PP-OCRv2预测部署实战.ipynb 2.7 MB
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    "\n",
    "# 1. 预测部署简介与总览\n",
    "\n",
    "\n",
    "本章主要介绍PP-OCRv2系统的高性能推理方法、服务化部署方法以及端侧部署方法。通过本章的学习,您可以学习到:\n",
    "\n",
    "* 根据不同的场景挑选合适的预测部署方法\n",
    "* PP-OCRv2系列模型在不同场景下的推理方法\n",
    "* Paddle Inference、Paddle Serving、Paddle Lite的推理部署开发方法\n",
    "\n",
    "## 1.1 简介\n",
    "\n",
    "在前面几个章节中,我们通过模型训练的方法,得到了训练好的模型,在使用它去预测的时候,我们首先需要定义好模型,然后加载训练好的模型,再将预处理之后的数据送进网络中进行预测、后处理,得到最终的结果。使用这种方法去进行预测,调试方便,但是预测效率比较低下。\n",
    "\n",
    "针对上面的问题,对于训练得到的模型,一般有下面2种离线预测的方式。\n",
    "\n",
    "1. 基于训练引擎推理,也就是和训练使用同一套引擎,它调试方便,便于我们迅速定位问题,验证正确性。多为Python语言。\n",
    "2. 基于预测引擎推理,将训练得到的模型进行转换,去掉与推理无关的部分,使用这种方法可以加速预测。多为Python语言或C++。\n",
    "\n",
    "二者具体的区别如下所示。\n",
    "\n",
    "<center>\n",
    "\n",
    "|      | 基于训练引擎推理    | 基于预测引擎推理    |\n",
    "|:------:|:------|:------|\n",
    "| 特点   | 1. 和训练使用同一套引擎</br>2. 预测时需要定义网络模型</br>3. 不适合系统集成      | 1. 需要转换模型,去掉与推理无关的部分</br>2. **预测时无需定义网络模型**</br>3. 适合系统集成 |\n",
    "| 编程语言 | 多为Python                                     | Python或者C++                     |\n",
    "| 预测步骤 | 1. Python端定义网络结构</br>2. 准备输入数据</br>3. 加载训练模型</br>4. 执行预测 | 1. 准备输入数据</br>2. 加载模型结构和模型参数</br>3.执行预测 |\n",
    "\n",
    "</center>\n",
    "\n",
    "在实际离线预测部署中,更推荐基于预测引擎进行推理。\n",
    "\n",
    "从应用场景来看,飞桨针对不同应用场景,提供了下面一些推理部署方案。\n",
    "\n",
    "<div align=\"center\">\n",
    "<img src=\"https://ai-studio-static-online.cdn.bcebos.com/d95a9b662f944af589cf3934b7012f54bfb1ef610c0447568712618fdb6216a2\"  width = \"1200\" />\n",
    "</div>\n",
    "<center>飞桨的不同部署方案</center>\n",
    "\n",
    "具体地,PaddleOCR 针对不同应用场景,提供了三种预测部署方案。\n",
    "\n",
    "* Inference的离线预测,这种方式主要应用在对预测响应的及时性要求不高,特别是需要大量图片预测的场景。像文档电子化、广告信息提取等。虽然不能及时响应预测请求,但是没有网络延时,计算效率比较高,数据安全性很高。\n",
    "* Serving服务化部署,这种方式主要应用在对预测响应的及时性要求很高的场景,像商业化OCR的API接口、实时拍照翻译、拍题等场景。虽然这种方式能及时对预测需求及时响应,但是网络耗时开销比较大,GPU利用率往往不高,而且存在数据安全风险。\n",
    "* Lite端侧部署,这种方式主要希望模型部署到手机、机器人等端侧设备上,主要考虑部署方便和数据安全性,像手机APP里面身份证识别、银行卡识别,工业应用场景的仪表监控识别等。这种方法,对OCR模型的大小比较敏感。虽然没有网络延时,数据安全性很高,但是由于算力限制,预测效率不高。\n",
    "\n",
    "本章基于PP-OCRv2,介绍文本检测、识别以及系统串联预测推理与部署过程。\n",
    "\n",
    "## 1.2 环境准备\n",
    "\n",
    "体验本章节内容需要首先下载PaddleOCR代码,安装相关依赖,具体命令如下。"
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      "Building wheels for collected packages: fasttext, python-Levenshtein\n",
      "  Building wheel for fasttext (setup.py) ... \u001b[?25ldone\n",
      "\u001b[?25h  Created wheel for fasttext: filename=fasttext-0.9.1-cp37-cp37m-linux_x86_64.whl size=2585528 sha256=e9fa045840a7c64a81fede292ad670651aa5fe46380135f54ee64b17d9030594\n",
      "  Stored in directory: /home/aistudio/.cache/pip/wheels/a1/cb/b3/a25a8ce16c1a4ff102c1e40d6eaa4dfc9d5695b92d57331b36\n",
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      "Installing collected packages: tifffile, PyWavelets, shapely, scikit-image, pybind11, lxml, cssutils, cssselect, python-Levenshtein, pyclipper, premailer, opencv-contrib-python, lmdb, imgaug, fasttext\n",
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      "Looking in indexes: https://pypi.tuna.tsinghua.edu.cn/simple\n",
      "Collecting paddlenlp==2.2.1\n",
      "  Downloading https://pypi.tuna.tsinghua.edu.cn/packages/dd/cb/f15e5406718079a201b869b46705ef0882be2ffb6932472e44efc3d16a75/paddlenlp-2.2.1-py3-none-any.whl (1.0 MB)\n",
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      "Installing collected packages: paddlenlp\n",
      "  Attempting uninstall: paddlenlp\n",
      "    Found existing installation: paddlenlp 2.1.1\n",
      "    Uninstalling paddlenlp-2.1.1:\n",
      "      Successfully uninstalled paddlenlp-2.1.1\n",
      "Successfully installed paddlenlp-2.2.1\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "\n",
    "os.chdir(\"/home/aistudio\")\n",
    "# 下载代码\n",
    "!git clone https://gitee.com/paddlepaddle/PaddleOCR.git\n",
    "os.chdir(\"/home/aistudio/PaddleOCR\")\n",
    "# 安装运行所需要的whl包\n",
    "!pip install -U pip\n",
    "!pip install -r requirements.txt\n",
    "# VQA任务中需要用到该库\n",
    "!pip install paddlenlp==2.2.1\n",
    "\n",
    "# 导入一些库\n",
    "import cv2\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "import numpy as np\n",
    "import os"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "\n",
    "# 2. 基于Paddle Inference的python推理\n",
    "\n",
    "## 2.1 简介\n",
    "\n",
    "在项目中,模型的推理性能直接影响项目成本,因此我们期望一个训练好的模型的模型可以拥有更快的推理速度。直接基于训练引擎进行预测,模型中包含与训练相关的算子,因此**效率一般较低**;而且需要定义模型,**难以与训练代码解耦**。Paddle Inference应运而生。它是飞桨的原生推理库,作用于服务器端和云端,提供高性能的推理能力。由于能力直接基于飞桨的训练算子,因此Paddle Inference 可以通用支持飞桨训练出的所有模型。\n",
    "\n",
    "考虑到大家的使用场景差异很大,Paddle Inference针对不同平台不同的应用场景进行了深度的适配优化,做到高吞吐、低时延,保证了飞桨模型在服务器端即训即用,快速部署。\n",
    "\n",
    "本章主要介绍基于Paddle Inference的**PP-OCRv2**预测推理过程,更多关于Paddle Inference的介绍可以参考:[Paddle Inference 介绍](https://paddleinference.paddlepaddle.org.cn/product_introduction/inference_intro.html)。\n",
    "\n",
    "在基于Paddle Inference进行模型推理时,一般有以下几个步骤。\n",
    "\n",
    "<div align=\"center\">\n",
    "<img src=\"https://ai-studio-static-online.cdn.bcebos.com/18090cbc0733401caeb868f7bf7759436771ba71bce444a8a4ff5dbc5eece03c\"  width = \"600\" />\n",
    "</div>\n",
    "<center>Paddle Inference推理流程</center>\n",
    "\n",
    "PP-OCRv2系统包含**文字检测、方向分类器和文字识别**3个模型,下面分别介绍这3个模型基于Paddle Inference的推理过程。\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "\n",
    "## 2.2 PP-OCRv2文字检测模型推理\n",
    "\n",
    "PaddleOCR中,在基于文字检测模型进行推理时,需要通过参数`image_dir`指定单张图像或者图像集合的路径、参数`det_model_dir`, 指定检测的 `inference` 模型路径。\n",
    "\n",
    "下面进行最新的超轻量文本检测模型推理实战,更多的模型和使用方法请参考[文本检测预测教程](https://github.com/PaddlePaddle/PaddleOCR/blob/release/2.4/doc/doc_ch/inference_ppocr.md)。\n",
    "\n",
    "更多等算法超参数的介绍可以参考[PaddleOCR Inference推理相关参数介绍](https://github.com/PaddlePaddle/PaddleOCR/blob/release/2.4/doc/doc_ch/inference.md#%E5%85%AD%E5%8F%82%E6%95%B0%E8%A7%A3%E9%87%8A)。\n",
    "\n",
    "\n",
    "### 2.2.1 准备数据和环境\n",
    "\n",
    "在最开始已经安装好了Paddle以及相应的依赖,这里环境已经准备好了。\n",
    "\n",
    "检测示例数据在`doc/imgs`文件夹下面,部分数据如下所示。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "00006737.jpg  00056221.jpg  00111002.jpg  1.jpg\t\tjapan_1.jpg\r\n",
      "00009282.jpg  00057937.jpg  00207393.jpg  french_0.jpg\tjapan_2.jpg\r\n",
      "00015504.jpg  00059985.jpg  11.jpg\t  ger_1.jpg\tkorean_1.jpg\r\n",
      "00018069.jpg  00077949.jpg  12.jpg\t  ger_2.jpg\tmodel_prod_flow_ch.png\r\n"
     ]
    },
    {
     "data": {
317
      "image/png": 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LhcW5QHZVqtnZqSmKpP0+EFi/YEaF9KCkRDhLmiQ4aUhGSRDkasNwmDFb1CDD4UiSJDhjET7MYyMsSiUgPTvKkg8FWMVolFItAqEapIqmCs9Q0zSsrKRU7etAuBN2EosxlqZxLZHPcIM0HACMUhbaUpY1jawZDpP2cEKhtUAIaBpHkiiaJh64CPI8QUrd7luFlAlCeISSeG+x1lLXpjvgsVZQ1w6lBEJJjA/Pjvc1xsxZ2VjBufA9FA9xyrLEzEvWh2MMAjsaM7OWVCRc/8Uvg3Injrc7mb8J/+kWevTo0aNHjx7/WxHdJ8u5xTmLq2qk1ozXVqAqKZKEwnrwIU219Z6VYsTVr3o11hsG+RDdHup2p+YevBfoPMM5x+XPeyFycpTZTV9jfz6iGK/iBmNOPe1MtqYzZrVjfP592H/X/dx49BDc8FVOf8BDYHuT5nP/xshZ7nHve4FT7F8/i6PTGTfccpiz9u9DLSpOS3M4eph6z4BslLJdzxmkKaJNVS6EIFHBFSrREikVNk1wUqCk6BQ5LcJJf6KDwSSFoPIOXDjRF96xurLCYrEgy3ZJa5GlWGvJ03DSPp3sBGPYNJi6QgNZmiCFIFUShQdn0BK8M0iCgZlJSeUsWitclqK17DzhtBQYY1kZDbv+GicZ5hmDLA3z7oKRmmgFziLTBC1CTNSoyFFCB4JRFEgyYqp0LxxFUTCbzTCNwwtPkiWtux0YJcM84VkZDWmaJhiVgyIoCd5jrUdrCc5jmjDP3gm0Cq6dw/EQ1bq6ra2OqeuaRBfByJe0CmkdvERVgrVBbXHWILwl0RrZerZpKdAqGMvpaIBKgjKXKEmaZAigyBypVmRZxspwwGxnu1XAHMJZkiRFCYkSKnieConWEls3SCRIwerKGAhEpTYVShVAUGJFGxtmTUOeJRRFjm7dS4PCGQhelmXU1QLZ9tt7waDIw56Ukro2OGMpigKtJcY4hJCQJUy3pwwGA6xo11ZIUiXJEo03DYmS+LhX8WgBWZYGlTTRCB8UodEgqJ2JknjhWBkNmEwmQSETEmcaUEGlc3iyRFFKhcChJYhUo0RQmWSiKMsyKEk+xLKlSVAS8yxFJRKTpwyKrFW0HToLZFFLBdbhncU1BmsasjTBGYPEkShBIgju2iq02ziHcJ6kdXnMsoTK1KSJJtWKxloEjlRLfKJIlEYlYQ2Es6RKIloVPh4qGWuQUpBlaad4Nk2FcwYpNXVd4q1hkKeMWgXWGkuRhv1unEUJidCSpmqfBdtQV0Fx1VqjlURIwDsaZ5EikGFnwFuD8B6tJGn7neFbTwjvPVVVYZq6VfF8pxZrrcmKgkwpFHCPc87hhhtuYCMdIVfLY1Or/ifQE7gePXr06NHjTozW3ESohCM7N0O5yY3XvgNfT/Bzz+rKPhaTLZycopsQX9QMCm4aDXnQc1/OZ971XvLDX2RsZghZoFRKpjMWc4MUhjSvKcuKzW+5P/se970sioqDh46y54ZDyNJy8dN+hsuvuRabDWA24cDBGynGq5CvBWPEV0xuOMzpcoXP/s3H2f/YJ3PlCy7m9W94M2et3hXMl8hSx2E3h+EAlUi2jm6ihhmLWcnpo/3csHWI8elrZNsTvEjwWxWjvIDSMvc72OEequkCU9XsXTkdO13gdY3Na9b27CFPc9aqAXOzw9Fmgawz1NxQT0s2Tl0hcSM2t46SFjnqqGVYpCw2a+QQTDNnoSuSJGE2dYyKIY1r0FIHNROPdRaHR0hBIjzWO6rFnCQJrmfWWhblHK00iVbUVY3xjrTI8bWlLEuapmE0HOKdwVvL3NZorREyuM1FRSzRDmMNdRNc85KkdYt1DpU4ytqEcKmmCe6jUuBsQ1akIbOd9MyrKYvFgjzPg+rV1KjWDbNxDa4xOCxCJRTDnLKpSYs0jNkE1W46nbYumpbRaIQSisVsAa0rn9aKslx0bmdVaVCpZG7mpFmGxVFVFcPhsM1mKKjK4BJnaoO1hkwnCG9wBur5nPXxmMViERQSPHUd3N+qqiLPc/J8gBSCGw8Ft1/nHL4OBrXQiqqpQriY962brW7JiGvdMGF7c5vxeExtgvGdpkHV8d5TZAXloiRJEkajMWVVkeU5O7MpGxsb3HTzAbIso6oqBoMBKIlRgkp4RKJI8xHOWhZ1hUw0KInUgkQEd8rpfILQCqUSJvMZWmsUgmYR3H6tN8wWUyzB1dfaBimhcWG9BoMBZVmilGJz80joR1GE2mJSoNKEfDCgqiqEkEgJeV5QVRWe4ILcGMtsMW9dCGcURYEAJke3WxdI3bn3FnmOBRrvcdJTpDnbs2lwXWwa1vdsYBuDscFFE60CmW0MrjZoL0kI6mQ1DXPc1DWZSqibktqYMJbpFsZZpJToLKX2DaZu2nUYUZYlW1tbaK2DW2+rPJuqRuYD5mUZxuw91mVUdUVjKmxpEd6jlGS8tsLm5mZwX65qNvbuYTKfdKq0rYPbc5qmlHVFmmdMZtPgXi0gTVqXWBHcgHWStip/Ep5dIVks5qSpRzoY5IKtyQ7VLYamXnBLWXLOnj1QcYdUEugJXI8ePXr06HFnhhJ4oZBSM8xyOHqU//ONv8xgJJD5CqZWLOqGYo/i6OFb2KtyThUF6aN/AG64hb++9l1sNAcZCYXLhywqw6I05ONV7GKbvW7C6uopfOul3wc7I/Y95EH8684fsvj4R3j0x76fjYd9J2+++LloU/Mvv/tbjMb7uL6s4d7n03hB4mHj+x7Kn119Bauf2MF8/K/Jz1zlsldcCIsd/uXDv89RneHv9S1w6hkY4THSM61nuDRj++aD/MZlVyKp2Y/kcDUjz8ZUSJ51zaXsS0fkxSpMjvD2y16PZoRC0tDwNY7y+je/jXyieOur38jh6dcYjYYoCsbkmGpBlgme9YpX8O4rXovHMpnPmSbwqmuv5vDWhPXT93HDLV9hZW2VNM1YVBVlXTFaGZMXBfO6pK4a8uEAgKqp0YnGOItQEqEk1jS7SRWEYGVlhXm5oG6aEFOUhFi6xWKBFiE9uk41ZRMM93lVksigRCm5G2u0sbGBc65zI6yqmqqqgzoX61YJETL9KdnG3xnGK2NUEky8umkwtmZluM58Pqeua7wUgUikCQDSSuq6ZjQaMRwOybKsI42j0SgolW2Ml0rSLqYIQkxZUE5CDJLWOhjx1jKbzaiqKoxb6y5uD0ATlMh4L2stk8mki0cSUrIoK9I0pa7rQFRsSNQjZRirMaaNXwwKSyZyqjbpi5SKRCpEKnDWtvFPuyr0blyjx9qgrllrgwtpe49ysaCua8YrKwgpSYucvCjQrYJWNw0be/Zw5MgRVJqgCAqMsKIbU+k98/mcoiigjdvc2dnBWhviMGPMn9MY7xBaIZ3DEkhpbcN4GmfZmuyEWDwV1KAYZ9mpvW1cl5SSPM87IpZmQWWfzWatS6UiTcJ+cy25LYqiddN0DIdDkiTEExYtaUQIrITKGdb3bnSxic4JnBLoJINEYa1tCaTo3H6BLhYt7iXRqnNJkuAFmHIRkn60ynQiUpJ2z3jvGQwG3c/RZdlUNcPhsIsRtdZy6MgRhsMheRsHWZYlvlXhnQtu5jpNmM5m5Hne7WHbGJIspWpqBqMhZV0xXAluzsZatnd2GA4GCB2enawosPOQbMh4h2jXKzw3lgOHDiELzayc4b0lyQbMa3PrJET/QfRJTHr06NGjR487MYQUfiMZUNaeA9ObGNWGdz/sh7jwmlfD+XeDdAgTB3kKiwNQNXzw8T/Bj/3Wb8BpZ/FrT/kJyulBnvXeX4U9qyAzkCnoBA5+hT/92Rdx83TGT/7Bh2G4D8ov8dnr3scXr3grGypj+J3/B+d/z8MY3O87uO5pT+G8xz6OBzz96Uzudjee+aKLeN+brkYv4EvveBefuvIK9q+vsO/RD+OeD/8eKNb51edcxIN//Mlc8IxncGjjDB5/xXOxd1EUgwHZpuW6513O0DgSq6j/19/jBOT3uhuMC24eZ1z6xrdwyYufz55yxvAr/8b0K5ts37jN+qmnou93D7bWVijyMWZasc4CJjPYabj5E9ezf88G8i5DOP8cOHAD1ee/Rqksqw99MF+Sih0kP3n5C2ik4bRT9nN0coRskLUJEEMsVkzYYHwwEPMkqFqz2YwkUV1ChDzP2N7eBmCQD9Bpgm2TqEgV4pNoEzgID6SandmUoigoy5KV4Sh8tk1wsrKy0sbk1F2ikBhjk2UZi8WCNE3xxuC86RK32DaBSnQ7q6oqkMi06MhOURRsb293MUjRiE+SpEt0URRF57IZf980DcO86K6JCSaiYS6lRGgVinnboDyurq6yWCwAukQeg8EArWQ3hqIIbo9HjhzpkuxIKbHOd+RMCsHa2hrGGA7cdDOj0QhvHYPRkFm5QLT3FioY7QmSRIckHLNywWg0IsvCGq2srIRYKim7WLU4r8PhkJ2dnW5MQohAsudzZlUdlDdCPGDTNOiW6KytrXHo6JFAMBLNcDhkMpkAHDt/wyFaa3Z2dhgOh92aKqV24/2cY21tjdliDtAl5lhef+cc5XxBrpNuveu67uLS4p4Zj8dMplOMMV2yj7jeUsoQp5em3fpE1TXuI6AjTtaYbv3Ksuz2aVVVHZkeD4bMZrOQoKdNKFOWZfe+lLJLUgSAFCzqisaYQJwTHfaydd0abG1tdURe6+BqWVUVWEeWpAyHw04xjvGyxphubx06eIDV1VUmsylKKYajUUgak4bnGOuoFiEZStrGlnoZEqJsbW2Fg5U22Ut89mNCmThOpRSLxYIkSRgkGaYs8anAVk2IKxQJqxPFX7/xfZj69stR9ElMevTo0aNHj29yCAGmrhgmI/K0AF9xY9PAA+4L4xTrNWrvEKyEQzO46fOU+9bgnufDfMG/zja5570vgNNOxY4zrFBgJXJeoouUfzp4kIf+yI+ykI7NAwc4/dSUez32UWz/xkeo/vFziM99jj/45D9w12/5vzhj734e8PQLYc9epPKM1nOaVCOM55wn/ChHfv+jNF++nr/7wIf4yl/9Hefe/TzuedYZXPDjT4T1ddLBgHldoW0WyghsVwymc5LNkr/84If5m+t+HzAMTtvLjz/nWeT3vgdveumryewORen4g3f/d/7mT/+KDb2HM+5yNj/6ios5Ze8plHXJGMEv/fzzuO/aHk495zw+9rt/SLmzwyMe/1Au+Mmn8PF3vpsvfOIzHN4+ws+97Y3k9/02zHiV+9zz3nzq+k8zm8xIklaRYDfjoRAiGLimadcjnOTHA/CoKMX4He99MLDxVGUZ1I0kKF1dpkqCKhRd/SKMMahW+YqZA03rZnZ8JsTl+8eiwF2SkpYExr4kOuPo9nbIDtkShKiwLWeWjK/jvWL7g8GgazdmCo1jTlp1MRqyohYMV1c64zuOKypzUSXSSnakdDd5hej6HkiF6LIzxvkCGI/HQW00llm5QCqFxYO1NHUVYsZaRcY71yZfSTpVLKpsy2t5vCI3Go26tXUuuIMqdj8DIYZLa30M8RUuKG6d0iQEs9ms60OSJJ3yGNdxeT2Xs4PG+YvzHglznPusyENOjOPqkcWxR2Uq9iUSH9OSpWURJ2aCXM66GPsV+2xat93oNhsPDeLnojJsjAlZQbUmTVMWi11XW+ccxrWxenp3X8cxxDmL7Sz/7vjPiCQcSCxnhYx7fnn/xXWPbcQ9F/uTpAmpDcS0anbneLmNeNgQr8uyrMtCGxHvU4uGVGsabBvn57tDIXd82YX/IHoC16NHjx49etyJ4R3UeLRroGxAKn7+qqtwC8fw1FOpasuTnvZU3vuWd2L/7vP87q/8Eo9++QtxaYYUkke88gV89yMezaF8xMte/zLqnZL1bJVffNmr+OwHP8g9H/EI7vvCi9jOGk7ZvwrbX4O6Jjn/XM590P353D98gvxIzS1//nfMBhP++dd/gwt+7McYDs7gzZf/AqnTuLpCLWq21tZ5yE8+mfRP/oGjX7mJm2/4S25utrjLR/+Q0x/+KFbvM2bPcICZe0a15+2vfD3p4RnXPfzJWJfyomtfD+fu569e+xZ+6/mv5hm//FZ8vo44coCPXv56dr76JV7z/veCGvFvH/tzrn3qM3n+269k59QN8ht3uM/1N1B+6S8QDfx1AAAgAElEQVT4/MPuw89dcRHzf/oX/uyaq/l/Pvz7nHLB/bnwqc/mC//rj/ngz76YC//sYxxJHF/93BcYjnOG+ZCZmQYXvdb9y9oQ+6Z1UFSqqsJUIavicgmDZTc8Y0xwmRsOOoOzcx9LEhQhUYTTkoEIhvowLzoCKJdcBKOiorXuTvfTNO0M4/gZpRTehQQqo9GAzaObnbpkGoeSIfvfeNwmJmkN3qisRFez5XIEzjm2t7e7fi0Wi0BG06A8xIQNy8Z+NKydtV0Jr6osyVs3Se89deumV1dVex/PYlF2aeSd88xmc7ROKKuSvXv3sr21FZSkyYTV0Zg0TakWIW2+ToLSub0dYrhGoxFaKqbbOyRCkuoEh0NpjU4S8qLoiE3TNMzmQeVaXVnp1CshBNNpiH8yVU26uopwHp1otJAsygVVa8jfdOONrKyuBqNeh9IAmU7QQqIQSCHRababdr4xnUJVu1YNi2QLgRYylKhzjqZdi8YYEiGomoaiJdOz2Yy9GxuUkxnWORZt6YvGtEWihUBpTdkqbL515azaee/IfUs+I+Eaj8cdAbPWsr6+3v2c53lHhKJi2DRNR9Ccc9xy6Ja2RAcMBgO2trY6wlTXNa4l1LolNJVpmE6nDEehzIkTQQlMhDymLEWaBqVte3u7G49zjvF4zGw2Q8qQBTMecMRyEVJKdJqADK7NslXoKtOQSsFisWCxWLBnbYPaNO0+hOHKuFMnI0mPByjxECQqn5H0RmV0e2ubPWtrSK1DuQQpSJRGJ+Eg4o7A8cXde/To0aNHjx53MpSF5igLkrUxfpix/l0PZHTaWRR+gLSad7/rl8iPbvLbr34zxdSy53sfxlRlHMk1d3/cozmcr/LTV76Kg+sJW/WCS1/5Yjh4gA9d9XYe8ZIXMFcNq+MB+sjN/I8nP5U3ffcjOfshD+SUiy/iodf9Fo/5m7/lMVddRZINueVd7+IjP/Qo+OvPoA961DZUf/pxPvDkJ/OQJz2B0QtexP3/52/wA5/5OHd/6bNJ19Y5+PZf52M/9KPwz//Iey95HRs2I920nO1XuP5t72bfxphHX3whfPu94dw9PPCFP834wRfw4es+iKhm/MllV3DwU//MUy5/DXzrBXDXUzn3J3+Es8/exyff+U5O2Xs2FGNqNKMH3pcf/OVr4UH3ZfD4x1KrnAc+9Hv5vvdcC094OHd/0TNQ9QI2J4ylZmNckKmSrZ0DLMrZMaf/kexEIzUahbHO2jIJiu6OUfmIcV9RpUnT9Bi1rq4qvLHYuumUNtmqA1pImrLqiBbQKTjR2F6OUSuKonMhi/FHEFSV6Ja3urqKMaZTryLxjH3P85yiKDoXv6i4xfiqqLDMZrOu7Uhg0zQly7LOrSy2GVXEpmm6OmUx5q0odknrtHXxi8Z6dPWLBDCJxFdIjhw5glyq9xUTrmRJ2tWui+TSS9H1e7FYdGsa+yzaeEWlFNYFkjefz5cSWzQMiwHz6YxBXnTXOOfCGjUN4/GYNEk6N9E0SRgOd2uehXIGonO5jAlrohIWCXQkAtEdL5GKIsuwTVBzdra2GOQ5wvvuX7Uou/UFjlGE4toaY9jZ2elq0UXFMZKq6C45m82CW2arGietajyZTKiqiqqqmE6n3X1i3NyyaiuE6JKpoCSLuiItcrJBgUw0QitQEiegtobKhOdqOBp1RMk1BteYrj5fqMeYdu6ocX0j0a5NE+JNTQMyvLY+xLp5AWke9lKe5yityfMc48O+lFqxtrHOaGUcEs4kuutrU1ZdX4QL8Xaxbl5d12xvbzOZTDoFdTwed4c0aRGIXeyHUBIvxO0W7/73oidwPXr06NGjx50YEoFsLOt7N0BCujpkdO5ZVEmCUQKvBJgF/h8/zdZii//23GdyIEt43KuexcMvu5BnvutN/OS7X8skmWN35vzy615PcvQIn/2fH+JRP/oEblIVk40hU7uAT3+S9O/+mXunezjloY9iZ9+ZPPmdv8jRs9bh6Y/jR37/9xBCcLaXfPKqt1Ikgi9/9MP89otfjvvajYy+/6HcsH+d//bOX+BfTs/Zc/HP8cMf+HVKN+d0veDjb/9FzlgkiMMVdqeCScnH//yPOP977sfaI78Tv2cPBxPJkQv28yO/8gYe/boXg6+5+a8/RWYdfMv5XHjF6/iZV70K1ld5wCMfypF//AxslpDl+MGQxWmngh1CPQIzYuEVp59zHrgckjF4x4ZzcHhKWjpS67BmQbo+QGdJRzT27t3L3r17OyM1qmiRFEV1DILCFpWN6E4WSVR0D4sG6fLP0Lq/+eBu2TQNtMWn67pmNpt1BnaMwYmvo0qXphlpmjEajdE6wTmPlAohJN7T1tIyXVHvSBbiWGKMWVc4vTXIYwHv5cQfUd2IJCyUasgYDAadQpjnOZlOSJVGOB/G0xjqRYlrDMM8xOI5C8Z6PJKV1XXW1vdQN5aqNiid4rzoYrJ06xIJkOoQs4bzCA++MRRJyiDLSXUoHu0FneGfFTlCShpnsXgWdUXZ1MyrsiMSXoqO3M1jFkzng6urc5i6Aefx1uJMIOFpmpK38VdVVZFovZvt0ntM0yCFQEmJbFVJZy1SCPIsI0vbJB1KIaD7LN7jWyW2WpR467BlTSY1CRLlYDGbo9vspV6GuDEnABXGabxDpQnGOyrTdMR+mbCvrKx0mU9jjbpIfJf3WlzTSLjj9UBHiqMa5r1nfX29c62NiDGVMeGIThKc91jngo84oexDTPYS3W2jS2YkSPG+VVW1GSB3S26Mx2OGw2FI2tKSwaIo2NnZQSpF0pLAw5tHQ3xcnlGWZUhg0iqdUWWLBw95nofDBOvYs77RHabEw4OoqsYYzo58t+6hyyrlsqv0HfN3oUePHj169Ohxp4UHpPEkdUMB+GlNM12glGIy22E22WSw3fC+t1zFC957DdnDvwOXrOH8gonZhBFs2QMka4J1nTMwhlUc/+M3fpX7P+9C0lNO4Y3XXIVsJDf8/WcYeMVsWsHKHt5w9VvQ6wMueuOlPO2KS/Dnnc3eb38IzXjIoRu+AOww/cr1rFCSrOeA54WveTmLouLplzyHn73qGrjbvZifuY+FbDj6uX/DTS179Aqn5RvgNVkiUGsDyBNu9oaLXvIKxoM1tExR4w1IQj0uP5lDY6lxHC1LZo1nbf1Udso55DWUR2maKcmwAKvxpQADtTAo7UBLnPewkrCVNpAqECmq9CRJhtIZo/EKKysrXcxPTAASjdHoAhaN1kh4Yta+5filZUUuGnHRgK7rOrjYyZBoI0mSkOgA0RZuDokeytmxSSxiFskYwxZJZVmWnfG4HKMVVZ3dmDKOia+LMU/RRc6Y4N4X1aRoMEcSWpYleZ4fE1MUlaSoWsWslNGIjkQxJlBZLBadgjhoU94DHVGI7nHRNXTZTS+S5EgykiRhfXWNVLXxT8Z2fU6LnCRNqayhbOouA2YkBTE2LPY9kvBIYmKftFQoIdCtwZ5lGVqGcTZNw2I6YzabdfMTSWeSJAwGg07BjUrNchKOuFYxJi8qknVdh7W1jlwnmKZBt6qtaRowFuVB+d1kMdE1sSh2lcI4t1FljPdfzuAZEZXkOP+2LRcBdCQnuhDG8cT3o/KptWZRltRNQ14UZHkenjkhsM5R1TVJ236MLxsMBgwGA5y1WGNC2ZT2ACHWWCvLktlsxmQyYTKZdG6OSimEVjQulG5Y1BWzcsF0Mce0td1QwbVxa2sLL4PiiAzKnhcCoRRChcQ7dXxWVJvZs27wNnwPzOdzNjc32dra6shqfLaPHj3K9vY2a2trAN1hSDzkiQmJQh3IO+bvQk/gevTo0aNHjzsxvBQ4BJPNHZyBoVYUSUpT12gtydMEtiq2Zttwt1NxqwNe/IpXkmaafafv4/qbvkA6Vhy88SvUR6asFytUBw+TFynTySZGaSaTCTrNkMmInWnJ/tNOgXKT57zkOXzx0AF2jMFWHlEUqDylNA1ZG+diq5LtAzdR+AaE57R9+6ntlDPvup/t2QLyDYr1PUwWJVmSk6zu4e1XvIkrX3YpWIvIUzbnU6hq7KTivW96K+nRElUKZgc2wYJNJE4DyvO6V76S97/9XQz1gNlOzUwAwkAmManklsUEimEoNKw1RkLtG9ACqQS4hploIAt1upQRSJVSljXzeVDfllWn5eQSUWlYzlC4nMRgOblFJD3x5+V24/WdUS12CYWWqrs2ul4ef+1yoopIyCLRicZ5JHnxHvHaSOiiG2UkSVFRiIZmjLeL10XXwUgYoiqYLhnk0SVvWZ2MbnCR4Mb5i5+J44kulMvJPqLrpPceZyy+rTfmjL0Vae3cU0UYl8NjCUkjosKyHN8XyXkk2csp+ON8HZ/UZXnuJaKbq/h+XdcduVme/2XX2eWEMfHfcv+XVTKFYFQMSKRCerB1qOEXf477LRK/OLdRQY0kLR5AdAWsl1xFI/GLpCO2t1z2Ic5P3DOx+PlyEpRI6qMLbzxgiGOK8xcPP5avdS2xjiqbcLsE7vg5Wd4zce6X12DQlg+IyWqW1z4+C3Hcsd+wm4Ezrkc8/HDOkSjdHXrE/XK8wh4J8PLv4jMVCedyspn/LHoC16NHjx49etyZ4QENVkEiwRnHfFIyGK4Gw6Bs+Ox17+O7HvMoqrVVbnQLFmuWZiXnyHwe4oAay9n5uVzz8pfAJz7BBy59Hc+85BeQdz+HF77pxWyvGbaU44yHfh/ZKXdhPmng8//Eft1wX7WX4qtTrr78tVBKPvuFf+YmWXLmo54Aeh/f9qgfprjbeeSFgi9fzxt+6hmct7VC/rkp11zyApj+Gwc/81VGo/P5/h97KjAlqY6yKhYgDHe5/8P40HUf4csf+SPOGs4R85tIDh7lNy98Dn/8utfASsaZD/pOajWGL9zIWlORTw/ATV/iUx/8EPd7xOMgK0DUmGrCOAV0DSsppCn5RLKgBhRWG0hy7lKcjmm2YbBgnjqOzhpK31CbisY6nGPX4BMSZw2izSYp8SjvSXV4T/hgmC0WJWXTYCHUuvMhpkq2WRuVUsF1TIa6WemgQGlNVdcYwudXN9ZZ37OBULK7d6HTkDjEui75hmsM3likPTaLZYyRA7p099H9LcasLSswXaKWVvXRQjAqCkZF0ZEGhcIbT6pSpJc0laGuDc5KnJWMV/dgvWIyW2C9YDheZTKZsLm5SZ7nNM6iszTERWmFTIPxr7RgkCY421AuZmxtHgFvEcIzGg0YDgt0kiDbeKoGx6wuqZqarekOpalBCublgsbZUEIg1agsxStJYy1WQD4osAJK0zBbzLtsgJlOSKRiY2UV6TyJkCgPwyxHuEAIkizFCs/c1JQukGKcQ8UYw1STJIrxeEiSKJQSeG+72ndVVYXENVpTtyUHamcpTYNMM3SSYY1nVIwwlenmWTiBs8FddGdrm6aqQ8HsusEZS6I0pm7QQoKF1cEKq4MVpPMM0iyMTUnWV1dQgo40BZdYhfcCIRRlGV7n+YDKWBrnmVc1VdWgVEKWFSiVkKiUwIQdo2IA1mHr4O67u08EiuAOnCZJ5zI6nUwwTYNvXUsX8zmj4ZBMacrFAu9CfbqmabDOMZ3NmFUlWqVooWnKBlMZBtmARCbkSc54MCZPcqzxCKnJ8kHnjjtfVNSNJUlzEIrBcEjZNKAUUmnSLKeuGuZlRVXVeA+usVSTGcp6hHHUZQXG4a0LanhUfQHpPcM8RwtBniQoYM/aGrTkNRLnoijCgYYXbO9MqY3tavrdEegJXI8ePXr06HFnhvdIB9bDAljgSZOc4XgAZQVHJ/zeb/82d3vQg5ilCS987SUclXPUxhCpElKRMTs0QdSe/bOG6976S3ztqzcwfsD9OCRhO3UcanZ41qUXM733aYwe/gCOpp5fe9HLST79L7zt4ldw3ZVvYs/WJv901VVMas38zLtzj4t+lsoauNvZPOWXr+VLMudjr7yK4Rdu4j2vvob3veoqzrlhxld/8/eYbmxQfs+DSJ/0GDCGKx/8GK5+6BNgc4uHPfNn2T88hb9466+z9esfJfmrf+F9z34Zhz/3JX74eT8HPuf7n/9cHvLIR/Dfn/k80j/6vzEf+jP+8qWvY+drE77taRfCeB2sZv30c2lcAg6kFFBVkK1ikhFYj5KATDiwU9HUBjOZIRvLihqymmQkSndJJ2IMWjzxz7MsuN+1xaqLoujqbcUT9/i6rKrgOsbuCX/MUBcLA0/msxCfRDCsZetW1yWaEMGAr8sQ7xXd4aKKlacZqU4YDYbHxP/ExCYxvie648XEGTHmLcb3xOLdzrngytaqUzHD37JKFZQNH4zrlgjGmmmrq+s4B8bZroZcJIfRRTDGE2Z5Tqr0MXXg0jTFtPeK6fJjqn3TljJYX19HJppiNGQ0GpHmWUiU0SZQWU6+suxqGRUm36o1XVxS06AQDLK8dZWU2MbsqmMi1P/Lh4OukHuXabNNPGOMIUs0TVMzHA7I8xAfuLa21ik1aZqis5TKNF1sFULQONu5nqY6JD/xQmBadaiuayaTSafORpUqjqnLmqlCAXcPiKXyEDHRztbWVkcq4jxprVvXyoSdnSlayI7URgXyyJEj4WcpQIoui+myehVVp6ZpqKqKPM8py7JLOhILwUeVTCmFawzz6QxvLOPBEFsHV15nLVopijynaA8cYm0+oOtXVPli1sn5fE5ZliwWi2P2XihxEZLkxGfPOcf6+nqXRTIquDEJT5ZlwU1YK9I8I8lShJLdPo0HIbHweVRcw56qccZ3cbJSSlwTSoPEODnuIBGuLyPQo0ePHj163Ikh8CQOaqWwbcKLXEtuvuGL8K9f5Au//Qf8wBOeSPGt38JTX38ZOxkw1txwy5dZ3Vgnm8FqOuTqF70U9Wef4cBNB3npm69ia6x5zpWXMR16vIPNouGLWvBdV74KNqf87a+9j7e+/A3omSZRKZNkwT2//R487Q8/hk8zdtZHXPyGy3jjyy9huH4/nvWRj/GpX/0A1zzt50jTdbROWTt1wBnfdjd+/I+vg/UNyiRHb2/zHU9/YjAC96/AQPGMD76L6aev5w8+/GGObG/zXU94POd/+wM5dNd1fuplz+Z33vIWvvXVz2TvX9yTX3v/+/FH55x/13vwlN95D4fO24tuFoz37mfv9/8g85WcemWEM4781D2c+bhHs3bfBzGtd5jMJ5y6d4X7PedCsnPP46gTKJmR64ZES7RQbM/mrRvfaudiuChDLFo0Qo+vlxWN2iQNSRA8HJMsJBYVjnFSRVEgPUipSIejYGxnWSCN5aIroBxrrCVL7nFpmuLaFOsxfsqLXfesZRexWPzY2pDYIiYfiQZ+VVXH1OdaJk+7cVTNMe6QUkLdlF2s2Hw+PSZ+K0kSsnQ3c2d0pUvTlGQp8cm4JZm2tB2Bu+nmm0NSiNGQnckORZt+P859jNHqSie07nwhM6ABPFoFRagsS3AOn6QIH4pQSwhETYHQIbFIzBapEt25Xka30EjOrXOYNiasaZoudk9o0SVzifFhdVmSqNCnyWQS0vp7z2h1pXPtiy6KQgRiFF0Ml+vFCSHwtiEfhOQhg7YwuKt8N5/FaMisKkFJLKGNeVWCFGiVMpnNuiycce9GUhwJjzFhXw3yDKUTHCHxTW3bTJyEVP/e++DO3ezWp4v7ftldcPvoEUajUeeCuxxPGYmSbQxZkmJ9SBAjESQyZN6Uii42Me7FGKMYXVK7eFPnaIzBNmY3gZB1WB/UypiAJJLeeKARM4xO24ykK8MRAoFOE4yzzOez7kBEKYWwEpVopJHH1KeLand07VRpElROmeCNJRnn4Vn2PiTBMRYUd0gcXE/gevTo0aNHjzs5ZFf5NWSpa8oKM5uivOPjf/j7PP7ii2BtBTEuuOnmL7O6vp8kUTSzBfc67R6UByesG9j8wle5+z0vIDv/PA5KgSgKymbGKetrTCYTnvrCi/jbN78HLRMe/PSncdr9Psvs8wcokoK933Iaoweew3ZekK3t47mXP58jquLpr30F77jkSk498wwe8DNP5j7ffl8OXH+I+XzBWd96NoPv+jZme0ds+YbLX/M63nHpa/jupz6Zaj5jPs5ZULHnzA1Gaw/gifc6j3I6J7/HeRjpmRYZ+y44my+bHc7am7PxXffnSeeczrBSJCurTEeaxVBRoGn8Khc85ofYTh2HqbGm4fR0wMNf8SLQDVsDRaJW+fuvfJb7P+lHqPeuo7KMldP28dXJV0hkDn63eLUxu1kjYbeod23qY+Jkjo/vWS7gHInNcka+5Xix+PllVaiqKpKh6mrQxXimmBK/i79rE56UZTDYo7EZ7xVrfkWCs6grZrNZV5Q7ErBofC/3cTmtfexzjIWKcW5dJsuWHHQFo9mNq9Nag5fdeKNKGe+xPO5IliJxWq4bthxLFhXKOAbnbNcfKVXX9vJ8SwSW3dgu2jg5vAdPF4MX46nimsT71G3Gw9huzD7YkbZ2r0SDfjmbZ+z/MsntEp0sqYTVomzT3ucYY9ie7LA2GnZxh7EmWlS/jDFon3b7dXkNwjy6bv0lsps3rZuuf2HePInSVG3Zi/gPCATLGESbSdNaC94fswfimJfLXURCExPZROWsruvd2M9M7h58JAlZkgYC1RWF31V949wNh8MueUzcRzE2bzkedDk2NUkS5ouqI5iiVZiFENj2+RNC0FgLddXGFutujL4tR3C8Eh0PQGKymqZpsHWD1llwJRUCZyzD4RDTNDRlW//tDqok0BO4Hj169OjR404MDzTSgwiZCoXz5Fiyacmbnn0Rq4lj73c8kK+lGV9bTFg5/RQMNQOlGTaKL/3Fp/mdt72ffUcO87ZfeQ/P+Z3304wLnvvGy6jHGRujDabTCZPCwv59PPGSV7HiJZe+8qWk5z6SU5sMbUHmkm0qLnzjazgw22Zl/4BpkjI5OuOi97wZe3DCq1/0fFbOuTf6BxNOy8Y0ruarUvDTl7yUSmn27TmFx77iObzlisvw44KXXv0qlBbIzSkbxYgXvOSlCAepkFz48z/Hyj3PZprMeP1v/hJbXzzAe159Df60M5hhSRC87DUvx5+xwsRb6hsmZEnBVw7fwujsPQycw00r3nLZ1Vx8yWWs7h9x4+GDTGXDuy+9lpde9jKG6xscFSWLgWaYpdhZUL+SJGGxmHWZH41tGI1GHbGJLlQxOx8ykCrjWwP6uMQaEAzcWCw5/j4SKgGUSxkfY0r4qJA15YK0yKlaN0itFBura9RlReMs6v9l782jbMvu+r7Pns5wh6p673W3WhMILMJghAiIGexAjGPAoBiHQcix0BIGFghjGRnEwgFsYIkhwiYgY8RkFrHBBslgExEGQSKEIEFgQBKaQRJqqV/3G6rq3numPeWPvfe5t566hTAtR1mpvdbrrrp1h3PP2eec329/J9SFBm6329E0zdyQlO2WUs5hzLdv3551OqXw76eRKAWmqYlSsO07jtYniKzjQ0qMkiyym19p/EIIdF1H0zTcvH2LWqVg68Vikez6M31N+33YeV3XbLfbRLkbR/pseKHrRA1cLpdokVCpw1iDQ5qktZZxcqlprAxaGZLUKlCpiigS91iIiLc5QkHk5iWjKHXdXDAw0TkrbHQ27R8puXHzZjKjEH62r/feJxQvm1z0fT9byst8LJxz6JyVd8E5UUmC8+lvCJwPmLqarfQBjo+PWTb1HKZe1zVd1yGlZL1ez8hWjHF+fLVazPtlszmfTXCCS3q0GCPTMM7NYFs3OBeIzjONExJBFBIRIy4EmkVLEKkJCoJZA1ga0DvD5EtcQGmIpZQzJRmYj3td1wxdP5vBGJXbkbA3DJJGoqW+gL7thh3DlALpfdYaFqpvMaWpqxQFYnTNOPVEPDI36XVdJ/fVEhEQa9brNTdPbxOd5/jkBFtVnJ2dYWOi/hqXzHSGcUwIbp5/BUkv+7tQl7fdSAjQasPpbgt12ufORtbSwCOT4404dIG5HJfjclyOy3E5Lsf71xBSRKE1IiiMFygiu80teNNbeN6znsm3/sD3ED/pY3nGC/4pt68o7rtxP6tWIoeBD2iu8cN//3tQW8v2372Y17/2jXzqNz+Xm8cVz/rB7yDgic6ysR03FgNarjk6dVRC4YxEC0N16rDW88dnN7nyqGs0rcP6HktgtT5mWbVEL5FecHK85i1vfzNVDDzhAz+QB26f0Y8e2wdUVeO0QDaBymTTg1z4XrUK6SNnMiCUYek0ETitPL71iChQtwdOtjAta6wSSAW9nejagHQDJ/oEZMVuGmiODWG7gSAQYomdQIaeqCQbBauqRXSJUhgbwQPTbY6qKhX9PsUCeJ9Cl733RMLsyChjXn23074x0ordbsfJtasJCcgFe9HonJ2d4b3nypUrsx6MbCpRtDSFNum9p10sUmF+vkFEkNn8Y85/E4ly1u+SKUdpaAr1r+u62cQEkj5psNOMYpQmz81NTLKDL2hWKvxTTtbR+mSOCpimCU0KS4ZU2HNHAb/tdizran5PafRMhbNZszUMA8vFgiG/b9Eine+2c7NSNTUh0zeVUuxy2PfxcWoOi1Phrh9plwt01p6dnp5S13WSGvmAiOBDonPOCBzM1Mnj1ZrdbpdeIwS6rtL3PjpCZ1OYrusQWlHLZKFfVRW3b9/maJUs8E9Pb88UVIDl0RExRrbbLUJKjo+P8Rl6iTHmgGedaHZao6NgGgZ8jCATepQadTHTaEuEQ9n+4m56tuuww5gz+sRMdYwxoVG1MUQfZ90jUV6gy8aY5tLQ75AIrt51jdPzNF91U6Mqk2iK3tNqhR3GC01/+bnsWxv2bqglcmBG9DJKtjA13XaHC57VajWjzWWeHR0dMeTzS0rJdrtltVrNyFqhznrvceM004lnvaHeu0YWPVppqD3peYvlkr7vZ81emXeH1M2iOy3n1zprOPu+nxdoDkPFm6ZhmDxu6DleLjkft6yXR4z9gAyK1Wng5d/xo4lC+RHysnAAACAASURBVB7arxjjn6mUu0TgLsfluByX43JcjvfzEQVoBEmRYrHDhn/yj7+J537nd9E85Sm8Uzjqu5Y8cOtdLI/XKOe4drxCjxJne46XRzz/h36Q7/ipf8t96yXP/s7/ifvEDR539SouCEJdcVQZbOzo2pEOiWgXtBLqWqF85K57rjD0E1cbRYiGrYBpsrjtwNFqiYmS7Y2e5eqEnej5vetvZXX1LqIWECaCmNBLg5RQ2YgGJj8RpODGSqDQxO2AVIFbVabFjZ5FbOjcORtG4j2aVgviBEFVDKYm+ojwI9645BApLb53mLYmBsEUAqau8ZOl0XU2ftAE0yGkgACtk8QQObdnLBaLC86MIQS0URfs3guiUmh9R8vFPucpj1IwF6OJ8ve56BMSLWTWwu2Dqq1ziFysz7q3ukqoTpUar2AdV69cSe9/YIRRUL5CQ5yyxqfQApVSM1JUitVCudtsNlRNlehiMRABU1Wcbc4v0C2NVkQRcvMXcN4hFSyWaXvXapm+W96WutpTMwtyGbKmrFAjS15XoXsGks5LhRQWffXqVW5P04z21XXN2KVGeL1eMwaHObByl0Igk6MHMSRb+vUiGWGM45jMO0pIdw69DgKmacTEhDBtMjrovZ9RwbJPS2Nwfn6eMth8+l3lhmNGHDMaWz63NBmBiG50Qo2co9YGl491oRvqukITLwRM3xmDYIxBuEBtKojg7B4pdi7pNBdNS7fZAQF8mPWbxhgIARElVVPhMzVYajWHdp/npllKicyoWjEIcc6xWCzY7XazychutwO1j9CYg9gP6KfOOfpxQBiFCmlfeJmQUGk05+fndOOAjx47pIWCtm0ZpiFTIDOqrCXWTigpCKHAWqVx9fM+6PuOuk6LI2XuICV1VXF+fn4h626mAefz6TBXsTKGzWbzblEgpcEuZjEhCJZtw/Z8g9eB7fkGESJKVlibXSgfAezs0oXyclyOy3E5LsfleH8eEYgCFSASsIC5dsTRvfdw9YM+mJvXb/ElX/E/8uDpg9xz792o3Cyc7Truu/4AylTcd987uPYRHwL3XGMnJXK55uTeqwTl6fE4pdBBgo3IqkZWFa3UVJNje3qToTvHDR3rq0tOx47tNKKspBaKRd0gImy6Dc1qQR0Eu1tndOebhCp4i5cOVQW0goqI8AE/JUpeULCJE6dxoNOeUTg6LD2WyQ9I5xNtS0fGtWajLL0fmbxFClAuooShH0emscMIiNZhvcAC0QeC8ESliUpSAZWMGCOQyhNjsuO3k8dnW/5DTVRpOorzX6GFHWq2yiiN36FVf0EVDnVDpXGZPyekhouMMNiQTEeKrgmYEZPiKimlBCkuRAMc5msdvhb2od6H4d2HmWSlQSjf/1C7VXRRpYk9NNooDUuhhRbUonzO3r1yTz8sVuuJKqdn7ZKUcrb5L81O2b6maRIqdqAxLPtYSYP3McUbBAgevI/pZxcRkXk/lWNQGuzD95l1cHn7Y4yg5Ny83nnMvffYMenfjNIQ9lllh9t4qJ86zG4rWXeHDU7ZF1prhJQM45joe0olZNc5xmliyvu2hIybnCdY7PyNTL9H5+fjd6gfLC6N5bOFSv8ONWeV1hilUUImO32x/zswP+9Q71k0loe6xULlnXPdZEI6UTIhbUohpKRpU3SEkHJ2ezzU95Vst2Ic471HCoGScg4AH4eBGALBe5y1CJJxTcwxHKUZtjkcXSvFOAyE/F4l7sA7R/AeASkWIR/P8r3LMSyLBiVMHfaZeOW7K6US0qrUI9Z5XSJwl+NyXI7LcTkux/v5kD4io2fQniDgVn/K17/o+3FbOELxlz7sg7lv4Xjng+9ESEUcJ6p2weqea+zw3PW4x/JlP/B8xuURz/uub+OtwwOoRcAHxykSi+HKbqLdSfx6RUBgrGbTn2OP2mSvf+OUajcQ6lUqprYWGSdYNWz6HrGoualGQuWI3nPv0TXWouH+2w9QrQ2jsky243hxjENjrcP2W9btgtqClzBGhyBSx0CUAdEqJrlBRkFFRQgNsm1g2qKVpjWCLlh2k8GHHW0MEC2iWrJD4jxUOGBkVII2SFZKYbRgN3XJaEAYZG3wLtKqlnHsZ3fHYtVemp+i8YGEigJzoQbknC1Bla3az87O9m6D7HU4Silwe8OLOew7F/yTd0k7pJOjotaabhqJAVRueLbbZP1eGkFIzVNx8Cv6oEL9JPi9U1+m9zVNMzckpVk9NGBJTUdCk6y1bLdbYl3NzojOOSY7UVXVTEPbbrf4cbqgOSo0NpsRzcOingNzE+cck7Oztm7YdsQYeec730nbNDNydGgeU9cNXjC/rjR43lpUIGu/PE0DUkjI1MtSbB8aXhSXxpCdG/u+J4iUqTdNE7FOdLmCwi2XS6IPaLUPsY4CTG74SzxEaZTK/wNp/2upMBmp0lrjY9r3o7NUUTEdxEoUV9A7m7DgPFJC3TS4GMEFpmCxLtFa7TQxWTcfYyn1hblop9TQkhsuodQ8d5bL5Yw0usnOyF9pMkvDu9vt5u9W4jLKeVHOoTLXY4zUxWW1qjBNOlf6vkcET9QSaQzVAd21zI+yCDI3hweRD4eLJgUpLIguJIRtIcWM2m663X5eWst6sSQ6jw8BEeNM7Sz7SimFzY3Z4bwpCxZlAaKuW0RMc6YPScOqxN785pFwoITLBu5yXI7LcTkux+V4vx8xenoi0QECrq0eg5ICL5Ir5Rd/z1cxdj2tENgQaE7WuBDZIfnyH/ynCOvphh1SN3QmEuWIDjXdGKikYKkFdvD0YWJJwAfPID3CaKT11MZQHZ9gpEL4hJ7UC4NWKTzZVBInIn0/YscJtaiwMrAZNuhWU9ftTLurzIIxjEzTxOpoTd/1uUlK1D2tDN4lTYzRGpQBF1CTJZ71xCoSrGMSkqFLzQP9hrquqLXGuVQhraqKyXmEj5i6gskiomcQASE0yixnDc3RaoVzIZtBaHa7HVpXs74l+EhlUmFq3UTT1kzZWn25WiT0oKkJGT3yzs52+jEXg2dnZykQXAh22w3LZsF6vU7NUaZBmlzsipARjWxsMTg7N2IiRKYo5gazJlEGnU0GH8fro1zYghKa4CJEQVvVs3NfMU8pBbi1lnaxmI1ThnFEVzWL9Ypbt26xyJq8I1aIyWP7ZIKxaNtk165T8d6NA6vlkjg5TFUxjdOFhqfJTVhd1wQhQeiMliT0LNFNk/V8cBHnAm27xFoPQuF8ZLKJSte0C6IPRA191rBZO3ByvMSNE4MPmKrGTQm92fVJF6hz1EPRlZ2cJAdWIxVVk1AqVZncSGiUEEz9gBGSXbdJ1FY34YaeZrHEhYgjMHY9V65dZdPtaFbLRGX1MiGpch8fUTRX0jmqRkMOdy7ZbzGSGhlnaZqGrhuotKGtV0SXmuDGVNhxwhjJICIQCG4iWodUFdNuRGjF4FzKYbOBSESw18ZJrQjBgY6gA8JHfPA8cON6aoYqxW7s0LWmG5OxiiYvNCiJkAk9FUTsMFCbChXg9MGbCeVSEmvTMd9sNgSRQuXHcWQ6yDQ0MjViwy416+MwsLx6legjdrJIkpmJ1hpnA21lwItkFCQjNlNT1+s1IQQ2m82MtCqVtKmPedRjOD8/Rwo4O73N3XffxQMPXCcuFwgRcc5yukn06UKpdNGDTAs05+fnNE3DlJvYRd1gTEImo4g5viBiw4TzPUIYamlQusJ7i9YVSkomP4JUCSL+C9IoLxu4y3E5LsfluByX4/18xJIiwP7/XkiQie5zPgxY7YkCbHCEGBFC0k07pnqJiLATlkVbJSdBl7QkVdWAD0gfCFrQHC+Z/N6I4fz2KbWSMCX9TzcM1CahODqbaoxj0mv5bDqgtQaZTCmkUigRZ+OH6N0cKuycQ4VENzJNTYwCFQNSyH122eTmxiX6gDaGWkmGjN6MkyVEOFot6aeRbpyICBQgpilpfKRkt+lQJlG/Ju+Q2d1RSrLTncNN44V8sYJqVVWDc9OsJ+vtxF133cXZ5hxIRanKDYHPFvqHJg7AhSDjghQc0uqEVjPKUFUVyiWKYyAmk5JcLAohsEO2k88ZZiLT8IourzRn2213wapfSsVus6Vq6pwlxwWUZJommuXiAj0UmO3S5wDxjCRZa9GVmY01yvsJIfBFP5j3Ryw0zIzaJcSpweP36J+uIUqkSCTAxjR0WTN0p6Omz989hECYAlKKFJthYXt2PiN/SikW6wV2GGc6JzBT80pDW9f1nJfW2wlpNF02m5GRRKezDoye95kxJjdYHVInZ8koBbrsmxw1UKikJTZiGIZkWmMqFIJdt5tpfYXWWRw3+75nvV5jVEWwgX7Xs2jrlHFoKoQWmJj39RSILtK0ychDVBrhAqO1KKXRArqhny3vC32zuDIKIairakbWSpO13W6zQYrCZbpoledbOZZSyjmKoN91mKMjnJ0wWhP9Po4CU81B4nN2nFJ0ux3jMCQUTykEsNulIPpHPepR6TOEBqaZotq2LSo7eGqpsBn1JUS67W7e5qNsUjOfW0px/fp1pEoLY94H2rZG62o+f+6M2WiaJtMvK8ZxZLvdcnJyQmRPC5UkxHppWkY7ZZQxIaqTHRj8xN26TR36IzAuNXCX43JcjstxOS7H/8dHcRSUJlmgF3trpERoNYcFF7pQKYKAWR9TiptDnc9h1lnRgMFewD8bLhxQnQ6blKL/KDqW8njS15hZZ1RoUIVqBHsNV9m2QwpV+ayq2rsdLhaLmTZ1qNfSWmPU3oQEmBvNst0X9E95Px3ql8r2F70P8G40suPjYxaLxbzvDnPACu2s7JtChzvUzNyZrVX2R/nbYVjyoV6qbFvZ7qK5K0VzKdQPv//hZx/mnh0e80IbLZ9Z6GjKaJApgLpEKBTkscyFsj8PnQiLVX9B41ym+JVmqsyFcnzL38pxOrSmL//KHDz8/+HcLHOt/K28bqZv5nE4rw+1amU/H54vh1ljZV+V71fcCw/n2CEttTSrTdNcmCNSyjlYu+yH0tAfUmLL8SrGOM45drvdTF8VOi0eBEFq/qXI8Q8CU1fzvrzz/A7WzYY9h5q2w9w+51I49mE0xuE8Le91SHdUQl7QgQkhwId5H5fzp3y3Qp0t5115TZkjZZvKOT9NE03TzA6uh8eqzLcY4xyrIbO2rtAwy3Patp1/L9tW3qcs3BSKZDmuhSp65zlcrhOH15jyurquH7EG7n2CwAkh/gbwfaS88R+JMX7n++JzLsfluByX43JcjssBwUcCqWgI7JsU06TiMThH1dREkcJrpZTJEMWGGSUZxxGPYL06Sg3A2KN0bsgqMxcy3icdizlwzSuoDZDMEJB4b2fDC+dcoqll1EKIHHRbmhVriVFkB8h9NlSMyWp/sVhcCAgun1uKUHlQeGtlqOo6GVrkYmqxWBBC2u7tuMXrZD4BXEDLAj43aPvCuiBbh1lhJZus7LeicyrPESEm18tsjx9jRJHRnCkF/tZ1M79frQ2DTQU0mdJotE5GDyT00Ys4Oyf6jC6dnJwQDqIIDotnYN5XsNc8lebNjdOMGBYziKLhK9+5FLelgeq3O6Yw7jVBQ7aqV3LWs1V1zcnJCULJuZE8bH58bj6SM2CirwnvqFVyN7TesmxrjFGM4z5IvRjIlH1emjlTmzk/rWT0FVdAYwxGKqY8D4tur+jXnHNzrEPRrJ2entKulrTLTDGN0FQ1tTYz1dU5h5ZqNoLpxwGh5Ix+HqKWxpjZpbHM98ViQbfZzohbscgvOsPilpjomhcNdUpz4bNTp1CSpq6o24bT03N8DCij8aPD1BUuePxoUWqJ1Io+5/LF3s7ngHOOrtsBsFwuZyv+YRhmDWjTNIlmms/nYRiTgycCIeTsfrpaLKi0hozCTtayqBqkViip6IZ+zkssGW/l+Bbn1WLOcnRygreW5XLJjQMHyCtXruC9Z+s8dhjmpp0Y0UKyWK33C08IFqt0rId+ZHW02i8q+LTIkSiXdm72S/wHcMFFc0blDnR+h6ZBbdtiak1tGlznGMJIlZH/qqoQXrz/InBCCAW8EPgs4COApwkhPuKR/pzLcTkux+W4HJfjcqSxWq2o6xaizG58NiMDnu12yzAMqTiXUNWGqi7W7oHdkFb9tZH0213SlOTVb0j0stIYBiJtu6BpWqRMhgdVVfPgzVvYyeF8QGSdTIyCGAVtu6RpFqxWR4Ak9SgKIVLDabSmbRqW7YJKp+ZDS4kSAgmzUUBZsS+FbNM0syHIOI6IEOdV9JLTFELStW02GyQiuQRah2RvBlH0Mpvdlhgji8Ui58D5OXh7uVyyXC7T9wqglcHoipPjK1y7ehdCSEKIjOPEOE5obbL5h8c5zzhOVFWN1gYQaG3m7RE5ZHjseoZhSHS9UsSyb6aiy81eLq4VAj/ti85DlLOgpRfNPlqs9XgbUMogpUZlz8Ldtse7pC3UQrJepBDtqR+ww8jUDwSbmoimbTFVBULgfDJ9KKMco9FebAQLUlEcNGMInJ+fY5TmZLXGW8vY92gpCZNFZRqtlgolJDaHTNcmhVITIhKBlgqyyYqfLCIk5EqQDF2GXTc3FhfRPzdT6iChlFevXmWxWHB8fExVVazX6wtodPkOpekujbIxZn5dQc4Ugug80XmCdfTbHZXSSUOam3utFJUx8z8lJYu2RZAom1IIurxQcLRcpdDycURqhamzBX67XyDohhFVV5i2oW7bfT6gTlTm3TjgM+WvGPFYm/Z1aRYPDXGEEHODulqt5vBq2CPWjTKIyHx+6jznhq4nuHTtsZmuHH3ad23d0JhqdnYtcQhlP0/TxG63mz+/PKdc56qq4saNG/R9nzWfx9SmptIVSiiUUCyaBSIKggvpvKtqooB2uWAcU7PvvWe1OqKuW27evDlfCwpSd3p6eqGB3e0SLfPk5OSCcVFxYT0MVu/zfhNa0XVpDu52O87Pz5MG7hEY7wsE7uOBN8cY/xhACPHTwFOBP3offNbluByX43Jcjsvx/88RI0gJzqNMhZ06euuZgkfVhkobGlMxhVSYR8EFWp8QMWnXgiXIwGqxgqjnoq0U32X1ue97jDEJbRAihRED1vuUq2X0rPvR0lBVe/1UQWwOkSKlFHVuwqZpImb6lpYKZMRHqJqK0bt5u8tKe0EqSqFV50LbE7lycpVhGvPukUT2NuISwbJdYMdpLsQPjTXGMTV/db1HHLuug4Mg7+KkB8zN3zRNc4h2Xde4IVPpQmSchvm5hIibLDEEfEb76rpmGqc5eNuTMqeKZkrGdNyE0kwlSywkY5QHHniA1XKvaSqNeqGYjeM4N3fLdkFtKoSSKKlYLZZsdlvcNKGlZL1aMbhx1o+N48hqtZopoDMltjLze5bvXUKylVK4bAISBAQB/dCnTDZAVQojk7OmUXoOBm90hfCRqUtmGH3fszpaI7WZTSnKvC2fWZoGZVKW3mq9Sseuqthut7RVPTcDhc7mvef4+BiA4+PjucGPMXLz5s2Zihdj5OwsmVpMWT/nxomTa1dToS9kcn8Ue3QlhMBdd92VKHtdx9HREV3X7QOkvZ/f//z8HHWgTxyGgfPzc05OTmY0rqBwMqZFifV6nRw03cg4jtSZEikmlemG+bogBf045AWYgAh+pqMqpbBxnLdrsVjgJkuV5wsyURyFSEHpbVUTnQchmcZxXtgIzqdFkKyJc5NNgfP5Ow3TmGMuMmKa0eWjo6N0Tamruekp51VBaouj6aJpk45RyKQzRDD2w7zt56dnqcFftOx2O46OjoC9O2RB510IRKWo2yX9ONEPuzSfBEz9kJpEEupW9ImwRwRLyHvJvCvI7zRNKCHna9PR0RHd2KVrSdXS9yMxr5OFEDBCsGhaCI+MDeX7ooF7LPCnB7+/A/iEO58khPhy4MsBFovFxz7xiU98xDYg8tAB5mL+ezz4GUQ8+OPB43e+7s7H01/2j4gIQQgkEWIkiocPUr/zL/9ZgOodLxIy8/UzVeHdP0TkL7t/vcjf4cK2xvQfISVSqvR+D/lV9rBxWifNmS1CEuNDT9BD/ULhlt/xDER+3zlz4z3ux4fbc+/pLxffL87PvHg8323856LeD/u2D/+90nGKDzsPH3bE9+pZD7EZD7+33v0z3psNeqgn5RPtYfdjpvk8xBMe4l3ewyfvnyEecgfGeY7Pj+TCsPz/YT9B3LFtBxuT6jkxf1ZmE+2vMQ/1dvOb5OfdOddj2O9JIdJ3i/ttjjHOH1R+To/n/RDzeRDTXik3mof8RyT4fXF/aOKQDAY0bduksFWV7M4vnEsP/eNDjj/8wz+8EWO8+8942uX4c4ykFZFIIlomQ4hDDUtA4GXAyDS/g4B+GumH3VwsdmOH1inTTQiByBVh0aFIrRFKoWWqSrxLkQZaJ5pWdAGpBS5EKiGQQuGDZxoTTSnNwUjwEa1TwyWkIEoBKocfB4+PAVNXiEy/E9n6+1CLVwri0kyVuVp0M4n+lZqoonPzmRI4W5FnBOdQV+PcmJEsfQGNKChWolo2uQZLKKP3EUjIZwwCKTQel5sOgXMhv1dCJJUyxOgSqiSTrX2h7zWLFuE9NgcRl89NTpie3TDQVnVqXqyjNtWsUSro4yHNrnz3Q1t3k/VFMSYUy+X7tdaaOPUIQEmJygYTQmvGYZgNLkqBH0JIxhM6NZaHBTpib82fwpfjvN+rKqEvm25HxDNNAyImypz3jiAjQkLTVHib6L9aa+w4UmlN9B4JVLmRLxRYKdKFdxxH/GRBpaZdSElgH8wcQkgGFHmBory+ID4hBHyIqZbL+1VojcvHSwhBzBb2MtNEJSl8PGa0UUBq0p1L4d6lqcgoTwzJtv8wl64sapT5VmiuQihiNhwK0c/h8GXeG1UhsfPv5T2IBxlm1qFMovAWWuuiSY6YZ7nJF0JgJzsvkgSRGjWhNN46og+gITif9msEneeSJFH6YoyYuk6IMSC1QhvDaCfIZjw+hvmeVe55d2rdyjle0NsY4zzPD2nbzjmG0Sa3xwCT9WhTI5UhIgkxxSZMZY5XBm0rkvOko2mr+TPLOVIWQ4qxTZkz83Uwn4+Q98UBumutxUaHVlW+diRaslYC0xg0+v1bA/fejBjji4AXATz5yU+Ov/i///JDP1H8+TtVHwWH7NDiIpTezuKkROWD6YVGxYAXEh0cUaRTNuQKRB7s5/RYwEcgSkqzUWo4HQJeVigs4Ajx4WHSO5uX+F4e0Pf0PKUFlYKzzlPlIyticipT0aHwjLJGxJD2TpTIGAhCIgh4oYGAjOn7VHXNOFqsHVFVDQSICkRugYVFxYASmmkMSJlWca6fW66sW7zv0CKf1lHSLFfcvPkgR8dX0ErQ9VPef/tyT+SiU4tAUyuuHp/wtpun+Y8BvEPE/b6T7ylQIz40Q1gIvf+b2Iu6iRJEEecevu/eiSs9Xt63bLcnKjs/d3+M0nMP54E4qOTvLOoPi3fHw88ddUdzrObtkPN14UKfftC4PPTjQLTzY2U7RIRIeTzOL5oXP2I1nydwx7ki3fzYLPgX+fcQ3+3YxJic1qTOGpqchRNDDkMN6WLvYiAUYXmm0Yx2SIVcCb2NYtYAKafwRGL0803A+QkRIjrsHdhiyIL8vAgh6+zAVm66+XuaXOwlWg25oEsnm45Za+EdSmukqRD5Zh9UboRCbrgyhSatyC7p+55pdHSTpR8nxmFi8paz89vziuDtA+e+7fkOnw0KhmGYi44YI25ySJEydaKQRJFMB2IA0x7NGpGy+lzoH6ZqqLRJduR51b/SBl0ZHvu4u/HTjuVC8ZSPfxLHx+tE49Fp1fbOxrMUxHc+VsZjH3Pv27gcj+gYB0vQIJSirgx122DHid12y6JuqE2FrCURz1h0Tt7ihaJpqtmFcBh2KFkli2ypsjW7JbCnTU1xml0PTZMaxdVqNdMWlVIzvekwyLdQ0ErhJqVkchNjdq9ESnZDT/BxNnnYbDbIah92TN6OQl8rn6dyEdX3/axDopEzgrZYLLBdl5CLtsFNE6ujoxk9qJt6pnIVFK0UZrIsZuaGyMdA27b4mLLYDs1gSpNijGHRtMlNMJJMHnxgmBKK2dYN1NVsNFLppFWUCKKUYC1aaVxutAKpCatU0nVVOqEpXdfNqGdBOItGq+gSC4LadQm9uHLlCgA3b99mvV6jc6O62WwY7DBrxYp5Rimou67L1+XUFEkhWLUL2qpmYWq6rmNZNYxRMBHm618qxveGJUbtDUb8ZIkBCBGsR2Xr+SE6uq6jkmamtd6+fRvvPev1OqE8mRrZNDXuwGSkHIP1ek2sw2y0UuZOsZofx3FGLJfL5Uzf01qjpJhDraWUSNIcL0hkKfhL06xlvu8c6KLGcZzNakqDXuau1hoZYVE383mxaheIEOdjulqteHD7IHWd6MpSSja7c+599D3ZHn/D+ekZR8sTghSMYULEmNxKJanpmhxapLgRJSRk5FOJFALvYwApONucMw3jvG2FOlgQqEKhnKZEZa2qCklqYNxkOVqtUUYjtcZ6h1AS65N5ihPpOhFCYAqJIRDd3kipUBcPXTEXiwW1rNieb4g+4CZLb7uEnmbacVPV87VmtVox2InJWRqd7sNBgNDp/jf0PbUxGKOQWrFoa87OzjCmQmYtY0He2ralGJ8sl8sZ2S6ob1nEKA1dCS7fbbYsl0tund/OdUfEOZ8QVQJKKqTLoET4izdx74sG7j7g8Qe/Py4/9h7HwzcmBwXve0BiDl8ffYI37eSp65q6qujyhVsbybpZ4WNgHCx9v6FetGgl0VXF2ekmnXAkIedkbboRtekm1m13XLt2beZxL5cpn8RNlnqxZFFV3Hf/TZrlgko9/AEqrjVlPDQaxQW3nzv3wTRNnJyccHZ2hjSaOI588sd9FP/8J/8jH/rBj0NFx13XrnBrENj+jKt15A3Xt1xbGIbtGZglJliGENAh8Hee9ZX86q/8AlOMMFi67QYhDO1K8IY3vJGPfNJ/osP9FAAAIABJREFUxc1bPVJFTNWijYAYCM7zLf/4G/m2b/9mnvMP/hFvu3/gp//dT+TslQEtU37JP3/B9/KK33gZ//rF/4Gvf+4/5EM+8il8+d99OpsxuWYZ6VlUih/+0R/jBd/3Qt746t/jrnXD6gl/mZf92q8wDQNtrRAEtNBIIQjsV6ru3E8yXiwWyjzRJqETISTx/lxMIPA+UXsK1ahcuO90L5NS7x3LgkL6JJCNeRUtrSzLeSVuLjS02AdZFsrCwXcoqzzmQEBfVqLmuXJg1RwCaG1wzlPXCus3+XUHjmIhvdYYM18z0spusY9uGAcx6wbK/vDeI1US85fH04JSdi+T0wVr6fK+6WZvZnpEXddst9t0jOuKfhguOOGV82EcLX2XbiLTMNBt03fZnp+ysWlVfl5xy25dAMEKnCsIEwRSISiE4NzZfDOL4FPjQgxM/cRar9HKMDmftB9KIFC4INj0ktXRmiDg6CTpIE6uXuExd1+BkFY6uz7RKmTW8Yx9xdvefl8yIiCCNjSrJFyPYypmtVToKMD5DLJ6lI7suiGtGEpFN7qUU6RqkG2mUXm0vjKvEFbiUTRVmj83NzcAaOtFKirqdENs71nSDT2mabAhfUdFi1ACB9ze7F2+pJRIl2hIJfi1rRvcztG0mhuvu82VI8VHP/kDUKolkubPIUJ3iGDe+XP5/XK874aqDKYSWJdQp2EYUEImXc6Urk1uciwWTS6mZaIz5kLKx4CuDLXSSPRM3yuaKmJkuVymVfKMwG37DmMM3dCz7XZJj0OiQplsalGs3LXW8/ViNtFwLhmoaDUjYj54lFC4ELDeEwAR926Upbgs71EKKJcLrLJiP00TPs/nci260i5mA4aCthQEpGrqueCC5Op5uMBRnlfmdaFRzdout0dAUiNgMUrPtMrDZmjWUtmRKV/PEsKZ9lO5PznnOL56BWstZ2dnKUesSts59ImW6a1jtU7H5ezs7ILj46HOyWQUpugZrbVzoVq2L+ZFsFJUF3pbKdwvnMc+IxpS4cfsJOo8w3aXaL0qo375Hlhor6vFktPTU/Ro0HWFn/J2iClR9BYLdm7CIFKzZMS8DwvVtezHIdvOAzhr2RbTlVzYE/auq1Gkmi5RD+u5QSnNgjGJqqmUmpdvD6mysNeTlXqgzIm9y6CgOqBIlsbt8Hq4Wq2AVL8ZqS4gTGVxrTSFu91u1vqpXItUTc0wjggpZ6RaZdZTU7U4XFqYcUnnebRaQ/Dsdh2VVEy5lijo7tnZGVXb0J/1s26yNG6lcS6mKt77hIYjZjOdqR9YNA2jtQzTSN22TMFRL1qET/tnGMe0GKoUo0vHotx7ygJPWTwpc9VayzD0TMM4G8AUimSZ16WO6seB0U77BYvKYH0ybRIiNdZF1zZNmWKc4wCKpk9rTZRcOD/TokfHNE1zXmOZD6Ux9zYtlHRdR3Ae0xgW+b5vjCEKR9tUeDcx9RPTVLTHf/Hxvmjgfgf4ECHEB5Eaty8GvuR98DkXxuFJVjpzLR1VlQrJInyMQqN1pO8D3TihhEdKTZh6zvpA1TazILZt2xleN41BS8Fj73004zjSbc9ny+LN6f0cr09oFgv605vUdYNplmD7h9/GO5rRwwbk8Of39Ly6rmdXL1032E3H1VXDT/3Mi/nWb3gOAtienqJWj8aYioUZuHLPY7h3ZYjTMZNc0AjL05/5TJ721M/jF176y7jQ86hHP4Y3vPq1vO4//Q5PevLH8TFP+Rh+4+W/T9/vWC5PCHEkBMezv/Ired43PBdvI1/zNV/DzZs3ed7zvoHNqHnw/ut84id+Aq9/3avROt8Ybc/P/PS/5ubpKbY755u/+Zt5xhc+lWtXHsP9199JvzklqsgnfeLH85qv+Gr8tMONkV/95ZfxjV//PCKO7/3u5yOCIPhE+fJx3+BeLBAjw7i3872w+svmwr690xI3XYiZV1+FUHMzNVtJSzPfVIRQKJUKgslO2e0sEEOWp0wdKJ0bRpUF/ALP3sLZhb0tsbWepqoRMeJdwLv9imKiutm8remG0PeJvnPrzKGzdsHa3fzexa3r0Mq4OHSVv0/T3na63NSSa9w2b5PF2bRqWcTF1u/5+2lFc7cvVOz+s4vGpO97bp9uaNf3zvu8NLtSSprlgnq9zEJqg3crtJBU1TUW6yVj13NybUHXdbTTxHKauHnrFmG1pGqWdN2AdR6pDJDyeI5ivmHGyKKuOD4+pqkNU9djz8+JUjEOE6aueODWbWIU3Lx1xtHVuxMiYS1TLrzOrgfuu/9BvB1nNH6abtNWdW76K3Zd4MrVe9n2HcJphq3GE5G+xqiUU7No2mQQISQieMIwoNQRIUoICisjHg0RvCuLDxo3OJLpgwFl6Kc0H6rje9Iqv9RgkludMprBe0Tb4jI9LQpHFIlSmc4VBUKBUlg8koCQAk1gCI5pTKvtfec4Wp+wGbc8eOscx6NT1pG+jBH9Lz7upGMLkVYtZELmWynRixZlFL1N+q1h6hIlUkqECJzvtvlaENHSEGVikiifrgfKGLouufJVVYUf901L0YmV66TORhOLpsYqydn52RxUrGQKmi7ujtMwopUCJLLKRXAIydQjghstUqYiu+97+jGhK+1ygTZqNmCZ7Ei7KO6NmdokBUjFOIwpTFhI+s2Wpl1C8NRSIxB0NluVa4UhLYCUZkYiaOuG4HaEANYms4iqqen7nmFwHK3Wye3QDYy7MaF6+fpaaU1wiZVi+3F2tPQxYKNHigqPIEhoG8M45gYsBnRt5oW6ydkLxg7FWXEYUtZeVdeJcmqS/cgwjXiXWAp2sDSmoa0bOt/R5PrHxoAkElRyED3fns3Ht9zX0hqypNZJc6WCpK1aTF3jY0DIdI+rjCH6QLVMjqBj3yOUxs26yJio315iTIWWJiGzCKpmQZAKG0EJxWp9zGazQRgDUrHrOmQIjDY5RPoY2HTJeXC9XsLBPSp4R6UVkYCRBmEUQ78DF9GNoXc5ay27GlofEjtLapCJkaCMQgXY9SNITdUk85rtdotQmWq461LQtPd4KZExNZbjOKbMuLzYdb49m7VbxfnSDiO9S9ft6JOLo+2S7f2yWrBYGrbbDYumpdumAHk/eqIV1FXLol3joiEA1nl8GHF2RNBgpMD2I/hAPJE0iyWDHTC6ziY+Y9I4bnZ4mzR8waV79bJp8dmQaAieVbvIDdOQWDhKoivD6CyboUM3aeE1Oo8MMjFJjEkupjYgWgV4YkiLx2OfzD68tUSZEFudTVL6vs9UV4lwEqMkfkpaQi00wsm5qZXAtSvHeDuiVMr5C6SFgq7rkiGJH1ldWecIhMh61bI+WvHggw+yWq2wwdNPPWhDrWpciCzaGklC0SdvqZqaumk4PT1NMSAIrE01UrAOIzXDrsdPjsUiGa/4KeX0tU2TkFWbnGCVkEgHpgK8RSiPEDUxKNqmZdra1KT8GYqd92Y84nfgGKMTQjwb+CVSjMCPxRhf+wi993v1vPV6yX33vYvVaoX3nje/+c186Id+OH/y1reyuvoYGnnKW956xl/5q5/C7/1fv8pjHn/C1VXNO99+X6Ln+cCXfNEX8xu/8Ru87U/fzmQt9anigQdu8OQnfTS//crf4tM+7VP4uE94Cs/5uufyuZ/1ufzay17GVz37a7naCJ717OfwhV/6LOr48CjbnYjRezsOX3d2dsZqteLlL385n/N5T0U3NdfffoOPbFas12um81v83u+8ig//K5+NERHbbYjtBwARO4w891v/Cd//3d/Gd7/gf+aPXvFKFu2Srtvwkp97Md/2Td/Kt3/TN/DYex/NM57xdO6++25und/HannCj/2rH+HvfPEX8cIf+L50IgjDP3ruN/K/fP/38qQnfSRP+bhPBtWgZMOu8xzdveCB6+/k8z73c3jgHW9nqo/56q/4Mp76tC/j1gPvohtBuImjtuKrnvl0fvEVv8vi5C7iuOHVr3o5Dzxwk+d87dfyspf9Mu96x7uIHoSPBBuxws4rQ4dahRgj1sULKM+eM+7n1a6y2rjPzNk3JeWYled6F/e6ASmx1mcHNEFUaaXy+PiYtm3nzKIQHFJCEBKXdRKjD4SQXIpKWKcPjrOzs/RZPjKeuxxFywzlzxztUG5gycltGCa8C2y7Cd0mcXZZ7TTGXHB6AmZ74PLPe0vV7JGSIqDe7Xa4scHZyNnZjmlKF7S2vTchgkbNFMTlcokz6WZpjEHnFesjIZL4WEqqeuJk4XFhibCpoRzHkSATkiqaI66f91RDKiqcTwXM+XZD6G5QS42mBAVX7DpHlHcT9BF+UGx2W5Su6DcWD0ihWWq4sQkYJOtlze0zi3c7pmHguEkEXhcN460RGxcgFaGp2cWIbloG5xE2ElzS+UwjaNHMlEpdg9SpkVcxsm4q3BBoRIMUkuiA4LHC4oKlaiqGOBGDzyt+AvyCYBPyKrXJelRFDJ5Aj8w5UEqXxZxAZ/uM/kk2XZdWTUMq/KpGM449y/Wa8/Nz/BTTTd2O+Iz6RiIiZzhFkXUUJAptUJF61aRgV6OxU+R052mrwOjBuYJsS94DKeJy/BceiRLp0ZVB5Kak2HQXal+36+YQ3XLN08X6nwOUPY+i62jb9sJCV3m/tHhYzfbbVW0Sai8iPiM0ZSV/b6lezyvvMUooFEi1t5kv1/Byv1Oqmj97mqYZDZppeNrP17xDvUwoJiV1otiVgPKqfGexz/Ha6+IgkOZ4cHHOxtLZOU4JQdu2M225mGPETI3WUoFKGq4Swn0h2yokBMIFR9suUpN4QLMryN4hK0NKOef6FQMPay1BKaLMSGTc5/mVccjcKLTyQlUrTXmhoM5okU/0rpDlK+M4JkZArl+stXgbSHq+vVapLN7VdY0Lnm63t/QvLqIFjS0W7cUFcrPb0VQVuklaSkjInkTST/3sYChinLVvWmu6oU+MEBeTVi9rt8rxL/TUpmnozzfzuVCORzGpIc99Mm3SGEPE42JMtvnG4PM55YPFu4hW1aw1O0Rfyz4vdcDZ2RmEMIedexuYsJl6mOQChXJrTE1dt/TbETc6zv0Gp0ALidEVRknsJAnO4mIyg6kyTdfHiIseHRMqXGQKIQSm0SEkMzU+hgAhIe5lnpVIiqRfBJdlDGX+xxgRWqGDIlo3I7BlXoRy4ciLe6VeMZmNEw/mspQSqVXSBQqJliazYy5e0+wwMul9lt58zHMGoYsBESLBMp83NnhGZ2lXS1xM5jubzYbVyZX9Oe9SQy9CSGY7IbDNRjZJhhH3aP/oiFGgdYU6oNSGfL0odVWJRimxEyKCjw6jDNam5wUhqB+Bxq2M98kSaozxpcBL/zyvSbJqh6NFxxErNSYOhFghcAgCFoOKSaeWGliHlRU6TrhYo/JjfT9y9coaKTWv/qPX8rc//0t41e/+Fk/7/P+eT/mc/4G/9Vkfyxd8yXN58xtfzTOe/kV80qc/jR/83m/mgz7wCSzqFX/tM/5bXvGKV+CJPPurvpqfffG/58u/4kv58R//CSSKR11Z0dY1/8evv4zXvv5NtFXN3VdWvOY1f4TsbvDbr3srtalgGLOGL2mh/OSBQJAB/IQTDfIhzD7sNCAiuKytkTg8Bh0KjdsBGiMNbhwIY8ft69ep/MBjH93gJkt3es6RVrS1YLARM1qEnHBOc/P6da4tFIsmOVB9y7d+G0/7zL/G7c0Zq0Zx5fgqv/RLv8IrX/YLXL//ft70+rcwbLcoLG//43fxd7/0GRgNfhygFrzqta/jq//+V/La17+O1dHdrJqWv/eVf49nPfM5vP4Nf8of/qfXEt2Ot7zh9dx9sqC5eg/veNPv84CteUMleOM7zmkrg98+yF/5tE/n+f/sX/Lrf/AWXv5Lv8DX/sOv4/gJn8iNW/ehTeS3Xvl7ECQiCGSQ2Djmm1yGq0POyCHihJkvzjrzsqWUtNUKmS/0JbtHKYXRmqZuiTFTWaTK2oLkxlVX6YJctw27XcfjH/+BBG1Yn1zlXTd2vO4PXsc4vot2kc0DUHkF3NIPE0JrfJC4IIghFT/R55Umo6mqVVplrRdp37LXaDXNo4jZie3q1avcf/1+KlPjXCCGRMM4vnoFK5JDVepg4Lz3hC5psiYfkFHmXBnLXXdf5daDZ0RfE2O5MAkmm25ATXOCkom+J8Wj0UYz4rGhwjoP3mCamvPdObtYM00W7YpGZUTIbGctU0M4Tj3TNNAuKpxweFWBXsw0nm3f0coV0UakMkydJTaaRl9BXUsiahnB2ol6tcYFTYgCZaGOAtMcMQwOI6rM6weLo9KGYZqwu2RZrYlIH+lt+lzTLli2hk23Q2nDMJ3Ttg27zUQMFaaqMHW65nRsEaoCb1EqNeTOpuaqF4GRQG2adBxVhdKSsR+oZJVWO/uAUQrvBUHkxk8GTJVQOSEi1nUIYVBKoryi0hXBQ/TTnn42gXURiKhY40eBlgaFYnO7R1BxNgwEl6zalWgIg2PrSsYVKFUcBiNHizVnt8+pFy3SaCbvcGhc7wGBDJZh6NgNNmkKSPTdR8gN+XI8AsN7DybRvFymEBb6YKF5ld9LUHCTV4+BfVht3FNriw4H9kYgVZXmY2mk2kXNZtPNiM7cdGT7++KCeHR0lBuvPW0s0Zv8BU1RKYJmypYQ1KHKi0ctRadUru3WWvoIq3ZB3aZm0VqHt2GfBVZVuHFMCHMuzA4z3Q61T2WBLkaP9Q7b530h9Xw9HkfLcrVEa83Ob+f3KQ2D1hoXHBxQxQvlO22TnJvr8vmztiaPQl0sxX1pDtq2ncPCxzGhgIFIDIGqqWmXi4ykauyhJiz4pIu0NoW6h4ipE42sbZqk1zI1UmetVv4uQilE1vBBMktbNImCGFyiZA5dT5IMp20KxHkuHC4kpqyxpO/SleH69espD23o0/GPkegsUhTjnUjLXtPX53iLopccxzFRc+U4O5kWg4/kALm9sPBQNGnn5+czpQ644AwJqZZQ+f1t8KigIM/Lo+MjOoaMjGqOj4+zlmrvGlqYJQWl09LM2jGb90mqSSztcpFq1uOrnJ1tUMpCbhKEkqgQkEogZJrrR0dHs36qNKPT5BDeo6pkOjeMXV5ESdl+QghqY1LkRG6GnMsZiSI5O8oIbpzos8MjPiFUjUnaWGmqdKzPOsYQmLybG+ZhGJJBycFCQJn3UmbEDpBCUFdVmpfR48N+AeXOKIEQAkGEeX8mFHwAKVAmfYdl0+Zmau8GK4Rgu92yWCxm99IrV64wjBaqBi0lg0v6SJedMSutqSuDiHFGKo2pECHOyHeav9NsyJO082FeOOr6bo5hKNeY3dk5kkBdJ6ZCQKDU4hFB3+D/RROTw5HKoEg1dvyzH38x3/LsL+DFv/m7/NC3fy2/+4brvOSnfpxP/9Sn8OM/9+v8m3/xfF75qj/if3vxz/LffPrH8rO/9bt85kc+gcd9+MfyJ294M62a2A5b1m2AybPZ3uC8E/TjyAffteTDP+oJEBSECuyOD3jsXTzuwz+Et9/oOF4Cu8Df/JtPxQe4bTe85CUvYbU+5jP+u89kDBPDZuSHXvg93BoXXL/9DraD5ed/8mf5qZ/8IZ557VF81zc9jzffnvhfX/QvGLsRQs8UOuIUYJTs+o7Xvu01fOJHfQTy6gfx1te/jhAnfv6lv8wX/K3P50Of+ET++PV/QHQT3/UjP8MLf/CFvOn3f5Ow/kBuvvntSBGJ4gzhF2zOtyxWI/fcdcxP/Msf5YoxjARW9ZJX/dor4fQW937Uo/iZl/4qj1Ejj9cP8OYqcnc85/z62/DbgX//H36RT/7Uv070mh/7mX/Lyvd89Id9NN/5/BfwqR//RH74R3+Kxz/6o3nBd3wXZnXOp3zqc/nOF/0AlYaX/9wv8Mpf+48093wA/+fL/g1/+aP+Kh/zlL/NzXe9mS99xmfzjGf9JG9512s4WdY89a9/Bn/pg/5rfumVL0O+/UH+xhc+nZf8/C/ypte8ntU9H4b1K46uPZ4/fOMbaH/7dfzm697Foz/447Crlhf9q5/m1//vlyKi4B983Q/zmZ/9+fzJn7wF6Seu3X0F5wLntwecD1n75ekmi1gu2O2SYHw39LPwOfQeax2ybZPw1ycHKu8sKqSTse/HXOxEFs1RskiWiVdtfcrx+P377ks3fv9GjExIRQiSautS+C0CFwTIisGVptCggkJ6kc1IkslLHCM4SQgNGwcx6HTx1hWTmNg6gQ6KSiruux2hvYZVIAw4r1ELQScitfx/2HvvqEvPut77c7W77PaU6ekkhBAMiQQIPUCCGpAAGoqohBaICuLxVQTp4DoKUhTpCkoLcpAWkSIR0CBIb1INIX2Sac/z7GfvfdernD+u+94z8T3nbcf1ylmLe61ZK2tmMjN73+36Xd/v9/PNMEYTfIuSGVmmaZoCmer4UHIZSgmEL6grh5IJSkUilu92IPNRjg8CGwSC+IIUIet2WBVt20T1hRZXO3IjkThsp+gIKaMFRwdcaGlsS54PMUKR5UNq50mSaA9MdY6rJYtiGyUd2UAzn5WsrKSMBmOE0nipaOoF8/mcNE1IE0Xd1hiTIoVm986d3HbkVtqqZbaxzb61EwnGU1IjXcRAZoMhwVnwjsRkpANFXVqUErimxISG1AiapmCUS+bTDYRJ8N7R1A6HwAiJSRTWKoTwtG4LgUGEIa4tGI5G1M0cbVLaWYuRQ4R1GOkRShFQOAFatqQJbC/m5IMJtJbSdmW6IhBU163kHEI5jmxssDoc49sF3luSNGeYrWBbR5IPCFKxPZ/T2ophmqNVoKw2UCqwc9caW1ub1F6ic0lrEzyaNMlwviFJBaGxLGZz9DBh0S4QTqB0QhCQdJYV6TS5mRBsQqIMQoD00YF5O+PyT3Ju/2lHdAdE1H/j7XJR2i9s+0Vwn2Pr4wHA0RyklIhuKj8WgtHDJ6bTaQQGDMYQjuLMjVKgjipTtsvf9EpHWZbUHfikH8zG4zFZlrG5eSRm0HQcUrTSS7XLiqjY2CYOnK614EPMZ3YLO3zcKOpLsJ1z1FUc8EajCCnZXsy7oVQss3g9Ir//fra3t2O2RkqkkhgJWiZL1QigqGK3lSf+W+oy5u6SJKGtm9spXo1tyLP4WYRiWTJe11UEiSlBmmbLP7sfsouiuB0VcbG9jZGKPEk7VTB2ww2zHFs30dZmEuq2XSp+rbW0zuJDPOdpmhJ8/LXQZcdNmtJYG+15Xdaw7gZrup8LIbBjPI6gpG5h318/WkicOhov6IvP66aJ7qfOZdFvEKRpGvNKZblUfAaDwTKD1OPpbdMgQhxW6rYhiKM58j771FRxgBpkeQQyre1Y2vWPzS32qkyvDKpjBgQpjxZP92rdeLzS9YVFl4zzHhUUZVNjpCLLc1xrEcDKZIJzLVVRRkCQPNqp1l/LfQZ1Pi8Izi8VyfhvaxE6RiG8C8wWc7JBTgjQOotCIQmkSdJt+jlQmqaqSVT8PK3JKMo5eTZcqlqLqoxZuTRFB0GWGky3odOr7MuNiLIhHea0bbxeQggMsryzJauYSbWOqiiXGxw6qKW9USnVVQnUmEFGgHivuu6cBWiqfoiNtsPaRqtmIiLMRmuFJbqMzGSClKID7QWClDTWIlQsO9eJoe94dMEvn2vZMGZbt7a2lsNTP9z3WVepDKZzuZCkzLdnceDqnDBKxzUSxAFehqMZu8FgQDFf0DQVWsXNJtc9f1wbabL9fTOfz8mHgzg0pykyTZY9gSoktFvt/0Ok+P/98eMxwAXw1jJZXeH8+53N4e0Zx+/awYMveCj/8LlXc/nTfpUz73wHzjj9Tlz4cxfxjvd8hJf/1xdy4mkncsfjT+b6mw5z5ZVXsn//LRy+9WZ27FrniC45bd8pvP7Vr+bjH/0gmsD5F9yPxVzyhj+7go/+w6c4cHjBufd5UFRm0jHO3salT3wMf/8v3+ehFz+MRbnADRW/9cyn8vlvHeLUk88hcRXj8elc+fH38+l/+gcuuvhC3vCG1zGXK/z2c/8PXveq13P+Qx7EK9/6F7ipix54aqRf4KsKKRKKYPj01dfwu7/7u7z/fe/nvueeg5P7eP3bruTQdz/L3e//YC57wsWccMId+cZXv80/fvQTXPJrz+Htn/gge47fi0kbMmMZDSf4wZid+V5sKnBZSlF4NrYL/vk7+9m+8SZ+5Z735Fvf+ho/qheoI9/hyK4GM91iJSvwJuULX/ouqzv3csKZd2Nr03Jka845d02RWca0TMmHd2R1Z8P7r/ggh+Zf49NfLNlzyoOZJGMu+rlT+dPXfIBLfuvX+caXvs997/kknnj5XXj8Yx7G4570dJ7/ohfwyF99AjdNj/ClP3kD5//0nfnhoSMkWzOe9IxX8Fd/+nIe9c7HceDWT2AGZ/DoR15CIxTPfvHLOevu92dznHPi2hCShj940Zv5hYsv5fQ7n8uPbriN6bRmmBuuvbbuENWS4XiNRTlHKI3QCXYh8D6nKT0w5NDBGLjXCIzKKOqYB8jznLKuyLIR3gbybERRbqCSAU1Zcni66HZWND6A0QlFWaKkIgiBSfK4Q6VMLI+UbZTahYHGE6RkkGZYD0oaZHAo5dE6wXu7xHCHEJAhdCQrhTaSxhakmQIHshninCHIFnyDFQFnYTScgAgI2WKrqNIk6YC6dhgVbZY0DWMtoC0QFvAeUbVkwtDa+G+UUmDSpLNnRvywVwKPQKoWITyliwupxOSIoHHeI02yLJ4VQqCkwKskwlOCI9WR9Nq6QNP6DlhgCTawXWxHGpurlzuMO3bsYGtrGks384y23EQJzfpkFHMMziNFb/uBQxuHkEaxMkzRCmazI3gXs2S6y8hIAUpJBKGzOESJ0jmHd5Eu2luJertG2TQoHT8jLmCdQ6uonq9MJGWxiVYJUni8KJkdPsCuXbuZlRvkOsG7mnSYYa2m9RYfNDhBUy3Ix5ozT9vLLbcdwfr4ko02HNcNzIHgAjLAnp2o8xMuAAAgAElEQVQ5u3YnPPaSR4EX3HDjrXzy77/IVlmjGkVpNbYOpJmhmi8YGctFD70vZ//06aytD/A2UJWOv37vB/nOtVvx/IQWIeIixqsAXi5tULHva0GQarnzr4XECsuRI0e6Ie3/TJn8yfGfe+R5zla5BblBKIHuzt2xC+WeqAYsi7D7BXaf6S2LZkk47Beb3jrKpo2Lcq0pinlUxNLo+BACykXRXRNx8SV8RNGn2tBQLXf7pdQ4WlzTYsVRS1KvChwLB+nVE5PoJYyiV6GOtc0rpUAKilm0ySVZtAq74Ak+bkylOuZefPf/e2upy5K2rqnLkh07dkQVrfs7e6hK2/0d3vuIUQ8BJeMivS4rancUaNF/lhACg2QAISoHzjmKomJlZYW2y+EBLGbz5T1WlxXJeBy7tIj9WsN8wCDLSboutF4p7NWwvi+taRqqNi6wbfBsbk+XA0+QgnwUF/hbm9skXUdaT0TsKaPLwcIfBUul3bWSJSnOxOGuXpR4ERUvIaOKOBwOmU43McYwGo1obEvSwVbyPL9dL91wOIwdXtvbUQmUImb7Oluoa2NHXuvigGzSpPt+GsqyL4QmuhK8RXjBwdsOdO+LfHktF0WxXHyXZSyqH3Sddr1K05+3foDrleC2bUlNtHqK7ruw1uGcRyNou4Jx1x7tJxwO81hU3VqsbJfX8NbWFpI4+LZVjRARyoPzqFRTLEomkwkbGxvkuceYFJN0FmPnSVVUi3Vn2dNBUBVlh/V3Mf8XIv2yKhqUDCTaMMmHCDy+tUw3NiNFsgN39Nek855hl88X2pD0gKAQSEwkQI7HYwZZl+0C8IJU6dtVX4xGI6yIapWSsWdxNpshgEE+iJvR3RCqhWSY5VTzKg56nYo3GAzQ+ij0J0Yz8uWQ5glIr5bX5mgYFfD+syRJwnA4XOY65/P5knK5vr7O4UMbVKbCNi34+POZSGOvIjDJVpebMcE6yrKKmw4mQRKjIJPJqHvexfqRuq3wHam3V19HoxFCySXVMksNm5ubGKUZJJHUKpXC/ztA4f+X48djgPOB8XhMQcUPvvFprvzwEer5lFtu3eDW/Tfzp3/yBi7/tWeiTMN3vn+Apz3tcn7/ec/jZa/+c/zWBt+/4RbOv+AhtD6Q6jHzMuGEvcfzT+3VPPA+l/OZv/8yh6dHOH7v6Xzgb77A+ec+gNe/7i0ct2fCzt1n8Bfvvorrr4MdepM/+q+v5Zwvz3jZq65iog3b1fW85lV/wov/8lt8+O9+yKf/7sX81N0fyS/90h/yxjd8iHe94+1c8ou/zNkX/Cp3uOOTeccV/8B7/ttf89cfu5584qlFAm6ADFPWdpWsTAbcst+CzHn9Gz/IzhN+inuf9xC+ccu32LFnD3fePeAd/+0TPPHJj2DnnlMRYcSuyfGoZMJg9W7M5QhsC01gessGg1zw5e9eh209A9NQ14bBeJ3t/HTsvhP4w7dcTZrvoakFk+Q0suE6062WNM0o65LgBvzMvc9nsV1xw02g2xHrx92Z93z4Zbzi+edxw/4bWd2xziVPfSgX/Nyr+IMXf5x8sofazxBhk0985E94+OWPpmphsloxn7WcebcHIpKzePDDTmRWr1O5ASs7T+X+Fz2CL7/ilUxnI84+4xG8/DUf4dS7/AzPevZ5XPG+r1Cq47nXfc9m6vcxHu1EC8Hm5gZ//Oo/5KzTf46/vuIqDmxtY0XKcLDCrFiwspqR2ITtecu2t/hBHvuphCSVg07Gjy+nLKm7B7YBGamFWkPrIRuMKYoFKoB1AjNYp2od2WRMuT3DpTmNbyltg9SQjCbYzrveOIuQCiE1QqeUZUUiLSujHGU8jWjxziBFgpYaTxPzR9Z1S51I0BJaokQguBpvU2zr0InG1w4lBVLVeFETvASlIuJYCYq6RGIRqsK2AYLCMiZNMpqyIEsNUmU0StL4GcJZiqqFOoBxpCZBt7HHpl6U0UKqwLY1qBW8twi9QGtw1qNVjmsCdShBKIJ1na3ZIQnIYPEiJThHplpcO6OtBdJMUNIQXCQiSqmYjHKK2WGO3zuhrLbZntdMXUuSDBhkisXsVnavKoxe58YbD0IyoShbhsMcoWtCaNm9M+XUM+7Aufc4l0998iq+8eXvE8w6kCO8o7EWSaAsGxIlSbIBSulI4xLH5CadRyqNd47RcIgx0e6jhFqqTEp6TLBcduklnHrKINYc2DVQFmOiJ//GWw7z5re+j615oKgtjW+QIWCtQUtFLi2/8aTHcPxJY75/zY2844p/wrYLhIgv0totUB3l66fufAJPeerFHD50E2tjSVO1nHf2ydz/XnflE1d9no987Itk2UnIVJGblmA8z3jKxWQpDDLHv339y5x8yvHsXlvlWU+5iFf91We45pqbSZI1Ft0OZcxdtujO9uOcw+jY66hweOIA0C4WVFXbWd0kQfyPybk/Of5zjul0SjJOaKNc0VkJ2yXJNhYsH4Uv9NCCXvVxzi1pfL3FsafILnMuvdVJKuqijKCgyfgo8dBFol9tW+qiXhLt+tqNNE1pG3d73H6n/rVtGxd8WRarA6Qk67Jh3sbfJ0LMA9k6VoEEH3Hei8Uibs7JuMOemLRbdHtkt0ueDVO8bZaKTG9h7LN5vd3LNg0uBFyIGz+J0mRpFgcsE8EMUkoSrUk6W+l8Pid0NqseZOGDi8+ZKlonjdJLK6JrY9VHog2LeYRCjYbDqJx06s0wH8QsWqeAKCGxLva+tR2gyzYteZbhJcuFcF/4PJ1OlxbSpmmWitOxKlVfoNz/niRJyBKDay1OxkFaBCiLcjlMO+eYrK4xn89p207FzDPkQsV6hTQWhbft0R66YZ4jYamaujYuggfDIVXbIJReDuNSShaLYnm92abtkPmLpT1v3pWGSyFw1tIGGE3GtG29HCjLMoJ4esum9566LKNK6j26t+pZi2tbhnlO48NyiERJRIjvNd9asq57Lx8MozpjHZnpMm5AyBK8tQzzHNFvfthIylTKdPb/liQ5ip5vscuBfZiPunNaI4nZuLIqUJ0V2fnO5iu6a7eNGU18n4vUIDxFUZIPUhbzbVIdc6AhxHooIxWu22jobdTT6bRT68PRTZgQlpRGLSWbHZ1TmyQquH2Jd9vSdteND0d79tq6Bh/hgVXTYDDMemtmd71ZaxmkGQqB0Qacp5jNsV02Mk0zpJE0tsV1BOn+Gl1bW6OYLxAhDuuJjtCY2ke+Q57nyxL3PEmpFkXsq2vtkkrdVBVuEAE3UikW2zNSY0hNQuXicJmahDSNQ6SWiunmFnt27YwbJkWxVOkg2nCPpXL3915/rmfTbRKZM8rzpdL3v3r8WLyBY7fFgu2y5m1vfh0PfNAFfOVzn+NzX/gak8mEg4c2ecCDf4ZPf+aTfPs7P6BtI/rzvve7P1/+3Oe5/Dd+m7pWvOGt7+FBFz2Ga26tuepL1/Cxz36XV73xCvbd8WwObGnu+eDHcPbd78cHP/opfuZhF3HzoZrzL7yUe97zYZTVOtNmjWRyKp/54o0U7OXAdMhGs85t08BXf/gDttoVLvqFp3HR4y+hTgdMvSafnMYlj38cv/yrD2DWbHHDNbeye++daeo5T336JXzovW9nNi9J0r0c2ah529vehkkrEuUZ7ziBOtnNi/74TbimZm1tBxtNxqOffDmtDxzZ2kQAtXUgPEk6oKkUuAlKjtiz+wSMXCPVOxkMVxmu7mSY76Scl9xyaMahBaT5XlwzxyTglGPrthlJskqxmBDsXrTZwT9efTVi2FC4LfQg441vei8PfNCvQDNndWXM1nTKOfc4D+E082KTVAekqBmsGC74uQfyrivey47V07ht/wFe97o38qWrr+SBD7g7J+1YYExLW+xHNft5/RvfzCMefj9Gu3fy8IvuiBh7vvn1q/nqV7/KKacdR+sO8vXvfYW1SUlZXY/RDSfcYcKF5z+YRz3yQubFD7n6n97PcDhmx+rx7NmxxtMu/wWectkjGa8IBgOJcy1IQ+sESnjwLVmiEMGSGIVWXS6jaiFIbBshblXVkOcDWht9+CbJcMGzXZSM19apWktlW9LRAJOl2BBv+qQDAmC6TqO2ItGQGAdhRl0dJLgtEl2C3aQujuBdE3cOlwhdS+NqRKjZ2rqNTDd4v5/hoKCcTqlmLSrExUHRzJCJ6LDIkuAFxXybYBcMEkueNZhEMhmvsCgLpI4P97b22NaT5pbV3ZqdexVrewQr6y0mnyKZU5WbtHWJEo5EChIl8dUGK1lFymFGZsbYVOyeCAZqSm5qimIDIRy9EboneFpXYnTgfve6Ky94zq/zwuf9Org5wTbYxsU+uSCxbc3xe3fwrGf+Ci963q+zY0VTF1OkFCzm25x43G6e81+exq897fHs2rXCIM2YjFZYXV0nSwI/deYJPP85l/ILD7sPx61rLrv0kbzo93+TgWwYdPaenTt3LlWH0XASA/ZVResdttvlj1aO+LDtX6ipSciSSI9UQhCEwAZJEwLTxSbSWE44aQcWwaxoCQ5cs+C4XSOe93u/QWJaqmIWX/BBoLXCKAlNwZ4dA7Td4pR9YxLt8K6ibeOizJi4U10sjvCYR58PtuXQLZu8+o/fwfOe8yo+/IGPUVcb3PteP8VkZFgU21TVnKrZZN/eEbv35kxWV/iTV7+d91zxWd74+r/hK1/9DulAc8GD7r8k+MUy4diZ2V/HEWwQd4eFDzRlhVZHMd69OnLsgv5Y2MJPjv+8Y3V1dakm9FCMHoC0ubnZqQTD5eKpP3fA8txba7F1g+8gBUYqbN3QlBXFbA7Ok2pDPsgYjYckWlF1C2Sj5XLxokREn5eLgtl0Gy2jmrCYzWnqSKMcDgYMO3WkHzBCiB1YPRCgV4n6YbLsFuDHDqVpmjLMcoyMuR0ZwChFXZbIAKk2pNoQbCS/KiFpqhpJtF8m2jAaDJc/760jdAu91CQMsnw5TGnEUh2zTYvudt8HgwFpp6T1Q3NVVctf6y18/UDTn5s+p9jn3Xq1dDQaLfsdRQhxaAQmo9FycDRKxc2wtmUxmxOsW/aI1UXJZBgpvrjYHZeZ2NulhCBPU8b5ACNkVJTKCgmRqFnVtHXdmfvFUknoAQ8Qqwv6zF4IgcOHDzOZTJZ21HkZB7B+WOwVsKZpll2B/a/3OPriGIjEaDQiOB+/1+7c9b18x1pflVJkJlle7/1w3g8KfUFzb5Vc/p3ddz2ZTJhMJtHipzWualBCszIYIXxf9yJRQhMcpCZSyvERWBO8j1nBEGIpOwKjNKkxsUe1s2fKDjBjdOxfW52ssL01IzSRHtqUTbzfhMRWNaHLe+cmiXl469B0/x4ihKSuKozS2KbFNTW+tUgXyLTCIJewkkxr1icr0cob6FTAqM6maRqHuqalmM4oZnNkgLXJCnVRoqK/llGax//u3gtKxIJ33Q2qVVUte9FcZ6HM06y7v/RyeArOUy4KykXBzvVVxpMhaRaBMSZRZHlClicoLQg4FmWB9dGy3FttkyRBS7V8LvQq4LEwu/78LxaLJURNSxW/r7rBW8fO9R2YziZaFgXVMc8XdwyJe+PwkWhbTZLoWOieHYmOUBUt5DIr19/TfWdcT+Tt88P9M/jHGmLy//YQInqznUj4l89/mYse+1Q++9mrsaMTOLj/WlbXRvzVO/6Cb3/rGo6UkrWhYDa9jg+895185Mq/4dG/8TzueJd7IbJ95Ot7KACTGazLucv97889H3Af7vmgC3n5K19ONdPc/fwLOOeu53HK6efxmj97F2a4g6ICk+V87+ZNzHDIbF4zGmc0peaGjZJ8nLNdgqlP5pOf/RLPftYLqIqSV77mTYwHp/DP//hNLn/mC8kOt/zpq9+JNoIsGXLSaXeiLi1tbWjrEY965BP5lSc9joEa8eRnPZ/z7n0ee047l6c8+Sms7FrlSU94Anc7+wz27T2PUXaIO552d971lr/kCSt3QPivsTrJO6x8RbAFqZa4umDfCStcc911iHw3wSWxiT7PCM2c0WhIW86YVQte8JKX4bqrx3gi4pU5St/Kv/z6H3HBIx6HqjNakZGnkl/+5Udw//Pvx3j1Mn74o2v541e+nFe99kPkeUpx6AbWxnfipg2oxRpvfsNV/PPnv8pjHvt4XvI7L+Dxj72YH36xYNdwxP3ueQaf/sL1POf3X8rvvvgtPPkZT+Y5L3gJafoEnvrEJ/DGt/4thw5ez/k/f2+u//YXkAG2p0c46cS7kKc7+ea3rubMO98ZBndkPLJsTH/EPc48nZXMY4sFh266jvHq8YhGdQ+ogFMeYyKsoSzjzqMSAaSKFMtglxAGrQ0heNJBzI3UTUmSaiSC+fZGzK6pozu2k8lkKd0H4SF4alsxlIpi+xAn3el4DA3H7VxluyrxrkEMFQcObqLVClXtMdkE5yzWO5IkUJcb7FtPePjP3pd73veONI3lA+/9HN/5zn6aRctWCYNsN7aNIXHnHATJIJWceuIKT7/sEvYf3uCtb/sQR44coe0sjNIpNCWmmfGKl/4m3s9oaosyA+o2ltpe+4MN3vH295LlQxazBu8tTdNw1zPXuOxpl1A2hyAosmQNIQQbmwe48uNXU39/QdXMGQzWaUNACHC2RaqAwGFEyyS3FHVJCCWpWSGEiLm3re92OxuUb5C+4fLLHsMrX/MOmmoOwWFdjWSO90N8aAkh7hhX5YzJ0PGrj3soi62DHDi0xT986p+49PG/wr61AU/91V/kLX95JYGEI0eOkGQJo9GIRVmQG411FqljUB3vl0pEDCXLToVw5CahshFigLU0rcPaQFlXzKo50x8VvOTF78AKRTPd4JEPvx+P+oWfx0/nrI8SrIB0uLLcRW7qBeeceQdCW2KywGSUc+ope/jWdw6ihEJ1lk8hFFmmWRkGymqbL3zxXzlwqyRPT+bLX7mGi3/xItI058STjmd+7aJbqG9x8kl3IRkorvvhQfYfqhlm+5guGq7+/A84+x73YPe+VdIko24j+CfVBikVoVtsSBkXfI5oVTVaUxcLirJmoI9WaXgPqB+L/b+fHN1RliWVbMjyMTLR2KZeqjJ95s27o3m3ftjoF0FwtEaltwMCy3ujV2xCCMv6mh5WgI95q7qqsG3NaDJGKb+02UYQQN4BD+JQ1lN3hYhY9vF4vLRZ9YPb0Y7JsFQCe3tVPzz0NqlBlsfNl64QOuncAV655UKzaaqlVbAsy2UB77FQlVRHGIVKTET0C4sRknpRoLO4aA/W0VbHQEd8ABWHg6Ioot1LSmazGVk2IE1TiqLvqev7tKIdv/9u+wUjsMwbRbtgHDzrsqIqymXhtOgGUC0ViY4W7Pl2RO5PRuPOHdIguqFTBJgMRiipcD6CGlxrl8OkMQmtbXG2JevL260DGascFosFTdOwvr7ObDon0YYki4vYodHM53OqqmLH7l2kBNqiWQ5V4+FomU+yTUtdVqR5VCyW3Xoc7ZP0zi/L1+fzsttgEAihSNOoeikEwkWSkhmkt9uQ6DcF6GiiaZqSE9XE/jOnaQI+qk7TpukKogWGqLzZurN9OhufzSKqVlXbLAmsvo2dc0AcuDq7KAjqtkV1yq5A0XS5y2SULYunrWsQnS0z+EC5PWc8jnbntiwgBGzjMMaDySJIa76IRNIAfQH16iSi78smZsPGo1HciHCW1jrqoiQ1KSaJIBJJ7GRz3XomTRKMjt26iTHkWcbmxkZUj/IcAdFq6GOvn+5qFYCljTEI0CrpnjlqqYD2mxG6U9SDc+R5vlT6+x+9KtiDb/p7M82z5YCvuwxglmWMBhHWEz+LppgvlpnU2XQ72q27TZZhPsA3c+qihBDt3a5pqbqqkOA8prfxdpsqq6urS1iMc/F+T7NoMz1286XP2mXGoBLDfD5fbqJV8wXzraojWMZ4Rrtoo3T2HyDCiR+H0Pk555wd/vYTf48jRWwfYjRZQYhAocYspodYX8nZmm2RJWskWUK9uY2tp9x8y3Xs3rmD793k+IsPfoX9U0MyGDJQLTAiTR2+WSCUZaAytjcch47MOeOsk/HtNm2A6QxGKqGWgcTUrKQTNhpJU84JiSfxHk3Ap0Oc1TSlZZIXyIGmWSgaZ1BNYG1llc1qwaDZJllZYT6tSazCCkurQCUJ9WzBMElRiWdRHWCwdjIrckjbHmRDtgSrWSdj3y4JYUEVcqrprUxGhhtv22DnaB/57jWu+f4tPPd5T2c4FLz1ze/ibueczYN/9jy+e+0Gf/5nrydb28d0MWAO5KJCNrAy2cH29m0o1dL4VbyQJA5E6lC+YVFfT7b7p/DbnrxuqNQWb3zpY2GwzluvuIrvfvcGsmTI4Y1beeYzH8upe9ZYXRkThOHaQ4fZkWue9LiLucN5D2Mx242vp8jBAu3P4rC9jVGW4LctQUNixky3D7J713EUjcUuSoaTMTJU5Powz3r649kxGfGyP34TZpLz8uc/g1e98s1c96P9PP25z2S0MkC2jrFJUG4ToTIWhSZJVwgYZAJf+eb1/M3f/iNBRmx1LNkWnZ1Hd1aMriTbxXB5mqa0rllK9U0b6V/zeYFRGtXt5vUy+XA4jDQ056h9QyIMui1YHzme87tPIVNztE5wcoW2naKNxGRj3vO+z/DPn/9XvFlBJQYnWoLd5j7n3plLH/vzuNltSJEjpaayNTobc9VnvsiHPvYNZLqGkhZkfDHlSmHsJr/8qAdy3j1OZCEFb3rz33HN9Y6gAV9jyBFNYCXd4qV/cCmZCbz33X/LbbdUpHnCIy+5iONO3sV8IXjNa97Noa0KqXKsD5yyr+SZz/glDtx2M+9/38fBjXjYxT/LmWcdj/eeT332X/m7v/8yNqyg9RisRcloGx0JuPC80/iZh5yNFY4XvOzdNG6VLElpQtxGUDjWh3N+73d+hUzPCC7hk5/9IX/7ia+R52PGg4IXPfvRHJ4lvOa172RRTmisRIaCV7zsSUi5wU03z3jLW/8OJTO83eRNr38eN+3f5O1/fSVf+zdHY1sGo/5ceRIZ+57q1qK6PIJtoiqghUSIWF4KsTjVCUnZ1tTO4psW31Y8+Qn34eyzd1E2ghe++ANUzkARMHI/L3r+ZezZNea9H/wXvvytW1g0A9LUMCtmKCpe+FuXcMIOzac/9XEufOjF/NvNR3jjm6/EpDvxUmFtgwieoWx59R89Fetr3vbOD/GD77a0TqNkwSknDAjBsH+z5pbDDYNhDu0B7nOPM3napQ9hY6PiFa/+SzamoM2Q4SDB2xIxyqgbjW1T2tYhRbSgpUlCYSuijBiR06nR2LYlyQe0XkGzxZ7VwOVPeiB7dg7IE4NQurMsH83E/Y/+u18k9sfxx+39agjhHv9/v2v+dz2EEAEZrU23273VKtJkCPz8S36Nw26BSyRoSRv8UrXoB6+2qZYZEd+BDXqce096U0EvK3j6xdVSWethJ6LPBdmIxLcN0mhibUocANsmLAfIuGAddxtg7XKo9N7jgl0usnsFpuogFUopxuMxEJadcn3P5rFY+7ZuGKbZ8v9PkrSzd7nlwCa1wnGUrtmTLPscYA/mKBaLmMkZDpmXxfIzL7ZnEVUfwPq4CPUhotWdc1jv0J1lVGoVCb6tYzAY0bYt83kcSIQIMfscHDKIZQZuNov9pH3tS9XVzMgOWNJn1Y61e/abiSLRLDpb4bH1OH39QD/40g3w8/kcwVGFbDAY4Lyn7bJqvhvukyTBhpg/8l25+L49e7lt/4EluKR1FqTAZGY5TI/HY1xllwvc/nlwOxsnsXNQ6gipGXQWtH5Q8p1F0TbxnZsM82jRzHPauqEuyqggSoU1MtIJlbjdEJdlyfLz9bU/x17TPUHRWsvq6ipbR6KNLkJpooLqbbMkJIoAZd0sFeKtrQ2GwyGj0YjZLPbARWJjhJAty9+9WPaFua6/01obM6RtzBNGSFcav9MOHhRCwNZ2mUeVUiOFJgS6rHJJ09QYHZ+1dVshtGL37t2xr3h7G4XorIOx4NpLgZNEDL9ztE3DZDReKlre+2UesW1bVlZWsF3ZvJQSuvyb74iPeZKyqEp0Gp8ri7pidTRcbvJYG0u9i6JYUlB7WuP29vYS7NJv2PQgpMFggMwSghQstmP+c2U8wTYti8UCb21U45JIne7Vs3//vsmyjCzL2DgcO1vjez7eB42LoJz4uWL3Xd8b6BrXbarE8zHM8pgpbBo88f4QXZSlz3c6usHOaJQA37QEowhBYJuWTA/JNhq++Ip3xuf4/8X4FUJfVvQ/P34sFDgIsdQPyMfrJFqyNZ+hRoPOmytJVIZJNFVZMhjlVK4B17KytsopaohU38a6QKYSgjPkOqVeOIQS+KqktYJM7GQ8Srl5/xY7xpJ5bRkNVilmG2TjlGBzFjYl0wLnJYGI8a5bBbVFJLGUb/NwybArz2UQ8FgOLzbJshyMYWv7MCuT4/BlYLp9gGxVgFywtmvE5pFF9CxjCLOCcr6NThqqSc4wmZAJzeMffx6DfEw2HnJk4zZ0AoPBmEwkfPuaI9xy8/u4/vrvcu65p3Pfe5/J3X76HG644TredcXH8OkKizISwLQUOBewNo/dW2YHNhwCnSOEBemYFjXaC/LhiYR2QF3OySQEUXDzwQOs7V2jbTWzIuBDwu7dZ7AxO8zZp5/AN77yLd73kavYrDMe8bB78473fIA/+YuPMA2rJMrSTtbQtmJ6Y0FlFWPjGeRjWutxaszNB44wGA0xuaJqKtbX1zl087WMduwCO6Vxlul0wcHD24BiNDmRUbaTwWAbrSVuLsmTBGzD6kpKVZcQCtbHQ/bf/NXY7+FkVJuUxgtPEIKyrkjTBCkkDkvZFZDa0pGmirIroUyFpihKMqMpixrR2qM2l3RIVVSkScK82CbNU6TvLCdlgXclB48c4Ip3v59keDzWz7jrWafzMz/3EB7+sPO57eAm1922AAneBhLpuOD8e1IVW3ztX77CJz/xfZrG8oTLLuLk05bJM1IAACAASURBVHbxkIecxVVXf57SarQcgZbL/hFfz7jLnU4EVzEcDLj7T5/Btdd/C1SKlRoRDF5aDi9agh4xXcwo6oxD08CRHx3huv3v4Rm/+Qj27DqBBz/oXnzwo1fjBLGnxiUoMWLf7jPYOvIp6lbzxrd8kF/8xQu44EFn8YD73o2vf/Mabtrf0NqG1Oiul0XijcD6uIASHpQyZCpHSsikom4dQngCDhFsR8403O2cu3DVP36DulgwyT1SKmS3XdV6h7cWEQqMcWgp+dCVn6FpOsKoUxw8smD3nhUe/tDz+ew3Pxo7ETtffFGU6CRja76IL2cXMwjaJDjbohNNVdcY7xikKfiA9V1hbHDMmxrhewiKI08G1HWLyVYw4yEJNRsbm5x84i4mowzf2UaQGpzH+5Ljj9+Bstt85h+/wIU/ezGnnLgXlURMtXdEBcw5WqUp5oLBJOGXHncxr/2zD3PwUAFGcdOtU7Y2StLJXoyJ/VBCZVx/02GKeWB9Zchznn0Zb/rzd3Fk2lLVAqFGCOtxTtE0nhA82sSBtW0jYt352A+XJSlNW2N0grOeICRpknDSybsisa5THiLO5CfHf9YRl9DxyEyC0Q1lW2FMhtQ6Dhd1Q1vHYaVuLVIZEhWJqBZBU9WkXbbMeWiFpSm2kcGTm4Tgo92cHvLTWdDKsqQqSrJBDl5gyziYySAhCIzyqESTJCYCmZqqy4lEBVcIgdSSoLvuMRlpfCIEBllGW9cEYi9b3Vq0NgwGeafqsHwWKx0HU2s78uRwSNtGEEtb12hlsMFHtb3rLCsX5dJKWs+iJa8HJWSjIXVRUtt2uXDN8xydJuRJurR2Oh+7vfLRkDTPmE6nLMoyDiZCUJU1oRvQoooZz5a1jizLmM/nZFksFg4BdJJFZa+OG515OkCHGtfUtIsSW8R/x3g8Omo5RJJJTWs9vqxpurxhkiTIIGirhsnqOtPpNA6xQSK1Rruu+04GFJAgCUJQV7GY2Yb42WwZN7aybgEepOS2m27pBvSohMgAJov2UFe3GKGot2MvKq3DILFtBCTNioI8y8i7gSWRBhkCOkiUDcjW44MjUQqZmuiIQOAQDLtCcCUsMgjSbLC0Wd62cZiVtVXKsiTP8862HpBG4K1AWEk1m0Mb0GmC8nH4SIRBacGiXpAEjfEC6UA6SHWKRrCoLW3dralMNzA2USHS0pAlOSoohFNkekCqcpSRTGfbOAtGxc0T0QSqaUHWgTK8Ttiab7G2thaHs65mQnhBnkRoSBxw4n2ukzSqqUJS1bGDsO6sesbEgUU7gw6SxeFpHILbNlJD0wyh4zCdpxkIEbP7LpCaAb6OMYLGVvi2JSBJpEIZEasFuu9VBPBK40V8+ggRNziTNG4weO/JdMC1ErzCNgEhNLa2nXvDghJUrmEgs5ilC5APDC1QVBUuMXgFlW/RDctqgERHdWs0GMZnxGAQSbl1TT4cLlVBay1FFTd7kixFac32fEaSGZx3y42JPEmRTtBWFUpKdBAkKsG3nqazQ8asa1RkfYjDYRs6VTfPaWy77EHUWsfydh+QjkiTlpLae3I0iUmhdQgX/sMUuB+LAS4gUcGjqLHArAGVpNAUaAJNbdEqwTU1MnjKpsYZiQsp80XErOaJYZJaRFOipcbaOUpAcAGlDEILKjdluKqxVlLUERFcVwVSp9g6Fgc3soUWlFaENtD4Fi/qrstCokNAjydYV6KNIjQtNnjAsShqUm1wpMzKaYRkDBNcHTBKs6gsOjE4AUNWEALUWooQGWnV4JspB4Tgz9/5Ua770Y9Q0oA2tG6bU49b4bm/8yw+/rHPUzeGT33y65x5hztwv/PO4Xef+xK2FoJ9J5zM5b/5RK6/9kY+8OF/YqgmVH6I0i2z+f6upHIFZxcoIWjqFm00Uipa78nqbbSaMdiZMNJrHNpaMNq5gRGbnHZShg0NRw5OKQ7spppNWWjBDYcmGNUQWomXgmKjxtsFM5vhDjoqVbJrdb3zKTtsiOSeJJXIfICUAhdicPzggVvwTDi0scGeXaCzdXy9IHhJZRu2y4rx0KHkGi980V9wy+FtTtid8NJnP5WXvfx13HqkZe9oxIuf92vodIBkRm0BEqSMFgZjYnAcwDlPVbek2TB2y3goq5rBYNjZEyNcp1rUXbeSI8kiWt4LizYCo2BtPKGsKpKBwroUJROS1DDZcTxHihUOHqwwJufG277H4cMFj3/so3jYhffltW//CNZJhknGQ+53d07ZmWBb+PBV1zBrU0y2zlvffRUveeFTGGrLqXtX+MGPbLQ+yAqUxLnAuWefymjV8KUvfIlz7/3T3Ovcs/nwlV+ntgLrUxQORSwkVc4xHuTkkxEL3zDadQJNKPjYJ7/Ks550ImeduY8Pfzowqx1DLaMag6WuW1qfsvCGZLyT91/5L+zetc6dTl/jZ88/l3f+9edwwmJdi7AKLTROOKbNjMJVKNEFxpWgaFpUVzjsotuJxAwxOK6//iDH3eF0nvrEh/K2P/84vqnxwZClnqYOKJ0wyByqVcCcxhmm80hiTAeGtiz5wAc/y9p4yC03HmK8Moql2UEigkJJQ1G3DNdWaYqCto2LKQ9YPBJFPlmhaWqcW3RKQSDTJnborY0QeGZbC1Q4kbpNwOdsbCzYtV7jwyannHwCg3TEgf1HsAGycU4IDblpMcGi9ZzaSrbbEbdubnL8+phhnrC5KBFOs5KPqG1LURT80avfwqVPeCh3vtM+XvTcx9FiOLi1xZ+99gpyO6B2ltQMkaLFioybb634nee/lmc8/bGcdZeTeMGzn4IVOfsPznnbO97PbQdLvHcMB6vUbU3dFBAcg+EKQcS+I6UUi6Ig0SkdsJQ8TZGUpHmCkJ4gBS66xv6nR7/r3qsiP6FW/scet/s2O0CCzjSZypDG4Dqqa98DZZSKpFMpcBwtyu4zIwGQRqNlPGfCHyXyjYZDghcEEVH6RuklFt932TIhIqBDdHY931kNHTForIWMWayuH6wqa7wIpJMcAggfInSojph0FTwhANZFchyASckGGUXRIlAgQ7SSBZYWPEUk5wbXkmiJlqCMijMoRwEMiTY0Vcx24SPEqOkyfloadFDooBAyLHNDrWiRKGxnz5Ki676TKoJFuoFDI/AoECCcX9rkjJA42+DqBt+0kGUR7d+fxnC0VFsGuoqEBNFRd1ViQEnqpqb1gdYHGhdZ1ygZ0UdKIXQsW+4H7WVFwbxc2qCFECQ9bKO7FrQxuE6Fads2Fhp3zpM0TaltHFym80j7NIRlB1evfvRZv/7aqpu6s2rLpfrbK4hZGm19vUrXq069QmW0BiNxXXmz9Y5qts1kMom2zzxFpWY5gB9bvxBzhYYkUcu8nE6jBd+L+OzqM2q9giKlXmaDrW3ROqLrgwBtTFcVsOi615qjdl4Vt1H6HJZHxXVnd1+GECKIpju3TdNQt23cKO1/EAuklerstNABxXT8oTsAiDFoHwExymmU0TjpwMXPYqRa9pOJAG3jQAVUr6KGQNLZn5fwny6jJTuYiOzyXcK1y88Vc6oaQYhqdmd97c99r/IqIVkUJU3jMFqhlMR7GAwHXQ1TQ1vb2JOqjvZSLp9rxyhovQ2zp0kfq5iORqOlwimBpm2Xm1n9tXRsl6QUEuujY8ATYkVFDysKkVRrOyW+t3L2XYZ9L2YI8TuUWmHShKqpj9K3u3Pb3wNFXUaFXgrqpiGRGqNMzMFH08T/8vG/ZYih91Xv3rcXnZillUKJoy8O3NEfcvlyuH0BaL+o6C8W3VGNRPxFBBGD3HuD+5+XQuCdW6LWNdE3b6Siti1egO0kVmDp7e3/zn/v4T8WX+6959s/OsLdH3BfHvyw+6ASMGLExRddwqFbj/C9a28AM+TwVsMnrvoSQY658MILyY3g1y79ZfasD7nTGXdgMDQYFUisWz48+xulzzsEKVBWIltIgoCm5h7nnMmzf/spXHbpIzjzDnfE+IJffPj9uewpD+e/POMJ3PWM05hvzgi9t7u3S0mx7CHpd0H649hAcW+DOTbIHXc+iUWZLbGcWga2ikOUbJJoh0kEZbkAINWKTAVGqWZ1dR0pQeeWPcePGEwEQiYImbNdLvAEdBJ3QIPzhNZR1hWNbRFKdqSouLvmOxKjaz3SR7+8QZIlmlTJmLHoXqz9Q2TZ6yOJ9iEj8cRCZm1AaYHOhnGAbGJ/SXAREhJcZyWSgdPveOryz/MBlMkJKBZlzeFDG7R1w3HH7UUraFxFEPG6BjjrrLNo25avfv3bbG83GGkYDg1ax6LleI4Czjc41+K8R0hN3Vpq1/nN0xhZLxYNrnXooDr7QNdHJgJKCZJsEHfxteEb3/gmxhhOOumk5YPuaCfQ0b6ZY6+D/kGojD56LwSP9R4fJB/60McJtJx80jrBWZTMSBK9tLv4Lq+WZdkSTDKt58hEIEXLjvUJX/zSN/iHz36Jr3/vZoqiWNqjitl8uehddAWfvW3r2ELdSE+LHUCRYhqo2gajE1RrGSKR1hNqhwqBQS7Ys3fI+q6SJz/5YtZ2DpkuCm6+dYuqgrpySBttLrt2r1K4lrkNTNuW71z/Q5SsOGHPCqGtEEFS2xbwZJlhY1ry5je/kze96V3UZUMiWnaOHC/4vadz6smrJLqAUCKEip10yiAnJ/DGd/8tz33pn/G9a2+jLbc5cVfCc5/5aPbsGtBUUw4euoUgA9JoTBKtPUVRUFTlkvYm9NFclBAB76BYVLHTr1vM/OT48Tmcc5SLgqIoqOt62avVL5r78uce2Z+mKcPh8Hb3q/exXkTVFpr4PGoDbJUlc1tjJag8o6zr5TO+X1hJqRBCEgJ4HxBeI5zC1QFbBVztKWcVvglgBaEV0IJuBNpKRAuygdRpspAw1gNGKsd4ycSMUI2gXbSEytPMatp5g92u8XOHdgrjFGkwSCcRVpAEQyZS7KKN3Z+zGlF5smDYMVhlIFJyErJgUA2IyqOaQCg9mchQVmG8YSBzVCsZmxFuYVlsLBirIWlIkK2knTVsH5wiqoCsBcZqKAMrZsyKGaNqgWkVEz3CtApRBtysxbQKWgFOgVMIrwhOokmQTuFacC2IJEdkA0Q2oAqCjUVJ6cFJg0wHNEGysB6Z5Kh0gBOa2oE3KWowYlo1LKynlZp0bR2XZtRKUwpJgaAUkiNlxWbdUHR/bhMktRcsWofMBoh0QIOiuyzI0hF5NiZNhkiR0DYh9qA6SdsEnBUEr9AqI8/GhKDQOiPPxyiZspjXZOmIYtEgZUJZtkynC6rKUhQN3kva9r+z9+Zhtl1lue9vNLNbTa2qXbtLn0ACgdCjAXtEr4oHREWURnkUAS8HRfHYAEfPEUGUA4KgIFzuUUS9ARtAUBqBEFpjSOibYBKSnexkJzu7qarVzG40948x5lyr9g4IF8598F5mnjy7atVcsx1zju/73vd7X0+aDamcJxmO8UnGYH0PPstopKT0nnRtDadTPAolUw4eOIvJZIP9+w8CweC6bRx1ZTCtp6kts+mCPMnxXtC2lqZ1TKcL6trghcIhaW2YB4zxCDRpUmBNOK9hMWI8XKOtDcJLdramLKYl3kC9aChnFfPpAmd88JMVmjwdoHVGpnPwCik0o9EaicqD/2sDUqQ0jaNtPE3tcK0gTXK8h7Y1NHXwJJ3uLLAGlNKkaRYYKiJFqAxjBXXrSdIBSTpAqgzjJB6N8wqPZjarWFQG6xWj4ToejZAp1sn+PnqnaBtPVRm8V/39EITChjISXzlcaWhnNXbR0s5qzLzFLgx5WlBkAxKdY43Dto5q3uBawTAfkyXBb1EkGpHo4CeYJARutidzgqFXyMaiHWRKh95WExg4HcW4N/dmqXDaJW4dbVwIwebmZt+z2wmLDAaD3puwU2NdVBVV0wR7qCxjOB6jkoQkyxBKYSO1uKM3d/YB3X663KLr7UyTpFfHzdO0F98Bvi7UlW8IBO6rWVZ7K3oI1XVSycGBRorQu9Jx7FcvrmdZCV6tCndZdDeJrXJpu0GxegxdlSdUKj3EYFRrjY2c8W4d/JJr7vFIFQwaV294oCSF9X/wOx/CI//TQxkNHR+/6moO3v0e3Odb7smrXvF6klRS1wsUnk9/+rMcuvTePOxhl/LAB92bVDquvPJK3vbPH6KsJ6H5FknTNviYrNDJNXuP0gneLmVQGxOEKxazOdOdLQ5ma+hEc/Pho8hsgPMtOzsL5NBHDrbCeoE+pY8yVPuS5T2JFQwpk/6cOw56dz3rtqHCUigdpHuN5VvvfzHZZopSU378R7+X1mzg2mMkYswznvYTjCf7wcyZyDm//vSn4OSQ3Dlys82+UYLOM+rK0lZlkAHOEmwndy2DvHBjDEWWAZ5EBUNJ21oQ4bpUbcl4WDDMUnRecHx7p09M8qJAIciGKd6HZnmVQL1jAtzuWrypkE0KArJUcelDHoQTNZ+7/lNYPLnWmKZhY7JGohRVWWG9oDUWlaQkOuf48ZPc/dwhd7/beXzww1+kiQGKNx5vLGefcwZKp9x8y3GO3r7N6IIzGRaSo1tbtDJDiRRcG/ntBucFO9PjGOZAQ5rVPPj+l2AcHL79GE3tQHqk1DS2xnoXXqxKsnNyh7QQaJ1y4sRWoA8mBca2IARKJYQo73SfsGCW7rBxc6EItUQCkJIbbzrKyZMnUbllOJCUsyYWP5YN6qGS2xmyGgZjwbGjR7nnhRdgquMc2NxA5wO83ODKzxxGCY2NSJvFI0zoh2miYawQIvgduVW/JwuokORIiXPBryjJUvI0J0s0g8xRjOGPXvZ0TpY7+LZkkGvmpeG2w3PmtSYpMqbzKU7XDFLD2WefQZFKDt1wmPX1lCsufwf32g+XPuheXPtvV1BHGWwhQ3BcFGcynR7lk5/d5tnPeSWXPvje/OTjf4jWTnnmL/4Mr3zNZXz+hhnGxAZpU7MzV+TZBrcevYM/fvXf8pD7nckTH/+jaEqe9pSf5E9f/QaOnmgpI62rNYYkyQJlakWd0LmlgW5VVSTCcsstt6Lk/b+Jpn0DLkmSkMmMpBhhRSgyra2tgXWYSMttmgahVV9A65I5a21fEElNmJuc8LgkRTqHVuFvVdmSCEu5qPv5Tuks1kolRKTde0+SpaiorliWJYtZSZYFWr/3HplkgV7YGISQuNbgrCNLMmorMFbhnMAYAXhUkoNUGKfQ6TAYVluPtSBUgfFgG4vF0TSOtbURdVXRxrl9NFijXlQ4a9meTynynIEa0rgWs3B4J8jzgrKp8T4WdFAIKUEYlM4oBhKlDIvKotMhWic4FwzNvY8CWSIg/ab1oaVUWqwBI0NvXppYUp3F3iiJ8ME7T6kUCmibJrSUeA8+g+2GRArSVPQKi9PpFK1D76JrLMqAJdDlOrP2al7FGCShaipc66jNjEwIRkmBEAqNRhoZkShFY2pyr6mdolBDZuUMeaxmY2PA0aNbTPIEShcsEYRANJ7cqvg+znDCUM5KhsMRi+kCY+rYvzek3C4xJrxT8kYzVIq2gcy3bFQJ3mukDMFvTkpVOUQ9J2kMo7Ux09u2GQwGHFRjMjJqWzMuZbCKqBNYOJJFgxBB8CZ3w9hbtqDwKWM5odypaVvPyDqm00DzHOQpIzFh2BbMaoGvPFortJzQ7FQMBsOIJJbkec7OyZMoDIXQgb6uQjEiSRKcdXjhAzLiJYt2wVoxQlpN3QbqcZ7nAclzljESFqCFYo/cIBumLGYzhIBEK+rWYGV4F6s2PIOdqqlSgrmdh/lRerRMqF0dEoVkSF2XVE4xHIcijY1CVW3bkso02FJIQ+k1iUtCwU6DL0LPbF3XtDJFOcWeaEad5wO0FzRVS7q2idayp/MqobB4nHJ4FDUN3nmMDai7TlQwjZ8bkAmL1jJbGKxwJFlObWrQGus9yjgKrVhYj3MtXiiKLKNsatq6IcnSvnAE9P2ynTJqV+ztEMY8z1ksgjJql+D1ipMRDe6Ky50vZrfd7vcOre16hpMk6YV2umSyKwQLIRiOQ+9rtVgwUnlvau7a5fa/1uUbLoH7cqIqq8kWUoT+C60QJsh4Ch8ECbSMiVj0pTDW4PFRRjUEiqvJWp+QuWDQ2UHanbRyd8M7Y0vvPVLpHhqH0LyodPSWivuXUR5XSYXzYT9pklBbs4RjIzTd8YeFgOs+83n+8vAX+eknPIoX/ff/TG1bjt5yM8duvZWzNkY4BbiEvcMhf/7aV/PCF/4GYuh4/h/8Aa2ccPsdhsHaBJ1IancS54MvGt4jbegbcoQqqcpdaAB1CpEMuOpTN/KZz34C4ea8+PlPRjHgIx+5mvf/6+coBhO8Tfn+77049DXJ0LypcUx35ruSYN/1yPhlgyrAaDRiZ2enpxF0gYQaFWgJ9sRJbFmypod8zwO+nRPNCd71no8wHGywf3PAmZsZzCve/qY3c92hQzzhcY9g/33ux+8/7zVs1Y6RmPE/XvAr6MTHZm+DFJHKET1Ntra2yAehsTvP80DZ0QlSJcio7tiueHh0Dcy2rBgXg14xzDlHYywyzXCmpqwbmrLBlTOqpuScA3v5jV99MsUoR+gxUjkSZfirv30bH7rmRqxfC0hPVTIsMqRo2ZkvKBuPynMkGpWk3H77HST67uxZXyPRAq0kzlkUCtoZZ+wboLShajzveuflPOtXLuERj3gor7vsHdhK0bQwzDRKD0KAIVue8rTH89hag2gZZg618Jyc1fz9W9+HJ8P7QDcQUqOzlHq2oG4rkmyMThVV1VCVkZZTNaF53IaxrJ0iHeaYOqA5XeGkrmusK2h9QLaDeSihkdoaFJ619bN43Z+/hf/8Kz/B4x7/w/z16/+O1iywbkm1UEnwvAoqUAmFypFtzZMe9xg2xuDZQWaa2QKueu5f4axDifB9OqqQl+gkCRLM1uKUCqpdsaijRPA0cgaapiJLw/OeFUHJbnuxQKUJ9XTOB97zEW49eoTtNmFr2lC1cPOhLYrhQRCWwUggfY4UC37o+7+dtG54yEX35OAv/RyNP4nwDtHsMMkdt1VzjByROAu+YjQckCcbtA3sTA1X/MttvPv9L+KlL/w5VHaSX3jq43jmr/8xeTHktttu5qKLzmJzss7xExUn0gN4mfIvn7iTD3/0D3jGLzyBiy/Z4OEP+1be+KYrSJK1MIG1LWma06yoqwkfFQk9DAY5WibYukGIgE46F2iUp6Zxd1Uc++by/86SaE1d1qR5gsDTVKG3a3ZyO/SR1TWT8RoqCdQqF+mRgyiu0JShryZ4UCm8AOmDYpt2oJVCWYmsHRvJRqBNIUlNytbWFsM8R+tlobMtDWkqyXPN0A2YqATabu4NqntayNiHKWhNgxUeuwgiB1KPcN7gbBAN6YQjXOVIkhFpGubnTh1RK4F1lswViESQmITWJ2SjJJx7vkEjGyDMW4toom1007MDkiQhGaX9z6F4K9B7dS++IKXuq+/GGISUWNfumtPTKDffNE0QO4nzYSdY0lH+tPV9ESlPAxLQAdsy+n8VOgVve9ZOV0zO86ARUFUVgyxne/ska2trTKdT1tbWaFvb+/AJIZBJMPnuvP06/7+NjQ3KsgznrjSaIGaTJZHiRkjU5/Mwx29sbAD01g8mikl0qnxdYt/FA0BAVbIs2CIIgRJBUCzN856V0yHBsHx/WO9QaRIo3Sssj9W+I+8DMjPIi95zcLFY9IIYxphYvF4WzBeLBXmaRY0FKOehJ9o4EQt2Nvi85TmtqeOYDWNioHKqeL06e4XOALqzSJBqSfmr67q3LugEOhobjqmsqyUqrnQ/DutF2TNEWr8UDFo1iu+SjjRNqepFb8oevAxDgVw43ycoKn7Px+vrxFJ52HF6ER5ASvp7HO6PBOeRfol4dQWgVcDESYUUvqeaZolCJQnGBQbUDTd/kcs/dzVJMqF2hnkVWipcqlFaoaRhET0rtQ7S/1VZIqQM7U3WkRc50/mc6XTKvoiwlXVodxFK9ve6i++74kd3jKeO0bZtcUL2z0ZH+e2eoZ2dnf73jsrZXatuLHb7G4xGnNg+gfAwLAao1vd+fl/P5Rsugftqli4wXMoeB3+p1Uo90A+snp/N8sZ2iUVPoYyDfFU1qVu3q150D2YHyVZtg7EW17Y9pbPb7irK1H3fx+ro6qAK64dk51gtOH7oTv727/6Rpz31f6OcHmd/scFLf+c5HJ63tBK8kCTGsl6kCNkyXezwnN/6bW69Y5vL3vjP3HDoBEqPEUkaNGK87JNQGRM4ExQTAIH1Gms9eTHEm4Z9ezdI8oSmbZFZwtnnnM+xEzO8SkMfRayyeu+hE6KISGWaapyPSmRt1VcwVpO2VR+pLMsweJq6IhGOpqmAMS9/1Z/RZgLvFdX0M/jySv7kj36JoSw4eqxi1ibsP/9u1GKMz/dRNjOyQtIm6xg1DFA7AoQAHTojnAiTaFs3tNZQDIe90hc6BeFx1iGkxEuPRwRzz6pBa0jz4BtiW4MRodHXGIOWGm9blErQxYBEZ8zmO+zZGCHSHbxIqcoG4xVHbtvC1gVCZ8E8WoJt29DgG3uL6mqOVinetzS1QUrdjzlXGVrTUsiUUa5x7Q5NGxKRL3zhC9xx5yEecP8Lyd/kKdtQGW8ag/KACzTjcjrDk5PmlvnONp+5+gu8891XcsvtjuH6/tjwr7E+NPMKJVFa4hpDbQzEhDj0RhQEuebgKeZ9QAa7gCOMuaW5pZchKPBiOZFY71A6VN1vvXnOTTcc4Z4XP4DJetq/SJMkQdSRuqtFfDErcj3GN5aXv+yN1OUdXHKvPTz+px+DtqFoY71HxokHEZLHjueeRzpDp2jVtoHW6o3Fe4kXLhYrgodgY1pSJTEovBghdcIVl9/CkaPHceMBosjYms1I0jFSgPAtwtXoNKdIMzY3xmAq/vGt72V9/4j3ffAd7D9rHz/4/Y9i70bOzSdPYkWBcS2jxPHc3/xpZvOa57/w5Xg9RqqUotjg8vd9gB959H9CsggG5gAAIABJREFUJY4iS2hbw8ZkwFN//nGcvafgLW/7EO/90GdIik0W0zlSDTh061Euue/dWJ+Mgwqfk+gkI1W6nxCDuldIZLMsC55SdY1VBtc0NLUh5MFf/8nom8tXt+xKn2OQNygKDOEdNy0XTLe2e7VBJSQ2fqULvIJSX6hOdwHgdHuLzc19Qa1wUTJKBrh5wyBRDGSC0p6xTEkz3Ut9+8nBvvLciYvUVXiWiqLAexELlUV4nxDmWkR4/3WMGSFUH1QmUiFEYAKsthpA6FWScjmvhkJpLO7GuaejRQkZ5nOJQkcp+tXgVshlC0PodYZiOAiiHNb2QSx0iYXqqdfdtewYAsuiRQjIV5+R1VigCypTJMK4XetJKXf1tgghsNhdxeaAjofzYBJ7Ydb3hS9sHOyP4dSlcRZGKx8M9oR/R8Owr6ivwGiA6A5JhuNeH4VkBxvYEwMVw8ckjD+SdNd4FHKlmKMENI5M5vFeCEjAWc8gXT2g5T0NsQU4A8NsLSKcy2vEyu6k8DGUUeBgmK8tWVNJVDd1y+dlVIQvKxP2lakBGBAyfN97iVcKWkcqUvAO7yU0gGsp0PjKUfhwj2UDvmnIvFxeowARU6DBgWssdTlDCkEmJRjLkARvu3FksS4kXiORgQVR2h6QSFB4E3w6u+Qp1xozK0kRpCRQOcCRuHATpIcEFa6Nj8mV7xD2bkyGuRiWNiKpjOqZPtDnMyHj8x2SJ+89ymu883hjgk+qdyhAiCBaE2QJHbkUqNojmhYtYCwyHnD+xZBq3n3Nh1l4EVhHbUs+zjFNTVXXTIZD0irtY9a2rjDWMtkTCgidB2SXXM7nc/I8KNFWTRB467zuukTbGNO/X0xknHU9gM45kiz0OyJFaPMQRHXZJCSYhB7F1ll0lsakD9Iij7FNYCo1TcN4PGYxm2OblmE6AGMpFwsSNCgB5mufP/9DJ3BdI7aXAdkSzsQBuqRvrUofd02X1nXVhd3cf2s9XkpcrL51NL8sy2jdstqwWmky3kFs1LTWYpsWJwRSiL7S4eXpwU5RFMvziA3GzplY5ZrxQ9/zQH70Ed9GWVf89WVXcK973I+rPvIGFk7R6NCwrLxmo1jnzqO3kQ5Tnv2cZ7E22OY3fvVx3LkleNd7PsZHP/5vtBGZFIheUtmaoAbkzVJHTguJ8I5ydpIHP/zhJIATLXc7f8K3fc938KpXvZ5yIUIz+8r5mNhQeyoldfVfWCZwZZQ77pqdjTFkOkcKg5COlpZKQzvex7G2AQcy00FZVAgWwlJlkmxzg43xBodvuZG1CRT7N8hdQFn3TPYG9T9CxSUfFDRNRdM25DIgDCoN1ap8MMAZw858RjZM0Wmg/IzTUTjW7jExhpEeUUYj0bIsqZogdzwZjhAiUAQ0od9t2lRcdtkbmVrDbNrygPtewvd/96X8+jOfwpvffhVvf/8ncS5BeagWC9wwVNyUTpEqVH9tZUNPoAfvBM56jLGkaYIta869YC/YBXs21/jDP3wJ05072X8go/Ulm3uGbC8M+XDEdPsEOumEBQTv/ef38y8f/RwXX3w+j37k92IN3HF8SrF2HsaqQG10bewFCy9LnSpELVBa4axlbW090KPqNk48GikkWNmbtkahzF3joraWRITqbichboyJfZCSVO3lA5dfzYV3u4hHPfLhFEXGdlDYjpVE1Y+rUBSp0MOCQ3ceJ8sEt52Y40WKjlLnidQ4F4Jah0fg0amiaVb6eGIf5LLaqCD693S0CqtUoH62jqYucThUlpCsb7KWTDi6s0NTtQz37KcyjtoaUunROOrZcc66190RwnP7HXPeefkn2HPGHg6ceR/OOmPCW9/8Fn7isY/n0y//C+bOkkYhiLGtyQaKC87Yw3XXn0Tnm8ynNWeecT4mUl3D81SgqLn5i5/mzMnZXHzvfXzw6pbZ/CRNPUfbGRecewDhPNdffz3GOLJ8QFnNcdYwLnIq58iStH8f1Yuy7w8IPcAZQiylpr348sbd30Tg/tcvq+/hsixRa5pZVeFb0dPphIcmCigMJxF1tQ4vJalOgpJkmmGjz2UyGoFW1FVNaiGd1+zPNtgcTXjwPe7LOXsPMFQ5wi9Nc5VSWLMs6gkhQhEIiNNtfLa6vu9l8NglCN3SUTn7BGll6uzGlLVLGwEAF1UFu/VX2xN2LfE7kmWBtu/Djr3zQkAiNdZbkCBWUA/vA0unKxQLTk+kuz5pzEqLBMtCcth/qCt61RVDludn21Pk6XQwZRa+S3KDwUmnQy5E9EM7bTld5i4X/37japfndD3W2N33wAuwKl7rU767esVF6EOIPwl8l7h1fxcC4XYftxcghcQTVWmcD3RWB6u3U56isO5W3jXdn7pjDv+KpVCMWP5N+s6ZQ8SfQzIjpaCTaPLehnOJY0rKcBbdvV2Ne1Y/k6e8/1Sa9GONOJZkx47qv9Mh2N324rH2Bx8+jFJBAQ1DnjbWxcqz0d1HLZcCMasJmxMr91F4ZBQiQkg8K60QDjxL9puL6qned9dL9Ieo5fJOCxefSSmQPvS84wXferdLuPCM87j20PW845oP0voGqxuU1kEQzxt8osCEWD/NMqTvYgWPMtEwfTCgjAqeHSrcvUNE9CptmqZHzbt1nHO9ZUBnZSC1ohiE4s2iCuI/4/E4ABk6xKxtU/dz5OqyipIKEVp01oYjthczTN1Ei6L4Tvg6FT+/4RK4Uyf91YG5KvphrEF4h9KKtqlp2yqMEiMwtEtfL2/xbdNzhp0ziFjJCnLnQVLUy1Chc3FCaa1BZiHZMbEKKISnbj2IhMqEl2NtAqXL+1B5bNo20DKcw7UNeeTt2mheGKr7XdBoAUmWpBhb4lzJIx/1ffzApechM8lVn7yGd/3j+xkP9nDVp69Fb+ZkixqNw3nwVnPn8R20ysmTlN/8rReghOT+D7gv5979nnzmsx8HkYENqlmdb0hPDRES7SYgawzbOBKkH3H+2Qd5+MPvRbPYIl8zzGa38uCNB/Jrz/hJXvPqN2LMDtYaErEJskSLlOm0xiHIc3BbhiwbsKjqoGpEeICaOqgR5oMBPqqXDaJ0clVvUaztYVHvMCpGuKbl937nySRJFpCyXPO7z30ZggU56zz/WU9lspYzmx5D7J3wkmf/HLP5nNtOLtjaEewbH6TQBbYJFSFXt+F+JAmJDhLOvnGoxvYPL1JjW09jG5wXnDi5w9poTK4yqkWJF5aqnrE+Lrj1ttuxTUM+DOdZTec4ZRA29DRIUVCMCm65fcrJ+QTEgLe/69N89F8/w3/9r0/hB773brznfR/CMMLnCTcduY19G+eyd7xB6yyZCx4jjbLIVOKMp64MM1MjigG5HjLf/iKPfswjScf7uPb6k+w/W9GmG1x74xEOnKF5wuN+hFe88p84fOc2KpUYLcm1wjUNB8+6kFv/+XPcePknuejCi3notz6AW25bcPnHboJM0TpDQUqiQ8VPJuEY2rolSQRlM+Wh3/ptVNOG6264k6Z2FNEYVYiGhbXgFW4BiRFI3+CFw2EZFJrWt1gEg0FB0moSlQY/Id3i05xDt7Y0GO528V6a+QwhJrTNnKpOMDrDyIa2zRikNY974sN4yR+9lcHaXqyZcf9L74vxFRiHjEauOgmy+KigllfOK1KtgyKdlIiVl2uYZC1JnHCn0RzUCsHm6ADV9E6qxTSgp6ljOruFzc0LSccZR04cCyi7Cehta9vQPySP82OP/nb2TQre+qZPYMebHDqZctPxHd73kU/xZy/5NWrbcsFZm1xzqCHJR2yfmLI9M6xNEp76M4/hT17+f5CmFXpzgwc+6BKK4Zj3fejTKD3GIal9xjveew33vXAf97xoLy960S/wwSuvYf/GiG+55B40O8f5+KeO8cEPfwrvc0RbMk40xhnK2RSXZCRCkpIgvERmA+q2oTENZ59xFrffdh3SNbRVSzC31CsoSggsfaSKCyF62eXu/28idv8LFxEUIJ1zpFpTW8NiNseLoJLrVKBNZpHO3hUuOorTZDLBOcfOzk6wu1jUjLMcv1PywPMu5tvv9SAmgzW0ESgb6I8uVuWdDUiKRPXiXwIR+mKhR7y6udX3gV8MfFeCXgdgT088JJGe7yJ6tdKTDiCVxsuVBM851Eqy0o+9PrrvxmhE5SMCF1YJKIWPyJtQMvzeoUKIyB7ojm25j4AkghVhO7sROBCxZ8j4EJUbTTgGOmQOTtV21dGeRq4kCd4H6mUXDKpE7Uqyuu2tLl7sLqje1eLF0paiB+AQuzIzL5aX8cs+0SvXSIkwJjzL5MkTELVT3a688H1GEcaHxHu7PHdYyS7pEeb+1sbP+5aOfju+T0593ISPSSLe44UI915EVcGwZfDLBAtCbAhLhDEcJyvrnH5OThB7uehvrxQi9G/232VXoaAfOx1lkpV7rwUWMD5YZa2Ak/1FCKoKyzTeOtMnjn0+GI+lu+fhOsZkV8oerev2KwFUfD7i/fWe6DKygkgL1d8z6YjbCeh492z5WUNm4MEXXkJtDZd/5iqOTnfwaYjtpZS4RAfkyzm8A4UMqpFyWSSuqiokWU1DE5O0PAtsEonadS07Nk+nGNn570EAVVpretpml4h1bU7j8RhrLVWM59M8I8nSnsnXWhPGvICT21sICTutJclSMEQgye7S0/hal2+4BO7LLatBgPdBUTKNVQWEw9tA4xIi0rIiQtclLNY5EiF3Vd1WxUi8D5KfHV/c+aBEh7Uop/tJJ1QMJUiJUg7TVIEa4nzPcRcokiTrObdAP2laa7Gue8HQ007qxvD+97+fB17wY3zgX/+Vf7nqo/zy03+Bu59/TthG4mmanWBS4jWCFGkF3m3TmJbXXfYBPv7Ja7nig59BX3M9xmukTCEmKN774OURz9caS2UbpDKoTKGFwpZzHvrQB5JKOLE15eBkjGklO9st5551Lt/xnd+GVw1JqphNa1RUp3MOwvNqkTKNXHcZbRwUeV7gVmh1aew/quuaRCp0AnPTUNkFaaLIVMY1H/s4voGHPPQBlPOaqsx4+av+iUR6tu48zO/97i8zNTW//byX8rxn/TLnnn2QF730FczrYaDKrK2jZIaXitqUCEKFBGlpnWUyHvdUv66ytpiXkeOcMihS2qZFq5ZUa7w0fU9DlgZz2unWNuvr69RlhUgVtvK4ylM3MCLHuIxGDtBpipSWYydvI1MZxlYMiow7tmrypOCGG2/hIfe5G7auSVRJkm4ybxrmzYwLLrwA5xzXX/9FWush02BhmEs21jKms5ZX/ukbOHxijtSCgbb8ycv/C5sTSaHCi0MkDhcpBMIHuWgvAh3vfe+7kkvvd3ee+FOP4oMfezHzxmEsDNKExawCq5FSoEjIRZB0Pv/AQe59z3uwNtnLjTd+itZ4pDB4JFp5nDdoRUBBo+2Cc5ag/GUCtReoqoYs1dSNIcs1OpPUrWVRw79c+Qm+5zvvhTQO54KiZ5qmCJVTllNuuuko97nnAS48O8fXxzGVoRhIvuUB9yBPXCiQRIGB1kIRaQ5dU/N8e6d/kZ86aXbVNCAqLgZkbl7NyXPJvJzhvGQ6nZOnCa5pME3FnrUxx3fm5EXGYjZHCoV1kOUFe/buZTYr+fz1N1G2GZYBOhtSb6WIdESO50H3fxAfu+EjzHemDNOUy974Zv73Jz+OoRb89rOeEURicBSjgqs/+Xne/NZ3UzZDdJ6h04I775zzsj98PS968W9zfHac77704oAILwy4MW9+29upa9BZivGGpgnoY5Ik1CvvWdsGurEXoZ/guuv/jbPPWCP1DVLY8AoUIpRXv7l8QyxKKbxpULlGeoe3Bud93+8D9FSiVeESYwzb29vhvluLsh5tHbKu+ZZ7XMLD7nspWS1g0TIq1jDOBTEgEaS5ve+oiES6fphHtQ8eg/gQSnrvETb01eFFFAmhN1/ugkq9QjXsAm4REzfvHIIgwx1Q4PB3KSVIH5glcRuryJjqRM3EEq3Qq6iMD8bEEKwUHBatIkLobOjp9stAX6rAUugeA4ioWkxgpYdmZfunLl1RI2+Wa4QEdHfRGujbE/rg3jl03H8ntuWdOW1f6pQswouQTPfHcMoXfERivNidDOy+kqA86K+wFrNEFpeJVUCeQnwmpTwtC+wSrx7VCvBNjPOW+gKri7CnH1BcfVlQgtP2FV5fIiBhCAy2799nl8vi6n2JbTUr6NQqI6RfXy7vv1pB0ZZj2qNdjEVFSOi8WxZA+r2toI/eR+0CJZHe9z+fWhvzzp9m8aKJBYuVhHz1e06EsdY/w0Kgu2NZXdFCElFNF2+si7RKGa+5lba/dhKBRCJcuJdBrVbQlBWj8YjpYs5D7vdgDh09THNHw7SuGKYaM29osBTDAcI6mjLEZqZuKCLtsSu89NTPleTMOUeiljYAnYl7t/5sNmNtba2Pv7XWvUF31wPY9VB67/tezY7F1iV+k8mkbyeZTCaBXZbm1E3FIMkw3qF9eCeYukGp0eqw+pqW/1AJ3KnLfD5HRJ75kgvvyTIdRPPijewaW1c56BAGaUeF7H7vXlUhyVqpJkeY1fpQCQi8boV1NjYpd9URVra15BR3++mzb0df+QeP95JBsU7bVLzkFa9HpUNMNSYRkkRbrvnkZ3njW67AoAGLkJaNyRjvavbvUzziB38ABQwHExaNwrk8nrMKQh4rja/dgHTOIZOAAro2KBXWi6N8x0Pvz2J6J188dDt7zpwwXjvIu959Jeece5DL3/dhHv3o78VZOHFii7axqDjxh2sbqDRK6T5Yds5hmhYffUqUVtFMO6OpaoRWOBEmTZkY0kIiZMJll72LduZ46EMuADnCJWOuP7ZFngT9Qr25xj+8/h9Y+BE2XePYtGV9/5kcuX6bfeMBpinx1mOsJCtSghRuaKLVacKirvCN6ZHRxgQVr05dqBUtdVUhU0+qE7Ikw9ogIXvhhRdy7bXXsjOdY7yj1uCEAZUghMJ4iVIZiAyrC6T2WNMyHCYoKUmTIbWx+CRlUbVcf90tCJmTastZmwl3lCXGGjJtuej8M0ml4PrrbsK7BNcI8JY9oyGjLGE6N8wWnlYGkZPaTIN/kbCcf84Bbj5+BKUTdCuo25Y08QjpSJUmVSNuOnQU5zWzk3eg3ZRC7aFNB5S+RrclpmnQmUS0czSCzT05j/mRhzEoJhy65Sgf//S1IFOMCM+idZ40yUmFRyZVfJmHZ9M7gVYaR0BlB2lCUxu80NSNBS9pWgsi4/3vv4bvfOgDmTezIDccAzjrgyH8W/7pfRzY91OMRw0veO4z+ds3vYOHf993MkraYB7rw7OeqEBJbaqK2tSYJkGrhDT2cHgbxInCAAYvdvfBdhNTIhWLcpt0TdIaTxtNcVWqmC62ULqgyAqazHBsaztUCiO6Xww2kWlBaSSLWlIZTzZMqZsKkY64/UTFgQOb3Of+lzJ8x8dJVEqzc5KPfuJ6jr34T3n0D34fl1x0T5p5Q55pXv3aN/HJL3yRRSPxOvRrZqS0yjErPc/7nVcwnsATnvRTXPf5L3LNR6+lXMCdJ6fofERjPUJKhASd5TRtTePBK4EkFLYs4R3nnGPv3nXqZspkkiKUB2kjTec/9BTydVmEEH8GPBI46r2/T/xsD/BG4HzgJuAnvfcnRRhULwd+GFgAP+u9/9jX4zj6ecw6cL4XfXDG9v1CQazLRfuTmjYa/c5msxWBBMf6YIw2nrP3nkHSShKhEUqwmM1JswLdoVsuJBTShyTJxTlQOh+LqxZjPd5blNQRteizrnD9nInzZvCnC7S5KLYQE5RUKIQAs5JaSEKgGtAVooVQhwKAt0tapZcSh8QJu5yjpe+phzIiGE44bGuXCWoMZlOd4ITHihX1aO+R7hT0pYtDACF1CMY7FCoKt3ShcHclAh0wiMVIGdAUt5KgeCF6Ndw+SI7XazcddfciTgnhlf/ycWNPK1yhGIbfQ5AuVw789L2dvjgfaIRdLLS6dGiOOuUv7i423B9LlwwiTkvg/JdIlXt/wOXX73Kd1X2JFdRmOQ/IPpGREXkT3X8i9H+tHmN3zn0O7SWJjBT+2OoTnle56zhX708Xi3Y0z7DdsA8VEzzvPFLuTsT69U5ZAnXxFE/OlXEjPX3bz8pTeprASTf+hFgm9t51UFz3xfCDEIHiuUpnlYQx5aIVgPegrOcB97ofX7zjMKUDlRZUtLgqKEV3xymlZDQa9RRI61xQrVwBZdq27ZExLVXwMjWWLM96X7lVRE4JGbQHoiAMhHdoJ97TrW+igrl3y6RRCNEL+ITLGbajVRIVS7fRWUqeDkItCImSX7858z/U7LtMEoKcbsdrVWnnKxYCxVABlP363U1wztGatvfF6ZGoiMAoofufXRyLXc+btFFhyjuSLO2ToG77UupY3Qx9XgJFlmcY2+xSTuoGgozBo41qht3gsTYjHY9oyowsX6dcTHE+pzInuPnmW9k7Oh/vgyXj/I6jKLlgLPYzSdaD8SkKl4wRSY5zBtlaUq1pYuWhM8zsrqOQDZ4MmgG4E3zXd9+P+ew4prKcnIJ3Q4QfcuXHPs3HP3+Ipmy54PyzkSrllsNHIFEEWcxgIqq1xro5iUjJOoqacyRegJChmoRDy/DwDofDqKI1YVaVaO3Y2Dum9VCaAV6msBDoLPirjSYpmClP//knc+PnPs+RW25hc32MaY5jpKSZH+Hu5x5gfnIb5zXCSqTKkd5R24YkLXB1gzEtidJYguS/JUzepqmpq0WQqfUGpcNrtaoXyGRAVZU0jeKIP