlXCmKbdXGurtZZNfkf8zfs3L9bPn1/vDrvg/ZuIj+dl3RqB3Y0+pXjOdWvyyw1B0rvgjf+ch/0ewU3DsJumSLpWgd4fIjwc562ErbWfTlB6bK0V6QzgHIkCas+lrwqmHRHfvnnz7u3DcTfmrZRWW2lbaWWrzOQG7w/eMjpxFId4NusGdHMS3J40xGZqqoS0bdv5camtjfs9Eu92MxHV2vLlHFIMMU3O+baZaq/dmAkh55pifHO/33tYm0Zsu219/+b+pXOJ8RDSD0t/XPu65ev1ymA+DT6m5XKttZSffkFQRUrDuF6XUjaOKcZExMv5Qo71Vlz0AcBMNW+59a4iLgQAPL+ext2kre32+xBDGuLp+fn18XMKLADa1YXYkEptLkY0tVbXZXn6+HG+u0vDoM96eX0q63p89+W026kc5nmPw8iEauq8702GcdDe123z3hObtFq7OMKetxAjOL5xh4Yh5lpFLcSAPtZaQcSH4OOwrmtI89sv78ZpijHO8+S939ZNehunKcXQWjfTUm4LLEC04N1WqiNmdoDgiG8/AEiECOC9V1UzY+duHF81QwQkQiIzETOV21MO9IYPEQGA4D04p7nElBAQVT0hpFhrvSzbkIJnl4ZhXbfrlpOnkKKPqTQxaQC4Xq6Idni4P58vKhqc2+/3pVTy8bRs+2l0RIzQy/LVF8ev7qb/11//8PHpZd2NX9xTYI6kz1vOXaFV79mYNzVbc4o+QcPt8puv72NKqqK1tNaDtlxrL9kRjtOIYGVZ2buq11r7/jArmCcchphiPMzDNxO/isz3EzOvpS9b+/nl6rQUKbzmdkjhwVt3cFqLQdy0xRgA8TaDqrUSWCu11Rpi2u13KcbX0/n6euq1EuGbd289wuPlnHOpXX1KBDCn4NJ46Yald4MYIlkLCF4qVFFwj1v/fCnCfj9PMcXeGjKvuVwv5y5CSPM8HB8OaRgZb+dOCzHULq0172NrJTADoaq12hBxHJPcRo9Eb79874icQ239+cPPTyqff/l5v5vv77/c1u28LRGtljrfv2mlkOlyel7X9ec//n53OprZ/PB+OT1fnx676ell/PL7PyFiHwciMkFGAobWKjE3MwJAMGbcpaG1nnNeTqd5ns2sVyCqRvR8vgbv0jiyAWIf7sevvv5aRAyw986OwfByWYYUhmEwiwgmtXYx6X1IAxNttbYmTOSc770771VVVQPA7WZMyERkao7RbnR5Vb7dJc0IkRFaNyFNIQAANmiiZtCauOCkCwCk4FFRREy1tR5jEO37FObkQ/BGLgXXW62tlSpg5p1zIeRSKLhpGgkx+lBzowEOY1wda6tf3A1q/WVZiGlV/f/8/uPXUziMEf1b6X25LsnTQgyAwXsixZbz1lS6Aw6i3PO12b/4u+3b47Csy7XB560tufoYVUS6hOgdoZun1hux88MYvEspEtgNxnt5vfz+tX1+Pu3H8O2743fv9+Eu9Lw61fb59bxUARnJlJkdaGTYVEW6imptwK737mP0KTHhNM9jColBItN+QtwRM3n+8PHj6/N5vr/z3pe85lKvV757sBDTp8/XCyOosg+e4PK3H8M4pnkW1fNlUYB5HHzw3rlt29js3ZfvmX2I8TBPCnC+biG5eZ6vyyqiZrDbzdH71qP0mmIoTaZxCLco+Q0NDhijPz+fnp+vry9P15fnXrIPcXc8PH9+dI639bIul7plcn7dyjwEBVxLXa+bKqRpXM4nAzqfztPD2zDf5VLOl8sxxJw7EqogMOatOuZSOgCpynK5jNPknUspIbveOyI4x+fXVz9MGNOatyqXvCxly4e7AxKB2jBN2vv1dIrjLAbLVktpjIDMphpTEjNCdI6pofMEhuPgb3UzIBRVBaitq2mtOI4DIKhajAEBiHjdslqLzhtAqS2E4ByrauuNgIYYEIzGBKZ120qppvL9w/7NOJ6beeuXrdbBTfOM0vZjzALO9K//9qcV/fHNGxXtuY7zWFu987zmes3nyHC5bPlqBNBF5sBPLxBiwJ7P58xMBd3Pjy8l5wDaytZEfYgxJSbstYpZ3jYkVpWv3++OIf6ybG/msPVeO33/5f3LdVuesOKNlwGlFM2aUnDMCWLeMsRgvUnrWykx8F99uRugDR5f9/T7j6c/fnx5fL68n1lzcRzS4NklE6DHrSbv3t4dj9Ev6/px7ddSgRkj3fhTYjrtZpX2yw9/vJ7PZV19jLeRS14XRAqH+3K9VBBAr4il5r68AqARpyEZuTQfRAXA8s+/vHv/dj9Px/30er6uy0LFjTEG78yFkAZHIKqXZSXHjNa7MuEtyAcAvffo2FQcu+vlys7Pu1kNem8MNy2ync+X83J9enxi76a3X/RW9rvDenkxtWHe9frh9eUUhuHxw8/n08Uzj7vpcP/mm3/n37m8nIEwr2sYZ59GQBeHOQ7TEIMnErPo/S1Yot45IjVnTeZ5jN7f/EJjCoHxdjtkNJD+9HIxouX82vNGTMz8+cP19eWJQ3rz5s0Q4/V6FdUQkwF0VZcis7tel/P1WXtbhnR/f7wZAR2TY/beB+9zrRzC7cRaiwpoLgVUe5cmEj0H56PnLlBqVQAiEum3LbKqEilUVTUAm4d4DHS3G6uYaXdK0Fpu3ZmC9611Zv7x8ykNsSzLa5FL74d7e3N/GBnFVLrkUg+76bu3+zsPW+3ny1oETlXfjXwc4yWXLYRt296/uXva2n4atW4OYV3zVjbn3BjcNbeuEocxTXPwgaFLcgu5d2/jb97tSzdPerzbfzwt//DHHy/XJcToHMeQOMVtXaL3wTuH6hwrKiJGtjkgSNl6rxWG6EOIj2sH1jdvH77/Ctwp1yz+OA2B4fOlL5sUXmU33Y3Du6C77K65dkZAZ9qty8vH0/L6uq5XRGLnRVa77UuluxitZVG+9dDbstRS2lrYOUKGXjkOm6FPiZmn3dRq+/DTL847Yg9EgLhu+Xh/ZB9a7+xdCOF63e52M6OpSHDeTFKM5/M1Rne+XJl8CBzSQGCXy/V24FZTIk4pCQA5P9/tQxqkmwuerG/lmuYohu+///Owezq/nj7+8MMtcXu5JCAep5niCIa95j/57W//vf/wP2Tvpfb94dBruelvvQF732pzjoNzatpBkcw7ds61WnMuvdVSLqA9DmkeBwP46Y9/XC+XbS01X6L3CObYq2m7nh7evj09P9XWEE6EMO522tv9/cP93fF8vZoaEa65pRjA4LKsvnk0265rGIcuvfcevBuHAdi1VvPriyCJETMyQhoG70MXcUQItm75dmvQLt47UUlDWC7n9fKyrds+hiGl6/X8r1qvHJTDNMT7ER9Pry7GrqCX07Ks5kIK8LptuzEek6s16/Up7O6BcPY8RLdL4Ytd8t5fa/v5ZV2a7qd0qvpx6c8/PQUmANgNMToCdn6YHNJhN5hrIY4GGocRDdDk3PvH66ra/viy/qMvjkPi+vn1v/nbn18u11rry+uLqYABIaqIY3KMIabj4TCOaZ4nafnHx9N//3zuXZLHQ3RVsTu3j+Naetsy/if/5/+Lmc3Bf383KruXqq9LBkBTAeljCmrYAMk5aTVva74u2jsSkfc++F6KiKABeR9SIibnIzkfUlouV1ElUOe9AXnv4zzFNAKS85xiLFt2TNuW18v1+HAPSLu7Y4qJEdI0MbsOYNqZXN22h+MezK65lFpzbaqyXa/jNIfgmJ2Z1tqIXV2XXhsSxnEyRFUzMx8HAHVMLW95vY5puHv3TrucT+dxHj//8uF8en359NmFYCrr6bR78+bd19+8/fobR7ybJkDb1jym6JhEhJ3rTbx3SNhEwfRGyyIEABS12moppZYirXrvhmlCs2kYt+3yr//5Pz9dllZWKSWEkKZRRR3j8e746ePj3dsv7t5/WdarlJWdPz68O9w/7HczILXehxhba4hYSu0qtZTr02l3fwhDUlUEHKLvojlnYnLMtdab8nEaBkBiQlMjAhG9YbG94xScmWlv5fnzf/s//Othv/cxxeC0NwPkED1BHKbW9fL6nJJPw9ha77UAoAthmqcAtrw8n1+eHz9/2t8f5mnvyL19uHNoDiGN05eH+f54GMegqoT8L3/4/K9+/OjScIPzSe/WqncuoP7Z233uel1zU2VE6/W1CPmQW2+t1/WaTFwIf/IwjU7/q//h758vy7Yut2CP9L5eL73mYRhjikNK+93MzOu6ruumItoawK8xDufZMw/BB2b8z/7z/6uoielhSG+ngM59WOqyrKaqvauqGbBjVVXtt1FD7835gMRg2mtptSLgsNshOXaOvb8V7FspwC4MyftE3hPCOE3s2BSQiZlqLrqtFLwhs/O99ZAiIIQ0TMNgpqWbJ3AhpJSi41xKjOFyWc7LktetrFdp7fhwP+0OUkvNGZl67SEl56jV5lJyzvXaXBqtFZMOJmbw8PbdtNsvp9Pz68vX332PAEOKrVVELiVfzteYwm43z+O05kzO280S2fst4ej/LSiXmIGolOycj97dhKqt99pFAWppyIig0XtH7J1Dk7//u7/97/6//0y1aWs+Ru/dTVNQt63k8sWf/OnDV9/02h7/8Hdpt//y+9/Mu+NhvwMDBYjBM+GN3yuqohqcD55E5LKsTFxLYc+ITETRO5GOgN47EUWAroZEaGqIDNZFHaOKlCafPj8G1I+fHi+XhUCGKcU4OO97Lbpd2XNettYyITofepfedb5/c3z7jkxU2vMvv2zLZV2ur58+xiEN8xxSarnOh70LQ5oO93f33705/NX7OaTxeamq7cPS/uHDi08BwPAWq641OT4mYutgOppko6fSm4GSa91qXmvOQOSs/+Xb+atj+u/+9e//67/5sXdppZjptq4ifUgppTQNIQb/+voKN8ewqtQGYAYGYDe/Y0rhOI3OwNgRCJy34h0diDxoinFZFiQGA5UOAjeAI96i5S4AkpkhEofE4da7JUQyNSSHCL1WcsHFCMA++N1+l2IahqGbLtuWcy+tSq1mCtvGISE7BcvbisxitK2bmfmYLDB7v27r5/PFOT/vRvZumHY5NwGmyC4NcRyW1kvt6F0ak4pcXs9AGBHQEofUWwOFWgohTNN8OB5K7WvNt4FSXlc0DTGV5RJCfPvuzfV8aa1vebNuBoKOW85ooKBblQ36fh6BCZlaa4QUPJtKFXGEtZRcKyADoKoh6PV8csjsHSJ/95s/92n84x/++Pr5cXc8fPX1l58/fa69L8uPw91bSlMpzYWU3n69v7tHjufXl3EcmPlmTlAFJvSO2cjUcinPL4uInE4nZiawYYjzOLsYli0vW44xhN7HFKPjkSg3UYXapbaqqhZDKc15t9vPj4/Pb776yp/Oj7/8UkqL4w6IDDF3WT5/KqXs7h/cuDciHmiIMcbYazPtBCoq67qu10UBSqlIWymNYxJAyVmRIab8GV6X7d/7zRdrLsuyfnO/s3eHn08rAqToSqneOwTdj+HDU36tEqR/dTe+mcefX66GzdRSDKZqKrXZ3z6tuyH8T//sazD4+58+fb7gtuXd7sCOg6e7495Mzy+vt1YNOw+IwPyrUc4UAB5G927v74+DC84JmBpKra9n8bx3jncpMGMX7V3W61XNABEQuwgzMnuVBgCAYGLsnRmYmNyGybXeLlXTYc/EPsZ5HBAJwJgwhoGJWz3la27rlZmHaadopeTeOyJ5ot6bqTrvvXd5y8geANwwxhRrq85hDO542B3v9mDat227Xo0w7ve15LIs2mVd1zQOZd1EMfmY83rTgHIIgLBcr0WgKd0W2NtFl9Lo1sFHKCUX1et5vT+yimLvY4qEKKpoNqVgdCtCYW9dRIN3ed26wTTE1uq6brn3XJqJEkPPm/Q2zTOFQOi8999+9/3923cvrydiujse3n/3m9Pz87svv1q3PAzDbn90IXz17TcM+Pr0tD8eY4wGYABIqGK3sk7rAmZb3k6XSy1VTWqrjklAL9dlN89fvn/vmK85l5JbF090U1RIl5T81mHL2+l0ql0cY4o+xrgua/B+vruHXkupIixqGMd4RxFxmHchTWjqQ/DsAKCW7ENsywkJaitbXg0gpOSnGSi0vLWmSKytDSIG9mr4z/7hw3Y6v5zOhyHGNBRyu/3eIRApETqi+zHtHRVTQvrjx+dxdEPkItC1ldwBzEzB7LLl//Jvfp48Pgzjf/Q/+c3npT1m0S7ImNf15ek5t3o5nbZ1NQTHDEjTNCHCthY1uBvD/+ov3zdwP5zE3Wr2jBRiJIKn62pmzjnnnRmEGNk5ESV2SCitIt6colrz1mrprRvgTWmmtXGMSDzuJu/ctPtVdHJ9eeVh3HK+XK7zPM/zdDzuAO3aCoXkx7mV3KWaUe9d1IZdqLmw87k2U0QXwBTBwKDUviwb+19/+rZtywJ5Q2I1q8tipqLq59lU1UBUl/OZEUrJCDKMY4ix1O5SOtzdMWKpJY6xt/bplw+qPZU6Ho9THAnAMyphF2sqAL8+ek31Nmxnom41OOccI0YUVTXvo/ftupVaahzHXrZ1y4CETXYpqNl5XclxDPHN27eX62Xdcozpqy+/8N9/m3PuXYaUWmuOOQX3/jgCOlHbSsm5MN3WXFxaW7d847MrgAKUWrULmMSUTEH04kJ8uDuKaQZovQsiiSBiFzktq6ou69pbQ4Ns3WxA9l2k18LOifZ8m+95X7biQmi191JBcRhTTEG7SKutVSSrtbw8fr6er7X2EKOhK6WNx0OrrTTjSKxWcg4p2fVy3TYE/fT49OR43O1Lzo5ofzgMwZOJ874Yl3V7P+AXh/E3xwgEvfI559sg8fx0Eu3Occ2bqF0Qf35q7/fDLgX03jkteXt6OT89Phto7/02Gi5mhBhDUOkA5B3fH/Z/PMHjVi+luXXbhhQBTdEMyW7ioCatCSKoiEtTmgIiOO+J2BAIgJl7a9uyrssKCD5FdzvExzgfj8M4tlpLzk1brxUAGUwMeu/Pz085591+P41Tq82nlKZJTdkMiWTrzA4N0jjEGMfdLsXog6u1ogE7p6KAjAjsAwB0FXOsYtZq79JFtPfeGsekBuQdIihaLZkQkR07v98fbpBdA+xdemu9Ve9cGofcam4SukZWUAOD1rUjqJFnSmlAFQ6hiUpvZS2istvtzNAHT4Trmpv0YYiifTcP4zgS3uX6dislb+2w24nBtq5lq2k/oYFnH4JXu71eITjvnb9J1ddtYyYV8Q5uk5K1tNq7qmpRRLyZfRFgSqm33pvc4m21LcNuJ4Dn6zKmYR4Ss6utgSqCRs8W3AJQSnUuGEDNRc2u181Hra232lpfHTs/jDVvaqY3+2XwohCYELGuuXYpebXeeiEQAPR3778exgmknV9eBBgAMI4QAvmkreSy+dWtry+95Bg9WL+ezoYotWy9l5zZe+/83WF2y7rl+uFp++ufnw8shpiOd1Xs+fmF2dVWa20uuFb7NM+9VfLu5+eLmTAzAjIqICCzdAvDVGrTWgGAmHPJ2gUAUwqfz+V5UxeCirjaWrhZKQ1MBJHdrTrYuiEwondIhMiEZkh4qzh5gBjjPM/rthkgsfPOxRRbbYC4Xq/btpmBqQDAOE9qoCKmigC1t/PloiIEZqVaknE3jWOqpcQU9sf73lqI8SZVztt1Pfdxf2DvEGB/2DnmUsqtD3ATefTekQidA1Vw6NlJ6yrSSgkhGLJpl1ZCGveHwzTPBqgqN+mLmXbh3X5HxLE2BDSV7bo8PT4HR03t/ddfBsemcD5fHFnwXgwBbNuyYxbRGDwiifTWa94ymnXpaJqlMXsimryLiAQ9xggSnGcA8EyH3dRav6ybqagGALj5t5l4GAYEAIYuupXinRuTD51ra7V3EQEwNUODw363m6ft7vD4+PT8+EyOem1DjO8O8y5yVSEA6V3kRtZpd4cdz6OMaV1yK0QpnLbcxUQUAJBYWm61xTQA8vWyIIKqpWmMIcZh6CLk3TjOcRxv1Xi29u7rL51zEek+ca3l81KZ8Pz4+Mvn5wbAMW3XS3499ZZPz0/DODC715fXsuVhGG6d1+Ph8OdvDvf74f5hPF/pNdi7u/ku0tM5X1vlxDKlpj34uRYBtJvthJnMpOR8fnl1ziHgDf6HxGqti8Q03BzbzGR22woiO7fVkn4NU4kz1SUXZoc3O7QjYpLeDMGx8yEggLQOghQ8SDexVhsYgGGr/UZQ25ale6eo2pWInfdca6vNzIBI+u1SoAjghymkRITtes3XxZgoRu/DTTLuHIn0Xop0CUMEwC4K7AERkVSEgPO2tdbW5dpadzERBwBRUTEjH3RbbxMbcuRC7Cpg6mJ0zh3fvE3DcN2yZwSzXHsMfkyxdN3Nw7Ztt1PTNI8vzy/7tw+IaOu2rNvaL0AY0ng5naL3CoAInp2Crdu6XEVExazkDKY3R7SK5NqY+RbVlNZjSsM4OOe3paBpSskx+yES0w08