8IF557HkSNH2K4qGgJSgTcR/ZkjLWRsMdEK7yrOu9uEJz72p7DecPyEY7uxNAAGbjx8kne990q+69vux2/9+s/zgpe+is2h48lPeBKbA8VibrjpyAyvJgjvcHbKYx79/Yxyxee+cITSpcjROlKl2Knm6G1T9kxSHvvjj+KKa/6YZl6zp0ipSUiTnGxgUDJDyAFe7uMv/6+38+QnPYLnPftXeMGL/4oTpcGlNSQlpTnOaDTiub/9FPK1NWx7nGZuuOPEjBf+4WtJB3tIh2ucXLSxl9OiqxYjanbqCqcyvBfI2PdWVgYvLQqBMeFBm1eKwWiMzAvQgkSPOHZsi3e+55P8yCO+g3mrMC48x5lWGCu59faW3/2D13HRORlPf/pTeeyP/QjrmyNe+rLf51nP+jWkCIpxCEnd1lFFLiVNc9q6Ic+LvsDSPYPdM90VHrr3RodWDEYDymrK1Z+4geqVb6BpWuomoWocI+Upt7cZFwXjs87k9mPHqduW1guO3tHyG899FVW1g/A5OhtTt5bWeUZ7z+A3f++VFFnConYkxR72TAao8YA7d4Z84baTvPYtH2a6dTltY8lyhfQane5lWm0xXFO0bckgX0OmCaONs7jtxBHEiQW//8I34LzEiYzag8yGIDRZqqgaF3r/pMartFfYdTEA9UKQ9BMVSK35vh/4LlTa4rXFSI8SweD8/+fL64A/AV6/8tmzgfd67/9ACPHs+PtvAo8ALor/PwT40/jv17yUZYkRYBwIJciExmuF1CHgFVIgJSjh8daQCKibikopvBChwGIchc0Z6wn3OPsc7nfWvUkWHQlLohMdgkCWZuAKERIP5xAEU1wpJN4GvpiUYCMCIoRAeBlpeAIlPNaEQgJAgsDGIlDnQ+i8wziB7el2Hik8Wi2xIe8dwipEtDuQOHQMHL0AKyRWAkL3xtnCu6A87QkKyD76kUodSTYBmel8ZKWUWOFpIxU08aKvrDvvsUrglOgDXilFwOi8R1iPb6NgWkQcE6lwiQYnkdGn1hmPT3QfyCsh8GrZox9OX6Bk7M+K/+2WPfnSS4duLlUGT/+ePA3NWlIR+09WksbV3r7VRLJPxk5NLoXo+x5XWQ+iQ03FUj8gfB6PcWUzHrHru06IXb1tECjFFpbU09WkeGWfHXYZxpLu99WhhqfSYJeobUxcWCZiS+pnOG6xC+IKiZeMvEUnu2vUHd9dL24l6fcQTNpjok/s8VL+lORX7D5XK+kLJrvOx+++ZqvjqKebrtBu+4RUhGeuT1i74wknjvDL4oKJ+1yOtaBDIdMELYL4SjuznLd2kAP5BovZgmnZUOWhsGqqQGnUiKCMmmh2dnZ6qy4vY8LlXE99nE9nZGlo6cCEXrcmWjO5mDhPxuvkKutbHqqqQqVLFdW6KvGj4AHrvKOxBlnXaCGCQJENCvPT7R0AEhXjXa2Yl3NwMMgHtNLR+ACiJOMB85Pll7jTX/3yDZfArULSuyoFLA2hO6RsMplQDIdYkv5hDooyy8mlEzHpkyi5NNXutt0FcCGp65A52Rv5hqplqLSkStNGRM8LEXu5Ivc19rQVaQhYTfx8VdmyGxx9s7MGXKBbhkBJ0bgwCVhv2VnMcW6Diy44j+c+5xfZ3NxHuTAMBgOEqJF+QZrAfGeGR5HmA6zPmbdNCPSdh5VktTvfDh1rXYPA4Z0jUYoDB85g/5ln89pXvJ5z73EOQijGxQQpc2obZOX3bUyoasP2ThUMJIWnrkukAiUdttohLYYInyJJejTOrbw4uvtV1zXWe+bTYIa9uW+NVEvKeY3OcmobzCNdO6NIT/L85z8TO59xcDDE7ZzgGT//JIrJPgbtEeZbd/CcX30yrd/D5vqIj/3blD986WvRg4KmacgHOW1tw0tASIosoyYUA6RStNYyLAbYpiUtCnZmU6QKip1plrFYLHo0tZovYLLO2njIbFHhjcNZw0AllDtTmnob7+GXnv5EJhtnMzcN42ECNFgy/vxvLqNxCo8gS1M8A972ng9z5tlncMl9zuc5v/hUtFLkmSBVOe95zwfZmntslgAldT3n/IsuoPUNH/3YZxE6Z3t2kkEyYU++zpVXf54f/oFvJ810pBUIFvOaymRop0mzgP5WdcNwtMHHPn0DP3R0SpGvcfHFF/OZG25np20YDPazKAvKrMBTcHKr4vDhm7j6Qx/nhptLvBpTtYoTI9UfAAAgAElEQVS6LkEFad2iKMCBRbJTOz589bWRPhEU6WxbI3wbewAcddVy2RveSpp7trZrkEMcnmKwl3e/51+5+mPXoPWI6cLSNC1tW6K0p3GasrF86KM3cP0tL2Xv/n0cvvUQ29MtXvA/Xg8+DR5YziERjIcD6rrGUJPpFGuaWOzRZKmmaRwm9rbaqPLVTQomVtyrqqFtYbR2DocOL2LQoUiSnKqxjAZ58HnMNKM8Cy91PCLJKJsWp8ZoHyiZWoLQGq0063vPwbY1A+1IdEI7X5ANNc/9xZ/mla95NfNyiszWERJaLcjIaKwjH0xo25JUK5omGIGfmJ9E6JxEr+OtQCYOJ2oQDbkMxadyNsd1lWaC7LmJ/ngeH/sOQkKbCEWiFPP5Cd75zn/mGT/7sECPvquq/wpqufrzqe/y/y8t3vsPCCHOP+XjRwMPiz//BXAFIYF7NPB6H17GVwoh1oUQZ3jvj3ytx5HnOa02gaakJSiJjNS7LAmKabPZLCZR0SZHyCg2FBr7R8WINT/gvP1ncNF5F9CWFbIJAgxf7VLrIHQTZ50oxhD7aFx4/0Th2j7gtASBkiCsEAU6lKRlmUQC4JcJhYgZmRXtErkSgnall8pLF/o6XUiijIRWeJQC68FaHywTpIhCJiHhtIFUhlAC4buEFbyzeBSNiEmUDOsQe++U8NgmFD6QMWEp0oigBZRRILBNgxMybFOFedr4NiSOLqByTkb1yfg/Iirq0p3eXT9XuxKjr+LZ6yl+Ytm7ukxaot/tChXzVMrnV7P0/rinIV5f2bJMIjkdGTzlsFYl47+avtxTj+nU67qawJ76vdVzOvW8pKdXhT1127vO8ZTfV/cVqMMS50/vG+3XX018u2OPyLKHXddpFcn8Ulemu2539a6/q+uxynDbfQyhWNPtVyI4uLmPY7OTbDVbpJlmXgfBwM7SAmC6vUNVVxTDAW0b2nDGxbAvunZK8d2+usSxbduejaelIs3SXlimaZqgJp6FgiWxlWo+n/dFXq11tDQICWUe7Vc6G426rhmPx1GpUgW7gza0DHWvLa01xpSgFJgvfc++0uUbLoH7apZOyXHVeFaqgIChllLCAaYNlJK2qvueOKCnjQghcNFh2DmHsSZUElboEkCYgOL6QkoUwT8qUCsdAkFZLaLJ5ulQfD/Ao3lnKIw4PCZyQjzCBdknK1sGwz00VcIoH3LBgQyVNJyxvs58VjOe5JTzKa5pKdYmDMb7qcptrGgY5AFBCqqDu/t7Og8zYwxCJ5jWkWiPNZ63vvU9jPSQqz5xPedffB7eutDTJMIEo3EoGnamluMnZlgv6UyihbBoaTHVCVQuwBusz0nS2BAqA9fYy1AtU0pRNeFhSBUIZVgbpCG4IKWsa4wHnYSJN08M8+3bmN855frDx7n5367nZN2yU7Y8/lEP4dyzNnj5//wLjs00G8P9qPXzKMbrlK2N3keSVElmOzOUEJRNS5YkKCGoyjI80EDrLW3bxHsjwHmsM2TFAOEdpjWsj4bMptsh4asrpNeU9ZTBeA+JTqlaR9l4NvcexNUN46Rgtr2gLBe8/P98Ddfdtg3ZPpJEYVuDTgp2Gssr/uff8tSf+XHufvZBJuOU664/wmV//zbuOFGhBwcRPiSU4/UNDt1+gusO3cFnr7sDz4DxwEFjaG3OB6/6LB+5+ioQY7J8wqJuSLOcV//Z31BVO+zfew6eQL/bLudok/KyV/x1kMClYFHCxnAPd9455xV//FZcPceRUfqSRDekbkRNsH+oW49MBFpKimKItQaVZVjnObYz5bK/ew+5SiHZw2znJF5psjTQhvECnUy46dAx0lzTGE/bzBiNgtecMxknTjrQLSqdII1EpwprG4QI3oWTAxditObQHSXZ8CzW0v0cOW5IUxX7LzNmiwXGNuhEkicpzi4rx92LvfPdKSPXPjzuvq9Wt22LUIBwCD1cToARuRDeUlUVOkvIlWBU5DgzxzoBwmG8DtQsD8oGgRWLw5QVTiXYVmGalkKC8w3aW84qWn7xST/BH7/mr3BGx6TU45VE4lFSgFckSpPEScfYCm9l8A8ykCnQaUvVbNO4YBswKbo+WIfHoRR4oZiXM3SaIIzFG4MWQQ7dVhWJd9TTWaCbeYnwywb/by6nLQdWkrLbgQPx57OAW1bWOxw/Oy2BE0I8DXjaV7rDIFLhcUpgncdUVW+NoZQKqFFEWU3T9m0FiVKkgyEQpPsHVnHxORdw1sZe0qkhzzSt/3Lku7teQkIFyjvUCu3Kx54YRegrd5Hftoq4JFLGvhoHGoQwKBd6koSX4d215C5GSp4PzdhInFhSDgGEdSjnyOJ1qr2gkR4nVAj8pSBxGuUAb/F4jA9aPZ6AFgqCoEiHxjnlMUpSdymqtaTOkXiJIkrFe2itoxWeKqJuyri+J2+oFJ7I/hCxf8+D9pLEQyokjRf4Lgi1QdLc2A55iqjMv5P0rCYd/97y5da5q799LQncbnTrK0/cTk2KnHen9fT1636J7X+lx73q79cV+r+y7QR0TvSUwm5ZHoc49btfwSHtSqy72PIr2US00Qnx7Ol/Dkjy8jn/kggqpxfquhi8+2y37cZu1Lc/ZqUQHV1ahULTGQcOcPOdt1LMZtTWg7FIqUikorKOarHo2x20VOgizNnNouqNuKWUDAaDXqCpi9e74+7uZWeH5VxA13yMT6umxkf57M7uS0rZP7MqCSBO27YURdGr8OaDAqEC6tq2LWmR4tqlObgxhiJfYzwY3KVQ0/+T5T90AhceJrULZZMqDpBOmnylj22VItXd1KZplomVl8gocpJIFfi1kefaSSILFdjHxhi8czhvyVKF910tTEZzyGAGKeRyX0IEr4skSQIa5QVeORAO7y1BslUircRgIPG85s/eQmGnPOWJP8YDHnwJ/+V5r+S2w1vBr40t/tt/eyb79xzkH952Bdd8+hBV6ZGyIVEWKzwe1U90q8fQXQ8lMpJEInyNTlO0Oou//Jv3MtlzXqCMmAVaO6TyLJoZP/+zj8U2U975jquoSk82KmjnDT44ueF9yd6J48UveS5XfvQ6LnvD28O1QmG8w3oQbolsrA1Gwc0+a5Ci5Kd/6sfBGD7y4Y+DTxmNM6y0SDGgLcf8zn9/A2m6B2cVeaawOztYnZOu3ZtKCg4dT/jCTXPudhYsbr0OL9YIek02UFisYGM4jjQfgbGWRGlkHugxzoSx5KNM9RKVBWMcaTSIrKqKtqnIlOK888/mC4dvIs81pYfh2hn80av/ntEgYbrtcE3JYHAQ6SVKwNQmbGxezKJp8W2FlgKrJKLYQ20Nr/vrK/5v9t4sxpL9vu/7/P5bVZ1zepue5c5deblKIS2ZpGzDQRQ4sAELYJQYUBBIBojAMBTYiJMAykMC5CFAHgIbEZA8CDGgRC9RDCUREFMKZAEJLIcJmUUbN5EUF1GkeO/M3Fl6O+fU9t/y8K863dOce8VNNrX8B42e7q46p6rOv/71W74LMSaMs3QhYlbHjEaw0ePSGUNUeN3w3/x3HyHRoeVlUoLaDCQ14rThycagnSHnRAieveUS37W8/mhAsuPs9DE+ZkxtyCrTNHe4GEdy8JiFQimPGS2Hhy/S9SdoW+GDZh0STlXYtE9UICpjjcIYjc4JYzL9MDAKjEmR0j7G3MBUDjGCjh3ZKFIaS8AVNUo1aLvk7PyUxd4KZQayRBCNsockURM3RiNW0fcbjM4oazCuYvB9CZKi4DvBqoase8QJqQvEqLCTIEHOiZQCZCHltDMeLlzZ0pGra7fjtM5w7Zn8LGbAJ0/IDjVx/pQeCKnHmUVRDAsR37XUxlEdHND2A+vNCSEbsmtIcUCrooiZyVidCWLBWGpTkcctSkUePVzzn/6D/5Yhgbib+GBRyhF8h44bUo5IKsp/4zASTVEGq6NgbURpj6fDr3silgbFEBPJGg729ui6Fp0VPkA/Kiq94HBRM/qOfjtQ28lA2AeMFRQtOW2wUWGiQ4LdqVD+2XjzkXPOIm8WXr7lfj8L/CzAN7O/UoWTWTlTIFNBobRhGLtdEmeMm56DARGN1oIfA0gmx0jIoFNmv14goUAMr0aHSa6p3b3V8fiEkoRJGTNNEWV0gaxlkKlfJqnM2zTBrpSR4us1BXcqAJQErlwFRTKmwOYoyRUZJIbJhwqSkp0QROl6JXTK6FC6e9porAhhmrsajcRE9rFQEVRGW0VWBXqZKVBLHSc1wDGAVWRrdpLtWsBmQY9+x7kqlXtFloyX0nXTMRYBFSlwxaRLgUeZ8jomg/KR3Hu6MRCtQjlL1dSlQ5KKMjCzlUB++jP6TsfVztSzumIixRJgt81T+35r73W1sDy/9rO2+WaO+Rk7vuk230pCe/UYryYDf9ixyc6j4Jsvcn0z5/9U4joj1eZtr+07F0euvtZOvRQu7TS+hdXp6vy4nkg+a1y9dvMxw1Rw4jKpVLkIgtSuQiWIw1g6b5M67Own65yj7Xt0LuiV3XlNz+r5mOaOnNa68L0lY63eIRBi9Mzw4EREmZKcGV9ewzlHPw47I/amKUgurZ6+F2YPOShJqpvM1POUyIk2xCnhsyaQnkX0/DbH90QCJzyNp54ng/ceV10e4i7rnzpdog1MlWxioK4d3RiJM2RQCmEwhikLR0pylRPBjxhnizkxEGLEkBin9qgWQ04RcunKifNkpRlDgV/OksW1MqQ43wRqR3BNKRY1K5lgGBNEUSYKLtKBmuRYU0RSIVwKiRjawktBcz70JJv5zc9/iu//wNv41//NH+Zn/+H/hNaOu3dvcPPmik/81if46D/7PxnyMc3SYJyQK0u37hDliH1X+C3CLmENOeKMJTIgojEaxpTo+5HVar9UF5QhiSFbYdyc8Nf+2vfzrncsOTmv+cJXzxlDwLaRWhliD5VYXrhTk9MRRiU+/7ufRjnL0Hu0wF5dM/qemDPGFGPkFAIro6kxbJ/c48WjFcOQ+Y3f/BwNIxIiRkeGQZPTSOz3CXlRzLSVUB28iGKN5IFVc5Pve/lVHj9+wNkGqtUS4sjCKowY1l1Ls9xHhsJLFK2RLIzdgLKzvUPEaY1WlqxsqcDoTO0qktIM44itHJu2wxnLxbZHGeHu8TEnmw3bYWQricocM0SDrjLLVU0cM9bWZCLOj/jBs1AK3KLw66T4m5EVvRQVxyEolLH0/VjmbRJ8Nuhp0Y66QZkV5+uLorDUaZypGX2LYOi3jsWigRRoL07LAppATWbrNguRQPQjSUonpq5qwhDQaNqhRfIIEgGNc5oDu88YR9AlyFguF7Rtu1MT7bqEcxU6dDRKkEpRu+KpGEOxI9BWEb1BoQkxo1Wm957V3hEpF/XStu0gK6rKkbPg0Gw2Ww4ODvCqwceRMSR0HolhxNYObTRhHFgu9/HeQsgkpUjRY0RomiVt2yIpYm3F+qzFWk1d18RxgMm0N6VA1rPwEOhcMfQ9koRsPbYyxDCgdcZYxTAOZCJaAu32gv3a4ZSgtmcsqgU3neb1CmR9hpWett0ixhK3kTFEcrNg7E6xBlKOOCn3SyWZ/snIomqoY8tBUoyhBOIhl/87qwm5xVWKw9WCGEaOXSQNJyR/QW0jknpsNOwt9xk3Cd8H8qB5/PiEF19+idWNPbStOVu3iG157oXneOnlt/PczRtUWrHfWFbpnPPTR3RGMeY1XppJjW7y/kuFi3MVZSDXosrrP/8JH2/M0EgRuQs8nH7/OvDSle1enH737Y+pwpRRjOOArYo6Wxx66uWCxVSsiymgBfzEgxYRJJVAJfqEDwGjNDeX+zRoZAhY0YWzbc3EtCoB4Cy/L1PyNNMTxnFEI3RdR7w4x6RElQSdA30KSO2Q1R66alAp4McRlRNjKsq0ohVGGhh9kQyPkW6zxo4tEvLkRaXoK8Pi+Tt4EgmFCpHu4X2aqqGqGpZ7+wSt6UKHylDFxPbRYzbblpgyq6MDFjeOiNV0fjGhOs/J6w+xWpFyYHG4z/6dm/Qh4CVjUFQhE7uB9ekJ9a0j8mqJ2IkaMSZs7xnPThm6nk275fbhDW7dfY5OZYIkwrYjPDwnjb5AOEURTUbVjuXNIxa2gm3PsN4SzreMbUevBLGGOy+/gKodwxBQrirgTnmaHvFmXZCr3U14NvdtHmni1ZXt5SlPsd02V5PGqwnN1Wl55YermgNXj+l68vbNwhqvJjBwyXN76hhnnt382il/Q5z5VuNZidOzkllg5//1lDaDKee3XO7R9z3OFhPzrut3XT2ZXm82jbfWlgSlbXdNiWrR7AqIs0Li3D2fmxJ+sgZxzhWF4ZnmE0JBlU0wQIWUdXo6tbqp6bct2tryflntnueuqYsK49QtuqqmfhX6ej2pnbd9FoT3KdV32Pm0kYt1jzNFnTwMI8F4VjcOSQLtdksOkappSpycy71DKmiC+XVnxejtdvsUj91qDSmzXC0LLcoUr18lmtXeCtGKvu93cGdXVSwWC7iAMHpImRQikmEYiy3ZarIV8JMeRqbYl0BReR76AaN1KaotDG3b0nUdR2q1W7O/0/E9kcBdHbPD/Pxh/KE95bmqpTVZCt5U27Ioa4QxjpMJ7aSyM2XkORfvmrS7odUEp9AwcV6y0szyteMYEQ2iNMNQBDBUVHifcGaepDC73aucUWHE6KINnBSMfYtVGicakhR+2MRDSeFysn/ob/2rJLF89d49zs/f4O6Nmj0biIuRH/qBl3nuP/k7LJoDVvuwrCPf9+6X+Pv/xX+8I2oH0Tw+8/z0f/2zRcjDFi6QpMi+rS8N0AXGUJSJwuSDp6TAorQ4HJB9ZtUsePX55/jwv/U32Kzv8Uv/5KOcbLdUywVNtcCPkbO2JUjFX/3rf50klgcnj3nw6CFDCphqQQ6ZMbVFkXDiNPg0kknkFLg4i6wWS770+/d5+6vv5sGZR1UrxjywYY9YL3E3j0ugrSLkiI+RveYAkyJiIut+TbUyuANFQMhqZLWoSdFDDLgMPm1p6olcrCAGT1ZCSAPVXo3JxaS66zpiTNRNjQKGsMZHqOuKMLQsGkeOHh8CzliOjo54fHGBNoIYg1KaECNJEi0ZW2n6XNrogYRocE7h/YCrhOKZEokxIMawdIYUPYrJoy525XlpQKSiHzy1rRmGgI4R5T0qZLrgqZwpqpnGMvQDi9oRAojRGDHkGBnHMBUqNKtmVYQDVGCMCRFbeCE6I2wL8V0bMiPDdjN1ogKLRUXfnbC3aOj7ACQqY1Aq8mQzef9IMb0mF5EekQxpTaX05NHiYcwYpfBdQOu8k+P23hPyhtVqxWa7ptaZ1K2ptHBYVfhxRFKkCxm2hRhc5Yy68DSTutS66wkhlAS8bVlqTRKoBAa/pjYONWxReBYVRD/g+4GlqqmsY+hGnK647RokCltJDIPnyDli7GlczZAz1WJB4y842FMY2RDaDXsLi1EbnFjee9QwLivadsvGF1z9an+fzdBy8JJwtGp45c4Njvcq6tyj4kAOma996XVEIlpvi4WAUvjYI33h5FgbaLsNq2VDbTtOn5ywsEvihCbTcaCyGmMtjVM8qQLSOLQ2VC+8q5g/yxY/nGEOLDEHhoevoR5GzokQPA9joppklrf7S5679aMwzdNvh7fyp2T8MvDvAH9/+v5LV37/90Tkf6SIl5zn7wL/Dcqz0zSWnIVh8Gz7gaw0IYzsLZZTACZYcym1PbQdlWtw1tLoCgmJxlZYpYsq47TPzh/sLR7Hs7mtVbrwzMeI9AOh7dEZYuzpJLH/NktdNZyfXbBdr1kYxZgj2ViyNui6Y7Xax2iDDyPdekvut4jPmCgF4r5wxBv7iNVYV6FDIGy3hHWHrpdYt2QMEauF6ANnDx4Qzjcs9veptGH78BQ1BKqbN6itpe87Tl9/yFIMygqLxQGnT04gReqDFVJbchjZPrmgP7tgWF/gGke1t2JMCXzE+cTF/Tfw7ZrKWY72Vpz8wWsMJ2dUN/ZZvHiTcQzEdYfVBnO0VyDcVpGsLvDN3tM/OmVYb1mailsvvEAgc3p+xoPf/yrPvf1V6lXDuHP5evZHcj1BeauE7ep4VnPg2YnOt3a/X32Nq/+/qk+wS8a+yWP9Vt53hvld7559O+/1LL7bnFzlnHn48CE3jg+BRFXV9H3L48cn3Ll9d5dkzR3xfAWyuFgsAHYIqbmLMyeEwC4x6/seYAeJhiJi1KxKkbJpikDXbA0xJzO7Dtz0nmEYC3+r7wsiLQy77pPWuiSSU1erJPOyU369mgzP1/NZc+VNu3VvMoWMMWhnMSrR931RLpcitVlbNynGCmEshe3KOraj31kDzMc2J6Kz9H+InpgCKUdyLGqiYhSRBFowlWUIfpegjuPIdrtlsVjsrp+1ljR5y45TImeM2alb9tN1jKkk2WEcEM8O0WOtQ0+ome/G+J5L4Oaxq8bw5lhRmSSMUWmqYHi0seQUMArIEa0Knl6kEIBThJhAabvLnmGSE62qUs2IEUlPGyqaVDD7oLBTQqSVwlhNSqV6EkIoAibzv9AjKU26vNBMN9sYPBldPGkoMKpRX1odvPfmC+jK8oMvPoeWwLi9YHvyhM9/9As8fv0hp096npy1bIdTztYP8aliuTjCM1VblMbVx1R9Bg1BFF6VLmBKBSYWKa19owoPKeZMljh5ikRECb9z/xS5e8jr98/5vScb/vZ/9J/zN//m3+Bzr72BkrxTaIpBsb5Q/IOf/gXqRqiaFV/8vXvo6hDtHdoolEqIOJBMUoW8rZTCGoNWcLyqkdTx0z/9j3CuYbl8js4PhOj5u3/vH2KqCtssMLZw7owCQuL89AzHyD/+x/8PKUUeXlyQg8EZqFNFEwwpJJSy1LYmTxXLEAJEkKSIsUjTm14Bihw0K7dHVTX4oceHgVo3NE4x9gMLd8DYtSwWe0DCD5HtOvDS3XfwO1/+IuhYAqDY01iLk4DNEQmJ1HbcWK3wwbMdRsZUkhcrJdDIPmK0ZpNbqqpCkqbtyuLtTPE+2YxrxGi6YYtzFi0tKhWI5QKDHjV5iPhhZH/VMF5cYHKirhwxpgn6J8goGDOpMomiMpp+ez75mnXEOLLXWBg8cR1QGY5SptIFMmCd44ZzDKenLE0pmtR1TRa4mTsqZ9mrKuLQkmMsrzN6lm5ZHtwhEqKfFKSKx17BpUeOjo54+ZUXuXPndpmPDtr2jHe+8DyVaNZPntDQICkyXnjOTs4AqF3F0G520IZ4UCqidS3s75fOsvee6qDi9ZcyOpxyUBnC5pylBMR3ECJmKNDpYAJaDFpbjNI0SjGMpTsYciC3QrOwkGFoW1QHpBErUMWanAWtLLEusC19pHljfLRThN1bLlBvDPBAUb9WX8oRK4VBeEcoDwZlDclp7GpBvVxwltfEfqR/sOZu1nRf6fmBH/wL+P0Dvnrvy0jaovHkNKJsTRSNygNva3JBLqDYrh9yo6nLA008YT3g6ooYStV47EMpSKFIo9DHQBwz4+kWdzCgdEVSl0HXn9YkTkR+gSJYclNEXgP+M0ri9j+LyN8Gvgb829Pm/4RiIfBlio3A3/ouHgd93+GDoI3h8PBwUksWLrYtAAupSX66T3PeeSnprEje09gGZy5hSTGXuZhmPg9zQPaNn3WBEoVdJ0HfuYX1gWU7YjZb/Lr4jvphZOw9TlnELlhUYJYLvJ7UIq0lKYWXiFk67q5exm/OOPQKPQQePXqE18W1CzImC4wDue8IQya3nnR4A1k2O2j0sGm5c3xMc/sWVVaYIXL68ITVakVOiXG7Jg5bVse3MYerkoienXLy4D5Vu+L4lRcYw8j6/BQJkcYaJEZSGDG2JiPEbiB0LXfu3qFe1ihXsY/h/OFj4qZlJQUBEXxkaSqa/X2iVgyqCK4EBS5r2jGRx4Re1shywb5A9p6LzQXtdk1TW7I1xDmppnSXrs+F6wnLv4jxZokbXB7jdYjdtzOeBSHcdfsmqJ66gg74Tnh7zxpznKiU4hd/8Rc5ONzjwx/+Cbpui/eR3//93+Nzn/sc//Jf/lcQCTuEmdGTdYcID+7f5yMf+Qg/8RM/Qd/3fP3rX+ed73oX2ll+/ud/nsViwY/92I/t4IFwySu7f/8+v/Zrv8bBjSM+9KEPse3aHR8MLhsj149ZKcUXv/hFbt+6xeuvv87R8SE3b94ssfFMG7iSeKWUv8H64fo1uN79ncfV1/mGfaUUD8bgGaInkGjDSG3ULilaNgtiCKwvLpCcGbq+KEHasl7NivFa613CtVwud+9hsTuBEwWEnJAY2XbtpY+csYymILTm5G+mURmli+iemvyijQataIceZTTLpubk5IRaCc44TFYMYygigtNa62yNHvSf3A7cVaXJGCPqLUzLSzO4SBdrVbpsxSi6+DV472lcVeRBJ7Ue0Y44ZdioSz8RrTUEX7bLCeuKwWmMEW0KtA0txCn7dq5cupA8iVAgZQqyuVRUEhzkyZ8i+l17VSmHpBGdAjEXxcnKGZIUF/j/8r/6BbwfqCYhkH69xWYNPtEsG/pR2HQjYkHsLZRacOH32J5fILpUE87Xf8Dt5+7iYyIFjbM1icy263adTWct3bhBtBAlEaPHGYsYRY6J/+tjn+OffezXMdU+MS4hJ37+v//faOwxThusrUkelFQsV4fcf/QatVOkuCaGffousVodEP1I5epSNRKonKNyS8ZxxAZFHD2n4Q20Sbz67n+Je68/4vHFBcYmDm4sSb1jjCNOJcQPRYzEVihTY7Um9oqvffkEQkJrw0GvsI0lak273iAqs1wuSCFiRJHjSBiLoa0zmpQTyhqGYYsZBxa2Jo0tw+M3cM5xsKggF7ELMZlue4pOEb3d7Cph/Yni+Vde4pgiV2+14NsLaltReUfsBpwy7BmL2vYorZH+tPAsxsSiqicz1oRNZUFXXuGU2VWQ/BhJPnFLF06GbTR+6DFVxKEge47rFVC6wbKnGMc14jKj79E+Y00pUsSUGUePNRUXFzp1GpgAACAASURBVBf040DTVNy6fQOlEsvjmve+788h2zewkthcrOnWGxrjaFyp0C8m/5O+L34v235EqcI71YsnaFGYHMh2ROmESYGsAsaDVRYxmTGN1HumyNnvlQ54MbV/Ave+wPJ8yeh7KrciRzBf/hwSE8+JYJWGGAhh5K4xu+CyMpZhgkL3E2zYdAazNpeCDo8VBx6MBWcMSjJhbDG2SBVHX8zmt97jjCLHfoJlJ1ai2bQte84ViedNx2LRsKVH5UjMHmsMKQwo5dDUVCQklYjrleOaruvoskdSsafww0gYRipTYHA6zxBOU0LnZPBjJg+ZG3eOGI8OCin93gO2bzyhubHPZ7/2JZLSEDtIPStn0KYi1Q1tlCJZHnrMpJAV7JJohJgU7XbgcHnEui/w0kfrBLkhhYxd1GzoGU1i9fxddFOjjCYRyVl/14OhP24j5/wTb/Knv/qMbTPw7/1RHIdSCj94xgRGgKB33dGZz6uUupTzn1Au1lryUIqQWUVSvEze7OSRNMuH55zflAN3tRKvlCIYQbSDBH67YUxF3c1WrsDENj1+GKFyJfkzAhM0Xk3qcDEl+hSgLpy3NBbUg633ShEIQaVE9AWKidKk4IkTrGkMpbAagsc6R58jKlPQABMsClV8opQItrJkVxA4tqrQXbsTLzDOUi0aqiTQtogUfzuZOaCprEVZZaIqoiSzH1VOxZtPpclSIBYT8piFrAtHLqSA94W7H1JCnCFaRd/1T0HVlNH4eT7J5feZx3S9M/Kdjmfd39/Kaz8rcXurv30315MdVO9K8nb9GL4b42ry2bYt9aQ4aq2laZbcuXOHX/ql/5W/9Bf/MtYWYb3VakWK4amY9969e2itOTk54ZOf/CR10/Dyq2/j3r17rFar3TnMybnWmhgj9+7d4/Hjx7ztHW/HOUf2UFUV5+fnu4Rmfo9ZwTTnzCc+8Qk+9alP8W/86I/y8Y9/nBdffoEPfehDdF1HXdUl5nnqWuYdr/T61zyuJ8nXP883Q2xkKSI9YwiI1mhj0c6SfNgl+m3blvjCGOI47Lpl8/0xv5cxBbJoJ8PvqqoIm6Le7r0vVjl+LI2f4C+7ayrt5sx8jZ0r65NkGDYDdlFdrqVTJ66qqqcsiYwx5DCdpwjVBGsVJs/kP6kduOvt9esduLnVHmOcKusOn4Vx6IpsfvAYbXfqM8MwoGeVyRDRJuKMJqSAEqHSpnTccgmKZ5Wh5ANmIiCnVKTIJRf/iiQJdJFu1SLkdOnunuKkUJUiWVuUVlTGYqJl8KXlm1KiyoY0epIpE8WPofCjUHQZFqsVw9hCyuh6n5wNula0qUecpq4d/TgSyVRVRR9GsimJp4iUKoovnIakPTmPpQtYFaGXlBLBt+yZptxQShOSZth0LBaFb4VZEMWQgsG5BQlBq4wSTVRdMepUHmctQ3deuEQxFup4jkTfc3ayYbFoUFLTmB6RTIgb4hipEXQUwjDgTE2KmvG0587+c7SmJeUe3Y6ELlDlCL7HpozKxYsII6wXj7GAHy21aKwXbupM8ud0m5ZVXSA9apwIp8mwPdtwaKtyvDkRc0QFRZCEcwMSTyA76v2KYbhgT9eMY09NEezIdSQMI33XQ04MQ0cMW+SLX+KHbx7xhS98gRdffJ6j2w6TBs5ff4M9t2Cha27u36BuHCmNHB/fIMaBylrSGIg+Y3VFGjwhRawVer+dVFMHki+L1UV/hnWCT4EoA2noqZTi6KDBbO/tYE9Q5L+11kQXUSmgdQmMnLL4SSZer4ScIkp6lDpHJCKdkH/9MzjXFO5XLMppzN9TJkkgklETDCbmS980vaogRyQGsveoFCF5JAnNYo84+SOKy8TYlcPNHolFercYSUekPedAKczYobVFuRLsjGMxgMcmiBGrSqKmjab3PVllhtizqDTOBkTG4sMjCaMKx7UQqHWxvshCMo6QM9FHVPYE7xEnBPGlbQ8EbRGlkdWCKJqQIiHAer2lsouJP9fQk9GuRpRFicGH8jCZq6JpuWRU21IkGrYkEbSSIuXvqqnAZAi1RkzxGJRFhTSOsxx48GTDc3fucPiOd7H/wkvkvqXrt7Sj56h6nv3KwqR8tXzueRbP3cUd34TbC5DSgZsf5CjAaJAGdF2KVUME14AyYIF8ARX0/chn7j3CWbNbR+Y1+SqJHNhZbsDTEt5/2hO+P6phraVRDXt7C5QRNn1X5O9DZm/RkLMQcthtH0IgeE+OoJPCOYezjt6PhFjU3676dUHeGVvPvKer4gfjOBbl5Qnh0FcKL2DGTD/2BKNZHh5jVyuiFDuf6D2+zyjbkmqHssW7KcbImGOB81cWH0ZsFwoiwmj2V0vEWSBhckZSQoyldjXbdVu43rOiiRJCKIFhALIUvl6lTCmWuKJm7fsBWVR4LaQxTbCnglIYxoBpKg5v30Z1nvXQgZYiFZ5L8ruoLCjwMWClKrC60RN9wOaKvh8QpVgPPeuuJcUOL8LxC89hVwucU6WrN8UhSaBXwl7toG9J/YgKRTEvTrYOkmehisnuYKZycClQMd+fSdiJsV3/7ODZ8Em4TBK/lXF9l+swul0iZTTE7xxCebUnfOlflp8qPISc0fnp5PHbea9n7RNjZLEoNjVz5+bRo0fs7e3RtmdFnKOuaduWr3zlK3z605/mR37kRzg+PialxHa7LV3ficMlKfP4jYfs7+0Rk0cbwbpJRn+95mtf+xo5Z/b29rk4PeNXfuVXgCIC8pnPfAaA5d6KT33qU7z88su8733vK9d3EgaaO7a/+qu/yr/2V/4Kjx8/RkT4whe+wNve9jaGYeC3PvkJvv/7v58///73785bU4oRsyLndU4jXEmOswKeVp4kK3KaeJVXJolk0KlADQc/ghJ01uQQdwnhrCZfLxqstbRtS2Usi+WScX3xlLm21prlcknTNPR9z+PHj3GNY7PZYK3dxapoRZgaC3qiSxljMFLWw2VT9Ba22y3jOLK3t0eQkn/0fb9Trwa4OD1jf39/l5+EfoQYC32IoveQE8RowBjwl2vxtzu+5xK46+NZmXq5gRIX6xMUK8RVaCLkEUmZqrbIBJVTkz+GZNCikTiSQsbBJAYwYkQIY2CYlAdnmdI8V8rIOFceBFqXxZpQgncthuwThJFaG7zvEa2xGbw/Q1TxmNE5sQRMMIxDYKsySs3Y4kwaS5dQFDAaxouIzgorGpFIloEggUEGrMkQPCttiCM43zK0FxwvFb4P6GwxpiIHhUIRJiNDKC1qNVVk+qHn1u1A216QcxFESHnk0FVITKTUQlbUy5q2++rEYZJS3fUjJoDKvrjdh1QET3LmyaNHRU7dGGztsK3FeMut4wY3ma6TM37bkQbPwVHDURqxWVC2oV5UqP2Es0Vm1tVFsr1vW7brtiwAYtEWgr0gRc+eaxjWW1TKuFS4XmIAS+lKkrHGkMdA3md3sxujC5FeKVLMSOhxlSIHhWRNxMO6LKA0hpACojJBe8xhSfTtkSaHAbGO+lDRvPJOvvSF32WRLGn06BsZJ/2USD6CWCra/VcdxtSEEKis2cEcUshF+p2ikpqmRUyZElBpk2Dg0mBaCvQmb9cMyeNchbFVsQQYAin5KbEvBOFEgNSW4E5lJCmSn++TYsysMKSkka4k3XOCpqtSWRSnGJKfiiMTpCDlEhyJoIdI8iXBM8aRDaRUkVA8HkApO6mjqpKcTA/FOEGayYqYKeIu6BJHSvFmTAKyWCCm3JP14iYXoWDO/SRQo2eo7N7erjJXBIwyQ4xUjSM6IVtLc/Mmt156qUC3rC6Ld1FoKA+ZlKZAUIGEUjyIAtoWE6niYw+qnuDSoexjShKG0njJZC4rdCITeZ3MOJRznu1NChw8Fy9IdWln4JNHVw6fI7e7yMJaxu0F+xYOmgUqDJw8fMxR0Lz+6c8hQ49kqF55mXzzFudGc7FcUVUNSmliyCCJQnHMZCn3W11ZRBxRaTxl7sW8QNeKzbqFsyXalQA1p9LpmBV/+77fJalzAnfVquVfNKTrT+QortgYAZUCVpfAuPj4gdUFVWJE4VPGp0g1FSrnCn5lHXH0nJ+fE4+PwFrIk/9pFlS6TNiKDrM8nQAIZK1LQYwiC+5ywAKp74g+US0OqFaHUC2ISciuID+2T9Z0p2tCLnCo2297BZ8MtqoJGkIGp2XiMkOz2kOt9ugpCZb2idAGYrTog32k8+S2RYUlSmWsD1RZoYxDZ0tnEgujkGEk15ZQafJJZEnFOmSsGCqlSTjiCCkqom2IojGmQlwgiEZCKR6JKIxVGByr1R6bN57g1y1WEvKkhTFg0ShxdI0mP38H1XmOTY1Twv3PfwXb1Nx57zsYCIgkjAKHIinDYz2S6sx+Eo6C5kwJXimcF6oIrVOIKZqbuy5JzjuT50kmbtas3I0ozy6m6Cs182LHcK0rpoRZuAaeLT4iIuiZa/Wsjkwu3nl5+i5XEqvryt+8xZoxrydxPrOrCoGTyu/8Gmr2ItztO+8/d5EoxO35GK90u67udD3RVRmGvue1r3+di4sL2os12/UBDx6d8JWvvcZ73vMejm7c4N/9u3+H8/Nz3vl97+TFt71I0zQklTg9PeXzv/NZXn7xJbrNmidvPIAYSH7kyRv3uPv8MeuzJ9y4cUjMgeXeih/8wT9fPis0H/lf/jE/9MEP8kM/9EPcOD4uvmmLUpS4dXwTV1elWz34HX/u7OyMj33sY7zvfe/j/R/4ANZafv03fgMfR97xjnew2Wy4e/cuzz//PF3XlW6iKh39OKnIKpmub54bSnPiBimrEl9wzS9QQHSBEOqU8apMNh0FKyWeUq7h4vQxi8bR+YEkpaNlVOmq0cJoRpaLRek2hriDfDZNSe5mruGTJ08YhoK2ir2nGwbUUtH6lmbRlK5fP9LUpZFBjDAVesgz2s6RVaZe1iW+0QYQnBayccVGrPcoFMO2p2pq5hb53sEeXRoYBk9VOVQ2SBCI33nyBn/MErjrRoxKFdU2FT1GC1oUVhUhgrm67CaZUSWKkEZ0iqhJAYikSHEOmgOVEiRmJCqMuoQGOaWRTVcMec0sGRxRCLWxKCmBds6ZyjlkMvG+dXvF5uKEhXPcXB2wXa+pKgsrS99dYFXEjyOQWR7WWFWgLm+88VVefeVVTt54wunDs8Ir0AFbK56/e8z+0kDsOV4d8uj+E8LQE8SzzxHVvmW1sBzt1YX/onJJIE0sweLo8b4FVaoKTik6s0ZSLIIresS2I7kfyWJRYlFDRumE9RUxZqrKksSgVEKHFsmCaE3MqrS9X1gg0iCii79NBh89NnaoMZH6RBw8C22RFHHtOdUkLNNu36AZHSkP6AQqWzopctNNVtwARAq0VhJFzFMJ+DNEC1oLJlvIlm2baBY1rjFs2nNMUogq8vMhdGSVCWNgIYLRhpBDgfppg0+FI5clYQzE5JHe0DQVKWVa36FiMWy1yYIqLf9u3cGQeHX/JuePnrBYLBg1pMEXVSJrcXVF70f2jxti7JFxJJGIKuwgTtvo0QqUBY8vnBVTxAFqU8jO2MmTpB8RVWwQfO0YciLHnnEMBXNdVXRp8lSqFFpbUg4olWGCAXlb4L6iKnLSKGVJUbEOHbZy2IUrOUvlkKpCtKKu3a4Lo4yhbXtElwTFJl1w4QeHLA/20dZQ7y1RxrB3tMRUNehiZC4yVfpFSGk20M5ouyiiQkqX8pwGrJrw46V6xiynrQQmojPDsHvoxzQ/QBTamNJxyBFbNZA1EBlTJCsKPJqIF+iMLd20Ccpd4IKZ2i1QyhCiQsml6WfOERUSRhemUEgDprZkKbzKOCZynny3KlPgV8LUyVTEBMFYbFUz+oj3EZ88jbM7+FVjG3wM4DPLyc9ueXTEuF1zet5SB2j0Eedn92lu7ONPAg/v3UeO9tm0F+jDQw6e28cC0QcklsKGUqX6mES4ODlD7a8w1pa5AihjyVMS3DRLhJMivySKcKWiPn/Nimpz0Lbzyanr76pAwZ+Np0fbtgSdsClhRDg4OGC93WBFEULAx0RUUsxmfdgV0sKEZpkTsjDBD2EKzinCBWXM3PRvHCJS+LQpoURwISPe055dIMCN27dIzjJM2y2Xy2JsmwaWlSP1I5vNhj947TVuvfQy2eoixOM0ymcuTi9QXeT28y8wqMlyRxImRYZuYOlqDpYr9J5nHEbqCb4UEHTOOKNYu0RQmWAyUQuNMUWYLCUUmWXluJBAlGLvU4tQK4XJmV4SrZsCfm1wqkKrqnTiyQQtHN6+y4OvfY1h3aO0p0qhCKhR4Ki5djQvP0cOEUQwMVL5C7bbDWdvvMGNWzfZxFg6JFrhVcIFkKDY5mLOHlLpMk2I7Mlf79ubM88WoHhzjtM/jwLMt9sVy7moesM33117Kzjn1XGd23V9rFYrVqsVX//617HWsre3x3vf+17u37/Pz/zMz/DBD36Qu3fv8pGPfISf+qmf2gmWDMNA3/f81m/9FjcOjxARPvrRj/Lud74LpRSf/eznefDkDY6Pj6nr+ike2Xa7ZX225rOf/Qz/wX/47+O95+d+7uf48Ic/TDcOLBYLqqrawQFnsQ1jDB//+MdZr9eICA8fPtz5JW+3W7785S/vKAiLxWL3vnMie3XOXO+oXrlg5Pz0Nb3Kk44xFvX4K5+DCFxcXHB6egoUUZYBT7WoStwzHYcy+qn3jLFw5tfrNVD8oWedg6vHvFgssFWFc25HofLxsgAZQii1ien6zortc0dVRDDW0k+CMvPzbOwLlNNau/O6DOHyGVhVFbVr6LYtiOLsyflbzMhvbXzPJHAyPT3yNYWf2ZerfMBXVZeE/Ru3wEeWVnNXXVA3kTOKXP+yqghhxOZITsXbpXIK1w+oGTqmi1R6CIEPfvCD6JXlYLXH/rLm0Wt/QGMsVsC3a5aqYbvZsLlY07gGJxqjFFqXBEKppsC+kt9NnBhfJ+6PhDGg2ntklVFxwsiqCCmgXKlOh3GEPCnj7Hlc9yXSIuNf8GgtpZJqEit5gr8Y8H2Hu7jH25OQJUAtiB+RkJFtRj2BlEPxs+Ny8TFG7QKsGDPj2KGlJI5kwVlbFDI1tHldOIBoTAadNSKacTuilUOkNBnmKm5KCYmXfIsYcyk0aEUMmb2qIUdfjBeJ+G2L0oLVljEWadf9WqFVYhgCzlSkFDAqFh5SHkvHCItgyVFwqrTcja0K5EZrRhFi9CyOloToGdstACFHUAmVIJvSyo/ZYCrHmAJjTohy5FQqn0rBkAa0aLRrSBHWQ4En6sU+UPyTSjBepG2VrrloPSKOYXFMqhacjZG0hNF5oipJkDtueGISt+7cRKki3Tu340UEqTxJSZkzWXG63e44mU5uQC6fa8yJ5WKPmzdv8srbXmRx56hU1o0pHSPmzhEl+dndcPPCOquZTW2krKb9JvKzonhKTQtejJGQpo6gUgVafI1fUF61mL+rWQAhT0kWiXN1CXiZE9Z5PF3V1bttUFPQuPMcM5cPhKmYslvQzeVDZbPtp85WSfzFakQMxRB4hvToad9ElrIk+gxMxR9MMXsHGKVU/THTGejLBDHpQCSRsyKqCh9lWq3iJc8BCErvAi4xQsqBGCJjSgx9h4gFrYolRErF0iJ5cvCkFIphdxwwKTBsN6SzNSZkUh8IY6C7uGAwmXjzoFh19COWxP7+Hk3X0zTC+ekZYztgnSblzP7tW3S+p0oDtdljSAO1XbJuWwwZMTUpaUY/gsqIKd2dq0T5+cF39cE58wJmyPuczP3Z+O6PGCPaGsLECQvTuq+NJpMJ6TIAnbkj834KKd3uK6qAc/fiWYHtVS+naaNyP+ZpackZE0t12/cDq3oBVuMVBHKxC6grcAYxFUYMpg4kgdPX7hc0wtSpkaRQsciFy2RULsqQc0RSKrWdBJUzCKV7te1aUvBoq4mkAuXOmblWlAV8TqWQlYssQ4olTogpYpUqy+AEA5epGh9VgY4ngaQUSmn87A2aE4uF4+C5W8UonQFrezq/KetTTmTKGoRRdGkkBY9UBhmK1Ludijo5FXskpcEFRQqFApKEHRJj/pq7SOW6z58HT3Wb5vHNwCGfSlLkcp/d+i7yVCtPeLOU79sf326iOJ9zvvLzW53zLAIyj928vg4H/EPGDAGdIZQnJyc8ePBgB5vc39/nzp07OyTIHDNprXn06NFOPdFaiw+Bs4tztDW8+93v5p9+9Ndo257NpmWxWLDddlRVBcAnfvMTvPrqq+zt7TEMA/fv3y+J196Kvu958OABL7780mQjUrifX/nKV7h9+zYf+MAH+PjHP16EOWLk9PSUbbvl1Vdf5WMf+xg5Z46Pj4uY2pUO6tUmyvycva7MWYo8xcT8cv24OiGfnpxp2i5MfmnZFM9WYzSVscQJXjqjVJRShBiLv5vRpEmcZD6mcSxInNl2Yf79nIw553YIprlIO44jTV3taE7e+x1KwXu/Uw+9mjz2fb/z1auqihwTbd9hjKOqqiKsEjry1CG0Rhd0zndpfM8kcPO4fsPIm6ibSVbsyZLUnnJ48pgfPnvIXnbY2qHiBh0TYezJqQT/OmdsEDqTyVrtqoyhLpWJ9KVfR9eTIfg48m6nIASGri0feLPgIATSVP5SWSGiJ65OqWID5HwZrI1jQknpRIiwmyxKaXQMV2SawapiLJx88eNyqjwwbG1JMU/JUGbdtSWrlxodp0DImIItLmir3YMmZ0sUQRGAIpYySsRnX9rbkjFuRYowTiu1Xe6xPltPFYUFblFgk90wIHGqsGNR9tJPJqWitKNd4cDknMmpWCf4nIgxE2KgwxHUZL8QwayWKKPRtgTxsyKaMaYsctZiRAp8kUBOnr7vixFidmRVUb36Aq/cuUNzuA91VTJKo4EMTl2WJ2e5XknAEqIuK7uyUBV1TMYBVopAfMrjZJ6XPjD5pUWMyFR0KKav87bWNKXjqQ3ttme53EO0YpwDCKMZYyj+fz4guVxDpZnOLSFoYuifqlhVVbWD3KZYRHVmWKOZeI9JYKtntajLeyVLmh5seQdVSSmRd0/4SzGffGXBlQyJK75eIqQrohXXce9X79JLwR711IKXr6kSXb+3n07gmF6DOZ/c/afcd1OlVTTpagI5VehCjGStkEmlaobz7B4d6TIWKbteBi7FKFdf+XnqJk3SSfM2V4PbLBkRVawj3yKkKZXi6dxzJhlNyFNQLQqVJyuVlDCSIWZ0zuhQeLt5HBnPzzg9vSAOPVWEMAx0m56CwNa8/QN/jt9/7Q9YHR7x2f/9/+A973kP69NTNp/aIBms0oz9gGoaYk589fNfRhtFJxnu3ubguVtIjiwkk0Nk0AUiXImCMCAhoPQkUgFPXYfrHkGz59H8gP2zLtwfzbCupq4z62HEd5EgqZD3U8ZqjVOKKKXqr6RwSpRICSyme+TqZ4dM60RkUi7lKejcHBjvOEcxolWZW8F7/LZjvNgUmPfBit6AN8JgimjImErwrIzFDx7xqdgYKFOsUbLshMaUvzTkDaoU4CRFJCuSH2gv1tQ3j9hsNuADQ9uRxnJelqk7EwIuRCQnlE+EnIo3ZSqqnaNk8jCyV1WYlBlyEUSLydOQsalkAyll+uCR5DE5MVCghsEIp5s1B8uK/YMVLnkGf8JFPKdPnsrAxdkpEhNN02AWlqapOem2tG3LrTu38SFddhhCpBoDpk+EMZWCnnPkCSYYpXx96xbxl+M67PEP2/afVwfuW+bJTqIw8/GVdboMuawXfsP4Znm5fxj8ey5g//Zv//ZOMOQX/od/xI//+I+zahYsqhqnDTnEIoqTMo2rGHzko//0ozhbkylxpjEORLNc7XNweMgP/MAP8H//v/8fR0dHtG2LcxUnJyd8/etf59Of/iR/6S/8RT75yd8uCeTY8YUvfh5bV2w2Gx49esTN2yUJS1PB7e3veifv+r738PnPf56sBFtXpJQ4unnMbX2Tvu95//vfzy//8i/zu7/7u/zkT/7kjuf1Zh3L69dPm8tP4GpSPG+nJrqQTJBrpjWnqkoCRehpmobWd/R9Kfydd2tSLjxGWznqqiCZQtuz6bc7PuFVG4aqqp7iac8cNygdviyXnbRZoXI25r6632zXUITszC7ZLDY8l0qVfdvh6on/6oeiuBtH2k2xDtFa06xWJdT4LuRxfwwSuGffYEnBIIAEsglovcWlLdKWIDirSbazcUDhxAC4PHE6ZnKlKSIKSRIylqq+ypk0lL+7akGKgdh3aDFU2hboXczkHAo9BiBPrW1dAkdrDXWzIqcidDCGiDKOSGnzxyojevb6mBTAKMl5VBlrcvH4okj8owTBEnWRYM9KipKhLpyybIQ0u8yLsFjUlwmRLcHmfG2HYQBKwLi+GIpwgipKlW2CO+9+L4eHh/DK7Z0C4nK5LK+tdcGJGz+DyKcoOJffq5L4lqe7KhzWqZNCsypwOGPAWcKwLTASLQRVKotx6oyO47jrDHYpFGikFayx5cPHQHb4bVuI0IuGlCJBinJZJjKEcTd35ErHSWVLTsUPTNDYytGPA2GhMCmgMSg7t8IDMnn1UZvSfRCh31Xuyl1Y1xVjjHS5HFqMGXdwRKgdYw4kXwIdrTVhsqgIrqgjdcOAMppQTcbhCPn/Z+/Nwy0rynv/T1WtYY9nn3N6oumm6QYEW0AGMV5jREARFA2i0UiMJhGu4k3yM/GXn9FoEmMSRX18knjVxCEOScyNqPHGWVEZHHAARQUBgQZ7Hk6faQ9rr6nq90etWnvt3acHEXNvnod6nvOcc9Zee61atareeofv+30TrzDYbL9jITC6KBjrgVLC5lcBuohQZ0Y7rg2EJ0rvojHWuApMJalbjq+z3K2vEs9eHC+ow8uUsAK6ZBU7M9okxfjarSCuSqOp/Lxy78lts/y/4tZ1tWxWas77PHaNyibh/ndCeywPQ7q5e2g/qubosXpj3QblBP/hIk1jGx8glI8qoobk2sJDpUFqqJEXGPuETIfv/AAAIABJREFUeNBHak0WxQzn5jFphtLgSQ8yQ55nmFwzP0hYuv12tBIs7trHqY/ZShoneGGNoO+Mw4yaUmTLEVLAjO+j+wM8JZD7F9i+cxey1aTWanD8pk2E9RoitwZ9kKToPMXkEiFHHmy3aZZELZXorNZ6DJr3SPv5m/Vwy9IxARDFQzJhc8nanWkyrYn7A5JsiJRuP7QOoeFwSJZaREQap8RpRtOvQ+EIdPNZKY+0ApcyBouGqXrXpYVFesJGimRuGO6bJ1leZnpqiqlagzgr8qlijRCK+bkDDHp9Tth4PHU8ZJza/F9AFnnjOXYtSi3ItMELfPAD4lwXlOaQpZpEa+YL1jniGDyf5d6ANZ0OXg20VMTDIe1hgwDD8lKPRrOFUh5JlhHOdpjfP0ccxYTGEEqPpW6f5mwH1axjgDCDUINJDKKfUJdDmlEMQ1u4N81i5g7sZ7DUZU1nhqlmg6WFZdJA4jdCUt/DjxXzD+4mErBhw/H0hwMCI5huT5GgGfgS0ZkiG8Qs7j9Ix7NlZOIowp+aRtdDtBEIYzPajACEtuWKYFTQWghUkQbiIgw5h8okB42tyra8QFhAYZxLMXaOdWTJcdymGZeZo9Sz0XcmIzdVSTBpGAgxIsuoFhKvXsPtb1WjzV3U7lsTRtwR2qif44iSSYjgONTU9ZeSfGRhYYFms8lJJ27mGc96BsPhkDiybKu1IKTVaFq4epYTZRmeCnjBC15Ao9Fg27ZtrDvuOF5w5Qu55557+OGdd+CFNS644CK++a1vFznyNodtdnYGz1P8/u//Hu/5h3/g/PN/hY0bbV5dGIacuGULWZZx7rnnkheyVym/RM/Ew4iNm05AY+jMTFOr1fiN3/gNKMr5pGnKi1/84nI/c9HClcZgpciccy5Xz63OPeuotqqcQFjwj7b5ddJTGG2NNJ8MXcxbZTSB5yGUJIoi6xTHOv6np6fpdrvMzs6WkVAhRAkbdXlxLlcOitIKauSgt/qy3bcGg0FZGswxWVZTuNw+12g0MLkuEQ3D4ZBOp0OmDfNzB+krRa3TsHUfPY94ENGWwcNivMH/hQbc4Vp1MRljrJKbDWk1m5ieIA4a9KUBrRiEPmlhWEgpabSnbBKkH+L7aUWZty8R7CTMB4E1lDzF+uM3EmcpygsYpBFrN63C932CRtNicX3PQhlgdD2hEdXi45mPET5CSowUCGULbRsgEzmmhIMVkZ7i/5wUB2dTeGAK1jhGynUurJAyhcyyXtAVpJQYzZTqAiuPSY80zUYL1DhhKUm9wngAeiu+FIcvnhDuajStLImGJgzreKkmVB5CKVt+wW+UxlXGiBZXCIFWI6FtVIhUgphCECtR9FNjOjVyY9A6Hm00gcRSX4xvClaxFkg/A2NzDzMMaTawaVRIMt8jpaK81ILyGtpk5ZwynoUcuijZoiNCMbbG0sLCAjNNn37ct0gXB10qci6lUtQpSkNIHzTUVIinDFEUERR0/1SggbIYV6MyEGlJb22yvIwiSemNWChNXsyrcgIcAnUYjc/KURExuSeXRruNMZmKt94pdM54mfTYlmv4CHaQ+86YMVgQLlSbg+a5+TM5t50x0Wq1yiTm6nUdRLPqHTyal9WdN+m1PhIblxP6LjdDACazkDWKqKXILdmSn2niKCJUEkyOyjLmd2y3MOg4wUQJUlvZF2SGQHhoMvI0xkPi1y3tcw3Dwt45S6NsBFkQU1M+NeOxsDTHmtlVZDojEIo4s/mCxrNRXxIL+WykOUQp9eUhe366HxF41IKQfYtLzE/VCTpTSN/Dx5SEMe75q+Nf3fTLsiyPQCh/IW2YxKiWz8xMEy0tC6VzhKE8pJAljNXBg+I4xqv7RaK+QmdW+dHaUvJD4UEXK8sHLQpfnQDle5YWXQgGUURycBE5GJJksBBr8tAnzjX1ToepVauRQZNhQ7Hnvu2smZqCJCFJhzSm2nihZ2VtYXwgQAceBB4m9ECBjwd5Rj/PSEOfdZs30qzVoZ+y64Gf0jeGMMtQwjB13Foe3LOb9vw8IPC1otluEbQ7CJGTpCm1tau5/6cP0JEhvueRCEF91RSy3SRXioU9+0nnlpAZ6LhLN+rh9XoEsx3qnTZes06n0+HgwhI7d+/Akz6dxhSdjRvwOm0GEmrtNutmVpEu9pi/fyd5TVCvNwnqNfxVsySNEM/zma03WH5gFzvuewDVaoLyaK6aRddCfOVbg60QpHIFB1T53oomhMCrGDTV45N/V0WgEId+5xfdJmUIK8jkyT1h0qiSBXSyCqGcZN1cqU1e81ijjsPhkO9+97s86UlP4uMfvY5er1dC7lwEp9vtlrXV8jxnx4MPsv74E2i12jQaDW699TbOOeccPD8gyzXDOCmeXSJQyALeX6vVCiNulvf+/T/QarXYsGE9tVpAHEdMTbX493//OEIInvrUpzI9O4PvhQWr6siYEkLw6U9/mksuuaRA+Ej6S4ssLy/z7W9/m1e96lVjEPmVartNjttorLSlOiq8v3YvHDkGpCwQaYUDyivg24PBgG63S6ZsTlqv17NBhI5Po9Eg15o0zwjqNcJajaxAViXJsDSiHQoMsBF5igLoEzZErVYjTm3ered55ftyDPbues6Ak1LS6/fxiwCDKBg9u0vLtFqtkjhlaWkJ6Vm4p18QBgpPEg8istQwGGSH90j/jO2/jAE32QQazxPEwkPMTnHGi19IM6zhh3XiPLK4dyGQUuEHDuYjMMpjUjksvSwZRd6Owq+FpNrW8chzy9qVGetVGICF6RXsTEYXxXeFqSinBqM9hFAF2YKwDF3u3jpgBNnSYwaczB0NfJGThPvRRa0wysKHMBJQ414ml9tE5fehUQQpIZW2gGqZa+iUeRmPTpzQupUORrBEMzJiLaRtNK3ajTpZpul2uzTaDbomBZMShB6ZscQaxhiEKfDSovByVHQ8I0ZPYEpDVdsfY72wwmDrbAGyuEbmV7ETAq0di1Jg54Kx9TisbmLHWpoUUcwdhKXXL40SaeedNAJjNBhtma0KKG2SJEg00dIS040GpCn1MCTKU8seWSj0sniOdEIn0jqH0EdnCZG0XiKlrKFhx7WIqDFubDhUojBYBd9QjIsoc8O0gFzowzp+zGE+EExsfMZ60bU2h93Yj7ThTXpej9SOBLUbV04qXtsVfjs4hIO2jK5xaE9+VpjQuPdx5J2rGnKTRp80RSSzCLmHOiMbRvQWFzBxTL3ZJup3WZg/iO71UJ5PGscoLVDKw+SaMGyiAh+Eh05t/UhPSZQMWN/q0Bk2qG+s0+/2aPseIs0hzmhNd+gmQ1tbx1eoesggiYnToSWpqQUIP6TesPV30iQnS3Kmm02Giz2G84sMZWaJT/yfbfuobp6PtIe/NRoNBjoq6qf6pROFIlphTF4SAgxjW7uohAsVstSYQ0lMjDZHVDiclFVK2XIklgmgiJAYkjQlXl4G3yfRBuUFmE5OULNkSGJ+iaX+AGUyy+bYqkPoYYRGuzUsCoSGpNg3bP00jMIoiT/VZGgMSoAf+PhTbfpSkwCeEDRnZgj7PYbRAE8oGo0mXrtFog3G98k9Q3P1DIPlLsN+jEGjWi3CdhNVD0sHbGpAYZDNuh1XKckQpNpGfIJWk85xa0gGETKF1tQ0qtPB1Guk0uAbxVRnBu03iKM+sZdb5rywRu4HJELg+R61dovm7DTBsA516zCuz0xZmGeWI9Qo2nTY92IOdWwdq8w+0vk/D2TzWNoh0bqJz9zvIxkUD7U5GbVSX47UXN2xc889lyyzTlyXDzc1NYWUknq9Trfbpd/vMxwOWVhY4LRHn87OnTuZmZkhiiI2bdpEv98v16ZSXrnXu584jvGVx9133838/Dy/ceWv02w2SdOUVqtFp9Phkksu4frrr+db3/oWF1/ydIRIkCIYc1QqpQiCgK1bt9Ltdmm1WoRqC2mactddd+H7Pv1+n3q9ftQxnhwjrfXIabmCc2+l75TBGSnL8XOOWve58m0ELsOQFbV53TNV991qfq+Tg34QjJBGjOaQK99Qr9fJ0sSOb1EUXAhR5t0JISyZXJHT3Y+TQ+7j+iultNHCInrZbjbRaWbrVfdSy7c2nn75kNp/WQPOAHEgyDQkQhFMd+hpSdhokmgJIitf6qAIPQshkDlgRsqv8vzRRPI8jBFoIZDK0tBnQK4kmcpwVkVmdEnOYEyOxsOUEaSRByLPCw+7gzoUkDcjbLhfmCr8pSKQKwaQYXQ9gMxbQel0HiZd9R6NJQ6NC8RDJrG9vMQmTzsVO6+urzGpbemfR9cuargIjRQemRhFRbTM0Z5GtXwGRV6XUoooS4pEXIXJc7KiT2O5TOX1IZsQAgg7Mp5xRoG2sA5sTSMkWAJCU7xvhXEEE6hSWdFu0I2HMMrmH1WhF1LCWBTFkr2M72zWmFRKMBym1GoWxy6EwaQ5DSMK2BGQF5EyA7EcXUYLC2MMggAvCxjmhVNAKmQBhXHKjDEjYS4pru3mQTEewgXFjIXVCArGe2dzF0qRa64+TvXY4TyWJrfwhxU3d/fuKh9ORqyOtR3LxjyCdK1svLkips6QG28jgT8J4TlcP1aCj6y0tpzscQ6iVOfleOZF3ck8y8jjmKS3jBnG+GnG8v79zOXaMlslMY1aiB6k+ELgCYXCkCWaVCRlH3SeWYIDTyKFIItisn7EILJ18bSAKBrAMMU0QqI4YnZ6BukplpeXCZp10ixDBW3wFNPHH8+efXuJdAoenLz10ezeuxfpSerTU9SnGrjIr/Adm8uR358p5nZ1Q36kPbxtMBiQ+hm+kWgNWabJMo0qkCJuLSilkGHBaKc1aAur96Ui8AILja4qW0cy3pw/Elv/TOQ5Cpt7ok7eQAAEng9IfOmR5gY8n8iDNPAwRrH2tC1keYLW1jFg6gGxVHZLtAwBiEZIW61C55LUFDmkhTMsmOkQdFrkvkfXQCNUzJywgVwkmFpAnGYEgWLdo09Dp328XFIPmgww9IVlls6FR1P5rNuyGZQlgVK+VxiMtuRPZ/1xTK85DgFExNQ8Hy+XxJkmlTAIbXF7f8MGWkajDEitGBqB8SSphCjVeI0Qv1kno4HxcjA+mRakRpJLnxwNPtQ2rCcsyg0ZT5IIQZJneELg5Vael85bxn/DyrLpUJk+ktelon1IBG6FiMsv0IirytFJgqQxx0J1Xyl+DmdwHuuuMyn7j3W/StOUCy64gCzLmJqaKqM4119/PU9+8pN57GMfy+LiIo1Ggz179rB79252797N1secyQknnMBnPvMZLrjgAqampjDSvmcjBbKSm+rGQmvN1265iX379vGK//FyAs+3jvjUcgT4vo/0PV70ohfxlre8hdZUm6c85SnlOx5HS6my5FO/3ycLPKubFOyYVbTEse7Hrr9M7PuTCBfLbzH6Xm40mc5tXWYhkIFPmNWLEliSeJgSNi0aTeucVGcIYVFP9SAoCVDARkSBklDLRdFMHJMkdu9shE2bFhXaMgsOLhlFEUEQ2BrSxfNHkXWMeb5P6iCpCGZmZhgOojKymiSJTT9CksdD0BpPjghrlJC2QkvGUR0wx9KOasAJIT4APAvYb4w5ozg2C3wU2Aw8CLzAGLMg7Nv5O+CZwAD4bWPM937+bq7QL4BuQqMWYooXFHg+UdxD+E0MVjsWRhHWihCwgdQfoiuQq9yMWC6rife5TlAOH4skjtPCWg8sw1Q5D0dJ+i6fzTYFQmGwRpoyFZyDkRhSMAWM0oxDYhOlcEfkpACpRA2cEFWTB2CkzdsvlQamAfKKMaaw1oSU9vxCjQcg1CsrWjaaU519Rd6OwdZcK4wVKSRSGJRnKdfjgUGnGp3ayKaI8iLcrWytIkabhzNC3DFZRCFNrsv+GQGJLGqRCIkuWNByaen9ZereRRExsxgCpEoxZGByJDmiYGAURqGFjzYjkhshKL1g1hHtPJMCF+UUCKTU9HoDlAqQ0iNJLDS33W4zjJaRpmBjLBAhuXTG1GiMpfQwqWGq1kL2BgUbWQF/8TyEdpEnjVDSJvlDQQdv3/ZQCUwxDjrLkcISrtjpIXExuNH4SjdEh0yhw7UqfEUXtqwLmjohrXVhGgvQTpEQNnp4rIKryhA2qfS7Dc1u6qNciKrx5vrqhPJkk9WaQYdEh9yKPHJC/SRccsxQrPxd9SS7ZPs8zUj7fcIoQgwidG+IXOxRU4owTUjiHJLI1sOTEhHW0LlGSgsdSwcpaW5LajRrdbIkJc8zolRTb1gq5VzAUhrjB3YOJ0nCVKPF/Pw8fhjQbLVor5qBLOfg0jKZkqTS46RzzyFWEuNJ5vrL1NecRieFvdt3QtzH8wI8I1khiDk2NtVxLWVu/jC4Hh9pZeQL7B+e52HIWF5eRivBMLPU256QiKIwba1Ws5Ah5ZFmia1FlRmkJwg9H98oZH8EW7P1UyXGjFAfonJfRxAhgDRObEK/gWZriqihMFKTGlszLk3t3DVKkniKRFnURKAFaaYJanUkgsTktnwAILEMmnGeEjZb1jDNNaEfkOapzZnxba61VgpPKtKsoJP3AwZJRig9Iq2RgUciQzINmYBECPxag1SnCOmTpjlho04WKhIp0EmKzIpohYBY53j1gpFPePQGCXVhiUXQOVkOxrNoDAMMspia76Fzg5ECk+fkUpDWfSKTMfQCMhKk8VC5INfgCUWqLVInqflknsHL7GjHJgdPoqSCNEdiU8y1WNlImXRKuWjsSm0lQ8XJrOpW/1CKeh+uSTPqe7XzjrXW9VtUjLiVzhFCrGigSePKSB97myxVNWkoHq7VajX6/T6dTgfpe5x40hZuvPFGWwj77LPpL/cJvZATN57IV6//KtKXnHLKqSil+MAHPsCpp57KSSedhBaQpSlbt27l5JNPtsQnRX1i57CdnzvIeeedZ50x0hoeX/rSF9i+fSerV6+l2Wyz1LMM4pdeeinNdguBZRseMYRbNumwXkNj6Pa6TE91MEbT6/WZmZkhSRLWrFnDYDAY29dWmiuTiBOUNeB05bhSo6SWkulWOOilnddZkts6sgiiKCYIRiRZjUaDhcVF0jwjbDYsAkUK8ryoqZrnJaLAGWn1ep0sy2w5pyQhSRKbTlXAWIdJXBpww+GQqXarIIoJSp3eFexutVosLi7S7HSo1+ukQxthzY2m2W6RpxmNVpM4TSxnhFIIrRkMY0CipGTQT2zqzJE8Dj9DE8cQGj0fmwL1TxUD7q3AvDHmWiHEa4AZY8wfCyGeCfw+1oB7AvB3xpgnHK0TZ511lvn8F79w1M46hS3Pc3SWsmfHdqanp0ua01Gf1dgirIZYJ7MHx793aO6N81JUIxOTniBp5CEKJoxHMybbsYSkVxIe1RD4ka45pjhVEpWdwg1WGHuFUeM+d+yGAEIemj8H1ngxlQTpqtBz/avmQLn3lsWWZMEpu44K1/M8tBopeVrrQ5OtK/c60pgdaUxG/RwXROPfG3m5VrpW9XnKKFjBdpRlmS00CZX5hqWGhnIjGild4/d3QtpGbEx5LSdIqqyUk/0qozsFmY6k8qzCGmvWADVARXgWZDPVuToOebC1wlyv7Wfu2b0SwiClVbVc/3NG0EW30To8vdHj73YMcrhCzqb7+3AQDE+Mj13VEWPkCN5a/b4bG4WDQRebpLb0xarmMRgmeH6tYIcU+FKQJHYzmJubY3p6uvT4AXhY0gWjBWmuCYRCaAuXyF2BWAFKC8g0KtMsH9hP2O/SFj55t8fg4DyeNqgierc0N0ezbktYyNBHhQG9OGLdzCqWu10yX9qNWHooKQnCkPlhwuzsLNL30ALmD+6jYRTD+SVUPUQOEoYFGU+z3SJXgmBpSCIMWagIOy06649DzLYw9Rq5J0lSECjiOOW+Bx/kuE2bEKGPCmuHzMtJKu5qcyxhj370o28zxpx3yAmPtBWbEMIURYrGN31PgbRr9PK/+D16DU0vT2xtQ2HXXOD5xP0BSkiarSnSLMbzFMbkBUOyYLgUIXNFu95mbVbj15/6q0zXmjRjW8bEFqIX5AWxr1pRZR6HQbmOTu4NR2uTLIRCiIIxVoxYcqs50sUlHTil6ryZlCHVflZleZUhVa9A7DHZcjSOwr8aGRlT/jNdkTWHRo0O16rjNalXTMrA0XfGx+zwTI4VJfsoz/hwt/F95djH43DtaM8w+bkbT3ffqkFypHGYzCV0e1S17y6n1BkSWmviYUaz2SzZxz3PKyNCTkcaDPr4vm+JhNK0DCa46zt9t9vtEoYh7XZ7RQdYr9djz549rFu3zgYzgmDsc6f7TfbbOTgdyZQnrJ7R7XaZmpoae/ZyXUk9JoIEWB2z4s1z9WCr8uBQZ97o2jm2OP1nvvEVvnfPjxg0JXNZl1ynpS7Z6rSIhkOrt4Y2Qm6EKAlE+v0+jUaDLMsYDoc0m81KYMVyCwghyr4B1JsNW7ohTYmjIbUgHJ0nRAllHQ6HNsoW+Ghln8PlvSWJdYS5nGIpJTpNydIUz0iGOmVmepqoPyAeajboJjf/5fvteB3ZAXrUxXnUCJwx5mYhxOaJw5cDFxR/fxi4Efjj4vg/GfumvyWEmBZCrDfG7DnafY6lTcKT3CKcPG5HxY2MQEpLSW5pv4/tPv+Zgm2l+x+uTQrBY7ueq4OBNRqMKQN0Odh6OxQLUeiKl606BuPjcTTh6YSUq23mBJNjNfQC3xZGF6L87TxDK20+k178ldqkYDvcdZwBMhmtgZGDsropl9crvJyyCC2JAvYqtCGOo8JQGBbCs2rwSnfz4v/iXqwcNRJClEU0XRKvM2qPZdOzXktVRKYEGIFBWvy3M5BK17nN/TMVQHaVPdCN18Qd7Hkit5TeBoTIbdqy0Rht8CoKxeQ7k5NOFGMKZ5RZsSZc0avK/24NOC/xRKmCiifQvT8pq1HVkZwwxXlhGNLv92nWLJtpHMfUanWiYZF0nmVk2tBut9m/fz+zs7NEUTQG8YmTBN8LQSo85aFNThCESGHI8qRcc1mWEQqFJyQz7SniXpeFpUVkntGYmSJZXCZQHmkUIWq+jaQE1pM4zFK8esiOnTupNerEqWZmzSp6y1186ZOkQzqzM/g1S4KTZjGLvT7GD8h1TrS8RD0XeJ0mJssZJDGNTpth1sUEEmkk8VIPEy6z/b5tGF+x+czTieqW2MHzPBqtJoYV0AErzMOx934YB8Qj7eFppUPD8wDLfuzmfb1eB21I4hjQxHlm13xqlRQtQEhXJFeiRVHUHlA6B+WhK6GSo+1Rdp0d+tlK33sokNrqdSrS+5gco5P9rB5fSWatOGdXuM2kE8MTK++ZP2sbi2wUvycdnFXnlbv//+m1drg9HB5+w/FIYzs2V4xZ8VxneK00F6vzxKWKTF6ruje7/cWRYLhz3R5ePeYiRE5Pqt6v+p12u11Gllbq48zMDEEQlHUcV8rDlhWnevW4y/VSSlkEU56XOXVlHu0K7ZA3WOR1u35PGsiT5QQsytK4QSbHMEwTtIBBPCQVuYU+Slk6SsMwJM0tfDFLUjKd29p4UUS9Xqder5fRt8nn9JVCFpE3Y2zUVAmJRJDGSWmwVWvAOViky8ebnp1hMIxAWOKVJM3Ik5RU2HMVwiIWfB+jNYH0kdK3teWyHCmgruulLvjztoeaA7euYpTtBdYVf28AdlTO21kce1gMOBhNBiEla9asKSee+6z6u7oAqorc4Vr1ZR/NK/NQ+36s57m+T/b3UC/Gys2dY4wZmyxCF3lfbt1IOSKeFEV8Rjhowmh6TN7rSGPk7lst2muMQQUK4Y0WszYaT1lGMVd/oyrIDnfdY22Txv3o78MLfK0rsIwjjO+kNzeObSjehd+rLZdgcj2WZ2aEhcvICW9YdbyEEBaCWdSHczjrw/dLI00KRiMICvNklAupTYbUNiJnczjdw2iqIJQxj7nzqglHGgMYCwFQaAKMrV+YWw+cdOuzyFE0xpq65bVskbSxsasaZGXJiYlmstHmqguMvIsGGjUOf3QeUN/3rVFYrCNHJTwy5EzZNze2u3bt4oMf/ACvft0fF3TKRfF03+fggf28/e1/w6tf/Wr++q//mrPPPpsLLrigNExmZ1bzpjddy4H5g3YeBz5LS0tcccUV/MqTLRBBGPCVhx4OEalhOL+I6MWoUHHHXfdw7913ceamk3n0ps0kecb//uqXUWlKTUqeccmlGKXYtms7C3MLnHvOOTQ9j/e87/1kElavXs3s7Cy/dN4T2bC2zvziQea7S1z3yU9w+qO3csqmzezZu4vTTzyZL339Jh7/uMfx7a/fyAknb+HUzlpL9uA1ECksP7idNY0muYGdP7iT9U99MkmS2RqaWG+yPspanIxiu/czuT4eaQ9Py7KMOE7IPIGWoqypmad2zksEeZLj1/xi3tt3NEwTtNFjbLmuSLQWpnTwgZ2/x5r/tJIC/4s0KiYV9WPt12SzXawaGkcwOg0FrH9ijzQrO1v/bzGq/k/1o6q/PJz9OJxRVv1spchuVec7mn5xuM+qRlG1fpg14Czhly6cKTaQUM3xU6VxciTnrOMOONw5jjm2VquVBsyxtOo1bZ8DW8qouJ8zYFz/XJt8a+U1hN3vtRmPUq7U5+oxbWyE3907CAKm6gFpGhMUDJBC2JxdVcDByTNMakoHd57no1q6E/NKaw3akKdpGWELCl0qK6KHSkob1RtSlC6QpHlmc3uVJPCLUgLOSM1yq/MUZHEmL1IoDIT1kDzLSJMU7Ymyf0mSkxEe8/s5Wvu5SUyMMUYIcYwifdSEEC8DXgawYeOGY44sucUhoMS7Wmt+5HGoGnTOswKMwfqOpKBPGoJ5ntuE0ooxVf2+rFAsV4XFpOCfVPqP1FYy1KoCximl45GSQyNVQtgipbkuQveIEp7lPEXOoLKJlhLPt+HoMGiVHlx3jjOGV/JQTgpKp0g72lsXiYvjmEajUdbqcMaJ804NBoMSl1yNnBxOAXDP7/DKQRAUhRRT+v2ThrBgAAAgAElEQVQ+U1NT9Pv9MoFfa02n0+HAgQMEQVCG0O1YrADfKVoQ+DZHI0kwUJJjJFlKvV4r8NWKKBoUBSmbRPEQneY0whpxf2AZj2ohBw7OcdzadcSDqLyfV3qHDBR5d8aYEl7hBM+kgauUIh3GBKFC6wG1MKQ3WCYIagyilKl2h36vSz30ybIEJQVJnOB5AUmSIZSPDGrlO6zOnSTJqIU+eZ6iPPvsvtdAGEk+jG1ZPykxCJZ7Paanp4kGMVrqkuXKRrNqJUwjSy3UdN26dcRxTKvZYm5uzub1eWE5pz3PK7+73OuyZvUqlpeXy+dO09QmHgch09PTJZzBQapXmituDdu6OAIpLOzhPR/8oJ3zns/i4iJveMMb0EgOzC3wlre8BSUlt99+O5dccgnXXnst9Xqd73//+3znO9/hsY99LJdddhmLi8vMzs5y6aVPZ8OmE2i1WnziE5+0EBk/JIoGNu8jScn7Q5KlLiIa0j9wkC4x119/PS9+8Yv42me/xMZVa1haWmLrWWdywqrVtDyPLMtR9RoHFhbYtX8fZwBemvP8F7yQ7911B497/HlkUUytFrBwYD/RYIBSEr8WctcDD3D8phPppzFLUZ8DCwfxgoDZtWvYvnMnW2fXU/MloRCkaUKj0SBVMNedJ1i72spQZZ09cZqQGY0SnvU2Mq7EVOdPVTFy9M5HgkE/0h56S5KEhAQjfSgS52u1mq1TpFPLHKtdjS2rYCrfozvoozONNoLBMGJa+oUjD2utKVnApuSYMTfZnAx2fx9rmzz351Hqj6QwwqFOvZWcvisdn5yzomIMrLRfSClL51C1bw/l2SbX08pOUz12r8NDKP/z2mQ/nf5VfQe/6Db5jqp6RFV3qupVR2tVdM7kczjDB2x9Qgepq1LbV+efy61yutLkXHLXq+b7rdRHl5Li9KxD5utEBMw1uw+qUg8cDAZjTuRBUVtxTG4fJgZSriHM2NyvBlKqz56Tj86ZeA/LC4vo3KdWDywJiLC1knWeM4xjlC9JCz1SSUVQoEOiKLI5bkqhpES4mqRZRhDYNBdRs6yaacHEOxwOCX0fUeimVWZLrXUJj+z3+/T7fdKCfbJR5OwqIa1xWJRJyLTGDE3B4jkkyw1LS0sMBxE6VyQcu4F9tPZQDbh9ooBGCiHWA/uL47uAEyrnbSyOHdKMMe8F3gs2B+4h9gP4xXmTJj0yP6/Qeajfd/3I85wgCEpja9J4q7axBWxstMtdJ41HE0hgQ9Ce5xHnRU0pJWjVQpI0QamAYRJRD+vkRhMqn240wK/VD3mulTY0Z5TUajWyeEiepTTDkEGvSxAECJ0joAx9CyHGoABHqxlVvadT3EvmvzRl3bp1HDx40CbrFwaEEIYDBw6U5BZusVpjoXHYe6VxUlLOOoGbpilRPMALp/B9n9WrVzMcDkmShMXFRWZnZ4nTlGQQ4UuFSXOGWZ/p6Wl2797NxvXHA5SJwuUzraDUHG2eDwcRSmRc99GPcsmlzyqEP2R5TLPdYPe2B7jxpq/S7/dKrPiqVau58KKnQ2HATbbAC9HaCvmFhYMMBgPWH7eJPM84sGMHe3ZsZ/v2nWzYsIFNJ2zhX97zQaIo4pkvvILTTz+dPM/Zu3cvN9xwAy960Yvs82Wa6/7XR7n00kvZsmUL9/z4bv7lX/6FV7/2NWSVe7uaVZ/+9Kf5xk038rrX/QlvfOMbecMb3oBSire+9a2sXbuWbq/Pn/3ZnwGU9WwmN+Sqclkdy+qYX3XVVXzs3z7KVVddRdAM+fwXr+dXL3+uNaCThB07drBx4yae/vSns27dOsIwZGlpiUbDzpleNKA51eRjH/8oJs+p1xusW7eerDNtSzrkhlB5+Gik8liOhsTzyygDaTSkWaszd+AA5573OBKtUY2Q7lJErVEn7fdQwiOKhzywYzsDo9m/OM/xnVUYY2wBewyB7zPsdcl7tgSIFgbPC8jR/PiB+2gqm/fWjQakecbMzAzbd++yzGn9eQwKKQyDqEfX5PjtJqs2HDcaKyEt86Q8PPLBNbdhT/480n4xzfM8wlCQ+4pE53i+zd0YDiJm2lMkwxg8iVASX/nkJiPL0iIaP9pTsiQlS2O8umUbTfMEpULAFuBWQpDlhyIV3PqqIl5gtAYn82CqzbHAVR2L7rtZltnaZ8IyIgphGYHz3Cp1jZaFewkhy2eoOlurssA5Etz/1TlsjCkdec6pB5T7blWpw0CeFw7NwmmcJElJEmNrP3ljBq27t1PGnZPRXdf975T2as2+6li7/d8YU+oDYB2Kw+HQOl8mlFCXQ+0iRFXF3TXn7BZilMPu7jM5nu5/17cqw6x7l+7eQRAwGAwQQpROVOdodfeYfCdVuVyWuqggkqrpEkcyjKuyaZKE41hhplWjw47hqMxG1dhxYzcKJIyr1+7ZnGPSoWlcLeKV9iX3f1Xvc/XKgLH0CmAMoVN9zizLUIF/iByu6j7u3YRhWL4T98zV79hUpPEoalZJftBGW0elC7aU4zYOoRRqfOwFEHo+WRSztjPDsokIvYAoiTFaE8URwrNMukGxPmu1GsJTZEsZYRhSr9dLI6zVao3Py6LekqcCut1uCXF1Dn+kZJAMybRljNTYlIkkSRgMI0tOUm+QFP13pChTU1PlHM2yzBYwZ5Ty4vsezaYt4C5FiD94+OqgPlQ+508Bv1X8/VvAf1SOv0TY9t+AJfMw5b+t1CYnefX4sSoMKykYR/pxAu1wP8d6r5/lGas/bpOb3BiOdE0tTCk4HKyxXq/jS0WzHpLFCcNeH5kbap6PwhD1ugx7XUyaUPc9lND4Ckye0KiPK/tOuLofCz1LSyPH4bYF2NyeYUyrVocst9GIJKW/3CXLMqLIFp91z1hNhD3ajxCCu+++m2984xtldO0Vr3gF27ZtKz8PgoC/+Iu/4JZbbqFWq3HttdeyZ88e2u12mfR6pHcfBAFf+cpXOHDgQCnYPvfZzzIcDsu54SAHn/vc5+xz5Ib77rybD7z7PbzmVX9EPkwgybj+C1/kD/7gD3jFK15RjpV73kkMeRWOOtnyPOeb3/wmt956G9u37efiC58NOmT/viX27Z0nN5Kl7pDWquNorVrHFS98Mb984dM5aetjuXvbbmrtmcOupSzL8PB49zvfwb1334XQOR//6HVMNaf44tdvZMvjTueyFz+fx19yIcy22BN3eflr/1/+498/yR0/+CEKQaveYNf2HfhSkcUJ9VqT7T/dyRe/cD3RIKZea5KlGqMPNQDSNGVqaop6vcbH/u2jTDVbZHHCru07eN5zruB3r3kFa9esod/vl9Fap0RMbtjuGd3n7p26z2677Ta+//3vs3fvXrZv384dd9xRzp3Pf/7zzM3NMTU1xb59++h0Ouzdu5fPfvazrF69mlqtxk1fu5F9+3czd2A3q6ZbhBLipUV23PMT7vnRnYTCQw8TRBwjoiEsRzSMoRH4rJue5def9Rzmf7qbG7/8FcJWA7/ZJM/s+82TFJ3H9Pt99i0s0Deaex/8KX5Qo15voqSPFJ4tUCxDGlLREj515ZPGCZdceik7DuwlSVOEUrRaLWZWzZYbdb/fJzeaOBqQDwaIYYpIcpJejyyKkELg+T5e4JPq3EbgCgXwcD+O7cvJHjfOj7BQ/mKam/tBEJTIAieTyt/YXM1BEpPqHFW8F6UUtSCwuSBJhkpyTJxCmhKGoWVLBkzB6yekQUhjodXFj1QWpp3lCQhd7gFOdk06+EqIZyH7YDy64Y5ViR2qCqVSqoSMVQ2uKupm8p4rGW/OcHNrQXmCOIkwWIZX91y5TknSIQirSDvadlfk1xlQ7Xa7nPvuvTiDJkmSUtF3/XXfdwab2zNd5MMZqo4m3Y3pGCmGNOTa1lcdRD38QCGkwZDjBwptMvtMZkQq4a5bVazL6FGBenHvbjKa7p7fEXBUj1dzjUdO01F+kTPesiwrlWs3Lk6Gu+u4+0z+PdmORRf7eZxJVSOkaoCPo5fU2OfVtYHQKE8gpKE/6CIV5Dpd8T6TfXbQwOr4uP5U84qdnlDNg3TzZdIIc82tG2f0h2FY6l+unp2bv26+oMfH8BCofOVZVnI8V/83RTqJMOAZweO2nsHjt55JK5ecfvxmZKbLIt9uPiZJwvLyMsvLy/R6PQbdHp5U6CwnTzM8aen6u0vL9Ls98jSjFoRkRrPYXbblEXyPrIiYDZOEbr+PMabMo6uyX7rxbjQaCCVptlu0ptrEaQJSsNRdZqm7TFYQRxljk1eqwYHBYFA6Z7TWtgDzw9COpYzA/8ISlqwWQuwE/hy4FrhOCHEV8FPgBcXpn8MyUN6HLSPwOw9LLw/TDrcAj2lhOt7dyuSrFsQWokqGYhD2zViWOjGRCFpNox6brCuH4x197sTRwz6LWwRKKXxpN6csTxHCK6g0Cor9yjWrHrM0TW2CeuE92rdvHz/60Y+49dbbECgajRaXPeNizjzzDHKdsnPnbv75n/+ZjcefwNatW9m1axd79+5lZmaGCy66kNVr1zLJJ1zdKE1WFDsTltRCCcH8gf3s2b2LU7achOd5vO9972Pfvn00m022bD6Ziy5+Gh+/7uP85P6f0Jme5tRTT+XyZz+HLEnHi3of4d3u2LGDf/nwP7FmzSqu/8LnedWr/ogTjt/A12+6mUeddLLdnIprzczM8KY3vYkkybjhhpu48cYbueiii1i/fsPYuFfvFwQBH/rQh4iiiBtuuIHnPve5bN26le3bt5cQ0OFwyPT0NA9u28aP77iDPbt2sWp2NTd97WZ++QlP4AUv/HVuvvlmnnn5s7n99tt529vexhe+8IVy8z6ch3rSi1VtWmvWrFnDlhM38953vpuFpUUGUUSc5TztaU/jlFNORaeaQdRn987d3HTjzbRaLWq1Bk95yoXMzy/S6rTK+1Tv3WzWSYYDGo0W3/ve9zj99DO58soXsrg4Tz2skQxihvQxgWbdqlWYNMGkCcv9HqvWriHOUlRF6ffDOmmac8EFF3HLLbfg+yFJski73bHKnB5tzsZYpidfWiXi4MGDY149F3Gt1esopej1erTb7THnRq5HhCzVJPHqPdzPxz72Mf7ub/6GN7/5TfiNgJf+9m9z2/dvJ4ljnvnMZ7J312PJsownPelJfPnLX+aUU04pYbuNRoPLL7+cub17eOMPfsTpZ53N/L4DzM8tsHr1LJs3bSIZDEiWlhl0+3Skh8pyRKbpDwbcc/997F+c5/THnsn9995LFA3IhQCKYqU6pxY2WDq4l9NOPoktZ53Fnbfdznx3Cc/zqPkBeWwpydHWaz3sD8iUJOlHzM50mJ2ewdNW8Vi9ei133XMv9917P5tPOIGdu3dxx53f4+InPpm2F9LwQ5IsYXF+iXh5gEwSRF2R6pw4TUrvtY2KrByFqzoFqnPqZ1GcHmk/W6sqTHluSQAc868QAi8MbAQhz0BUGCOFsYXFMHjClg7wpEJJbXO8jiCD3Xp094dxiH/VMVWVb65P1cjc5D3cOSXipGCfdAqp+15VeT0cEZbrlzNKqopwNT82CL2Sma/6bNVIkO8HpTJZjYY4p5P7fp7nY6iAKsTblTZxiqkbq2o6QXVfcOPh+u76bfPJs9IoqxpB1QiPc6pUCRomjTJnwFUjbO4+Y2yFheGdZVmp7E7uXVWof1lMuajH5ejcnTFXNVZXkiUrGTZH+n+l7zzUVp3T1einO+6iVi6qWY2UVpvv+8RxTLPZLCNwOj86fLjqtHByt+rkrUYSq85eN6+cQVnNWa6uG6B8j1EUlWtXKVUaIdVmDZSj5zFOvseqI1UIm1/rVGdbq1Zw2smP4vjjj+MxS49BNDze8x//ikEjC4IU93xuTJxR6dYJjBwi1WBLOW4C/HAU+dVUUquUJJ0gOquOr61HB55UpbwIw7Bcx84B5Ps+URyNOUqM1mRpSi0s5O3DlEZwLCyUVx7mo6eucK4Bfvfn7dQR+jKaBBUvwKTwX6mNFhUMoh5Sahr1EK/Iadq/f451648vBV4a2yKG01Md+tGALLdMOO3pDrLAyoZhSJylVFMAjdGFoM9RUpMktqBgHMesmp0lTVPS1NI3OyF94MAB2u3OKHydSebm5mi1WghhWFqaZ+3atcwdOECgFPWGTxYvkg4N/X7E6lUbyI3ELyAv1fEyxhCIEIwtFyBUwIM7d/Ld2+/gsl/9dYJawNRUC2MMvSxn1ewsn3rv+zi4tEy0eC+7HtzFUrfLn73xDbzz79/NzOp1DON0TFBZYItdJD+55x7e++6/J00TLr30Up77vOcgpeTe7Q9w0zdu5qTT/jvSV/i1AOEp5pe7bO10aPhNDuzez1VXX8NSv4cX+BgjbHk5MeHhqQoOoci1Rpmc41avYv/unZx75lYCYfjh927j//kfr+C6667jun/9CFdccQWNRgMpBVtPfwyNZoeTT34UcRyzsHCAjZuOJ41HG8gkfCTXOff99AF+56Uv5Tu3fpfv/uD7nHLqo9A5KBUQxxk1P6S/2GfH/TsICBguDzEzgtbsLF/91i385iknc+Ell5CkOavXHcd7//ED/Nqv/RpJrgkKVkhtKMlNqgLbCZQx54HzZgc+7c4Uv/cHv8dHPvIRdu3axVVXXcXatWsRecY3b/gqt99yI4MsY/v9d9EfDOgNIlqNNtOdWV73V39Vjml144mGPdAZL33pS/nIRz7CX/3Vm/ijP/ojNmzYwAnHbeT6z32Jffv2cd5553HeLz0edMpnPvVJLnr6JaxZf7yl5801KqzRjxOatTq93hL33HMXg0GPbdvuY926dfT7XaIoQtU8wOBLC32IBzG1oE6zMcVTnvIUPvnJT5JpQVhvsdTdzzDJLQWxNhip0EKSFHVz/Fqd5f378H2fZrOJzlI7X7XGUwpPhAyzIVJaMfjqP/5j3vfBDzC7di29bpebbriJRqNBzbfe9GazySDJkUFItx9x09e/xllnnUUQePT7XfKhZmZ6Ha/7s2sRoU9iEr7+pS/i10LypIdIc2o6Z7jUxXg+JAnohFYt4IQTN/H1793G3PIyxmhCJUnTmLvv+CE//cldBFLwq8+8jHvvvYdHnfZoHrVmPd89eCPUA7xajUAqiDJ0PUD4gmg4oLVmlsEw4vSTNpMvLHLeKaewtG0nyXDIOWeczS3f/i4nHn8CjzlxC0m/zwmnPIZas0NoBL1ej8Ropqdn6XQ65J5HonNyIZjpTFMPQlufyBNjGe2Tis1KkZQjEUk90h56q+Z3JmliIe8FHKrf75OnGe1GAzxBnhm0tjmjgVQoT5KlOa16nSed/kvMtqYQaQ6pJqgFaGOVHW0MeWEswLjjrhpFc0xvVWXIya9q1ABGxp5TOCcNOWMMSo6Oa22Lk1eNlPvvvx+ZazZv3lz2ZSUF0xlRLj+3Crd3+dq2zIJXKr+uT1VjSknJtvvvp16vl0aT+71hwwYElMiTKrpCSlkqfA4K5+COzqhx76xaj8oZsa7YsFtbJVRSjtfCqhrHVWijI2ty16qe6xAmLgIDlqnPRSGqUL9q9G3yWlUYrHs/zvhzY9hut8fyq6o5XpPvbRIuaYwZMw4n3/Hh2kM16Mo9VlnFXWbjef5KKbrdbvnu3DudRMw4aO3nPvc5zjzzTI4//vhD7lXde6vOGDeubm5X11CtVivnQWmsVYy6MkIY+GPjUHV6uPQVUeTGVudRNbININCHCUIcGn2rtkmj0ZjCsWSsw0gYSR5ntIXP5tl1LMddZKrJRYbyPOsoEJbIxBhpWSSLOe2ih26uBkFAu90u8+LTNCWs11C+j1+8Iz/wGSYx0rPvKc0zhKdA56Wx64UBJJaBMslttLsehEijyYufpIChTzU6pGnK/OICvu/hex4CRS+JaDSbDLXV4er1Og9X+7lJTP4zW9XzYArh5QTc0b7nvhsGHj/8/o/52tduIkmGnHXu43j0aY/hM5/5HM+54rl4nsf0TIf3ffCf2PHgT1m9Zparr76at77l7axdu5bZNas548wzOe+882woNvCpBOBKYXbttdcyM92mUQtYtWYdF1xwEW9689v4vd/9fYTng9YIAbt37+b9738/r3/96/F9n23btvGj791Os9nkzjt/zDXXXMP73v1eXvnKV/Ktr3+LRCdcfPHTSDLB//yf7+RlL7sG5deQhyk4LIQAR/WuBYKc6WYHkowzTn4UuYQw9Nm9ZyehUETdHi+44nn86Z/+KfXpVTzjssv40Z138OY3v5n5pUWEECX8YTIqFIYhrVaL6VWzvP71r+Nd73oXS90+nif52je+wf0PPkC328eb8nj2s5/Nl750PQuLy/zSf3sCsR4yOzvFwZ07WFpaYvPmzeRphAgU5gjOCq0zMIY4TvmHD/w9xx23nsWlLt3egDvvvovbbv8+g8GAiy66iM7sDO9617vIhjEmTvn3f7uO17z2ddx6y7dZWDzAdPMCWtOzY17J6pjmRrO8vEy9XudZz7yM+fl5m+CPwSQZOs9B2eKS929/kKBZ5z8+9xle8pKXcOGFFzIzM8PNN99Mr9fjyiuv5KqrrkJrzSc+8Qkuv/zysQ1h0kBzyk11E3W/tdYcPHiQL33ly9x/3wNI6dGaXsWtt/+Ir3/96/zFX/4lv3TBBZx34fm84a//ktn1GzFRzAmrVtFuTvHcK64ok62dd9A1v96k2+3y9rf/Dc997nP5nZe/gte95nX84R/+IcPhkOc+5wparSm0gdSAkDV+87eu5rWvfx3nn39+uRFUMfb//K8f4b+//GUsLCzwoQ99iGuuuaaENsTLEY1Gg+bqJihJGiWkRjPMU57wK7/MO9/7D2hPcuKmk3n7O/6WjRs3cvDgQYIg4Nprr+XKK69ky5YtxdzQrF69eoxFq/rTbNTxPI8DBxfYs3+esLWKZ13xQpIk4cGf3ocxhrn9B4jinCAXDIcZ1/37x4miiLVr1yKV4p777+OebT/hWc+8jE5nBoDj1q/CCPiT17yW6OAcb3zNn9DJBFmU4RkLcRsuLpWFzxWC2VaLq678DbuW0hhvmOEhePHlv4avBFONOoNen8svvpQkzent2s/VL3ghgySm7tU4+zFnEHjWC0we0Z5uYozG9wTPe9ql9Ls91jbXoM9ZQ5ZpZmoBq89+PFIYvH7CcZ1ZOvU6eTRkfhjhF1GGJBqy74GfsvbRp2ByjV/UxUFJMmnJCg+RNxyqJFQdIY+0X0yrRkCkAVNETowflOxtqc4toYnJ8TxFs96gP79IPWzT9BUtr0HND5AUNeSEx2DQw6vVS7KaMYu9aDmGqN8njmOUUjTqLYQYRaUGgwFLvS6NsFZCPF1/nUHhYNDWcTmufO7Zt8fCm5oNm8+cZni+V8L1vvnNb/LfHndemX/s6mVVlcYyClnIo/vuu886ZdttNm7cWEaG9u3fy44dO0oDK89zNm3axKZNmxgOrUN2GCXceOONPPnJTy4jWe12my984Qs88YlP5JRTTrF5OlnGjTfeyNzcHM1mk4suuqiMfm3fvp2bb765rIfa7/c57bTTePzjH1/2c9u2bXz1q18dI5poNpvMzMzwqEc9io0bN2KModmqlyVnbr75Zk488UQ2b95MVNCrLy4u0u12uenGr6GU4vzzz2d2drZ8xji28OzBYECz2bTPOBxyww03sGfPHs444wxOP/30Mmrm+z633nor9957L9PT0zzlKU85BEGyb98+fnznnezdu5eDBy0zb3tqijzP2b17N6eeeipRFPG0pz2N9evXj0HMqu+taqxUUyqq7Vhky0rnHAsawEVel5aW2LdvH1OdFrVajU6nM2Y0d7td7rzzTmZnZ5meni5zo12r1+vccccddLtd1hSw/1o4fs7kXBVCsLy8XL4Xd00pbUDh4MGD9Pt9ZmdnyxywLMvYuXNnea12u0273UZoUxpdbjz7/T7veMc7OPXUU8nznGatzmAwIMtsfvQ555zDqlWriohZwUArBUJX2GilZZ10ksFJh0nHiTtWjrmRUFSmdZ/VUKQGTJ5j+gnteoM0H2Kkjb4P0pipqSmGqS2unRlNqkcQ43q9Xo5bo9GwEURhy1YhrdEXxQXTpVIgRVnjrdlsIrUhT9KR7MjyIp/PIstqYUi3qN0nPAVKMjUzTZIkDNPEFv02GrTGF7Z8mSNwc+Pws7CEHq39lzLgXHNGXL/fL5MIj7SAqwtea0OWxCgBp556Kvf85D7yXHH6GWdx+4/u4MQTT2R2dpYXv+S3+MA/vp+XvexlvOc972Hz5s385m/+Jv1hxAmbNpXseHGWjrFQ+r71ctTrdf7wla8kiiJ832dufpF4mJAjIDfUakEJFys9Kkjuv28bv/zExzM9Pct3v/MtfGUL9M7PLeD7IXlqkFKB8ZAiQAoPowVCqbEqWmMQFQXGKOsx14pQeSwc2M/b3vLXeKH1uL3kJS9hZqrD3Nwc9bDOxuM3Mjs7a70Mec7rX/963vSWa+n3etTq9TEDp5oo6jyMMzOzNBqNklp/MBhwxhmP5Qc/+AHnnXMeYS0kzTLiOELrjNz36Q173P7tb0OuWd1uw8knupLbh323qvCEeZ7H0y6+hA9/8EOcde65fOpTn+I5T30qMzMzfPSjH2V2dpZut8vVV1/NG//8zxHa8Jxn/yoLB+a48wc/5LLLLqFZq0Nu6+BVPUjl3JJ2McbDId/5zne49yc/4eUvf7ndkIUkDP2CIECy/+Acz7/yhfzj+9+P7/t86EMf4vnPfz5Pf/rTecc73kGWZfzt3/4tr371q3niE5/Itm3bOPvss1fcnFxbCVLiFOS77rqLq6++mgsvspvohz/8YS5+xjM57fQzyI1N3JVo3vaGa0mN5sCBg+zYsYNvfP0WZuststTWNFteXi4VCgCpfNpT0xy/4UQ+/E//ysaNGzn9rLPBs/ke73znO8kyDcLj/3vtn2DwSHPF1q1b+drXvsb5559Pt9tldnYWz/M4uLiAEBb+OD09XVl5fSMAACAASURBVNav2bJlCx/84Acxecr5F17Ar6w9jmQYIZTklEefyvTqaTKjed2fvp52Z4p+NODtf/s3bN++nWatTq1W45prrmHLli0sLy+PKRKTMsD9HccxXtDAGMHWxzyWv7r2rTz14ouZmZkhbLbsxoXCC0KCICRNcp73vOexas0a60kLC/bSolC6H3o2dyzNMVnGn/7hK1nVbMHg/2fvzeP0uso7z+85d3v3t6pUm0q7ZBnZ2ixs8G4wNpY3sM0WIITJxMTpEEJnoDs9CXyS7iEzmXRIpmcynXSagJN0226bECDxgu0EE9o2XmSMZWNkSba1l1RSre9213P6j3PvrVulkk2AIWQ+nM9HH1W99b73PffcszzP7/k9vycgOHaUqOcTtDq4SiOVBp2QZCg6gka5RNDrIZGIxKzmUsnFQhNOt7C0RmtFyfEolV16JyfBsVCWjdbQDRNs18EqldGuSUzHtWmpBLtapmS5dLpTuEoTzMzSJz1s29CtunOzuJk4SblE4PdwHAuFpBeERmZZiFwtTOml63xlc7L4r4i6Lp7HP20/ipbS/UWMShRRaNBkbdlEKRjj2h6WLeiGAVKafEbLSfPBBKZGkWWTBDFaCYIkRgmJSiSO46XlRLRhUkqQzJeCEbbFyYlJnnrqKXqdLhvXn8XL+/Zz4ztuoFqt4vs+j37rcUoVk1/y3edf4IZrr2N0ZIR2p4OfBBw5fJgnH/8Wo8Mj7Ny5E8dzUQKOTxzniSef5PwdF/DEPzzC9NQUN998M/39/aiUln30xDilSomjR49x7733Yds227ZtI4oihoeHGR0dZXBwMKWWmSLFzz33HEEQsH79enbt2sWRI0e4+OKLsSyLtWvWU6uaIsa9Xo9vf/vbaCUYW74SS5qIkVM19RnXb9iQ087qtRrLly/HkRZhz0drzf0Pfo1KpcLOa65h9+7d3HvvvdzynncTJwmr163lpv7+vMbX/fffT6vVWhCRLJVKjA6PceWVV1Kr1bBtE9X6v/+f/8DI8DDe+rV0u138rkTFmm89+Th/+zf38olPfILQj/CcEnGY8Nh/f5wXXniB3/j1f8Nzzz3H3Xfcyc3vfhfr1q3LneC///u/p9Fo8LYrryRJEv7mb/6GHTt2cMXll/P7v//79DWbrFmzhlq1yiv79vPwQw9xww03MDQ0xB//8R/zyU9+Mo/eeZ5H1XO59KILsSyLBx54gNWrV7Nt2zaUUnzmM5/h3e+62UymNMqTOUNFeiycLiZXjOIXo7LFnPnFEaDi9V6L8leMKmVACFoT+D533Xknl150Mc/u38/evXu55ZZbWLt2remvpfm//vN/4KabbuLJbz3F008/zf/6G7+RO20nTpwgCAL27t3Lpk2b+OsvfYVGo5FTKcvlMhdeeCGu6y6IpI+Pj/PII49QLpe55pprcmcyCAIOHTrEnXfeya233sr9996PbdvcdNNNSMtEiP/u7/6ON7/5Au65+y5+4Rd+gWbfAFKzIHfOj7tUvBI33fgO4zijaLfbCEtyzz33sOON2wlVCoBq8zlHy9RTmx8sW8yPvcVC4ZMz7f+utkgwkv2RADsxNWSVUihpEyiHbruHtiNiS9ALIrxaJXX0bSzXAtsoIZcKdFItTHS77fcIozDPTfUcB50klCoVA4ar5LRIcsl2qZered6h3+5iCQFIym6JOEkoOQZ88kqeAaxci5Lj5krn090u1VqDJFHEYUhETLVco16pEvg+kzOh8bxOT4H8R7efGAfuTHzaxSHlbDJk4d0i7eJMiZrFDaHdauO6LitWrOKZZ57lmuvfwe7nvouwHN705vPZsGEDIOnr60MIQavVMuicmBcBmZycnFd6Qi/wLzzPo91u02g0eOKJJxgfH+fKq96OnYaAy65HolNeutDUaw0TYdKGyjk7O0ujr5+9+/fx9muuZWZullK5zP/7x/8R27Y5e/M5OG4JhMB2SjhumVhpKiWHXriQU5/9nA2HlBIpoFqtsmbVav71Jz5JpE3U8NUDLzM7M2Nqd6WJpdt3nEeUxMy25vhf/tUn51HNJZ5dNsau61Jv9NFqtzl0+Ajdno/tOoyfmMDyShx49RDXvv1ajhw5kku4CqlpNExV+1/8yC/j2Q6lSpnjvTmU0DjSOe27ips7gLAtxsbG0AL+6ktfNouxXOaJJ58kThKWj41RrhiKabttkl7XrFrNE088RXuuRX9fH3EYYdtuvjFlzlHWEqXYtGkTDz/8MC+//DLvfe97CcOQqdkZHn74YQ4cPsTPfOD9TM3O4HkeK1eupFQu89xzz7F161b+5E/+BM/zeO973wvAypUr+cQnPkF/fz+//uu/vuBQWurwyqJYxfwjMEj5qVOnDCUII6WrUiN75SojCis1lNNonQpDHvzyXzNxctIgxUDMvBRxcQ0GQYCQNj/z/g8SxzF79+5l69atAFx//fVcf/31GBRNgu3xb/+3/x2lyRUnwzCkv7+fj3/84wA0Gg1++Vc+ikLjljxu/cWPIITgF3/ptlSS16CEvV7PrGskzWaTZrNOFEWsWbMmfzZKKVauXInUpp/9/f3MzMwsQPky5z6jW2X5ARk9KvJ9BgaX8b73/ww3vfd9JNrUsNMiRCjN+lVrEMKszTVr1qAsnad/qjSqIYVxbqJej5qwsIIAHYUQhMxNHsWfnsFtt0mCCJEoNCY3z7YtpBA4lmsobH6I6nYJAx9Pukjbwk40JKbwt7QkHT/ADzo4lkvNK+FHIVXHI7IEyvWItKLVatN06tSqhloTdHskyjhflutAomnUqsRzHfzIIKd+EoEPriPQicaxXWIE7SAkclN55mqVKBVSUEphcfq+vXhdFttPHbf/b5sRtpAoC2KtiPV8blPFqyCUJmz54Fh4wiUBelGII62l99TsvE3/Jpjfj6SVnrVp/aSJiQmmp6e55KKLWb1iFc88vcvss2m9wEOHDvH2ndfQ39/Pnhe/x9GjRxlbvtxEr2KfXq9Hu90m6h/I89SSxNCf2u02o6OjrF+/nmdnZkjCKKdT2QIOHDjA+TveyNjQKFNTU7kxXKlU8rOw0+kQxzHVaoVKpcLBgwfZunUrq1ev5vhxE3EzuW0GlOnr60NrzdzcHJ1OJ490FY3rkydP8tJLL5lovJRMTU0tqAPqeR6Tk5OsXr2aRqNh+v+d7wDmzA2CgKEhUy5ECMGxY8e45JJL8r09M4inpqYM28eycF0TAdNa5/lJmTCIZVls27aNJ554gna7nTutWmuq1SorVqwgDEPGxsaYnp5OVXVX5rbU+eefn0fRkiSh2WwyODiIbdvUajXm5ubyiOi+ffvYsmUL69evz+9zdnaWZrOZj7mTjn9mF2Sge0bRM8IcGttxchD4+4mIZXO0eAYu9bnFVNyl9p/TPrfEe7Ko8t69e/nI//wLjK4YY3x83KhIr1wJwPT0NNPT02zZsoUoijh16hSdToeRkRHOOussNmzYkNuO1157LZ1OJ1c4zJyyDPwH8qhuFq0pCm9la/PIkSNs2bKFkZERBgYG2LVrl6HYSts49b7P+vXrWbFiBc8//zxvvvDifE30er18vA0wYKf2YUrF1SrPTcxVwbWet3kXtSJguhg8XYpO+Xotm9dxHGN5FpFOForIWJJYm9w4redpn2DO5W63S5RG0SqVSi4iAuTR7DgM8r0m62NROTljm2X0UikllgCRst2yZ5LRULPfG40GjlvCc2yiMCbSaTUW2yKOfRxgiSH8gdpPjAN3prYUjxYATa4aWAy7w9IJrpnBVuvv48TEFBOnJrn++uuJlabTnuMD7/9ZTk2dJA583GrZGGYaoqDHifGjbD53W37IeKVSvuHYjhENyFqm3NPtdnnjmy9ECIFjGWpGnEQ4LrhaE4QgU6ewqJ5XqVRodSNWrjmLP/qjP+JXf+Vcpmbn+MS//le8cuBV9uzZkwo/hIAkDOPcQD1TM2eOxKTqSZxyicTW+PSIgoQoSpidmwMhSATUGn0kWvDotx7npptuotXt8Hu/93v84R/+4bzqV4ECkx/qKb/3+PHj/P7v/wHnnnsug4ODfOELX2Dz5s184Gc/xG//9m+z+7nnGRkeJvB7JMocqmEY4/dC/s2nPs3x8XFWr1nDv/29/wOvXqXX7RbuZT7hvfjMAV7a9zIDg8N4XplWKu6wd+9eSqUSv/u7v8unPvUp+vv7qdRr3P+1B5iZbqO1YO36dTzwta8xONTP1dden6NwSyFHN99yC+VSCaFM2YLZTps/+MM/pDU3Z8QkSiX6B5exbt06Wq0Wv/1bv0XYM7SbG2+80UTwUlT8wx/+MB//+Mfz2iXFZ3gmishSB5Vt29x22220Wi1q9SYz05N88AM/gyhGZIWi5wqSMMYu23z4l34BPw6wHId23ME6QwFtKSVIjS0l0rLZsvkcVGI2Qq+oRqolUWK48UKfnvS/4PkV1kvR8NeYaED2MxikH0UOkuR0i/mXXvNwyPIwsv4IIXLlNktKJAqtBV5aYD77m85r1BiRoLyqoxI5yJH10kpzFqtaw6lTzB2fIG63EImCUGGFGlsnEEboaF5FNo5DsCTSKtGdm0WoBB0Hhl5mWSQKE3VTiiQKCXs+SazxKlVsaQRzStUK7W4LWalQrjQQQkOlhEoikshn5vhxBgeWIRyHIImx2jDX6uIohetKUNJEWZ06SRQTzraxhEDYFkG5hDs4yNjZ66FaJkwjHkIIQxdWCw/snzpo//QtjmOCBOJEIVKlNbTJW7Mtx+SNuA6+3yPp+TiuBVGCthyUlNhWaQGbwpQOOF1AInMYimIBY2NjrFixIhdPmZmZwXVd5lotsy/29xNFERdffDHfe+G7nHvOObieR82ucd5557H/pb25CIBBth3Gxsa48cYbcV03p49lNEmlNa+++ipHDh1moK8fFcS0Wi06nQ4vvvgijUaDkZGRNO/Z0ElbrRbdbpcTJ05wyy234Ps+O3bs4MEHH+S6667Lo17Zmfbiiy8yPj7O1Vdfnd87wMzMDP39/fi+z/Hjx40Radt59D9johw4cIAPf/jDRFHE2Jgx/Kempmg0GjlAnD2348ePs3r16gVGZGbYz87OpmMucpuh2WzmzkW5XCUMQ2o1I0aVSaNnDsCll15qjPc44Rvf+AYjIyMMDQ2ZFJT0vs466yx6vR7NZpNWq8U111xDqVRiYmKC48eP59TTxWUKSqUSy5cvz0HZet2Abd25WVzXzetnTUxM5LU/+/r6TA3QWoOe7+fAYZZDVmxLsauK+ZaL958fxGF4rRaGIS+//DKrVq3CcRwGBga4/PLL+frXv875559PHMc89dRTnH/++Tz11FM0Gg1uvfVWHNdlbm6Oer2O4zh8/vOf57rrrmNycpJHHnmE7du3s2nTptxRK4rSZDTVs88+m/HxcQ4cOJDXzZ1LbQ2lFFdccQWWZTE4OJgDjbZj5flgjuPQbrdZtmxZDk4YIKOaz7+pqSnuuusuU7PVN+UetICxsTGjVp6uG5FSf5dqi52179cRX/Ja0pQJiePY7F9KEoQR1f4mrZ6ppSstG5UkuG4JITSxP6/4iDbryU8FY+bm5gzltKAUmilQWqIgeLZIkbVcLucMOtu2mZmZwXJsHM84tnNzc7RaLfr6+nJb1LaNyjoJuJTQiamtHIYhjmVTLpUod+Mz6Rv+o9s/KwduwaJMveXiRvJ61xBCUG8MYLtl+gYGefTxJ7j4wguJg4Ao6JHEEY16ugHaEkvCQF+TjRvOol6vGzWpbievKWbbNmEc48hClCZF1jzPI1QKW0riKCSOfGpVj/HDByi5HtoqUW80c0QhSdWINm/eyl/8l7u44IILODU1R2NgCD+OwLZodTr0ep08+bzdbtPtdoHXKYypU9Wg1Az1yiUmpk7xn27/HHWnRhCEnL1xE7bn4lbLfPazf8jbrtnJiuVDfOlLX2LN2rW88soruWxrlqOwwPhOn0G1WuVTn/pUqnQ3yPT0NO985zup1iokScJv/uZvUi2VOTkxwVvf+laEZTbgsuXya7/6a3hOitT1uliOi07OrMxkXleABm2xcuVK3v72ndSbDQYGBhjsq/Kxj32MbrdLkiR5rbnbbruNdevWI3BQijQS2MayIU6L1S41npnqkI4TKuUKrU47rU/i4wcBy2q1BcU0m9UakxMn6evro9vt5pzsTLnIsixmZky0rtPp5CpH5pEtHUVe7LSCQQgz9cVet01fs546KPPzUiOJFVjCBQ2R7+OVyvPRxkJctfjdRWPCEhIh5xOkI62QOiO5qhQgMMXi4/h0xav85+J5nBZOn6fTCxCZtmoRYV30/As/69c4q7MNeaFROj8mhhxh1o9rC+xUICoJjWCD1iqV406pO5kcX9ofkQnOKE0ZeHXvXiqJgp5Pxa2YXAFpoTFGr2vZaBSObRNp84yUyKLjijjWSEciHQe0iZohRK6OlQsqKIXwDI3LrdbohAGx38apVyg1qgzUa8w8/zxrmyUmXt1LfdkyBhp9+NrBky6eJ4yT50cQGyTTV5papUZJSmIUk1pTGxygvmI5M1phuy5BFBEHxpn0bAechfPlp07cP2HTMt3jFYnWyBQ8cdL6aBJBuVQiUYpapWIogp02Va9E4sdEShGkSHYeBdLzcvD5GpUSxzPOgbQtNLBt2zYcx6Hb7jA5dQrbtmk0GlQqFQ4cPIhSBtH3PI+ZqWk6nU4OmGCRCw1khpTjuch0rtdqRgH3m498g3Vr17J27VpDgdKKVatW4VXKPPLII1xz1dVIaeourVy5IlV8dHEcOxUF6eC6br7PZoIaWmv6+vpot9sMDw/nEv5hGPLSSy8xNDREvV7P53mSJAwMDDA1NZWvyaxWJJDnyWXRplarZfJ20tellHmUrjPXolarsXfvXjZu3LiA8ZF939TUFHNzc2kkxNg9s7Ozec5g1qfsOQELpPvDMCSOYzqdDo/+wze59957+bVf+zU2nG0EvErlcmpHGFD85MmT+Xi0223uuOMOli9fzubNm02OTxyzbds27rrnbiNmtWoVx48fp1QqLVBYvOOOu5ienmb79u10uz5Kwcsvv0q322Vqaoa77rqbY8eOseONb+SWW27J1QRfi4WVtaWixdn/RVDp9dpp4MQS76nX63Q6HUZHR814VU0N1cwxyCKLzz33HGNjYzz22GP0ej1+5WMfyyNpu3fv5tixYzSbTcbHx5mcnERrTavVyp2KTNAli8RlkTIgT0cJgoDh4WHGx8e57LLLcqft6aefZmxsjFqthmaeofP5z38+jwzOtTo0m01c1+XYsWO5IzkyMpIDl3Y6/4RlxPXuuOMO3vimC9i8eTNuWgZCR0uXccjmbpECvDgSt7Ap0rB++jCMOSLQJrdaGBvbT6+X1XfLxicMQ5QlkBLsgj8grHR9FYSTimVsomSejZM5bUIIkjhGl8yYZ/mYGaU1+99zXJJEIWwDLru2w+z0TF7SpJt0KHslpLRN4CZJiFRCGIeEfkBfvd+An2ab/qHbT7wD91otC/G+HgKcbWxCCKZnZ1FoNpy1kU2bzubpJ59ESsnY6CgHjxzigQce4LKLL+HwkYPMtVv8+3//WbTW/Itf/liOzGUTLsuDK24w2SKcp3oatNNxHAb6B/nqvfeRhAHnX3gZF114MXEcs2HDhnzBLV++nLe85UpeeOEFduzYQa/X4Vd/9VcZGhpi2/YtbDrnLKQjGRwc5NOf/jTLli2j43eMY2Cb3CWdGtJZUxrjlAiTVxPEEWvXr+ejH/0lwm6A0ILvvriHVscgNZ/89U8ycXISz4ILL7yQdevW4fs+73nPe6jX61Sq1QWJmEXkwrIcVq9dz8zsFJMz09TrVQaag/mibrVaOVIhBPQvG8ARkna7ayILrhHqaFQ8BBZxEC+w1ovUCSklJIpMo2p0dJRVa1ajtaDdnqPV7dBoNOgGPpVK2SSXJorBoWGiOMZ1Uzlj18J2HVzXJvaDM0ZyLcsytezSwqSWZRk0OwqJkjg3QKSUeLZD2zdoZYZIZypfWdg+UolRR0zVz5Y6qBa3M83zWq1GFEW0WrPpd2oWApcSHYErBcQJju0R9ELKtSqdwMdyHBCKYrhLatDaSODm/HbLwvUcIj9AW5JEyFyVynzeuEWO4+XPOQzD02hZWVtMFVXSJP5KPf83iciD3EVnLRd/XSJCULx+JvddLF5rDLf5z6gkwpEmh1FLE4nOqIKJysQQwFISlVKMLaWRFpBo7ETTmZxiuNFk5tBR+ioVZFrQM+h1ccslhCWxPZuokyCxkOkajZVZPzoOKZeraMdBeB4WpjZO0jMgT6OvSRjEaCFJXBvhedhOGr13JX4S0HCb1KRm11e/yuHv7qFhO9iRIk4S4lix7g3bWbFiOa2gg+UKbCGxEbilEnEgCYO2GTfHpW9oiMrYcloSEgGgsQREoTmM4nIZ+wzP9aftx9+MypxJ5JeJQy8OsRA4rodKEoI4JkhVDGvVCrGOCYMAF4knjHOlk4VS5ZlxaZDt1BjTplhvzsAAdEpbmpub45lnnuH6669nbMVyDh8+nFPvMwCsVCrlBlScJGmxeTtXw0uSBId5B0sIwZZtW3l57z727NmDv9M3yqiBKfDr2Q6D/QOMjIxQq9WwLIuBgYFcGbEosmXbNqdOncrTIYAFkbAi4HP8+HGEEJx99tl5dCQrCzA5M43neTnN0Pd9vL6+XN0ySRLq9XoaZarlNkgURYRhWIiclTl27BgPPvggV111VS7CkJ2XnucxMjLC+vXrAWg0ark4U9afarVKFM3TxTKDNYuYZcwOy7K44YYbGB4e5nOf+xzv+8D72bx5c56jfs8991Cv1/ngBz6QM4k8z+OjH/0ov/M7v8Pu3bvZsWMHYRgyNDTETTfdZHKQU1GVmZmZfJyjKOIXfvEjad8iHn74YcbGxjj33HPpdDp8+7nv8Eu/9Es5QJBR3YHTjP8iWFyMvKlF51LxbFy8FxUjQ8WzKHOAc9VSsTB3l2S+dEAm9uKUTF5/Fv3LHOorrriCSy65hCRJeOSRR5ienmZgYIBer8fQ0BA33HADr7zyCp1U7Gd8fJxut0u5XKY/zYWEeee7SA3M+pfZHgMDAzlQ/Cd/8idcfdXVnHPOOQRBgOsaMaupqSk+9rGP8oUvfIHdu3ez6ZzNuWMyNDTE0NAQGzZs4Dvf+Q69Xo9LL70UK83zb3XaudBQpIyFlVMQlxjjok1SdJjOdN6T7hmiwK7JrmnZFla6/hWCOE7AsnBsj5ICzyuj0DQaHr3AN2Bo2M0pl0hBOS0tlH2nbdtESYxM12cYhnmNO6FBKwPCZrZa5gyCsfMz1kEmatQpqJD2NZt5RM513TQtwkanzy1MQvob/QZAq1VpHZ5BqNNB6R+k/cQ4cN8PcrtgUTO/6Iphz6WutYBemQQoFbN+/Xqmp6cp15q84/K3Egk4eWqa9evXU2n0MbbK4Tc+/e+YnJyk2+2yfMVyAJYvX87s7Cyjo6OG2hTHqIIUWxBHIAW//LFfMYOrFBXXQyP44Id/HjAoqVZxLgn8cz/3c9kdApptW85i25az0r7HjA4PoJOAkcFlZpIGIaFSeJ5Du2146SYKmCEvBeMWjHCK0JC6OoODg/yL234ZnQisNCFz63lbjdJSexaAasW8fvFll+ZjuHrdWgD8KExJZfMbY+YsWBYIndCo1ig5xsGO/GieDiI9lBIsGxzGcw1t0FICaWs0IXE8v3maWncCjZ0+8/kClfkmKy1ShqgpVuqbw8p1LHAqBEFEo9G3YHN3HOPoRirBci3CxKB+SRhhZbuJgYJyZApAWMahCROFcEwfkzhEqIShAaPUFIUhQmj8yEc66UEkBdKy8+80AyVxbUGSzNNFhFjIHzdYQZbLJbBtmfbfWTDHi5tNRnkovmY+HxvnBI100oK/nk036qGUJkk0jgVCgiBBKYhCZRxbyybWsUHELIlOYjzPIVCREQWKFFLYiJRylYgEEYfp4WjyNopSxYvb4mgupMIKWs3PaWsJpDR7VK+xE2otzL05XuHAN+VEMrxVKYWQNokCKQVCSCxbIFPjNcs50drUgYxthRJgaWXKXOiYmaMnkCcmEH6XSrVGmCRUPZcw9HEaHlGg0J5L6DpUbI/ED9FKkihBua8fvBKx30VYMD3XoqQFQ0NDtCZP0pqdpeKVUVogSyWE5xBpG7dRI45DnCgGS9I30KD94h4eu/deLv/QB7hg5y0kpRqJU8INQu65+7/QWN7HQ3/z12zbtpWR88+BqmLyyElmZqYoWQ6WLYhUSIzCrnhUBpcxa0mEhaHSoqkAVhRhiflcgMX5mz+NxP34m1IsWCdKmYKxSZIQ+4ExUCwJKiFKjHpvpgCZkJDYJmqXR/u1qX+aRcIWN7M3p9Efaah03zv6Iv39/TSbzbwm5qnJyXxOZOh29r2O4xDqKJf+dhwnlweX0uReBmFIX98A52zZzOzMDBMTEzldv+x6BG6woHh01tdMQKUIoGUOWKfTyZ2ljJqWqStn1KmTJ09Sq9UYGhrKo4UZnaqvr496vc7atWsNs6dex5KSkZGR3AnNar5lioHVapVarbYg38tCMDMzk9MfM6Mzy6XLPqu1zqmLmcN56tQppNyUnlFmHWZGve/7OTW/2Wzy9a9/nTiOectll+cRlyynTaSpG9u3b6ecCpS1Wi1efPFFLrjgAhzHoa+vj5mZmRyELDkuZ599NqtXr6avr48vf+UrDA0NzZ9XUlCr1fB9o/g3OTnJm970plwjIJufGbPhR9n+MWDSac7FIkBRMB9RFULkkv0ZEBHHsXHe0+hUFn3M8j+FEPkzHxsbI1OM3rVrFzt27MhLCWTzJVt7xfsoOq0ZGJoByPv27SMMw1zFM+t7kiT09/dTKpXYuHEjx48fZ9M5m5ccK9u2GR8fZ8+ePQR+1zB6miZ6vm7dujznrTBSS45j1u/iPSz+ruL7RWpjZVcuBX0xiwAAIABJREFUfiYDO+I4RjkaIeQCO19jnOsiMymPQqf3L9MIW3E+ZL9XUj0E27bz+nLZ88rSWYp7ApAz77L+gQHzM/ug2HfXdUkiU35AWPM1FzN7UogfTRrcT4wD9+NqSil27tyZh6LXrFmTL8h3v/vd+YRwHFPzI6NUkNJQvFIF2/GIYoXteFiWRRDPy64vMMAL36sBEo0SCpA59WzJPhZULUkLlyqtSZRRoDSHK4j0fUqQUiRFToUrUuIWc8gX88WLm0TR2bUK1xAp2Wz+haz/Jk9o8fU9z0FK8gPH3EppPjIpJd1OgBCaKEmQLqZAehqBEanKGQKkSBcs/3iUf7Fj8P3QbYvvzVC2zEldgNgphYXAdT10EqN0qtSXhousNEtKF677g0YpsjwuoxB5ulhPMSpZNFgyp0UIgUVCFAaUHRvXtkiCEEcIHFdiWYJERSmF0NA5/E4X6WBQSB0jtCIKI2wpEVh4liTUCiU0li1SREkA1oKNtdhMX74/OfmiQfaDHvLFSEJWxLZIm1h8/WxcpZzf1Mvlck4dUsI4byqNNlpagwTf71KLInqzbUTJo+KVaLVauJaN7dhYjkSWPfwoJHFsojhCSpdqrYJwLaJII8sucRhQa1TBtukGPoFSVPr6sBEEYUiiYmwsBvoH6SQR2rLxXBctQtTJafY+/W2alQFkJMHSJA2bWTS1Zh29fIwjbpc3veUKXnny23gbV9C/aiVDtTqzB04gpI1nu+jEJRGSXmQUNaslF18ohDbiBtPHJ1m3foCyLFOUNPphntNP2w/f2u02cd0o4lqOg5Mm/juWgy1BJ4peooi0IogiXNtmYNkyop6PjIwypVbClEXJAaSFgBmQ50wZtNxGOjanJqfZt28fB189wM3vuIlSqZTTrVeuXMmuZ7+dF789efIkK1asyJH6KDWWwjDEl1YajTY1mU6dOsVjjz/OLbe8O3emgiCg7JX47vMvsHfvXhKt6AY+d99zF4cPHzZpDGEv36v7+vrYvn07jUYDtBEoGx4e5siRI3nu1rp16/K8tMyZOnjwINu2bWNsbIw4jnOHJIoidj377fz1jJ5fFOFoNpv0ej1GR0d55plnuPTSS9m7d2+ucp2xAWwhefrppxFCMDIykkvSZ8yNTG3wiSeewHGcvGZr0SHInLxMSW+B8EQalRgfH2f37t289fIrmJ6epq+vD8/zTM5V6shfccUVxllMgfEXX3yR9evXc/bZZyOEyG2harXKc99+lvGJE1x11VWMj4/T6/VYtWpVAXA04ivVapWnnnoK13VpNBp0Op0F4jIZNTz7TPH/1zovF4P1i/eeMwGFi38/DfRfZA9ZKX3u3HPP5bHHHqOvr4+TU5Ps2bOHbdu2IYRJG9m4cSNHjhyh2WzS7XYXAFlPP/00Bw4cyKOavV6PU6dOcffdd7Ns2bJ8Lpx33nls2rTptHvKoqkZUycDEg4fPsztt9/OZz7zGXSiU7vLo91p5QBHvV7n6NGjbNq0aYFQUXEcN2/enKuDqsScj4eOHM7n6+JaMUuN7WIHLge9CxHNxe91pCBGI8R83cYs61zrhCgywIxVchG2bVgvrsmPTbQiUQrp2IRhhMDYObVajTCOTL5oyobzPI+ZuVlqjbrRcAjCfP6JdH/L1ko25pnTlgHPGXWz6LhljnrRNssYRxnjQNo2jgvSc0iimKBQcPxH0f5/48AtniBnaqWyCX/btk2n284pYdISaGWiHD2/iybGDzq4znwyaDYRnZJHEmuiRBPrhQm3Z/xuoZnPoFlKx2fpayy1yWTc3df6/OuNR5YTBORGfvH75tGR+X4sfKHwXYsXOPMKWkUHKAxNrTELiBONkAmOtElIjGO6hOMEGCpahqC8RkmBpdpS1Iml6BVLjVWRwpEl9BffU9ychDSRHbP402Lg6e9FB25h+/6ducwhMg7xvMJosR8L8rvSQzlXDBSg4gBXCr71rcc4ceIE55xzDps2nWtkfFUIKuHkySkeeuhrONLi6quvgUjjeWUsqTh+9BjPPrOLXrdLEka04ojlY6u54Pw3Uas1cMsl4PSxzCI0+Sb9Gklri8c/u7/Xaq/1PLPflZovapzRSLLXi9eZdxoXOn+ZeI8OjdSyqzReotBRiJRQsy3iVpsSAhVG4Hq4bokg6KW5Kg52rYIouXSjGOFZeLZDbEvCJCRMQqSKsGzwg8gYDpZEOxalUoVeu4NTq1BxSwjXoHl2yYNEMteexvEkrz7zLKLX44KdV/HQX/0NbwpDBi47n2C4n46IuPn97+cv/ujfkex6ifMHhpk7NUVpYAB/zseR0lDwpFHItByX3lybuRMTVNzl4FoIacbr6NFjbDjrHEpOia5IQCwtF/3T9uNtRsLd0BPtkkvVqxGHEaCRWhJFMcKxkVoTREbuvVKq41QqqEAhLIswiHNE2bJspCJ3KiBdS9rkymRIv1Jw8OBB9u/fz+qVq0zNsdk5SmUTpajVaqxdu5Z77rmHjRs3cvLEBBde8CYj9d1uIz0rB1iyKF2pUkbHRj2x0+nw5JNPmmuWSqxdvYZer8fWrVvZunUr0rboBj62a3H//fczOzvLhz70odyhytB8IQSea+pkXXnlldx3332sWbOGTqfDm9/85twxiuOYyclJTpw4wdve9rYcPW+1Wriuy6uvvspjjz3GbbfdZmqb1eu0221UkrB//37OOfsNueH4rne9i7vvvptdu3ZRKpW4Oa25mSQJtVqNqVOTRFGU5xBm+0y2X+3bt49t27axZcsW+vv7OXVqgsHBQXY//xy9Xi/PqxbCyimn/f39OVXcdV0mJye54oorEELwp3/6p7iuy4c+9CFGxpbPG9Op1Hq2Vw8NDXHttdfyZ3/2ZwwODnLeeeexdu3a/Hrbt2/nK7/zGXbt2kWj0eCjH/1o7mR0u13KtSqzUzN86a+/TH9/P2+76moDMEuLbq+HRoCQC+yDrC0FMC9ur2UjFR2gYlvsGC197p8O+CZJwvLly9myZQu33347s+0WjuNw3XXX5UWZL774Yj772c9y99135yWBRkZG6Ha7XHbZZVx66aV5zb3p6Wluv/12I3SSOtvZ9yzlkM7NzQHkz9qyLMbHx3nggQe46KKLeOGFFxhaZqKfK1aswLIsnnvuOQ4cOMCf//mfo7XOnc3F9pDjOLmIXqVSIfC7eJ7HwYMH2bFjB81mk9l267RxXAx6FlXPl0oFWeoszyNpiyiUmf3nOA5RrNCJIo59pHIM8yVNf3Acl1gryl6Fbm8mB62zdeyHIQMDA6YOpd/LbSEhTH59EhlHOIkMKJ3lzGV9zdKhMu2E7B6zfSrL4202m/lrWXRPa40WAq9cYi7qGh0LpbBsl3Klwg+I45/WxA8aEfhRtu3bt+uvPfTg675vAUqexCSBnxfzXvy+xYt4PiqmTts08gmnhaGQiXk5UqVMfTZLinTSOMSJcd5s28YtOXTac7mKUuZYmShToQ8pxSELzWZJ0hkfN6OUCCGQhbCtilR+gJhkbxPt07HK1agSDMpW8Qzvt9frgSXyjUEVipsUJ6iZzHoB8rAgYiFi4iiTVk7Qel5Z0HUtJiYmWLZsWU7dyFDKJDGORnaIZLQCrRNsR+I4ErSPEILAT7Clg9ISaaec65Qy0m63qdfr2LY7L6GvF0Uov8+WGeu5U5g6FEUFUyEEQs1HfbIciuyeLTkvy/3FL36RWq3Gxo0bWb9+LX/xl59naGiE6669ga985St4Xpm3v/3tuCUPaXsL+jK/mS3N0y9usMWNr9Pp4HkecXx6GYH5jXHeES8m+8ZhgKV8/vQ//ed8g0yShGajzllnb+Tiy9/Cq6++yoP3P4BlWYyODnP40EGay5bxnve9F0tIHrj3PrqtFu95183EYYT2XIJIMdA/TJwoIqXROkFrhWXZC+4ru+/MgTuTc1aMGC6lPrb4movHbnGzC3Mlo08tThxfKspnWQuvl/2ctLokQmMHPtPfe5l9L77AJRdfSMNyOfjMs+b+HAclBSdOTuB5HkPLBomimOlOiyCJ0UmSjp/N1gveSE8pXt7zIkGrBXGEi8S1XGzbpeKWqFequOnh5DgOiVIMD61iRkfE3Q4i6FIqS/bccz/nvGkL9rpVVJwy33r475lSEZd8/CPUh8eY7oVMHHyF9quHkAePwOFx3nzl25jqdEm0REqbdreFKyVJrIirJfrXraa5bjX7jh9jcGwUr1Lm6KFxtPSoDg2jrPlo5eLnstQzytro6OgzWusLzviAf9oWNCGEyezXeiHuY1spMUJz7W/dRqcMPhFWyUV6hgpUsiy6cy0jClQ21CG/20Ei6GvUEImASOFIB+Urdq4/jzeu2YQrLVxt54ZRvgZS6rCdouJCCMYnTmBbLt1WG6UU1UoFx3EYGlpGp9dF2KaYd69r9vH+RpNyqUSUGCXWIAiYmZzCEia/O0pibC81bJWi3e7iWDb9jSaxH+DaxriyXcfsi5UyYRzwjW98g/3793Prrbfm+cYwv/cEQYDnlnMJ/5mZGWxH5mewAd5kXnqg2WzS7bXz3LZer8fcbBshBH19fQty45I4ZmJighWjy+l2jSFMKqiQ74FAq9uhVquZ861Spdfr5TL9xRzdKIrodDroRNPf32+eW6r+eeToYdauXQtkJRf0gvMgO6ey62WqmVlkILtWNS0NktkflmXhp06CyadyF8jcZ858Z65Fc6A/l8PvprL02ZhnOcdzc61cmdTck4l+HDx4MO3/QiVJWMgCWnxuF4HmYiuChcUzdNEaOs3xy1rRBtJyYQ6c57q0Wi3q9Tpzc3NorXMF0GIeXrlcZnp62tBp0+hiNv65UEaSMDs7y1e/+lVuvvnmXDU0O++WApkzFdJMuTN7tnEc53aRxNx3qVTCD3qpCuV8nbMkSUDM2wnZesiemWVZdLotXNvhzjvvJEpifv7nfz7P+cvmLhjV5cV9zObFUrbLmcZcJDGJoJBTjlFulpK2Dnjh4H4+/42vossunaCHVy4TakODthybWr1OLwwYHBzg+AmjgJrRgm3XnOv9y5YZgMOSRChUFFOv1gyQG4T5XK3X63m5gYwmm4E+vV6POI4ZHR1ldnaWOAwpp8I/QhiKrFIqV6ysNRpoIZmZmsSxJHazDMoUBReJpDYZ89j/+ee5/t6Zmn4tpDtt/6wjcEXa31JhyWwyLUiKZaEk+0KjzSJRIUpH2LaFJQVSSYSWOEKRJJo4dUackuE8d1P1wMzpyR6667qoyNADlE7QiTISwClFMOh1zGc8B9c20R2Z5i8IPV8aQXrzUsAohdRpwUs0fs+nXC7jOiaq1esaZMhzHYTURGE3RSNqBHGyYIPI2pkM6SiKiJIOpVKZudYUluVQKdfodrsmx0pIqmWPh752P6Ojo6xdu5bh4WGCICDoRjlVIF/QCOp9dTQR40cPEMVdZmdnUTFMTc6RKMGaNetYv349EsXJUyd59NFHabVa3Hzzu2g2m0ihUYU5beQyfngpn+Jmkxn8iyl2WfTLGKvw9rdfxd/93d+xe/d3WDbYxPNcwrBHokxEttWazQ/MsNDForMg5enrs+iIFA+cooO9lGOzVPSj3W5TrVZTlClk6tQkpYqhe7zlLVfywH33Mn7sCCdPnsT3fXY/u5tyucr73/9+JJov/tV/Y3Z6hkf+/utcfeXbTIFPAROnpjhxYpxm/wAbztqIxBxycRACIo+kLu7b/DpcGBFd6v5/VJGcIhqYgQOZQSKEOK3UweIDrjgHhBA0+psEYUhvcprpg0cYtD0OPfc8dWERtbvMBT0SR1Lq66OjIlRioVybmakpYpUw2N9P4ofENc00ITMqYvWmN/DCqy8hRJXVQ8M07Qoi0egwRkURZdfLHW4hJDYQhj6hneAIjS3AEjZJL2DP0cPs/s63OdFpobUgmm3TvOdBnhk/QDTcJOwpTkwcYTRKuMxuksy0sD2X2HMIghhdcpC2S9XzmPMDKo5NPD3FhmVDxECvNYfjWHSiCD8JcCz39EH/afsxt1Q8SEqUClEWpvh7GsmxvTKxAlRCwzLzXWLQ5nbXNzVOhSSKejjSQrgWjUoZO1KISBPpGGVJY2BpU6fRdiToVHlWw/LBQbQWyAHjaEid1qKLQ0qugxbgNer0p8rLKE0QGIU9EnCly+iIyQdSSmFbLsSGzSGFRV+jCaQCD7ZFoEwebxyF2F6aU5bEbNuymU1nb0Slys35TikAIbDLJbSGcsml3ZrFtgRCKzwnHRchTURZxVTKHlHo41gSIUDFEa5tMbisPx95IUweNIBtS8bGRkFApW5QeKQg0TFoDD1VGdGVyA/xbNNvx7UIwh5eyUn3GdAYsLPZV59XvkVTKhtjOhM1MXupQIh5azCOE0ifr0o0KkmoVmqEQYRKFXcF4HoeYRQZSnhinDqSBM9z0vspp98BAkmcCqUkSUKpWqLX6yAl9HodBGBbIi8x4zoWrmNRKZdJ4ijtl1H0VWhWr19tRNWUQqXKxTmTR2b5zyCwwJKoLB9czufdFptQ2sxFlaaTCJWzZhZE1wrnqSrs77l7LUQ+p0XalyDycUsOftjDdk20OIh8tJEgzvOmoySk1qiiUcRKIVM6cHa2FKPYl112mXndLpw5BSZDLs6CIPAjSp5DFPqpOiPUqobOWykblVFppWBtHBKEIW7JodVuY1mCetOAA6TCQyZoYM5BhDBzL83hk9LM4e3btyPRuK5NEoXEWqXpG+QU2/k1ILAskY510QFfCECbeys8M8BoMmOCDEoTqYgwiIirkmMz42gRkyjNsmVN2r0uSRJSqVYIo4g48dHEdHttGtWGEUWqGEdKJ1Ct14iDGB2bYEvbb+FJm7mZWSRGXXSubcRaEq3ohj5hHKH8NBqqjU9QT8uVtWZnQSkUmOebCiFl9eakbROl6RnVeo3p6ck8x85zXEIVoBIQllwqjfAHav+sHbhOp4NlWTlfPGtLGcF5aFeYKAFkhuU8NS5RsZmIwkpfk2idkMQKz9LYliQWIC1BHAUIy8Ji3nHLok5ZMmtWXkAIkW4MGiGhNTvLXLuTq1NlKl2ZquULLzzP008/zeDgIDt37sRKVboOHz5CX7+RM45CU0qg15lF6YS1a9bhpvUmHn/0MY4fP069XmfTpk2sXHP2Av5usS02VPO8hCjia3/7VaanpwnDmFq1zkUXXcK5527B97vs2bOPxx9/nFarxfe+912Gh4e56aabqFQqPL3ryZzzDYYvPDQ0xLXX34jSEV/+8ldJlI8tLZQSNGrL0ELSbPYTBAEHDhzgmWeeYcWKFUgp+dr99zE8PMxFl1yKWzaIleYfH4U7Uys6ShmSVFRSyuaWhQCtUupRyZSIiGPas3PoJKI955OEAUInOJaF3+nilBYWxs7nwxKtGHkqRnKLnzP/zO+LnTvz+/wOmSXjZmpnD+16mlanxzlbz6PtB1x51dV87k//GDlt4dkeO6+5Dq3Bsz2zqTsuJbfM8uHl2LabUznuf+hrRkkuCpmbm+PsN5yLV66DsIxK5CLgaDG1MzvYXiv6/6Ny4BaPXxRFOXpWzBHM+jbfz9Ovo7Wm2+thuRLHllRLHlXXIQwM1VAi0JamE4To2CcCHFuCa2OVXPxWm8QPqXtlQhSvzs3A3BRNrQg9j0a9SuhY9MIIW0kcJFILoihOVfPmC5KXq5DoGBkGOLFCxTG2tGnphAuvv47mhg2IZhUx1eMbn/uvXHLRmzj30h0caAX82Z2fx0FA7NG1NHZ/jYZXNrUYI6NcaFsWVVtyauIE5WqFye/tpblihPrYKGF7DuGWEVpBmtP70/ZP35ROa5AGbbqBQamVUgaVTveBOEWds/1FShs/CnGEBKWxLYtW0CNKYoJOj4FagzjdUyTmcQt70frOvz9BJwkIgVq855nEOaQ0e5QWBQpWZj4XoiiLr188uTJKOoX/tTb79sjISH6OLVUbdekI8eL9efG+tPAzWps5v9TevACYkgsjQUrpAtCcffYHY0AtNqCX2kpzmyij8gvQ6Xvnx1CY4kJZRIbFq1kipTDOVjKvQipSKtvivhSbhUAV6dWWzPu5FBi5JJgsFAKjWL1wf14UXdOLfyA/D4tzpQjQwcKIXjZGi1vxM8U+vx57TavTbYusBMXAwAAAQTKvn6C1zgVTsqgYpLn0hf7W63VmZmZysR2TR2ooubt372b9hrUIYah9ExPHmZuby6PFmSJzRhXO2V0YqmZndoadO3fi+34KpFg58yPPC1zCnsnt68K9nAmkzZqS6T0J0hqwmpcOH2D/wZd59uXvcSqeI3ATgl5CqEKkbRttBVuYc1FFhHGIFUpcYWrcqcgAO9VqFSdloGXMN9eysS2b0A+IUupzuVw2DhWpWI3S8+y3ROVMuSxIVKlUUKnt0O12qdfr+X3nhcTRnDx5Mo98tqdaLOsfJOj5xJGmIUo/6LI/rf1EOnBnigplf9Nao4VECcn4kSO0W3OsXLkSjTD0uiQ+fYELMS8rWtihtDJbmNamgGcY9Xj8sSfYt/d7lMsVrt95PbVKnb+84w7iOOaSSy+n2+3y3ItG5n/D+o1EbcXdf3U3jit417vfa4rjCgetzfdJrcBKsCU8/vjj7HrqW0jbYtu283j55X2MDo+wc+d1VEolvvylL7H/0FHqlQr79r3E/v172L59B1ftvJ67v3wfliNJ4oAoaDM81I+ONWGs+chHbuOh+x5gYmKCXq/H+973Pk6ePMmDDz7Mth2zXHTpJTk/eH5Dmt+8JBq0puRaREHAvV/9Kw4fGefSSy9lx47z+cu/uJ17H7ifVqfH1u3bePrZ3XR6Eb/y8X+JhebOu+7goQfv550334RTsVFCcfXOq1mxcjUvvbSPb37zm9z+Z1/gf/rwz+K5NfxAcN2N72R4eJQ4EVScEn63y+zsHE899RRSSi674m1EUcxf3/1F9u87yOxcj3fecrNR/2NhxKQ4b7K2FNWySJvMfi9u0JYlUCrGtiWGXjoPDGgblJIgLaIkZHRsJd/b8xzffPwRkkgRR4pXDh6gG/hsPPtcQqFNbREtcipFsc9FBcrs9YzWUFwDxQgQzFNkFtODoBhdNsaZ1gb5lFrRmmtTq5SwSfAsaM22sG2bVquFY0liqdA64ZuPfpPDhw/j+10CP2Z4cAhLSD7wMx+kXK0gMbSBbtTli1/8Kw4eO86NN96MpTUWNoaoPL+ZZ/mWxShcth4XgwpnisAtFTnOD9NEIYURj1mMziYinfMGwsWSkjgKOHXyBMsGh/P+LJauVirrg0AnBmWVUiIsM+7lZQOcc/VbOfzt79A3a9EvbCanZmg069RJ8Ab6ODU3gwpDZBgz0t9H4JSQykRyJ3stlvUt4w0b30AYGPVJpQUzs22mZjqIbkhVOmwYW2XyUlJQRWhTpzDotXHiCN3rkQClSKDqkk3NfhqlAU6e6uFpF6de5+c+9S954qt/ywOf/Y+897c/zac/9ssMSptH/+BzzMQ+ZRJKQYjb7EO15ihZFqVKCcv3kV0f/8Qk5cCnvf9VWuMnmHNtBjZsZF7I6Ptrr2fw/LT9cM22bXpxTKVUIkYTKCPbbynoJW1CPwAtcnVDIKe3l0olQ7EMNW2/hyi5WFGCH4Uo10nXFlikVKclDN1sX4KlleiK+1RxnWesiteaH/I0J6vgPKVrW9giBzgyJd7FbSlg7Ptpp+/Dp1OGl/pM1rLow+J7lCZQMd8WpgSlFzr92q9lI5lmxKLyvTR14hKd5F+3oPZn8bqLLpk7QPJ0myr7zFL9MNc/XVyk+M7ivnumthTwfDooSuq8FV9f+LnXevbZa2oJcbmFNpNGJ9/fvieFPO2znusSp0B/nCQIayGts1hLDcyaTlL15uxavu/npTiymrK1WoNndu3i2Wefpa9ZZ8+ePXS7Xb773ee59dZb8bs9jh+fwPd9Nm/ejE4UKjY0wkyN9fDBQzz/3LO8/4MfpNlscuTIEY4fP87W7dvSiOJrA3WLneEzjXHWEpmCCloTK00kNfc9+giHThzBG+0nLnsEfosoiSlZZbxKmY7fS0s+uUTKnO1xHOOk6URZPzInbnp6miiKKFUrOY3XcRxIazcG7TZxHKUCQQ1CP8jp4sIyEf9MlERrbWr/pWk1QK4cWnx+OjFiM61Zc/4rSzE7O4slJBWvQtw9HVj6QdtPpAP3/bZms8nBV17GGx5a8LrII2hnaLq4KVEw2gyyZgQETK2ro4ePsGzZUF6UU0pJlMQ5x1tKiS0tbAmWAHSC0GmIVMuCkSPodnpMTp7krW99K2+84E3Eccz09DTHJ06i0Bw7doxWp83WLdu58m1XoMIO/+3uu3hy19NseMO5fOjnfo5SqUKlbBP4M9x153/Fshzecf31hFHC0fFj1Go1ms0mjUaN4eFhDh06xAvffZ6Va1bntWMWI1mZAyeECWOjYvxOlw3r13PF5ZfTmuvwhrPP4YUXjOrXOeecw403vjPvf8kxNM/Zjiks7to2USqhGvhd1q1ZzaOIlGqQCn1ECQ9/7UESBJ5bpV6p8ZbLr+DYkcOAynnFWmtuuumdZqN/nU3h9Q6B1zsosve9VoRMawFa4pUqDI0M853nQyrVKqvWrGNoaIS9+14ljBIsx0FhorY6fn006vX6Dz98VGp4dIRDhw7Rac0xMjTIyRPdvGitHwZpPbKYiy65mEvkpTzwwH1EfsILL7zA/v37mZmZYWBggPPPPx/f99n3yn66fo+Vq9YQBD08t/K6fV1Mo/hxtczZE0KkyqHuAuPhtfqLKABHaIQSxMLGsSUrNm7k8KPfYrTZB5ad5rdUmJycxkZgaVBhRKQSojig2/GZ83sEUrN2ZD1Nr0xPK9xQkURd+qoNli3vx44UVjSfr6u1JhFgOw5C24RhDxeNsBxiv4dyJF6jxskDR1i5RdHrdMCz6EU9WqUhLnrXLZQrdf77HXdy+TtvYO8/PMLytatZtWY1r46foDKysi5YAAAgAElEQVS4gunpWaLpadokxFpRbzawYtChMfrK1RpzKqJWH6Dr+/wP9t48ypKrvvP83Htje2tmVtau2qQqVUkgEAhJIHAhgYSRLEBg47ahsQc3HDfdY/fY5zAee9zjGbuxxx7PmdNju9t9usdn7LFBNrYxQgYZsQmBJBAgCS0gqaQSUi2qJSvXt8R2750/bkS8yJcvq0qC8eAZ/c7RqVRmvHgRN27c+1u+v++3ydQ/7kN8yc5qWZKSCQueh7GGKAiLfmL39yiKmJpyEMY8dhllPwyqipxFoI3l8LHnOHz0OS7cuBWbFwkYKxHWwcuUWA1cL3+WdgT9AgpZkdWB26R+a1vI24zIsCYsEPUgoPizKiBxtoBqGT3SPyv7vMatHmSuZyVJ1IS/VJWg8QpgeZ+jc6zt8y33v/Jc697rGlvry0g5QlyMvnfka7hjRj/bAt5GDWpJ/RqLsRerLmn181t9z2bN/a25amOwokZiVZy4GgFR9JwXv10VJJWXyNqeuOKgVd8lavc6GotRddZ9Vq45zyRfaNzWVPDM2qreZHSTWVU5VMohusokse8px/hae4Z+EBLHMU89dYh+vxCeD0p9X/e9CwsL9Pt99u3bx65du4iiiLvvvpvvfe97vOtd7+ITn/gbbrnlFr761a9y/fXX8/GPf5yDBw+yf/8llZSP1pqTJ0/y1a9+lSuvvLKSKJifn+fJJ5+klH5YXFxk+44LmJ7dUPFNGL0WQjmeBC3fs7POkaKnVwiBtBYtLIvZEN3wOdlforWpQ8NvYwcDtHXQ7f5wwCAe0p4u1rE0K6CXTtdNiJH2bL/fL/ga3F7v41VyI8rzWOn3C5beIpk1jCuJkTzPHeyxCN6EEBUJWl5U48IwpNlsVkFcWRgYDAYgXbVOhCG9bFAkgYsq7AQh9Bdr/6QDOGstu3fvZsvmTWt6XSamrWpWZVzGHPtyAvT7fQ4cOMChQ4c4evQo0pMYDL2Bq1pIK8kzg0JVQZrOXZ+cmtDbBJZmK+K6666j02rS6/WYmpnFIOlOb0B6Ea2pDbz3Z3+ONB5w52duZzjoISxcuGMHW7fMsrDYY7rl019Z4mMf/XN832fvvgNs3rqTJMnYumM3zx87ynDY5557v8qw3+PIkSPIRrdi4CnvufxXlQIBqljcjAbpMUwy5PICWTKgGXlEgUfo+wz7faY6HeaX3Th85tOfZml+gcGgx9vfdjOdVhdfKZphRBYPCT2Hze60QobDhNxkeJ7EGo0wBl8IWlIx1W6iPKdt14yc3obVCUp5fOXeL7GwsMTmrVs4eO31xbMtq1lrn+mk/68vKGfbwEtYQb1SNDJJubsJYdm+fTutZgflBaS5JWq2WFxcJMu0g3+WUgg1Vs7VC98LgxCWZCUvNgB6+9tv4Td/8zf5u9s+xdTUFL1ejyCIuPTll2GFz7cfeZjHvvsoF1+8l+3bt3Pq9AoSeOeP/yRaa26//XaefOppvvnAgw5SIQxXXnUVr3rVq/C8UpuuyIJOyOKOxv/FXX/d6pvEucJaIQSyyPw62KRjiDubMzeeXXbU6gZhJVqAVYJYGJqzG8iaDRYyTeSHdJowiDMiz6cdtgiVh2cFKys9Fvp9YmGINk0z22wz7PVZOn6KuZMnUKeX8BBsaM4QJTmhlRhtyHQCsmAyjQK8KMAIyPKEZBDjW/cuJKlh975LePyhb/PI3V/gwKtfzSAbkoYBi0oR7NjF/rf+KPq+r/DkH/4ZSysrXPWLP0PaS7nwggvp+YpmP8WGDYTR+I2AfpJgrasMbr94L33PsnnbZh6fn+f00iI7N84iAs611L5k/0jmHA1ViLY7EhAhBM0wIukPgJFu0cgpcU5KmmVIIfCMJDWa3qDv9Cul07YMvZCzLFfA6t5y57CvtfJ9qwcF9YDufM1VldZ+f9njut67Pclx/0HbpMqUEALEhADu+7iOepC4XsK6Pt71rz1rheQs1zR6TqOgZT3dL5f8OvszHX/2q+9p9XfWj5kUMJ3LxgPBcwXh49dY/mwnnOd85lMprF6yUbo5PPI7yyJCGIbMzMzQbrddH33h8JcVxOnpaVqtFlEUAQ7699BDD1VMpSdOnOCBBx7g6NGjXHPNa5mfn694FEr4ZafTIc9zNmzYwIEDB1heXq5kDjZv3ky32+Xyyy93lUKjSfKsIEY5uw+1ukq99vfjJnEBscElZnqDPr10SFbIi5iiby9sRBVBX1AQBpZBkxBiFeTUWlHxUpQJHZ1rcpNX1bmyGGOMcZVQMeqHL59zCS9Na/3ySimSgveirMKVrVN1wh+Dk8oa9vtkJqPT6jo5pkK77qUeONwgz8zMVJWwF2N1/QcpJdaMXtSdF+zg5PMPFFpQYcW02Gg4Yghp3QQwtQXFaKdbJqVdAzFKC5HnLE/xPJ+/+Iu/wBhDd3qGNMvpTk1z5swZtm2e5amnniIKfTqdNlu2bCEZDJmdnSFPY3rLKzTDJnsu2ssrL7+SNDE0Wx1uuvlm/vqvbiVNhnzvuWexWUan1WApzqqJXMc8A1ijodDuApd99DyBUj46S5xoczPCVx7NKCSKmqRJ2ZMjeOctP06WDPnkJz/J1+77Ols2byXux/RXBsSDIVOdNocPf8+x7gmB9AKiKKLZjLj5preyeeMWsmFO2G7Sj/vsuOAC7r333qJSqBEGTp0+iRCC5eXFWnC+NoN5tgDufIK3+nHlz/V5VdKogyWOE8IoYNOmLTzzzNNsedlOWp0pZmY3IsRI00dYp9k3fm4oM6STr3eSfT8VOCNgpT/kbW97Bw888ECB357iiiuu4LXXvIHFXo/XvuENPPr4d3nsu4d4+pkjbN6+g4PXXFN97y233IK1ljvuuIM8z3nDtW9kdtYJmEdRkyQuhbpXy2Ss3SB/MKvX+W6c5bGqzBAaXTF0wtqem/XMWosp+vyyYuMepBk79+3juYcfwfcUoR+QZJpOFBIb48hIsrxIXmi8ZsipxXnC4ZAAyannjnHx7t0MF5ZpN5uYJEP6kcuI5jnCFpk9Jeg0mqTGMExjrCfB9wCJjjWe59PZvIWtF13E4UcfJnrkUXbuvZhGp8OxQ08BlsbMLEtJwlzSp7l9E88eP8HK3CLSekzt203XC4gzDTqlN+gzvW0ziwvLbNi6mcxXLMQrtNpNkoUzUCR8zuXUv2T/eOZ5Tt9R+U4HLk4SvEK/tNVoYoxhYWGhykhrrVleXnb7QiHY3QgaMBSkRjNIE1pBi4ZqIIzrlZKlTz7hvctLp1oI8sLpqQdqpdMFqwMLpbxVa+Okyri1toJRuoz9ahih5znYfulUjdt44DbJea9aLGrrSv34SYHmuoELNSKOKjCqJwWL8TCjBFSZjFqzOsq141gePzlItcCI+XDE+usSzhYqFJKpV05KmNyYTM2I0Kus+E2uXI1XZYSUlIDNEskwPk6uJdJWO4Yd/bE4ES7FXN+XV93r+GitTuTX+Q7qzMjj11EeL8fGdnwOAhW3gRszNyZynTlRT7jmiesv1mnmUsG5dj6FHvmf5b1v27J14rXC6jYQax2z6k0/+lZ6vR5f/uKXePuP3cyTTz5Jf3mF+bk5ZmdmuP9rX+P4keNcd911bJiadoLvQuJLxcMPPsQ999zD1VdfjdaaLVu28Dd/8zdcccUVXHbZZQyTGOWpCp4c1N7XcnzGtd9KqZ7R2I+q2tV7bhyjpTICzwqWYlcRC8KQqNtC2xyhJH4zQvoemc6Z3bixqngNh07r0fM8lFSVPp6Sogr0kiQhjh3Zn9WG6akpllaWQbqkrBf4KD1iCi1jibISp5Si0+lUlbg4jldpLJbyAuXnywSZEIqlpSV0kiAC6SSDyLHaSZpUAsHfp/3QBHD1bE79pTyb0yqlJImHNBvRWbM9kxab8SxZOekEtqJDnZmZodfrsbS0xI9c+3q+8Y1vVC+a53m0Ww067SZJkrBhwwZOnjxZkGCUzr+DGogCm91ohGid8JnPfIY4STl+/AQ3v/0Wdu25kEbUINU5/Thhbm6On/3Z97NpdgN/8id/wmOPfZetO3azBUGo4K67v4Tvh0xPbaTT6ZLqYvGUkp/4yZ9CZwl50qMRBnzpC19k+dipqoF1nLDBLxY1t0hCkjo88Jat23ju8KMcOXKMV7ziFTzyyCOkac6+ffsZDAZ86o7bieOYf/H+n0NYx3g2O7OBRqNDqzNN1OhgUCz3+jz51CFW+j227dxDvz/E90OazTbHjh3jyLNHQVua7TZBq8GuXbu4ZP+lPP7kE/wf//m/uBfYU3Q7U+zfv3+02MrymSXVArJe1mdSuX987pWbVJnVmjQXrTWu5VtQ0Trv338Jc3PzbN22nXany8L8IvsvPVA5Eo5EZMTUVz+fMXmtqjaZ9bB+rWHoNAyV8teQ9ozf99r7F2AFr7j81ezcfWEh96AJPZ/FxUX8htNHet/7fqaAXTnIQKhc1dFXo4Dnbe94ZzFAo+9NkoRSoHtUiSvHbfSzm4OrLnfiMzpbMF6/t3P9PNoUqQhdjLFEfkS9GXa9KsD4MzDGYJFoqcEYQqUIux2CVoO8P6BXOsSiQbriqMSzJKXTbLBj6x565Ngzp/G8gJlGG5skiCzjkosuAikJAx9jDbE15MIQ4FjPAqXQaUZeahEGAUEQEWjoTnfpx0OOzc3T3b6TvZ7ixHeeZOnU/WzYtJHTyTILj36bJE1ZtvCyG65h56WXcur0PI3WNJ2ZDaS+QvVzMmsQxtLsdoizlOktG7EobBDQ8Lv0hgNHitOKHCOrGj3z80kwvNhE20t2bpPWEXuFfhupJHHfOWleVDyXGvSr0jUtGAKz1Ak4+0bRkA3n2Pge2hqyTBOowPWrAFpQ7bWrAq/zSMyMB1DFhbHWmyk9nGItq+3vsqrwl5A8cc5Kzwsxx95drqHjSafy33NXgNb4Mqg1voirhK4fVIKDP4rqfmtjItye5KKcUgqpopTBFNJFsqQuxLWWWFtWkFyAU1Z+qnu3MJ6ZcceNrq3usE+quFT3XF8/z/MZjft/dkJfWu3odf9SBm/Amv69SWaMmShaXV5PGTCZSUwnk65Mjnro169Sru6Ln2TjnyuT8NY6Hbfp6Wk2TG2o+rSsdYHGiRMnuOSSS8jznNe+9rXMn1lkeXkZ3/fxfb9K6H/lK1/hNa95DWVlc3l5mSeeeIKf//mfZ2FhwbGz1/xe9Gr5pfHrX6+aOinxIHURxDt+QaeFKAVaKazVBI2IQZaQ5lk1f5qddlWpLInIlK8qjddU59V4l/IYnufRDdtV36Au3oHhcEjg+RVJS90P8H2/gmIrpSpyk9L38jyPwWBQJcPKCp17p939tBpNvI6rHibDmOEwoSG881k+zst+OAI48eI29nLCnW0BmfSZcSevNKUUCEdmIqUkajbYvXs3R44dZ8u2HXj+d1DK56I9uzn0xOM88fgjbJyd4tjxExw/foLpqQ00m22HwdcGxjoFhkMXvM2dPoFEsX/vhTz60Ld4+tATXPumtyA9xec+91lMlnPTjTfy5NPP4oUtpoMm+w+8DBX5LCyeJlc+Ojfs2buXXFtkQd/7/NEj3P73n8LzPFqtBhLB4uIi19/wVrZt21ax8Yy/bNJS9Jc5p93g8Y53vpu/unWJT3/2c3zy9n9g69atvO7yV3PZZZeRZRlvfvObeeCBB/joR29lw9Q0U91Z3vymtxBGLVIbkGjBI985xLceeczppb38ldzwpreSJAm5UZyeW6C38iihH5DnhmbksW3bBWzbtJNrrn4Dl132Kk6ePMY9932VvXsPcNVVVxE1WujaeMLIQX8h1anxY+uacGe12sI9GAzIc8PuXRdxYP/L0MJp4b3/Ax8kjgfkuVtMnabI5Le1nL/jAeh4pnp8UTkbemS9RRVAeSFZbgmjFsoLUdKSayeirrPUMU4h8IIQpXxAYsmpb5LuWsq+rDFnZp1HUF+4yz7T+vnqx7yYKuNZnYeaY1guwsKlkHkhKbDSn7FWY4V22UNtCIViuDBPPhySZQmBrzCZJl1ZYdPMNFjLVKdLnKV4WLZ0ukx3p2g2W/SWV1icO4OvXRW/2WiQ5jl+5Ah9ZCsiMYKVOCFUPkJDrgSd6SlaWzeTxwnp/CJJkmIDn6lt2xA5dKKAnXv2MTg9h9EJs62LmJqZBuERz87Qb/qstFps2XwBiRIIX9JNc5KFHvq4YrrbImo2idH0khTpKRaPrhB0GxAENKzEKElmNOE6lY2X7B/fPM/DV35V/eg0Ww5KmK0m9UpTp73m+36hK5nT7jYQQN5P0dJQkw511eriFTcUrHFl9YTa+z12PZNmwvhe7d7R87f6Cj1iHnwBJxizSfP1fNaks32utDWkGWOViPJv53plxpOudR+m/E9W5JamCuLqEP0qKWitEy2mrGoW7KLF30tfwFoXONbZmMeDz3NZeW/r9ZVLe/b14mxJoXN/f70Xs0xgrn90FVTUjhmvtI6e4+Rj1rvGSUnjuq0X3NX/XrcykCj9uePHjzN/ep5ms1lUplzv11VXXcWzzz7LnXfe6YhLjCtSbN26FWstg8GAQ4cOuXaJU6f4zne+wzDuc9ddd3Hdddfxu7/7u+zcuZM3Xf9mGu1Wlej2Jlzv2YoukyrFQghyYVC4OSeKKnFqNJk0TlReGXQuGQwGpFnGzMwMXhhU+oUwkhAr9e4GgwEoSRRF+EFQ6eVlWUbDd1U1KyDJUqamphAWhv2BWwObTQZpUo1vGifV3C+rbM1mE1Ek3Xu9XhUQltDJUodOFRV2pRTJYEg/74Ox+LKQGpNQyy+8aPvhCOBepH2/zt74ZpIkCUHoozyPqOWaEztTXTrLKxirHAyqCIAWlxYQ1vDXf/1x2p1ppqammJ2dxfed6LT0Rpmw0k6dOsWJEydoRD6BVJw5fZIgcv1wUroN+G0/dhN/+fG/5bZP/T06M+zbt4+DBw9ihCQZxswtLtGPE/ZfdDFRo+WcfQHC99i3dy//6kP/ms9//vM899xztNtt3nrjzezZe9EquvRxSEC5iboAISTN3eL3YzffAriFotFouI1cCvwwYMeOHVxwwQVgBL2lZaIoIk9zorDJKy9/DZe94tVIBUq56lyr1WKwNCQKGtx0480IWcAwhSBLNZ7NMbkl15ClhkbU5JJLXsa+fftQXoOVlRUEHrC6AXQEE3lhQfy4jT5/fu6E53n4vhNQXe4NUH5QUPOmVROtUhJbaHdNsnEoyqRrHP+7qyCt/+afrdpcLvhOmD2rvsfFMpo8tyhPYk0Je5A4JtXx/tJRIFdc1apjEGWANPqMW8RHjeXrXeO5NrtJNmnDONvGH/g+mhG09Zznrx1ncZloZUEay9LiAssnnoc8RxYBdrMVkhpLolxQLy10Oy0SbdDDhCAIkbnBF5IN3S6DU3OEnodJMrCGPE5oRg1iY2hv20jDD0iGsYN++ApaPqIRgLGoIKS/tOIqqrnF8z3wBf0kxtu8kUYjoC8FcWeaQT/BJIZ2o0FEkxUBsW8JpEFZS9Tpsmnbdrw0wQrItUF6ikarQzA7Q7MZMd/rEUQeutjQ6s/rhbyDL9kP3qSUBJ5PqjXGOsc7jmOksajiXS21n1Aum14ScjU8BwsSvo8wqxEqUkm0tVX+yhbLZD3IO48CR2XrVbt/GG29dfiFfHb08+p9apSoWxugrTrPOgycq4+rRxUuiKuP8XoolPHnIISDVZZVR3esXnUOazVSeqs+cz5jsJ6Nz50qqC9Ql5OGvirqFf9vJnyNtbYK3qp9bh0bD+DqY7yWX2Ht2K03P84ZnFV/Wi1YXv+ImeCTlIGFMYZms8m2l2+rgpUocsLj3W6XhcUzZFnGFVdcQV6QYpVyVQALCwtcc801BEHAM888Qxi5ytyVV15ZSRqU11VBjMfGaJKd755sRPnsivVFCoRSII1rObAWqRRB8Rz8IKyQNGXvme/7FVFcOebjTN1l1TLPc6fNqDWaskLt3pVS5mESSq+EV/q+j1druyqrbmXlrfys7/nkmfO5tdWY3IAxCClf0Fp5LvvhCODO8WKVtqaiUNMhkVKO6HFrL+ukyL+euaqb9D2skMSpQcgIvAbbd13I6fkVciOI2m26M5sJ2xv48Z/6Gb72ta/x9FOHmd26i/3793PhhReSWZBBXbneYc6lFWzaupMP/st/g7G62lDLTVEpBVLRnZ7hAx/4gLueIkNlRCFgKiS7tu3iAz/3AaciX8AmjBWQGQwKKxXX/+hbx+558mLtFhcXElnhGtaTPHETGkm7OzWakAV7pa4t7hQaMq0pJ2yqQhhkCUJoykSj0Qbfc9TtyrNYkRNEPtZ6CAcOQUp3nJAuaCiv0d2zQktLZ6qDtRqhDSgntqqNRhW6Qm6wRaVDZgRIoycmZ6VYvQE6WEAORmOUt9p5qfVj+GqEO3d/10gJzShwAYFOUIDWhkA5IhSjLfUcc3k+l8lylPtCCEQdlmFHwqpSCGwB69AFvHUldeKTxhh05vRNjKCg5HU/CCsLrL7B6BwwpL7BSIuVgixP8ZGo4lHqomdCKYXyFWiJNQohsmImmyr7LQpIS26dQHt94RTCLZyKuDbeEotFF5phUoQkOsXY3DHVeZLcGkQOoR3NU2OtG1csoXTzxQpX2XYLs4fGOoFY5SMU+AJINUJ6aOmmitSWXEkSndPutlmeO03YaKG1QVqn/Sg8BVbiFfMyNTGU4sVxjhIenh/R05o0T2iGPqK3zNzTTzMlYebAXp5/7NsYJcg9hSc9QiHwNTQ8w9GTzzI9Pc3KfJ9Ws00yL/D8kMj3CdqOxtkLfJb7PazNaLY7zGycwUw1EVbj5R6tTeGojyNN8dMcjCTy2ijrI6KAZJgwE0TkFkzu5BsimyHiJTqRxPcj0D1YigkHFkVKlgxYWlph7ok5Thw+hhIeotXkon172br3QvIt0ywOhpxOY7bu3smR50+Q55rQjiBhkxzySZv4S/b/nGmtEb4lGSZoYQlbTbIsRyLoTHUxuWWYDNwallrywpkD159jlQILmSnIuTKLJzyyAlpmAM+CytfunUBV2amupwz6CofcYlFeQSYFNe/bjvpTrcXkBY137RBvQuUKOQbPrq3b1o56y1Y5Y7ImFaLrQdNI5kVW5y33OQfxHJ1HItakzw3Y1cfUR8ONQ7luqWpvz20+usZinc/tqKffGFNVyISU5IUj6XlexWAIFCx3RY+dhSDwyNMU33N796DnWLQRkiROaLfb5MZBzso9PcsylMiJgoYL4qQCKUjTlCxJmZ2eYWXZJWuR1sHPggBrrJszhROrlMKTCgGkSYIXhVjhepY601OsLKzQbrUYDoeEniIrCDJ6vV7F6hcW/Utlb6MQrr1hYWEBz5fIwmnO8hwnl1PsQWNsll5J01ZUFMee2ChQU0WgPGpYH7kVY3Pd1CCo1QytiqyjZyJYnYyc9M7Imj/qKtsFIkdJcqOdtuhYAJ2mKdY6fTLP89i4cQP33/9NwPmRDz/8EG94wxt45rln6Pf7rPT7fONbD3LmzBluvPFGpJQsrizz/Nwpbn7nO9yYJh6bt23lyce/w8zUFHfccQcHDx5k586dxGky8nlEEcAVwun1arAp3yVqFV8EUqrVe0Hxs7aO/VYJhREwSBOE7yEDi7Up/f4AX0Gj2Sz4JwxmkOAJD88LEMIFcVpbQl/R6/WcTpzvklHDOCaKmnhegNYZg34fpCTPNYEXooxLTHnCc3JcNsfznT6eEpJGKyrmfgGjFB4mt6QqK9oImkRRRK/XI43dHJaecj5ZEKAkhEphtSCxGSYHjfO/flBb4Q9HAPciLUmS1VpYUFvSRnY2aFz9pSrxspde+jIuueRSfN+nMzXNxs1b8P2Qd73rJ1yVxUKj1eWaN7yRNxy8jizVBEGAUD62jm+rkZgYIfHCqHBu17IiuoXaXWd9r1qV/QGnQSLEqnsqX47zhdWW97wqAK69iMU3Vy/n5ExLscGI2staBJt16EZZZTLG4PsOwpYXG7QqMh9CumDBSg3WVJO71OLSeY5FuN4HbbDaFGr2hlJT1goXDK5nkyqv9axQFaitM17uv7Vj6Ey/KCnjs1UuVmd/Ro3vxhh2bNrBwsIZ8tzSjNr082GtN0Ujrdu0Up07UWZACoUeWILAQTCFDRxxgXD6aZ60GHI8K7CZBqOR1pJ6fqWnJ20RpOESElImzimpMsgG0M6Rydurn4a1KGMxZJiwT1hAJ2SmUYlGGekSFV4pN+ECRFFoyNkMhJBFRtYSSh+sh7WC0NNkNsOkBmsMnpCAoNVo0EtjSmhQFISQaxra0uj1CNMYYXOQljxLyAcx+TBDa03U9IjTmIV+j8FKj5WVAYvLPc4c7RMETWQe09CaGSFYTGOOBx6+FCTGoK3T3kuX+1g0cZqyNQg4vrBI6IW0Wl10bsHzkaHCRooocjh5IySZJzh+6BniLKY742GExyDJWV4YIISPNZK82aTdnWLPth3s2LGTeDAkEgphLFoLVBhiVY4RFuEFJDqjETXpNy4gbLVJdE7QiVDCIGwGW4bs2jdkTybIewlBu0l8cp5Hn/kuO3ZdTWt2GjPssZzFBK0G2eLyP4kKyv+fTElZBR8WS5I74ihPeWSZ03zSZrUz6Bf93mUPiJSS0HMMrZ7noYwkF0XmGLfqK9YRghszJ/0y+W/j1aZJidr6/BpnHZy0p49XStbTopt0jtUVl7zKyptCa2r19423R6w+x+iYWrJ01Xfayk+pn7d+bauQJWOQxzUi6UKgsxwvcAGN06LSzM7OMuj1GfYHBEHAwsICzWaT6WlHlqZ8j/n5eRf4l0QMeY5ONNOzGwjD0FX8cb7CM4cP89hjj3Hy+RMoX7Jnzx72XryPmZkZlOdVfVXD4ZDvHT7MiaPH2XvxPrZu34YWlvZUl+XlZaIwIs9zvvrluzl27AjT09NcffXV7Nixg16vR7vddiQbnkcQekUvUsrSwhmOHz3Krl27VgVfeZ7i+yzucwQAACAASURBVGFVQavzKZTjtm4FqJwzpej6eSBwxudn3Z94oVYvJEgLqdY8//zz+GFQIWY8ufodCYKAL3zhC3znO9/hPe95DxdccAE/8iOvL8gzBF/96t1s3bqVVhEkP/TQQ1x55RVMzWyg3+/T6/UYJjGHDh3iZS97GXv37q2IOY4deZarr74aLwiqpH29GltcyQu+T5ig5ycK+GQhhmjLQkXo4XtO663VbuMVgthWUAX4JSNl2Qu3vLxMWLBTDuPYJSMqJJRicXEZ35N4vo8nFbKY77oGL5dSEqep8zPVSHhdSVklFYQQLhFtLMP+gGF/QKvVKt5NQZwk1XuQx0MstQDXGJTyHErmB2T/5AO4hYUFAt9bRT5RZs/q2YHSzpYVzrOsKouWDDNlP5y1lmazWUT8o1KplJIgGLHQnM3qm1bVEPsCe/jGz1P/93zXj3HIRHkd6wUR57q2+nGTzlEuAlLJVT0AZVlbF5WCenWr3ECFcELKUDA+aQOiwD77Esosr7XVLjkJTjEewI1nxqoxHPtc/dh6wD3uQLzY6sLZgrjy98ZaPOGcIa01c3GPITmhrxjGfSIE0hq0NAylYy5UxkdZl+kNyjH1fZI0xihX1bNl/yAABmOdw4cwCASaHGlylwEGsBKFY18Fga/riQODA3U7kfXMLzLoFpSQCFPMMXIECarYMI3WKCuxViA1KBtgrVtUfQE+YG2O9F2Xs0C77HcmkEWlUSUxoaRIowqyNMNTASYZQDNEI/GNROWWNImZ9gK+/Hd/S3ryGTLhIaUiUBG6D56KCMImOw9cQndmhs2NLYRbWhUkyQwSPE+SDZfx8xyWllk88j08X9Fud8BIjIEk10jrSIIkhmfmvseMt49G2KQVtcmtIU4ytM7wsK76jyTqdqEVYsMQrRSi26K1cSNEEUYItyEoicmtGzNZEA9pS+/MPKkfYQZDrHFVcD/wyH1BJgKyMMCPLImfoNohsafJ0RhhQYYkuSVJVvCkYTr08RshveUVosCjHyd4jZDMOo04lCTNM3xesh8W6/V6ZF7g1iffQyqFNeAFPnEcM+wPiJph1SsjhKuuxMMh2hqM1q4SDQWRka0gw0ZrhBUYA4YcJqSsxtfEiQLMLsIc1S5q69+q48b2nvGVcVKv7zj0abx3zFpbki0Xx63qqJt4HaWVv68gWWfJ2I3OsXY9rycOV+07Z/mdEKKgWi80tqrqBlWRsNPpkCQJjTDk/vvv5+6770Zrzd4LL2J5eZm5uTk6nQ4f/OAHWVxcJIoijh07xv/yv/4+e/furWjRV1ZWeOibD/Hrv/E/cOGFF1aaV4Hnc9999/HEE0+wdfMW+ks99uzZQ6fTqe6thOU///zzfPrTnyYdxGzcvImNmzdhlUcyGLJhapokzvjf//2/58C+i9m1axf33nsvn/3sZ/nFX/xFDhw4QJIkLC0tOfa/LHZ98lmCMJb/9B/+Iwff+EZuueWWQvdPAYKsJJsQI0gcUCXU19tfyzlbVoM8qdYcs97cLP92tr+fy8ojbfG56enpCpIHFJqG6arviOOYm266iXe/+90MBgOEEAW5mQtq3vOe97CwsMDjjz8OwO7du1FK0V/pOemA6Rm+8uW7mTt1mvm5M5w+eYogCNxaH0WcPHmSQSFNsGHDBt50/ZtRQhRkOIwqky/Q1vhMJq8VCVaPc0m04vs+/YHTq202m+R5TpIkNLO8goOW5Cqlll05bkLKCmYpRKH9qhSZcVDT5eVlZIEiK5+ZznKCRsNVd+PEab01GhVJiTGGQdwHICrYfMueQGutIzYrevF6y8tEvo9s+tV9TiLb+37sn3QAF4YOqlhpbEGRQVkdoKzFME+28YXf9336/T4bNmxgOHTC1FK6vpZ2uz3KkHhe8c36rOevFN7FZJKK0s4WDNQDohc7EeqwwPo1jAcm5xvATbrG0urfUzaHQiEOW4yF53nYPC+EWcsDiixv8XILYyHXmCx3ZXwhwPrgFfpeoqgyncel1gPg8WD4rJ85S0b4xTyLcwV91TOBCmqJtdh8yEw7ojc3R8sPkVmCtA5j7YsUrEJpgy88hLb4RcKht5gz3W6SZxajRtVVYSxCaAftNRZhC1pjK/GNds+k0BtDZGAd3ND9C2BB5CBcAIfVZKrvsvUGdJ6DsUhtMWjivMdKb0g+1Dz9xNOcOXGaPMlddUm6RVsFfoUvz/McGWZYlSMxYDRJf0B/ccBwkKDyFM8A1kMLgYwiPASXHbiUHe++mcR3K4IvJGmmee6Jx7FDwQ0/+2GSSGE9hdUGaSWpsWib0yygXjk5fV85xlALQd4gzjJ6podIU6aaPnq6y0p/hSxL8fEQQhFj8aOA3EA+TJjaspksy0hyS5oMHJyp4UFqyQZ9hLAIP2Cp36M93caLIgywuLxE4iua/iw2CsmtRogcX/hYoUiUoa9jNkZNhmmCEAWs1hiszjFJCq0GSElsDCpcIKSNpzSDOEFLXD9UGBEaD99v0Qw9TJqhUo0axHha4zUaeJHPysoK0neZzba3nuDxS/b/hvm+jwgCJDlCKYx1PR8yirC+RxAV+6WAXI+qTH4QVGthlmWkNqkkc6z0CrLWcn91dj6kY5OOmeTwejVGu/Hk4no2KSk7TrYx/v1CCLQuen8Z29tsLdFbVhqKtRchVqFVACY10Nb3E1tLKI5fd31fra61vI7aGFRJ4rI1QBcYk0IAuaxCCQRZkuBJyde//nXu/IfP8ku/9EsAtFotwjDkj//4j3n44Yd55unD7N27l8OHD3P48GF++999hJnZDRUc7/Dhw/SX+uzevbuA5LpgYu7UabZt28bb3vY2Oq022uZufhRVkyAIGAxcpW/r1q3Mzs7y2NFHKuHk0ueZn59n4cwi1x18IxdffDFh6HPw4EF+7dd+jY9//OO8973vda0oWcZHPvIRbnnH23jNq6/g05+6nV6vxxWXv4obrnsTWZoShCHPPfMs3W6X9vTMqEez7h+tMxdKq/ZxUR4zXmmtP+AR0+d6/tqqOTw+RyZs95WIffFc40EPIRyTpKvYCAcNrs0VJVzQEQ8GhL7P8vIySgk82aDVaOAJjwu2XkC31eXM/Gku3ruXZhTRG8REUcSZM2e48MILufnmm6skThAE7Nu3j+uvfxPD4ZB2u83ll1+OEIJ+v+/a2vWYLMYLtPWq4e587pnleU4a5zTaU07LLdeYgigkz3OkkRU7ZKA819KQpnjFPGw2m2RmBAn2vKDqmQvDEKkU5Bk2z+j3+3RabfwCeZcU0gpRAcFMh7FLfA2HRFGEHgxc8quAxppco23OdHeKLMtcz6CxDHp9mq1OwUCdENhCwksqQJEk8aTczouyH44ATqw/KcYrJTB6SYIgYMOGDWuYncoK3KSFfPxlW0XsIWpObXE9jUaD4XBIybhnrWMWLIMRVdCdjs5ZXwBWLxp1jZrxexm/tvo1TvpdufjXiQTWG0Mp11Khl+cpmzjLquI4NXB57jL4HP2NNecbv4fyHNXmp0cVtjKbIYSD8KVx7IKQ4nNeSa9vDCZN3EJsrCN6wGVybZ6T+worBcIPyG2OlQJTjcn611gPhJ0+X9FErFY3Z08at/p9TgpWxxMB9WPqVca61aUM3HNhzWetce3M01nCyjPP8MR9X6d/Yg6x2EcPE9IsZlnENJttVpZdMNHwAjytmZqZpu9LuhtmMJ7T5xFKooTLUuU6xfely3iGITbXDHpDtA5ot6bZuWc3rWaHqZkZIr/lICeRQgWqgDxaTO567RAW0fAKOItFSb/EXqGspCW6tGYD8AK27rwcwgg835XrRFIFynHq+nMUgkzhMCY2B50jUXhCIVFoafDx0BmkAggVDa05+cRTeP2UbEMLaQR6mNDptjC+z4ZQkng9knab3FqaMsS3imGekHuKfj9nutVh0OtDEKBzSTOzBFMtFk6for1x1pH99BKU9glFkz4ZkTU0VISIFD2Z01CK4fKQ+NQpoiBEp07U08YJ0pf4FnwJg36PXpKTSUU/zvCbTTqzs46RcjHjzOJxtu/aSacRYk2GUJpBPqAXJ2zsTKGSnE2zUywvL9FLB3SbLYZLDo7U14bYGKLOFMbrsNjL6PohSZITtJoY6TEcZDR1BtIj0TkpOSqAxWyI8dwcsQqkpzh06Em8qLVGi6v+bq23br3YSvVLdm7TNbIB5ftYTzIYxlUDvtYaI0SFIpHS9clq7XqFq7Wf1cgQKYXr+6HIqTG5unZeFbgX4fyNJ2HXO2a8ujVp/T2f75+U2BtPdp6PZMIL+Z76d635/vN4ZQaDAd1ul29945ts27aN6enpSpj5zJkzvOUtb8EY41ig87yCnrXbbSfkXuyBcRzT7XZptVosLCxUbQ/Hjh3jnnvu4eTJk9z01htptCKnexWFVRBQ6meV9xEEAZ50hA+edQmGNE1ZXFzk0ksvLSojlna7zbZt2zhy5AgLCwtceumlbN++nSuuuILbbruNzRs3obUu/DDLY4895tpbpqf45G23sWfPHt790+9xFUo98iHG/cJJViXVlfODzqcP5QdZQRm3EsZa74FkzO9oNBrVPF9eXqbb7ZIkQ1eZajYd06K1Tl5gdhprNXNzp9i4eSuDgdNEu+yyyxzBUQUVNoUf6AoS8/PzhGFYaajVv/8HFcBNsizLSDCExT2XCQCllJNICUOsoII0ltcfBC652Gw28aSbx1prgkBW811rXQXC9diglNfK8xyEqHzhLMsqJF7pI5fsl3UrWS7Lay3XVqUUSUEsE4Y+YDGmYKf9/1QA9yKtfLDnVT1Zx+pQPX2WlfIFVWoKGz/0fCouk76jvrALMQq8xoOt9U6/Xpm//vv65le+0Guyjuew0Ya5+ryj0rGsmJK01qPGdGsdKUeWFiKHlqSARAhjETjMMZnGpBnCgpYCqxVW+EilEMpirOs/KgtG/gS6+kljU9/wJ+nFVBXKCfNjVcZ13e9ZHQSuV9msJw/GtW/qx6YLS9zzhS9y81t/rBjHAOn7aAwDPaDVmcFYSRynjuZ+aYnAU3jNCBkECN9jkCVI63ofpVJkGKQEqUCYIhOpLX57A2hDfxCTG/ecbMFAlomM3OYI6a5P0QQMUghMZkbZ43rW2uSEFqyQaGEQfkgmDMgYJTxkLl2GWQpSCohtlqO8AmeuQAZunDPtoJcqTDGZO33qCfAtXpqgTEpkYWAtWlsUisRqGu2IPM0QOH2+EE04mEclfaZtH6MCvMEMh+57mIsvu4x+UWlS/ZR/+PgnuPbNbyTUhraB/sI8XpZi8hRD5ghPvJxGFEIgUFnM3FNP02n6xL0BCsHi4jKPP/EEl1/xSuZOnEIOegRRm63bd+N32vQGOWnSIwjayGYHpKIdBjTjeeaePszJY4fZ0N7KtgMvp+krvnTrn9IawssvfRl+t8lWP+KhL99Fu+gB2PXKVzG9ZTMrSyv4zTaegpWFOYzQZCLF+j5K+STkCE9ihQXhMczySmdHSpdwCf2AuZOn2HbB7h+IE/uS/WBN2xF6xAaOoS03TjzWGgMalpaW8H2fRqOBxlZkENaYikyk0QiR0q3lWhsMtiCXFYUG5/oVjXKtmniEHfVbl8eVhBWLi4u0Wo5ZOQzDKkE5HA7J85xut1vtHyVsqnSWSsfJfYVbb+I4Zn5+nqmpKaampgo2ZAePSpKELHPnWlxcJIkz9uzZUyFDSgeuTHDWIf5ZlvHgtx7gwQcf5MYbb2TPnj0FA/Go2gSsojcvA+sS4jWp4ljfz+uOtdBjfkGxx5WkLcZaus02Z06e5ulDT/Gvf+G/xlpbsQh2Oh08z+N973sfeZrRarW4eO8+LrrooqpKJYQgz3P+8mO38nP/1b8gyzI3ZtYFOHfddRfz8/Pcf//9fPHzX+D6t7yZG2+8kSAKq/GX0lG+V2NgHBNqq9EkKQSMfd/nwIEDKBzcsT/sIaXkwIEDTkt2draC71511VXs2b2TL37+87z95h/j1ltv5fq33IC1lksuuYS/v+Mz6MJ5zrLMJRXtaB91BBnrJ8gtNR4ASsIYNaLL9zzKfn7Plywv9xgMBnSaHRqNRgXZK59v6SdUyQYzSmD3+306nU5VZVJKcfLkSeZOnWb/JQcq8hfrKaJyLkFBLOPehyzLqvlTPt8777yT173uarZs2YTn+fR7Q5rNdrVma50AhtnZWUxRtdII8iRFpxlBo+GClGGM7/vEmROqLtFtnudhtUYb41Aj1lZ6tOUcLpPx4wWT8Yp0PbFtrfPXjCmDNFGxlfshRTVXVr24nlJ4hah2qb3m+z7dVrsal1J8u9F21S+v6OHLsoxut4vRruqGkihP0Wg0XBBoXaHGGoPyvGr+lWzdJVSz0+kUVT2vCgplAdNMksRBjYtn52SmXAIlzjKU8smSlOnpWRrT/nklCs7H/kkHcJMybOfzmfrCuSpLc5Yg7WyZ5fO1Sdm28fOP27izPwqGRJU5GDU8r/1ccfaJ1zFeuSs3DGtHYuYvJGM+OnYUwNWbsQM1olwdDoerPptlGaZwMio2MAcMxxqNNBadp2BNwYAkMBjyxKJ818dkpMIgnI6NoNC2W9/Gg1in37HePa1/z/UxPJ8Abj04x9mC/7q1p2dIpUJMTRF0O8ydWUBEEZ7vQz8i9htoFJmIyHSObXURgUcmLX4UMb+yRKPRcM/YuIUqNaZw2ARpmuMJRRA2Cvy9wYRFgawhyfIUXdCUKztqdDYIMAJtBFHouqOsgGQwdPfsCTCeE6vOret/A3yt0akmJ0WoAIR06BPPQwCe72MKqIkRGoNBF0GGRWC0IcRHKokJFEZk+O02eZIi8pw8zeiEHaxJyE1KqxVico3nRUitiHLDFz56O8Gx4ywO5ti+dxfPfu8EWzdtZ/NMAMEFhN0GWq6w+MwhmvYgt3/sz4mMpX9qjrdc90bwNLOhxzc+/xWmGh2OLczzupuup2FgR9RiaBIkAt/zOD03x56tW/CM5hWvfDkLiyd46tBztExMRAMbNci1JbYaL8+xwiKMJhvEPPylezDxMqfUczzx3ce57l3vZOXIUS696FK+/uUv8eo3/whpZrh434V8+xtf48orrqKfDxn2l2ls2UaUC/qDAdLm6LSPbISoMEK1W5iGIs00gVL4UYiPR9P6+CmoSBFnCc0o4tWvehW9fvIDpUN+yb5/8zyPlcGAVFmGS4s0uk64Fq8I1rTGC1TF7heEIXmaVXTaCIGSCpOO9khjDFYYhFAukWYdmdOkAG5N4HGeyc48zVg4M8+tt97K/v37ufbaa7HaZcQbjQZZkvIf/vg/cuWVV3LVVVfR6XQqJ1gUFcWScKFuaZryB3/wB2zZsoUPfehDzM7Ocvttn+Shhx7i/e9/P9u372BpYZG7vvglHnnkMX75l3+ZTZs2IWzB5Oj5VSAwHLpeo06nQxonfOkLd/H617+eC3df5AIqTaHr5NhzhRAM0wHNdqty2ktChbqt0ssuEZwlG6KA+qZeaVEK11fsWIcdzLPf7/Pdxx5jZWUFX3nEgyHtZovc6Op5CyFoR42KIMTkugqUjTGcPHkSKSVbtmypKgoi8JiamuJDH/oQyrp9+mN/8VFuv/12Xv7yl7Nrz26CIFgD/aw/f2MM0jqmacCxElr3+6mpKeI45pvf/Cbvfve72bFjR0XGsXv3bh584Jsce/55/vT/+jPe/va38+1vf5u/v+MzfPjDHybLc/67X/1VoihikGYVQ+IqNADrt4KI2hwcJXJLfdOSAKeYo3nOo48+zB/90R/xP/7b3+SSSy5hOBy6oGadeW2L8f3K3V/hzjvv5ODBg9xwww0M+65a+p1HH+OuL3+R3/qt30KEvjufUOR5Wvl1vu8jrKxYRBuhY0ZEQCOMOHbkKNmrXwXWkqcZzUaH3sqAjRs3sry8TLvTII4HZElKo9Umzl0A6Pv+Kgr9z33ucxw6dIif+Gc/QafT4emnn2bbli2unUEpjh49yqMPP4IxhsXlJfZfcglvfvObq6RJOb71ZHi9TagMiOvj7XzNsrouq/fEBqoIWIcI6RI8QRCQZRn9Xo+gCC7LAHowGNBsRtX9WGvpFcelaT4KxqxmenqaVOeVfIrWml6vT4n2iqSk3+s54e+pKRYXF1GBG6vcGpTy6fVXHPdFFJKmKf3hwPWfNhooT0HRY6eUwmRZRVpSJoGGw6HLbv0AgrgfjgDOnttRhrUvoJSOuc5IgVWOEh87GTJZBj6osUZKudqJLz/jyq9BwZqYE/lOQLCc+OXC7qoMfpVti6KIJEmKzVKvItRYBYcrFxVVVBKLSB7At7I6jzXFpliy2aCKirq7xpLxxmUi66X28+vREmMLbylY6P5fAGU1yI2vG6fVFaK1gZ6sAhBbbfiQ6nTEblYEcs7xN0jfNZ3Gwz5KazwsAWCyHJ27qpswBmndxiYKaIGIM/AV1kKGIQgbLPbnK7HK+YUll1FqNqtnlPUHKCUYxiucmjvF5ZdfztzpMwz6OZ0NXTZsnOXw4cOOSrbRoNtu86d/9qf85E/9FNo6Z8YrBXOFwrEjusA3txAGLqu1tLKMwLBpqsWJEycqx2bjxo2O4cjk3HfffVx66aVsmt3I3MlTPPfcc7zi5S/nrq/cx5VXX82WLVsqjHq5gcfSML0wQCIZZikzmzYyOPI0S088SBgoVvo5jz3+LDtas6xEiqvf8c84pQyhyfjW7/wB+9/yWryd27jnY5+mO9Uk2rmZvTe8iTSRpPPzbG81GDZyOLGMaEuC5Zh8apb+xhkyHSMJaGiPDEFe9M6BpZWlHH/gIZ5/4BH2XPVKNrz6CnxP8sw/3Ea6cIrL3/9BvL7hY7/zYWbJaLa2033Vq+nalCc/fy+t5jRzDZ93fugXWAkDbFOhrAEt3W6rnEwBgKrNtxyJsZpUZQS5R4QiyWK8OMcmQ3wbucw9BmUVaa5QfhN8QyYNDaW44Zprue+jf8lsezNX33ALW77wJfonjpA+9CBT0rGxfe9b97Dz9HEO//WtbB9mvOaN1/Kdbz+K155i2F9GD3OarZCLdm9HKcvz336SC7ZvYzBYxgs8CH1sKEiSZS7evoMTTz3N4NgR5lbmyRtddBggp6dYHuRI32l0mWyAtT5h2GC4FDMdbWJqw3a6UYMTTz+HOblA4EdsvXQ/eZxw9MGH2fOa1xAMBgRp7qomnSnwQuziCn2vX8FBmn6AScHohP5wSDQ1TbfVIfUE8TBBNh3kKY5j1z+nHEVya3aWufQEkRA0xtaQVc7T95HsesleuEWtJk3PI9eJS7oYQ9iIUEIhrYMSraysEBQCt46pTY3YGnXBhCwFvu/h+QqRF89WWoocSvFs137/+UAVJyW6yoy6tZZOx1U3ygz3oOg7OXjwIHfffTcrKyvceOONtFqtQj/V7ZWT/Ieyr6usKCwuLjIYuP7TstJTfs+ePXuYmpoqHFJT7U+PPfYYR44ccYFkUekZDAYsLy9z9OhRPvnJT9JqtVYFSSV6Ze/FF7Fv/8UVwcILfR+qBPVYpVtYkGrEmuyqo06YOfA8dJZV8DKrc44cOcIf/uEfkqYpb3z9G7jpppvYsHGjq272B0hPsbKywh133MEb3/hGFyAXpB5SKefEKkUgHVvuBz/4QRqtiE984hPc/Pa3ccUVVxAXEMzy/o1xbNFUsN6ik7uYZ+D8sZWVFY4ePcrMzAz79+9fFYgvLS3xtfu/znt/+j08/t3HuHDfXu67/+vEccyhp57iHe+8BW0NwyR2kgesRhuVjMnnshJdM14xgpFvqHXOxRdf7Pbholo5qSWm/F6AoBGwvLzM1VdfTRAE/N3f/R333nsvv/Irv0KWZdx2220Iafm93/s950cWCYk4jpFFD3a32+W9P/3P2bhxo/MHrWvhKeF8zz//PO12G2sNYdjk3nvv5W//5pPFfE0ZDJexZDSbTeJE87ab38G1115bzUmgkhK5+JIDdLtdgiDgoYce4s4TJ1BKcebMGYb9AT/xrh9ndnaWlWGfbgHRLX3GOhKujt4aLxJUc7jcM6qAuxbsS5+sgC7qNKHRatJod1hcXKTZbFbPJI0ToiAk8HyGyaDyxz3hKndRFGGMSwYMBgOksPT7fZLcVWvL6yjflTzLCJS3ilvDsc6PElppnhEWVUulFCZNHcRUSqwQJFlGs9UiizPyeOj8PAlx3CNPM4wRNJIcqQQm//4zoD8cAdwPwMoXbnwTKaPe8gGosTEzua4mRD3Y84TEZDnCWppF1qPdbleVozL4cBNUk6ZZcR2aJBm6hyomb3RABS0rs0QYh6t3fVii2mjqGQ5jDIxlPsuFxAVx2URoxqTNrfxdiX0faeCMzl9uIJPYvM61QU/6Xbm4V3CB2rh7SmEp+jcsoFfTu5aZNZvlCFM01GuDzrWDfKUZKEGeZXzkt/4dH/md32ZqdgP/6b/8Z65+3Wt51eWvxo9cJmeYpvxvv//7/Nvf+HU+e+ettNpT/Oqv/vd87KN/xUrsaHbvv/9+Lt67j3379tHv95k7dZosywgbkWuMzdaKaVsAbfjzP/s/+cbX7yeMfLZv385/8wu/wL/99d9g2zYntvmBD3yAffv28T/95m8QRQF33303v/Lh/5Zjzx/nox/9KP/zb/82n/vc59i1Zw+bN28uFqJaQG4saaYhS1GRj+qnhIspz3zhWwT9mE57Brm0Ajs8Ln/tFfQHS7RnZmBugRkh2EqAjA07/Q7bt17Ag4efoq2a5MOEow8/xZfuv59w2ywdWixGA1hc4cC11xJ1psk9yVBZcgnS5GC1g0BiyJ8/w/2f+gfe8dYf5Z67v8kNl14OgSA4vkJybI7QSFKtee8//1fc/7d/yeve8z7S6Rnm7/sa7e4sB//Nv2RxZR7Tichzg2+dc5JL946cr1SDttbBPgosezmHwzBEi5Q4Segvr6BSaAUBymrk/83ee0fpddX33p+9T3v6PDOjNiq2iiXZlowtY7lRHFdcIU6CTTG4UpM2QwAAIABJREFUkOQmXNqCJBByuS9Zb0LgJbwhkLVuEkKxA7m5mIAxGIMruMW2wBjLki03yZItSxqNZuapp+293z/2OWeeGRXTkpXwZq81a2aecso+u/zK9/f9Nmp0p1osMlVu/38+g6k7LG1U2fXC8+z1qqxeuZpj5y3hQb2JoUadqemuZbQTVh7D9110PyaKIg5MTTI1NcXCpcMok1Kt13B8F1nyaXWmiUO7ESujScMQhLDQLlfgOIJKNUC4HkkSIfoBTsMyC1arZaRWPLP1Gaquy5LmQqTwqISacO84Vemwt9ejN93GB6RwabVapPUhwCWWCSpbK4QQRD1b3yY8FydwkQhUkqCRuEJmRdca33eL7Eocxyjh/MzZ+f9q//bNMiL7iDDGkQ6psgySJn9umYGTz4Uc+iQHnqWFYDqzoumF1JUQHKkgaxDRcKT9YS7cPHco8+/0+32mpqYYHx9naGiIRYsWcdRRR3HWWWcVNe9btmxh7969DA8P84pXvOIggxpm6or7fYsAaDQapGlKp9PJiDdcyuVyYZALITI2a13s848//jibNm3C920AN4dButJj27ZtRVYtZ6kbdOCGhhusPGZVAbnKnbyXa4NImLxP8rVPz/mcybKFrutatl+T1XVl81WnijVr1rB+/Xoee+wxli9fzujoKFKIQrstVYpdu3axa9cuzjrrLNsXGWxcZ/BbiSj2IaM0J510Eps3b6bTsbBCOee+Bm0pG+zWhSC1M5CBE0LwyCOPsHHjRgBKpRKtVgvf99m1axfz589Ha80Fr3sdCMHOXbtYsnQpO3bssH2e0e0bPbscIj/3YAbzUBDKuZ83h/iclBKlZ+aX7/sFQ3kOsSvON/A7t3OazSYbNmxgenqam2++mW63y1NPPYXjOFRrZdrttg2oVauFzSccWUADZ8EyoQiqaa0ZGRkhDEOGZQNjDCtXruTiiy+mVCqxb99e7rn3Lk7ZeArDw8NEsWblypUFIUiRgMiI+aLUQgFrtRqXXnopIstc/d3/+luajSFOP/10a9e6kihLNszt13z+5wGZQZTc3H61YyN/b8aZMp5HqKJMpNudVcObr1m5YZ3XmqXaKwIyjm+Kv/NnZowhiUPSLHAlXWcGjp07Z3FMJShRCUokOi8dyPwAYVFdSRzjVkq4rpVdQQqU0UjXJiaibG3J1x7HcVDM2Io59FsfggTp52m/Mg5c3oQQyAEnZzDi93IGx2A9XJ5hywd7XoAbBEHx4POF2XVE7tDz4u5djI2NZQP38PEfB7tYqHyhljLDJ8/G9M+9/sEjDn7ODrYZwpCXK/rOP5Pr/+SfH0x7D17/4YhKDtV/h2qDi2kO/xyc7CIrMBVCFNCGwR+ltXXiigvKYBoGpAajDUGlzIObfshQrc4DP7iX17zmNcyrNhip1PmnL36Jd737PRhl+NrXbqTSqPDS3t3044hEK654y5XcfOu3ufTSS4miiGq5hhAO7ak2+/bsRQqXW265hSXLlnL66Wce3JcmW4TQ+BJOPOF4rrn6bajUUnqXqhX+5H9+hFqtxhe/+EXWHHcs5WqV97/vfdx33310u32q1TrVap3pdhffD4pFr4ALZedyNbgIjCuIPEHsQu2oMSZMyki1yomvOInjm02+/S9fZWJ6iteuOQ411eb73/0u3p7dbLn/Afyjl1BrVKkvWUD3ma0oYTVSvLJPMNzgzKveiHHqCNEl3PIMqtywItdpxvhpFEJqghgcabOo7Wd2MVyuUTn5OIIfPUrvxb1U543Q3vkSVdcHjd1wj1pOazKG2ihOrYlXrlPTAUx28HxbqyeUpicSHAUiPXI2Zy6Ub9CIzL9nF3MIU1ukH7geIpVEykb5f3Trd1izbi3TrXEkZUbLJaJ+hzUnvAI5bwnRvgmYnKTml9i6+XEqjSYmjnAFGBXjOhIhDF4QsGT50Ux3+wS1Crv37GGoFlAr1QljW2TuegFCONSG6jSaQzy14xkCz0di0GnEyPAIYapIwxgZp1ZCwliH1JOChUNDnHT6mTx86+2s2LMPN4opGZcde16iWqlQcj1kahC+rXcg1ah+hEIjggDpmczgE6AMihTXd0njDFonrZHqSCBVhTiu67pESYx2RIH5/6/2H6d5XoAREVI4xEZhtN0blEkhtRTp1UqdMAmRnoP0HKYnW5ZcT4vs2ZdIE4XpK3Q3Bb9sIbypBgOJsPIdDOjJDQbaYIZ4QwinMOKEEAgH0lQhM6MsTmI6nQ63fvtW0IbOZJv7v38fWx7ZQqJSpqdbKGMYHh1manofvl/KkCYuUrggNEcfvYy1q4/J9rG0iLY/9eQ2Fi9ejDAaVwqMSlFJjFIGkHS7feI4LYznOA4BXcDXrFOW8Fu/9RtcccVvZULTPb576x1s2rSJ977nncybN49yuVxkEO29zwQ3EmXhalHf1qK5meNitCWEGXScDxUcnSWlkz/kgYBU3oQQlEtVjlm9lihO2T9+gNXHCFqTLZrNJlEUsXThEraIrfSTFOnbeirH8zEipSQD7rrr+ziOx9jYElJSyGvQU4GjLWTWIEmVQmMYG1ti4W+pIcjQSY1GzYrIuBK0IijbwHeapghHIrKx4PoOOk6Jopjxif2oNOXYtWvxXJdet8vI8DBf/epXufnmm7nqqqtYntUY1utDTExMsnLlSl588UXKQYUwjqg3ajYLh0FpW1tvGQtn9+2MAHfWb1l/SiwkFW0wpAhhM3JO7lgYkNInMtme0Q9tsD1VpHFSaHj2+/2iTqrT6VCrVC09f6cDWvO688/n7LPO4pFHHuHmm2/mta9+NRdfdjG+79NoNNizd6/N6jDjAFnUg3Wi87Hwx3/8x6xdu5Z6vc7ExAS3334nvu/z4x//mHe/+72ccabN+G3Zspm77o654PwLqdfrSNfCPZM0svI+Er72tRvp9/ts376dIAj4Znua4eEhzjnnHIQRhL0u/V6H49ceS3t6kn63jVcu2cBqZgMbKTInSRYda0QmMy8UAqeAA2ttIcDScQikhMg6wLmGr+M4tKKQdtqnMlQmVnb8JFP70UKDY7PPYB1ZnWiiVBGUSmilMTgI6VKtNXB8n0SHdLNMWBBk8gyJxhEeqbIZ9WrVSnCkCDqZQ+75lg076iT4JS8jM7HQY5Wk4LlI1yHVyv5k80UlKYmIENi1r1KpoNM+Uro0anW0FpbQ5OD4/8/V/sM7cEfKJOVRKj/TY7AZOCdL0c98ZxY1fnbMNE357Gc/WxQsLliwAN/3edWrXlVkSnzf54tf+ALnnHMOY4sXc/3113P22WezbNmyIrO3bds21h1/HGlqaUT/9//+J971rnfZ942FaOYRtcGFudftsnfvXr73ve8hhGDRokVccMEFaK35sz//c0ZHR3n7299ui08Hsmr5QJnrbM5tc9P7+X3OzejlEcRcByaPHtiNxJkdzeLQ2bfBOre578/u+9lMYfnxtNZ40kI0fd9HKE2a2no4m1nMopKpwpNOBg9S6EQhpYMUEhUrehNTnH7yKWzbto1HH32UnXtfICblngfvo1Qr8cjmRzlxw0lc845rcF2XL93wj7z5LVdRqVQ4/oRXFAKitrbQ8Nxz2/ny9f9IrWKhCm+95ioee3wzMJOBnXufUqcctWwJt97yHT7yJx/m3e9+L0uHjkE6Ln/x8U+wd+9ePvrRjzI13WJkZB7S9Rlbsowk1dTqQ3h+ietv+DLDoyNEUVQYzkqpIvidnzYOI5xGBS+FHY9soarKvPaSS0BLECmXXvYGNm/9Cfd8/eu89u1v5dw3XMTdTzxJN+5ywrq1bN/0JCGK4VKZXhrTHKriVSR4Eu1KXhApo1JQnTfKvlaXujEIaY0JK9iuUdIQORYSPP3CXuYZn+13/yvdvfuoLqjy0qaHqFR8HEcQPr+d0ppjYEKBE2CiGN3u02jU6cYtorhNdcEYvek2xkjKvgRhUEIe5CzMlcIQxhS0zXkww8+CLVprfNdusL24i+x0skU9wXEqJBWf0990GeM/uJ89DzzDUc1R3E6XCI80kQTSUK5VeOrxnyCdEq85bQM/3rwVIVwcZTDdHhXPo6shlvDk9ufY12tx/OrXMNKex4G9u+kaKyugBPiVOqGGbqpIWh2a1SY6VkztfBHPOGzfuZM4TXFdn8poQnPBCK04qzlTmvZ0i1u+/jWWLVtOmKQ4rs/377yDJSuWMbp8KcJATyW0laaXQkN7eK5DuVyhZ2w9SjUoMd3tkKBpjo6QupLEAHFKqhTlko+Lol6pWHmKIDeeZQHdnptNGZzb+RqV6/TkgaL/av92bd++ffhLmlmwUZFme6MwYERq66YyozDfD3zHRbgCowQCB6U05XIN33GzwIF9vm7GwqxFZovpg9e+2Sy6EqX0LHRHLoptMsi14wh832VsbCHTk1NIB9avW0ej3sR1Pc589atsCYPWCC/CaIEQHq6TwdhUnB1Lo02K75aJ45jx8XG+/OUvc/XVV1MKAlrT0/zNZz/LihUrrBZWnPDoIz/m29/+Ntdccw1hr08aJ7jSQoRFBk/Mx7NSivHxcfbvP8Add9zBySe/kqGhIbbveJYvfvGLXHzRpRx77LEMDw8XZRBHqnMezG4O7iGDrw/uoYcKns49fpIkzJs3jyVLlnDvvfeybt26IrOZsxa6rku1Wi00w6IoKko1XnrpJc4666yDsklAJuWiC0jZ+PQ0tVqNM844g40bN6K1LkSjbUZTUqlU7J6VZX+DagWTZUTSNKVRq3HbbV9nz559vOktby4yK/W6hcpdcsklbNq0Cc/zaDab+L7PZz7zGdavX88555zDU089xTe/+U1e97rX0e12ixorR8isPlAeZLsMBvYHg8d5f+b21WDLM4WOkFaPLk549tlniz50XZdOp8NPfvITLrjgguI49XodYeDGG29k586dnH7qqZx00kn8+Mc/5mtfvZH169dz7733ctudtxVZN5ntcUopRuaN8qpXvYrzzjtv1rjIs3qvf/3rWbJkCQ899BAXXXQRrVaH7dufzxgTLRIsD8wXWZ9DjMeTTz6ZHc9t56F/fZCTTt7AuuOOJUpi/uHvP0cURezatQujNSpOuOeee0iShKOPWU6cJCxevJgzzzyTlavX2Gs0opBy0FplGpIGIQzC5Pv3DFQSMWOPG22sPptWIKFSrxEELlWvnLE4BnS6XUvAVAqyoEtc1NXlMl/5uM5f77YsZNwRpihFsUkZPQsOm0NTG80hJicnCeO+hVQbjS/dor4ud+CspmYZz7OC40ABcXUcB53ZrK1WC1F28TJpggIV9CtVA/cLtG63S6VSzgzqmcLVwzXXdUFpUqUxqeKDf/CHHDhwgHq9zmc+85li4/I8h8/9/ec4cOAAd999N6957WtptVo8/PDD3HfffVx++eUFlr7X69PpdPiXf/kXms1hnnxyGzt37rRp/8M0z/c5ZvVq9uzdy0MPPcTFl1yClJKbbrqJj3zkI2zZsoWbb76Za6+9Fpi98A86P4NNDTiug47aXGM3N8Ly/siN43wgz22HchB/WvjU4OYj5xxmFkQSEHlRbQYJEcYM1P5ljneSWlYubXAQNoOZKiSSSingxR07WXH0cqbaLV5/wUV0Oh22PfUMIyMjnH7yyShlkE5Au9Pn6SefZd/eSdatW8e//uv9fOIvP0nU6yKwdMie5/H+97+fA/snufXWWy2rY1b0fbhBZqSNVC5bvoKr3vpmyqUqYRjSbDa5+uqruf766y2cIYpoddqEcUbrLGxEyfEsC9JIVtw9tw/BZsC0gMB36SmN8MqMLB7j/Guv5s5/+jLLly9nx/guhnHxVy7m1LMvZMJElLe/hBMqlqxcxN4tz1AZquOVA3qtFpiEftJHBB46jZFhn6ovCCoO071pIgN1zwENjrFZQI3EMYoglRgJpXnDPL9zO698zauYfPI5VKdNb88EtbGFrHjlBp554mmOOXYVumTL2qI0tnIDQiMqHsHRYyjXAdcn7sW42LHgGQGSgwTa8/GTJgklNyuCjhMksoBdzHUs8vEmPZcoY7OUqaaUCFauPhHz6HMcVR1lXE5SdV2aY0fRVgmy7HHsq07j8TvvppMovFodKlX8UsDjP97M6EiT+YuXUh4aYsnyoxk5ajmdNEH6AT2tKTs+eGUcAa1+xFBNcfTadbTb01Qdhx9v3sq8RYswUULD9QgadaamW/Rak/RaU0Spwnc8Fi87imNXrmR/e4rGyCh+tcbJZ78WEoUMHHoiQYUa6fmsPfEVlMpDRGma0UNLgloVAbTbbYJyCbQt5tbCRXgSX0o6UYhwXYjCrC5q9hriul5BPe4F/mHnfg55yf8+Uhb1P2sTQiwDbgAWYkMsf2+M+WshxAjwf4DlwA7gCmPMpLCd8NfAxUAPuMYY88gv41pq5QpTnQ6R0AhptaIcx0EoY6VVEBkpgiCK7dqSO9aO4yG0QKUzxu1sVMahQ8aD+9FgkMUaKjPzbTC4N7jul0olzjjjNG695bsEgcfSpYtZv/4VBEHA9h3Ps3v3bqbaU6w/cS21agOtY/bu2cGKFStwvdwxNHieHYc5WiYPQuY6rsuWLWPXrl006008x2HVihWMDg8zPTlphXiVIr/LfH/Mg7Q55PS73/0u73jHO1i9eg1h2C+coZGREarVakamEhR9EqeH77O8HSogOvf9QVTM4eZQTvRw7bXX8slPfpK//Mu/5PLLL+eUU07h+eefZ9euXUWgVik1U2NvDHfccQennXYaF1xwAeVymSgJZ86vLdvh1q1PcvLJJyOlpNls8rUb/w/nnXce1WqVOA4Le6LdbtNoNIrz5GMoN1wbjQbt6WluvPFGli1bxvnnvw5lNOVymW3btnHvvffyG7/xG/T7ffbt21es4fv27ePJJ5/kE5/4BI7jMDY2xgc/+EFGR0eLbNSgNFFuLA+2uXZQ3qd2DB2edCcfs4OQz0WLFhXB71xjrNvtFmueUgrf9Tj55JMZHx/nC1/4ArVajd/7vd/jIx/5CL7v8/4/+ADX/c51PPPMM9xzzz188pOfZN78+dx2223cdNNNRH2rxSiYTQaSJwSSJCnIiXLIYN5yLoNBNNmgRFLeli1bhlEWiXX0sqM4/vjjmZiY4JSTX0kSx3znO99hx44dfPSjH+Wzn/5rXnjhBd71rncxMjpaMGJK6RIre24bLKJgs81rC3MGcmGsbqHJAq65Y6RUOit5IKVEpSm9fliMo3K5XHBW5GPZQp6h1wuRQtpaS6XwpYfA4EtBkJUARGpGesD3Z5x5lZVb5EL2vV6PIPAK+KXn2WB9GFpduEaliuu6xElCv98vxkcQBDYIpBQY6+z1w5Ckn9BoBAWaSikHfjrz+WXbf2oHTghRRBLzZqwXx2APzZqYmZOTR09uuOEGer0eABMTEwUtaK719qY3vYlNj/yITZs2UavVOPvss/nc5z5Hs9nk1ltvZevWrajE0rSO75tgaupZfO/QRdWDzfE9Eq1oDDcx0koYuJ7LS/v20mw2GRsb48477zx445vjvA0ap4damPI26ATkC1s++AehmIPQxsP24Zw291yHu/dUzQiZD0aVBlsesTX5ojl4n4DnuLbuKhMSFa5r6bG1Rqaafq/Hk08+SRzH7O9Ms3nzZoaHh7nr/nvY+NpXEcYJjtT84w2f4w2/fik/+ME9jI40GGrWiMNp4kQR+CVGRkfZt2ecqVaHfePjjIyM8K1vfYvf/t13UKvV6ffyTS6HfWYIf+EQVOtMTncIqnV6UUSpWiFMYoZGhvn13/wNtj3zNOvXr2fn87toTbe54447ueaaa+gYu9DtfvFF1h533Ey/ZVCFwSeQj4XUMbRlQnXVYpIdu6h2ekxte4Yg0GgDqtNHaUNQGeLpPfuYt2IFy9YfB+UG0/sPEBhDU7o4OiZNBY5wqaYGvXMXFa/ERH+a6nRM6jrEcYjxS0QOFnKJIXIcEmEAh6NPfSVPbH6cB2+4iWdf2MeGULBv7ySnXngeLB/jibu+zzETPeRwA+kKzFQPMR/iRNHaP8Udn/ock1HEa37rzcw/di1TqmdlHaScLfI+px/yOascjSd9JBKHGTKefHxPTU0RVN0iSqekRqkET8H937mTqU2PUVGKiahPL+nje1W23vl9lp94HCMLR3Edh/0mhfYkY2vX0E9CgpFRgiSiOW8+E50ey489nlSn+FUf45bYvftFDnR6rFi8HFxBHCcsWrocRzq04wRRrROmKUetWcvCBWO0ux06rQkk0Gm3qC9poMIugVsm7kX4foVOGlKqN+klmunpNr4fEHZCRipNkiQljlMcD9yhOrGS+H4lg7QoYpUW8O0oinBKPlpYwV/jOYSdLkYYpFaEna6VW8gMWSkljnToZVmGl3PIcihabnj8ikIuU+ADxphHhBB14EdCiNuBa4A7jTEfF0J8CPgQ8EHgImB19nMa8L+y379wS5IE7Wq8kocQhigKi+iwXaNmoviQ1WM47kwdj4F8kgkzIy496DiILGp+qABW/pnBupfBNb4YL2LmmI7jIDIRaIVhqjVd1KglScKjmx/jmWee4qlnt1AKKkjpU68NsXz58oJwxBhNFCW4XlCwAjabTQtXzoz6vA6m2+3S7XYLaOH09PSszKHvOIX+8mCg9Mknn2Tfvn0sW7aMIAjQruHA5H6iKCqCfXmdToGScQ89P2b356FrxudCK+e+PrelxlLBL1++nLPOOotNmzbxne98h61btxKGIc8++yzzFy0s0EO58e26Ljt27OCcc85hZGSE8fFx/NJsRs9t27bxpS99CcdxWLBgga25Gh5meHiYqakphoetREM+jpIkYXx8vJCHqFQqCM/WB46Pj4PW3HHHHZx++uls2fIETgapzYlh8uydMYaRkRHa7TYPPvggp5xyClJKut0uvu+zevVqbr31VjZt2sRb3/pWRkdHC2RAXts/t98P1+dz+3ru8xDM1LRdeeWVLFu2rEAsAQVxXb7OCWEFsNetW4fjOCwZG+OBBx6g37eZnX6/T6NWp1arFQGDPXv24GbU9fm5cgjl4DXmjnf+O9cry+fT3IBJ/v+h7np0dJT7772vYHK966672LNnD9dccw1P79jBCy+8wLp161BKsXLlSvbs2cODDz7IBVnms1Kp0O/3cQOfmWJZKNaRQciqmCErsZ+Y/ZmcH0E7WfmQnLEHkySZlaF0Bv42xtggvhB2b5MzGfRSqYQjJEoYXOEWx3Mcr4Cl5uQ6xhhk1ud5AMCO6RkUW5qm9IVEk0FBM3QJWIi0UTojHxRIndXsyZkSp192+0/twHmeR71eB/IIb850dHgGRvvwJVIKXNfhuuuuKwpCP/axj1EqlYqizqGhIT7/+c+TaMVVb3sbd999N4sXLyYIAlqtFueffz7r1q1jpDmfhx9+GNf12bbtCS666CJuuukmbJ700ItClGTFqRgSlRaFkO1uh8nJyQIWmi8qihn9HDgYsjS4MR+qDW4IufM6WP82V0Nn8BxzoR0v55we9n0zuzZJCoHQ2hY421liCUpMRm0fp5mmmw3r2E3RYtVdIVFCZJDKnOlScMzKVdxw4z+z5KhlPHTv/Ryz5lj2ju+jFFToTXdZumSMT33qU/zmG34T1yvx7W99j+9993aWrzyaONaUAqsHcvvtt/PWt76NIAjY9tRznHfR6/Eqkv/7Lz7Bn/zJn9h6BsuqnfVJNs4cwcj8eaxYuxa3XKNZbxKFPa699h3Mn7+QkZF52XiDj33sY4yMjPDbv/M7VMplKpUKf/ihD4LSVCoVu5BjZRKMyDRusjqUxGjiTo9qrYofG/RUl+/fcjunnH0Gjz70CGtXrGb37t20d0/zwqNPs/KVDU684Hy+//SzmKlJnrrnAS5/33/jwPgedvZb9L92C6+5/NeZFg4vkbJh4ShSpiyMF6JosX3bNhadcSqJgVJqM3BGSpRQ+KnNoB4oO1z0vnei9x3gpKBMXPdY99tvI2k26TYqXPiB95FK6KYJ5/75B3HFEFPGoDes4byT/idSuiTC0FOSvXGbwHGsI+/KTA/QNuvTCVsInI0ZibF1gcYgshoCkTF5eY6DThRRGFKuN2zE1HdxehGO4xEHLideeSn+pefgtrpEE/tRU31cGYDSKBkT6QS3FHDar19q6f21pKcUql5j2F1KIgUogXY8wtSyWcXGMDI2RqNZxy01cF2XsNdh/tKlTO4dp9XqUKqWkIHH4mOOodtqExmDX6vR0wm14WGaI0PoNCHuxAR+hdgYUte1kDbPQWmFU64w5JfR2pCGirgfYjSUS3Vcv4QwDolSOMJuOl65hFSKdr9Hs1KmpxI0hqjXJ+r2qQ01mNo/wagj8RxB1OkihjyMMBgpSPVsgpjDNc/zfuUhlMaYl4CXsr/bQogngCXAG4Bfyz52PfB9rAP3BuAGYzvvQSFEUwgxlh3nF2o2E+DSTiJCnWZ6bQJH2vXJFRK/VCJuh1ZiQxsSE1Gv1hDCtTqaKsYre1nk2UNm0XtvQPVPGIuWyO75IGdjxjmZITIQQiCdjL15IJuX1w7tHd9Dr93jllu+xa7nd/Lmt76FXtQjTWNWHrOCiy+5AKMFu3a9xOObt2b7mAtYggzHcTFG0OuFPPHENkZG5lGvD6FSQxyl1GtDPPfsDk5afwJLxhYjDNSrNV7c9QJAVoM6uwYbZjIvN910EwcOTLJlyxYWLFhIHHVod6bp9Xo8/vjj7Nq1yzoqwmYGKpUKS49actAzGoROzmXLzn9yB2CwX+f28VwIpdaacs0yc77lbVdx5VveTKfTYefOnYyMjPC7Y2P0+30czy0ge6VSiU6nw2mnncbq1auZmJg4iD0Q4LTTTmP+/IVMT0/TarVYs2YNJ75iPZOTk8yfP59Wawrf9wuSkwceeICNGzfiYtediYkJ/IrNFC1atIjv33UX1157bWbfCKv5mRFzXHHFFcQZs9+HP/xh7r//fu6++06uvPJKhodlxVQBAAAgAElEQVSHLdlHpQLANddcw+c//3kLORwZwfMsFb8lv/AOsmny1WrQphl0do60nuWBKNe1xDc5W6bv+8X58meaO3blcpl+v8/SpUtZMjbGueeeS71eZ9+evQXET2jDhedfQL1eZ8eOHaxduxYhBJ1Oh3a7Tb/bw3N8kKbY/yWikLmIw4hapUq7PTv7l8tWCGHr0w4HoXzuuee466672LBhA0opTjrpJP7qr/6Kp596iq985SuUy2Uuvvhi4jjmtDPPQAv4xje+wapVq1ixcmUGSwzAzCAChbH1hnOZyvNMXJ4RzOU2hLDQy1QpStUKRqb0+j3iMKU5f9g6T1lwJH8GXuAXQZ4kSaiXa8X/AJ1+SBAEDA8PWyST0QSVyoxuH4JeaIMvrrA1eEKIWazuURRlBEgzZCl5f/YyKQ5XOjjCOpiT7Wn8HMYb+PRa05R9n8ToWXPecZwj0WP8TO0/hgN3mGwMzHYi5jatNX4pKIxnmZHqIp3DHsNxhI3qGyva/Fef/suiVmPv/nH6ccTwvFGbphbwxjddyfbt2xkaGuKss87i6aefLiZprvbe60xxwrq17Hr+WYaH6nzlH6/nwgsvzLJGuXHvDFw3SOHgei6N2hDloEKjNkSv12Pt6mNxhMvUVIvR0fkIz88WmiwVHidFpGUuO+ShIAKDsLG8H3Jtj8EFLv9cDnUajJYcKkuWvz5X7+VIz89krHYGSwPvaIOTpsh+hBv4GCmIs/MnBox00Kmy9PFYwoU4ikGlSGkQMsu+aIXCUC0FfP76L/Hm37qCJcuPYtfkOHunW6w9+VQ2P3MjXhDQmWxz+YWX8Y9f+grzFo3xrne9h/kLFrB125N869u38bpzz2HeSJP3v//9RDpFemUir8wPHtlMpe7z9v/2bmS5iYp6CBQykw/AsaNPAsuWLeGoo5aiVUSiY4QwrFq1gijqZxPYMpfmsItSqYQ2Bsd1cXLImTFI30Z2dBY9M4CQgqr0EXi4XkBXCFztolKJEwc8t0ezYPWpBAsWsmH9a3n8macYb7VZW/aYiPoEi5eDrlBfvoZUVhlauIqNb34bo6PDyEqdxvKjOeWaqwlHh0nSlFR66PmKk084gVQ6GAwSjZYaLR2Lbc8RAZUyEwBLR2cE0SsuSqTQadF1sjnsubSVgzGZFqCs0s7HFoA0lIIcDiNxMtKWQc0kxwh0qkEptE7xsIxQQhuUsfIdpXIVx3MBTcnxqLplAhlgTI8kUfh+QMd1SDxL6OGkKansEwuB4zkkJkE4AiF9XOmTIOjFEb7rUfECjI6IAbcUkKZxFnTQuF4NrQTC0Qjfw3EbSK9koRnlEqGKEXWPYV1HOC66VCKME2vW+h5C+Jgkxq+Wkf4QnQMthDG4QZl+HOJ7ZRInq+2TkrgzBX6JJLEaOtVGnTiNSEKFrBoSxwYCypUafQHtqA+OpNSokUhwHY9+3CfWCZ4rEXFMtVzCTE4jjcZRipLjoF1JJA3lagnpShxhCj2qQ7XBgNLLOXu/Ck0IsRzYADwELBxwyvZgIZZgnbtdA197IXvtIAdOCPG7wO/+tOe3NVyxJQ9QVsjXERKBIYwiIqXRQhbBO7BaUlEU4aAQxgbHVJLiyCxo4go84cyISWfnOlKWbea1AUTFoCPnyoIhTinF008/y+LFS4l6feYNj/DUU8/wwx/+kKHhYaSESqXEwoULwUiSxPDjR34ya4/KZXb8IGB8fJxOp1PQ/Xuex/z585k/fz5Lly5FKUW326VWq7F8+XIOHDjA+Pg48+bNsxH2SOEFQba/ZrTkrstpp53G5OQ027dvZ/v2HQw1ykxOWYfnxRdf5MCBAzSbTcLQGs3z589n8dKxw/YPzOyfc9tBkPlsHs39bv5a3pIkwff9gha+VCqxZo2tT8oFiBGz67yCIODkk08GZpxClcPhMoO71+uxePFiliyZcUhzSaVOp1PQrtv6yTKnn366FYXu9EFKXN8jyWQJpqeneeUrXwlpztLnHbR+CGEhgosXL+byyy9H67SQcRisI2o2m7zzne8srj2Hzw722dzjzm2DfTv4u0ANiBk4fv6erTObzW4+WDtYZOEyp6BcLjO+dy9/+7d/y7nnnssP7v4+/b4l1vjCF75Ap9OxAS4Bt9xyC3Ecs2DBAjZvtrprV77xTUU203Utzf2nPvUpXNel2+3yqU99CqTD5ORk4RzlpR75HDPGFMLleZBAa82WLVuKeeF5Hs2hIdavW1foJ+7fv58bbriB6667js9/4Qvs3r2bVatW8elPf5olS5awceNGzvq1c2xnGl04cY4QMFCHmNF7YsyM4+Y6DiadyVhPd2y9WgL4xsNgS6SCTCakH9tgoHQdROagep5HKSOtySGlBXuk1oyPj9vAVrlEt9st0DdG234Kw5BSqVLcfz6HhLB2dC7Ynt9HtWydwFwgPic5zFluJXZNVRp0HKFTG0hzHIckTgB7rf9uQt7iPxDG/5fR8lRyHjW57rrrALto/u3nvkQ/jAkjm5KWjkeqDJVqnW63y/r164uFK45j+v0+W7du5aH7H+DMM88kCCz+/fd///f53ve+x4rVaw57Hfnkb7fbHDhwoIgcbNy4kT/72J8jpeSSSy4pFgvpWk8/j2S/XE3J4IKUp5wH9Wjm0hTP/d5cCOWhrv9wUasjXdfcFoYhTqqJRYzOMpJuVlfjeh6JscXuUkIa2ygMSuFKq+8jPQ9S8DyfveP7eOOVV9DthZT9gDUrVrFhqEmr3+MP3vMe6kGJzoEDLJg/yjuuu5aRRQvZM9UiTkKOPXYNG05chyMkvX6HJE0JKmXSOOLSC8/HGAdNQpomkOnSHanvD4YO/Gz9cqg2+LxcBCIjCQgDSWnJKOf892tJpK0DC6QLrseJrz6BqaTH9m4bo2POuPR1aJVybNlnSkd4RrBk7Sp6SZ+OiTG1Er4o0VUxOBKplM16Ckh0VhciZq6niGoeoT8OlS3O++NIhv1gf2mREZVgI5DJAGZeG41Go7XN6IINvriOtBBAYeEs1XrNbmBSQH492uAYMGmMY0A6LtO9GG9gw/ZdFyEFsUopByWkgSjskXR7SKMzWnEKGJUQ9viu56GzTdSoGYM3n+upNnjOTP/kGpNRkjAyMoLJDN180y7qVqWk1+viZJFP1/dI4wTP9QiCgH63i5QBwhiifkRQrdFo1pnqtNGBT7lcxg8CQpVQrVVIlCIhRcYZA5d0SLHMg0IbhNKQKFQU4/ou2nUJpHWwD+e85W0u2cmvahNC1IB/Ad5njGkNjl1jjBHiSDPk0M0Y8/fA32fHf9nv58ZiHPdRWpOSwSQRRFnWzCEzrLK1I01TkiiiXmviuwFR2J4Fx7L3kUWPs/oWDEVAac71FtcBBzt5ZM5QN+wOUO7Dtqee4dhjj2fTQw8zPDqfE0+sIjPG0zCOmFeZbyPvGTwsr/+xATybjTfGZtqGm6OcduoZrDh6JS+8sBspXdasOZYTTjiRlSuP4c7bv8f253cQJTGXXHYpYRhyxx138PzzzxOnCfWhIeI0ya59BoJ24YUXMjk5zZe++GUcx+X1l11Ip9vi3nvv5dd+7ddYvHgxDz30EMcdt45FixYV0NXBZ3Oodiiyk7lzZdA5OFywNKfoz1ghZmX4jDFFxvSnaYMEXYJ8HMyuw4rjGWfJGJMZ01ZPrlwuA9Y5TDIYml8pF44lWRbF3svBAaB8XBa6XllGKx+TeV1tFEU/VWb/SOvPYN8OopgOZRfl8MT8Z3A/HiTymcn42bEzOTnJQw89xPbt29m4cSOnnrKR+++/n69//et86EN/xF984uPMnz+fP/qjP0K4Dt/85jfZs2cPV199Nd1u12rpGUOYBSTSOOYd117LihUr+NM//VPe8Tu/w+R0ix07dhS1gPm95NcKFLrGxhj6/T5hGPKtb32LD3/oj7n++uvRWtNrd9i7+yXe9773sXXrVh555BGOPvpoepmsRhzH/MH7P8B3vnsrvu+zYcMG0jjJAqVioF76YAfaXseMM5Tq1LKxSokxmjCOaHc69GUKjiHwXJxKCT8IaHU7tq6wFBSIuTwbBuBVXNJ2m27cw0Hg+R5papA4aAHSkyStmDh3yoTEdRwqlQqeG5BEMd1ul3Kjlj3DmfpNxxFFdjMIAvrtDqlWDA0PW0RLBkPvd7sWIRXFeH6pqJPzPM9KTghpr0maf1cSk39zjL9dcw6d7fl52tzJN3hM6c2owQvH49Of+Ru01oRhyP7pPv1E45VrdLtd+onGr9Spp7pI8X/605/msssuw/M8Go0Gl112GRecfz7GGG666SZGF8znhq98mVWrVh3xGnNM7dq1a/mzP/sz+v0+nucxNjbGRz76f5GmKc1mk1arZVmAEmMj9GYGAnmkhSuPQuSb+iDL0qGid4N9lztmg2/PPdfcrN/P03IZg163BUriuC6uPyOULqRdIKOwg4ONdqhUYVJBGlnYV6kS4GsPZeDoFStoddrU6kPEKkXoFCfsw9QUItUonVJ1BCoJqdVLqDSi2aigpUBYkxWkh8DB94R1kqRGpB0wklQJfFcQ9vuUAw9jHEBYh2CgDdb6zIW+zP77p3fojDEFBFWZFGk0xCmOMiRVnykT045DKk4Z6ftIPyBKE9JWC+FJli0cY6I9yf4opROGSGkwrqCsJUqn9CWAxnMt9MQgCDwfIw1pPl5cB3WYZ20OXaJWXHsBv8p/HyHrnrd8HNgrs/qIKrGRtsD1wBVIHJJejJEWspVTEhvHXm+a4dZf2j/BquWr6Kk+zgBNs2s0Tpqg44Rw/zSyF+FndNm58ZamVljbdRxKpSppEpH2esg0Io37NhqHC1KijMFlhggh30zDKCRNE1RqiT/SsI/rBbTabYaqto4giSyhjZuxx5VKAd04LaJ8WmuEI1FJSkm66FQTpzFxP7SZlbxAe6jO5IEDVGRA2fcJanU6RuGMDBN4nn2OroPQLpEQNuunBRUpSKcj+nGPiIRAaTwkaS8kFNMYZYWhtSORsc2MG3F4531w7P+iwYv/yE0I4WGdt68YY76evbxXZNBIIcQYsC97/UVg2cDXl2av/cKt1+uhS3YMBEGAl2W885qaHA4pXFEYdrmB7LverOAmZGu+ETbDbixMPf853N7xcs95sM46iiL27NlHHKcsWrgYpQylUoXj1x5PbajB+MR+SqUK0p0Rac7PMwj1yx04pS1td7lcZsH8+Tz00ENUq1VGM8KFSqVCqjXSdRGOQykI6EeRhRd7nnUaowjhHNrZSZKEHTt2EIYR+/fvZ2S0yfDwcNH3DzzwALt37+GNb3yjzZgk4U/VJ3PbXKfu5TJ2+Xtzg4Z5oHbwtV/EvhqEGgphWU937dpFHIeceuqpuNlzimMrDzFUbYCw8MjE6MLxEkIU2SmlDg4C5evuTNBvxhnJ388N+DzTlNf0zT3OrGDhYe7rSM/nUJnTOcGZg86Vt9wBDcOQiYkJVq9ejTGGbqfLxMQExhiGhobwXY92u23ts8gyK5ZKJQ4cOMDY2BgmNYXd5rouY2NjxbydnJxk4cKFbHniSRqNBpVKpciuDWYID/fcHcehWq0WsN9Vq1ZxxRVXcNxxx/HYY49Z1EgGjfVLASoLWJ579jmk2sJwLXGkQL9MX859Lvbasn0+k4Wq1+votEcUdYmNpiLKhT5dHjCQUhJnWWRfa5vtk5aFQGPt427YL9ZBIXJ4eUCn08kkcLyCydKy24oi8GBrCtMCqZbXvuVERWEYYsSMTaxQBRFKDsOWUhJm/BzuQB14miqUJeH9pbSXdeDMvwPG33B4/PFP49jlgzSbXsXikH9vcEFM1Yw49apjVvP2q68pIJH3PfijIkLuui5XXXVV9i2NY+yA+cAHPjCLtTGfWMYYLnv962dPbilmmeiD9zC4SXY6nVmLrQGcjJ62GOjMzmQMRnoGe3KQOSyf5INO2VzM91ytuUMtTvl1DrbD0STPbYeLMCqlkQikZzNp+YJTFKdqbWE8TmaUpwqdHS81lvEnVAmxUdTqNTrdPq1eh0qtSrvbp1arEEY94nabuu+TkmCiiChNwZMI6RNFffz6EMJ1LMwjComVrTkTGTTS0SLL/FjJAm0MZS/fiAx6IAJ3qD62n5tZ+GdFRo8g5jj32RpjCmanFENqNGmckHS7CLeCIwWBX7IC265gKu7a5+ZY52d6epJaqcREe4JyrUqoEnzhYtIUIySulHQ6HUrNZra4CFQUI+RsZ3RwPOsj1JrOCprMcfIP1TeH64PB8U9GGe45Am1maNH9TIzbOA5JlBJUqyRxn6rvI1RMLzPewjRBSTt2rBEpqLgu4+PjxJ0ebquP009wsmyD69joXW5s+qWAbrtD4EjSsE/S7+Fi0AZSNCaLtgnHwo7yiGepVEIIuzGUAg+DpFSukvZ6VGp1m1FPIkv1HwRMt9vW6UtiKo1hVKrtmMwCTRKB5ztEcYrvukQqnVlPAMolqiMjRO0+/Tii6UjK9Tpes0aS2EBUqVKm15rG9yoZ7KqPowz7Dhwg7UeMLp5Pq9VCpSm+47JvcprA99FJiqpVCDL6ZCFEQXYxl8ntcIbor1IT9qY+DzxhjPl/B966Gbga+Hj2+5sDr79LCPHP2MDm9JH2xp+lua5LN0lIHVur2M70yXzXy6LOwtaZlEqzjJOcMTBJrJEcZ+x3WmuE6xY1pRmfkK3sPsR+PJjxseucM+v/fJ/P65NyEehSUKFUreFID6WsxpjC8MKjj9Fp9zhmdRPXdUnitCAt8zwvkxGwwHVjDE4mrhuGId1Oh/vvv5+TTjqJY445BsdxCMMQvxQQlEu0ux38UkC5WqFcraCMdSSk6xTBz/y6cwjdD37wAyqVChdddDGrV69mz97dBUxzbGyM888/n8985m9oNpts3LiRkXnDg+Ok6IvBdiiHbC7Zz2CpxGDgdG4b3L8H9/y52bhDPbNZ5xuo2cHk83pOPZ4wjI6OMjY2xrZtT/B3f/d3bN/+LLVajSAIaDQanLHxdFzfZ8GihSxYPEav17M2iZSk2X7vecFBccxBu8Qa4b4lynAHCHew2f2cgO5QBEmH24/mnmvw77kOm9EzY3eQ2Xjwu4MySoN973keYRiyefNmHnvsMc4//3wajQZG6YJrQSnFhg0buOeee9i9ezfLly+n1WqRJAnNZtOOxazGqlaroZTive99b5EAsILd+9i6dSsvvfQSZ5xxBsbMwD4HM3A5ayZAuVwmCAL+x//4H9RqNTt/snrUE044gW63y7x581BKceqppxIEAXv37i2IgcIwpFatWqczJyN5mYC0faYUfSY9iVYpGlPUwHW7XYyPJXcRiiiO0dI66rVGnTAMEY6Dl83RPAPb6nQwQljJEcdQqlXRWuNmyBXHczO4ZL72ecV34ygT/cZBo4tMYYHAybJ8Sim67U7h8LquSz+KCrH1/L6sUzvD8v5viUD5mWrgxC8R4y8G8P1Lli79GS971nFetnMGJ3LuKPi+z7nnnlsw+KRpyqvPPKNgEppta0ikmK0Nc6jz5gtOca6f4T5mLeT5Yg9F1AGlUVqDIw5aaGaOMVMkmWfp8qzbz9rscQ+GAf4izfZZ8U8Oi0ZLW8+UZ7JM9tl0oEYvTVM8xyOMIzxgqjWNcB2E6+L5PuVqhXa3i3Ekwndpd3tIDCoKqVXtonOg1cIvlQmjEA8I6nWrUeNWbK0duZOiKEQpZZZhEBbGkHdDDh6U5vD09j9rm7sBH+6YRmh7YqEtmUtq8F2BqwxhYKzMgDsYHbQdbRLLQKiT1BKExDMQBlcIKzQZJZZcJjudFgMwyeJgP/t9/Tx9MliP6UlpKYnVDHxYutahdoUkiUNwDdLzC0Ig6bkkvQ7loERaUiRaYVwbKUy0xbzHvR7h5DS+FnhJioiVdRT1DHOiEQLHCEt7LISFWqYpMqMRLteHkJ7NYgEFxXG+QSRhhOO4DA0NYVC42iPWhkqlhlIJibYZksC1GPwg8MGxuodRr48RDq7wCjglQL/TJShX0RJKpQpRqkgxlCsljOfg+w209KiVS8SOpB/28TpQG6pRyWAoXlCiPdmyxoSAXtzD831EaoNKy5pDCCmJ0oRatWrrZ4RB+i4q16XT5mVhlL/i7VXA24DNQohHs9c+jHXcviqEeAfwPHBF9t53sOUFz2BLDK79eU8shLDzOvutTEqilJVWcWB0yAYHAs+n1+0SxgrH9wvmxXyPcKRvRXCVxvMkrpCkUqM8QCukAZWB9Lw0W++EM8tcm7sf2rVM23VTzLHRlcZFMFxv0Kw3WbbYUpkLqajUyhjXalw+9fSTdLpTHHfsGqTwMSbE913ipEe31+arX/1nAN785jfbPU+kOL6H5zvcefcdtDrTvPK0V+L6Dq4rcd1SsReWSiVLRpA5uUEQEARBoRVlDWRVBBe/8Y2vs3PnTv7gD99vjXBjULGiUW2QRBFRv8/ZZ53Fgf37+eY3b+KB++7hne9596y6sbxmZ7DlNVa5kzWIrCnW7yy7YONq2R6ZG8KZs2UNc402BpPBIXKIIkJYNmdj8D1RoH2svlt00LgyKNLEMnQ5roslEDMgHLJiJhJjtVrDVLH4qBVc+da34/s+ExMTfOMb3+DhTT/i4fsemOVYrV69Gtd1Wb7sKM444wxqtRrUqlTrFvEUBAGp0VnJCDZwJWRRRpKmaaFtlwe8c5jvoMOa991gxlLka/hAvxaC2XrG0Y36IY1Gw35PG6I4plap0Ov1iHt9dJwghaE1PUmtVkMIiKN+lvlymZqaolwu4zgSbRR+yePuH9zFvol9bDhlA63WFI4ncTxJGPd5+tnnWHPscaw74RU88cQ2/uEfvsCBAwcIgoCP//nHOe+88zj9Vafjui5RGtn9CEOpXCJux5SqJVrtKcYWzWPnc8/SmZqkUrFje3rqgF0X0hQcB893SBNboykciVIJIyNN+v2QVCuCkgdoet02juNw//33U6/Xifoxruvj+yXCfoo2gqBUQWkwZmbsolW+GGSj1dqQtr/zwHb+eSsBJdCoNMb1PMJuhyjsoYSH8R1UHIN06Pb6zJs3D184TLVtYFoGHpFKiZR1YpvNJnEYsrfdRieaodoQURQR9Sw7qNDC6p+WykxPT+OXS0xPTxKUS1lZRUq9USNKEqIoBekgBIT9HtVqlXrVOrlhr49fCqjWa4zv3WeDX6kCYSHDqdZMTE8RBAFDQzWido9StUbU69Pt90C5xLH+96uBy5v4JWP8zQC+/8STTvyF3NOXywYNbixBULZevhGZbposooVx2LMTpd87aKFFHvp4MNtx+2U4OvniLEyWQTQ2I5WmKY6cwZ3nBn+ebcszC/niltfazG1zF7tZ557lGP50DtxPe88OApVvQJJsY9EI3yXu9/Gkh+N7IASJViBm7sukikTZBVxnDKFhEmOEJaDR0qHabNCLIypNu8H2Wz3Sfh+UNT6CcgVZLjOvbNmsjHBw/BJGaTTSkstIyBeeYvMTGtDogTEgBoVs53TjXOf6p3VgBmtPjtSK2rckBt8hkpZaxNcCP1JFPUSeHcwJCCKRMn/RQtIoptdqY6RAO4K2igky+F92y/a6BYhs/IHduuXPMb4Pdf+Hg3YMjiXHcXDIAhBGg1EIlSIyxz4PvKQJlAOHRGvQCuG6qDTFCOvoiCii2hgmilN7c3Imi02aErfbeELihAaZGptZ1BnrVz6/AJMqVKJJpEDHESoO8aUAnSJNkAUkTFGvkUf80jRFZpn9OAmp+iUrI5Io8jmm4ggR+DgSXOFYtRPXRSltRXCFjQTaejuJX6nQjSK8wDqsSoDXqBIZTdztMX/JElS1jAl8KpUqnkpJtUJ71umNtWK40aBvBO2paZpDDbTn4pdLNOp18CWi0ydEITwXXAflCIKhGqpSpr1/nGC6Td0LMHJmDfr/WzPG3MfhsdDnHuLzBvjvv4xzCzOAxDF2H/R9hzDqWA0yaYMAopxllCVIx8EfgAgKYTNTrnRsfUmvj9YOxpVW3iZROK5nDWvzs4C+rSMwFyo0myQLhLAOppIZ5bZOeemlF7ntttsYH9/Lq1/9aprNZkFSsG/fPl566SW+/OUb2LlzJ2vWrCmcLFdK9uzZw6ZNm3j4hz/kqquuYv78+cU+mJ/b87wCDpUz9rmuW0TSc6KMIAh48MEHefDBBzlw4ABXX301zWbDQqOlV2SE8kz09PQ0V1xxBb7v8/DDD3PHbbdz7Tssy3UeVD1oHxCigJ8bgc0EZp1m5nTe3AxP3gaNZ8GMYPX/x96bB0t2VWe+v733mTPzTnVrUJVqFhoKjUgqSWgCCZDEaAMtuo0dGEf7BX5/GMLtfg4i7HjRYb/3PHW0o211Pz93Y7ttQMYgsCSQ20YggYQkQCo0QpXmqaQa7pA3pzPtvd8f+5yTeW8NEpi22x3siIpbNzNv5slz9tl7rW996/uOt+cYA3nukthJqf21VT7timyUtqQsXNBtaiNsIRB+RWOs7FqsUgyyjGRqig9/5CP81E/9FA/c/XW++52HeOXgQXzf58CBZzCmZN++h7nj7/7eJWC+pNVqsXv3bi7cezFRFHHO2eetEqQIopDRaLRKnKVWt6171k60Z66qjNU/GdM4K7S4eV232+Wmm24i8FxV9Zw3vpFB1du0srJCu93m2aee5ujMdMWsEExPT/PAAw+wf/9+9uzZw/XXX4/v+4RRxNNPP83S0hLbtm1jenoao51dQhRF/PZv/zZCuL5Bz/PYuXMnZ555Jr/1W7/Fz/zMz3DWWWc1SWptx3DnnXdyyy23cMEFF1AUBaeffjr33HMP7TjhLW+5ioce+i5F4SiHzz//PPko5Su33Y7wFMaUXHn1VWzcuLG5FyY9AetRas0XPvc5wjDkfe97n6M1YhGoipKomorsWtru8SrEk/Nw1R4hqmRdCMpSO2AhDNDV41EnoTty/bJhRTOt7zUtocwzZOg3e21ZloRxjO87IMAI8Ls6B10AACAASURBVKMYqTVZlpLnOd1u14E8/thGYFIQsK7w1vF/kiR0u92mAiylbARopJRQeegZ4wosSimmZ2eQFcUyLwqybrc5D4HvA5mLQ34MVbnXlcCJ/0k4/mtHPVGVkARefQMfhxIwUd1a7q04OonvMej1aLfbmDxHW4uSoMucTjtZlfxYnM+K+8UlTZrV3jiK8QR2QPzxksrJtHv1guMmfM2pPbavpEHnJqo0dbJW/5Ry7KVRB56TKFQ9TkZLnawCvd7xWjS4Ez5XrZ9aKvwodv1C4AJNLL7v+O1h7K51ORiRpc7gudvtgZS0p6ebzS+KIvqjYYVCWuI4JF225HmBlIIgCPH8oOGZ58YgcD1evnBG8M3CYyVWSKwRGGmqJMY2PT9GHJu4nejcTNJd3bmqE6zV71Gf+/Hjx+90tdq9NtclUliMBCOdObau5PWtmqAzNR9i6PZWmGl1iIKQ5UEPEQWoKHAGm1Xj7uTXqr/r+IHVx1wbd/4wo6FFijU9Gu4ENb9LC1iDyUu0KJ2IgtYY6xZKnReUlXmuS9gUQeAjlULnFpG03Ps0VWkL0iKrxnydpoStiEj5qJHrKxQSpJUou7qaLiswJc9SrOfUUbW2qCAgz0ps5fVSG4UqpSitYZCOnG+UtShP4OMEkFphRFoMkNYST8X0l7pNH0c6HAGGpDODDB1VI80zCl1itaFEMBiNaHXa0IA3AUiJMZY0zzBSoOKIfp6iVBvPj4kCn2ExQBlXvRRCkReaqOqxU4FwfQ7aMBoOaPke1lcMh0PSWGEjn04S0xeu5yfLMtoVzepHWTd+Mn68w+0RCpGPBRmKsiAofRxeNm41qJkZ1lrQBmFBqWP7nK21PxJoc6JRH8Nkwi+EbQDHfr/PQw89xIMPPsi73vUu9uzZ00i01//Wr19PlmVceumlq57PKv+x5557jg3z82zevNn9jTbgjb9Pmqb0ej06nU7jhVr7YI1Go6ZCpbVm9+7dRFHEaDRix44dTdJ3tNdn//79jRJ1DTSurKxwwQUXMD09zey6dQCN6ufx+rQmz8vkd5y8Bsejpr3W/TZ+bvVrhsMht912WwMuLS0tNTGCtU6t0CCqXufaR9NzVV1bLc9KgjBVj6Sj6KVpRrvdpigKer0ec9Mz9JcWyLUhSFpkWUYU+AjrvCTxfALPKQSPRhkPfe8Rvr//Say17Nmzh06nw8UXX8ypp54KfafqWQfaKysuhqtpvsdNjI9zLl7POasroE8//TT79u3jW/fc4xgKE+fxM5/5DFEraeT5a2rjoUOHGun6On5cXl5mYWGBU7dswRhDXCl27t2716kWSq+hnQ4GgyYp3bp1Kxs3bnQVYl82oi67du3iuuuu44orrmjOQRAEFKlTqPza177GHXfcQRzHxHHMzMwMDzzwAEmnjTElZ71xj+urY9xHGAQBQRCQJAl5XnL//fdz3333ceO/+hnOPfdcYEwjdBYO5ph5dey8O/5zq5K5CYAUbVYJ60kpG3BkkLrkPQgCer0ehdG0pzqEAtI8o19qOnGrSaqEEA211vOczUNRvW8cx653e+I+q695zcabbOfJ87zRagAYjUaEldgYFVhLFWt5nkdelmRpTrvlehHjOCb3HBgsLQQqQIhqHRiHgj/yeD0qlP+oHP/XCgLWVjVMVmCVhwxDEBKNoChdMDZ5w9b/931FWeaUZY7nSfI8rd4XrJUIKSlKU9EFqs8EwsAlE71e1yEywpnfBkHAg/d9i1dePkgSxQyzAm0FRvrMzc/S7kSsW7eOXTt2AlBkGb6vyNOMJ554gr1795LnOQeeOsC2bac6d/kwIcsyvvGNb3DNNddUx1CpINnVfVT1dwMoJ2iAa+kDk4+fCBFZSwGVE3SEtR6Ek0H9Wt+9yeR18v1r/58GgZWSwghsJJCB8+YohHCVN3B8ZiFIpSLoTOOFCeniEmiLDApmZ2cxQYgX+GSFprfco8xKisHI9c+hiUPn71PmBUpKRl1HHRvmJfF0h1xopPIorAHPleXddx+b3aLt2IdtYk5MjpNJpivh0NS6rueuTYmRLmGtkW1PKRACbQXWVsm3ra+hbHI5Id1C6iORpcUqSylLtC7Q1ZHVBCfHcquqPNpg04JDR7t0OtMEfkR/lOILWc0rg1K2qi5KsGOkzX1n6yDcyUdWzYOJZ46DzE1WjY0xzoCdcTXTzYn6vQy2NERSYkcplAUoEL4iCivESxgCXyHRgERZ5aiR2jIrffJsQG41gXTXJ/E9Sl1gyhJb5Kg8I2sFzvx7lJMLjVAGm+UI4WGrBnul3bUv0pwEgc0LCushwmlKIciyFOnVokEKKyWZNnhJgrIWgwOGtNaEUUhaDljqdmnFESvLS6ihZX6T6xEJPI9XX3qRVhgg/Yi5Dae69Uz5jqohFZkQiDigV2bEfguBpChK1yxtLPF0B6EknhREno8uCmwAWgusCsCTKCsxyqc9N0eeZciyZLB0hH5eMDs9zVRrDi0MeeAx25pmuRNTSOj3+xw8+AoxgmQqQVTeXvX1fr29sT8ZP/7R7XbJjcJ6oglcyrJsLEooHVtBY5v+TCEUXhU0NiizHQeMUp5cLOtk4/gVoHG/kKOAyiYBO+OMM1i3bh0XXHABl19+OUmSMCnXPjc3x8UXX8zll1+OV/WI1+h7HMdEScjpp5/uTJYD16NptRPPKI0DWN75zndyxRVXkCQJUeSkxffscUFtv99nenq6ScSsdSITs7OzRFFEt9tlZmaGXq/Hp/7szzjwgx9wzTXXcMoppwDjNW9mZoY3velN2KoXNkkSV+X0vGPOyVrxp9Ks7kmH1ftwPdbGSePfJ++/Y+9FP07A8xnmPUptSbMxm0Hj1vCScS96obUTvDICXe/zBSCqvdwxM1FKcejIYaRSxHGLQwuLJHFEPLcOkbQqUR1XBao/z5OKwHPgc6/XxasovYvLXV599TDPP/+iU0ZMB41J91VXXQXA6aefztTU1CrBjsnzsPbn2v7c4w1rLRs3buSTn/yko7L7QQUAOLq9Lqp7wlsN4NfJhUtk08Zge5SmXHjhhfzqr/4qtmrbqROm+rV5XtLpdFheXub3fu/3SNOU888/nx07drC0tOSSUzO2A9i+fTu7d+9mOBw2fXFpmjZ9WVdddRUf+MAHVlWXazDRr6x50jTF98LmHlxZWWHLli1keUnUShgMBnzwQ/+St7zlLe49dMnBF16hlURs37591Xp/ovlo1oAQ9WvWMPcQtWCdp1C+R5QklDZnMBoRh4oszZw5t7X0ej2m52ZdEhXHlCNLVNlrlUZjBcStBCnd2uASKtczO8ozZjodRnmGTl2i155yHtJeJV7U7XaRVSW+rso7b0fRgARTU1MElRfgaDB0fq/aMW5qSm6SOOGlIIqc1ZHJm+9rsHg/xj3y9VTg/sk4/q816tLl0aNHAScBjnJoly31MTetUs74dnKsWhRPQhAxRe4Q5yRm147tPP30kzzyvYe4+OKLeds116KLnO888AAvHjyMNgJT0TDWr1/Ptm3bKg8PJ1tqrUbJoKEw1PQL39/ZJGdJktDr9VYdg7vhxnK1a5vG663gmE3iH1iqPf7C9w8v/06iLUqsDvSbJnLGXHgv8FFJQiQEQikGRYHyJHkt6y8gRhCUmjQdkBtXtQmjynhTSaSETIMfxxQWhAqq6qqDQ7yGJuKSVEPVeyUEYs3cWf1lxs+tRaxNnaAgsdWGh1XHVe9z10o7uoe1TeVH1GwPzCrUcXztK3SrriLW19y6xNFYiyd9jLAIZekt92jPzdBpBY4eoTOn9GgMttIKN1agnKaje6u1x7rm9x+lAiMrGlidHEvr5rbSFvKcwShD5gV5meEFvjsuKhnqiuYjrK1UKIVTwyqdp5Xv+w3ypZSiLEpMZcpphUvqNICn3O95AdLiGTDCCYdIBBhLWalM5bpEFwVCSuJO3AQP2hqkVAhPkRY5hdEoTNPTEQU+ZaoZpiMMFo1hUGSoKGCUZ+TCkmpDIS3R3DwISRk5CkkQBFglEPj0Bn1y7ehkxlq84RDpe6zf4FqQQ9+jPdUhkh6DLMWTLrmzSiI9iVQ+9UqRmRKEo1MqYZmenSXQ2lUXrXFG0CiQsqLrevhK4WjnLvhuqjriWDrsT8Y/7pidmWFRpnihh6kM1/0wRvm+2zdkiSc9xARS7Uu3jjibGkcR8vCaAFB5IZnWPxx3sh722EBFTQYv1XSRnsIXAW+99hrXk6ccrcxgsdU89D1nCl/7YdV2PnXVO8/zRuGy9iWTCBCMBUyqikldIQfodDqcf/75jReX1prl5eVm/2232+R53vRo1T1zv/RLv0SSJE2M4UyyfbKioFP1VlssXuCTl0VjPLwW4NATIHNTgahPT53AcewePpnkGWPwPL9pubDWYo2zV6B5h+qezzPe91Pvr+5Z2fQE2gqJM0AunAKfMI6m76mgClBdZc7qAk/VSZ5oKheeFzTzyhiDkC5hremOdVWlXrut1vhCIJXrTRLYBsyT1X4W+Aqhxv2Dk3FPLSK3NllrptdEHLH2nDlw9PiiblD1M1VrYV2h8QKfrJe5PmE7pstHlU9ZPXdr37Wk6p278MIL8SrBoCzPmtcLIbDSMkgHBHHAR//1R9m8eTN5npOVGUEc0O/3HUvMjFUl66S13W4zGo2Ynp5mMBig0xGtqQ4rg/4q1o8RNHO7rlLV71Ef74c+9CH3vDG88z3vdRUN4XonjTFs23Yqv/Zrv4aUkuGwf8x9vXYcr8Cwis4qHIW1TrxLLKXRlEajAg+pXXW10+kwGA4ZjZx3aV4W4xaRCdqvCnxsWYJ0FkNeUEn35w7SbrVa+IHPysDd53lZkOc5w+GQuOUET8I4bkSJOp0OWmtarRaj0ai5xzudDsJaBoMBve4K62Zm6ff7BEFAq+PYfFmekxeu6jbo94ln2vjKYwig18Rn/8DxelQo/8k4/q81lFK0222i0JWAERJTLUqyvkEmEgL9o25EANYFsl+5/TZXbi2d5Pcb95zJVBAy7PfZvHkzF158CdoItJAsD3osLB0lz3OmOh1GoyHf/e532bRpA3Ozjpv/xBNPcNpppzU31cGDB9n9hmknVboGuXAL0IQx4xpkrjYfPObQT4CAvOZXnthcjkFcjvP+zXMn/IwTl93raszkY/X7aF+hjUUIRXtuhnwwokhH+EFImudOjcnzGQ37xF5Af6XXLHj1Bhy2E1bSISoMsL7zstLCQmmaEri01dJQ8QKFBStdcmdPePTHPwdrnxtvHqJJ4urNyiLB4rx6hEHYCS+Zpro5hhdqOofW2knoTnz+2p/N5wPSlFiqZmVhQJTkaU4ch04gB+36LlZVn51xN7hk9mTjZAjx2nHCZ43BM4DWlGlB1l3BFxIvHCe8HhKdFQ1ia6qkU5eaEgh8RZ7liFHqREakpMxyJ84inIhJbdxJGBC1OxSLA3RmsHnpGtCVwBOuR6DMi+bYtLVkpkRJgR+FlHmBFzrz3DLPUKHrx5FKsbCyTG/gVKs2zM3RGw3p9XqEfoA0FpVrlDUknodG4cU+vTSlteEUVwHxPHKcApwAjCfplRlIQTw7jed5TdBgRUUVlZLACoYrXXr9HkG7Q7Ruxs11aAIeo4TrcwkUtlAOtVxaphC4qp21KC+gMJoiLwhn59A4eviuXbtYGmVQyS7/sOvKT8aPZzRCARVwI4QgCmNy6czsC60bmtVgNEAIQStx66FvLL5UTZWuKApXuZNiVaCcZRmlxPVB1p9rbbMunWh/qB+rg/aaQlgbTQdB0FSlmFBCroPyulox+Zkw7tuydiwd75g1fhOQKqXo9/urgtz68ycrgHXP26RE+aShbxRFTZ9MXTmpg7kwDBvKZd0/V1PR6n4iM6HcONmSMakUPfndagpf/b0mFQQnz+ladkNNhx3/rhCyEgkzAmOqeEGAUbWQmEVoizYgqvXeiirpUT5F6dZUqzwKC9YYJ5YDIBVIyCsKrkARhGHTBwQSIwRlUR2T57u/FRIvUM2xCE865VNj6GcjoiDEkxJrtFvzhJsPtYdm/R0nK25rz8/k/lcnKXWvoi7d9fYrBd3u8rJLYCpKfhRFDaOkNg2v51WdyPjheF7W862uatVzr54rRVPFltgqGVk4fKTp76spgvWcrJO3GmzQWjc/W60WKysrVQI1bB73fb+hXtbzd/Kc1PPDGOeVGlbXKc9c+5HWmna73VQNpafwfJ+V5SXiOMZa55uWpilJIilLc9x5O5mc1UDy5GvWXpuaXVQrcRvpwAwv8CmkZnZmjnzYw1NeI6A1yjP6/T6F1rQ6HQcWVEl3TXOsj6OmCNfXcXJOaGuaKmiUJKteM1kdrZPb+jvGVYIXV9YVk4l1lmWEsRMu88OArMgojTu3KgwbsbgwSpDLJcJzCuD/0PFDqVD+zzAmJ0TtsyQqiVeLxVR8eq+q6NSvaf72mOrIZA/OidHkqPLCuP7660mShNu/fCvr1q1jZmYG6fkEUYJhCWMFaVYgwxBjHe2jFjKYnp5GSsmuXbt4+aVXGQ6H7Nixg4ceeoipqanmJn7yySfZvn17gyg2x1ctzkAjp1wnp24RL457/GuRp5NtupNDybUVvvEQE5zKmuZST3YpxTEIjPvckyR6YsKnRTgFygZpqz9DClJtEUlAO1rvqK15iS5zpsKY7qJCZxlJkLjN2oLwFCNdUOQpOQZfgorDhvpVGoEoSozOiQKPMq+aeT0fkIwGGUlnyqG6pmiaZWtEqyxLlyT2h03QMymAk+c5UZQAjmpRliVTU51qk6820+o4syJFCkOpUwI/wRiaRV5VZpGtKMaUeYNCexMolGsqHyeMQozRUeUJCpPxp5/6FFu2bOHCCy9iQ2sTtkxZXFwiCdqoQLGy0iXLMuZm5/E8gdAlh48c4uGHH+aKq64miBylwFRBwOsZx6O3NFfeWpRwRuEYiyi060UrDLooCJVHqCTG91xvm9aIQmPyHC8IsBaiMCQvDVY6c05burkTxDGekIR+QJY5GllpNUI5gQYrFJnV+HMdgtLSfaqHr3yyvCCMKln+UjfmpAbIstTNhSqoqNHlOvDKsoyVfo9BmRMkEUESMzJlg9b6YcDs7BzZYEhnLsGXiv7CArIKHoSxqFaCLQ3Kk87s1Lh1oD8aOvRRSlaGA5J2iwBJO05c5RWB1BabpgwGQ4QSGAaUQYAIfScIo5wyrbTu2K0xKF+5cxMHTLXbVbJvKPIM6ft4SeSqIZ7EWEhLzXJ3henO1DGbeb0eTT42vtQ/qdD9jxxOUMKide7mjZAo38MYS17dE0VRuGC8Wi+0zptAVVRKy57nNWubte7v613IsSLsMQhMU1GYCOp8P6yCbicQNRplBEGE1rbax2TDyG6qThPvVT+mqgC0Bjnrz6l7+Or9p6gq01JK2kmLNE0bIDQIApTvjcEYXns+Tj4fBEFTPartF4bLSy4p9j1m5mZXJZT13zfwWw1G2rE0ibWWcKIyUhQFVin8il1Rg1PHS9jWjmo5QkrhKlnuNxcT4apNxoJR1fWz1euUHJM1hAMRrawJ/xIJrqUEFx/VQGZZJTXg+i6NAE2ldomTvp9UylTIStF4PHekcDZCRjs2gakAItf+YBE4Jcy1lNLJ8/la128yQVfeWLym2+02/2+3Og1luH7v+tjHP0XTR2omwIv6X508TMZBWZ43QidFntPr9UiSBK1106NlPbCuGQyLJWnHtKdaLCwsEMcxSRzTXVppkpQT6RmYiT1/VSy15nw42mZOHLVIquTF8zyGw2FjVJ3mOXGrXbUYuerzzMwMFk2v3yOOWscCxGvn5XGqocdcs8mKsZuSznphjY6DJwWe75PrkrwsKoN4ZyNUVB5xnudBNb8k0qnaVsCDAcdE0SWq8oH2PK+xpaoT78nnaiCpBn2A5j7N87yp5AshnOWBlA68KQqkrERnJnzlylqvQ0aIovixKTf/s0vgfpSxerKtfu5EC8Hax9MsJ05aLC0v8tD37qO70ucNp5/JF790O+9+57u4686vccF555PmOY99fz+7zziTPM95+eDznH322VgEzzzzDM888wwXX3whjz76aNPcfOWVV/LNe77R0OK2b9/eIHbHBkGmSUwnk7VJxGktCvPjOG8nG8eiYKsNW8cJ4Ene7ySf5ZAWyIqS2HeN0FYatwB4Et+LWeitYDAUZcFID53pcJCQY5CRC2B96RPEESjp+PxCEniSsijoxBE6GxApJ2+b5yOE9GhFPv3uErbVZjB0PRJ1QFAvsmk6bG7sIAiano677rqLsiw5+6xz2L59G7kx+Ar+9iu3cujQIa666ipO3bIDlEMXjx49yrcf+Ba7d23mjXvOx/MC/u7v7kQpxd69e5mtZOi1HltfQIVICouSgtzUXi+OIuP5Es8LWFg4wt/ecTsbNm3k6OICf3fnV7ngogs588w96JFkVGiWjx7mb770eaanO7z/fT+FigyD0YD9P3jCqTcJkBgM3smv5Q8xd+rXWmsRWmPL0lFO8xyrHRIrAx8vcJ46tdR+IBWUjvIx1BqhfIy1aGsJAg+hDWjtvNzKEind81aCULKZmzk4yX5p8aZbpL0e7ThA+l7zFYUQDgUWEFb07KIoyKoNAmOrBmUP3/PodDq0lWR51Gc4GIKqAmdtMFWzezYYUnSmUQjacUKJZZSXDiCwbqOOoqjq+QtJgpCyKFjOSzyEq/SVmqXBElmWsfWUU2CYI5EMlpdRCJSRYAXlcg8ZBQRIgkQ5oQupSKVDZW2hMbhm7NJo8jRjKmk5Wg62olNKd99oi38CkOsn4592OGaGaoKlMAycoJFw6oZCVPO+AjRd4uPuPy8MMNoFgqPRiMFgQJqmELSP60smjlMZmgT6avBoMHAU4Pvuu4+tW7c2e9N3vvMdLr30UndcJ0Dpm+oBLomrg/HJz6yDKK01L778Mk/9YL873lKTJAkXX3IJXuBz03/+T3zoQx+iXQkbvdY4HpOhLEteeOEFvve97zVUzVdeeYUbb7yRVuWJVSfGdZXpeIDxZAWnLEuKSlTLV15VxXL0MUxlDyBeO2FxgFSVhAlH1zcVU8foKlmXzg7CJXYGhEUpH6MnzreUGJNVibV7rauGVVV+IQDhzIgrlWik42loU1TfTyGQSCqRnLraMiHjL6V0rSbSJZFIKE2J1iVJ4ONUh90xCrG6d7COdY53vdYOXVWhb775ZhYPH+Hll1/mjDPO4Od//ud57oUX+OIXv8i/+NCNrFu3zlXq9LiSaagUwK1xPeJVEtdYCE3cA5PiKvW8BPjyl7/MwsICV115JTMzM/z1zX/FFVdcwfbt25G+u+aTx//yyy/z8MMPc91119Htdrnttts49+zzWL9+PQcPHmT//v28613vao6x+TkJGkzQTCdf5/t+U90GmupylmVMTU3x8KOP8De3fZmdO3eyfv063vG2tznD66Dgszd/muvfcR2dTodSH3tv1J/TADnHeWztHPZ9H0OJrejeWVkwKjIGxQhMhjRFVdFOWe52kb5Hq9NxdMpqSBxhKk9dNXHz5s2MRhmdVhthIQ5dVSzLRvR7jo6qlEJUtGpwQihCCLzSw5OuzamuttXnsRY5CUNXJZZSko1SUK6/tvb8K7QmkGFjRbLS72M80QiFFUXBTJKAPkk7zg8x/pdM4Jw06fj/qyfaj5b6Cs/HSsUjjz3O5s2bObKwwLYduwjjNkEYoYHO9DSjwrC40mNLUVaSq47eEAUh27ZtY/MHP+golVNTnHvuuQ1VZGZmZszj91lVxTnmWMSYBz1ZHq4jztdc7F8nkjW5GZ/03ExspA6FokGMVr/XiStwJ6VhGpdUrVJsxCF8Tz37HPv2PUgkBEePHEJnIyg1nlSEQcK1776BTmua0pdEcczdd9/NymjA6aefyc5dpztaRV6wvLLEl77wGWeULCWFtnhRzKWXvRltJfsefpSkHfP+978fz5P0el2+8IW/JggCbrzxRp59+knuvfdeLr30Us466yx832d58ShhGHP0yCIbN27AD1xidfCV57FW8/C+h9i48RQkIVq7knypcw7s/z6bNm5h69bt6CKr3LidSInVbkGp51bDda9OlxLSJRRKogvXiDsaDLn91i8jPQ8VtDj/wrN46qlneOTR/UxNr2fjKady+x1fYnHhEGHoM+itoKTgD//jfyCpFsAgjun3+8yG0UnnwvGu58nmT02fNaV2FgBFZRlgHJKrfA8Zes3MMaXG5iVSKVTgUxpNb9Bjama22hAm0L6qYudoNKpRJ62pPnVQUyqFjHySuRmMKbGlrkQfXPXN6DHyGXk+ua6kYrTBr/xirLTOZiArMBj8wDW9m1JjtaZMMzAOFTxl4yYGvR6R8hkNh5gKSRTCMj3TqYR3IEoSnjn4MtlggGxPYdKU+XYbP47w2x28MODIwlH6wyGHXz3EXBRjDWih8MOo6ldTDFeGmKygLC2eUECBCgN8rRG4BvdI+XiBW8daSYIuykZEYjgcwroZd849gc1XV/Jf7/iJwMn/2KHL0nkYee5cO3Nad52SJGkQ5zRNKavEKggipO8Q57rFdzgaNh5xMK4+w8TeM0GRWlt5g3HVvd1uN4HL0tISp556Kr1ej3379nHRRRcRJXGleHj8/aZ+TGu319U0xrIsG4GBLMtQvsfCwgIX7b2YU9Zv5C//239rjkNK5/O2vLKyKoE70Rw+XvJWJ167d++mLEueeuopfvqnf5p7772Xm266iQ9+8IPs2LFjVVXGCpr1aG1iWv8/TzOiwNHaFo4usGnTpkqx0dG0dFEiA+8Y9swx95LDatwa57Ly6hoIKgqBA8OqeEg4Hx8HBKPGFcIKNKv9uoRQONp/BRZWiamaYNno0qLUmAlkK6E14Rq4EaYO4OvzC1SdTLZKFK12SYgSlqI6bNd/LY/L4Hi91X0pJf1+n+eee45P/tv/g89//vM89thj1BS4moZYx1NrAB7qYQAAIABJREFU50PDcKreXldxzOQ8r48vz/OmLxJcDHfRRRdx++23O+VHa3nxxRdpt9uuEsfYV7au2nU6HW644QaOHj3Khg0b6Pf7zsS63WZ2dpa77767SeAmz4ld8/vxvsfycpf5+XmyLKPIHYMriiKGw5Rut8utt97KW956LZdcdimf+cu/YN++fZx55plYq7n++utRQjrBLhUcc87XVgYnq8xrX9NQKIXBlhqUbPwMHfAU4rUChsuLZFnW9L+FccRgOKQ36DufVwRSOGP4MAwxZcmg16PIHXAhfTCFRlvIhqNVlGdbxU5e4DfxaxAEZKOUhYWFhr5cn6N6bkdRhJ2wrvA8j7oXPC+KihXkaLpFVakL2jGjket9d2JB4qQFix9m/LNL4CYrOr50+nNusppV0qhmAu05EQIAqye8sc6XSRpZySw6I1JwFIWyzLnooovwfZ/vf//7lKVm3bo5rITuYAihTyhzhNcjjEZ4XkArCZGmxOSCtCjIipynnnmWs9+4ByUdSrYyykhzjRUeYRyjTY4Q0GolZNmYtuG+hztux6t2kJu1kBdZZcLqlAxrdM+PwurGGSdY441SYq0+5jw05+Yk12ESWZlsrnXnXCPleHGbLIfXY/JmFkI0qFb9WOAHTcCtAE9JhKecqMnEgQ2KjIVen06SkEpBOD1FIBMMio07TkXNzkCSoJTgmeee5dDhV0mznPsW7mPD+k14QUgQBnjeFO/7mY/yuc/+GVjYuX0nl112JUHk5IKFUjz80APcf/dXuezyK7j1li+QpxlXXnk1o1FGmMQMspyF3hAjfYZ5ARgWjrzK1s3bXKJoJKPRgFG/oN1OWFhe4JHH97H34sspRyWB71ebt+Dxxx52Spg2Z3mph8XJ5Jfa0RdjL0JmBhXH5KWmZT0yYcBWPVi6JE4CjCl5+ZUXsJ4hard52zXXsHS0y/nvO5+yLFjp9xj1uvyrf/lBosDnd3/n/8KW4Acxn/g3v4YShltvvZWV/sCZW+LhWbepm8CQl1lz/b0JPxVPuKWlRpXrOSOlJCtyhDUIaVHSqWwZqylGKVlvQBT62KLEakdVpdSURYFnLJgCURZIPNJFF4TOxi200SgssRR4VtBfXiYoLBJFS0Ys5u448aBTQG4shYA5E9LPUmwcEQYKrxVghyOyhSU8LKUtiX2PPHUCBOlgEYyrFGrl5ISL0hD4EUa7JC1WCjMY0JaCUgnwFJ5IiZQmnkqQ5YjpyANtGeUpK/0eYTvh6NEjdKamaM072vVgZZGW1IQCElsw6i6CAM+2GRR9knaLsrtAVBasa0W0ysKZjBtLOVxx/myeItQlYStB9YcMjj6DlB5eFDPVmiYrDMpC0GoTGU1WZBhhKHTOYweewk9CptbNs+j5COU2rcWlZVZWVpjWqwV16iCo2bTl6sDevEbV9ifjhxsWVxGxjj9Le6rFYraE8AJXhdGaMtd0pqfI8wxZVhUZa+nMTAM0apRh6Kh8o/4IGU9TWg2+xCJQ0inUCltth55oqmaNCISp95Z6H5EgLWk+QvoeUScm1Rn9bEBpCrfvlAX5UDA0TgFzuqKqWwtLRxea/WL9hnUYnFCQNZK/ufUr5KmjkF908Zu44LxzMVguOOd8rLUcPnqEJ599hv/t2msJ44DBoIcS0F1awpc+27Ztq0RQglXecueffz7gFKezLOPOO7/GNddcw4MPPsju3buZm5vDWEGrPUUQhSyvdHnDGadz6+23cc/997Hr9DcA8N3vfpelhQW2bd3B2ZWPWBQ7A+FHH30UgC2bN7Nhw4amj+br3/gmeZ5z333/LzfeeCM7d+xwkueV6JJuKlkuQfPk2CLIGANSOcEt9zJqS4DJfdcCpQYpayEiB/StqpxKgbW1OTaAExizphbJqv0xwZSW2gfOlLb5bKpWFuV7FQWymq9N0Fp9nnW0X3Bt6A7etBgtnCiFLtC6QMo6YTpJAlcnzg3S5+iCnVYLaSyvvPgSjz/+OG9+85s599xzHXUyScAYvv73X+Xcc89ly5YttKemyMuCxYVF7vz7r3LFlW9m06ZNSCnZv3+/E6tBsGPHDmfiXIne3HLLLZx66ql8+9vf5jd/8zdRVR9lGAR4CNCGdquFJxWeVGSjlCRJuP87D7B161Y6SctR8byAxUNHmGq3KbIcjFNCrT3QAuUhjDPCxloef/wxtm/fTjyVVCfC9RWmaU7dshLHriLkiZiv/ve7eeaZp3juhefZtGkTH/3oR9DW8r1HHmbnzp1ccN459JYWecd1b+Nzn/scyVSLU7dsodQWL/Achb4/YjgcMr9+DmNK/NCnLDVZXtLv99m+fSf9lS5COiDA8zzyqtpnBA2N1uTgK+efqigpS9cGFYQBvUEP6QlKYYnbLUprHAvGGHwhiX23bo0GQwaDAUkUI5TCD0NKMyIdpfiRjy8EeTokjiLSLGM4GLJ+/XqMgf6ojy8lkYqx0tIOW8TKb2LZxeUlwjgmiELXiiJBBh5pv1LvjWIXQ+c5aVG4e8IYhIA4jF2PbVEw6GviIMbzBe2khekP3GT/h7fA/fNL4CZHvfBoXSAbdTQQRjSJ3VqU7aTIjXC+JkCzYEgERlRmxtYxw3VekA6GeEIySodEfggajh5aJGlbzjhtN8pahDWYMiVLh/hxgu+FvPTSq7zhDafhKw9rXXLjKcGpp2xqGq3bSYgxcOEFFyDRSOtk3vM8d+pIRUFYSZ8aTcPhLcsCpMFHYaqyrkueTm4M/eMeY2EJR3mZRCXrYH+tt0/9/GSPQ3NZTpB8A5x+5hm88ezz0GXOp//iUwhhOee8C3jj2ecjYkmRpUgsUeDxxGOPs7y4xBlnnsWRhUWeeeopzj3/fEeNEApPhLQ6U65RttBEYYJQDp3ec/YbWXj1JR5++GFOOWULRVFw6aWXctppp+F5kiOHX8L3VVPBk3isLHdRUqDN2DDy1VcPc8opW/jABz7Af/nT/8QzTz3F7h2nEYUdhyYPR3SXehw9vMALzz3vxDukoCjcedRAbi2iksguspTAb+OVmjKSeIXj1AsryHtDEIbvP/wIK4uLpDpFKct3H7yPO7/WRUpQgeLnPvIResuLaE+ycd00o9EIicWTiu6wB76kl/ZZ6C4zt2Gjk1MxAjGCkHh8fe0kjcqh+BKNV4MDuK4KUxFRKA0O5Jd4ApT0sKZA5garS6IwxJgCk5bY0ri+SEvV1C6wVeO1H3sUWcow7xO3W0gk04lH2htRKkGv16P0Iyf9W4ycupgS5MvLtNpTTGnjVCOt89TDU5SBT5EN8aVAZBl+JWpQGosoYZRrlKxBC8lwqYsVJUJYhFEOnBn2MaMBVgrCVkyWl3SHCxR5iUTQW1ph1O0RZgbrSbI8p4gXWX76RcfzNwWZZwmFYqmiERW6JH35ZVTgkw5GpMMRLS+gL1/AFx6iNNBOKKR0KKXnoXwPbQ2lMfTLpWo9EORaYb0AfJ9SSM5+05uI2gGlLdlwyiZOu2SOOGmzXCdqwt2bc3MzdPsDBoMe7SQ87jr7k/GPMyZx7xrgK6oeiyAI0HUPrJAIz10nFfhN4O/7ftPzUYsmSOHoslYIB66cJPEe3+/HXvtadTHLMlrtNq+++mrTPyqrOaM8wf5H9/Pss8+yY9t2LrjgAoQQ3HnnnU1F400Xns/27VsRQrHcXQEEW7acyqOPPtJ8jkWDcN/r2WefZWZmhrl5R4tzVYYh37z7LtbNb+LKK69k69atWGt5/vnn+drXvoa1liNHjvDWt76VWtnypZde4uWXX6bf7/P8888zOzvb7GFpniM9D2kMfugCvLonb9++ffR6PZ7c/xS7d+2qGEGChaNH+eItt7Bx40aklHzsYx/DAq+8+ipLS0tcffXVfPWrXyVJEoIwdECstU2Fsj7fMAZa6+SsKC1GrKZlNQIa1d8YLFbU1VPXL01dsYOm/7CuhlSfuBrUrfdmWynpiRNXv5q5UeM5NYA7kTBS7RkYR2/HgJFubkoUQtlGBXntOXit0QjneD47tm3ni1/8Ir/8y7/M3NwcUkoOHz7Miy++iLWWAwcO8IlPfIJer0eWZTy5/wBFUfCZz3yGj3/841iruffeb9Lr9YiDmEOHDvH2t7+doij43ve+R1EUnHfeedx9990ALC8sErUS2u02/X6fI0eOMOw7U+oyy4mDkH6/z7e+eQ95njfWGffccw+tVsspVxqLKUoOHz7M7t27OXz4cEPN01qzb98+7v3mPbQ6CR/51x8lDCPSUc7TTz/LzTffzOmnn878/BzXX/8OANatW8+BA0/x3ve+m9/6v3+TTqfTVJi63S5KKYb9AVMzHbzSoz8YcOjQIdavX89f3/IF3nX9DWw5ZTMrywNuvvlmtpx6CpdeupctW7dw8ODL/PXnv4DnRVx80SVcdOF5KHlsEWVyuN9l1QtX9bUajS4qwR1LJVJSNpU5rTVWu/VMW3eNwzB0sXjp5P+1NYSxq5rVQI8xQ1rtGcLQWaNoXTTgRlEU6FyzmC8yPzPt+n9tuarvcHX1UACWLMvRnodQEmlcMaQoCkRZVRGVQgYhhSewVYvNSrmEHGTHs/f9kcY/6wQOjqUnwDjYfz0BxYmoDWv/Usjx4qWU4pJL9zZ+XNYK3nzZVWzbuoNhusBUZ4Y8L/E9wemnnVb1zVjyPGPLKRsRUlBmeZVguYnSbiUI6wJyG4YYXbBx/TxKCPI8pUg1QRRRFk4dR2hNqJTzVpMWtCE1YznhJAzREsxrKN2cnIrwowVkk+9R861htVda3Si/tjH9eDf7iUQR6seUUqSjnM6Uq7R5vkVI18sjKoWpIstZWDzaeKV89rOf5Qc/eIK9ey9iOExd87W1dFptZ/QsnCKkrOaUNYK3vPUaXnjhRb729buYm9/IWWedhS5KikITVGpJoZJgNKbMEVgGgyFpPiKIHEf6e4/sY35+nmE6YNeOnbz88iu89MKLnHfuhQghmO5MsWP7ZgCee+4FRGlJc+cX4+gcLmlIywxd5sheSms6QZQFnnDy99YaTCW0IoTgvDedx5HFI/S6S+h0SCihFUgGwy5TyTTdwy/QarUwAtJ0menpGSCnTC0toZjzY1IvYn0YEqTDMequBdgxgusJJ+AipcQUFmkMVD1nxpjKriEnNKW7n4xGmhyFcvwfW5JXvHRjDAmQ5ylGa2QmsLlL/gWO926WlrFBgC80LR8GeYpIh3hxTDHMefHAU0SbtqKl88VLB0OssmQSLrxkL/tuvYPUWOJ2x50rSqQuoCwIrSbvDwk0DI8soRAIYzGhcjamFZ2iLGp/H4XxtUO+pTPE7uUpwywlMyX6SNfRPUdDlBcQ+hFzc3Ns3rQF5XlE7Q5hHJEWOSsrywjjRBravk8nTvCsYPHoYbwoxCjBQCmiJHaBuYV22HJVEeOov7UggMWh01JK/DBkWAwpS4PyfJKZeaznIeMWopXQzYYk0y1KU2CiEKMNR7Mc4XmIIsdTPgGOzvbq4cNsaXdWgSvHQ8Z/Mv7xRpqm1Gojta8bVYAipWyCiFpOv5bRDkMXTGqtmZ+dR5SrAc9xT814r5RSrdp7j21VcCMMQ9LCKevddddd3PX1r6MQeEI2FM0DBw7wzne+ky/d8kXWrVvHjh07UEpx2WWXcejQIQ4ePMimLZsIKjCm1+tx5ulnsGnTJrZu3QrSAXBFoXnhhRe49957ufzyyxvl6aIoaLVaXH311fzNrV/h2WefZX5+Ht/3+frXv86WLVu49tpr+YM/+AMuvfTShlonpSSKIicdXgWQDtwrSNMcYyCKEnbu3E1NN3z00UfYtm0H1157Ld+5737uuOMO3v72t9Pv95mfn+e0007jsssu4/bbb2+ATmMMw+GQhYUF5ufnmZubW5WgrQUzrR0raDYgtnHCTPVrapB0knWjADUJ5hoLhsZb1oqaiVTlZkIgZUWJrAVIwDGd6rWlkjup+54mCHNNm09t2NwoZU7MDyWVg/OMcZ5ZwuChqjlHRfk2x8R5r4eOLaUkqOb5z/7sz/KHN/0Rf/iHf8h73/tetm/fztTUFFu2bOFjH/sYv/Ebv8HU1BSLy8vMzs6yf/9+3v/+9/P7//53G1XSjRs3cs011/BXn/krnnvuOYRwapODwYAXXniBPM+5/PLLG2VJCwwGA5544gmOHj1KHEa89NJLzfE9/vjjvP/97+e2227j6aef5j3veQ+bNm1iackpQNZg9x//8R/Tbreb722t5bHHHuP+++/nE5/4BJ/6s//KY489xoUXXgTA3Nwcl1xyCVdffTV/9Ef/keuvfwfWWvr9Pt1uFyEErVaLnTt3ut6t4aAxdQ+CwFUIdcahV1/lyJEjq2w4rLV85Stf4Rd/8Rf53d/7bVqtmLn5Oe666y4+/OEPs3nzNv7Nr/xbzj3nLELpN8nm6hh9fH3qUc9pGTgvZ8/zCJSP8DwG6cgJr8SOilhXPmurk1o4bmXQR9dVaaq9UClarVYjZlh7MVprG/PyMAxJ05ThsM/y8jIq8Inj2BnTV2JORVGgvHHbkrs/x/evo6m3qFVPR8MRo3RIWMIoLTGlQSFYt2kDNhus7Sb6kcc/6wQuyzLXn2FL/EA1JXxtxgIfk31icPyE5Xh8YecXZypkz1AyXghrPwgpJSsrywRBwMZNsxTlACE0y91lrJHMBdM89ugjvPz88yjhDBNLBKPc0o47vO997+WP/7+b2Lp1K+98z7spc8tn/vIv2HnqDt58+aVs3bqFbneJB797H4888gibNm1g29adnH322VVjZsGnP/1poijiwz/3s0TJFN+46+s8uX8/l1xyCXvOPtsJOHgnrsCdvCL5I/YLrkmg6/NW84jrz6mlcNdW4SZfM/n3xwsQozAmCAJyX6GUQCpDXowo9YgwjBEVKlLmGUcOH2XD+nluuukm5ufnWV5eZvHoEUddMMapZQnpGoutdhpexpkom9JQWsjyEoNkx65dKOX6FF0/gUQhGPS6UGZIYDgcEkVjqfVHHnmE4XDIq6++ype//GX6vWXm5+d54oknuOiivc05GgxGvOe9P83nP/95jC3IS42SHk7xy8MfemzZuJnewcNsf8Pp6HIFFUpkOSLIXLPtqD8kSdr4fkhoEjYOJK2sxeF9z3DNmW/iC1/4PNOxQq8cIj68wuGDB+inI8yBg+j2kAe7X+aVlxYIAsni0gJg+M7irUxNtVGeu0axzCjSAYPBoLkXazpdK3Pmtkmn7eafp0jaLVQgsaJfKWmO6Pd6LoHTgjK3bFh/CvPz87SnWphWC99TRH5AkZVYW93TRYkUElkapLJQaIzWtIKAXLueDD+O2PqGXZSnbCHXYE1JGIVkZU6mJMEbtnHG+ncyO78RZCWzrHOELrGmwAz7yNKQLfdQwwKpS8hLdO6QdlPqBhH0ZRUoVRtKrkviVkJRluS6pDSauFT0hwOSqQ7x9DSDwQillJN0j0JmZmfxAp/B4UNMzW9AGMuoP8AzltxKrPIQ07Pk1uInEVvmN9DtrVSUM4ENQ4ajEdoaIulo1Q16CK6XMMuwldG48QIWhwP86RlCX5HrDF/5SOE2TRlEBMagjSCKQ/r95aaK12q1COOIzsx0s3mdjKb+k/GPM7TWSF8yPT1FVuQsLCwwNTPjwBXPQ1tLrguMcZW22si6lvMXQjSo89pKz/j/46Rhci0+XvImEYwqpkoSx9xwww1cdOGFFGnGn/7XT9Hv9+lMz3L11VfzJ3/yJ+zY5oLq+nhrc2KLC74sglNO3cJwOGT/kwe46qqrWLduHVoXgCSKfO6//34GgxF79uyp9n+L74cN2q61bqTUwcUQvV6vCe5qxcK676VW8R2NRo7eHkUOXfcClPLJ84Knn3626mEvieMWQiiyrGB2bo7FxcWmV6bX6zXBohAuGU2M4bTTTqPb7fLnf/7n/NzP/Ryzs7ONsp6UktKOQdi1TJb6vAeB7/rC7VhERcmJuIca7NbN9ap70+praaoETuBoYNJahKmolAInVFJV3dyqMq6+On/aiRROuGOQQjg/SeFw5sn5pBBY48TapMDt3ygnQoWzPxi/73gctxXGrk4MrQDf8xmORnhSErcSPvErv8Lv//7vc+vtt/PLv/zL9Pt9lO/Tr7zAeoNBYzt03XXX8Tu/8zvNNaiZTJPnvvYlfOtb38rCwgK33HILH//4xylLZ85dGM3i4iJ79+7lAx/4ABvm1/PJT36ySVbOOeccfvt3/x8GgwHnnXcei4uLLolcXGxE4KIo4td//dcJgoDDhw/zH37/32OMYXl5mVdeeYWyLLnkkkvoZ0NnL+C7alpdTa/nS1mWWCM455xz+NSn/gvXveNt3HDDDSwsLjIzM0N3aZnpzhQCQ57ndLtdduzYwQXnn09YUTfzNKMsCn7hF36Bf/fv/k/AATRhGHLo0CHiiia8a9cuRx+NxjoODRAxUbE16DH1WrpjzMnR0mMwGEESkFR2HbXdSW3rUAMUaZpSFAVFFfProqA0xvVvM072R6MRUdwiz1P3ydX5SdNhtU+68y08BzbXPrHW2gqwSYlbiavoDZ3twMzMFL1er1mvfN9v7Et8pcgsTCUtEk9Q5u4eDjyf3ILvexTZ/yo2AvbEZfGTBQR1AGRNQbuTOOla63pxJl9TBxdSykYCtqkaeONT4LJ5FyiXZYHnwwP3P8CBJ5+gUtIliiKUUuzZs4dt27bx2Zs/zcxMhxv/xYfRpeaOO26ju7KAMfC//9LHOXL4KIeOHKUVehxdWmRmdj15nnN0cBQpJa1WzOEjrxAFCmsgDkNefOl5guAq+v0+t912G0cXjjQmoj/4/hNYo9m79xIInNGlLnMkgsGwTysOGQ1WsDpHWF01nB8/+Zls2p1E6lZVIo9b9l4jW1tfxuNUMycfX/v/+vMnP2/ybycVgCav0WSiVyfUxriFJ89TBrODRkjFleAt93/7QaZn5xjlJVNTM/T7Q7Is4+677+bd7353k+RnWc5olJK0ahRWkKZZ5Qli6UzNMRwOGQ7TpinWWsvmzacihODwq4e471vfYmpqik2bTiHLS3bs3kVp4AcHnqI08I5rr2HdunVIC9+8+xsEQc7Kykoj4+v7PmluuO6G9/DFL/01UzOzjPICYSz5MMcPPHa/+WIO3H0v37z1vzOlIiLPQwcFr/SXQVcbcmkptUV4PirP6Oc5X/nbO911NIYonqPVmmEwNGzYupNt7TYPPHaAqc4cu8++gIsunWd+/TTfffDbPP3sk+y95GJO3boZTypHFdTRmEoDIMf3UhG5QCKIQkZZWpmoO3QNIoR1aKuCqtXUJWZ61MUIh6BZLKU1rKQ5lI464b6XQ1Vt3KFUiqHVqDBBK4H1FUW75fqvOi205+NLF3zkRuNLRSksJkloxx0IYvKKomHyFGtyTOkRxD4UGmIBJqXoj5zgh5KgfPAKSiFJ85y01ER+gMUD5SH8iBSJlR5CWDxrUb4m8hSFcOc+NRpfScI4QfdH9G2XvCjwpSQQCl2WTMVttKIS1dG0p9a7ZhFPoUcZiQwpR6WT4s4dz95aS56NGmuDOolTOE6KlhqJpMiHZFIR2IRSD8kLg4hjRiYlaLcZ6RwrLSL8/9l782hLrvq+97OHqjrTnXqWumWE1GpJlpDQAEIDSAgQk4XBhGAGgxjiR/JeHMDvOcuJnsl6jnGek4XjZ2wgth/I2CYCoZgkCAwGmYcxQtYAa1lCaEJSC3Wr1d13OGNV7eH9sWvXqXP6thCDs0yW9lp3dd9z69Sw9669f8P39/16jA/Qbac8upKzOPHEE8P4VtHIZnBms/Xi6fb33yIT7ujoUax3NQnNxqDP8uIS7XYbaxy5CTTqaZqyvLzMkSNHavHrCB+M0EpRBnKJaU3UbCR9WgN37F5hrUfrNOhsyYSiMPQHI1ppRpJkSJ0ymoz58pe/zM/8zM8EiPvaGsvLy7XRqZTi0JEjIZjoAzx0aWWFiy66iK3bt7G6tsbS8gLCw9HVdQ4+/jjPu/hiEIp77v0OO3bsoNvtkpcGKt274XDI4uJiTWggRGDM7HQ6qCpiHzW3YKoJFo05CMUV49GEAwcOkE8KLr3kMhYXlhgNx2ys9+lvDOh2gwhxqx3qYdIsY6PfZ2l5maIsWVxaIk3TWtfr9NNPpyxL+v1+/U4F0evZDBwwY7cAlNYDFikESsuZvTw4dcF4znRaj7Nw07pVqMr+gbSqXw8lVFXmzMu6viewDYT6JlX5bKoyzG10tny1tlfIjMr1D3VvIpSmSO8x1qCkRKkQOFXCB0IrqrpqrbB21k54qpn+vCxqkor/8O/+He9+73u47AXP52tf+xpIgfWO4XhEXhYMK4mWSVGSZS1u/PPP8K+u/df8xm/8BnlhakjrJA/zJDrhkWtgNBrxile8gsFgwOJiMOwtvqbqF0LUGoZRhP5vv3ELr33ta7n11lvxPhBfrK+v472vtRIHgwFFUbBQsS9u27aNNE1ZXFys5TOCzqEm1QmT8ZikcrZwoV4x0bqqm9SMB33OPPNMLr74YgaDAd1Oi8OHD/PiF7+Y6667jp8+M2S2v33X3Zx2yqns3Lmztq+Sqkb/0zd8hpe//OX81//250wmk0AiVBOGGdbX12dsuzgPY1Yyrh/OefCGyGbqIQRFrEGnKYnOyE0JUpAkoS8Ce6nF4UmylJZtk7qM4XAYnC5jscbgjMGLkMnTia7LjDqdTq0LGG3G+D5AQNQNxyMGg0HIsLaChI4QIjhfFWohkil579nY2KDVapGmUz1IW9krSilKayqd2JJ8XKA2Avrufx4H7odskTkm1oE5XxVRH+fd3iyq2GyqKmDEQZKoQLKgBc4ZjAmMWiFV2mHLli0Vg5Gqo3XjcSBKmEwKWlmHNOlw0cWXc/nloJTle48e4Etf/grbt2/n5JNPJU0zklSTChUY+JCkWmEKT1nmjMdw8OBBut0ul1xyCYuLi9x0003cfsednH7GmSGKWgkACE2uAAAgAElEQVRC5mWBEiFy2O11MLasHBg1o9nW7IfQh7P0z/Hv807c/L/N8xwvi/mDQKqe7Ninch4hFONxTp4XFLlnobdM4Q22DMQMR9f6nHTyaZx//vls3bICOG6++WYeeehBHnl0Pzt37uSGT36a8TiIYt57/31878BjnHXWs3jWuRfihUJniqzToXQO70EpjdYBJqDTlNNOP4s7bv069957L8ZaFpe3ct6FF7Fr5x5uu+02isJw4ol7OGnPMxmNRhTGcN75z+Xzn/88N33hi1x55ZU4maCTNs5Dp9uj010g0bEuMzCH0c14fNLn5JdexmleMh6VSOUQqee0Viv0lQuLVxRAz61jnGruf+BhRpMJu07YwQnbt/H4gUfZs3cvZpLjpOCV73onyidsXdlKvlFyON9gx7PPZtu5+9i1axeDySRkvQClutjGsESoFkCSBodtUBh8J2jh1EhJn4OwCBxaVIRBDphYdBEK3z1VvVtZYIYliJAZUIkGLdGyyt4CMuuiWl2SNMFpic0yjLWoVopAkQhJ4S0y0WjrkU4yUR5rZSCG8QLhLEiN1AlaGaQyeG1JvUS4IS73CFuylLWYTCZYJyknYzIS0kQGTH6S4KQK4WQhgugvAbbkpKuyW7IK3FRwiyxlaCZs5AN6S4usDwa0hMCLYIxJr/DOVkKnDi0Uwnn6pqq1TCW6oyltCRqsc6RO1QKpYT3zEPUxUx8in9aSKIUrCzq6y6QoMYlDZZKJshjlAxzPBeps5VWgfBbU50Y+7Zz9Q2pCBHh11u2Ql0WdOYji0iVVfbKYZmfX1tYqnUlFu91GC00+zmsNNaG7oQ7LWoQjSFioqVFdZ28qZ6C5Dyz2gtFpnWfY7wNTcerRZIwX0O11yfOcW265haOHj7CyssJpp52G955+v89wOOTIkSN472m1W5RFyF585777+MpX/op2O+Ot1/wCjz76KF/5yteQUnP48FG+9KUvcffdd/O//m//lOXlZYwJEh2DwYD77ruvhlhecskl/M3f/A033ngjO3bsYMeOHfT7fZIkYWlpiY997GOsr6+zc+dOLrroIg4cOMBdd93FaDzk85//PN/97nf5lV/5FbTWDAYDTj31VO68806uv/56skRy9dVX147i6uoqWuvawP3Od77D2Wefzfr6Ot/+9rc5++yzWVlZ4Rvf+AZ79+7lGc94BkVR1IiHaAQ3A5p1sHNqGdeOthSirtuXIqzL0tm6NjEcP32NZThh8JVj/ZILGlxh+620MQVkTDN9cVyb9kDU44UgAVEHeNx0wxAiUJg4UyCFwjtH6T1KBTkDJSTNIPNmMLzY/CZJAO89kyJkMg888Thf+9rXuPnmm3nBC15QB4KXlpZqfdZHH32Uk08+pe7jP/zD/5d+v89jjz3Gtm3bePzxx9mxYwdr/Q0mw6Djluc5d9xxB1JKtm7dyuc+9zle85rXsLy8zGA84tvf/naoxSoKyrJkbW1tJvt7x1dur2s2kySh3+/X8wTgwQcfrLNx1trwHpcl5513HgcPHuSmm27iO/d+m3f/7+/Fe8/i4iL3fudB0jSl3+9z4MABhsMhWZYxHo45fPgwZ5y5jy996Yvcdddd/PN//s9Z6HUoSstJu/fw2f/63zjz7LM4dOgQ/+gfvy6MUZohPGRpSitJOXz4MMNhn42NDVZXgxbimWeeybe+9S12734Gu3fvrjLp02SJreZKDBJEGHYiFbkpEUpXDJ6hFs9VAfV2u82kyGv4bRQdH4/HoVa0cqTSLCMVIsiW6ARTlDh8XZuKDA50v99n27ZtdaZaKVWX8QQ7TtOVXbTWrG1sALC+uhYy4UXJeDhicXGxkiMIgZ+VlRWcc6yurtZw806rhVKBCdiL4JxLBN3uAn48qh3HH7X9xDtwvV4PU04q714ihEQwa1g0MzrOz2pkzBxXdYcUEmPGiAbs78Lzz+Wss85CCMHRo0c54YRdAb5pwZUCX0oy1aGbLdPXI6RLePjRJ5Aywwu47favc/fdf0fp4KJLL2PH1p3YiuVOesN1f/xR0qTDZDzGCIsRlrv/7puIpMW2Xbs5Zd9ZTCYjzjznHO68806+esstXH755ci0TVlYSutJEhFgCBJ0ZSiCIlb0xUm7mQM7n42DWT/4mMVx7vtP5gDOj8Omfd/YoOYx7nXWz21S+SmCzo2UikR3sAaytEcxkRRSUJaeu+97kD3P3Mu+fWewvLzMaLiOtSUXPu9innfJxZRlSbu7xEte+jJUqvDe0um08QKKosSKgPvPpOLyK65A60AgMhpW0COt6Y/HXPic5/GCyy7BFGWgtV7rA0Hv5oILL+KCCy9CCMHa+iBEhlodOovLvPr1P894PKa3uMjzX/gi2u02adKiKCe87vVvIB8PQyQtSShygxgVOC05Yia0dYsiS5HS024JBi70hQOE9dVG7FCpwJYjzn7W6YwmeYiMFzm7tp9Avz8kTVsY4Uh7HaTQjExBb7FNO+3B+hreW3Kd4tqBGENKySTPiVK13ntEpnGVEVnKKrKbqUDhGjdxwNiiguc6fOXAeQvOeUwG1lfOmjUIWZKbMWYSCEt6iwuhzyvxYQCbpHil0VmLQnrGkwm628JISU9lJIWDDJyW+NyhvEIrQYgXu+D8ChmCHcLjlMAkCV4L0rQXIFplgnE5fefR3TaaDp2VZfob6wwnY7w1tLEgJU6F+drWCkqLsAYrCgpjSckQSLCeDEmRD2gngnaSYfIRS+0UJaD0Fik0VCLbKIktSnxRYJ1DmzI8v/OY4YBWpw3KUzqDzgIUzGDxeJKWruBMkrIyvNMkxemgjSiMYCHr4EqBNBJfBsyUdB7pIBECr2TlfAdjPbLLPt3+YbUkSQLZTyUjUFqLSgI8UAL5pCAvi9p4iZDCaMQ445AVJDi2ZuAuOgLHIiwi26Gs1/DRaEKeF5XTLxAVQx6uYPu2nYxGEzrdBU488USstbTSDKUUGxsbiCoAUteUFDneC4aDnO5Cj0svvZQ77ryd/fsf5ujaGlu2bCHrtFnZthWLZ2M44uRTT2FjMKK0npWtW5kUBaeffnqddRNCsHfvXlZXV3nggQc477zzaufGe8/evXu5//77Oemkk9i+fXst5t3tdjE+1He/8MorWF5Z4ujRo2Qyo7fQ5Zxzn8V9993H8vIiJ560h9FoFKj6teLMs8/CCbjwoufWkMXV1VWeeOIJLr/8ctbX1wMkrAqGlWVJojMq4j7CCtpgW4xB6caOHO2feTuo/qvwRIZC58wMoiXopgSCE+9F47xT20AKAYIaonk8xI2VweiWjfITIafIGumhFKGuW4qQxaMKECgRKzg8m/hrM8GD2A3NjI/3nrSVYcehRvklL30pBw89zuUvvILnPOc5YW83Jec8+1xanTYvffnLsD6Ik1vjuPJFL+LQoUPs2LmTJEtBCvbuO53F5RWuuOIK1o+u1pC+Rx55BCklu3btqufycDgkyVK2bNnCvn37QplHUfCiF70oiGJ7zymnnELWTjnllFNC7ZVStXMQoczPfe5zEUKwvr5OkiRccMEFtKug/WWXXcYNn/wUF198MQvdLsPBiLSjWeh0Weh0WT18hDP27WPtyFFWVlZot7ocOHCAt7/jGg4fPsihAwdrWHCaSJ7z3Av4i5sOceONN/Lu97wnkJqMRoHtcTwO97gs2LZtG4cOHWRhYYHHHnuM0WjEeeedx19+6cscOnSUs88+OzhETG3OzexOU5G7xeGVUgYSG+eCPqGzTIqcoupnZS2ltUyKoHVrqrUBKTEuMFRKRMiuVvIQMXum0xTnDVIR4L1YnLcoIShNiXXBzlc+nNdX/V/XvzVku6YZUl1nyeNxEVqrq6yyKQyFcEgCqVheFEhjNrdlf4gmnmqG5O+znfvsc/1ffOELP/gXraGcjDH5iE6nFRiWEMzLnDedgXnnrWmEeC1rWtsiz0mE5567v8mdd9yOkxrnBf1xSG2//e1vZ7Cxwcevu46F5QV+7jX/iEQp7rzzdu6++260Tnnjm96G8J5uJ+H/+cC/R0rJ0tYdvO4Nb0IIx2iwwXXXfRSEo5V1akHFBMNrX/ta7rjjm+x/5FEuvfT57NpzEmkrY/93H+KLX/wiWZZx9dVXc8MNN6CU4uqrr2bn9i089MjD/PVf/zVnP/s8Tj5lHyDQOj1mwYtNNCJl8zAoeZyFE0KEbt7hO9735qGWdX83IR7i2O/Ux5lZ0fKZc8TwoXWURahfkF6Alzz82GOYImfnCbtYWVnhiSeOsLS0hMbQH6zzkY98hLe//RqSJOPQoUM8Y8/JDIsJrU7GeDxm/yMPsW/fPsajnFRrHn7sLpRO2bP7VPrrlrv+7n5u+9tv4r1n69aM1//86yjGE/7gD/6Ad73rXSxtWQl060uLjAfDiq47oz8aBjiTCIucIGjc3fa3t7KyssLFFz6XT97wKa688kqE9Nx888301zd49atfXWs1IQXB6xEI42q8/LrJa7jAMWOtBNYEcdQAYQEqZ0knLbySOFXVE3iPMp6028F5X0eXohZTHKO4QM+PWRxPuUlkNMBppuMsncdbhykLhJ0EEW5jYJhTDocUGwMwwSjsLi3Q6S3ipCA3AT4osgSvNGkrwwiPylpMjCVJU5TS+NJglUBohbThWq5hqNRMaCIaIo7ClAhrSLxArQ7wG0OKI+uY8ZgkVWgpaGUpgyNHGK2u0slaSBS5DTWn7V6XyXCEsI4yL0iytJYDKctyBg0gRBCJBRCprmvyvPcInQVB2URhTIHwntHGOsoosnYHlSWMMbQXevgKCpYKhSnK2hBNspCBkVIG8qQ0RacJhdSUWqB7bXRvgay7iMgySuFxUuA1KFEVg5cGO5mA82wMx2wYS3vHVrrLW48xnOahM5u9uzt37rzde3/hMYvC023TJoTwVNThM9EzrUCGeqSX/MpbMVtbbJSTYCzkeaBXV5JUJyRKURahLlNrXTskQoi63kMLzbLocsWeMzj3p/ZyYtLDyeAYJj5IdOQyrFrANAvj494x3V+1D+QHnaUFECJQgQsqCvcu+ShAfWWW1BAjIUJtS6YDPL0oCrqLXWSmGAxGTMaGj/3RRznllFNoZSlnnLGPk07aHRwvkdFqtRCSkPlrMM3Fe922sqXOPEZCg1iLDdSsmRFSGutsYhYzy8I1jHcMBoOQGaxIFYwxNVN0POdoNGJpaSkQNFS1ODELWZYlnaxVQ/nvvvtutm3bxlVXXcXu3bsZj8eBzMKWzXkwMy/iO9fcuzcLnk7bsQHSYxA4AmCqfRa04KYCzVJKCmvqa26W+QqdOSsjUkzyOkssRCCFUlrgvZ0hukh1Uu9fkaRivjXXG+89vkJhxWuaaqNUFexPpwnddoejR4/W0PLmuMeMnCKpM15RiiGynEZopMKz1FuohbtvuukmvvrVr7J792727dvHVVddVdWjhkDalqXlwMTaDnDK/tp6CKgkmsLkdbYtQnlbrVadyRFCcGRtnXa7jTEGLabZogjrs65EJdW7XRi6naW636wrMRU7Y6JSfu/3PkSnlzEc9jnttNN4xStfTmkd1oa+Xllc4iMf+QjjIuctb31rDZtc6PXAOsbDEVl3EWMKxpMhaaoZTQIREkICmiI3tFu6khGIJDubZOC0RPgAZR04yweu/2P2M2AiPTkF7SzBa0dhTLCXqnEZj8d1raxSKsBVvaPXatNf30A4z5YtW9BZSn84wEENRY79MhwOSZKE5eVlDh06VL/HSZZx9OjRoH1bkbaI6joRzTDObfV/XTtzIQAmakZPKSVLy4v4wYRcOGwZyixarQ7qSM6tv/UnMyWjmzXv/bFG81z7ic7AAXUESlKFbLyAuRf+B6rDECGTp7UMuiQ+vNytdpfFLVs5fctOlrasIGTw/LN2G4mh3QoLUT4ZMBn3WV5eRpGTaMXf/NVX2bl1C9u3b+d5l1yGn4yx0qCVIE0UeW542zXXkCQJf/Znf8ZkNKYoDHt2n8TD332YO+64g5877VQm+YR77rmHoii4+OKLa0M94LE9/cEGd955J4dX1yjLsCBl7TammGq9HXex5dhI2mZRtToSG8Ir4Zgnyc79QH1/vCF5iufQOuiRFOMJn/70pzm8ehSlgoBpkiS8613/jEF/lUR47rz9Dg587zG+t/8x/vi6P+GCCy7glNfvrSAufZyxfPyP/5R/8o538J8+/CH27dvHjt0n8I1bb+Nf/stfZWGhRbsDp5wWNtyP/qc/YmN1rYY5dDodDn7vMd7//vfzvvf9Gmma8q1vfYsbbriBXq/H6aefzmt+/vUz3swjjzzC5/77Zzlxx3a++IXP86Irr+BPP/6nNeb6vvvu45RTTgGhAmOYDwXeSisEgv5wgO62jw859QJVsclJD0gXoqw+sIrhPRXFYv2V0WhEWhUqR9x/XJSb5EDzbTPnv/m3ppafE9MCdEmor1Q2OJlCKpJ2BzOuJAOSBKkV1jtkolGtlNJZtJqSLEwmE7JWB6oNUSmFt0Hc3YduQPjZYI6100wilXwIIpAgpGlG0gExKqEIGnbGeIoqAqhUKPwHVYmEUtfKSK1DDVxVrwvTutz4LikhGRcBEqmcRWiFUBIhdbWJhynS7/cR3lNOJix1V0AKjAv9kCQpkyJHeCiLAu8CVTtQ1w4CFRzKMykLkl4L0kAw47WkADIhEMKBszVjnXAeXxQMV9c5cvAQW0/YxeDoUVrLizhjw73+GN7zp9uP1pqwIFsZqEIp8jLUbWgp6XUX0CKdob333tPtdoOxmhuED+x67Xablm5hqnokEfzEyiGf3WOliKbEVHhZoQJCxjlKE/LBVCy6w+EQLSQy0YE9E+h2u3X2yZUhM9TpdAIEkZAVXFxc5F3velcFQbZYV5LoYNS1siAXgPBkWRbqWYYBuhllazY2NnDO0ev1AjFBu12TuERjftu2bbWYL1Abj61WqyZr6ix0yLKkqkEa0ul0AEmns1jV1uQIoVhYWKhrd2KWM7Iabt26ta5De/nLX86rX/1qrLX1HhLhYk06dmDGcaqdLxdqhoOTNT1uZn5USHUhJaIBeRRVrq7+3VUwTBGct3DtSjeu2u8zpSvHnZqRtG4irOHESmbvEQg6aVI/hxAgtMR6g5QVLFtMIbbN9fF4cx2aWbfKEXXTZzfGIKsAVpIkHDp0iO3bt5PneZ3hiqQ1gZhG48oqi20MrVaXwSA4adaVIZjQ7dJKNMV4Us+LV7/61bzqVa9iNBrhvWdhYaGGFrbbbTYqKF4xCdmuTqeDMWF+x8BA8994X5FdMToJQoj6fdlSEeS0l1oMR32UVUihaocrOsStdgi2BgFqeO97302/v06S6aoWrKhqQwVaZ0xGY6655hpG+QTZQLk457BlQH3YoiRrZxTlBGstO3bswDnHcDTGOdi+fTuD/uomYzRrFIQ6y0ByE9eMJG2B9uRF2D/brS5uMqQsgx5yu92ug6CxbnVhYYFJkUPVX7qqqTPGBMIxoLSGTOkaMtlutyuUQIDCRiimTJOaqCjOvbWjR2m1ggxRURQ4J+qAeVw7wj3l0/XCO4QKcixCCrqtsM6koiIAakaxf4T2k+/AwRR7X0E85kUAvh90r24hDx+MsQomgAznPuOMM7jwORcxLFytr5ZlGStLS6w98T3uuOUbnHPOOTx47z20E8WZp52KMBOu++h1YWNwlp07Vrjl6zdTmDBhnve8i2knCRiDslXNizHkpEx8wp6TT8V99et4AXfffTedTofV9XW279zJueedR1EUnPWsZ3Hbbbfxmf/2WXqdlH5/yO7du9mzZ0/YyEsT4GGN6Nz8i3Q8mv555+6ptvne9lW/ssk4HA/SOXO+42QP51s08BOpWFtbYzTq89iBRznhhJ0cPvwESerpkKCs5vOf+wK/8Oa3cv1/voFf+7X3sbi4zO/+7u/y1ndeQ5pkfPn/+0te//o3sHPnTpxzvPOd7yQ3Cbd+424S3aHTTWh3NH/z9S9xxze/iivayESzsm0rQitQksWVZVrdTtAmk5J2r0ur2+Ff/Z/X8v73vz88W+ORIqbbWE+nu4CxngcefKhmrvrYxz7GafvOwPhYIBw6uzAG6UFn6ZPLi3gf2JYQOEJNS4igW1QZjHgvwuapIySq0iqMmjrNDfbH1WSVVJCeUHhtHL4qojfGQBSCT3S9Met2iJAjIjlRcEpUoun2epQu6BvFqGbciJqtCWOIBeHzkF9RGZ2Ft/hEkaQp3hmSROFxeFdilQpQIB9IPlSiawNBiCmblfezpEmxldZUGnPhOUP0VaCEZ9wfoHWILKdeYW1Jp9Wls7REUWVP0zRsqsp47Chs/N45ShPqJXQWjAKVZZQKvBC0Om2MEshOBq0EsgSbgBE2FLx7kLmtHFnH4dVV/CTnxBNPZGFlhXseeoTsyCqt5a0IwZM680+3v78mfGWueyiNYzieIFpJqCnynrI0KKVJOynSw1p/UNe8FUUZ1g2tkVYgZQgcKCvQXpKppF4jlNZ4IXCSyuCKN6DwXmAbARGpQ7R6YnKE8EEnSUlwnkRr8BKqul5rLYnOwr0aB0KRZrGUIWR8WjoBEWjlvXUkicY5WzkUmtJaWp0u4FAqLIoh++ZJVaVJaiqWuSTAPEuTT9cSravnkVjrObq+hq6MfmstYxMCLwJRQZrljL5pFEMXQtTOqBBhjS2tI21VLLU+OERKCBKVUkxGKCFRlZ9lKgPQO1uTkyV1KcQ0U9bMoNXZN3VssNU1DOjYtEwqJ7EymCtWv7hGxcxUXAudm9Y1x2BSOGc16QgwzM33A4O3lcMmJVKpAF2zNphaXqGVQgiFTqcGc3SkVSU/08xGRRh31Os1PpCxDIYDup0OUkZh8CCr4MrwnMYE4e7BYFA/C0iSrAVAUYYskbNlIHwCxsUYkeqK4VAFEqjSsTEZ1pldqRMmJvSdykL9+Wp/ADoJhF3WQyXt5L0nrwITSBlYrr2lVe1lMfNmra/I9MAYR1o5E0IInHC0ui0mk4A6m5QjdJIEm6N+JT06if1lUakK2n5KkJcTkkzXe7hWST2HTEX84awl09X6UUxIlcaUBbFgUmooTE7WDhmqSVXekFZ77GTcR+lpNt45F5JzjbkbfhSudHjjyZIWpijRHYWVIRuWCsF4NGI4GLKysoJWmtXDq2id0ltaxNoh3quKi8BS5gWFKXFSUWys0+v1cNV86i70yAcTjAj2e7ezwPr6OqPhkG3bArFgrJd3SoFz5JXD3ul0KoK8sA60E4kxDkyJxpMkukK0QJnn6CRBV+xshckpZLBLQ0BpwuI83OxHaP9TOHA1RE+Iin52Hib41Bw4gSVonoS0riTQm0qlA8tNFena2Nig1+my2Ftg5wknkE8G3Pfdh7n3wYcY5pZ2u82pp5/FwSeewKIYlzmpTnjo0QP0hwMWeosY53nupZej0i4tmVGi8CisTMitQcgEj2Lvaadz/wP38pUv34xKMnbtOpGzzjqLCvLLRRddzPLyFj7zmc9Qmg5bt27lRS++ioWFJdb7/TCJv8+EOR7kYjOcbhMa9VTaDGvkj5IZfQotZjbSauP9mZ95Fb1eh6Kc8IlPfILf+Y+/x9vf/k7+yw2fIs8Lbr/9m/T7Qz7+8T/lwGOPc+DAAfxH/5hfeMubGI8n3PipG/jlX/5lVla2cvjwUTpLLbJOgbFDVo9KnnnyT/PuX7qWgwcPcvZPn8X+/fsxpUMKzXiUh6i2mxZwr6ys0Ol06ujafOt0e2zftYvP/Pf/Tpa1amM+FsFHeI7NJ8HZEUFkPjonRVkC/rgQSu8dWIfDVbTLDlXVMyltqbAGYdyrZLaSU/reKIgbx+3vxWivHK9IOa21RglF7oL+oa+MOm8MMk1DhktJSu+CfkwFeVJpVq8H0SA55lKNz+a1CKWvItMexnmO8o7SW7RSlDanLB2uLEgTXcHYFKnKQrbLBikHnEfogL8viqLOzMYIbBAYdbQqA1DqEB0sTVlDsgRTNrrOcpvhcBiE4bME7RXOmkDBXJSUwzFKCLwtpwaMFKgqcp5IiZXQXVgIWZXokKYJqt2iEBX5SWkrLcMSIQJ2f9v27fi8RCuFkUFzb0dleDRhkj8ubP/T7fu3mdXTU9Fth6rUGn6mG1lnplT6tYB3HowSa22tr+jt7BjW671v/q4b68vmKA6pgzMVjcV6fjSWJSeAuQBdvR8dgwbxm86zgDQSSDX9bjSYZ87nfZ1pCj/TNSBKlAgh0Ekwi2o9KaYBHlMRMwg31YNq1m3PBIAaJD8xCzXfNnN8NoNJxn83+/8P0jbb4+PYRKekWfIwD83czFZowlQbZ8Z5gVShn6UEqUImL7YQaJqFcjavUY+Hns41KXTQ0TWG2kEQFRqkcW/R6WvC+6VUtWi5qKKfgqDx6pwL5CxaI32Yl0EDtkIcVbWDsnLMo72JnNW/a/auFAIvg86eEAKcR9JcLxtZ04Zz41yDgVtAIht0/GLeKRdVXVdzzvgZu6uZzfQBenNM9kcwDZg0bTzFsfwI3tuaUbQ5D2fJdcJZjw2INjNyIqBiBGgB3gVkC5nAO4/zllSlpDrDGY9KNEkS9pwIp2y+g1mWMRmNQhlBGthvo1ZclOWYTCY1oUx8X1dXV+u+b54vQqIjUiGOiXAe6UNQqO5XOyUXss5gCoN3Ektgts/zHB+z1ohj+v+HbT/RDlycCKUxCNGqIJTHQgeaC2JTP2V+gQ+TAryvYA55Dj5ECzKd4IwlSVKEkiHS5hMuv/wK7t5xAo8//jgrKyuccMIJrKyskCQJW7ft4Gdfu0SStSitJatS9cI7nNQsLCzx8qt/Nhh1vUWKouCqV7yKVrdDUulRnHvuuTzv4udy5MgRtm7fTl4ETZxJHihpi9LwzFNO5d3veS+I+NIGEouFhQXg2MW2WVQqK8rgGBVpbo6q6sdI5zzTp7E/Gxj1eB0lphAPZ0P0VklVUSpMW3Mz2iw7N3/ck8IhcBkAACAASURBVP1NiiAfIaWkv7aOkgkPPrAfrSWTfESadLn0kitIdIetW7ZzxplnYazlTW9+CzfffDO/+K7/he985z6eufeZdNo9rrrqKr73yH4OHTqEMYbrr7+efr5Kp5OhtSTRLT74wd9HilBL8od/+Idce+21IepZCTlPihzrHZO8YHl5Ges8R46uopMUUUUK49xzePK8ZOeuE7nrrrvIi5zCWrqLi+gKwthbWmJ9MMBV0IGYXZIqvMYq0fi5aO3MmFURRkqLK3LSqs7Be0PhxmSL3ZAJUzrA4oLVV9cMWGtrgdG4STafYX6ePZXmnAtOm7EB1lg5TtEA9T7IRGRJOq2pqH4Ka8gSjfUOiyetJD5CgbKvnNjpO79Zrd4x8zpurt4hvaAwJmz63pF2g3C2V1AWE3Q7YzQYoNOMTCnyYaBuLssyFJpXhCGFCbU43W4XoN4UYl1DaUIGzjHdaCP+HgWmLPGx/rCV4UTGqMzJ2i20CvVLUgicMShREbH4Em88zhiKsqI2zieobgdnDDpNGAzHtJcX0WnKpCwQrRaitJjxmLw/wkzGCDzdpUX0lgW8FExMiWhlqE6LsS3ZqqeOb1xH4lxozovmBvh0+/tpQaDbUlQ6R2VZBlbjKgAjparf3zrar0IBfjT48kmBKMRM1rj5voRx9ki5uaPRNOIipbyxpjaSY+Zj5nub4AZmAqtCzBiR88fFz8uY3SCSfVBnU4A6MBXv1fvmmjW9p1gX6Ku1HKiFs5uGbJMRsjn/m85PuHC1z0UJhmZ/bbK3NSGEx9v7fli0zPw5m4Z+fK4mL0DT+W5+r0kTH3+fbW4GEtm8r7oGTgisn907mteacTzi/3HHrCsASSsDJSt1OnAu2CWxikhIga7+Pn2GaV1fsFUq+Ho4O47GfBYyQEsrI3++rzfr/8icGElchAdL4PIM62G4r3DtKfx5ZjxktG9n38HoaMXxme/92tloOHEz89NOHff4WWCtbpYSUD9HJP4Je5KsyW2a4zN7LTtzfVGR0+Cn9ZrGeIQI2XlJLMvQDCcjNiYDdiwvIqQMmnrVnupFEEdv8iLE+WfngjbOWCJUQPhQDhIF0YuKCKXVatXcBLFEJKKNhBCVzqqv18yyLCkmY4QI2fbI6JskSUV6V6AraHVRGBKlUEkCLpxXK01a/vjIv36id9So5bCZM3a8FgcjGqRHjhypB+ALf/FZJpMJpmJ463S6nHb6Pi655DIeeOCBQOFaFCRK08qyCpaRsG/fGVx66fM566xnsW3bDoLgo2J9dYMtW7axuLDC4sJWWu0ltMoYDsdoobFFSa+3yGg0YTIc8cTBx1nqLaB9yWRtldVDB7nvnm+jZMLK1u14IdFZGrKCSWCma/54lYBMjqkBjBjd+HL9IDA4749T62QdJi9wpcEbCzZkTaQPC5a3DluasHlVP81I/VMZp6cSZWyeL76YH/7wh3nhlZdzySXP4/777+fhhx9mNBpxzjnnMJmMuPzKF7L9hO3sfsZudu3ehUoVK9tW6C31OPW0vZTW0Wn3WNm6nfe979/wqqtfzeEnjvJP3vEvaGfbMWUQG333e/4pO0/scM3bX8fJp+ylt7hMb3EZ6wXGBW0eoRWmcjCyTpv1QZ9/8d73cNY5z5rrD0XSynjk0cf4Rz//BoajCXlhuOqlL+cDv/07/Otrf42XXPUyhNR86EMfYjQaBSNLigB91BXeutEXcz0KIqT9XT5BFyVudYP8sUNM9h/CH1nFHDxCvrqGKIPmXOkbtVOV0O14PAaODZL8IO3JEsKCEACQjei4TpMG7CI8o60W/Li5xCjtuMjr99s4W0fgNptv86Q9M806TBngNEmSINOEbLFHkSnotlGdDjJrkbTbSKFRKqkgrOF9mVR1i1IrVJoE51pA1m6xMeij0wTjbMhyJrrOvlkb5BOECw6swaCSUCuyMehjhUC1WiAFk6LAel+LzUbh1mI8QVqP9oLlTo92mpFIFbK244LRE6sMD6/Slprx0XXWHz+MmxT48QQxniD6Q9gYINaHqEFOq/TkT6yFY48cRQjBKaftZduO7X8v7/TT7YdrzWixEKJmTjMV61kMhsQam8lkAkoG0o1WVgdq4jnid+K7NW+kbvbTdGrqOVFlXcI+cvx148nmUNyD5p3EeUO/+Xm8lyY0uvnZDDSvChjFqHsdGCRkCaKmli0NZV7MnCtmyGN9TR3J91Swyen7IRvfO16bh3LP933TIG+25nHHe8dmsyRi02ef76N5m2mG+O247/NUVDzCyWOgoL5WQwdrfv40r1c7ixWkMs7n0tmZ+4nzNrZY59m8Zvx/857iGEY4adOmjPuM9SFD549zr81naM5HIUTtREaH0DiHrc5dFAVlMQ2gWHvsvG3Oh3nnfn5c5n/mx2yzeTM/L+LcqEdyzgGP552/dnO8/DTOGn5c9dP4LNadxnrxdrvNYDBgPB6zsLBQsTsWIBxZK5C1WFMghMfaEm9KyjIPpR0IlBDh/ZzkuDJorznn0NXYRr6I6JwlSVLXJ0Yh7slkUq95MUg+v1akaVrpvoUga7Qx4vzRWtd1dHGtjTV7wb/40fXfYvuJzsDFDanMRyz2utP07FP4XhyUu+++m0svvZQPfOADSD/h+S+4Akml3J5mdLsL3HLrbTx0/wN86lOfYmJgcWmJV//sz4Y6gvEIrYKBZowJWTBv0Uj+8MMf4sorXshPP+scPvPZz/GmN7wRW064/uMf5wWXv5DzL7yQQ4ef4N/+23/L+9//m3zwP/42V199NUqWfO6mmzjxhD0sL2/h3Gefj8OhkgRnHNYGmtWos1E/F65K/c9vhNPo2vHq3TZr8QWIxmGzRQMhLoDNc8fFIBqk0wXnx5Y5rtt0w6Iuun3zm99Mr9fjQ//pw2zdtsQb3vh6fvVXfxUhDStbFhFC0GplbGz0+cx//S9ccsklKKXo9Tp1pOfIkSc4dOgQr3/jG/iTP/tTPvKhD/PE2mGGozU+dcN/5m3XvJ0//ZNPcPDgIT760Y+zvr6OMYbrrruuronIsox3vuMX6XYXKArD9u07+Z3f+d3aKZa+gjaJUIR9+QteyLPOeTZbt27n13/911FKcf7553PWWWdRFAWLi4uUZck117yt1iRMVFZh16txaUQ0j42QhyyX9oEBrBiMsONJ5XgLvNQkDnxpEFWmObZolMRF98cBn3RitgYQguMS55xXAWKjvQ4ECiJAVoSSeD/d1AP98HSeSTWdh7EIfLP5fjwnNGYBrXWBTME7hJbkzkBFMKKED3WrNqN/dJ3c2areNNTNKRVYr4wxOO/otttE5rmlpaX6/sK4zBo6taPqHUIGwgjhHDJRgXVVCqSXFHWEN/yUZUmmElId6me01uSTEUJKHJWxIsJGphyM1/tkywu02y3Gw3GoGRwbzGhC4sFZR6IV5XAYBBdEKF0arq6z0G6HmiWe3PB+uv2Pa00jL+6FOgtQogD/C/NzXAkJRzKAwvu6/tTh6xo5IQTW2BpxVQGgqnXdHXPdmUyJEFgzNTLDftHcs6bvnvNTVMz8OeL5m7/P72PT527o0lUius5O96JYKxu/55yvjSnvq3OqQF62ur7Gge89VqNPRhU0q50GkfN9p++tBc+jLaEqyJ6QEikEtjEeEPTQasiip3q3j31vmsZ0c42az/7F55gP2H2/vX1+b2i+v5s5wpvZDPOOxGbPEajgXRB5lxKtpqiT4BzZmfPOOynNZy5MCNZLUdVB+1ArFrNRidZYa4iQR2McU5yQACTOuhmCFykFxtgaVhm+G7JkTY1LS6gJr/uL+BzT/gsOUhyHWShnOEcV2Pa+Am4KnA37RD2WciqqHlldJRKlpo5cUTkKM3lCH8TSmy0+p6jIuHy1ftfzT8xCZZsO3vxYxz2/HhMlZ7BUzXk5/9wwDVg0HeJw7QrlJQW+CoB0sg5CJEycYTAYVCysDkGQ2yjLkl6vx/rGBlu3bkVrzWg0YjQZ4Su7ZHGlVxMArfU3Qj1u5Zh1Op2aiVKIQDITHbk8z9mydbm+d2MMS0tLFaNtCADkeY5y03UnEszleR6QV2nKaDQKpCdZgjCOJE1DBk4qyqJkvsTrR2n/4By4+cXnyQwDlSaB+rwiGZAupMwTOftYzXNGGtIsy1hfW+Oev7uLnzpxN/lwhCkHfPLPPoHUKe/4J7+IxDMeTXjs4OO86Rfewsknn8xv/YcP8I9f+3MkUlA6EEpj8WHxEAS9h0QxKUMd2xf/8sucuu8M2olm7ehhkiRhNM758l/dzBlnnU5vocO+0/ey0V9F6SCArJJFzrngebzkJS9iYWGJoihptdtYGyI2sYZGqVkY3vyiPN3cIkUyQAW5koF5T1QLYm00NxbjWFu1aUZHiDr70UzXw5Rh0HtwiFBgLY8d2+ZCvdmmU7/oHLuJN+8DgjNQOMuk3+faf/M+nv/85/PCl7yUfafu5dpr30ertQy6xTAvA8toe4G7bvsmu3btYvczn8mH/uiPeN3rXg84jLEsLvb45f/jvYzHYy6++GIee+IQC0sL/OK7/hlKaSZlwcWXXsa2bdsqxybQxL/hja9neXm56hPHTz1jD6qx2GV6Fn4hnAcCNt57y8pyD0zQGAEoyxwpodVKcc6gtaSzuIAhQOuUm611qzcVqM5dXw2BQguFLXPExJAYjy2DtopKE7QPbFdJmiJUic5alJjaUY+OZzTInsxQeNK/UcGmnEd5gbTBSfIYvJyyNGVJynhSYAqLkdDO2gFqYgtEoiqG0ar2T2mkUrR0SuGq2tWGweSYEoiEIEeICIZ7reY4VeG/cyjvQ42Zd2CDAeKEoNPrMh4NSHs9iuEYI0taS4vk/UGARruSRCmM9SQ6QViL8iL05SSnGOYI6YO2TaeF1MGZnkxGJFqj8SChdCWtToe8MHgPSdomJ+gUBcdXoaPAuydALAGb54hUgg2zLsKK86IIcFgVNndnDVuWlxnkObLI6CRtjFCkKtRU2rJEeYMoHaqUdDsp4zynKEt2bT2Jh46uMskVrcUtONwxa8CTtacSPHq6/eBNa02WKUa2CAaz1nUWotVqkagEJyQeAimJ95gItVQaTzDW21m7hlgqlWK8R2kd2EidxxiL28R0EFDrMUGAdBamDAEPldSogYVeMIparVYdmLrlllvqDEkMGD772c8OIr1pWotdAzz3uc+tI91xPZJSkrUSDh48yOLiIg88+CCPP/44+07dy549e+j3+4Edrgpk3HrrrZSl5fLLL6/kFGxgs5UCWWUl/+qv/qqqIXcoBKPRiMUqM7C41GPv3r11oC5KgzSDmDVUMmaIqBAtQtbO22bZkM32c5g1rpt75/GyeU3nr5nFaQquN52w5rnj/4/nLMesXdwTmlna6BjYSv4gGsubQSmbz9bM3DaPc0xRQ1S2nbA+9OG009DJlOVSJ0lt1zgXWFCzBltuuFalfRifVU6hgYjAzOyNn/lODGTF+wwZZl/XSsa6RyEE3pmZ54/OfT2+gLUxayjxvipH8bL2PeP91xnc6OTFyTUXAd0sEFKPS4Xy8FUkPb4382PRHIP5OQGBOAYxe9z89WjUOgqioxiUUOKxSklE1e8xQCKSAFtsdxaYbFQC2iYE1WN/GGPodjq0Wi2OHj0aoJBpytrRVRa7PQSQJkkt9i11YL1FaoRWjMej4Oi1W8gk2O8qTciqYHBEKUTykuY4OOdwZSTZCRDMhYWFGvFjra0zcBCc7ZKAjkBpsixDjZ/OwAHhxeh0OqQ64HeFVBh3/AUNwuSJ9KNRvPNT13+SZz/72dx731288+3voD8cMNjoU5iSz930ea699lo+8fE/5oMf/CC/+q//TxYXF4MnnoaCynmDpE414znt9NP5+te/HohPej0GgwFnn3MOt932t6yvB32P/fv38+lPf5qs0qDYe/rZ3Hb7jTzy6H52797NG9/wJgaDEVKGiRFTvE1Det6gflLHt+H4CSHqKGQ832Z9Nt/iBjpvuHk5ez8iFEvU0IP5fqo/22SzambXvt8zxb9nnTa/9+EPhdR8EeJEv/07vxuiKMYHUVTgBZc9n8uf/wLGeYig/OIvvpNUZygZIneuirIsLCyQJAntdpu8NHQ6gW67LEv27NnTuKewMG/btq3uk+NB956sXxUcm5aqjo21LN1uNxB1VNokTWbDWYjM1MAHgsCvC4X5IrhLJFlKSyl0p4XPEoRS4e9VRkio2XkxDxd5Ku14hogMcUisMYjKiROEqJy0Hq2rjF9pSap7885hrSGVAaeeShEy0wT6fFN4dKtbSRDIaXZYiLomBx9CGnpuk6rnrQxOVZyzSZZOC+J9YHWcFIb28iKRvWu5lTFaW0OTEXWTjPGk7RbOhUCQFpKkleFtSVKNZzEJBdepTgNs0oGWAR5dliVK6FAfWQZDuDA5zoGVQRIgSYO2nfUOlUi0VjhRCY4aWwd6tK4CTd4jhEM4iSlL2llCOcmDgV76YBgVBS0U3oHJC/pFARNN2mnjymBkr62t0du+syLHeGqtGWF/uv34W6vVYkyA6kQHzrqpvlmYq1Mtrmh8F96DkqRSUZY2UGA3DXzCeheK9wkaiscZwugcPPzww9xy69/S6nZ48YtfjBlP6PV6fO/RA3zyhht5zWteg0wSOgsLeO95xjOeUQcMDx8+zCc/+UlOPPFElpeXOXLkCJ/5zGd47WtfizGGD37wg7ztbW9jy5YtYR+u9rPDhw+Tpim33347997zHV71qldx/Z99gq1bt/LKV76SNE35xm3f4M477+Q5z3kOxjj+/M//nPPOO49TTz0NIQRFUdDuttBa85a3vKWO2Gc6QVeszlJKSluQjycsLy+zthbkYyLkCqos2SZ4k5ml3c1quEUnpvl+HG+NfSpr7/EybU0nK37+VLJ2zWObDmQzGzd77Fydt2ved3xeUzt3cR9r7ptCVBkkH9YuojPsLN5Nj4kU/NGhjyQV8TmTJAn7y8xeFJyv5vPXz1I9h43jEYAPlbM3lS6Yrn5yek7AV3vZjPNb2UHU4xKIPMJ5Ku50Hxyd4/X98ZpsvK/M7c1SVMR8DQc5Zuh/mCbEVKoiXvOpnCv2YzwHVHDMSlOw0+mg9RgvQyC53++zsmUJvMWYAmtLtAClgrC51hJT5giCtFCsZyuLYjag4CuGT+QMxHw4HFIURQhuVYiE+PeYcZtMJnWgQmvNli1bGKwGtJWUklbSqoMjdZA7CUkiqRyZ1MgkmbGfvA9BWn4MpXA/0Q5cHIjolQsJ1ot5X2BmQdzY2Ki1QG6//XY6aYeXvuwV3HjjjYzzDf7N//XrLC8v8y/e88v0pOStb30rH/79D/HQg/eztLTEjTfeyLbtO3jFK15Rp87noxXNxeDSSy/lt3/7tznjjDNot9vcc889/PVf/zWLiwt8556g69Vp9zj8xFHOP/98tEoZDoecdNIzeMtb3szS8iLr6+t0Or2Aj/ZhQYniojPO0lN8H+OiFu+7yYo4v+DPfzbt02MLy2MWY/57x3u5Zx3t49/8U10ghJgyVgkhMOU0OhqdHeccWRIWfKkUy73gDPVaWaCGVunM9bz3dTQ6Ov9CiFoTaCqqqap+mSWCCRG1zQMKT/ZMx9tQo+PcZObazHHfxA0PsE0FJCWTMfhEoRKN0qqix9aQpfgkiIwqpSgxIcLYgPZFzPpTfZ5mzQQ0IrJC4E2FzzcGiUc6h6iuZ2KkVmvKKsrZ7nbQ1rAxHASHwjlcUaCyYHQpwrrofVWU3oAPzxMGxF/nnVEhBKUPwvBSCFSVYffekySKfGzxUpJbg2630HkLVxS0egsUk1EQ7pYJ3YUuo3wSitCtw0qJVAIhEpS3CBH2ay0VSip0oiiregLpPbkp6S0sY73DC4WpNvkyL0BLrBAhYycktijDOCkZsqqTPMgBiAoO3m5XcgK+HpO1tTV0p4XIMlIl6HaWMJMcSktZmqDf5Sy+hCxLyMc5ZZmjhGT79q2MxQ/GODkPsX66/XhbWZb4NGRQdUWYdWRtNQQ60hSLpNPtMi5yJmWILGsV3vuyLFFJWCNsgyDAWQeqWjtkJfUhodxkeXLehbUEOHHPbn52zx6+9a1vccstt3DllVdy5x3f4v777+eqq66i1wuO22QyIVVBLy3up/feey+nnHIKO3bsqA3qyy67rCJiCYb+xsYGW7ZsqY3/mGU8cOAA9957L8985jMpioLzzz+fr33ta3jvOXLkCLffeQePPfYYr/mpn0PrlC9+6S9xePaedjreBbjTeDzm0UcfRXhwpaHX61EWRYCYusA+NyrHnHHGGayvr1eadLO1dsAMCyVQwya998c4b3HtbNblxnXp+wU8jrfuNg3/mSxSleXcDJ75ZOdpHjsPkduspn7+nJu995vVNjYzTtG2sX4Wlhcdu1iXppTGGFuhigRaJ/V+DwFtpPTxy0fqPq/OFwMXdZCcar+YD0bPP3P1bxz65v3XYxDoG3E+MF1O70c2njGOzeycOp6Z1LQF5jOZ8f/CugDBb3z2/casee76GDmLinqq9pn3gbQnzmnnXIDVelfBWQ2jYkSZeGwiasIlCOtUnue1k9RqtULWPcvo9XohE4eg3W4hfNDcU4nGlQZDkDYprUOrhCQLteKtdjsEq6v1Ix9P6HVaNdlYk9xJCEG/32dxcbFm8E3TlHGR1+trqNkzddC0KAo8hjLP6XUWQtlKXs3JH9MW+A/OgftBogJNo9Jai5Z6ZnGJkcbmgrDQ69Hf2CBNU97wxjfzm7/5f/O6N7yZXznjLP7j7/wWb3nLW9iyZQvD4ZDvfe977N+/n9FoxC/90i+xsLBAd2GJ33j/bwLU597svoQQjMY5ncUl3vmuf8oXv/hFDIKbvvBF3v9b/57Dhw/xB3/wB5xx9tmsVhNjx4kncuTIEVqtDgcPHuT3f//30YnizW/6BVqtDmmaMcqDWGTNUkczsk39+/wieLx7jPTwGxsbdQQxLvDzx858XwqQCvskY9aMKjZ/n4dazG8Izea9D5TozQzJcSJSMZMYP08zTRBmr+h6pcd7hykdifTgDSY3SO+whSVVU+ek+fzxM1+J0Mb7mql/aHwe76H+zMxtPFWrGaRqXPpshHS+H2LmryiKIJDbgNE2F0Wo1vl5rLWXWAWy3aadpIheD4zFFjkqUfg0wWuJTBOQU6IQmG6+WZbN3Pf8PW423+aDA+G9DXUAtjIotBCkUmHKQK0far6CELEUksKWiFQjUo3LbYB5Ok8qFLmxpJ2g11OYkLXKTQlCkCThPdEqqXXhpk7udC5FJ782qLKETEqEdZiiJKmISKzJKaWg01sk1RpRlownI5JOSv/wUQogyVpYD1YrFBlOhzq+yWiMd4EZS0TjzUuEUEyMJUsVIk0pra3EdBWlNRQIRKKQSYqWkvFwgnU50pSB8SovETiQnkkxxgwnpDIwcEoRcPlFUVDiUDqtnlOTTyZkUmMdKBcim2NbMBoPSVsZrRN3oL0LIqleMJkMybo9vIAdO3Zw34EDVQR9NtLenOsxcLJZXcvT7cfbQk3bmFE+Iq3qs7IsY5xPZozjmJENdVuhbtjVhoo8hoJ8mi2pIJTOg0qPuX7MYMX9qZjkXHDBBdx1111cd9117Ni+i5e85CUsLS3XQcN+v89Sr0eWBWTEYDDgrrvu4uqrr651J5eWllhYWODAgQPcdddddSQ8rvcxGm5dyaFDh9i/fz8vu+qltNvtAKGSkkcffZRn7j2V/fv3c/LJJ1f7XpuyLPnud7/LaDSqRYJFEgTEu+0Of3HT5zh69CivfMUr+OxNn+WNr/95ALZIT6/Xq4lj4vM3+2KzEFzMCBD3PiVniDrmbYon27+f7O/xWs3zwJSMav6YZrB1PuC2mSPYnB9PliVs2iibBXY3DT427YQIJYzHRYhi9Vl0CLROQuaJKn8VoBx1Nsp7H6B/ftYh8rG6swrwxdrO6BhG2yRIIB0fJTQPO3V4kgjhbH6nSrCFTNl88HDqyE3/72fsi7rv61+q/rHumLGZv08pZXguP2Vg/R+5Fgshaoe3ubYEuZOwL2mpkZnEpUHbcDwZ1jX31piaQGRjOJjW8FayAIvdHpPxmF6nWxOrKKXIkhTVSrGTfAa15n1AIDQztzFAHYW8I/N2mqYMBoNQR17JEjjnSFsZ/X4/nFMEIpakFY51XpDoJJR2tFoBEVOWofTh2ETrD9X+wTlwP2iL6c40mU7wZkr/WMfA064IBQ4dOsS+M36a62/4FC972SvYtnMX9z7wIIe+/je88mUvZ9++fZx66qk89NBDXH/99ST/P3tvGizZddV7/vZwhjyZeW/dmlQarMEaLCxbs2cNNh6fu58Ntnk28IzdYYjg0dEvaILobzQv+ER3RL8XHdERNNER3YAxWMjY4AcYDAaBMZ4QkiXbsi1ZkyWVqlRVd8o8mWfYe/eHvffJk1m3BgsZ/CK0Iyrurcy855zcZ5+11/qv//qvJGFSztna2gLoBC9i88547uiwXHfdK6nrlquvfhlJkjGZlLz73T9O21rW19f52Z/9WQaDAb/yK79C27bs37+f+XzO+voBfvmXfxlrW4xt2di339cd2GrpgT/bw3e+D2YUehgOh5Rl6Tm6PwRNeVcN0At9DNsvogdwvmmmYxFQCiG6Bq1At1nAIqu0yPotjn2+1+tOM2Zn/+yqxHCUu93rOwc8ceV6BEL7XmpKe3lbW1e0wrAzmUCbkA7SLjMEywFzXHt9ad2IOPWpP3tltPa6xhgEC+UVpWIvqr5hcyLUQARkv6wrsjyjNi2p9o7nvK7QuW+knmiN1NrXiQlPo5zNZp2S5fLcLza8voKc//4iiD+Y0GtPIbRic2uXvBhglaBVimo6JR1knDjxHOv7N0gGBWY6p51OvSxxQAnbypKPht5RtS31vMI1DU771g8CEGlKmmXYsuyu0QgPHOjRgHQ4QqkEWVSU2ydJJOzu7qKMgdYwllSD9AAAIABJREFUGGSe4hXWiBL++1RtzXA0wmlJaxYBeRL60qRJwqwsabDoRLP/yGGsEjRKka8N2V8UmLKiOX7UO1Kp5thzx9ne3mb/kUvO6ETGeuMkUEie73P84ji/kaYp2i0oknmeU1aeAmRbQ5tYlNCkUqOFDIBHjWlbVAzS2hbhTg/InVTBrbQsE6gWI9pErX3f1M2d3W5PeeaZZ7jpxlvY3NykLGccPHgQrbVvrxIcMPC1IuPxmH379gXHXHcZtgcffJAvf/nLvPOd72Q4HHbni6yEcuZpV21ok5EXA4ROun26qiomk0m3x1VVxSDLg7y3IktTr3pnLZdcdHF3/jRN2b9/P0opjlx8EfNpSTr04lFpmnY09tXAy64yLxydoxeplH1buBw0nz04O5+xl4O+EG1ZBB7PZ69dpdWvBjD9Y+2VpekHlNbS7SGWAPbEv3fghCJuCsLRtZPxmUwvbSikByP8+SxtoOUJAbGUwNekec/ZxUhqj+l1zsEZgsw9GI6nfT9fYy2xoh+8+QBwse+Y7niL3TnOWf8EywGwQ+KswRKy4bEvHMvA72nX7VwX0PZfe77rS4TLPNdq6b6fi4Hn8vUZZzvASGuNqyzzeU1dW0Z5QhsCsbppsM43zW6sYXc6IS8GGOd9EOm8/dve2iJLfIbNtK2vA9caV/u+rNZZpBDIQIfuK3a2bUvDsrJ1BMk7ETep2K0mXXAorI8n8jxnUk6ZzWY45+0RIoAlUlLP5qGsp8Ha08Gv5zv+mw7gIsoVDYiP8M8d2BhjePDBB/nEH36KX//f/zN//Ok/4R+++EVuufXVJIkveIzSyrNpSV3Pec+P/zgveclLKOc1H/u93w9BmmIymSwhWkIs+mq8973v7QrJDx06hJSSyy67LDQVlIxGaxRFgXOC0WjEzs4OeV50hdF17VGTuq7RekHji+c4H2O7yqmPo595AB8MJKEBdp+edz7j+wlYzjftvvTeeSL3qwhfVDzzaFOcO4Lx7v9hyCgF4xnRqn5Wq21bhF5ku1YziM/HNz1bkLM6+mssOjT91851nvhdEBK0YN5YEgVOKVohSYocleeoLF1k3uSij1J/M+7XUMa13lepWh17Iq8saum8+ptC43yNFYvNJU1TsA7T1iitqZ3p5PhdkF9OlMY03tBaZ5HWkUiv2GgdXaY0orcdImsWxcTLwbHrWnUo5SXElda0xpCHgmWVZdR1gypylJIU62OMSjCtReaWQmlyIZhMJl59TPiGs2jJZGdGXc5QQSkvSVPSPPX92OZzWiVIhW9SWrY1LskYjEbYYoBKUpI8xZVbTHZ3EI0hlQqEpCnnCNd62ojw9BRrDCoCEVIHBVuFlIvMnNQJaZpgmhqVpFRtQ9UYsv37MFoycQZZJBy84jKU9vTSZ559lrk5e5a/n8l/kTb5wg8RJReEjwjKsqSRtZe9d76lBsDG+r6uj1NTzz1QIRxpoih3Z7R1TToYgPXUWcWQPMtQeOVIoxMqDNIJtFMYCcaF2rreIx9rSCLN8aLDF3VO0EWHL+Laq6/pnsU++JTkWafw9vSzR1FpwnBtjAzOWtM0jIqcO994O9dcc02oW7u5YyFo7RWFsyyjaoynd+qEWWNoWgM6JckKqqphff8BmsZgLYyHIzSCtWJIoTWJc2BhPCiomposy3nu+LNcffXVDIcD0jxhVpXIVFI1dWdTNrc2O2XZOM92rz1O9mjcMXMSAqp+A+HzCdzOp450VSmy/3dn3XtVEDMLQUHMRDk8TTZmhLogS/qMU8d0iV8v0ggjQBWd9p4IR2tEyI7FwEZjXaRG+g8pB1r0mqa3DikkSsnQmBqE70Dv3xegnMO1ZqkO0aFRUoBQPj5zvq8csc7bGd+KCbGoKQuOe7f/CYF0/jpigBCze1KHulKpaa1FGu9rCCGQDrRWHWVSIEFY71M45/c46yXvY5a2u2cqaC0ID5/IwHiwgkVj7/A1Y/DZ2YUw7woPWnufKPqQvSCviyIXLRSW/ZteINlpmAgUAhsE6qKitp83R2N9CYNUMnSSsqFuUWANft0YQzrIKZuGRCpEa9GZZFrNMblmdGADJ2Bra8urSzvjxcESjREwreY0Vc0VR17CdDplbbwPIZ0HpRIV+qzW5FJAOSNJgzIqoPOMalaSKIlpavI8RYc1X5ZlB1JHHyfWxHmQ2TGfzZBKUTf1ki8khCCREqykqiqy8RA7rRDWsW88QjvjI6+mN+/Pc/w3H8At0Z5CALdKoVxtTNm2hmuvvZZf+7VfY3t7mzvvuI3d3SmDcYISkhuuv562mjOdTimKgl/8pf8Z4WRAk1M+9KEPAVBWdYcu90c8Z9nMOxnzJPdZrul02qGBBsfW7g5CCLZ2dxiNRwENaLC2DUGVbzA4Hg84ceIEySDteskszhucYSGXiqS7B7FHpbPidOMdU9FFUVCWZZd1WjRBlZ08vack0rMYi4c7qjP1N/VVdE+s/B7/SbfcH6zv8MlzBOWr59qLPtAfdkVyl0ArEFKBaU9zSqPD0WV1xEIEIBZMK5UsnXPl8HuOVaT1bIFw35D0g+wojNOfgwW9YkUZCmiFp5E6gVeXSxTJaAAzAVkCUmPCXuoVosTivoWfZVkCsqPsRvSso5q65bqNve5LmHTvZEiJrS2N8UqK0oFxnoZlhM9WpYOcpm3RmUfl/EYtsEKQ5gNmTU0rHFXdkqNJ86zrxRTnwqzQimV0sLoG4QsE1C0WKmmSdA6mkV6dyjpwSlJXrQ+G1vZhMaQ6oTYO08wopz4bIpWXuB6OC+9USwFKopVGS+XVqxrj178UpIPcB6DOkWpBm2i/2SWSSkNSFFy2cS07R5/l2UefwBmLNG333GZZhm0NUilaU2OFD2aN9bV78fs3dU2S+QCZ1qCFo90tMRKS4ZCNtTGls5za3mT9wAGskighEEiueulLORUyhf373F/Dkd5SVRUbGxsvipf8gEcMnGTrM1rt7m5HAUqkojZtFyhEpkhVVYv7FuxElmfda5HhYjBgZQC/FgBipCX36duREv7tb3+7e21zc5MHH3yQoigYjUYcOXKk2yfjs7W7u8vXvvY1brjhhq5pbpIkPPnkk5w4/iw33ngjl19+OUVRcPLkScbjcaBiGtbW1hgOCy677DK+9/RTnDp1in37Nrq6laIoGBQ5hw8f7gLN6XQKQnD11Vd3wJQQgp2JDwYfeeQRDhw4wE033eRZPiHbliQJaQB3nHNsbGx09i/WRUeQK2b1+2ygPqixV/brfDJiq8/SXp9bBQj7/9+rTmrxh8t/u5cq5Wp2Z9XeC+HbKMQ1ErOZESjtAoRYN9jbW0+rVSY0hQ+fC6HEcqARgcagsurwYJnoHau11ue9go0PeFpvf5ZdJjqua4UAYxfZMSEQQi+omgSfitN9jQhq+jle+BLxM0oJ2rZZDtiifY7fXfi90Ksmx/Wy3GNOCAFm+X7suR56mUu56gOtjDOBCP373z3v0f9bWRN9/6k71kowmGiNC++tra2hyuNoLcil1xhwra9li8/nYDDAGEOe554emWXkacbcNNRt6PvXemES4rway2xaYowllRmzIExSm7bjYXX+S8i89b9/39ebz+fsX1tHiIWOQjEeAT7IVIlvuYD1ivF5mjGZTHBlE2pgE6SJi3iPdO73OX5IArjlPiT9sWooVhdWl8rsoeewMEyrTfOMJfCZvUR7qGtl/74cpwXOODAtWikcinnd+IfEahCpR0GsJUkUQz3o0v4i3BAbVKqkceSpxoqA8gCz2RQhLFVVMsy9RGkrfF1RVVWYuvIbRCpRWmONwLSKNPGBVVZkXgGvnHljaL3wg5ZeObC1FoxhkCW08xlSZegk9So/hF5ATYtKUtqwIeVpSjmdkeiURGWoQtE0FdYZbD1HydSjKFLhnAHh0Bqmu1tonTJeO0BZeQqpXCIDLN8z57yTSDROxoYeJ77JULtiT5butVytJwhr5QyrqW8g4lroGzW1RwVp9/5K4BaDtZWvdRpI4NyZJYXi+VcR1tXrXP199RjxfSmE3xSBWY9u52tafBNs4UIJnHFIfMBgsUgnUULhVKhXsQ4pEhpqBiqjRfi1FzbCxhqUAFqLlgrRAk6BjPTSMxugM20Cq/3f2rrxAQQ+k2n8Q+oBCamYVRVpUiCThEFeMJ3NUUlOrf39aqQiSTOEg4FyoZbBYKNUNxbTmK6xZmt9s2znBCQRSQ5gQmg6L03o1YSgmfn1raRED0fY8J20UEgUbdPijCWloap2cBYSVGhxIjFKIZxFCUmqNLUwmNYxb2oGg4GntMpwLNN6+mbIruTpECOg3ZqANSTrI1wq2XKK5PBh0u0d7LFNhPW94YTWVG1FkiUY54O42NfIIrwdMJ5GkihFVVekWjFIh0x2dikGAzAw29xkmkrSjTHZzpTEZuiNdSblLkUmaScTrI2OW+jQiug/Ikgpu4LvuEbPJ7vw4nh+YzKZUBcOoURQcE3Yns8ZDfxeY4zxmWUpOzXjmIWNdiXWfkRHUymFkXKh4BcTSD2HLN5TL8fvQZwsy7j22mtxzrGzs8PFF1/M9ddfv5RpUsrTkqumJs0z/vFv7+HU1iZXXn0VjWlRAbhoTMs3v/lNbr75ZrYn20gpueCCC2iahjzP+cM//BR5nvPmN7+RK6+8klk15ytf+Qq33XY7DzzwAIcOHfLUZWN5/Wtey/3338/O1jYPff0bvOpVr+K6664DKTzVOtA6jx8/zj333MP73vc+iqLg6NGjzOdz1tbWAPijT/8xF198Mdddd133veMcxObEUVXzbD7NXmPVF9rr8+eT0V4NCM8FEu51fXFf7Aceq8/v6vvdnt/7e+cWPfdi3biUGhl6DMZMHzFIdAuRvtWMZhfoGdPJ8kfBKxe/Z2f76erlnPI1YFh/HC0lxrouiwVeGdk6F3rXia53Wzy4wFP6rQCC7LzE96lTK99XRMqi9f3PrPVtYAjHM1YsB74BuJT0gqHw8TZckxIWlEJE/8N6VtFSpd0ZzKvr+SxdILcCBOx1n/vBWH9N9P2a/me6Y6tFoCeEXPqsB8x7oXPYK/xPjWxakjRHJRLjHFNjccZSzyvff1FpyokvU0iShHxjwLQsyYcF0uXsbG+jwvMYkyg7kwmy8qwEQu1pNvCBYBLaDpjQZy7ardh3LsuyUP7gOpBmMp0ipeTAgQMd0AUwyHK0VlSN7oALlStMY2lrg6lFnMi9b9T3MX5IArgzF8L2F85ehiPSdIwxWCeQKllCI+LnzjT6Rs3a5bXfZYYAZ/yNF06SpylV7R1nKfUSLzqJxeHaGwJvG/ybnunkU/LzauYXa6qp6jlSLYonp9NttE7J0gJrW4K4vE/DO4MWQYQD/1A0pvbFmDigpZmUpFrirCMBdufzFeVC63tVtS2mqUizFCkkk8mWRzhsC1isqzBNhZSa9dEGW1sTtJbMS//QVFXN5uYm6SCPdzHM2+n3yTkvRmKD6mDsy9Ul9sTp6qEvpKO3dKzn+dyc7/WcvmH36BBnyUKsCsfsddy9NvckSTrZZJzfXLxbvUAsBT3DzSKYBK+CaF2ggUgZtgLfJ8cGt18EmoyngICzLgStYmlTPZ9sYn/EGjqsQQiPmCqlcMZnNm3jN31vHGXodZVR1hUiFAiLIO4RUUwrPTJprMWE79SnWZpZRZLnICWtMUtOqAdLF1nWqpqRSI+ob2+eYjwsuvmEoKLmwAhD01SINLQAcBZhobUtQkoa0zIpp129TjbIUWnoL+e8aIsLfHsnFqhfdEisNcy2d5FNzWj/PiolGWpNkqbM24ZcCpyQtLZFZzmJgrbxNXxJlqF1ipSKti7DXLZYA0orT7msvPRyM69C+whJubXjQab5nLkFUfs+WPXOhJ0Tz6EPX3DWexuzxdHBTdMXjvv/4jh92NbgDNDL/iTSB0wxsFI66d6LzkUMPoK4+J7ZHS+4s7DRMRO3sEeCOvQs9P+31JXvt7Szs8PTTz/NiRMnGI1Gy/VrYmH36rrmyJEjFEXh3wsCR+vr6xgcH7/7D5jPal712teAkt5Jl5LLX/pSsixjOByhs5SXvORSvvjFL/HXf/05XvGK67j++uvRiUI6+JGXXcu8nPHZz36WQZpx6623sm+fb94rlGJeVzz6+Hf51re+1fWq29zc7FgqDzzwAGma8swzz3DllVd2dq7f1qcLMKw9zQ6elgnrAc7dXIY5tj1bvTpWqxD3/kx8c/H+aYJke21prq/WKDztzcleBmg1QyjoxSXxgnz9k1v8E3tkfRZ7Et0B4vVFJo+Vi7mQwUYLERk7EdB0OKLQSFTDljgRfDAJFs/ckMHGW//D15UJ6wE7oXrz46s+F9MV9k0pIMj/257v2gU+AUBdgMI+MDSBXhqzUK5H65eOrlbMAH2BXyci9dFhnGeOdFymsM+s7r97DdvLwLvW7BnAnc3f3mtvX/Lb+i6WW2Zbya58Yfl4zgbgT8TecMq3Mqp8D0prTah9Szp1yMg4ioFXmqa+sTuOpm1x1itV2hAMaylxwtuKqq6XsuPWWpqqCm0mXKcmCVAUBbu7u10QGq9ZKoUJzKuYEbTW+qSEVMynJVmRe32M2QynvFCZlJFi/cKVE4jzdbR+kOOGG29wf/HZz+753mph8HJ62DKfTnju2DNs7FtjOFrDCdXxpWEZhTpTSjgiQo01JEqinH+YnQATjI60fpNLQjO+rZ1NEI5EpxiVd6nYeTlDShDOkeTDcBJ/DWVZIqVPFc/KCVJKnn76aS655BK01sznc+677z4ef+JhLrv0pVx44cVc+pKXIkKcLZxhe/Mof/HZv2Q8Xueaa1/GhZdcTDEYUTVz/uozf8rmc8exbQPWqy0KnfAzH/k5PvHJT1GWJb/4S7/EAw88wL3/9FXuuOMOBoOMT3/601x77cu54/Y38ju/8zucOHmcAwc2eOapx7AW1tb28bMf+Tk+9nu/y3DoF+y4WKcs56zvO8Rtd97h57orqD29j41zDlH5miUnYDAsPBqsVKeM1B+rqM+Zxtk+c0ZQYFWdkWXawZmQJ9SZ+/Oc7TmSbjn7cCaKw9lQ1f7fR1XO+LoWARRoakSiu3NGZTnp4sZNhz6C75vmnPNNaqe75KMhMklBSd98V0ic8Oqm9bwJ2W4NLjZVXTRYXc0ong09BoiNvGkbzGSGaxu0E7im7rKIrm59s3IhSQc5c9OEJubeOdD5IGSWYr+7gPRai1V+lzdB+rytaoR12NaQKIVOUxqBV7UMG5kUwvd/MwblLLTGS4aXpe8Vk6bUyvc1DF+uy7YDmGaG2Z3QbO4gdmaoytcjSSnZ3tn0ta3Dwvd9U5pmOsM5F2pc9dIc+gazHrlNlX+vVYLWWcQgpdaKC/YfJLeGZ7/5LdpyDkIhEk2mNHU1o5qVSCzZYEheDDFCYm2NaRps7WtJAIrRGJElNFiaco4zhixJQft6JykFm5PnECTsG6zhlOGYaUiufCnrV17j534P+1o3pnN89Qo15fDhw/c6524944J/cSwNIYTvguuipxf8JSVxyqP8b/lfPkw1llTO0ApHknv6fVEUuOBwEHorRolsHVQn80C7dU5wYbrBv7vljVw2PsAhPWKnrnGpQhqBbC2NcB2dPFJ9l+rQ8c99NW/61+9tUc9eWOudriVRCk6v0/I/l+XVl4IB58EbSWgkrlygkyrM3GceEy0pstyr07Ko7V3KgISfu7vbHV0rOnN1XXuEPtjU8fra0jWe4Z4tKQzvJQ52Ptm4VYd5dfTpq+ca5/KLnHO4Pfyn/u9nuuZ+wCqlXASi4fU9wUt3ZnXaiItbsQjml4LfnlNtQ9DZr3nr+xVSSmoWn9fSqx4L6x8rFf28+GyJ5Sx0f30aSQhOvSp023pBrXifo51rbQgYQxZPxsqxvv+hF99FdJnBRa29z2T2xMFsCMLcopm0lL6GK45Ipe5nA4FO3Cr6BPGYsGDEWMye937plq2sgzjPfTDCOl8Dt1j7Xl+h3+BbaoFyUJuWmbX82f1f5MtHH2aeWHaaGVmuyAvPTpvPfe2uFwnxbQQGgwG7u7tMZzOG4zWyJGV3axtrGjKd0DY1o2KIUl7Xoqwqn12TosuQC+Ez/FLK7hzx/kWFygh+lWWJtZaD6xu0bcv29nbXPy4yHGIAmKQanabMprvMnWHfYIwwjtbAcCr40v/xUWg5azLBnSbWcPr44cjAuXMbMtiLEiCXZHettagkWeL3rjqWfQc6IpBxgXzqU59CSYFt52AdjWkZDNf5iZ/4Cf7yM58mz3Nuv/12HAUf//3fo21bXv2a13LdDbf6XhA64Wtfu4/HH32EgwcP8vZ/8299ncG8oiwn/Nmf/RnWWv7tu/471oYjdjZP8cW//zzveMc7uPjii7n/3n/ksUceJkklTz35GOXuhLaqufLKq8FJdnd2+dxf/gWz3SmTyYTHHvsu+w8e4t/95AfI84J5A0mxRjOf+Zxd4tGb0XiDtX372JlMOHH8OF9/4H5OHj/Gw996iPHaiO3NUxw+cJDp7i5KCIZ5xutf+xouuOBd7Gzv0jSGqjK89z0foKpmfOqPPoF0mte97g3sP3Ckm9dooE1rl5x6a60XbrHgjKUYDbt7Y63FyGVK3V73+2xGZTUgiufuMrMh69Gl81f+vn/8uEks1VWG0azIoX8/Y6+Nc5H5XdQIxI1qdbNbUlBk2bnRwvduUoGsGzcCIQKHX0TEffGcxJ821AXkgyFSagQWU3uwIstyhJJY63Cm8RQ9AUqH+VXL5mOvzb7/3ePwRcQelpURSVfSU2rTAaZusMZ2PVoEnt4URWTKsiTJUmbTCekgx4UGnYnSZElC2zYgpFfcdI7t7R1SpSmynNFozNbWFsefeoojl1/mkblwXcYYz7G2lkRJhFJMyxnf+973uPqaa5hVc/Rw2NFb+oi5c863OUg0+Wjks1+NwSpP9SmGQ1/vqiTGWSrbgvaodjbIqee+FslntisfaCtJliqaQPvw67mh0IoESbu5zcnNLY498RSZTljff4BhVnhlrrCGBllGE56BJEmpRUuucua2Ik0SymqOc46d7W0G62OSLMWFTGVTNwjAuIbUOnKlyKqKWT0jyTWJdRjTENsIRKpKnJdIIYsS8fGZXKW1vzhemLG2tsZxu+tVkRPFQBWe6rO76+vgkoQsz6mNL8Z3zpHkg05YxNsdTV3X1LUvzK+qiizPKU2NCMCNVgITfAtn/T6sVVRhjK/b7r73wae+7REiiEXoZaGbznZEnATXq2WKz97yd/fKjgqtQ+AgLHVdkyjf8F44qJs5ktPp8N0xws/19fXuWiK9NEmSrldddM7PxTro195HW7sqPHXOsMutiKGsgIpChFqzcx2ndzz/I4Kty1Phg4RF1mmZ9dGddc/szGqrkDaqcArlmSB7BbsBk+jXufezNwIfbEshSRLV7YOrapp1aA/QsTACsGmd60S5ZKDx4RzOQitbTN2gpC/l8E677s4bUnX+XvcCOyc8UBAz11GVOWbC+nMJYW3iM0BYh69JiHMr44x22UJHbH/g33FKhoDLdsG1C+u4tdYLtvR8Xoug7vVyFFLid9HF82VXQez433Nj5uc1Vn22Lvhe8hHAht6K8dmYzWbMGoPTMJ1OMc4zdHZ3d5FSsrGxgbWW3d1dINRZz+coldBq3wooTRRaSByWum2gbVCJRlpDkmdde5JOcCmArHma+f0vgKoxoIt1r6PRCGsttWlDPfkyQDMYDBjkvh/t7tQHlqn2AWFT1QgnqCtLUkcQ+J+fPPvhCOBWUvznO5zzKc99+/axsbHhHTl7fsFgHFVVdU2Z0zSlrkrSJGE+mzAcjtmZTEKq1AuQaO2Ll8dBjU4IgQ11RlLCV7/8RUajEc8+8zT1vMRZwXCQkaeaIs8xpuHhb32bm266gbqpqOo5QsK3vv0Q//DFL1AUBbff8WbG4zF/+qf/ledOHOfgwf1cdNElfPYvPkM5r3nZy3+EfRv7uffee72DemqTNC/473/sfaRacPfv/x5lWXLb7XdwyaVXMG8afvRH38Jdd/0+YGnbmvXxGlubp9jYvw8lNRdddFEn5Tsajdi/fz/WKIbFBjs7u2g5QEiHNeCsRyvqkI42Z6FzxIJuIQTSOpyxXuVKLpSeJJzW9PT7yXDFc65+phNjOUdbhLMd+18yQ/39nMsTD4LghzVBtEIuMmwm5KV6G3X/6KvOh5LKN7Rsat8Uum1oqwadeoSpSHMm8xLhVFdDer7Xu/q5eC1OhP41UiLx7Q2QAheytNhIIwz1XVJSTqdk+QAjIc9y3wohIJbWWOZB2c6F7y7xDpmWirqqmLcNUmuuuuYapk29qJmISKHWCOdo6grXeKXPIxdeiNSKTKesVjrG7+HwGcDWWZxtaXHENH42GICpWdf7KOuKcTH0m6hocK1BWt9oVDi/ZqP8v7OO6e4EjW8JUM4mCCVpkag0o3JT5ru7FEkG1iKtoK0NlfOiOo1p2J3OyPOCpja0Zo7Kha/7UIoky9HWgJYU+ZiZabBVQ9s0rA2GnQKokApZNwjj64aFa6l3Z0yfO86Ry6+IDO/TgLK91kHcNF8cL/zw9jvQh4zxoEcP6BHC170medahz7H2I+uoQxLbWsqy9OJZesR8Pkflic8gmACCyQXCH49/JgBnFczpOz0RrV89Vn9453uZp7VkU3pAGMKjgV2NXXTsCRmgVWX/fkZHBHtqFhmjCBDH6+2EKZQ87Tirdm61rcpelMq9LOjZsl99W9Vd9/fhM+113NWgw7pl53uvZ/k0EHRx8YvvyunHPtP1tM6homJj9AvcQtism0O3nE2Kr2chA+Y1CVwXEJhe3zfj5OJeWoewIVsWv7e1tKHZdT8o9/Rh112bA4SSJDLFGUtrfUmKxS7dUBPOq4XofFznC9xOn4OwKfo1uNwb1tGrB3QOhyLS8KwVNNZ1gmIx+O0L5ijlA2jRC4xd7/3Ve7GvhWcZAAAgAElEQVT6+9myzHEIIZbAAbGHeM/q8MqfCwA7TVO/P6SK/fv3MZlusTvxPZvX1tY6nzP64DGLNhqNGI/W/L03hrataayhahrG4/Fi39GK7d0dRsWwA+jruvZqpcIi5OL5jkJxsQ1O0zTMZjNfsy4lFp8FNMZQZDlt21JXFVuxXClJSLUIrAZ/f3Od+LU2q5cC2X/O+OEI4HqIzvksljjiHMSJFFIghAy82t7Rz3LMGGDs37+fD3zgA2Sp4ugzj/OXf/Hn6ETw1re+mSTNUIlmOis59twJimlOVXuFtbIsfW2XgWefeYZ9+/bx4+9+F1/+ypf40pf+gbe+9e1sb28DsL29SV3XbG9vMtnd4tZbb0UiKCdT/vqvPoeWilQnXHXFNTz99Pf4sXe9G6V9mv7YsSfYnpxk/5ELecObfhTbtFx0yUv4o09+in/6x3u57Y47wbRYJNVsznjoCzF1ImnbputV8d3vfpdTJ06SpJqjT29x9dVXk+qE2XROojPayqAT+Nu//lumszlZNqBtLO9617t9tieRpKlHW7seaasOes/4RyMUH7poLCOSGBHAduUh36u49kxOYTzn8w22flgCuPOVkF42suBaS1vXGOd84T8saBg9Qy3kYn/p0ywUAmcsNAZRNWhnEAbkvMKVNbO2JT+0j/FgyNy2mOAFKXd+jvheAVz3nhCoNEHagMIrcCLBNb5hZjLI0AjMvKaazRkd3MAK0RWR101DNvSKk21V09YNKvO1cU5LMh1aCITAtqoqBvvG1G55roXwfWNMa3DGIK2hriu0kBy64LCvuTsHYmZbR5JkyIFApTmV1rimZVY3pM7ilGTjwH5qa8A5lMrInKCdzjrnwDvHAuF864RU+O9uAGkC/dNY6tDqpMhyssMHfaalbHz9aiLJsoLxeEhbzSnLIB2vFLPZFKwjkZ4ymQwHyCyjdi35YIgaewrP9qlN5vPKI7fOIoXG8/gVRZay/eSjTK3lyE23QqB4np45foHg3BfHeQ0XaIxpmmKVz4jELEH8KZUiV0XXXy3+jMMHgUlHI9JaI+2CmOYBFdfZldWMzjmvcY+AwbnlAGjPLEZ3/LM7lT6DZBcOc/QFRKQanuMZFqB7QWLMDnTUM7mg6p1+bctjla3xfICL1eB3r/l7Psc7WzB1tgDvTPPe35+7fX8FlD3X/r1aOw+B0qgWGdrljOAi8FcITLjHwnkhnxiwu0DTlUFF1YTWAd336x3LSnHamu5TN4UNmbKeTxNrz6M/A3TqkEvz2ft63ev9c53l3vb3Kf/6uX2WflJECNETmVtcSneOFzgDt3Rfha8X9NezOIGxxgujhXnrU7Djc5fnebe39Oc7sjsidTsmH3AL8CZmz5qmCc3CF7bOt/LyfqwO/VD7AI1znhEVmQjx2Y+iT5HJZYzp/g+edVIUBdOyRAVmgdYa0cYs9ULx+oUYPyQB3GKcjzzuYohOhahpGpJUfd8LMNYIzGYzlJQcPXqUP/2TP0MryRtefwdXXPkyytkcK6Cs5nzunr8JNTEpRVGQD0ddjcf9999PlmgGecJtr38dv/Xbv8uRI0e46qqraNsarSVtC8PhkO89+RTra/u6BaqkRgqDaS1VU/PpP/mvVPMpUlmuu+46brrpFur5jKlKu8Vy4MABsizztUlCkucJ9XyGNRXPHj3By699GZkSNAHZv+CCC3j44Ye56KKLeNWtt/BXf/VXfPMbD3HhhRczHA6pqoqqniJEwutf9yYGw4JE+wWrpEEIh5aOYTGgqX3fE2vNMp+lp+gS0SsIyKugk+nt/018eM82zobOnmlT0Vp3TRrPt2fav+Y423c57XOwaKYZEKPZbMZobS1sXAGhawN2pwN1w/WAkhjAiAUnXqUptq7QiUAZ5wV2pGK+O0VYRzLMaayX8A/szH+WLZJSI1TbUT+V1kipQRpa4/u5VeUMU9ddwTDKAzVtVaOylCqgXuC/XpIkNG1LXVbooVcea2qvXjXQhW8Cnqa4UM8SHbXo4CIkWVqQJBlNVXsqUFCtUnqPOpbwT4S6j0Z4KF8XA1wVstSTXcrZjFY4sjz3AivW4mKlf7ivqU58MG4ttjWIcI2qQ1J9HW5VTalxYFqUlL4tQaaxWIZJwbzyPW9EokL/qRZaD3Y5s6As1XVNZVtElmBs6yk6SnHgyGG2j58k15pqPsfM64D6Ouy8RjuBxnVrMV5/hxo7d5otjtnwFymUP5hRNw2VbHCJ7Ar8m6bpiveT0Muwqiqq0iPLVnkb6UKtjlIJmUi55MJLGKiceVXTCoFrHcoGKpYQtMZTtmM2PmZWlzJaPUrkakZDShmy1Q6xwpDYE4yTy59ZDsSMt4daheDNK+aatiVR/polNtjCs2QcCPXKIgQFvX6X/e/jaWm9TJNb/nz/+/el5Pv9xHpfds97Ga9tNWDpz+FSlmZPP2l1T11Wily8L7r3bU+UavkyV8Aus8xFiI50PLa1Fqkl0vauU0qsXAZqtfaUta72TLrFnhWH8dmjjmYZwLfoRAuhaG0TJy28hl9b4et5H0Pg0Gi8iJqfN9npHThnqft1db172w/EVOLvY1QjTNSifrlftdS/L/1jWOcBRYtbEjyxzqKQGP9CaJ0Asg/sxr1KhnXh/H0Dr4YZ1TiXgAZraa0jlQolJEI6z4DaY8ksixM5DKaX/QbpJJzGQ6F3Lb3gVPrucyI0Yvef6YNFAqRGK4FyLVp66uO8btje3gTpwaJYg1YUhS8vwNub9fV1mqbx7UCgy8hpnXpmXVHQNDVV48WRNje3utrfyEAYDAbkie+/OpmVqMRrUQgHLkkZZDk7OzuoRDMa+XYBVVUhUBTDHJVohGPR/sh4PppMNNNyyigfgBBUTYWUkqq26Lr2oIT554uZ/JB4tWdWoeyngleHdOCC/LhyIIwNlKZF0LBn+r/3egzepJRk2vDId77F/v2H2ThwiEsuvZKq9uppWoAWkCqJHhY8++yzTLOM4xv7eeUrbuDE8aM88/TjHN6/ziPf/gaubRkWGU88/l2uuvJycBbTNjhruOnGG7jnbz7P/fc/ENAHzVVXXcPjjz/OdDrl1PYp3vMT7+M73/kOX7/vazRzwcbaISabuxxYXyMxNQ99+2FmZQ1ILr/sKvLBkKqpEFIwGBdY2VC1M9p2TtMIRutrXHHFFfzN5x716efWIdAk6QidZDgBw2FGMdDMy220ash1SNUrkM5LzisnSXXK2voaUmpaZ7seaF7LQUSK92lG3xlfb7UqerHnilhBn/qb4yq6E0f8TFd8jDdSAtH1clGI0xS8VtfG6vkXBun5w1PxGHuuY3k6whivQ0WjaB0mnF5JryLVhCyVdJBqTZtojAgSzSEoE0oE/jVeRU4tZJedFqERtsJaqOs5Wkgv8NE2VE2DkyClQ2vpv34AK5q2DRujCJlvX/NwPsFch9Y6QAhafL2adwydPyYCrXPaqkFYQZJnoP2mKpUNkvmeRtE6mM1mFEWBDAbYP88JjfPH03neNQhHSOqmDXUzi/pNa21Xl1Y3LUiJGuTUziFk4oFguYwTu94/pMIkCUZKXNtSqBQnSoStMcMBqihwSiCUQicSZxraeY0UCdbUnvba1ghjyRKJFSlt2/hsd3SGrSMH7GRKbS1JUeASybwqGaWa7VPHOWUk44MHcTJlWtXsVlOyWpGnGU2rEcailUDMfOBr6ppUFiA0Tklaa2gbS7ZWUE+nVE3JvrTA1IZKGP/8tA5n/D1YFbCA4AD1HNC+0MK5KM0vjuc3mqbBFYKd2ZTEpAyVJBnkNKYlTXRwgBW0vkmFNS1NXTEcFUx3ZlSzimGeMhwUzHdnmFGGkwojffNi4RYUxCTe6+gwhgxyvM/WeepttAsIn79urUEKsNagtPYiRSuBXkTTYxZwOByyuzXtqPitqcmytKtlAdBa0rQ+ky0c0BpyqRDWO+5tbb0ggfEUayVPX7dJV5/ZU+2M52xbyrJkPB77/dO0NAEYNHXd9VG1rVkcVy0EW/oofhQ8yLKM1tIJo2RZFkQxFgIVbdv4psBhxGO4dmEnceCkd+X6QebpGZygJhzojTHLsAhOvJCTDaBed0+kz93E5xlnEarflkeghSDWWAsBSZCQRxgfMDhP8+s/+c45hKkXTbOd8+BSDI7DbhJbPfUzT9Yaz5YVAudanPPUx2icPZuhH2gIsAvGj+gdSwiBDc503gcKVBTxkp1ytnOOOjZfF75koTb10r5du7Y7bgTdBDAoCpqmoSxLBB5oNNLiWkPd1KRpjtIaLExDjWrsZzYYDHwj6XKGbQ2jUYEQYLAMBwOaak6appzc3CIvCuo2qLOHOnInLNVsTqo0Wao7bYBBlpNqSTuraJ0lCU3snbMBBPKtsmK5jBXRFtCtEQ96LMTVbIiIfd1geA2/d7VBhMVaCzJlPm/RIZu2NhiTC0VjGmoHW+Uuw8EAgNFoxO7uLkmSMJ16W3D06NFOhdKItmse3raWJMtDDz2QOmHe1Fxw6DCbm5tY6/u5xaRFbNotpaRIMook67J4k8mERCqkE2RSYx00RmBtS2qhrn2NnnOOwSBjff8+H+BJR+ZyikHBbjWjtgZhW4yEtfVRB7D/c8cPSQD3/MZSFuE88wB7ZXDS1Efsd33y92is4aVXXMVrXvdaqqokTXKca7oeFbfccguXX345d999d5f5qOopD33nIUSScGxzm+fufcArf8mUJ546xtcfeoSrr7kSKzVOOV7+ypspK8sXvvAFBoMBk3nFLa95LcdOnqK2ji/c8/cURcFzzz3nRdyTFKETxgf2c2xzm4/edRc33/QqvnrffQyGQ176sqtpneVzn/sbNreeYzavsFbyzYe+xX33P8gHfupnMM5y8cUvAakZDHIOH7mQJEsZj8ccvOCwL4S2EpfkiAH8wR9/hsn2LmmaIoTgf/of/yOf+cxnKMuSxjia3V0eeughHvzGQ7zt7e/4wdzbf+aIG8z3Izxyps8JcS4C3fd3TXCWOgLo6gpd700bEmiJgybIAMfNtcaSDb2ABYFK3BoD1iJSv0lLIXwQFzb9VGvmTYtUgtb5xvGuaWnaGi0kUoF0/m93Tm2CTkiHA7L1dSQO63fb7spdgD7PFZxHykPMxERHDXxtQexxY3BBbTLz6ltaA14lrbEG5TwlwtQNg6LosmDdRrJCUTmTZHJ/8402pQ9e70XtWT0G8dwiRcoWqTSNmfs6CCXYlZpDhw555c+mwVUVTVkzzjMaN8c2knbWUM7n/jvWvn9koXPfty3Mm1S+DnC4vkbVNkxmczbW13Bzv5knWUa5VSKbhrZ0jIoBap/fTG3booUiy3KqeYlygno2xwrL3EyQeYrIHCIJimFCMJuWNPOKSgpM66ikQ0jL+qEDDC860s3BmVD7vX6+OH5wI8syRonseiE6ZzHWIKQChFdT1V6MqB+YZFnOeDAikRnSyc7un8norQJdMQMVsxKwYEBoIamNp9vnec5sNsNaH1BZuVCkjI29+5m7NE2ZBrpwHepb/e9VFxx5mtQiU62Fz7qZpiUPDJVYz6JTf20xM2atpSgKJpNJ1xw4Urf6ynRN07C2ttbt+V4UyAsO5WnKcDj0LTfatqupT/RCTTDO03Q6ZTweL4LPHkDdtm0XUMXnSWuN6Tl73tNxp4GQkdLaD+D692o1U9d/fzVz7ljep1azbfQptIQl0rscKb2CsQ2BDEt+2vK5pZS4ruYwsAWsXQ4g+yDwSoYpvpYguwAr0hGjQmocq42m+9ey+NyKDYvZsVBbJ6Uk1drnvMI+07+//XuAtTShzEQimCP47sOPdLVedV0zWhsyGo2YlSVts+mfzyTl2LFjKKU4cuQIZTnl2Wef5cILL+TRRx9l/74NtJadAmJZlmipOLW1zbFjxyhGI8br+wJbRXLi+HHaxlLPS6684qUYAZu7OwjnGI1GfPvhbzMuhiRJQnnqxNJzELPIhw8f9oF/kP3fa3TrqDfXnX3o3culrCS9jK2UlGXJzFWIILoU57iqqo6qGPfy0WjUARpCS0zrhbqE8Gyk8XjYXVtZlgzTQXe8qBwZbUz0ReI1RLtwwQUXMJvNuszdZFaSpr5XZpqmDAYDdna2umNVVcWpU6fIBjlSCJ8d1JL9+/cjhGAynZHJ7F+OQimEyIG/A7Lw+U84535VCHEF8HHgAHAv8EHnXC2EyIDfAW4BTgLvd849/sJc7vKIxrRpGrLk/GLRVcfSOa84c++99zKrGt+wc9bwtQcfRCUZw+GYO297A8V4jQsuuhihE2rj5fmtMTTWsLu7y8MPP4xOMj78P3wkGHzDV++9j4e/9R2ePXaCm171apJ8xGCkQWhe/drXsDud8O1HHmZuGtI84+Zbb+Gee+5h69Q2W1s7OOd43RtuD1KpFT/5wZ/ht377/yUdjPjbz3+B1hrq3Qkf/4O7ePvb3+6beRtHNfcNfItixPp6glIa01qU9mnjNDQRn9cN25NtXnnjDb5pstK87OXX05iWgwcPkinZ1Qg2TnL7m96CCIsyUT79PK9Pp0O9kMHXuY53rveicXi+17ScEXuBnrrzGB2lsUdLCHGXR2zDa8ZZZBIoHEoi2mAkBZ1DJKTEGkPcF4XwTdSFw2+e0htpYR3WNAjnsK7tEPX5tEQiPIKXepVC3wJi8czF+Vml/ew1IvIbHb0+zchJQey+KqREpQnOtFjnA9jGgnEtSqedIpcQ7aLGUoiOtw7LG8fq6ByWlfcdLNFG+pv9qv1YcoqUz97hFAgDSYIsMirTMjxwIWJQUAwdcj7j5PeehrqlsQ5Xt2BacAYpBYlOsLYlkSnUtuvZY/GorUIwn89phWMwGnrkNE2hrTzFxLTMpxOky6htCzrxwa9UNFVL03i1Lo30TdSdr0UwTQvSYI1X3ZNAliQok9LWlmxQ0IoWoSyZzaml6hyzM93vfnD3YgD3gx39tRgdImMs1gVqHIKyLBkNBx1osoQ0C80wB9Jh79nwdEW5QmE0K4GCkBJjbfezX3/Xtm3XKmBeznDBEe4oZY1f30p4mzTIcu8QGevXpHU4seh32Xe2om1PEk1T18gkQUlFU9W+UXOg0Ecxh1XQJjqq/XYXMZvftm0XyEa16lhbE689Hj+KK0SnM35ulYaXpp6uFVuTDIbjLiPnncEdL5TgXNfbc3UvPBM4tsoa6f/eD+L6x4pOev9vbO9ZXQ2gzrTuxOr/hWC13ZVY/SlEVwYQNZ9Cqm9xznNUHi8+F0RPnM9MOue8WMhe9n0P36JjyPSOHQVUhIt1S16dUyoV+qH6YEX2lNChr5MjiJrXUevgE3f9AdPp1ItVKcV4Y0zbtlTljEE+5BWveAXXXvsj/OZv/AZJkvCBD3yAr9z7VS677DKOHDnCRz/6UQZZzi/8ws9z5MgRLzQ0HNI0Dd/5zne4++67ue6VN/Bj7/nxkAVO+NIXv8I//dM/sW9jjQ/9+w9y0UUX8cDXH+Tkcye48847+d2P/T7W+LWW52kXtF188cUIIThy5Ahve9vbkEGVE8OiRUSc1tPW3tn3/9Wg1znfJzjTCS0OlQ+8wFkH0HgmXJfhtzFD6J+3spoBnolT122XZUvT1JdHBV8oZtajzxFtSQRP4nsRHIqtQ/rUS5kmS895vA5fulGjE8928e28Ws8MCor54Fsa/UtSKCvgR51zEyFEAvy9EOIzwC8B/8U593EhxP8NfAT4jfBz0zl3lRDiA8D/Brz/+V5gHzVfVbVp6hphrVfRSsaLz5+hYeSZnLgsywLtbMCRCy/3hlYLqqrm+LGTVA1Y56PnclaRD4Zs7D/YOUIPff0bjMfrFMMxjQlettRceukVPP7490jyAaC45ZZXe/qZdWANr37t67nlVa/xi8sJLn7JZfz0Bz+ErEJQJIXn9XcPi+X9P/lBjh49ysbaBkmSMBgM2N7a4cCBA7z9bSETJhzC9RaH0L5vj4Of+dCHO5P40z/901iC7LLzIrMvu/a67nzSLQKfeduCUjggLwYo50VMkiRZ1L8K/4C73rmfL12qv0muGt9zGeM4+ka1/7lV5Ky/xk5HG3vnlacjgXuda686zr7Bij9jv7OuybFbbKqmbsjTjFRrnnnqaQ4ePEgT0PS+A5QkCUIrqqYmG+S0ZsGXd3i1NGN9Vm42qwDHIM8RoRDbWkvTVGRZyu72tneiTIvWCc4Z6qYlyTO0c6Spt9NtVYNWzKuWffv2Ube+SHg6nzEoCvI874KovZyNVUS4n4FzzmfdnBSoRIFxCAUy8bVZyhovniIFhJqzJE2ZlFPSNPU1pT2FOLNSXN+/P6uZtzgfzrmuGXL4oP8B/noi6icW9SjRLjnPHvHUM1eD1gwPHaTJBjTCYazDzVuqeY02hsY4bF1RzWoyJUmzAVU1J0sz2rpBwpLTGDeiqJSWJD44E9Yy3S7JMp9Bmc2mSGsYHzzIZlkyGA4hItJhzpp5hUo0pvJS2tW8Ym28gZXRJsQgwLC7U3LwyBC0Rmkw8yZQbZZr4PqUsf4mfian88Xxwo08z2m0JUF0zW/buvL2xAEIlPIOUFn6uhGlFFVdcfjwYVKZMNkul0QC/HrZe9/sjwiEJiF7e/LkSba3dxgOh2xtbXHo0CHq0Eh4MBjwnUce5sILL+TAgQNdpm4+n3fHns1mHDt2jCeffJKjR4/y1re8g0OHDoW1tThfRMy/+tUv87rXvtb3tKxrxsMREuFFjrKMzVOnmEwmFMNh57hJKXn00Ucpy5K3ve1tTKdTHJaN/QfZ3t5GCMHW1knuvfderrrqKq688kpkcNjatgEk83nNZHvC4cOHmUwmnDxxgvvuu48bb7yRyy6/PJgO0f1sGr+3r69t8Ou//uu85vVv4E1velNgJFiKYtQTbBCLALibZ/9cncmXWb0ne72+12f6n/W52vC+f3MlSAs0y/B5GTKeZwog+7Y1vhdtsGna7vp8G5eVNScFONnLCkZbHq/Pz22nXBlbBYhFZqerzRKnX19/316dp6iC6QM70bWxccHx7ubI2F6Tc7p+b1pIRK/2PlMaawy/8B/+Q1dPlabaAx3W8Q//8CUe+MbXefm1L+fQgYO84x3v4LHHHuOCCy7AWsuv/uqvMp/P+bmP/CwHDx7EOUeWZUynU37zN3+To88c49T2Dp///OdJ0pwbb7yRgwcPcuedd/LOd76TrZ1tDh05zPZ0wkMPP8IjjzzCG9/6Zk5ub/ELP//zXHTkAupqRpZ5kMEYw4MPPshjjz1GkuguAJIyWZqnOKt9H2c1axoB5/4ea61nlvT9MK01wniQZney2zXvjn56vGcxsOr29HAdo0FBo4MtMZasyBHOMZ/N2Gp9UJfnOWmeURQFW1tbIAUq0azv28e8nHnKt7HYWdnVyrUutDWyFmksVeNZBIPCK0BjLcL5cP3gxn52pyW2bhCNAevY2t3yehVt62v/XqD98JwBnPMzNAn/TcI/B/wo8FPh9d8G/hM+gHt3+B3gE8D/JYQQ7gewg3sVGX+zqiwlkwrnTKf+cj4jRvi33XYbd9zxxg5RM04EkQ4LWC695GJuuumWToXm7W//N1SVp3GkgdLlqQMKi3diNjY2eN/73tcd89prr+3OK6VmMFiWKO7ey9Lu2vrTppwkz4ZcedlVnfPeNg1HLrjAG4HEy0D7xs1tNHVYKRAhUJPOpze8e698/RK+d4jEo02LyVmlGLg4aR2tzGd4VM8pX57ff03H7Uwb115Z2PMZZ9sQzxRUhhf2/DthXYdW96lH1lpc0/L//H+/hTSOtbU1JpNJZ0SK8ZCf+qmfoigKvvPww3zlK1/p0OWyLLnhhht4xfWv9DRMIbpNrkWANaAU25NdGtNSNTXj8ZDNzU0mOzskwiPgtjXU8xn71vb5zFzd4Bx874knaBLNxS+9nI/f9Qk+/OEPk+YZd999N401fOjDH2Zzc5OiKM5rTpemKfyjW6+OxrYY49ExKxwoj3I7K2iMQUnlpfilXAkewhyzcCDOdt+jQxfn0Z4hkO/3E4wBVXcurXyrDOepUenaGrs7W6hB0mUrrXU0aUJy4BADB6eefZZEasgLdsspa8MBddNgcQzHI+bbvoA6Ira+t51FCEkSvm/btmhAWkczm5NKiUoS2rZmsrXJ/oOHaYMDYvPQtwiDcJb5ZNrV5URRACkltTNoJXFC0OLI10aowQChLcY2jDYKSiQiZEH7QfGL419n+PXvvJKqc8znc5IsBeOVRV1rOjQ5rt0sy0jzjM3NTYSBcbG+ci89SGBb0/1fCLGgePfut8+QGy/GkCZ89atf5aIjF/KNb3yDy664nPl8zs0338x4PObRR77LgY39YL1QUl3XPPHEEx0o+LnPfY73ve993HHb7QBMpnOyLPNUxyTl6aef5qmnnuKqq64C4O/+7u940+138MlPfpKTz53gIx/5CIPBoBPNue/++3nyySd5//vf32XUnHOcPHmSp59+mjvvvLMDcnd2dvjYxz7G2972NjY3N3nooYe49NJLeeSRR/j0pz/Ne97zHi694nK09vW2/+d//i+85S1v4bbbbuP48eM45yiKgizL2C2nQc3Og1ynTp3qbMe8qbniiit44oknEMJn1T//+c/z1re+lSNHjixogn1xEOfpi52dOkstTR9IjDbxTJ/vO9xyZZ9aBWFdt9YWWbIIPi59KK4Lu+hzunScFfvZp8ctHUYI3xqgFyB0oFkAmeUeQG6/BYQ/rjqNRrmqsdDfL6JQj7U21EsHqmugA/dr13WvprKfnY2BC/hawbaqGaQZbVVz1113MchT0jTlpptu4uDBgxQh+xyTAydPnuSSy17Cddddx/XXX8+v/af/lbvuuotf/MX/6EW1lOJjH/0od77pzTz22GP8+Z//OePxOgcPHuSee+7h5ptv4bnnnuORxx5FJYqf/uC/Z1LOeOs738GbrcVYqNuG0doaf/CJu9neOkVR+P6R733ve5lVFdu7u01znbQAACAASURBVNQhAyWVD+9XM2iwAL9Xa/rBZyXjPMZ7FIPruHdLKdnZ2sYOFKnWDAfFEs2xqqouoOqrU04mE7Is9X1rV56J6XTKINTRgd+/I2Vye3vb18+F6469McfjMWVZdhl4oKNrTiYTT7F0bU/UZN7RxxeBecrm9jYb/z97bx5u2VHXe3+qag17PEN3n+50utOdpNOZOhM0JATCkMSEEHkJGplUBEUiiMhVFBUQ8FURve/zSgQBUWYJo6JMMsVIREjIQCCBDGTuIenpnLPnvYaqun/UWmuvvXuf7g7JVbmXypPn7N57DbVqVf3qN36/dRdhDT2fYa+PCpyMyTxqj7odUd6hcDAyNwEnAH8N3AMsW5snObMT2JB93gDsALDWpkKIFi7Ncv/ENa8ArgDYsHHjj/wA+SIMgiArUn7kA5MLozgZYIVAehIlwPcFUeRqddKhWyw6dV5C3/cJA5cnH0iFSlOk5yaDygSaXwnRxqCURMcRXoZClQsWIWTGK2IzDKHsmciFrUUJNRaMVgiCMCCNE2ySUvGDYoLEOG+VAVywNC2MMJuZXFaoMSPOmBH3CECm7rv7F2dR5Lxba7E6dQTIJUMu95odSkn+z06hOpQBNy2Mv9I1RtdZ+fhDGXCTBnreoigi8HznGc4K4MEZE51hn+f+3OXs3rmLT33iE1x88cWE1Spzq+ZZWFhTcKJUKxWedM45HLWwFoAvX/012u02ORy9de5JMPChj/w93/veLWw4+ihOPfUUnvD4s7jzztt58pOfzJ+/9c945a+9nB/cfgd7H97D9757C+effz4X/dTFYJ2H0VrBzt27ueWHd/L8X/x5du7cCcDnP/959u7dy9HHbOTtb387r3vd6wqizUfajGDEtUOWUikFsbFIKRDCIg0ZuEfm0cMSVCsA9IaDInrgxn76O5p8T2WFxNqVYW4OOZ+tzG6osUKgraE+M+uu57m6JCMs1GtUqiEV5TPbqNLZ8SAqNWhh6StBdX7OyYlKSLK05KDNAx8lRmACIovcCm0xUoKUDsVTSBeJ6btC71qtRpokJBY8G5Bag9ApypcYKfAqIUKn2DjFDwP8ICDGEg1jB8aCRfges6vXECeaxDqS8yROGZqc/FmMjd9P2n9NK3u4hXDgH/0o4yWSDl3VWmeQpWmCtdbVdxiNpwJUFm2NoigDIhGAGlNEjbEOg05Nz3LJW5qmRIMhrVaLdevWseW447nu29fTarUYDAZ0Op0xjqbdu3ezevXqIoqXpil33303+/btQwjBjp0PsWHDBk477TQ6nQ4bNmzgG9/4BjfeeCOXXXYZOk35j3//BtFgyAUXXECz2XRKsO8VHE6VSgXpuxSx1ILn+aTWRcuHSYpPBjKiDU952tP5169fy5lnnsn+pWXavT7XXnstv/7rr6KepawNhzELC+u4/PLn8eCDD3LVVR9n54M7OO2007jrzrv5we13ctvtP2B+fp6nPOUpLCwsUKnU8H2ff/zHf+Scc87lm//xLc4//3zWrFmD1ppXvuL0opYuGkYOeRfrIkH5e6YU1cqjPlP2pWmAJpMGXDmTYCT/yiTlcBB5ngAhRqmdJotQjc9FHKw/zgB1TmI7diUJaGsKkmxr7ZjOkT+sNjY7WhTy3JiRbBdixLk29mzkFBXZsROpotNaeRzyXuQGYmGIZhleVpuiHtLzvKxTFDfMjWyb/btM2SGE4Oabb6ZZqxYGyQlbT2IQR1lpSoS2hgsuuICwVmHVqlWkacqrX/1qPv3JT3HnnXdy0kknsbi4yE033cSLX/LLHHXU0axdexQHDhzgjjvu5O6776bT6bK4uIj0PS686MKsDjRg9733snv3bp7+1KeAco6Ie+65j717Hy6IyV/4ol8grDcYpppIu+wS3wqMcDQdqqQb5TLnUGOrlBqrUxRiPBKVR9mGQtNebqFVSmOmUYz7YDAYi9blRly1WkUJh85stCNd96RCeYJ+v4sSLqOgm6Ute0HAMI6pNRyCfDQcumwWa9E6I/cOfAIZkmYAQ51e1xmCUjjUTFUh9AOGwwGVIHSZdUniasvrdchq6NI4RvlVgiDI9P4MlOcx8nMekQFnrdXAWUKIOeAzwMmHOeVIrvle4L0AZ5515o/0OFJKVBjSmJkjSlL8MCueeQQtt8Zd2hSQpal5KqDTXqZWr+N5AUkmZTzPecMTY7PaMo02ljCoOvhRbwQ9nKZJUQztiprdSzY5fHnu/RlLT8DVMpVgkgu4V2EQ1qEKWmuR1hVZKyFI0hQbhkhbhkrOIV9l9v+k9y3jRLGldZQhCUpLCfHVYEuGsUMQkgWZ5qhgFZwr7hG9gv/0NpnqcSjFcywV4Ahr6SaFWHkjKP/m+z4CQa1WK7xpIw+j4P777+feu+8hNikP7NrBxk3HcPVn/40rXvorKKxjBUhi/uHjn0Qpj4f37qE16PGiF70oexfC7W7Gwb//yq+8lLe//e286IXP5/jjj+OhXTs4cGCJr33lal74wheyYf1GNqxey/LyMg8/tJtnXvosN8ejBB05hW9h3Vp2fd1RacRxhBCCW2+9lUsvvZQNGzbwrr95D0uLiwWy1CNt0ubddoabUBJhfbDG1b1ZB68sPIVIHFpipRq6qIMUBbdL3owdKTuHoqrInSrlerzi/ZU+JyZz0GRonrkxBRQbdY7w5lC7nHIhhEN+S3Hon4iAXmqwzRobTj7ZQRBHMTaKaO/Zy+K+/STaEGOpSOkMp0yxNbhajSRJMNZFJwcmpSLBSkl30Hepo9l8iocRUvkIqWmEvoM4HvTxfB+hFP1WhzTVSAypsPhhSNUxrCI8z2UiWItXDRE2xpqU1oElFuOI9SbFmFEt0k+MuP+65mrO/AIlNq/3KM/7fP/K5Y1SijR2SqgSozRd3/eRqcvISNOU0A8y9DmXZWGhILAvmhCOGgNLolP2HdjP8vIyL37xi7nrrrvYtPEYNm7cyJo1a/j2TTcWQCCh53HKiSdx1113cf3117N582YnB7Th+9+7lRNPOZl+v8/atc5J5fs+O3bs4KlPfSpxHLO46KIG9UqVZzzjGXiex6c//Wl++qd/epRRg6U76BdRkjwVudvtFtfMgQ16vR5xHHPRRRdx3XXX0Ww22b9/P894xjO49dZbufvuuzn//PM56qijSJKEVatWcdNNN/G0pz2N74YVlpeXuf7667niVa/koX17efazn11EEJozM1x11VXs3bePn/nZn+Uv3vYXPPWpTy1S4drtdlHPG4ahy/KZRl1S7LmHNkbyv+Wo1PgrGzfeJve5wzlBgcyRNlk2AIlJx2TC5LU0Wb0RowwJl7o9/kxGOz1mPMI3nq43bRwmo23laNjkuIyNicnmeHZOvi/nRnIRoRQONKdwmuTPmO0LOlOs3LmO5kMFPv3IRZODIMAPXY1lEARZOUPiSgCUREvo9HtIXxWgHcceeyxSSm666SZ2797touPG8O/f+GYBEFSrNzjxhK2cctLJfPe7t9KoNdl2+mncf+/9aG0QyvW3Xq1SrVYJPR80NOozLFW79DPncGwEfrXGIEkZZKmuFg/I0l4zw/xwc6V4H2ZEsu6MMB9rssi+cCmnaZwgKpkcko7TWJdoI/I6016vVwRv8ii7lAlaO8U1iiKa4YiwW0hX7+p5Hu122znPA6dP5A7ffO/P69vyaHyz2SxAhpLElRsAxHFU1K4GQYDnu3TubqfDMEqZqdXAOt0+l8VCZNRbj1F7RCiU1tplIcQ1wLnAnBDCy6JwG4Fd2WG7gGOAnUIID5jFgZk86jaJsJQTjDaaMy4l0DqlVhtdECkWRcACshDU2DVz481ai9BZRMy6wuqKV8VEGfR1dl9hRh4YjEMB1MIwSIfggcisLYvF832HBJgBSaTZ32wsizxvy7hgkToXTC6pzBWKZsIDgxICXRSNK5TQCOGEjM2iFA4qWAIeFoMoGW95XveY162QSS61JM0FpM1SfMsCUnou15x84WbnWsjjdnkrL+pcyZvmrRFTNqlpCuFk/Vo5PlkYxMUFDrokMBLI+fOXN4LJ+5Xz9j0hC1CQ8rMdtBFM7CVagMie2Svd2+oUnd3DGgdTnEYxlUqFo47ZzPLe/VQ8n2defDEAoR9w/nlPo+krZBrz+c9+gQNLi0gpabX7RKkHosYnPvXP1BozbDvtFAQKJQOUsFQqHrPVqoMMHsRUgzrtpS53PfxDLrv02VSsoNceIoYamxgGSeJypoXCFx4DEjppwnnPOJ8P/u0HCJWPJ13Bbr1ac0hsgyHSOnqOfr8/vgYpbfzZJlcAEWTj6VIQc4CBAOEZhDRYm1FQZLWaJtUgBalJsbET7FZbHPOMm+N5OlB5vpTf2dg7KqVMrmSI5P3WbmKM/yggkIJet+ty46tVyGqRrJAI7SKKvhDFvDRKgPDpCYm2KcKvEDQqBNayOqjQW1rCrFpFgkTqlEGaoNMEkzoQGa/iagKqfkA6GJAMEjwVkgiBVD7K94iSGE8FmHhANOzRaTsuHCMVc5s2UZmZob46RMYpw2GPXjTEsxrPSkxqUZUKqlrHJClaGnwVEg49Hty/SDvqouMY5QeIDMY8j+NTyAax4pj/pD22zaVHOidGLqM8z3NrTZuCMsOYEdQ9ZDI1dY4HkUVT3W9mLMsC8vc5/f5lpd5aV5+z8egN3HPPPUXpQb1eL9II8whFr9tl//793Hvvvezdu5fjjjtuDEgkT0tcs2aNS7EMVGF45c9w9tlnOzS/wYBer8ftt9/Oc57znKI/OdDI97///aLWJueQSpJkFEUBlpaW6Pf7LC4usmbNGp74xCeysLCAUor77ruPPXv2FJD/QRBw//33s7y8zG233cbjHvc4rr/++gKI5AlPeEJx3UrFGXe7du1ifn6enTt3IoSg1WqxtLTEddddx3HHHcfmzZuLyOThlOJiTR2BExIOjsBNpjXmBsjkeWPHWMbSGScNI6CI0go7vk+a0iWlpdBZ7CEcv9OyWw6VTTHtvDEDdYVrgDPeJumCyuTOruPjqalT74MbxsJAzhzyeYqww0LQBdDGMIroDvoFcFer0yYMQ2688UY2rF/Pxo0bnQ6SGTDf/OY3i3rSsFrl2muvpdVqAbBhw0Z+/RWvRCnF/v2u9nNhYYEvfvmLfOVrX6XerPPc5z6X8847j7CE9GiModVqEeuUZrNJq9tBa5elpbXLgEmlyehIRnu2EGLEKJiP75R3ae04eqozCMeb53kIT+JLiHTs5oYd1cflKY35fp2jviZJQrVawxhNHCfF9YoIM46SIQzDolyijLJpjHHOEhxPc15bm6dY5uNTzpQiwyLInUGdTgdrXQpmlDnFPCldcEW78/1AZQjPPCZRuCNBoVwAksx4qwIX4YBJrgF+DodE+RLgn7NTPpv9+1vZ7/9q/zft3OMK9P+OO0y71zTrefrNJ4XloYVxieBQZMSWOelyEU0xaDl670qCtBJrjbPqPTXRk8eGa2JaO2Qq2QrHHen1JttK6YllI/jR9PFIowZlQ2DS+3eo6E655WiPwKjmyFjH7+X7DESKjmIO7NmNTft895ZvU6m56K7nOSj6bVuOY252lqc/4wLCMOQDH7mKV73kJcyuWkt3mOD5kmrVJ9UxQjj+HYRDohRKEqfOyyeUZBANecUrXsG/XXMNF5xzLslgiBnGqNRgOgNMzYIMwFMgDNVajdPWH81dP7id2BgGcUJzZo4Hd+xiYf3RNGfnCSqOcDP3TuU8RzBCjlvpfdsc6Uo44nfH7SPxRWbgZ5DTKSk6SUdRhDSFkhc3B/nI6zPL+flTN24xTtx6pO+z3KKBK5COh0OWFxdZvW6tS/vk8LLaZkqDUYpgzSypsNRrIUqCZwwyThjsX6TWsPQ7beI0RiiHHNmPIyphSIBTihIkYdXVMQ4GAyphQL/TRacpyg8Rykf6Acr3UGGA0pmy6Cmk76ECn2gQYYVFWk3cH+IpRRQNCWbrNFc1mZufZ1/bFpHIfMx+YqT917UgCOjEQzTKORYzo8VKgcJFC3rDLl5G9O15ngM5GhqEVoU2IDJlIzEaqzw84daXsAptwJaU/HKzNkPFlQ7S/dhNmznlpJP4yte+xpo1azhw4AA33HQjz3nOc6iFFZb2H3CpRYHPxs2buP2uO4s0qSiKWFpaIooijj1mE0dt3MRVV13FJZdcQr1RZdu2bc746/WYm5vD6ATPuhrgNIq5fmamqGHJI45zc3OcccYZY3P1tttuK+rhcv65rVu3FjWhW7ZscXDvJR6q+++/HyklzWaTXq/Ht759PccffzynnHIKRx29HqEkux7azWA45IQTTqBSqbixyVDsnvWsZ7Fu3bqsNi4uKAguvPDCMaVynPjbMp5EaScDVQe1aZGRsc+May5Z8oPjN8u+mBalMuJgZ/rUCJiwLg23JFPLSZQWMJkjeFR3ORFpQyKRY3vupHwWQhTyc7KfxVXs+HisFMF0qarjwExlQyN3buTvM/893z+K6+QRuNI9fN8nrFTo9fscffTRfPCDH0RHQ3pZat8NN3+HOI5ZtWoVf/5nb+Mdf/1Otm/fzjMvuJB/+7d/44tf/hK/9duvITWaK664ghNPPJG3vOlNvPEPXs/v/sEbecpTnsKLf+klNBoNWq0W0lNcfvnP8LGPfYyvX/Ov/OarXsXxW08g0S5dvtVq0c+MkXa7zate9WpUGDBM4uI58npzx8/q9BRPZC4d496iFKNyoOyBi/E6KOdLCES2l5uyY8i6eRf6PgPhamgVBuF7yGzvthZHgG4MgedTr9fpdrtUQwdU0uv1EEIhsdQqFYfymCM9GovRGiVGiLJ5rWF5DuSR8LLOIoRLR291OtSUKiLGaZoU/Hj5fKjX6wR+BU9GdDs95mt1p+MJSRxHVKpN0nSQlbU8+r3ySCJw64EPCTfqEviktfbzQogfAB8XQvwJ8B3gfdnx7wM+IoS4G1gEXvioe3mYdjhF/rFoRYjf2oNALlcSpJPCYUwwFXlXZSMtE2LCFMJHlpjrsaBlpojaPDJkEFZmSmL5flnKgDCM02ce/FxH0g46bgXh7vr0yI27R/L2xrxhj0E70ghBLqgno4iHO0/a0eYIo6ivb8l4ZhxdQBJFhMqlOLWWe3zo/R9judVi1cIaWi0X9u+2Yt7//g/zqle9itlVrmbkqKPW8qWv/gut9oB77t/NqdtO5iUvfVHhXS0AZ7LUQyNwJKVSsNRucczmTXz8gx/ktM3HEaYgtEFGKaIXOeoJ32CVREqn6OzZs4dLLrmED131cTSCp19wIR/56N/zvdtvZ+OmzaQI7v3hDznxxBPHPJTlzysZcdOOLZ+jM4Qoz/OoVRyvyyBD1JtMn8zf6UpR32lt0kCf1reVmu/7DkTE8wlm58A47j0rxSFrlovnk4IIjZaWYGEOXyrSOKFiJXIYOU62KMYGFbxAEQQ+y4tLBMoRcMfG4gmwKkAFNaxIsHFS1AjHwmCt48sR0hGKt7sdVx9ltKvZq1WdIacy1DELfqWGj0RZn4GOaS238Ws16sIUBvJP2n9+E5mjI5f7/X6fNEypVJokGKI0QQpBLaygjJM1Q0/j+QptdZECOTs7y9K+FoiAfrvPzLqjAYmRMMQijSQQfpFtAtmcta5eSVsHTqCF42zUWrPU7xKZtCA9jqKIE088kSRJ+OLnv8DatWvZfMwmvMDnu3f9gO9nadhbtp7A33/gQ+zft4/WgUXWrlrNd26+meQ7N7P1xK14vvPE33LLd4s0KCkdb52HYXnZcTJValWEkiQ6RfkerU6bNWvWEEWDMY9+GPp0OkPAoJRHEFS59/77iqhhkHG8aa3Zs2cPvV6PVmeZ5myDB3c+wJe//GXWHrXAJZc+k7m5OXbu3MndD9zDGdvP5Iabb+bkbdtYardpNBpoa6k2Gpx+1lkAxLFDDg6rFRozTayA/YsH8DyPNWvWFE47YzSirO4KkMJirUFmZNZllWTSuZhHgoQQRcZKIeOMHt97rQO7KuSvYIyHLj9G2JIsL8nYootCoOxEdM8KxzVbkq2eyCZhEdQY0S/k2Rva5Ar86Lkm0aKtyHJ/bGmfNqMIYX5+rpgXZNLl/gnhkI1LWSLl58qdf2l277y2L2+ylJ4qhYCMS1MLigiO0Zr3v/dvXdqesfhhBqphDcvLbRYWFhh0e7z97W/nWc96Fgf27edrX/wS6zYejY4Tur0etdk6QkkatRpJb8BMpcaamTkG7S4P7djBP3/h81zxylfwpa9+mdnZWdYetZYf3H4r1sT8zbuv5MlPfRo7du7me7fdyste9jKsULzzPe9l3cJah0qcJlR8jySNWF5eZs1R66jVKrR6fYyUGOlDmiJwzhpPSXSq8ZVAChfFT7N0SUS+12fuAlNCiBYGMlRcTwjWrloNiWY47BMpj6FKmAlDdOQMSpMktLo95ufnwfPpd7o063UEgnQYF5G1SqVCvRa4CLnvE/X6GWJkDaktykI9cywHQVDU5YVhSNx3NfSNRoM0i8pHUURvMHBGb69LIFVxLyczHC+cjlOSQUpkh1SDOr5VVPwQbI7eKWkvLiNa3WIdPdp2JCiU3wMeN+X7e4Gzp3w/BJ736LtWXK9YkAd5S0oLUGtdIAEhxvleyn8nSXmnGSEreeiL++qRhyznpilz1IQZeWhO6Jl7bcZSCJXzkDZqVbrtDvVK1SFsBSFpkjKII5qNGYd4ZF3+rbYpfi0giSJqQZgVZldJtXb58klEp9Wm0aihvEzAWlBSjXk7phU3r/Tsh1J4y8px/nkywjG5mZS9Z3kaj5RyPEVzyn2mtcn+558Ph4g3GRGanAOTBmi572WS2vL18muONs1xr6fMNhRjXNG2FBKjUzypXKGrUi4l13Okn4iEZ15yAbffcQfn/9SFXH311Zx66qn8+7//O6eddToqdIpLzQ957uU/h7WaL33ly3SHCU9+8pOy58oJ1QxY53U/55xzWL9+vSOat5bf/M3fBOA3fuM3EFFMtHcJaQ2/9osvxXaGRHGKWrMaOVvDGsHWrVsJggoay2/91m9RqVTYuOkYXv/616OtLXL5m81mUWQ8GAyKcS3PgXysyp5msUKEzBhTUAJoAZVKiNWGRKfFPWVOJOx7zihWqnBylddfPmcn6SPy+ZtvtmVS4TzSNzm3yn1NjSM2z9e2zH8X02NwUkqQkBqb6TDO6RJLSwpEQqN8j26rReehPcwFPl4QMDM3T6ezhBSWjZs2sbx/PzrRaF8SJylpFKE8j8D3manVGfS6VIOQamWGNDWOPiAMaHXaeLUK0veJh3380EVDBmlM1B8wPztHIBUi8DBJijISzw8Z7G0zN7+A2HDUGLdWMddLYzRpDE+mHP2kPbpWHts0TfHqGSR/EjGMhjSqNZcO1O06+PMgYLYxS3/Qc4pTtmb8bC+bnW8yMzOTRdHcGsDmKcmlvWOajHW59i4ykTqlZXF5iXPOfRI7duxgfvUqms0mS61lXvSiF9Hv99ESjjnmGM447TRuuOEGbv/+D9h+9hO5+867qM802bVrFxdeeCEbjz+u4FpTSnHmmWcWcPt5apkyLor28MMPs+fhfSSxzjzlKTp1depK+SU5oFhaalGr1RBCEccpkLJu7XrWH7WBnEIj399P23YGt99+Ow8+sJM4Slm7cBQLa9bx8MMPg5UM+hH33/cgTz3v6Zx99tm852//lnvuuacgA7733nsJw7BYI446IGXnzp0FYXi36ygJctLy0V6ixtaSybJyiuyjEulafsw01MdJguXJ5hzH42nnk8dOnjlNhyg7zSb1t7LsLOsi5fPK956sr52qC4qsFrnU37wuL5c20/bo8j1gNK8nKavKz1p+jkM5f4XIakIzAzqKIl7y0peyambWZYwYi8HtMRpLFDmk0jwNuFKp0G63+ddvX8/Flz6L5z3veWzevJlffunLCKSg2+8TVqv81TvfURinJ5xwAueccw5XXnkli4uLnHfeeSysWs1DDz3EJz/5SR7/hO0cc8wxbDnhRE488UTWrFrNy172MmbqDaJB5GrysCisy+BRitS4Ps3Pz9PvD7BWu9q/zPCJ4wRPUBi8CoOZeN/F8BxG3w7DEC+OSZUCEofxkNWmVqtVcgoBlRlWNtM5cmAhIUSRUimyaFue6py//06ngxXQbDaJ05Qgp0zRpqg9lVIS9XpE2TzIHT7RYIhQzuh2ZRumiNzn0bzckayThOXhEFvxadYbKKVYHnZdbdxjEH2DR1gD99+tlRF9hCiFtu2hDI+DhY0dW/TTlYuRQHGCX0nH29XvR3gehTXf7/cL785gMCiMucmF3m63M8+Z86ItL+2jUgnYu3cHa1avxQ99om6b5swcsdZYIdGxq4+baTQY9nvceOONBJWQs7afTVCrk3ZT7r73Hk456URqXkAemLTW/kjG/kpGTXk8VhLSk9c4VERjWv9+FCUv38zz1IaV0uAOde287uCR3n9axAjcs6lsXqZpihIjuHvyAls14ueKosiR7TZW4ftNXv2a1/Gev/kb5ufXc+GFP83JJ5/FUmc/KBBKMRxEeL7CWklrucMTn/hETj31ZCxp7gAs+pQMY57ypHMRQjAcDAk9n3VrFrDWUmnUidOU2dlZTH/IoNVittagk8QoC9ZT2ERTq9VIEhetWb1mHq0TvAxdyhOQameMbtiwgU6nU3C3HGrcyq28FsuGfi6QcxLVKIoIlFcYx9bakaAu8ReWjcSVFIn8XuX7lo/N5/jkOQc9i5+jjAmU5zgTDbaIVq/U8tmvnLvSeZGtS5MSqaUiPWLloeOEVrfL7IaNrA7XcOt3bqZRq6EMWKNRfkiUJPRay8zVK/hWkiYOrTYyFu15TpH1w4w2xEUIA+XRHQ7xG1Wk71ELPGp+hUGnhxWS2kwTpQRWQzx0AEpWCoR0/JKPPNn0J+0xb8KlUFrPcU/5GCqZ4phzMhoBcRQVpxhjsJkRhA++VAUFQY48z/n19gAAIABJREFUKcQE0nDWpu0HxdrKjLj1G45m2+mnE4YhOx/azcz8HFJK7t/xIPc9+ACbNrkInIkF+/bt48CBA2zatInjNh/LHd//ASedfDJ+EPCt667jHE9xwgknjO2lZZS/PPXQC3w0tkgFttalfhkBy502e/ftG+trkqYEYVjQuVSrVZKMWDuOImq1Gn6mkMVRhE5TvCz9tNPvEVQrGOHAJubXrOYb3/omV1xxBbVmg7Vr1/LDe+7muC3HuwjkyScViqSUsgA9W79xA6tXr0YIwcaMRy9NXeQwThK8nH+MkfaSi02bfS6L0UJXzoJbbgwmfltJI7Djv62UjeBS1MvXtIWllPfHFP3K7p/rIkVfRzVRWXxm1LfyMWL8GYUY8XseyqibZngKIUZjkn8uj4sxRU2exdEUjPSI7ElLYz0+BuNNlr7Mz1lYWEBkSv/MzAxeoFxqbiVEa4sfBNx7730O0TCKqFQqNBoNrLWcccYZRJEDDgvDKt3I1Vzt3r2bKHF73OLiIlu2bOEDH/iAW9+pm8dCCH74wx/ypCefS71ex/dDNm/axHAwYP369XhCEi4EJHGKNimeJ7HWpWBLT6HFqPRBSkcvk71arCErdcgyAoQckxnuHWX7qRmtV6tcFD9Hky7vyy7bRmPlaN/O07611nhZHaGLoofkFmIeRMlrbHOHexzHCN9jkAGPSCmdwWUMpkTJMewPCP2gMMTCqitfMZlzKr8uOJ1fiXFHdDlaa6V0upGSBa9eEASE5TqoR9l+rA248gLVWrv6MGuxQo0Wqx0HL5jUyye9KYdStNxxgmZjll27HnYoQn6A1oPCeLvvvvvYvHkzq1atKgqhH374YTZv3lwos9ZawrDCrl07ua+9zOMfdzpoSRR12PHAXaxpzjjhpw2DftelMQUhQeARBgGdVpto0OPAgX1c9KxL0RL2HtiPZ134eTDssbS8z0GiYti4+UTsIdIoD9VWGpOy4p0viPy4MtLVoQzjx9qAm0zhWKmN3fcwBmeBQFWK4JR/nzxvLFJrRoSVeTpHQSFhIU7TDAJeoFNnpFTDkPnVq9DCcMoZJ7F3/25+9RW/TLfbZWj6rDtmgQUz64AIUsHs/Bz9fp9KGPKSX34pg8htDsob75O0hnq1xrA/QClFEsWEYYgSkiga0qhXIYqI20skgwG+8mgvLZMoCIYRUs6gQr+IPMeJLkh7hZR42WboZ5tdHonOi7RXauUIqLW2ANgBitSZJE3wMm94ntak0xSFKOp8qtUqIqt18T2nxLlo/MFcSJMR0vxdlaNwZeUgn8+TRl35N4DUGqRw0Ni+VI4Q1I6MuJWaxmF7KQTWAOkoXu5rR5wukgRfQCIEnUEH0Y+Zb85Rr1RZXnQYUUE1wLdVZhpDouUWg7xGA4XwBVJBgs2KqBWpTqkIQKeEvkeQod4p34NEI43FD3y6yy3mF1ZhSFBC4gUhg35CXPHwf2K+/bdpYRCw3GthTYKWDuY7B5IIqhVMkpJGcYG0qLPMDV/5mMSQ6BifoOBwtJly5UnP6edlx1T+12ZKuLUoTxVrKI0T6o0GXlZT0x30+afPfZanPfWpPP+FL+CrV3+Nbdu2seWEEziwuJ+77rqLSy65hFqlyq5duwiqFdZv3MCxW453EbX9+1laXiYIAoeS+7Dbf8tr1BoXLTtw4ACNmSb94cCBiQgIqxXmV69ifs3qQp5LKWnOzbJm3Vo0llSn7LjrLu6/7z6nXHse/X4fa61LgdSaHTt20Gq1XHqqp0h0ypatJ4AUvOs97+YXf+nFCCVpdzu84EUv5M1vfjOVSoXTTz+ddRlfay47tNa0ux3CaoXeoO+iCBnZeeA5sAXk+P6bP29Zbo6i/MVLASDNoPbdP0tOotEhU1u5Du1QDu1pn/NzytkMubyclr1Q1tEmHWj5d5Pnje0X2R6rfC8zyEbH5Kmf+RMYa8eU73KEstgbcl7ckiI++ZzTxmbaONlUZ3Qb7jmCSoiNUz5y1Ue59ZbvkkQxb33bn/KGN/0h27Zt4+KLL+Etf/RHnHrqNq688ko++tGPsnHjRv78//ufDIZDN0cTV4/5sauu4ge33saf/Nnb+J3XvpZGs8EP776TD3zgfTzvhS8giYdcdtllVEKfm2/4Nm/4/T/g7z7wd3zkIx9BKZ9zzz3XpRv6AX/8x3/M5ZdfznduuoVvX38Dnq8IAo9er4PnS+ZXreJ3fu/16G6PwA9IrAZGhjBSuBTW3JgRDrSl/F7zKWKnODMndSZXs6pIdELo+QUHapqmhdGWU+Tkhl1rebmot88BifKoYf7uY+30g2azCTijLggCZ8RZOxZ9M9pkBl2fbr9fOHdyYnEXeYyphpVivlYqlZFxmBnjNssaaC+3iOOYmdnVRO0hZMbrozXkxOEMlv+MduZZZ9mvfPUrYwrykTSbaITVRNGAJI5QSuArgRW+gyAvCZEiSjShcKwkPA7uRxbtsxAnQ+f9t2Ct4atXf41nPvOZNJtN7rzr9oLP5nvfv4NznvwUl1sbOzS4nGcnsS6i4HsSJQSBFKTDAbfe+l22n34mVkCiXVG4X6sglUIIRS0IWVxc5HOf+xyXXnopM3Nz9IcR1bCCrxNuv/12tmw9CRl4JLEmtQavUsGY6amFQoxHH8eNoBKxtB1fkEKsPG+kHRd8o+uNNp+DFOgjfO2TEb9DGmrm4I1vWpu2GRUbw4RXZbIf+eecF0mWnIe54WbStEDqKs8zkwmzfCOxevRsemJ8y0XaymapfVYWAqx4t0JAqRYAylw7AiGNI/MGrJBI4WV1Bgm2P0B3+qStDnoQYeKEpXaLtcceQ7hxHSZQJInGw0NlFBVaglCOU0wIRQ6by8Qml7/zyZSZyfdT9qbnkTcpJak1Lre97oR2MuiTDIakg4ia8hkMhwSNGkYJkkxpUUoVm3gOZlB+l2nmXc2VgbyuQghXK5J/fyhAk2nKVXmOTB47zXgU1qFQYq3jdez2GXZ7DLsdZpWi3+nSqNdRSUyIorvcwhvGLO7dg1I+jZkZZlfP04oHJMJidz2M7HexSUqSxGghCBozWOVhUUgpsJ7ECwQm1ZhoiEhTZtYvUJmdp9OLCMMKvU6baDDEKsmatWsR1tIe9iG2dDtD5Ia1sHUTYaWG9EZGev5uDXZsnZbHat26dTdZa5+w4sD+GDUhRAW4FghxTtFPW2vfLIQ4DgfytRrHo/pia20shAiBDwPbcQjNL7DW3n+Ye1jk+KYvEVglsMpN+Etf/3I6XkwfDb4CJak1Gwy6PZI4RiIIKzUMmjiJigL8RqUOQ4uyHj4Bz9p2Do87/iSUFYg4xRd+hrxcylZRJWMu+5h7p7v9Hg899BBHr99QIMfl6UW5vBJCFJkSzuPvFd8vHXBOz+OOO66QbUKqMafJJEmztbaABc+VuGky389l7RTHohACYbNIZCl9esxwze6VCqegRVHEAw88QK/X47TTThuTxWWZX75fno7VbreJk4R6vV48+1RZcwgdbSQ3jwywLK/aKu9d0/a18nqdunfK8XTzchr8NDm3UnQsp7WYvG8+FnmtUd6P8j5RNsKKvpZvo8cNOCFlASxSjiZNtjzlMb9XnpWTG/3T6Dkm+29tltIpRVG77SuPv37HO9n94A5HGp1q/Ipf3Gfr1pP4jVe/msXFJX73d3+Xl7zkJTzxSefwH9dey8c+9jFXtvDa3+Yb3/gG37/1Nowx/M+3/Tm//3u/R2d5iS1btvDyl7+cN77xjTQbDQ4sLjIzM8Ps7CwveMEL+Id/+gxnn302F154IeDW0Rve8AZarSVe/OIXc9ZZj0cI991rX/sa/vLK/5/l5WWOPvpofvu3f4dqtc5wEEPoIcRItuegHlKM3ptNx+sWIdtnjRgB9UgHXJKjkQ4r8I5Pvp89g2XaFU1fRJgkpZIbVSW9wJauHQQBSRwXAZLcGZvz2SVJQn8wYGZ+rtBBhHAASOWonk3dfGrOzWKMcSTg9ZorbcrowAwQZ7xxAI2aA1IZDoesW7PA0tKS00+0oBb4mOEQUXFGKICSIeFSwi1//SmH8HJIR4qdsvDG2491BE5KicgWy759+1izZhUSifKDMQ/hoVpZwB4aeS7jUctyze+++4ckqas5W1izCqym123jK49+t8dtt93GaY/bXjC0p2lKvdYkSTSDQURYCRHCctONN/K0884j7vSwVtDvxyAFYRAw7PRQYUgSa/xQ4fsed9xxBw888AAXXXSRm5xRhIcl7veQqoKxPlGsqYZ1hmkXL6jg0j5ZcVMrt5V+PzhV8rHjsng0Lfd4PFYIeCttXAcp3SUBL8TBcLjWjnuh8tqunAMQIYrUyuKepTQEwQSKVmluSiOwaIwtpTTkTorSGIwVeueC1WjI+HlctFo6ElRrHfqgMXhVx1GT9oesrrsC+yhJidEIP0AYibI5MIfBHCYKU3aK5IK4GKPShjfZciXN8zzq1crYGCilGCYxRjtCb+WVI6Mjg0xmisXkppsb52WI4Py6UsoCKvhwaJSHdCBMKDCTRsyUEwDntBHKATN0Wy0slqWlRY6eX0PV83jo/gep4zyCgedqYfWiZe7o9bSGfQZRDP2IiqcwiUY16shKgPVCkihB+B4q8EjiPr4xhFKilCReXqYR1glSjRQRcb+PtJpqrU7S6yOsweoYZT1mG3V27N/L7HEb3DyT5rBj9X9wi4ALrLVdIYQPfEMI8S/AbwN/aa39uBDiPcDLgHdnf5estScIIV6IQ3V+waPthMrQ/KxOscYwjIYkRiPtaF6nRiOE4zoSQjgAGzI5KhQYQzWsOINCj5RwJ2NG95o2i/MU9nq1xtYtJ2QEzCMjYVLJz2WC8oIx505jpsnp69bS7/edLFSOqD6PrmhGhLvGWrRx2QBJDlqhPBBmah9TPZ7Sladv4b5xDlpjwYqMyHyUeufktjMSpIRhkuIFISdvOw0hhFPKpRzhcaTJaM8sycAoiki1ZmbW1ULlqI7GaDw57kQF8A+hphURjSkojNNkTTllERzwRrn+XCiFnaj9ndZyJXmlex5en1q5j2UjLZfNZcMuv3/+/8QDFi3n6xKln/Lz87k4Kb+1He1Nk47bcpZGfsxkX8eeI3d4CPc50Smvfe1r+bu/eS8333wzV77zHfzhH76B17zmNSwsLHDffQ/w5je/mde//g28893vwlpXKvCkpzyZ+kyTT33qU3Q6HV72sl/lfe97HzfccANL3Q7DNOEtf/pHmFTzV+94O3/21j/hTW/8Qy54+tM4ZvMmrrnmGtatW0cQBHz0ox/lM5/+B+r1OtVqlU57iV6nwwc+8AGq9U9gIs0wiUmN5i1veUvxXL4fuki+7xfOm7Jhba1FZjm71oyPhfucOUitLBwY2qRjY2ctBdn5YNAlmKtQa84QR5FDm6xWC+AioOBJTJKEZrNZZP3kazGOY2q1GtVqlWqtRj9y31UqTr4pBNUgRApBrA392JUHRP0BqTV0Oh2XOp3EBzt6Ml0mL9tI07RArq3X6ygtCEOf7qBPPBjQbDhCciE9lHrs0OF/rA04GHm0ZmZmXBqVzQp/8tzkKYt08vy8TYsMFcflC1tIktSwPBhy6rZtxNGAo1bNobVm//79LLdbzM/Pc/qZZ/DAgw9Sn5ktWNgd+qCbeF//+ldpLy/Rai1x4KHd/Mz/82yEF6KTGI0h1gleoPCDwBlhmTDYdOzxrD3qaAfTbmH/4jJXX301QRDi+zPsWzzApj2LWGFoNBrE8ZDHP+7MYoJPPvOhxqMsj8rGyuRvPw7tUJGScpt8ThhP6TjSe1nrYGuttQXhOYyn40kvS6eUIzSrYiOQciqy2KHuN9kmoZZNHCN07JAKrYOls0qAcjUeEvDDgCRNsGlCrVYlTmIi4SI2QaVKnDpPuoNHyeq1cPMhr4dyGTuj/qwEclP21E5+l6dGGmOKomS3kYMnJb6A2XqD1ItdXYDvkQqLpqTUaENc8tIqpQpDzvd9dMn4zdNB8z5MmwfT2qG8zNPOnfadURZrXE0aSmYANWA9EL5EIUh7ffbu2UNFW9bMzpMOuigRMBxG6CztJB5GVDyf9jBCDwaoShWUpDq3Cl2pYMOASqgxNsFTFjFM6O/fhxfFNIKQ3jDmwP07qTSa+NUqIlMmO70OzZk5qn5A0u8QGZidX+C+e+7krO1njjnBDjde/yc26158Bi3mqBNxy+AC4Oez7z8EvAVnwF2WfQb4NPBOIYSwj9IDNRwOnZNFjhxGnudqJ5MskuH5DtxIeSOZZpKM2Fu6Oo9C1tlR7ZRTZkcAE5TnfakPZUAna13UI1eW4zguiIfLjyrFuCIIjGpepUOVG8bJeHSjJDNG9xOFYToZWSr6OuGcm5yvTgfNgEHkSAHXRo8UVuuAh/J7dzPuxxxMaRQNOrivUsriuOFw6DI37KENnhxdsdwOMhyOcOpMPve0MbWMO3sPip6JESjUtDFc6btprfw+pp2TO2cP9SxQAtcp6yx5tDH7txaj7ybvP61fBxshB+uTY+M2MbescaAxOcqhEILeoM/mzZupVCp0u13a7TZLS0uEYUitVuPYY491VBU7HqTRcMAX3W6HdevWcepp25idnWXnzp14nlfsi/OrV7m0w8QZEWmc4HkeO3bsYPPmzTQaDe648wc0GjOcc845hJ4jwgbo9tps3ryZzccdR7ffY7Y2w83fvYWdO3cShj5xHLNu3TqMMY7sHuMAY/JnzBwHDmnbjo3VtM95VPqgdWdHaZa5UxWcHJiM3ufyp8C8yMo6cnRvYDyyZl06bRiGYzVsRXS39G7LDoEcqESXott5WrWU0hF+eyOdJq+/S61BCG/M8C+izFLiH6ak4pG0H2sDzlqXf6+UKgo9VRbmPNJWztM+UqGj/BCE4p777qcaBuzd+SAnn3wyCwsLtNttKpUK1WqVHTu+zZmPf1xx7fxF3nLLLRy/aTPrnridWq3GoNfhmmuuxlOKu354B3sPPEySJDSacxxY6rB27TrWLhzF45+wHaMTZmZmGA6HtNttjjnmGH7hF34Bxz9Z47rrruOkk7ZSrfmEYcgN376OKIpGyGKPME21PE7FmP83st7yxXi4Ph2pAVc+ZvKcQwkmOPiauUAop3mUUzInwVbG+jXRx7F0jXgk0A5nQJQ3eE+CGcSY3FBRCgIBSIQUJJmC1YtjPCFIjaa5eh5/pk5Hp5gs5UqqrEA7zRQeC5PB/nLEqeztLK83oEjjyoVgWSiXxy5/Vq1TdJJgpSAQCt/zEJ4ilaAt2foXWG2xqabVWqZWqxXXyb13aUaGXS54zu8vpcyCoUdutB+ulT3I5WsaFwzIg2+YJHUQ4VKS4sY1GvSpSIkeDpFBhVBJ4mwOJUmCtpaFuXUYaxm0u3Q6HdbWZ7Bohr2EGpK5VauprFtL68EHGA40JokYLC9jhgOUtST9lKQ3xA9CxGBIrVolNpbEWnwkcbuFX62hh32qtSbCWIb9QTFekx7y/9uacPnmNwEnAH8N3AMsW2vT7JCdwIbs8wZgB4C1NhVCtHBplvsnrnkFcMUj6YeLwgnCIHQ8btbVlfpBgO95WCTGWJf2ZCFOYqpeSCUICURAYIMiMk1qCCbkWr4ODSMwilxpTjMjK/Ay8JDsOmmSEIYh9VrNocpNKORpFk0bXRsGGYCI1prF5WVqtfqY7MidkbmB5zjWXEpjLjcOis6Qy1h7EAcapX8Xxl8u2zIjrqjUFlnkyhgQwtW65EqguwnWWsLs+/L/5WhSfq881RhriaL4oJpha6ZAjpT3nxIYyOGazaOUeSSrvJ/bzOAw2ulVUhZQ8JMt0WnxWVBK/ZxiWE+TCXlvtTVkaDnFd7k8NtYWTs6yAQUgleMdm4ySjRlwo9eVnZtB2xf/nmJI5P8Uoz4aW0r7l7J4v8W9hUMetrkRmfVFKgHWIDKHZ+j7tJdbPOMZzyBNU6LhkHq9zlVXXcVJJ53EZc/9WS6//HK63S5vetObuOiii1i1ap6H9+zmJS/9FZ7//OfT7/f57Gc/x33338/RGzawdt165letpt1uE3ju+lEUEQ0G7N65k2uuvppnP+c5fPiqv+eXXvqrbN++nV67xUyzydLSElde+Zf87M9dztaTt7pNKBH0hgO+/vVr+MQ/fAxjDH/+1j8j8EJH3yMVVqRAxuhnLGQyhdI8smJ8nCHTc2ypXEGMG3WmFLEPKyFJmiKk0x/m5uZIkqRItSYz5orMgqz+vdVqFbKkmgGQpGmKkBKjRoGdnE/Wy2SU7/suoyUDHYwzHttcnujE1aOGYViQgWutMVIVACVepeq4NYVwaJ16VO+aZo6tPML4WLX/Jgbcj+a9FUIUYWoXyvQQQjohdVDEKBdc49copwHk6XiH60ez2eSMM86gWq/RWlrk9u/tRvk+wyhi9cKCK7QMAi5+5kVce+21bN26leOO2+JY470K27dvx5cpSdTHVwrVaHDxxZcghGXDxo1U6zXWrVtPu92lMTOH7wf0e0NHduj5DKOYKE7o9QckqQYh8T2FMpqZmk+z5vHtb1/Hrl27aDZqPH779uI5x8lBR+NY/pxvNlKOA3hMtpXeWbFAObgIODdkyx7Aw433WPpgKVVymhen3JScbpyXn7FsCInShjAag5UN13I/RvDMFAIp9wKRbdDFhpN5rXTmgBD5Bl5sxbaohyt7ccqe3bLCk28mk3O3/M7SNEVaS3dxGTsYUq/WEPUqQnn41QqxznlNQHqKOIoJKwFLnS4ztQphEJCSKR9xTJJopxBqm3nzV35nZaVl0oHgZxC+5THNI9bg1lru1S/eiYV4GDGwEAhFUKsUdTRxmiKU53jOPMH8/PzY+8/XuOd5DJO4eE8HRwUPjgocrk33KtriHrmncBQxGBnXCkCnpMYitcWiUYEi7qeI1NDttlm7ajW9xUXa/SEIS2o0fhgitUYnKWmi6bXb1OfniZOYigyoVg06GiKtYbB/P/EwwiYxetAn6g8ItCVNE0yaMtucxQqIjabfblFdNY8vfLQAE0ck/R4zjTqJcc+zsG6t49vyfYdqOTH/yusqH48jWe8/js26nPKzhBBzwGeAkx+Da74XeC+AOFTRcdbcmhmlVeeyMgyd8qUzGaJ1ikBhUk0SxQReQKgUOk2JY02zVidUPlonoA2pSSGrgStqWcte5FxRnljjwlq3vwnJ/r372L17N1u2bCmUsGKt+aNaqnytVYKAm2+8kdULC6xevfogOZ2nLTmnjubAgQMsL7fZsmVLEU0/iL8sGyNBZrhMpOAVRo2ZqI0tlM+SMZYmeEIWZNypNWP1b9JCPxoetAZy41JIWfDVDfoRmtRFOHyfROtx/ld58KvP5WCxb02pgTtUZCz/m0chimfVGku+9xysK+QvO9+byufl30+L3K205qdFsHJnW+5cKztAJx2nhSGfR9tK3ZVSjg2d8lRhjK8UPXSGcG4U5s/iort5CqXv+xjc/p2f70rLR/WhQkJiNInWWU2dJOr2+MfP/BOnnXIq27c/nj983euYnWvy2te+Ft8LGcQR7373u/kf/+O3WL9+Pddddx2P2/54nve8F9DpdKjX63zoQx/i2E3Hctlll7lUw36XX/yFn+eTV32Ee+++h6AS8q53vYuwWgWg2+/z4Q9/mGqzjtYJUTSgXqtx5+138PGPX8X+ffvY89BuTt52Mr7vM0gGvPLXXo5f8XnHu9/FPff+EIMzkJSUoARWm8xxm9Oyl6LpFkCRm/c5MTrgskzKcyLze2uyNaYtjWqDZtylbdrkuBNphjqJECRZlE0qxWAwKIBNev0+JsvaqdVqY1QCKnPm5HpsmqYFpVOapgwGg+K34XDIcDikUqkw15yh1e1QqVTcXDO60B/y6JwSskCe98KAaDmhd+AA1Wq9MDh1RrtgV5hzj6b9NzHgHl2z1mY8KhUk0oGYTEk5yCN2k9+XhfiKxoFwNXACQ9RvEyoJUZ+Zqo/B0h86xJvlB1vs372LvXv38vgnnM155z0FrTWf/vQnaTabnHPOuczOztJtdanVGiAs/W7Ev3z1i5x68ilsOn4rynPoffWZeaJoSLfb5Vvf+hbPec5lDDOY52QwJKzVSXMhbgwWw+p1q0mt4YKLLkJKSbvdLqBYy+NwqLEs/5+fc7ByuvL7eKwVtHJ/yxv/pGF5kGfjCIMnZe/e5Pv/USMwbszcX1c47RT18vwTefhelBCd3MkHDXA5WueVIPFhZV6/PIWgiPjFEU0/QA9j0naHNI6QJkX6HsLPiHq1dpDGSUqCobl6FVpI0jhFGI2U4Kcam6RIKwkrPqk2rijkMOM7bYzKv+dpGrnXK+d9yX9XSqEEaOPoGDrLy8S9AanRzK1dA55P0KxltTeOQNuT3hjYQbmVUcjK790pays+zhG3ldZB+d0pC1iN0hZpBL4QxCYm1bGDdI8S4m4X0x0wMEOktmBSEqOpVKsYM6ob6C23ma01qK5fgxoM2f/gDuwwRfQ7PHz797HKQwgfJSAd9PGNdEXVtRqVwENV6uzft8elq0YD/OYsWrkUOM/g6ue8hOr8Knbs3s0p285kqnv+/+JmrV0WQlwDnAvMCSG8LAq3EdiVHbYLOAbYKYTwgFkcmMmjalEakSiD8BTDaIDRKUmkSaREShepVr7EVx6+FdjMELICusMeFVGhGdapCo8Zv8IgtaQicalgXpY6p6RTcTMHUy6Px7IJsvBWqh2XWZqmfOlL/0K/32fPnj2cf/75GO2U2jRJCDxXJ16tVotakshEfPlfvswpp5zCJZdckilcukiDGg6HGaWJQ6r79reuI1QhW489nsBTEHi0e91sjRh6Q4e+m9cVF9FDNYpE5Y42rIu6CEQBaGHQhfKPAIlC42RRHkEyuD4Wrbxv5sq+lCS5saMU3UGCkAqBItW5489D5/0TAoQz1sp16MZaZ0Bk/0l5cK2anqIwCpsbTfl+IcgCiTgD3XP7lRDExhZgTpISzDu90I7jAAAgAElEQVQuQjfp/C7PBaUUUuR7NVla6riBL7MyARdhLBly2dzy1bh8ttaW+u8Mdz8Dk5s0cq0djRPZM2AtEocMLLPIovScDjEYDFwkVQkMxnGCWVenLiwI6VB8tbAMksQh+woPz3fpiG4vcakU2lgweQqlo++wwlKp1njuzz0PZcEIxV+8/Urqcw2WDiySGEOtNssb3vQmBv0+/++f/DFf+cpX+PznP4828LSnPY1PfPyv2LvrIb57w0185uMfo1KpEEcRv//7r+M1r/5NHnroId761rfy+298PW984xvZvn07L/vlX2Hv3r386Z/+Kf32El/54ud46KGH2L59OwbNcnuJL3zhC3z2s59l27ZtPPc5P8Pfvf99XPrsn+ZVr3gVB5aXeNvb/oLf/93XEUd9apWKoxDIIpHOqHUokTrNoqMSDLJEoePmWqpHJTxSSvzUknqOTkBJD19bqigGnYjqQhMlEqI0QltDYjRxmtCcm6XVaqFEluKYpTl3+3086RzmnlQOfCtzRqZpSlitFPgDQcWhb6fWTXwhJYPhEN/38aSknqFbRlFEs1Ynzp9Pa7rtDqsX1hTRtBy1WUpJt9/DDwP3Pwp0iu8p+oM+IgyyyHaCtX7m5V9RlB9x+7E24FxUQxYePVdEXQrNTii0hzIsykr8ysdlRpwxLC8d4Prrr8f3FdvPPbfgd6lWqy5f+dRTCWtV9uzZw0xzjl/6pRfTbncYDAYMBgMajRniOCYxCbVGk4svuZRarcZya5GqrdFozGCMIYkjZmebXHzxTzGM+yi/RpqmrF69mk6ng8yUbpt5KFavOwqsJDKKQW9AEMxgdOT6fQSGVXnMymPxo0Yiyp9/VGOo3MoK/WQ05+DrH7lyWZ4vP8ozj921OH/8+pNzK/9u0gssxMGgKGO/TSGBXMngzO+pVIbqNYyJewOqfoCUHspzfCqplCjhIbKNTyjpIHW9gDQTkiZNsNoQD4ZIC4NBhEgCgkYDJTwOBWszuR4nnQL5GCwtLRXIdbmABAo0L1uK7NbrdaqeI7bPPWpJFCODsLhH2Uuce2vL95z2jm226T/aNjmf/hd7bx5lV3Xf+X72mc+dalCVSlIJBAgJIQkhMRkQczzI2LGDLYMHjInjl7jjpJO3Vqdf0pM7bufFWUl7SDqxXzxPwbEbbGMDwjazbIMZhUCAJDQhNNd0p3PPtPf7Y59z7r2lQgYPSbvbe62zqurWveees88efsP39/32vt79Q/8/6nTwhKCebUSSVEc644ioHTBardA+MomRJJDqDc31PMIwIgiCzPl1CdptDjUmOPOUkzAsDRENpqcQjoMyDQy7ghAGIpGMDo+CTImiDtPNJr7rMzQ2Rr0+jWnamK5LpxNr2F1HRxOVYdCotyhXatrwzDMMHB/k+T+lCSFGgThz3nzgNWhiknuAjWgmyvcA384+cmv294+z/9+tfgGLo94H04yJVo+zPEhhWVZBaS6E1oHUho2vxXpJiwxSnvGGrNZJyGJNeqk1DCiMnDwDZpkmzWYTpRQHDx7k1a9+Ndu37+Do0aOMjowBaCdM9hALmFpQ/OjRo9RqNcbHx/E8LxvrIUEQ0Gw2i/qgKIqI45itW7dywztv4OjRo5qVLk2wXIfpmRk6nQ6HDh1iZGw+4+PjxX0JswfNwdz2VFHjO2tov9yx3ttfJ7Ytum12dkihSPLgn1IYwujW5WR/cwKETO/3ygIamEHXDFH8nZ9v9vPV5Fc9gV1k4fjOvub8MwCmMfe611cykHW8UiqDLXZ/9u4RhRPJ8fekaxX7+6z/ZzfQ2bPTagcv1kzHpXKG9CDtIeUSoAzibN9QQs8j33cJO93arJy8Z67+V6ornt5qtdi1YyetmTqe43Leeedxx223s2LFCk2XH0b8ZOtWzs0QU6tXr6ZareLYHo898igXnHc+z5WeYeeO7Zy+fBlr1qzhlptvptOJMNAQTTubgzfccAPz5s3jxYMH2Lx5MxiChx9+uMi4/vCHP2RiYoIrr7ySc845ByEEExMT3HfffZx99tls3boVt1xiyZIlXH755VQqFVqNpiYOye57tk1TJEmU6jd+esYiMoMvq+44Uapba2sZZjGvU6sbJMq/I7cN8rUqr413XVcTMqUa4SRThUwlptUtjbAsq3C2bfN4KKMOnph99xZFEaZjF4ig/Fnn6IacJTu/99wX8UyXJOxgZUGyXmTXXGi2n7X9SjtwSkikYeCWfJ5/bBeXrr+EyWNHME1tbAggkRIj07EBQWpkKXeVY6YFQhmQpCirPwMFvYZmNokBw3GoDc/jNa+/Wj/wDDDdCWI8r4Tvl0lTRavZoVIeQErFsWNTWeGjNi7DJIYsQ5Bvlu2gqR82CZ1skti+r2HGQkc0VKKjmlHUwfMcyITAkySikNQVkiSJsG2TVIYolXQLeoWYNXCPH0xd2ODxFOBd+l2rgILl0dciIpv2n7Pow4xqP8tH9Tgq6rji4t7MaJJplkkpMUyTwrhW/Wb27DW0YNzqWViUUqB6l/H8s1mkjrRvJxf0MEX22t3k0cR84ud30J2gSuSbrNCSBkphml2GQ2FbxULXt7Grfuhm7zMBXdRuGkZWryC7sNJUFqLWCEGUaMIOZQgsYSOsBOlYWLUqwjCJVMpguQKmhVIJSggs28J0PeJ6i0SBCkMMx8FxbBIZkjTaqGNTxI02iVAkns3QSePIWgmjVCYR3c12div6xdCBFw1lyqANikLvxbZtbNsu4BFRFGGiYZpSphgoVJoglYnh2PiOqwMYlv47yfd1aSANiWEK0kQV41lTGhtYPfP9+Axz9/UcNnHcc/oprW9zo0thnvaORQGWKbAsk+mDR5g/PI96s4lT9hFCoaoDmMoCw6A0ajB9+CiOMDAtH39gCL+qOHLwCF65QmIIpGVQq83nQHMGXAfLd5AzAb7pg+UQYxKEHbyST+poxq5UQWTHWGgGPX9IRxiDMNJo3zQhSiMs1yFqR1QWjTIlFbFMKGdZCUMYBawmbwULW89a2jum/zdqC4EvCl0HZwBfV0p9VwixDfiaEOLDwOPAZ7P3fxb4shBiJzAJvP0XcRGmaeI4JsKETqoL6kvlSgHlAWiFbc00K3UGqN0JcD0f23WQqSIIAtrtNg2nAYCRBUl1sFT0rUd9xnVmIOX1KJpJLmBgYIBPfOITbNy4kVqtxsKFi7j99tt585uuYXRU0277FY8gCNixYwdKKcrlMg8++CCtVoupqSmee+45pFKazKTT4dixY1x44YXMzMzgeR733nsvS5cuZXBwkE9/+tOcvW4tF158EbfccgsDw0NceeWVLF68uNClhIzBu2ef6kVG5NC7nKBBZ+C6jl7+ntlttmE2V9DqeCRAv7PUS75SfH7WHt0Lwc5b8lIyAvka1HsN2b0YsmuI9rb8iqTUWcgoigpZGiFEloXt/4xt2y85zwvncVb/SKkJMWaT2gghMHudt979+KecW4jc2M/X164OWx6Wy22PnBnVNk0azZbehxwj+79Bmu3tMiPvsSyLRisgVW2E0LpfUdQpDPfZTQhdpyeUrkMtuR6tZpOoE4LUxv/Rw4e4fP162u0227dvZ+/ePZyzdi0Iwei8eSyYP58jR47SbMyw9JRTWTAywvSxY8wbHub8887jO7feyo7nttNuN3VwtRMyNDDIunXrOHLkCNt37uTFgwdJ05Q9e/awYMECTNPk+eef16ypSrFo0SJGRkaYmJhgy5atCCFwgzZbtmyh2Wxy+SWXMjExwei8EZotnWVSs5Ax+n7zIZdlovP5k49rIXrYUrXNlMs6JIkuFXBdF9ey6bSbWGUb27OJopRGo1E4QpZl6drvLFiUQxxbrRZ2JjeiocBQ8rwiY69Et2Qq39elqZ1E13ULLg0jgze3g0DX8GbrWV5rG2WSBfnrjZl6Aas0DINOGGFV7CJ7D/QHxKT8hQFXfsUduOynUlyy/lIGhoa0gn2rSRKFCNMqimGzd6JkvjhmWHVhYKCQhkUstXPUS2owlwENIDLIQs4OmTcj007LmbV6rrbQ3+o/Uc/qlNMWi1mLU/Gwj3/q/QtZT+YLWfz8ZZhLhbOWRS16a7Vm1739vC0XbP1pGbGX+11qrn4EQKAwmU35lfn+dKUTusxhenPQkKL83d3r6NlUsleSKC7qMJRUL6l/d6KsTe+m29fXs87VF3lFIRW4g1XaE1OEArxyFWkKkjgGIUkVSCEwHZvSUA3DcRCWQ4ImyzBti1bQxpIS07WRcYQwBSkptqk1djRXHX0afL3XAyBl1znqJdaxbRvXsouoekHpL6XODgoDZAgyq91BY9CjOAahME1Pa9LlgQVD9rFedes/jcJ5yvu2V8S791qhC7X8eSJn/Y5NFgjKyFLCZgPVDhkYHmK62aBUKqFMA2EJTOUROB3KQ8MYAwl2uUzUbEKiiKQiDDoYZY+OAfNPOwlpWUjXoZSMMKMEM40ZOg0TlKJk2ZT8MkZooQxFIgwQEuG6zCuVEFamjaMEhmlj2zobI5MY1y8RSYm0LIIkoWMKMLPxlRm4Sr68DMP/bk0p9SSwbo7XdwEXzPF6B3jbL/o6oigitCDNoGu+72uJiSTBtbWR47ouaRzjGHputRt1TCXxTAcZS6SEcrlczLu+QKbRE3wyjjekwzAsyEOUUuzatYuHHnqIDRs2sGDBAiqVCs1mi8WLF3PTTTexYcMGRkdHdcTa8zjnnHOKupQXXniBxYsXc9FFF+Fn9Tz1eh3f91l62mn6nhyHY0eP8uL+/dx4443801e+ytlrz2LV6jPxXBvPc3BMA8syQKXEUQfLzCjPRU+GBAr5FZExl0hASL2L6n1HaLkV8uBifFz/z0W5/3IycL2ZiNmOTO/nep2V3ve9FDHZnPuhIQrikhRQs4hGcnKbYq/tCcp2nR6h6yJnfVe+huZEXUL1Z9BmX6dUihTZA0vtZll0oDV7PqnsBgRzg1h10RNdR7knUCsgTST5I4llP8unktoeqx+doFqtMjPToDJQQ8Xa8RAq2/elouKXCJOYfS+8oJ2XVDN8B622Fop/CbtDpZr4QhgCSwhQKRddcH42Hx327dvHu9/xLq0H2An54QOb+Y0rrmTiyFFOPfVUpJTs27cP3/d51bnnMjAwwOTRMuvXX8STW7YwNTVFrVLltttuwxS6VGLt2rXs2PEcp52+FMsyePiRh7h4/XrCKGDR2CIGBwdZsmQJH//4x1m2bBlPbXsGieCtb30rldoAl156Kd+69ducfPLJPL97N5tuvwOk4sxVKwmCoI9Doe9ZSkmu9ab/TjFFbiP3j3Ej69tESaQlMhtI9O+/SYpt+oSdEIHSdP+GQRJGqCSl4mskWrvdJo1iKgM1SCXlak3zYWQSA0GzpfcwAa7vAXqdVKksHK58X4/jmImJCYTQjJKWbTM8PEwzaJMkCXEcaymDjHit1WrhOW4hKO55HiaiqM1T2XP2PA8h9JxIYoVM47nT/T9D+5UX7lFKkUoQlsnU5CTVao3p+gz1er0oYuxbIKWpj5wNR8ZIFSNViGUaWKaBaQgEOlOT/+zN4JwoHTp7MZ6d0SuaSPVBN0uTHy/bEendXGcdv+yWT7beTaW31mjOe/45vusXmXaWwjjxgeg5KI7eVpTvKqUdO2Xoo4/fzCB3Fnr7Y64N+5X01eyNa3brPZNSXT06y3JIJdi+j7JNDN8nFQaG7SATRZoq4jjVr7ke2A5p9l2xTMEyGVq4EGtoAFErYw8P4I4MYZZKCNvqyyzl46H3mPNZ9Pw/TbXAsO1YmJaBYQrN5CVUEYZQSiGTlLDVpN2o06hPEwYdHEvTh3c6HRIldZWG0e0nTeqQO7z9hmkeiZ0deMiPvI7wFzmeBZDEMUkYYSktkJ6mCtvzkZaFcFxSYdBOY1LTJEhj2jIhdgwS18ZwbDpRSGKAVSlj1krIsk9csukAbakITZOpToJdreFWBlCuTyRTIqUPZelocyxT4jim0+nousmsr1OpiS9SBcK2UY6DtG3wPSK0eH1KvzP+6/Yv1/qyIEqTD1muhhd5pRKO4zBQqwEgszGcw/wNyyROEyqVSiGA7Vg2pgKnBxLWCw/qq8GaY37n9aue5/H444+zbds2xsfHmZyc5IknnuDOO+/k3nvvJUkSXvOa13Dvvffy9a9/nUajUYyhHM2xZ88ehBDMzMxw9OhR7rnnHm6++WZ2795dGPidTocf//jH7Nu3j5tuuolms8HFF1/E+Pgi4jii1WwwOFAjiUJs08AUYBki+11neWzTxDZ1EFcoiVAaQGdkQtVmlkExDEPX2Bg2hrAKuKdlWcWRtyJTZXQZWnt/f6n9OXd+8pavOaZtZVp4GQrE0BD3/Mhfn31g6IyHro7XRyqzlTQLvIie55tfQx4gnJ0JzK+pK+nS71TmfdJ7L7O1/3LGviAI+r4zH19KKQ2Tl5r5zxQGpjAQUuHZjs4GCoGZlc50zy2K4EGSJMhUS8MkCqJUB5WjOCbodGi12ximyeTkJJ7nsXXrVv72b/+WQy8e6EO0yCTFtWxuvvlmPvrXf8OuXbuQUvKRj/wlX/7iF3RAXqaYAmzTOP6wTBxLZ/gsw0AoSdBu4TkOKkn4+N/8DQde2I9KUuYNDPLeG97DN77+db79rW8xOTGhtRyDgH/85N8hVMyxw4f0mDNN5s2bx8jICK2gjeNYDNYGKPslrrvuOm65+WaCVhvbtnnHO97BXT/4Ae//N/+GjRs38trXvhalFLVajQsvvJAzzzyT7du389WvflU/VxRvf/vb2blzJypNedc73sGmTZuYnpwiVbKPFfSl7BmlujqTQggMBbZhaj3KWVD72Tvq6PA8HNvGc11s06TTDoqxlNfHdjqdQg7IdV0Np6a7LrklnyhNKJfLDAwMFI5atVotgli2bdNut4tMXj7WXdctNPLyJE6OCsrHaS5XUK1W9fhOUkwEKkmJs+sLggDTsphp1ImSWPsjYVTAPX+dgQPAQGZaVEoJojRBtlqUSiUdNc6U2KEbTdJC3DLLo2tRU6EkhiFnZdPyjE/uQPRDHfKFKV+45mqzDb5+A6c3G6dA5egbjssAvVR7KQP+X6L1buR5xC1f9M2e0TmX2Ocrbb3n/lkzcK+sn/LnlOeTZjtZ2d9oLbW8jin7ovwbe67reAgMhgGzxs1c0dc5/34lzlsPDEVYJs2oQ8m1CeoBtZJPmL2voO/PItOpoWmQk1hHVSWgTAs8gTM8iGVmWStXsxSGqQTLzK6g/7rmYh3Nj14YbpqmeI7dFxjJF89EaqNEG1kp84aGScMIJQXtRpuw00HZpnYwLKMwYkQWfCEzoLSx2RMN7DGqeoMQVk8G/aUyc6+kzf6ckEpvaghUmlLNaJ2r1SrKsWjHGY16FOM7NqlhYFompmWCZVLff5ihwUGCsIPhOVSHBgkshTQtIpnQabepDgwwtHAhfhgzNDBIu92mNa3rhxKV0Il0NjOJIlQGTXFdF8exi9pDw7KxbIdWp4NdLlGbN4+O77Bo8QIOtxsa3ioMTOvXDtz/Ci1NUy2nYZlYpkW7HVAqlTBNkzCKSEhILasvcqtJagRGqmtQZsMjZ7eXmgNJkuD7PgcOHGBycpLLLrusmNvPPbuDiYkJXvWqC1m4cCECk+HhYXzfxy1pAyvMqLtd1+XgwYO0Wi2azSYLFiyg2WwyMTFBq9UqnMSpqSnGxsZYvnx5Jp9zBp7n6ch4BqsSoh/OXTgNquv+amHuLlRes+Od2NA8UcvPMxfD5U9DkbzU+f4lW3+wLQvUqr6XkMeFNH/6+QzDwPd9oijC931dW2Z2a5zSWLNOOpZFGieUSiVajSaOaWFnHANlz8fxPaanp3Etszh/Ps6g29exTJFZbTRCZ3rK5XLhSO7du5epYxM8//zzGTGGkTmPen4Ypsnhw4fZtGkTy5cvZ8NrXsu+F/dT9n127NjBwYMHWbVqVbdOm+P3cE3QIgvD//HHH2f7089gmiau6/LZz3yGgYEBXMvG9lx+53d+h1IWfHnmmWf4p3/6CkmkWREfffSHPPboE6xauZI3velNSCkZHBxk98QxgkadNE256aab2Lhxo4Z7TjW4/ft38ru/+7saCm1Z7Ny+na997Wt4nke1WmXjxo1861vf4vHHH+fTn/40vu/zmte8hje+8Y3cfffdfPnLX+b6G27QBB+WVQhq9/bzXK3XqetFwfy0sZyfM4oiVIciCCCEKCj6c/hizkKbO1mDg4MIIQpoY47iMU2TUhZgsW1b1y4aZh8MMk/25H/PnsN57V2OFMoDBcius5qmKYbQNW9RlrGWUnNmdO0LhWN62vz/BUzrX2kHrnDOgE4cZQxK2otuRWHXMEtzfQ6BIgIkiYyRMmVq8hhHDx3E9WymJiLq9TphGDIyMsLll19Oq9Vi9+7dbH36Ga699lo++tGPsmHDBpYtW0atVmN6ehrD8IprarfblMtlPdgbdQaqmk702Wef5dRTT8XzPGZmZiiVPI4cOcLIyAhBEHLk8DH27dvH1NQUi049hfXr1xPH8XE0632byqzIx1wTanZUb+4+nPv8vbDI2RvQ7ExkbzRO9UDk+mEgL9/Am80u+XIyelEUFfSxvRHE3ntRSmEKmemXAEYWWQZUouuRpJQI08CytK5QydVMZsJxaDQamGYOjVQYhu5f19Z6IEJ0I47aGdDR3OMWdpVBRHquv/cZzt6M+p57T7/PdpBjtO6MyKEw2ft1diuhVC7TajeojQ4TIkkxSeIYEw2tMTMNojDsZBHaTNZACIIk0pFk30UqkHa2yAm92cXZgqqQaIKn/vqE4lnYVp+Dlm9mhiGoT08W95umBlGks0IGYKiUOOzgmiZCSWIFjusy6LkcPHYEf6BKmIQ4VhmRakO05HUpqQ3D6qvjibPgQ97vtm0XxuvsIMSJNqC5Ism9z1pKLeApdcEkrmERK6mZspTCysZQeWAQ03O1bpdlESsQvq+fgcqeiSkQtolZLTOdRKQGeGWPxMsY1ISBbZuY5RLx1BTD88cw6nWOTR4laLUpOxUdoRYSM3tvQiaATCZwmkoM08awdaahE4X4CxdwcOIYyjHx5w0hSh4lkdFq98yt3jn3rxVc+j+1mZZFKiOdCU8SUqWfjykMgijI6kd0wCBJJXEUESup1+VAYqQ2Fpo8yBLd2myllK5fEaJb+zLHUm6aZrH2nn322d25lJES5EQlQRBw+22buOSSSxgeHqYTBfi+XwRznnnmGZYsWcL4+DjHjh1j7dq13PTVf2L9RRdz9llrqNfrlDyfwdoAl66/hM2bN3PWqtUsWrSQ6elpKpWKltVIMmp+0ywckHztxBB6TRECKQQG3UBOKjXLoK7pzNawFBKlg3kCU59H9K9rs9E+c82F2XT7L8c3k7Pe1AtJy5txAkf7lc7D3s8V61efA6dJTHozLrPXRqWUlnIRWo8rDEMcR++n5XJZO2qOQ5RE2LaDZRg0kgZJnBAmAb7j0pyaYWz+fOI4pt1uo5TC833qU9OkGWpACJ19tEzNZCoME5HVYSplFtlGnWE2aLUbJElCrVLlgnPPIYlj2q0Gzzy1FZEmGOgsrVCaBfO2W2/logsu4E1vehNTkxMsXbKEd73jndi2zeJF40Wmq6j37SF7yaGohqEZkW3TYtWZK9nx9DM8uWULMk64cMPrOO2000iShGazyT0/+D5DQ0Ns2LCBhfNHed97b6TkuSBTlp++jNNPW0qn08H3/SKwaDk2G179WlasWMEnP/lJNl63EYTEsg22b3saf+NbqZUrRIlk0eKTefVrN3DbbbcxOV2n8eRTHDh0hEYroNnucO755zM2NobneVx4watYsfwM7rjtNq59+9s16VHJ7+Mr0M/8+EEs8nITpY0QIXL7hgyeqoqPSY3GRwBxFBG2A0xh4NoOsYwxM2IlK7Njc73aUjau0iShUa9jZkRNaZoWWoq9LNx5zWwcx5gZAVcQRn1Z49zeFkKQZLpyiZIZDFKQKkknioq6usHaAEmis8JOVgdqGgaOqW0c3/cxPItO0kFKSRSlmJ7Zmxf4udqvdsi0VysFHXWXqMIozKP3OXwB0IuvEigpkKlgZrqJ45S46wcP8NgjD+O7DqvOXMHKFWcQhx1MAT/84QOcNL6QONTifPfc9X2QCfXpSQYGBvocmr/4i7/g85//PH//93/Poz95uIBXfOELX2D79u2kacqBAwf4h3/4FC++eJC/+qu/RgjB1qe2kKQRV151OUuXLi3YbU7UZmczfpmt14F6Jd/1i7i+3o3iRM3zvEJgsdFo9H13FEWEYZg5TjEGCULFGDJGRgEyCkjjACU7+og7tOtTGDLV4sqyG9HRC2d3w07SDu2gjiIllZrxs3u8NExy9n31Qg17x+wr6QOlVAFryxevNElIoxgjhThOwbAI45Q4r9szDUzLxvF9hGUhLAvP80niVNe1iX4HOAFiAdIwiJWurUvjRDuOPdeZz4nZ4zQ3bvKMWJrqzVgbfylxHJKm+neQpGlMmnTotBukcQdbaGfdcX2U5ZAgqA0PcejIEaRMqJbKWIaBY5hFlE5fT1bvYejsaR5x0+QPXTx8DtXIj58GAz3R+J4rsJKmmmFS5t8jJakQOKUSMjcolT5SAy3jgMSyXWzHwXQ9qiMjiJKLM1DB9kt644pSiFMEEpnEJFFMs9kkCTUJgWVAGsUIBZ7toBItWCpjPT467XZhFJgZRDNKYrBsIsvipJUrUL5HK44Jo5iSV6bkdtkDf93+dVtu5Dqe26eTZhgGFb/EQKWqHZZIR44tw8RzHGScEHdCbNOi6pXmBIC8nLUH9FwYGxvD931GR0epVqvFHhxFEbt378YwDN71rnexaNGiYo/OCQmUUgUT3uLFiwnDkEceeYQgCLj44osJw5Dx8XHiWJO0bNmyhe9+97vs2LGDdrtdfJ9pmiRRjGs7WIaZAyWK/jDoUuMLpQrSjOhwiwsAACAASURBVOIeha676g1AGgpQ/cHEufqld+17KRj5y+1POL48oTeIWhxw3CFnvU6WXTzRYaju3jN73Z69hs+ukey9VoCHfvwgd9x2O0GrjUxS2s0WQavNJz72cbY99TSTxyZwbYd2s0ljpo5nOVTLFSp+CZRibN4IE0eOkoQRZU87LK1WiyRJmJqa0mtnEmfBPkkupZCmKbHsaoemCKJU6iCC41Atl0GmhJ1AszcaJq5p0gnaVH0PIyPKCjttnt66hTWrVzI6b4j5w0NMTR5jxRnLOO3UJTi2ie852FmNJSrtK75wepgO8yyva9mcu3YdFb/Eb73pzUxNTFKfniHqhBw7cpSTFi/mtttuK+rNHnroIfa/uI/HHn8Ez3NotRq88MIL7NixA6CoxXry6afYuXsXsUypVCo8/uhjPHDf/YRBh8333U+72eLYkSM8+eSTnHPOOWzYsIE1a9YwNTVFkiSsX7+eMAypVCps2bqVvbv3EMcx+/btY/XKVXre2FaRBcvHcO/PueZAsS4oijnXO17m+lyU1ZgZioJEJGdazvfrXhhl/j35HpTIlOn6TDHXhRBFlrSAMGbXUKlUssC7KLJ6+brZC4vObQLLsiiVStRqNYQQNJtNhoaGCoKkqKORM67rFvZisS47uh4u6oT8osAqv9IZOEA7cSJfSLLIera492YnikVOghAWhmFiCMVdP3iAuBMCgiRuU6/XeeKJJ3j/+98PgO/7vPjCft75zuvZtGkT7373u3nqqad4+umnWblyJVNTE3h+pfgez/O4/vrrNfWxaTIzM4OUkoGBAZ599llWrFjB0NAQ9Zkml6y/jC1bthBFEYsWLaDRmGF4uMZ0Oykcv9kZlrkycHO1l/u+E2XgZr+vPxv08jafnxWGMvu7Z1/D7P8BNBqNgimoUqmQpN1C86DTZmxsjN27dzNYccnrGnPojpSSefPmEXQavPDCXmrVYeaPLsQyLbZueZKdO3cx067zute/jn379vDYY49kzoA+R9BqMTIywsjIKJdddkXPFUqgR7T2BEQ0L2UIwM+WzdB6Zv0ZoTAMiVItIAvZAiklylRaQ1F1CT9sy0IikTJBpT2GQ88iLKXUgt4KkJpVLI8s50GI2cZ9L4NVf/aKPhhDrrUSxzEV12b3nt3Ujxyh6lVYMDaOa5VQQqHSmOnpKR59/DEuvPgiOu2AkucxM93gB/ffyelLl7Nmzdo+yEV+77MjdXmf92bg8tdfKsM9V5Z09r3NbjlxgyUlkUyIkhjDtUkS2WNxgTC1MWUqbXhbImNutQwG5g0RxilO2dfio5ZLIlOiToAjANMkkQn1mRlEHGIqiWPbRJ2QMNQGAlJno4NWG9vVVO0SVdRSJWmK55cojY3SiGNqI8MEWUaxHQSU5g2TZhmaX2fc/nVbpVIhtWJSqYMDQRDgOC7tTkhs6LWwVC0RRREGilTobG4c6qxZKmNML2NxE90xLwVaZ1SIrlOj1HGkSTliJB8Hd9xxB9u2beP888/HMAwWLFjAsmXL2bRpE0uXLuXsNeuQKtGR7MFBjh07xo4dOxgZGWH16tUIIZg/fz4f+9jHeOs1byGOY8rlMscmJzTs07FZd+45LF26FN/36IRt9u3bg+v4zJs3r6tHZlJky/Iofp7FSmWX0VHJnAXSytZp1YcIV0qhREqen+9dE3ozbvm8nysD1+v0aGa+n27J9Tptryh42nvkjheqTzItP1uWKNEZkiyLJAVFPezsDBzG8YZz735lINixYwdbtmxh3bp1DA0NoZTiqaeeYvv27Vx44YWUy2XCoIMtTKSS7N+7j6Ddxja0U//v/ua/c+N73sOChQv58le/wrp161i6fBlSKRzf03DZoI1QEIZawDm/H9t2i2cipCRRkkq5hCkUKpV0gg6GEFgGCCQmSpNyAe1mC8e2CZttTAlGqrCU4OmtT1EbHKBWq2HbDp1Yk961Wi1syy16WwCmkCRplNkIes2uVip0mg2qg1XOOmsVCxbO55mnj/H8889rPTHTZNHicdaefRa7d+2kE4UcPnyYu++6kysuv4o9u/fRbrd5fvcerrziNzjp5JNJ0pTVZ51NmnS4+577uOCCC7n77nvZvHkzUdDGEgbf+da3GRwc5uChIzzz7HbWrVvHJZdcorNGjkOz2WTxwkXs3bVbOymGwbPPPsvExARbt27lkssu1fWFsZ6rFb9UPO+XbD0kZsUcybNvAlBGQbSXj0cFeG6JWqXKZDxBuxMV9oNSqhhnOatupVKh0w504FcqPNflyKSW03Rdl8nJSQYqOqATBN0sfxRFILMAd9x1CMfGxpA9epZSKdrttma5NgT1el2zYscRKk2plMpF/bBlmgwMDBC02loMPIzxfRchc7SXDsiapoFpW3PyGf4s7VfKgSuKS2UOicz/k0ektEEZC5tE2KSYpGn+Rm12GohiXQaDOBEsPuV0pJSMjA3j2Q7njC7Ecms0G022bHkUhMPnP/95Tj75ZG6//XYWLVpEqVRiZmaGweHhgm5YSoVb8vnbv/8fzMzM8Of/+b/g2D6Tk5Nc81sb+cY3vkHndTFhJ2Gm2eS/fOhDnH/++YwuOInd+w7zzPZtxPKHLFkyzuKFi+h0OpizjcJZ/aG/twvp60bpuhuDafb32+w+famWpnHPhqFhXEWP90TjjiNyMXo2yZ7X51Y3yz5zAkdS5jTAguPoiw0pEYaJFAZ+pUwaR/zPf/4StmUShTEyo0F2XZ+3vu1t3Hv3XTSmG4yMDhMGbUAvwH51kFVnr2PZqafw5FN7GJ43ydj4Yp7Y+hhPbXuOxYtP5rXnvBplGHh2hcGBMWrVMvWpKdySi3/qIKeccgqO5RDKPMKrr941tZaM67pYlsXk5KTuNxSu7+H7PlNTU5imiV8q0Wq1GB6YR6vdIE0ihND4+UplENtyabVnOHr0MKOjo5QqVYJWG8OwiMOIySOHuX/zA5y+4kzOWn22hiW0O7i2yWNPPspjT2zhvAsuZM3gPKRUJGmMaRl8+5av4Dgeq1edxaJFi0kNC9tyOXBgL/fcdzf1epPBwUEuu/wKSqUKldog7UaL227/NqiEarnEResvoVwZoFadxz998R9pNBq45Sp+ucLFl1zGovHF1Ot1qr7PHXd+m/0v7kUIwft+59+QBmB5Nt+//VaWL1+BaVjcv/mHvPnN1zAwNI87N93J3r27ufyKS7B8n69t+ja/fePvErQ7BFHArgMvIkyL8fGTCIKAr/zP/8nChQuRYczMxCSddoTjuqhs4caEAa+qx7lMMphQoqFRSoAwjzeWlEKZ3TmXO+S5U25lFq1pGFn0MDN+gMTIYMhCEEsJJmDaGIAv82xkjD0LmmRjg8xknkyL2DBRlo0UMYaUuDHEM1OYSUoQTeLXKtjCJG7XSZszyGYdzzQxjYouAE9iLNfE9Uo4rkFjegaVpkTtDobjI9IYyzRJMwitwiSJEpRpMNluYqkSxkSLOJW0SXDGFxaw1LwW9kRz+tdO3i+xSYFjOUy1Gpi2hWM53Qy4lZERxSmWsLBcM8tgJASdDgNuiUimNKJ2tqaDMEyUAsPKnltm2BtZoCVVeiMVQs+BRHUDqJOTkzz8k0c544wzWHHGSh57+BGGBwbxbJt1a9Zw++23s3zp6ZRrFWq1KjMz0xw+fIgHH/wx1157LUmWWZmamiSOI17Ys4ezz17DTGOGUqWs8Q1SEqcxhmWwa89u9u/fTxiGLFy4iNGxMVKl6EQRSaqwHZskilE9NesKsIyuw5lmtUpCicKxklKR5iRmRo58yijRlWYjzolAZKqh5uTse+r4uTB7Dsy1I3YDZWRfaKBUF66ml5FZBCOyn9hKCIGBmdVg6fMoFGYWpMsdcZG/P7+YNMsgGfo1KbQxm8YJtmVhIEgSRQZj0P2W6OxWqVTCtnSmNUlSfMeh3WhQ9jyElDQbDZ7bto3lS5dy7113cdbKlUipiqzGKSefgikEO57bztJTl2IKk9OXLmNk/gj16RlOPvlkFo0t4PCxo5y25BSm6jN4jtb/+vY3v8Xpp5+OVyqBEFiWo+H3tkmz3uDgwRe5+uqrddACcEwdHI/DzAnrBCQqIYpTBgeHCZttpiemUYkiCiIeeegRbr3tu5iuwylLlrB27VrWnH22hm3SlTYSRX01mZC5ThooAe0gpFSpseQUn9Wr1/D//Ls/4Y/+7R8wPj5OELRwXZc/+r//mA996L/ykY98hNrQIB94/+/x/vc/yFvfdi2f/vSn2bVrF4sWL+byqy7XdWKG4vwLX8XM0Ql+PPlj3rDhDfz1X/81MzMz2LaGK1uWwS3f+DpRKhmdvwDLACmTzLFpaf25hx5CJSlV12fl6lV8/87v8cgjjxDHMT/60Y84ackSlp2xHENBksgss9WVD1BK9UCKM+bQfF6gtMNiajKaJEPDeMLE1tLqpJYildpGMhWUTI8ZlSIlGJjUqoNaMNuUhFECKkUmKXEn1NkumWpoqeNmASrNCumVSwWxWb3ZxMoJy8jIVVyXsNNBphqN4rpOFvhySBMtxB1HWkzctS2SKESmkkRBtVQmiWLscoU0TWkHAUEnYHh4GCNzCk3AK5VJQ51QKpUqNCcbPZGTn76sn6j9SjlwL7f1pv8Lb3qOdD8IhoaG2LZtG0ePHmVsfBhD6YLFdWvPplR2uezy9Wx7dgt//Md/TL1eZ8uWLTQajSzq52O7Lo2gW2/nOA433ngjCxYswJCKsK31bR577DFqtRp79+5lYGCAcqXCn//5nxcsXI7jsHjxYq655hqazelCo+OVGDw5g9JsQ+qX0V4u/OOXff7eCGiaJggyQVvD5Oqr34zvlxGWxjU7rs/rXvdWBgYcpiaOsOl2DVV45zvfiVuuEStB0JhBKUW9Xuehhx7i0KFDrDvnbJaedgaOaRFEEavOWs26c9cSRyGf+oe/xa4bvGrZchbPX6AX60ysUukL48EHH+TAgQO0Wq0M7pGycuVKzjprFVEn4Pt3birgC4sXL2bFihVF9O7gwYNs3nw/tVqNN77xtwg7MXdsup0DB/bjl0uYps173n0D9XqTMGjzwAP3sXDRQvbt28OBA/u5dP1l+I7D7bd9lxcO7mNkdD7btj3F9p072Pj2dyDSlB8+cD97977AokWLeOSRRxge3sNVV71aw5nu/yGdIOWS9Vfy1FNP8eCPH+OajRtpNBp86Utf5rWv+w0WLxrje3fezt49+1i5Wm9qvu/zuquvptFss+l736derzN/LMH1HA4dO8CRycNYbhZFiwM8t0q9NcPg4DDj4+McePEgrusyMjJCJ0rY+8J+PM9j6dJlhGFAtVolDMNMbNxk586dbNiwoSA42LhxI6Zp8rWvfYUgyKJ0aOOyNlDFsA1UTMEopS0cM3O71fF1JrMy2nNlTfNovhACJQTKzN4Dc4qvF82wdCxS43J1hhIdEs/XgN7ovt4szey9giRJSTsRYRxhRwmmbdKqt0imGhidhDSVpCkI08TzHL3ZRSHNdoRlmERxjOl6WI6JqQRpquGshu0gDJBJTNhqs3B0PgoTu+TTODZJ3F+e+7Lm7Ctd037dXn4ToGGwSpM0WK5DuVJGJt0sUyeMdL1QKyRO9VjJBZdt08RzNPlHnpKRPQ5B/iXSEIhE1w0bQhTOVC5b8OKLL7J582b+5E/+hCAI2Ldvn57/8+frva9c5oILLuCuu37AxZdeQqlSpl6vs3nzZs455xyGh4eZmJhg06ZNLFiwgA9+8IM8/KMH+R//8PcsWrSIFatXFXpWDz/6KNueeoo3Xv0Gli8/o3Ditm3bVmR9XnzxANu2beP000/njGXL+jLqwuoJgoosmyQ1o7AOHM4KTgrIURXQTdAVkMKeoZ1nGHrby4Eaz4ZLHidhNBcSYNbvJ5phxTW8TNkPJSgYfXMut9kOaU4OkRM9HDpwkJnpaQZqNb7xjW9w2mmn8dxzz3Hs2DE+9KEPcdNNN/GpT32KSy+9jHXr1pFE2mE/eOQIH/34x/jABz6ANGDb9mdZUB+j3QnYv38/3/7udzh8+DB/+md/Rm1okGZbk9alcci+ffvYeO21AASdSOuMJSFPPP442558nDdcfbXW/EXzhwkhtCYbeunNdQzDKMb3Szz99DbSRPLFL3yJCy64gP/wH/4jqYAP/dc/5+7v38WN730v6y+9BM+zNKFF3v8KtNuh67sEesSkaUoaJ1TLZeIk4c/+03/kppu+SqfToey7XH/99XzkI/8vQig6nTbz7REcx+ETn/g7PvzhD9OJIk5dupTrb3g3cZpgWCY3vve3KXk+P77vxyRhxCc+/ncEQQCA43j85V/+JUmS8MEP/meCIGRfsJuPf/S/8+/+9M8K2PLJJ5/MH/3BH3Ls8BG+fes3ueWWW5iZmWHVqlVcffXVfOwTH9fOolJZFqufc2GudX/2uBIik68QOpUiDKEDk2lKgsqnHKcsPol1Z65m1/3fx50/QBRJgmaAadsYWd3jwMCAduDCGFMY2lY2hNaHzUoyHBwsx9Hs1YYoEEeVSoVmvUGcpviOWzCZOo6Tket0y3CklFSrVQ3bRNvVzWaToeF5CKGlBqIoYnp6mjiOmZmZoVwu0w4CHNsmSWMNcLE0QsvMUkj2L3D7+9/SgevdcGY7bb0RKiEMXnzxRcbHx1m0aBG7X3iWWrlCELS483u38eY3/iamZWGaggMHDhQPM81Y43QhY9SXjWq1WkWhtoXW1HpsyxP86X/8D2zbto1vfvObvOUtb8HzPOr1Os8++yxXXHEVURQxMzPDnj17qNcnWbZs2ZyL909rL5Vp+5dsLxe++UrON1emL/9fbmzHcYyBFqOVKqUdTyGchDTWi+egM0J5wEIJvRANDAxQqVSo1WpEUuDYDm2lmKlPkSQRR44cYf78+axZs4ZOENGJIyzbxjQFxyaOUiu5DNTK1CpVjFRRst1CgL2A3QjwSj7LV5xBqVRiamqKvXv3MrZwAZZh8vSzT3Lo4Iu8973v5dlnn+W+++7h1FNOJrUVd2z6Hu2gTqU2QKPVIk4TJienGR6Zx1s2XsP+/Qd44IEHODoxSa1S5Tvf+TYL5o+wfv3FhImmCK/PNJmamkAZirVr17Dh9W/gqWee4Z577ycOWyglOHBwP5dfeQUrz1zFrl172LZtG4eOHCaOUizLYcmSMc5csYrtO3ZpIzBIsC2fP/zDP+TRRx/hq1+9CcsWnD00jzhKqZRtojTlS1/+MmMLF3PSSSexcOFCwk5AJwr553++iT/8t7/PZz/7aaanpxFCEEYBlq3hrJ/59GdZufosTjvtNI4dO8bQvFFe//rXc+ut3+Jv/vtHGRisEXYi2kHI0FBZR1odj9rgsB4rpkknCLAxMu2oKkII2u0Otq2JFuJOiiXMjDghz7YJcn1IKdK5NyZFn/PWOy7TOC5qI4UQhWipFPl2PnfL2W9zGKmiO6ZzfareIJRSSjMNKrCEiem4CKkLspNY4riuNiJScA0HW6VIS5AgMA0T13GI44hUSmzPQyL0xtNsIYREGArH1TAywzYRhkl7uo7nuQRpzICvmTKTtNN1KF+B8/bLDv78n9o6nQ4BAYbnFHuHRnFkmqeGget7CCRhmBS1TpZh4RkWVmKQNgMsqceWFF1HThkUzomRRdXzTFw+BsIwJBe0ve6665BJSq1WK2pJzj///KJu5YILLtC6TkmC5Trs3L6Dt17zFqIo4nub7uS8887jPe++gXa7jee4XHzxxSw57VQOHz3C0cOHOe2UUzAMg3PWruWqyy7n8OHD+K7P/LWjxVx51fkXEEURQRBwxrLltFotLJExGWe1zKhuUERkjIsyo97vOizZ3/maDkhSNDmDQGWM0sIUsxyp4/fu48f+8Vgq08gzbhmkUeSBoNyW6T2Pvm6VwSN14EcUAacCsZJDONEehaHQ8PMMZp+vN7lGl+rZv1AKYRokUmFI1RVo7rF7cth9HsQ+6aSTGB4YhFTy/t/7PT7/+c8jhODf//t/T73V5LWv38AnP/lJvvCFL3DHHXfwB3/wB1QqFUqVMoZjM7pwAe0opFKraX02Q+D4HnGSECtJaaBKEHbwyyUM06TVCRiZv4BGo6HHtWnrsZVdU14/laOAzAzqb1lWQVyRJAmJ1E5No9WkNjRAJ+pw3XXXceGFF6IMMG2L//xf/hOf+f/+kR/c9X3Ou+A8HN8r4nt51xdBwd4nHSeUPZ/6zAyWZXH7d77LqlVncsoppxAEAeWyzyc+9nF++7d/G891mTh2DMe2KZcNPvCBDxRMykcOHebpZ7ZxxRVXMDg4yA8f2MzDDz9Eq9UiiiJu/O33MDo6SrPZ5DOf+YxGiJkW4yfP57LLLuPue+4haLV4+OGHOXLoEGeuWMF/+4sPMzw4xLZtT/GqV72K4ZF5fO9732PPvr1c+/a3s3rNWbr+zTJRyfEaiLNbn/0tumU3fQE809DQkjwjrMC1XS5cdTbDC+az+enH2Xo4wPbdzBnTpCJpqusN4zBi/tA8JIpW1OljnczJShzLxrFsGql+/nEY6XEhMnmPbAzkIuH1er24vlarRaVSKUh3wlDXtyVJksFober1evF9oEtUWq0WScaa6joeUYa+ci1dIuH7vi5Ij39+O/1/EQfueIdrrtaFCh7vwvZql6RAs9mkWq0WHna+oeWLdZ4CXrduHU8//TRve9vb2Lv/dIYHBrn55ptZt/YCbKtEEoMhXI5N1fncF7/C7//+7/OTn/yE6UZbb35WptGSXcP73vc+HMcpMMMySfjd3/s9JqemWLhoEb//gQ8A8Kd/+qc9Pw3OP/98zj//fADGx8f6rrevp0SX7rwokO3JNPa+L28novKfqy9PVPOTt97reqnan/z3bk3AS56u7zz5vfRCyU50HQoNKXFdV5M3ZIWot976PWzbxStVGB4e4dWvfjUKgzTp9EVZgiAgFRYykUildTz0pCzRbnd49NFHWbZsKVKZ2KZDFIf4vi6ELXk+7Wad1tQMQmrNNduyegS6Ddadey6mafLNb34TKSWve/3rdZY0SVizZg3PPfccX/rSl7Btm9NOO41arUYngtdseB2Nxgz33X8PpWoFw3KYN38+QyNDfOHLX8mK/gXl6gCmadFotEjiNlEaceftm2i1Wlx11W/g+z6XXHYpTz65hU9lVMGe52AZgjhOefvbruVzX/wCP3nkccKOzr5syAyvd15/HQ/95EG+eevXOfX0ZaxetQYldCTsu3fcz7p1a3nP2e9jy5YtbH7wIa6//gYOHTqEW6ry/t/fiMTgnnvu4ZZbbuG9730vt3/9Diyrxuc++89IWWJsbIzntu9lzVlnMz01xdDwKH/4R3+M65f53Oc+B4bFBSPz2L5zF6Nj49z4O+/l8OHD3PWDe6gMDNDuJDSbLc4973ykQkfgpMK0bFrtACE0kQnKwLZdDAOiMCZFIlXuvMmiXkbzOml5CCG0rpzneT0salHBqta75sRxjG1aWQBFwzQ9Xy/8SRhRLtvFuMrhhnlRtJkxqDmOUxRUFygC+rW4irmmQAmDME2JlGJ4aJhG0KE2OEQQdxhduIgj9Q7tYJqq5WFYkMQhjimwLBPT9EiEYmB4HkkqOXToIKYBtm3RCUJKrkez2cY1TSyVMFCtaDKAKKHlpQwtXoicnqQxPU1tdD5pkvSttXNmCX6defultmq1Co7W6HNRNNotXc9omEW03SrpfSk3WuI4Ik2k1kaLJQvnjWBjaBgwIJXMYIHaQUizAKEWJu5mnfJaH8MwGB0d1Wtrtr4uX76c1WeuLAgIegMgruvSDNqsXr26uI+3vOUthWEEOjNiG1r7anBwkOERHQGfmZkpmC/z+ZETV4A2ppIkYWhoiGazSa1WI2xr2LyFKHQrAU0hL7qZuBSV3Xt2UUoW9TvapxF981IpVTBB9pUN/CyxigzBkXlVhRNW7IO980v1ZNzUrL97LqaL2FKoJCWFPhsjp9pPyQ3u/ksyDINEJqQorcHWU6KR93uvbeJaNo/85GGSJGHf7j3Yts3y5ct56KGHUIYgkSljY2O06k2uvPJK/EoZKSBKE046ZQkxkr/66N8Qh5oZ/L99+MPYts3377kb07YIwo4eO+12Ufc+MzVROGVxrAPryshJx/Q6q7KNWaB1QVOVkOuC5pJIqdLaewiBWykxsnAM03M0A2arSatex/O8jJHaLCB3ZH1KAUvVcNe8Pz3fYWLiKPWJKfbs2cPWrVtYtXYlu3fvptGcYdfO7SxfvpxNd9xBc0qTsN32ndt5zYbXU61W2bNnD41Wi/HxcR5+6CecNL6Yc847l+npaY4ePYzjWrzpTb/Jk08+yRVXXcVJS5awfecuNl77Ng4fOcaRo0d58cABfvM3f5NapUqnHbD7+V2oFDZs2EC5XKbVarBz505Wl3ze97v/F4ODg2z+0Y8YHB5idMEYdppgG/3Qi7lsxd7ApkIHffJ35KyqidQC20VAIJUImWBLWDl+Cq7rsuvOvZTKVfYfPkh5oEK1XMG0LcJOG8uy6ERhsU7kRGRJktBoNPQ+3dbZyFxHsN1qawIvpTTjZbbf5lpwpmkWtoDjaDhlb9DRdV3SVBJ2tA3pex6+5xVM5mmSFIme3D9otps4mFlArc2g7WU1ET9/+1/EgfvFtl5jJydD6P3f7Pd+8IMf5Ctf+QpLly3j0ksvZcmSpSRRTBzp1OqixSeTpikXXXQRAwMDLFy4sHjIvcK3AAsWLCjYtAyrv3t7HZH+zJpBPyGoPO79ecsXyl76858W0T6RgzW7HQ8z/cW1E9W5/bT3vpyWpikCCg2g33zz26jVBiCj9k9JdQ1ktshbjq01rGwLmeprsSxLswo5Pm95y1t44oknePrpp2k0ZrjkkstI4hTQNSLSNDAdh7LjgmUWcKMUVUDmlJK0GgFHjx4l6nQYHx/HzqOCpsk3vv4NgiDm3e+5XjtF3/0uO3buYWTBkq24ZQAAIABJREFUQgzDpNFo0GoGGYtbzNatWzlw4AXe8IY3IJXgO9/5Dq1WC8pl5o2O0GxMIiWYwiQMQiYmpliypEYi4eLLLqPVCmg0Gtz3wP3YbgnXN9i+fTvXv+sGpJTce++9BStcHMf889e+wNTUFIZtceDwQZ555mmue/s7sSyXOI645557WLBoITt27GDJkiW0220G5w3x3I7n2fH8p5g/fz4A5557LmEYsmHDBqrVEYQQfPe2W9m/fz/X/NZ5hGFIbWCIPXv2se3Z7QwMDLBy5UpOO10zsq5ffwl33303n/vsFxgaGuKqq15N2IkBi2ee3c6aNauLhTxntnQch2uuuQaUlUXbDITIakiKKsVMm8WxC9IbIQRJRxuFFoKo06FaqdBu66BNEAR4nkcQBDpokG387VZHM+AJA9dxkKEWvHVNS2cSPK9w4nIabQDTENhCkIYhvm0TJjEoiWe7tDODszfCnaYpUdjBQEcuE5Uw3WnglFxaYRvTswgSRVpy8a0RwpkGIoPktoMmqimpDQ6QhB1NsqSgOjSEFAnEMWkYESsDy/OJpSJOUlS7hV+tgGXh1GpYno0TOky023hRhGk5v86s/Su3MAxRtkD2CO46nltk4HrJJizb1vtUmtKJtaSEa5gsGBktCGly6NfsJnuYPVSeJoLCeNJGTkpqJEXwQ0sYaKhZLrgshGaHi6KIcrkM6HE+OTnJ4KDWLcyDJWE7YGhwkFYnQKWSMIkLgy0MQ4aHhxFK6GBcRn6UM+Z1OnpeNhoN3Ow1PQfTPpbc3vrqE41loeYuXSkcU7oO1c86I04UIP15mpCq2Kd+1pY77L3XmGtq5Q50gmboMyyTL37xi1z3zncwf2xMB8GSGMux+ZFU7N27j7VrNcFUuVym3W5z3nnnMTQ0pOu4LIv58+fT6XRoBm0cz8VNNFlObiTnz8/3fewsGFYul+l0Ov8/e28edldVnv9/1trjGd7zjhnIAGRgJmEOKBAgYQiKICiiWCZnW2tbqVUr1mr1a6v1ixUV1DorKgIGUGRWEBDHgMxTCJkDyTucac9r/f5Ye+/3vG+C2ta2358X67pyJTnDPmfvs/Zaz/Pc93PfBtnJC2paiZ5WGoPFWZY1RX3Y3DM+Y+MT7L5gT5RSpa9gsXYXc6vVatHpdBieOWNS4fp3DKUUI0PDbFq3nrvuvJNOu01frc6tN9/CE08+hoXgi5//Au/4i7+g0+kwODjIrbfeymlnvJI0TRkdHWXNAw9w2GGHleh5IcqRJAlCaw444AB++ctfliblwpIceOCB/OhHP0JKyZo1a7jgggtIU0Wr1SIIAkZHR1myZAlpmjJ//nzuvfdems0mRxxxBOPj46xfv55Fey1mt3lzzX73H0COeteH6Y+n+XOlBUOmcFwHIRxa3RAn1SRRXKpXOvn6kcZJuZ4AYEl8xy/NvpVSxLngUWE631uoKNC2IDfyLuKdYl1wXXeK8Enx2wohclXqybi78K8tBNuUUrTbbZMI5i0VjuNQsT0qfoVu18whRNlk818af5IJXHEhe8cLIVqveMUrCMOQM844A7/m8vzzW2g0qqhUl5n6SSevNBVIbeh5++2331Q0sOeYRfLW6+4++R16fMmmwOuyFDww338q3bN37KrC3Vs9+o+O6dej1/Ptf3JMR+3+M0MphS3NQm5b4PsRghZBZHxkZsycTRS1sYVJ8DqdDlmSkiQJmbawfQ9y6LtAtxYv3pstWzexceNG7r3zTo448qUgLBzb0JTCVBB2OwyMKLQtybIUWXz/TIFW2NLi8UcfQyIYGhgkiWJc18VzKyw55FDuu+8+fnP/Q2itiVMYmjkL1/UIwpBaX4NKrWoq2lqz54JFPPjwg3z9G98qZbhd36NarXH4sqO4/eYf8IMf/JBGpY8jDz+S/fY9AG1J1j7yMPesvo8oSthzzz1ZdtQxaGERpxmDwzP40le+iuNYHHbYYSxevBikoNsNSGJFozFAEMUkSYbn12m3Q6rVKqeeeip33HEHfX19rDzpJGbNmFF6Pb31bW/P6ZbGJ2dgYMCgUr5PnJjq6fLly3Nj1QTXlaRZwmvPORcso/6aZCmdTockSQjDkOOOO44VK04oF+8slViWw/Lly0nTuFysCyTItm36+voRWCSpwvHsvFquytK4QXAVUdxFyMJUXGFLp+c+hPb4GEIIvGofqTabX0GnKO5Hr+oitJGgjqOAquujVApZSqpUSR/rXfAtKYjTyDTdRxG2VaXqmuC7027iuH75+mJtiaIIoY06aJJlzJg5zJZNm9CZQmtB2OowWOvHnjlETbi00vWEowFWEuPaCt9z0XHM4ECDREPQCegf7CMFRJYxUKmSRTEqNGi2W3HRjoVT9elv1NCeTagTpG2Rds01t9g5qHtx/M+OOI4BE0h3u+a+cX3DFCiKBlY2mbC0223iTkDFrVDzKizbeylH73sIeiImEbmA1a6oUGVxdJIiPPn5hnpUrVaxct8vKSWWkKU6dHG8AokeHhgkDMyaYts2g41+Y3MgJChNtVpBKDPvrVx8wFIQ5IlfFEXmfsrAYtLLSSLI8mCr4vs40iJN4kn0PMtAGcpxNwqp1+sEQYC0IczPQQhh+mU8t6RU6UzR6nTwajWE1qRZRjcM8XKz4yRJsGybwldxV4h0WSiVOydqBZ17Z1aSmPLaOPfDMmuCWVPdXIQhSVNc28HK7RsqlQq2bTM+Ps7AwEDZ6tGcGGNweIhOJ6BWq+XrmV0+77temZgXyXlvf17x/bIsK3uf4zhm/fr1JCj63ApLDzmYa6+9lgsuvJAgCPg///LPfPSjH2Xjxo1s2bKFZ9Y/y8KFC405t+ex//77GyVI26FeqdLtdgCIugHvvvhvaXc7JqlYtIgoKdYfXQbaVd8v94AkSclSTRpnONIiyAsIZHnRrW3Oc3h4GN/3qfoeYWz25xkzZuD5Phqo9/WxZcuWEtUpTOur1eqU5G2STq6Qll3SWo24iUZaFtVKBVtahO0WSRTw1je/kbAb8NGPfpTXn2s85j784Y/g+z7v/8AHiIIQlGbZsmUce+yxbNy4kc2bN/PpT3+a888/n75ajWOOOYZVq1ZxxRVXMD4+bvrgpPEtU2iiJGbHjh0sWLCAIAh45zv/ukxShoZGyoQ3SmKOPW45e++7D+eddx71RoPXn/dnLFmyhCg1FEWVTCKWvfO5d44XdGQoaLhT2VjFmqTF5POWZRnUPk1wXQuZKmwEY6OjNGp1Os0WIjdvdxyn7OFMkoRUZQwMDBCGIQC+59HOVcnRpjcuimOqlQpaGTXmdl7kLdaLoqetN7Yv9CkKpD9NUxObBUFpbl4waAr7g4LdYGu7jEmKddH3fbIog+yPs0/+SSZwQogpFLnpXO1eQZMkidA6z6ZVjOtZaJ1hOxaZSNFZhm1bCMcrF7CCVpWmKYnS5UZWfPYLUT2nJClTn8GyTINj8f8XCoSK6mVRyewdvfLAU5qpfw/FcVfP/TGTuOJ7qWk13amfIaHn+aJq8ruCQnPcyWNYloXAqJGmmWD1NbeDZeG5FcbHx3nd68/F9xtGJQtBrHJJfNtBpypnoEjiKKVa76MbhLiez3HLT2D1ddeybu2zjIzMZveFi/Fcn2anSZIpDliy1Pwu6DL5E0qTCaNoJgQccdgyPM+jWq3SCdoopWh1u+yz734sPejg0vflmOXH0ml3c4lpwYzhIc45+zVGSSnVzByZwYUXXohSKVGUlEn7xMQEc+bM4cIL34BrOyRBzPhYE42FbTvstfe+LDpgKY4FjmU26DiX0O0fHOBNb7jImE5Kg0hCQQl+G1GSmY0rThgfb+I6FQQ2mohjjnkptu1SqVVRWUSaRoTdBKdSRQpT3fRcB9uetCgIkgiRKaSVECctLCtHytOQII1wXZ+xMMRybEaGhtk+ugPHciFThElYVsxQKUmSoq0MmR/fsi20ypACkjggiQL66oPYrkuSmeqcVgnCkmRKI6U5z26nxfjE8yiV4ro+m9dt5bnnnuPggw9m/vw9+PqVX0OplPPf9Ba0gvvuvYeVK1fyrW8Y6uu+++7LkqX78NBDD/Drn9/HvLlzqVo+Tzz6GLWqzymvOQ/LslizZg1Lly7F8zyuuuoqXnXWmVz1nSvpdrvMnj2b008/ncs+/VmOOOIIjj5mOZbt88gjj7BmzRpe/vKXU6vVsCyLm3/0A+I4otVqceGFF3HnffdywvLl/PKB35AoxcoVJ0FWZ7TZoTpjkCSJoBsg6bJpqxGIcVyfbprSSRJm7rMQgYWNsWVoTTRxa31UsGgGLRrDxj5ASZtIpVQ8hzBLGBgYoFqtovTObIcXx//OKKhADk4uyjG5fmZJCkIRdLom4FDgOBYDtT4cyyVsB1SkU4owGbpgXinXBrd4oZ2hQJQ9zyuR6GIPjoMQKWWZcDiOY9TicgStCILCMCz3uCzLqNVqZm10HWwhkTmiVvSjFK8vqMta65KG7ObFuEKgoFibq9Uq7Xa7RKLSNMW1bJo5Na7b6VJxPLIooVKp4HoOE60mnuMQtjsGKbBtkiCkUasTJhkDlRpSSjrtNrZlkXQCqo3+nN4/tdha/EYmGd6ZHVSgAUXCvCvrmTRJ8V2TTCmtqXsVbMti66YtDA0NUfWrpUdYX6XKpk2bzN7T6TBQ78O3HTzPY7DRbzxTNaWghxaY5A9Ba3yCOIoYGh7GtxzDLNFTUbwigavX66RpSrVaZc0D93PQYYfy1ONPcOzy5axYuZJLL72UVatWUXE9nnj0MX71819w5JFHsmiRMad+8P4HiKKIwf4BHnzgAXbffXfGxsYYnRhjt912w/M8HnroIeIsZdvzz7H7vPkoldHX35/HdrqkdkZBiNQWli2mzKdJWfpC/n/SqmliYoLmxASO49Doq5FlGUcsO4zbbr8F17E46qijGB0dxXEsnn9+G0cf/RKTgAtFIXaT/2yAMYQ3brDmN3csmzgKkMrQPd998bu44/bbOOCAA1i27CiSOOYjH/kIn/j4J/n4v/4rQyPD/P0l7+e9730vu+22G/vssw/z99idb33rWww0GrziFa9g0+bNoBSzZgxz2Wf+jfHxcS668I385v41/Pind/LBf/gQl/7bp3nbn7+DvRcvJOi0EULw+cuv4Oabb+a73/0uYRgyPjHBxz72MY468giOP/54/GqFD37oQ1x++eV8/vOf58xXv4oVK1YQRCH2Lvq5p8/x3ohNmwfL14lpr9NApjVCaKQy16v4vVSaoWONkhLXdpCew0Szafq0bcf0H1qS7Tt2kOa/Y6PRIMypk7a0SJUmSzMqtmv6yzNFmATlWlWuDa5LHJt1RUpJt9st547jOCVyZwnzXVzHpdlsoj0fz3GJgpBantBDDoZoo4YptMB2HKMW3g6Rro2KJoVv/rPj/5EE7g83tfyDjpZz6wtItBi9FQMz4RRSirzIKBGZETYp1N80IHJfG5XEWEKQxREWmjQKe0waJyevSowSopVD971DvmBSpOhNXn7ntciUIVwKWR5favN/03ien1+RNBVU+YKnX2wc065H73WZTOKsnsenHkdM48D3Dq0zZC4GYZIsY8qoUOieY/bycwRGlljpFJE3z2exwLJMdUSbk8SybdIkIUtSqp7ZwItKZBE4nHaGSXgybdHX10/QNb+V7boEcYBX8ahVPF7+yrOo1+tmQY9jlM6Qtsdrzv2zyYq16yBsi7POPheRqXyFtkiSCM+2OPOM07AtjYVFliZUbB8VK5TWBn3BSFEnSuFKSTeKcD1TpUxzRCoMukRhSL1eJQq6qCzGtzxz7mlino8SfK9G0GojPYskM8lbvV4HRY7umI00lTbtKKE2OITlOMRJZBpqfUkaT4CQ1DwfjUTlPQAVR2LpFDJJp9vGshxqlSpKpaRpQpRYuJUKVtf02TnSwbYSHN8hTVLaY9twPaN85VYdxttjDPSPIIVDpzvB9h1tGn3DKCXwKh5CxURhm0a9xuaNm5kxNINOu82jD9+P7VbZ78Cl9PUP0mm1+NXd97D7nvNZvXo1juMwe/Zsjj76aG688UYWLVrE3vvsRavdYe7ue9BsjnHHrbew8vjj+e1vfs3jTz+FX6nz2j+7yKCVDnz1K1/BsizOeNXZbNq4jYV77EkaJNxw7fVICQcddAjbnnueTrdJN+zQ6Yb41Qqt9naisI1WFls3byJojZMFLXQs2PzMExxxyME06v1UKhU0NpXGCJX+YbRURv0xDanVq2gUmUoZ3bEdrTOwJNVajShOieKUwaERukFCN4xAZgip6bTHydKQKJZUqp65hkLhOMOkiULg4Pg+rW4HjQXSol7tQzg1UqfJYF8f7Ylx9POb8DLQmaI+ezauFMwaasDQECpVRDmVpTY4jI4SHCGpu/MIPYnve6RoPN8BKRkYnk0XSaYUluXsxDooeoNfHP8zw6C2bTpJhJKCSr2WU6+jHqoYJEGuvKeh4nnoRCGxqHo+nnTLtb3YrST5viCYFNXZBYtKa+Ob9O///u/s2LGDKAhLtdgjDz+C0047Da2Nwu/ll1/OO9/5TuMB19/Prbfeyk9/+tOysr906VLOPPNMJsbHufRTnyJDG8lw1yXqBiw/4XiiOOY3D9xPJ+gaJKHWT5ZlvPSlL+W4447jU//3UrZu3crQ0BDHHHMMK1euJOx0sGo1xsfH+dKXvsQb3vhGBgcHS5PlS//1k6xbt47+/n4cx+Gcc85h/vz5ZGnCpZ/4JDt27KBRq+P31Xjzm9/M6HPPccUVV5AlBqGaNTKDdevWsXDhQv7y4r9F5X2Bu+pj1VpjacrNurjeohQJ6RXEmDpc28K2ZC5+UeMHq6/nVz//Be12m2q1yhve8AZ22203+qs1PvGJT7Bt2zY8zyOKIs466yyWLVtG2GoTWpJmu8UNN9zAS485mkWLFhFEMY1qjdHRUT79qX/jpBUrmXnM0YaVEQQ4vrdTEbigmlmWxdatW2k2m0ZdNOiQqAxb22zcsIHrr7uO2bNm8fyWrSzYc09OOeUUnNxzctmyZYbymCl++P3raI+Oc+ihh/KbX/2KIw49jFtuuYWVJ5/EoYceiuO6NDttqn6F57Zuw5YWa596mjvvvNOgIJ5nClIS1j791BT2VZZlpHHM2NgYOjPCFc1mk2eeeYYFixZTq9VwpNn/V61axbYtW7nq298hjWKWLlnC1d//Po7jcNZZZ5EpRRqlUwyuy/iqbFk0/w+CgM3rN/D4o4/ytre8lbt+/GPWrXuaLRs28qv7fk6n2eK73/kef/6OvyBTMDQ0ZBgrccy2bdtoNBqsWrWKv/u7v2N0dJQHH3yQer3OsUe/hE3rny0Tje9+7ypOXnUKxx63nHp/g/e///1c9tnPkCUxtoSK6/H2t7ydgUaDqu/T399PtVrl3e99Dz++9Ra+8O9fZM6cOaw86SQuueQSrrr6e7TbbdMjmikQu07gXggYKBK4Yl6XCL7SpLkEkBYmiUusvD1FCrRtBJFiq6DAKlJL0OjrI1UJKjWor87vkd7iD5hYPEWU/WlJFKMwn90Jg5JiOTExAcDIjBlo26bdbgOTrIUkSUqqqtYaLwdzCiCloGj39fUZGwTLMr6uUtIabzJQGUFqSZqkeJ6D7Tio5L+evMH/MwncH3cU7u1FZeWFxD1gMon5j6g9lpz5XfSg/aF9Xb/rdb8LdZoCU7/Ad/iPjD9G4rxzAjf5fWTpwSd3qsz0DlGasStDQ5QmkRbSQmjT+JqlGpTCkhLXc8nSCCEVfsUhS02tKwg6KJ1Qq1UMHS4JadR84jgkjbt4noWtMuI4ZbBqfON0AhXbRimBkhhja5VhSwkqQ+diNJ7nEUYxjmPl3OcUyxZorQjCDr5fJYkjLMtGCCMAYIyyM+p9FcCgwWkWk2Yx/X19NCdMNam/UScMAwPJC003aOO5FZIkKqvWQdjGdSrEkenFkgJaY6OMjIwQhzGdTgvPsXO6ncvY2I5cStvQCqMoIolC432jLWbNno/WivGJCRqVCvfeey9S2hxx5DLSNOWbX/86tYoH0ub0V56J5bjcdtttzJs9kw3PPkO3O0qWCo5c9lIGhxpcf8PVgGT5sSt4+PHHOe3lr6TRGCh76+bO2ZNDDjkctODxJx5n06YNHP2So7jmmms4acVJzJ0zh61btxJlMH/PhfQPDmPbNg8//DDLjjICP2masn79eo499lg6nQ5jY2MkaUa1r8HYeJPZs2czMdFCSItqrc9QXHKJasuySOKwpBQV/WRCmCqZ2YR1SRcqaBHF85kyVW1hOeXxnFwuuN1ul70IhfJd1jD9IAWKUdC4i42hWEeCIDC9mNakJ1VJZRai7LmIogiZW2JEUUQcRTiOX9I4KpWK6VHQhf+OQgiQvo+lNVVLkKiAaq1OvVJFOi6ua1MZGiQRglqfx0S7hWW5CGkR6JSJbpeK9HGKogMaIU2QncQZ1Or/Laj9i+M/PoQwCqyO9BCWpFqtEgRBabchhMBCkiFwfdOnFoYhM2vDxEFIp91GzpTGO2zamr4TnW8XBtRKKTzP4Y1vvIj+/n7CIGDLli18+ctfZsGCBSWD5brrruPEE09ESklfXx/33HMPTz31FH/zN39Do9EgyzIuu+wyfvrTn7JkyRLe+973lr5MY9t38OlPf5qFe+zJ4n325mUvexlamvvoi5dfgeM4DA4Ocvnll7PvvvvywQ9+kFa7yYc//GGUzlhx3PFMTEzwuc99jtHRUTzXxfc8ojjm2muvpdFo8Pfvew8LFizgiiuu4J6772LFihXcdddd7LNoIed/6B/ZunUrX/ryV7nzxz/h7LPP5qP/9JESBfzxbbcTBgEvOWJZziwwxcvCudcWuU2IFnlxtaDciZI1UyZwmikiJr2jQC8dy+a+e3/GDauv4+UvfzmvOO00HnnkET75r//KUUcdxcEHH4wUgs9cdhkTo2OsXbuWK7/7HZYdcQSu45BoxXe//R1m7TbbIFppxnD/ALfcdDM/uf0Ont/2HLa00GmGdGzzXYtCZs8Iw5BKxXjezpgxgze96U186StfolarYedF0KHhYRqNBmeddRbbNm/h9NNPZ3B4yKCwSYhQGtt2+NT/vZQjjzySlSecwN13312iexdffDE333wz773qvbz+9a/noIMPJlEZjXofQlgsWLCI5cuXG2pkFOXiN5KK77F27VqzJmYZmoxqzSdTA1Q8nzPOOIOzzjqLNItRmfHvTGNjFj1rxkze/e53I5TmiSee4Nlnn+UNb3gDlmUx0W5Rb/ThWJIsTsy16bkuZYE8/z1912VkZITWbvNYs2YNo6PjxJ2AoN1h+/OjWJbF8uXLuf3Hd/Dac/+MMAz53ve+x9ve8la+8rWvkiQJW7du5Z6f3cvLXvYyBgYGuOOOO7h+9Q1s3bKBIAhIs4yjjjicZ559lg2bNnH66bvxgx/8wKBOYcg5Z7+K4YFBrrzySmqVKhdffDHjzSaf++xlIAVjO0YZGhnmhBNOYMbwMK1Oh9e85jWMt5qTrK/fQbIoC/wUjDIFeupaIZkU/inVunsoqEqY4p+do6MJGbE23q0CRaAytFA5wmXeU+ur56qPLhMTE/TV6gjPw7XsEtlv1PvydhkFmUnMHM+lWq1OoXcW1Ok4jlGpKbJXKhWjYmvbOI5b7v0FRTLTinq9TmuiWX6G7/s0Gg2EEDQnmlgIKrmwmbAtdPxfZ6v8SSZwBQ+1kBT9XaMXkfpDh5h2k/6hyd/vSuB6A7zidVP8asTv94MRiHL9+O/uRPldhr29I81MX4TM0cEXeqnABM7SSgmCbk7HEUihUWGIkDbCsbAtB53EtFptPM8hk9Dtdg3y40IcB2hlUDwVZbSaTer1OuPjoziuzdZWi5mDI6z59W/KxuRZs2Yxc+ZMfvKTn4BjMWv2HDZsMCbThx12GL/+9RparRZz9pjPccefyB133MZxxx2HZUvSNOa+n/2Uxx/9LVpbHHHokSxevJgf//jHKJVy3PHL2bRpE/eveaAsKJz1qjO5+uqr6ba79Pf3c/bZZ/O5y/6N2bNnc+KJJ3L11VexaPF+HH/88fzilw/w9NNPsnDhQg4+6AjWrFlDvebx9NNP0Wq1aLVanHvO61i9ejWdsItfc9DK4uxXv5bbbr+Z008/nYmJMTZt2cyBBx3O0+vX8+jDjzB3zu7MmDkXjWbbtm3U5s9nfHycLVu2ccSRy6hWqyRJQoDpFXBth6DdoTk2zrxDD2bjumewLRfbkqXymJHxdcqkpOjdKhQXn3vuufLfnlspK2ZoQaHqpqVAJRnCtkyjdSdA2kaExi0W574+6vV6Of+9ao1mK2BweIB2GGN5VcYmmnSiyMj6dk2PTKVSATVZKS0of0UBJE1THMfQjoo+2qK3tOh/Ld5X9L4Vryn85Io1R0pZJlRCTh6nV121aLq2bdsESfm9XnyelJI4b9QHyj4TrTW+76PyZv7iedd1y++ptTb9AkIjnQqZSqEi8et7YoURcZwav63xCeJU4deqjI+P49drZBK0Y+M6DWSjCkmG67gkKLI0waan4lmploSaFxO4//2RZRnYOfMkMwq7rm8M7FViPAHTNEUomzRLqXheKfTQqJgeKBtdCpmA+a0LY+si4FJ5EGYKDSAt4yMXxzGuI0jiLhMT46xZ82tmzBhmr70X4bgWzdY4G9av58SVK6nXasRRxMDgEMcdfzyNgT7i2Mzvffbbm+07doCQpGlGFDZpjU9w0003sWjRIvbYYw+yOMHxjdDP+vXr2bhxPW9961up1fq49vvXcMGF59PutEiSiPnz59JsNhkbG+Puu+9GJSn1SpUkjFBJilaK9c8+y6mnnsrQyDBBFLLffvtx149/YrxcH3ucv/zrv2Ki1aR/cIClS5fyzDPPmD6rLCXTRmb8uh/cwJmnn8HBhxwCQuM7Nlma0u0GDDT6TeJlW6Rphus4hB0jbjQx3mK3uXNoNptkmTGdATL0AAAgAElEQVRZTuIIoTO8Wp1Ovifa0qwvURAShxFCQ3N8gj0WLuCApUuI4pi58+ahMUWee396N8sOO5xuy6BVixYsJGh3jJ/V4CBoxYMPP8QJK1cQxhFDA4N0221uvOEGLMtisL+B0qZYqXOVWmkJY+re0yoiBERhQL1WRauMKMpo1BtkSZbTyCpc9KY3UfV85s2bx7PrNzDs+0y0JtiyZQvz585jx/PbeeA3a5g9fw6nvHwVP//ZfTz02CMISyIdmyhN2H/JgTyx9mmeePJJ9tt/f5PESgvb8UjzvqIoinAtyygMejaKjMOXHUamEhxLIgSkaYzvuyht7CCSLAUkliUobfJUSrfbLtfXPRbugSUESWb6qIt+yCxNS7hNSDlpt1HEchpAYtsOjcYAtUY/9z/wIFprJppt6vW62QMyxcLFi/jmd65k+3NbqdVqPPLwg5x37uvK/cBybB58+GHOPPNMfN9nxuAwN//iZjKd5siVxYzdZhNu2MBjjz1GFAU89cRjBmF2LA5aspQwCNi0YT399T72XbSIjVs28/TjjxHEEZZtMzjYz4I9dqfZ7phCpyWp1frwHD+nzu5c4Clpv8V5K5EvFqY1RgiBSrNyPYHCN9UgyYlWxvxb5Sh/klGRDmkcI6o2Uki0yBlGmUGyFII0io16ae6jW7BAgsj0wmnPJ9WKbmTanpK8j8+tmMJnGBqWQFGA1aRUXd+gfSJvsRCaKOwSxyFJJnF9D1ua/kZhiZxZpukEHcitJnzLtNREcUy96uJYElvYqDRDZgqd/HFaDf5kErjeQAwoq9aFWEDBu++daMXre6vhxejlqvf+PX28UNCyEye4h77Y+5nF88V3LFScdpWw9b6uN3Esjq8xSJXWGlHQO+Vk79H0894VctcbYE4/nxdK1Hb1WpN8ZrRbLe6772dYCHZfsCdRErN06VLuvfde5s6dy7x58wyKESc8+MAaDj10Kd/99rdIkoRqtc65r3s93/r6V/Aqdc4973yyOKM1Mc73r72ak09eSawUd9xxB0IIVq1aRbPZLKk4p56yiltuuYVzzz2X226/mW5g1IFefeY5PLvBUA4SlYEj2X3RnoyOj+L4PsPDEdVKhbGxMcIgoNNu4rkO2zZvQuuMTZs35kG2Kis1tiOxpItlGS/A0dHt1OpVut02ru0QR5O9Gr7rYUurpG/2qlpZlmnKHRvbQafTKs1xR0dHUUqZxCrsksUJFgLfcalUfGzbQkpDpbQt8zunaYrvu4yPazZt2sRBhx5ZNi4X6kkZprpZIFCFBUYhzS0ReWOwwnYs0izB8xwcx0JIn3YrIAxD6vU5DA0N0W6FxFEyBUlyChpyoUSXU0c7nQ5BNyzletNMMzHeolLtY3ysSf/ACI5lkySmj6ZSqUwpbsRxTLvdxnV8omjcUE61zBvSq9RqfXlyXynPKcspD0XDcUGXKJCxQhba84zK5MTERHmvTm/ULiSHCyTPtu2yN3b79u3sPnehUeDTSfneXvW0AomL45gwzajkATRQKvc5jlOed5qm9A8aFDAMQ5RSdLuml6lALoqenyzLcml/h1QrA5hIiVYWTr0PH4tOnIDtgGWTRjEiyQjbHaOo6jpoQW7BoAnSmEyAdG2D8tg28XgTkWU5eq3Ka/K71oUXx3/fsCyLat0jVCmJynJKm+kxq1WqVGyXLEmo1+vsaI6TqgxUgpUp5g72TSLDltxpP9zps3I1XyWKvh+NSmJcS5IJQRR2uf77q+l0Opx33nnYtmR8dIyrr76ao496CXNmzSbqBmgpOHD/A4xhvErxXWO3gdJYUpKlCUIbA94vf/nLbN++nXe/+91Ybk6tz++rq666ijPOOIOZM2fy3HPPISVUKh62LZHSp16vIyXc/+BvmWi3ePs7/oLPfOYz+LUqQRyVvXiDg4PluRd9OIX3VLF/d/O13EjrZ1iOQQpWX38d++y3L0cvPxYLQQaEQZfbbrmVhx56iDNefhoHHHggSWoofKD54fXX0262efkrTiMOI1zbQWsblcR8+xvfZHign1Nf+Urq1Zrp1dEZ1159DevWrWPVSSdzwAEH4Dtu2YuqpVljinVMpxljY0aAKUpiNmzYQNgNqPkGUb/p5puZN2s39ttnX4QlUamhir32ta9l/rx5rF69ejK+6EFJ6FkLe+OYKV6VWUa90cfW57bx+JNPoLVmYxDwxDNPEycxYxPjdLdtJk1T4hkxmzdvZuXJJ1GvVEm1YtZus9m4eRO7L9iThYsW0Wq1mL/77rz61a9mfHx8Ss/t+edfkDMfuuUa63rmd1m6dGm+ZnYxlgGTLKrpyPKubB96i9UZIOU07QFEibJNOVbP7SM17Nixg/XrNrBmzRre+hfv4Pvfu4okT8w7YcAnP/lJLn7P3/Hu972X+XPnIqXk0ksvJQ0jPvvZz3LXXXfxwQ99iBkzZrBjxw5uvPFG7v/Vbzj88MM576ILjC2IVky0W7z0pS8liiL+4ZIP8La3vIUlBxzIRGuc8fFx/vkjH6XTatPpdHjjW97MyMgIYAqAjf5+HnnkES688EJs1+g9vO71r+e4E1bQCQOcvEj4QnTJySGm/K2nzRdTFDJ9tUoZJE5LYeJVpUmEJsIw6bSSuL6LdCRhlpChS8qqI60SsStilmIPLlRNAaPGaxlV76GhIVKtTEtOruxsmDXCsLCUwnNd4iCk2+3S8AZKS4A4TUqhlCzLcDy3nPfFOptlGZ5XYWxiFKEne3IzlZrYIlUmr/0j5HB/MgncdFSsoEEJMbWJdVevL0ZvwjRd/OR3jRdKdnqpRb0J0K4m/O9LjnqPOT2QnD7+q4HS5Gfs/D12ldzt9H412agaBF22b38Oz3EY6c4kzisgjuOU6EWWZUhtaCGGZlMBIIlTbNvN0bhcslVbZNr8vkEQoKVNHJkAWSuwpI2d982pTJNlCUqbBEtGErTZdNtRriRVq9IOu6QoYp0hsgzLtqnV67Q7HWzHQQOO6xJ2W7mXXW7cnGVIKWg2m7iOj5R2KVNr226PrxglZ7pAb4qEO1O5WIA0iky26+FVqlSr9fJ4tu2SpnlTb2aC+1arVSomFcUJz6tgOcaSwnE8pLCR0s5RmkKVyyxA3W43T/TNL1UkDMW8tyxZIkFOQWeIElNxTIw6pLSKeSCRwkIpY+FQNPz2Fht6ZZpNb6XpxzGccWfKdYqSuEwyzcIqkdIuVc6SJCkNWIug09zrhq5YCDTY0tAKLdvb5abT+516lSs9z6Naq5W0s+J+K5KrgqKttTZKlJnxgCuOY87dLVG8JF/0CzWrXkS9WJ8cz0cpc/5JkpTKelWvUl7Pgl8P5jq342gKD78QjKAwKZXCBGVZ4WclcWzf9G1kCoWpTFYtHyWMUmAQxfhuzSCEeZBazFlpWyAFyhLYwlQiJ9elqcnbi+N/fgiR399JZPy68t4i37bIstSg05ZFlBnUt+rX0N2IulUvizhmfk5XRNzFyGmWWplgROSPCWHh2h4/vv0nbN28hTRNWbf2GQ488ECu/u5V7Nixg6MOO5JHH36ERYsW4VV8VJqSZXnvs1BYQnDfPffy5je/lZHBIVzX48abfsTzzz+P7/v86le/YsWKFUSRoZd/73vfo9vtcudP72KvffYm08Ymw3YdkpyOLyyDjJywYgVASTcLo4g+1wUh2G3OHL79ne+w1357QaZ48IHfsv/++7PfgQdw3y9/wTXXXMP8PXYnURm//vmvOX7lCrPuaMmWLVt46qmniIKQu+66i8MOPoStO57n6SefYreZs3jGewpHWlz13e9yzLHH0mw2eeLpp5iz2yyCvjrjY6NGMv6007j55puwpGTB7vNxHYvvXPlNVO4V+/Of/5z999mXsNMl6Hb53Gc/y5577ln2fxdFIoP8S/baby9uuOEG1j67Dt/3eXbtM+y7/34l+vDrn/+C008/najTLRUmq9UqS5YswZLSiL3ke0whLiGESVp2otXm86WIo8561at45ZlnkiSJQQV74paCvlurG/qa57jUq7VyX/c9j3nz5vHpT3+aII5odzo0Gg3a7TZz5sxhxowZUz4/zpPwarUKGEqnUEbIJk1jwnDSvqIYveyr8hzUzrHN9KJ273t29dgubxcBtVqNA5cu4eCDDyaOY+MZnCcRicpACi677DImOm0+//nPs3btWiwh+eD7L+GSf/wgaZqyaNEi3vWud+FYFhdddBHWhW8gSRI2bdnCN77xDcI44swzz2ThnguwbZtapcLll32Wt73tbey1z2L+/sPv4wOXXMJHPvRhdoyNMmvWLP7+gx8AS9LpdHjwgd9y3XXX4Xkel/zDBxkcHKST07B7FdZ3Yn/tBH5MjXUL8KH4txBGYCQxgg4Gq7MMMq0tQSo0mS3pHxwkdjTtKMASVhmvFIyWomhZ7asDRtwHjGBMFISo1BQ0wzQr404hBJ7n5Uh4Wu6vqZr0Mi0sgwYHBwlyVoDn+yUSXiRsBbOnSChLhewciOlvNIh0QhJFZn0s2BF/HBu4P80Ergg6eicMUFanf18Csqvxn33PrpCr3/f/XSGBxXghhcvytfnm+5+lUPYmiS+UaP7eBC6v0BWvM7LnGfV6FYUmTWNUTnMs/iRJimv5CC0RShCHCY5toVJNlCksAZm2UVqghUuGoNMx/Tw6yxOEODHKZ4mhQ8SJQOOQZiJPlGxj1yCkoe0pk+QF3RApLASSTEM3NNS7ZrtDEMV4lSqp0oRxjNKpUfSjWNgzms02QissS6O1hZT552hBmmQopZHSKjcQrcG2HbQ0Sazl+NiuR6YUGos0U8SRQisLgU2WKrIUpHCxbYc4VXjVKmGSEKUpSggc38dKEixpE0UJtuWiNWglsS3f9A9CWTkuFpo4i8qFRwiDthVUSK01tiMJwxidFZ4mlkEJ44gki7Gkj8pMVdKSDlopul1jchnHMZ5XKeds0QSs9CSiVSRQBsFykbaxbwjjpMerbfLeLWiXBeIVRRH1qo+lFb5tE4QREoXIMmYMD0wpnhT3Y6+HYkFJlEKU6GMYhvQPDJbfa2qPnMgFaiaTXWMgn5XJmDHltqYEVEXyXFz73qDAtu2872gyCSpQul3de0XgYYzAvfJciu8TF+hp3hskMfMdociEINWKOI3p7+9DuYUCaILr1nF1hvBcUpWhc1lnIUDYDtIyCZzWGm1ZVPrq7Gh2sPwKluW8mMD9Lw8TrHaRlsCyzNbu+z6O5xJ0ulh2vt5FIdIzKIVn24S5QqQUgiSKsVx7p6LjTvuNyIM0Yfq3gBL5aDbbrFq1ikMOPozR0VF+eMMNNOp1tm7dShgE3HvvvQghuOmmmzj22GM56JCD86KHYN26DXzxi1/kla98JXvttZdJtNKEl73sZZx88sls2LCB1atXs2DBAvbYYw+CIOCiiy4iSRK++a1vce01qw2rw/awLReVaVSmiKOUgf4KkUoNypSlBpm2LRIUAsFZ55zNvXffQ5JGVHyfHWOjzJk3F2lbvO715/Loo4+WPmZxlrJw4UJTmbdsdp83n498+J9Ys2YNV111Fc8//zynnHIKj/72Ia5bvZp2u82VV17JSSedxIyRkRJ5v+mHN2I7koce/i2vPOvVDPQ32HefvdiycRO333YLA/19HHnMcXh+lQP23Y/NGzZyw/XXs2PHDrZt3crLV53Kk08+acTNcpQg6gZlL+6KlStZuGhRWRztdDrU+xtEacKTTz7J+nXPsuSAA/nCF76Abdu89e1voxWFeK6LZ+eFOMtC2Hk7Si7KIvTknJguXlTMmW4u9KYwhULLsss1PAyD0oalUNMszLEbjX7iKCqv8/jERCkRX4ilVCqVKahorweYbdtUa35e2OpOURAsvt+u0LdiH9jVmFrM37lAP71YD6Byh+AC1ZOOzfp167n26msMs8J3qUjJxMQEXrXC2MQ49YF+znjVWcSxkf2fMWw8UwsmSK2/UX5GkiSonK85PGOEt/35202xFoHQmkZfH+/667/hS1/8d774xS9Srfl4nsenPvUp/vwv38HY2BjXXHMNm7dt5XNf+Dzve9/76B8coL+/n/PPP5+PfexjRFHEiSefzPLjTyCIIqRlIdXOVla9rT9aT/Z9w9RWoN7YMcUIl+jMJLhSGF9TAcSZsV7odDqknkAL03KQZEl57T3bAcf8prZtl6warXXZv16oxvcq0kZRRJjEk8WdAhGU0sR2SuM6RpwtSZIpcyeKItrNlimW5oIoWZKi8546z/PK/bxAiLUwRRGjXuvhxH+k7I0/oQSuGMXN7ORGpQWsWvSf7Kp6UozpfV3Tqwa/6zN7RzFZe4O03mNNP97vQ9R2dez/rvFC0Pj0m+8PT2gVURxgywpJGjE+1oTFe5XXxATClAt9IekaRwlZWjTGe0jLIBrognJoJGGTPHkzSIRJjqIckUtz8Q6toFrpI061SW6kQ7VSIbEtkjhBJxpS0EqR5YIUiUpIdUoQG7WidruN77o4lvlsIcGRDlGuQBUFXdLUbMoCKw/mTQXccytm/mlTIUrT1CBpcVj2NRXJDYDnVXBdtwz+G41GSbN0HAfH80mzjCRNTa9Drl7YLg1HzbGEJRElApf3STle6dWTpgkaUS5+vUmJaZC3kFLkwRWGtpkjSGCus+c6KJ3mVasQS9poLXBdv0T9zGIvyXIPqrTnPnNdv+z/AoXr2ghpDLezvC8yDEwfZRzHWLbMe9Ekrmv8/NI4IU6NJYKV+wCmKsPSpnHbsic3EitPsmAScRfCbBDdbtcgtvl89DxDXdRSYOcIWPH64h7odDqkWYLvThp6F4lcsZmk2ST6WlzjsqqdX+9qrUq3G+606fUicmEY0pcfp1ar0Wn5WJabX2Nd+tQU95DAKr1y8i8OUuaS7Jiqpu2Q6QxhOyRaEyQpLiAsGxwb6Rg58SxJc+uanOaiBdI2NK1aapDy4vxfHP97QymFtCWIXKAnyyBvtHcsmySOydBITJGgz6/hJaZxv1KpYGU7/3672nN6ETrzp1DCNUhDHMf09fUxMDCAZVk89NBDWJbFzJkzueCCCwjDkMsvv5zHH3+cI45cBsD27dt5/PHHmTVrFgcffDBjY2OGllyrlsWPefPm4bouY2Nj7LnnnqVUfpKmzJ07l5/97GfMmDGjRKOL+yiO45zuKbAcm6jTxnYdLMesj2FofNRWvexUkjikOTbOXXfdVSr0ua7LsmXLqNVqPLn26ZIZULy3Wq0yMTHB4sWLiaKIJ554gpNOOolTTz2VsdFR1q1bx8qVKznssMMAmDlzJscddxxjW7eiyTj55JNZtHgxQRCxZMkS9ttnL5568lH66lVWrlxJmpn7+/jjj2fD+vUMDQ2xfPly9tprL9auXVvSwntZBfV6HaUU8+bNK9UMr776ak488UTSNOWpp55i8eLFSCnZvGlTiT54ngdKMz4+DlCiHEhhrHK0xpVTqdK98YFSqgxuC7uIIqHsLaLZtpFSb7VaDAwM0G63GBwcxHeMJ2alYvqkR0ZGaLfbZSGsCMYL6nqBCrmuS6vVMv+PkpK1oLUumRq7mtu7mtfT76kXeq54vLclpnzdtBApCAKklKxbt46RkRGaEvp93/RsBSbpXrduHVprhoeHmTdvHhXPp91uMzw8nBczjDjf2I4dBvlxzJ40Pj7GrFmzaLVaJGmGlSd9xV5XqVTwKz4T27ZBpcJuu+1mEvpul3p/g5GRkRLRKtC2vr4+0jSl3W6XMYHMhd3+M6M3wQOTtCk0mdIGhdMaG0OrdBTYWdEypOgGXbAAexKY6WXaAZMWTvn1L1oiCpSsmH/FPJquk5HpHKWzHdM732zR19eHlqbQS8++rpQR05NSUvH88roVMX+Yo5Y2IH3bMJ4yheto7OyPl3b9/yqB21WiNP25IigqxBKKH7QX2u+tYveOgmI5ne7Yu0D13szFn97Hel9bLBwwaS6+q8pP7797q0O7+o7TaZ6979easvdtynt6FpLJar2hv2imyhr3nlfv2tZbvfq9CKJWiFwBr1ap4DuuEVyQFq2JMZIowpYWzWabuXMlcZohpcbxTZJiWxaObZzstTC/ZRhFaG38VoSAMOzS7nZYOHcuiUhwHIt2u8nw8CykUKRZjKVT0jihVqnj2h5Ru5ufqySKY5I0xLZdWp0umQZpS9I0IY66DA4O0h4fx7dthof62bF9GypJUVFC1a+U1RbHsnGkQHo+rVaHTsc0/oKhB7ZaLUZGZuJZFlkSIFSM0EY8t+rZJInCFhle4WOGQqiMsfEdZMRISzPRHDUNuHEXxxaM7dhOf3+FMBwnS208x6evVqfd3o7UMbW6S6RiYp0SZSEZKZ1uCwDXrRJ0Y3wvRUiNjjNsy0dKTaPRMMaXSqNSY9UQJknJ7/c8L++r8wGF63g4jkUcm+vquVWUMhuV6/g5PcEE9o5dIwwmiNMQy6tQqXjoOCWNQoSGsbEdaGHUPC3bptXcgZsnJ9Iyc8zzXTrdCTQQhjFhGCOlIowjxpst2l1jvmv7FSItsISVIxB+GcAUSaFlWcSdwCRgWqGylGo9VyXVmlqtHxuLOMzIlMCt1ukEMTrNUNpYeYRhSKXqo1Jj6Jlp0wuhpUUYx/jVCgqNFkbCOEtSKp6PSjOyvIJt2zZCGw8i4xPoEwSd/LeyUdp48DUaDbMh2DZS2EaNNM7wPIWQ5ho5joPvV4xKlgBp2URRjO06YE1KwwskrudN6aMt7u+aU5m8kXOlYw2g7Rx0UYYuqzVxkCEdtywQFLTocl38b5dSenFMH1IKUm36x9I0pd1pGjPiDBJl5qJt2ziui1MWECzsnCFgK4llyZ32v52HWYctq7cSL1Eq7++UDtoydLhaXx9h3qd5zDHHUK3XcH2PRqNBkqUkpExMTPCVr36NocFBLnzjm5COS6PPpRN0abYnTJ9rXlE3TAXYsHEjQ0NDhlWTJMyZP4+JW1uMTozjVStgSdJcEKQdGLGQoqBbBP9FgaRg5nS7XVwpuPHmm9j3gP1ZsHiRKQR6LmkYcv+Dv+XuO+/iyJccVfqUCQ2Nep8pRAkTODqeyzPPruPKb36LmcMjSCm5++67efixRzntFa/gqaee4pbbb2PuyAit9gTf/d736Osf4IzTz+TzX7ic7c89z3777MW257Zz8cUXs2DhYo499liuuOIK5s2dixCCG2+8kVt+dBN77bWX8bMKQoO+KSMCpaXAq5q9qtlpc8899+D4HnsuWMD6DRt46pm1HHbUMp7fsR0NBGFo+oKjAM9xjSdeEOC6LpVKxSg0pylISZZOxkpFbFMMIYSxUcoRiCLwLxItKaURYcrbDTzHNbYmecLZbreRllljyFkSRXJZHL9gKPTGQ0ka4VeMF6Flu4Ay/VUYv18hpora/T420fSEY/JxtdPreotzZQxY0Ajz28P3TV/1zNmzeO1rX8tgo4+5IyPm/DwXy7F53wcuYXx8nHPOOSe/zTR//Y6/5KP/8s+sX7+er1/5LaIoMr1xacpLjjiSvffem6uvX83ZZ5/NvDlzuO/en9HpdDj22GP52le+ykSryQUXXEBfX42vfe1rnH/eeWWhsVatYgvJm9/85tJXsb+/n6GhIc4991x+8YtfsG3btrL/Pk6SUgGyiE93hWwKJh/vpRROiX8t0MIkbigNStFfa9CaGMe1JUPVPurVKkHYNAVwx/Sg1eo1ut1Jaq/jGI/IiuuVrQ2OtLCFJI1iHGkxMWqKQZVKhXq9juN7bNqymYGBgbLY02w1SZKIerWGY9v09/cbVC7v2Y/zdaL4jCSM6e/vz5kwNrVaDZ0phDRocL1exwbaQRdX2KYdp8gJXuyBe+ExnYLYe4NNT6BeKAncFY1xOkz+QtWaYlErbpKiWtRboXmhJOj3IXO7ev73oWG9x5leOeX3vPePMbTWZGlaVs6KhW6SzjdpgF1wkovfJssyUwkUOW3OcacIbRTnorWpUPYm2YUIRNHQWlAYq1XfwOI6yatOSfldPM8re68Kj5AtW7YY2obnl8ctPrPg8mtlKsQF+lEsLEWQXnynokfM8zyazSZKZaXUdzFH4zgGYShpBRJXLJQFTUZnMp/XVlmFklKSxAkCUV7nojJZUAdc180TsMk5YHqcJj8/CAIcx1ShbEuVYhYKWb7enKP5fYvquNmc7byJ1yuvlZSyPI9iI+9d+HsfMz1lk9SYYm4XFKAwDFGZCU5NVa1bmnFWq9XyWidJgu25xGlCklfgLctC6AxLSHQ2udFmOU2wuCbTK9mgsPJqu6FZmPu5qO7GcVzO9aKHLkt1uWEobZfBYjG/ezc/IQQjIyNlxdkIKVh535lLkiS0Wq3J4EBO0j175xhQetIopbBs8x1TlaGVQekmm8t3pv70rhMvuKZoaRJYKalWawzkc7SgFb04/vdGGIa4DRfHFWRo2s0uWpr5XatWEaki7kakKESSmP61DHQnvx+TFMepoVVaTpPpIl7luqxV6TFa5Om2bXHt1d9HSslZZ52F9Bw2r1/H0+vXcfzxx7Nl23NMdNukWjE6Mc7z46MsP2gJ23Zs57Of/Sxnn30OBy05yKxrrsuzmzfykzvvJAwCXnvOuYRxxOZtW9m0dQtjzQlW33A9S5YsYdWqVXjVCrfddjtLlx7E7rvvzmOPPc7atc+wzz77sHHjRp5+ei3Llh1ZikL1snSKtSmKInzX45mnn2Tjxo385TvfiZOvm1Ib8+rrr7+e/nofp5xyCmmacuMPfki31WbFihXst99+3HTrLUgpOXzZEQzPGOGSf/wHHn34EW6/9TYueOMb0FrTGBxgnwP3Z98lB/CT225lj+oCDjt8GUoI/GqFN775rVSrVW647vssOeggDjzkEKQwCcxHPvZ/uO+ee9m2bRsnnXginufxzDPP8JWvfpXBwUFe9apX8aNrrkYpxcKFC0lVhu06fPsr3+H+++/nkr9/P161QoYmylJ+dNNN3Hb77cSxaRv40te+ylbkDI8AACAASURBVKte+xqTdFhysuVECpIkBilRWbaTlfMu7/0sL2wzSU8UMOmPqw29FXpsU6D0GixGse4VY5dImFDTEC817d+7Rs+mx3TTH99VLChzxkjvn95jlI9Nq6WnaQqWLPeXm265mUd/swaAal+dN7zpjeVrv/nNb/LII4/wiX/5OENDQ7zvfe9j4cKFXHrppXS7Xf7pn/6J22+/nUcffJjjjjuONIxIwwjPcrARdNsdXNvhXX97semDVoo0jXnPe97DX//VX/G3f/Mu+qo1om7Ah/7hg0S5b9lg/wD1ep0gCPj4xz+OEIJ999+fKKe0Oq670/XrvQbl3q7TkjtqEvFCU6GnMJSZgqcUplfbsSQTnTZKAhWXVCe0gi5Jmpg+23yfGxsbo1o1BYAsMUWiYj8sYp7i/i72Tccxugjdbt7rmTN1giAoYy5zjDxWwTCOCjS5iA2jJKbqV7Bdc+xOp1Nei75anW7XeFL2sphsZZMECVpayCLuebEH7oXH9CRt5xtwktrY+9z0xO6FELJdfV7v5/ZW+P4/9t482rLjru/9VO3xTHfsUa1uzbJszbIlJEu2Zcm2BhtDHBLnQUxeeAG/QMCBFSeQBANvYRwcv5UHK0CGxYPgEEwwBgljEwx4EMYDnmTLlow1S93q6fadzrCnqnp/1HD2OX1bkm1hWOup1urV9567z961a9eu+v1+3+/v+/MvdNuB3Okc88bTmeD6nb437euZv3Na9ONbZGwliUUnatU4Q4/wcnnaQJxmVLWNYnhZdUuzsEZukiTUjVPoxCoJeifJOyd+s/DGsRe98I6ed/ZGo5F1boxC6Zqm0Az6S86pi9Hajo1H0YIwBAQqiN9QfCRx165dbKyfRIjotEXcO2ZKKYSZUmsHgwGbm5vBkJdSUhTT3DHD1EH1IhK+L1ZhyyIfglkjxDsF7Xwro6zj06YRz2+KHkHxi6T/vanHgdqqkSEHLcsyYi3CeHtnRgibR9dgQgkBKUUQSIiiiNrMItrGTHPhLOUxPo1uLKUtN9A0DXGUB8dwPBmFumueIuHFQvI8pzKKPMosGqQUkTDEQlLVVXDS7b1GLdTbykn7HAq/AfR6XReYmSbAzwdp/D0VRRnmulE2YhfHMd1uHCJ4fn7FcczRo0cBuOmmmxgMBkwm1qDKoyQ47X4TAgIlydPE+/1+4Op7mofvV0Dnxc60aD+Xd1oLd/rdz7OmUeF+5/P1nm/f+tbtdplQMhqNXMkWQ+TqIPUcDbBuDDiqkAKMNgwGfXbv3h3mjOF0ERMvCBbWt3hqaGttaz2NyoID5xzigx/8IA8++ghlNWEymXDzK2/m+htu4KGHH+V9d/0+n/rLz7KxscH3fs8/ZM9Ze3jfXe+jqGr+7MMf4Z4//4Sbl4rX3PZqXnTZpdx11+/xrne9K6y91113HVdddRWPPPIIX/nKV3jggQcYDoccOHiQ19x+G2ma8uDDD/Er//k/Bfr7VddczUuuu5ZyUpBEMevDU6i6IY0TksgW782yjN/93d/lox/+U97yYz9qkbuxZVSMJxN+893/nUOHDvH6174urM033HADH/iD9/NLv/RLJElCf3GBN77xjVx6+WXURjPaHlolxXPPCcqKGsNCGlu3IkrYte8s0l6XOMlcukDC3j270EgWlpYxWPl4r0arBRw4dJDllRWGwyGXX3EFV155Jffeey/33HMPnX6PN7/5zZxz3rmMiwn33nsvTxx+ku950z9kcXkJGUecf+EF/Ot/+2/CGvAj/+yHWdi1wv/5wz/EqY11m1OmbJmSxZVlq2iaxDTOQE7iZM72OL21KerTedJaf4xTcARr1/v5NGfGeGfx2dlF3jIWc7/v3E4L9rd+bh/zdIj0vE0lhK3pp1uSltKAjKOQk+UDgD5YurGxga/l2TQN3/3d342UVhn1ne98J2/9iR/n/vvv52d/9md5y1vegnFB0gceeID/+9//e97+9reTpim/89v/k09/+tOsb27wqU99ip/8mZ/iN3/7PVx22WW8/GU3MhqN+M+//Cv81E++LSBr73jHO/hXP/Hj/Mt/+VbOcuhuVVW8853v5MMf/jDvfd/7OLF2ih/50X8eqIP+Ps/k9M6zO3ZKH8pEROPGvNYKg6YRms1qyLvf9xscL4eoVJDHOTX+HNaW8NfNc8uuiYRka2MzIKwTJ8qjGxWUnDX22W1tbdni8mkSbKIsyxCRYDKpQ/886hu5/M+itHv69vY2vV6PNE5CPmhT1awVayilWFlaoqiUU401VKoijWJEO8j5/0cE7tk6HSFvai7a/0xo1dPRBH1rJ2vOb3L+57bTBpyWc9NGzs50rrZxGzbWHRaOtiFujIHWuaWUtm5H657mnUQxF5Fv0yF2Wizn+zs/fsZYA9loA0yLIvu/bW9vB8P31Nopi7ZBoFR0u11bNFkphIwCcgHW2O5lOXE0dUK8+hZyihzZ+4jY3NykqiprCLvze3QiSRJ27T7IieNrSDlVYayqqXKpp0B66sNkNA5OW0ChmNb+qirLFzfGhPoi8/VR/HhEUWSLTJdFcPR8InbTNCStQNd4PGZhYcE5ET1GoxG7egOMMeR5Fgx5sPRF4WhtIcqcT9UPPbLmn1eSJMRNja7KcB++/22UNs9zylqFJHJbs89GZzc3N8Pc8FzwwfISo9HIFRG2TrZ39nQzVREFXFJ74VCdLnXTOHRShz4bY1heXmZ7uIExAtBsbW0EWufFF18c5u3S0pJFTHfvCuiflFbcxpez8k6ej5b5eba9ueGUT20x9rKcoI1iaXmBoihsn+U0Z9CPkXeo2ptVlmWMRiMWFnsBTZ1MrHJVr9cLwYcwLo76XRQFxkzruvnNfjgcBpTXv8+TFsXJc/29wqidZzFa2WLANmI5rUfXpj35frfXCX+MlFbFb2YdwFKDPO28TakJ64t8JmPr+fZcNut82SCPcep2aZqi/fsq7J4gXTBBSkkiQdRiBpU3xjjEdue8Z2MMRAL8/gN2fmE4eM4hXvDCS/ja1x5icXHA+RdcwJVXXUVV11x+5RUURcFwOOayKy7n/IsupNE1Z59ziGMn1sl7XaSMXa6QFTjYvW8v119/PZ/79BdYXV1l37593HDDDQwGA+644w4eeugh7r//fi644AJeetNN7N27F7CBkMlkwng85qKLLuKOO+6wUXZh64ZJA1ddfgVZbOlXqSulsbywyEtf+lLOOecc4iRBxpHNGdWK888/nwvOP59du3ZRNHaczzvvPF79qldx3333sT0c8uLrruWSF76QNE0ZD7dZWFrk5ptvRgjBnl27rWJxnlHXNXm3y8te8Qr27zmLKImZlBbhEnHFxuYmr/3217FrdZlub0BR2WeYxAkvv/kV+NqcudEkecYb3vAGVwvvSQ6ddy7XXXcdG1ubIAUHDx7kzte9jhu+7duoS4s0VFVF1dQhmHT1i68hyVJOrJ0kz/OwBlx99dXs3r3bBobOYEedya7y/ktYBbz4ReuYnTUGTrdz2gHoZxvcfi5a+7o7BfHng+LzgfJ2886Ft+3atUObpg57kC9dYcXfoHsgC7bR/v37LSXR5UUrpVhYWOChrz3IwsIC1cTm1b/2ta/l+MmT1h7LUmqtGI/HRBq+/OUvMxqN6OUdLr30Uu793OfRjeKv7n/Aso62thxzw97LlVdeyROHj5zmxM7bsPPjttPPM983hkhAYwwIaDDE3ZzNU0d5Yu04G7Gin2RIQQhKKyf/X9c1Mk5o6jqUB/PHtO1ivydVVRXozTZ4Nc2b9IidVUC3ysoWJLD7Y5pMa8emaQrN1NZNXSDDX7utfF/WBbRTrhAop9nwXLVn7cAJq/39GeCwMeZ1QojzgPcAq8BngTcZYyohRAb8BvBiYA14ozHm0eesx8+ur8As2rZTpGCn9nTO29N95+lamxd9pu/MLwr+szNtou3j2r/76On8Itl2vOZz5/46m3ck0FEwpH3EwzfbHxMQuCC64RbCKIrQRk651FoFtMb/n7ik6ikCZ8+dzkH+/m+TyYjReB2trDCKUjUIjXRQfVv4o9PpsLW1FRbgNgVOOUfER4enKI41usfjYXix41QGx8/D/f5l9wiaN67bzr836v2C71GVoiiQIg0OnDGGwWDA6t594ZzWIZvmK/iFxiNm/h0pHIWgjV4tLy8z3DZUbnNpJ6H752aMCdFoi1pOUVM/Fp7a6mV34ySDFqLkkbCA3im72fi5bw2XjG63H67hHfeyGtLpdPjc5z7MeeedFxxuYwy9Xo+l3sDmbNQW2ZVOG8yjsqUr9t3p2IBPv98P99AOhCilXB6hnrn3NE0pxpMQpPHfayOdvl7d/v37A5W1jZL55+wdOJs0bp3vqtHTTcdRS5MkCtH4KIrCRu5RPu94KV1jjDWuhRQOhZuicvOo2dMFZ9qtbVC1P/tWGlbPt9PbpCrRmc0rUhh0CBrYkhxVBOOJrQ0X+b1FC0ZNyXo5ZrnfUCcGdIw0c0aYD2663xsMSvh9xM6jJOuwtJLwutd/55R6iQ+KCq688mquueYl4ZxaQCQSXnnTLdx84ysBPz99fp19P259xau59aZb7Zxzx0gE+3fvYd/uPdx4/Q22T0ZTTiZIA+edfZDv/9//sb1Hp8Zq87IMxij27N3F3/2uv0OjKpSukREgBDe/6maU1hBJajTaaGpXS+qmV76CCMGwKohEjFEaYslFL7yE8y++KPRfIKjGBakUmLpi2SkH1nVJntuSOHmaYFTN6vIKdVNSNyVCCoQR9HO7Nu9a2QXGskaMsOtNWTcgQZmGSd0gY0FRTeguDrjk8kt5wWUvwghY21wPwbh9+/axd+/ewMKYlAUyjgJar5Tijf/bPwj7j1J1eKzXvvQ6+5mxAl+xBBBEnh/oXvl5o1QIgTSztk/s14fWvGowIGwufggAtQLXSika9Gl0RCJQLQgjwgb15oPU/ovGEIzp8JxaAezgnMhwAB6Ra+ZFOxx9WEjPuFDEwtbSEN5uMRArS2UWLqe0LEuUaYizmOFkyMLiIue+4KIQhJvUloqvq5oP/uEH+MIXvsBkMuGn3/ZTVtgjivn2O+7E1DYPfTAYkPe7DKuC3/n9/8mxYydYXl7mhVe8iBtuuoGt4SaDfs55Z+1jqdNhodPjqSNH+KM/+gC1LhECXv9dr+eX/uMvI9KYT3/u83zpq/ezvb3Nxql1Dh48yIsuu5RXv+ZWPnbPPTRNwWQyYqHXB2b1INoUWL8PtQEIIhn2HW2sE1NJbVUojQnCb6PRiONrJ8kGKZ3MUJuKLEswlSJKMuq6QVc2faKfdzhy4knoden0usRSggvq13VNEkXkvZ4NokdWbbYcW1G6TClU3RCJiPFwSNbpoGoFaUStG4SwOgmehpllFh3Pog6TSUFdN7b0VePy2qVESegtDahUhVaWwZNFEb1uD1ErpBIU9Zhax38jFMq3APcDC+73nwf+gzHmPUKI/wT8H8CvuP/XjTEXCiH+gTvujc9Nd59da0cG2pFkP8nOhDA9F87MThGZndrTGUvzf2s7Bk/XRyFEcHo8EicE8wGtmX49nWrcs3V6n675SJNyyJI/T4ioKIURNtncowt+4TZMj1GeupGKoAbkjWOtNXnXUmU8nc47Yt7B6HQ6M+iIlJI0yRmPqtCvqqowWgTUzitfDQaDGSTHoz6e6um/WxQV4/F4Jp/uxIljYWOMHIrh8+SsQ2P775GtNE1ZXFwMOXDeMfBo2mg0zd+Y5mgRos0RgqNHj2KMCePRyZKZ+24jJd5p8Kjc+vp6yOkaDm3hc1PbhWwhzVv3ErE9tMIA3gmyeXjxNE/PPeuQ9OucJi857xFA74x4Z1+0+tdGDafOolPUTFMaFQVeu0cxlVKcOHGCcw8dRDkjZ6o0ZYhcMnTbWfbjU1UVQkR2kc+myBgQHE4fcWtHJH0OJ9rVlKk1Pg82XNs98/mNzyePV1XFaDRyynYV29vbpHk3UFa8M4uxFFxP8/WorS/qPRgMwiYa6re56wk5u9nu1E4LGgmbbO7eaIwr4mzmjPwzReKfb9+iZgy6MTSmpvbGLJAnKUIb4tgGKJqqpKm8kR6BkdzzyY/z5WyB77zpNpbzgTVrW1PESIuoeEGGZsZgdz/H07VFOmNKmFlDX4pZWh3CnZfpnhcn0ewxYOXdd5iz7U8inEEe/ARnA2gAgwKE9nNUtL7t1hpbTRjhoCOhjRMAm5YeCXesZwM58/0FiEQ8s465Xp32WTivtki5aX0W9nzj7q31eRi/HfZpIYR1MNtjJwj50d558TRG4+5fGOtsh/MBSlkKNqYVpJlz2KJ5VI5nR3mU2Nw1YyzNUGBpvQLC2D8bLSThziPc8cJ3vtXiVsCqvf+1+6vVdPyEG5P5y2tafbXwM0qrmfMKg1NUtNi0p+/laQZKU00KbnvNa3jtnbfPoDedTseWeuj3Q1pFHMf0+31GkzFvf/vbede73hWYPnv37uWn/q+fYrS5wW/91m8RRREXXnghP/Uzb+PAgQNcd911vOLlL7d54kXNL/7iL/J93/eP+OMP/RHHjx/n2Mlj/PCPvYWf+PF/y+133sGll76Qw4cP885/9/O86U1votfrUdYV3/umN6G0Zs+eRbY3tk8f/7k56N8L/7MdBw/JOoEb4eaVmD7jKHK55UqDmbI6vChhJKwidF1WlEKG/D5lDDKOSeOYqq4pyhJlDEmWoYFyPCbrWPulLEsiIalcQe5YRjSVK1tlhC0n1SjSOKYsCgYDy5bxgeg0TZBpymh7m05mxdqyxObgbQ2HJFkKrsZtHsfINKacDFGNotfroTdt4If6m/finpUDJ4Q4G3gt8Hbgx4R9WrcA3+0O+W/AT2MduO9wPwO8F/iPQghh/pp3dj9ZjLESyW2nbZ4qNO9ktc/xdOf3bf7lB2aMwHZfzni+EJnc6Y+nR7PbaIlvXj41XFfahVq1qKDCvSAzm6HbFKqqIu1MhTn8gjsdm3bkyW8c4De86Quqws9CCBof7RL2pfIV6/vdHtpRTwaDAZvrG0isImbS7SDSmLzbIU7tglVWNb5e3MLCgMGgh1KGsqzQjWL91Fqgyg6HQ5YGZTCas07KxmiT/kIPjaLTTRFSE0tbZ6wsa8aTiS1H4CJ1VdnQ7fZpmiZI93sDWylF1ViUreO41crYBefkyZPkqSTt90gyiaIijiV5LKFR5GlG0dQ2AVxrjBD0er2QZ+ZRKr9YFUVB3kmIXL26ptFIYZGwLO+yvrnBWQf3EcVdyrqhUmNW9yzzxFM5SSTpdhZIpWCh0yOLU4qqZns0CfPFK68Jvxi6pP7l5WUGgx5xbI0YY1QoiG2MoaxKGm3ve1LUGCwl0SNRNo8MinKblZVLwruWpikrK0s89rggTzMmZUkeR+hI2Ei3ajBNTRKllIWtryLjkrouybIOg0EPbSpWVhc5erxDMamCsxDHMSKOWF9fZ2trC+HG9snHnyCOYytjHlu019bGitBm6jwVRUFv0Gcyshtir9MlSTLyPLe5RK4Y7KDbQ9cNtVbknS5Zp0OSZywuLwXqbq0qmsZQTzRSSYTRds6MFOubG8g4Iu92GE1sXmF/YUCSZCSdPrU6Rae3QKe3wPaksu+0TDFGEDsKh3dicQW6h6ORDSYoxcrqKr1ej+XlZaqqQsYRRjtF3jjFK6eJNEZojdI65JYIIVzeySxFSQuBiKMQFfdmnvRrQWTY2DhF1u2QZR2Enq0HNb+4PY/QPbdtxrgUgDZEWOQjMjZYIbShLCyF3FQNykoRgXNIam2j09vlhPHmmMMnjtE5u+sQDWfIGtBeec/bYDtsXKZurOEtBEIbhJABMdvp2Yd9RhLmSjsIEK6p3bxr5dTstHEqzIzRHor+tvZi0b6v4ET6/cz1ncilAEwdTqOYCVgIATKSjj7qPvDncdffCeFuB5ctApaclnc1azeYmVIggVujW/ck5enfbTmJcs7eEf4+XV8k074LA5GcDeq2xcL884x2oEfruT4E99hdZ8e330z/F84p8nlxRtl8K0/TbrfTnGU562gJIUJ/wqVUi3m0Y1/s02zf507HhiFu9dvPE/t3/w1rA3klTInBqJrxaJu77/o9Pvj+Pwh5WEVRBEpfFEXccccd3Hnnnbz1rW/l7e/4OZtf2e9b8YzJmF/4hV9g7JDhn/u5n+P7vvdN7HL1Ba+99lquu+46hBD8+q//Oh/4wAdYWlqiqSGKY37pV36Ff/bPfogDB8/mHe94B1oZkizl3f/tN0AaLrn4Bfz6r/0a3//9388VV1zB67/jO/gPv/gL/Iu3vpXjTx2lm/dm3zOYye8yxg6Kd9i8ndyY2VIL1kF3Ku3ucWZJSi/vWAZAo0jyxNZPi2JK1ZCkCUmW2vSMukYkMZVWpBjS3AZxG63o9Lr2utKWMIoSm/YgpaSpamSa0u33GQ+HwQnsd7uMJhOkkKRZwngyIhL2eLRFEiejMVoKup0OxijyJLXCJU2D0jbn2BiIpC2LVZYlmBrdNOi6IUosOyiSEvUcwHDPFoH7f4B/CQzc76vAhjHGCU3zJHDA/XwAeALAGNMIITbd8SfbJxRC/ADwAwAHzj77G+3/jq3tuM0nUH6jqNJODtz839tO21+Hv+oX/TO2HdC/naLi3oHLsmwm2jd/H8/W4Hq646ZIQB3QuLquQU9zcVRj68z0+32Kupih92mtQRvGwxF1WSKiBBlNqYX+GE/X8M+6UZXNL3PXnNIejav1kSKNixKhHdqVBg66UipQ7Dy/2ifPeqfRj22e51CPKFVF1u0TxzGTychFjcqApIlYELeishY9VAF9sTSbWWQoz7sM+guO1tilKh3HOkoQSJdXV1HXFgUjjSwdxyFXURSRRlZxyaOIg8FgWpTaOVn+uk3T2OLY/T5aNyTS8sX9fEjTfFoLxUSAxpaaqimKAoQhz1MaVWGMpxOKQNVpVEUsYxBTyeVuv0dVlNS1ot+zFAQpY4dcTY8bDoeuiPq01qPScXDajbEFMz3Vs65rtrY3SJIeiUsqFMIqXcZOYa2dE6mUoiwKhChJIhvNi6LIFhfdIWjj15cpsqyJ49T+k0lQufNKgPZYp1rq5vekLOyYpjlRkjEuKvLc1r3yiJ+nnvi5KJCBIuups0opirK05TFaqphPh4rpWfs15Mu2jZcdv+fGqyjKGRrw8w7a32zLsoyNqqBqbMHdbr8L2lA7dCMY0WK6l1gkOrZBEwHEVr697XrMGGfuEadCMt8CLW06oU77+9MxT3w73RnB+jHPInekff7gOLSdl9MQsdP7tlObZ7+0c8HOiKid4X52shOeCcme34/n9+z5XLIz3c98f3fa53eiQ7ZbhDjtmPZ+uFN/v57WXmuftR1lnlkVYichjfnznwnNnL3Wmfvs79s6J/5nY+XyhWBhYYHbbrvN5tFjVUejyLJIoihi9+7dLC8vh/X09ttvRwjB3v37GI/HdHo9FhcXecUrXgFYFsrq8jIrKytcfvnlAV31KR3embNlfTRVVaAx7N23n6zT4XWv/XZWV1cZjSZkSY6IIBLSigx97/dy4MABut0ut7/6NUhh7Yid7n8n+7g9bvOsD78WRVIEjVC7j5mwrxqlMY2iVhVRkuBtgbq0+5uIpC3obnTYB/01vO3j2VIePWsDO165MjAGIOgT+O9b/YQ0qHdXTU1VW9ZWEsVTsbSqoqkroixBYwPajQM2Gmc7KlkHG1XVDc9Fe0YHTgjxOuC4MeazQoibn5OrAsaY/wL8F4Arr7ryOfV22rSoeXW1+YXuTAvEs0Xj2m2eTvF0i8PX055pUT7Td860QAenR8qZqNk36nSevlHO/q3dH+2okEKIQCVs0+b88fYlmm6cWiunfpWGZ1iW5cxi4al/cRyDsAnBiZO193TLSMiQFxeSVvHOglVy045H7el4nuJgjAlJqu2x7Ha7qKJBVzXj8TgsAl6Uw4sJZHkUimROnQcZHCu/6Gqt2drasrkPzgH2dEilTHDCsiwjimVYRDqdDqopQ8HP4XDIeDwmyacKlcJdy0f6mhZPvU0J9c+lnExsPaWmQcg4iLv0ej2GI1fyQcuwGCrdBCn7urKIzHg8Cu+iRYQkSk0VPYfDIU1VB3GPRCVMyqnwjXcYfcLxcFiEfDov2BGQ1yyboW8WRUFZTue2n38+4ukdPz8GIkmI43SmQKxHR71CmD/eH+Odb+tMa6t0WjeuLluOTGLy3JWu0FUYB99v7wD5Pq6urnLq1KmZXMk2Xdb/3nbGvYMeRRFjFzEHu5EFXbbWezqPDgghZl/cZ2i+bMW8Uft0lOzn219vmwxHiMSQJTkIgamsdHgkJaPtsWMmdKi1ncMytr83pcZEEpnaPBGhtKXTCUvBl0xRGe/AxaclJTlBG4GlARqLBgY0w/3zaETw8Rx7at4hscdM1/Z28v/83PWtvS7PG5Fnctx22vMkIqB2wuXPqbqZ2Z/8u+bRobYAkG++DqIfD2u0uoLIwgXfqua0/rVROm/oespeOHbuXr0cf3iHhZiqBba+iwEhnE1k/O+z1zwNOZQ7B4Hnx36nsWw7YzvbP/48xv1sA37eRrHf2el5n+6AY6KwvnkqZbu14wnG7OT4tkTdzNQmiqL56z+DsqW22JMTTrY5yC5o0ut1uP321yCAYlJBFE9L9rggZ6/XYzKZEEcxt9/xWkajEXGW2hqjxjAcT3jJdd9m+49AGEVVKw6dcx5NWaEbg1FQTErOPnDIClBFksQxUarG7rO1rrngBZfQybr0Oh3GwxFZx9eBVbzg4hfS6XWpVcNV17yE0imFG6Y17tzgo+fQNXDUXSzypo1F/yxRwH7XvzuREBinrG/XF0medmiylFJbgbOOC0gLoBiPifPMsQeELdmTpQyHQ2urGE1vYcDW1hbDkycQQrC8sEgxtuiaUmqqgB7HSDFVAU+davmkaQBDN8uRBkZb25TjCVmeUesaoRXaGE6cOGFpkZ7ZJLCSfAAAIABJREFU56KiXqAtjSNG21vEnR5Ga0aTIYvZrjNAwF9/ezYI3I3A64UQdwI5NgfuF4AlIURsLAp3NnDYHX8YOAg8KYSIgUWsmMm3rAUP3niawvQ22wvj00WJzhRFO1PbKQLxjTpE8+d9NtEiYEbKfP7/+e+FzUfOKgl54/LrcRb9OafXm37ujcvt7WpGhantHEWullme5xTDTRYXF8O1vZE9Hk6cEIhpOQPNzKLhnQhLPzPBMPZOlzEGGcnw4kZJd5pY6/LQPMwOU4PUJ9N7MQuv4mUVi+w9xlnGqCjxhWy9gbu1tRXO1bjaYJ4K5/vkkRXfF4sCTueQ71Mcx2B0QCut8zEtGdA0jsLk+umvE8dxcAQ6Lhm3cPxvP87emfVIVEggbxpblNcYkla0qp2f550cfy9C2PEsyyoc6+vfWefaGiBtp87PFZ9LVtaz9YF8nZa2UlRbOCRJEpaWlkKeYvvdLkvr1Ha7XYyZygP7eWETnmUrF6GFDruxaIuDeIPHI1F+DPxakyRWmtznSQ4WF2eOadeN8zmf82I7bQXKOIrD8/Vjkuc5UWKRE1+nxs9Xn0va1JDnHYyUSClo+2g7IRC+bIe/t2d6321ZhO6MAM9zseY9376xZowhkjEigtpMVXkx0HeU7bJpiIQg6Vgl3UorVFUjs56jOq+QxwmRmRreEWKau4al20ozuzfZdaFVJBkTisdbg82AsbQqH5iQUmKY1u8MQabW/AtB2Ei6ZeN0NDzMZWe4t/8+HyiRQs6svdpa8nbNFwLl98EoQitlkRMpZyiHtn9qZq/wgZ2ZoIae1u6UTuTCGINxkIPSemat8kGheUPY0rJsX4WYLfNgRb00UopQhHkymViH2SH/AhHo1Lb+qX0exj0PjLHjghWYSKNkJvWkfV/GjZdwe5VvXpTMP6+qrt08cd9xa75nc/hAWifNwn1oYzByus8irWMgDSFnWkpJrRVRqz8RgkndEMXueGFZPSGtxdFN4zjGNMoyD4Sl1iljQE0D7zKJrdIhEMURTV1TqymFzga93X14OwmBaOza36hmuncqTePyuKSGqqpJ44Smqmy9wcce5fNf+CL3338/1157La961auCMyeECGygrNuhxp5fO9vp7rvvZv3UKa5/8bVcednlPPTY13j/XXeztb7Bj73ln/Poo4/y/ve/n0ldcdPLX8bDjz/GjTe+jEPnnUua9lBRhAHS7oCN9Q3e9ra3gdZMypJ+t8vy8jInjh1HY1DG7jH/6Pv+MRdddBHGMUB8S+IYYabPwz6nae1bEUUIIWlwzpr0lFr7vmmlSPMctKYRhu6gjzJ2n6xNTZQkpF4ZFUEsLSsmSRJbDiCeloyqqirUd/P7pRdJQ091MLxy89bWlisxAI1SKBf8tO8kjg02DfT6fVZKiYgliUzCHj6ZTFjdPaCoK4S2wak0Tuh2uyQiwsSCpYWcqHruSu48owNnjPkJ4CcAHAL3L4wx3yOE+B3gu7BKlP8IuMt95W73+yfc3//M/DXt6vPoTogiOS/YU+faxkh7MfKqbu1N4ZkiSe3r+c/bcrBtxG/eSGr3Y56B0t60vIRz+57893dyONub3fyxO0YYW0Zz23Gb72P7HtpjfSYneEpZjS0vH4128rXdbjcYzF4l0G+uFgmyaErpilobYwKSI4Rg9+7dwTjX2i3ozpnxkrLj8TgUya61pan5pODlpUVX16wJqE3ppJk7uZX7397eptvtIoTNo/KOgadOtgtue6MVZzxvj2y9oLK2dMIgXa8Uw/GIoiqJ0gytFI1WJEEhclrg26NwQDDqq6oK/fJj1jQNo9HILvDaLlKdTsdK0yeSrc1RQLM8DWAymQSnxQu/tJ//cDik1+sFsRchBIPBgEIIq26np+qV3rHzBbTTNA+Ug263C2h6vR4nT2wE5TOP+mVZhtIS1aor5d/JMF6TISJKAwXRP5Pl5WUrl19N78OPSdjc3fhtb2+HCF977mqt2d7eDu+sd7oEdq5IrTFGBGVPEaXBMWo7XwsLC/j8SI9c+rVACEHd1ME5XFtbQzrhFmOqVu05Wwux0+mwubkZxsHXtPPS7nVtET5fagEkChNUWMfjMYuLi6R5xmBxgdFwaMtmJJI4Tii1p3jOFqGdN4B1y9Cdf9+jKMJoRdMoopbx2KZwPhMC116nn2/Pfev3+yhZUQmDaSqMoy5XTUlV1/hcEDCYRqFQGGGIowipbXL+IO8ijCB2cyxiKp41Ez2XIhj8Nkgz3VMCE0Ubi0C0HL1YRiAFjVYIo620dxJPjSL3Dsk4mkF5ar9eQDCcpVP38znf0sw6We0gj++bavx+Z3OvtXbOZ+SCUUbbAJSxGIM2ZqpCaFxAEYHSjVsTZgO32smQWKclQsbJFM1zziCtccQZ/Pi9WghkKzVACJdTjv1ucOKMy2WLErfelPSXFhgVE5LMfmbc+EdexAhjHQ8X/o+kK8rtA6t2YKgcmhfJOBiyjc9DkxKBRiaxdeScY+PHSuOEXyJJY1R4VrY/jU12EqDQxFlCIJIlcUAVlTFoZ2Q3TYMBe1xkNU2NlLaGoR1064xFMaULzGohqOqGLIltnTFj0TWlbDoGkQ0q+jnlHWQAE9l0D2MMjdIYIW0dMIfc1EpZBU/jcjzdGGqXDKckiEgQJSmNtk6DEYLGCNJuxt2/fxdfvveLTIbbFEXF2ecc4rWv/w6uvPJKTp48SdM07NmzZ/q+JCmHjzzF7rP2MZwUdvxFw5e+/BWeOnyEj/7JR7jyyst5yXUv5siRo6wdO8Ev/8dfoSgKTp5ao8Hw3vf9Ple+5BpGVYEWktGkIM1ztra2yJKU5dXdGCPY3NjgRVdcyQ/+4A8yHo7Yt8/SNt/x8/+OJ44c5smnjrJr7z527dlny1BUlQUAnHhYnudIIZmUFVHkVTctmyl2eWu+GWNY6PRotKasayaqsWrX0jCpSmplMLGk2x+AE7MrJ7aMz2BxgU6SMq5KyqrESIGum2k9YBd0ioV19lVVMywqYmdjpC7I6hlSVWPttbpsAjPJM4XsGhQ5kbqCyWZl5z6SNLLPvy4rDII0jjFGkaYxW+tWAK5x77tSCilEQP/sYnr6Gv71tm+mDty/At4jhPhZ4PPAr7rPfxV4txDiQeAU8A++uS6euZ3JofHR4PZi3v7bbNRwp+TTZ9/mz98+9zN970yft/8076Q+XR+fLWroDVtjplHSZzpncI5bm/F8azudtt+Cxhn7QphQVBsIiJenxdm8+igYhT4S6dURPUIVmSl9rVG1jW4kSVDX8rQ6RUWcFYglEZQO0zRFSyvBbvnMo2AweOPTqz55JMVHa6IoCg6RL57c6XRQStHtdjlxpECXFWk+CGiKd3CCAeyeoUfa2vPU55/5hVDINIyzR9uiKKJGBWfJbpw6UBGVUkT5tP6bdyKjJA59Cgpkc/OzXVusnYO3sLAATuDDb/S+5pnSjrIamYC0VnVp5aYdymVRtSY45Nvb22R5f4Y7vrS0RDGeBIVGj7j5eeIppB7VTNMonNvPSz8ePijj7yVJElZWVkOAxBt0XvXTX8NTdIGpo6kUcTR1/Npceu/MxXHM7t27gwJkkmTWuXdRY+s0T/McgRCg8NLEHpnU2qImnsLrEbw25dU6Ui7iHVkjezQasbi4OM2Ra60ZdV1jpI+M77wm+fngKS9npjudTrd6vv3taVGaoRqbxG8NkIQ4S6mqGuGQ8DRNQyRaYylYMkmQShBZLqOd6+CU8ywCIoTN6/EIiudSGuGogkZPqYItJ8YLBuHmjcZYZEXrIALRriXYnrvtfcrnydiQmXXiYoeaGbeP+zwae9opDRwIKsciIHCAFE7YyN+r+660BhwyCiIlYe8V1u7ytkM7ANoOwnqkzN9X+5j2Xt4+z062ir9/I+2da2MZKwYQ7j6M5UGijM23ESHgpBDeWRY218iuHy5wKgWRjEO+rRCSpq6JncNnH6vbb52jbotyEfJ7jNJI4wI3UqC0onb0cUubi0Igy9O5lVLWSWsa8iSbRTKNdurCGlXZYKl29NVAPZeWMurHPpERUSwp68o54PaeYydXr1vMJLRBCtvXWlmEy4umWONehnvzTRlNLKOQ8iFVHAQ5ksQiMEIbpFRuzbaoUK2bEJhQStOUFS9/+Ss498AhOt2c3/i1X6dpGi688EK01vyP//E/KMuSc889N9hJeZ6jjeGO17+OSVnQXRgwHo+55ZZbuP/LX6Eajtne3uSJJ57g2LFjrCws8YY3vIG7776b4ydPUKuGW297DVe+5BouesHFbGxuc/zkCZZX92BcqZoosXtYMbb7/IOPPEw5nrA13Lb1b6uSRiniLEU6BeeyrqzNlti6jaiGJM+ck9sgosjNR0NsbN6kD5L4/bZWTQiAyCghkiAjQWpykiylUSWRiawqrWpIMmsrqroJAUMhLCKn6gYTaSJhkXqJcPTSMJVDDUQ/R6SUZJ2cZqSCraCNzQU2AnsfWiCl+zmSxFGEEBFoQVFVZC633tozGcK9Ir4ea1VV1KoikQkIQV1r0sbOP9Q3v39+XQ6cMeYjwEfczw8D1+1wTAH8vW+6Z8+izeez+eYX0rZht9Pf5qPMX89157/T/sxfb6dE3zO1WedI7Pj5/AJ/GoVkhz7u9Pc2DeyZ7rp9j2fqx/x12v97A9RTCz1NzhvvWusAR/q/BaeOqQHvrzE/psYYdu3axfbG5kzOkBHWePVFt70z5s/lF/Q0TanKZiaXIaAybuPpdrvB4C/LMjiN3uk7duyY/XywEO7d59ABgepWeYGSOCLJpg6aN7oXFxfJssxtYCI4I51OJxTWbtMzR6MReSc7zTH0xr9HpjI3rkIIlHMm5vOXPFoZlA6x+VP1ZDKTs+Wd2ziOKV3itd/Y/PgqNUWf2gZ/O/+x/XmaplRFGRxomdj54CNhHuUJoh161hkuy5LxeBxooXHrfnu9Ht1uN7x73pBo6mrG6Utj69hPXG5Znue2qLiaznvvvHmkLI5tbtv6+nqghHnn2W8cWmsaNUX7YKoe69eiNvptjKXMelEYLyfti9v7+eIdfoCyqa1R4+atp4wkccchblNDuL0U+OtOn8X0b/NrRogIx7FVpBTCbmTPt781raoqJnWBSWxua5TEDkWwxrvRmlhrrOijRdSyJME0mkhY5UipDCQRxsrLBmVj7Zwo7aTuvVFsKWXaOolze4IRwhoqpmVF4QJ1GKQQVmm3hdz6d6u9NkWOztheO3xwA6YiP6Z17XZrz12tprUZ2/RFj/7XWpFmGVVw+Gapjf741CvzllORKt93b1waYWbWwW63G5QD/Vh10iSsi56W79dnfy4jrcHo13QfOFRKQe3Wg1gw3Fhj7969bG1thSDfaDiyQThMCCB5BoWXp5/UFduTcRivJJ6uL21UNc9zpAbV1JSTcdgDPTtic3MzrNejyZhS2bQIz96QrnA4EPKG1rY2bG5xXbaUkRPKugqMiqa1JleqRitCkE9KiUlTVFE6tFdTV3adjnUagm5+nbfFoxOIIyZ1FQKbdV2TRhGlapjUrVJGbj+VUlAb904ZQ60tVVMKS1fO3X7eKIPSNl/ciASNAilpVM0jjz/Bf/3l/8S+Xbstg6RRPPjgg7zrXe9ia2vLBp6VYmNjI+wXa2tr9JcWuenWm9m9dy8f//Qn+b3f+z1uedkrOPfcc/ncJz/NP/2BN/PHH/4QmWNy3HXXXTz15GHKSQFxxObmJvfddx9/8clP8KX7H+Al3/ZSXnrTKo1WnFrfJFpa5NJLL+X40SN87eGH2Hrve7nlllvYePQRjhw5QpbnXHDRhZxz7rkMFhaotEYksS15IwwidoFKY+v5KgFKAHFEJCJEEqExNr9WCIgERkhEFKOx6o21bmyNt8RQlDUikmRxBokkztOQQlEVJRJsXVcpSRIrAmOS6fvTNI0tEaC1Xd/c+2vc3pjEqUvTsI5oqE+b2c9lEhNLyWg0dOkxiVW4BbSCCEkcJYzLEVmShnfNaM1kNCROE3L3Huu6QUSWdWYDUIo0jcB8884bfHMI3Lek7eQonOl3/5nRUwVKHyHxBldTVzPH+0iOMSZECNqRtDYlEuZokC1ErO3QtemLfsNpc8p3alOnAvxO551Bf/0Zx2vOAYWpsEDbyPebnd+k2k6kUoo0SmccM9kaUtMy3HeS8p1vwXHTCoy0vPvafj9LLPolkpQoSSiqCSICpEErTZLGQS0tSSxylMiIjY0NGgW1qimqioVuD1UrRCRJhKWYWbl3jZF2vNI8o2lstEOIiI2NLXatrCJljKoVRtioWrfbpS4rOllu6WpSEEeWomm0pCya4PgNh1sIEQVKkg3+GrQWFEVFd2GZptHkcUQ5qciyHkQRxDFxlrJrZZXhcMuWFBiXVlGysWpG6xubbG2PMVsjNja3GBdjlBZESYyRgkYYK/8e2VyQNqIYyZiyaBgMBlSl5vhky6I6WYqMNJvDDeJOTJxGxBHEUUq3a51aGyGzUdphUaOMpNSajdGIweISmoiho+l1Oj2qRjPo9YmExGhNlnVoakWcpCRJxmRSOqTVSgEbo1DG0kv6/T6L3S693Oav1ZWirhRaEwRFpNQkiaGbRdBJ0UahRUSa5pR1QxzDxuY2ShnW19cxSrN7dVd4T/3iLaUtKxHHMZvDbSalpqpKLLPHKoGNhtuU5YS6Lp1wTcPmxhZ1VVJUtRM/KUnznjVCsIGFoqgASRTZXAUpIrQyjIoxddmQ55KyrunkGUZYWeR+t8NkPCRNIho0ulGgDYPegKoo2b26yKCTImVOIjSRUIgYOp2MUjUYIVkfWqOsdrSzPM9ZXVomTVN6eY+mbBBRSifrc3Lrq1RGEUW23IAqaxAGIUxL7rpFk2S6n7Sduvn1yUMgWkDkCrM2TWPRRieMINrrx1xcaX69er59fc3W6Jr+bpUj5VSuu5oQYaiaBhkZirqkl8ZEaYSqLPW1qDzqYHOBVDGmn9gAUc/llm4Mh8QOhWqqijR2tHTlankKga6sUfzII4/Q6/Xo9/uWwumcl+PHj9MoGxRa3bObKLEo+gMPPMC+ffs4uO8smrqg1+tRFBMiBI88/DC7d+9m1+oekIJKNdSupEvdNMRJQlnWnDx5gvX1dS655BKiSKCA44ePWvEgpbj44ottGZDhkPvvv4/19XXSNOX666+3IgKLizzwla+ytrbGysoK5557Lr1ej6qpyTs5tdKourTrN/CJT/wFm5ubSBlx6OyDXHjhxXzms5/j+NpJl7M0YWlpiatffA29Xo8//dM/YaE/4OxzLmbv3r381dce4b4vfgGA0Wibsw6eTbfb5/rrr6eXJRadryuWl5bY3t7ma1/9KidPnuS8884D4OB55yPihKeOP8HHPvYxbrzxRs4++2xU1WCURev/5I8+yMf//GP827f9JAbD4aOHueeej3PBBRew0OnxwhdcAkIRZSlxEmOUIZYp41HJ+voWH//4x9m3fw+b6xu8+pZbSR2l/w8+8EFOHF/j7/3dv8NkPGb3yjL/+df+Xw5ddAGPPvwwF110EZdf8iJG2yN+893/ncceeZQDBw6wsLTILbffRhxlRGlsnX5h97RqXPGRD9/D8mCB0XCLKI55ybddh0mtnVQqjUhSmrpBxilxHKGxjpJ2iCIGRBIROcqk0dIGK5RGyog0sfRMLSVRbIOckc+7lIaiaRBJQtE0SCORMqFywTri1NYMTKzARW1sfTiRZBSONkgUB7qpiBMq5eTqUyuCNq41Wb/LeHOLficni3NOnjrB1Vddzh233MKXvvhFPviH72cwyHjDd97JwXPO4y0/+mOsrKzwb37yX5PnOadOneRtP/PT7Dt7H/2FBTa3t7n7rg8idcbH7vkkw61t8lRyZP0Up8YlIu8x6C6Q9RcZlY/QXVhk/8H93PulLzK6t6YmIh/0edEVl1FVFX/6oT/hs5/6NN0sp5OnbGwXDJIuerPk9377d1nZtcx4aGu+1arhv/3XX6W/sMj62jorq6vsOnCA62+6nrPOOw8toEFgjCCKUmoNxommlDjUujOwqBggtGZkFE2cYqLEBoZkjKEm7XUompJ8OeNUMWJSOxaT0ZCmGASVbhAKmom1T+LUq2orlGpaP6sQ/C2bBqEV9chSSAeDAeNiElTF4zjGaIOqaiZVRb/ft0GJ2rK9Qi48EMWSvNdBZgmRc1aLoU1T6cYZRek0EjAYoWgaTVPVZHkPERkH68MzIijP0J67bLq/Rc07Ot758fSjnZyQtvPio1oe+WhTyc70nfnfvaPWvtazMVgCjWkHVPFMP+90Dn8fvg/tqGW7f/6fT5Rt50TN399OrX2O0zsyGz0dDAZkTgmx2+/RaOWQm2Jayw5XUNH97il5PsraNiz9symqcloMvIUaeX6zp6jZMTFMxoXLybJ5bT6655Gj/sIC/X4/5KPlua0JJoXLSVAmFLdujzkyDshZHKdIYRGgsmps7ptMGI8mNNVUytaLenikztajE2g9rdNW1FWIzI7HY8ZFAZEMksPecPKoz6C/QBJbp04pRZJnpFkcKJYW8WzCc0c40QsvThLHSBETyQRlhEsOtqIe7fnsr93pdFhYHJCmMdqpT/poFoDSdXiWmXsu3jD0Y+7naVEUTIqxK1StEWYaBU7iDNUYjIwCRbYoxgghQrKyD1q0UV8f5KjqcoYW034f2mIlSW4dX6unLmlqq5DZRhf9/LPiENO1oR2t11oH6WD/TrUR2zY1rGkajGoYjbapqsLWvktiG9mLpkGXKIoCJaMdKNKNsvWShGzl4tkcDaT5ZveHp21+04Np8Oj59q1tM6uv0mRJTLdnFWnzTkrlcjE9gqy1nTe1C1wmmX1+k7JCYSyrR0QW9ZERMk4RSYpMM6IkQ6YZMkmZ1A13/eEH2BiOSLs9PvThj/CV+78KIuIjH72H8aSkKCo+9am/ZH19k1Prm7z7t95D1uujjeCDH/oTZJpxcmOd3qDPPX/xCb5w75dQGktdjGIaBFGWUwFGJkwqxdZozJe+cj8n1zcwMkImOSdObfKHH/oQ+885h0cOH+a3f/d9bE8K7vnEJ9kYjrj86muI8w5//slPsbp7L1/68v3c8/FPcMU1L+ajH/8L7vrDDyDTjMqVXLBa6hkmitkejThy9Bi3vvo1vPzmW7jq6muJ4pTHjx3jltfcxm2vfR1Zb4HawGBxmf/6q7/Gy29+JS99+cu5+/1/wMbGJqPtTXrdnDf/wPfxg//0zRx58nEOHTiLfr/L5mhM0umSdOzPQsZ86MMfYXFllfMvupjffM9vMypsrvaf/dmfcfsdd/Cl++7jK/ffj5aCrN+lt7TA1nCbtNNle1Ig04z3vPd3WdqzixtedhN//JE/o7uyiEgzRJITZV3S7gCZZmTdHr/2G+/mVbfdzstufhWPHz3KxnBEqQ1Fo3jla27n/oceJFkYQJJyZG2Nx44e5eWvuJXveMPf5zOf/xJNlJB0B9RI3vRPvp8f+OEf4Tu/6++zurBC6kSeut0uJooRUUJ30OdTn/ksl111Nbfefgd//NGPMtEa2e1gOl0KKahkTJ2k6DQh6vQgzalFRCNjtIyIshzihAZBhaSJE0yWQp5hspwmTigQlEIykTCRUESCMYKJgQJBJSNUklInKWUUU8iISkSUImJiBMNGs10rRsqw1SiG2lBGtl+FjNhqFNtKU8iIMTDUmm2lGBnDGDh2agOTJJzc3uboqVNc8qLL+M43vIFPfeazfOKTn6TbHzCuat77+3fxgQ/9L/acdQCSjEcPP8VDjz3O5790H5Oq5qn1dU4VBdu14jvf+Ebe/KNv4ft/6Ie45vrrOHriOE8efYo7X/vtfO8//j5Orq/z5JHDjOuSk6fWGI7H9BcXmJQFy3v38KZ/8gPQ7fGxz/wln7j3C8RLC6ycfYCzLriIH/nxn+DG217NkxunGKmK3fv3cfV117G2tsby4grr65s8+OCDrA9HPPDo4xy44Hzo9nj0+AkeP7nGY2uneGJtjcdPnuTo1hZHNzY5vL7OE2trPHbiBE+srYV/h9dOceTUOsfWNzi+scnJrS1ObW2xNRozKUqUs0stkibIs24AI7I8AW1oqjqoint7zweDfQpM2/bPsoxOpxOC8u06yp7d4xlgPhjsWT4YQZ51rFqms6XG4zEbGxtUqgmpD51Oh+FwyHA4tjnEzlb0tnhI43iONua/9QjcN9K8geZ/9oZcFEVBYah9bHBYmKV2tVubRjbv3Mw7P+3z+vZMTtyZ6JA7CTHMUxjbbZ7m2HYK2/fSpo20x+JM1Mj567VRwadr3gD1kvLtnLb2mHjBmaIoWF5YAAg5PWma2qho6ztpmrK5uRk+8/l18/kUaZqyvr5Ontv6ZY2Z5mIliS2WrRodXr6msPKv3gnwL7Gl3Z2OAAuBe/kNxogg2uHHvy1w42l2de0iMa5/vv/t3CiqaSDBO0bW4TEhb8rPSa2duljLofZzdTKZkOXd4NhHzqFtz1nlHEbfP98PT6HxjpaMkpD/Z8sKGOq6oqoajFHIyNiIuC4Djc+PhT+3Uoqk06Wppshu2zEK4+6mpXfI7QLccxRBFQxSgJWVldBHj3a3OfJJks68X20xEi/y4p00/674fgwnk/D8Pe3XO2RefcpTGieTCQtLiyil2NraCiUjqqqYvnfIwAiQ0v6cRdOabp7iWZa1zS1IO5gWlOXXsTieCjUVRWEVXIsqbD7tsfjraPb9Fxw5coRef4FOpxfm6/Ptb67ZepMxNndNOXF2J8FtDEbECGEDWlIKkiiGVg4QRlDrBjUVrUdqnPKeQAmJMpqnjh9DY3jRZZdawadIsrG9RdlY0Z4777yT9fVNvvrg19jY3GTSVJx99tkcPHjQBl7KgiiO6Q8WmdQNJ9ZP0en3yHpdxlVJlFrakhBQ1A1aN0RxxGBliT0H9jMcDtGRsAI9UrBr7x5kEjMuC4blhCRLefAfs9SxAAAgAElEQVSRh/muN/xdVldXObm2xtrDD7OxscFjjz3GFVdcweLiIhdccAGn1teRkUVzDJKJo97XxYRKaTqDHjJJyfIU4oQoMxw4dA5Z17EsIsn+sw8yLguiJGZl125U3XDo0CFOnVpjZdki7LqpyZKY/Xv3sWf3KqZR5J0OE0eZjNKExx59lAOHDvLCyy+jwTBYXgrrWeSCmje+7CYeeugh0jxDRBEbm5scWztF1u2wsbmJjiVJnvGCSy5hfWuT3Qf288BDX2OwsETu1nO7b1p6Z60NaafLU8eOct5FF/PQE0/woqVlqrom7/WIOxnbTsBrNB5y6MIL2dwagYi58qoX8/iTT6GNYHtSMSxKtsYTCxXXFVVTU0tNMWyIEyv9/sTDj7LvwFmc3FjnxOY6C7t28ciRI+zev5fN7W0Gi0u29IF2qn+tnHG77mjGVd2yXWaF44yYS5FxyJoMojPTvEW7Pk5twDiOUa3ao+GcbusXQiBqm3sc0i5qiTTTvdiugfbnYrtCaJtHmqUZTz7+OJ+9917W1tZZXBjQXbDz/ytffZBSKTa3hvzW77yXhcU+R48+hchzRJZSAZOyZOXAfmQUU25XiMjlbjra5alTpyiKgiPHjtLrdqmbhsOHD1tKtBZ0FxZZWFmlNprBnt1cfu01rCwt821XvxhTN9RFyWDPKtu6IqkkX/3ag9SlFZJrmoZrXvJi8m6XT37+i7zgBS9gz6FDKJfrF3mmmhYIaZUmFVZ0Rrn6AFoINNKWF5Egjc2D1QKkNggiYgtsWqcsiulkOTKOqcuSuiyJhQ2eqrpBu6BqFEXUpmk9KxPy0z1F1tZeJTh0sbOf2lRZD2a0/QX/TL1tYO2OauZzT+/0KSC9Xo80M5SNtSuME7p7OiDpG17vn7Mz/S1q3mhs57r5RdAn6vs2Q4Occ+Dmc3Vg1knbyUE7kwP0TA6c/15bIdKfY94ZPdM55//Wzq3xE9CPRft6bfSwLQ/bDhPMO3B+bNs5PDs1rS2KoZU1dvv9flgovey/0QKlGmInexxymBwil6Ypqqxm+ukREZ97MJ5M6Gb9cF0pJYPBIHDwfUQGB6f3ej02N0+g6oamtjTM7e1tpLYbmz+3V1vs9Xo0tV20uy6q2L5WmkbUtSJJ4vDyt6H5yWQCppkRs/BIjj/Wj4tNiE1Oy1ECgnFeFEVA4rwaoS2+rYNCpl9420qBXujFL1YQh+tkWUae56HfU1TxdBRUCEFRTUK/hYR+v8tovI12ypjtnK0ZZNoZ+n6MPXrmkceyLCmdw99UdYiYpWnq8g+nZQQq53i2c1qyLAt5b/1+n6qabqzeqfZOcfv9XlpaopyMA/0SCMIqmmn+XshzEyLUnfMOdVmWoS6cEML9XtLxoiROOc87cH5Oe4WuoiiC4yyECOITbSaAUopCWSVStCHLOmE8gNC39jN4Ltt0TZ0KyXjxoefb33yr65raaEt3dWhbIhNiKSlr456TRhtFXStM1bDU6dEfLCLTjCTq2hw4tBV4EIKxMWgRo9z+dGo0YXHvXnSa0kiJiWIeePhhdu3dR94foISkQfCiSy/nicNPogScc8GF5P0BRVUy0orHTxxndXWVez/3eZJBn83tISeG2+zfv8B2WZCkGaUxGN0gBCj3Xm2OJ6xvbnFqe2jf9eVlbr3zTk6cOkWhNSLLOLaxwdH1dUZaoba3WNi1i0/+zu9w4ODZPHn4Kc694EKOnlwjX1jg0fvu40t/9Ves7FqlHI3RRlKePMXq6jIf+PBHePjhB+kt7yGOEw4dPJeFfp/zX3QpJ0Yjjh17Cp1mLOzdwxPHT9KImCePHqMsa5aXF/nC5z7NtVddwdJCj0/d81GOHz/J/t2rPPzg15BxxsJZ+wJaPx6POXriBN2VZZ48eYKlhUVW9+/nM5/9PJdccgnKwAMPPcTH7rmHl73sZZzc2ARXFmd17z6khI//5V9y/Y0vZdQ0bBYFXaO58MrL+dAnPs4N19+I2ZjaB1Fkg1BNmnJ4fZ08T+mtrPLhj36MveddgBCCo1tPsVkUPLW5QZZlHB0OmQjBqLH5WXf/rw9x662vpL+6yhe+8mXyfp8HH30cU1b81ef+kkcPP8ELr76aV3/7nRzf2KBWimI8JltahI5NWzjrwgs5srFBtnuVaDBg269Z2hAbVwfPqUC2bRwpk7DOKqOn1ooQTozCBZnF/8fem0fLdt11fp+995mqTtUd3n2T3nuankZrFkZIHmQZY9oyBiOE3Wbw0IBJMKuzHFisQMd/dNIJpEnAsOIsu7FjA8EkDR4Wob3cYRAG2XjC8oCMZSPZGp70xjvWraoz7r3zxz771Kl690m2W53QtPZbte6r6dQ5++zhN3x/3697TQBWSIzwwTwnG+CdL4Bc0NRuzqSDrHXM5nNBQAEyCFt7RKGwshtcN0ghsLWmLDLOnTzNp/7qr/jG332VKy65hNuuuYHPf+6zHLnkGK9/w5so6oqPf+LTfOTff5Q8DMkmOemhi3h8a5t9wxXyQFElMVWgmJYVy8sDlg4ccHtfXvCBD3+IjbPniJKYfn/AVVdd6WrCpeWRx79Ov7fM8aufx3ZeoHox+688ztHrr2GyPWJXWJQQGKmYRornf/dd3PS8azm6tMKJRx/lUx+7n4cffZwNrXnhS+7kp37h51G9HtOyoFaSOpBoXKbJ7VGW3FiMcHWwQs0zwQrhIPeBF4Q3jlxGGU1gHeNnGiWIMOLczgZCWPpRjFGKyXhMkeWYWiOxYDRaOHmooiha8jGlFOPxuN03vYSQtzV0s+eKzn7sx5ZH9XTrcv1YiKKIMJiNDSFmoum+rGV9fZ0gTCjrknQ4dMHYPCNUAULWqNo+K/BJ+E/AgftW6yWEENRVPWfQ+IHjqbC7rWuUajNfs9Z1FvxxFrMX3fNczHz54+8Fw9yLjMP/7qKD1T2+H2i+MLhrrHWhfd3UrYdudR1Tf817nX/7Guc7sYsZwO51tUQXHba7lnq+dhPD1yNoXc3BweI4Jp9OWmekrmuMdWLU/lq7uh4eguihW97py/O8gb1V7OzsOEejkSOw1tVkCOEKyieTwNXuMIPQZtMJSoVtKr4oihbKqRvqeg/ti+OYqppppuV5DjZsoZveCTLG0epn0932Wjy5ijEzWnt/b6WU9HuD9h6trq6SZVnjmM3EwX2UyRekT6dTiqJos41LS0utBIJ37nzzjm2cRCAlOzs7TCYTsixje3ubY8eOkaapqz9pnCTLTO8nyzKMcJkmKVz2K0kc2ctkutuOF39uWdOXfpxEgZMc8MdbWVlhOBzOFca7Yv6mGH8yQamD7Zjr9XpO8sC6TJVfmMMwbMXUvcOnlG7niR8DSZK0DpzTjnG0ykrQ9m+SJOzbt899z7hrGY1GGGM4ePCgG3fS6c/5aF2apgyHw9YhdQ6gbhf5uhnTQoimkN8Jt/qi/pnkg2A6nbLUHwIwHA6pqorBYEBdG6aTJousgpbUwMN7/Ubj+rFZe4TFR4V9H3ZrahcDV34T3AtJ0DWivPPqtfm6n70QSuC59h+nFUVBpqAIwEhB0IvRxkHTpW20Iaua5WRAFLhARm0NIlD0wwEyjNjaGVEZRenZ4eS8Thk00F8lObm+zvpoxMkTT/K5Bx/k2JFjnNzYpERwcn0DJSR//41vYAXkVYldX2f/oUOoKOTU+joTqzn7+KOMrebgZZfy4JceJLfw/9z/lzzy9Ucd9Xg2JR0M+I5bb+aKK66gKiqm2tAbLjOpNTYyFE1Q7IEHPoeWkutvuYVRkaOVpLCGuizcWtJLGE0zzm7voIMQLQOmlWZqDJ/43N8wzqZIFTAZF1x06Ag333wjOYKX3v1Kbr3pVj7ykY/y6FNnufPFL8aGCiHhY5/6DD/46u/HBgHlaILqJUxKZ/wVVcnnv/A5Pn3/X6BsTWAgCEOmpUZGMUHc49aXv4zSWlZWHYFVlmXk04xgMOTszohKKkQcUWjNybNn4aGHyKoKEUeMywIj4IkTJyitJqgFX/nKV7ntjhegtUUIRZaXfOOJE9QIHn7icSozI7tKe30uvfRSdquKoJ9ydnuLWoYkvSFWKHqDlHFZoa2g1x9QG82Bw0c5u/MJvvyNh/nspz/JJVdfwenNdY7Xl/Ev3/Y2djY3uP++j/HgAw8w7MdEgUMVrG/vUAqBDQKIY7Ympzi3s00U91jf3kEkCf3hKhvbWwSRg6db63hSi6IgiWIsytV7ypnxDDgHQDoYvxujAlAI45lPPSeB/54L+mpjXHaoA0QWSmHsDG0FsyTAzNZx+0FV+0BkRNWBkGvjpGh0XdNLEr7xyNf54ue/wJNnz3HbXS/l+17+T8izCZ/4/OfZrmuqJGEy1tz5fa/klpfc5dbz2pU73GMg6vUZlwVSha52P0156sQJvvbwIywPV/iDP/hDjlx1Jd9/zw/xoT/4t+y/+BiXXn0NSZqQlzmf/tsvcdm1FzMYrhDFPTKjUb2EUZEjkx5buxnv+c3/jR9/7Wu46MgRrrjiCmRdE5c1117zPM6ePsvDZ84yPHwR4f41dDMeTYN66i8tUxUF2EajUDo5Cc9YqzsoJGEsVoJVTi5C4IiOApxWYhAECGXQVU22kzscgHbOcBTHjLY2ybWTiFCdwHQUhS2DuLcLu/q3WZaRJL25LGkQBMhgxlztET3efvPoHE8qNp1Onc0UhXNBWKCVgBqNRgwGA8aTvEVVhWFIQIipnS2+tLT8HITy6VrXGFl0lBYdqa4z06XZ7qZPYeYIdaNAixmv7uvd7J+nb/5mIZXd97pG1uK5t2KonWzb4nV1GbIWIZH+e12Hc69jPBNk8+kMNQ/pyvRMyNv3aVeI2T/3jpFSiqBh+lq8BtEc10/EMAzdwlB3+2lGy+8hb9ZahsNhm50CzwA5gzy6c5qxPfrjuck9Y/rzwuPgMh7TidNqqyvROq1dxkt/Ln5xWRwzXsDT941fTHyGzjv3PrLkj+Ofe4fHN+/sdrXSPOui7xN/73Xnfnhn1BjTOlPeGRFqBisQQpA1ZCxGWwQBRlsQFh8j8axi/h4a4zTL0jhtr8dr8s3gjiHT8QhjnRNSm1kdmF+Ql5eH9Pt9l9VsrrWbcepmt3zW0feV0fVc1sif53CYNgyLuj3f7n3y89h/bzqdIoTl2JGD7bV4jUCgZadzfTi7d2EQtefoYMDb7djsZvdgtqF057e7r27Mp2mKsHDu3DmSJGF7e9TOC5fJfmbpkW+n+X71zmfL8Pacw/b/a4uiiF2dUWMhUA2Tacmw10dJBxGsGwEiHxCT0mXwc2pUEFFZMEGAtY2jJuZRIaIJcu4/fBQZRnz8U5/hxhtvZLCyj7WLLkIlPabGUAcB2lpkP2YymVAJS5z2GecZobTktmaUT/n6E4/ST1JOPfINRnnOI089yQ23fifX3nwrBK4WT2tNIGCcO/3E7Z1dhsMh/eES27sjp6mZhNz8/Fs5ceIE993/l9x9993kpkYLMMJipECEAVoFVEohophpXTMqCnaLkjvuvIsk7SNkQD4tmzrokJd97z9BhgEbu7tcdf31/O2XHqQCosTpWm1Px1TC1Q+vj3cJBwOIImrr2DyrqiKfjBkkIVZrqroCQmytCZd63PnS70EHzvBVSvHFL36RJHCQuXAwYDvLuDRJeOjrD3Ps+GXcddddTPKMP/zwh7jrrrs4cuwon/jMp4gry3J/gEFw8tRplAro9fpEUUygQpJ+ypVXX4NKhy1RmbCws7NDbSyVtQgVOD017RybujIOdmstdakJohAr4NX33MvudJu7f+j7+eAHP8jrXnIPf/InH+Urn/0MgYHpxhaDKKIoDFE/ZWl1hcPHLiGXAivgiccepzccEvV7VHlFmqSkvQGb61sEYYBE4UmWrLWEceL03ADhsx56nmROWgcW9pbxbC0SC0GIbkZlVnPf2oENtbtEtmTgbSVxY0q65VS48zRQl7o57nzJiwHyquLya67m4ssvI0AgjWWqLXUQUkchJoqopMLECZPaINM+BWDDCGkdYUalQcmouXZJkZVsb4/Y3hmxM8655NilvPKee51j0E95+KmTbGQ5xtQMloYMDh9BxD2EChFWEipJNnGwe6ENvX0pr3rVD/A7v/1/0I8jVpeHCCxKa6Q1nDxzlv2XXMwdr/he0tVlNA1hC0AoqaZe/kc5oiUPyRaiJbhCgEB4FQqswc0RGnvXClSzR9am0bntW4bpAIMlyybk08ytBaGitobpNCeOnR03zqYOUhwoJxQuBSoKCRtG87yBPXpOAWVtm/X2+6+DWbrXBwMXQPdoJ49M6tb4+wC6t1180LMtJRDOfstN6SDrTbB4nI+/zRX+/PaP0oGDC1PeP52jsggn9I+ZwWLmDJULRaa7f7u1ON9Ofchihqv7fJHwZPHa9rrWbn3WYv3bYus6GRcyzp7JaPPGcxdC5xZN08IJ48g5DqJxqlr9sg5NtBdurusaJWidIp+JKayjU585YZK8kSnwsLSyLBmPx20/BEFAP+mxsz3BE4toAVrb1vnykMOyLJEibCctshulayZqXlAWtq39AlrHwdHRBu3rXU08vyhordv0/WQ6g/eNRqPWeQjDkMFgwMrKChdddFHrdAVB0NJPezY272gEQcBwOGyhhh7u56/RZ4p8vZ037nw2yF9P2EAqvZORJH1XM1PVbG3tMBqNKcucIFQtEYw/Lw9r9GPYzwvv6E6qMUVRsLa2BstDNrdGDeNdMNdXYRgyHo/bSJeQ8wEO//DjcjqdMp2Wrj5t6Cp7fCGzvw6fzczznKqYEesEQUDcOERBFLRZTj8+/bg4efJkC9ns1pcKIVhbW6MoMqbVTFrBj+Mu9NDXNfrIoTG04u26qf/04ySKXN8OBgPiMEI2grs+w+klFZQKCRtn1e2pzywb4tte69ninPdjxzmYe9cOP9f+v2txHBOhKW3VaqP5iLQwAtWMTx+UsbaBbAuLkiEycKy3BonBOugZjaHVGGMWwEIYRywtr/KCFx5lc3OT/tIyqwcOopVCK0WytMTW5jonNza4+MhRdnZ2mBYlQZy4sT1YAqk4ePgIVV6RV+eotSUIY2QQIqxyxlgjYF3XNZFURGFEEMVoC9NpTlVqCCzb2xuEAtLhMmWlsUiSXkpR1QgtGY8n9AZDVJyQDIacXt/gWL/P1miXZDB0GnoGjK0d0VZdsz3a4ZN//XGOXXwxl1x8MQbYGu2AVGRlwc54l7WDB5xhLSXDlWXObW5QC0uR55x46hRxr0fZROzjMKKqascEKxyjsNNoi50+HoJ0aZkHv/glnnfdDSRRzJmz66S3LzEaj1nZt5/t8YTeICWME7SFpJcSRgk/+cbXM9rc4nd/93fp9VKkCHjs0Se4/KorOHdugxtuvoml5WVGZd3mm6SF1bV9BFGEDAIM8NDXvsrFl12GlYJp4TIO/SShqgqyIsdgEUqBdLWQo/EIGQZsbm66wKKFpUGffhizkY+hrqiMxipJFCVs744YLA353Gee5Jabptja8rWvfY1rrr/OBdakRNoGzUPjCFnnDCEcnNcCyAbe5l8zNRjvOjjnwQd7acbsXPM2k3dmO28tWmnnr2jn2zy2PZZoz0vJGSIqiCKXjcxc7acWjqCnspaiCTQgPUcjDWunRDasw1jv6DT12WHCyr79lIcnvPCu72bf4UNUpcaGAdLGhP0+la4I+ynDtTUqGjmjpl9l40wKC2WWc8NNN/LVLz9INZlw8sknkNLpQg4GfYZra1x/6y0sr+2nErN+s7bRTLPWaRLaDmmWME5onpkDLJqrk7ikqbsNM6fa4PgI6qYEo65rRCVANvanFFhhCZs9mSbT5/diH1jv1qV7u6Gua4wK233ZB2nTNCXLsrksXJZlLQGKR1z5NdPJ88wSEd4O9WieXq/XZHcFKlIOxmua4LhwSBhZyf98IJTd1nWwYI7sEDoOm+/Yrc1NemFE6EWMsQRCdYwOieo4ILXQc87bnDPXcWS6zI4Xcg67TpU3zL3h7K/lQhmuvWBN3de7g7DbL3udy+LfvbKH3ebP1xjTKM6fX3vnorEuGgTd3zU0sq5ugAoXCTl40WHOnHyKIHSLuJQBSgl6vSFx3ENKQWUqDLUTjcTQSxPqqkBXU1YGA8qioCoyJBZjHAxOSsimFXlWYZGkKyuEccSRY0eZTHYIJgXLQ0d7b2pnvG9tbTLNc2ojGY9LAlUTRrFjKTQBca+PxCKVJQggCNxEnU4KwtgyzZ3m2HCw6uiHrUFayXBpmacmpxkOU0RgGoFbQVVZdDFt73+/H5FnBUpAEoUEEqStSfsRZ89uUxYZiUqY2F0m0ylRHFNrp70kA8HuZBtNRV5M0KakynOGSwOEhKXllH7SYzTexVIThoqiyKh1Tp5P2Z2MWdu3QoXTfXJF3ZpASpJAkQSKYdrDak0/iunHKXmZtY6dkiFL6QCkoD8c0Et7Te1ZRhTNdJCKwkGWimlGnWcEQBgqgihGqAiBg8csD4dsbW2RTcYUpXM0z57dbpzFAcoahHT3uqozYimZjguq0jk5G1vrbWY7TZ1sgVu8Ie5FyEAxHWesLK9RTXP6DSmNp0TX2rLU76FsTRL0UUYSRD1ET5LVJY+dOcVgsARSY4wlHTqopK5K4jhECUuS9FFhhBVOuqAsS6Ik5uz6OcK4xzgvHJwpcBChoiiwCMIoZri6wvrmOlo6+YaiKJiUJYQhSRRRIwiEIgwT9q0d4tTpdaQIqStNUdcQxOxkOUtLsYNlqZB0sASloCd7RKLRuylLtHWbZSxtY8BphFLNGmqRxmIXaof9ZtitD4B5nT2ta7AaKWSTye7IBzQewEyaRLbR0efas9+KosCEBmOdSDdGtUEctNN8y/OCUDliCCUkoQqoAut0mVBO40pXaOHuo8aiafTiGgIIaeHkydNsbWxy2fHLsUJy8MhRjl12OUJJvvr4Y5wZ7fDkU0+xOZlwx5VXkG5scvr0acZZzuOPP86VV13DcHmVQ0ePkU0LSm1IB0scu+w4lXXno42rNXLGmwTp9O3KomL/2gGQinQ45I8+8u+49rprufX66/ngBz9I1E+J0wHPu+FGTp1b5/jx43zpSw9y+wtfxP7DR7j19tt5+NFHufSaq3n8qZNcfd31jpwkDKmLgqxyQTorBY89eYL+0pCbbr2FP/nTP+fKq69ChAECzRNPPMaxY8cwwgUPDx45RDzoMyly+oOEM+vnuPp51/H5c2cBp5WHbeYAEqEiKu3E1K11ur4HjxzF/O2X+buv/T1XX3kVST8lXV3lUBDwkY98hKtuvIGPf/KTXH/DTVx05BhPnT6DihPOjndJhwOuufUWHj9zhgNHj/L1Eyd43q23cGZri++/+mpGu7sESQ9w27O0EKqAO1/0Ir7y5S9zzTXXcPr0aW559asppcUajVGWcTFBBoqlpM/ps2f4tbf/Br/w3/wC9/35n3HtNTeSDJe5+54f5LcefZQIGI9GGKNRSeBsqkBCwyoaJ30GgwFpmjpbSEG6lLK6toIWoCJFpevWtlW2sTG83bdgFwkEWI/q6YioCzDWzDlEHmljRMcOko10kkdjzvO6tt9tj2vntTR9E9KRd9DExKVwmolCCGpdg5LkusQIS1UXxL2YN/zMmymyHUexL51AtvSopIZsT2AwUjpSFwEYS1nUXHrV1Vx57bWcO3OWNE0ZmxoZRrz2J95MP0kYrgxdwLxBuQRBQF6VEAqoayLAViVGu9qt3Z0Rr3vT61mO+3zjsa/z+JOPu6BDEHLttddSC0EtHZlIGEkQbp2h2VdQHRtRBVhtELi9xjl3jc8yS4x6QQF3PzUIYRBKkvZSJ+StLDYQTpxeSYbLQ7a3t9nZHTl7IgyxQI2ll/Zbh80LtKdRSp5l7R7mbdvhcEjZoIr6g7QtuVhaWsJaxzS+ublJmqYALWHZLBnjgub9fr8dEz6z1w0Ih9IhmEpdEgfOVsryiuUofg5C+XQtiiLqImd1dZV+0ptB4ZREVzVSuCJXz2TjsxWEs4hJt87NdiILXQfKP7oOXRfyCDPnqizLVmiwO6C6NXiLrft+F2LVff/baf4898oI+usNmohc9ztd2GUXmTrvDM6Eg/1rfnB3WXt85sU3aSVSRBgtGziewJoAXdgWmlDXtdNuq4umjs62dWZZNmU8HqGt5YknnyTthRTTMVhLVZRtTZOUAoumnyYM+ilVWRIGQWOUx0hRkE0cPE6bEiEhjFydUdLvEQSyqUcqWrKQXj9mfeNkK0AuhKuxK2tD0GShPEGIv3/ubyMeW2rSJCEOQnQjiNvr9dqsW7deLggCyqIiDGPCcD6ln2UF1joaeSFESzBitM9qBsRJQtybiasmSZ8yL9rMH8a2WG3Xt702s+Rf82NxtLvbjAtFGMYNfE9iMURRQhBERFFElmUEKqKuDZOsYEW4hbuXOo21uJdgMeRZQdJP56CncehhiBAlKUGYYGxJpQ37D17kImcqnGOSklLOiGJUwiQrCYKQSYORj9Mlkt4yO7tjtIUgcOdWm2aua4OQEUePHW8htmk6ABFybn2bME4IopDNzU3WygpDQKUFSb/XEt4EQUBtNCv7Vh07WFFSlpVzBJeGDQRkyu5kymiaMS20E9xVMaqBDG3t7HJg/2FXl7i1w9JwmfF43GRTQ1bXHHzzyKHD9Pop+w+5vrr9BS9gsLrSZp2FEARux3SbLm4jlU1mTjRO1yKioCuU7Oa2xe883pDp1sm5jL5s10ptndiqQKBEsxEj6MTFn2vPYvPETUpoCl2jJVTjKWmcoAKFsJairuj3hwRNtnc6zdHarRVxPyUMYopKI5tCfRc0tmhrwRqEMVgL+1bXmIwmfOqTn+b4VVdy/Y03omKXSVpZW+OzX/gCmIrvuP02wl7CwSMX8fXHHuVLX36QOI657qYbHSTPWja3t1nf2EQJyakzZzhy5BgycGujxrrMgRVsbm6zfuYsTz55EgrTF6AAACAASURBVJAcOHwRQRjysu/5Xr7+jYf50pcf5KZbb2H/6j6SJOH6G27gS1/8IuPxmN4g5bIrr2Ba1hy9/DI2x7v8zRe+wPe+8pUcOXLE7VFVjcDtbca4WqNXvepVbG5u8jd/8zd85+3fxUUHD1MWFUkv5PCBg6AkQTCrZf6uO+7giVMnyLKM77/nHj59330gXF1+0Oy7la5BhKggAalmcEAEvX7Kd93xAra2ttgejXjdj/4YhSkY7t/HXd/zMr7y91/j0uOXc8MNN7CxsUFd19x2220Ewz6Tuuai45eCNhwfXM14PObrJx7nntf8MNO6JOjFWKudMd1kU/Oi4tprr+bJJ05w+uRTvOFNb+JsMYFeRDWtePixb/DDr3sN4+kuNYLh6gr/5c/8LFunt3nV3T/EYCklr3KWDx3hrW97G7tbW9gs46N/9Eesn3ocYwUqcuyT06pmOFyizDJ+4Ad+kFNPniCKAt74k29kZzJFYxhPpsRRD09PaGyNFG7sul0DWryih1U2gWK/fFlhwTp9UyFm12pxXoTBBURbWCW0Ttmck9E0Y52T7f8vxB5OnrFIJLqpH5BCECvpso9WY7RFW1eWgJRkuiLu91hZSsjLgihK8DV6MEtOGAGVAGFAGTcH46THxnjsskjLQzKlsIUhUJJ4eUiYJOw05F9WCkScMK0q4mGfkhpra5IoRlcVViknQdFPmNiazc0z9A4f4LIDS4DBVDW5FK7OvTb0k5RaZw2/pGwIYhxZSW2daLmULuHRZuBEk9Vs+lXLxtXew4mpqgqNm0tVz9BfGiKNQ64UdYkMA/q9BBmIdp/3iB4Pf2y5GBq7qyxLemmfNOqRNQ5d0mTr1tfX52r9vYPn9zUpZYva8kgkb1t0ieeklK0D6VFaVVWRNGUfeZ4TqsCdX20QAdjqmdf0Z2r/KB04YK52p/WQK40yexN2CCEoq1mPLjKq6Q6xiP/8YhZu8Xk3y9ZN6870ms6XO5hhteejPv7/vi2ev/+9b6bNMODyvGPMn/f5EFEfoe8CDbrZP48z777XhfJ4Z8Tjjj1roqmbQuPaIqwEJIEI0NplAoUMQAZNpkw0DlGENgVCQK1LhHCTK4oDbCO8HEVRS0JirWOg7EWhc5bqGlvXVMaQTaeMR9tYSnq9mCiJGS4vsb29TRhHJGnC7u6IyXSMI4NwNPpo2xjtjrgiivuts9PvJyRJn9o4faWiqjFFyXBZE0Qx/XSArmtQimQwQMURUT+lPxgw2dnB6dX16fXSpuZKNQtFiLFQlBXjyZR0MKTXT9m3tp/BYMBoNMIayfLyamexcZFXrZ1D56ORWmuQChUGhHFEOlxCBk4MfXl1heFwmSybuJq/eGaoSxmQ9PrOyDIV2hqCKKYsLVGcYLSrodC1JY76ABgtCBrmLg/tc+LfirrS0ODWi7KkLGpXUA6gJNoKrFCIMCEKYrLKgAw4dfI0ZVm3JCFdiGpRFKTL+1zwxFh6/QGlLikqTWVBhBFxb8D2aMKhQwOSgSMKEUiKvKSu3BjSNYx3M+Koz7XXXUptLBcdvYTh8j5W9h3gpS9/OWmasjx0Qsa33XYbz3/+8xFCcNtttxFFEWfXt9oavjvvvBOlFEeOHOHiiy+mKAre9KZ/1q4THmrs/yqluP3221tiFqUUUkjuuOOFbrOq3ebVS1IUgtUD+50AuA8sza0dooXBaeui8D4A7Y0aP2cvBIfsvu7ZTIUQqIXlRyqgYYczhhbGuWcI+7n2H9wmkwzZU4hAYEtNEIZOpHt3yurqqiugTwek6RCJZXt7m8l0wlK8jNWGQS8hKzOESppgxqyO29LU0DbOSrSccsVN13HFTdc5IqiGzS2Uku/8jue3cKa2JknCC19yl6uTxRl1RkOhaw6tHeDgi/e71xs4LtagJARCIqwFJYlXllheHnLlVcddUKf5fM+GXP+867DCOpgSglJrgqTP8+94YXsO47xsg6C33HJLC6PqBqZQgripuyvzkv1rh9i//yC6btYWIYh6Edpajl1yebPfuf0wigLW1vocOOACS2u9iFrCrpAk/SUMEKnIoUECRZIG7THBOQdVUbJv/xr79q8BUGJQQYyxhkNHj3HgoiNgLRs7I6wMWd1/yO3HVhEEkqOXXoZo8GnDtf1NNkpg62YNaJweH2I11u33Ry673I2homAQRuiyIlAR1994k2P8ky7Dbqzl8LFDBFZgsBTl1MEVkcSDVaJ0BQn8xC9cx6nTJzj51GkOXHQEISP6SlLnJQoHvzx07FIAdicFAoUSin4UoX1wuV1PBNZ4CKHFCg+tbOwYN3DwX2iRWa3j5o6hmzotsA4x4JEAYoZocuvlfPlMECi3PlqNwCJF0Hp5LQrKgrRiphlrodRu0QtwmSJlBZQNoR6gwhghBYlqAmZYhO4QqlgauC1gwEqJVIpC1y35l2mycmEYO9ZOGaIrQ4DCVs1viYB+FFCXFQiBVDHaSESQYLQmihvYnxXIMG4EzUOkgCBKnEB647haXSCtxFqBbjrYGlChxJuMuq4JvBdsXAC+bjOXEmFFi7qiuQeVAlXV1JVmOU2JgphKVlRZ4UhOpAQCtLSoIKQqSkIliKzTv82bDFkxLVr7spg6OaRABIy2R8hV13c1TXBSOoK4zc1Nt7cGzuYPggAbBCT9HlVVIXFJiOWlJVdqEgeN3ep0cluJJ20bOZ8cFUISJlhdg1CUpqI2FVGkmJQ5jerBf3D7B+LAzWevLtQWCUnmjtD5XtkIPJdFwVRN2/dtILF2xgzZzXABqJataB6aqLVuU/eObS/5ls/R0+b7hWHRQew6cIvMk933u8df7Ku9DK7Fz3is74XqVS5U73Y+PHPead3r8/74SeKEZcuyZG1tba52zN+Dqhq7IvzxBkkSUFYZ+1ZWKXXF0uoa5za30BaUClGNUDa46GechIixcw484+WBiw4x2hqRpAMKrckrgwhCJpNd8ryk3+83TmXQMAMtEUUJcX9AGIZMsoKsqDEoeukAKwKWVlZZ3xoRpwO2dk/TswYZSXppSlUVDcubJogSlldXKeuKsi6otKDSgjCOsbbGEFAbSdgboIxBS1fXFvWHTIoSoggZhFSVJggi8rwkjnvOcTPGOSBaYAhYXj2AFSFFZYmSATJKCRJLZSV1BePdnCRKsRryrGjFv0+fPo2TS4iAml46ZGllH1Y48d6i0tTWsjvJ0BY2R7usHTqIjBVZZRiu7ufkmdOEYciRI5cwzSuywmWYwiii0JZLjl9J0GjQbWxs8Lwbb2JldQ2Uo31+0Z0vAWO5596j7V79fa/6gTarJ4RAW9i3tp8X3HkXKu5xz72vbevGrrvhZjdfrOGH7nlNO/aklLz2NT8CwD33vtaNa5yxaIXkO29/Ed95+4uo8mxGaCIkP/rjb5yNX2P5kR/5sbmAyktf+jJMU4ifLi2TLi0DcNkVV7pzNhqjYWm42s6ltO/g24cPH24zpSsrK3PBEHdf3e+aliW3WaOMbjNh/q/LEtoWWSCsBGuRfj6FEZWu6Kd9tjY2GfQc1EPXNWEvIRtPHINns65prR1cukMMsBggstZJRQjRnfOW9fV1hsMl9u/fjwpoYU7+OMV0gqlq/vr+j3P3q76PIAoo9LO0ez3X5loS99neHSP6MUI0yI8m6wxQN3vP7u4uUkKlXQ1xqEJnDEUOdlxq3QbhBA0ZgZBYbaiMgy87yJT7jMYi/ZpuHOscxs5lMmYoWtEe9+mar/dxWZMFfdImm9tt3qCvfYaZLtSt811PxtJBlCz+bpe8qvnB9vf3+rxtaga8fWCsRSAZ5TkvfPn38MKXvtTVqtYzgqowDCnr6rxsz9yxGxjrbM9398FFZGQbffFMs95WaeenoM1Qzdr5QV6z8Mx4EU4hECiHXNIaa+vWAba6nnOawK2LFtDWneOBY5dx5PKryPOcrChJe73WobLSLSYOGindfW4cBalcvsuXrUip2mN3W3tPxN7jadEWE8Kbu87Jb8e4YG49nvW1mHN6ZXOfMTROO/iDtD6jP2chWi1FK2b25GKzvhgM0UINF1sbZGsibc5hn/+M5sJlMbPr9yznGqtmc6atr8PVoUlkA+F0dp7PbloaBIV1/ef+7+ZZS1gmRUte4tAY7R1v1yRjDKY2bly1t0hjhCGMHZujwaHiYhkhJQRJRFYU0PAcxHHMuVOn6cUJWZYhwsCReol5VJuvYfMsz11kiedHEMJxCwQqoG4QK9Y6mQFvt3suBGsNeV61dryUQUv2lqapC2KFIUiBMZo4iijL3NXGaUNttFsHFPAsbIP/QBy4Z7f5m9jVsPIOnNSz7NPiQO86I4vOk+oMisXFvHucRdKRvc5tr6yad159pujZbIt6Ft0M3NM5xd9u62b3jJgx9CVJ0updSSk5fPhwSwiRLqWARYYuyxbFCZs7OwRh5OowhGR3MsEgCJVkdXWtIWQRRKHL+Bgko9EYQcjJp84gVYgKeyBDhsv7SJf3EfVTCm0IooQw6aGE094qao0MInZ2Ri3Ouao0STxAyZh9qwfJiilpmlKWNVoLF/UCJtmU6TRnc3OTpN93rEX9Hv1+n4MHD7K0tEwUxfR6jjlRNFHi9Y1t+v0+qYUagYxistql+w9FcZv+P3r0qNNGKwr6/T779x9kd3fSZJ40a2sHmU4LylKTLkccOXYxS8NVkrjHoUM1ILj11u9geWUFrS3f9V13YK2l3x+0kc1XvvKVSBnwspe9rMmU9rj++us5fsUVKKXo9RPKMueqq65C1/DiF93JS19yZ8N2GFGVhn/6T1/HYJBSljlSRbzkJS+mrp1o9oEDBzhw4ICTj9BVA7VwUVZhZ7BgKXx9ZTOnrHcGXB2dEJY49qyNzebwdNPFOrw+wgFnMLLdULswiW+2ecNybu1oDICnM0q7v/GtzO8LfbY9XLMpSQtKSozRmKok6SXYsmbQm9UGGGMQZUGgJLooCFXg9GmSmLoqHVTpAoGdbnO0zW5j8kLrs3VrvhfCMOZLD36F++77GC9/xd1UdYGMn9OL+4/RtNZYaduMq2zQHj7L5A18J7cxY6L1zf3fzt3HrrM+v+/J1vD1rzljl/b5XqPo6QK03c9091+fKeu2brB3EZmy1//bY+/xO90xb611cDgp9wxkPFPr7uu72ZQk7RMrxyZIrVuDMwhC6vF4j4orzjufbkfuZbPsdQ579c1e7fz3GyHm5vc9JL37WZ8Jm7/mvYO4Xo5nkYW76xx1j+Odn/ljP1tthhzaC+G0+Prs/fMlnxb/nhcobwJZz8b5Xyh48HSf3+uz3fG8+P7TrfvP9B407px4epKsru3rMsMOD+Kc48ZhlpJpMUWFAYGyDUxxRhzYrmXatLDFOEkgmJUl+QSJd+D8tS8yyHuoY8tIXtVzslz+sx4iaZrAjicb89cRx3Erf1UULuuHFJS6ciUEQrTlKa2VIOYRbt9u+0fpwPkWRdEcRbcNJNh5ApI9FxXmHTjZsEy1KXYxE3XcayLs9f/FzyxqMHWfP90mdKHN6kK/4yMe3ezehbJm3eO7SPrTHv4Zmz/W/v37OXPyqYaufdgef3t729HKpynWOrjY8sp+pqVm9cBhxqMJ41xzKIrY2tpqs4dxQ0qjhMQaweHDhynLilMnNxgOVgBFFKfIKKbQltoqdiY546xEKoFBkVWaykpkKOkvrdIbrhD1++Rlweq+ZTa3domiAXVdc259h3PrW/T7CUeOHCMKe+xfO4A17hpvueU7WEmHTCYT4n5Mf5By9dVXkyQJL37xS1BBxKt/8Ida7bHBYEAQBLzpJ3+Kqq6JmpS8ta4uTUrohQl15a73RS98casDVhQFP/pjbyDPc/7ZT7y5xWgrpfjRH3s9ZaNXJpoFzrNF7du3D21cpKzX6zEYDCiKCiUDpFBE/YAnTz7l9LyQRHFMUZb0+wPK0m3C/vxd8FVQC+vgFWhUGFLpkqzIAUNV5ghkE8EKyPNpa4QJJfGF58448ANtRvUMDprhFzlrascQWRYESdKwWTW1DAvjrjsvJAYaUgf3K7o5pCSQbnOWlvPW0u5G58l6wGLbeTrLYrfnO2/XLMzjvV/Hn9MFmpJ7B4TqutmYOnO51UREYErHJLq6usrpM2dapsuqmji4D5I6r1hbXWE0HRNIiTbza+GFmofHecO66whbrwUkBHlWUhUFR49c7DLn0pEFRWH/gsd+rn37rSgKouUIApflNMYgg4Cqrhk3ch1BGGGtbnUqpbEE0snchFHDlmtE61gs7k8oSW1NCxVrR6d0EXkhXUZYSYW2ewcwF1s3u2JpapScF9p+x8s0e9ibcxCb18BhAcW3ZuzOz/HZ91oB6AugXfbKwvnP+KCoEIIwSakbhgwloL+Uspvn6DAgN9Bb209Z6vO22fZcvDNt518XYp5B2l3++dnzRUf4m21zWTxmTMr+eHVdI8V8n83IQmiXc+P1Q33WpdNfXdun85U5A797zYtt8Z7tZQwvBubc8jZD/3TPwz83dnY+LcOi75eFkpLuX7/4+6whUrQ1d+d9tnuOdv6+nje2/HlgMdYgEXM6uz5j55kq/UHtBQLz3WC+76Pu+NV6j6BH20fz98ITAFohkA1zrWgCIHjcZ5uBE22WbhY0DVzmvslVCiEoTMnDj3+Dyhom2ZikcjqCtnRZ96TndG13trad3mrpxphusoA+e+61Yf3+ZIxp9aH9Z9bW1siyjM3NTYCG0VlSeKev0Yir7GzOSTmvldrrhS2rdJGPAC/HFLSMlrmpGUZ9hHXEdtYWz4bv5u7Ns53t+XbazbfcYv/0z/70GSGUi62bbnaD33FmZaMxO9tOMHptaXU2QQVtMWr3e74ZNb9odT1wC60D5Bdp7xjNHeObyGj5BU0IgQpmDpXRM72uCy283Ujk0927RSfNn1dXKHmvvu4u+l22uLlFbqEGbrHVdUnQwBWy6RjQxIkX53RQHYNlZ2enycpoyto2WTTb1v742q+lpQBrBFmR04t7FNmUNErQpkKEEVVVuCL80EkCDAZ9zq6fYfXQIYSVjMeO+t3XroWhI72IQkVdFo66PYpBKKwxVHnRZhZcn7tJWtY1UtGS0Pg6S10WJHHDdKo1BttQ1CuqSiNF2EaFJpMJy8vL7OzsEMYOYz0Y9tG2Jssy+v0+RZaxlA7Z3NxsoactDKquiSIXxR0Ohy0Fro8kVVoghAVTY7VpAxge8z2ZjlhaGjSSAw6KKoWiqkvSNG1IVdzYT5I+dW1QSlDUeVvvFIYJcdQjUI0eGq4uT0pJXZeoQFLbhqZcBM3rDQVvHLvzla4MGm1p9x5h237tjjlhIYoCyjx3MdTmM7MNJMBeYDxKYQGNbQrPjZBgZVOvQFtjttg8qYe1rq7G/V/P6sqUAqnQfq6gEbgxINs9fTY/dQcv4c/bzyJ5wdV83qlazO5bo9t7UmY5aermy2+96z0cPHSI0WjEz/5X/5x3/dY7efGLX8yVV17J7/3ee7nzjhfy0N99hc31dU6dOcPlVxznzT/zFvKinjMmFpuDUM4gZkkS8dgTJzl48JBbV6xAqbCtUSlrgzCWJIyccxElrqg+UBxYXXrAWvudF7jw59pCE0LYPSPhgQJpwFpe8dY3sCUzwmGfvK7Y2R0hA1c47/WKkI6ZNoobPcrakog+Fw0v4ubrbubA8BC1URjb7AMCwCFDKlM32buQrm8mpXQBgIbZ0q9H3yy6YzHj1B3nfp9aZH5ezNBZ68hO/HcXHZy2uxpt0e73Fp2zKJiRIs05GQvnuXgu3jbw88NIt4fGzfEwTmKm1xAtKKXQ5WzO+Zo+X0/ondauzeI/29UbAxqWwplOZ1cDtXvOi2vdXvPcu1reWYvjeC7jEAQBui6b7zaB7bnMVqOFWbmsRJdIjuZd33ezNXz2+5VxgUs/0kXnXnXbM2VIz3tdyLm+2Ov65/YRT4XvPDk8OZsU4XnH8X3bBssFDm6/kCCYO3+A2pw3/ubOpzmO6NiMmPOv1yo5Z4/udV91Q8LRzUZ1y3UAVwcnpavx986WEs2xm+vXTfCyEzApKqfR6F8TnT2wnZ8d59GNGWcLCKuRoiYIasbFNp994DOc2j7JpJyw78CKg0HGIdM8R4WOmCSbTDFlha5qpnlGf2lImqasr6+3XAstYUlT8pQVeWv/ep1Xzxng5KkkURC08GwZNIz12n1eAkpJgjhoZX36/UGbWMimOUopl2GPQlQgiYKQzekufRVjtaGsNcFOzZMfuB9b+mDy3s3apwNYu/YPMgP3zUfRpGOTxKIo0XVBkY/JRmPK6YQ0XqPWhSs6BaRULkrQ2QjmFmg1izY6UW83SLXVc/Cibg0XdPIHTfTOTyLDzMlTLWV3E1iUEo3FmAKFQInAZSyUom7yCt1oo+8Xs8DwONfs/ELgz0MKBwG1LGxsdp5d87w+7xTUdu+Em/IzI3txow7lDCLVT4ftuQS+A7SLTC0vrVCVNUaAUgIpbRPIEhAGCEr6PYWD5FviMAZtCIOIoq5Jen0KUyPCmEpLynpKEAmKMmN5aQnTCFv3QsA6FkwF2KpEAnWhAUEYRE2xratJUEmAwVJqx3BUFy4iE8gm0qhrdN0490IQJgmaWbbGVBUYiGXIMO0z2t0ljmMmkzFp2mc8HhHHIVEUgDFMd52DGcsEUUsCETPe3XUbvdakDSzTGEMSx2ijiXrOcQ0CiTU1yhqsqZEIhDUEwlDZCmEFtXZZr7yph7FWoKsalMXVNUjiMERXNZPJLoPBkhPYNhVSA0aQBAmVqQh7UTNua/KsRDS1WkWREUVREwUTwMwhTOKQ3XJKWUyJpMXUUAJxL0GEruB4dzLBaEOa9On1QsajHcI4YLyzTRJHWNFDIsinU4bDYYPLdzVYvf6QtYMHOHfu3BxUJwgCZAjTacbKygrT6ZQ4VGxubrJv336skVSV0yRMkx7T6RRTa8I4YpJnBMplN4dpj16ccOr0KcrRFn/1iY9z7+t+nNJY9u0/wFe+8mWKIuOqa27izNl17rvvPlaWlomV5Ade/SqqquK9//u70FozGAy49957+Yu/+Au2tra46yUv4e3/+l/zjne8g1/+5V9mddXVz73xjW9EG/iX/+P/zE//9E/z6KOPcuedd7bspEVRMBwOed+73sXJkyd5/etfz8bODtdccw1v/uf/Ne///f+TN/0XP+uIWuKYzz/wOS6/7GLWz21zxTXXcfTS44xGIy655BIeeughqkrPzX+/yc2vMbONWIiZpp1v5xvCjTGNJkgCTOPE2vpZoN96rp3XJnmGSVwWHwFxr9dm2oqiwAqIw2BmSEtJEEpCEZLnU8bjXdYGa2AsdUOBroRzyEtvwEuFNh3YoWkCbkI0QRnngPg9we9/3mhcZHAG0LaDRvEkO02zPusthc+Bzwh32tQULVytG/zpMi0vOobdDET3tbls48Jnu85etx510cHzxwyQTa1q1Rq2oXIyIEq4GplFsiDZ1IbNLmtmDHcN9MXsks8adh3PrvHcZgftfHaNThCrzU500EZeMqR7fVVVOaO+yTq5a56hdvxvRg1SZtF4F8yCcJ6IpO7+Bg7q63tFNePDNOOn7TNtsH58hbPf8q3rcAvhssPG+P7wn+mMNX//BS0RjKFhJRYCmgRAN7Psx6CxBtOU5/hMcNe5XLSTbGN7BWJvJvDZfXWSOzAL/Llsd+fzQI1pMhrNPdjDM+iOWX9O3b/OPpJg7Oy3rAXt3Fp3u2cEV14aAOkccWNd9s1CQzrSvN/0idF1a48aa0DW2DojjiMQmiAS/Nmf3cdouo3qKeKgx+7uBCEsZT5tgqZu39nZ2WHYczwGns6/LEsOHjzo6Pob583X/IZhyPLKMpPJpA16D4dOlsDr58a9vhP3znOyLMMUltXVVSa744bt2jmDu9Pddkz7Ncdn//qNrRaHEbWumjkfEKoAFQiMKYgDgb1AgOlbbd+6svQ/0JZlGXmes372LJ/+5KfY2Nhge3u7pXpf3DgWI2t+gfELYGu8GDeBu4th99Ft3eeL73ko2+x7LvYuTQgEWCsRWiL0fIbNP7owyG/msdcx6Py/63Qu/l1ceC4kN3DhZi7wOL/NLbCd++EXwL0iSda6QtE8y1C6Rprm4aM+T3NmwJwDvrjRWWvAGKQxCNs8sGBnm/pi5Gpxo4jjuCWs8SLcZVmSJIljyWyYBF0thOxomAmKIkNK2qhRFEVtMa21tsVYdx9eX9BRxlt0o4MSBAG1LpEK8nyKaGo7fGFvWZZtn9U6x9iSOFFU9QSpaqo6I8snTCaTlo7ei3t7SOVk4hgqXW1gyfLystNUSQeMd0ZIC5vn1hHGohAYM8tgKuGEM0ejEePxGCEE29vbnD19xr2+tc2JEyc4e/YsUkqeeuopPvOZz/DOd76Td73rXWxtbXH8+HHWtzb57d/+bVZXV9nZ2eF3fud3+OhHP8rb3/52Nje3KcuaX/zFf8Gv/ur/wi//8v9EGMZsb48aMgfJqVOn+Lmf+zl+/dd/nQ984ANkWcYTJx7nV37lV9ja2uB973sfTzzxGKurq/z1Zz7La177Ot73O79NEARsbW3xuc8+wMfu+0u01lx66cX0kogrrzqOsTUf/vCHybKM77vnXjbHU97wUz9NaSQvuPO7ueMlL+XoJce5/qabCcIe9/7w67j3h1/H9979Sj7+yU+xduAgS0tLHD9+nNtvv51+30EPkyRhaWmJsiy5++67qaqKSy+9lKuvvrrJ2obk4xFpL0RXBYcOHuSRRx5haWmFwwcOYSqNqTR1UfHY1x8lUiFFUfLttK6B+J9zE0IoIcQXhBAfaZ5fLoT4jBDiESHEHwghoub1uHn+SPP+Zc/meXgRes/uq8IAbV3xPDjDWQVe8N7Xkrn9xdXnNlF3nOPg0RBCCGc4inkdP9tgzYQQs2y0dZTpXbIwj1jxj6Yv5mrRF8fS4l60lzG812e7jtxie+ag8Hy2ZzGb0Q1wUmO1+AAAIABJREFULAZyF48tOw9P3e8FjzG2CRp+czbFhfb0xXN4pvZ0fft0++1e17foAFyoH3zzfdF+prn+mb6W2BsNseCE7sVfsFf7Zm21vT4/pxXX+X83AeCvvfu8e1+UEHOP7ni4kOHdnR+++bEDjVPfeU82TpQw1u3vFhSiYcVceMgu7P/8e989/my80sgBOMfLE5R07Vl/H0W3/4xDq8wepn043VBLrQv6vQirC9CandEm4+kuRgnyuqJs6rZhRvxTVVUr2u0lBPxjHso/H+jwTp3uBAH8tfs6YS911bXvHHGJuyYv2O3vezeT6c/H212iGdfeQfeBNLRxTLnf/JR92vaftAPXTmzjHJKvPvQQX/7bB7ntttu4+uqrOXToUKvx5h+LG4nfoOq6xta6nQSBFSgDojaESBzbw96PC/0TzXE8percBmY1UjvHQGqL1AaBex2jUaKBVhn3XFjT/J1Nqu6ksHp+0s85fNCJZuFEe61tImgXvi6/EHmjYK/+35OopfPwk142kS3/aA4Azf2ztXYZP23a+4B2EKx2EbEwnUxQUqJc6JDAVgSmRtka1Tqm8jxI3eKm1934/Lhw/WNQ+OPVSFO1D2tmn2sNFT92Ohu+j1ha62CiXihye3ub9fX1luI+6YUYW3H23CnCSGKpUQFsbp1jY2Oj/V6WZU7w2mu1LbQgCNjY2HC/iYM8njp1gn/3kQ/z4INfQOuSOHGEPqbWnHj8Cf74j/+YQb/P/fffz/33389oNOLf/Jt38v73v5/77ruPoih473vfyxe/+EXquuZf/at/xdbWFu95z3t4/PHHefDBB/mlX/olAN75znfy7ne/m0ceeYR3v/vdBEHAv/jF/5bpaMo7fuMdVFlFlVVMdiZMdsf8D//df4+i0QfMC6Ig5POf+xxnTp3iS1/8Avfffz9pkvKbv/m/csN1N5JNSz77uQc4cvRiLJKf+Mk38/o3vIm8qPir+z/Bhz70Id7ylrfw8z//8ywvL/OiF72IlZUV3vrWt/IH//aDhEFCHA342be8ldf88I8iCBikwxZ2urq6yrXXXstb3vIWXvGKV/COd7yDm2+8gSSJuPbaazl26TGOXHox25NdtvOK7WnB1igjCBMG6RBlBCbTUFeYKmd1ecDWxlnOnDnNxRcfI0li9q0eIIlTirxmaXmVstKMdiYEYcJXH34MGffIasP/9cEP8+H/+6O8+K6Xc/rcJhsbG/zar/0ab3vb26iqin6/z+7uLr1eD601l112Wct+tbu7y9raGnUxJpQVtsoYJDFVVnHtlc/jvb/1Ps6eWcdox1hY5BVLwxUEiiL/9rJi3c3/WyGD+UfY3go81Hn+q8BvWGuvBLaAn2pe/ylgq3n9N5rPPSstCAKElK0j5Woeq9Y49gaHW5+cg5UkMVmWURQFW1tbjQHtnDohLCoQrWEkhMKIps5x0SiWPpvmNOO6hqg3mHygqSW4avZeK1zNnf9upbVjzKQJ+zXX1P2Mf27A0eTvYUDv1fZyevZyovYy+LsGr5co6toW532vddIMDhBpMMKiMXMQ7b2cz73OZfH43T7ey6HsGrczx8fi6sB0+xDCYq1G6wpfI9Z9tE595zimsR+8Az+7QmdvmAtcW3vMTlbRH9PrxS46zXs5+d17vAilvNBv1rrE2NrB3aVFKrBoHMGV+4uYXb/pHqtzv2iYiK1wDp22Zu55+6hnjoup9XlOkbCcZ58uBjxcJtI96N4z4x7+OVYjMK5koPn/3KPzW9bOapf3GlcXmjNdIiStNabW6KpuqfZFk4UPpHTPpZ17SAWIjg1sSopshK4zIlXz5x/796i+Ih7EECiCIGIwGLS8CWmaEoYh4/G41Xvz51JVFePxmPF43JaceGfVr1+eTGdlZYUDBw605Ftpms6Jcg8GA/bt20eapg4ZFcd7Jnu6UOWqqtoShl6v15B8lQ4NYSxVUTRyDw389lmKd/4D2XH3jrw9U+t2alVVLKUDbrnxJpaXl9ssSNfDXjQwug5KdwGuywopBHmWQa2pqwolLKYuCbAUkzG7O1tEgaQqMkIlGY92nA5UVWLqikAKJqNdhIXxaJdimjUZl4AgCtG6RIqCQBp0naPrEl1nVOUu0mh0kSO0g8aFAgIspixmDqaQjHdG5BOXWekO1C5NKsA4mzY6YrMBnec5Gkuv16PIJhTZhGyyy/rZ09RlTjbZbckKqqpq+9L3mY9E+IHqIxhKKR5++O+ZTicsLy8hpWA83iWKQp586inGTTbpxIkTPPzwwwBUZelKXrXmLz/2MQcjrSp+//3vZ2d7m0BIelHMdDrl0Ucf5UN/+AE3OYqSbDwhm7os0YU2Qx9B9guHd4J8oetDDzm7y0dgzp49y7lz53j00UeRUvLAAw/wxBNP8J73vIcPfvCDbQToQx/6EL//+7/PU089NTcefRTm7W9/O7/3e7/HO/5f9t473rayvvN/P2XVvU+959wLFy4oShUV5AZjEDCIYi8YrGBN0KCQjGNJYhI1ZV5JZuJEYwkhiaZITBRBjF2j0cSJonE0gtIuIFJuP2fXVZ4yfzxrrbPPBUwy4+/1yzhZ93Ved/e99lrPep5v+ZTf/33W19d517vexUc/+tFuol5fX+eKK65gfn6e97///V116Zvf/CZFUfCbv/mbeO+56667uO6665BS8p73vOc+v/FrX/saV1999YYakjdc85GrieOY66+/voPBtN5r21ZW+e4NN1BVFbfefAuj0YjFha289CUXM51Yzn38U8izRY484sF8+KprcM5x4oknsrS0xGmnncbRRx/NMcccw44dO1hfX+epT30qO3bsYPv27Zx00klh0vKS+flFXvayV5DnfdbWBhx22Ha8hdf/59eF4LIo6aVZ6FpGMZPRGCklKysr7NmzB2s8zsEdd9zJIx5+CqUx7Dt4kPXRiHdffjlbDz+cm269leOPP569e/fS7/fZv38/8/Pz7Nmzhz179vC4x51DUYTK2Ec/+lGuvPJK5uYWsDZMppMGkiml7LqcobM4JY5Tfvd3/zuj8RSPZGV1le9892be9vZ3cubjziafCyI3p5xyCodv28aee+5huD5geXGJ9YNrbD/yCI48ageLy0tob8kjRTka0Is181nCYi9DEZKw0WhEFEU85jGPYdu2beR5zmGHHcaxxx7LZZddxrOf/exu8RBCsG/fvu4aL8sSIUTnd7iyvEiSRqH7KgXLy8uccsqjuPPOu+jNz2HxCK1Y3LKME3D4kUd0c8ZshfvQoKgd47PjvOV2dsHGzOsO5WQcWq3+UdmEEEcCTwX+qLkvgHOADzUv+VPgWc3tZzb3aZ5/vPghHZCyLLsqtY6jbmy04gGtB2mSJJ3aWlEU3ZrQznta60497dCEwjmHdS7AqJti3KHdCAiJlTFmUyAKm4Nx51wIfu9nbMHmQHy2Yt7O54cG8f+asXVobHHo+D70tbNJ0ux7W0/HNq6Y/d6N94TSqRPhlqVRCZUyiOMqcb9J1v0VGe9vn9uuw6HHqj2W9ylWe3ufY90m9+1r7u/43YcyMhOntevpAyWZbaK2KfKa6TweGhjPip5Ya3EtJLRJTpQk+AOq4NfmncE7c5/vbsfMoX+zv2m2oN/uw/0d50NvH3o93F9nWQjRIXdoUDz393dol6796xIhJTYdR9jgWM/el4SuOc5ja3Of4r7zpnu+fSzk8uE+zndd9/v80RTim+e1vG8H9D7nvXn97F+LaJJ4tBTEiSKOPdPxGu//i/cxmQ6xwlBjusJAWyxpxdqm0+kmA+3WXLtd/yCsS3med0inVsugHQOTyYQDBw50PLbRaBSMtpt1zBhDVVXd+e2shpoCQ5uYWWuZTqebYJmznTvRHltCbFkUBVVZNr6F/FC6cP9OErj/vW3298c6Ioli8jTrKn2zE8Sm9x0S4M924aqixDlHNS1wZcieqS2uMvja4sqaCMlif57R2gBhPev7D7A8v8B4fQDOESnFwf37iZRmOBh0mXyepB1vxNsSZ2qqosRUNVUxwVQF5XRE7CWxl7hpxXDfQerRlHo0Zbw+ZDQadYOwNaq+/PLLu4W7HVDehwrscDjscMA33ngjwofBtbKyglKKwWDA0tIS11xzDYPBgO3bt3P55Zd3uF6lFEtLS+zZs6fD/FprWVhYYDoNSel8Y3B41VVXcdNNN7F3714OP/xw7r77bqbTKaurqxhj+NSnPhXORwPF27VrV6iApMFIMooiHvawh/Fbv/VbDAYDdu/eTZZl3cVrjeGfrvsae/fu5e7v38X73/9+Kue4e/de8v7cDwwS67pm//79/MEf/AHvete7+OxnP8v8/DxFUfD5z3+ev//7vw+wxrLgy//jK/z3t/8+vbkF/uR9f8bSlhU+8Ncf5KUvfSmTyYS6rvnLv/xLzjrrLC6++GJuu+22Td81NzfHrbfeys/8zM/wC7/wC5xwwgmsrKxw4okncu655zIcDjHGMByMWF8bUFeG6799A7ftup19e/dz1plns337ds4//3yklPT7/a6Dd9lll91nPJ966qk861nP4uDBg/T7fbwT1JXhiO1Hsn37kV3HBjagFFu3bqUuK9bX11lYWAIfIYjxTuKsAB8xP7fMeeedx9/93d+hte6KAO1i65zjQQ96EMcddxxRFLzsTj75ZNI0RSnF9TfcwL27dzMtCo497jhe/4Y38Dcf+xhJkjAZbcBCXR0W4Ouuu45PfOqTnHrqqSxuCRWwqz58DcPBGNdwbW6//Xb279/PgQMHqOuaNE3ZunUrZVmyZcsWvPfNb1rgqquu4sgjjySOY+bm5vipn/opHve4xwXRmua7W4J+azCfpmm4tqIMISQvfslLkVIDkrXBhMMO28473vFOTj/9dA4c2E/ey+j1ch7+yEdy4403stCf48DefTz0ocfynRu+y/bDj2D3vXvYstDH1wX1dISvC/pphKumlNNwHed5zmAwQGvdqbNWVcU999xDkiScd9557N69u6s+KqW6yqAxZhPMtphWDNZHKBlhvGdtOGJxyzJxlrI+GVHYmrv23Mtd99yN1Ir3/un7iBoRnn/r1nYCZ/lGD7QdGmT+CG2/B7yBDZz4FmDN+86u9fvAEc3tI4A7AZrn15vX/4vbocG3lI3JtRNgA3QqjiKSKMjWO2/RSnbB4nQyZrS2xvDAGspJEpkgaaDZrqKgZNfdN5JgWVCSnreIckoaSbw1CGuQ1pNKjVIRCIV1YHwQBwr9G4EXwfTZK4kRjsobrPQ4BbWtMc6ABBWF4CpwpiVGCKzQoBOs0HgV/DCFUJsCPx0FQ/Eo1kSxRmgRkiMhqJuxqIREIxG1RTvQxhNZkCgiNMKA9grlJE0DA0m4rxFI51GeDvoWOjIerwKU1BiDrWtsXQdhI++DpYe1SEKQW3uPFQqBbty1dLBMcQQlXyeprae2wUQ5eHLKsB9CE4kITSsGEwzOhQClwboK4yq8sDgMUnkQFo9BYlHNX4wjEZ5UQiwFCo30ikjGKDQKjXCSWCXEKsHUnloEiyrrPcZYvPVIFzh9GgnGEhuPL2uwBilbkaaAe9HeokxNJERAERkTaAkECKmUAqWCDYUSFmcKNJZIOKSrSbwldobEW3pKEDlD5H3Yf+8C0sEEI+dIhcdEVRBLQewtmYSoeX/sKiJbEtmS1Hn6UpEhiLwP6CipkCis8RjriZUgwhDZikyAdpYIi7IW6SzKO6RwCCxSOLQCbypiJVA4tLOB1mHL8Jt8RS4MiSvJhSGmAlGBrEFatDHIqkJWFdoYorombv7XVYWelqSloecgt57celIX/mLviY1F1jWRtcTGklhHT0gS68ilJPGeuSgiRyCrKamoSX1FYgqiakIuDMpMUK4gFjUxFdpOUaZA2xJtS1Rdok1FiiMFTD0BWxGroAuQKEGqJVQl2llEbdD1lNgWaDulpx3aDslkRR7VLPY9vj7AN775Rf7qY1dy7RevYZIV2NShNfi6wJYTRqMBtXFMpjXeSOqiphqXCOvw1uC9QyiB1qqDakZKhWuvLFFCkKcpvYYL3CaAbazZNiZ6vV4QhCsLJkUQaxsMBoHvWFZoKUmUJoliIhVhK4uvPIlMyHTCUn+BLE7xjTibrWukFMhI0+tnYGpiBK6okFagpf5hNeD+fYqY/O9sqtFB0koFpanAnnzA1x+KoQ8digipg+CHmZZBtSeK8dbgJuF+UddceeWVpGnKvffei3WO/tICT3nKUzjqqKOIo4h6MuFzn/gET3nyM/iHL36Jb3/nBvbu28fP/aefZ3HLMirSjEc1X7/u60QqDtKt1mDqkmOPfSjlehCEmE6nLM7Nc/t3vsvnPvc5XvGqi9l9cK1T0rrzzjv53Oc+xy233MJPv+zlnP34x3PKKafwwQ9+kDe+8Y1d5SBKYtI05RMf/zjbFrfwzne/i+df9CKOPvYhfPELf8vXvvoVpJS8d9et9Pt9hBC86/ffwYOOPZEnPelJfP7zn6ff77NzZxCNu+6661hcXGTbtm1MJqG71+/3OeGEE8LfQx/Kn/7Je3nBC14QFH7Kipu/eyMXXHABd917D1//+te54YYbcNbyX379N7jkkktYXV3l2muvpSgKzjn7cbzrHb/Pz/7sz3L7rbs47IjtLC8vkzeKjI/9iTO4/fbbGYxGXPnhaxmNRvzsxa/qeGOiIbrPijXNz8/zm7/5m7zhDW8giiLW19cZj8ccOHCAE088keuuu47TTz+dOM15/gsv5J+v/w4rW7fx0pe/InRRJwVVbXjmM59JnucceeSRXHnllZx//vn82I/9WBe8tlySz3/+81z4ghcyGAx4znOew7333ouUksFgwIMf/GCqquJ73/s+J5/8CKTUnHrqaezff5CjjnoQf/Znf8Ge3ffwxCc+sYMIfOMb3+Cf/umfePOb39zJ3LZb20F2YT1FysCrPOqoY1hZPYKyNJh6g/copWSwts4nP/lJzj33XPbu3Y+QhigGj8H5mjgSIAznnHMOV1xxBUVdzUjRB8WpdjKsqoq5uTmcc8zNzbG+vk5RVZx08skhoSgKBqMRv/BLv8Tc3Bxvf9vbeM2ll+KtI8mb5F0qTjnlFJ51/rN517vexc/93M/R6/U4++yziXXMl778D5x51llkec5JD3sYb37LW/DAKaeeytUf/jCnnXYa+/bt6ww7v/e973HRRRextnaA+fl50jQmSSKe+MRz+cAHPsBznvMcqsoimyp6nge/tKuuvZbzn/UcvBcMB1OEiDj+uJO44o/fx0UvfjHOQTGZ0uuniInhwx/5EE8+90lkvZw/f/9fcO4553L77XfwvTvu4tGPfgzvec8VnH/++fzzjbeybzDho5/6HK94xStY3LqFr/zVVfzBH72Xy15zKcPBOp/+1Cc5+uijed5zL+CP/+gKXv3qV/PIRz6Sv/mbv6EsS573vOd11cg2ccvznF/8xV/skuqiKFgfTnjTr7yF3bt3M7+8wnlPfhJeCN7867/GpArGpWmvzzHHHsdkMuGVl14aoNr/SoPt2UTi7rvvpq4NRx55JFpsWED8oPf9KG1CiKcBe7z3XxdCPO6H/NkXAxf/iy9sDmue56zXJU5DNZmg4lB5bnngzjlcXTU82FCcCwrANXkGUkn2re2nKsYonSGFZy7PqZ0lkgLvGx6P8yAbD0cEigBaV41/o/SE55obrlGAFZ4gRNDutg/wQmdC0uUlAYDXFCKE34DYG7PBRWkr823lveUriSwKIgx+Q/gjJLt0og7CW7zf6HJJKdECnPMIH+TMYxVjmtzbutBFibTCeIezFotAuGBqLGXDZ/EbnWjvfQeXAhmOh9jg8oSYo/kNshUr85iq6Pa5PT4QDrUQbQIng3BVIwgR4JkWLTXeO2xDs8D5kES3IjM0ED+VbFyHzgdxs2Z/EWFtMC5wd5SQ6FjhTEhKfYNciZUCG5IZZ4O8vtJ6o0umIChp2MAlFz7YDuBwInRwnTe42iDjppNm6rZfidI6wBuNw9clkYoQ1mMbVWWlJWVdNZ28kDZ6JVA+mMgL5xCmQjhFJAlj0Dq08MHaAIikpibsP3i0kjgvsHXZJAceQVClFkhkw1tSUmKtaeCMPohTRBJpbUhYO+VJiXSOWCliJfFeEseaqbVMjKH2wTZIKomn4WU1AjNKtkXoDUXVVvWzQzx4311nMZLKGhAt/yuAi2UjaCLx4A1J3AjxCdEI1DmEcERa4CRIJUjjCO/vqyA7i6iYS3tdZyx02iuSOEEbEJgGTW27DnGSaYwXjMfrSCm5+5793Hjjjdw13IsRNbWwDIsRR27bEQqMZYVHUpqaurZY6zAmcHqTOO7gmpYKISRCbuZIAps6aBDQVnESDLmTJOkeb6HQ7dbeFyIof5Zlia1NJ/QToKMN3aa5XxQFzgQF3pY3XDsaFfI68BQ9Ya5zrb7DA8zl/8btRyKBE9xXYlvq0IWz5r5409kqcPs+IYIyXwcFbO47YxGmUWpC4mWEkhFHbN/B2Wf9JJNiypFHH8k73/lOXvjCCznhhOO47dZdbFvdyhVXXMH27dt55StfyR//yZ+wuLgIhMG1ZcsK3/72Dbzkxa8A50njmE9+/GOAIpEa7UCoCO1g+9ZtgbdmYT7v4WtDlKVs376dF7/4xbz3ve/leS94Pl4psiyj1+tt8KzSFB3FHVzwt//r7/Da176WlcO3MS5LfvLxj2d1ywq33raL73//+/zMK1/FZDTm7W9/O+eddx5aa84++2y+/vWvdy3if/7nf+aCCy5ACMFXv/pVzjnnHD772c9y5plnsm/vXvpZxi233MI111zDE57wBEpT8+Wv/CO7dt3Gc5/7XKqy5PnPex4333wz48GQlZUVisrwxCc9BdN4jn3xi3+HUpLH/PiP8e3v3sTq6ipCCO655x4e/OAHs7i4yKc/+xkuff3r2bVrF1Ga4YTvSL2HbqPRiMFg0MEki6Igz3PuuusuTjnlFP7xH/8xSPRnKQcOHKSqaipjmctyvnfb7QipmBYTdt+7h5WVFXbu3MnJJ5/M1Vd/hLPPPpsdD9rRfVeSJCwuLlK7MFkU0ylH7djBN7KMJI5x1qKbpOHLX/5Hnva0Z3QckV6vx8UXvwpnat76a2/mtNNOY+vWrTz2sY9ldXWVoigQ9wMFrqwhjUKXbHFhjvGkQEiNtROQQcZaK4ETAi8leW+Ob/zPb/HYs87kjju/T+DE0KnI1dagtaK0JS968UV86EMfoixDd9pWNWmv15l0t5K8wZYg2A9YPEVdsba2FhanRv53NBgyHo+p65rFxSARbJwlSkO3eDKeMhiO0FHMvrU1UIobvnMjcZIBkttuu4P19SGLi4sURcExxzyUldVtfO5v/5bjTziBNMv4yyv/islkwskPewR/9v738brXvY69+/bwX//b7+Cc46KLLmI4GhBHCVVds/vee/nmt/+Zb3/nBp725KdwzEMewje/+U3OO+88rrrqKpZXVrjwwgupqorXXPJq9u3bx2FHrKB1zIknnsjuvXtYXlzi997xdpxzvPqSSzHeYZznrLMeh7WWle2H8aZffWuAYNSetfUxz/6pC3jZy3+aarwOSN70pjfRz3JqV/OGN7yO8XjKS1/x8q7rXownrK5uYW1tDe8D/LkoClZXV9m/fz9lWSKl7OaZLasrDAYD0jTGS8FkOkInGiGg309RyqM1xLGkKv8VHLggpUdQLg1X2datW4njpOlS/j+5nQE8QwjxFCAF5oG3A4tCCN102Y4E7mpefxewA/i+EEIDC8D++/tg7/0fAn8IIIS4z5IfuBTNbCdC4TGNYirlQUmyfo/BeERl6hmOjaLXzxmNJ6EY4x1pllG6GuUM9+wb8ZGPX8szn/R0er0e2ApXWnKlscbhVYySnqIquuBhtjDUwfmFxBCCRd3Bcd0mX0PwQTG3rnESnJMgNzjQWjbJnnNEuCbR2RAwcW4j8HJ4vJMoMQv5AucsAoUk8MgjoUBYYtXYrTQejC2HTgmJrAu0CyqsNN9ZmQrVqkIDvpGYF43selDiszgRgvIG8Im1VQdNVEohZAjkWq6Va9AACNHhoQL8bgOqp2UTGJrAZ4ysIhLBNql9ra1CYtj6QupGAl1oATTIGSEpRROguroLsLtkFkESa2LrUcKhCeIYWoXz10G144yitggtQyKiJALTrK0+JDvWoZIYBCitiOMG7uYDB1AIgcxlsLqJZZdMC6GJtCaOA2dbGAeVAWOpjSFLYrIs4+BgPQTeKojyaN2I1aVJ4DbLxgtMNQlQbRBS4VzojAilQUqG40m4LtBY4Zi4GtfgBpUMa2EoloVjXxtHpgKPydYGqLrroN/vh/XRGDQeWdWhMIZDeUftHNNpwfpkQo2jBg66wB9r4YBVVYUukt5Qix0MBkEVuoGFtlSLFpastWRteBDYgDYG8+kNWohDoFWwDsH7Tll7WpWISFNUJdYaIi2JmusuQGM34MqBp+gpbE0cpQF2GIei4fx8UK7WKihRL21ZZjweU5Ylla1QSpBkccOfNOH8ZhrnPDqOyGWf/QcPQGOhEScxzm0UMXQzJoJXpWQyGWONx4pA1zgUvtkKnLSIMSU2jnE7d7Zjv4WRt/YEs+8V3fWkO4jvaDIO851WaAIUXeqgDF3WVbB+MuH6Go/HAfKtN4oySqsfCnwS/i9I4O67bM1ujfBHMyHkWZ8s7SFFMCO2xiHlZlWj+8Puto9bU4cKjhDEQjGX5lDWaOvJkh61t6xXUy657Of5o/e9l0cuLXP3zTfxlQ9fw8WvfHVQwRtMSNI+RWl5/gtfxHe+8x2KsiKOE/I8DxeF9AyLMf2lPsmcQiEwZcmDHnIkSEeapuz5/t3ceP0NUFvmtyxRT0s+/YlPsvvuvYhYcf4Ln8cHr/kQeb/HN771Tzz6J07nrz74YZ72tKcFuV0h0FEUgjrnSVQYgE4JvnnDt3nqg48OPDalWFrdxhOPP5HVvozfAAAgAElEQVTPfOYz1BZuvPU2srkFeovz4DzjwbCT8EVJ7t2/lzzvk+c5+/Yd4BOf+BSnnnoqa2sD/ux9f8olF7+SJM556HEnMhwXbFld4ayzz2F84BrqwQg/Kfjbz3yGu3ffixCCs8/9SXbvXePd7343aaxJYsWNN13PlX/xxwwGaywsHcEll1zSXYyr27bynve8h9XDthEJyCKN9KEiCvd/bbSCD1JKrr32Wqqq4oUvfCHf+ta32Lp1K8cff3wXgGRxwpbFJbyx1EUw3g4qkjGPOu2ROAdXXXU1L33py3nJi1/Bf/vd3+Gyyy4JFVcpyXs90iwLggLW8pUv/T1nnHEGhy1voRyOyHXEtddey9lPOJfPfe4zTKdDbr75Rp7whMdz003fZdu2bWxZWuGoHQ+iKg11ZZmMC04662Q+85nPcNbjzmwW/Y3x3J8LENItW5YoioLtRx1F5RzfuuEGzjzzTIypKCpJHMdMJhPWJhVbDt/Bzbffw/5BSWkDxnvX7Xeyd/8aO3bsYN/agF3fu4Njjz0W6w1ZL+WYBx/N5e9+N0opnv7UZyJExJ49+7juum+wZ88Bnv3sZ7N37276c3P81m//NnP9Pq/52UuQHi5/zx9w4MABXnTRhWRJxvrBdZCC0hnGkylziwscGIz5+de9kXFpeM3P/2e89xz7iIejvEEIz1vf+maUElRVQRQpqqrguc9/IaPRiF6vh5SSC17wQubn53HO8fo3/gJKKd74i7/UcWc6PkRTwd66/XBe9wtv3MSjecRpD8d7z4/9xM5ujkiS1h4jY1oaQPHgBx3XjbFJVTaTTPiLlMC5CiGCZYUEsjhCevDW0EsTTF0i4xSQaA+1FyA0tfHoNGda1ag4QnjI5nNG0zFxloQx7QO5fjgZEWdJmAm9Q0mB8RUej9JtBdajpMA3BuAK8JUhVQJbTML9GZ+krrDVzJGumUeFd3hU6Ix4RRSlrK4cBr5R1W0I/rOfMTvH/qht3vtfBH4RoOnAvc57/yIhxAeBnwI+ALwE+Ejzlmub+/+jef5v/Q+pNSkRzPfnuPXeO1FpTDm0CCXp9/ocWFujtpa08eCsTN0oU0qSXoY3UDqDwVBGFR/62AfppRln7nwMRx2+gyTO8F4wqirGZkLSzD2R3IDVKy8RjaS494bSqwCqawMhKUMgPQMBlcKHrj8CLyzWe4SXgEc50QXKToWETgiBVLIrsraJkVKKhEYJr+nUxFGEV43ohmxfG3X7W1UlcRw347TtbihEP8CrXAub9J5EKKqZoDnJkk6hLooiUIIokkwmRViHnMd7gbCBA2UFOCdQkaZsgurgwWnRKkE0irxFEbykmIEbW+PRInB0lQSsZjIaBsuTRlG0mG4EnS1E3LkgrtF2WY1zTL3pEsM2GZjtHGqtG56OICJAdOuy2tTdAIItTVVRmZpxVWAaPhA+cKnqogx2PA0Vo+UQAR2PSAjRmchPJhNo+Eat8E6sw7lSCEzTMTbGoKLQobWN3QCAQOFMsIRpk0FvHcZWnciG1AGyK5ViMB4xP7/IpJhSGUfZdKZ1rPByg14jZbDgmIXZtyiIllsuG4GQOI5DB6eqcXjSXoqpCpQQxFEYo7XzwUxFSWQU45UkSZKAnmhEyto4xPhw7Pq9+S5pW2i8X9siRkDFREyLAXVtO37+wsICzgXVxKqqSLIe/fl5irIk0RFTExRnJ6Zg65ZtWBtB7ZhMRxsJnDSBO9f85sX5RaQFM63wyqISjZeWpBehe5I0j5nrLzCZTNg9OMD88gJzOg/eh/2M9fU1rIBebwljKobDMQuLcyAE1bTG4VhcWMBYx3QaipGtBUCr4lg1CZJzo02dtLYb1h6/Wd9I7z2Li4sMRiPiKApNGcDWhixJQ7caQZaknTF4i2oyxtCf7wGwtrZG1suJGwGVSRGaDcPhkDzPOwXuyWQSusRlGeDYckPEiaaTGRbW//M5/999Avev3VrulxYw149aUax/09ZWfQBkaTDOoQl47doUoCT/8xtfC4HfdML7/vBy6qoiSjQay93fu42F5SV27DiCD139Ie6+dzdHHHHEJkJy4IBBHiu8LUkUAb8rLJ4aYwum05KsP8cZjz0LawzWOb70la9w9tln44xHxhH9uXle+uKX8NZf/zUe8uBj+OAHP8jKyjYe8YhHdEISs/4uaZpy0kkn8fSnP53rr7+eXbt2dV2tVsxhlhie53m4CHw4LmVZBpJ8mnDcccdR1zVlWXLyySfzqEc9iiRJ+MIXvsBTnvZUFpeWSHs5O3bsCF5gznHsscfyR/fcy44HP4SjH3oc42LKF774d1zw/OchdcxRR27nzW/6JQD+8gPv58ILL+RP/ugPedOv/gbOCvI8p6oqJpMJ73jHO7j00kt59WWXUlVV91ySJJvO52zAmOc5Z555JpdffjlPeMIT+OpXv0ocx9x000285CUvYefOnezatYvjjz8eIYIozng8piiKTsZ+Oi15/etfzy//8q8SxzG/93tvQ+uYn/7pn54x/Vasr69z/vnnc8UVV3DzTTfx7Kc/m/G04o477wbgq1/7A3bu3Emv1+O1r30t7373u3nVq15FHMcsLy9z8OBBrv3Yx3niU59M6S133HMXpz/2J/jGt7/F8SeftMlIHIJ4gbW2q4JJKXnRi17E/v37OeOMM4BQHdx3YECe5+R5zmtf+1paEYPTTjsNY8NxfNvb3oZSiuFwyNOe9jTquqQoCi6++GKm0ylRFPGWt7yFuq4ZjoNowurqKpdeeinee0ajEcvLy/zKr/wK4/GYLE3BBjGFyy67jCzLmBQT6rKin+VU1hAlGY/+8dOprSWK4mbi9ahMN9WvCKzr+ICzgkOhihyzsLCAUorxeMzy8jJlGczdPRtwq0OFDtrKGtwX3jerbDYLJ7m/17Wb+wEzctLavrTdfy/BqwD/mvECCh+vApnKgyJUDJ2QSNGYh1uLkhGNNFog8IS9AcBKQZCZCP9CQNzu5GYfyU293JlqmT3kt8wuFK1ogHV1UI1t5rWWF/kfGwBvBD4ghPgN4BvAHzeP/zHw50KIW4ADwPN/WF+4vLzMTXvuCLwtD1m/z2A05MDaGmmakmQpyoNxjihNmkqzoLAl5bhAC0mkI0aqRkUWg+PqT3+ExSjnqCOPZsvqVnpLC9RCNF5RTVDSBOltJ0GLEPBNqpAstF0AIQRlUW++roTD1AUIFSBtzlGUZRjXbkMwS6Zx50uqZiDEgYsWIG9ZJKmmRZeUJHEc4H9yw1x7WtWNOfOGBLhQshM0CN6RAYHQJgnee6pmvQO6jpvQG52KjQ7SjHdac6l53ypnOoRW3XUyngZfzB1HbMd6x/e///2u0j9buBZR2gWBpqywpmI+7zVQ+INESlE2fHUdh45A1gtrohcC48JvM94hog25dS1VJ+Lkvcc08MuyLAN8UoT9UM06kec5OonwxlGXwS9OaNWoMIauh24C1el0StJvIKRSdpQQpTbUUJWKGK+N6ff7lGVJrDSxjBmMAxc49hGTYkp/eZED0zXSKGVkxmDCWBdKUZYhQYtkhNOusc4J3Y+6WQOMCdy8rJ8xqKZo7SkiqKIRRjniJEH7YAKf6wghNyTjlVJQQy77GNckad5gNXgpkTIJAX3tuk6PIgjWWOmRJFRViUU2sOOQxCM1Umum60OyfoZH4KQAI5E67IvEokyE0566MIhUUWc+eOSaoExppaVUoJMMYS3KhoLEwSLYFyVzCZHVJFlKJWtKXRPlEV4KhAQdS6JFzWB9xLgck/YTRNPzkFYgfOh8uemUoSuI4oi53hzjaYmKQ9yYJAk2FggdYWLHZFKw7aitHFxbD5yvWFNSIbOQGI3qUeCpxhobQB1ESYKtCtYHA4yxJEnWFBZCkip1GMdVbdnTCC2FeCGYdpfToknEQEtFGicoIbsENtaBoz8ajTrFyeFw2MVAzrnAzZ9MWFxcDMipyaSzTWqFn+q6RkYa3aCayroK84d3DMcjAMbTCf1eHuJRE/zjNuYHmuLFD6cJ9yOTwAkh2Lt3L7002QSRfKCO2/1tXdXFw/r6OlSGcjgmjxJEHJzcf+LRp2OtJYs0j77oIsqy5E+v/Avm+v0g+LG8zJf+4UvMz/e59LLX8IG//KswMTQGf9ZaevM9qqIkUroTTfHNYhLHMdl8H1tUjNYHLMyFoLw/N0cUReRzGUJJ1gZriChmcX6JaVHwK7/8Zt75nmAWfOedd3LEEUd0og6tEtlDH/pQbrnlFnbu3Mmf//mf8/KXv7z7zf1+nyzLuiC8rW7EOmJcDDt1njzq8/CHP5yvfOUrbN++nWOOOYaiKBiPx3zta1/jZS97GeNi2pk4tzBOJRWTquYjH/s4F154IVZKRpOCLO0xKaYU5ZjV5S28733vo64si0srPPUZz+G//PbbeO1/+jmUqUNbOtK88pKfZVxMOfroo7n++usZDAaceOKJbN269T5jog0ux+Mxj3nMYzj66KP54he/yKtf/WrW19f51V/9VdI0pd/vs7Ky0i2gl112WRcgLC0t8da3vpX1wRqvf/0bybKMF7zgBWit2bdvX+PPtaHg1XqbvehFL2oqQ4J+3uP8C54bkuCkkZhtFonXvOY1XZCzsLBAmqa8+CUvYVIEgRhHaO8/5LhjWVhYoJpONv3OFrLZ4r7baufKykpXJd67dy86SRmNB/T7fcbjcVONBGNDV6atOLUQ3DbxWV5eppoGlSbvNrzter2MSTHtKogh8U+bZD/AJKy1JA2cGbdRMdVaB1x6HDOZTBGxJk9TJpNGItiGYE4pha0tWdrv5ILbfWs/yzVGq0J6tqwsMRwOSdIIa2uU2oBczcKlD50LWjW32efavx/UOdoE3ZAPPNeYhgPjHR3MqXkRArPJ9qLlDEGDnSeIzwSYmECqqJn9W6W77p3tuzpPVzzMou/87G95gKmw/ZS2k7bx9gAb8w38S8yQTNvK/78kZPKjvHnvvwB8obm9Czj9fl5TABf8f/H9d911Fy72bFldpbB1Bw3SLZTIWLwPPpVVA7mLEo1AkOeh0OKMY2RKlHPUaNJexKSquenOW4nu/R5eR4zKKVmSdlYgk8mkozH08yCl7WpD7drOdbAqqKqKOEq7sW+tDUUAoKwqsvk+AEVZonVMMZl2leuxKcnTIGjlTZgH2jWqnBbEiaZydRASaa7ZXpajhex4KkIrfKSIlN5Uqc96OdZb1qfr9LIcPw2WQnmeMylDcNf62mVZFjopPphQA6gowtU1slGmDCgbQe1CUdF1XSKB0CGgdc4RqxhbTTk4GVBbQ295vks0e1neiYg5rZouUU26EJOSdqJDEb2gTG0VSR4UfYuqRMaCqXUhcC8sUdZDiUZhrxFvEEqhiXEasizA3ieTCXHeI0tSpJeNzYumHHoKBXHkSfMsCKs5i5QOHUUY74jiBOkJCU3kSfoxzjawsSSiLkYYPGmckkQZpnbky32qyuIjydhUeKnRvbCeGO/RUYaNJfF8jlAKQfBXlb2E2hqkjtFWNWKPghqPlQG2m+a90L0V4RyRCoyHuaU5RrYizVNsUWGEo98PvpqTsmC+16eaGrRqviuK8Ehcbektz1GMh6hUdx3M0tegJU5CnmcNXUVRjUcsLy5RRRKlQmJdG4NslGDX1tZQicLHgiRKGFeTYLGkBbU1ZFmCclA7Sxrn1KUh7iVM14tgK4ALoj5KUVlDWYXz6oRAxgnGWvIkpZxMiPOMteEAHSvGxbhZLwUiljjpKW2JTmJQCiFkN+azLG8gmBJTG7xQeOXRUYKOYvKeYu/evTxoYSmI6BUVWd5nNBkSJxFKiY5+pHUQN7K+UQK3sO/AfvI8J4pC/GCcpapqdJSgVIRzU0AxGk26TlxAfu1hcXExxDBCbSrotkWjtjnRFtUXl5dIoijQo6wF5yinU7IkCfQQYwL8saGFtEkbjfBfkiQYZzEdnDR0+Xq90KFru7Jzc3NkaUJdl3hCwpan4Tvm55cpxmv/wYEDZoKrcKJaxUKlFJ7NAfzs7UO3DlLQVKa8cyzOL+CLisIFlaOkl9Kb67M+HrG4vMRoMKSqKsqyZNJk6r1eDy/ghu/exCmPOpW7776bO+64g2c++1nkeU5ZlnzpS1/inCecQxaF5O3qq69mfn6ePM+58cYb+fEf/3GO3LYDqxRxr09pLCiN0BHzc4vUVUExnRIpzZ49ezn9tJ387Rf/jq1bt/KqV72Kuq7ZsWMHq6urXQeuHdTz8/N8+ctf7gQ8WrVKoGlLh9DtUY96FDfeeCNRFHHwwEH+8R++zHQyYdeuXZz08JM59thjiUXE7t27efjDH04cx/z1X/81F110Eddffz0f+9jHeMlFL+4gB61L/VOe9lTOOOMMdBxhnGN1dZWDBw+SZCn9LOd3fud3ePzjH8/DT3kko8mUUx51OtncItd85CM84xnPIM9zznjsYwOBVykuvewyoijik5/8JNu3b7+PR9psEh/HcYfVfuITn8h4PO4CgLquWV1d7V7bEoU7z47ms9Ika5JRTVlOKcugWhhsAzYbQ7bjKlSeo646I9QGBKPtjLb32+9qlRC9CIWEOI67x8uyDDwSv5GQKKU6