yswi0rsSdiJKMXrkUmvtkmsHM8fkvQPEpTVRHYbBeiOAIbo57qYhjeOwlaKi8zCMQyIi68aMjmhZlpBS6/3x5RxTQkRiQnYO7O39UEVV4SBSayn7vaqWbasE19OZg2OmVltKg49xivHXlBGCiwHZbde1bis559jV7L562N8bIPH77776x9998fPSz8vy8afikyVKu8AfPj76ZL/54s14OBzevLVWyfRuN/3VVw/HedzvJni3Oy/rFL11+fYQDOHjuX3w8GGpy7LMdzPgDVuIorIsS2sFkUQUzACBCIdpArCyZXIMiCrqgkdEJtvtpltxlJhukzQHAGigvaExEEnJ2jsxkgtyY7I0YOd77oyI3iGgioD36BiJpDZDQCZAarU751trybkhjcQ1l2Kqedt8Gvw4eh99SqDmvQNAFwcxDSn5EE01jZOIOsduFxAhjYOI7saUQmitx+gQfOtSeid2gFRrI+cBAR1v58UUAKzm7fj27dv3X4xj9OzytjZFMR2niRBba6X15B0zkwuti6mG4NdluylTt3XLNYdpTCEYmDvsXp9ey3qdxuSDb6Jq9XI6M6r1dnz3xbpttWZCklbNIKTYWxvnHRFLrXrjIQICOyA6nc4E0FsbxuHu7m4375yLBAAG7JiIe++EqGrOUS6ZkFKMpdXWGyIIGCMG7yQEJEIAn2Jr7fnpJQV/rW3b8vV6MVUwLbWklI53dx6QmNIwMFGpNYyDGagpESK5LE2XDRDRuZTCNI85b855BAve5d+Uz08vQAgA3vt5mm4h9nXbsLfpeDByV7Wt9jEOVfXzVs8fXtqydEBm/vpuvj/ujnN6N0VGG0m/fnf4uz9+BKMQvfr4eCkahJg+r+X5x+v39/b1tRyncN3q3//8/Pl0fgjwF9+//5N3d76X3314PZW+d11VamnRkTF6JkeOmG+QbRFFciEN3rsSNzM1hS6Sbl8ARHau90ZIzvkunQjxf/8f/6c3Eygg+RRFRFWdc+y8qgIAhRB8ADUf/O0aIIDsOMUIiGUrAnDbLCKiiDjnbn8OmFvvbcvEPB4O5FxMiZHNBMy264qekXAcx2Gc8rK0Ls77YRgMNC9bGgfnXW+NzJrobp4cQamtiplBztuyrOv13LbVx6Hmqga7w2F/nO/u7xgREcNNa+o4N21drqczgqVp8kzjmGoTRGwlA9iQUllXBVhrl96Sd0wovRFRKQ3YS28huJqrc9xErAtoG6fJbtwSAGbfRBiBb8Or65VDiMNwuS7Ou946iJhZ3TYOIaRIBkNID28ffPBbrrcOY29tHKKKsnOqwoTRh1szU0S2bdvNOzAR1dZulyUJjrZ1ra3WJo+vl9PpRIhpHHopjHC4u9/tdkMMjrn31hWYsJZmxCF4BEOkVis7pwgIKK0/ffp4uL+bp9FM5yGdrls3VTEwLaW0LgRATCqy2+9rbbm19XolQkIgpLJezdCnwQe/LosjlN5NlcxaXu5Zp918vH94Lfq4lFZKzluI0UyDd9i79B6ha++v1+t1Xa3LNMTv7+c/+/rdH659UUS1LWcAJOhmwEzbcn1+PtVSARQAvHMI5ohEpPf2KzpARLowE5hKq857QGq9mSn+7/7j/1RVnXcAmFK6CQN/ZTMiiVlI6VYQCDGEMCAAxwhgaBBiUDUxJO+IHai2WxLde3auq7Sbf9sHJhfGwftgIs5xF5HeiVlUpbYQvbsZLIJnpuDC+XJtpSBCqzXGOE0je1e27TYNaK0ZQC3t6eOHsl5DTGGc94f93f0RDVVFVIgdAo5DJDBiFoNS+7ZtROQIifnWY1quF+9DjGFbFqmVYmrL0taz9IZERARAYT4AExG1LTsmP07IjNKst2GeTQGIxmnuqo4JDBhxuZyd9xh8KVVqFdHbJmW7XqfDntkhUQzBO++Yp+n2XhZEdHTjudCWs2dmJkTKufVeDZAd9SbM2LsSQXRuiM5Mq1rO5XRenl9PIYb74+H56bGUFjxP43R/f3+/Gwjg5lAyJPShqdVSxhhNBAhLrshcayslhxhTDGoWnEMkJKu1AeC2Lq0LO0oxaVcxvVyuhkSENWcABTUfIxMh8m1TjirOu+uy3fgGvZQhRUKYpqGK