g+92/1s4R4vnnp+fxzSTRqu+BHT72l4f7WdtVKhDgNZKF8dx3N1uA4wWu98mVuF/231uiztvCb6owK2QSmBMhdKBz2EKQy+Jg/yyFNQEyWgFVHUJXnS49dnz0goUOOcCFIcNfyHfGLC3x2aja6e68dLBjfyGZPqsoexsN+7+uLPdcWdmn2a6UqGCX6BVjFCCKMmDxYiK0BISLZgUJXEaYJDempC0oZAqbqDOgAu/x3tHEm+Mt/Ycd+fOh6DXGEMUaYTz3TmQSdR08IJIQVVVaCG7CvukLAL/QskOzpSkSYAnOXDYYE3pLaYRUhiPx6ysrNynA/mjCJn897x5KZhWJdMD+6mdRScxUsngT1RMsWWF9YI0TgJXTga/ptAYaIQBTEUpDGkvQkUJtrTUokYhGFmDs1Om3jApSpwPFjOqERUQVnJwbRi4VElCXU7x3lLWY0pbIiOJV2EcKqUwwuAciCTBZ5qRKpFCUQmHljUGF4K+VJHKHKV0o7RcEKcRVrmuki8jHcRU/Mb1N/UNrFB7RBqhkphaeCokzoUgejocUsspUkvirT2mVUU+lyI9VFJgosAhkyIkZyKOEErhbSgktcVO7zVEEcPpFBUr0jgm0TlSaIbDIR6LioKnlLUWb0OCEeDYU7LFHkop0mau0VJRjAxZP8fFKb6uqCcjaqUobY3oBSXamkbJU0lUGgWoZGEx0mLTiChPUFajtCbCkXo2fLI8YMIaJ/sJ0+kElMZFERPvAw4g0YyshSQLqpRRhF6Yg701Go0QIdGK47Tp4tUUWHQ/xycK1whAoB29wxc7I+xxWaJTTVXUWOXZtrKV4XCIdQ4hEoxz5FnGcDhkeTEnKiTGO7xK8ECUSJwJ6AxvLFJqymmAn1onu0TfCEOex0RRRGErFpfmEMqT9RLSLMb60Gmt6ylKSUymGbsydIusYTwumF9cCLy79XUmqqaox8xn8+RZwqAOaofrwzV6vR5pqplODc4EKkxlaqI4RUcBDqhVjK0NlQ+dpd7yAuV0SkmFyjWpCmuoLx1WE3hrTjXFMkfhKoglQoEUOnQPtWawvwi8Ph0hpCRJQqxQe/BKMy4rRpMxSRYTN5xLJwTTacmomDApCnq9HkJrtIoDmi1JqUXgzEe9HlF7fUnRwLETiqJkees2prVhOAwxTpqmSKCYDknTlF6vR20Mtgow0H6/j0TghEPHijhJqE3ZWYq0BWFrwxwWZyk0XMS64bQuraxSliVFPWWh3yONQ4K0YVkAVVFSi43uf2vjVRRFF5fMWm+FTt+GgItrbAOU2ODDqSi8bjoO6tHLi0tdB348HjMxgd/v5/vIQMLtmh+tSvwPLXsDxA8Jfv9/tD3ylEf6T3360/f73A/iwG3su0NYw/DgQfIkBh/Ix7NY+zbQur+t8zPS4WRSW3TtkMZhR1O8c5SuIk4S7l0/QFGV3HLbLm696WZ683PkC4sMBgPmFxd46jOejpSSv/+Hf2D/3v08+clPJkpibr31Vm665SYWFxfZ+eidREpRjEssJiwArgn2pEDUNhhbu0ByvvnGmzBVzc6dO6kmQ5yDSTHltjvu5JTTd0KsKaqK9dGQvXuDCfTOnTs7iW8Ik0UrQjKdTsnz0OIdj4P31tzcXCc4sXXr1iCJvroFbx2x0pRFgVQKFUdBy2AmV2ohl67pzkRR1HEL/EwnRaigltQGte1F6o1lcWGOwXporUdJjBCKoqpCF8CE5LiFuLRVyiiKqGYUGe+v29peeG3APSt5fn9WE7Mw0tnf10IkZx+bVQOcDfjvO04fKJC9f7iZcw4nWhr8xn61n6L+lc33NnHvfouSm5475NUz+ztLCG4SFt89uXFbSazb7FV0aNdKQBAlECJMhMJjsYg6cAcirZkWRVicBWRJuukzumq90p1gQ3uOOihWp+MgNp3T2fvt8+1vbxPUVlHz0K7cLNzy0ORtdput+rWvbceYnuWUidZMWWMNKBUxHY1xDqR09Bfmg7KakpjmOpU6YloGo13hbVA8a/yPlIoYDAYkScL6+nqnotkm8EB33bXmogClD50XVxtMGToEwnm0jvFe4IXqzHjNjFiJ8q2XlEESYGP79u1j//41Tj3ltNC9b1Ts/Mz5eKBt68rq1733Ox/wBf+xbdrETBt103GVoi0bcNarL2Cae2wkcN4T97LAhxIheAzKhJLeXB/jHLU1XRU5UsF6wFQ1LhJdIFUNJ0gXzrdqeFjO0fF+QjISRKFiHTXdvYpYa6qq6AQrqipwVxIdbVKxdUKgkxwHHcIizTK8C1Y+7ZposaRJQhKlmLJqTIRrvA8wKi0Vtgyv1zIULdtATTbr+qQsyPI+aZoyGo02cV1a9MN4OglQNrXBq2kLIy06oy3stYXJVoJ8U8HYB3sFoRWmDMgI2RR0JBuvK6qyEyNqiy4bxScfCr82rImhk3Cw8blKSeOE4SjADWvvidNgiRI1xTljDP1eD2NMJ84QSdUVdVXTaSnLwPMeT4Oa9LQOyBOtFFpsdDR683PoBoVhhpOu+FcURRAYybIwfxlD1ssxpup8sDrEhAxFy8FggJSSJEo7+kZdlJ3lS1EURE2nykxLsjTFA+PxGCdCIXE0GpFkKbY2Qfyprpmbmwuwt8mEKFJh7WmWNuMcOo7CWI1jRqMxc3NzCEIxryiKwDdWwah8MpmQ5Bk6DjC9yppgUD4JPLJ2rnX4RtAjQPkHgwEWj84ShPDoBmo7nU4BwWg06To3eT8LnCkRrgfFBgS3rmuEVpTG089DlyfWEfW06ERIdAOpn13DlFJdwRo2GhS1NSRRjG7GszFhXG7bfjj37NmNijRKhGJvi3Rpk47W0LqqKmxlO8/Zdj7q9/vdOc3znGIa6Cdaa7I8J8/73HPPPRR1xfLycvfZa2sHSJKEJIkwNtgCWeOoa0sUJZ3f4nA47OLGMKBkx0+c7+cM1/azZcsWBoNBh0Bqj0lVVUgd1rW2sN0WPIfDYae8XpYldXPclVJsWVoKx63c8H2Looj+fEDD3XPPPSHpFRuw4M68W4nQQfVgrCWy4fwiYqKRZddfff5fxFD6Bw4cu+3/6g7c7NYGW8aYQF4WG0HYbID5g4KK9jOCyp+jriqKBg6CkvTnFti69TC8kiytbuWxZz+OKEkYFUVj/jsGIUnSjMc+9szQvm+CqRNOOIGjHnRU4GvZCuEVSSZDNaOuw8SWZcHSx0zxCoSE4fqAE048KSSRZRlImM6R2JjjH3osVVHQ6y1jnGPLli2dJ1bbVWg7LW0iB3RY37ZV3E3QvR51XbNv374wsQnR4Xfn5+epjaGoK1Sku+6CMaZLBL33AX6XxBTjZoJvJu6w6LVS5WExc7Ul1hqrBPsPrIUqSBI3F5AhzcIkOR4UXUu8/U3tAtryG9ruz6Hnc/b/Q7uxs0TXB9rayS98tuwCdiE2m7r+IO6PeIAr1R7ynk2JZAM/2lB4m9nHB9jdQ4sUriGFt8fqXwsFvL/H/UwC182hm47NA39e+72BVO9BOZxrrg1vETi0BC8Uptwsk9/yJ8xMUjf7v/eNMe7MNd4GQLAx7tuxM/v4rPF0m4C1W2tOOzuHzP6m2dvtOFJOBv0SG1TDvQTbFjCqKWmaUlclQmgcBmVg7cA6Tir27R0zrSuEViyvbEFpSWWnkEiG6wOUcOSxQqvAW4ujOYqJZzqecvfd+9i2bVu3qE5MRZpngYPYBId60ogXUKBk6LzNpTnj8RrT0ZgDB9ZIdM6eg/vJez0Wl5eorKE2hvn5ebK0CV6VYtu2VdIkYnXbNmxFZ6xaVOX/0xDK/7+3SV0iVEpVVwGmNAn2HDqJ6KWhmFcWFeW0CM+3848U4AN1wDsHdUCheB0Fxbk4RsZpCPymBbFSCKHRkcbXNXjPQj9wpmMdBUVJYFp5pA4oBR1rdJYhVAxVhWrEJHRT/Oj1e2gTrlXjHUJL4n4eAlRvkEoSxRHOB9PhNEuYjGrwAQYqpULNL4ZrUWmElFTrphG9gCxL8drTX1kOyJmJJ5vvMR0MUElCojVGh86cEIGvlveyjZgg2ig6xmnwc420hFqi0xjV8ELboon3Hi8ERVmSZQGKZaoaW4XjJZzHeR+4rEIhVUSWh0DywIEDWBMsWaRSpASzvbosSFWEynKSJNokZBHFEToKRR2A6SSsv1VRIlwYByhNFCXEccz6+nqXwMZxgheSNM2DF920JhIajaKYFmxZXGLox0gvEV7ivEXGKnC5AGElAsHUFCivKOoKV3jyKMOrME+2iJfAlVTEOvDVK1OT9XKUkIy8J0oSsizrAmoZR4ynY5wIwfHUlkHRuJ9ibYnsZ9i6ZiqhMpZeFmFczQRLIiWVq/DWE0UaH0tq6ShV8DkD9J4AACAASURBVPOziWatCny/PO8jpMCUNanWFNMJWdYjSpIg1DKeUjXJdRJFlAKsDTL6UkpknlNYgzQ1tQ5qhcO1AVmWUDdd5+FwxFw+x1wafF298QzWg7BGFMUURUVZlAihkFLjvSGOAmwvSXNMXeMc5FmfkmDhIxHU9Rglw4IjhMDUweYAb5rCvcchME7gXLg2Xe2wtW9sACDSGbWtQNRMx8OQrBUThABTTZFY+nmCk2BcxWRcNYXrUEg39ZS6muB9EGxx3uO8wEmFRbA2HJD0+sTeYx2Uk4I8S5ibm2uU3wuU3oBRCiU7bmq7dreJbRJnjEajLtF0Llwr0+m0gzq2RZa2gJ1EaZdop2naPddpXjQJnY7j7j1tp3o0GmGtDdQO55iMxsF6KM2CEEozXk1VdwJKTjQwyyokfqlquHrVBhrmh7H9yCRwbbDlvcP5oK7VBmWzgVmYWDfeJ2ei4TZrlz4oS1kCIdobiykddVmjs5iyNgghmevPs3/tIGkvJ03TgD92jqoo8Q1vSUrZSLTahisFed7H1H6jKhUr0l7eVRkC7CksVIcfsZ099+4GY8mSJHTsolBFiNOEJIopphOMsYh4g7fUViEgkJK1ipsK4EZgnMQZzpuGxzDuFp4oCuaGVgnKaUGiI8aTCVEU5MLLomauqXgBM1C0AJesrAn4aiEoTdVVPSw1aZaGSoRrqyF1txB5KShNTZzosNA1gz9KA2yi7XTZRqK1NMHtfnFxkbW1tft0yaQS4DY6sZ7WEHWmM6Jm5IDup+DRJqohMJVdxRZcd3zj5L7duU37IWY6WLDRMWJzEaYdr1LKjjcxM3A3bt4ng2urb37TY+E8h+RPSrnp2UOTrtm7h14vs8+LZv9bqFKb4MIGj2z2DdLTJViuSZhqY0KlUWiMdR2GHefAqy55UkrhjMNgELECofBsdLqckKFX5MDhGr6XwNYOKdvOa1uYUXg/62cjqGq7SZhgdq5oK2pSSsT/Yu9dei3JtvWgb77itV77kVV1z7m2L8Ignle2kIVBggbCWEAHWjQxLTfgB+Cf4C4tJNMyPVoISyAEoneRELogXUSDa6zLle/jHFdl5t7rEY8Z80VjzDEj1s7MXVlVWacyz8kpraqde60da0bEjIjxje8b30As9ujOJSCRnAegujTO0g/Hc+lJE8PSn885h8qR69c//sd/gvube/z5n/8S33z9Cl/+1m/j9eTw+vVr/NP/zF9Gu9ng//vjP0W33aDZtqi2Bnc3N9hvO+zaivosCYGuvcfp2KNpGvz2X/xLWbJGD5xRUKaZM4LGmHLMZBoKgJMhkYHANMFIAzsFpMzoSK0QkIqTKlLu1ZVCSdwIIdF0NRWQg4xyOCv7efwKR770U+I7w7KGY4wUCMWIMddd89AyGyuAkoVUZ7k8S9k2WxmNnBFFBJloKZHrUN0MxIgm96ayq35tqq4gtYKqG0w+wCWQyiUq6LqCDpR4G4YBwzRCSAlV1dBCkZ1/ApQSgEuQRhYAIIxCVVewsy6KjSQF+lxHnAQx3E4kzClAR4FGSeimpqREDKjaBtJo+ERstmwq+Eg9yrSRiI6u75ASqQ60BjI4Y/ZgrQARQkBXJD0L+d5XZ9UIs3YiAd7OcJm1VBC4+eIGl36ElMA0DTmolHCOrjMoCe8cUvSQSqGqGgyWHHiZrTPGILH5iaBWAinHMHzfldkNT9cVpNbUN4zXQU5A+hRLX9emqiGNKNIwUxn6XAiYhgFGLSZanLidZrsoH9LyHCyMn1rmzPcjDoohFxlbkqK8nCNWRhqN6GYkJaE0nbdABcWAJMaZz+2cAhwiEKktkBACzs9lLcsU4UCGMt5HhBRQCQINQK7xRUBTG4Tgc889RS6ZUsI6h1oBUIB3DpWuMGfWkt1dRRCIWUUlpYKUwG998SXm2cPZGZXS2Ox2eHV6XRQhWmvIepHsuxhQpYSmJQlozO0QgohwXEsu+TxISAloreBchPdzOTbUF3GV8FQS0lBreaQEIRKqWkNHCZEcqI9cQoyZ3a4rQBLZEAUxvZfTGQBg7VL3vN/vS2wEUCLG5PjpfD6jamoYWRXWPsZYwE/fnwFBhinjZOF9zOst5RhGXsVtHDs75+C1hNEodWv8/jzP5TNtTAgpFKab+8GxpJmTuT4nujke4B6aPChBJGEkMbnsGQAsyZumaRBSgDYV3OzL/UEpDSE83R9+U1wo300ikoMVSb9Ia+29h0xEaZMuvM4BG2fvFaK6lmf5GJFyfyyVFbTKSHjrUDcNXFuhNTVOlx7zOCI5iyCA+xd3cNOEw2aDEBxCf0FEIjsCo7PNe0JMITeJjIgeVNszWSBl7a3I2t6BsmsASLMPBcSE2XscXpClPVKAURVZissOjWkwzhOiA7rtBjHT+rzgjKRttKZdZGRBoNENoIGU65AYnAAANY8MiDEASaI2GkCCriuEGCC1QCV1CW4BqsnRWlIQoJD/Q0G1aQwF2RLQycDPnjrRa4kQyckpCgGZZTvEGAmoqs7nib4DWOq1ALpAuR5rmqZiwFJeiBCCbsYQZHWk1dJsG2C2arUe5GLStw7kOej3yZd6K7Ku5hu+RAhLVoVvaHzMfVj6AIUQELOsZM0Arl+0ket5UD0TSWwq3cJaV27iLthch6fR5OMmZYJUBj5SryIIQ1I8IQpzuWagZHq3nFMI0sGzHIGPMc9nzYgVZ8zLVObEN1LubZOYTQwRKVIj35TIBKNt6yvpAx97U3UY/Uz9ztyMbrsF9OJwxpJdvoFy/WXbdCWQ5WNITpgjNncvSoDFyQitNYRWcBMlGSSAWlHhc6UN4iww+wgYknbNwZPkUAjIv0D7wgYtTbMYNiCQxOp3/015VatJD9S3Hvr8/ltqdgFcxgtkBcxxBAD0IxlW2Lx+c09gag/gbXlWBBHZHA9JUB8kAJgD1dnx+RP++nvL74Fs101zs24Gcv3naKd3ssOfxw8fb2OC6aYbgZTIHnx0JBkTEi+/ecDN3S1++fBIjZmrGjKbeqSInPnObq0xIkoBVRm4zISNk4VUGt7R9RlkgEfC2Y44bLZ0v240og+wcYaPDn6e831ZQFMDCzJuUApt1yHEiGZDhl6myTbglYSdZ+w3e0i59F2i3leKHP0CYGeSc7V1Ax8jhKa6tzlSclVmKagSEl3TYOx7bLuOgkJLbro61+tVRmGceiSZILTANHP2voLIgERqDZ+DPioHCNApYXh4QHAO9/f3mOYZXSQ2088WMArdZgMXPPw0odZkS2+9hVACXidUxkACGC49Xr78Gnd3dwhBoh+HnJi0mJzFBh2sdajqCikp9NOE2/0toh9xnui6TUrBhoC2MvDWQsQICaBrWvTnCzabHaq2Q9/3UNrA1Lkfm5Fot1SXDyMIuCqFx8dHbPe73DZHY1tt0J8vMMmXZ5yzMywC2pacAqumxpiPkdYaLS/N3Ox6dhbzNOCw2yA4ANGjayoM0wTrHckyhUB32CHGiK8fXsFkaWAVI6bLGbvDAd5OqCuDkDya2mCqNEQMiLn1wrZt4O0ELQAjRb4eyJqfXLUjNrsWVVVjGkbYEFHllhQGQD+PMLXKjocO554k6puWWMtf/vKX2Ox2OF0GyFphs9ng9esR08WSu3NVI/gZu5xoMCrBOYvNhozIZG2gBZUlXC4XoI+QIWDue9iBjEWaTUvPZ6XQqRYxBczTjLat0TQVTvME6wmkVlWFYZzQ7bdw4wBAYJodTFXBjiO23QZRAOdLj6bpYAxJOl2YICtgt93AuRmPx2/I/TkKaEPmLKOdkRIorg4RjanQWwulNew0IHHsk8iBsR8J9DNzWtUtukgmK2G21D4HgLNEFCDOSEnCe1GA1DAMaOoWbd0g6IDoCbzT89mi78k1cpx6SEXKD2stRuvgvUDbtnBhKu7pSkm0+Vw452DqioyQQPHMw8MDbu7uCtMWU0KdXXVZtRRCwGa3LTEC9XpzGC05cCujMXvyAOCk9elEpkT7/Q7BRxhdwWTSRZqIL3/2Ff6MrDt+MIj76AHc82MBHtIQep/GHhtFFqIpRjjvobMDEBKh+YC3S8aSSCTxQiIMIuimvNnv0Ry2kEohaYnRzfDw0A0FsLJi1E8LlgBDnlfOagrkYDzRP8hFKOdLE0kKkT8zcxZLknNVCoKCrgQITW5+jW4gIbBpKristSchgyj90JaRwUxK5T0hRJ6ULEHiUwlekrnJKXI/U8rJU21e6a8ngZhrZRKBIDxxp1uGQhKK9j9vlKYgwVboaylboc7X6sEnMsCY4vWcmdUUqTAu/P4iI712I4yRsk1CCKS4ZCSf2qLHtMxtLcctma21BHL1HoMlBjsliySpD1mK1G9Ia43kfbZuvj6DpYl2CJhGB2XqRbef++Kcz2dMivTqbpVJYmbs0p+KbOB8PpeslhACjVluBWu5LdeRcHaXWeaUEg53twgpFjDb5OtAKYXD4Za+H6LMh2tRokB5QM+TLX1nogBgxBUA5vnJkLO4hhqwugycitRGLnILPm8xZtfElCC1QqXpJjxM1A6hP5/gskuqzMkc6+by3VpSfygHctRj4DsnjzhTA9IUA7xzUMbA5yyvmwfsti1CcAuI58xAeCLtFYKSJe8cb5ckCnENuKk58Nu3EFfXx5v3hjfHu+S0n8fHPbz3QEUMUUIsjoki1x1z/QzXo1VVBV0t/ZN0djZkaf1a+lxqmtOiYODPTJ76UnHgyXUrjangMuPCcj1OuHBSh7Pwa9MorsviJIjWGn62kDUBhKZp4DOzbIzB65evsNlsyn1pnme4o7+STbPZSLkv5nsROeAZWDfj9vYWKUT0ufeUdTMCqHZIQUFrYvGllJA5i991XTGighTQMrc3cA4ps2Mmt+FxmXG0k4VKiykVJ0O5DIMkp7T90hhdKWy35NK5PobMaJUEiyBTIa0N2f6vDJpSSqg0MYFaUq1gs9uXekCjNNq6KZb/0zSVWscYY5GmkczNlbXByiFOlDHgVXVTknalLZFY6iGFEBAxYc7BMJstVUojOI8msylkDtJADz022y2kJkYnxojNZoNK6VLCoZQqhkxCCHJQzsfJp1jiC14LTa4tlFmVsDkcyhrj48lrh5OfbH42TVNuU+DLdcPHSSmFw+0tpjm3IkgRDw8P+OqLL3Gej7RefSjPU5/ZrtIDr1paO2ltSIJq6PlTaUO11Fn50fc9usyQjuNYYhEyv1r61dW6xjj2UEqgMouTM5cr7LYH2JkSgpxwraoKytAa4nVi+6Fcb5z45GQuJy2Pp1OpZeRzztfa+vnMcl5KGDRFBtk0Tbm+uW9gVVWZxaX1zAwYO9Xy52KM2G22cI4YYWMMxssFUhNDV1UVZk9mKuxAuVaqsGJMCFEYYjaE2+/3OJ7PpAxTCpvttihtUlgYekhR1kKIsTRiF1LRM/gDPWI/cQCXR5JQUmKcZ/ze//p7+PLuBb766iv87Ge/XWR1tKiBFMUqoFnkYTEC0UQCeIJMB3yYYd2MV4+voNoWTddCJA2tFXxwma1ZeiklCAghEcUSS0WWtyADktxUdz1EWv1OkB26TICCuJKucV8cwpi5rww0QgygujJV2KbrLO2bbRUK4wMCugABqavwLmv9EgCpsqQqZpAUeV4REJKYzxiBQH16eKxrYnxIBcj6FMFNf2N2WHo6vyLPW7FDV/I+AEk+tZBNCDEhRo+UVvUIq/1fgy3+N9/IpFR4OJ3pQj2ergtn83FIKWWr4IWdu+SeIgCzc0uD25RSCVLWdvVds7limLleMaWErl7WLWeDWLstpYHKfUg4KEAOHJydS7B1uVyWGwqAL756UVjOtfFKSqmsgafHmIM0fq0lcjGRHHm93/y5ebK0ZkLA4Ah8woVFLpOb8trgECSDNWoZwMd1zVCaRA9ZnWtbZzcX18O1Ayb/XTm3ADHHeR2auirtLfw80Q08Z76lUovFfxKQ4tqt0nqH4GY0XY3gPVw2WWhqA+cs2mwVLIVAfzlBy0W66ON1/SXPj47dd++d9tQ0h9f/28Z6/T5NgLzts0+TEU+3sR7ftr3P41c3drsdjrCw3sPlDL215BaZpADnZaqqIhlaCEig4ERour74PgPg6r4KLEHdWk0wjiMBEAjUbYNKUyDnQkDfPxKLkvur8v2Dr1F2r93XeyilMI5jYd8YVHIbFA6glZDF9Tnm2ucIfhZSIMk93ABgmCYgGyuklKDzdRMCNQ1ngDhaArbn8xlt3WSWe0DTtZBKwc4zZDbSUEricHNDrokhoB8HnC5nHA4HaKkwziTLXqT3uaYWCSrf90Ju+KwrAoolUZiBHAf1zB7FGEuZw36/L+6xpu1K4M+qFJZ1MlhhQK21xtSTodGL2ztET/buMiRqCJ5jDv4sPXdIItb3fTk/2+0WD8fXBWyzzGwNchjkszyN58VBcN/3tC6EgnUzvJ2hqzrXdDnUxV1SwYeA4/FYnqt2njGOI25vb8l4Lcs112CEnwEvX74syQopl7WTQixrgv+W295w4M73/bu7u9I/zFpLLqQrUMzBPydEudG2UeTmO45jaUPBsvY1iAFQ1mE/UdKCE7reeygJ6Cx9TtHD2ljWvtICMcjiRcDrjp8PS42XhlEG57MvPdY48UnzWso3OLnCzz4fQ7kPMMvKPgQpJTS5EXsKi4Pzei5sfsJzYnDEckb+zG63w9dff12ei33fl/XE9w9Kdqgr4MZr3FoLIWWWhouyH03ToOs69OOArutwOlEiWxlKZLOUvGkahMyyrWveirw1Jyiqilh6npvn3pJKFS+JOBMohIoEoqVADAR4o/pwvVI/EgC3SMfeP/ubg5VEgCkKiS9+9nP8jb/57+KP/uEf4ptvvsE4Wvyl3/kdVFWWZcUIqXRBv2uDAsokWlSVgk4RMSbouoa52cLOHmkc0NsJ3XZDdJRWubmwBnK9jRES8Mj9dSNmCfhcrDzHGSbXX2ldwdoRIjMIKrNaUhIQbRU1Lo4xUmFkZgNCknADWaUO01BkbHMImIOHbJYs6Vpu+LYYi/dZZYDL7jmbzaYE4v24utmkqTwQHDxC4qyuAvJFq0A3Q78q0uSMSt/3+OblI7b7G9zf3+MXv/gFqoayIXae8c//c3+5XOAhBHz55Zfl4dfoa0v3khEJHkot9WccYPBnQnDlZrCuh3w+6FyC4Pv7+6t31qYjT+vc1lt8bg2v3wtYHBSfbstlGQAPstDO0juy5izgb8oBA4ByUwFQkhc8V/4/P9zWTNu7jsjT1gzrEUWGHoXhXAOFzDoRYofILFuRnQIU0LR1gS8BgIoyv0mNgvnDHgmIAfM0lv3k/efzTVN5u6nK02MAAdT5IcTAuYxENHn0oTzQqa5GQagNfAQgdWGGvQNkquEmQKIGEmBkdnXMU1FqOY5vAq3n1uPb33tj/T1N2jx5b9m15++v77o+3heofQZ0P+0g+Xige1+SUEpC6wZGkkKj7ycIKSGzGqDtargQoLXKoCbCsDvwCsBxALVuebJ2OGYmKAmqCxWg/pIpJUBoJATKPsuEyVKtl5Ail0GgBH4Ayv2Lk09sxhGztJP7ylUZaOochBul4XOyJqWE0dqrOYcUS41fSIuJAe8b7+ea+QeyC3FTo2lbuHlGzK6bAArIYgl4jLGoCyY7QRqNViskAdRVnZ1AxTUrnr/HrcADuQR6SIhSp8sB/1odwkwES+/4ub6u4dXZzdFIBTsOGHM/zpSDVAkghQA7BkzDiG63hTFZFZEkYiSzihg9nLMAqG8s7zPPmYP28/lMwGMVZ3HdEUvRWFovdZWNagg8SqnggoWHz+1yuCQCEJnVYOXJNE2oqwqNqfD69esCEvm8rpUjtLYSfAaUJtv1G7Mwmcw0cvz0NJnFFvRaKchsVML3YQatDIC891CNRNPUGGcLH3wBgNTwXJHyKtcurs00hBCweX2VpKhMlIhJCZUSOA9zedYrpZC8K+eCWTx+JvA+cI2hc+QzsAZunCRu27b0bCzXeYpXcwMWEHZ138nrga7lBVhxDMHbW/cL5bVcVAB5jsaYAraXZHPKyZ1UzhHfg5IUhW1kUJ7Eteu4URp+dmUuSpDbKLOGDMoYAFcZmHI5Bn9fzNe5UqqAVr4PIq73L5dpIRE2AJn2BITfnBq45wY3uWV3QKEkDje3uL2/w+39Hf7hH/4jfPFbXwF8Y34SxKck4H0oF+8sZoQcOFZS4etXL/H4zSt8eXeLaClbeJot9rc3CPnC0Zp6iFRVVc4HL6BJKrgsuQiIeOxPeVFXSMkhJrJmNlJBSfq/lqRD56wQL5qSHRkHyv54esgYX8EhIqSEm2ZXgvaqbUp2otYLyIliCfYUSM7GWS1rScud8oLfi7Ys/pBpa7JjjZjDDCDCCImUqK+U5kU6XxsZcCbSNC3GwcJai3/pd/9FcIE9fcf1uaWHV9YUj8v2/LyAMkhy/iv7FiNmZnsQUdUaMV9g66D52SA2PXNJrJwg3wigV5t8uv13BdDPmcQmCKrfe8e71/+jH+L1FL/bSMvx+S4B/9qcZS3PS3hOFkiDwStvIlcdLtvI71Pz6CfTRVr2/72TPqu5fs+bJ+3vUpdJE5Bvvxd/ViJ+Hr/C0fdnqF2FMFNgProZm2aLumvhZ4vgPNUC52dKCAGwFJiGFOD8Etysa0PnecbhcLh6dnLCj6VNAOCCB9wiYW7bluTOzsHNMxmB5G3vdjti+7LBAdezcJAvBNW0dF2X696oRkZnGRWDkq7rcLlcMM8z+nEof2fqGto57A77EgSyRFEIkvQ55zDNFqOdqOQiEAiUkurRhBQkf8ySv81mg5fDQImd2aHrOvihL+ZkKaUsdSMJ4ma3RUDCub/Q8ywz/CxXRJagKWOgqwrucoExBo+Pjzgej9hvt7jZ7zFkEzRm45RSeHh4IKVG1+Xa4bacEwqCq8xq2sU4RCZs2pbOrRCIUuJ0OpXzxcH3Wu0RhCyqDgaL1lrUbXOlMmGr+e12i5cvX2K/3xf5utYap7xvPkaAA/IM7AAUoM3H0XuPqiVQ6oKjGmNNDZm59cLpdML9LbFjACWLme1hRpDZNyArNSpD7SLOF5KKDsQg16YqfcBsTiA0TYN5nvHLr78mpqlpqEk5qEZyGCgRcXd3V6SL+/2+uBZaa1HLDroyiDO1JRgixV0ASUNtBlvMTtYdsWNypljs4eEBdV2VHnf0mR1qo6lfaPAQpkaVwXNd19RzLQQyosvHXymFyzBAGnJZFUqhNgaX/ozL5Yz97oDJzRCSGMXtdovz+YzdbofL+UJyw6wiitZlRpj2X2VWNgWSWTIA4/iVHUj5vADA7e0tXj2+KkkHZvJ5HXLJCBsBMigfxxHG1GX71trSMkFrDSiJODuEGHF7e4uXL19i5vuaoNYNp9OpOKhW2lzNgWXcHMPzPY49FpqmKczhpu3KseI2K/W2wsPxEYfbG0AJ9I8nmLqBn3xpOxJE+NVKKIUQfwzgDEqS+5TSXxNC3AH4bwD8UwD+GMB/lFJ6EHSG/gsA/z6AAcB/klL6Pz/MdJ+OpQYuCpJBVpXBv/C7/zLmyeLl60f88Z/9Cf7Cb/9FomqFhr30Rb7BN0VG4KnWcCfqH/Kzr34Lhxdfotts0UiNw24LZahHiM91V0JKSKkgsfRf4mAyxojmcIuZ3euCpz40bZsXwQUJAZXS0FJhHkayUElAEEt2gySG13VhKUTIQDVeyujMCIgrIw1+CMYY4daLJZX/ICAhIJU+Xc1mi8swlIslYWW2kOWnGprkOCxrjOSKibQ4+bhVTU9VVdQANHgMR2ra3VU1vLeAUEW65/01WOEMD2WPlh3QdVWO8ToLzP9e9l3D++WGsWZoBJ5xjXjmykrvrO179s/ezUo8BzzeE4ilnMn5cKT8+4+nIOhqyu9xg5JAkRun/AqrjRQA95a/u/qqZwDzs30k31Ff9rYvXbZDyYE1uE7iHdLFz44en8evcGit4fI9PzoHpSW0UYgxFNlYyVALlIy1Cx4h1+DwPZx7I4UQCnjjQGeaJnSZTeLkXAgByhhqDyAlnLWwjkCgVCRPrmqDaQowlYbSMrM7sTx/OdPOgOh8PuN4PGK32+WebwkiLQZK1tosTybAOgNZVh4gQ8DN3S1evXpVapqsJQv6EEJJXLJMLPiFrZqnCfd3d/jzb/4JZLbjP75+gIxUQ9ZtdogCBbQYY4ozZZWNxPhYTm4m1U6+J9lpIlYUEogRpq5h3VxYLGaQDtle/Xg8QuZzZhQZxsyTJYm6lMW6/OHhAVIu/VyFkKVejWV+U4jYvLgvQJBr1dY9w25ubjBa+n3XddBNBa0WOb7Si6x8XRPJ7Nfr168pIWzJ8XTN7rBzJ7MXSilyH+XYJmWn6YoUSDarfzabDQF/N6PdbrDP7pQcwBuproL8rqPAmlk6TibUdQ1Iku7xGkIdi3SYa/8YeHCd2/39fQHnXdfh65ffFOMs/iyA0l9wHEdyHm1qnPtLbiVByYjz60cISe0zrLXZxt9DC1PONyfsAdC1EBPIGVLmPoq21OFRbVmD5BaAUDP4DgEuhlzz/oj97oZaYoHAJIDCDPZ9jxASJNrFNTUnatY/r887t4/hGNpyb7osZwQWMoMZdq5V4/XGMm+u7zyfz6WfH4Bimsax7DAMePFii77vMdtT6U/39atHSmY4ByHpvjX7RQ4uJQE7Pu8kZaTr3Y5TqaeMWOa7VgJc7YeQiIF6Hnddh+gD/OxwyTWRSkjqzbqjOsHZOxgpYeoajdIY+4mMv9wPj9q+CwP3b6WUXq7+/XcA/C8ppb8rhPg7+d//OYB/D8A/m19/HcB/mf//gwcvnEUGRcGUTNSXKyRgsoDzAoDGv/LX//VCowKyBGEc8L1R5/E03qob1HkhDSWCE4BQRfpBhh1vkZlJoD8fr34lBFkFT9MAISh89FiyTvwVccVe8MItltCrm50QCvBEFSMAYsWiTKsGxclfA7H1NlZ7D+dntYXKMgAAIABJREFUCKmhsoptPQ82X/HBI0aAPDvp1yzhK8eXrCgBAHNYLVKlYee1A996P5+CKpnxzTXXHILAVXS9PmcM1kqdoS4Y6TmWho8rra+lFm8tzQOuAdwb4xnWKr3D4RFidczWu5SACAGkdwHN9MaP79d9692f4u9PaTHUefJN3z6u2MVnvqucFJSmtiwpWv9ZeS/GbCjy9vGcbO/bW2F++0iro/CkSvTq2nwqjRRyefBcbe+NtbgCnM/sy1oG/BxofWP+7yGtXH8H8KbM812s7HrfLpcLDofDO+fxefy4o21b2DRis+kwuhmP5zOkVsReINdNSsriS7G0zZjnmQLz7AbY9z0AFNaFM+NsNLA2GeLALGWAN+cWL5BUE8fbsdaSDNloSK3ggienRu+xaTaF5WOAaa3Fzc1NMSowgp7fnMX3kWzkNSjbL3KANByPSPkzQi09QgMS6q5FtBO1NlAK1nuIKEqmnSVw2+0W/fmMbdshCYFhHNE2ZBo29APgyAVQSgkoCtasteiaFmc7UFpZ5u+uDBJQygrIkMUBiKiVxmQtMTQxQmqFm+4GY98TQB0nRB+IuQRKMMq9HRlgT9OE+/09QmYRyvdw2x2WgQMYs4tezIlaqTVm7yEyoOr7Hrqtyt/P0wQJApebDZ2nx8dHmKouYJ/BKgN8BgRSShhtoCsDH0MBUXxP5+PtIrGuEgJ+Dmi6Fn52hQmOg0e33WIYBpyHHlIrHA4HciiUCjoDRZ4fA2hgacZODoC6mOocDgdi7DLgHmaar64M4EniGpHQdC2OZ+qtJ6XE8Xwih9J8DYzjWAxZmBVkcJe0hA4BbhV/dV1Hjbi9x7bbQFbEuE7ThMPhgPNAZiwmg0mSW9JxQL7/KygM9kL7qQSi83C5DlxrDbmq24ZYTIkuQ4+YPHa7DbUZAOBmug7btoMSGtETEyjHsYBYjiNZfqpXzzSlFMZ8jWqt0bYtrU97eqMOrzCrOWHAhkLTNBUr/qd9i1ktMAwDbm7ucHd3V7ZhJ2ICCXyGbCpjqNUCUIyFvPcQed7n4xFzTmBUVYUpA01e72sAx+ccWJ5za5ZbKUVJFZZoGkNxitbgdl1CkCkKbID1M1LKazN+mJT7D+m6+h8A+Pv5578P4D9c/f6/TjT+NwA3Qoif/YDv+fZxlQ0HQlpeMQIp98Agu2+88/W2sbwv8+td/37L9kS8ekksL84k8mv9XQuz+O7X+rvfnCsBopQE6YXfsY/fN7iV6e0L53r++XdJrF5v7vPyuefee/c23vf17P7kB8nT+axdI7+PTO99xoc8Lz94Litm8/vs87ddS89959tWuUhpxbF/HOPpNSqEegOgXX3+A66bj7G+jB9kVVXh5ubmp57Ob/TgwIMZIXZyA5bztK4150B6bbrEgdi6PvzpfXDd5J5BxTAMBTDUdV3YvbWhApcFPA3g2WyAv28cR+z3++L8xpKstUkS/y3/joOlp7U+vP/rWporl9rVtopkarIFaKWU0NZN+QzPfb/fF2aCj2/btuUzzFCwBIwz+kIuwDlz+cUAg2vW1ttQSsHZpY8sy1rXdVPrc8/n7XK5XIE8AICSV8YPfBxYtlrXNQHOtJQcMChgNmptRlFkuLh+XvJc1mtszcStjxlLBnmEQEwwM5v8M+9j27aFreHv56B6neTm4/N0Xut94vXF+8Cs0fp64DXMx8RaW3rlsSsn17VN01SSHdwPcV2vuDYAW7NKfA6eJupjjFfmKHzu2JBlvVZ4HfNxlqt1xvvMY/EIoP3uOupBDLkYuvF5Wp9PPq4F0GUwzNsECDQx8GTgvE46lpKcvJ75GuZzyQCQZZR8L/PelxefEwDFVfJpzSMfT2Zl+fP8WZ4vr33+nvVYkvrLtVhaDqyuB77O14aJXBfsgr8yreE19aEkU+8bGyUA/5MQ4v8QQvzt/LuvUkq/yD//EsBX+effBvAnq7/90/y7qyGE+NtCiN8XQvz+61evvsfUn0zwyQ1j/Xrfv/spXx9ivAEIVzetX+X4Pvv8Xd77MY7v+kbF6+bHOEcf6+B9XEtSf1XfC7zdPONTOPYsRXnbWD8kP9T4qa7pd411UPsxAszfpMEZ5/PQ43g8YrPbwlpbLNa5Nnj9fGD5njEGKYTSA2nTdsUind0FTZb7G7UERAwSdrsdDocDUiCZU1vVV89fDtAYiDFDwBl4ruG6XC4lq85SP+89hJKl0fLa5c57j76n/b1cLkX6VzV1Ca5Ynsj7WdiIzCpyRp+dAE292IjLXMelIiAiyRibhuSHfd9j123oOObjDFBQyTKyy+WCypgiCw35eLKcj8GCVAugYsatamq0mw6mrsnN0E64DD18DKWNCqQooIvrAjebDV68eFGc9ArYNhUxDCDZ6TRbMuOoDKbZYgoOddcUUL2wnaGca671Yvki1yoxg7Kun0wplePEzCYzEjFGJLmALCEETFND1xXGmdjac38BpCg1aXwuU4jQUsHnOsS2pc5zPOcQAh4fH4sp2/39FwiOzrVRVH/I64xlck3TFJmnUqqYtKS0OJWy3JfXHO/7NE3FFIXNXPiYD1lmy0ySiwFN19H2BUr9HrN6t7e3SClhnqhvYde0iMkXVrdt23JeGSSYSpFiKt+D7+/vsd/vy7HlJEsMDsgyYLkyDuRrNPoASFnWJ7chKSZfISLl1gf83SydBsjQZ/bULmjtuM2mM7xG+bjztc9z4PYLLGXm+RtjsNmQpHgYBrx8+ZLqWDcNlBaY3YSmqVDXi3yZX9z7NQlAKAWbkzp8T9jtdnS8V86b6+PCYJPnUVx3pbxqXVKe9fn+w/vYNE2p9eQ6y/ickus7jveVUP4bKaU/E0J8CeB/FkL8P+s3U0pJiO9mC5BS+nsA/h4A/JW/+ld/8B6tg7yngcT3kRf92OPHCHae7gtnEH7V47lz8TGOp+B/7bb0mzT4GLxLLvdjj7cd848ZvAH04H2bTBK4ZjQ/5Hr60Nv7IWNdo/B5/LRDJIngHS7DAGEMHk9ndF2Hbbsh0yshMAx9MRCRkgCDgMB0JgOQTUMmF3NmE+AD3DiVQKbSGmO+T+rKQMMU9o0DsNrUmIcRdWYK5nFGoyq4yaHdUwDauwF2onovNhJgENf3PZxz2O/3BQRUTY2kJLSuIcwSgDMo5Lonqchtko1NALpe3Jn6PjnvED31cJIAydIATHZEpRXarsGlH7JByYQUEtV4Axj7GXZwQBigaw0DibHP/Z0SrgwVlFKo2wbBTuXvrR7LPpq2wenVKyAGxIvLVuc1rHWYwwwpFIZxoCBURAgt8difsN/vcRovqJsaQikKXjcNjK4ghSR5ozFIukJb1RjOJxhJZQhSAmM/oa4JrLS7FsfLGRERVV1BGbLs5x5vSim4zGQopbFpyUWRTGeI5WRTE14f0zThxYsXGOyEqm0wTxZN3SD6hOgTKl1jmjykbjBOE1pToVKSAnwlIWJAY8jtcb8nwDfOJL2NPsAICT/NCBEwkJj6AS4GArUjuftNbsbd3QvMkwWiwtSPcJPDZr+BiAnTRCD05uYGj4+PSClht9thrw/4+tVL+EQMWoyx9B6DkmTEIyXa3R4AMDkPo6piEqcEuaD2lliaEKlVQZXr/ozWQEzQVYXz+QzhLMLsCgBlMxilFLSQ2NYtva9aRESIKOAmOjfMaNVti5ASoDQ8qGVOjBHH45HYOimgUsSm1vAzXafnI9VLihjRqAoyAIfNFkpnRQkWoMWAJvmAMQNxkQDr5izPBkxVISkJO3kEAZyGHs5OOFR7GK2RksI3r07YH7aYvYPSCrrWSElASl0SMrx+aO3pbPZHvRdTEphnX9jXeR5QVVW5D6RErZqCZ6myxGgtmq4jd9cs0W0MuZ+64HG6nAs4ZRaOS4yYuVs7m3Oylpl2lklfhr7UUEIKHM8nvHhxT/Lv2UNIjXHoEaJH3WyAiwNKM+QfNt4LwKWU/iz//2shxH8L4F8F8E+EED9LKf0iSyS/zh//MwB/cfXnfyH/7rlv+MGB2vcBaevA4211JR96Hs+Nb5vj24KktwG295nP1d89a/LwZu+qt23jfQHzU/nOk3e/5f1n5vkW4PHcPNZ/85StZEbhfbbxdHvv89733d6PHSCz/ICzZs9977vOz/scb+C6vuq5v3kbK/dDxne5R/B6ep/vfxeAed/9fN/xfY/HdwHk35bwefr96/Xybdv+2MH4pz6ccwjJY7/fw6WIiq3lZw+pZWFK+ByzzKzPNVdCLEYl1Ax6kQXyYFMIBkc8uBcYZ6nXdu6cCVdYpJYppaXvVq515Sw9rylODjCzxMYVnBFf95riz62lesyEMWPkvUfd1hg91feIlDCMfTFC4GfAPM9ULxUdjDSL8UUgE60ogMfHR9zc7K/qAjnwKxn7zIicz+dyfpjV5GPe1hsAxFQ+PDxgGCZ88cUXkILcOff7PabTI+rKFJOMr776amkenPd7GIZynpxzePnyJW0/A0ZupN11WxyPR7oW55St7cmFE5GAaJOZLmZJ67rGNFoMc5bMxVRMNIAlUdw0TTGLMcbQZ3woTqXsFHjuL/AR2N/syvniAJpd/phtYSaM2xHVK7mllAT85kBrHnl9rdvkWDsieKqhiiLixYs7oEokMR1G8jAQCcOFwMn9zS1kThBst1u8fv261Lix2+Q0zfAhQCUghoDLRGY6Hbaomhp2mrC5v0fVEDM6W0vXVYhLXV++FpM25VrabDY4Ho9omoYAXq6r2222BagwO/3FF18UmTBfK3QegIeHh/I8d/OEYRiw2+1KPz+WKvI1x6yo5esrRQhTXfXu01Jiv98v69x71E0N5HNgOmoCv+82tC4V7RfLUm9ubq7qxInhdsVllg2J1nJVnh/3iKO5TFetopipYwdJNufh/S9tG7QGIAp7yCwacN1eac7Ane8FLK1k6TLPix1PWZbN986qqrDf78mFtu3g7AxhDJBbWoUQIFPKngk//Hn4rfSMEGIjhNjxzwD+JoD/G8A/APC38sf+FoD/Lv/8DwD8x4LGvwbgmBap5Uc7PgcXb441oPoQYx3Ef1sgysHqh/rcc3K8dUHuWlu+1pH/ujEM6/36sfdtDbB/Ckb48/g4xqcgif2UB0uP+OcYI6LzxQgkhQibg8l13Rf35OJgiwFXsZ9f3SM4YFx/J9d+cN0JgKt+TAAKm9E0TXEW3O/32O12RaLG81w7YK6Duhhjae7NACGlVIKotm7IIc4HaKlwPp4wXHrMkyVL+7BI430Omm/ubrHZUVZ/cjMuQw9VkTOnqSskmTC5Caap0W4aJEENtnfZYY7lhuM4YhiGYsiw2WwKMOz7vgTOLEGcpqm0QOBzAoDAd7Yu588ppTANI7RU2G22cHZGcB5jP0BCYBrGK2kqy/IYtLLxyPl8Rj+NuIwDfIq4jAMQyPGy0ppq7ZzDPE7wdkZnaqQQcXx4RLAz2rrGYbfDJvcKY8dHXhcspeXzxHIzqg8bCsjrug5Vzet0kZoTOFqcI7fbbQF0bIvfdd0VcGHQXowlQGxRShSMk6slOULuNi3sOGIaBlRao6kqTMNAayFGautgZ0Tn0VY1FATaqoaICWGm49KfzjnpsCSvWKbIaoz7m1u4ecblfMaUkxnzZJckxOxgpEKVW1as69oYYDD7xUCda8W4ZcT5fMbr16+LaQ3LPtey0PX1x8BxXXPG15sQS9Nrvpb4HDCQX0vlp2HEcOkxDSP8ZBFnhzg7HDZbzJPF5XR+632G2w6EEAqzeXdHxiQsC+UYge8fm82mMPvr+0xxjs9gj68zTjr0fX9V/yZyooOvv5TIibNtW9zd3RXgx7XDvH023uFzzdeZlLKARiGoZQW3E7hcLrDTRG1JjCnGZxz7SFr03+cW/8Z4n2jqKwC/J4T4AwD/O4D/PqX0PwL4uwD+HSHE/wvgb+R/A8D/AOCPAPwjAP8VgP/0g8z0RxofGqT8Oo2PBcC9D9D4IXNcA7d3fe+vG4BbB9M/9tr/fG19HsD7J1s+j+83OMgJjmpmvF3qmNZmDMByLtbmIevrlNk5rnVidm1t3MGf4+2se3oBi2EAgywAV3/PzFgKgfqqitxMN7+aqsKmbQsoXa8frgXiIHHdw4znyoqC4s4nJUzuf7VmsGKMVEuWZWNJALrSkFIU4zOhqO2OzY14ee783Fj3G+Nte+8hYkLyATIBtTaIzqPWBlpIiNzUm10LARTAw3VkZNHeQmsDKRVCiBjHCZTElxCCWhmt1Q0MltesovceUBIQAiHGYqZCYNYV9i36AAmqd2xMBSMVzVcqcr5Ob5YcMEPKxzMlNnFwCMEvfQKdRYy+ABZmlLjOqswzH8P1ceB9W59LPv7UV08ihcWkhsCjKy7kKVHQ7+wMZ6mRdnAeOje4FwnUniEbonASg48jG2sYQ+fO5L9LKcE0NYTOZjqzu/JfmLKLJ9vnG7kYx/D7awOhtSLsab0Y10jyOnlao7U+bmvwtjYwWhvQ8L2hqqqSGOH95X/z/YGBMsdIm7ZDcB7OzuiaFogJzs6llyLXCjK7yKCUgSAD1nEcr0yR+PrmYyJiQnQedhiBECFigh1GzNOE2hjUxkAJUV5+nqGEQFNVcNai0hpd01ydEwaxfL/g/pNaa0gIaKkKI+3sjLEfEJxHU9UQCVDZEReRrh1+BeeJnTZV6Yms8/nh+xS3G8EHegZ+q4QypfRHAP7KW37/CsC//ZbfJwD/2XebxvtLlYAFyX6IwPC7AArguicbjw85n/cZ75Jsfb/xjMV5Wm4m3zaf7zLeJXlcb+dpTdG7/mb9ubfJDvm1fu9pELOWUX4s47uc3+8j0fwxxrvm8SFYtw95rT/3Pn/mqZT0Uxr8MOSHxodhPrmP4tPz/P7H6alk5fP4sMNNFk4mOO/Q1AZzliXtdzvImDA7ktKtgySWVwGLxO94PBZgwgEOgBJk83piuSHLi1gO9bRvErBY4LNMkkEhDw6YuScUb49lTGt3Qg7cWarHQZmzFnYcc++siLaucXd3ByEETqcTfEpIfSzNene7Hb755puSZZ/nOZsQNAgJ0BkYcaA7uwkpBWhdFdAopUTf96W/6/l8XsnMiFWSQkCCgt7T6UQul5JYNWJFiHkTQmCaso27UEX2+OX9C5zPZ3jvcbxQbVPdGSiQ26TM7RXWQIoZq2EYrsBIEst3GS2RIskJN5sNnTdP8kMpqZ7OezrfbdOW+qS1VBbAEpQCZZ7Se7RdW5IJEg2GYcDj4yOkVpCGQINqG4zjiMPhUOrRuEH7OI4FoESpUFWLPJcBBYOepmkwXHrEFNBtWozDlOW7Cs4FbHbbK2aT3SOZ/WF28DwOSCHCzw6nR+pBiJhgtMappxYC1i6mKg8PDzgcDtjv9xiGAc45DMOAzWaDMQOgTdtBC4nz+UxgVZsiRfXe43Q6lWsqpVQYNk4SHI/HAiDXMmI2Mnl4eIDWTZFmurgkU+Z5xm63K8za2uWSEwcscVX5uJjMAvK1zX/D5/vFzR0upxNcBkQiJUzDgJCNkGJmX9fX/el0Kmwas2B9P5RehGwmxOxcm1leBl3croGl2izR5hcfv/X38j2O31s7q8ZcnxhCwMPDw5XbJX+G5eVs1nN/f49xHHGzP8AYg8vlcuVoeT6fYYzBl19+if58wjCM0KaCigFBCBip4PP1hQ8Ua36XPnCfxzvGU6r683j7+CHg4n1lkuuxDhTXf/t0O2/b7meWgMbbQPGv6/h12TdOSgghSob7Yxq/Lsf5Yxskheyh1JJFTiJRUJUlhGtGYy0BZPkWB+C73a4EyPf391eW4WwewNIhfub1fV8CJw7ymVmYpgk+M0NVVUHkHnDRUy0RhIQSErWpIBL1Wzw9HinQ2m6Q4lI7tHbXW0u8TO7pxUEe9zVjmZobBgSZ632FLGyDENT7LgIFmCilILQmuaL3SFWAtzP2m23p0cZOk7vdDlVV4XQ6wTlXjBZevXpVts+98Ph6LDV5GaywIQgHknXVFGbgfO4xjjYzIRW0NpiyAYz3EcZIpOQLQOHaP5YWMuOxaVq4mODTXM7R5XLGdrchExDnsNlt0PdnhBQxuRlS5hrGGGDqqgDWcZrxxRdfoOs6vHr1qqyPa1t4h5SAECOcmwvT07Ytxtni7v4Wwsci3wshXMliedv72xuMF5KhbnJNZt/3kFpDaQUXA4YL1TLqPIfYVDCaeqm5GIpEjt1JZ+8glMTD8RHDMODnP/95dr2UZV/WjdCBRZLqJjKrOb5+AEDui5ehx+V0xqZpse82UEoDhmrnwuwgM/Ns1NITjUHF2pqfv49rVZUit00+dswwcrKD15aUulwHlSFpKztqcqKi224KKF4nYAowz9uNSMUZlp0Z18lNay2EUqiaho5JjNBVRX3iUoKpa5h6YViNMdi1JIVFBqlP7fvXwAlAqekMIRTnTC0VYkoEhswCBLXWaBuq9WSGODhfZNMpRmIGO1NAMLOpSqnSziCEAKM0XGbTtNYIzpM0W5Eke9ttkLKZU6U16nzdUk84BT/PePXNNyQz7gdcTmfIroIK2eFb0HUJ8Ss0Mfk8nh98MXwez4/nGLfv8/dPx1Pw/L7s2nMA7mNi5T6PH3/8OiRgOBBgluBjGQwqPwO4H2cIIbDpNjjaodSSMSBjmU8j2xIIAosRxGazQZMDsnW9Cxs4rDP33I+MA21mQfgZyAzHOjPO557BhY9hYRLqpgCb9bOUGzP3fY+7L78oWXc25pCrYJtleOfzuTDPDCA5YKuqiiRSQhaDjdJrKss9x3GE0gJSCATv4WdiCDZtC5XoeCmpoTIgACiwZxCzbiFQ13WRkqW0NNl+ykQz+3A8HnE43MJai3GYluMZIkSiFgTRB7hIgEwrhaaqSRJYLU2Tt9st+r4vzBSbplBAbyAFHQPvyazFsxQvJZz7Hv3QQ9cVggS0VtjudxiHCY8Pj8UYJSmJ0+mE8/lc9hVAkeFt9ls8HF/DO4e7wx3NPwQoTfbr/UTsyi7XAfL9ipMDLLVlJ9IYIyREkVk2TYM5MzYxRYzzDC0A6wkYKCmhtIRPBFJub2/hAq3B2XvsDgcCdDGSEcc8o85rnWWUDL4ZSDGISjFC57Vady1CWtaulCSNvZzP8DLS92amLZF1JqL38M5hzuxQXdelsTVfT3wdMDPI7/FxZpkjX48pcVuPAdJURZrIrqHrJB6vc2stDodDaWo+ZbljlQE/Szyrqio1W8xyrd26mcVbSy25R9q6xyCvc2bPuR0HM1x8r2GQlVIiqWta6gFnN5UaPaVUMRDi+kmWTLORydM6Xj6XDF452cPPSVYTMCsshCjusgBKWxO+n/D38bHgZNU8DLRGxwltt0HMjeljlt1+ZuA+osEZhadSpecaK/xUzZo/1fE2KSRwHXA/BdFrELYOGj+DsvcfvykM3HqNvG2dfUrj81r/zRwUACtIN10FWAyumJWa7VQCLWBRkHBwxYCLmRvnFmc2DtD5b/j3HMis5Uoc1PFnxaovFI81u7Guj1nXq3CQxQHiuoaFmQzeLteycPDN+87BnRBLDRIDwhAC1KqGSCpdfg+gSDh53lLQ77k2ae3GCCz9yDgY5DomBp8cTC9yuIWxbJqGAl/vCxvBQJdjjHUwzscmRF+OCwPx9ed4286tHRotuk0HZNt4nvu6Rg1hOV9cw9N1HUY7vXFvYcDMrEjTNJjyv9cNsxmsDMMAnRbXUD63zIaw/DMBRXq4XpspJchsuc9rRcplPRTmNYOBiASZUIL6wljlfeW/4zXL82EwwNK7tm0h8naQJHRlyjqw04SmqktMyO6KwFJX6leJjvU1CiymLOt9FHmf2axjGIYrt0a61kJZvywx5e9jVvZpAm193QghsNlsyjnidbiWQ5dr0Bgye8nX/po9K+clN6jn/eRrU6yuk3Ecy7rnbTPIEyKbGCFeWfnzcZzn61ImZrjXNalPn+nMUDOA49pBBmTrOk5gUSis64dtrqtb/+269lMIqqckl9ulUbjK5qkCClHKD8bAffTp5vVCft/P8WL4kNned9VgAbhyu3n6+egD/OwwTxZ2nDBcepwejzgejzifz+XG9q79W+/X+jh8l+PxY4+nx/sKxIrrOrR3nadv2z6At57b58477/vbJJPf9t3fduy+77H9EOeFb/rf9Th+nzk+d0yfe73v9/yU4+maXa+z9z1Pz+3zhz4v7zvWD1sO8N62L9/3PvlD9utXdU/6TRkSKG7UHIhyEDhPE0Rmw7RUpQaFgwoO2ptc5M8W/7wNfhljsN1ui6V7Ccby+irBVS7611LBjtMb9wydnQ6dtWiqGm3dlICcAyiWEm42mytAwIwBu+cxoOJ59OdLAR5rkMRBJhuwcCadQSezicMwXLVGSN5BJmDbbXB/ewc/O6pvSwBigLMWyLU5xCY0OBwOhV0gOZaCHUcoIZBCwN3NDbk8TlNpmk7Hm59RVCfVti32+z22221hdtYueNw3jL+baxSZ+WAHQa6j4nqvy+VCTpw+kCHJinlwzmGaLayb4byH0hp10yEJgUuu7Wo3HZTR+OXX/6TUvTGwYUc+paj9wcPDIzmDNpsClFgyx43eq2yhz8E3B/Cl8XSMZW1yr7fRWgzTBGUMqoYaTi9MSFUYUK63Y0OXcr63G0AKAqACcMHDx4DtfoeQIpquRbvpcgPxGdbNUEYTq7jZ5GsmYph67PYb1LVB29aFKUtAnueAL7/8srCv225TrqV1UmNtEsRMMl+L82QxDUvj9JSoXpHlhVzfhRip11+IaDN41Jrm3G660vidt8Ps4s3NTTFoEUIg5DrGy+lc5sPHl4FRAcdaQWoFoWRpDG/dXBrMM+jlv/HeQ2XnWF0Z1G1Tamx5HdU1OX4iRDSmIvMfufhL8DGg46UwTTNCSCVRYq29kr/yPYnvPQziAFwlRKy1pV0BS0pZptv3PVJKpb4RIBaO63P5PuRjhKlrNF1XAL3zM5pNV+7AlqTrAAAgAElEQVQt82QRQloYuA8QFvxaMnA/ZYBQgFuMSC6UTCJfOJydCymiauqrrOO7AMevy3huv56+97EHeU9Zjl/Xc/ZjjecSIp/S+NjX6XPjU577b+J42/OBgoGc0R4GzIJYlDYDICUknPcQhgAAB/tsfc/sEmfPAUCrCkgCAoCdHFJxXfSoKgMpBbRYTCRkfn4BFHSPQ5+TlwQ4JktMHHyAytLKyyP1Igve42LJXOV0OhUmjs1K2GzAygQBBaGpJkgIQfJBOBilkeoax8sJPgWI4DCcBxwOB8SYYP0MaRSkUZhnh9Fa7Pd79JcB/YWsxLftBm1LTcxTFKgbCmqjD2S/fzrjxe0NQq6dqbWB8x5d10K3dQmuhRZQUqKqDVIk65+6bdFtt8TgXC5QUiKCao6MFBBKwwVAVzWU1ggJSCliGkmieRlIAqerDDQ91d1JLXINEqBrChpb1SEgop8GWGtxe0uSTF1T8NzV7cK4mA1JSCWxNAYKh8MOx8sZY09shptmMt1IuSeW0pAxwU8Wdze3AJBNNDSEVkhSQGbAc+lHxBBw2O0xDicYpeFdQG0MhkuPbdMiCYXj8ViAoJQSXdfheHqEEALnywlSG5i6op4DUqBWHaZAksLDdofhfEajaozDvBi2GIqt2q7B7B0kEiJQTGaYWWMQxDK5r199A+89fv7zn+MXv/gFAYEkYURFjKGmGqm6NZgm6pV4OZ8KczsnB+c9TNugv5xhp/FqbVdVA6EMpA4YR4u6NgQmpYCuDLqG1uAh11pyqwAGQykEtHWNy+MRIQSSaDqPODsoo9EoamAd/AzdNgie9jtKcWV/v93S9rnXIFvqIwC1pnYHuqIESl3XCN5BTjOUlBDZ3IeTg3Vd49WrV6X2kerBciuOnDSZvEPdNkgpUW2lVpi9xeH2UGrPfvnnf4p9t4XWCsp7dEqhblv4GAgsCgE3sUtpQILEOM2YHTF7u92BEkqSJJYiJgx2INlpTIAUaKoWRlWQDfWIG/sJla6xabcQSb7B/t/e3l4lQqWUeHh4TfWaHcmThVFo2gYPDw9F4hpnByhgqw2sn2FkDakUBAREXRF4+wCP348ewH2fbP5PGRQyWAshFAC37sey7l/CWcFimfoRB7NvAqwPsY13n7OPPbhcZ5Z/k8YbweP3HOvM2ufxeXweP3xQADWXnlrjOCKCApeqqlBJDaEkhmksLBZbprMci+VuAIrzo1SLzLKoRQL16WK2aS1BaxpyHNTZcGFtmjCOY6mZ4UCJGRRqKm2vkjucedfaQKwMINamICzVAqg2iOuDuGaJ2QjvPaZxhF9JKJlpYFMWYww2bQtrR5xOJ1R6eUZfLhfULCn1CQlAEhIyLnbtzjmMlurzgl8aLzMzx7U8DFQejo9Q1dLD7Xg8FrZnt9vlwJ8YdTZHYXC7rmUEFkaNJYpN05TjyOYxzPYwy8DsxTAMRZ7HtYfR+SJFC84vvb20xnazubL6398cyrnjfmiVMUhZmVTX2YJ9tR7GcYQLi6U81y4yI7LdbkkuaKqyHzKbVNzc3qI/X4rBxfl0LsF3CAG61uUcT7O9avPArDGAYtbz+PiY5W8JldaQAOrMlo3DgDi7hRE1VQGc616FPjsocjJESWr+Tet0aRvA1wsxxQJVUyMK4PXjA1KI2HUbnI4nYjDbFmM+7jr3ruO1zQwSD57PupaUAVgMEaISBeAOwwBgiVd5zR0fz2g2HZKImAOBpSgASIH9DdWEvfrmVWHpuZaMpYZ8TbPbbBAeNzc3mGYLozSxnKgwh2VtOedK/8a6rpFCwOV0xuFwgEcoDF7XdVcS33WvSSUXWbKLc5b/LpLlh4cHbI0ua1aIpVUB3wPP5zOqShfWl++DLEllWSnfg3itdnm9c0y/2VDN23k4l3uLanL9nVbY5HX4IcZHAeD+rz/4g8tvffnVH/7U83jP8QLAy596Eu8xPpV5Ap/OXD+VeQKfzlw/lXkCn85cP4V5/s5PPYFft7F2OIzI9VEgF0DOHocc1HFwxwHfumYuhqWOiEBUzNIvLCBklZRE/i4OZJlJWX8PfxcHYxyECiGKLJJdJddAkbch8rajy/3klIaH4x0HYoQ0qgRj6zqXuq6LrJjr1dZ1a9baUitUZTmcc476g+W/MZWBmyxSPp7g3l4plGCOj79IoP5vUmK325UarHXtHs8RQGluzvU/DEh5H2I+Xhwgr48RB84szeMEMc9n/d0M8Ng5VGuN3W5X2kYwsGYjDpbi8TleW7I75xAYVLHEMwPgtRENJwRSStC5tnC0Fj4GVOA6I1E+t66DA5Zaommy1B4iJTjvEZzPgf6pAJm1mY5pFuDN+9pUdWnhYJTGNIwQhxsoltrFBCWo/u5yOlMD5tz3y0iFMDtE4YvzKEt42Xk0ZNlwubZ8KAYkMV7XY/FxG8cBm90WxmTg4EO5Jhgkres5WT7JrQjGcaR+dKDz5bIkc7PbwscAP8+od7vCvHNShk1G2Pl0nYTx3qNuG8SVxFSEhH4ai5nLusaS18fTpOy6nnbdny4JIPmAqmkxDmTsY8eRajdTrm3LElbdtLkVRISg5muQEqiqOpvyyMwQ+uK6yXVzyPeMtWQVQKmtZDMkHnQcfHHGtNaWhvUM9PiaWNcU8/2Ev4fYcgE5Lb0K+dpsuwNCH37tGLg/TCn9tZ96Eu8zhBC//ynM9VOZJ/DpzPVTmSfw6cz1U5kn8OnM9VOZ5+fxYQeBN5K+iRyQS61gHcn2rRsBKUpAy0EFB238O2vnUu9TVRXsPJagjK33ERNm56ByMCPZoMF7XPoeQkp47wAkxBiglEQIHtvtITNSAm3bZDbIFuc5roNixklrjXbTobcTwsyAjWpsGLgNw5ClXBUuw6mAj+F8IVYmBPgc3AlB0lCWjVpHoIENHEKImNOMrtmgqdpSw2RMDWNqJE/mGm3d4jIMgJSwM9XxfPXVVzg+PKJSBj551DUdm+PxWFw+1/Vsfd/TzyFCSoWubhCdJ3BqZyQf0NUNVEfSSQYGzOjJDBAfHx8xZ0bNZ4aizuYdITM3SNROYhxH3N3dlX5qp9MJKVFPvAIKEwoQ44D/Yi3auing4ng84uburrA+9F3XphxCUP+7eaZ9aWuqbWNzEaUUbjY79OOQPQREYdHu7u7w6tUr3NzcQAtq57BtyNY+eg8/k7RzGkY457DP7p0MepmxmiaH2ZGJxxjG0nONjV7W185ut0OT13B/6QsDpiJQZ3dMKSXqpr5uJm6qknBomgZ939MaxnI8uq4tEkxmdzhpcT6fqRF4ZspTSqUuzVoLyKWXJ3stVKZaDIS0hsjmKCEECHXtPhy9BzITxMkDvt7XLQy4xcNgSbqrdIUQcx2pSBguPSQS9u0WMde6cf2b1hqmruACgei7uzv0fV+YLQBIeS35SK6qx+O59B/0doZSCX0/otIGTd2hv/RopYJZmSbx+mMQyuvpuHIy5VYCa4MPBtJKqauaUWakuSfgOPZXCQsGbwzEttst+vOpXMO8Dtb1mjFGWDaa8dTColJVAcouf/+HGB+9icnn8Xl8Hp/H5/F5fB7PD++pgS4zLGwksJb9GGNwc3NTwAQX6XPg0TRNyfizpJGNttbyqzWjxCYWbF3O38WlBIfDoRiUcK+4+/v70mqgrusrt7umaUqWn6WCHPRrSQG6ydI/AEv/OLG0OGAjEGa1lFLFGIXldFVVFQldMV1IoCbOD49XzcaZWTn1F+iazCGYtWA24vHxcQE9SpeAe7vdgl05mQ1kJsXZGX52GC49uVZnJsgoTUBudkVOeT6fsd1ur5gZbtYdfSBnQB/IrRFUv6elQvShbJPPGbOFzBCyHKxt22J0wiwES1xHO2GYCMzf3t5imiY8Pj6W48MyM2Y0a23QmAoKVCc12gmXYQGf1loM0//P3pvG2JZseX2/FRF7OkNm3nur6s09iEagliUGI9MYC9lgLGhb3XxACIRsbLUEHzAGy5LB/mJZ8gdsWcZYspAQYDcWZnBDC4QtbNQg+YNFMzRgJiM3jwf0q/de3SEzz7SHmPwhdsTZmVVvoF+9qiz5rFLWzXPuOXuvHRF73/WPtdb/3+O9L2OXy1jznC3JapZlnzmQ32w2rNdr4Ewml+d5u90WYOW953g8JsIPrYne09Y1waVMXvSefhZt9s5hp4lxGJIcwTx3udR46HvevHnD4XDAWstut3uQeTTG0HUdL1684Pb2tvgOqcTv/v6+rJ1c1rndbgs/Ql6Pp5mKPpcJ5+9k/bN8/yzLofuZYTZnJZuqLkyceQ2PY8pm5vLC7Eci/RA23YY3b+6w00RdVQx9ApvPnj3jxfO3CvFI/k4GOcsxB8pzQ+Z7qj+mdWoQWlOxXa3RCMG6M7vn/LwyTY2u0zXv9/uSPcv3UiZiyQQjOZufN5jycyhrOmbAnjcWgFLam4lv8jly1jnfY0X6ZM4iZi2+fN9kAhWgCHxnkXWgzOXd3R3H43FmL/1wnvlPJQN3sYtd7GIXu9jFfpa22Wy4GydG73H+TBdfGNmYM20LOvpcvgdnFsvdbseLFy/KrnwOpONc3pRZ/piSjtQ4jlRN1shK2QOlFJMdQBQhOqybCDEFVT5Yok3lZZ3umCb7oJcr76TnsrphGgnz9eU+oGma0KIwc+9LjJHoA7VJQd9xf6Cfj5HLCzOj38MywFCIGDIo6E8DSlTKpPmAtQ4h9dVY51HWMQ6WdpWIIPpxmAFRRaUN46mnH0fW2xU+xlT6Bw/KGfM45wA+B9mbzYa7u7sSHPZ9T7delb6/HGxnGvyXL1+W8sc8dhl45h6j9XpdgOaLFy/Y7/f0fSLXOB6PACUYjjHS1k3q9wOurq5KP10/l7ll3/JaSBmlkWdvvXhfaV0GC1mbTuvEXuhjIAolw5lBR95UMJU+U8EbxXq7Ybc/0MzSC9Z7VnOQ7IIvny2bDW1V6ParJvVL+cE+AH9ZLyyfexxH9nd3BbDmIDwH3pn9k1mqoG1bDocDz58/B84soDlTlMGDMYYYmFle+5LZziWR1tqSjau0KQA4g4YMBLz3bGfAntd8BpUAMVD8etAbGSE4z8TEdrst51x+NjM2DuOIsooKRa1rtK6oqwojiSFSaUkMoEpxnPXg3JzxPM1A8tj3VBtT1mNd11xv0zpyU7oHrq+vee9VyrCOzlFXVQGmS4ZLVERpOBx3fPazn01VA27EB1uAfbpGdRY2N1UCqHVzZoCcAZn3vmzy5IxtHsv83MkbR7m/N39mWS7pnCOqtGHUz2Woy169uqrpp5Tlvr6+Jg5+UeJ+Ltv8du2pZOD+4MftwD+HfVJ8/aT4CZ8cXz8pfsInx9dPip/wyfH1k+LnxT5Ey9mGvMOcSRyWFNzLbFv+bGG4m19nGvcMNkpvXDjrbC4DxJwJW/aaLDNw+XxwFiDO30FCAViF/OER+Un2LwdOOXDL2Zj8d8uSuPze4+8vtemAEkznDMdyhz2fb0kYkgM108zEG/78fga6wAOQlXfu+74v2m8505THMfu3JDbLP9nPJWlGHqtMnX48HgtxxBKkAsWHLAadwWBeI9UcPB+Px5IdOpPHnM+ZASice35ywLuch0wYs5SqWDIpLsclX2MGKUvStzyOeW2hpPQnZcCbr2eZLc3Xnynll+PQdR1d15Ws2DI4N8agFmOeg/hMmJH9d4v+tLz+M8jNfZx5jkv/3zxfuU8vj2NeB/k+XILJXAb6oCRVnen8H/c+Lvs7c0Y7E+ctSYryPbpc22ncI5okR2BU6uVUgJ57Qb0933c5+7fMwuffl3O6BPoZPOdKgaW/eX3ncVn6lcG0MebB+lyeb7nel8+o/N4SuOexLIRMsy37YvPY5vHK9vg7ucc2+7tarUq587J3MfuXgfuHZU8iAxdj/MQEHJ8UXz8pfsInx9dPip/wyfH1k+InfHJ8/aT4ebEP13JApVQKMKy1rEQwVSpxrJV50NsEZ03JJRNl13VlN7zrOpTO4scPBX0z8UYGBLnkbinEmwNJ4EFpXO4VOh6PbDc3TFPqu8tB7uPgK84AUnKAZx3tep2CUh/wPnDoU2Yil/KVzMQC1GbAljMlwZ5ZGs+AZcLbmWp/ziYe+x5dGWRMwfLhcCgi5zngP51ObJqOOGczcrCbs3253ydnUJZgJgOmXAKb5zLrpmXAkoHlkj1vGcxmgJPLTjOIyCDazL1Tucfx/v6ezWZTAED2Lx/j1atX3NzclIyDJ7EaMhN0ZL+79bnctus6jscjda0Tccg0cd/fn/udFsygSpmyXpxLa+n58+ccT4dzOXBtcOOAaWpMXTFMI6LVnKFJkgwZOGaAcDgcEmthP5Y1mtdsBkhXV1cPwE8ISbKiaRr6vgcRnPeIUqwXDKAtqawxsRYuGDS1lIxeJv3JAOssii1lbFMGsGe93RDm++N0OnF9dcXdZMt94BZgeRiGsiGQ19bpdEJ0AnQmxpJdLWyQPo1NU5+FqpcZ2/yjxSQNx9OIMmBPue80EmNg7Aestog5k/ss1+OSXXW5Vvu+T2Wrc49gUAqJEaNSeeY4WIyuaZsVxLkfzwaCnyVNJJQxBgrwXm7abFZbNptN6bs8Ho/gwwPAludqSdpkrS0VA6kMdSz3Uc5QLzeupmmi0ukYnrkfdQaH+X4yxvDq1Suun1+z3W7p7YT4WNZo73cf2jP/SQC4i13sYhe72MUu9rM3EcFNlqCFSmua62tqU8G8ex5rDfJQTy7v8C8D0d1uV4LMcRypGzNnDc6i2N77B4LLfd/TdR0hJNr81WpFM/fTVXVNiBE9lxiJCLe3t6zXa54/e4uqqksgmnt1lkBknCZMXZe+vf54BHVmgPMzmULVJHDS1E3pRdH6XK432ilprs3ARynF5GwBd7n/LlqXQBjzLr4x6LkcMISAmNRP55xj7AeeP39O3TYc94cHZCy4iJ6zW1mc/O7uroxdHvumqrDBsV1tCtFEdCk4JoTUzxbOdO2ZwVNrXbJuIoKfLP00pT4577HOl5Kxvu857vZUdeqbe/nyZfEhk3OISOrnunnGapNIV4775I/nLN2ACahwlpUwSjENiVnSk3qSNt0KO04lS9bWTTlHDsBNUxMn9z7JA+tSiVnbtozWgnXnrFNTY2xNVdfs9/uU+TEaP/kyPlprVFQcDgdCPGeAjeiydnMfZxGun8XnrXfoKh0zhMDhdJwBSgJvwzRxd3fL9XXqnTRNm0ponWe9OZfhRh9YrdNGiBKNUYqoNW2Vxvw0prK7aVIFUDarrqyrw0zM03UdioebH+v1GjtOJfuTCUTy/Z8zbFrrtBacp24arHeJmn9eP/n+KplGI6ybxMxYN3XS9FNgZGZhBGIIVNIweUdVNYikjYRM8R/jTLzi7FyeaTARzLxuCZHd3T3X19fUWuNn0Jd16GKMxHlTQ0QwlcLaJHNwOp1QCOtuNYtnR1brWV/xjLHQSvP222+nLN804fGlXDKts0RWVM/ENGmziFJWmtdh3pzIm1b5GSlaEB8IMZ306uqq9ACLTt9v1ytub2959uwZfuxpdIUWYfKOYB2qNoTxTDTzs7WnUkJ5sYtd7GIXu9jF/jlsWY5jxwkTNdt2k4Rpg+BGhw4KHRRudLgAh2EEUzH6AMoQRROD4G3A20DTVtSNAQm0XV1Kw7Q2VFXN4XAk+sA0jATn8daxWa1pqpppGFm1HbWp0LrChshgHWiDQ1C64tSPPH/2Fkrm/qlhxI4TMrMfGmNACT4GUEK3XoMSJpdIGkZr0VXF5CwueIZpJAqINihTgTGcpokpBEbvCQh127G9vknU6vOP9a6AspwFU0qhTA2mwka4OxzZH0+gNEoZ2nbFqllhh5HheEJCJFjH6X5fGCpFKVQmSKgMRgm10YgCU2m2N1tMYziNJzyWu+Md++MO0dCuGuq2QmrBdAaLJXqHAW42G9ZNw/XVlqauMFrRtQ3dqsXoCl3VdN0KpTSbzZaqqqlNTXBJUbxtO9CKfhoLUUzXtNSmYt2taKqaT33qU1DX7PuB3fHEGByeiJtGjBKaytC1DcfdjugclZ6F1WNEi0EHxbPNDSK66KkZdZZlyEQqIQTcOFF3NVFFPI7JW1z09OOIGCFIYLIDKoIRlUr7RJXXbVWXjF7dGEJ0RHwK+scRoxTXmyueXd1wvbkqIOhwOABQm4roA/3+yKrt0KKIHryNSNR4G2nrFV2zpmtWBJeucbu9wtqAC8JkHbqqMW0SciZEDEJtDJ3p0EEznUamwbJq14k9PgT8ONEfEjjc3+8SCc0wYoeRfhrRbY1ua4ISgnME56hnco1pmohC0o8jMjkLIRadvRhjkQmYpomqSWy03nvudrvCaplZSLUkWYKmqbDKYjqNKA8uATGxFj8OaQ1LROsKPEQX0VSoaIhOwCsqVXG1vsK0HTYGghKm4DBtErh2zvH28xcE65KgvZ3oKoMKnvF4oKsMeEdjNIZIvz/SH0+cDkcanch5cJ5aaaooTIcT/f0RP5EE68IsSzL1+OgIymPaiqqpEAX9cKJuKrrGsFk1XG06WqOoRFDEsnmUs/Sr1aqU95Z+4BDStcVI23Vp/JWwvb4iCKimIqpIU2mipPLQ8ZhIiyKwbTriEnF+G/axAzgR+TUi8g9F5KdF5Pd8zL78ERF5T0T+7uK95yLyF0Xk/53/fDa/LyLy381+/98i8os/Yl+/ICJ/WUT+voj8PRH5nU/RXxFpReSvisjfnv38z+f3v1dEfnL250+KSD2/38yvf3r+++/5KPxc+KtF5G+KyJ9/4n5+SUT+joj8LRH56/N7T2ru53PfiMiPicj/IyL/QER+2RP18+fNY5l/diLyu56or//hfC/9XRH54/M99iTX6cU+Ost9QxmM5NI5OPeALHuC4JyNe5CNmMvb8o7zsg8k97LkcrnH5UW53yf3xMC56R9/Lr/MfSMyB5KZxS2fI2cRlr4vtapyJmpZ/pazPUtmvDwm+Xs545B31eHcZ/WYmCOP11LYPPfcZLCXCUKWfi1LI3NvzLKfR+bd/UwisSy1zDTy+Rry3ORxLdpw8zxlZs4EoM6lbcv5yFm6uq5REfxkCzOgmyaCcwynE9En1sqc2cy9ShJiWVPZd/MITORr6Lqu9Fzl0rplOeySwCNfc56ffM48l3kO8nWfyXRiKZ1b6sbl8c5+5j6t5RrP58jryTmHaFV64nJJai4BXPq9HPciSbGYy+V6zaLmeSzz9S7vQ2ttAWKrzbqsQzuM1NpgZpKeZd/aslw2X8uSeGPZF5bX9lLwPZMAZd/zmsslnvlY+VrymGU2zOz78u+XY/C4bzXPY2YQzd/PYDrf/8txXo6ZiCaRLwWcS0RB3kW0qhDROBdmCYsR/OJ5EedewHkM8zp63A+c10F+BuVxWc5Zfr18FuTXPp43f5a9k3msslxElpbI51/2EH879rECOEmz898Dvxb4fuA3icj3f4wu/Y/Ar3n03u8BfiLG+HOBn5hfQ/L5584/vxX4Ax+Rj9kc8B/FGL8f+AHgt89j99T8HYFfGWP8BcAvBH6NiPwA8F8Cvy/G+H3ALfAj8+d/BLid3/998+c+SvudwD9YvH6qfgL8azHGXxjPml9Pbe4Bfj/wF2KMPx/4BaSxfXJ+xhj/4TyWvxD4F4ET8ONPzVcR+RzwHwC/JMb4LwAa+I087XV6sY/AqqpiHEcOh0MhX6i7ln44Yt3I5JMeV6VNyYYYY0qAnkuIbm5uSiB7Op0KXXpm+MvAawn6crCSJQVyP1kJVoexBEmVNkXLbJqmlAnqOpqmYbPZFGCQz7XsK8pBfA7CltTe6/UaESnscdvttvQgjeOYWAlFJUa+YUQhbNcbtusNEsEoTW0Sq2HTtTRVTVPVc0ZRM/YnCB6jpPhX13UhAHkcxC/BTtM0hclxWaqVS1KzDEHWzMrgIsaIi4HJOwY78fLNa06nE/f390VoOH8/E3SISOmzC0SGaaRdJVr74dRz2u2RGPHWMvYDirnE1gcU4KylqWuurq7KHK1WqSTydDim/rL1mvVM6Z5BQA527+7uUinvXJK6JLlYEsJYaxNIEUVbNWxWK7qmQYugYhIT7+qGrmnpjyckks6/2+OtwyiNHSeY128mY8nlePn17e1tIc3I/ZFZNDrPoQtpvSxZGbPsRQaG+XjjOBawmu+FYUiltEsykSw9IHPv3d3dXWGm7LouyWusOq6fPyvkPpU2RB8wpDI9ZrCTNycyMUZeI0vgtZSWyEAhb5QArNdr6rlsMq/DpqoLGF+SEWXwkssr8/OlqlKmrq4NxiggYIzC2nEuTbRYOyLRQwh4mzYLvHVMzjHaiX4a8UQilPs5Pz8y8M6bDkql7OCqnRlJw9wDOz938rOjrZuUQbUT0ToqVaFCpDU1CoXEM8HNUmIgg7JhGPA26QvmTQ2JkbHv540NhRYpvcEZvC3B++TPm0d5DPu+RylVnkWF5CeTOH2b9nFn4P4l4KdjjF+MMU7AnwB++ONyJsb4fwJvHr39w8CPzr//KPDrFu//0ZjsrwA3IvKZj8ZTiDF+Jcb4U/Pve1Jg/Lmn5u98vsP8spp/IvArgR/7On5m/38M+FWSn1jfYRORzwP/JvCH5tfyFP38Bvak5l5EroFfAfxhgBjjFGO8e2p+foD9KuAfxRj/CU/TVwN0ImKAFfAVPlnr9GLfAbM+gZmmqwnBpTK04EAprp8948WLF2gjVFrwdsTbkeAmIp7JDvjoiNFzOhznsjjompbtepN66UJM5B4RlNHoymDqqvQMdesVpq5ouhbRinGcsMOERiGiMMqgRSOiUCgIYJQpDI05kFqyv+VAcsl6mPWbMvi5vr4GKGAmZ3kyoMyBdGaGW6/XhWjhdDrx5s2bEvDu9/sCVnNvTIwpANZGQfBIDPhgERWJeG6eXbFat0Q8SsNkB0J0VJUpu/rZj2VWE1IAu1qtMMYUn7IWX85k5l4loHzWOYcRRXSexlScDkf296KVFZYAACAASURBVDvu3tyWUrrco5ZB5uvXr2lNhZakP+etKxpxKkQOd/ccdvsCwK21qPlYWs6snlkAXbTC1NWcSZKSBcsZygzeM/HGOI4FSOc+xNNpSIQhwGF/RFAlIzOOthC7LDNyWU4ig+NlNjOXhubNjKZpShmcaM3+eCy0903TFPKP/X7PMI04N+G9RSlo25q2rQsw0XruCVO6MH/mNRlj5HA4pD7QeYMg+kBT1SgEO04FnLkplTxWVcVoJw6HA7vjoVznqm6YhhFcIEyuZNlyRmuZfWyaVJq4zBxnXzKhUF3XHPfnTZiUsXIJuM/9gNv1hmkYi/ZcXq8ZsGTg6r3HWYt3jhgCwXuM1tRVRWVMKoucM0z53BnAAoW8ZXk/r1arcv/tdju894U4J2f5Y4z4KV37Zr1O1zDZRFQyWYbTATelctvoko+ERFAz9n0CZCiaukXm5xEIxlQopTGmYru9esCcKXPfW/bDGDPr9Vm8D6WkvF2tUaYi+EhdNeXzy+qA9Uy4lHsv+XAqKD92APc54J8tXv/M/N5Tsk/FGL8y//5V4FPz70/G97ks6hcBP8kT9FdSWeLfAt4D/iLwj4C7GGPu4lz6Uvyc//4eePFR+An8t8B/zPn2evFE/YQEgv8PEfkbIvJb5/ee2tx/L/AS+B8klaX+IRFZP0E/H9tvBP74/PuT8jXG+GXgvwb+KQm43QN/g6e7Ti/2HbQMBPLvq00iQkgAaixBl6k0IfqStdCikEgR0S6U4DPoWJbJLcueSu9U1xXK8wwQvE9iyVl/K7O5VVXFdr0pO+3H/aEIbOfMRg7sluAmg5ecrTkejw+YLXOWL5cJLunslyVbD2jgAW8thFBEnbUIq7YlOFcyYKmcLZwZIYm0Vc3Vdo0QHpSIjuNYMi05UMslVcuysyVLp1KqHDuXo+ZMY57LnNnSlSl9TMqka181iUCmaRr644lpGPHWFWBLiGw2G1wIrDYbzByIZla9nN3LmcEMjDLI1Ejq8RNB4tkfrTVGFC4GBjvhYkDmMc90+nn+clYlk8/k3qJcQgvMmwQrtJiUpRlGKlWVTYSmaqmNQWJks1oxDUMi6KkqKq0ZTicU0HQd++MxsZWS/gEXrRO7Y9MwWpuYWGeh59VmUwBGIBbAlzcLctANZ8kMyaQiSs1C6+m6123HpltRaVNYUtfrdckeP6bvz/IAej7ONE3UM7izWcOvaVnPunN5fpbMjsv7p2mashmRx365EZL051y5rsxKmb+bSXJEhP1+z/F4LMfJGwb5nsjZwCxencFVvrZSdjuL0kcfSqYylxwro2lXHdvttqz9TLaTnzkAXdexbtcYMQSbyienweJsYN2uS09qus8jIbgHsh3OOZwNidkSXbJ7j8u787NkGBIZTde0qXTVJwKh6APeOuw4MQ0Dm82mMJgOw1CePblMMmWeVyULnMlTlhIjfEhbqB83gPtEWUyr+kPSUP9wTEQ2wJ8GfleM8QE/6VPxN8bo59K0z5Oyrj//Y3bpfSYi/xbwXozxb3zcvnyL9q/EGH8xqZTvt4vIr1j+5ROZewP8YuAPxBh/EXDkXIIIPBk/i829Yz8E/C+P/+4p+CqpB++HSeD4s8Ca95d9X+z/h5YDrJz9yKAi78hnJsRsy76ynK3JQCPOPXTLcqtlD04OvIAHcgIZuOUywQyoMihcnisH9Us9qxwM5u/l3fulltly5z7vkC9LOnO2Ko9JBoE5U5ezFctenXwdqcyseqBJlYP6GM/aVCIUUFiyVeqsiZWzZPl68s+yfwoooDZ/PgPpaZpmKv66fDf7mwPOPAcxJrmHnLlrmqb0Uy11xTJVfS61zIAqg/PsV56LDLaWPUFwZuvM15Kzm0vtL6CUweVrzPOUhZQzI2ReF9nyd/Jx83VmAJPBRwbwS98ym+VjbbK8XjKYykH+snTQGFNKFTNIedy7t9Qgk5n1cdlT1XVdGfu84ZAD9+Uazj/OOaJLf980TRm//JPX4BKA5fW1XJt5bLPlscu+5/WdN0ryxkoGlHl+8rzmY+bj5tLsJXtnXqfLbFp+BuVyz3yOfL7cW5ufEXm+87Mll1Ln9/M15u9k5tUleBTRZc0vxy1/P/+ZnztLncFlOfby3so/9cx+m0tRD4dDGdfl/ZjNOYd34cEx8zg9KHz5kKKIj1tG4MvAFxavPz+/95TsayLymRjjV+YSqffm9z9230WkIoG3PxZj/DPz20/W3xjjnYj8ZeCXkUrOzJwVWPqS/fyZuUTsGnj9Ebj3y4EfEpEfBFrgitS/9dT8BEomhhjjeyLy4yRg/NTm/meAn4kx/uT8+sdIAO6p+bm0Xwv8VIzxa/Prp+brvw784xjjSwAR+TOktfsk1+nFPjqb3EishdOYdoV1bfAhoNVZ78jZCe8sQiQETyWGyVmUEkLwxBiodVUC3M0qZRJqkwLL3BNUdTVBQFcVyhhMqPFEqnbO6AFumrXmak1VNVxvb+YMAATrsIMlNhFd60XQmvpG2lW3oHg/k5KM44iT9NlmDhRzv5+PZ2HyDIQyeMnB2BJk5d6eZTljXARZSUKhomlr+sOeyiimaYAQaZvEprnf70pwejodSyYKQKnuQRCr5v6rpjsTQuSMBiQdubfffrv4qrVOPTSmJorgY8RojWoadrd3JbOZdeKUUrjJMpGAd2YeFJ3kErquw00WJaC0wrkEiMYpZRDHuWx06oczkCDNhw8ON6YyMuq6yC/UdU2tDdMw0jQzDbzzROW5u7tju93ivefF22/z6tWrB0H/ZrMhehYgqU4Mh1iCj1RdAnjB+QJwM6DPZZl5jAKw2WwYx8SweTqdCrgvmwYxIFMKuNu2xSlFN/uTNis8q1W3KKfd4VzWY1MYo9nt7lmtksRCINLP90MGZN6m++Z0OLLpNhilU7mtSGIF1aaA0KZpGf3EcUplyXHe1Agz2U8UwQUP/iyWDmcSlgy4ctlt1t9bah3mDLvWms0qyQ8s+860KKy3BbQtezfzfRJC4NmzZ+wOB0Y7sWo7Kq1QRKJPJDAxRKISQGOUMAwj2+32QT9mBpAZeLnRnfvHZv3ADMBPp9Ncxtyg1ExINHmUMmgSOKt1Q7ARBGxI1+PxVKbBKIUohdYVqjKoWeMN5g2FuYTVh7zxksW97QNSldvbW+BcqbBmwzBMGBOIUZhGhxKDEoWay8GNSc/JzgiOyDQ5emHOlH545ZPw8Wfg/hrwcyUxqNWk0qU/9zH79Nj+HPBb5t9/C/BnF+//O5LsB4D7RanVd9zmPpY/DPyDGON/81T9FZG3ReRm/r0DfjWpX+8vA7/+6/iZ/f/1wF+Kyy2O75DFGP+TGOPnY4zfQ1qHfynG+Jufmp8AIrIWkW3+Hfg3gL/LE5v7GONXgX8mIj9vfutXAX//qfn5yH4T5/LJ7NNT8vWfAj8gIqv5GZDH9Mmt04t9tJaCPEXT1NRdQySVQOVsi3OO3e0dmhT8TTOAubq6om3bWZdqKjvV+ZiZLCHv/ueeFecct7e33N7ePmByy9m1zWZTsnPDqT+DP6WLkHReijlzmH/PmS0403dvNptyLdZa9vs9b968KVmnLA6eBaCXhCpd13E6ncpPJhN4OHa6aJSVkrBxYuqH1ONTVTg70g/HQk5wc3ND0zQPhJWXZZy5bDGTweReonEcGYaB/X7Per1mu92yXq85HA4PhLeX5Z95Vz8DRi2Koe8hRhTM4siKzSodbxiGkrXKpZ1Vk6jpUQpT1/TjQN02RSuvWa9Kj2BwvhBuaM6agXAuUbRzj9pyLvPY57kKIXA4HMp3cw/b3d0dIpppcg+IP3LJmbMeJbrMf84mHo9HrLUFkK9WK9q25X6/Q1eGr718j9VmTSCCkqIRqLWm6VpMnchJ7u7u2M1zkktac0Yu9/Pl7FHeFKiqCjvO63nWyMtlkuv1mr7vWXcr3nnnHYZhSDT9C9/zfRNjkp9QIVKJQmbQdjqd0qaDnVKf4TzvyyxULt3L/YU5G5WlA3LWZ5lJNcY8EJDPPXl53Ye5HPNBlggKmNvv9wV4hZAEz3OPYQipTDJLNBhjSglpzpLmLN+SLXN5/OV15fGvqqoQLnk7Z75DAmBusg+yeC44UOCI9HYgCDgEGwPOe+wiK58tr7kHlQshYkTRmIq2qqmUxk+WqR847vaprHLeGAoLQieAWp8ZVvOaXM5Bnr9ltvnbtY81AxdjdCLy7wP/O4lN7Y/EGP/ex+WPiPxx4F8F3hKRnwH+M+D3An9KRH4E+CfAb5g//r8BPwj8NImx7t/7iN395cC/DfwdSf1lAP8pT8/fzwA/KpkPFv5UjPHPi8jfB/6EiPwXwN9kJrqY//yfROSnSYQyv/Ej8vPr2e/m6fn5KeDH5weHAf7nGONfEJG/xtOae4DfAfyxeYPmi/O51RP0M4PhXw38tsXbT+p+ijH+pIj8GPBTJCbavwn8QeB/5emt04t9hJZ3rnVsUkAPTOPIqmmxQwJrXdcxjiOmOTM/7u7uCZzZEhNRSaTtmvRZYzBVEiP2gJsmREvKyIji+fUNb968Sex3kna3p35AdOq3EVGMp57rzZa6qhiPp6KHZb1nDFPq21uUg00uBWZ1XUOMtOvUDyQRZA7+ttstp9OxBEYv37xms93Q1G3x23vPZEdC9A/IUXIJmLWWpuuwzjGeTmw2G4bh3EuUe32MFkQidaXp2jWiDfvDqQDHDDaXc2GaFF5N/UzBH0H0OXBNwa0qRBI5K9i2bQF5xhiYM4tahLEf2I0jV+tN0t2bywurti5lr37sS1ayXa0SKIiBcRqo5xI5GywhRIZpQs1ZlmbVzsQlgeNxjxZVfFBVyh6OLmUoMAtGybk/CxIxCRK43+3ourYErrvDIbEutjWH05H7+3turp8BgWka2GxWc4miLcF+Bmjdek08HM4ZNYmYJrGFOueww8RoLW+98zZv3rzh+vqa3W5H17TnXs+qZjfu09x7y+QnVutuBiWqgIEsIp0Jb/JmQQwBAeqqQqukU+hGx+Zqi3Weuq0gBKz1TJWH4NlsV6VEkWBKNmscx0J2UzUN+3HCjqn3UPRZiiFnYqNwJjiZ+8S892w2m0LGggtJsNtUhWiIEDnuD7z99tt87Wtf45133mHsB1Ztx+7uHiRSKU1V15imZv+1HSJCW9eoIpMAVWU47XcFeGe7urpiGHu0UTRtzes3r4gh3ZfDoh9P5h5T71waQ2NAKZq2InjwwVI3Bm2EYTzhXSxzfTodCGEu/a2btBEQKX2EzlpEGUax6LoqbJ5KgZJEMhSZpUzsVPyRkM7xmBRmnMYH931m9MybO0AiurFzBl1pKmPw3hIJaIn0w8hq3SUCIEl6g0EJ0ziBi8Q5a/hhlFHKZTP2Yhe72MUudrGnayJS/qHOe+SRxAYZYoQQ+Jd/2w+xkxGpEyukjxFlNITI3d0d666jXnXcH/aYRXP9sr+tqipwiewkSihAp6oqFKlcTUSIJvX45N6yu7u7stOey+Zc72hMKj06nU48f/78AVmHc45Df6Lansu84Kwbt2Q9FJOyCkYMwzBwfX3N/f09fX/k+vqarut4c383B1zC/f19CXQhsN1ucS5wOCYpgdVqVYLpdtWVMWjrBuct0fmZbKN6QC5SV5oYhXHuPcukGDlztt1uub29TeyS1+s5O5O+exqT30N//m7OwOWsQyZ8yBT2IQSu16tScjme+sIUWM/EGzHGQmH/5s0bnr94MffPnTXmxGhOpwNN15YSOmt9ASqJiEXjfZyB8amUJ4oIbVun8kyXAEMwiuGUMp3TONKYhuGUMnF6JsWIKtJ165IdevbsGUqlUtG0diq211e8eX1L0zRcXV2x29+XudhsNiWT+PrlK66urtI46LM2nlKKsZ9KCeH9/X3JxBpJWbVhGHh+84wpZkmKM2i+ublhGCbskAhMam0KuUsm/1iv11RKlxJiL0KIUvr4pmkq2bu6TuMbg+Pw5nUBgE3TljWfMryBQCyacTIT4OyOBzabDXd3d0XSwC76RpdEP3nj4nQ4Us0llRmUyEwgk/vOMqDPGdmUMR+4ub4uQNx7T1N3JXOtRZimtPZNk/r/tKpACTKT6ez396UX9fXr12hdcXV1xf2rN+hFH2Uuf14yMu5OR2JMADE/N3Ip63a7TSAtVuVamir1a9rxnCU1ohj8SKhSWSycGViHYcTMmwDTNNFWbRmTbPnezRnOw/6uENVk0pssq/LVr341kQa5CRWlPBtvnj/nfndXKg52+z3d1YZhd6AKELXi9f19egbtB94ZGv72n/0JouUbgrgY4zelOvm4SygvdrGLXexiF7vYt2lHN7F6dsUYPffHA17BaRrZ9UdM1xCUcH88pD61yuCCpx8HrHfoylC3DaOdoDYc/cQYI8EYTs6ln2CRribUGrTBrFZYEV7v96xubqg3G5xS9N4zAVPwTJJ+rAo4HYm1YoiWSTy78YiXUDIlbd3Q1Q0aoasbJETsOKUSqsHRmbbohtlhTLvopkGLYTiNVBiGfc+wP3Kz3lKLphbNplkjDmrRGNKu+DT0EFKmxPY9tVIYoNGainSOTbfCDpbToUeiQothHDzTYJEg1LrGjamXT6JCofE2oMXQ1R1hstRK82xzhbjAtmqx+wFlPcaDsoE6CuPuQCuaOgqhH4nDhDv2VAFa0VyvrmhUTRg92/UVbz1/G40meiBIuf7goTINEhW1aQjWselWTP2A70dqqXC9RRw829ywqhpcP2Ki0OoKEzWuH8F6TBSwnjg5OlODjYynEWwaczc4mqql0TXKp+83ymCipHJLUdRSoXxEB1A+crzbcf/qjjgF4hSoUBzf3Jexv3v1Cqyn1RWrqqFCFR9yOZsRhTioMITRE0ZPW9Xs+xNHO3KYBl7e3+K14LQgtSEaxW48MR17XD9iTxMmam7W12AjWJ+yoyFp7g3BYSWiu4b1s2vu+yN344m9G3FVAoVNbQjeMvRHYnAMxwN+GvHTiBsTK6GvFL5ShFojXQWt4X48olY1VsPRjowqEhpDaAyThtXNFfvTkbprWW03nMYhyUKIQkdh3XQ0usKgCmtn0zRMweOI1KsORyQoSVmf4Bm9A6PLj1Rm/qnpnad3Hq80uu042hFqw8lN3PZHJqXYW4tXmmgqvE59c/3uQBgtJmriFPCDo9UNra7SnAm4eQ5GAidvUV1DrA33w4lpHl9Z1ehNh6wajsFijXDwI4N4XCXEWhFrhdORU5zwOhJqQa/r1O/LxNGO6KZmCp7TNDJ6hyNio8fPP6epx1UQW02P5eAHjmGkx1Jfr7AmEmspEijWO3wMDNPI3e6e/fGQNsuIKK2JWqi6Bt1UuOAQpYjA/W5HFHj5+lUqKw6gRWPaDodQm4boLdGoD4WJ8gLgLnaxi13sYhf7hNhjKtQcB3TrFW92O6Io2s2GqFQqjxPh6vqGZr0mRgiTZzj0jP1IbWoIUOmK1jRUYtBVDcbggLvDgarriFrjRYhaM4WAqmtUXaObpnx29J7V1RVBKbwIXiKOwBQcqjaM3uIIRC1ELWAUzbpjmiwxgnOefhgJEV6/uWW92fLixVsYU1FVNdNkcT5gnefN7R0y6zftdnvGcaJtO5TShBA5Hk/z7n6NMRXO+bn3JFBVGq0F5yZWq5amqagqTV0nELvZbBClEaUZJwsIMcLp1GOtQ2lD03YcTz0hgjYVdd3MMyG0bUe3WlPpms36iuOxx5gaY2pCiInMomrRKmlQNU3LdnuFiKJpWqqqRkRR1w1KaV7f3rI/HjmcTrx8/Zp+HBFjQBSmqqnqBj2PUYwkH5XGOk+IYJ3H+UBV1YBgrQMEpTRt26G1Ka/rukFElXH0PhAjaG0w83Ua0QTrWTUdEgSjK0KI5TvBR2KApmlp244YKX+nlKbrVjRNCyRiD61qNutrhORH1tlyzjMMI875Mof5OFVV07Yd3gdCiDRdx+BcWZeiUubKxogXQaoKGyPGVMQIfT9wOvWAIKKSH6ZCNw1ehNF7emvprUXVNVHr8rof+0T2U1d47xCBQJi1ERWm1qw26Z4JSjF6z+AcVdeBMTTrNfVqRbfdouq6nGsKodxjDjhNE5PzhAB9P+IjWB+omhbRhhDA2pQpHmPAAaquy/WaVUez3WAFhpB8mEJgmsfFCuzHgZOzxCr55UV4fX9PUArTtrSbDaquOU0T98cj+75n9Gk+rHX4GGlXK0xd063X1HWT7jWliErhlSJoTdAaJ4IYk8qwY6TdbMr4OKBerTBtS7Nel2sJBsZomcKEaQ2DH7E4ogGvI912xfpmQxShblvUXJ5pvcfHmDT/vCcg7IcTXsEYHIO3qKYiaCEaxXEaOJxOVLrCKINRhq7pqE3N2I+M/YhEwft8vNQDGkUYrS3nGedsa2caXn/1JRIiw3HgxfUN1ay/qFWVHxXftn3cLJQXu9jFLnaxi13sZ2ESz2Cuspors06MhaPl2B8TE5zTuNsT3keqIdI2mqpqidGziQ1WFPHogcg6VoRjYBVMAjUqcK26mXwg4iePiRUcA3UIVFGl40aP2ID3llprtDYEaVA29Uet12um+8RuuKVhOkysgkEm8CaijNAfB2JMZVc3Vy/wFvrjge12S3ARLQZQSLQ8u94WQGZUIvXoj/1cWpXCGjsG1jdXjGNP9DB5T20aKp3KurzyCbxWFbv7HVdXVyiE/f7EcLIY1aCouNp0eOsxKpVz2TGgCEhUGFXhpplaHo1EhZsmTqFnmgaik9K3F70QXCSIICrig6eSComCm9Lx7ZhK2RSCIIQp0G3WKHEQE7GGktRLhWiUTp8jaCKksdCpZG6zuqY/jlS6JfrI6TSw3W4BeP3yDd5FNpstKir8NCFVxKiKcS7xNNKwXVUYSQLs+BGlNcGDFkOjanbDgc6ssFMaL8KERvBEvA0MzqKoqHQqW2zrmuP+lMYKg9EVgmfsJ663N4nEpNWlPFKJAqWJkvr71ldrFBrCnM2oQYnBuEDXttwf72maVCKntXB6c2LcH1nfGLzzmKYh+onK1IVoQ+Jclug8bagJ00AjinGMiDhaY+axn1lDmahNWkN97GnnsslU5hjxIaBqRTcJrapgGmiVQu0d13ScvnJHCI62axEvuCESg1ADxkQ6nTTqGAOBFqNrgo4YXWOk4bQfk5C00bSzVtzGz/fGwdE5g47QKEUtBj3fE36MOAdaJ2CuJ0s7lxPWfUBHxzO1LoyQu92OKnoa1RJDpLcOcYndUbRBaVDeIqTy52k84VxiZ1yrDjdalE0MnSoE2q4jRk1NR2UNw6sjK2MwlaIfLNuu4nA4UE/QBoW2EP1Ii6CDRh0njPXUVUWrG06jp1WCOFCiaXWFP51QKlApw1rXBBcQiby4epu7455N03DynhAVug80IWXCn6mOdd0RTiMiAQkK5wKrpqP3UE1pg0lrTaUrgoVpn+6nxjTsJosJnhvp6JzBHz1X6+e4/cDNZst42/OsbbEqopwD/+EQmVx64C52sYtd7GIXe8K27IHL1rYtwzDw6U9/mq9+7av80G/7zeymxHYYlbC9vpoD1PR5Fc/Ma0vLRBOQWABNU/P69pbr6yv6vuedd96Z6bTPW8ZJF8kV1sDUZzOVxn+A+/tEbJJZ96qqwsyBbhHQFTg5V9gKc//XarUqDHmvX7+mrmveeustnPW8++67fO5zn+P169dsrzap7+v588LC97nPfp533303gZjNJoGcuQ/H1CkIv7+/nwlLEtX6brfj2bNnxDgDyUDpwwrRF8273W5HXTV0q/rBtW82m9I39vr1a9brNW/ubuceq4HtzTXX19e8evkmkc3sD7x48SLNVYwchgPvvPNOEdIeDkPRgEMrhimxVq67VelRAylacauqoWlr7u7ueP78OV/+8pd58fyt0k/ovQeJuAW7qEhi0TzrcGVdrTzP6c/c65h6rlRhFl1+xk2p70rUWR/rdDqhRBeWv9PphDaqkMdUVcVkzwyTcZbZzDHpWU/Plx7ARGySpA0WdwfVTImfr2WaJq5msDpNCVS6SjH0I86fSVKcc8RwljJYVRUSzqLUIYTSm5X7Ab2OBMn9mfUDPbD0I6gI9aMCt0xSk5kTtdZ4IurRnZ0lHEIIjM7iHuk1Lnu4ABQREygSGll38bEl+YGz9qJS8kAzEcBbXyjzE6Ns6gE860RGnJHChB/lzDzqvSf6mabfOZSPBM4abwCEOPdUtgzT+D7m1iw1kHvcQpyJRx6N0eMxmxylN9DIeY2FEEArqlozzVIqee2sVqv3jdF4SM+DzDqaSWhyz2HbtuxPx/IsjTGmZ9V8nSKC0nA4HNAh+60wTerfW5mG03tv+Nv/119n6icIXx9/fSs9cBcAd7GLXexiF7vYE7YPAnAAL1684PXr13zmc5/lr/7Dv8UUPS82L7gf7ghEunZmb5z///Ag51dq5q0MBEIMtNJisfiYaOLXq/WDb+qkxkQgIAgKRSDggqNSFYLgsPR90sMKBCY70VVrEn3DLK4LeAKzqhQRqKiwWATh9u4Nz29eUFHRh8SuuOk2eDwGw2k60dUdkYjBYLEcT0d2ux2f//TniUQO/aHQeYsGQ43DMU6J2EEjnMYTqyYFYjXnAHmwAyJCZzqmONFIQ+97tFbU1EwkQoXJJsC1MRtO4YRWFR6P9Y5GN6kETNW8fP2ST7/4NABTSPp7aVw6DsOBq/YKhWJv9zRVg0bj8AgKT8rMKZJ2V6tbIhFBOPV7Nt0GF5NGWEU6f8z/5ThPUm7P48u85bnIf8qj2i4fU5ne8r/wSMxKFoyDjz+j5nyiiw6Vzx89WjRjsGily/pZ+qHm//I6y+surS33vvNrmUlwSPTuja5n/0Na3WJwuLNAtKhyPjWDLbOgB8xjZzAJiMxr3UZHfHSt7785I/qhhxgMHk+IAYgoUQRyH5OUc+ZrjARsKtZ7MEeP5yeNS+R8l+fPPyy0Xn4v++15yJ4qkTJHgQRQ8jglX0N10gAAE0BJREFUv8FKfJ+UmSz8B6jRKCAu7nVBEuESYMQs1lB8tLbOYw2JhOg8QpC6LB9anNdYGp+0bvJYKxE0mjEO1FIzxQlQZb0kSzPhgsMoU8b8PA4BLXp+7p3n5Lx2lj7L/HuYV5PiNPSs2iTNcWVa1qr9piyUFwB3sYtd7GIXu9gn3D4IwGVtt+fPn6ed4eOu0GJvt1vu7+8fZNwkQjTqfXFD3u3Pv1cze2MW9s278UuLLgV+S820vJueabmDj6zWDafjSFWrWefsTC8OpLDLPgwiM6td1g/Lu98yizgDRa9tvV7z+vaWVdsWYeyclcqMd6/evOH5zQ339/e886m3uL/bl4zBNE2Iioyj5ef8nO/li//oS2Uc2rYt2UPvPev1mrvdjqvNhhACp/5E05wzh97Ds2dXANzd7VJIbdKxrq/T+dfrNbvdjpub57x58waNcH29LcLp3qcMyPE4sFo1M4OeQ9dVybxoUkbmcDicM5fWEYDv/sIXuLu7Kxp0OSszr6HyZ84WLKnev5l9q7Hi48/l18vsXv596V8BVnMm5Z/Ht1EC4dHHtNaoeM6u+ckmEhQRmLNsj81KJIfNy/NmP0MINKLTvVQybsus5QwKJeD1IyCcGUEX1/t4rJaZPBFJ94cLiEA+xeNpiEAw52zf15undNzZS/XBY5rkLQJESuba+3z+9J1K6fdlwJZ6aCJJwDoWf9OH870LlOzW2belD4ux1+kKl7nM4Bdgrvyi3zeey/lL4xnxHpIb6n3zH4UiqbF0LMuWxBjBB/RCw05m9s8HQ67S2EVJ0iExz3eIqcdYFFdXN7z33nt8I7sAuItd7GIXu9jFPuH2jUoov/u7v5vdbkdwHjdNDOPA82eJsj+L9+ZvLwOrbLnfCM4llpnWPIsU57KvbLlcbRmI++DLTryI0HUdh9ORz372s7x8+TKVHPlFhkUUkJgYH2cWMtX5O++8w6tXrwqNv9aaQ39g1axKD1Ndp9LBqKSUcOZSsix4XNd1EmyO8L3f+7188R9/Mfk575bXpi4BZlVVfOYzn+GLX/wi1qdMYNd2s06ZZ3fcsWpaTuPApltxc3NTxvrYnzAqlQ32tsd7MFrz4sULvvreeyhSKd3kHJ//7Of56rs/w1sv3uK9169Ytx2noU9ZSDUD4xhAmZIZ0FrjrS3ZC0FoqobBTnz605/m3a++y6pd0Q89ap6jB/P2KHfx9bJuj9ZemutvkAUS5H0A6oOAymMA9xgIPPZpCTKX78dH2xBhZgjMphCssw/Wo1GK6M/rWykFs4B2iCl74ubs0gcBgdKXF2bh9MWxU3ZKlfeSkPTDjYlyfYvrOefNZr/lYdmlIpVIPv7ug+MJBJXkQvI8KVHvu8/14/Wg5IF+YSm1nkFmLhF8DKgrUe+bt8cgfMzZVHn4GYnnz+ZNhA/6PqSMnyhFlFB8E4CoythAFpVX5+OF+BC8yfnazmD78b3xfn+X113mfhZ4z9dR/F5eZ4QQ/YNzv/32W7x5+YrVasX98fRg0+zr2QXAXexiF7vYxS72HTYR+RKwh0yyFn+JiDwH/iTwPcCXgN8QY7yV9K/+7ycJwZ+AfzfG+FPf5Pjv+4faGMN2u+Xu7o4Xz57z+s1rvPOIUiglrLrVg14hRQJwH3DsBwF2JLLb71mtVrz33nt89jOfWWx1z99ZBHtLILeMJ0zVcDwegSSAvD8cuL5+lj4fAkgSx0Y/CpZCgBgxc2/e6XhkspZhGHjnnXcY+h5CwDQNbhyxcyCUMnwHnHN8/vOf582bN4gIh8OBdddh54zbFz73Od68fs1qzoYFUjDZdR3DMBBj5O233y7ZP6D002XtJx8sdrLUTU30gfV2w/3tPVVTMY0TX373y3zPd303X3n3XT71zqdQMziUrDM29yGdTgdiABscu/2OFzfPQcDPmT+jq5QyCAGUSqmKEPjqy5c8v7mhrip2+z3tes31zTX94YCas3IfmLkKi1LHRxmLAOn48/ceU5SLLHqfcrYsf29pc3anBN2PMiF53WTwkM+Tj/9gLc2Z3aXFR+tM8X4AEGOcReQXa7syxbecTcmC1TmYjnPP6GPA+SAzVp25/+I5zTSv58WYu4ebHh9kBYh+wFilayVloRbpN3k0HgIEu8i0Pxqfhwd86Of7AL6oB8AtC84/8O0Dsndfb7w+6DPFPqD/631zjXoAwPL1PrYwg+X8HHl8PhEheooW3xJspw/M4xf9gw2CvImQjxeI77v+xyCUEFHhYUZYkyoLxtFSrzr2x0MB3F/PLgDuYhe72MUudrHvsM0A7pfEGF8t3vuvgDcxxt8rIr8HeBZj/N0i8oPA7yABuF8K/P4Y4y/9Jsf/pv9QP94tzyWHucyn0gbrHV3XPSD92O/3Rcw5g5S+74uAd9/3hWRCRFitVoX8wPvEwNi2bRFsBgrRRS59BLi9vWWzucIYQ9u2c2miRRmdyEHqmpAzAo9K/4L3tF3Hq1evuL6+xk6pf2x7lUoW+74/l2XFSAiRF2+94O7ujr7vi8gvQPRJvNoYk8hMrrZzCWQ692q1Yr/bc/Psht39faK/14rgA6YydF3H7e0th8OB7/qu70IkkYk46wgx8IUvfIGvfOUrJePw7NkzXr56xdX1VQGUm9U6ZRMPB6y1XN1cJ9IPpRiHETVniLz3NF3LNI4M48h2u03zoTXbzZb9fo9IIqz50pe+xPd93/fRNA1feffd94Hu962px6V4jzNoH5Qd+4DPfPMw8xvb8jwfdKxvxc9vKY79OmWDD+wbkEqcT/jNPwJ80x6nb9k+LL8/JPswy22/tRPy4Y1lscfbEx8OK2S2xy4vR+xbvZRvBcBddOAudrGLXexiF/vw7YeBH51//1Hg1y3e/6Mx2V8BbkTkM9/uyZasaBmwZAbCGCPXz86Mg1/60pd477332O/3xBh57733Sq9ZBjMZEGZgk/uugAL48o520zTc399jZ6a3YRgKcLTWcnV1NTNdBqwdqWvD4bCj73vsOLOxhVT6pSSJFAfnMUpTaUNd1azajnW34tPvfIq2aTA69ZNU2uAmW47xmU9/BgGut1cYpfHWoRDW3Yq2bkp5ZmZK9NbR1k0qr5uP4WfAW5kKASptIEbauqE/nmiqmmfXN0zDyGG35+bqGiVCWze8/Np7rNqOVdthjEnlnSFw2O3Z3d0TfcoqHY/HUhra1g3euv+vvTuKkauq4zj+/XfvzszOzs7OdrfdEFpbjETCg5SGEIiEIEQDQsQHQjAaCSHpCyaYaAj6YiThwRdRoiEhgKIRlVSrxBgCARJ8ESmCgkViJSXdTbvd7uzObme6Mzvt34d77u20CN1ul52dy++TTPbec+/unv/O3bT/Pef8D0vNFkuhwmOpVIorKNoGcBgaLMUbOtsGCvlCmjhDPHLSOFZnsXGc5vFFSoOlNJYPenVOD4tHuz78+gfdc7bvcy79WGk/l/cLsoz+LIcv87VaVqvfq+T/PRfve49W9Ruu7peLnTzjtbrO7PJH8ViAEjgREZHz5cBzZvaame0KbePufigcHwbGw/GFwMGOz50Ibacxs11mttfM9i6nA61Wi+3bt59WcCRJzgBmZmbSNRyDg4Ns27YtLdKxefNmxsfHqVarp62Ja7VaVCqVtKT/4OAg7s78/DzuzvHjx1lYWGBqaoooitKRt0KhQLFYTKd5AmmyksvlqFarjIyMMDo6SqvVOrUmasMGSqUS5XKZcrmcFvbo7+9PpzTu27ePdrtNu91mfn6eubm5NN6hoaE0Ka1Wq3Hp7mJcej9JJpPRw6WlpTQBTaZGujtHj8ZrVU6VyictSb558+a4kEU+nh6aFKaYmJgA4iR3aWmJRqORbjNw4kRcybNYLIaCJsPMz89TLBbp6+ujUqkwPT1NoVAgiqJ0hKPRaGAWl8x3d9rtdjrFM0mSFxcXKZfL5PP5NOGrVqvLeVxEpMcpgRMRETk/17j7TuAm4B4zu7bzosd/lj6nP8C6+6PufoW7X7Gc+3O5HAcOHMDd41Ef9zTpCl8vXdPSbrfTpKNWqzEyMpImegMD8cbdY2PxPmLNZrNj8X9c5CMZ/cnlcpTL5bCv1IY0iSsUCjQaDdrtNvV6nVqtln5+sv9Sq9VidnaWhYUFoihK9+U6evQoAwMD1Ov1NGFqNpvk83kajQabNm1Kk7LOanbJlNFkv67FxcV06me9Xj+twMnQ0BBjY2OcOHGCSqUCxKOKSfxLS0vpnl21Wg2Ip4UePHiQwcHBeOuAVouNGzdSq9UoFovpflnJvmbtsL9dUhAmWQ8YRVFczKBWo91upwloEke9Xk8LtCSfk+zdlRSWSfbLAlhYWKBWqzE8PEy73aZQKKQjpSKSXdHZbxEREZEP4u6T4eMRM9sDXAlMmdkF7n4oTJFM6kZPAls7Pn1LaDsvSWIF7y/qkCQzyX1JdcYoijh27BhTU1PxptUnT7KwsJCObI2NjVGtVimVSjSbzTQ5SZKbJFlLEkMzS5OXzsIPyehQkrgMDw8zOztLu92mXC6zuLhIqVQC4tGumZkZBgYGmJ6eBuKRrWazSaVSIZfLpQnW6Ogohw8fTtfrTU5OUiwWMTOGh4fTn0Xn9C4zI5/PMzc3R6lUYm5ujv7+/nTqaDL66B5vPr5169Z0tK5UKlGr1YiiKF7bNj3NwMBAKFDQpFarpVNOoyhiZmYmXYeYrBMcGRmhXq9TLBbTUbbkfcrlcoyOjqY/v76+vtPuS6ajzs3NpdstJKNyURSRz+fT96WzwqCIZI+KmIiIiKyQmQ0CG9x9IRw/DzwA3ADMdBQx2eju95nZzcA3OFXE5GF3v/Is30P/UIuIfEwsp4iJRuBERERWbhzYE0a9IuApd3/WzF4Fnjazu4H3gNvD/X8mTt72E28jcNfad1lERHqZRuBERETWMY3AiYh8fGgETkREpPcdA97pdic+YmPA0bPe1buyHh8oxqxQjN21bTk3KYETERFZ395ZbjXKXmVme7McY9bjA8WYFYqxN2gbARERERERkR6hBE5ERERERKRHKIETERFZ3x7tdgfWQNZjzHp8oBizQjH2AFWhFBERERER6REagRMREREREekRSuBERERERER6hBI4ERGRdcjMbjSzd8xsv5nd3+3+rJSZPWFmR8zsrY62jWb2vJn9J3wcCe1mZg+HmP9pZju71/PlM7OtZvaSme0zs3+Z2b2hPTNxmlnBzP5mZv8IMX4/tF9kZq+EWH5rZrnQng/n+8P17d3s/3KZWZ+ZvW5mfwrnWYvvgJm9aWZvmNne0JaZ5xTAzCpmttvM/m1mb5vZ1VmLUQmciIjIOmNmfcBPgZuAS4GvmNml3e3Viv0cuPGMtvuBF9z9YuCFcA5xvBeH1y7gkTXq4/lqA99y90uBq4B7wvuVpTibwPXufhmwA7jRzK4CfgA85O6fAmaBu8P9dwOzof2hcF8vuBd4u+M8a/EBfM7dd3TshZal5xTgx8Cz7n4JcBnx+5mpGJXAiYiIrD9XAvvd/V13bwG/AW7tcp9WxN1fBqpnNN8KPBmOnwS+3NH+C4/9FaiY2QVr09OVc/dD7v73cLxA/B/GC8lQnKGvx8Jpf3g5cD2wO7SfGWMS+27gBjOzNeruipjZFuBm4LFwbmQovg+RmefUzIaBa4HHAdy95e5zZChGUAInIiKyHl0IHOw4nwhtWTHu7ofC8WFgPBz3fNxhKt3lwCtkLM4wvfAN4AjwPPBfYM7d2+GWzjjSGMP1GjC6tj0+Zz8C7gNOhvNRshUfxEn3c2b2mpntCm1Zek4vAqaBn4WpsI+Z2SDZilEJnIiIiHSPx/sZZWJPIzMrAb8Dvunu853XshCnu59w9x3AFuJR4ku63KVVY2a3AEfc/bVu9+Ujdo277ySeOniPmV3beTEDz2kE7AQecffLgTqnpksCmYhRCZyIiMg6NAls7TjfEtqyYiqZphQ+HgntPRu3mfUTJ2+/cvffh+bMxQkQpqS9BFxNPOUsCpc640hjDNeHgZk17uq5+CzwJTM7QDxl+XritVRZiQ8Ad58MH48Ae4gT8Sw9pxPAhLu/Es53Eyd0WYpRCZyIiMg69CpwcaiAlwPuAJ7pcp9W0zPAneH4TuCPHe1fD5XhrgJqHdOe1q2w9ulx4G13/2HHpczEaWabzKwSjgeAzxOv9XsJuC3cdmaMSey3AS+GkY91yd2/4+5b3H078e/bi+7+VTISH4CZDZrZUHIMfAF4iww9p+5+GDhoZp8OTTcA+8hQjAC2zp81ERGRjyUz+yLxmpw+4Al3f7DLXVoRM/s1cB0wBkwB3wP+ADwNfAJ4D7jd3ashEfoJcdXKBnCXu+/tRr/PhZldA/wFeJNT66e+S7wOLhNxmtlniIs/9BEPADzt7g+Y2SeJR6w2Aq8DX3P3ppkVgF8SrwesAne4+7vd6f25MbPrgG+7+y1Zii/EsiecRsBT7v6gmY2SkecUwMx2EBeiyQHvAncRnlmyEqMSOBERERERkd6gKZQiIiIiIiI9QgmciIiIiIhIj1ACJyIiIiIi0iOUwImIiIiIiPQIJXAiIiIiIiI9QgmciIiIiIhIj1ACJyIiIiIi0iP+B0TcyEUdMhmwAAAAAElFTkSuQmCC",
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      "text/plain": [
       "<Figure size 1080x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 切换目录\n",
    "os.chdir(\"/home/aistudio/PaddleOCR\")\n",
    "\n",
    "# 查看数据\n",
    "!ls doc/imgs/\n",
    "\n",
    "# 选择2张图像可视化\n",
    "img1 = cv2.imread(\"doc/imgs/00006737.jpg\")\n",
    "img2 = cv2.imread(\"doc/imgs/00056221.jpg\")\n",
    "plt.figure(figsize=(15, 6))\n",
    "plt.subplot(1, 2, 1)\n",
    "plt.imshow(img1[:,:,::-1])\n",
    "plt.subplot(1, 2, 2)\n",
    "plt.imshow(img2[:,:,::-1])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "### 2.2.2 准备推理模型\n",
    "\n",
    "下载推理模型并解压,放在`inference`目录下面。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--2021-12-25 14:55:13--  https://paddleocr.bj.bcebos.com/PP-OCRv2/chinese/ch_PP-OCRv2_det_infer.tar\n",
      "Resolving paddleocr.bj.bcebos.com (paddleocr.bj.bcebos.com)... 100.67.200.6\n",
      "Connecting to paddleocr.bj.bcebos.com (paddleocr.bj.bcebos.com)|100.67.200.6|:443... connected.\n",
      "HTTP request sent, awaiting response... 200 OK\n",
      "Length: 3190272 (3.0M) [application/x-tar]\n",
      "Saving to: ‘ch_PP-OCRv2_det_infer.tar’\n",
      "\n",
      "ch_PP-OCRv2_det_inf 100%[===================>]   3.04M  --.-KB/s    in 0.07s   \n",
      "\n",
      "2021-12-25 14:55:13 (42.2 MB/s) - ‘ch_PP-OCRv2_det_infer.tar’ saved [3190272/3190272]\n",
      "\n",
      "inference/ch_PP-OCRv2_det_infer\n",
      "├── [2.2M]  inference.pdiparams\n",
      "├── [ 23K]  inference.pdiparams.info\n",
      "└── [845K]  inference.pdmodel\n",
      "\n",
      "0 directories, 3 files\n"
     ]
    }
   ],
   "source": [
    "# 下载模型\n",
    "!mkdir inference\n",
    "!cd inference && wget https://paddleocr.bj.bcebos.com/PP-OCRv2/chinese/ch_PP-OCRv2_det_infer.tar -O ch_PP-OCRv2_det_infer.tar && tar -xf ch_PP-OCRv2_det_infer.tar\n",
    "!tree -h inference/ch_PP-OCRv2_det_infer"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "* 如果您希望导出自己训练得到的模型,使用Paddle Inference部署,那么可以使用下面的命令将预训练模型使用动转静的方法,转化为推理模型。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--2021-12-25 14:55:21--  https://paddleocr.bj.bcebos.com/PP-OCRv2/chinese/ch_PP-OCRv2_det_distill_train.tar\n",
      "Resolving paddleocr.bj.bcebos.com (paddleocr.bj.bcebos.com)... 100.67.200.6\n",
      "Connecting to paddleocr.bj.bcebos.com (paddleocr.bj.bcebos.com)|100.67.200.6|:443... connected.\n",
      "HTTP request sent, awaiting response... 200 OK\n",
      "Length: 63830016 (61M) [application/x-tar]\n",
      "Saving to: ‘ch_PP-OCRv2_det_distill_train.tar’\n",
      "\n",
      "ch_PP-OCRv2_det_dis 100%[===================>]  60.87M  81.4MB/s    in 0.7s    \n",
      "\n",
      "2021-12-25 14:55:22 (81.4 MB/s) - ‘ch_PP-OCRv2_det_distill_train.tar’ saved [63830016/63830016]\n",
      "\n",
      "W1225 14:55:24.746377  1078 device_context.cc:447] Please NOTE: device: 0, GPU Compute Capability: 7.0, Driver API Version: 10.1, Runtime API Version: 10.1\n",
      "W1225 14:55:24.749907  1078 device_context.cc:465] device: 0, cuDNN Version: 7.6.\n",
      "[2021/12/25 14:55:30] root INFO: load pretrain successful from ch_PP-OCRv2_det_distill_train/best_accuracy\n",
      "[2021/12/25 14:55:31] root INFO: inference model is saved to ./my_model/Teacher/inference\n",
      "[2021/12/25 14:55:33] root INFO: inference model is saved to ./my_model/Student/inference\n",
      "[2021/12/25 14:55:34] root INFO: inference model is saved to ./my_model/Student2/inference\n",
      "my_model\n",
      "├── [4.0K]  Student\n",
      "│   ├── [2.2M]  inference.pdiparams\n",
      "│   ├── [ 23K]  inference.pdiparams.info\n",
      "│   └── [961K]  inference.pdmodel\n",
      "├── [4.0K]  Student2\n",
      "│   ├── [2.2M]  inference.pdiparams\n",
      "│   ├── [ 23K]  inference.pdiparams.info\n",
      "│   └── [962K]  inference.pdmodel\n",
      "└── [4.0K]  Teacher\n",
      "    ├── [ 47M]  inference.pdiparams\n",
      "    ├── [ 12K]  inference.pdiparams.info\n",
      "    └── [568K]  inference.pdmodel\n",
      "\n",
      "3 directories, 9 files\n"
     ]
    }
   ],
   "source": [
    "# 参考代码\n",
    "# https://github.com/PaddlePaddle/PaddleOCR/blob/release/2.4/tools/export_model.py\n",
    "# 下载预训练模型\n",
    "!wget https://paddleocr.bj.bcebos.com/PP-OCRv2/chinese/ch_PP-OCRv2_det_distill_train.tar && tar -xf ch_PP-OCRv2_det_distill_train.tar && rm ch_PP-OCRv2_det_distill_train.tar\n",
    "# 导出推理模型\n",
    "!python tools/export_model.py -c configs/det/ch_PP-OCRv2/ch_PP-OCRv2_det_cml.yml \\\n",
    "    -o Global.pretrained_model=\"ch_PP-OCRv2_det_distill_train/best_accuracy\" \\\n",
    "    Global.save_inference_dir=\"./my_model\"\n",
    "# PP-OCRv2检测模型包含3个子网络:教师、学生、学生2,因此导出时,包含3个子文件,实际推理时,使用其中1个学生网络进行推理即可\n",
    "!tree -h my_model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "### 2.2.3 文本检测功能初探\n",
    "\n",
    "我们先来看看加载加载推理模型预测得到的结果。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2021/12/25 14:56:01] root INFO: 00018069.jpg\t[[[378, 249], [411, 252], [409, 266], [377, 265]], [[300, 250], [344, 250], [344, 265], [300, 265]], [[233, 250], [268, 250], [268, 265], [233, 265]], [[101, 249], [184, 249], [184, 266], [101, 266]], [[25, 250], [52, 250], [52, 266], [25, 266]], [[375, 233], [409, 233], [409, 247], [375, 247]], [[285, 233], [362, 233], [362, 247], [285, 247]], [[234, 233], [269, 233], [269, 247], [234, 247]], [[24, 234], [53, 234], [53, 247], [24, 247]], [[101, 230], [184, 230], [184, 248], [101, 248]], [[23, 214], [51, 214], [51, 229], [23, 229]], [[378, 213], [410, 213], [410, 228], [378, 228]], [[295, 211], [348, 214], [347, 229], [294, 226]], [[231, 213], [268, 213], [268, 228], [231, 228]], [[100, 212], [185, 212], [185, 229], [100, 229]], [[309, 195], [338, 195], [338, 209], [309, 209]], [[231, 194], [268, 194], [268, 209], [231, 209]], [[23, 194], [51, 194], [51, 210], [23, 210]], [[378, 193], [409, 193], [409, 209], [378, 209]], [[99, 193], [188, 193], [188, 208], [99, 208]], [[376, 175], [413, 175], [413, 190], [376, 190]], [[22, 175], [52, 175], [52, 192], [22, 192]], [[288, 173], [360, 173], [360, 191], [288, 191]], [[237, 174], [264, 174], [264, 190], [237, 190]], [[100, 173], [185, 173], [185, 191], [100, 191]], [[22, 156], [52, 156], [52, 172], [22, 172]], [[284, 154], [358, 154], [358, 172], [284, 172]], [[235, 155], [267, 155], [267, 171], [235, 171]], [[119, 155], [167, 155], [167, 170], [119, 170]], [[378, 138], [410, 135], [412, 152], [379, 155]], [[294, 136], [357, 136], [357, 153], [294, 153]], [[232, 137], [271, 137], [271, 152], [232, 152]], [[118, 137], [166, 137], [166, 151], [118, 151]], [[22, 137], [52, 137], [52, 152], [22, 152]], [[379, 119], [406, 119], [406, 135], [379, 135]], [[229, 118], [268, 118], [268, 134], [229, 134]], [[23, 118], [52, 118], [52, 134], [23, 134]], [[294, 114], [351, 117], [350, 135], [293, 132]], [[117, 113], [168, 116], [167, 135], [116, 132]], [[377, 99], [407, 99], [407, 115], [377, 115]], [[294, 99], [349, 99], [349, 114], [294, 114]], [[223, 99], [272, 99], [272, 114], [223, 114]], [[24, 99], [48, 99], [48, 115], [24, 115]], [[120, 98], [166, 98], [166, 114], [120, 114]], [[364, 80], [425, 80], [425, 95], [364, 95]], [[294, 81], [362, 81], [362, 93], [294, 93]], [[20, 80], [54, 80], [54, 95], [20, 95]], [[234, 79], [267, 79], [267, 94], [234, 94]], [[100, 76], [184, 78], [184, 96], [99, 94]], [[20, 62], [53, 62], [53, 77], [20, 77]], [[366, 62], [420, 59], [421, 75], [366, 77]], [[303, 60], [340, 60], [340, 75], [303, 75]], [[235, 60], [265, 60], [265, 76], [235, 76]], [[103, 60], [182, 60], [182, 75], [103, 75]], [[19, 43], [55, 43], [55, 58], [19, 58]], [[366, 43], [421, 40], [422, 55], [366, 58]], [[305, 42], [341, 42], [341, 57], [305, 57]], [[233, 42], [268, 42], [268, 57], [233, 57]], [[110, 42], [176, 42], [176, 56], [110, 56]], [[22, 24], [53, 24], [53, 40], [22, 40]], [[376, 23], [412, 23], [412, 38], [376, 38]], [[299, 23], [345, 23], [345, 38], [299, 38]], [[233, 23], [268, 23], [268, 39], [233, 39]], [[101, 21], [184, 21], [184, 40], [101, 40]], [[295, 3], [347, 3], [347, 20], [295, 20]], [[373, 1], [414, 1], [414, 20], [373, 20]], [[231, 1], [270, 1], [270, 20], [231, 20]], [[123, 1], [159, 1], [159, 21], [123, 21]], [[18, 1], [54, 1], [54, 21], [18, 21]]]\r\n",
      "\r\n",
      "[2021/12/25 14:56:01] root INFO: The predict time of ./doc/imgs/00018069.jpg: 0.6686491966247559\r\n",
      "[2021/12/25 14:56:01] root INFO: The visualized image saved in ./inference_results/det_res_00018069.jpg\r\n"
     ]
    },
    {
     "data": {
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kxPI2y8H3fYbDoe1bsrMShiFlWdpw0izL2NnZ4fDwkDiOGQwGdjfadd2tXcv6ru90OsX3fd5//3201pZBJu0pSRLKsrS7MsKQuc13vFmmYHYD3qRMi6JgPB6jtabX622NCc+fP+fOnTu0220bYuk4DkmSoJSi0zEEaAkr6/f7XFxcsLu7a3d7wIQsHR0dsVqt6Ha7lo4tn7VaLXq9HpPJhH6/b8+TPnRwcMDV1ZVlgwVBwHq93mIYSR1lWcZ6vbYMqNcth9ss09eB67pb7UpYW8IGkhA6KWNhd0nZCP241+uRZdkWgyIMQ8ucrIfztVotlsslR0dHnJ6e0u12t8Z+YSjdFoTdVH+2LxLq1+DN8UXtL8D2S7GN3tQGi32fafUzU4phFZPyH+/v853qYTQbw/Nff/CA/+XRI1zgDPiPPvwu/9vHHwGGkfBv33+Pf/j4U3bYEFZWmLAEHxP64Fb/ACbVZ0H1/SqIhRATxtHDhGGUwMfVZ/9wds4TXbJyFAlQ5JVOFyUOJU5pQqhULZSsUM4rQ4mSJHllmcK7aYNtGDFGiweolIccHL1hzUStDg6Q+AFZoTnIzbv97dEOh5h6kBATcw1TV0X1U0JZwOxUS7hKCkTyLGzqscQwfeq867L6t9mjN+1igGlnSXXtv6o++/vZinkSk0Ue09q1C+WQpxme45CXBa6Wp6reXpnQshJvUzZlVU7aseFX7xLq4ZU3bTBhaL32uO9olNaUhYPvOUjQw9IHui1Kp2RHw98e7bJfnTLG1OnffHDMnz56akOqcmC3+pkD/853fo0//cXPAbgCRpg24rFhdrWAS0z/DqvPpV3JGJBj2kJaHW/fOO5gQrIAPgX+++WCT12HpTZtBl5tN9wsU9jYC6ZMPdZpgS8SA0WK73kkScY89Pn7D8349vOdHaZ+ROEGqCLH1eAGZu5XZUFRZPijDtdpKhFqaG2YUL4fUhQZpecSBKIFqcnzFM8zo19RyPiicVoReZ7ihAFKaeh1q3MyfD+kLHPKEjzPIc/F9jXP7HkOjtOiKEQawIQGB70eaZIRVjYkmBDcLFnT7vZI0zW60iCLnZJsOGIxX/Df/uQT/rPf+MD2e5WXlCSvKNPXb6daYcL4UKyBRdVKVlnCeyj+Vq/Hd3s9O4YoYI5pK3/j3gP+xyePGNy45iWwAwg/9W/cv8cfP35CgGmfAZs5qGAzrv1b73/I//rQzDRudZ+/+Zu/xZ/8f39JwKb9yihTb6dg2uqnvFk7rduGdeb969pgb43bqrX+Y+CPX+e7juNYym39mLyYUOLeFrIs4+DgAN/3tzQ0ZNE/mUysMe84DkEQcHZ2xv7+Po7jcO+eYXBfXl6itd6i7IEZTLrdLj//+c85PDwkSRK7gPF9H9d1rZ7HbSGKoleWKdxuKNtXjSRJCILAUollwTidTvE8zzqGJIQjCAIuLy9tKEyv19vqNP1+32qWiHNgtVptOdgODw9tPS2XS0snDILAGoFCky3LkiRJePbsmXUUSKy0X6OdfpMhBrE4XWDT5uF2RZtFQ0r6llD6xTlUDyuT0KMsy8iybKuO6+K/YshnWcZgMLChZnW9FxlwoyhivV7bPhXHsXX+3ibqZQqb8fOLlqm0/cvLS/b29qxzdTabcffu3Y3OQ62PhGHIdDplvV7T7XZtX0rT1L6njJVgHBziTLopLCjOWNiMtzJ2jsdjZrMZvV5vq4/LczuOs/U5bFOpb+rqfFVl+joQujyYkERxBq1WK3Z3d+14dXJywt7enn2P+vdEw87zPNbrtT1nb2/P6qIppaxDtNvt0ul0+PGPf2xDBcUhKlTz2xyT6kLhUt9Cv27w9vFF7C/Y2DVf1gbzqYxKZfpLmBpT9gdRi+9ijOi6BDEXV/w2ZjH3WwCXE+5XNu/Qh9PHn3LQ7/FwOieoHm2RZAxCn7PZgoN+l4NOj8779wFYPj+tvA5rs2h3q7GoSKHf5//5yU/53dGIJ2w0OcbzNc/dAN8LiYCWK2Xg2vfYuCAMPBxeRbyPouiVZQrvqg0mbhzzu4mwMu/s1L5SrAu8totSDoFW7KzNfDkCHrCJbYwr3ajI85mtluy0jQ11p93dXlWN+jBbgu9s6m4153S5qmRs4bDTA7GVlwsjeqsLUD50jA1IujbxX4WGJOFfPDuhNTLzkz9b4nZbLMoJm2BEcJWLF3g4urqeVxvzlYsCHCX6QpVunjjRtPPOalK/ygZ7fUhSAwddYJ0fLSBNSjxfM5qteNAb8evVGTZQeTrlB2yqWmP6fADMixyeP+f71WdJCZ0qqk8Di8zUUuS7BMDB4R3TRuyVwBZ+FEEcQxUi+GI2Y5qsGIRtCkyPvarO8IDW1QxvZ4zyfDsevM48+MvsBQ0obzM6qKp/+8olB66qefyq1aaVOXSWKTtJTCfLrcaV6xinTn49BbdEVUNEnpUoR6NwKXVutHKU6G65OC72mJI26mh0qVCOpsg1nu+QZ+Ycz3coC0CV5FmJ5zs2nFRToHApygzX8SkrHSeFi6scVKnQWpGWU0pVJf1xjHRHPr1CqU17mwQhPy1dctdj1vZZs3Fy9MOgEjj/5TbY68KGd5UlkQOuY+qz7fr0JjN+rdfl1zDOHoB1WdBxTP9+/OQR9w8OOTl9AcCziwvu7u7aax8eHALw9PSF3ehwMQ7m6dy0yf1ehwKzucH1Ne9X7bflm/f4l//X/81vt7ucrhZW3ynTmqASepd2Cqatvmk7fZkNdvP3X4Z3Zlaqx8OK0VtflNwm6tow0+mUdrtt2TxiiMviUfQwXrwwjeXw0DQO0Yf44IMP+LM/+zMA7ty5szUIS8cQY0BErZfL5ZaGUV1P4jbxVZbp1wGJpZxOp4xGI+tJ7XQ6eJ7HYrHAdV3L7Fiv1wyHQ7Q28eir1WpLH0WEhdvtNufn54BZbM3nc7Iso9fr4Xkejx8/BswCNs9zG48rnTWOY6th9Ad/8AccHh5uxVOL5tG3AbJTWs/wVd89vc1F987OjnXIgZlcDg8P+dnPfobrupydnQHGERGGIS9evGB3d9eyZwCrKxTHMe12e4tlqLVmMplsicyBaQenp6c2Pl6cJJ7n3bpjCLbLFD67I/26Zep5HrPZjL29vS29NWFKxnGM4zg8e2bkSo6Ojux9xckj7CnXdfE8zzopdqsJtc6SBNM36zseolUkzC4pr6Io7HPUnbVlWdo+WxSFTQwAxjksLL3d3V1b319lmb4O6vH73W6XPM+ZTCZW+6muG+A4DovFguFwaB09vu8zn8/pdDosl0t6vZ6tu6IorFCiOITAjH2u63J0dES/39/ScAmC4I11ml7nPd9W1r4Gt4t6exfGy5vaC9J/gmreGwF3gbLQuK5ivjB9tgW0Zwv2Oh1AoeYz3q+s0mS1pB21UIsl7yk4PT0F4MPdXVwg0gUD4IM7+/wff/KPATNf1x26W44Zpfjt4QhdwKIsOfNNX29pozMTr+bGKK+vNyvdmZtv/7p+gNss068U2rGLTjCuInlaWzwK3NAlBbI8J/R8grVxOB8B94HWIibyXFpRpUmSJBz4AW5ZGqbn9WVNsFVZ+6jVanF1ZZbx4/GYyWSC1ppub4Barzl/YpLx7YxN4hjHc43GR2DmhuU6ptftML++5Ic//CG/M+rzz6vn9gsoCoXjB1suv1KDr6rKdm44e15V4e+oYwhu1wYzi3jJPmWOOdX/oRPQw2UEDKpG0lutef+DIx795b/kDnBxYep0NDQJXF68eMG9nR12Oy3u1DRtyrJksVjQ7/fJK8dDWYlRq9MzO5851bPv7Ozx4sULPFeRJamd9+5oOAjb5KQoPMqaQ3cADJSDpxzK4ov1xVfZC46rKCvGnaM0ClVp8MDCMc+caoedbM3fGvX5Tdp02LDocuCvH73Pnzx7iAs8r47fwTgj/o37x/zJ46d4bJwsXlUX6+r8f+/Xv1tdLDf/tDbtWiqwwj96/JR///4xf/r4KVMM0w+M886triuOOoB/88G96oACL4BuDxYmMoJIg+/DYg3DHf7xP/8XAJwAf2+VsCoKYqckpj6emPK5PRus0kqqnGOFZFkrSjp5wQjDPOyvjK16t90iz1OuJwv2+0P0yQs8YS+V2m4g93o9JtWY1NeaxWJBp9NhsViw0+lw3DU2mALLOB8qzYeVo3K9NpFGh/0ePc9hX4OWqBbHIclSHJ9bbadfxgZ7Z5xDwNakWaeX3fZuoyxAZKAUwdRut8vz56YbCtNjPp9TlqV1ConzoN/vs1wu+fjjjy1zSBZLorJfFwMFbOaq4XC49U6SNai+4PyyuOkxfNtl+nVAspaIY0gcMGEY8vjxY374wx9aNpccz7KMbrfL+fk5rVbLhnuJ0wjgyZMnHB8f2/tora0DwfM860BcLpeW1VBfWHU6HbTWDAYDfvGLX2wJ7dZDcr7pqLe5enurp4S/TUwmE3q93pbz4OLigvfee4+iKDg6OgKwGbfEKSziynKOUoqdnR2ePHli6/X09JT9/X263a4VNZc6nUwmdvc3iiLbjupZDm8Lt1mmWms6nQ6PHj3iwYMHnJycAMYB7rruZ7JDBEFghbrrmQ/l/iIAHkWRvZY4IkSkb71e2/FQQpskVE2ErmGTkev09JRer2dFpyW7mjhNwjC09fr48WPOz8+5d+/eF1p4fdXttB5WJiFz3/3ud5lMJrTbbes4FlHu/f19iqKwbWmxWNg5o9frcXp6asekMAy5uLjgd37nd/jzP/9zWz9RFDGbzQjDkEePHrFer23bfvHihZ3fbhs3s9N9E+adbwu+TDi/LnOiVkC5qhyagNKlYV5oRX9gds/LvEApzaNPH/LgwQf0uhEnzz8F4PjoGIXJngjYbKQSojoYDFgsFnzyySd2DBCntoTQyDgQxzEahyTLWa7mBMORNX5zNHlREvhhlXb6xrvAlrEOhj/zqpJ52Rh02xIJbwWyEhTFYeXgqJKiymAmzhRXleRlQeCGuKFHnqcURSUEDJxcXPCHv/E9rq4mdoEnY1oURZyfnxNFkc0QLOxRrTUPHz7kwYMH9pE8zzOMyCKl1fYZVmExi9mcqOVRFjmddmAXW53Qw6Wk223x8NEj5rMJYX9YvY6Pcnx0YRbTdideOVCYRaTyjXPoZv5GyVNmW8M7XpWfly1VJCdea27b8goqlKoIdVXhaAcc5ZJlZqO0ANpC5Ang9PyKo3v3WJc5e3cMl6jbabGcG9bszYy+ku15Z2eHTz75xNpZwgxvt9s21DuqRMKvry5wnRLHcQkj39pjz5+94O7xIYaTYXpxPRxUIUzm15/jX12mJnueo4tasTkoShwcnCrTXhvN/nrF9wZ9OssZv9vpc1kRF37z+BjylD/sRObZhMHYasFqBcMhf9jt8XQxt9UjbVVhGFk//4kJpGy5Dl71+XF/wLPZ1IZSRsDdTpcny4X9Tlr7TAEvpjNGgz7vP3gPgMePnhBWny2ynI7vcXBsmJs/f/gxJ1enfGds1k/ikvgp0E5T1n5FnNh63s/P6vuF2ilgxqcCtxrdFVD56PBdD6dyFQVAp216/sX5CTs7u3zn17/D7HpKtx3S65o1mue6aGU2Ox3H4b33TBlINJFsBl9eXlpmt+/7nJ6e8tf+2l/jn/7Tf7pZf3ou8+UC3+vw5Mkj8jyx7K7z03Pu3D0gJ6M+20hbfZN2WvcBSPnVQ8xehXfGOVRn2ogx+bYnUlkYHh8fkyQJ8/l8y8gAY1SLroycUxTFFvtDvlvf+TYp6UJ7DdmpFW2a+u6553m3Ti2WDvVVl+lXCXGoyU5Tnblz//59PvroI4bDoQ2fEL2n09NTgiDAcRxbR1JWrVaL1Wply0vCgiRUrM6C8DzPhnfAph0IS2V/f59Wq2V38wGbye7bAOkzNwf2Lz7gvx56vR6u61qNHNGwWa/XW2yNs7MzgiCwzyfZGOSZZbfiZghUkiTWOSEaVGAMXgmfErYNGCbhbTMybrNM1+s1Sinu379PWZZbbB8J8aprdkn8t4xhcRx/hnkn58o7y99i8C0WCztuSqpPKXNhwcAmFfvBwQFaa8sC8n1/KySw0+nYxYXrunYsvxlS+1WV6ever85MTNPU7oxLtjEw9XP37l1+8pOfbKWaF4eL6OWNx2M79iVJEp/oAAAgAElEQVRJwsHBAWdnZ3znO9+xzy7jmoxz9R263d1dTk9Pb5XJUHe2vUm8e4OvHvXMcvWUvV/UXjDsgoI8zWhHNQezLhFiBjXDNZ5PefDgPlmVFfTornFUOo4P2jACxaEsz5Smqd3oqT+fhJqK01nm2larheP6FZuzS8Jmx107JiNPulzbDXHzHrJYqWftkhCOV0NrfWtl+vVDnGEOrg2G0KzWC7QfkiQxKmoRts3YNQd+sLvLLz76K/r9oSRbstmIzs7OrF0sc4gw29vttp2bADvP5HmK4zp2AwFMvbq+Q5GnlGVhU9w7js/pyQkHd/bxA8MwsdpCaNAOruNs6VWRF+C4KM84hjJdoirngwmyK7cdQ78CkLYmi8I6c+iLz22OyTfuVcyIigGjqn+O44Fr2smi0qe5G7TQOmURLykILd3o/PycKAjtPFTXx5N5LcuyLYfB3t6e1RINwxBXOeiqs4Z+ZHQTFSRxilc9292jQ5J1QRC5ZDrDVRIeaeoxTdcURfaF+uPNMpVjmzJ1QReoWvlUX8JRoMSpluV0sowO8MNOnz1yRqIfdH2J48AyXtHvjlgnmb1GUZYEvo8GsnWKL5InVUUk65QgDBhWmdwCJwBt2H3+OqEzW3BYOVcd12Mdx5DmeK7LKo7pVQyYJM1ZxzG/M+gbB8uTpwAca0iSNVEUoKZX7O7s41WszvuUPBgfkK9jWsFm7H/hGJ0oKauCjVOW2ubc55fp67dTRzmkeULgmfuryrFmNYIxzCrJVL27t0e+zpldT8nLgnS5ohWap1unOXsH+/zsZz9jMBhsZSCvM/H6/b5dw2dZxt27dzk7O+PDDz/EdytnYLvLcrXE9aDQJZQmlBVgf/8uz09eUOrEtlMwbfVN2+lNpxCwRVp5Fd4Z51B9F1o0P+RF3sRxIgwfMOKmwvy4STXudDrWsK5/Joa6sAtkkJpOpwRBQLfbtZOUOITEsBdnhOwOx3FsG7iEWdQ/q2uc3BaEmnmbZfquQYyK+jvCRphWdtMljFDSC8pxoTDDJpVvFEVMp1MrVO37vl0QixCulJ20JxE+FuR5zng8trTobre75Vz8tkAptVVWgjAM30qoiWh31ZmBvu/T7/eZTCbW+BCGXxRF1uFRf2ahM4vjAjb6RSJSLKw1OUdXNNP6YkX6WT18Ue4lKUnrP18Ht12mUgZ1B1Z9IqmHooZhSJIkOI5Dp9OhrEIDwDgy1us1o9Foy7CX55R+dHBwYEPRwDgmVquVfS9xvmqtGQ6HXF1dbe0gi+NJQkp7vZ7te71ez7KQ6v3xVfiq2+l6vbYsCNkxE4dNu93eSss9HA5ptVpbQtsScifnBkFg39f3/S0Gar1ti65dmqZb76yUeumu3ZeBOIXqYt71GPgG7x5u6j3U7YUvokeloRIXVehK3HmSV1LDDvhBiJieGuj0RwSuQ+n4OI6H65h2rnXGahlbG0zaznw2wfd9Ou2IeLUArRkOjFN5uVzaDT2l1MbOWiWUuLjK7MamlPiyK1tqKBW+426FGbmUoEEpp0ppD1/ENXDTBvsyZfqVQlb7Nw7ZkdDGlZW0uy0yIGxF5GVOUtVRhhFl3R+MQGumE2MLRaHPOl5W9VXiOrBaGvtMbLAwipjPZlbPzveqRZjjsk4ToqiNF1YyDFrjOQovUGRFitRPmcHuzj7nV2egSoJ2z76S1tqwOApVq1fAdS0tSGPq/eaoKN//VRnFbi6263P5a89ttuAAxzE/auca2SWN0kadagm83zOSvj7Q9kN6/SFX1zG5JP5wNOt4SdRqkaWJSXWPhJXBdHLNYDBgPl8RhTe0PAsj1lzkGs+rbDA3oExTpos5g24PR8lmOHiey3Kxot2OPlOnjie6OK8//90sUzDz3aZMHVCOjdxStsGUW2OIqzwKbYSQl8CB40Pl3ERr60XyHIeg0quJgpB1muCg6PS66KIkyUyZpuuEdZIwHo6Ik7V15+oqFtDzfcq84PDOvnEIVdjbGbNYLXGVgxf4JJV9VmpN6Pe4urrivfsPoGJCUTH/XN+hLDXt7siKWPfDLlma42KYZOJhUIDOM9zAteUgzUqpAsdxX1GmXwy+F5JTiZZL+KPnk2GYbbFOONoxNhi5SSHv4KMzaLXbUNlgZVmyMx7SigLSJK7ZYBntVkiRm+QrfhBQVLpqvucQBh6O0qALCrGtNCyWCZ1eyDpLcZWyekiuMn5XBQQq3BJa14Drix3+xe20N7XBfpWc4A0aNGjQoEGDBg0aNGjQoEGDBg1uGb/69JEb+PTTT3nvvfe2skSMx2ObIrjuPddac319zXA45Pr6muPjYyuoOp1ObfYhYYeAYYHUwyPqNC3ZcRcarAiICpMhyzJWq5VNyyzflRCV29Qc+jZAGF03PctSvhLmJ2nptTYZpebzuWUy1D2qErJST6k9mUwYjUbM53N6vd6WmLh8PhwOt3bebzIv1uu1PSZt6tsSWvZV4vz8nL29PcvYqjPEtNa2rrMs4+joiOl0ytHREYPBYIvpMh6PefbsGf1+34oxHx4e2oxnEiIqIvV7e3vkeW6zRAljUUIL2+22vbewNYQ6LYLmX4dob6vV4mc/+xnf+973LCMKTPs9Pj7m448/ptPp2LYr4VzdbpeLiwuur69t35JwjvPz8y3R6brY8WKxYH9/3zKH6uFTURRthamdnJxwcHDAeDwmSZItYWUpO2Fh1llPaZoyGAxI0/Sd7WPtdttmxQzDkHa7bdmJwiyAjRbdcDik3+9bfTTRUhH2lJQ9GD0irTWtVsuGQMN2yF8QBCyXS1sP/X5/i63UoMGXwacUFLrEdTzSijm043mkixVB24RZS/qdAri+vmQwHHJ9Pef43j2WC7MTPr2eELVbrJPMZlMDkz7d8zzmYoPVmN03bbB68hE05EXJcjElHI6t8auUwtHYEJUNtN3eVtWfFr9qUWFfEC/bW1Y3D2oHpTW+MqwF3fFtPfQw4rrGbhowrnbpS60Iozaz2QzPDylKSLONHpHnG+Z9tzegrOrj6nq6yV7Z7xMv1xRlNVcBk+s5w1GPgtw+o6M8KCFTEPhG6y5tmfnAdRVlaZJGv3R3XH12f36Tn4yKTbZdVt/w5mCg6sLk9bJzKFV1zHGIgJ9WwtPfiyKgxHd9srwQQgZxlnJ0dI/JZMLx8TGD4dCG/4DRn3r+/Dm9/vCzNthggHI8vACePzOhQXu7exSFptftkGapYX9g9I4O9sZ0O22KPCdPM7yoCnkHHN+z0Ru3ibqAs5IGIkyiWutyXZefLRf8oNMlTkuKioHjuIp79/f4+KOf02sPrE5Ruk4IopBep8vl5SXXl1eMdzc2WLff4+zsjHa3Q55WNlgU2vMWszl7B/us47X9DA2reEW71bY/odLM3N/YYGLXJklCoY3kQl6UrNOSKKjYUBrKJGUwGJGlKb6NUHFQ0nLUdvncLkfl1VpwJdBWIdfXpu20vDZRp4XWJUEQ4jq6Gh/AD439Ohzt2ARWULPB/LCywRZbNlipFVGrQ6kVZSHC5E5lg0Hge6yWK8rCMOWHgzFFntbaSPWz+qX8GgaYb5xz6L333rPGcl1cutfr2bAuWTQsl8uKujhnNBpxenr6GWqbUP6lUUgYmoQo1SEhGpLNR5wUcq5olaRpajU0ZHElYSsNXh+O45AkCa1WizRNrTNOBrEgCCiKwrYD0ZDp9/s8f/7cCu8CNpwlCAJms5k1MsVxKGKJdb0ox3EYDoc2XENC1ERLpdvtsrOzs5WOcbVafWsEqb9q7OzskGXZVsZBEYjOsmwrDOzp06e0220eP37MwcGBHRPEeTybzYiiyIoAS2iqOPqiKLICdBcXFy9NuXlwcMByubTts+5kFid0PRPXV435fM73vvc96/gUBEHAixcv6HQ6RmCysuh2dnaYTqdMp1MODw/59NNPbT8JwxDHcazAZD27WJZlpGnKe++9x9OnT7ee4eLiwjqERLgaTL+7vLxkb2/PCE9W9SPjpzjU6uf0+33yPN8KB3wXkSSJDZkQTSzHcTg9PbW6TwLf9zk5OdmaGzqdDgcHB1ZUXcLpwDjG4zhmb2+P8/Nz235Ft2WxWBBFkQ0LhG29vwYNvgxK4BiXQjm4ro+qFjUZ4LUjlOtQak3QqgSFFybEaDmdMByNOTk5sYtErQsjBl2aUJPriZnfO50OrhcYh3JNiwggrNlgRZ7Tr20UoTWeB63IZx74/KNL4zhSulqwONUm38veSjvbXoBvtEegrP0PNh+Vqha62rPfc7UmxujN+K5P2zcL7xVG2HboBuSFtjZYmhVoFP3BgOfPT7hzeITjVlqRaxMW5vk+8/nSivAOR2MuryaMx0N0WeI4kOdSV4rhsEc8X9HqB6yqDESuDkmykrDTYrSzQ+B6NhOUq0obslPPwgZs1Wk9lM5msbs5rahvcDOoYF+5cg4ZWdx6JjsHrTRaaaMLBYzaZr5O4jX9docsL0hzjR+a0vLykMdPntFut3j8+Ellg5k5Tvr7bLYgjODgjkkOdHl1zc7OmHidopRLGLXpdkz/vrw8xw8cm2ROV7VycDBmsVjRa7dYV+H9UqcTQJdVgpjKHntrqMYLbf8AR5dkScr3Ol1WmeaOq8irNu8HAS9OH9Hr9ozQd2KcObvjHSazKZPZNXfuHvL400c4nnnXIPJRDnT7HZIsRdt+XJDmCcky4b33H/D0+RN0lYlQU3JxcU6r0zap611syvrBqM/F1Tl7+wdkaULUNj0oaockCZRZSeD6oLwqLBD6/Q5FlrNK15RqE6SrcHAqQTeNtxW+SyUTfmvlrE0jcKmNWVVJyN0SSg7EBsNhEedopTg7OWF3f7R1Sd8Pef7i9IYN1uLg4JDJdE673abb67NOzKZGfzBitVqxt7fH2fklh4dGhL0VDYnXExbLGWHo0+tESPIx5eiX+sg2elVfvX32jXMOgTG+e72ezTgGm51T2GjUiFhwr9djMpnQ7/ftLvR0OsX3fSuOJwt6Sf/seZ5tLMIGkMw6SZKQ57k9RxxOwhK4KVD7NrIafRsgCxphXcmCqy64qpTayjx2fW1imUejEVdXV1aUbH9/n93dXZu5qqjFnN4U8663o/V6bfU/ZJErDsjz83ObyUocR8KgEMdCg9uD4zikaWodMFEUURSFdeaJcHG/37d98/79+1tssMvLS4bDIb1ejydPnthMhDs7Ozx//tzqWdTvI7pBSinm87llCsoYIMyXmw4L+fu2MxW+LkSk2PO8LaFoYZiUZcl4PLZttyxL+/vDhw85Ojri008/BTZsPWFi1stzf3+fvb09JpMJd+/e3dIDiqLIOsqyLNsSfP/Rj35k+/FNZoscq9evZJETIfh3GfLMwiQVQfCzszOrR7RcLnEch8FgsOW8mc1mnJ+fMxgMbDnXxx4wjr87d+7YDYw4ji2TMc9zPM+z/eHrck42+GZCdDWSJEMs3hxwPZdSF2gK3EpxsxO1yPOEzqDH9XRCvzes2WBzXM+j02mxXqd2zvQ8h/l8XtlgXnXMjJ/GBuuSJGk1/kqWUICSPE8o85xp1OMn1fMWWVaxScptDZqb6jLfdC9ADeoGq6as3AHbiy0HlE8EeMqMx2k1fvcxejNhK6DUiuPjI3utyWRKv99/iQ22y87uLnFsEgpou8GwrZHpoKz+ied7ZHFe6YSklvVA6RC2XS4nc+aTKWHgsajOz/IE1Y7QqtIk2by0/f3mUkxZx9C314m+kWffLPjtZ5WzIfBdFmy6SqvdoswLyio13MW1mesHgx6djpmz7t+/x3K5QutNBs/RaES32+XJk2fcu2fazu7umGfPXhCGIev1ijTNcX3TLnzfp8xyUAXz+ZzBwGyyZHlGt9smSWLavTZox9ZxhOn79WQltwVVdyRWAjuaGxpWShO2AlYYptBqHjMcVg6LIkUrTVEa/dLV0szjuixYxitKCh4+fMjdu3d5+OhTAIb9AZpqjTMaGhoPZgPuYO8Ou/tmc+/u3bsUlVi1VtCOWixWK8O0K9IN6cFR/OhHP6IsTYYvYTWJfegohzzPKApIreahS7xasb+7RxhF6Eq8XiPsF+czjo63tY2nbJRQTVN0QwYlyY0zZxGnjHt90CV7+yNOz8/Y2zOkjeXCaNeZ6IINk2c2W3B+dsZgIDYztEVXtBqblosFh4cHrFbGsZckK3JtsqaVRQ6ex+T6qjo/t3OUOWDK6PPGo68C3zjnUBzH7O7ubu2G18UM0zS1Cxyh7WdZZkPEZOEii53FYmEzEQHWeJfv1cU8Zcc6DEMbPgTGWSXpzm/udp+dnXF4eNiEGr0BhDUEWIYGmDoRQXIJFYONyK1kQnBdl/39fXs9YTFMJhNriMo9JIOV1tq2K3EQZFm2pQxfFAX9fn9LqFrYTLPZbCussMHt4WVZBF3XZWdnh8vLy62MTvVMA3XcuXOHk5MTXrx4wb179ywbrdvtcnh4yMXFhW074tRot9uWkdHr9Wy2tCzLiOPYGrbT6dS2UQlBWy6XX5ujUJ5L2G/18oiiiHa7zfPnz23bPTk54fj42I5r19fXW45uEYEX5wPA8fGxZcfUM2aBST1///59ptMpg8Fgi7oM8Ed/9EfW4Sfjr/yU0DIRCQfDKBBnkVzzXYTjOLZ8BoOBzb4iY4i0UxlbJOy4nuq3Xld1hzVgRdlvZl10XZc4ju116uG2NzPPNWjwJnAwWcAitwqRtDvUkJSadb5CKZfE2mAOWQJZahZxRZlVwsJUhnfJfD6thP7NPc7OTiyjUOGglGvDANbrNeicKHRRkcd6be6TJAnKhXbLJGiup1KWEHPXVZ8NHxNqyE0V4m+6o6i2iJJd+LoTRb6TrTPctlnUG5HtKjMbMEvW7LiKwFN2jEYXjIZdlNKsshjP1Rzsj6sLllxenNFu+ZUNZuzhNFnSbvnoMqcsjHOxX6WaTrMc3wvJ8gSXkipBFEUB/cEQlE+eJZRlzqBisSnXiBBLeIssHTUlWqkq7bmE/7zOsuyb7TCS6nYwi2Ak45feMMosu4ySDDjoG5vGdYzo887+DhcXl6hqbivWa1xnW7RZfj88PODFi1NevHjG/XuHzGZmE6Pb7XJ0d5+ry1PyLMFzHVZL079b7Yj5YkoUhfR7fRYLc06epyzXSzwFYehzdXVFMjaOoxYb1qynbrkOlXFObJcgW9kQS4URJgbev3sHdXpKWW4GmVa7TxB4nDw/tXPz6Yszju/fY72K0Qqur6aEVZic0hAna0aDMWmaEVRi3cd376FLTbyO6bSNo0wyzT16/IgH9x8wmU4YDoYkaUKn3bOP/Uf/8x+jcMiStNYvXOOb1SWOo/BrNli70zN9NMtZTqa0R1X2WaBQyswH6qYjTvhot4C60vUN815pB0eb5AIeji2fcS8iThKiwMVTCq0gCCobLAgo8oQodMnzkrASRzfrOiNsbxxlCq0lA3lZJbVps1rOra23XM0JXEUcz60NtrtrSCFlWbBMlnTC0Dy+klfYbpfOV0iI/8Y5h8Iw5KOPPuK73/2udcDUd8KzLNvKTFPPINZut20jFz2Q9XpNlmWWDSDOBHE+SPpsMIus+XxuQx7k/nfv3mW1WlmdiSzL7Gej0WjLKdXg9SEdLI7jrTCJs7Mz6wRar9fWGbi3t2dT3Mri6aY+zWq1sotlMAv/PM+r3Qizw193Nk2nU4bD4VbYknwmGXvqqewljLEextPgdiB6LcLKkOxa5+fnNvscmDo+Pj7m8ePHtTS5pv9dXFxweHhomXyHhyatsmQclBTqdYezUsq2n/oO1PHxMaenp/T7ff78z/+cDz74wIaTglmcS7hP3SnyVcLzPJ48eWJZdwDPnj1jMpmQ5zm9Xs+ymuS9JVX8fD63Y5rv+8RxbLW7xIkjmh+ScUhYl2BYW2dnZzYUShyzYNhd3//+923IppT11dWVTd0uY7WUuaS5PTo6eqeZeaL5A8bgjaKI1WplwyAlDFnSoy4Wi62ME0EQ2PIQzSUpizRNrTZa3dmTpinj8ZgoiijLkocPH9o+IY67Bg1uAy2oQktz67TJgbLMCVyPOE5wXXEogHI8tC7IE6MVsm2DpaRJwiTLrLN3f38ftCZerVBAv9fBc8XRPahsMOPsKSre/t27d1itl1ycX+FFIddgU5trpYjXK5s+2ML+XbEN1Es++iZCdvZvLq7UZ/1mfiswjr8sx69lZT0B/pUwQmdr4ji22ZEO9neNDbZe0+/3iVdrrms2mALiygaThX+7bfRiFvM5/cGIsoR1XtlgZcl0tmIw6pKna3x/s6TRGnA8HOWitcmiBeDikqeFvMJLoXgJk0R9zu/fElSCGy99dadUKG3WTD5wMjMbZPcDj7xIOTk7Zby3a+2CeLXi3vERjx4/Zh3HRK0WRc0Gu3v3yNpgd60NtkZriKKgGl9q5BwFo9EOWmPSrlc4vn+P09NThoMO/+c/+Sf8+q/9gE+vDFPtdLxjJUBuPwy93FDs1M1AvA085eEDf/X4Y34tCO14+fz5GZOr64q40LI2WJ5llFqTrhNc32M+m230C30jdRJ4xgaTTbhpTW5Dl5rpbIpXOYcePHjA2ckpg9GQdRwTtiKmlQ3W7ff4/m/8hol06Gz69tXlJePdHdwgIE9Mv97ICMB6lXD/7pHJpsaGAaOV+ad0FfJVLytuT3NTNLGU0jg37iQIgFjWeJ0+3TBkFS/I1glBq8N0asakwWCA63osFws8z9uywQTpS2ywbq/HarmkU7PrkzRnPBoShRGlLnn48BHjkVk3xOuETtRBkUvQ4a2Vx5vi63+CBg0aNGjQoEGDBg0aNGjQoEGDBl8bvnHMIaUUH3744Va4l+gsaK23dqFPTk44PDykKAqrMyMsIPFwi0CoHD85OWE8HlumwGw22wpTq4cMCFvk6uqK/f19qy1Uz1gWx7HVxmnwxSBMhtVqZQVxwehvBEHA6ekp+/v7Nlzv/PzcZMTwPD766CMODg5sPUgYYBAEWyyuJEnQWlt9D9d17ed5njMcDq1mTF0vRXSvRC9E2kSapo0g9VvCbDZjd3fXsk9EG2g8HlOWpWWxhGHI06dPbbinsFPAiEiPRiPLFpNdmcViYZkWIh4v44gwlIS5JH354cOHvP/++5YplqYpBwdGnE6YZV8na0hCjEajEefn55b5dnR0xHK55P79+0wmEzuOZVlmM/25brUbW+2+SDah1WplRcAFRVFYNpHneXbsvLi4sCFTwriUz66vr6021GKxsMfH4zGLxcKG9oVhaGPkfd+3Gbq+juxvrwullGU2zWYz1us1Ozs7tFoty4wSSHaxxWJhx7c6Y8r3fdvOwOxoiUae1tqGOEq2MxmrPvjgAxsyKazaRpS6wW0hCl1wSpyKjuMDXq4pi5Ru1BU9YE5fXHF4OKYoPVzXp9yywUApl51dw9aW9nl6espoNGIwHBv27myxZYO5rmuvIXP19HrCwf4Bl+cTxge7XCUZqgoRKFH0O13KiWHsSdhHPTrhZdmrvrEWW6WPouoFoIwot6qHbQBxlhP7ngmhTzNrc/cxYXvTq2t29w5otcz8enp2QRBEGxvszh36A8NajVpt1klibTDhqCSJsfP6gxFFCcr10VW9JllGb9RllRa0g4ikCiN00azSjKjbozvuUzouItrgaQ+3cHFLU48y6klI4c1MZPLhy6JVbBjiN7YxUHvhEoVGmzxf20Qq7Zljrk8HuIqrcM40J0kSDvbukKZrFpW9EIYtnjx9znqd4rg+y2VsbbC9/TsMhiOyrGCxWHB1bfrlfD7fSuAT+oHNBNWNAhbpGsfzKcrC1uGjh894770j5rMZvUGfZbzi7thc4wIzF3u+S57ccrZO7aDZXLOsQhRLtjNPCbloFHQ4PXtMEBkG79HxHeJFxnsPHnA1uSQvDWMlTzPmywWB5+P5HrrULCoRdhxFEIWsFkuG7RGl3shf53mOHwYoR+H6HqNBZYNdXhCFEVmRM5/OKHRp9IqAq8k1g16fTrdrIieq4+PdHebLBWmeozyflu+Qrk1/DPyAvJLgwNvYYKJDp7SDWxo+j6p9dlu8LV2VtVNJzStcG4qlcSiVY4PYeh1jg82nlQ22OyJotyrx+40NVmoIQpP5UuYgnW4yxnp+yMeffMoHH3wAgB9ErNeJCbHTiuXc2GC9Xp/l9ZQ0zfGDiPc/+A7TmZFoUKWPLgyLts7Q3BLuVpryK4wr+8Y5h0Tvok4VlIVLWZZWOwZMyIgIqEpGnXqWHQkti+PYhpXt7e3ZBZ3oicjirp7WvixLa5jv7ho65cHBgU2HLY4ESbf6LodBvKuQeOHRaIRSyi7kZbH7/e9/n8lkYuuknrVKa81Pf/rTz4haS5hhPSRRqKeSOlocPUIzFENUjjuOsyVsLk4sMIu3xhH4diBZ6ESIXupUtGkEJh7Y9OcgCOzYAKbfXl9fo7W2IZ9gnBISnhYEwZZ4cpqmNvzU8zzrhHrw4AGATSsOG4ex6L+02+2vrT0YYUczOYkIMmy0msThJc4XCT0S589yubTtXN5BNHQEEvZ0dXVljT8pnyiKrNMoiqKtcpBw3bIs6Xa71uEHG/0uSeMudSlODskO9y5nf5QyEEF00RtKkmSrHKQuut2udebAJmubvLPg/Pycvb09+10pmzTdCPoul0ub2Q82GxQNGtwGCrAC/TLu+YAXuFAEoAsKLTbYmOvrBcNxlzwrSZK4lgxCVzZYSRzHDCongrHB1nieZ8WLNzYYtbFWs1iYRerOzi4Kl93dXbICBqFvl265zknTNZ/tAp8VTv02zNw3nWE23O6GVogGXN8s9LQyY5VyTZlFwCyO+Ve/9wOupxN05XEzNliB77toDT/5yc9wqhCXNM3x/QClXLQuKAoRwDXZq/JCG+HwokB51X28FnEOqlqIepIkQjn0oxYFDoupCZFe+VU2rMLBjXwcvS1RQqVEpat8XJ8tl8+GBrnwikYhukXlln7IJvu8NA8AACAASURBVAuRlOs7PP5ar5gpH/WSMEsARzuUZckp8NuVMLjYYK7j4N+wwXq9AUq5BIFf2WDms7KEyWQGOJUNZo7v7OxwdnbBzs4OQRCRZxl6bWyTpLLHsrTAdyOT7Q6smHWn07M2/EZYG4q3tZmkpLxAVTX/eZLXa2BFyoP9A6QdKMfFd0yYmOs7LCtnW7vVBkcRhSFlqZkvF5tMu8r0r8FwwCqOrYMhSRPCoLLB2pUNtthslAZ+gOMowlZ1neq8Xq+H47qUuqTb69lwMw2ElS2Y5QWr6TX9fqXvqB0KXdBqhSTZGs+XOq+3/fJGv7s9bHpuXVWuKvma/h1sbLD37j9gsVigXVCuQ7ouUOIEKkuUcnFd/xU2WG41sy4uLtnb22E2WwAOPbFP47hmg8XsjvfJU9N+V6viJfPPBl9HypB3xjl0M+aznkJZdk9fB7KjXU/P+8uU6IUxJA6DusCq7O4XRWEXgqI1JOfUs+jUBYnX6/WWIOpoNOLy8pLd3d0tsdQ4jun1zMB1mwZ6XRNFcLNM5f2/Ssj90zS1Bl2SJMYDWzn16kwqEey9KQwuf8NmYSrsAq01u7u7XF5eEoYhJycn9v5KKaZTI3A5Go22MpHFcWzT3ctzirNI7uE4zlbK+rIsrZ6KtLM0TfE8b2uRJ+1KskKJ/kq9HdSdCHUGgTg0gyDY0iuShaQ4qXzft4vo8XhsF/ee530tGYmEjSBlKotRyQ5x25Oy4zjcvXvXlrUwLMSRUWdsTadTwjC0fVUcH9IHfd/fyio3m81MloeisM9fHysk65Zk15L7yr2lnuUzKQ8RO39d3CxTMAbYm5Zpq9WyOlzi3JSMfvJc0t53dnaI45g0TW0GNplgpW/Ws/xJOYrDRrSKZCzt9Xq2vMSIrDuiiqLg+vqanZ2drXeV56z3PflbFqVlWVrtnsFgYPuk4zhMp9PPOJRus0xfB9IWRfPsZRDGobTjetlItjb5TMpdFuRSF/I+nudxeXmJ67pWF0qceMKaTJLElpWcUy+vL6LLIOO4ZEiTZ2wc4+8u6vWrtbbZVaU/3cyy+jKUjhH8NP1f2YxGCWZ5bP4sMcntMbo1gYMuwfd8yryg090sUuoZQuPYLPhkLDdjhkdZFohmhVIaxzFja5ZlNpsMCnqDAZdXE3b2hiyygrASTw48TalKtKpSm9vhuNq31YFh09Q1d/Tn6NLUy6K2Wfh5ZQq8Vrm+DupZVPNCoxyNUhs7UBeOEQDPCqAkzTM77+Wp6Zu+75LlGcr1LftiOV/QabdZxTHtTgddpbperla07KamA45Lrjes60GrxcXVJVEU2VT25jkLJhOj4djvd61OUFFkrNcxRZHZOUHepygKnGpL3fNgXTkFFC4FHmHoAaVNw12mGqVcCDy7shLmUOkqSjTaUVyzWaTGyzVR26cE0iJjsVixW83beWHmAs8PmM0X9HvmvdM8g1Lj+wHrdUKrFVpdwb39XbI8wcFFuaCVec+8zPG0z//P3rvFWnZl53nfXPd93/tc6tRh3disItlkUy21W2lJUNwBJEOGEEENBEGAOE+BEwSRESgB/JA82UBeHAQJkMSOjABGHuI8SYClIIliwYZiBZLVasstWS12k02yWKxinVPnss/eZ9/XZc48zDnmXrvI7ipWH5Hl7jMAonj2ba011lxzjjHmP/4/ChSUJQTGE7drS7H+yW/+97CLiMGkqKU1RFGI0galSwjtmlOqeGPduQrs9+36qiYL0CVaG8Zzy10DtmAymYxJUxsf1OOzMFQYYwuI5+fnPt6dTKa88MJVH4Nh8Oi/IIAoDiiWC6p8SRo7MnM0lc45n03p9Trky1mtYGGvKQwijFn5p/lJ8djTxAsEitjxoKFdkSEyaBRKyWZ1RRApEqBJQrma+rVyNDyi29tyBdKA5dyO952tbRt/LVfkqxWdVntDNAWlqEqX47nrSCKr/NfMGhR5bueH3I6DbtsKMQXKkk7XkdgSgw2HQ3Z3dwkcaXeR50RJDEZjDLSaPbwqpYHSBFQBlKZg7AASpr3jnmt7j8fUAWnGFnzDi4nBAgKrsBa6+TyUjd+SIFKW/w5oteyzfXo6snN/YOd7ZaI1XVQoIIDcC6sAXlyqHoPZdcjdcFxBu8w98bVqpJwMjyEKSeKIBAWOpz9JQubLkjxf0Ot1WCwdIj9ruXVwvZY+7Titx8Iyrur+fZI9V8WhOrGoBLH1ROuiTJxTVRWtVssrlkmyCDaJlwRJgmSwQf3R0RE7Ozvkee6RP3KO3W7XF3zqhLUffvghOzs7vmhUVziTIPoi1cpksv5+PpVz/jRNBmkcx75os7Oz45NTSWrkc81m0yei8/l8g1z6aUz8C1ZWezAY+ERdKeXRXbBZoJEWm8lkglKKNE29EpYsYkIm3Ol0Noo2UtCqtzHJpNJqtfxCWA8K5bjD4dC3+sikIy1z0hZZb5esT1BpmvqCmxQ6ZQx8FkmZFD+kACnXI1B/KchelOVu4Xvw4AEAb7zxBo8ePeKtt97i5Zdf9se6f/8+WZaRpqlvZZJxVRQFW1tb/txlQUrTlNFoRKPR+IjCWLvd9m1QEvyDTe5FLe3rX/86N2/e9At5mqZ+HH4SpcLHfSrX/aw+lSJkvRWj3+/7tkhRy4K1tLqoa41Go42C7JMsDENOTk74mZ/5GQB+7/d+j9u3b/u2sjribjQaEUXRRpsgWDJaea7iOPaLNNhiqbR53rx503+n7vu63wH/XF6kTy/Kqqryz67MQfK6FNXkPsh8WfdX3VedTofRaOTnnzqJusy3nU7H+wr4iL8+yTiVtku5BjnOZ+HHS3s6q8cLVr0r9Ghaef9JprBBZRjGVJWxBSHwO+eKgFAFfpdUVyI1bROBZnNNTDubTej1Bj7plDVZYjBBv2VZ5udVpRTNZpOiKDYoBJRSHBwcsLPbZzqdM2g3eeDOeblcYnpQms0dbeV7qKwajVWRMf46n7T3LWv29/Pp0/r1aayeVMVRjDYGrUC5pC6MAqrKEEc2Zmg1Mh48tF7YHtjWvTi2Sl6V1oQOBdRsNn2732w6JS/sWjnY2qIymljZeypIe/GMxhbUZrOZn5+Oj4/Z3t6m3+9TVdUGAb9svEkcLvP6crn08bEQ7Tebdv1ttlrMZjmdbofJZEjbKafN5zlbg11OhqegQrI48QTkWudoFVHqggZrfEGjkYEqGZ+doqIm/W6P5UIQ/inG5abdVpsyt9cZBoooiV2nQoXWa7QmQBQ5ugoVsZK4LUhsbVQbK+elC4LQzu2GusrVD24XGYMFkUXjBUYThKEvEkYKQFOFIXmccAb806FF8f/8525zfO99/r9797hz6xYT91sPT4aYfg/V34Iqh94WFA5xPJnD9WvcB9Jul56712Qx98qSBLhbVHTi0ONR8q0B72hDp9kgBt439rdCIOz2YdDnn3/j67x0ZY+3narUUMXkcUqhNp/mJ8XKTxWDUUOJGwjCkMpoIrXGtlRhyLkxPABuAHnaRn7R9DMeADf3tmBZQMO+c7BYoICHBpoKRquCvhtvi+971taqJOFsNuXf+Nm/DMA//8Pf5ydufo4Pq4qHGlIgcAXjD8sCRUh7d5fvLFZop4qWfu42TEbQaJD0OpA2/TWxWMLeDoQB7VdesZVc4B+8+TZkVtzHKNt26ouyyxWokEZ8ETGYwmjbjoxSHsUKECQxwzxnDpzCGqnj/q1ck2ldmEABVZpw5GKwwuVX0goXhiE0Gt5XwIa/vK8Ami2YTyBLYbaEOEHtDNYHamSQpX6cArxtimcep7IxK//BJ4vBnovikAS59dYLCQhkgb3InVsJfg8PD7ly5YpH1NSRG91ul9ls5qWSJTCpqort7W1fGDLGbKAOjDF2Ma1V6+Q3y7Ikz3OfNIIN2gX5cZGBc7vdfqJPgQvfEX+SDYdDdnZ2Ntp/pOgxm828CpEET9Jyp5Si1Wpt8LM8DeKiLnff7/d91V92Uer3aGtri3v37rG/v++TxiiKfJIjgee3vvUtwCZiWZZxcHBAkiRe8UnufVmWvs2mznIvzPZZlvmJazwes7W1xWAw8O0lcm5gk2UpPsl3JFmU42mtN9AydVTIZ9FiI9cpLT5y7/r9PlEUeX6ai7QwDH3Se3h4yHA45NVXXwXw/Dg3b96k2+3y1ltv0e/3WSwWPrnY29tDKeULvJJoR1HkOWFk11rG33Q6ZTCwSYwk4IDnoXp8PICd2KVYKWPsaexxn4IN3p/Fp9KSuVqt2N7e9gUyGednZ2f+uQQ7ps7OzhgMBsznc1qtln9OnmZ8yfF+//d/H4CvfOUrnJ+fk+e55/SSXSu5L6IGKD599OjRxvHOz8/98yD3XSnFaDTy463u+7rf5b0wDC/Mpxdp8/mcz3/+8x5hKGNkuVz6uUDUFcVvdX+Jr2C9+x5FkUdjyfiV1r96SzbwEX99knEqBaw6l9HjGxOX9vzYk2Kwejzz/cwoRQ5UOiQKE8LQtd4CBkOkIqqi5MYLtt3j6OCQK7uuDdhoUBC4Akyv22E+ndFsttClIRQOCw07W7uURUmWZqCh7eSXA6urTZY0MJUhFlW0SkNQUeRzNCtmNP0ObCMZEAYpSpWbHA92zxaFQWlDwBoVY1TwEZnhx+1JMVh9k+ciTM4njmJYrQiSGK2hdP6MjPXP2ckhg51tHt67y3XX+gwRBtvukKYpxarAuPOazKcM+j3SJCQlolHZWNhoTagSl4AVGB3QSew8KZxMlbEcNXKtOzs7Gwlfnuc+ySnLku3tbd577z1efPFFHzPVaSKCMKbT3eLtt98GoNcbkKQNDg+P6DYCOg4pVuoQlOXvaLW65EtNkFn/JJmiMnPCsCLFY9g4Pjtht99lq9sHlaBzQywbeCVMZ+fESUgWZygpeoYxaIPRFo8QKChWDklQVjTbLVQYMpmvaLjk2miIQ0ApyqogiCIK10IXhoFrwbsYpLfECzLHP1sM5gqiRhOElpohUQnakedUQGU0RRzyKEj5EChcq+A/ufc+/wzYvnWLbwNz94uNnW24fZvf+Ma/oI8tbJy5914A/srNG3wD6AG/NV9v4H4XGAJNVxjyfRvNLvciex0jbPEB7Dj8v89HKHfsfwFUyo7fY2CYZBShzYdkZXvSGve4T+HxeGFJI80IlWuXrJYkkcJUiioE7RQUq7DBqNVhBPwp8NdeewPmtlCKUpC2+c3TIS3wSnt/7vw0UDAFGmnsi55PE6EooGi1+V+//ecA/MRPfYXfHp/xTSAL7KgTUoBGFJNj5+5OIwU3V/z2m99Gu+NV7txkZtzC/kYMTFg3kz0CJqsl2gToQHEI3HHvtZMGcaie4NOnjcGU5exRFsVUKSz8B1hiWA363MeO6IPat6SV9nEuuQnAV7/KH2ILZ76gBbRr/y++4jF/ia9g3egWY8ew+ArsHBS535dxCnasPus4FdTVs8Zg6nnYyXvppZfMb/7mb/pFY7FYeOSLQHHrMuE/qL355psA/NzP/Zwn6ZRWB4H5p2lKp9PxjpXjCydJGIb0ej2PJoA1F8fp6amTwFvvfAjCROTuJRkdDAa+9am+o/2D2t27d/niF7/4fX0KXKhfn8ZksM7ncz9IBYEjxYwgCDg9tXKT165d81wvjx498r4W+esnWavVWks9pqlPjLrdLu+++64PzNrtNkEQ0Gg0fKEGbLK1WCzY2dlhsVhweHjIl7/8ZQAODg6YzWa88MILBEHgx85sNiPLMprNJgcHB9y8edOjpF544QVGoxFpmnJ+fu4RKGEYMplMPLKsXuEVwmNpJ5Fg6uDgwLdcDodDXnvtNf/eycmJR4pJ4vdpmxRHpG1LEvw/+ZM/4Utf+hLj8fhCi5NZlvlnD9atLYKAqCPIGo2GJ0MuioI7d+xSdffuXbrdLmmaMh6POTk5AfDJcbPZJAxDxuOxf3aiKGI4HLJarbhz546/11EU2Z5ud39msxk3btwAbAFDkE4nJye+sPEke9ynYMf4s/hUeNa63S6TyYQXX3wRgLfffts/D4D35wcffOCLSdPp1BNWw9PNI2dnZ+zs7Pgx/41vfIOXXnrJ7xi3Wi1fnJnP5548frFYeIRfnufcuXOH+/fvs729vbE2CPJOOOTEP3Xf1/0O9jm5cuXKhfn0Ii0IAt555x1Pkl5vCZA20izLvK+ADX+Jr8Deu729PX/v5vP5RjG7LEsGg4H3FfARf32ScSrrjPD9gX0+f/mXf5m7d+9e9pY9Z3ZRMdhRo8WbV67yu5Xmz3a2aFU2ZP53ZxPuTKYYY6XE3/zzPwPg53/+5zkbjpmuFizLglAZpk5qOooiGs2O43wI/VqtlOLo6Igsy2i1Wpyfn/ukVxBrw+HQF+zBwvvPx0N6gy797R3urQr+zNhx+VajxXvdJjeWc37l0RlvDI/txagc32aAJtggmA2fWBz6tGMwT6RtQBUFRZpy1Gwxdc9foRUqhKqaYXTFcrFCOzhMs9tnOluQJglhGKKU8qjDK1d2OD0+Ynd3lw8++MDPAb1ej/HZmA93r/DrnRbjRoPPubjty6Hi2vk5gzynmTV8bNTpdDk9PWEw2KLX63L37vseodRqtV0xp83Z2ZCdHYsOH43OKIrS0i9Uhrvvv8tPf+UrgEUijc9n3Lh+ndAU/jjzXKOCiMFgmw/vf8C1/X2+7lo1/p8Xdph2Wrw4GnN7OuMNt+O/bzTz0YjVbE6vu0VerdsC00ZCnq9otRqglY+zPjw4sKjbOOT49JQ3XvuCvx/CXZg0mjSSFD238/dAGwarc4L5jKSZUGGgdGPJGN92dBF2MTGY42rRJUEUOlSMIXVop2/1B/z9wTZvD7p0tKG5mLGztM99F0NZ5sRh6BBt9juFtq1XQpdQ3xAWapB6Wwys259lfGICz1e1XC6JGhGVKdGO8gPAFPZ3lXbdGVHI1D23J0mLSZayyCI+d3bCf3xqY5nXv0+r98f5FDbjhfPRmJDQ82DpwIIP4qjFt/oD/hf3/Lzd79EqVwyqivZkSVuBCtctZ+jAtvApUI6IWDa0HxdbgicjSeQzdSoU2fAR1N/jRWvZ5KlTqAjnZqgCjKlQwbqQqbTl+1JVhTFQuVbK826P76QNmlrz5eNH/OUAPj+1z6O+9wH7uzvkq8WFxGCm0rZFLYBvb2/zD1wu9263T7tc0ZzO2a00mbTfKQ1Kr4tDel2sN8rGYQIQqftY0Nuy6Sb+qfsrSRKK3L4ex3bcmMgQRMrxGTm6Em3zvcCEfpwCTAmeeZx+XAyWpilf+9rXnioGu9zGu7RLu7RLu7RLu7RLu7RLu7RLu7RLu7RL+xG25wI59Nprr5k//dM/9ZVj2aWSXZaLRg7VJYEFsi+/L7umgmKRVgpBkohKUafT4YMPPuD69eu++id97VevXuX4+NhD/6USOp/PPZRWjhfHMZPJZIPf5CLsG9/4Bl/60pe+r0/l+J+mFUXh2+rq8LblcuklsmGN4BJOqKqq6Ha73tdPq/C2WKwlMk9OTtjZ2fEKR/W+9nprhdba79IL4a2c63Q69d8RRacsyzyfAKyr8cIDBOseb3ldxkSdSFZI1GV3QNp86p+dTCZ+x1/QA1Lplx0XWJPzSkX7s0A+TCYTms2m55ISpNfXv/51vvrVr26o2VyEicS8cBhUVUW/3/etMfIMC5qo0+n48SS+FrJ5aQerk57L7kWr1drwqZCMSxvN468LH1EURR4xKMTMaZp+IlLqx30Kdow/i0+FbLjT6ZDnuZ/7tre3/blVVeWRULu7u4RuB7CuWCZ+e5LJjoqgjWQHejqdelScPPciWSsCAILg2tnZ8X4VpQiZw46PjxkMBn6XRH6r7vu63wGPFLwon16kyXieTqckSeJ9Xecjq8v7wqa/xFdg25en06lHR8rvA14VTuZFQWg87q9PMk7rfEl1FcfXX3+dN9988xI59JzZRcVgR0HAnwL/w8P7/El/wMyRsl5dFmSLJSa0csICwrG70CtMYAhCuwaWqzUhOsFakr4uCiFoNznHOhF+nQBd5mKlFCHKE9OvgpCJ++15krLMIl46PeV/39nmx2SMK4e2FZluT2UK5ikYGT7dGExTOSbtIIwICHiIbU/4tXuWDPo0DKmaCRVLi0bQMcbxEZVeX1sThwG6rJHHB4rSaAKtCMPYoj6w6IY4hHmS8DBrUaqQnrb3rrFY0MwrMmPQ4bpNSpTKgiCiKFYEQQS1xgulDFrjiLQlrrav1WMYIb4OggBK688kXaMbdKUQ1TMVaDAFKycTftjsMdPQLTWtoqBX2a6BsFxR6YIoTjEOaSIcU0kSUZSWVl2pEOGeDYIIXRnHsVWh1ZrLpNIlSRigTUkjrxi4/p9fufUCP4HlmdG6JFAGU665sYwKPQrsB7XJZEKr1fJomx8kBguUodKaIIwpi4rIoc7eTeA/vfc+b1/ZYRImaBSJdvdHyzqWeVQrQBApj7qANRoF1txn9W4NMeHfK8vStkoXa1L3VbHAKDtOBHwVGac+bPtVQVfglO5WJiLQFc1iyuujIf/TTYuyvfOENe5xn8JmvBA4xi3tnkcVKlZVRaRT7sbwK3dtQ9Pbe1vMspKyMiRliikMYeQGljJoR6dS1RBsIqBUF52oi+o8yURYQHwt35NxUM8hHkdly+vCz2t0iDYlWhcyTRM46fhQ2XtbSWudUqyykOvzOf/mw0f8h3de5pab/64lEZPxhHar8T19+rTj1CqhGSzbXchbQcR/9v5dAL6zs8U0CIiyjGDlH22nYvbx99wY42lfpIPDH6vms8fXR/GXfA/ACXRSmYIoie090PYkmrGlGNkYpwBR8MzjtN59Us9ZnzYGey44h2Shl6C+To4KbCTnF2nGGPr9PmEYerii9DXWJc63t7d9crK9ve0h+zdv3vSTFNgkZ29vj7Is2d3d9YNcgu44jn1CL9cqg++iizTL5fKJPq1f56dlQixpjOGdd94B4M6dO76PVwhvJZEXYmWwfpTredreSeETAZtYSlFJElshD5QHXwgj5Th1vp7j42N2dnY2rkUm53q7l5AupmmK1prpdOqTZzkfIdKtT7hCpDkej9nZ2dkglxaOIknkYC2hPpvN2N/f98kj4BcvWLdXfdqWpunHLi4CGZaWuIsyCX4k+U2SxEt711sMxuOxDzIkSK8r54Vh6HnDZOxIEVBk7+v3Wwq+IvsuyYkUG6Q9dbFYbJBVNhoN5vO553p5Gnvcp/Lvs/hUCogC5a2rO0rRMQgCrl2z/CBSXGg2m4xGI7rd7lMVaMUeV/7L85zJZEK32yUMQ05PT32hQ4i9JZkSAnrh0qqTI0vx6urVq4DlJdrd3fXF+cd9L36X41ykTy/S4jjmwYMHXLt2zXPiyTnL+UhrXT3RFH/V+fDq/Hni17ryRhAEG+MU+Ii/Psk4rQsiyHwlhfdLe/7somKwFLgCDM7H7GUpDx3nzyzOGKUNzsIAE69/pyxBRVaRZd1S4wiw5UOVQYVq/XepCSMrK27c+7FjES2xnC4qqKuO4Rmx10TYFZG7vlgb+vMV+9MF7Z0aUakjKJUCiqqFy0+Tu3+6MVjg1dMqDCVWEejX7j3kO9s2llokGUtdEhERGk2lQwLX9hG7VhWlDLoqSTJllbgAEwVgQuKoQVWZdUKfBhTlHKUMWW7nEj+3RzE6TJmGAXmZg/BFGeMUlUriZh8FrNwaGwYBKgjQVUUQht7HldaENXLvIAgwwXoTLFZ2Ta5M5QlwQ3ddSlcEoUGbwN/YaD5nO26ADsiDmFPlVLcCSJtdVnlJEMRuDXDFJlOQZm0qXaCrgDBy8btS6MomfhITiGKaUpoq0Cx1SLOT0HKkJH/33n3+7i3XXg5gAlS0HlGKgIvSD5HWbLHHNw8/UbxQFYTOL3Ec+ny6BfzqrRf5bx7e416nz1mzxSRxUuc4PhcrkEfQqXGGViVBmtoiigmgYcdIgCV/r3DEv1KrDezwQZdEaUppDGHmeI/KiqDVQqFsm17h7oFT3dPGfb8qUY6XrKlCtmdLbs8m/I2bd9Y8RU94Hh/3qfhVfFppOx8F7p5qDGkYowLLhfSrn9sH4H/84B6nccGk1WKcJCw7CXPHPaVDQ6hCSl1CEnilMK3xSmgFCIO5O4unHDRVCY4bjFCt+cEQZzsx+MzVLpSB0hC5olrVaNj7YGxx1JB5Iu2VBowhChXlunuNXgiDyYirwxP++isv8xKQyu9pQ5JG39ennygGM1YnE6PpA7/64ucA+LWjQx6GiuPKcNbospQp6fu4TYQUiBNAE7jNYllaIiy3kfcVm/6qajzGXoVQJfZZarb9HTstNEQxqPU4BVCBeuZx+oPGYM9FcUgKBnWJ4vq/F22SGNSPKT2CciOlQlgnYZVzFf6b7e1toijyu7N1vox2u+0DgW6361WBJEHyFfQgIMuyDdnsizApOH1aPn1ai+PYF1m+9rWvAfAHf/AHnrtHikESZEhhZDgccvXq1Q2Zxafh0cmyzCMVyrL0KnIig10nPRTUyHQ69QGQ8MYcHBywv7+/ocghhQi5p/Jb29vbtNttz20jKDOAW7du+bFUJ1lLkoTRaESv12NnZ8cnc7BGFwGe5wrsuCqKgtu3b/PNb36T/f39jeBTECufRWIL+GuTgosU+VqtlkdGXeS5ScFQfCB8OsvlckMhRjh06mSYYovFwpP/1gnLpXgpRSVBHYJVhZICYLfb9QUlKSTJtbZaLT+vHB4ecuvWLV9AfFp73Kdybs/iUyGIns/n/pkA/G6ISM/LeJNxK2TdnzSpmUwmZFm2wa0myCxgAwEj6jTGGI+CgXXhNcsyVquVvwawBdblcsmVK1f8fQI2fF/3e/04F+XTizRBE8q/MvfJHBDHsVcvlGuo+0t8BevEVFBv9TVtOp36+yC+Aj7ir08yTusoj0t7/u2iYrAWFhHxX37+Df7OW2+y17HPemEWnCUpZX/AcJ1/QGR80KwNGF1ZeR/AZj4RBAa8xV6BGwAAIABJREFUFgxUkU0AlWjGhGtiWlOVEIaEKEpllbTAcpwot72tWUFo0O4kerMZPzma8DdevM6O/YBzSgBqXYQK+WR5mHD+fVoxmEgdB7b+AsA4TZm5QkaSV+wXOVurOU00ZbXeUV4u5mRpjHKVjlBpBExUmoAobpAvh47/yRXiqhWx0qjQYqpUEPkbEQdWLtsYQxDV+FeKkkJXVj2sLAgMRKkrtJQVhJZnpdAVsaDGjIZKkyQJZb4iSmKWDpmitSYLItDGqkE5XxfabrqavCQIwASaysh5G+I4RZeQhAGlIIdCRTW1G36KyM27Dr1kKlSVEygoK1BODr1E2cIDEAUhqqzd2wDmIQwbEWNtOA3sBsS4lVAgyDYniOK+UlYlcXhxc6ZsDsjGq6x77Xb7E6xtgkhTQIkyEWVeELkNlQHwJeC/fuEW/xL478/POW3a9agKIlQQEIa2/iNXVgEqjNDarREKtMwDhYFYQWWBg7Uag1WSCiMs0EqtlZtCixbRKDBrNF6F862284wOQ8LC3u9mseQ/abX42VaLV9x1PItPwcYLdZ/GScvf1EBBWayIopQB8BX3O3/v5i1K4B7we8D/ttQ4rnfmxthrNaFF7rlhFQWgiWztK5Ln3OVKT3n+URit50sN2lVAVACoAAHoGOzvGxQqUpTuJMIooFL2/CptlcZWxt1ZFaIC5ZS81vcunUz4W50+n+/0qY4/pLd7zfMolXlBI3uyT58uBnOs2kGACjQDNH/Jjbq/c+UqJ8D7wN+ezvmwtS5U1n1Xn9p1qUmigFyDCgM/fjV2PSiLChwPl8y5dX+FUWDRQIChcv6EMHRcY87ZUWwZ7Uy1HqcAYbF65nFaj8GeBfn+XBSHYBMSJ7u2kqQ868V9LxOUgNbaJ2uS/NV3/WWX+3ESLwmyhQxMijrL5RKlFL1ej0ePHnHlipUHnc1mbG1t+R1eSXpgLdFXR5FchGmtn+hTef3TNGOMRwEIMXiv16PX6234RxIhqX5euXKFo6Mj79N68vek40n7SlEUzGYzjxKSFgywiZAkRfUWP6014/GY/f19j96RMdNutzekAuvfyfPc/7YsJrAmpRQUmXxGJFxPTk5otVobybfAGqXQIInggwcP6PV6nJ+fc/36dYqi8IXPdrvtC5RP24J30SbFMwlIBKmwWq0Q9bmLHvOi9AYfRZfVWw+EZF6UCuttnnI/kyTZKFIK2kKIgOsS7zJ26sgl+e0wDGk0GlRV5X0hqEMptDytHx73KVi/PqtPx+OxR4jUCwyTycRL2UsRQV4XsmohXoenKwK0Wi3KsvRFtXa77f0jRWC5D3Vk5c7Ojk+oBBEjrU6LxcKfgxR/F4vFRjGj7vu638G2WwkZ/kX59KJsPp97Avt+v+/nChm7UhiqB011f4mvAC95Ly1p/X7fF7nb7TZFUaCU8r6S7zzrOK23Wj/+2qU9n1YvWkix+JPGYJGyKiwBiv/81dc5ca+PgAfAfzdfoOLUIzJiFVNUBgJFGCgMNWQNYNA+6q5qEIIA0BsFHxdkhxElxhYUVEAhSkuBDeCNKQlUZBs/3DkkWvPXbuyzjQuIZQtYBaAMJrABf2XWya0tEn1/f9R3bL+XT+X1izD/zLlTMwoWEeQuud8pC/6jQZObNOm6s//FW3ZX/Xfu3SVgjfRIWasW/dsvXucfv/+ACquUJNjpv3rrOhCAsQU5m+HL7nhg4TTyzEsMFEQwm0CcwmrBb35wH4mOCuCXPv8qv/Odt4B1jc4AK6DhXvvFl+/wG9+1qPNm7XxL1omdBn7x1k2bfBkga/p2IpYz65wwhqKAljuD2QzimP/z3fdIgF+4cdu1nGBlpucTm0231rHUr7/1Nm3gF195hd9++20Ma+WmFDjBqmL92tkRs7Zdp6bKYrxCl4jrNViOIIzQGC6Kk1riBVkjJAaTXOXp1jb3DCHIrYgojimdJHyqQvZRLFD8t/feJ9vdpeEKCUlYkZYVlAWKCuXajLQBY5SPmYV8Guy6s5xZBHaxKPy5y+arPDdKGYwr9IRJTKkrUKFrV3OFWI/cU+R5RRFC6Ap+EYZ/9uEDfvHaC+zrylVHeCLR/OM+FX/WfaprCn2hConiFF1WJGHIFdcydCXUaL1iFsT8y/sn6K0tP/sNooh0PidWASvW6BZpxYvjmGJWbHQSPO36Wkdv178nbeBiQRD4roN6W5deacJQoc3KrQvlGlUpnRDlCp0kzFw811AB/++b3+JnX3+Dq7vXiMyK1dSOxXoM9v18+nTzpPLzX1kWZHHIC+5+trDP5D/887dJblwl1Y46pCiJjLGFOBxBtfdNSLVyMWq+vqdC1xEEAcb5SOKpur/EVwARmtJoNAaDfMYeJ3L3NQwjP07BjtVnHaf1GOxZYq/npjj0+MnX2z6e9eKeZMvlcqNQJEkFrBNYkTp+XJZeEpIoivyEK0WfyWTC3t6eH0h1VaM6Uql+rfUCwkXYx/nscZ/Kaxdhcq1SxJDrqcNYpU1D2uokiReEghTKhNME7K62nLO0hcnvFkVBVVX+s/X7ICoHdbUD4SoQiLwgQOT8JOENw9AXWTqdjm9PkbaMei90nVdIFi/h5pDiQL2gpJQiSZKNIsLjfoI1ZweseXCUUh4dIdc5m838tdTHlLSOiG8/i8RMeLtgXVwB/D2pt2ZdhAnapd6GKC2E9V7mOI49Ui8IAqIo2kBjCfqo3pctv91oNHwiLe+3Wi1fTAE2FhBpxZFiQx01U1WV5yp6Wk6ox30q1/MsPpXjA769C9ZjVK7h6OgIsAipVqvlkZEyN4rJ3Cd8XmCfuTpnmxTKxE+C6JG5qZ4wyd8CLZbzqRfrpcAn78lzJe27j5vM6XLdF+3Tp7G6tKgU56S4XG/dEr6zelIpJki1ek87rFvOpOBWVzgTyXtZ8x736ce1jD3ur0/iB7kmOQeZ3y/t+bTHC7z19fKTxGAVVub4Nmu53/eA37n/kHiraUXTXdtPYQoIYkIl7WABUk8JAyi1JgkUuWs1AikasQ6SXdsR2M9bJIJb932cA8Yd12CTU+nkKaOIf/j++/xXL75IDrQCj0cAZYNkB1TwVivDfE8TDsHHX6v71J7bRcVg9t+qyKmKBardo2JJFtnnfTuf8gINbgPXgKvdHvfOLT9fACTAXrPN0XzqpZUB3rn7gDutDgezCRqYVPZ5Prj3wCpXue9WWFlnsIWcF1pNHs7mhNRZhfBILGlnERaPygCTCS/bWiF5Yeenbux25t1/HBzxU+47ClvEarj/l+NcbzY5nM+psMWaButil3bnO8fQrCHS1GPn9/D+ux75cGN7m0enp+y1Uw4fPPTnnAAzA5wM+cVWE+LYj0uqClpN/tHBIfvLgmHD8X8IxkvZRDZYU3C5a1QX1lb2vWIwGYdPt7atPRSEsZf9Vk4SXoCAOXAaR0yjkK6rkKWLKb2ipGEqdL4gljVGK5Reb4pLov34udW5xmQtkTV/gx/HaAgDTKAwZUXo7kESKIpVbjmu0oRHccQ4sddTpA2GoSLFogMD3z76yXwK641IrTUqCOxc4wrXcm99rOQKZFSKQCWkJIybMdNI0cjts7W1WrK7WJIWBQThRowj/pKYtt6eWld4q/tTXpfP19dh2fQULqKP4zCqF46iKCKvSirseNJlhfSQJZHco5STKOG9no37chUxbrU5AbaBUKV0mi4+q6CZNfxc/XE+feoYrFZojaLUdsm5rxXKFmqPWhmrOCHL7VP88vmE7mJhWyaDkIUpUbIxj9rIzepjsV6Uq/u7Ppbr7dhVVREmsUVMxhFUGuOKmEmgfJV4GYWcNmxOOwyhyJqM4pCUdWssPHmcyjk/awz23BSHPk2TgkCz2STPc8bjMS+++CKz2WyDu0EW97q8X1mWnJ6e+tafVqu1IWVf55OpE7weHx9/Blf66ZkMPkFb3L9/n6tXr/rFaD6fezRMkiSe7BTWZJPC/VRPomUnO45jn5TCOqmq8zjVH+IrV65QliWTycQjh+o960opHj16xPXr1wGb4I/HY/r9/gZyabVa+Ra9oii8zDnAtWvXePDggU/o6miHerIdx7FProSvqr5IgyXLbrfbrFYrFosF29vb64WvLP2111EqgkgbjUY0Gg1ms5kfi4LwODw89FwsP+wmybD4tt1uW+I8t5jKPXj06BGNRoOTkxP29vY2OKaEWyXLMg4PD/04lJ7n8XhsJXxriBtBVdS5psDet263y/379+l2u76IKSYLzGeVMNcLMPI3WCJnKUgGQcAXvmDleU9OTjDGbJB0y3Miz2i3293g2BL+MPFbvWDRbDY5Pj5ma2vLj115bzQasbu7SxzHHB0defQSrEUDhJxRCMjlGTw7O9so/jxvNh6P/fW0221Pcm+M4ebNm/76VqsVVVXR6/WIosjPY6PRiMVi4XmuhOQf7Np2/fp1X/ysF6z/+I//mNu3b3N+fo4xZmNsfxI+oUu7tCdZAqRochepZ0CoAaVpFTm7boOjWWiMSihLTeDagiRgLsvS8nYoY3lYXFxstG1x0ZXx75WuYBFHCUWZE0cJ2lS+1Uob27JkwUcRyyjhsOnatpViHgfMsOgVfyAx8zGB+HMIgitLG9fGcUCcNDnMzzFGoxx/RVys2MEWhq5HAfPxlIarphSFRc2HyxWd+YK8WNJ188OWVuTTCVmUsVjMuOo4oybjM3rtASgoy4ooCVk4ufYki9nttNguV0zG5+wMbHurFPYlrn706BGfc5x27XYbxmNeSRPSNPUbdLLBlUQxRVnQ6/S5qey9u3r9OgcPH7DIc7IA4sBt4uqSyWRMt2t5jdKwQatj1+vz+YSimBMk9iYmrsgxPDqm0eyyms+Y5jm72wMKV6BS4xGt2YROGNKajdhr2d+azlbc2tpicTYkbSRMVwsy1yIzHp1T9Qf8HhCvVgR+mf/ojn/g0TnqeRxawBqpUEd01a0CymaLVVWxNbdxwV/f2eFvfuELsJhZJJlbl3/rX71JC3gE/Aefe9EizwTdPh7bwlqa8hvffYd+7RgaOAf6WDSivDfBzjGPsMi2X3r5tn1jtYJen9/6s29RAh8Cf+/E5mLHaYsqaTIHcq1IpTPq2V3kvq8J0DU/Ob8p1zHrW1MD20qZ2AJjEIVsLa3f/r3egM/14Lr7+C/8lGtGOzjgn3xw3x9rxbr4VGLn3cz5SJqmcvf/Z9iWpBI3z2GLpkfYgs3SfU7eOwP2gL/y0uf49ffu+nYmDczcef07L90Bo/lHd98D7GaAAobYe/K3Jw4AEAYsooilO19Xtqr94gWZ0jXepM3nrASmwCyOWJqcjrsRv7K3zxV33Qr4pb/0JZhYdDurnH/s/P1Xb78EQoMwGvF/udeldCpHWwBf+6mv8Ftf/yO+due2Q1UCWcb//Ed/xOfSjDP32TWRgvVLA+u7D91rf/9syINSsyCy9622qfEXPU9cEgJc2qVd2qVd2qVd2qVd2qVd2qVd2qVd2qX9CNuP5FahoIBkd3V3d9cjNuqIDkEcCLGsfEd2aR9vBTs7O/MtTSKVDT8aXAt1/3Q6HW7csGoMsqsvMvFxHLNYLDbafM7Oztjb2/PtP1VV8e1vfxuA1157jfl87km/5TvCfyHfqSNklsslx8fHfrdd0A3NZtNz8HS7Xfb29jyKTGS9u90u8/ncIx9EPazb7fqWDEFYjEYjOp0OYRgyHA43WsKkR/bRo0fs7e15P0jLjagkCVJNWOTTNKXZbG6Mmb29Pf+9TqezJl10HENbW1uePFmQVXI+gqD6UUAFFEVBo9HwKL2bN29ydnZGkiSecB4sSkwQKwDvvPMOe3t7gL2nOzs7fgzIb3U6HU+mXBQFnU7H36MkSTg9PWUwGGyo40lrUpIkfhdU/hWi8Hor66dtURQxmUwIw5Ber+fH7/b2Nlprjo6O2N/f95LwrVYLIWSX8VtvH4O1MqP4IM9zT8ouqDfx28nJCbu7u2itefToEbdu3fLz787ODkopBoPBhnT7arWi0+mwu7vL+++/v0HCPhwOCcOQfr//XM+5g8HA+204HLK7u+th4m+++aafx6qq2tg9ryMTBfUl4gZ1fjPhLfvggw/8uD46OvLPgCgZCveTqMVd2qX9oKaw3AqGwBM+g5A5K7RJ2F7k/K2unXvvYHe6FfDj12/yhw8+QGbDmDWPzI9ffYE/ObSS7DPsbvg2drc1BL7oCOu/fnJCA/jilav8/tEhgh/84s4O3zo58bvs7wH/xdgi9GaxWnd6AJXwe/hrclLHG1CJj+5Mf9Ym6mJ5XtHOEvaSLmlUUlbCURGyAK622iwnc+Jg3XZ7dnbG3v5VtDEEYYApC77zpuX+efn111gscmaTqWu9ss7qdHquB0sThYbjgwfs7r0AQLGac3J0QhzFDAYDlgvr62azSRQqJpNzOt0ue1d2KB1vTBBEnI/P6HS7zGczmm6XviwK/3oxW9Bot6lcDHYymtLttokCGJ5OKBxRdaUr11JecHxwyO7edaauha7d71BUOWVVkCUZZSXEuJaMO25kbHfsOiXIs70ru/S6XbSGTmdAkghSU7OYr9jp98irHBOHPgYbHZ9xZIzld4pjjBAuo+w4FASAkTGGa615vsaVDPt1a6AGKk8gbWrPQllqklix5xCrf/PVz/PHb32H/cd+4/rWgLcOD3k9SeH0lG9+8AHbfYtNOZ9N2W21XdsfHIxty/9Wr49lD7Ioj5B1AlsBJ7MpX2y1udbOeOj4bCLgSjPjS1hU0QLYd/f7eFWwqgwVEIUXGy8oIHSzjXGNdzKW1izaoOIGEyy3TZQXbM3teX+xB58HlmcjfvL6C/y5i0O7zRY3Wk0+nM2Frn+jZVMBo3xFP0k9Amhe5PQcgfpUV7SD0M+Dw9mUH2u10cD7hwfcurrvkTAGuNpqwmDAV7FzLsCqKumEEXs3b/FH3/wmL25vcaVlZ9o3RyfEUcAXVMy7QKt0HRiRVftS2Hm9JkqJxc2Zi0PCKGpeUWveM3dNRpUEkSGd2diq1ezxY+4bEfAnv/u7/ITLXx+eT1hhkdUfvvse1xyJ9aPZ3K89sPYrOOTVt77FTwPf/c53eNmN6wfTKaE7h8oda1ZZr3bDBMcxzkHtd7cXK46zFiaMKbHttp+W/fBnjB9jktxHTr6zKAparZZvfwA8VH8+n/uCBdjWsVar5RPzx9uZTk5O/GeEx+RHgWdBCmVC9Cx8N3Xp7ul06gnOtNacnVlw3euvv47WmuFwyNHR0Qa5l7SjLBaLDeJgpRTtdntD4l0KSNJfm6YpURT5xFX4hKIo8i2EkpiLRLcc+8GDB4BN5KQw88Ybb/Dw4UM/Fvr9vm/fqvMKZVnmCbQbjYbnqpFz6HQ6lGXJcrn07SWnp6ee90rGi/wrSaC0kHiFEafCtVwuMcYwm838d/b29nyb02w22+C6+WE1aU2stxEK6fHR0ZFPlGEt06219lLtYIsSQjq9WCw8eXpVVZ4YeDKZeIJ5sa2tLV8QlDlECsx1wnIZb/U+4M9K0ckY4zmPJpOJL6hIMfarX/2qJwoUE5n7oijI89w/Cw0n2dntdrl37x63bt0C8HNn/dqlWCsKZCcnJ7z00kueowvWffCirlV/JprNJt/97nd54YUXGA6H/jvb29sMh0OGwyGtVuszK7o9yeRZBuuD4XBIv9+nqir29vb8eBCxAynuegWWqvIbGZPJxPsR1mvaeDym0+n4FkBR1VytVv7zjxNwfxxH06Vd2rOYpLiPz2xVENBYGV5xf7+xMKSZYpUvaYxO+beaDSbntpBQOj6t+XxOPBzy4+47q1VBmsasVoXfFDEnlvq6LDXT6ZTo7IyfzEvPz2ff12AMmhCtoOMC81mcgNEfaW6Qv/91KZu2mvZZz4slq1VOFWUsVyVhwxYrgiAgB+7PpqQaTKk5P7Nr1WtfeJ1SV5wOTzk+fmSJUQvrn/PROd1+l2JeUOYlcSyMS5pu14oWxFlMGCrmE3vvCsf1kaQJcZggAlyz2YIggChMmC+mlIUmydyGrLIxWKgiinLFh/dtMXBru0+n00dXBW+88QYfPrhvWwqBrX6b88mcbqtJmiaslvacs2bK3pUtjo6GtLKY5bIgc/6Zzme0uy2qMme5LBj0baHy9PQUU2kW8zk60JZf23GphGFEZaw8db5aEDkp8MVySZYkzFdLtKmYuIQT4NrePsfTKbTblhPHm/RHyt+PFx55rtoW5VSCj/zt8h7POgTaBMRBSOZaHFnOuAHsFoaDkyOuuhgsmc15OU7sb02m/ES/psHUarNYLNhy3EK7Xdf+rDXn5+f0+32r/jzYwjiOHhUEXMmatJoZZj5nPLIbWpEKMLM5ptLEYcAUCNw9Sns9SzGBK15fmMcCkUiz56akHMBmy6qjmWkDGEVYGhqFjSlXwOjgkH//p3+G+cnpJj/pbO5FaoR3FdYx2G6c8O4773Dnzh0AShWgHZXFljZEAT5X2neFzOPjY3766j5lWW7w6ubLJY1Gg62aBHqe5+zu7vLgnXe4trXF+ekEM7VcsL3dPsOTIaPjE1q7O6Tu3JT4Rf6/Vhx6Cm7/T2hegB6jtC9me84yAG3IXLz7IhCdnbM16KKM5mqvj5rYMdJ3HJaVCqCqyJxYwVZZ+rb+yWTCS7UYLAxDjMsXbrVaDCI7v10rNfPplGVZsLXjFHZdC3UcaOaTCc1ODxw3EkBLG99urQCqNWXVX7T9SBaHJInv9/vcv3+fl156yReD5AEQfpAsy3yhA9Zktp1Oh263u0HuFQQBnU7HIwUEOVSXDf5hNSGKrpM3J0nCiQvaRBpaiiOAVx4rioLFYkG/3/fkaYJ0qarKF1eMMb7g1u/3vcLRZDJhPp9vcOsI2fRkMvETqxADb21teX4juc91BEQQBJ6LSCnF9vY2p6enAPzYj/2YL2pJIlYnj4Y1h4eood24cYN79+55P4iEfZ14GyyKQLisPq5gcOPGDV+QlN9aLpeEYUiWZYzHY/+eTOCPkyD/MJugKOrqVaPRiCzLNgpDIkNfVZVHuQgqQwoUaZoSx7Efv1tbWxscUrBGsQkJ9mq1skGLQyStVit/f+bzOb1ez39HUDQyt3wWhYzZbOZJuaVIBBYhdOXKFR4+fOiLm2Cf6YODA4+ONMZsEMcLN8StW7d84UtkSMU/sC5KyPNbVyKsEz1KYa0+lwrptBT0ut2uP9bZ2Rmj0YitrS2PNHoeTbjNxIQ0PQgC3n777Q3CaGMMw+HQ8w4BvP/++9y+fZuqqtjZ2dlAn0lRs91uo5TyhUq51+12m8lksoFaBJ5rjqZL+9fNPkrsWgFlIEow5Zq4uKG4d+8un3/tFebzFUEcUmjhyUrRVUWaxsTxmsMxy7KaoMCaxwYgikLiOKTbbaN1ScspUY3OTukPuqAs8sUSAruCMxWBpf4gBAKnN1UR1JKagLJ2QRebTF6MzaYu6c0ySEK7S581vIKQrkrawMrJL2ul2b5qk5q8KFgsZ2z1B5YgWS8IQsfJVBlWq4KsEYMJGI9sLNTr99FKM89XnE8WTBZzruytk6Q0UBSrkvPzKc3mWsDFciruEoQxxXJB6rKdstQoZVBhRBDGXLuxjsF2dq5wemKFEb74xS/6GCyIIyf+odG6wieFukAXBZPlnEazzc3rt7j3vmXySNKQ+aKgkVmi3yx1ibeG8emI/u4W08UEohAHukIri/a5cfMllrMlmZOgT+KUxTInCEPStMH4fEqa2PhgOcu50m7zPjauDIVo3eiPFhz9YAqev4HlTAlTtwocIMOpcUkxREEYpKzKyiqHAVAxKUvaZcXV/XoMVnI+sjnDoLdFvixIUkdwXRl0aQiTiCiNOD2xhZ6trS363T4YSBzZsHIcU6vViihNWC5LhsNztgY2BqvynHyxwoQRU20o4xAVu03XUFHpnCaQL3PSxtNIpT+lmaBWCHLIQyyKSHm1KTibzNDdFrgNI+MU9QbA7f2r3P/gfRqNBvlyHU8dHR3RSJugFQEhsYtdp+czVqsVWZZx5/Ydi4Rz31kVORWaPC9QaUCWOMGgyuZfuzu7HD86YXd3xxP/a13ZIqxWrBY5rbZTSyVktcy59sI1jNZW1Ta3c+b5cMxkfMr27jYfAIGTWQt0iCGsiQmsXaW4wNqQEZ8Ha9UxUQRTFrUU6WCtquje7nZa6LwkiSO+8+13aLdtzqSsVCXHj04YDAb2b+Duu+/z8it3KIuK7cEOq8WaRzYKYubTBZ2WrQ+cn9tC3GK+pNnp0gzg/HxKlmX+HplyRbPT8/4Rf6yqBUb1KcolCW1fZP807EeyOCRJ3mq14saNG16qt85CX1UV0+l0g2Qa8MiT0WjklY2k9WQwGHgER10O/Ye9MARsFDkk2a2qyl97EAQeoZUkCUVR+IKSKOwMh0OCIGBra8u3sshnpY1CjiMom8ViQbfb3UAojUYjer2eTyolQZIiiSAXpN0I8NKyolRVR4MJAXmn0+Hg4MAHosYYX3g6OTnxSZ0Q78qx65+TJFCKSgJBXi6XbG9vMx6P/WvSUiK/e+/evQ2SWfFrHMeeZLne2iaFtcdVpX6YTZ5XsPdOVBjqBOFybyeTiUdi1ZXM5PtFUfhCT1EUnJ+fs7W15eXS5Z4GQeB3qOttU61Wy6PlGo0GR0dHHrXRarU+Vpb+0zQh5BflwMeVwuzCdu7Hn0jFNxoNTk9P2d5e0+lJ4UGk6sXXshMlilj1cSjE0cYYj9CSIt1sNkNrzWAw2CjO19Uky7L0yCKxLMs+Iu/+vJmghAC/tkynU5bLJa+88orf1ZN2ZmkNlXnr9u3bnJ2d+VbAOhJpuVxahIBr5xOTIl+9WCw+mkwmGwqTl3ZpP5CJtBRriWML51+nAFIaXS6X3Lp5i2JRMplObCuRbw0KWC5WvpApa38Yhl4coNvtopTymzf1lsm6Ukx/MLCZkDZUVFBDg8dhk0gFfmdZ2j/qK6YoNIk9j6upxDKoMkcVAAAgAElEQVRxFDAaz6h68camla4KQqAdh6RxQl4WnLsd/7Ky68DZ6RAVGLa2+5yd2bg2SRPKvMLoCpSh6e6D0ZrZfMl8saLdbdLqNr2Pzs9HdDp95vMl3W77qWIwi/K27WUWdevasLTm9PSMnZ0t2u02Hx4eWCJfwJiKpGGT6+HxI4+U7Hb7VEbR6HWYTiZQaRou+Te2sQWlCqqqpNWSfKCkv7XFZDQi6zbBVMwXgkRyrTfv36XZ6VE4hEegXAyWJhweHtLIMusnrDpeiSX6DVGs9elNLRmWlkU3op6vjrJN88/1x1uAVR+MkiaBK/T89r2HhEAWRUzOp/R6dhPCOATG+XgdgwWuLSeOYla5jaeKvGR7WzbbcqbTKd1ul3anxWK+pOGKjqoKmS8XrgMgI3D9N51Gh/H0nMoY0lBxCJhwjcyNVEAApFlUI4q+AF/Vf8PYYpoQU9fb9PrdFu9iO5+0qday8u6/IAiYns983KNdMabRaFgV2O11btnutGh3WhR5yXQyo91peR+WZUmaJQRBRlBroTsbjvzG0O7uDihIE3us+WzhVU6jKPKovDSzLWJ5kZPnOe1Wm9D14iqzVmtOgnprceALK/aDa7TZhdtHxqlTq3bFfmUCAhMQOcXMJRZhVhQrjs9GvPzyHZ97ZVmKrgxX9/cwGpYrOy5ffuUOozPb1aICmx9I3iabGFpr4iRCO9Rg2mywynOW+co/B0lsz2F+PgOzImmllNSKZVFonw0jV6HXBbC/4CLyj2RxSGw2m3lkSBzH/m+wibkkOHme++RE+GB6vZ6FoRqzIdNc57oQlIsgBH6YrS6L3O12GY/HKKW8D999912+/OUvMx6PPZpHviN+U0rR7/c9lw/YXXZJoPM83+AIksLeZDLxSBywOwyCNprNZhvohlar5VuDpNUC1omSUoqDgwOPQsrz3E+Oh4eHvqUG8O1C0+l0o7VDijLvvfcer776qr8OWAdHMh7k+FmW+QA4DEPiON5ANQmvSL/f95OQFK3SNKXX6/nvgR2nSZKQ57nnNflhN5GbF78dHBywv7/vF1R5Ns/Pz33b0WKx8H6Ctay3tD0Kuk18bIzxSMB6gBtFkeckkuKTSLQfHh6yt7dHo9HwyYogYmTsfxbzgyiVCUqnzhs0GAzIsmxDll6Ku1J8nUwmG4pX8v16AVNQgUEQ+GKZmKBbpI1ze3t7g6uo3W77IrEER6LspZTybXxSGBGZ1zzPNwqyz6PVi4nn5+e0222SJMEYsxEISutevfgt6EspSjabTW7evAmsOZ6kzVV+S3bshTPr8PDQ88JJe+6lXdqFmYtu69RfOsjBBBgiz1+xWKzIgoQr3S267R6T0YTIJYmz2YRWq0XpIPwyRrMs86qoo9GI1WrlkaFKqQ2FPll3Ww3LdUMQg7IJQZoJp01FmRfrHWwXfCuXZBilnfz585y5g0cnGEO/12EKVFVBENj1MA4Uv/DG6/DeB0yHI9LWmjMuCiw/nlEB/cEWo9E5nY4t/p+NZzSymFaakecrVi5BUirl+o1b5JWmmizIsoSqsPP7Xn/AcpWTNVpMZ+e+dWwym9JqNegNupxPx4RhzGRmuc+SOAM0QRDy8OBDrjr+olW+oDfoEkSWWzKKY2YyXxlDrGEymbJ1Zd8nVbmJmK+WvHf3Lp9/5TYhBdMzG4+3+7sYIEmsLPt0bs85akR2o7KREIeKNAppOhSQqUpmy5y03WKr16HnWtROT47Y2d0jTgP6fdumlCZuk7DdY7854J/Oz6iKEq1c0TPQFFhuq1DKaa4Q9qQCzGdqQpgCrtghZtEwGghDQ54vfVHyGHgDOzI7rSauI5HpZEKj1STJYqbzCUkWk3vuqQAV2LhgdH7mY9e0kaDCNiqA0di2+K+T+AyiiKwZ0+13rDohUM5LojDm/sEB0dUdWxZ0qC+RBV8BuigI4gvcpKvdQ9dXUntTihUatCYKEoJQo5UG12Y0w7o7jRPa3VaNm7Qga6acjYf2GZqc+w34utR6r9fzMYZQWATh947BqqriwYMHPneS73X7HU7PTtBUPp6aTqegFEZpWu0mWlulNYAkCXwMNs0iP6y1gsDUEZdVbfxc4Lxa6x3zXHGuCFQinHIhgYqpnJR9F7sOdZopqJIgrFCR9Xde5j4G6/V6jj8KprMp3X4HlGGV5zTbDa7ftGj2Zb5wsb6irEqPiAsiRb5Y0e21yMsVh4eH3LxuY7Bmu2UL8GwiqYwKyB1Xr23H+zjpzL8Ye95Xu0u7tEu7tEu7tEu7tEu7tEu7tEu7tEu7tEv7C7QfSeSQVLUHgwEHBweMRiMajcYGQbEgUQRRUt+FlpaHnZ0d34IBeBLQIAiYzWYbvBI/7CZ8GEqpjdYFQVe89NJLPHz40KM6ZJcf8FxEQs5ab+1JkoTJZMJisaAoCn/vjDHcv3/fI0JOTk42WnZGo5HnkZLjSHvaaDSi3W5vkO0aYzwvzJUrV/yOhCDLqqryOxhyrdK+UVUVs9nsIzv+r776qleuE38I30ee5x4tJRaGoUeUCNE22Ja1RqPBwcGBR1cBnlul2+16dIr4WzhktNYe2fbDbmEYen4fgP39fabTqeMs2NmA2AMeISTcNoBHnch78npRI0ft9/ue8wLWqnWLxYLxeLzR2ifIwrfeeovd3V3PldDv920PszvOZ2GC2hG/CQJHSLyXy6X3B+DRfqK2V+cpkusQ2LfsWqVpilKK2WxGFEVUVeXHtbSfaa0/0s7ZarU2kALye+1227eNrVYrqqraaHur8yE9rybtcGJ11ODp6alHkS2XSz+u6q1zgpgSlJzcR7DPgPBZyfwkxxSlxTiOuXHjhp8rpDX10i7tQs0EH6OuolBG+basQa/Hyf0DxudjEhVToIkd1N62Qq5b+uVfpRSLxQKttW/tryufCh+hiEWAfS7Q6zkhYc09GTQyAkcaunG67uNaCcFpDdL/kQ9/9lZv2S1WJYM0IgiV4+Kx7/8f33qTnwIaZUUYx56PqNXsMJ/N2L5i+RXjMKFwfBhhZlUtZ/M55WpJ5ciggwge3L9Pr91EKTg9OWFn2yK+u83YxWA5Ye0cpuXUijbUYjCLGAJtLMKh1+/aGGyxVqjd3e1jtGbPIXkj1xoUBIFtm6kqprMFcWbHSKlzVnnFq6/cJgoUs/Ep7b5FX04mQ9Ks6WIwPILEXlOI1gGL+YJyWdFKbfx/NDyjmSU8fPiAWGt2HKfN9vY2RbGi021x7+E99veus3KtaO1mm2OT868Q0QnXVqRwel/S6iJkPmxC7Z4bq8Un6uNilbX/Kl2Spg3yM/u5PWBSQW+x5NqVAbkQVasAVOg5RutxUJ1GQvg7Ac8FKfykk8nk/2fv3WItS9L8rl9ErMu+n73PLTPPyczqququrtv0jMcz3cZ4HjADGHgBIY0Q4glhyRKSPfgBgUA8WBhhLMGDbY1kLpIf/DSWQJiLxxjG47EGI3f1je7q6u6qzKq8n/t1X9Zea0XwEPHFXvtUVeep9pnq7J7zSVWZua9rx4oV6/v+8f/+/9hhcHjs26zH4wnHxwfx/j+3NZUtWV2/ye9+dI9Rr4MNrn62qrybLOCU+dyu5yW1mzD36rr2tUrQwumG102L2VLLfytvYUNeL7m/MCWV1tS2ZnLumcXTwPBrZTlaa87Ozsiy7MfmYM16qdPpxDWy3W4vyVwoo8nSjGJeUFU2iuEXc+uZc0qRs5D2Eeny5t/lLuBbji+OzSXD8bE56ZY07xSLhiy90PRxSpY+NN6trqwK2p0Wu/u7cXyKck6/12M8nmKrZXZ8ZWvqeRFyXENZhxxMG4rZjCRJIusVJAdrYZ0lTVLu3L7D+cTnYC2dkGQL5tqCoGdItKEsp/736GaDs+bHtUJ+nLH22eKFAYeaNzZZEJqW3VeZvMrJ6nQ6bG9vLxWITbFZY0x015ILUHqkm+45UrgIAFCW5ZLluTgVfd7xvDEFrmxcm1bpTQ2VJqgmRVyz+JZ/y5+zcFE127xEBPyT9HZkbEVkGhYtG81Cv/k9kkw2RZ/lc6WtS6KqKnZ2duKxN23uxRZaPqc5lgL0gHckkjl38+ZNdnZ2WFlZ4f79+/H1AgrJ50kCDAuALUkSOp3OEpjQarXijUWcW+TYpNWn6XD2eYacY3GZk/EX0eeL4NhVRNPWW8DaXm+heQCLcyg3zF6vF8dY5piMW3MeNrVzmpo2UqBLq5PMBxEMPzk5YXV1Nb6/+Xmf9fdfHFNYXNufdUwlSZB1TzTABICR66s5r+XzxSWvqTWmtY7tT83HgSXwXa7PwWAQtdv29/ejbT34cySOhBfBHlkn0jQlz/N4PUhi02wt/LzH9DLRXCtFd0oc49bW1iLtu9/vL603Es65JQe3ZivNxdbmpp7HdDrFGBNb9uQ94p541a55nzR/ruPFjYv5QjPvauYOPzZ85u3bIxrIkAa0S+RvVI233P7CNrOiAKPBWVQq2jA6tnE3RacFSJb/RFsOFvqOdV0vaUguHb/zbTBGL9yWnEka1sTh6ExyofWhAiUgreEyiffzxhS43LheIhKz+BwB2GDhhlmXXpDaQNR3qQJgpoO7mHUF83mBVil5EGpWWpElmulkvCQH4JTzTkxhPNfXVzFi51zOqC2U8wJna1QQnXbOF7ZGK5SD1CSxrrFVjasteZqFNjfCZ8159uRpBNQ/OQcDrRytdDHeSZpSlSU4WNvYpCj8cd+8dYNnz3ZZHa7xwQ9/RFqHtdPB0fkZ/f6A1LRQGGYzXxCPx2ckVLQSRavVj22RDk0ry6jqmjRJvO5NEvJNVccyzjm10N+yi3xUKe1bLXUo8D/V5+8ni0/LwcTl6ie7t7lwpM15a9HBJcpaR2KCEDzwpoHbW9scHO4i19ZsZslbnbhx1O12Y/4hrc+yuSHXh9RpYgTTbndjcdzJ+2jli+VBf4A8Ydo546Lm6PCUG70O+wAClmqLc+Iidvlr8NPyhaUxbVTry8O7EKcGKOuKxCTYGgwGG16cECzRNVQ4MllLrVtoM+UZRbkYH68VbuiHHCxvhes3PNntdL3alVYROOoPBhweHzEajni2u8NobZVR0HiKOfGgj9IK2wDXbV1HACRvL3ItpRNKp6nrApu0sCxylDr42nko1KAkfwmDVDlwdUmayJjWlGVBXZcolaA+UelNPlHW5aBtpMBiUDgc9dI7HBWVciShjXAGtNOEylWMx1OGqzc5HwcZmW6Ps/MZ/W7b7w00NK4rV/nPdjUmgalIz7Q7lJWl1VIoZWKbdAJU5ZzSaRyarJ0zr/wHdgYJtS0waBRpnD0pKVQViiq2xckouDqImztA13GiCThmw7i6mjimLEb8ufFCgEPSoygXWrN3ErjSxBwWIIUAC1JcNK3ApTgsy5Ktra14Q3zvvfd4/fXXgQVo1XTmAQ8GlGUZk/yfBoNIevQ/rzG9bAj7R9zCwI91lmVRE0h2E8CfK0G3m+46cp7quo76UPJ8syARy2cg6hN1u93oKiXjICCLFITNQkluoPP5PIr4ynsODw9jkSzzSBJZuRnv7u5G8V4R2Bax7OZ8EzFNYazIfBqNRhwdHbG1tcWTJ09iklQUBdZaDg8PsdbS6XSWGE82WH/+tATR5VzLb/nDZnNIkiE6Naurq2RZxvvvv48xJrJ2RqNRTESEJdYEHdM0pdPpLCVTSZJQFL5P+Atf+AKw0IsSILjdbjObzZaAplarxfr6Oo8fP+bu3btxp0vWhzRN4+72ZeLimAI/8bgaYzg/P49iek3HqsePH7O+vh61a4DIsBTnQLlm5bc+L0ScWj4vSRKGw2G0V//GN74Rtb5EhFqcvGRM8zyP7nxFUcRjAj52XJcd16sc08vE/v7+kvZYE6S5GAIENZldQGR8XQR/9/b2IlOwuakh2kxpsAeezWZLwvdXzR6Se2nzcwVYvY4XL56Xg106pBJJFJQWaxaJauUsxijqukS2jKx11FpTOkeqDadHxwvQ02iquc/Bbt++He/v77//Pm+88QZAFNS/mIN5Rke5BBrVtQfjjfaJr7UCznQpZov1f+FiZqOgaiMbuPRQPC8Hu+qQ2k0pT8yoIeY0AEnircPnQFl5F81Z4XOZVGdkieiZ9VAkVIHl0W61OTs5ZmVlxHw+I46GaOjUJefnRSzqwUsu++vdMZvNSRLR2vObNt1uP2gmLhwq/QbCnLKsca6OgtRKOZQyfnc+OLyWpc8P8zzj4OAwMq1t2L1XylDXJUmS4VzNzs4ea0G8N8/blGXJ+GzGYNBFCcJQVwz6A5Ikpy4LahRJYA6trPQ5OTrj1vYNHj3Zod1b6JFaZzk+OqEsK7orPc7P/D2xdr4YPkQKtsAcqv2/EqWg8sLeKhMWhb1SAkvz3tasdT7bPGx4jitArOsX+tqgCZpDZmnjYgTcGd7k/XfeIc3bnJ563afByirHx16XdHNzk9lstrTZkSQJ7XZ7aRNOaoa9vT3u3r3rtWCnC3dpZaHf6zM+nzCbC7CxSt5K2d7Y5PGzE+zNFUwAUZ2yaAOnwGfZO704pvAJ1/anDu/CZh0gMRlngEkTytpiQumvgaeHB2xsrNPKM+rgBnZychLHxoJnlRQLoWgb370ISwAUnBdUTrKUOgiqz/Wc1eGIaTHjxsYm3/rWt7i56fXbTJIwnUxYGQ1x1kXx+kGvj0LRCuy7k5PDuO5KLmaMogKMWj4WRQC9XEMcyFrPwnEhBwtgirMW/WljGtOzTwBRnQOn0NpDQwLUufDdTlnQjjJoXGX0wXnR+G63i3UqMiol6gpMggcggbqqUM6htEaZjLoqo3Pe3t4B62trOAfGLGpZDLjS1wln0znFpGQ08DnfdDbF1gW9TodENQAg50H0aGXPgtmltPGOfRDuWeFxp3EKxpPgsK48CA+iDXW53PaFAIdkJ1oK8iZNWOIqBTNlcMVRSy7wppisJNNZlvHo0aN4g3399deZz+cYYz7mgrSzsxNbfZrOUd5qs7p4GH+oIaKNP25M4WrH9TIhgqtNG/fpdBofl11wuaBkl2g+ny8VGgcHBxFUEmZBs/gXd6l+vx9/owgJV1XF6urqEhjYtOZuFoYiaixAYFMwVhgMeZ7HzwafkHnnDT/2AlKABxScc3Q6HXZ3d5facqT1xjlHt9tld9dbtwqY+fjxY7a3t+N5zPOcXq/H2tpavKE2nbJWV1ejFftPQ3A2TdN4E5Xjk8flWK/yuMS5Sgrvfr8f3cIEnIHFuS7LMrb3Ne3n2+02x8fHS/NA2Gyz2SzSmZtJPywc65rMLqUUjx8/Zmtra6k9qNfrsbKystT6c5m4OKZybD/pmDZZQgL0GGO4e/cu3/zmN5dYO3nu6ckCQMo8hcvNLxFclvks7VAizH3nzp0l1l+32yVJkiWGUlEUTKfTeFxyTMDHjuuy43DVY/q8kOtVjvX4+DiuZbu7u7z00ksAPHv2LIJlspMKC0ac3IOaQPvGxgZFUSyx3sCvOwJiaq1ZX1+P51trveTydxXRbJu7jhc/PikHuxiXmR9OedBF6wSDiQyhM8CljsrNMImNzAubKCqr0XnmLYVX1xYdNtZhtCFPWzx6+Ji69OvqG6+/QVl4JlArb3N+dh7YArC7s+fv8fOadquNEANsVYNzWGGvZhoVGBx1DXneoQDOgW7cKHDgNMoZv/ccxKkBlFus8Z8Wn5SDfVJczXVnUTpYiycJ07pkYrokaYYKrIi68rvkc0BnLeqqIg/gx3xekypDnvXBJZRVRRXuY9PZnE6vTzGv0CaJDKXDo0O0SUnSnNwZrHMcHPgcbG1txHxecXZ+Qr+3wjyAOaen5wxHa8zLmrX1TU7PxvGcaGWwribP21hUBIeePXvK1q0t5lVJmuRUtiQLx22tYzotSLKMk+MzBis9GQ6SNEObFIdmdW0jWpWfnU9waDr9LnsHBxSVmKkYjiZjSBMqIOt12dl9DMCg3UY5ePLwMVt37qC0AN4Z3V6P0drQA49Jhlb+uW5nhVvbd/nfHz8gTRLqMGeSJPEFclkJiYWyFJlez6tTl6vfnhuSh8o9/ifLwQQc8kWnDQBRFsSTFZbKVBSpFydWSqHDOf2XX3+TR8fPWJ/O+OjBU+7c9QK8AiLJBrywhIG4sSqGP5JPJUkSJSMmkwmddgfScB0qcGXJ/pNntAddahuuYefQSvH0wRP0zRUeAaWABUHsdwDMptMoqvxZx1QekzFFOYqy8ALTBMak8+CgwqLCqqidpXIlw1YH6yqS1KDDhCiB26trvPPOOyTKRIZTtr5GYlJOzs9QVmG0wggzMLCBKuXbp2q1aGNMrEY5L3CNUrTzYHbjLPNZQTGbkemErZu3KKb+c2azGb1uj0QbZpMpg54HMmaTacib/XGtra3FGvr0/ATlShKtySH+ngSHqj1YqoC6VqgA5Eqre+o0FTYCMFpntEwexlQxrWboaBYgzm8aUGgbzl0ASZybk6Sasp6ThGu1SgLzxhi0dhDYeho4Oz3HuZp2t8XuwT63bniJkt1Q/zlgOh1HkPv89IyVYR+lNWmrg9IJRWgR21xbo5wWaJNiE40NY3McjJgq/DVyc32DszMPllJBrzdkPp8xzfx9CGBeV5AkzCY1NeDmNVUkkTmMSairEl3MokOfrRU6y+l2chxNEXDAXR4YfiHAIWApmRVqHix2Tq/S7ll2rqVlSdpLpNUElsGUbrfL9rZXIpfivtfrYYyh3W7z5MkTALa2tiI6b4yJ9qp5nn/u1sqy8P64MZVj+zzjYqsX+BuV3KSkCFog0Ca2RGRZFsdUdIAEoBHba/DA0crKSmTrnJ56NwwBjYqiiDedZmvb7u4uRVEsaRXcunULcXNq2tDL57bbbebzOaurq0u7MgcHB5GZJDdC+R6hwW9ubsbC2xhDp9OJ7KYmdXpvb4/hcMj29vZSa1Jd1+zs7MTxS5JkqWWyLEtOTrzd4k/D2lt+s9CBF44LVdx9+SztP5f5vrOzs8jUOz8/Z3Nzk5OTE1577TV++MMfAp7ZJ1bs4ijWtEhvstKiLoXW0T5d2n0kRGNLNHWac1vmjYCL8j3S5iCsj8u2/V0cU/msn2RMZY0QNkmTUVmWZZz7zd8jdGqlFCcnJ/H3XGx9+qQQUE3W2PPzc/r9PqPRKNqsC6gg36mUiowgWLSrNY+rqfHUPK7LHJO8Tz7nn3VMLxPj8TjanW5ubjIcDuNvuXv3Lr/7u78LwBtvvBEdL7XW8e/CMEqShL29PYqiWLq+i6JgMBh4ync4P4PBIGq7CcOw6RbZbMe8ihCW2HX87ESz5SlqYDTWwsvkCg6oyaisjTbRAG0gNdqzdYL7F0CqUkyekZiM49NTuq2cLFlYyfuEV9Npd6K73snpCSrs8ibG76I/efwUgK3tWxideOaKSRs5WIoxQqnxZuZJ2Omt5oF1BP7x1F8Hvuygoevw2dLl5vr6aWPqj+0qcjBLTYO1YxKv+WEX2h6gWeIGqsUzUvSU85pyXmMSRR7WPGMMWiXMqxmdrMX+vmfmrq+vhhyMoAGVR3bOwcERg8GAtVXJwXy5Mxj0KIpyKQcXFpB1NU+f7lDO55yenMc1d+uWdy1zVmFdjVaGOhSdJyehLXxSMBwOoh4SOHZ3D1hfX0Ur4/VYamGW+3GZlQWjjTWie1Ti5xllwWQyoxiPfesSsLO/x+Zwla3bdzwxLgBktbXs7O3Syg3FrKTV7kbSgdEpz8bH/BPAlvMI+BhjfOFsFs5ZOj7XmHdXEM0Narl3w2JufqZ7mydkUAdL8EXKYsl0QjPDNKG1juk5t7dvYJ7s8soX3+D9e/cAWB2txTxdNmXkOCSfFwZ+kxXY3ECdFTNMANzOzs5YXd8gM1DXLjJONGDdHKzmMdCCOEcUvraYAa12BupyOdjFMZXxXIxpFezeJZptghrlZB2xGDQCRVfOMg+6Myd4p7eN7bvsOofqBq6lUzyzJUf49epsPKHf9etVThaXqppFo5UABADntqYTtIUgtFQBrpWzAxTO0guftzlcgXkJWtHe3OCpbB52PGvpqatRvT5Yx7Mwr47Ddx1PTzlop3ETAFeTmQSN13tLEo0L66nSOrq0WWtxsrla11S2pixrSipa2WKemqAfJPcREy975YFCMpSqSUnQ2p+LNPxX1zXOVtiQMx0AN9ZWsMAUMLfv8r/+f98CYOvtPwaTMdRzSFM+jACcYh/Y7Pb53tExD4Cs489RBzhONJ1cs9kfQLCtH93egn4fjqf+T1uzG6aF7bV5VkMna3FKbGxmZjSV1iQmJQcSlUbUpqotxkBiUnAmjobBg+a2dtQ4nG2MlKv5mWIOweLiApYKYCAWUVcVzQJNCoo0TZlMJlGbpGkdDMQ2lH6/HxcE2XmV18riK6LDkrBLcfh5x/PGFPjcj8s5x3g8RkSCwYM5ArRNJpOl9gY5ful1bxZBUiCKpow8J6CQiExL4T0cDvnhD3+4pB/TtBbf3NxkNBrRbrc/pnclr7uo6yM6KtPpNM4rrXUEhoQZ0mQknJ+fR6aGgFBVEMfr9/tkWUa/34/zajabxfMkAJJ8ViU2hwGQ2tryidTp6WkU7js6OvpMrUtXFTLuArTKv2WHRXaNrirSNGU4HMYWJLnuJpNJpOLCwtpTxMRlHQDPbhEGUKvViglLVVWcn5/HxKSppSXzttvtcnR0tAQSnp+fk+c5u7u7EWCWzxMAUECIy8TFMZXHfpIxba57SZIsCa0/fvyYzc3NJbBMWC6j0ehjgvuX+c4syzg6OlpqqTo9PV1iy0lLYBNYEGF1gO9+97u8/fbbTCaTCLwJaHLxuH4aY3qZ6HQ6SyLaAqScn58zHA5j2+Le3l5kWDYZXIeHh5FdubKyglIqMgSTJInrocxZYEmA/+TkhOFwGMdU1s2rvhZh+dw1RbWv48WLJosaiALxsvFwmfnh0FRWYVLNtLLMU3/frABmJXk/RVcVAkO6uqSaT7HGYdKEaXHO/pm7PyIAACAASURBVJGfy6vDtaXPbuZg4O/Z4/EYp6y3FQZqW1O7Km7cLGuCBGFXZZiwAKBbrYzq+JgyHGddSs5kl8ROdSOntugoovqpY9FoCf20MYWru+6E+VAUBYlO0Rnopk6HVhT4MnU2npIrE4WVD0+O0MbQaw38/SAzse3O2QqFpdvxJi15Foo6AFejFawMehwfH8fn1gNIJDlYFrSAVgYDPvjgA4z2uiVZauJz1lq2bt1gbW1Eu5WRBwvoovCir1q5wDooyYKmkt/ccXQ7Lcbjcbwva63ZWF/kYGVZRMDAGMP5ZAxYJpMx/VDUzcsSpRWDlRU6qWZl0GcY2j6KosDNPa+n1epQBaApSTXWgVaK/qDHzs4JW1v+Pn92dsJeXTM0Bq1qdCjXZ8WUigHzsiRLLWVZY9JwDLM5ibm6xjJpPdYNQAB+shzMKZYYMItbtG++tJkO89owK30R/TsfPeCXsPRODjBJN/5OtL/fGZMwHk8pijJej2lq2Ns7oNvthjrK52C+FX+Cc4vjlxi1cs4mp/S6PQ6PDqmiPhmcnfrW84PTAoZDkgCRahJc5Tw44hxVdfl84cePaU1dNtlYBkdCHVvGQrdA0GlKU1/0j+uKg5b/TfvA/wV8Cc/0+53xNLwHfhdYw9vd97udeIXL0WsEpF8OB1htOAMkcysQtpr/L1MaUef8+8cnS9bq3wmPf+/okLdHq5wC/+f5GQnwj8NzAzxLdNAe8BSYBN0j6xy2LkjxgNS4mNOSsasqjMlAB6DILJhdOksxaUJVOsq6jGuwb6H12j1WgbUNUXTtW1ETZ6lriwsjM8/ToH0HrtacWD/W98Ix1+HPDUCvecb233v6lDke8KmB98J3nIfzwtoNHuQpKb49ETwApfOUMfA7Z6echcdzPETTCu9fBb7VOD9z44Gz/fAfwLTXYmrBOeO/zwGBQZto37KrjUFpF9uA8zSjrCq/IWIVCocNIGppL9/BdG1lfx3XcR3XcR3XcR3XcR3XcR3XcR3XcR3X8Uc4XgjmkOgtCApbVVVsbRAa7lW2xQjz4uDgILadiOW37M6KdXq/3+fs7Gzh+BB2QquqiiLI0goh7+12u0yn04hsz2azK6XsXya63e5zxxT4qbQbicOQ7HYDsa1vPp9HxgsQbbEnk8nS+amqiizLoi7HcDiMrRpNhpHMLYAnT57w2muvxZaKpoj08fExq6urHB0dfawdYnd3l83Nzegy1qTh7u3tsbm5udT6Iq2F8u9nz54tuQlJa1rTgaVpQS2CutIi5kUi+xweHjIYDLh161Z8XMZM5qqMgehe/TQFqWez2VJvdpOVIf++ShHcZtuafH+SJKysrES2Fvgdyn6/HzVvTk9P4/U5n88jo+3JkyfcuOHF+USPSphIWuvIUJIWHucco9Eosg+F1aG1ZnNzMwqUyhjIdzbbqZ4XF8cUFs6Kn3VMhaLd6XSYTqeRZZJlGZubmx/TKZO5JKy7oihiy+ZmsBh+XjSPu9VqfeyYZa7KXJdWSXn+K1/5ypI2UHN+Xzyuyx7TVY7pZUPmTrvdjt8hNrPy28RxSQTn5X6yuirtHI79/X3W19fjnBU2hehtNRmD1lqOjo5YXV1dWl8Gg8GV/8Yme+6iuP91vHhxlTmYp+5DlurYatIhtAJYhU1SDsPj756ccXPU56g6Zzw9Y6M9QoUuqw8c2LJikCWc1xU22JSP8QwfqzWtfp8zQId5foan1deDAQfORuHrKY52YCBYYAJMwr23LEtUqmLbQRqYLMqJjoXY2DfGSz3fUarX632uOZi0y3Ra3sVJAa4qqYMW0TQ1TPE73K1umyLNeXTkz4QFTquCfpIzszCbz+mH1pjtWzd5qDXT2ZTVVpvjsAt9DjBc4TunJ9wcrMBoxEfhuaqc00ozrFKobje2s33z6JC7b7/N/bLkMZAaE0fxsJix1u5wMJ2wk+dIljXPcw7Ddzw7PWFlsEIdHJX2jOHZ8RFbwxG222Uc3nNjZQBVxU4Y4++dnfIo/D0F2r0uT8/9q2XHPwPu24qXu12Os4yTquBReM2ktoyM5mBcMOjmbH3hFQA+qGv6WZsKx4PSsb6yzrOZ5woc4VkS7wOzPMMGZlee5yRAludYW5LlOVUtbdPZlQpSX2UOthDLVtBkpDkDzo8fZcm0Ljlv+9zmAZCj2VjZYAZxPZij0MOBZ6Z024xZFKMpkG541uDj2YybjXzb9TpYPOPFKsUk3MNGWYbrDj37ZbTKD8Lre8BssEoOHA7bfAhMun6tKPEi5w44P5vQX1nuFvm0uEy+kCTNVtEgVaJE01sYRIbJeYFOc5KyoN3vcRzaJX/r4IjVakLH1uA0pbgKhnXDOUeqFQluURPZ8KnWOymKPppVdRCPdyidUjlIgq7PvK48k0YrlHWoxKDCd9XeU4x5XZEnqXeTBKgtf/fsAUmisZUjUY1WWXxLqsFwmGWcdj1LvIulZS0ZnjmT51nDdQuKeYXSGusqVNAPUkqhE4NWGqMUmbl4bdgLtvVRGx2HglqR5Xlgu/l7UAb0q5qOTjkLumV/Y/eEznSMzhRgMXWNiNVpk4f2Qd+hsdCy8u2Bv/4H/5i/+uAxWjm01B+2JOu3mZZzqqqm1RKX7to7h5FhywqrLMqILlTij7qe4zotnobxPG130e2M+WzGObCbCU/PXy8u8Xp4jkWra1VX9PO2N2BwXo5bhZ5WnWiUvtwKo14EXYCXX37Z/Z2/83diQlkUBcYYiqJYuoleVUiSbYzh8PCQPM+5e/cuH330USzWpXjUWi/ZoFprybKMp0+f0ul0YvsB+DazyWRCnuesrKxEOvF4PP7crcQfPHjAm2+++bmN6WVjPB5TFAWvvfYa7777LuDbwJri4IPBgG984xsAvP3221Gb5OTkJGq93LhxI4IA0qrStHzv970bhjiAgR+DnZ0der0er776Kg8fPozvuXHjBsfHx7z00kv86Ec/ioXyzZs3oybM6uoqT58+jeKvq6urtNttvvOd7/D666+zs7MD+LmzsrLC6ekpBwcHvPLKK7H1RZzVfI/+osgV3Zrbt2/z7W9/m5s3by7R6KUPu9/vx4L84OCAL33pS5yenkYnNfkesQe31rK+vr4kkvx5RVNvSVrfAN555x2+9rWvxTG4qhDHnY2NDYAoSn7r1i3Oz8+5f/8+AHfu3OHw8JBOp8Pe3h7b29sfExk/Oztje3s7zrH9/X36/T5FUXD37l0ePXoUAcyjo6MIsHQ6HZ4+9foXd+/e5eTkJALF3W43ai10Oh3G4zG9Xm+pdet5cXFM5bGfZExFa0lcAuXayvOc8XhMVVW02+3YBvbgwQNu3boV25Mmk0kEZmRO/riQNrqmS6E4jyVJwtOnT2MrpWhU9Xo9jo6O4li///77vP7660wmE1ZWVuIxyec3j+syx3TVY3qZaOrxCKgoiWVVVRHg3dra4vDwkOFwGMFz8ACmrIkiYi3jI2L4SZIsmSXcv3+fX/mVX+HevXvUdc1oNIprX1EUcZPkqkLuNyLUCb4I/o3f+A3u3bt3jRC9YPHyyy+73/7t347zspkvfGZAzzqyrMVsPONg4Aux72wO+SftjG90R/R0wr8aHHa2xyecnB6ic8PLr7zGB+/fw9U++R32BzhXk+XJkq6WbP48fPiQXq+31GIien15njMajWLxdjYe44K2WtukPGq1+IdDv3ZNleMXDnf46mzOLxycshlcXozzbUxOWZxaCMkCsb3mx8WDBw944403rmZMLxHi8jObzUjTlHc31/mb2xu8H9qmbp7NeMskrD7bpX16zuuvv863vxW0NbZu+E0tHE5pRisrvPNPvw54QF4E7afTacwxbt++HTUkT05O6PV6S5sfg8GAvb29mEuDvyfv7OzQ6XR44403eP/99+N71tfXmUwm3Lp1iw8++CCu37dv38ZaS57nMQeTtWt9fZ0kSXj33Xd57bXXoomHGHUcHBxwcnLCyy+/HDcjy7Kk3ZVNtfkSeDccDrl16xbf+Pa3uHnzJudnfi1e6fZwRc1sOmftxgZ7ofVx58BvOJ4dn+CcppUPONzf8+8Zdrl3fsJHgx5P+is87fq1+O7pGf/+4yf88ukpOC/9kGadxblLlh2t/lni4r1Nfus777zDV7/61c94b2u+bjH/VWjx+d7aCv/DrU1+MBqSBYHtnrW0Z+ektQVnMEbajQtMor2rlFGU8wot7UTWA1EiUJ4Fy3HraurKorR/jUp1Y3PVoVyN1gmOFvNChKp9jp0ZzcRZzpKMSQAFzozjzbNTfvPolFcfPvyU3/n8MQWfyyyNaa0jYKEdWGWpNGEdsfFxrTIe3LjB32pnfGcwoAygmjKapChQlcXkXWaFByX8xrq3UHe2xLky6js5NLgkgNrNtakCVYZxV6RZHh3OTJpglKayNUZp5lUZ15HaeecwnRivyyaggg0upEr5dbmVxxZUXI2t8bLbWcY05NWjo1P+9LNn/ClbsXl+TL+YoULfW2oywJIEJ8s0tIySaN75+jf46lf/BLNJga0Xv8kp3/KrnB/P2OLrNFWtSDPfylmXFZR+/T3LW+yvb/APsfzerVvshvU/n81pGU1ZF2D9BmNTi9YYQ209oF9XC4mFLMuCHIgHBMX1UClHWVnviqeJznBKOzQGW3sBbstCs8pWXqdYaUuNowxAz8TB3Bjuzkv+pfEpW6fn0W2vqiqvhWpL0JpROKevn0xYK+bM5lOfgxkVNeWSLOE3fuPf4f69D597A3ohwKG33nrLffOb34z/Fh0X0VP5NJeHnzTkN0sSkSRJdBqTi/3k5ITBYBDZHE0r5SYzpelC1pxUTfE3cdT6POPb3/52tHuV4/zDHNPLhhR9zZ57GWPpLRc3OFjYwotoqjAsxuNxZB7Ib2omJvJYE4Bp7r7v7+8vWdlrreNxNHUCpKCdTv2FVpZlPAYRewY+tks/n8/jfBDgRh6XudPceQDPXhKdG9mdAKIuTLfbjVoKsNAcau7qNt3XgCVm0ucdIrYstttyTF//+tf51V/91QiOXGUIcwI8e66p+dTcIWu6YBhjIhAnWmFybmROCdNMkmCZC7DQ0hmNRkvndDqdBnte//vn83kEYEajUQRlPsvacHFMwZ/rn3RMRQNMQBjwwJWwWEQMHogOjFrr+HtlfC6z+90UWYdlYUdJuJqOg/v7+7Tb7SiuLt8jxyDjK59z8bguuyN/1WP6WUIALaXUx8ZHikmlVHwe/BxN0zTa/7bb7QhIbm5uRubQRWaiaGy1Wq0lna1WqxXH8ipDNFea5/mXf/mXeffdd6/BoRcsrjYHs97SyCkOw23nXeCvPLjHN9e3mKiEV848ELlaFVg3p3berhyXRJkf/52O2pZLDLTmsYkWV9PRSNaTpvGGyVJmtaWVZbii4CRvcS/oybRryx/b3+E/fullXsPrecBC5NQpMe9uuFBeQpHhc8/BGqm8s/CegX/32X3ubXiWTbdSdCdzNitLOpmjEoMJO8p14V1XZ3WBTjJcVS8spZ1CKUdVWbQGLULe1RytvV29tV5ktqpkLfZMJmO8oHhdi6hwRlXNMSaNrnbixORtmr0CijELtzLnapTyGkgqOjfJ2FmMSanr0s+feI48wOKcL4zm8yoywqz1c6uy/v5mg9ZMXC+Nwynji2ErbKMEVXqtqBq3cKLKvZFKqlNs5SL44T/PcaphN0+Z9QaMwzF/6eiIv3Vjky9bT8ZweKYdeJHnq7ayv7oczDPoIlvDLc/f9xX8uUeP+PZoxCTkyJNgTyWsmWjyp7y0jAUvQKxU1ISybiEo3axOXV2TGEPVyHHlCGpboZR/zFaGMEURg28N2NqLgJuwVnSrgrf39/mbW3d4g8vH8/OFKd3e4j6ultYR21g5LDWKpxj+MfC3Hj7mOOhsTXAkWmNVwlhl1AFkmdY1tfbsxsqWaOPiteXPrQaXRrYMgNMVKigQGZVQlYv6RtZI2aRafM7CTEUAkotYgXKWJNHMqoW6USsx6LKka0HPFxpBt4uC//T2FrfxWjttbBwXrTRlVZJohSvnqABkoBX/9J2v89U//icYj4solO2/fDGGnwRa+mO1KFv7xQioVcI+8CPgP3r2lA8HvnarIAA/pV93MI2c3MV8s3YOE5zPHDU2gDNgKJRiLPp6RqPRcb7JqBmgCmueDXLa0bLBKZTy85il+4JXjesVE145PmStLLFybo1erJ0qZTPk6f/Zq1/kNp6hlTqLqytsvXDg/KU/9qu8++73n7vMvBBtZU1RaCAyNSQp/iwhtsf7+/txN1WKjtXV1eiYAwtx3/l8ztra2hLQI5bUYr8sibNMlKY9txSj4lYkLAkpaObz+efuCnZ2dnZlY3qV8Uk0VgFbmuwNKYTkXCnl3UmaIqrGmFhcSSEFRBFXmQuyAyUtatZaNjY2lpJHay1FUUTHuqbrl9jV13UdnX7Atw3J94vNPRCBnNlsFl2g5LgloZWWJmlRE7q5CCpfLNTSNF0Co8C3tAlLpjm+zfhpgEISYpUq15CMgew2XnXBLeMvnytMIrFwbba6iPOcvKYJuDUBnosAQ1OEWZ6bz+cRGGreQGV3SQDJpvV7k+bddLR5XlwcU/msn3RMmxayF9sP5bibc1HGRV7bBCWVUktuWDIGTUC9mVAJICsW60VRxPGdTCasra1Fm1th8q2srMTPaoqPSlw8rsvEVY/pZ4kmGHSx9fjiPePiccjaMR6PI3tKClClFKenp0tMLGFqKaWWXP2kWJUQBpEI80sbjIzTZUPAeLkPtlqta1HqFzSuMgcrpnPyVov9/QOyTQ+1DIHR+YTOOuylCR+ueMDiQVWidB13XQEW28Be9FlrvdRuqZSK66esO01wSIq35lrs5z/UdUU27DOta6ZhB3ZtXrA2q1nFi4a60DrglPagBGCdRavPVrh/7jlYo7dCKZ/cj0roe+9xjpxiPFjhuHSobk3tLCa0NdhwnyrLwt8D3eIYXfg8ax1KgdYCstSAQmuFc4t/g3+9SNlqbSiDQG+SpDhnUUpTVSVJkiLlU1XVgTWgqOsq7pA7ZynLKj7n3EIMWb7HOYvWxouIh2M2RlOWVfiNisWQq7Dm5VTzkjy0e5XzOXmeUdclldZYHCY4WNV1TWqk7ddFFoVzvtVK2ADzsiCJIui+IC1QaAedINI8KsZkgNYlNYraOdIAKilRAL6iuPocTEeB4qVwlq7S/Lnbt/kvd454kPh78yTTfu7g5YOl1UkpsxBM1otmtfBhsYFtKYzx3L3GtROxJp3gXHB6SzzA5J8I9/PaM5SsKxgFMfEvnJzyZ7fu0APKeh4YLM+P5+UL3dD6Fk0OlQeWldO+tVYIOOH/q8C/APxzd7aju5e0Cs3w4sTB8JxjkigiXZEs+aBZPAAxwQMD0mLpSGlWEypfHFsSXtdhAbNIJnAG9PHCywm+TRI8uCOPAdD4PAWM8jZfwAs7S/XRwt8DOogbnw6tbh4wU0nqXdXyJLZ01a6iLEqcU/R6nQXSB9EowFnrRazF2l4GQSnPoBJUEg9GDoFbwG/evMXTxlgDmNDI+kl0GTmfi9+ZYvKFWPdj4G8GcOa01fLgp/GAZMCkPShtNU6DQqFYiP5rbaid9cBRAFRlQGtgluY86A/Z0zC3EVVDAHCtO+yFFtj/6gcf8Be//Cp3gYHTZCYLazPoLLl0DvZCgENXGa1Wi8PDQ1ZXV5d28EejUbQXbzq4pGkaba2bN20BgJIkie4u4BeBNE3jAAuIIGGMYXd3l8FgsOS0dR2XjzzPl3p5nXORuSNAnDAver1efI207KRpyrvvvsubb765BKiIm4XWmpOTE9I0jQXZeDxmdXU1HoMkdAImip6JgFSw0KGx1i7Z1cvOfKvVim180kojyaEg9VJEJ0kSgZ61tTXu378fb9yiQwTLjLSNjY04d6/Dz5WmJbeAdMJWk/khTEABMeQ1QHzdZTSAhFHTarXiuWw6aMgcknkn8wIWTKQms+JnOQTkgYX9PPh1VBiBQGT2ABF0EAdAYcOAH9Pj4+MIBsk1LODHdfgQwLHpSimsr8FgEBlxvV4vFtha68iqA896bLUWbj9NAFrATQHoBKy/juv4tMhbKc/Ozig313gUHnsK/Nqbb/N/n02YKzhIQ/abZ76KxmKURjWKwqpJAnFprAkNUFV+17oKxXTERSyoLMHVITlvPI5yaFqg/I6tCwnz3Gj++S9/kV18MZSH3WGDxdUWh0KbUBTH3fUrHbKrD+edg/7CnZf5bx68D8C002dCgastWStnbmuKoD1StjocViVlr8c8lG91YNSYJPWFi9KB/RGKC53hfaM988NEfgJga7Q20SVHiZMrRODH0sLZGqXN4jmAqoR8+f6rg+yMdX6e1FKmWQvaIJyhZmGn8IWwP4OqcdyGFG/6k+SpuGjTbufsFiWm3UZpQ+UshPHR4btRKTSYLTawozTA+YRXTYIOa66zAiQY8nnJaulzvf/g7suELSIsGqPMYtZfMTh0pSGMhXB8AnKoCCuEsdKLtjilFt5ZtqpJgxZPGRBHA9QoEryVu8QnAlAXD4cGMFJBmkBZQpISL9DKVWiVeGAISFSCq32O4Zzz1vZ47Z3LgkOXDYVd/ruTmkYe9ePUoaJrA8AhtEnlnz9UHoj529/3EhwnrZyZMRROkWReA1PYOdKOOJ/PSbI8jqc2KVr5+ihP0qUNOn88KoLssnkNC30j2cRsbqTr1INcziqc81py/rscm5Mp/8mXXmUbkEzCuApI/HLxCWP1iRmwW4A+S+gTgPPsvrnWnAIH4fHaNMAeJSDU4iMsHuT67Q9+wFEeCB8BBjECLDe4XcZZrIJaGVxDx0nhMBaU87S488Sw0fNXdWs2wzlFXVZ08hbzc18npLkfe2USagfKgA7AaDkdkya+PU/pLLKqMluRTSZ0qEl1IDOIdioOq2CStthpGQg591475wgPgi1iwVC6bFy7lV3HdVzHdVzHdVzHdVzHdVzHdVzHdVzHdfwRjp875tB0Oo0MEBEIvnHjBtZa1tbWePjwIXfu3InP37hxg9XV1Sh42GRySBvEcDiMaKro2DQFyQRRPT8/p91uR5cc2WW6Znd8tqhiL+dCj0SEgmVXez6fR9bQo0ePqOs6MgpOTk548803o9uPnDtxrarrmpOTE1qtVmR+dbvdKDxe1/VSW5u0p9V1zXg8jscmwo/imCSsJhHYPT8/j0wS+bPZAtNsfbl9+zaPHj2Kr3n55Zcj++Lw8DC+/unTp5HVUhTF9bxqhIy3MHq63W4UM26ygZqva74GPptzmJyf8XhMmqb0ej2cczx58gSA7e3tJT0tEegFz8jQWjOZTH4qjoFXHfLbZeweP34MeA2cPM85OzuL7CkRNJXz0m63OTo6Ik3TJYHHJEkig1PCGHO9njZCKRXdCsHPeWFcNTXamoy6siyZzWZx3omgr7Bkm+5vz549Y3NzkzRNr1lD13GJsMznMxj0+RbwVz98AMDxSo/jdpe9LCU1ROaH9b5jZCpnXgeRBtn69RvNfn+9seFZlTUqDW0pQjFYdKL5PwzUDVaK13ZRvt2kVigDLjy3mxv+0vSELx4f8V/c+gLCS+zWmq6CJHyHJzu8qLQOWOqkUTACfhn4rbtfBPyuuaj1lOE/key/D/z3h1N+oGdMW5nvzUlEX8O7G1WBDUQYNxkJGxSCa1xgihDHHaVCC4WPuq5ITEIlWiBa4xCnI/+pSZJSNU9qaEOrq9KzmOYFJvNnyWjDvCqpo/ZLQ2ulrnAmQXvJ2nhMDkdprWcHgWcfAROl0HlKHXU8dKQ0OC3n3qKVisK0JlHUNdQavuTgr7TbvNroFKhZtPt0gppVB1gNTBuFP75Ik1Neq+uFZQ+FWGZpaYzybUh//ckj7g1HTBNxkXJYFgy0sqEvZcCztpyjci6K5lb28gSH2B6VQFnW6NTgFuQKtDI4HJWtwGm0VkxTfx/8aJjz15485K9v3WGTy7X1XyYUS15ui4O88KcBf53JJNM2MlOkfe8I+Esf3ueH2zcBKIzGZRlFUWN0Et2uIDhp11XUZZTWOqfwrEylQmuoWqqvhLktMirNtiPRXxV3VFjo7la1w2iNarifYQ0HySn/9Q/u85tffpkvhc8ZKQjqPv63OVjAD5aE0DZ8obvYKe21rcJlIfcNhaEADoFHwF9+9iEA93OFIkMMA7Q1KJfEz7PKUhoY37zFXMZOXCmjlpaNbCzjNFZZal1j9YL95X+DQTlQ1tG1czbGnjF4tyoxymu2FQeNTobTGU5pEmdQJmHckJMwde3HJMmYzQu6QXtqcD7m3/rSF/kyvuW5yaiTP98H/uLJCROpMY3FhNFNrP9LHa6nSxqV0Tw7PzchAqXW2mhDLYWZc447d+7ERHp9fZ2yLCnLkkePHvHaa68taYLMZrNYAO7teQeC1dVVnj17xvb2NsBS8dLr9Xjw4AGj0WhJy6OpU3Idzw8RQQMPjEg7xOnpadTZkFaV5msF6JEi5vj4ODqhAfzoRz+i3W5z586d6Bgmc+T8/Bxxb5rNZvHcHR0dxcVyNptx9+7dCD6IUJucb5krTSFi8MWYHKNYoUtrkxybtK9JL/Pp6WksosWmWo5B3nOxpfGPevR6Paqqiq1JVVUxGo14+vQpt27dWhI7ltc1XwPE113U3/mkkDY1aUUTgXNZG6qqWhJ2lnZTIOrsSFH+sx7WWs7OzqiqirW1tQjQy1yVa1JaMWGhDyetnwKWyef1+/3YItxsBW62Pf1RD9FNk7VHhLidc+R5Hu9bm5ubUROr2aYH8OzZM27cuEGn02F1dXVJmHJ9fZ00TSmKgsPDw6htdB3X8WmRpjlnwN94+Jh7m75VepYYKhS9usZMSqzza2eS+CKonI9ptXqU8yqKflZljdE2mjs0NYcoqriJJK0PwNLcBagqf682Rvt2IK3RKmU2KaJAcZVqnihNe7TKb737Xf7z23AoEQAAIABJREFUN98GoOd7XnxhIj0JPz0Jv+eHtFZY562fHWyx0GoSIWaCHOoczV54qwW652Oy9ogBhtWTUwZiS9/QSYTm2FZLhaaI3sNCf/PieZFCs6n71zTPaJqJNDVA5TOlkC3CvVxateUeKrm9PCfGHk1Qz4vPWq97U9dkUiQq59uLUuNtoOvFpl5VVShtUdpRlRZavk44ImGatzhPFen4nFf7Hd6K1ZsDZamDbpEOwEj8vU5hlPKtabrxnhcVGWq051wMi/bFepYxzVt0QkvijaImn53RVo5E5cyDeLHRCUVVRpfOpqZYU6LheSENedbVCw0yGtbqtkKnCVrD1Drmps2s5TdFDrThuNVhDrSzqwOHgI8PktOffFotoXXRglrYlLsAns2AZ4Mhj7u+HmnVJfmsYL1ytKiW2sAwGoPCFWMPrDSRgNrXxDpJ4zUEDf3NcF7K8WTpehadKrmeAdysiLkrgCsrxkEz63RlhQPXZWc65gwo4nD4plGF/biYvwtDo1istYAX126AvYumVRyaOYpT4L/74T2+ueFzyr3RCp25I7NhzPEmBzFURVbX9OZzsmhLH+ZQbCGtF2LZzsMxtalotk5adASVlLOsVxV/9qYH8LrhlaKvtBO+epMFOL9QZ/Ox4xyrSpED/8orL/P37t0HvG7TTQtbCsq5ZXd3l+0AFMbOWgODqmYSprBzjoVskcOhGmDr5ZvFfvarkk+InZ2dpSQ2yzK01oxGI46OjmKhIhbzdV1H5snFm5tzjvv37/OFL3wB8EXL9vb2kvWwhPRsaq3p9/uxoOl2u/Hv1/H8aIqjbmxsLIErz549A7zFvHOO3d1d1tfXl5KU8/NzBoMBq6ur0fIavJaPiOBKEiHFqGi/KKXY39/nlVdeiccgrCKxHxcwsNVqRZ2b8XgcwYLRaESWZZFRUtf1UtIiwtjilAd+XgmTyVpLt9uNz8kxSmEt4Edd1/G4rgOePHnCYDCI4IP0VW9tbXF2dhYBn+brmq8Bll73vJD3yvza29tjc3NzKSHOsoz79++zsbGxtCZJIiyOUz/rOjrOuagPdHx8zEsvvQR4cPXk5CTarjvn4vp7dnYWkwwRkW3qFsl6Cgsx5sPDw2sGSyNEB0jWiOFwGAX1y7KMLFaZb0qpqJEl69hLL70UC6iLhfZwOOSdd97hpZdeugaGruMSoVFa83BWcJQlFMHBpTOeslLXrJRzchtEfQFbzTHKb7BpdQ5aMa9FK8OXfplJonafhIhQSwEjzxVFEQH3Jbcyo7D1HGMSVG2841SwIzvKWjDc4HQy4aw34DB8xybQ8fI7OLXQmQFeOG0Yr+riQxlFVXo2hXILuxypFcVFLGNRKjhCMWgNo5MJ/+1whZfl8/AsI8nKHs084Ha75QHpfRyjICkux1AB7fD5Y+BPvv0WAN/47vcwwC/eusm3nj5jAvzJDb/59e29/Vg0HTjLr4ec+9sfPYiP6/De//epzwNbwC9ubvAHux7mku2yEfCLN2/wT5/tkIXjkZqzDsc2lfffCMVWVUJiPO1kXkHWXgjEzGfgSr57cESJF6AF+BD4H/ef8nC45q3Z8SK5ftx8AalNYGo154+FVCfU+Lm5qIifp7Tz0w05uk8qMR2gTEY2t9wJLPq/sL7Klzodfm1tjd8/OEAyq8fTOSvtjAwQ3vTba/5e9QcHu/S53OUlWXWKP697ds6v39yKrDdqC4nh7957n27e4QHw1/b3AZgG19kpUJUFaXqFOVhkAPlwDUZbU0pNCegs99zGe0TJqaqhFcrMO2cT/vz6Ol/CC0OH5Qnwc1w+9xj4tVDDfP3ePeZ40OIX19chy/ziADCZ8J39fc4hrgcCCnxlfR205pu7u1HTCzxDrNv4Lg18EP79Hx4dULZ6GKXi9bo0Dp6/uTwSCg+0OA9iCMtF1aCcxnpZHzSq4RjpqFAcA3uZxuZ+07VdKF49PWc0K6mVxinV0MqyKGrWZgW/+eqrLBRm/bjL+DVBkQXPbXk+ymlz+PVt2Hj/V9ZWIclgfMbT8zGvNT4jafy9CX/qoL+10WmxO5mxKTWdc7S7Pb75B/8Pr7zyRbZv32zoLvn/5DOrAFZVYS22gNV2SccPq71O0iXi5w4cOj4+jkmsuK6srKwwGAx47733loo3KUiEldIUVZUCXIoe2YFN05T333+fsiw5PDyMrlcSp6enccdbWAIHBwefz4//OQoZ79u3by9Z1DdZQVmWRZv409PTCKYI+CIiq1I4zWYzOp1OdBBJkiQCCcfHxwyHQyaTCZubm/E7RaQ1TVOMMTH5hEXLm3yGtGnITn5d1+zs7EQgC4jtZuBZbiIYK22M4NkWRVHE9zx8+JDbt29HQEmABPn+6/AhAI8AClpr8jyn1WotAbTN1zVfAwsg97O4eOzv75NlGW+99RbOubju9Pt9dnd3+drXvsbv/d7vsbq6GteVJEniuvTzEDIPT09P2d7ejvP6Bz/4AW+88QYrKyscHBwwGAyie2Cn02F7e5vvf//7dLvdCKYCS9a7RVHEIm9lZeWn6sD3ooUA1sJ43dvbiyysqqqWmBRa67i7Kq6N4Of8gwcP4mcKkN1ut3nvvfe4ceMGOzs7DIfDn3kQ8zr+8OPw8Jgbq0Om54p5cAbaqmq+82/+G/zW7/8jXgb+zF3f2v/3HzxEA79+9w7/84OHtIA/8yVf1PwfP7oH+CT3X3/7K/xv3/1O/I4PJ2O+3OmyD/zbd17iHzz8KD53TnAdA/61L3uT6v/lB9+nwzLQIVnbB8BfHtcUaYuJ1tHlpwacq3BKGqOaNjIvnlxnbN2ykElm7xparsq75xhjwNUoQsscQfMbv16MFLwK3Dr0eevWzVtU1u+mW2dZCRbQJ6cn5FlOMS9o5S3OxuckoXWrrCuwjiRN2d3ZoR9a5r94dkav3yc9OOQt61sveiHXun14yHB1xOR8zC/2euQ7uwDcPT2hleXkrRZaKeZVGYGqeVWiDw75Gg6N8t8LYB392Yy3plMOjg65uXkj7p6nJuHs7AxrYWXQZ/qBL22TPCFJDaBJTUY5349j++TRYzZvDKGcoNJOBDkMsDoreFjMPQCJF5r1x+D/Uw5StQAyQMR+wzlxFaYBHrxIoOOPi+XD9IyQqrL0TMJw4gHEf+/uS3B8RHte8qccnJ35x9/qt8F6B7wkTWjlLTohh/gTtc/V253Wc4+hmIU8fXpOnqf8i6+8TLm7z+nU53qtVoej/QN+7a1f4G///u8zvLVFX+Qfej2s9W5hnkXYhG2uLtwSpLEsvmwunOtm3R+PwmiycB9fK0tuAW8AmxavxB0dBx06MRwfnvC17VvYqa973n33Pf74668zHK5x9OA+g0EvdiV0u11evX2b733ve6ysrDAej5fcfq21mJCDSS7hpVUqkkRhnUWpPAIdA2V55uZorT5lGjfWz4toi1oeG8WFOeYsiCi2clijmQJjYyAJ+fus4M9v3GCbTxaoB1gDvggMltCZBShlsP678KCeDSyujx9cMKS3JdPZjFbHr4sHHz1g0OqQpinDeYGLzEFNojXKd9Ni50WsVbI859HDjzDTgo16jj33OXKr3eXD77/H2sYaezt79Pt9OuG6cA50aMWubB2cHwGTLDYKon3bZ5/TP3fgkOziSzsC+GL96OgoMkZkkktLklwEkljDwob35OQkAgTyntdeey22PXS73aivsbW1Rbfb5eDgIOppwGezVb4OP/ZSNItNvbh0CdAmgIswDMbjcXyPsHD29/dZW1uLRdBgMIjsMGmDkRax0WgUNahgUSBJq5fWmu3t7QgigJ9Xco4//PDDyC6bTqecnp5ijGF7e3vJlWwwGEQNq16vF4EEcTYTdlATdJrNZmxtbfHkyZMl5tDPg8vVVYawcJrOTbK7XBRFvOk1X9d8DbD0uueFACLr6+tx/XDORYC5qio2Nzd58OBBnBvy2U12RvOG/LMaQgu/ceMGJycn8Ry88cYbnJ2dRTafMSb+VmttbLWTdrTm2ry3txfb/gRQqqpqCQz5ox4Cjove2crKSlxHRBsAFlR90SNqOmg+fvyYX/iFX8A5x+HhYbwHtlqtqF20urq6xOi8juv4tFgdDYNLmaab+NynMz3kf/r9f8Q6eEbKvi9Ofgm/4/r0wUMM8OToAAp/730bD+KMbQ337vHL4fM18CudLo7QtlAU9Hc9ef/upr9/H08Lhu0cHj4E4GvhvUuFWfgzB/LZmGnLbxxVzddqTelqjNIkShHlaF4wfFoBLrRJZNpEHKvWRMctiHJBiL94EgsiUJQoXVHOCmp6DHp+I67b7nB4fIStatCK/cDSuXHrJlhHZWvyNGM2mdIJbKI0SXBY9nZ3ubGxSTX3x7Y6HJG1clxt0ShOj0+YBAvm1dGqz8HCOZyH3Go4WPGtJ0qxdfMW3XYHgp1zZWtmkykaxf0P7vHyqx5YnJcFZyenZEnK7a1tbFVzFjaHVvo+BzPGRI02gDTXlHM/QzKTk+ZtdGwrK7l1a8iTRzvkWZtZKMT+wfgErVpolVIzDwWpuKLp0DHkUK4iaxgvVZWO5A2ldAPEf8EmVjNc02mreSVZcI5EaQwOW9fkoRT/3Qcf8SZwQyvOxhN6A58bTacFSjnm8zm1rXx7X6iT5lVBq5M/HyRzkIcWMZMOsFqxf3CEm89YSf3jpS1ZX1vhwQf3+PKtLSZ4cBDAVnXUlhmfT+j2rnijTtzJWLD2fGOSuGLZBQIi7L5GEe+1izTaWerKg2Da2eiw5l+w0OyqsBhr2LixzunpMbPCz/c333yN89MzJpNzVlb6VFUV7/F1XfPkyRNWVlZiDtasKw4ODrDWMhwOo/ZpVVW42pLoFqqusCmNNVOFemnx2OKXey5RjUYrzwqKz2rnxwMwci24hYOYf0BHxELhARAXfoMLC/OQmpeA1xvffBGDygnMJy3MJR0/S33sTQ3AsPlBavFHPbP08v6iluz2mE1mJNrQSnOqUEvqxINCJydH9Lpt0Jqs7fPYJ4+f8pVf+iqVqzk5PmRl5f9n701jbMuyO6/f3me6Y8zxXgxvyMwanDV0tmlbZYRaIJt2o24kuuFDq4UE/oCwQIJPqCV/45PVAzIYNUK0kUAtmUa0BG6MsKspG2OXhyrX4BqzpsysN798L17ciDvfM+y9+bDP2vfceC8zIytfZkVVxZJCEXHvOeeeu84++6z13//1X16KJktS2lmH+TRne2edOIoDM1FrjdOKKZC22lS1bllZmAAHRU77EryaqWs0nk11DvuxA4eKogglZJKQt9ttnHNBwFgC49lsFsq/er0eV69e5UlNOZSysizL2N7eDqCE6JpIe/HpdBo0RkTDZHt7mzzPQzAtmiOXdj5rJvij0Qhrve5Aq9UK+jtVVYXrE8dxEP0Fz7yZz+chaW+Wjs3nc/bq2lDZD/yN1ul0WCwWoc24nEtRFCEp7fV6T9XR53kekn9YChVLQiZt7eW85/M5SZKEMg6xsizZ2dnh1q1bbG1thUnaWhsS4mbt76WtWpZlVFW1IhTdarWCQPiztmtuA7yr+1TGgWgUybWR+76pd+Cc4+TkJADWwt5I0/RHHhgCv5qktQ6i/LIiIiC9tRatdWDogfeBsFtEa6LJEtzd3cUYE7SMgNCG/dK8iUaa+KQoiqCdVlVV8Ju1Ngh+S1t6ATGF6TWbzdja2gr7jMfjUIIm1+ryOXZp72RFXmJbiV91rbUselrTwa/YXgU6dXzaGs3p9No+Fuu12Fnvo+97aOkaFmMcm8aw022T1DGYjNuwUHP0iE/VgMJ8PscYw5VOh6ooiEsfE2xVvhU7WvR+TUjSjkjITOVFq40NZS4GKJ0hVhG2Tm4ucu4urJ2q8qLPqNXyBecagqT2jPgrYGxJHEVE+BIHuXbD0RCFL/HNWq3QDKAqSi9im2WegZuky3jG+bjoyu4VrDHk82Up/HQ65erVq+haJLfXkRhM0e10A1O0XQNNtjIURYEzNsTqOrAlLChFPl/w4ksvhe+UZh6e0FpTFaWP2dvLRZtikYNWvqQrJOtQlAVbu1e4d/se/d7GEgJRMB0P2Oj3UC7lqB4H3wBM5dkhzq6uzxscEaou8lBB+FppTRL5D7TOorQOoIsseF5YCxl0rZMTrE5YFSi7XICfUZcYdjp1Hua3brUyjKnC8ytJknA/N/Wt3tYUOOufVZPJiO7GJlEcEysdhJqLfE6r1SbSESUwZFX/yll/f3S77wMw1KQB1ebvxyWPKLhT9LyaPnWA0lhnSGoRbVffkwlA5eo//L5JFJMkMaPRKe125kXfgePBETtbu5TGx1ZNqQ3xs8RgZVmuxFoi6zEajVbKeqMk9WBhDbTJtCgt7RflYkWeTYXxokP5abx8swEdnQFzlF0K3+OCXpE0G1BAK80CMKKLkk18SbAKfhcQqMnfUk9paMk5nq0YDryvMO6bJ6hJkxRbVrRrkfyyKGi3/QJ/WSwLWp2xOOWIYkUUx0ync7ptnyscHOxzOhwxnc5Z39jC1KW7s+mEfr9NpUC5ispURNGyUQB4oKs9HtHr+zFctFJOOQPOuWXZomsOyLex9xTpKaVu4UsQDVA5535WKbUF/G/AC/iS3L/jnDt5L59zaZd2aZd2aZd2aZd2aUu7jMEu7dIu7dIu7dIu7Xna8yiu/Hnn3E875362/v9XgN93zn0E+P36/w/MpNW86MuIxowIGArjxBgTVuyzLAtdy0SXQSlFHMe0222Ojo7Y2NhgY2ODsiyDQHGz64KIIna7XYqiIKtXU5rMgel0Guj/4/E4CLJKydRPgsn3lNIHQfGHw2Eol2r6tCn8LddPkO0sy0Lnr+l0GvR4nHOhLKy5AiF/y3WW/WezGaPRiOFwyGQyCawOYRHJtez1eqE7RlOIPIqiUPbSNFlpH41GpGlKmqbM53OiKAod9UajEaPRCKUU3W6XN998k62trTC2RB+p3++H7yT7NkWuL82PoWbpi5SKydh51nbNbc5uJ7pXzffPvg6+lGc2m3F6ehrEgKVrlHQrO9sBzVpLu90miqLAbLuI1hznwswDv0Iv5ZKz2QylVNDaKssyjN1er+dXfet7sqmxJPe1tGOXVqppmlJVFbPZLFyfKIrCXNBk211EK8uSNE1D9x4Rh5bW8lIqKyWMURSFbkxa6+ADma/E7835IIqiQMNvt9ucnJyEbnxpmoaOJMKKk+soovfdbnfl+WStXWl1L9dQVrLlvpB5eTAYLDvCnHl2XeTx/GNqFyoGS1sJCwj3qvxI9URVluR2QW4XtPoZTkHa6rCoDKU1odJCK39fZFnG48ePQwzW1PQ7G4NJqVBZtwkWcWqlHFr7ldj5zMdgi8mCxWThxZg1YCqi5XIzCkhUgnaaxEnL6ebPxTKHLyFQcerFWOsm7jGV/6lDoaqqQCmqyq8uy49RmpjIC8ECzimcU2jl15CNcTgLVWWp6m5faZqRLwq63T6LRUEUx0RxDM63Fgcplaqla5VC6zi81+n0WCwKFouC8WjKeDJhNJpgrGW+yJkvckDTanlx6F6vT7vdpSwMZWEC4yKKEkbDcRBp9aYpioo4SZhMZsRxQhwn5PlybrPWMh2OmA5HKDSd3hZ3Hz6mu76B0YYkgiSCLErYWNukyH0pkGH5o5RCOY12OjAffEmQqZkgtYKMSv2PC7Uxns3WtAvIGhKXViIWLC846SalQSW+mZ/y5UFVpKiiJQ+mymfYahEEjE9Ph40OhBqlIsrS1ONi6ZPHj5e6T8v3l6/LM9HrjE45Pj7GRTFlWVGWldeqSlNyU/FkvmANiKOMOMqwKKzy12wyWcY2z8VnquGmRgnSqil80/GEcH84V/8AdemUxFbGGLSKsXj9qllV4YDJZMhkMiTVmmqR02lllNUyN+j318nLqo7BDL1G+VwcpxSFj8EWiwLnVGAYV5VlOp3XsfJyZEdR5Nkn2t8Lyi3HvHIKh0Yn6ml+igMvl+zN1OPJl3TV48Bp337LRtj6facqLBYpPLN4lmSMZyy5ypf9RkqHssyyKsnSFnGUUJQVRVlRlo5iVtLrbNDqdFkUJYuipN/rkUYRaaKJdUSkI9K0RZq2iFSCQpPnpT8/rVBaEacJUZTQTlNAoZOY4eCYYa3ThobSGqI0JslSkiylqPy8k7U6lMbSadeC90oRRSnWlHTbXf+l60lZhbHk5xDnvP6dQvHk+AnKaXrAf3ZwwM5sxM5sxJNOi3987y4j/JwurCyFlA+fz94PVb2/BfzT+u9/Cvzt9+Ez3tIkMG+329y9e5e7d++GQHc2mxHHcQjYlVIcHx+HgFs6VknL32bAIT9JkjAcDldaAYpNp9NA6Rc9mjzPg7Bqu92m2+2Gjjv9fp8HDx4wn88vNpX0OdpZjRex9fV1Wq1WAGkE6JEyiN3dXa5fv0673abdbrO/v0+326Xb7YZuSPP5nPl8HpLQPM8pyzL4WnR8qqoKgIyYJGllWQZ9lLW1tQAESFlGnucB0Gm2eZRtj46OGI1G3LhxI5QZSRtp0amSz9Bac+3aNa5duxbORfSI1tbWVgRkhdK5WCxWEuWflHFzHpNypcFgwGAwWOlG1hxvze2a25zdbnd3l+PjY46Pj0OScXx8zO6ub8/cBDc7nU4orZKApQlSSue85rxyenq6olF0EU3KvkTDZjgcMhqNaLfbvPHGGxwcHHBwcBCAIhGSbo5RrTV5npOm6VM6WY8ePQpd3YAwN2dZFsoD4zgOYK38XFST+1PK4+R85TvdvXs3ANNZlvGd73wnAGqDwYC9vT0mk0kAqZsAmlyHoiiYzWahxXdRFGxuboYuiZPJJPhZjtVut8O5PUvIXrowjsfjMMfKnDMej1daicPT4/n09PRHYjz/hNgPNQZbLBZ0WQWWnfPNjHPnE3mTV5i8IlaWk+NTNJDFCcY4rPUVONaZt43BZK5u3huTyeQtYzCAdtai1+lyOhgSt9rErTYPcy9FgHp6gW51trp4ItTPMi8uXZ+7a/zUxXFaaypTYZxdgbkiHdcNNzSnQJxGxGlE1m6htGLnyi7Xb16j3e3Q7nbYP9yjt7ZGq5MxHI/or/eYTGdMpjPm+Zz+eo/5Yk5RlWxsrbOxtU5ZGVodDwhOphNUpCmqnKLK6fQ64bwm0wlr6+usra/z8NEDn2xVJVGSMM9nDMcjhuOR39464jSiv95ncDpgcDpgPJly84UbZO2UsirZubKNUw6nHO1uh6Iqmee+bfe1w0OuHR4SqwgM7G5tk7Uiut02kYqIVIQzZSitW8zGRPhEyze4NjjlPfm0LInoypwFgSzNwo8VTOuCWqiSOhtyBpDILxRoTd1eSgVhZaUUaZwgN/fmxjrOOZ48GdBuZ0SRQimHUi50IAS4cmWHJ08GPHkyIEkikiTiyZMnXLni5SWcVaGUqdfqkCVRXdtW/xiLKR0Ww3a7RQ5hTsA6dH0P9Hrvb6MFBb4Mqxbulh9dl1mFucWp4GBXAyfWC4qBs0RpwhNgbCBrJ3zn9e9x8+ZNbt68SWkM5WyGKQ2Riol1QqyTsOi0KHKSJMLa5rzsm+ZYa8myDKUceV6S5yVZltDp1BpiScJiMWexmDOf58sYrC7V0uEbvEU3rIa+0NnSMe8f/3xYKXVduqIu7dLLz1lWr9LsDKed16GLdUReLAAbwOeiqEjTNnfv3gcdk6RtkrTNd7/9PTrtNmVecTx4wt7efiBvWGeIdIQpq3qRzGGtI89zZrMZ8zwnSSNsWbC+s836zjZJFjOajAGHUzAcTRiOJrRbbSajKXGUUpYGpbx+kLMWi2FRFIBjMZ8RdbpEnS5OaQyO8WSMRpFEcQB6drd3mE4mZEAfWDMla6ZkFGmG7TYl1POS94t24vcPoKys/pT/R/m+pP/EOfcbwFXn3MP6/TfxJeZPmVLql4FfBoII8PMwa21o73v9+vXwugAOVVWtCBdvb28znU5DcCEJSVmWAcQQIAl8kONvlGU3M3lvc3OT+XxOHMdhFVxMdGvKsmRrayusBh8eHjKbzVbqOX+cTRLFdrsdEqjRaBQSClk1l/eEYVRVFa+++iqvvPIK4LuLSfcyWdmWa3d8fEyWZQE4ks5JSqkA1MRxzMnJSfhcqakVDSphAu3v7zMajdjc3MRay+7ubnivKAra7TZ37txhfX19pcX2/fv3mc1mQVxbvk9VVfR6PbIsYzqd8uDBA4CwrySEzQfk7du3uXnzJnEchzEEHsiYz+cr4rI/yTabzWi324Gh09T1AYKeWKeuf9/c3HxqG9mu3++TZVnQCJJkW/5vJhxlWWKMWemIBl583DkXtFuEcQh+7PwodCoTYBv8PSLt6o0xvPTSSzx+7DvKyNgEePjwYWihLsBOU3NLWFtNcO3s/6KxJZpdcg5pml7oubLVagUmFRCusYgVbm1tMZ/Pg68ODg4CmzSOYx4+fBjGomgDSLdEsfl8Tp7nQW9N2nYDQdeq2+2yWCwCO1aYlUDQhmrOOWKj0WhFNL0sS9rtdnhGydzTHM8/KmP5x9QuXAwGmgmQRLqhcWMYAB+qJV62ev65q8qK3e0+08mM0hmcVbRbXoOmLB3W5m8Zg0kMJXpmQNCaFAZ5s7teXpQ4YynmBev9NUx9cutxSjWb4LTDKhs0ekSkdKlB0Zx3LtocZFf0SqKVpsmyha6/i8WYkrTVDq3fjwFnDHErYbGY0cODHgB5ucA6Q16UfPe73+aTn5QYbECWtWm3M+I4ZVF4/Sh5r6hK1vo9xpMpgxMvZtvuttjZ2aKscpyyHJ88ob/u55vheEin06LdbTGdjhmOvVD0weE+p6MhOztbWGe5srfLYODfc84QxykPHtyj2+17IWM8BnHn3m2G4xFKOeJknclsHHzS63bQlWI8HnO/jsE6/T7Wxb6bUKTob3Q5mfpY784bt7nx0k3PTKdElicsUEUGp3PQZQ0CCFWk1ldRwouoX5Y9HXVie9HG0qrJuIoAhWNiAAAgAElEQVSCNlNc63bVVt8kSkGUZFQoTFmz+4EpjihtU1aW6dg3YMnabVqdjK2tDaytyPOy7hgGYDk+PqbfXyfLEra3fTxnjGdvyP95nhNpf72LosLYOb1eh+lkHM6529+ksiXTyRTTWyMC4sSfeZaAWtTXTFUsr8PzvR4CDEkHrLMdyoI1dYqUZwdZCKxHgLKaswOsRYBxfORDH+Hem16MP05TqrIC53j45n126kXMNEmYLXLarTYKsLZCKR9jOGcwxoNy4Oo4VxaWRvR6a1hbUZZ5vQ0kSUwUqZrHo0E5pDeZByE0yi5BjKUjGppFwBKWtrUQXH2XNLSa/Efqeh+9gmsIg8pog657ASoMbWAxmxMpryK01q8b0cznOF2xub1BPs+p5ZvYPzxkOp2jlCZJMh4+fESWiS7xhPWNdTrtNq04CTpG+bxgkedkmxlJ1kLHSTjvJ0dHbO/u0ut3yRdz1tb850/GQ3p9D4rGOmI2n9Gtz826CmNLjDIcDY+5XmtIWhSVdfQ6XeazCWmkl42uOl06/Q5virpZHcdpR2DqamdxRFgB0Nz5uUPvFRz6q865+0qpK8BnlFLfbr7pnHNKqWfCVHUQ8xsAL7/88nMDzYWy32yLnOd5CF4nk0kACyTp73a7AQiSIF5EkSW4kMBESoWOj485PDwkTdNAo5eABJbtyOXzpUyg0+lQlmVICLIsC2KsPwlinxLECcMLfECnta5XHfz74ruqqkIL91deeWUlQAR/PYuiIIqicF2lE4UxJrBEZB/5XAGF5Hq/+OKLnJyc4JxbKf8ZjUb0+32KomB3d5dXX301vC9t6bXWgTUCS/ZJr9cLyZR8V+msVhQFGxsb4ZzlPWEK5HkeugNcu3YNrXVgL8l3bybdl+bv/WbSu1gsAiXXOReENIGwXXMbYGW72Wz21P1vrQ3gprwmCfl4PGZtbS0wiwQ46fV6HB8fs729He5xEauW8sCL2tFQxCKB4Iso8qt3AsCCB99brRbz+Zz9/f0w7ufzeSgtS5JkBRQWYGE0GrG3txfYNPJZzTI/AeOlLOqi+quqqjC3iJA+LJ9LZzt+Sflyc9yKRVHE6elpYEk8euSDwKtXr9JutwMDyK/2+3G1ublJURQrYJB8vtaaxWIRhPibc6B0ezw8PFzpDCfHFyBIjtkczzKW5Ttf5PH8Y2gXLgbLkpQ6RUfVoqhJpNjGJ4uTyZzZ2MdM0/Ep3c0dOp0WyiqIFLOFf/Yba7HGkWWrLO2zMZgAssAKUCpit+Dnj6zVoiwq3y2rshyf+kQ13tqkrCogxTVc1UwRl4vhyw5EF8+aJXECOjyd6GrthXzLKieK/ZXaBmKVUBQL0ra/d2UeKIuS2XxCp93jL33yLzXudYN1MJtNmc/npEm87Ai2vo5WMcaWKw0XyqJkkc/odvv0uj2Umodr9+KLL3Jal8aub6wh6sXD0ZC1tQ0WiwVbWzt8/etfZ3dXwEzLfJ7jnO925VzdNlp5puNaf42i9GNAnlVlaRiNRzin2FjrM5JSEDRxFKGjCFOWzBdTTmsR9Bsv3kTrCGsNTi0TpxqeXPoWliyJuqRDBGCbjdKXAr12lTlyka0eXkqx+o1qoV4HFM7QWGtgji8ZKipLnKZs1LGVwzEeD+tysMKTfEIMZt4mBhPmxpx2uxtuxMlgws72OuPRiLX1dXZ3/CLe48ceI+92u9yeTUk63QBy5HnuWd74src4e76NQVbAs2f9/awOWA3h4CbDRuY0Yf3EwMnxE1q9DmmdA5yMZ2TtHovphP39a1SVH52TyYROr09e5GRJSqvVoaqWMVie54zHY/b29kjTmCzzMUqaxlRVsZJvwLKzst/Oy0Q7lsCeP3/Nsx4oAk4/XZZbt1yXskWWgtLKgVK6idKHPRw1s6phBdDpdRHB96rOJVsd/zyIUwFRaoF4NHEUM5lM6fdXx4COE05OhpwOh6go4lHdqfHK1V3STovS+Y6JsyIntv7abe/sUJmKyXhMK01QdSc1WcSf5wuSLCNL4gCI5sWc4WTM+vomB4c3OB36vNA5zy9bzMas9drYoqS75nPa4ycDutsbtHRMCaj685dlvM/w/7t4cL0nNMI5d7/+/Vgp9VvAp4BHSql959xDpdQ+8Pi9fMa7tfF4HIJsCVDTNF1JZmSwCxtkPB4/1TFI6i4fPHjA7u5u2EcCk8PDQwaDQQB+wAcmSZIEJkEzqZpOpwEYiuM4qMVXVcVgMGB/f//9d84FMEmsgQCQSaItPlJKBf8MBgNeeOEFhsMhJycnIWDJsixcN3moCADYpKI3zTm3AsB1Op2wgn///v0A4DW7JfT7/QBcCVgjwFWz3AaW7JKz3emk4xosy8a63S5KqQA0nZychLEj40MmYx/0uABiCAPmypUrgUFwactEW0xYJgIWy7ygtQ7bNbcBVrZrAn5nV62dc2Gf3d3d0FJ8b2+P73//+yv7DAYDdnZ2mE6nK3OSsJYuMvOr3++vALUCFkjwJkypXq8X2HdNBpD8VkoFNlzzvel0yt7eHsPhkDzPuX//PkAAKaRcqlkKeJG7lUk3QikNlWeAsP9g6StY6i6JTkqzdCvLMtI0DYCPsNZEw6jJJGwG0FKKK1pOsLwOzWeVzJvD4ZCdnR1OT09J0zSMfzlmq9Xi/v37gRkLrIxnGcvAhR/PP252EWOw+XxK0uuitMM6/3xV1nIK5Lllv9tGFD66W9tYC+PJmF5vzWv/qDoBymKUi7h//z5XrlwJY0zG/sHBAcfHxyvMzziOg+bWSgzWajGaj+m0upiFL0/a7Pk55QHQzVqcGK+ZIWF1BMRYnNO+ZXEjsH5WacQP3Vwz3nl2chAB5byglbVwWlE0evVESpGqiHI6IerD7rZnfw4Gp9y8eZ3xeMzp6YjTEz93tbI2k8mMXqePtV5LanPdz1HGlFgLmghda2T4T4EsaeGMT8q67S6m9LHR4zePSJII56QqyH+ffncNjcI5zagG9KZTPw+laYwpLZ1OG42iqI9VuZJYJ5jKEuuEwfFJSMT6/TV0azlPbm34GOz09JRW1mWRL0jjjP5al/lYOuC2iXSC1hHG5AwX/rnX7/RInfNaKW6VrWWQwjG10rkJYUMo2wBZJFGFi9dEWsCu+l9bkzzq/w0Wp6CoAYEo0kS1wFUb303J5AWnwyUrNYk9SwM0adqqYzC/oDSdzkNn6STJ0HoVHPYxmIclFvU+u1e3qPKCbqfP1f0D3rjtOx5GTgExg5MBO1tbfJeGFlbUgsLg8DpEz9OeOTcEpOdsieESM5LHvz9rS4oGA7ruUBXX8eikKHlhYxOTaCYznyf0uh1GwwlRnGBN6cF2AKvqezB6Kj7znZDn7O0dMBwOKYqK+/c9oHZ4eMhweMrW1lYdg/l7+/j4mH6vU4M1DouttZN8S3qjLUYvmZf+C1VSOMYqTOqtqtl1/igNkDuwhzywcRZSUoC2CRbp4FX5rnTjUzSK3lqPuF5cuH37Njdu3qzLCFuMhh74TXWENRX9TpuiWECDPZqlGUmW0t/aZG4qenW37GllMWVOEsWUpvKgSz2/WKU8YKU8SG1FG9ZBQQlZglWOVpIEht3J8JSdrT1OTodsbGT01n0M1up1wRh6nS4PHt5jrb9BNfTXe3tnh5PpAtOLifGMPgDtUnCVL0kkDrpFcOaavIP9wHC1UqqrlOrL38Bfx3d2/G3gl+rNfgn4P3/Qz7i0S7u0S7u0S7u0S7u0VbuMwS7t0i7t0i7t0i7tedt7gaivAr9Vo7kx8M+cc59WSn0B+OdKqf8IuA38nfd+muc3KbNpMiqMMaF0qUl5F0HhbrcbSiXOMgUODg6C4KHYeDwOgqntdjuwEKy1gSUgZRRiwoiZTqd84hOf4PXXXw/nsL+/z71797h27dr77J0fvsk1kc494P0m3UiaYpLg/SalV51OJ1w70XSSleqjo6NwjYQJkiRJEJcGgij51atXmc1moSsP+BVHKd9QSoXXtdYMh0PW19eZTCZkWRZWP6IootVqcfv2bbrd7sr1FrZFHMf0er0wrkS0XATQm0LTXhDOr/g/evQo+ECEfK9du0ZVVaFsSd67NG/W2nA9wDN6xKfr6+srAqmyXXMbIGx3Vt9Jxq1cV611mGsmk0lY6RKRayCI/16/fp3ZbBY6WMn+PwplgU19nCYjUzTchCUiWjXCcJNSASnd6/f74T4X1tFgMOATn/gEjx8/DtpiMra/+tWvsr+/TxRFDAaDMAdsbm5eaBF26Q4mwt3C/rtx4waDwYDt7W02NzcDC0iYaEop5vM5W1tbYcz5Moot7ty5E0pKwTN90jQNY1K0mcCvfss82uwi1rxm0nBBxrKI9K+vr3NycrJS+iifeXh4CHjGELAynmUsy7Eu7QOzCxmDpWmKAkqjcKmsKFs2gbVMY/KCpOVfNyiss3S6fXSkeHQ8aBAVHFppDg4OVroUio5blmWhI+2zYrCz5Y2tVgutYL5Y8MmXPsJrtz3Dcw7MpzOijX5jdXtF/gNYXUm9eDPQmXXeJSHoqZNNWi0wJaUxtJJO2LsqrWdptFq8cniNx/c9+2K2ucHEOI6AxcYGEuUUnR6DJCIHbm5s8M0HD3hgau2Pbp8H0zExmnFlcXUZ2BEwU5r0wx/m9dJ3mntYX9cBMK47J2mteVSXYwyAUWnoJxGTytKKNYfCtK+fP9++dYvNOEY1rneuY07iugRuezOwDo5KQ5wkpMCjRlw/c5DWJWNXOx2+cToKbhTx6RvXb/JQx5hOreUG5HFWa348PSpEayiioZvbENpdlilevO53Z81X9ejmPyvmh5rvKBzVnsupdXO0ZmNjjcp4Jqu18dvGYNJtsBmjN2Mw5xyJSuhk/npPphP6nR5aK56cLGOwJPL6r/uHB9yeL+jgO3QBWKcwVvnx/H7GFGcP3bg3m0PmqeLfMPFEGFOPD+NZaP00YT6eEEcprZb/PqejKf1eF+tKtFIspjWre61LPi/orfVxzvHo0aPwHB8MBnzyk5/k8ePHLBaLlRjsK1/5CgcHB0RRxMnJSYjBtra2aiagF8l+quNe4+RXCy7PMIdck5Fm6teXxxJB6qDZ9DaXSPxolWerrfXXGA3HjEYTFnM/5m7ceIEnJydc2d5mc7MftKswiiyOQUM+y1nf2aS0fp9y7hnb9+7eAVuR1YJRw/GELIlppwmR0iRZm4n14/Qkn9DrrEGrzZsKTOpnzAQYFDn9OPPfNst4UH/ffG2DGaA31nnNOpStmdjO8CiJmAOL/RscA6989AYA33xwh3mvxRhPDT5J/TMwj2p2GJ7FFPGMsXUO+4HBIefcG8Bffsbrx8C/+YMe972alPSsra0xHHoKqlD8X3/9dX7mZ34mUO3jOA4Tz3Q65fDwMJQzNRMQ5xxvvPEG4Ouiu91uoPpL3arsY4xhMpmwt7cXgm9pPSwitgJKyXtVVYXg+8fdyrIMnY2aAqntdps0TYNyviQ2MslLwCDlGKPRiJOTk1BuIpMd+OD04cOH3Lhxg729PU5PvXihAEpHR0e0Wq1wXcADftLeWc4JfOIv4KHU2jZ1gsCXxUk5CfjSkpdeeil0E2omTwIqOOeCHouc22QyWWlpLdbtdsnznFdffXUl4H38+DFra2uXCVlt4mcRopeSKOdcEOgFP0fIds1tgLCddHg6a+L7+Xwe/pZt9/f3w8MUluU/SqkAIMl8U1VVSMqb2mYXzbTWKyW3d+/eZW9vj/X19SC0DUvtNBFzP1sGJi2ne71eAJs2NjY4Pj4OQu/j8Zhbt24BHgQyxjAajYImHHjwo9/vX1h9Nmsti8WC9fV1ptNpGIuz2Yz5fB7KXeWZobX2+hx1eZmUdgGhhPTGjRvBf+BBx+3tbY6OjhiPx6E8EQjbwhKYBgL4/uTJE65evbrSNW48HtPpdMjznI2NjZVGDgJkny15a45nGcvAhR/PP052IWMwB1VeodOEmAxTl9pUcUIFfO/Bbf7mxz9OUdRjNEkoCoNzivFszuHhPmsbHoSOdV2M4zTWOV5/4xYAL774Ap1u/0wMtizcMdYwnszY29tjsfCxXpImJO2UxWRGRoqpRVYBummLOFPYyGGUXhGkZgUsWi4uvJWez0WxZuVKE3awgDMWayyTyRi2l+BQnKXMigqlM9jc4GuyjwL2dvly/b+UBP7WyTF/jO+Uw0afh70OooLO3i6/aw03dMQvfvJjfOaRf+cv8IlcUcz5fhJRskxCJsBaGlPVr0k+MwbaScTfePEFyDLIc/6vkY/pKnzSdQ94vbFPBfCpn+HzeJ0rjQcBAZIkCmDPAvh3b/r57ndv32VGnYNe2eEvGr77Wx/6EP/y9df553dv88XG618GnqQpedR4HtVlkRHGl8lY5UvOGkm0qTvHpSKyq5ZaMxcNeBSfmnq8x2dOMAJwmlSBNo4s0lD6vf6dj7wMb76JshXdbsJi4X1jjWExK7h+eKPWHVqEDL/b7rFYLJhOp7Tay+eIAFNp4p+Pi9lSw28ymtLJelzdP+Rw/4CoTuLzsqCqy8jm1Mo2octhRGkdCyC31p/3czPbKN/RK7CHauBrMtfE8oILu2CwFGjf9c3KomLKm8DHgPVum9H0lPW+X/xutSyRLhlNxwzHx6xt+nn09PiEVncdKoNWEf1efyUGGzw5wRm4snOV0emYO7fuAoTmI+PRhG63EwCq04HXiopiPwcqC+I6bRXKQWT1yjhugu5+jDuaIFHE0/icUdrv53QQPH/WFbK6BFWXbimDBeazBetr6yymM67deAGAyWzKfJ5jnSNJFFrV2koa1tc2UDoiNxXD8Zh2Hb8UZcng6DE3D6/hcg+6gRes39ne5vjxE8bDKblxjOtx+eGfehHaCVzdZf/6i1CTE377m18lSzNOgL/7wk3+YDLnu/V3GCtNgh+jLa34m//av+rf2N3hxkdf5t/+vX/JeH2Do/mcn/76VwH4uw8fE8cRc22Zt2Kmm55sMY4dJEuB8MiBq+O92EXnnl8uZoT9HkyS6zzPA9ADPpl76aWXePDgwYpgqDBYOp1O6AIDHpSQLljOOW7c8GidBMi3b99mY2NjpVuZMYbT01M2NzdDKzxgpaOWsJckuVFKBWbKT4JJa+smA+Dk5ITNzU2Ojo742Mc+hnOOhw99MLG/v7/SjUQS9qIoWF9fD63FF4tFuHbSWSfPc4qiWGHg5HkerkGn01lZjRTR2GaXE0nwJTlrispK0t/pdALzBzzgJ+LE0m1JEj5po5llWdCqgSVLoMlkEhMNExGgFe0j6Qh1ad7Er3JN79y5w+bmJnmeh/v57HbNbYCV7ZrsiqamijBm5LW9vT2m0ylvvPFGEEwGAjAIS/BPkvXRaEQcx+HcLqolSRK+j7CggNCyXIKMNE19TfeNGzjnAjCfZVnQ3BJ/CVi7vr4emHIiyCyMI+nuKPvIOWxuboZ75CJaUwC93W7z6quvAh681lqH54I8g6QlvYBpIhgtdu/evXDcpu6d1pr5fE6n0+HJkyeBjXXv3j3W1tbCnCl+a7VaPHnyhJ2dncCKE72ojY0NiqII89e3vvUtwF/7VqtV6xJMVwSzm+NZxjJw4cfzpb3/1upkOKAsDKoW+JzohPvA4cFNvnQyoKVqVjdwx0FXg+u0ubPIyWsQpl2HpxZ4BGQvvQDAE7z+zxcfP2YtS4K0L/jE4zt5wXavw2uTEdM6MewkS/CoCUYAnAImyXx74Wd8n2XC/tw0u98fO3Pyb8lF0Yo0brMV+0QFYAYk+YL2xjZjrfkrf/AH/OqdW4BnWvzCH/5//KO7d1HK4ZyA1MrrCmn4hT/5U/7+vTsY4330i5/9I/7Xh2/inOEXPvN7/MP7PuF0TmFtxS/+2ef4B/fuYC3E8VJINc/nZFkba6twLK9DpPiFP/pDnFNEkeLX63lRaxrdlpYjwVr4a//Lb/Lf3r+PMBJEzFcpv0Cr4oiyLPn5P/scAP/gwT2MccSx5uf/7E/4tQd3Asr2C3/8WX71/l0iHKlzTGp1lNNun2HWQTtL1mBqrl4FYVmsavfoZ6S6Fw0YepY5xUoXKf+i6EQp5g4mdVXAr3/v2/wrQA9otmL4EpDWneV+ZzpmUy1BRwHzXmfZkQrg6zWT7Mv1sXQ9zwCo/avcAv7Fg3t0WB6rmeB+H3gDGNRAXu4MSRYzA4j0CtnuedqyJ5c0e3/WFmfEqRuAoTEG0/HeO8kycrxvnuiIqr9sskKacG92ws3uFg74k9x/8ut4gPWrrgqQzGm9y0Z9Pq/i58PeRt/7A/iLKqcEvof347yOZTvbG9xh6Vun4Fb99yyJ0ThUDSWKT5vgmP9bLVloyFdf7eenm8rm57woeaQYAPfSjE0FqtPm/33DV+lsr/VQwDeN489Lh8COc7yIdb/2w+fmZRir3wI+PZ/xHa1xWvMNicFYAs63gDt2eYr/4e//Pk/SmGkUkyadEK/+2t07JFoROfjrf/hH/MO79zE1aOO0win/XLPW8ov/x28BHiAbK7iTZpygcOubYWEv6vh5ksjhXElWs/I6RcnV0ZjW5loNwqkzY+58z7ELAQ4Jm6bZxUa61Qjl/rx2Vgi1+XdTFLX5P3jmkJSGyHsS5DeFjauqIoqiIISslAoJUpIkK4CRABnyvySKZzvWvB/AUL/ff24+fZ4mpTYnJychoRE/yWo4EAS6pUxCShyavpa/ZSVe/Kq1Zjab0e/3V0orhsNhYPkYY0KXM7EmCCUmLC9JkJo0dWstvV6PwWBAFEUrLbrBJ34CQDXPQ863OUafPHkShGUlaZPf/X4/JITOuVAmJ5OEtTYIzDa7wRVFEUCMHwbTQu4V+d1sR95k0zwvO9tZ7Oz4EmuWI0oi3ZwT5LoppZ5KdJ+V+ArALCyKJmAixzrLwJFr+G7Flc/6VM75/fKpgJ+wXHGT7yfgBPh7TgSXz/qtWdYJrHQDFJNzluONRqPQwr3ZJaspPivzc/Oelb/F7+ex5+lTpdQKiHIWwD3bkUzKYsTO3qfSYrw5X8s2wqhqlkzK8wf8HNC8DsKuFMCz2ckxTVOMMeHZBt7XMu80mUawyihrtrFvjmdhQzWB1bNNAi7tYthzi8GUpbI5RG2iLGJeP+JGcZ8H+GA7VVkIviOgUF60dopPDPM6LM0gJDMxBN6OlOrYLGlq5AI+abRZyoP6f9MAhZrfoCkofQeYJBnaWlRlV5rAh5jAunddevLBxmC2bi3tO/REKiZCY+0KYcWbjjAVjEdT0i0/H90EtmYFqSl4lGa81uvRXV+rz9sQxxFlWRFFOjAItJaaNRdEpMWrvvuUXdnGm8I5SxTFGFOFDmD+eBHG9FFKk6YJ87lnQyZJHPYDhbWGqE7wjamI44SqKtE6CpfIOd9NTeuI0CPJCqPSdxVWDu+zBovT1sdMEw8cRar+HGuJkhicQZcWUzPVqqxDVRm6Jme9XNQsGr9PYQxFntNNOz5Jk4Gl6rbcLP9fydee47B4HjGYnE4AAzjb9UiD9venU7BoZbxe3+G/PspJi5y2UmhNSJRdZENHYfndXEhrlpG+lWkH1Nc0iiIq6wE/Y8ogYm2NQuklGFSmMZOef94u0ghdWXpAquNzu/088UK3t3ymywg8Cx0qIMJ60X4V+xdkI62JnCZWoBVM6wnztfU2/+V4SH9R0tIeTBBIW1tf7KWnHvoxUseoliwd+8wSsGdbc0G6GWdZa4mVXhJ/gGld0nTUadMtczR5YOrJNkurmVRqeXpl5cW2XVmha5/GStFJYtCOyXRMp9ND1efgasQ+AqgUOO+gWZrwGjCPIyQSsXUr+fv1/6eR4r9/+JBh3ZUtch64M8o/WbRrgMzal7tpN60HvfhP6F91voWlqB811eENFjiII6rKhDEioLoHVpvXZmnWsTL246Jg00K/smxNxrTUsmqlchU2ikA7TDWnV++zlTt++SMvswEoXWIMmBpYdUV17hjsQoBDs9mMr3/96yEAlfIrYXm80yTRNGlrGsfxSkmSgA7N+vTRaBTYHf1+n9u3b6/oarRaLY6Pj7ly5QonJyfhMzY3N4N2hrRjBg/ySKeiF198Mayep2katvmg7M6dOyutoN+LT5+nDQYD+v0+u7u7fOMb3wB8EHXr1i0ODg6YzWZMp9OQ2G9vb/PlL3+Zfr/Pw4cP2dvbC8fpdruhrfXZ67BYLPj85z/Ppz/96cD6un37Np///Of57Gc/G8o35EaRttHXrl3j+Pg4AAo7OzvcuXOHbrfL9vY2w+EwMHeUUmxvbwddozt37gD+eu/v7zOZTAIAKWNBykj+9E//lE9/+tPh8z/60Y/yO7/zO/zu7/4un/vc54iiKJzDYDBgMplw//59PvOZz4TP/+mf/mneeOMN2u02xpgAcIIH146OjoJO0g8DHJLvLl1jJDD50pe+FJgPZ5POD8K01kRRtDJ2xD8SuJ/nfpWH5fM41nntrE/ltffLp02dJgHMZ7MZL730EovFggcPfBrWBBreizXLbZMk4dGjRytlZVLiNJ/P2d/fpyzLlXJBYf3NZrNzA28ftE+fp0mnMwHMHjx4EEA1YW3B+bTJut0us9ksMLukJLff7/PgwQNefPHFp0pq38rkeSMdPOUc5Fpd2sWy2WzG1772tRAXNOOFdwdiWLJWzF90e6Rb+6S9muqexPzm6Zj12Zw2JsTGus6ZbWV9aZh2OF0H5hiwwszWqBBIa5wz4bdngtQdiMLfeoXlonytgz+uicDp8L2GrZTTboc1HbOhNV/4jif7n56csFsWFFVJHGucWS4euXP0BL5z504oo39vPj2PWZwWkEVjCodSEZGKqWq3zZXDpAkPTk9o99e4unOFo+97uQR2tonKBf3pmN00xioPCol5YEi6HfnXhPUpzzljTFgEi6IoLAQqRQ3SCKC/TLD9wmkT3I/qBZp5iN/Fh1IVsJqo6vqZm9RyBHX5RByHfaQEfAkomZD4pnEUzrkywkq83+UAACAASURBVOhXVEVJjCKW5N86nHVUpqIVJ2H8mtmcrUizns/YijS/+dnP81N1jc2Vwx1OHz/Gjae0VUSr/vzI2aDIIiycSHzqrC+neU7D4+yzTfz2gzzbVM1+csT1+a3u9/r6Gle31hikKWP8tZv1MgqVeUZECXENcljA2hJ0TITCWBPQggiNMQVEKc/inCy5JzaAbJUpQWtiFVHZAmpAKEJjappHR8NaXtIp/OLI+qxgb3jKn9/+PseDQQAC361Pwd9zTZ8at4ybdN1ivJJ4MbRQt76deqQpjNfaSuuUvHSahYv49pVdst1t4hpeOY0iJv11Hvc9IFuwXDhS1s+nynkcwwh+Ea5Vs2jx2T5dMt3w29e7KDQuFNpGWOfQKLSCyjmov29XafqTBbuLKV/70p+RV/7+2chLD1w5G8pzXQN+0EoR6whXOdJ6kOgIvvjlL2JjvxCJXeasViccpRnf7vdZ63TDYsOps/zjwRHbZU60sP6+qsu9DA6nLCOtOe51mUn1TnCSB4YiC7YG1qrI1Pdo/Qxq1us6jVOeOJCkUShTVsqDV5FzxDVABFImrX2VnFLopqvreyklpqgsqp5DXNZiUhRsrvUp7s+4cWWP6cznksQRFRGmWtDVKVcL79drowH3/+LLDIcDes6i45g4qrt5phHzRRO2e2tTPyyQoGkf//jH3de+9rUwcUmCVZZlADLOK7xblmVIECSJXltbC8Kfsg0QWlILO6SZQIsOSavVYj6fr7AP5H8pMZFSiHa7vYKuigaNsBA+SPvyl7/MK6+88rY+hR+OoPHZ1Wgp12q1WqFtvFyjPM/pdDqhVXiz/EfAPYBHjx4FITURA5fyIUlIut1uKOmIoojj4+MAQoEvb1tbWwvvgQenhPkzHA5ptVphnEhpkuhcCQggIIEk0k2mRHOl5vbt26FMR0oat7a2Vo4JhNWVu3fvcnh4GIKZJEkYDAb0er0gWi3JfFmWATQ6y1T7oGyxWITr3ASHvvCFL/BzP/dzAVD5oE3KGEV7qN1uM51OAT92mmPinY4DPJdjndfO+hT8/fN++bSpdSMsyul0+lSZ5/P8PPDBliQCTfZJs1QPWAHApaX6u22n/kH79HmanJuwDHu9XphjRC8NOPfz5+joKDCMJPET38gcfB5rJhzNtrmvvPIK3/rWt34Uqid+ouz5xWAWnOFrKuFX7t7i6zX7ZJa1qHREXDlipYMArzGGRCkfnEee/aq0lP+4kEBY2xTk8FSLJitE3vNDbfnaEnhwNTshQuHjPqVrhp1yzJOEK6MR//q9N/mVT74MwHWgi8GFogeNqZ+v51ls+WBjMIupfGwUxbEXSK71bBb13TYCjvGi0HO8h2TZwuDLSk7xOjyOZTlPBbTqbTsstXs69fbr9bHeBHYaxxO2VwyhVKVX75/hV/0fA8KttPU5ruHT1Ef161fr3yUwrD9XTP5e1OcoKXlUHy+vX1tjScqo6vcTPJtA1D6n9fZbLNlqy5Ig75OHwF7jWG18yc5G/RnNJRJb+2ar9kuvsU+Dr+5HV9VIOiOeG3vorWKwL37xi3zqU58657Ot6QXNs1qx4ywnSvNt4L9+/XW+v+HjnrudlFGmWCiHVq3wxazzYvPCbHNuySSRUsVzQVb1RpEG42qWCwYd5o36WA52qpIbb77Jh+tnU3+y4D/+xE9xA9hmWfb2Tq5/q3ih6dOk4VMlU9dZEh2Vp8wkcWjTLqWGczRDfEnXZ4H/buLvoEkvY2IqlI5ReNadMG3C1Ffbith17aim9s87WZMjU50Vw6q/k79Ojm79wb3piI+dnPCr117kExBKt0ShzYsjW79/41TmeYFWMc4IU9CPhy986c/5mU/9LEVV0I7jsFOFY0zEA+Dvf/u7/PGBz/0er63RLjU6LzzgFGtKs5RFiOKUvjVsT07pBnkCja41krTzPwIOlZEAuB400isMP68bFiUx08WUX3zhI94H+Lmkj5+vZE6Qe76o3de86wxLRuyTel/w8+FvzCfMI0WbGGWWesVoTytrG8tmnvOf1nnmXwVeAFqmRNdgc1UvrChr+Muv/BW+9eo7x2AXV1Hv0i7t0i7t0i7t0i7t0i7t0i7t0i7t0i7t0t53uxBlZbIqKQi26PM0O56cV4RU6KwimCr7ttttT/dr1LaKnoUISe/u7gZUTmrDhT3UNOk2JWwR+ZymKLEwXsCv7p7Vsnm/bTqdvqNP4fx+fV4mVGQRnAW/2n12RbrZ/WZJP162mB+NRly5ciWwbK5evRqYO/Jd2+02Sqmwej6bzej1epyenrK+vs729jb37/tK1P39fTY3N0MHNGF8TKfT0Klsa2trpURRBKWldEh8XVUVjx8/5uDgILRDb2pbdTpepOzmzZuBCdXpdOh2u7z22mvcvHmTqqqeWu333VcWK+NNWmLL95YVzeFwGJhSUqLzQVtTG0Yo5vK/6Pz8MMSFhenT7BglPhWdiGY51dsdB3guxzqvnfUpELr7vR8+ba6OCZuy0+msUPPlfJ7X54nJ/ZokSSjLlC5p/X6f6XS6ovkm3QhlZe+8c+4H7dPnaTL/CFPKGBN0xqQb3nktz/PQNQ6WWmYylza7e76TyZgRH8rfF4GpfGlP21vFYKKjAeeNFSwOw5Uk4T+//gK/dv8WAA81HEcxjhhrTNCGiWJq9rbXiFGNpVljPGunWfrtTWFMFbYBRSQ0fOeCzo2UNPntLDryuloaS6QJGj3tsmR7POHlouKXP/kywvNNAVNaCmtIspRiUdCu20afxxeTyeQdfXp+v76TWZL62V+UJQ6Hs4o0ihnW7aVeBf7nb3+HoyxmlkTEOiEKTI4Caw2xSqHukNTUdISlFkwQRK3jMmHeS9kZsBIXSSwt+0g8JPs053w5flMnUdiLwiR9lg6oxJVN7cDm8ZpxvxzLlP6cvlqzy3QERjRL5VlQl7IoHbPAUDlLHCm0iGUTY02JUxYVJRSlI5LW1ZGD6Zh9G/Hvf+TDfLw+36QyywoZVaEcxHXpkXJQ2bOaPj+4yViTOPoHi8FEH6Vm+lvP4BAWisKiqUhjzYFO+E8+9CH+sN7zNxZz37dL+QKwCin/jD3rQvtyH6UU1gkjQp+PNcRST8sAkdIYDBqNdWX9fuI5LQp0UfIfXL/Oh+t9D4B9PPustMbTjHhKBuYpO+tTeEa8UC19qi1op7FEoBy65uspLCqOMUUR2B0y5gc1C+ufvPZ9vr+xju7WjXjKCl2XSVnnSKKIlav3HMZNKDizxneKjPyBlxxMPz61EraSopT7Wyf8e9depO0crdkcVev62FpnyDlf6qWcxdTlw05BmkY4pagrDf3rBirjsA6cVVSVpTK+CiTKUkxVsR5n/NLLH+WNx76BUZFEUKVYFHGaUFR5uJ5pnGCMpVrk/I0r+5zllkcstehkCJQsSV/yftMsnrXYAX6nftYppcAolIow/kv7zwec8tpETkHaCJlNXV6aOFVrHtWC91qRdTTxxhqLvAKnA8PO6Yi5sxRRQqEN//sdL/Hwb9w4ICkcOk7wd4ZF1ROOMS50LnsnuxDgECxBHWCldlmS/3fTGvf4+Bil1EriDEsBYbGmNpHoK0hQG8dxaM0sosNim5ub4XUR7AI/acgDqBkANMWSP0h7J58C78qvz8PKsiTPc7rdbii7k3OSkjLR/wGvZSLg3mKxCD4VYGg6nXJwcMB3v/vdIN5qreXhw4fcvHmTo6OjoIciNeubm5tUVcViseDw0JOK8zwnTVOyLFt5WHa7XR4/fkyWZUGQWsrXnHNkWUZRFIzH4zDeyrLk4OBgRaNFxt329nYodwNCCZLo4Lz00kvhbylXlDbhMobkAS9J4GKxeKrl99bWVtACkHK9D9pkjMkDU/4X4eZmqecHfV7z+Zxer0eWZU8JkZ+cnDw1d7zVcYDncqx3c+6w9Km89n75tJnMCygkyUATgHlen3m25FfKxkS0X/ThptMpcRyvzF/j8Zgsy0K3yLPiz29lH7RPn6eJyKhch5OTE+I4XvEZnK+sTHQUnuU36UR3Xj80SwGbx7+0i2vN5F7iheb9cJ5YwWFxKMrRMdd0j390+AIAX8eXIElJkcyQY3wQGjQjAFmK6+ED8yGeZr+MwGCLjDG+bEfKhMAH6/K3aXxO2fhbsdoqfZMWL/R8udAVfHkQQJQDsV9YcUDaSoPeznnuA9EmeTufwvOMwWqh6MgnxeATvHHtkf/q/kO+eXiITVJya4n0sqmH0o5YK5zxTTpK65BcXeYYAWlWPrEGkCU5Pqu3J8/95n4yX0kZfHNeaII7zXI8ATak06LMZ83nULM7owgGw1J/SD5HyvriNKHMi+WxnAmAl8ShAavUEUVVomN/PW2tI6KVL60Bn8hC1JhrDenWOt9czLl3+3X+h5sfAqAl31eBI1oBQhzPNymTZiry84PFYFKSJFpJdZFQALh8HVwHfw89Af7vJ/5uPdlYx+kaGKryIDrksOAsVvniPdfwm1QcufBfQwMnpO7+t5OTcBan4votQyS5l/Pt2yt8Ad9v37/F36vnpB1gE+9vrSJ0fL7n01mfwtPxgujmiP8U2mvMOAX1vYmyODQugVQlpMqS19ppY+C/efga39hfZ5q0mdSaXSUQoahsRaRjSluitfj07awus32qJ9vTPpWrrLTvOxbVp23r8ixq/RoHQYje1GNoqDT/7NFD/q2r+zhjyaIzY0tF9RlY4kaPSess2BLrHNbWC13WURUGV4B2iihNiWqg27iczTjB4Mu0/osrvoHRg8ZHWaBKWyvlWxqYdlv8j8NTxrWIdgBinUY5RWR1AEKdclgBwVCrwKHyo09H/vrrrboc3yoipakqg04TwRyD1lSlXa05JMV2DQDKVaR5wUY9d/VxfCiv4OExVT3/ydgeVQXzfp8TpSk6HYY10aAE4kRhjUNZhXJ62ZQgcucGXi8MONSsh22q6oudV9Q1SZLADJB9ZPVGhKFlMux0Oty5c4ft7W2m0+lKZxlJuvv9PmVZriR4ZVnS7/eD9pCAHK1WK6y69nq98Hq73f7ABakFTHg7n8L5/fq8LE3TwNg6mzw0gwZhDi0Wi+DXfr8f/CuMHGHhiFA1wJtvvsnh4SGTyYS9vT2+853vAF5cuizLwLA5PT0NLA/R5ul0Olhrg07RZDIJotNnu5+dnJzQ7/dJkiSwisBfb2EXaa3pdrsrQIJ8jzRNVzo5SRA1HA5J0zQwniTwsdaytrYWfNDv9wOrSQItOd6rr75Kt9sNLLcP+jqDvxcleGuymkSkVhhkPwwTjaY4jgNbTGxra+tdndfzPNY72Vmfgvfn++XTNE0DMC7faz6fk2XZCmvneTFCZJVddKGEMSgMu8FgwJUrV8I9JfcgEOYCuefezTPjg/Tp8zTRGxLh6YODg/DebDZbWS1/J5Puc3JNZT5qtVpcu3aN4XB4bs2hi6rRdGlvbU3B2ubCltj57gFLksbsrG2T4jVaAH7ve9/lzVYL5xQqAle3FUeDUhrjFNb5xDyp55JIOd/+Wft0UUSnl+LU/jXnVBCrXv69FKsGz06wSqMcZPXn2zpM3p4s+Hs/9TE2gLQsUfKMtynWQhVZzwxxOiQHTr1ziC0x2Nv59Px+fWezjfQwioSxrBjWieW9dosHnS69vKBXWbpmShz0CzPKMifVPo5IslaYcyVulvisCcwopXCLmkWTJNiFB/eNMagif4rJ02RcyIKgK+TauRUtpmbnVVm0E7bR8ntGK6BH07eyOFpMJyuakPKembsA4MnnaAdO+8XcqiyXHZmcI9ERdlEAmtL679lqJ8znU6IoIYoScBHzOhuct2JmScxpp8eOdYiUvykKBCcQrRmnlswhjX1H9sp5TWKus0zaZn5w/vEnQspeu6YpKKwo/OuVI+q0MfHyvusVJa3Fgm0FUe69oJM4aHCd7Tra7JD1TufTBCNTnWFshaMMgJ2qNNMk5WF3DR1FLOWQa1ConFEZL9hbBRHpt7+3z+PTvCxWjqOcJjIpCoeJvL+dslSoWhzf36829X6bxHC/3eZRu0W3MuxV/ljd0