1doQra5bGoZacpfeRVS0LMt6etnWqw8ByTG7FINH/eqLt1/cza/X8nzdGKHfKuAmrfWX59dt21QF1EDlJplH+h8p101VY/Ct1eQdOS43J6uo6ypgqGrEWFtlotviwNCQiAwIwfkAotq1czdDgnLrXthWnWcibrmgV+/crYFJ3hExViUEcsHUkC04b9JNRbohGBGYivUuprmUyXtAQERGitG5BbLeeuIxDoOaraezqjD73kttDZmI+Pj23Xod0pAe7u8Aqbeuao6JAFUUiHKp23XxwavIOM8h+E8fP2svTDQMSQ1qrc776/Wqokau16YEHVlJ0LCJhRQoMBj5ENutBg1mquSDi1HMxnlHHAAh8O3AI8w0ztP5cu3/tqMDN7O8mk9J1UQq3dCqhFuTdllidI5YxJx3TkTNlnXzzqnZmCIymWA3BCBBRSDytK1rydXzZGBdoSu4GPbHA6jWnI/He2M26YxgZrmW7bp4x877y7o6z2mYCbD1DqYAjr0nwiZyOB4BsLQyxFRyGafBIeR2/fDhc2t1W7dxntBg3s0+xhBiHOL1snS55aLZh2im3jkTYeKYwhBCYMq9gyiqDePYa2mtex/Qa96ymTnHeVNpwoQxhRSD9S5i7N2QhsTkHB7G8N1Evzm6ZeZ/8cdtafqwHwKiSWti2MvP12teV2ICABMhZlJsrSHc6C26ZSEwSMHQISqoiohTNQSTDmaGgUptXo2dA0QCY8eI6IgAoZbWc+EQpXdw3gcvKlI6IaHzyTsfYi0F1DySqt4AbKJKTEhUy1auF0P0MdFtQUDEzrnoVLW1VmtNakJUtrXWyo6ld+eYbvICBGKnAMRMXVqpaRz3+/3xsA/RmxkCmJl0JUJRCT6U0pr1OCRRrV3a5TqMaZjGx19ekVAMGNEMlstVTRkZftVoEQ+TVQciId5WYMaOu0oXYeZSsijGYUTnfvV1e3eTNcToHbN3aGprbnUt5hwQ5+tVzW51FSPVLtg0xMEMQww3eoogld7IGbEn1eB9SklUe+8AwkyE5MghYvDOM5tqcG63m2pry+m61Y5E1ppo31q/f4hTiii0XM/Pl9cT4fPnR2Y6HI9ZwAwcP6EIM3MaUoxpHIJzY4qtCxM5JDUVhKeXc/JUSj2dz7UUQIJSe21FZJp3w5CGlELwYwqXZe2tb+tKiDQSEJ1Ol2kaS2mEEDzzbmwtgkmMgYm3dRvGyBgbYasVwNhx740ECOnh3dv7t29EbR/ordf9wKXpVvN//a9/uqzb2np3Plq938UvH6bStZcdAj4+Pedcr9dFVTyiqNZSffCmBmbseR5imqa8NSDUbiLibqNABUMzRLzlS8EACQHRe29qoOJDICJgci60XydxEGLUf/uLj8ERWXBErL0Donf8a4mJuHXZ8ia5xRTN1BTZM3un+qu/G9G85xA9IbackR10AQNVLa0zWhrGEKOZqQrqoAYuxNqaYwJRBWNmJrp9zNRMuzpm59w8J1M7nS65VDQ87GYpD+u2+Thoq723vhU/pFLrjXYGqhQcI0neWm0+xZKrYyPPACyGoDju9j5GNAjBG4IaOOc9YyDovV3XMo7ju7cPTWDNxcAUsC5rl17XzQefdvt5nu+OR0IaUojR51K3XO+PMwGkFE01DQkBCCGXKgYm4oMnJBIInslgdJyGqKqE5LwLvfcu826OIdRaU4wMNnq8bNv55dSln1+f67at6wLIZqBg4zgRezlfwGTaHWIajrtp3s1EDKZoxkhmVkWdT4e7+/P5XHJxYfBhQITWZSRWEc8YdtMwDFsuueSumnNxzhvRsm3Re0CKht5RCo6BTSQNEVRL7aDKzLcup5r2xq02AEUmYpZWtq19WAt3rOB+f+7Xy3Y9X0opveQ/oE3D+P3D/t0+FaG7w26ep/V6/eXDp+t1FVW9jYYAiSiFsN9NhyF0w3UphOAcgwWHiGBIjolIzQiMiHwINzIVM3Pg238ZPRETEffWtde8msXI3qlqLdUAChiY+hAVmYjIESACAiKYdus9zVNM8cYPEZGWN3LeAEVBTawzGrJ3RHQjm2UDNZTaTfowoPceEW8iG++YQYGRiIEJpPfWvXdEuF7WMET2zjlWMTQgwhQ8seutsOM37x6W66YKMETVuQ4ZCS+vJ2Dngu8dar7haEi0We0hJgzROdc7xCGN0xRCWC4XH0JMUVtHxBRcLfnpcgby27q1Ji6E4N27w7wbYy5tKzWvCyKkGJEopTTc0J6ByUxbZ0IGyKUioWOutRETAcQYW2vkf638huA8UcurSNs2LeyJyDt/3AeRZoDeuXEY2LpnGmP87Tj96XL55Ycf/1jy7z99Fv2Vz+3jYAZp2vUuKo18FrNtW9+q7qcRAZgdm8bArUsR2R0P++NhW3Mc4jROpWRTE9FlWUN0nknFxiHshiimj48vpjrtduen51ZKGkeoKh3BNDqXnOulAIKp9i6MGIIHACLMqrlWMRAmAAjBlyqfz9vPLxIcj9P4djdS74+1d9HSWhM7r/nd/d1+P7/zsh89abo/zsHzZS1gBhDZeQeaoh+Dexg4d3siRHTeeQvmwAwRCTHcgsVEzP+W6K/aWyNmM1tlQ0IiSkMicogEqmpCitIVHFBDQyDT3CqHdGtIkXPMzqcUUnIhoBqBqYL0To7JewAoud64NAZUWw3ELjrvHIEHpNJ6v9FTiES1tw63rHbrCMbeO+fUhMCYqJRKxBw8EfVaPSdm7K2pITMH0i2bamuXZZhn710IIThW01rKm4cHJr6u67Jtl9ZaKSYmiOwCsfcuDPOYhmEcR+ecqhLibprmlDCZqLVaW1N1cWAX966btibsWVW8YyKMMfBx5x0zUmm1dUFT71Pv0ruU2sz0Ij2EYACiagCIVHvv2phIVNUMEcuShxhGJiTYahOthgQG3nGp1Xm/bZmJ9slftorkkw9ffPH+t1+9u55f/5//lf3+Dz910zjuiFkFDbmUlVRBujachzERfrePBfh5Kc476Bi8K12g1dIkpphiJAJCVFAAFbFl6duWmSnGMA/DEP3b+0M367Wm6ESo5qzOVVUwycg5uGGIiBiDu9GszNQHH5wD73sMdpsiggXH29qJPTq/bptA/mL2395PJu3TtrqByPm7w+7Pv3poqqCSN/nw+eX5dL1V2H0gROhNau+l1BKcs9jEVAXB2LnWFP83/8f/ExHFGF0Insgzi0gVbb2JqqoxISIZACCCmQ8+xgTEcnPXI5gpAhCiGkhvpuLTyMxqxj7EYbwheeOQ4jjEGLfragDkfUrROS6l3lZa3jEzA6InSikiQBPNtdfSQgyq4j07x70JqMUUDIAIHbOIMJEKlN4RyczSkAiMmcchtlqRvdw8u8zrttVch2EgAkc0pHi7+ouoZ+69k+NlLS8vTzXXEJMi9d7NbHfYE8B+Nw8pni5XRjjud3TrmPfezUChdO3rMgwpTdO2bSlFEQ3hVz3RbTjrmP5/LZ07kt3IEUXzWwXgvW5STU4EpXEU2oH2vwFZcmXL0UicGLL5ugHUJz8ywCXAKWRl3XuOZ7azFZV1W+eYHiAqbjamLbVMMyaEBC16jhnmKnLt+DJhzEERH1f59nY4yeM4kTgsCCARSpFKvKw13M2jFmGElyr3Uj6uZZyPt6//PfZ344LL7X3mtPn71z/u68J1Wdblr19eXntUpo8fnt5n7MPb9NZad4cwZhkWV6A90t2mihJR6908xjREZOaYQwhvW11ViNkjz/PsM8acEBfMG5RBmTPhymYiUT/O57UiIyT13i0jbajIt8dukT66RSRg9mPLSUR7a08qjlRqRRvfjuYWpTASvD32SwKd4ZeSKhMQEwGYWFSIUQgRsvUpl8ooMy9Nn8Ecc445w/yC43R3gCRiYg73M1xrFREgykuBYHYRUOBny45I3ojFbbIoiRAxENdlff70+Ze/fGHhaQYIAD+rq6LVMj0SGcHDgfbjZMLttkWiTc9MgIgZpCKqhEDMEQ6ZfZi7q/BSq1SxgN5GhtelXh+CHpjDzbjUVUlwHap8VWkjW+tn76WUrUpEinCpNRNUfzEziDxb53IHxCJIQB/WysJ53yDT3Ynw2Nv3b9+3+7ZuS7ptT/dSSlVJL4SYiO4xxlSmSEBEy0AiUUnEdjb3iAyEKKUQIjONmYiEBGYG7kLXMXOFT31GLISttdY7FBx9jLOXbb268Nu6/Om+To83M4i04NfH47sbEX96vj1XrS9f5G7ve9Oilf2l0na7Y8JbnxPwMAiSf/3v9VfH521hgiI4CNjBiZll40Bii3ALEjnPxsxCuS0SW219XsZbQujmVaUysfC2rRuA9bEwv44wnz67x08FESFVLae9zZG3++aezMBAabOfnYgLp6USwOzDS309gmYAljcQ9xnvZ2/9wp/MgYIpIh/uW2PSmB7ekwOQwZkwSRTxnDYy3e3aKhAimblHQFxIMcuE3hohAoS75+WtZ0pI95i9ASIREQuyYCYye3i6RwJH2jQShrzEt1GWlYlFdbvfhIVXVncnSqLMVC2SQOYXnoCILqUVekakMtZF55hp5kTTHBKuXgIlMF9Mp/TIx+ONhUkrERFRb8d5tJOFAFR1u62I2NpUESZ2n6WU1sbZRyJmxFV1v9+3s4/3fd9qsURAGr1DH7XW3oGEzyIlCyEGAAtfF4/1tmmpY0YGsHDvHfzn3gYg9rNlWNGVAaaZRazrosKXAQAR0+NypI5p2ftV2RDm3gcRQWZ6qLCjXdWnQUSM59n9HDY93GxMANi2Za169L4fJ6kC5PvjcRxHAD49la/7+fuPHZm6We/D3UV0W+uY1lsTLQjx+pstwoj527cfj+MgBEhQlaWWvfXHfixLnfubqhBLepg7MbWzTebbtny4VcEUovNsmdmnzRnp8ccf357ut/uiL7cFyAP1OMDMMuOqRx/HHpktwN5butM13JbVxoEEGbGtC0CehIlQVGYb4S7CMRLctvttjh7uLNKOHTOESIt+LgKYPblbfF5lKTLCf93gH/9+O2ayiIcL/bQ6Q86ADBtjjH6JDQkQCQDQ3VIcDQAokBKBtWRmRLAikrCKkrhbepAqQ5KIlgrEdd20VpVye37anp+urC8jmNmwYICLuoWQPgczEUvGdRxSREJGYZrhNoyKRgR4cCmZ4AnpIUyMMNwj0WcoOhGe+/H996+i+vLnLxc1nogjfD/ObdssPD0Q8Lat3dQ8MPMing2zPub766OrjMT70/32/HTFyJalAuFjb4t70cXcEWDaVOaPH5/NPDLrVo7e9/fWhYuyMl2X/stUF/lzjNn3/RoeiGiaIUFvs9YqwnNmZpjZZeplJkxwi7NNMweEbVnO4+xAy7ZA4Odn4XAC6sTr093cu3kA+Bj8s7YmypKRmUkq065XZNKirGXM3ntH4sjIsDnn7kYQiXKoIEBEfvr0whSFcAKY+3GcSynbXYjQzQZARgDJ9x/H89NyqyrEjOgR5354el2WdrbXH4/HI8+zs8oifOXbEXK2/u52/Q18OuZ8XiTGHO4/pk1zVYwAQiDIImQeqCJE6ZlzAAALizCkgkhkIjEEzMg5rU1clIXRpr0TWMTfXurf/7r98z9nj9mGjd7/D2eE+Kri4gkqAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=256x256 at 0x7FC30B8F2E10>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(\"Input img:\")\n",
    "Image.open('./img/demo.jpg').resize((256, 256))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "eb0d5934",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Output Answer:\n",
      "Runned time: 2.17 s\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "'woman and dog'"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(\"Output Answer:\")\n",
    "handle({'Photo': './img/demo.jpg', 'Question': 'What is in this image?'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "63caa62a",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