sJiRKwVXrLfLe8tKzLnNYTXcJ/VLsxh72QCeLVardDA6Ox9J3HZ3DoWaYtZzWaaxpoJEXOg1e9hwtiSbmm+Y5rXV1oKcyeRB40iFbN0qb8300SD8ozwOK2/o3HkuqSI/CLBv/j2qwA86XY969H6+TCJ4sAIM/M5G2mLY+eINtZrhg7hOWCFkaNsgM5wXoobpzxIFLbxv2NriRYV62iohZ67SYqrwWNnyqW2br2TUwLALcGhcL1cSQ9LvyYG/O0XbrKLXxxxeA0iicDGeJ23/+lkwB1jmdb3SwXkZU4rzcAq3xCgfg5qzt8l80KAQ5K8NqnoZ9k25w0279+/z/7+fmBfyL53797l+vXrKzTKKIq4fv06Svm285PJJNz48pog603qq6yItNvtlZbJ0joclqVs8O7aKj8vWywW7+hT+OCDeHkYNzvXpGlKnudsbm6GgfvCCy8AcOvWLcAnPV/5ylcCa8cYQ5qmDIdDFovFCjPlE5/4BMPhkCzLyPOcl1/2ApOLxWJl252dnZAIZVmGMYbj42OstYGFVFUVR0dHfOQjH1lh84BnFSmleO2117h69epKgHJ4eBgAxmYXsY997GOhlK3f7wf/DwYDWq0WJycn9Hq9/5+9N4mRLMvS875732Dz4OZuPoRHRFZmZWdW1pBdxepWUQMoCoSolVpaaCe2JAJaiAABAYIErrXhQlpI0EaQAC210EoUCUFNsClRIgVSJGrIqqzKGjIjMjImn8xtNnvz1eK+c+2ZR2RGZLVnVlSXHyDC3W14w3n33XfOuf/5/62JWFROBGotY9H3febzObPZjKOjI0ajkSsoBUHgxvNvYvzBhhy+uuInr0tg8JtIIiXpFQRRr9dz4y6OY4IgeKnjqpIn/1m39bJ21aewKZR+ET5drVauKKS1diTucRw7pazrtGqLGFii+V6v5/7e39/H8zwePXrE7du3t9QnsyxzBY4kSZ5pB/40+7J9et3WbDa3lH1k7u/1ep9LpVDQrlWhgCzLePLkCbdu3aLb7b40AnG5XLqAv4rGvbFX0641Bnv4hMadWzwA/pufWzWs94f7jFotsqwoSUxF1Uq7ZDDNc0I/QGWSNBhSY/ACq/iiBU9fypKLhLnn+aXMuS00ieS5qMbY14GyJcnu1yMrla2O2in/9S9+xX/x9u/x1SCg4cuXLElpUKYyefb5xvCXGYMZtlNabSCoKVCFQ2KlaU4nN7yxmPH9v/JvQLSESVmy8GuQptBtw3IBeQFvvWXf++Uvwffh4IA//cEP2Bc0erndJfCvDYf84Pzclae++9WvwmwGQWC3KwsmSQIlWvq9i4sttIMG3t3b4wcXF6TA9954A4B/du8e54sF//Y779jtrVabC9tsQlHwpw8esO95bnsZ8N3jY37w+DEpFrEmeMjvvvsuPH1qt9Hvu+SRaAXa4188euzaS2TEpVgkm2g6SRnh3eEO//R8zCxLOfADLivvPQD++7MTHu0OyVPt0HFezUdSNYEMVNfz1TWmZdVnWxVN9Ws929zFKkBBXkE9eNRRZAShRQFmuS0sdqnz2nzJ39wd8DYwKBdyBMknbTtlMyNgycvrVNPm51vBxteq/F2IxOW7MRZN8p8vpsy1jzaBS659rIQ9QVheh5fz+1WfwrPxQi24ui1dsg4rlC7bwijwymutDdR83xUoAiCNfdpZwN3pJf/p0C763K6DbnfYV9Z3MZtigWQMZrNH97f45nmtUVdNfDo1sNuBx+uIYaO+5esa8HC1ot1s8nPgfzq19PEPdvfwSkTPPEpoNMLy2IqNKp/S5Ziv7HPLpzifJllMmqcEnk+9Xh2nIQutuA/8Vz//Ob84uA3AaSkSpDwpYEFRjsXOTo/2KqWdGw6XMbfnNpfzi2q7V4Ff4IpoQkbt5wqjjOONz3UBKqOZ5eyuE/747XdolQvz0sy1MildFfBpuNAqJk5Xfv/GYJdfXo7KsyyvxXTOUa9jUUHla+fY+6S7WtBodlCihgfUwoDFatOVIs8tTwcvqn06eyWiNaXUVkvW1Yrx51mVFjl0QYCATbzffvttl0yLHR4ecu/ePebzOfv7+w51AbjCgtaa5XK5Bf2VtihZba7Kd1ahrM97/csyQUpdh0+v0yQIvQozFmSTHJe0W0n72Wq1YjAYuOvXarUwxtDpdBgMBluKcg8fPqTVarkVp6rymPQFS+JT9UO9XicIAlar1db+2+02SZI4xISYqCIdHBw808Yi+/F9n6OjI1cIe++99+j3++58hUtFEGqislYUhSti1mo1h06p+sjzPAaDgUMPtNttp6AVx7FrK/lNJbZSVJWg+MtW7Ps0E9SfoNhOT09d8UyKby+TBMv1vo5tvaxd9Sm8XMvQr2tVdbDJZMJgMCCKInZ2dkiSxI3R6zrHqhLgarXiW9/6FuPx2I35nZ0dRqMRe3t7fPDBBwwGg60W1Fqt5tpHX9a+bJ9epwl/2tVFjVarxQcffOCUx17GZG6pnrvv+0RRxNnZ2Ray9kUm83N1RRh+c8+dG/tse14M9uteq+PjW9zPYObDqGOLx6f1Jkvtc5yvaMaJS4IcH12aWZXPZUQgiJEiR3maImHruSfHa0pkC8RbCybyu9Z6E48pjaZsh/UDLtEsuvb5+NisGXY6jLEtCrpMEk25piytGL4fbBebXmDPi8G+rPGvTPlfXlAuGuMrqJmcnTThf//J+3wbOChKhTNdI8sKavU6aRajUU4BsdVus1ouiVZrdrXnYrBm06bweZ6yk+e8vVrQbNpFsOkPv0+n03Oo/eocDXYh1S/nW3mGKKVortd82xi7sPLoEQDfzTL8dht1cvJMDLZer2m1WvwVzx6XLMIppeDJE74DDmEuMdjoH/0jer1eGYN5zBbT8nyapGlMjYJ1FKP90KFqOs0GoQpsEqcUWclp4/nwl+oeYdhkOV/R6jT5xcz6ZwUM0pRPogStn1MsEDPV8VQ8+/6fwarPtirS5TrGoeOmKX8aNMrklt9HpLmzgu5qwZ3dAb8HHJQfbrW6rKIl9bCGF/icnZzSKHl1LO9Sge/pbQKY7e4nULhYa71eUwtb+L7Pyflj6uXr2ih+pKCZRMzqDULluyKKB64nsDAbtbQX2VWf2s3oF/tUC1JMimobJJb8FECip0GrGoHx2E1yBA98KzK8U1Nk65Rur0mUZaR5ORaVtPqVV6ZyOAIYUlde/yxbLiztyl+6dZvZbObOb29vj9PzE4bDIf/wo1/yVqdPP7KFlvtRROHZVkm/EbLpsyjwVeVAqpURxKdQZLlDDmkPjGxBFZjCoKSAZ2wR6xI473R5Wi+BGH7AwXJON8nICoOhQJfcRs3c0Fxl/IevHdNnox4o4yFl04pcHQoaW/CRIhtsCuNNbBHlDjiuupZfIwwUvV6HX/7iA9pt+wz0vADQFfYm6xdnxsrd2/Msj0B5oArSOGF8dsKt4f6GaAuLHGpiKLJ0g+gs/281G1ZlDo0vm3POf7HdqJXd2I3d2I3d2I3d2I3d2I3d2I3d2I3d2I39DtsrgRwCtqqwgiQRpMTnIQOtqlPJqtHe3h7L5fKZ6q6Q5gnCJ8syhwYYjUauzWdnZ8e1E2WZXeE6OTlhb2/vGRi+rA5VSfO+bNSQ2HX59Is4piAIXIvY+fk59XrdtS1Ur9FwOOTjjz92LVyCgqmSLCdJwt7enrsO5+fnW8SCojwmSj5Jkrh9yLWR10XxSMZEHMduX1eRIFU0TPU7wgskJNfV7+zu7jKbzdwKVxWtprV2CKjZbOaQUJ7nOeRSu912xzwYDHj69KkjrFZKOZSUEFLLef8mWjoENSDXtMrn8mkcWH8Wm0wmjsAcNq2d0tbnCA+NYbVauesqKEHYqAy+zLZkDL1oW9dpV30KOD6nL8KnYRhy//59wLZ6yj0kY7vqU2k5kzYkser8WG3PdcSg5X1VVcNqt9vM53PW67Ujggd7v9brdcfpBWxxPEl71ecZ71+ET0X9SeYEQZqKOqbc28KpdnFx4VA+slpd5Yxbr9fu93q9vqVSVh2LSWIJZfv9/hZiUPYj828V0SPjdX9/n9FotOUDUajb39//3Cg4gd1XScZv7NW1q/GC3JdVvriXMg2tctFfZJm0Uhytl/zq29/gZ/cfuBXYBPiDvX1+cnFGgF31/PqduwD884efUAfGwL9++zY/LpEksro7MoY9pXh3b4/3Li7scVMSpbJpUwL4cfk+5T7uA//ZzCJjFkFAUR6nB251W5UICCVry2Z7Rfll7Np8+jnMooYqEITStJ9TFClFblfCj1tN9stV7fOzC+q1Jq1m07YeqMK1bg2GQz75+GO67SZQEATWH7VGiF9+Nolzdvd2KDv1GF2c4XuavMjJstwpe2ZZ5tp+r5L61ut1oih6bguUIFgFkS/tPNU5u0r/0O12WS6XDtVbJaQWwYJWpw2qoN3aiNR4nsd6taJZb9kYrHxPAaskIo0Tmq0GRVq2Te31OTk5odVouzjrg9gilIJanQSN5/tkZkNHAAUYbVtWVPn3S9PEfj77tBgsCIJf79mmCkdZLLxIHppcWeTQcjal6O2gTakwaCDUigUlWMQTpa2E1XpFo1ZHaU2jXmddIrvW0Zp6o2FRsf0+Wan8lWQpzXqDxXJJp7Udg62XKxr1Omho10MWbls5fsMizTylIU+2qJhRBsyGVPzX8SngcqqNTzd+lWwmf8bVGsuMU16XUtUMyjY7DUUOhQ74KLE++P16AKmh0QyJViu8RgNVcoplRc7l5QXDwR4nj045vH1QXjM2ClVKUxRmK//ZjsE0mfAbdZrM50viNGG+XGypujYaNc7OnnCGzwhA2We75SdKZbfP2oZp/IpP7fnqwHuuT0GjdOU+qXaeVJikDtdr/tt+l9exz5aochxdQO/hBAmkzyMCzEDxigAAIABJREFUGsD5YsVeu0lafhds25ZXbmNdOfRa+ZkGgCnoKO2KKfF6he9Z4SOtfHzPjr8oXlGvNcnTDK0tSb4u5+e0zEl394aMLkcUjndNkWWWk2u4f4jJKyjDslMxU77jLBMXWyScRhW2xS5NbRwaBlcbkD/dXpni0JdpVa6QJElcMj+dTl0RSGvNarViZ2eHOI5d0t3tdlFKsbu761p4buzlTR7Qg8GADz/8ELDtOUopBwuuFjn29/ddIjUajVxAlSSJ4+Jpt9usVisHG64+CNM0dZON7/sOHrlYLMiyzLVeCbGtHJ8Urur1OpeXl64QNJlMtkikgyDg/Pyc4XC4lTjt7u4SRZELciRoieOYbrdrYdVXeHiiKKLf7/Pxxx/zne98xxGaS8KX57kjmJZttdttx69VJU6/vLykVqu5Y/hdsH6/z2Kx2CKcz7LMtQVKoaYoii0i8jzP3XUQcu+X2ZZc0xdt6zehFHddNhqNHP+XUopbt26R5zmLxYKiKFxhoVoYv3Xrlpsbu90uRVG4wL3aLlmv1933qgE/2LFdVSWrEuu/6tw1H374IW+++aYjdARcYUg4Hh6Vie7x8bFLmMCS6QvfWZqmW6T7Mu/IXCWcVrBpExBetNVqtVV49jzPHYsoL1aLNYPBgHv37rG7u+u21e/33Zj+TRWYb+y3zyT8tHSbEk4XtLIYZhPeISXNhZzTI37yhEGzw2I2Zzadoh7be+PdNCJLcrsw9OQJtyoxmCiITcZjGI34ViWh2GpnLL/zLae4BMZolIJWalOAZeCBE+au2haLz+evDH3J5jhGHGu2LlWc2PxNKeUOsLPHL3/6EwB6nS4oxXwxp93poIDzkS2o7R8c2CJ0kTO+uECVfCppkhMnMb7v02q1WK0iongTg+WFVYpKKuqvQRC4GGy5XG7FYJPJhE6n4+YZicEajQaj0WirvVm+IwuGV2MwY8ynxmBRFLkYLPAD8mKzEBivVwx2dvjk/sd8+9vfZhXZMRKnmxisWa9ttpXGdDp9KKBe84jjHHNUtt/WW/zlf/xPnqPypp8jVa8/5fdXz+TeVs9pgev1dogqr+V5TmEyOtjkulG2mea5odloooA0L/l68g3/Z2FsDDZbzJ3yV7PRJEtTJzYh6qkADReDJaRJjikLHLVarZyBKq3NWz/VF35fV7vhPu39qyatQaiCPM34ahi41/cO+6R5QrRcUsQBq5XNE3xPkeUGk8Ph7QPG41K4ptfG5AlBuVBdFBuxJllcAkOep3he6Ij/4zil3W6yXM4JAm9D8q1sMUlmzIINmbOtGBaO20i0+LQtgW3OteJ24/5XW0XpjT3nflCbd7TZzNOtNOYNoP7LD/j6W+9QAEk5J9WCkDQrCAIfreDhQ8v9euf2oQWGGEXdwKPTU+4c2ns4T1OyxMZgs9lsK1/c63QcwMTzNnUFT+OoSbrd/iY205YyhEJRq/us5wt8WcDTip3BgPsf2RhMxAX6pbhWnhlyVWyp4OXYIlXDFPilgrD4xFO6bFu0TWy58+Gm0e9F9jsZ7cnFOj8/5/Dw0HG/7OzsbJGvNptNPvzwQ4qicOgTWRH2fX9rxfrGXs5EmUAImME+4D/55BOOjo5QSnF2dub8LUWeyWTiXpPtSNIoHD2SYN29e5cHDx7g+74rLIG9psfHxyyXSzqdDk+fPnUP7W63y3q9doUjSayiKNpCvFRXC3o921NfXRWTn8I3EEWRQ6EAjr8qDEOyLHMFrUaj4Y71tddeYzQabZFlR1HkyKWrst5aa8dVJHL24tPRaOQkNl+WnPe33drttuNKMMa48xZSetioMiml6HQ6RFHkviOcNVrrF25Lincvs63fVpMCAdjxdn5+7oqRVSRfEAREUeS4wQSBKWNPOLGq9+l0OnXonCriCuw9VKvVXBFYEoZer/dKF+WLouDNN98E7DiTAoygBWXF/Pbt2+47Mo8VRbGluihziPisWrRRShFFkePzkMBgMBi4wmW1ECfk/d1ul9Vq5ZCLYAOdKIo4ODggiiI370wmEzfub7iCbuxlTApDG5qQjQJQoShXfDcr/mfnJxwdHpF7htFyRm+3R2vHzh2FZ2i1Gnz04S/BGHZ37XPWFAVpYp+HO/1uSRxcuD0qhx2qJF6CBsLmL54ClPBZ5KAqik2qVGBEVHU287fs5ZVfbnHcHpWilvEAD1OU+jzlAhIASvHJgwccHR+iKDg/vWCwV8ZbxiZ2k9mcwXDDO5bmGb5XB61I4pzMaJoNG5vcfu01Hn38gMALrbCLo9DQ3Lq9HYMJkWqn12UdRxTGsFhuYrB1HJVcLQY/DLZisH6/T5Im9Ac7mPKYoFQ4C2uEtZD1es14OqHfszHYYlXGYEFIluasl3ZBuN5s0GrYZ/ztr9zh7PKcPC2LDI06UWQLRCI8AZAYgwKKLCX0PVazKVHXjtMfAn/7wSNqoU8RVZOybb4hlK7cJRbV9UrWIRVQKQh46jlvF9DUoLUQXfkUWpFjURj3738EQBytLGeVUvQ6bZJ4zXxuFTfrtRqe7+MFAd12i4XjiRUVY0MY+jx8+ICo5LpptNoUKJq9IcvUMJ1bztBaTZM3N5Llmd7wxkjRqEppdH0mJTS7I2Uqc8ZVpUOjBabojiUFCp2jSAmN2SJaH01moC2htZ9nNMoxGwaaJF4QLRJ2BgM6XZtPZOmaej1kPpvQ6XbJjaFZ8jtNZ9sxWBSv3WGlaUpYC4iSNVGyiWW63S6j8ZgCTY4tN8j9rQ34hdWxCw1Q4QyCkjBe5gLhb+OlaZBeaEV5L73x5tcwQLReuYLKbDah1WmTpGvSNOf27Vvl/hWB7+E1coo85/bBgUO8+kFILbAxmKC/4dkYbDweu/d2d3dpNBqOl8rFYLU6i9nEjunVhHa3i4yRi8mYVRyxv79PvI5ISjXPyXhKbhT1eoApMhQ5lEpo3TBkD+guZ9QHA4qyqOcKi2gKVeAbzyml5fjPXQZ5nv1OFock0Tg4OHDFgH6/z3K5dGR7AkV9/fXXXfEBNu1Zgiy6sc9vy+XSyVGDTQSPjo44OzsD7M0lyCEpDPX7fWazmUtUpe2k3W47UtoqOqdWq7kijSQ7IhPf7XaJ45jxeOwKMiLpKSgHmQjr9bojql4sFmitXUGn1Wq51iPf9x2JtdbatdeIFPRFCWuXFkdjDO122yVpcl4nJycEQcDOzo4L3IqicAna4eGhC4yiKHJSudX2jeoxXJXb/PNsJycnHB4eOp9K++BiseDx48dOtQ42hMPSuiTB3nq9Rmt9rdv6bbaq1K/AjwU9VxTF1rjO85zBYOBI58EWPc/Pz50yYBRFzqfiJyliSNsT2PtuNpvh+z7NZtPNtVEU/UaU917WtNY8evSIO3fuAJuFiDAM8X2f4XDoii5g/TsYDJhOp44QW+77KIq22sDkOsjvopAn5M/ynhSS5T3AoeFg8/yTOfb1119nsVhweXlJEASusCcS1tLetlwur12d7sb+/JqV6JZ2ho2GjkET+HZevHV4COREqyW9XpfFauGSwWbQhAK++sZXiKPYtUYoPDzPkpNG0XJ7p8auk/KZks12DVuknuXQrjb3CHFsdYX7VZ3NtxIso54LVyhELl0ploA6HLp7Pc8yjg6POL14SlHA/t4eo4ux+/xkOmHQ32E6n7mCSafTYTaf0mq3GQyGTC+nrqUkjnPqoUeeFQS1kCyzzwOttUP+RFHE+HJM89aGiDgpr3PoBy6pa9TqNGp1Qj9gPP+UGCxOCJo+q8UmBuvu7vHk0WN87VEPa1yUrcj7wyGLxQKv0HQarc1CRp6B0ZycPsELQhuDlWpLNgYLMUbyBvucWkd2odjTtv0liWIWpb8tka0mS5PPiANsi5mqICFeVZPx5VVUyqqmgfPTE/TRoWsFw4SW3Bz45cNP+FePjwFLvKvLk14sZkTrxD2folWMpzUnT045PNqn3bZxQpbFYDSLxZTHj57y9jtvuX3bAqPPZLFkFaX0dlrlttJNkms0haPKlnPSX2DB9wqy6qrDVAHGryjWbXAdkuZrCrS3SdQVQACT2Yxuq43OFdOLUnBnZ0CR5+wMBmAMWdmKVmvUuDg/Y3e4R5bbGKzTsoXXXreDQpObjDROqNdCBIhTr4VMJxO8QNNpdVmu7ciO1wnNRvMzm5NcCdHBtHS5MFAZ4a5IVpSF62swY9FJj5485c4dO9bkXvUCH89T7O0NmU2W7nWlfPYGO0xnY/K8sMpxNXvfr+KErBKDSex0NQZrt9tbMZgsaMp7YAUg+70+isLllxcXNud9/atvslwsGI/HBEFAu2vnJC/0yeIE42m0MqwXCxpte+2kNe6P3/oG35+NMeUxT4EpftkS9/JIoav2O1kckhVqSWDa7Tbr9RrP8xw6QFb/nz59ymAwcKvVaZq6VrRXOUl5Vc3zPIIg4PLy0vlUbh7h3UjT1CVCYRi6QpDW2q0mZVnm1Mum0ylvvvkmH3zwAWAr21mWuWJNlY9D2taSJOHo6IiTkxPAKtdVCy0yNgTqLL3r4/HYtW4tFguWyyWNRoPLy0v3+mAw4PT0dAtpUlUN0lrTaDRYLBZuP4vFglarxXA4xCuVN8QHSZJw+/ZtN/akGCHjVtoiq0FTkiSu0n0VKfDn1Q4PD7cUp9brNUVR0G63t4o5UpxbLpdOfUvGYr/fR2v9Utuqjq/P2tZvs0lLI2xUFyWIOzs7c0iXk5MTh1jxPM8VEeQ7q9XK8WzIGJXtCoeR7/vufgCLtpG2zuNjedCbV7pVbzabcfv2beI45vbt206lR/xx7949jo+PtwIJUU4UNJYUyTudDu12m5/97Gd89atfdcXvamGpVqvx8ccfOyUxQcU1Gg3XYibfabVafPLJJ9y9e9f9DTj+KLkOUqCT1TJgixPpxm7s00whPD3lqrK2Y8lc+URSxmBpnIAq6DSbpOs1NRXQ8W2xYBbb+fXpyVMGe0MuL20hOk1jkiSi2+1Tb7QwZcEJ7AK8MRqjVFkfqcj0XEnOvKIsehcemNChnvLnhcWmuIIseMXbzCrnuknipK3MJsLm4ozR2Pq0Wybgo4sTdvf2SNN8KwbrdSyCw1Oa3qCMwZKUwU6f1XzO4vKSr73xxiYG2+lT5LBcLlCmcCvxaZrQbXesIlWScuvoFidPngJweHRE6AdopfG1R1o+C6ZjG4NF6zW1ILSxVokiX8znLOcLmo0mlxcj9/ruYMDZSRmDGdtS0tgbOt/42qPeajBfL4ljm0TPFwu6rTbD4QHG85gv59Q8OxbidcTtu3fI04wsjgnKuKDVaLCOE7qdPvPZmsL3EezFAouUsorGaeU6VJLiclx6RWWcvmLjatMYWo4gqfdWZLZE4Wl4MOQMCMvKaw0I0oIB8I07d/HLjS2XawpjWC7X7Az6RFHM5eUlAP3+AK3h8NZR2ZJXfmcVUa9rWu0ub79jx+tqaQvJpshZLtcMdjpEUcz4UtTxuqVCl0XNeYX3paP+cmWV0ASouIUcUts13KqSmmUkgtwYBFNtAFLodXdRFJydn7NftqGfnF7QbLQhBz/waTXKhZxAkeYZ6/XKthx5HvG6LNb6AQqoN2okUYoXaNIkc/uaT2c06nUml1Nu3T6yrxdlC5MotVEtsCtyZZFiOPW0cmOmbGd1PFvVwkXBdZTnjLLFkW/evkUWxRwfHzEa27HQbjfRKD758B637tzFlGiazOT4KsBkMWjQOuDk3OaF7U7vSgxmfVMUhSsQPRuDLctOkBq+r1kuNwrprVaLBw8e8trd1yDP6JWcZmm0pB74NAcD4iiiKGMwlWd0WgHGZFyejxkMDyoYWegBAyBIc+Zlcei/+/BX/K03f483gU5hJ3tpNdYOWfti+50sDsnK7HK5pN/vu8S/GkxLAjIcDh3RKtjgXwj1qkiNG3s5S5KERqNBnueutULk3I+OjizMuNKuIpXZRqNhZSrLYs5wOCRJEo6Pj8nznMvLyy2S1yAIXAFPXq/Vaq6SO51OMca4lrDZbEatVnP7FlSDFJOCIMAYQ7/f32ofq5IXSzAlSZW0ylSJdk9PTzk4OCCO463zHAwGFEXBdDqlVqs5Am6wKIpHjx7R7/efIcRuNpv88Ic/dP3XVUJGSSKr0q9/nq3K0QIbZIogMMSCIHCteKvVqgzeyiSmrPpLu95nbUuq/y/a1m+z/+v1uiuCNRoN2u02Z2dn7O3tbfEuVXmBBG0C9h6Zz+eOu61KgCnjM89zR95dbfntdDrkee5WmcUePnzIa6+99sWf/K9h1Za5i4sLV0iTYGJnZ8e1I8rnZKyJD6SQK8jG4+Njut3upqe9LF7P53NX5BaT+VK41uR40jSlKAru3r3r0JNybPP5HKXUljBD9ae0vF2Vub+xG3uRFRWiTIxyCUIttHPiajlnp9shXtnEX3se0bpMhXLAg+HwgPPzc3Z3bXI/m01oNuskSVaJwarj8jlj1JSAmufGxb77TvVtd+Tuxe2k7lXFeahP/cNio9I0pglQicHmswgM3Dna4+nTE3IgrNk5PM+NJfxttJ6JwfIyBitMysV4RLtZxmBxhB/6dDqdrRisUauxXK/pttuMZ1OKwmwW28rYx9cKPwgZlG1g7XYbrRRhYGOlfr+PqYhttJtNJuMxg50dfOGtMwWtdotGWGOdxISeT1SOlfOTE4aHhzYJVsqd515tB5PDZDrHb9RoNzsEpf9qQciDhw/Z7fdQ+Sadr/kejUajjMFCkgLScljUFWSFIbvC12bRKlnZ0HRlrG4IfV5tu3IfKUG+FDkL7TnOlCwruZqAWVbQrIgtbMdNHnkpyW7jpgTQZFlCq7VpKQfK1ucCpcwmzkhTwsBjvVqgtarEYDkxGo157r1vS9VflG0QVltteOVPaRaTUaAqw8GrbkMrpEfFA1qdAWdnFwx2+9SbLbedIChjMAVJlKADIaouGM8nDHYGZHGMrrT1mrJoW5QxWKPZdJw/5+fntDsdijyn2+1u5mVsDHb3tdcqw7SKktKutXgrXHhmuH8xg1yi7clkwsXoksGOnV8Kk4Ex9AYD1pVzmc5X4HskWYrJUurNgGbLIndsDNbi+PgO3W7fkXX7vk8cx1xeTkiSjKOjY7e9PI+IooQ0zTFG0WoJxUJMnhtee+01ptM5vU6b7o7EYEu7SJhnoBV5ibTMy/0prW2sbQxKl/ybQBtLXu4ZSLS9F8a1GlNsa6ItQHuwVVJ6OXs1n243dmM3dmM3dmM3dmM3dmM3dmM3dmM3dmM39qXY7yRySHiFpI1IODJEdQFs60+VI6NKTLterxmPx1tyzTf2clZVJJKWCzEha87z3KEthLxZvidtLMJPMpvN2N/fJ4oiTk9PgU1bWa1WYz6fu21J28bJyQm1Wo2nT5+67YVhyGq1whjjGOjBrlIIp4fneQyHQ8ezEgQBSWJ7peV7QKncsWK9XuP7Pr7vO+nt/f1910JS5Qp59OgRx8fHDplkjHGIqjAM3Sp/1X/GGB49euRazsIwdONUVlSlvex3wXzfd9cERHKzQZIkdEplAcC1Dsr1FsQYbGTppf3xs7YlCK4Xbeu32arIJyHgE36hqlpInufu/hVyasDdH5PJhFarRRAE/OIXvwAs8brcH81mc2tf3W7XIZS01k7B6/T0lLt3737Zbnhpk5ZlUdqpttBNJhOGQ8vzIfPBcDik1+u5lrrVauWeT71ej8vLS7Is4/Ly0t370uIlaFZBC4FFLnme55A+guySVdo4jp1CSVVifjQa0el0rLpLOSdtlEzssdyghm7sZUyVFM4a0Lms43pWprnQUODIZ4MgAM8jM4Y4TfCpUStXWvEgy4syBmu6Z1tR2PbJyWTCrVtHz+z/eWYJjQElCjqek5YuVIE2xkkWuyes8FoLSmhr+L/K66p5CZOS1eIyzFcpKB8vLFWDtGY6mcs3AEgWa5phYJWL6vbahbU6YVhH61JFrIyZavUGKi+YT2cMD/aJkoTHpxZV1Ov1SPOEWq3GYrbcxGDaQ2nF09NTglrIydOnHBxVYrBoXaJtMsIyBlvHEa1GkwIr/bw3HDI6L2OwWkgSx/QHO1AYslJ5rNVoslyviFZrvMDH1x7nF3bO3dvfJ8sztK9othuIyveTx4+5feuYfrdDVoDOYTa1Y84Lffr9HQqg7m8GQmpSHj56yO3bx8TriEarzUdlnGGUbefwPB9TaZeGCprk6qV7BadYOSSnhqdLlEulZciocgz5IQFYySbAKI8oL1gCDV9vtqUNvvZYrSKMUdRqAaqE9ti4KURrj1qt4Z6peZ7SbLZJkoh2u0uepwjvtVduqyhjMEp0xXq5JGj18UyGZ1KMTrcJqKVd9NqRgPrZ5p2yZVBGgkG59rHNPFNB4Bgfg5V271Q2ES1XDId7JHlOs93YoCeznHi+JAib6NAjiu2ekiRitzdgNpnRbNYJwpCf//znwCYGC4KAht8kiiIXs3Z6XU7PTp0KoLSvnZ6dOuS2tL6JlLpXaNciadFSzyo+btTjqv6+PsGLGIiznMHBHrmCdVSqufk+o8klw70hzU6Tp+e2fX+4f0C32wbPqkev1ynzpb3ve71dxqMJeVowvpzgl22mF2cj9oa7DPeGKDRFZjYxWL2F52lMDhTKzS9pomi0PKI4pVavY7QiTksls6DOxeUFnVa75Dazr9cbNVDlGNjpgzYo4VDCgFIE+Bjl43mlol1q2fJsJ18GVJ8FAeYlJ5nfyeKQQFxF/aler9NoNFyrEeBkh6UwJFD/oihoNBpbidGNvbx5nueInQUmOpttAsWq/8VErUtr7dqwhDdGOEyENBpsQtZoNJykbbV9RSlFvV7n/Pyc/f19l/BUpU4BN0FW5c9FqU6SNN/3XdBTLSiNx2OXmAlsVpJFkbQWBSfZ/507dxz5rHCQyJg7PDzk8vLSceFUybplfMrvwsmUpimr1cq18P2uyNnnee6ug8gat9ttVquVK7AlSeLIdZMk2eJxEuJgkVf/rG1J4ehF2/pttmpBQJSspHBeJUGXgpv4Tu4L3/fJBZZcEiW/9dZbbtuiECjflQdsGIbs7++T5zlZlrnC78HBwdZ8/KqZqFRMp1MajcZWAXF3d5f1es18Pnf96UKML0UywBGkypwkqncyj+3t7blitBTO5ZkmhUohsZf9N5tNLi4u2N3dRSnlWsXA3jPyusyrsn+Zk0Q17VXlerqxV8hElRicSooSgmhleVaaLft89XxNtFjSqofUGzXGsznCzpLm4Pu6LAytaLfts9i2S9ZptY4qMVg15XtOu07lVclrRX65Kiu+SWvYkFpvJTSbvbzSdlURCahSbs8ADPS6ZVvDwhaxA0+jTYpXFCQlM22mwK/VSKIIrX10aOep5XqFzg2Br8sYLMQPbZyxSmJa9TpFYaAagxU2BgvrNVv83x+6o8uNVfcR59bLOa3ZbNqWpTwnL2MwmYeCIHDPmiRLXXx4ObExWG4K6s+LwdKMej1kuVi4y3r7zjFFBp5n+WHytKDdtgtr+7eOGE3OQcHtwyMuy0KT0gH1doNoscZT0Gg0eaOkKvg/pmOpkbj2EHd5Kv8/M5he4cHlSheKikIgiBPLVJRMKq/NAINPC5hmEXdKKftkvYnB4jjeajkPAhsL2Fi5ICzHW5ZBUWQl1+bStaoDLFYrWs0WcZISxylShgr8mkty5T5/9s4orkwZ1/uMu9pZtdl+hcfsedfceCijMeRudlsDeZbbdq28wHje1vylPI0OPQoDtbJd0vdtS5IoMgeBcTGY1trFXLIgKtQqtVqNg4ODT4nBVrRbTXfcRZVc+tOoqtVmlr76CYW6pmFvaGNjy8vpjHqjhl9WEH1tY7DVesVyseJg3xa7sjRhNh7j+QFeSYLf6ZSK0GlOYQrCWmALQ+UJ7A13MYWdk8KgjvYU9bp9Pnk+rFeJi8EkhG42Q87Ox+zt7WAUaBVQGBs/ZxnsDvbQCstRJPNllpHnBq01QVDDFIUrolpHKrQGRUCabMRPrCcqT8WK+MLLevqVyVyuSuVKUi8PgZeV0s2yjCRJ3Oq/2MXFhQu6JQgXFIBMML1eb0uBTDgWOp3OFhdGq9VyXDNaegHBJUuyfSksXF5eEoYhrVaLyWTC3bt3HWrG8zy3unyd3CTVosjV16oB/nVJFMvELsgqSZIkeayem7wnxL1aa0fsLPwb4kO5hsJ9Ism6SIpWlbrkPWMMZ2dntNttRqOR23e9XndFHkGNSXCplHLX8ioxrhBYy3lUi0hS2KrKq1YLCfV6fUvtTviQxJJKD7ackxynnPtoNHJjseq3w8NDZrOZQw2Nx2MXANnJJHBoD0kev0yTcSDJqIyFX+e+fhkTZS152DUaDccHtVwuHdKiyq/SbDYdESLYZL3T6Th1MjEpsGmtaTabW8VEKWoK6qK6/yr/znXYVZ8Cjl/mi/BpGIZujEtBvKrcJ0XUq2TJYtU5+OoYFJl0MaXU1mdWq9WWciDgiqbXeY7X6VOtteMVU0o53+3t7TkuMimKAQ5pVh1f8jywgYVykqjVOTZJki2UT/U7zWaTNE3RWruxHQSBI5SO45idnR23vYuLC4fMiqLIcYBUhQHEFzKXxnFMmqYOWSvF/CAImM/ndDqdZxQ+qudwY6+eVZ9r8vevcw8UBSwK0IFC5aLymmO8AtohuSrwSrWydB3R6/aJ4zWQ0+u2iFclQkhBYQq0gk63RVGiQk7Pzuh0WjQbbS4nI1AFRYl90fikeYLvhxQUtDplDDa+JKi1aDVrjMdTvvntb/Pue++789Jas6YMqOU5LrwpSJC9Cas/jcPkqv9e5NPP49cXWnlv5Qbycn6IE8MqLPdDjhXAVpZzSIdMSrJWpWG1TqmFHr5nyJMUr2bvW+UF5BT4oUcSJTTKZN1TijTLKHJDTfvkaYEqeU6UMpydjeh2elxcXDhen1pYJy8sI43nh3i+73g8QOH5IWlWlAsFNi4vjMLzFHGSYVDL9BPuAAAgAElEQVSEtRp5vuFruRxPS0V4n1zqelh58HanRxAEZFnmFLSiOMX3SlU7BevUjrcgqBH6Njm2c2huK0XA2egpBmXpgLLcxe+7x8dMpnOKPKXuh4wuRwxffx2ABkCS2IRMeVusH9oojCpIc2WPRZLsospU82e3T4vBqoX+F42/alHFlAUN+3NTkDUlLCbAoqGKEhNVGO18qJKM/Y4tRmqU9S+aRqNVxrT2eOI4pdvtuxhsI5AAWqsSdd8hTXOKEqUS+A1SNI1GE1PkjnDZr9eIgVxDZsAo393DJY4cVIEpcjYVms/2x6fFC9s+3XzecUsZm5z7euM3Jdw/KHv7yt8KVGal4Y3JEMZFD0jShFrQYjabopSmXiL88rwkS75SG7fPcHu1Gs1GKSev3Gdr9U3MpRSWd6g8lMVSzhV3ffKizG1LxJgGVMldlHs5RhWOQ8lUsXHGlDqR9vDyyjEm0Ypm3e7H+bRUj9YCg2HzjLLcSpb4+ur41cD5ySnHR0fowndI7J2dHp7x6DTLxbfEcmmGfoCiIM1yAt8D45Os7ZgLaz6GgsJAVqSurlcUBXlh8HxFQY7BECX2KjW8GrVGSJonKA8uLmwMVqvV2B/uWG5YDL1exz1Dxqfn7B8NyYucNE3pdzfFKU97ljpIKVCaTlmAn0cpaaqY1MuzLtFyqVFM5dqrGia3RX+7wd/C4lA1aJSbTgJjSdhfxiSZqKpV+b7Pm2++yXK53NqPEAVLUcDzPL7yla8AlgRPCH6rLT7dbtcF9KIGJQFznucYY3jy5IlT1wErFez7PpeXl271WBJ8adGoQvivwwSBIvY8n4oPrsNkAp9Op1skqHIMIkkv0vDVG3o+n+P7Plpr5vO5Q2HAhvT3wYMH3Llzxx33ZDJhZ2eH+XxOGIakaeravQ4PDxkOh5yenm4lm6PRiDzPWa1Wz7RJtFotsixz25X9CFm5SG1LEUmOu9PpuBUQ8aWQ7VUlDautGoBrS5QqbxzHDgEgCZXs5xe/+AV/8S/+RUcEKUWOIAhs5ToMHfm1JGmTycSRaRdF8RtJymQcyLnJtZSkdrVaXWvLm5x7NfGWwtD+/j7vvfeeO671eu18s16vt4p/okZ4cnLiEB4S0EtLT7VQKUXGKmEw2KJwv9+/Vt9f9SlsVk+/CJ+KGh5s7nFRxJIxfp32+PFjwJLTyzxxcXHhVrrW67VrNb0uu06fLpdLh25aLBYOHSlk5UVR0Gw2XTurKLL1+31+/OMfO7l7sAqGUjC/Gszv7OxsIRTl+ES5UFpo5fXFYuHm/WazycnJibt2Qu4fhla+WVBZgkqS+cMY4wpMjx494ujoyC24SMtPt9t1r8mxPu/3G3v1rFqwqC6WfN4YDHI6gVcSkpZJSJbaFc8kxg8818dUC3zi3IDJKUyG79W5W7YsdJoNDDlZmpJnKbOyFW2n1yWs1dBK0e620GqzWlpkhjiNOH36hFvHt11S8cYbb6CVz2Q8Zm9/F4KANLXFB90IKfKUGiXaqSrDpCTZ3QYXKEnmXuDPF/kUri8GS8rix2KxoB4GRMpjEoI076cqJFMh07DBE4BOm/fL3G0F6GZAA4iAes1zCSm3b/ETNKdJxHGz6XwwLgz9ekAKLA+GfD/QTMpj2A8C9N6AP51PqR8cQFnY+3+SiPewikI7gz6PgbQsFP7Bndv8izTmnwJ9gH0b53zfs+lM7tmiVgF4JbvvEmg266yBpq/5/dtl3K01rNf8qMiwJQh4vzxu07Dx+owC3v06vwpKxSBsQlQrkUppELjU9lfjc/69736Xf37vE7TvUd+zx1YcHvJj5eH7Hn/h6ID3np7yf5etaD8BFu0GCdv5je0GUSijUSVZs9wPWkvefj0xgzzbBG0lMYs8Wz/Ps01RoMpWKAcNLH+X17ME0hAEG1JoxUppLoFbzTb/8Fcf2W/s7cN6BcrntChYAOMSqVbrdkl8Dwa3+MHliNsD6+vY86gBp/MZB50uHxuD37DPVwIfipjHec4pkDXsfLCIEsb1kEj5BGENWCEU9l55GllW4PvSVAov8v1Vn4KNFz7dpwJRtL/qasGkUo8yZrN4kgFe6JEFPotmh1H5sXvApQ8/TJc0jo4hi/lBWSj9MWXtwgHSts+j+vStlsHUlZ+Py/j5qNFAtxpklEjDf+V7APxTDS3svTIFHgOTcpEvDTx0aBXhVAHK2z4G6ZxTleFTAM2GnVfSJEY941PbHthobZDQWZZjfN8VMNz9ZQxL4N3jI1aLtaUdObCLXfP5HF/5FHlBt99h0LfjKlnHeM0mjeNj/tlPfwadLo3X7gBwevYU9nY51XBSFKhWU3YInQ4slzxNIk4B3bK5XftgH5ZLaNRR3Q6UOd/p6RkrIPc8jtstfnY24nF52I3jIfeBBI+oP2BHKGv2hqjDYwstkuriXVt8/pPliuNumwtgGXhuTswpaJR+VeVPIR5X+RXk0WfYK1EcMsZsFRIkEZOBcHX15bMsSRIuLi64deuWS2qEm0UQQFVOkCzLXEVdeIfkPZGuhs0DPAxDHj9+7GD9VYWzVqvFkydPuHXr1lbFezqdMhgMXLIYRZGbYObzueO1uU7LsuzafPoyJivXsiJ9fn6O1tq18ty7d4/vfe97XFxcuBYSSZyEY0eCpyiKtlAZSimGwyHT6dRBGweDgWtZmc/nrtVPrIoiqba41Ot1ptMpl5eXW0mmwFoPDw+JosipmLVaLTzP22qhkf1IG4bIdUvBr9vtslwuHe+RtCiK30VlTAoUgCsyifR8FRXwve99j8lkwnq9Znd31xXBRF69CsuV7/R6PRsk1uu/Mc4hafe7iqgR31wnogZwhTK5Z6U9z0JpA5d0n56e0ul0mM/njt9K7gspeMjqoZgU9brdLtPplF6vt9WWMxqNEBly+d5gMNhSOrwOu+pTsOPgi/RptX2u2WyitXateddtUlRfr9d4nuf4tv7u3/27AA6Gfp12nT5ttVpEUeSKNMItVJ2rLi4u3Dns7OyQZRmr1crBvmUsxnHMbDbj5ORka9XX8zz3nEnTlNFo5JA/H330kVURKvnY5F6Q8SwFbfkM4K5nrVZjsVjws5/9DLB8BFeRlU+fWtnpo6Mjd/1brZabL2GjVlflPILrf+bc2PXZdcZgJofT+RzV74C239OBTxZHvPf0nK8VEJQ1k+l0TprbYB8SkmhJENj5c7Vc2zaSbgfMJqmqhQ0ePXqEKQxRHFGv1V3hqNvpcnZ+xtHhMaYwmBJKMh6P2Rn0mM1mdPsD/gnwn1xazglP53iFLQ5Z/o9KCxw2HvfQ2+0bL+GHPM+/xBisIEttHNrvNdEq4GeTMfd7Pc5LPpAkbLPSNT5qBvyX65ivf/AT/trILjiZwt7fhhRjFJoapmzH+PoP3uePLy7wAb2KKLJy3vBtvKEM/IXv/wv+xvk5CZvrTW5jna//9H03h/6N0YVbpBQkoRTkf//99/mPRhfON98o56H/+HK0FRu2Wi0XS4iSrCzkfv1HP3Kve57HH48vHapcFo8kFlM5vPsP/jH/frmyrwzUlUeRWYSAF3pkZdtHoQq+9YN/zl8fnaC1T1ZyhXzj+z/kr19O0Bi+8f5P+Q8uzjHluS60x6TZYl2vUywWLtnKsxI5ZwxFbttQlKsXOMH4azFBuUicK7nKYrF46WfbBi2nr9DilPGPex9MkdIgIPCtr1cqYdIKeK98f1gq0P2vFxc0sfw73y/3EZTjNAX+/nJFBIzLf9Xdxp0u97BKTX+6nrpjOAd+CiwAOatmPeRHwMKrkeWGNE/cewWAsQi23BR46uX8ftWnYP36Qp9emTQ2+KECshzle66l1qBJ1Zqx8aG5y9+e23ihFccEJifOC77xkx+jfc1fu7T38CbntyNNm8qz98q5CXipUPb3qz8BiNaYLMevhaRRzDf/3t8D4G9eXtrFAu0TacUyCBmXPHFLDMdJbNFEUm26etLlPzkkD8sL1Gg0CCo+Xa6j0qe5ywMlPvN93xWzqgtn2hT0gWQ5pdFssVzOOXv6xO7H98mzguVyycOHT9283G23Ode2eDwB/v5s5A77/wP+wfkF/1d5+f7+cuWO+RTYAX5Qfm+//M7/fHrGfvn5c8pCd7mtDjAH+MpXeNKs84iND54C/8OjT5i0mnzrvZ+U5xmWyPEU5dt5rlEqff6tJIWLCXNPc9FpU4vtnKi9wvFaoSAzqWutU0W+DWv7DHslikNa663Vkyr3ihRZXpbrIAgCbt26tUXS6XkenU7HcVXIBClJnEiSV00S6vV6TZZlW6uhx8fHLqFI03SLd0YKQ7PZzBU/JHCWn41Gw/HG7OzsuHaN60QY1Ov1F/oUeGm/vsjEX8JZsbOzs5VAvv7663z88ccueZLWKbAIC0FQiZxzlctEkhdpYQA4OztzPpPAViZrkXG/Ssq6XC4dymaxWLiVcti0aoi0tPjn9PSUJEnccVUTU2kxG4/H5HnuxogUgPI8d2NOtlclfKsWDoSPRa7ZeDx27R3GGObzOc1m07XayOti1QKbvNfpdByS6zfBOSRIDJE5r6LIBNlwnQGy+F32s1wuabfb7O3tsV6v3TVot9vMZjPXUlodI7K61mw2efz4sStuynjs9/vPPPwnkwn7+/uOHF1sOp1uodCuw676FDaowC/Cp1VuHznvaktetWBxHVblABPEXZWnCNhq5b0Ou06fVgOYVqvl5lfp25c5Qp43T58+ddxnRVE4Um/AkfMfHh66xQuwz6Rbt2659tjDw0MHnR4Oh67da2dnZ+taFUVBr9fjwYMH3Lt3j9fL9gfhK5PfhWxSOKYsx4N9lsr4zvPcEepXUXPiQ2m7VEq5Oa2KhryxV8uuMwbzfY+DfodTpJXJ2tIPLHpD41ApQa9jOUr8kDrhdlrcblBgPxsr6Jf3jgHU7ducYuOcBAjKhcAEqO3v8wSLhukJMe7eLieA6Q/IsEH7qpRGLwp7zDGyylomaGVxSJIlZTYFouK5nD7b9uXGYAXNhp1TLpZL0pZP2t/hf7l3n5+UCxurnT0ypZg3AqYKTE2DKfk3vbrl9TEpvgocdwxgC3PlSn9WbLggtfZw2V+eU/MCIiPFZO3aAD3tk1dYRjw0eZ6gPdv6J6gilEIpD4NBo12rIEWB1gFFkeL1+nZbJf+UQqNQZbOccrLeCoUxNhEKdUBiMlRZgTFlAUahNomwPQVqnh0PStsGvMyN3xyl5FpWUCZl55kB8qLAZ/NsUkoReAqV5dQxSOQY+ZqGKdBKk2e2nbgw1q95keLpgOsqEEmhXp5j8nwTOobPHS+U4AUUjmgXZX0FQJEBAUHZYqObNeZByP82nfFP1iv8yHrB931LEl8m9tX7QZ7F8syUuEM+K0VC66fyfBRoP8YjJ4sKgsDG2InxGYU1osGAWhLRRyON7CG2dUn5YRlTyEl+tj+u+hQ2iyfP96mlbZbijZA3G1VQZDmBr8FX5HmG9u2cVAf2pzNWtRZRZliW4yGqhQSBxyKN8QIfTIExZbFTGWwTW8lzeKU4dKXb7IUm3JJKKXQ33KIO8DwPcttQpT1ol+e0myTcitaEUKKhymNQRVl01yhTgCmq1THS2PrU95Rreav6VHuaJNkguz3Pc+2+0qkBsApD7gPrVs9K2nd6lScQZB4EV9hbTtYGv6H4H+/f4yxQYDS6fDaQF8/NzUXKvkpVUkWCVr/jpvfCkBcp2mj+zT/5E/72wwebuDlVLEOfs16Pqefjt+yYzzJbGKrXeySJvRZu8cLT+L7GkNFYzzkurA8O1gt2sQXSaL1E+ZuWVh34Dpn1IruJ1G7sxm7sxm7sxm7sxm7sxm7sxm7sxm7sxn6HTb0KPABvvPGG+Tt/5+9scYbI6oq0b70stF/g9nEcu9XUr33tazx8+BCwcEppXVgul8zncwaDAefn507ZCXDtE7LyKe1M7XYbz/Oo1WquveTJEwtbu3v3LvP5nPl8zvHxsUOZxHFMq9UiTVNms5lD1YCtwopS2nUq8Ny/f5933333M30KXFsbinBOSLtOo9F4ZuV8NBrRbDZRSvHkyROHyhAp+PPzc/b29phMJq4KKyTh0vZRlWiXFrFez5Ievv3224BFFclK+9Xro5Ry/FG1Ws0Rth4cHDCZTOj1eg7xAxaFJNfv9NTKOsq4ktfv3r3LT37yky2lsFarxWg04vXXX+ejjz7aQqB4nsdyueT4+HiLmFxW5/v9/hb8/OzszJF4S/sHbFBI0t52dHTkEGlS1ZaWt6vIuC/DwjAkjmNHiC3osh/96Ed85zvfYTqdXiuiSdpwBI0l41xaowQlNp1O2dvb4/79+7z++usEQeCuQ71ed0iwKseVtKJFkYW6HhwcuHtYSNSDIODhw4cO5XJ5eemk3K/LrvoULELli/LpYrFwLaPHx8ecnp7S6/WYTqfcvn3b3UvXtU9BdXY6HadEeHl56e4tadW8TgTKdfo0jmPX3ij8PmBXwWR8CooHNquk8gwIgmBLkXE8HtPtdjk4OHD3tqiUCeKpSoZfFIU7jzAMt4iqx+Ox4zsajUZuvpGWC/GrXIPd3V2nrijXQpCgl5eXvPPOOyilXKuwbEvmaWmjkfOp1+v80R/9Effv3//yCdBu7DPt+mIwzeOHT6i9/Sbf74b8v+UK7M8O7rIKArqTc/oUeIJwLRR5Zu8DU1hkTZZLS3mNtEgxFO5+go2whoyvKqqp+ne1FTP0fJSBOE3wQo91vclJYJ9HjTjlWxdP+JfjNf/SIma4tvdM6iUUCjxjJZrDXLvV/8wrtghVn2dfZgxmFEzLlodiuMv7ec7P2l1+tLPLo7ZFXEWBB4FPlGTUQ5+iKrhQWO0p5W24KswGJITnQ5Hm4IMuEThCxOpjkUHKaCeSlucFzVATOZTJhlTHQ5EXOVp7jhMDwGDwSmxDnqVOOSgvMQ+q/EwV/+BeKwqU9tw70r2iwJINK4WqtNYY7An6yhdmYoyxJLm+bwEwRhsHGwvQJEVSHr9PXo7RUFr2Cvu9PAdHs6LBS1K60ZLvFDn/+qVtfXx7PqO/nhMmGTXP5gW6VhL6mqxU9rue59t1xmCiOFgoQBVbhOxGWURREUV8Xxn+5K03Afjp3oBp4eMFIWGRYdINOkjuA+G1q7YMCVfnVdEY+V1aCUW+O01jwiC37TfUyMtj1V6DWMEy1BzOpvzlh6f8lfKYj9Yj2nmKUk3yvEA5jMlnI4deJl6QNh7rG0EKZVt+BPCUJssTKFHKQrQ+Cpv8amfA+1nOeaNGUnIopUkEFASqZtvRisxxzRRFQYHeyMpXkUNCc77VF/jZVvW98K5WX1fYeTY1hlp53MMk4xuex9cmY3bXK6caZ+9TGddW0aw6fQahFe6Jo9VGpbDd4Uc/+hF/4dvfZTYZU2uE7njSNOe82eYXtw740yzl/b1S/bXRZG86p5nYNqyiyAh05RiMnUGyim+UhszTLEr0qLRyuTfZRriJD4SnsTp25b2qVVXNgyBAo4jTrES+lWZSWmnCQRzTTBJUOSkVRYFWFo2dYu8bXfpaFYbMZGgPtDEclvWGP4zX/F5uaM5XqDgh7NRR2qLL6n6Tf+ff/SPu3b/3whjslWgrq9frvPvuu1vKK/JwlwvyshOYXKhqi8BiseDNN990pMKS+Fdl6gUCL4l/t9t1SkdViJjwQwjRbTWYB/j4448dqXW1fe3s7IzhcLg1uGCbW+M6WyVardYLfQrXl9RJoCMTZ5qmtNvtLVLwWq3GeDx2yXI1cSmKggcPHvDGG288s11JrKrKUv1+n/V6TavVciTWwvnz1ltvOY6N6o0bRRFhGGKMIQzDLV4Z6SOWBExauvI8J4oi4jjmu9/9LkptlMvkul9cXPBX/+pfde1iUiiQNq87d+64wp+0gkgrU7V4JhD0jz/+mOFw6IpA6/WaTqfjPl/tnZdj6/V6nJ2d8e677259R36/TiW8z2OiHhiGoQuCsyzj93//913R77pMElu5psYYoihyvATVsZ7nOX/4h3/IcrkkSRK+9a1vuW2In5VS7h7+5je/6eYU4TeQ85lOp46bSvYJpQSveVY18M9qVZ/CJrn/InxahaJPJhP+4A/+wPlHCrNwffwZG8JBe45KKUeMDLiC+3VzK12XT68GBsI5tLOz4yDnV8eocN3lec5yudxS1ZR54uTkxN3bgPO9qKTIGJPjnEwmdLvdZ45H5otvfvOb7rUkSRyvmnASATx8+JBbt26hlGI8HrO7u+sCRCkmLRYL3nnnnS3if2mRlftEjsHzvGsdmzd2ffaiGOzzEFKb72lGPhwDP/3wpwAEWc4sCFgNhjwmxSW/BjzlkRfga0jzAu1tBOU9rMS5jeBLKlmt8bTnigbAVlGAsvBQVF+vErqTo/BcN9OOF9D2ff6tr3yNbwCDslhgC0C2BSkw4G1ky8Ark+TPsBfFYNdJSG3QZKJ841nv/p8PPuay16fw7dx5PJ/QzRKUF5BNs5IjpizSqRClfQqToZQp/21a1Is8K+cvKw8PkKPwlWZFwTz0MX4NlZaFPb9GPEvoBj65yfB9SbJSN3ck66hMiLd5zeI4JgxDVLZ5XRRspSD4/7P3JrG2Zemd12/t/vTt7d59XUT4ZVTaaWeCnLIrbcCyCrAoxACJgWGOxKCYMCmBBCoGTJgglVBhCsYwqQnIlFRmwsAqqqCMnZW2Mx0ZEa+7zbvN6bvdLgZrf+vsc19EvheR1xHP4ftJEe/ec+7ZZ+21V/N93/p//3+1dEtey7LNTvmHvCfrrqxdZm3KcD1Fnq6IykKjWLnMIpcEM/Y8R5GXIyjJU3BcXFxyndtEU6E1ylG4HmS5xnMVhZQPAX6p6HkxHvNH5YD7N777Xb4F7FFAbsp9spIlxHElwXZ7hx9ZlhHHMWEY/lw+mJRV5mWCQZIP5nWHvHyvynD5R8sZRa3GwlHoHFRovksXBa7jkBeGndhTikyeqeOgQin5LKAsm3JEOZOS34htaZsb+UbyXecotS1PzbSpUtJFgRvV+K1f/hZSoH4MDND4WuFVF4u3SJ5U+xR2/YX1ckUtCmx5ly5LugrHLCxuqbBmZMVNQtDxAvIixyt51RIHfh0YARdsy3DHGA4b8WRXGB4bqJAPV34X+zIeaMpWmN4BW463wSQOfLDlpxIBD8v2NcjpoLdlZWXCU+NQqAKH4obao4lrknhNIByxQVj26S+zXq7wQ8/O+yCIeEXJO/X8qZ33M6VZdFvo8rkXGXYqOQ4UWYHyTMpKSjkd5eKRE64Smo5LUYpUAWR5juO5KOWasr8yyWIOS8Iy6e2gVGHfK+yXFuS5xvO2ZZFaKzZpjOv6ZaIqt23zdc5/uL+Pz/aZngJH5dVeYXiNKjl7FCUpP9AvX3sC1MtEex3Ilgvq5dwJvRrhW873dyI5JKS6VZlyWdC/jDyzSIfLZ+UEVVSwJHuutbbkdnLaJCfU6/XakkdLMkE+0+12bVIJdgOAx48fW74jcZg3mw37+/u2TfP53LZN2jSdTu1334YtFos39qncz22YTNoq4XJVyU0SKr1ej8lkQhzHliB4Op3S7XZ5//33Wa1WO4ky4a+QYEqCRAmiqnX7ktCRAEdO3eV+oyiyjonWmhcvXli0ked5rFYrBoOB5RiS+2k0GjSbTatOUOUFCsOQMAyJosgmBSTJKCTT7XbbLl6Xl5f0+317narjKBwFg8GARqOx4zSJA3R+fm6VjoSzSJJrQn4NBnkhCkmigPZVWxXBANhE4WQysc/0Ntu1Wq3sc4QtAbnIhAs6qNs1MqkvX77kyZMnr7VDEiKTycSON0lM+r5vuYqq6DYwCk6Hh4d23s9msx0+l9uwm30Kpl//svoUtupvtVrNJj6FNF3G220lmeW7RJK9KAqrKAlmvbrtROdt9qnWmlevXtHv93Fdd2eNkwSvJFXArFtyn5JAlT5wHIflconjOBwfH1u1wsPDw501oSpocH19TbPZtMnz6nMRlJGgKWUdieOYWq3Gq1evODg4sOvO8fGxRWj2+/2dPTXLMttn1eche6VwBUiCCLZyv3f27tlt+WBaQZYneEnBgyDi7/zCLwHwH49GUI8oCnAc3wSFUAaIBrVhkCuOddpRDnlugvtc6y2SRFeib0wSwyaBsswQjxaFCTKRSzmGh1M4g8isxDbJnP/g/jEhJuCR/IKvFa4yCYJCbf9c7E0UkV+lD6bQ5KuS56VZwwMyNIVOGczNWvNfd3v8MqbbLslBF+wp07YR0MEEBDEm2JMgRAJECfpH5b8eJjh7BfwPLz9i5Ln4acl/gk+iBFGi8SoS0OIj3lRhFMVgOVSrKtZWkZGChpY+lQR6EAT2da21RZfIWlnlFTS4pxzH8Sg2Bv267nb4seux8Vx8LyTNtVVb8kqESpZnKNfbefap1jha4bgGxVRkpR/o14hdl0sF826fq4Y5FP17z17wDx49oBtn+GFAlYRao3Dekhj5bey2fTClwCMvpagsiQ5KQ6ZMMHsG/MMrU2kx6/ZIchP85q6HpClcxyHXgHJQyhBKCxeKLkqES6Fx3W1f5GWOWGMkvh1/d0KaON01CCb7IuAasuuRq/jPR1d8u/Tt/6ujY0AxUOCpqqLvz57Yb/IXavU66BxRhcqVoNi2XDrbr1E4hWfWReVa1KTrOLSAGnAIzMvZmAEuHgFmnjpsE0XV4zJNFZG3tbfx0tblB+q23eb5yGer3+tgkkjiASgNTQUBLrrY8nzJvSpzxwbJV/nMOpY+3aYkFqtV2aeF6VO15fWRNcID/t2Hj/lJmfilMMlarTVaaRxvO35MztXZQSua/imor2P+03qDDuATsijfq2PIpkOgRsh5+fohIUvMOuliSNBlfbzGp1e+XslNkWPWzCI0KoiXwLB8agugF9VYY5Jr2n6P6e8IkxjK2SbiLjEJoaD8Dkkgfgq4ZV93gPcbTXOwAcRFTl5UWZg+396J5BCws2HKgl9d6N9WutVh6DQAACAASURBVDhJkh0CYLme53lcXFywv79vF0ghVK3Vamw2G0swDCahlOe5lSeUwL9Wq9nEkDi7EgBIcCoBTDUpobVmNBrRaDR2khqyqVUTBbdhVfUv6YObfSr3eRtWlfWukkjLQijqXGEY0uv1du612+1agmDpCzEpj5JrSSAuJ+5KKfr9PovFwt6rJIYePnzIbDaz31W91nq95sMPP7SJhOrJd5qmO2VYguoRmKuMn06nY0uKqslCCQCFmE5Ij8EEdvKa67pWeWxvb4+iKCwiQNoFWOLXzWbD4eGhvdZwOESUtWq1mu0bwLZnMpnY8fdVm+/7tiylikCR5ysldrdlnuftoEzECa2SSYN5nrVajSdPnlhp+io6ptvtkmXZa+VgvV6P1WplA+bqRlUUBcfHxztli7eNqoHX+xTYIf297T4VdJ78HIahlbIXhAjc3j1WEUGSMJWEbvW1d7VPhUAa2EkyR1FkgyFBQcJWNUbWS9iuRXme2/Jm2I5frTXtdtvO+1arZRGP7XYb3/d3EJpyP0KkmSQJR0dH9j0pea6SWYPZG6IosiT4VQJOSeDLybPcp+y1kkiXJJG8d5uiC3d2u1b1FwRdLGpb1YOen2UGsp8RBXUKtkpGvu8aUmNlgjhBB+Wlao0HZEUODjgl8W9BgXJdE6AoZZNCSqlSaUjjOo5VrAFwPM861lLAUP6pfU3bIocSGRN6/C9PP+XvPn6PhEowpTUU2maBipuIgjdsqdUkyOf1KXAryW6loV5KtC/LpnleQJFrWqWv+V3g8XKJXw/4rheQ5wnyhApc5vMVnUYdlWcoz0FqxAyayyNdr4n8CJxtwJckcBDCP/r1X+d/e3ltAxcfg3j43e/8Cv/kRz+0PZdiAp0MWGOSSxLU1Mr3g/IeqgiUjDKwMl9rPxOyDV43lc+o8jO/8+g9/uDZp6zZBjt+2T8rTPB3UXn975++YFaPyDLw3BDSbRyhywSCckCXpSqCNtWZSQYUTrYVe1cb1rliE0XMXIfzmjmx77dbRlErDNAUJEWlxKQoLKn2bdjt+mDKZG7Koj1toR9GsS7GSJ7/rx/9mNmBKfNxPJ9+nOMuE7Sz7csiVzbp91lk91Vhh+pBcfXvihuHRgW5KedK4y0iH42jTWlo4jrMez0+WZrqkH/wk5/wX3z4IQ2grjRv6yK/0V/IYjzXtdfTmMRZhssKmJZboBCUZ66DpM20IOwwyQVd/l2jHL0rzDhdYOZOjJk3sJvSqiKIblJjv2kHFkTkvPy+GmY+yhHnGKPSJQmjarcptf3dcTw+Kw1RruI2weooKGo1HCBjm9Df1Bv8+cEB+56QaTuW3dnBJEd+7+OnfNxusG6Zme/6PpqiTCJqs2ZXy/gcyqSkxq3uM0rx+5djenFKnsUW6ai1QimNNtnK8l/TjCTJiKKAPNdoneOVZOJpGuM4Hq6riOPUjgvZpzxX4ThmnFjSas8lzzQOvj0UAXB8hzxJCEKPrCTkFuSm4zgUyjHlwXqL9HRyM88LVzNcrfi7v/CEe+XiV8NFOW/ng71TyaGqSSBeXdDexur1upErbbdtUCiw+/39fRuUy3cGQWAD8izLbODfbrcNI77r7pSOiby9qEMJEgiMky38DCKfDVjkwnA4tO28uSDftorLZ/Xbl+3TL2oyGW4mniTokdMieT7VpI+U+knwtFqtLMdJNSCUZwfbEgdJfGVZRq/XYzwev1ZCJwpE1c0RzDMaDoc2uSjP5+XLlxZ54zgOi8XC3oeUu4miTzUpMJ1ObdJR+ILEJCGolLJjQpI51b6zkqvlxuO6LnEcW4SZPEv5myiKLOpAEoFymnYb0PUvajLOpJRPxriMw9se8zdLJQW1IHwu0m/SZ8IJU03+SmJIAtzqvFdK2USJrDHynqAkhG+q+pnbvM+bfQpbpSHpU0kayN9L8qHKJyPojul0ShiGr5VuSd1/rVazyEiRPxd1iJtBjSTGOp2O7ePxeLyjCAi76CDHcWzSPs9z+zdKKavWJc8CtqV6Un4g9wJmrZA1uNrvkhSWuV5NQK3Xa8vb9bP69G2t6tDKnBWTA4hqLX+tVrPfcVNuuF6v2+Sl3IOYjL8sy3bWMzlk6PV6tjxD2iPQ9yAImM/n9vnJs4/j2KI+YVsqLON7s9nY9+Szgta8ORbkcKW6zlcRAHf27tnNkhxBmn1hHyyIeBqvGId1fu+TTwCYHQzRZTmZchWFOOzaoAS0+VIcnEqw4VjumDJDZN8xf+8YxEH5t2ByOa7avre9H+G9AJ2D43oUpZM9Dmv8i8GQ/+blC/77+w8YuoX9DmXc9fIiX2wdr+7Ppg1fvk/fxrSWRI9JwBhuCs8EVaXVaz5Kueg0w1ceaVqmWRxFv91CUdBsNJkvFzQaZg9ZLtf0ej1m4zFZmmPDP60IglKq+XrO99kNRH8ReP6jH/Kw3uTVypzFbzAJnQLY6IKGcpgkcdkEjyf7A4gzaNXBM2vKxy+eEjmu1QhbFDlRmaByMQp1WXmtaWr2iY4fmJ8XC34BTR21VewBq3TkVto8Av7Hew8YYwLhjG0pzS/19yH0TFQYr0FQ/ouFSZjIsww8037gTy6vuAD+AvifL6952i4PD3Vuy6LAIXACmxByHMVtlpTdig9mc0AldOem8pUqqz6Ba2AcRujA9FwQr3hvPqMXx2RFjuuWgXJRKtOVySFJuAC2FPAm11mVVkH8LeVtfT3XM2VHRZ7jl+PDQ5tsh/IYhyEf0WBTJuKmkc8Yg85Qyn0jEvDz+hRe9xcWqyW1upk/DrAuCtaOw1Pg7336MQBX3TZ5AVmh8LygpCAQ5b4t9sdTDmmZpPTCgCRNccr708WWjkL81iLXVGu2VLkHe56H0oosT4lC07Y42Rg1wSIzyn8Odr0wlbw5ygHfC4hLBTrP9UGVnG/KJcuKShsSlAOh57NJraC6aVfpD8s13bIMiyLHVSZtpbW2CLJMF+ijI/6nqyuTCMm347coCoow4nqwR95osPGSchxscNwQXSoXGgVDY46SxBBQWQ/AYe6HfNIJcNMU3++T5xKbmhUiz3WZl5KkUYk6LDK0Vvi+6Qd5LwxrxPEapdzXkJFpGltf6GbFgklGqZ2EqAF66ErCdNeHMujMzy4i3Isi/tu/+Ii/860nAPwCWDXON9ntRmd3dmd3dmd3dmd3dmd3dmd3dmd3dmd3dmd39lfK3hnk0G2anNxXT5ZFcezg4MD+nSho7e/vWw6axyWZtHDGaK1ZLpf21NZxHK6uruh0OjZzLN/nOA6j0YhOp2NPWuF2YMPfFLu8vKTZbNpTb8AiBATiWiVTTpKE1WrF48ePUUpZrg454Z5Op3zwwQecnZ1ZhEKz2USIg+VnMGiw+XxuTys2m81OmZoo7IzHY3si3mw2ub6+5v3337cqVYKkyLLMEpxXr7VarXj06BFnZ2cWwSGooqOjI5IkeY2YHLYIN0FfzGYz2zbpn2pZ2/HxMavVilevXjEcDne4R6QdQpT818FEfU76IAxDizipqtYdHh4yGo3odrv2+chaIb/L6ZQ8p+VyaVFIMq7k+VT5sOR0ANjhHfsqrYqSkRK68XiMUmqn1EhQKUVRcHZ2ZlUc5/O5LZVN09TOBSlVnc/neJ6H7/s7BO55ntuSWek3QbBkWWbLl6pkzFdXV+zvGwh6lYx5PB7j+74dv3IyJd8tZaiwRTwI79dNxI48F+kP2KJibpuPq1oydpM4VRADVeUPQdhcXl6yt7e3Q1a9WCzo9/vM53OazeYOl1az2bSEmKLKCFgCdkEpSd8I/1gYhjuoN/lMGIaWcF1I/wVRVK/XWS6XX4vi4Z391bMiz4nCOhNgVKI/EtehqXMOlnPqcQ7azE/HD4jjNSiN75T8MZZASNk1p6q8J6fQsDvHwIzZ5XJJGIYWDQflCSwFtSAkzwpix2VTlvlc5SnTVpOzPCnLlWRPLrlgKsuDHNC+a8WRgryyP2PKOhzHIc62GCrlOFxdXNNqtWi3W1txi0h8MIOsX65XtFtmjUjimM1qbXxj12FVIuUp+dJW0ykfHD+kOD2l1zNKocKzmGUZzUaNg8/xweLNmv1yj9Rao6YziqLY8cHed0z5/QcffMByuWR/f3/HB6vVasznc7IsZr/0tZfLJd86Pmby7Bmd8mnJunbv3r0dH0yVJY6GpDyn0DnT8YJur8lsYu5VX19Q5DlxasplVxuDfj0+usdyteLs/IzD/T026zX1htmXCg0fF5rMVQyzhJOS66MUQNsdQ0Lc+86X3ZoynSoZu4OZF1LyF7s+q9j4XW3X4T8ZHnGIQYy9LD9zj215kpR/Cs9LEywisIrsWpSvSVliHVPGRvmzJbBnG9gmmLIoDbwA/svlhkRKWkMfwbYYLrSfo1sqpoFavcZqY/Zr3/HxghrPNPzDH3/E08empPup79IsXPzcrHFpnBD5ZvzmaHKd2/XNbxi0U5KkOL6PlGX5fkAcm1XLjWpoXZBlOa7r2LI213UgMr2gNRSFjxCqK7+B1uC6tfK9Ldl6ksTUOm2KIifLcqIyvopjU3xbFBrPc1HKsWqETq1p33PCgKJkZ/c8lzQ1eL2gGaJ1Uf5e+mdZ/hqasqBECmmji5g4Pmnp16WOa5QFFTirmOOFmad9FzbxHNcPdioATBs8iz6rcp3BVnHYtqeCYpPS+KIorP9oqlASi3pLVkt7LaUUxXJVVm1srC8qSDjP8yBJP1Nls8olWb1eVRRLfxZhehU5pHKWvs9lvQkoLuprxuVb2euf/Fz7RiaHFosFURTtcMBMJhN+67d+ix//+MfWyRUuGCGn/Y3f+A1L+inkgSKJLg9YAqqbhMKALTWbz+d0Oh2bUBJ54zuD9957j8ViwYsXL3bKwgRKulqtaLfbOyVaUvpX5Z6SxFwYhnz66accHR3ZPk6ShKdPn/Lw4UNbwgXb4BaMNPn+/r4NbmVSSklOtZZ5MBgwm83IsozT01MbREuwJ2OjWl4oCZ5nz57xwQcfWCfs+vraXr96n9IuCX6BHSJjz/NscC3JDwkEDw4OuLq62iF/PT8/Z39/H9d1d1SlvsmmtaZWq9lkrCTRGo0GRVHw4MEDwKwHVSdVZO0By2MlaktSAtVqtWy5kiQSJcCubhzVkiHhevqqeVZWq5UdO8vlkjiObeJUxuF0OmU4HFpyz+PjYxt8DQYDm0ivQlwBW1rn+z6np6f82q/9GmCSvlKyK3xEYMZ7q9XCcRybLJM2zOdzW1Y5n89pt9u2v4WXTEriZOOWUjRZX2ezmZ3fci+y8cscPj4+5sWLF/T7fWazmVUNkn64TSGAKgR+MpnsqB5WScxlb5Agqd/vMxqN6Pf7tg9E7VEOKapcWovFgna7zbNnz3j06JHtn/39fRswXV1d2QSmjAfhy7q6urKJy3q9bksIq06TlE9LyevV1ZVNGt7ZnX2euY7POiuIva0sPdplMF/z09/9j+Cf/XMIykRjkUOW8MdXV5zM5vzt3/wNeHW+vVipD/5H568I2ibovtIFQ+XwnYP9sl5MbUmFsowfXV0zB/7m3hCkFDNJ+OGrC6QoagZ8XH7F743n/NiFLCuoFE2Z8oodQo13Lym0a8Kzsi21yvWulDPa48EHT5jPJzx9eYIXlYcjeUGBCfYWyyWddofJ1Ag4dDodgjBkMp9SKI1bchsFfkCBJqxFfPL0U+7du7f1wTZr64NlRW735Op+KD6K8C4KBYAcxlaDquFw+EYfTA4u4C19MAW9dpvxbFr2nwvK7EWBX/pg7VK8RoEbeAS1GnmuaTfMerpZZ7jK5eBgwOjykqKANM/K+7skuneIC2w2VV2pUlh8O9Csad7BMWaZgyvBNJAjqnUFLlteFZ1Dq2b6p7lYcAR8D5O8+VvNcq/VBXRaMJ+bzMzeHh+XJah+WUIofDbrMnHWKEtFHQzXjmLLt7PXaIJWnKzmtnxU2ineiweEmzmbekl3kWW2ZNRRFW6an/MBKGC1XNAsx0i8StkEJpExC3wWZYlY3XF4NJ3RTVM8bT7nVZISuavIlEYV2xIzpVxc15TkpWmM1spK2Uvpk5Fiz2yZk+OYLjalSSbdJkTRWZbg+yF5npaldcKvA57nkC+WZFlCGNZIRjJPPZTShlMoT9FaWY6ePNcURWb/xq5JeVoqdJknWBSZ5dXxwgDXC0iSDegUz3LiKBzloXOIfZfrwGVR7gHnuUfm+qQK3stS/rue8SMflv1vxqfhTeqVV8sxPGdCpu3bbzHlrjUM+XSn/DswScc5JmGpMJxoYMZfhimp/WQ64f29oS1j/u7jR6bDazV+9JO/sIkZIZrOyqe50AX1ck4JLf2/Ohzwo6trs7eBUUHwPP7k+Qtc4FWWcuBtaRGqpbLVlNEnwH82XbDwfdCuPe74IkP7G5cc0lrbQFgCfwnE//AP/5BOp2NPnK+urizHyOHhIaenpzbwFqTAYrHY4bMZDoeMx2OLYBGyYPluwPLPvPfeewA8f/78K7r7d99EGU64oWCLgKmSf0u2V3ifbNa07GNBKFSDwepz+P73v8+rV68sAgTMMxVEzt7eHkopGzRXg94qN4aoi0nW+f79+4zHZrpL4Hd2dsZwOLRJR0lcSUIiz3M7XuTEfzKZUBSFHaODwcAiUoToVa43mUxseySABDg4OODs7MwG0YLAkveE5PbrQK98HVYlBQQzN5fLpUU9WJLCPLf92263+eEPf2iDZ0FVCNdNNTGyXC5RStFut3e4pwTxJpw+kiC4urpiMBh8Vbe/YzJeRAlLlO1evTIqIt///vcZjUb2/qqyrKvVioODA6tMdvO6wl3TbDZ5+dKcBYoKjeu6XF9f23kl15d5BVtOMpnTgpqpIjSFp22z2dBqtewcvim9GwSBPUUeDAY7XDjy+mq1sqdSghSS9fw2E0NynxKUVBGjgigSNJokgHzft8FNt9slTVN7f0VRWELuzWazkywWxOKjR4921oTnz5/T7XZtUk/2OukH2d/6/b7tf1GLFCL86umYJOWn0+ldYujO3trqnkMINshWyqUea/6v3//H/GsaOi3joz19+pT+sEeep3zbc9B/8sfUIrPvreMNUDCfzeg6aquyomB0fcnyE5PeaTbbFMLVobVRyXEcpj/9yPpgH/30p/TNWTQ5hsxUTlGbyxlRVMP3gt0zWQ277ve7ayVdKmCUajzA04p6kVMrwxZL9Lpek2tNrRExKRMjh/cfEa9WBGGA0jnxOtn6YOsE1zNJOM2WKLjVNj5Ynufomz5YsfXB8jQjL9d8OfwTH8xxHLtXOI5Do9Gwqo2yd1xcXFgfTGv9mg+mlPrCPliyiZmOr8mybMcHS9OMZrNOkeesVwujkgSMpyOKIqfAYTSeMOwZBO69g/ucnr4ECvI0xgtCe4p/dHDIGSZRF9SincP9XfuroeBYzWWZ/yqHRhSGswZ2xBWcNKULdNYZYc1DJSWiOVmzLLlFO50OH/3f/4yDMlBelFUb4n+kJfLN8xSz2QzHcThotVjOF/TKZIFOjfqgowI2y6lVvbq4vmBvb4jrhFwADc9FUoFod6sT95eQlRPunjCsUWBQUxvfR5eHWR0Uf/w7vwOTCf/HJz8FTDICDAF0iElChPAasbP0/Br49x89BOCfPHtu1cOqSZFtiuZ1m2FI3Cfl36/ZJtwytuTXLbbPfw38e48fmYS81vzB8xdclu/1wZJr/5vf+y5/8Md/AuU1/PI+6mxJ5OVeqopnVZW1/+f5U/7mw8csyv77+9fm4KDe3SNzzN+2i5xH5Wd+pfzgZHJNt9djvVrZObwp+SXlMEFQpRLvuZ5HUcaUQem75aX6ZbzZ2MoBwCL8losFv9RpM5uOrS+5+NG/pFar4XkBfyNLcMu1L88yE6dFEbpU09SF2YVmsxmdbpdenvFwNiF9+cLcZ73O5eUltXhNHMf8UqtlIInSR8I5u4Nu1WilaKSJSQ7d4Ch622H+jUsOCQolCILXArNOp8NkMrGOuSSRRIlKkCOwRRVJoCiBhjjRgg6qmpxIO45Dq9Wy0tlVIuq/7iYBZDWgWa1WzGYzGo2GLd2qBqXVEhkJuF6+fInIQA8GA1syJH/38uVLG1hJEqqq9DWZTKjX6zZQvb6+tmpXVXUvITGXsgs55Yctse7R0dGOmosEfAJHrCaoBF1ycHDAcrm0Y7RK0rtarRgOhzZIk387nQ7r9dpuvLAtyROZbLlOnucEQcB6vf7KkStfl90kol8ul3S7XVuuV0WsiOLVer1mf3/fjp+joyOWy6UNosWh7HQ6dDodkiSxEHfpa3FYZGwL+nB/f/9rke6uJhFEtUrmiJy4Pnv2bGfdqzp0YRiitcbzvJ2+qCaSlFK0Wi27tl1fXzMcDpnP53S7XZuIE5Lq6viU63W7XcbjsU06VMvBiqKwiaGiKOzp8v7+vi3/lE1d5qOgbM7OzhiPxzsJMqUUy+XSEsXLWKiSSt6GSUJH1req+qVSyqrhyT4j81/2LVEaA4Oeks9XCe+jKOLs7IzHjx+z2Wzo9Xq2ZKJa3lctixTZYsAmrwRZJ8kkQb0K6ktI7l3Xpd1u74yFO7uzz7Mky8n8UmWsTOjoHHyvRge4uBwxX5q1sz/oAQXK0QR1s+5sSoLiOMnIs4RGs43jelxcmDWg2+3SH+xZsnujAmO+O46NIl+RZbQ7PWZzM8Z7vQFFVuB44FJQVIivXdeFEg0qpMfGhLZYgTKJJQmz3sUdVe5I9H5UHNNZL+kkpUgFZd4iTwiV4noypt8za2eyWDCbTmm0IpaLBff2jvFL+Xa0LsloHfI0JwpKH+zpSzzP+GDD4ZCXpydIaJcXKS9OnhPVAtK0YFEieo4OD9FlcDMZj6nX69bXG11dE3g+YRAQ+IFFgx3sHxBvNkRBiOe45Flu271erkBrjg6P0BWUeOD7OMrIwruuS55mOLK3lCUse0eHLDcx/aEJo5frJTmapl9nvV6yPxja9TcpI9l2p8VqtbEEwQqIojpJntLsdCBJiFdm/GZodK/HPx69Mn9fIlMK5XxuOuhdHFc3Va/c8kVXVf5AF7iOwxRTuliUiR4/CGgB9ZpHnCbo3PSNSQw1Db93nHJ4eMiLFycAPHhwzGKxotmU8mqzV7bbbTqdDnGccnU14skH77NcmXE1mY9QTkChE0JHcXlmguv9/b2yRi3DVR5FWlCUpVuJ8iwShMJ5O533tzKHRqNl+226mON0WgygJOUuKfSnU/7PP/p/+VvtjklqsJuKloTOOtc0BR3EFiViZO2x9XAPNmu6UY1VkVN3XDuWCmCyXjGo1cmARRLTKuewA8yzlIZn5NVTdpMCUqqXAteSSG53OHv6DICjbodfZjtGZklMNwg5GY/g00/5Tvm6JBSX2qi1NqIaefmp+o0VV0wD66tX/PLDx0zLtgzLeXidFhSuC3obHwLkusBBUas3ub42+4PMVdcLKLRiNp2Zg7C1GYvdsCYrJuuN8U/F3xTahbA8sBA/q9lscnp6an2wRrPN9WiLtFSOS7PVwvW2/mWhFWFkDmuXy3V5eF3mIrp964Mtl0uyElWV5Zqo1sDzfYKwxnK+oFHx75WqjBhbrmoOB1AarQpQN3U2/4qpld2WyYmD/Ce2WCzodru0Wi0bPEkt3+npKQ8ePLAlOrB15kV1TAKYoigsx8NHH320w9HQ6/V2ILMS1H8dpSXvqjWbTVteUuXhkdKGVqtlOUrAPLder0e73SZJEhs4yfOQYCaKIivPPJlMrGxzVWa5ysFRq9VYrVZ24g4GA3utMAztibuoDgn6REq5YAtpXq/XO6UvYILvDz/80CYQZCy+fPmSR48ecdMECSCcLOv12l5PeEWEi0nadnJyYjlk5MT/JlJA+F9uKsd9E03GiPSbZPJfvHjBw4cP7XycTqc2gSfP8969e/Y6gjiq1Wr2VFOQRp7nWYh7FRkiwf1wOLTPZLPZsNlsdnh+viqrqi7KfVaTo6ICWEX23FROEN41GcNpmtJqtawqh3AGAVZRS9AxVcUtuZ6oZ1XX5V6vR57nnJyccP/+/Z3kvCTfq+Vno9HIzt1Hjx6htbbr797eHmdnZxwdHXF0dGQTVKenp/R6vZ3Exk0VutsyUQOTsSGJ6VarRZIklvNHkkKr1YowDO0+Iwg02KK/hE9N2u95Ho8fP7aKcVUuqSzLbAnbfD639yb7mSDIZM0E81yF+6j6vJvNJkEQ2KTrbasL3tk3zzSgPNfGWVluEs6uq8jyhJQaw2GfTtvM7TwDxy04PTvh+PgBKMXenvHBwsCDwHBG5HluucnkEK/X6/HTn/4Ux3HsQZwkpoui4Pz83PoRSimU65pTV2f3JF1UY+weeaOUzFiVh6j6+7tjsl6kyihvxfWQroLfPTb+RgRocrrNFul6Qz1qMJua4Pre4THNeoM4XtFqtthsNuiyLGWxnNPtdWi3m6RZzGRsDkz29/dBG6THer2mFkYc3jPPbjqdEscpQeAR1bY+WC2MUI4ySZVajdVyZVXjBoMB0/mM9WpNWItoN40vk5eKTIuV8cHW8WYreO0oVBnUOShb0oWGZ8+f8eGTb7GONyiN/Z6XL1/y8NGjrehaGQYFtTrzxYI4S6k16iw3awrhRQkDsjRntV7TbLZtDPHq5JRWr0sKrJIYN8lpNuq2DZ8Cf85NdWLhF+Lmof67WVb2eVZRHDSC4AZhskrjsqQIVMmQ8vTTj3j83gcUJQpoNBqVfKAu6/USrU1SSKxej1itNkRRUOHTW5XJRJfhsM9kNsWvmb6uOS5pXgAFw2GHdtf4fnqVsEliap0OjgJHufglDxquZ9O/tz2dHe0yL3lw6vU6a4wsPJ5LHBv/tO979AGWM46RcrJtaVtRmEPjg1pIViKuhDJAQAhZlkGZqPlWEJIlCYclp6H4WWEYUk9SOjUTTx3UaujKunjg+dYHOz4+tv7zYrFg2Ovhui6z2Yx7JQfZ6Pqapvhg3R7DPLc+QEP8HAAAIABJREFU2Lf29nj58iX/yv37HNYbHJRr0vn5Od1u1/CLRaJabWXwUNpwf2VAXs7hwHXoz+cc6gxPebSBmoBH88IknNROtSOOcshKv+izfDBBZksVCWyrUwQEUAUhVOO2brdr/SytNY8fP7afUUpZn05yBJvNhvl8bv0mOYgcj8cMBoMdbt00Te2hpcTC8uzCMGS5XO4oWG/NHFqUAmyfYV/+4PMblxwSyb44jnceigTYQRBYNIDwOAgXyWg0sgihMAxtuUiWZTZokZPhi4sLnjx5gu/7O8SoJycnHB0dcXh4aAOj0Wj0tZWXvGsmpTr1et06Y6enp/bU//z8fAfRI2SD8/ncElDDtuzE932bAPmkrFmez+ccHh6yWCzodDo75WYSLKVparmpYCv1XF0gwCwsruvSaDQYjUYWFi3vffvb37by1NVSw+9+97us12sWi4UtWZP7kbbclKIXrhBZjKvJB8/zLJ+OoFy63S6bzYYgCCyvjixmgtAwWerlX4vkkKCl5F6FK0VKpKRvzGlCavmBquiRy8tLGo0G9XrdlpbBlhsmyzIuLy9pt9uvBSRpmnJ5eWk/47ru19LveZ7b8Sbj2Pd9FouF/V3QK+12266VMt5Go5FNoleDplqtZnmFhCOoOkarJWHVTUxQJ1IyKXO4Xq8ThiGTyYTj42O01vYa0v/r9ZpOp7ODnlNK4fs+T58+3UEegQlYTk5OODk5sZ958uQJYRjy4sWLHcQRYImyb8uCIOD8/JyjoyO7d0ifVEvHJAHTbrdptVqEYcjFxcWOwIEkdwXtVR2LsE3g1et169BJHyaJKQuRfUdQQVK+6jiORQg1m02SJLGIMOm3+XxuS/4mk8lfC96yO/v5TAE6y3F9lxhwhYNLpyi9IaCDomA6M8GEAac4HB3dAxymszlX4oP5EUkW2wM/SXjLGL+8vOS9997DcRzrtCulePnyJffv3+fw8NCuXdfX1wz6A1BG3HgHJKCNPHeaxtubANBbHpXqy++qqfKu5sDvXZ3wtObzcJkiEiw1DKrIdV10XlCrNah5xkc9PztnuYxptpucn58StUJUYPbLeuGznE9ZzqbUaxHjmTmgi3WKoxxU5JIVxgd79vFToAwsDw6YLwyStLDlZqacQgFxmjBfzAlLYnAKjRf4bJIYvxaSl8mc2WKOqxzqzQaT0ZjFakmnDFSn8xm/+De+TRCFuMphVgbkrUaTX/ned1lt1syXC5SGRsskdMJaZB5mBh4BTlnvpZVHmmpqtRDHcZlXfDAHD+U5+DVFEIWcvjQol1a3S7xZQRTSbUQUaY4kf5aLFY1W03Dn6BzsKX/xWilTXiE6d3i3xpq0xX3tRWfn9wxTcuSHnpWS11mOh0Htp6vMElkPBgOSLMbxFLnOQGH+Ba6vx9TrEY16izSL8bzyIIecNM/IsoTLy2ua7RbjsXne3V4HnaXEacL59RTKea+8gChqoR2DfkmLnLzckx3yLeG1QFtuwzToWNMqicmzcgEx5VPbCoN8umINtLpNFvMpdb+GE5i5MBnPabYbRGGIUg5OKftu/DZzsDMeT+n1OoSlLL3x4SS+yC0qJQyN3zSdzul0WqRpznRqEibtdhvXhel0zsHBEY7j4nmmI4bDIVrDarWh0WjZDup2+ziOIgginj9/yWQy2/HBDg/vcXJyxqtXl5a/6IMPnhBFEZ988gm+71vOXqBEiBufRwGBa17P4oy61yKLc3TkmSlbrtGuI7nVAkdXxqY2vu7Z2Rn37t3b8cHkIFBEUsRnajabdLtdPM/j+vp6x3+WQ/r79++b7y2TvOInSaxWr9dtjsB1XUtFE8fxTuWQHAxK3CG+sPDapmlq/wNzSHp9fW2FSaqH/yhJbBdGzt6+YRJGhWSMtHMj9/l2CaN37/jjzu7szu7szu7szu7szu7szu7szu7szu7szr4y+8YhhwDL9yJIAeGDEb4HOZ0Wgs4kSfA8b4cjoqp81Wg0LI9IvV4nyzL6/T5xHFt1I/mew8ND0jS15UbA11JW8q7adDq1ZVOColFKsb+/bzlGpLwKzGl5FEV4nsezZ894+NCQrwmqS3iFqspxAstrNps7KAE5KRdy3JsExvKsgdee3XK5xPM8ut3ujuz5+fk5SimSJNkpV5zP57ZMQ1fIz/b39xmPx3Q6HQOVLtFGQRBY7hThBJH2Cv+L3KtksYV75abKh/SBlI7sZJu/wSYwW3mmnufZMp/NZmORfFmW2b4E7PMDbOkCsINKERSNUor79+9zcnJikRSyfgh3QpVouXq9r8qqa5/ruhYx2W637T0DlhS+VquRJIl9T5BVgFVmk+vKWJR7rUpFy8lMtcRSECsHBwcWvnuTwF+UzG6irKRdVcnPNE2tspbv+zuITK01i8WC4+NjwjC0bazyC8nPMr9vm0NnvV6zt7dnEVfSP1W0Q6PRsK/L2BGpUqWULZ2VEzYZ01V51fV6Tb1ep9VqcXFxsaPYdnV1RRRFDAaDnbK/KIosgWwQBLZPbxLxV/tmMBiwXC5vnbj7zr655ihluSq2cz0lCD2ushjH84kiM15XqwX1UiUPhS03A4xEs4IkNaIKguqu1+skSWL5taSUEsyaf3R0ZNcamTPWB9MaXcqOyUlrnmsreqGpIIWU+fkm14p583b77Oc2jeXoKZTilXJZ1CO8ZYLQ95eMN0ynE4JGnXi5IayXyGkUewdD4o3helksNyTZ1gcLS+6xZ0+fcvzoMWBUuVzPJQqMT+z5ni0ViWo14tKfC4IAzdYH0wpC3/AKucqxhK0KrB+lUPYkvtvpgtasxAfrdEk+wweL45hWWYrmKMVsMTek/M0WuijsmntwcMBoNKHf7uJ4PouFed0JPQa9HgqDpOi028RlOU9RYHg/6nXyLOPhQ+ODFXFKAeS+Ik1TlssZ9WirAjkq+13rm5TC2+emlcN2YN0e/92tm5ThCcqpSoJbEr2bJ1mQWBSeUQAMgoAk1kSRQc2kaUpUiyiynAKNorB78/5wYL5K54zHYw72jA/VqDfQRQGex8P7x5yentJpm/0/SWIC18fzA/PZUo3r1eWY/cOBJT825Vjlz7qw4C2tM5S6vXBY+coyLjueUcPyMX5Smpj79JRDE5iPFzRbTYo4JS/f6/ZapEmCHwalD1aOUadWqpVh19A4Nvu1Ui5a56Uymdrxs2azBffuHbJabUplMdMJWZZYBbM0zXEcZVFKRZFRqzVI05gsKyxXUhynxPGmVI6FwUCor80StFjMOD4+wvOcCodkRlGYcsHNJkYpLLKp1WqALit+nS1/nO8bv8gLQvucPBl7qqAgL0vLKnQIwHodc3BwYFHi4tuLuvX19fWODyaKuOK/CjckYKtTxE+r+mASX3U6Hc7Pz3eEf0ajkaWgEB9sMBjQaDTsfhWGofU/gyCw8YkQ6YNZQ3q93o6YiOw9Wy4wB8fKEYg4QWUsVpjwvwga6J1JDlX5DKSEQx5UNeB7k3meZ3kcxGGQ8pF+v89yubSDRQJocayr6jzSBuFcqEL6hV9EyolkAginhpQ6yWeqHBJCWisLYZIkdlDcplUliav3U+1T6a+vwzzPs8mPvb09PvroI9rtti3vkqRJr9ezfD/CnwLbANxxHIIgYLVa2edQ7V95TmAC/PF4bDaqJLG1ocAO1LGqhgTbulNJ+MkiICTWsnBU+YyEz0VeqwblopCX5/lOgkwIXyWhVE02CIdIlddKymukr2Rsyc/ybL/I/LlNq465as19HMc7Af9t2c1kX/U5VueYJBLzPLdjoLqwC2H13t6efW5xHNNoNFitVrRaLWq1mg2iq8ooQsAMJtFUHS+3YW/TpzIe5e+11vY16fMsy+z4Mk7t0vIrCV8XbEv1YKtqtdls7PtS6iElmZKAkLZJqeRyuXzj864mUaWtknyvPlf5ucrxJb/L2ltV3RL5diklrM4HcaBua5zKuJDklUgr9/t9ezgh5XWw5S2TPqsqM0oJs5TNVsvJRKVR1NskkFJK2ZI84cCq9pskCoVnSPpA9ovxeLwjFCDlvpJ8rpLuC2y60WjY+xQVSUkk5nm+s6fece+9u1Yd59U9Tyn1mcqFn2eu67AuDBfEzbLpAy9kuZjt+mDrNWEtIC80WZHhlWUFKKPwEgQB8/l8ZxyJMy9JTnlvXSrS3ORQc0vy0izL8IJybSvfk3u8TWJ6eN0H+6w+Bd66X9/8haWP4fi4KkIXAYWr7H1qICc1v6uCzHdIM/MchsdDfvKnf0av3YYsxwsj5tMtaf56vSaqteh0BvglyUeRGlLiMAwJPMOb5npm/fQ8jyRNjCJPXtiESaNWZzQZEwUhmyRGF9qOhcDz8RwX3/Oo1et4UppUFCYRobFJo3rJNXN1fUXg+SSbmCiocEqGEXuDIUkcmzI2jSU6R0O32ybOMnKVETbNmqa1ZrNc02zU6DRbKI0l5VYK1knObD6h12nbINVXLr6nWM7XeHi4hYejhM9OIVpBSrmWo8fRzk5usajsl8UtZx1FjEP2NhnjX8oHU0WZLDWfcW9wc7mYgDJPUlTH3I+jTf85rotf9yzhsO/7UCiKTJPrgvUm3pYXaofFYk4UhBzsHZLGZnykeUY9qrFcrfGbAfWoYWOIIAihyMiLDMfzmJQ8M/uHA1bLnFrk4rsmIWMtzbHHUert2ahv9ilsfZc8z3F8h00c4wVSguShMWVtLnonQncBX0G62RCnGfWG6YMkTfBDRaETslwTRKYfZ/MpnXaL1XpFFJlE2Hw5K/s0ZJOsCYMaaZ7YdW69XtJsN5jOJ7iOD1uNtsrPBaAodG4Top7n4Do+cWIE4EWu3nEUqijXk0KSe2YwJFlGEPmkecY6XpGVvGVxuiEMaizXC/zQZ71eEtXL8ro8xdVmjmSZYx9FnsM6S4jzDYVj+sWR0kyVAQGaHO1s1zgU1Gqh9cFk7wDjg4mIgfhI5vko668I1YwlkS6BJdVDPvmM+GDCTyq+sNBJuK5Lnuc7PljVP6/64OIriViTHHoul0vLdyoxYlSSY7ueQ17krDYbWvUa05IwvNvukLG7r+3uMH/FCKmrgbQkVr6MIylOr8gWi4mKTlV6Po5NPbuQfF1dXe0E8VUTBEE1WJLBVJXE+7xrCXGqKNBU5ZylxvA2k0TVk3xp95ft09s0WVSrp/jC4SITpNFo7ARpURQxmUwsea28Jn8vSIVqIG+y2oYHSDKuVSIw+Yw8SwkOkyTBdV37fKbTKY1Gg0aj8Zq0uSAxJKirkohJ35+fn3NwcGATBqI4JmpZVSuKwgauVVJuqWHt9/s7/SLEnHIPDx8+tMRwo9HIkgR/XcmhapBbbbcEwDed56/SZA2oLuSAnYciyS6BsiSGqnNU+n0+n1Or1Xjx4oWVZoVtcH+b9jZ9WuVQkrkG7KCD5ARDEqLdbtfK3MtmJhusfGen07Ebmqj9yf1V0WtVNE4VxfQ2Vl1bb7YdthxBVa6gqmqcrNNVpNjNdt1s022O06pTsV6vbV8WRWHV2ZbL5U7yTBJXL168sAcOYkJUHYahdYQdx6HZbLJarayjKs+hOo5lzQGzvvVKckmtNZPJhPfffx/A8khprXcIqT3Po9VqWd4h4UMD7Nz4rHkhfSr7Y1W57uvef+7s8032VtgmNr7M88ryAs9zTKBoRTlc8syQ0zaabXs6vNkISfuUdrvH5dVoi/jONUWFH+jw8NBcv9zPZB6LsiFgCd87nQ6Xl5c7SHDXcZlOp/QGXQrHq8Rohd33d6hHtEkK7Mz8L9AdVf4u+Pn69M1fBpSJGQ3EmQbtUVQAKxtyHBy0MkmIKAxIyvZdnp3R7bQhL0ApWo0GgSdJE/C8gPlsSa/bIS9z8t1WlzxPSdIU5btkuiArr7ferKlFNRy1FXUBmE9n9AZ91huDCsvTSoBUmPUiSzNyXRAGgi5bEfqGV9FzXXK9TaE0Wy27JwmKDMD3POIkwfd8Tk5POL53zGRaqgm12iRpQhhFZFlMUSbIPM+hyGOKLMBxXdJ1QloioRzXxY08Bt0unrOFnWmdslouCTwfNNw7PGJcBqOTyRSGHUpR98rDMigbQUO4zhbh5tzyGin7182xJz9/OR/MYBW23FwGReSUc8VF4cnh0XwK7W6JLCqsvHtRGFUpQXarEJsUTpOERq2O47pcXVwyFDXTwmO9XtOsNyjyHJSDWzZ9uZhRC0POz85otiLqJb9UVkAUuThlc+NkAzXzPb6/ne/qC0zsm30qr1X7NKp5VmY8LhJCJ8DHKOU51t8o1bk0+FEDx895dXkBiA9WsNmsCaMGTpnUarUaZHlGGBofLAxDGvWtv5WkBevNklpUs9xKnmsStWaebXmvqs+z+q/vl4k95ZAXKWGpbBaXydVVYkjrszwhjAIUmrREGV5cvOL+8X0KbdZkSeLebJe0CUxSGKDIM3Tu4ctD9QwPlecFr7VauIwU3k6cneUa19km4tfrtfXhi6Kg1+sxmUxsJQhsfbDlcsn19bVVphZbrVb2sK+q5NpsNlkul/a7JN8gPpIQUlcBAp1Ox+YnLi8v+eCDD0zflryfSimrhg5YdJGoAQdBgFf2z9XVFYPhkHoUsFpvaDfLuCPP8VzHgliUux3bBbz1fH9nkkOwm5WrLpBf5ERH5LvDMLSIinq9Trfb5cWLFzx48MBeT6ST6/W6PWWVBywJBpEkFkizoEXkJFjKLIA3XksUX6py5O12m8vLS+v43JZJ/91Gn952uyTTKoPU87ydEz8huwXT371ej8FgYJMngD21Xq1WluRVTuJardaOYyZs9d1u1z6f2WxmgzJpg/x7dnZm+6cqH19Vu5L3RDL69PR0J4Eo0EQJDgXWfn19bQmMJUstVi1xFBl2aZP8rQT/0peirNXr9ZjNZjulNHEcs9lsvjYiWRlzEsCKySL4dY3B+XzO/fv37VhsNps75UYy9oRIGQzqTObzq1evdsoLRRHvwYMHFBX4+k2Exm3Y2/RpmqY7UNpWq8VsNrMQfzAJ2X6/b0n4hsOhVWoUhEuWZRZtI98tKhmy4cp78/mcZrPJZDIhiqKde5bveBtSfml3kiSvtR1MnwrptyTWJTEiSmhnZ2f86q/+Kh9//DHAZ7ZL5ru06zbHqTzzKIrsJi9zu9frobW2Y2mxWFjn47333mO1Wtk+kESRPAdLjlqqM3W73ddKJk9OTuj3+/i+/xoZvzjiRVHw5MkTnj59CmATQ7IfylyQZysEjnme2++pkoxXD2FkblQRjNUA+eua83f2xe3LBKkaKCrlWG55Dd+LwMl4uljxnWYdR5l9ylUBSmk67Taagn6/ix+aOZoVOUHgWx9ASvtHoxFBENDtdpnNZnZNkjbLftfv93cOf1zHLWWGHZYkzErcgOc7BL5HUSIUtpU9RstIlTTBu0CJNzvYn9V/f5nJUSksSNmqE4auZ9sd4QIKx3VZr2JqYYSfm/uohTVWkkAvFNPFnFbbBNiXoyuGgyHdfqe8Vkm4vFmSpjnrJKU7HLBMNqRL40/tdbu4SqELTV7kzJfGF+/2e9QadTSa6WyG57jU/W25hOO5OJ7L+fmFbXetUSdLUjZJbNTIlGJW+mCtTpthf4BW8OriFcP9UlVYm0K2yWTCwdEheZHTKf2p2XRKFEUoDCIp9LfPstWsk8VrHBURJ2uaLTOWXC9A4ZCT47g+2in9aten1qyznq/odQcs1yvCkkA5zhOeYkqKlFJbQmpfGVWmEm2jNDiF1Dph++I2rIrgrJoto/wi67F2UKrA/SzFvgIct5Rgr4gddL2AjBJtVOSU4BPWm4SDo3v4YchoPKHVaiHiVYvVml6vQ1FAtz9gNjdjp91uUmvUKQq4uLyg3+/awDwKPeL1ir39AUmcbu/LgTTTKK3JlUOj7jFSZQyhEyqp26362hv6/k19is4psozZ2viOueOiWwFzSkR02TS3LN9SXoOL8zH7BwOODkwceD0eMeiZSoosSS3RdJHluK5JjPe7g524Tvyki/EFgVdJGmlF6G9j2TeZzk2fThczG9NWD4Cipinl9DyPKKgRbxLrg92/94B4EzMajfje975nfbDX2lW2CWA0uqLX74KjcbMCyjUpiWMaoVmPMtesa9oRwu0QChetMqJ6rUzAgnJN2bCANsIwtKhqifc6nQ6O49g2z2azHSXo1Wq1A/iQw3r5nfI5Sn9GUWTjVzDKZsPhEN/36Xa7O+NE/DnXdXny5AnPnj2zr1f96yrxNRh/a71e4yrHlg932x0WizHNZodGtMUGja9H5HtDIj9A6wJNbhF7CVhxgDfZO5McqkL0qhnYL3raKDB7wHLAVCX9qgG553mkacpkMtnh5pD2SOAgUDDYhQAbpvctyuRnXUvKhD799FN+8zd/kz//8z+31zk8PLQSzLdpt9Wnt2lRFFn0lqBcsixjb29vB5Ynz6zVauE4DtfX1zx//pzHjx/vXEtOwau8OqLUI0gfGQ+CeHBd1yYA5HtEZlopxdHRkX124/HY1qeK+pV810cffWSDv4ODg9cg5P1+3z57SShVAye5d/lXEFL7+/uWTwGwyTStjXS4JKE8z2M6ndrrSdmPXK8q5/h12WehBqqL39dhrVaLk5MTm3xI09T2tSQWpW9lDRGUTZqmVv1MghDZTPb29pjP53YjKYriVkvKxKp9Kv9W+7SqPDabzWzAdHFxYTmQZF2Tn58+fWrXn263y2Qy4cGDByyXyx21h/l8budDtQRTSnT39/fpdDo761ue52+t1ijzThAA1baDKdWTZE5VdRLMHB6Pxzx48ICLiwvrzHxWu+R5S7ve1Kdva0opu89IyZWYKAhWS0FFse3q6squF/LsqolrSe7I79LeoiisWgZgpWjz3PA1yFolSc8sy2zpo+xlUnYN8Pz58501RBwsKc+Vz8jcqM4LwM4NaWe1T+8SQ++23VxDvoy/oDBlJU6tlAIu/eLNJiHwI8Iy8bM9GHLI84TLa8ObFW9SauVn86KwaGspW4VddKEctMhYy/Ocq6sry/cl66/s817g8xc//Qnf/tv/Dv/oJyZwESVLiyasICK2RA5SfvHFUBa30advY6ap2+tlWYJTbzDNMiOhjZG3T3Eomh2m9YgVMNoYv3btujQfvwerDaCg2ea8vFwyGHIOjOM1//zqgkclB0wAuJ5BYE3GE5qNhu2dJE4pshzPUWRa2/XJ8wJGk2uKwvBLKbDy83lalD55ztHhkVWpWiwWhH5EmqRs1jFhbStv/hc//YiLiytcx+Hw8B6OK2sNJFnCcLgPjiZPC2YLUclsWnSE7TxgvVhQa9SYTqcMhz6NdoO8DJSXyyVR4IMLry4u2T8wPpjjKsaTCYHyKfKczWJOq2vKs7O8IPIc2oDOUht0UxgEnSnkAceAtcr3uCEL9vPbz+2D6Rs/K4CikkRx7P/Nf2rLEeh6jIEzIHDc7dSqR5yOx5wrcPtdzitfE/U6qHoTfJ+n0zFRmaRcY9K1uQPR4T6vgIc9Mw7Ox1MWXsEvPHzM83XGs6JEpQCep/BQjIF5kqHCki+xRLsUYIiUvsDU/tn+ggJdGK4sYLpaoYA2JZ+ONv0+c3w+AZK9PS4OB/zz6YK9jrnXeq/PnwH/+offgSTlX5T+j+P7LDHKg2ulqAGUPt3HrZbhfdrf5+D99/nfy2T6/6dMeSP9Pi/f4t5yOSjvdpkDLYBWi/NyX99zXdzDQzQwDUP+NIps12VKMVKKo3v3uCwKPi79j5vtsm0C6A95CWjHw422w197IT/s9Wi5ihFmDF2L+qXngwMuHpvVGq9hxoFDAVrZaoDq4aFUWgyHQ5RSFjTQbrfxfd8gcUq/WD4joAA56LV9VFbiCGBBuHQB7t+/b8EKo9HI+oDiD0pJ2WKx2PGRJOH4/PlzCyoQtL98v6scwgqlQ7PRJk0SAi8iWZv29QYDniHljyXPVtnugLfPO9+pld3Znd3Znd3Znd3Znd3Znd3Znd3Znd3Znf01tncCOVQUhVWfgi1BprxWVcx5k0VRxOnpqc3egUGMXFxc8Nu//dv82Z/92Q6iR75PPiunU71ez9b6CcGpXEt4FCQL+FnlWjevBeb09sMPP+T09NQiEiaTiVXYeNt7fBvbbDZv7FN4ndT1L9sEbhrHsT21T5LElmIIakjaFwSBJZF+8OCBReA0m01LAC6EqNLfw+HQqvIopWwWWFTkTk9PrWqdXO/x48c8f/7ckoIJUkxggVpr+51yavDo0SOrGLbZbGxZjpzcyz0I4kjs+vqaIAi4d++ezRxfXV1xeHjI4eEh8/mcLMssuslxHFqtFp988gl7e3u7PAqua8vwqiz38r1ClPaXgWB5k8k8Ee4RQT5UkTpfhI/mtsz3fQ4ODixaTLjHYLsmCGF4FZUiBHNg+l7Gm+u61Go1PvnkEzzPe61e+dYIR3m9T6Wt1T6tQoAFLTIej9nf3+f58+cA/OAHP+Dk5MS2t0rcN5vN6Ha7LJfL1zhjpPRzMplYpBRs0Sx5ntsSM9jyFl1dXb1VeaOsD0JAX207GGTLD37wA3vqc3BwYH9OkoSjoyP7bKqCANV2VUnCr66ubLnvz+rTtx2nwlkl4136Tk5+8jzn4cOHFtEjahgPHjzg7OxsR0VM5rOQ58szFai0nCq5rsvJyQkA3/72t5nP5wwGA9577z3bN1LuKCXRoppWbbe07d69e/b1KIosArVa2y9z4+a8kPcEoSQnqtXP3Nm7ZzLObsMHq0chP74a4Qz7uCVfheMpss2Gf/u3/y3cf/pPLdmw53loVVAUGWho1mpsSsWefq9Du9Xg6uraEG8K+b0nqokBzWYd1wHf26Ig8hKuVC/VDgF6JcJgEyd8+IvfoTi9QDC1vu8bThnXZQOUfKw4WpuTaExZjFY5sFtK8rNss9m8sU/hFn0wp/RnXcPFlDgwbzb4uHw7BToA3QF/Ssk/0TC98PvzOTlGUUmYSf5l5dIjgOMDrvb2OSm8HDfjAAAgAElEQVRfOwDqCLKgw3qZkC+Nn9zrt4GCNE9xlItf+txZmoCCs5MLmu0GrWaD5dx85r1H7/Py+Qm+51IUkJdktp1WmyzR6AJqYWhQaCWq6P3HH6BziLOENM7YOzAn7lmSo5UpydHK/O76gnBRjEdzlOtycPQAXZh9Io5Tao0Gw4MD1usVmySm0zVlODrL6PT2ePrxJxzs723XOwWBcplNRuz9/+y9aYxlSXqe90Sc7e653Mysylq6uqqm95nhDGVDgn8YskiJWgwIBg3bWixBMExbsCUbFmDTP2wZ/mN5AQxIgmQTtiHJFmxLlkHKhiCClG1xSM6QQ84Mu2d6urq7pqq6u5as3O69edezRPhHxBf33Kzq7mpO9UbmBxQy6+a958aJEydOfG+83/tu9slNjvGsFWMNC6uIlCJTimbiTRDm7nwLU2CIoKxoeOHrqiiwZukI9sOG6Oi93xqs/sz7sFDWCRcbXWKURYdGarSJWaSRE8K1ZWAnzLIGr+NK61JOOf99+RW+CWTAGMeGwf+fnT4Yw7fx4wuY4JlWQANYAPg18vlnLkHW5n++d483AK2XZe1T/5m7wLTVxvh2N5KMAldqU6EwhdzbH/ysP92nsLpesNaymC9Zi71WjxEw8H1ljZsP9tsd/oPhkFde/TX+9HBAVRr0gXuXUW6++JHvvoExJX/m4NBdg9r6VHLMr771NgD/+qGrxNBa88Vv/gb/sS+T1cXgEdOcD4r6eJDS/SRJVpy65Jn/yvde588dHa9o22qtMSdjfuTtm6FNp9slbQLPMFYWbQ0xFuUVqQujKHd2+OsHhxSRZp5EnHTdmmVkDBGaqjKkKgpARj6fY61bd0RpTFksgvtaq9VgOp1jTMmzzz7LxrovGY2cqdHlSxe4e/cuSaxJfP1jUZYoLKYqMKak4VndYjwi7Ooojrl/z/GyXnnlFQaDEVv9Da5fezaskWWMYDXnz+1w7+67tDxLVmlN4Z8VV69e4YJn8SexJktTlKqxC33543Q+p9dYo6pKFlWJCfZ4CQVu/owaMVVpw1Nrcer6flB8JsAhoePVB66IDX7UxMpay6VLl4JdnUS/3+c3f/M3V6iVdYo8ON0MSSjyPGc8HgcB4/qx6pNqXXH8g44FS02M4XAYLtDGxkb4zNNMIrMse2p9+rRDbiix+Dt//jzNZpPpdBoWSpJI1nVU6jS8+XzOs88+yxtvvBGEceulZWJVXlVVKF87f/48Dx8+DH0v7l/gKHqbm5vBsUe+Z39/n0uXLgVnq/r4EfX7Xq/HwcEB9+/fB+DChQscHx8HZXzRHwFCkjcajVauj5SOyGQMBEvrCxcu8Oabb7K9vU0URaEkJUmSUCsrwtevv/464MZ7p9N5Yq2Xjzvk3IAAAtZLLz/JWCwWfO1rXwvXodPprADFAjrCsuyvLrgrJTX1Sba+0JfrZ4xZAQWfdpwWnZY+rVPGhe4qpYiS+L/66qtsbm4yGo1ot9thPAIBaBTQTGw9pYyjKAq2t7eZz+ehBOro6Ii1tbWgQyORJAl3795ld3f3iYTwZK6MouiRtkv7X3311XDPG196Am5+Ez2STqcTXj/dLmkT8Ei73q9Pn3SclmXJbDYjjuOVUhihEp+cnHDjxo0Agkn9+3g8DqV5dUCyPufJfBBFEaPRaMXK++LFi4CbrwRgr89vxhjG4zGbm5uBWl0XbUzTNCzsvvOd7wAEQA4Irp71virL8hEhark36iULdYDtTJD6sxlSmvU01gumrLi8tcnbEJxvokhxEhv+/tf+KVcglBRY3CL0nwKZgl+ZL2oWvTDG0kfxa0CnvXy+V8BrXlemZEmVj4Gv+Z+/Olss2+T/CfBxG1emAHCUNBhXBZu2IgPkdBVJqHXR8OR8fB8ibPpJrcHkPsuAdlVCWTBMIv62n7+7swVJUfIvfO1r/Gc3b9NK4+BANMnnRHGKJkIZ50i0FBO3GG34A7/0S/zXd39A4julVZR05gV/7MUvwpVn+X47pdd28+QD4OXtbdCKV23lE2NQz78Ex8e8uv+AQ1ypULruEvxBGnN/c53+1jl++WAPe8ElSP9PYfixix6wVsrV5sizt9+H4RDW1nj1ze/z/3rg5Z975iq/8c4tfhVoAzQivnrhsvuM1pDEMJ5DlqJlfWS8TLQteXAywbbgjdwd75ULF/jN27co+xuoVpfb3iGK7hq3LXTWN/nOcIB65hm+98YbAGy11jjBgRIzpZmXrs3dwrkHZT5pjbIEEdyJGmHwPfU4vQY7bcry4QcAVIQlwqxYZ2siNBkOyMnKitgDMCMs/+P+A7bLHBZLvczCGn7s//j7/NX33sPayifwAj4o/sDXfgmtY/7GvfcoPGiTJJFP/C1VZTGm5A994xvueEVBpGL+l3t7LqH3wj5lXpFlCZUtGbYyTtrrNPyarlFa2jigSY7v4snr+k6vF6RPLRrtAb/h8YDWxjpfALbHE3ZabkwZnZI3U6ZGUZWKKM0CkFGVFh2Jq2yDSlTgg2uYZj+foztdxMpdpRnGlFiriGMdnMKiSKHbnRXb+se7lXnwz2NjUaQoS0NzrUeel+H6JElGns+J4xRrK8rShPY12h3yfE4UuZlWgJ7T7ZI2gSuBtdY5niV6qYNlowSLxpQLEq3QKGJfgrrWSJlXlkJpTqKIW9I7jQ4THBBpgVjBt/3xNA4g/1Xg7915F3k6dPz7B7hnwjcXRYAHvw38irG87o/39YUvmffvX8OB6BZIL1wC4OePh8EFb4hlzd/MvwWcpBEd4ChO2D+3y55/3xhopA0qHEj6d99z69OtKEYhTpNLcBTgXRxg2mxmaKDycM4YuAfMG02/6XlKyuwJ55bPBDgkuj2SGJyu5/soivqyW9Pv9x8RkZpMJoGNAW6HXGzHxSpVGEJZltHv9x+xuRZXLGljkiRhd/aDjiXJjrhO1YVC19bWVnQjnkb0er0P7VN4cuXypxWi0n7u3LkVJkHdrc0YExIhEW8VRzNpdxRF3LhxgxdffJE333yTJElWQL/9/X3W19dXHINee+01dnZ2aLVa3L59e0V7SAA6WbhJgr9YLELdqQiLC2AgAnAiVi4A4t7eHlnm7BRFa0oYG+L+dBq4OT4+XgEpDg4OQsIn7mrACgtIdu6ttZw7d447d+6ENtSTtBU9hU8whI0hO6VyHwqgUGdhfZKRZRlXrlwJOix1IW9Yal4dHh4GYEIAzTR1egd1Vl79OtZ1ZpRSK7ovTyNO9ykQ3Kzk+7vdbtitkDEgrgrSNgEWxIGq1+vVbGFTBoNBeI9cI7lXBDSqj6m1tTUODg7Y2NhgPB4H/bBz585x8eLF4Pr3YSHvEZZPve3y983NzRUWi9zfZVmyubnJYrEI8yrwSLukTeDuE7Fq/6A+fdJx2mw2OTo6otfrBb0eiSiKgqaVzHViD9/pdNjb26PT6YQ+SNOUNE05ODgIdfKwdCuT9tYB406nQ57nYY4J2g9FQb/f5+joiOl0ymAwCPOIJLHC9hFQKM9zRqMR/X4/LOrlOsi9Ub8vgHBvSNQdhD42p6az+KHj9BpMNr1+O2uw2WzCUZrRzxo0vMaQpWSvmfDTJ4d0Ckvkd/bnRUkUOQvlRLvd6Nh/ZjHPg4CnrLXArfFkHlRKkSTJCqgsO/t1Z9nFYkGcRNiyQqFZ6Ii5t84+araZZxl6PneLcD9erdcZ0gacILX2r4H6EHYBPLoGe1yfwtNbg0VebycCtvKCg6riJI0Y+mwgazbQxjP5TIW2OZV156qSHtiYsrR+nbhsn2xqVlWFwpKK13RZkKL5jZMxL/7iz/NvHh1jqzK05Yvfe40oifnTh/tUvg1f+rVfoaoq/tTxUXB4lWv0pTdf519+uMeP3LzBnz8+4qXv/AYA//54wJff+n5Yx9TdGaUfrbX8mdEwPMNe/tav82cPD1ZMBb70vd8CloYBVVXRtIbNqbs+f/iZSzyLSxZfAw6Bf+2llwD4+eMBhzgG1T+anvDs5SsA/JPjAW/4Po+6a/xf79znlevub//w5h1KHBB53O0x1+5ZkDWcNowuwaoSoy1lKSCqWN4/nTEhYKQwTOUeEsHyJ3u2eeawZw5Z5f6ZMJUbjIlRsaYB9EuIKpffTJsp766tcb+qiGzK3DtU6VgRRdpjfJY4TlgsxAlKkyQxRVGitUJ7lmGeL0iSFGOcKLO1ZqU6JNKafFEQJcu0VqnIC2FbRmVBniaslw5sWpsv2PBnp2BlTfFR+lS+X/p0vihodTtMpu58ep0WxpaM84q/8NJz/PW33gSg30wwFX4sWqxR2GiZF2prSCKnwbVkHyqqqkDrOIA3cvmsVWgNWseUZR6uWxxr8rwkjjXO5euDwSEBqKytHBg3sOHzMh4EoJPvk7knPx6F76mqIoBDp9slbZL2yT1qjCFIcyUaZQ0t7VwNIWbmr+2gKNiLNCfNLnvtNf6SZx9msylR6lzFxMFQ1mDz+TyA9XXHcLmWjUYjrJ3qbrLyTKmvX2RjVJ5BSqkwfurrNKnukO9x5xvz8ve+z796cLiyHqofR+7J+jGEOKDEzC2OA4Cv0AFTMLZg3mjwoNmkU5akWcS4drWfWD/ws0Dz/sIXvmD/wT/4BwFkOb2o/ihW3CIyHShcOBbJ8fFxYBTVWTtiK6yU4uDggOeeew6A+/fv0263g+CntEeU29vtNvP5nMViscI+eb9jyWdFJCtcSC+YLHbCTyvEJu+D+lT665MM2fWWRZ20YT6fs76+Hna+JbGrqiqAMK1WK/SlJFEiMN1qtVYWYVmWhXOU14VpsFgs2NzcDEAiEMAlay2Hh4chQSrLMlxvEWUV0E8SsCRJ+O53v8tLfiExnU4Zj8eBsaC1Dufa6XQCY0pKXKQP1tfXg/But9sNk8lisWAymXDhwgXeeeedAFhIYqm1DkLBdec8UdAXEPSTDlnY57lzM5Br+p3vfIevfvWrHB4efirC1FJOJu2K43hFIFjAuDpIKCDjw4cPHwGH2u02d+7cCddFxsfm5ibD4fCpsqNO9ym4hLzep3VGj1igy9gXEFTcs8TCfn19PYyR4XAYSo+kpBHcolpEXgUcqI/f6XTK2tpauKeAYP8pCcaHhYBKIqZeb7u0rd1u0+122dvbo9vthnOSMjRh7EgfnG5X3ZK0zhD7oD590nF6eHjI7u5uAIblc/L/tbU1xuNx6FNhF04mExqNBlmWcXh4GNopc44sSMGVi0o7pZxP5o3z588HkKdeFtdqtUIiMJlM2N7eDkyq119/nYsXLxJFEYeHh0traS/YvlgsGA6HYbNE2lYUxcp9If0mz195Fsqc1Ol0+Mmf/Elu3rx5hhB9xuKD1mAylp50rRAlmoda84P2Jr/ub5vvbfU46LbQVlMajc/PaGQt8mJKFGkq6yR6IyXJiTAdnKuUjOUoSkLZjWNv5ysCopG3OwfQ/lhYC6YiirUr39AaMUTXypCWBS8eH/InjgdcH7o+qJRL0iPrEmPLstxHBS7S+8cHrcHqDOGntQYTwOpes8Wr5y/xm1XBcRYxS714PTFKRdjCEMUa7CKUKlRWOYNyE2G1WnFFlbWptmCNIfPW0xMLB82MkySmTGLP4JJ8wsljG29fLq9qNEb6zVREOqHyRQ+aCGNLUHrFWtxi3N9wwJ5Cufe5jvTHd65ytqaerNHheDUl5XBUcCyXLc+wWJ8VdOYLWlVFZAvAYH1CnJcFcZRSlSXNpEnh50GlfNm1iilMRUkRSlJskVOlLYbNFgcqYtpwGwJfODrm394f8OLhHpXOscoEIW0MTxUcUpFjspR5cWoN9qp/tu2ferYFaeHa/5fgkAVQpQOHakLUysI8ShhkGbd66/yiHyMPe12scc+dykSoWJ4tBcZWaBVhvYhwEBM3YGxFpGOKMidNRKC+BKtQ2r0HasCqqTClA4MXeYGKl2CKtgasex5Zpdkauo2zP4jl8vEh24s8sImWIfd2fOr/eHZQ5cWOl5sisl44ODxmXprQyH47ocgXkGQcpAnf9W2erfUoS/eMPXi4z9rGOo32cg3W761zcHCA1hG9nhO3zvOcxWJBq9UKm5J1dvJ0Ol0xioDHl4Z9UJy2UZ94F0P5rJj0dLtt9vb26PXWA0tbZDhU5HJbsalftsugPMhSlDXyhnFVOEVpSJvuPmmvd3j129/i93z5i5wcDVA6YeLZWEetlLfynHu9dQZxgvVIpY4cS0kpRaT8RmplwvcYa6lMQayXZfJJkgXwO9YRWi9F8pfmSBqtCWwsYW8JAKY1HnhzoFoUJeFvkusLqyzJPDus5gQMS8ZU3ZCpqiqSKEbrmOl8RtZohLnPWkuslCsfS+JliWO1lFTYGk/4ysGQ3+sn+pdswU/90T/GD27+4EPXYJ8J5lAcx7z88sthUSpI2cflrCUP6263G0oG6sglwAsvvBDYPwIMwBKoOl1OVv/bYrFYWRS/+OKLn3gp1y//8i9/on36aUT9nKqqCudqjAkJct3mue5AJ9daJog0TQOYIpMhLJFjud5KqTB5CjsA4Pnnnw/JtYwp+TmbzZbWnuvrDIdDer1eYJYAgU1mrQ1aQY8bM1/96lc/ru586lGnMdfvrdFoxCuvvPKRdkyFrSI7xtLvohkkznWyKwBL1F3GRr1eW/5eZ8hIO0XHCZZsmcFgQLvdfqzLx3w+5/r168E6vG5FXlVVGIODwWBFN0bacbr886P0KSwdqz5qn8o1kR3cul7abDbj5ZdfDv0sffFh/bBYLFYs1AWIq++gPEmMx2Pa7XaYl6W0bWNjI2gqnZycrLCy5P6REtD6jlG9XdImWNbIP60+/TTCWhtAunopY31TZTqdrjg31XWCXnzxxY98fZ4k5Jj13d1PejPiLJ4snuYazOJ0PI6BH/ev/TdvvsHD6YKyUugkpQoaFQPixJUwVcaQJFnIw7RnFVhTksaafLFczJfGYnAlJkobzMCXlhJRabBRRWUVuvI7+2iwLmkpqxwVJUH7Iynn7BQLfuq5l3jpMmz5NotOg9/MX9GBeZLe+LTWYHPgn8eVHOQs0/zTUZ/VTqeMp7eMK5bFNvLzAfDrwN+YTdlXijKOQoKEcjCRRmHscrfaWItWArQ5CEj5IxprUSr2r0Fll5CSwwgVVkGiIJdW+GNbY4m1ComgimqttRArTRnc6FziaAAbRxxW7nk9bTeJmm0oC6LYYq1Z2s+HjtEoK6U5gBI4yjN+VBl6z5WDKHJfMpWWbuOjU075/V+6znVznVJDxYLUn4/6bTjivV/US1EijH/eu2MPR1NeefkVdMTKxXbMAlCUWGNQKsVUknRaVATKg1/ziXvmdNpN8vmCOMvIlRt3P+mPJ3o/p0ticv+1GhgCmyzHqcGV+Zz436XWY4QrAYtZjkE53gI37tf9/2f+p6yg57jywmOg5+3cd4D06mVaxtLQMcaX/elIYW2O0hpLvFKWI/2q8POB7ztjCkajAS9/8RWE2rFM+x1QZK2h0im/v9Ym5fsmvniJApjhnpXt7fNUgN05R15YKutmo14aM8pLGmlMfPniIwVwC2C2KFjPlrnDHIK+2keZcU5KQyfW4XyPfZnu5jOXGFeWdqQYb/XpRTE8+wz4c9G+HRW+pBN3vU+mUzZbLUrc9ZE6mZKli5Zhde75eq/L79vcQW/uhHEkx3sI/JdvfZ9BqwlGNmAVRjtgNzEarHa6XjiXO6MtYIjNkj1lcAy22EYkkaIox0tw0dRH2uMZV0pFTjNPwFLtKl+1hqqyYc1TFpY4jZgP5sQJUJZoBBDVbjxFeoWtHxERGXccG2nMZBwKOpWF1HdIpcBon/fg5iClK3YnJT/9wots+ZurF0McPxkW8btypSYJnyQJ0+k0CADX2UbgkjhhmwCBjqa1DjbikmiIBpEkQ8IQkbKHs3i6IWWCIqZZF6AVJlG73Q6JU1EUbGxsrFhy19kFrVaLo6MjNjc3A8CQJMnKa4LaA6EUpdVqrYASSimm0ylZlnH//n3OnTu3suvf6/VCYia20VIuNp1OQ+nJWSwjyzKKoggaQQLw7uzskGVZANTqArjCygAHLsm9LaBhr9cLwO9pcKjVahHH8UrJaF0TSsYUuPlE5gtghUZqraXdbvOtb32Lr3zlKytAQ57ntFqtRwTLP6kQCquwU+RcJ5MJ/X4/gFpyXwkD7Un7AZa7IE/KUJXjdTod7t+/T6/Xo9VqhesoLEJhtQj4B8uSOtmlqluVnr4+dXHFz3MIo0PGlTCEsiwLbCR5vc5UqOv/lGW5QpE/i7P4YcJaSJRl26e6AH/p+Rc5xCUqI1ySBq5Mp4lLFipcSc/E/60DwU0+YZnwATVNh6WIMiwTUIvTlxj618/jEss2LoFMWS7zmzjtiE3/nRIrKbpyi/GnJRT8cUYDd74/TFighqWE855byP3vE+Dn330HtraIlF7Rs1CAsaVLoVQtzfCgkbWWyD9/lLCdledjGeftHmzCwQGH2qU9eVEQCeDmdadQiqLG1DQ4sEmOWVYVUn+TKEXhy0RyY2j5MsZBWWATjW5kGAzNfMGut4dulkvNF22W86TRVQCHlAVNxRJq0zg5GEVqKnqVG8H/7qUrLjFWYLFERMs7xaiPzUP69NBV4CSWbInypUTynqo0lHHMEDiJfSlNrFjg7t01YOQ3G84BNDLGONAmY9kDUxy4E/nf5Wmb+P+v+b+Xtb8J5tLEJahSEtNiOR9UOPBIumqNpXaQgEvye4m773/z1m1+z9VnQ9seABMiutqN5XP+PDvAmoqJypIorgkBA9aUKGLQfj441bcCGejaa9YqUDG5cnPfYe294IAUAURP/ExWYNlCUQBRotA+VT8AsjRmVPuOk2XzWANUlrBXO76EgDAfFnK8bqy5YwwtrR3I48WTXwf6kWICmChmigNr5Jwy3Hl2WOq6rQG21eK+b3PM8nr1KGkREQtQIr1aGs5NFpzz7D93vv6KV9CL4Kefe4ljlmChrZ23PBNM7W8V7jkyYjmuBEDXvl2Gpdbik0SO69e5/3/qjxdB0D8CN34Xp77rNNS0g9ft8q/r2k95ptWnB5lZ6zYJ9b+3gCtA24NDVcwTI4QfOg0ppf4npdRDpdR3a69tKqV+QSn1lv+54V9XSqm/qpR6Wyn1qlLqR5+sGWdxFmdxFmdxFmdxFmdRj7M12FmcxVmcxVmcxVl8UvEkzKG/Bfx14O/UXvtp4J9Ya/+KUuqn/f//I+CPAM/5f78X+Jv+52cqpJxDxPCMMXS7XUajUWAVidaFlADVS4ZEsEoEU5e18BHHx8c0Gg2iKAoaJGcskI8nhDmwsbHB0dFRYB2c1nCSXfWNjQ1OTk4oiiIwDOpiuyLwVbdclnIk0Ynq9/uhFExs4q21K6VoSinG43Gw1gZWRGbv3btHp9NZ0YA6LcRbZ72cBStlfVEUBcYVLN0DA3Xdb3mur6+HfpzNZoGdIyLh1togblrXBZpOp6G0rO5wNZ/PA5tGXKzk/fKz1+uFY81ms6Ah8yf/5J/k29/+9gozUeahT4M1BIQSRilplLlP6sdFl6kubv24fgA3L57uB1iWa9bH+gdFnam1tbUVSr5EE0rm67qWl1x3mcNPO4w97vrIXPGk7fqshpQEynkII0jYjlKOJ6K9Ikoq2k7gruunIVh/Fk8cf4vP0RpMKcf0UBSsezHZjJh1FMc4xsDPHDmNqr1um6KoiKMUCgPKBqHbJE0pvTiRNUuqvSImLyqMgUYjpaxmRH6bM7KxswRuRE7Y1HrttaKgvxjzF3e2uABcYLmBKsyjiIrMlyER/u61hSyhXMTFZ7vU9IcNhQl9WnlNnwhFruCGf89/+/YNHvR3GaQNclfkFz7v9GQUiojKlijRkfLaQChfqhbHYWc/7H5rxxIwnq2j4wS0prDGlaQlSfiMUo5LUCnA2pUddKWU055SrgS6Mu6vlYpAeYMwpViIS5Z2JWtFsYDIcsUU/JU1twa7xpIlEtd+X+UJPd7nSlghMmIaOJYaVES+32wl+jCPOcBTCXF4E0H1cimqrqFCSlI0VQVxnLIPfAv4m+/eAeCg0WGEcgLyZUEaiybVnCSLqahQKnI6K758TVsoyjlxrKlYCv3asgqllUqplTW32MRrrcMzy/WNCtp7UsFh/T1ZliVJBJYKU0ZhDlHKUf7KsqS1uUHxcH8pGBwrClNR5IZ+ktKfuXXOn798hR9Fcy5OqSqIolr/aJyrnY08xcnrZVmzIlKvHD0utGEO7APvAP/FfWdg806inDC81qB9ma3ob+mYqtQk2pUw5sUi9M3j+kG+RxjAdRmH0A9PGKEMqib2rrUO868xBqulCAy0XeohpmlKURQY5b4z8hfClhVETjDbVgUXpjP+w2evAfAcMRG1+8fIzBthiVE2Risw2GUfK03bWK5oxXmWLCGpkqwrjJ1WGruLG9f//aHzCjvOMhZxw/V54dhi4r6miD1r8v3Lyoxx78+yZviblJWVpSGJRLPLUGGJvElBrJazlUGzO835y1t9LrMsj+ywdNqUeWT5meU51Vsmc40w5loly7HIk7PlPxQcstb+klLq2VMv/3EIpZN/G/j/cAuTPw78Heu+/RtKqXWl1K619j6foaiXLlRVFYSB6wlimqYBDCjLkvfeew9w1sfj8dip40dRcH8BZ7O8sbEREpO6xkrdmessnk5IInT79m12dna4d+9eeN2JxTWYz+eh76fTadC9GAwGrK+vhwlPkk8BluR1KdmYTqfBMaV+c21vb1MUxUr5mlIqADsier3p65xFRFpCnM62traCuLkAXmexDOnb085fR0dHtNttWq1WcE6S90g/ClBYL4Ha29vj6tWrrK2tBYAI3LVrNpsBMJaQ0isBhE4n5FJeWtdYgaWz1Ntvv73iuCPtEX2cT1qTDNz9IPNb3dlnc3OTO3fucPHiReI4/tB+gGX5bb0fgNAXT6rbIyW4ArrK3Czf0+l0gi29LJBk/k3TNJExHJMAACAASURBVAi51xdDH3Z9Ps+lZQJsCqgm12Z9fT04cABhjqqfa/33Oph2Fp+t+LytwayFSEcOYPBKIrEtUarJCfBzN25weMHd54eRokeKmRdeeDMi90Kl89kEHbkxGflEEUBHhjTLMJV+pDxUXFlVZbBRzNx6vYmGRsWW/+3OHX7flSvsGBANYGuc+5LWeplZACCaM1WtXOp3NijkwrgEWMscqr2eW0Wh41B2cthuc5zG6MpydT4lWyw321xOaymqkjRpMV0sDQCkjDuO40eSWBG6j6IoHOtxCW9dV7Au9VDX8atrntV1/USLzRqvL+NBqDzSzNIm80bKSCn08JirDbfJ8YoFlEVZtSJDZLQHpnBi3JE1IYGzvhBG+czOiuW48gUutkSrGONdnz6u0K4xvpHSeEk5tS/jca+XGHQUYyyMFfy1d27xfb8RN05bLIyiHTmRZ+uB27jdZF4tgkhvWRiMT/CzLAHlAANVg87iZoRSlsWiIIoUUdTEeqDFVRVarFXE7caKJXtRVKRpTFkaavgLNtYkqbvmWi3XUu7Z78DBg3yG1unKWs8mCbnKOKpK7qWuzX/tnVv8tWeusoUDhkrKcNcHcDOAFDWh6hVtoiKAydZGzJUrcf2Zt97lW303po43unSLgrisvIaaRXuBs0gnlKUTNramIO64tabYwNf7QdpircLGiiTJgqOZXGtjXP+52+bxIEcd7ACIMlf4pJRFqcg7jbnvieOY0gN6ch8DVGWOTprEiWt/bEUY3I2xIlYskojxaMzfffs2AH/hC8/SxJURQg3UsaCscm6RCrSqiTypklTBmrVEKgm6cAEVUvJrzTjAOg2ikYb//c4tjrbdM2igFGhNaixaQV4s9YStlfYEpalaK91rWRZTFHjdIQHiLEXhANAAHmtLmedUxhJFMTEpc3+yo1jTqCL+3vdu8p+8cj0UtrVMgdXKSfGbyE/JJjTB9epS8B8cQCYl0LZ0gLNR4moWPzFQ+NvVHDpXW2w8wJedAheBd2vve8+/9sjCRCn1U8BPgbM7/iRDWBp1O0KtNVmWreyai7ZMHMfB+vjk5CRozERRxMbGRmAxiGVykiQrVqVnwNDHE3me02w22dzc5PDwMCRCYiV948YNXnnllSAGXRdn3dzc5ODgIFiQiwivCOAGi0B/I4nWSl24taoq3nzzzbArXxd8BYLAtQCKsGQqiGC2sMseJ4z+WRfC/SSj2+0GEOfGjRu88MILAAFME0vvOI5XQCBhicnv4BaoV65cCcJvImYtsSIIV7vWWusgjN1sNsPxxA1LKbXCIBPXLDmGLHDBjSuZRz6tSNOU8XiMUop2ux0AmOl0ypUrV4LAs4QsuE/3A7i+Pd0P4Oba0+5hHxR1rS+5X5vN5sq90Gq1qKoq3DN15tWDBw/Y3d3l5OQkzAePuz7y8K9bKX8eYzgc0ul0wjNGdNhEL0ueYXJPDIdDms0mnU4njF8B287icxWf+TWYMdGS4aETJrgEadTIqPyc2C0M149HbJWWvCyI4piqttS1dozxgtQyB+SloTSWRtJivpiRtfTSfTBqEivNIp9RNVscandvj9KUaavJUaOJBSINlXXJThSpFdbLyvZs2DX2P61+9D2/08Jqx6wJAr0QKUkglwyfsrIQGfqLE/6r3jpX6fKVC1cA+Pq9O7SAd48H/IvPPc9v7TummMADA5zWzLGFfq0vZ8A/29/iu4cHQcckAb7U3+K1wwNnOc4ycbEs9U0qlvoe8p4Zjqnzpetf4Fs334baZ0UUWT7zELgJ/M0HD7H9HeJo+bxSSkAftSIoU2cEgUKsu6E2RBwdAlWJ5LJ1Oj9RChWrYMbK8Z5i2LqcL0tQQznR8DqHocLp6syAo2aXk8Q949erisZswlZliPMc68W/dezd4yIHhEVRROERM601tvJudyoOVvYRCktFljYpq5wir2i1/UZGXrn2Wec2J6CSjnCuVMpgjXqEzVIZBwIa4qV7FQZrK4wyRJ5xI2uuoijIo4xRo8UxESdNt247albMEHHkkvpVWZknTqn6KA8+4DW6liyXiAKnNfQwqzBNd72bi5yrR0M2iwrdSJnmC1I/OJ2WYEphKiJscKhSRI/2gx9yWsUYW1KVlihWYa6yVGA11nG3Qt+GcWD1oz99f5sK5+4VpWHMWKO8ZliMsQob2QAcpVq5+bcyGKXDdWimGdWiYJg1uNlts9AZD3zDD4BdcBsJdjnHarwZgNBmIigDOOSNCnSMA+IEwlGgopqwteMfASjlxlVOzFGWMo3d/b1ZQWdS0J1M6Sqw2pIXbr2U6OX9/H4h6+Q6i17Wno4RV4W+VvjxaTWx0hwl7jO3e11KrRj0Ghyw1IxriTAYFqWVR0MFEfXdUgOJ6qEsFGVF0oiYLdy1a+EAtyeJH1qQ2lprlVIfeevVWvszwM8AvPjii5/o1q1MKLPZjGazGZJLpRQvv/wyAG+88UZI0I0xKzbPYgMNq65D29vbvPPOO2GxLTvaWuszl5aPIQTQmU6ngbEFLtmpqooXXniB0WgUrvfBwQFbW1shkdra2grJqCSNUnpWZ0vEsUNbJRmWMhspKwNCeQ4QqLLb29uBGVQXRhZGxHg8ZmfHYcQPHz4MY0tc1QQ4OgtCyWee5/zoj/5ouIZ7e3uBlqyUWgHp5vM5Gxsb7O7ucvfu3fCZV199lWeeeSaUJjUajZWSNJkPDg8PA5NFJn5xNquDD81mk4cPH7K1tbXCIGs2m8FNTVzL6gCJ0IM/LRBQSmPLsmQ4HIYx//zzzwcxfWNMsFbf2tp6bD+AuxdP9wMs59gnLd8S0EaYnMPhkPX19XA8ud+EBXjaYvvy5ctsbGxw586dFWD39PWRMZJl2eeaObS2thbmDXBgnDyf0jQNIHe/3+cb3/gG165dC7bzAoy3Wq0gyH8Wn7/4rK3BhHCi9HKhL5T4KTCLEkqf8LULw188f55dXOr6By9fhle+5A7w+uvLJNaU4EHcf3zzNn/4hRdgOncr4FSDWFGfv8j//Y1fCyndTd+mv3t4xEGhKbKmS4TrDlpY74x2KryrlqSGyn468/QnHgqwmnpeVBUlUWIlRwNc6ZG1lnZR0LbwZQXVHVeCVE1Lkizmy2trzO7cIfbX5+DhPucv7IaNeFNVQex6cjKmu9ZjWymeOTmh2+mG9qSjEV9SiiSK6fS6DHxpf5plzCZTVKQ53D+g79kAWFBasbO1zcODfWId8Xv9+DFlRWUN7XaT6XzGRt8Bo0fTCf/nyQn9vODevMDqZfmaqZ33aleZVaHcx4Tz1atT1RRKpT7pjVzFV7z8nqc1yhSOzaICwLmEgCyifS33py9nwgmGK+XEb6c6xXr2XndyzE9tbbMO/Kkvfhlanuvx4B40Upi7dc8/fudeOIcZ8MevPAPnzsGDB+DXwX/7t17lIk4UOMYBdI+7BQdAv9ZmBfz4tWehLPnZd94L35PiQMI1/z4RB277M8+BP3LlAj93515IemOcuPYR8D8cD7mlve26ToPwrwCCKjjQRc5lL7jUSeNW5zlQlEb6u6LSkXMSiwzKC1+3Zjn/3oVzXPD9NGVZTvTjX/4yDF1J+M/feYeBf73/Pv0g5xPjAPg1luNojmPlfFQ8e4wDXU+Af+mZS+DXGMxmYOHn7rxDhutbEZeOgB+7fAm2tviH3/5OAF5zf34T4D8fzymThFni/rqEO6yb71c2TOsbBcs526I8Wqgc1UzuLaVOQXYaE8Y2gfNVJk0qP/E0T8b8WzsbXN5or5ggyPk8SQxwQtLymR9/7gv847fe5g9fvwYiZt/v8999/RtcyxrcZ9WZ7T89mZDHmpkIfYeTdm5ojovkcpyVgSfjTj1qoICBKHES+WnLX4k63e5D4reLWOwJVVkptYsD3cGV812uve+Sf+0zFXXdjzzPA+U+yzJ+9md/FoBr164FW/q6bXMcx8EWOM/zsIMOhPIQay3D4fCMMfQxh2gBPf/888xmsxXGiNS+insPEJyZRqMRWZbRaDSCfpDoFgkFuc58kHpoYwzz+Twko5KczudzNjc3GQ6dN4pc97t374b3yKRWT2Sn02kAGLa2tuj1esGN6wwYWo36dbDW8s1vfhOAixcvrugNybUFQkmSlBgKWHvp0iVef/31wAasW6V3u91QIlW/Bg8fPuTixYsURcHR0RHXrl3jtddeA9yuu7Bb6mVOAjgnSRIcs+q7VkmSrFi2f9IhumpVVbG2thbG5sHBAd1uN7DlPqwfAF577bVH+gGW+k3SDx8WArQbY9jf3+eLX/ziI+CNtZYLFy7w6quvrrCAxIXr3XffZWdnh5s3XWr4uOtT1zH4vAP3k8kkAHvGGGazGVprZrNZ0H66desW3W6XPM85d+7cyj1zBgx9LuMzugbzJUkGiBIEsnKMAl+4YHVwR2oVc7aBy4uKtSyCyQm//D/+DADPXrzEpXaL+5MpEbDTdsnoV4H3btzgUmed/fGAGauuLZe7HW6fjHnbFjznWRlrswntVpuIQORARYm02JX2RCpQ9eV1WAJEv6u8/GqVM+A3R2zpAB3/WlVqsBFZnPCHnrtO87175LlnF1lD3Mgo8xntdovp1DGnYx0xmU0ZDYZ013qkccLhsWPrr/fWGJ4MGE9PMFTM5m4N1mg2ycsCYyusMcwWc5LIr8HSFFNVnIyGbPTXGZ6453iv0wUNd++/5zQ+FouAWqbxUqduPB7TbPsKgWcu00FyTrVEbIBHIJvaI2mldIV4JQuv7+jr2qumrIji1P1drxarPM0IxANpm122s1KxY9GhCfInUenbWpLgSgabvqxrczFjF+d+xN37fPPObQAu9tpUOIclBYzygjh199aV9hp3J0NK49h6s8J90XPnzvPrr7/OK/3N0NZh4b67m0i7ltboAPvjCT+yu8v9kxGjsuKFZ6/y3e9+D4CtTovhdMZmy4G/hyduzd/vZsEdCqP5au14CxwA8hrQPRnTTN0zVFeWBFCUvujOoio/FiJNpRxcpNFBc8gosMq507lEPiYSBzi7dDAzVRWS8x6GNeBF35YYuNRz4NnbD/ZotVIurK3xZZawnn6ffgB49XvfY6vd4ni+YLORhRF5OJmy2W49sVuZfG5u3drgx7/0Je6/8x7CexPNrQvXr3Hj+98nJqGVul7dbXXYm465ezTgR7d2ePXtNwA4v77JoTXcU5q2Ltgrc6xn0lUsx30FWG/JrixU2jh5Jz/52pqSUEzqaxDjFQ2wOqvQoAMAKn+XAqvUl0XuVAsuAS+wBCI/atwbHHN+fSN8L/fv81Xg/s0fsLvu8sGbN2/RiZ2724s4RuT3/OfXdM6ejYiUXplN0AmmtOhIo1SFsQat6kBPrRGn5h00GGud1ppxb0yi5InnmN8uSP0PgT/rf/+zwM/VXv8z3jHj9wHDz5re0FmcxVmcxVmcxVmcxec4ztZgZ3EWZ3EWZ3EWZ/HU40O3TJVS/ytO+HBLKfUe8JeBvwL8PaXUvwHcAf4V//Z/BPxR4G0ci+zPfQxt/qGjvoOdpmlwtxHNGSDUEMoOq7CNpIQFXImQlIaA24mPoiiUL0kdvIhXn8XTjZOTE3q9HsPhkJOTk1AqYq0Nu+FKqcAoktKuZrMZmEVSCjYYDHj55ZfZ398PpYbg6keFuSAlSHV2Q1VVgakijKHZbBZcgRaLBWVZhrKPhw8fsrOzE9hnMt6Oj4+DY1RRFFRV9amIFH9WQ1yZ0jRlsVhw/ryryq2z9KRcr16HHscxcRyvaAGdnJxw8eLFwCIRFy75HmH1TCaTwKh47rnnAgup3+/z/e9/n+eeew6AGzdusL29zfHxMevr62GcKaVWROnr4sfiAiFj9tMIGX9SPivjGtzcVi/TBFd+9Lh+ANc/p/sB3D1X74cPC7nvpDzq6OhoxUVSSsIePHjA1tYWg8GAK1eczkWe54xGIy5fvszDhw+5dOkS8Pjrc9rZ7vMaxhguXLiwotVkjOH+/fvs7u6GZ5CwwIBQNinz4qetfXUWHxyfvzWYdTvsxhLp5biS35wMhdcEySvOA9fTiKpYYI72Ee+Z0oIuDev5gkaSsfB6kCkGk1c053PWpzkbKYi11mRRQp6TjEY83+vxmv/O1JTECmazCay7OV1ufa1BRcqRKiJTI8ysCn3+bgopLVr9j11xAcJYkihlNhzA+ITB8IjE63hYrRlN53TaDcBSLNxcs7a2QRzFdHprJHHMPC/Y3PBrsOGI559/jsHohCxLKTyTZDafBdaP0rEXtfbztzXMFrlj3+qYXte7DS9ylAIVxSzyBZWxNDO3435weMx2f4vpeEKn1Q1C0Ry78mlFSZJozKwMbDFxQfJGa4/WQNlQv/XIn5xakw5aWkppotgpoRS+Q5PHHOdphJLjaTB2qUOD1U6w1jdYBSdAjcU7VCmIlQ5aSUmxoAVsAUynfLnr3XktTIYj1td6UJVsxdFSM3c65oJfVownc857XSG1f8A/098E6677xnqPrr/eDR25NltLXhRkvhzwxUuXKQdD8nnOTppy8K1v89wzzwDw1ls3eH6zz9HeIVvbfc61/TicW1Tia27eu8slDKUfwdPKkEYR5/FaLP48Yy1lpBUozxCS0n8v9Cth/QixylKp5XuoXUZTgkrcMVvJMn/QRckzwI6FWV7SabawXpMJL9ZthkOqyob8M0vTx/YDwHOXn+HNt97i5f4GD/cPOb/teDC77RZlURHFTtC4fg/XZZblZ77w2pxZgmq34PYd2icTOv56z2cLGs0Mbt3imlZMhydBA7QYDZiOT/jKxjqTd25z5Rm3Bvvu66/xhZ1d7gJ2NiZpd/DkvxqTJcLW7pMYZxRg9OM0n/ydqVb5LfV7U6lVtmf9vjTGkAqTMJ+yhtNA26amFeWuEh8WxsDO+kao1tLaaTLdu3eP3d0LqJGTXriCQduKvHS6nRpL17NX1WxK0l3DlNVKiaWtQOvIWztqtNJLFpmqTRW1MSnF0hWAMiRKU3iTB6II+4RPtSdxK/sT7/OnH3vMey3w7zzRN3+KUbeel4QziiKGw2FI9KXcIs/zIDAtn8nznLIsV1x7zuKTD7Gjr6qKZrMZEqFGo/GIBb1EXffl4OAgWM2LnTcs3TFgaWVf1xsSAVsRJZ/NZhhjwliog0tZlpEkSUjEdnZ23MRUE5+W75nP5yRJQpIk4fNn4UIAAnGiquv01B2xTutFFUVBlmWPaEgJWNTpdFgsFgE4EmDIGLPi7jQajSiKgmazyWAwoN/vr4COom80GAwCSFgUxSNix3XHlLrN+6cBBCqlQhmenD8s9X6AMAcCoT/EBassy6Bbc3x8HD6zsbERwIqyLB/RXBPR/83NzaCNIyVup13GlFKh9BIIZbuiN7axsRHKOeX1sixptVqhZHR7ezu8V+5/KTX9NMSo6yVdVVWFskcZ4/X5SkDE2Nuf1ttsrQ3jW/4mc8ru7i7T6XRlswOWZa3iknf6O87isxefuzWY0kEpU+DmSBF0gGApdJ9GMQUuwYzimJPxFOWtZ5rNFFMa8hKy1Ce3gLWK2WJBWZXEDQciJH7sxtY6+6jSFSCIL2EZJVS2IsqWlPuQOEgyp50+zCokVEsOFCwJ/79z9YeCzpLIeFjAWKy/VhKRstiyIEsiKBekWcLMl1Q3Wx0a2llUl4WR6hs0EYt5TpY1UMDx4YDdXaf5s7nex5jSbcAWzqkJIEkiNBFJnNJqdTg5GZKmHmRQlihKmE7HWOsSaoBm1sBWTkhbJw1MBPOpe15v97eoKkuWtUFBJShh7DSGVFVg7QJNvkyQrHHvxQEoy77xBUPKhJLEusW0wonqRvhStcf0sdOpKWudLcbeTyl8u81pXZJ61ErPlCpD0lmqgtJn8aVWSx2esgwyLxFg8oUrXVGaxeiEzK+BFJa8XJA2Mtrd5XM8iiKmE1fqub7WZTGb0265v5e+LM2UhmYjDW0bDY8pFnOarSaDo2P6mxvMFm689dbXmM1nbO70GRyfsL7m1nvK+kIjK/1sAsBg5nNUu80Ep4lTxn7970EqrfzZ2vhD6/4qpaiUxirjQMlaT2vveq8BiorIQ4GRdeDjbDQgbrRptxoYr7E2n01Ik4YrSbOG+cxt0DWzFGtKqiKn2cgo84L+ptuIGxwfksQaWxm2tzZDKVFZlWiUG7MetDo6cEDo5lY/9Pd8OqPRaob5TwG2MiSxppEuy5HSOAJraWQpeZ7T63c5ODkI4yXOYoqqoNlqceDXYP2d8+TzGTuNNpmK0BhQ9dkERMxbi2qT1UsXslDke+p/9TmKOhhUA3hqelByv4Glsv77E6erVAGDyYSNdruGzoAxzjkviqEsZB2lAppWLEqyRsxi5o4X6wQsXNi9wHSyCFp1RWloxDFpklKVJdaWxH6Oi0qFKjXRUvbe/azXVhqHWgo4WeGATKeaVxua1r0WKbCmQuuwd1IXxfrQ+F25Gqzv3tcZPXWNoNFoRBRFtNvtFdbBZDIhTdMVLRtZZIsA6NbW1pnm0CcQIj68vr4eWDywZA4JaFR3qZKEPc9zNjY2wvW31gbQr9VqrVjkCpvk6OiIzc3NcN3jOObg4IA0TQPgI+26cOFCSPzFbhqWzIeiKNBaBxezZrMZHJpOs43OAnq9HlVVMRgM/CLQXYNut8vW1hZvvfUWURStAHODwYBLly6xv7/PYDAIjB65/0XzKcuyFcC4LkQv46B+bLmWdRc80UJaX18Pgr91HZjd3d0V9yhrLUdHR8FK/tMIASOqqmIymYRzvXr1KgcHB6F/hAW0WCw4OTkJgMN8Pg/ns7OzE8CFO3fuBJ2iOjtpMpkEd0FYOvTleR7uQ+kLsSYW9y0B4o6Pj9nd3SXPc7TW3L17N1w70RirqmoF6Je/CdBb1z/6NBgzSin29vYAp4ck5y6C63Id1tfXWSwWXLx4kbt37wYgbm9vj/39fc6fPx900OpOiUVRYIyh1WqF6yPzo4zfPM+DQ5lYO5/FWTyVOK19ABgn++z/vly4W+v0PYyp0LGi0WoReSXk4+EMVESrlTEeT+l03FiejMdkaUqz2aKY56g4CiygNE6gMpzbXONGWZHFXluMyIsHL12a6hiQkGMeNxvUoFr4iLvKv7NimWS5MOhIURpg3c3pgYlpYb6YYsloNjOKwn3WrcEq0hTyvPBrMLGNrlgsHGu61WpgzHKDTOsIayuOjgZsbq4HEGh1DbZ0g83zkgsXLjGf537zF7LMzZGz2YJmM6OsLEVumecOYKDT8bCMwtrKaVDVwgRoc9kX4YV6kvo+g0geNadlQnRdmvb9Pv/bDWWwwa+p/r0GZQ1KPW4ML53pjLaBWaXThAIYzZ3P22Lm1mDra2tsbW5w8623iCNL2s6w3l3reDjgwjOXnOHK4ITNTZcTWQ9czCZTsmaDrNFYWWsJu9UYE1zRoiii0WyGjXmAuV8X6ChGxyWlrVjf7LK/58CKtW6bVMXYquTChfNMphOa/pkYKRjMc5qNFKMV1s9LJvR/gHRWwKHIs4fql+m0/AuqXLK0lFO9sThdorr74Qho93pUpWOxSx88e/UqhweHTKcTsqwVcsn81BpssVig/Rx3bsetJZTW3L5zm3Pbzuym2W6BdRtCs8mUtJGx6dcSi8WCLM1WXHUDESJZrsHWuj2m8+Ua7Nzu+bBue+e9O5TlstKi3WxDaRgdD0gbwozXlHmFajiwGBtT2SXgY3B9KsZkq+GYQ1Ft7tXyKaV5ZHCvHHU1AuiiVGAoVVgaOGCp026T5w58A+j3t5kv5ly6eIn37r7HVt8J3j948ID9/X3Ond9x89bc0PKaeKaqyBd+DdbOaHjh9iRJyMuKqsppZin5tCTze8Jp2kApXR9xy3OXe1St/Hg/uaHl7kegUdVcNutWix8SvytXhMI6WCwWQVi6nrjBEugRYEhEZmX3fDKZsLW1RVEUK25leZ4zHo9ZW1sLn0nT9Gzx/TGE9OloNCKO45CMj0YjXnrppVDyUi8zEmFaER0WtyW5zsLiCNRPz3oQtooIV4ObCLe3t9Fa8/Dhw5D0pmnKvXv3uH79Ovfv3yeO4zDxaq1DojqbzXjxxRdXzmE4HDIcDnnG02XPwsXJyQmz2YydnR2UUkEI+eDggGazSa/XYz6fM5/PAxjY7XZ59913gyNYnZFRlmUALqy1YYwIiDSdTpnNZuGaygNZSsFOCxkLiwMIYIqASFrrMA7kM51OJwABi8XiU5kfer0e0+k0MKvqtvTj8ZirV69y+/btFQD93LlzpGkaGFoC2jx8+JBms8nbb7/NT/zET3D79m3A9YEIwSdJQrvdDk5oWZYF9p1cDzneuXPn+PrXv87Vq1dXGDDb29uMx+Nwv1y8eDH0nVjVR1HE2traCnjf7XYDgDsajQI4VC+3+qRC5g2A/f191tfXA7iYZVkYN3KO8/mcXq8XnA9hyUCU8SjjdH9/n36/H4wT6m6M4jAnLnwiwi4llGebGWfxw8djaP7+dVn4aqllARbV3CdOBQeHA5qNLmXsNkVajSaYisVkQqfTZjpzGyntjitVOpmd0N/pM1vMwz28s7PDYjFhMhqx1evxA//tMYrIQGSWtPsVieBQLqQfXXUv66h4n0zkd1QsExSpuwOsRdkIqdABl0TnZQVJAqMxKkrZaLs12OBkxNXnn+MHt247toR/hsiGndaQZQlVZcMabDye0m630LoRjDyAUKKvVPTYNZhz0VTs7e3X1mAx9+7d49q1a++7BotjzWI+5+UXnncndDgkBZSKUSqiNDYwpVxSb7xrVbUyrl2IXbUTeK694llFy0RVeXni5VO1lsg+5b0Kvw0emCzCUFIYYluiVLw65hU+kfTJpV3eALa0DICvNFIUNpTVPzzYo5E2WV/vMZ+PmS3mLHL37O30etx5991gSmE8KGSBssppthveQKlyVt3A4PiY9Y0NptMx0/mMvi87HI2HKK0wtiKKMpRWRP7ZQBtcywAAIABJREFUb7FUWKoqp6giOpuuvDDxjlhKx9y99wBTe9a3Gg3s3Fd+VD6JRs4ZVgXJlx2qVYUk3UsXM70iTL5SlmncvVIAeUQAyY3StIDJfEojbdLtdmk13NyXFwvGkzHPXL3GnTu3lpvYynBud4c4jRiNh3Q7HWa+ZPPBwz2a7QZv33yTP/gTf4g7t+4AkDZSqqLEYMmSlFanzcFDt5ZoNBtoBTqOKPOKVqfJdOyrHM5v8/Vf+VWuXrvGZDYO12dne4vxdMLoxK21nrl0hUQqLYhZTGY0SFjrrVNM3TiIUHQ7PQogSdvkRmMrz07H9U0h/VbrboMDXIX1JKGUWf535Z6pjeXT7pL10isdhdLUyPgSTyCfFrSbCY2Ouw7D4ZAocRv2a2trPDxwm3rWWrZ2+hhrMFS0mi02PIPr4cFD+v0+EZrJdBKs7A+HA/qbfaqqYn9/n+3tPkf+b5XS5EWBto+WwllFKAGtg0cB+7F6tQ8eQYq0n78+2tPrdyVicbokJU1TNjY20FqHXWitNUmSkGUZw+EwaF4IkLSzs8OtW7dWkgtJetrt9spu7Bkw9PGEgHvC8BBtFAFe2u02URSF6x1FEXEcB8bED37wA65fvw64xPLo6Iher8edO3dCgj+ZTOh0OlRVxXQ6pSzLFb0bQdY3NjbCdX7nnXfY3d3l1q1bZFlGWZYrSVq73fZ18zaUg2xsbIQErdvtMhgMQhvOwgE9rVaLoiiYTqdh4Sjg7uHhYQBvZFfp8PCQ8+fPc3x8TLfbDQCD3M/WWqqqYjweh/t7Y2OD0WhEt9ul0WiEhaswbIR1Ui8NEitxKf2pg0LSTmAFfJa2fpq6QwJotVotRqPRSiljHMfcvHmT7e1t7t27BzgwZ29vj3fffTfo+dTbrrXm+vXr/MIv/EIA7wQIlXtAGHjy/UAo3a2DNNK/i8WCRqOxopcjrmQA7777buhvacvh4SFpmrK15XZ56uWlSZKs6FLVdaU+qagDlf1+f+U89/b2wjwipV7CKpTyOXAA5HA4pNPprJSnCuttPB7T6XQCu01K6qIoYmtri6Ojo3Cf1Msnz+Isnk645FeGlVjtKtxiX8rAtNbMcSVl6701oiihCCVIkEaaRpoxHBzRXXNzdFG4Ndi2X4O1Wq2wAD/Y3yfS0Ot1mFJbaBfCza8nDMsSMRPKe06XkS3fFcEycfzkCYefaKzqbhgsKiRpcuraygsadMR0noOUvsaa4WxCs9Mm02ltDZYQx5rRaEyv1+HWrVtcu/asO57WHB0dsb6+zq1bN1fWYN3uGmWZM5stKMuc8+cvuJYZV549Ho/Z2NggSdwVv3PnXc6f3/FrsISyNFRV4Y83o9Npkaa+XCp3YyfZ2WEEWB1RlQYVBZ7ZE/DF6tmrOfW+06CiqbFKHnfUp89Ic/fiUm1EW+NYTnYVJF1tkwNypWTHVoZN/+7ZbMYidyBCu92mWJQ8PNhH6YTSFCSZuw71Ndhat4cOa6Zjun7NVZmKyck43N/r6+sMR0PWuj2ypiu3BuitrVFVBVpHxJHGmuUabDIc0eq00ZEmL0pSDwrpWFHkZUigO60uci2SOOa+sdzHlR/KeerTJWSnH42+xND1nQcY7JKV6ODD5ceFgLYEM5ajygKLsqDV7DAajbDVEmSMk4y3f/ADtrfPce+es6tvpBl7Dx7y3nvvsXvxwiNl91pprl27xi/+4i9y/apbg+VlQRonFFWJKSuKqgxrMGMc0LkocrIkpbImlHXJ74t8QTNrYcSZraqIY5e/WAPvvPNeKPNsNl1J1sn+Id20wfbWOTlVjIFcO6aOy6/dNZpwemau3Ufq9J23nLPVY+5OWy814zHhp6zCVKBcm62JiHH3SLuZcLB/HMA4gyWLNUqlRJFiMFiuXUVGQnILeQa5NZgKG6hzD5RubvaZzRfEWrG9vc3J8RGtDbdG/f/Ze7dYy5I0v+sXsa57rX05+1zzVplVXTXdVdXjMTM9IxokHsBGCAEyPIEEsjRvCAnxgJAw5gHZ4gEJWcZgeUCCMfjBIDQPBo0soRl5RiOPkbpHjMfV1V09dcusqsyT577v6xrBQ1z22iczq7K6c7JPdZ1PqsrMtfZeO1ZErFjf94//9//qtiFIU39P6zuTfuPiiSe1S1e7jKpdvvlOat3z2tcStXA7yi6YcOkObucZ8KlFl3ehwzBkPB4zm81QSnF+fu4ZQrdu3UJK6QNEF8Bcp5j92ZgD7hzDyy2SYRh6zajFYuGDoDViu4dSim984xt+jJx2hxvv01OTk+tSkZwYdRdAdNTXPM+pqsrPnbt37/L48WPvtLiUJGAjJakoCp865jRuHABxDQxtmhPwdqCBG2s3LrAWk3bP6ltvveWD47ZtfQA8GAyYzWYURUEYhvT7fZ/ep5RiNBp5DZwuuNMd++Vy6XcpsywjDEOfKui+43SFqqpiZ2eHoij8OtC2LU3TsFqt/Lx62aa19my7Xq/nwYcsy/zzYyj+mW/z7du3uX37NrPZzKfROXMMny7rzaU4dVO83JyfTCZEUUSWZf45dc+jY+tlWebH0LWhC4C88sorfuzcujsej1mtVh6sn81mfoy6z65ry8sGRqSU/p3hNJzG4zFlWXJwcOAdtxs3bnhwsm1bz6py892lhQkhNtLxHPjtvus+4/rHzV33naIouLi48KD3tV3bT2fWiVcglIu4AqRcM1IKm5KyQ0QMTKdzBv0MIaGYunWoj2gbAiHZGm1TWH2RKJRsb42Zzmc0reb09Jxiad69N2/fQAjBcjVH9oY46FoLgSagdSk2Wm6mt2EDOtHR2mHte0v3Hf8F+fMNEHWCje4OfTeIM7vYBnj/3uEhzaogtSXMZaC5me9SVAWLxWztgzU1J8eP2d09QKuG11971QdVq0VBmkREgWRra8jpsVm/d3bHoFuCQNBLYoI8QTXmHatVg25D+v2MumxYzA2QcO/uKxw9PiSJQhbzKYGMSDPThiROQGuW8yW10oQu9SU2c7GREdpqn3STMdaz5ZImkAAI0Shfth6weimq+6HO1Tb7VujL13sxtmbEGZBH6Kec67ZEiA0sJNCSQJm29aKUCMOwEFIzyNfvnyCOSdOYIAxRraIqzPP95771bepVZQCHqkG35uqj0ZDJbEqxXBFEIYN8yHxqnmHdKrbGY6+B48A7gUQISVMbDZ3lfMHB2DBwh2kfIY3/FwtoK+Mz1Pad15Qt2+NdVouCLZva1rQtR8AKqwtl7zPQmywLITb+1flTevQ70GArsPs54BhCjvURAmELwrPMWiSwlQ9QQNRLOZuYd3aWZURJhFQRulXkPdPXqmm5c/sOt2/eYTabm77aHvsWrZYFEsG9V17161VTtdBAnCZm6lUl/bFl+F1cEIcRWT9nOV8QJeu4NYhChIa816dcFf5pUE2DbhVSCOazOXfv3mGxML7JslT0Ekm+u8NiteLoxDCUptMFg35GH4HQFW0rqCxoMsIIsocWdHP+mN4AhpzJzT+fAFk3n8GNJCoLphih6oA4suBQEHECvAWUtWZnb+zjvxs3b36ODybo94eAsD7Y2nd1Mf+GD4aJCaIkYjadMhiNPACjtTYZckI9AUQLZRotxWZisxTPWCo2wF2F0AHSq/9domB9jn3dkqav7dqu7dqu7dqu7dqu7dqu7dqu7dqu7dqurWNfS+ZQdxfbpR8ppTg6OvI74a5kfVVVVFXld9gdW6QoCr9z69gAUkrOz89J09SnSnTPX9uLtdVq5cdlOBz6nfDFYuFTvpRSfid+PB6zt7eHEIKTkxO2trY8g8Dtxp+fn5MkiWd/DIdDRqORZzEsl0tPOUzT1OvFLJdLP3eclowQ4omUISf8lqapZ0e440opJpMJ29vbT1Td+rqbSx9crVa88sorXi9lPp+zXC7Z39/3KUdu7BaLBRcXF2xvb3tGn/tOtzy606SBNaPHVTJ0IsBuxwDMuGdZ5udVFEVMp1OfruS0Yfb29jwbDcw64NqwXC7p9/tkWbah6fMybblckuc5Dx8+JAgCz5JzO0culdIxisbjMY8fP/Z6S13BdPf8uXndLZMORj8nTVPOz88948pVhYO1mHS3ItfDhw+91pdjBzmW1/b2thcS77LyHj58yP7+Pnme+9Q3lzZY1zVBEKC13ihh/7JZW3Vd+3eHe5849qrTRQO8Dl4QBBwdHW2kyZkyqTf9fO8KazvW12Aw8LtwLn3OpdYeHR2xv28EK6uq4uDg4GV2wbX9PJsXxGzWORoi2KjklNqUAqqaFTAYjNCq4vT4mOHQvEfDQNDqlqapWS5Ln4ai2xppfbDBIEeQo0bmO1Jqzi9OyfKcgo7uizapY0rY5A9h2whoW8HIVzGyX7m0R83Xay91M4VDC73BOgGzKw0m1QVg1B+gbOrWcjGjKJbEYUqtas7PzPt6PI7Y3dtDCsHJyZGpbGkFh3u2zPnJ6QlpklBVxp8bjQZsbQ2RIiDLUpbLgsDm6iRpSlWWhIQsV3NG1gerq8KQOqS2aYfrxlfVikAatkTdKLQr5bNa0QKNapEypGlWHZ6IsimKT6kkdik1bPPsswSfjW2kLL5gWwtndylgjrsXogmfIkitLLdAXkpwsT4qUKPZ29vj4sxUoppPFyyXBXt7O7RNQxiENKx98fPzc3bG24gwpLWs7tl8ZnywwdCwRVq19seadiPO2rHvvdVqZZOJNGmckOU5p7YalogCZtMp+SBDyoBz64Pt7u1ZnyRCCsne3p4XT14sZtAfEYMtLe4EqVWH7+W0oNZ0Qk3IuqS6y7kzfJWu4PRlwerLSa2gWAJSCD59+BlSwnjs/FDz2aZpWCwWPrVua7TF4eHh2gcbrpnPw4HxwXqJ8cFcdb4sM4LU0+mUXpJycXHB7rbxa+M49oLfTdPQyzP/vSiJefTZU3ywvM98NmN3vEXaM6loSW78vCSRfPLZEfsHO6R5j9t3TPrncjVnNMoxUuYtaRL5LIoaO/9t3tSzsvkul61/2gq95tZ0WZ7da6z/6XxUrTU7mIp1jiWW2eIHk8naBzs+Pn5uH6xnhdMHg4Hv32KxIktSZKBIez1OTs8I94zfJcMI1Zo35JPzxDZdmxTFp/J+OsefxibyqZJfgiT/tQSHXPDoqlq5ilK9Xs9P2MePHxMEwRMCxU6jaDQaeRCim7Y0GAx8+oILEnd3d38maSM/7zYejz145/RQAB/0pLYCQjcF6eTkxAdgy+XSp3esVisPAq1WKx+wu4poTpnf5L+vgQQpJUEQsLW15dNfujnADrBw5iotuGpLXWDAzUG3qFzb2lzlrH6/z2Qy8aljQRCwv79PkiTr8sid1L3d3V1/3D2DUkrviDj9F/fyzbLMC1jPZms6vEv9csCCAxnAiAA7AOri4sK/QLTWvPPOO3zzm9/0qVPdEu9NY8r2/qz0pbIsYz6fc+vWLe7fv++BnLOzMw9gdkGUsiw5OzsjiiLatt2oknVycsJwODQ05Tj2Y+C0wJw2zsHBgR+7bjpdnucb6YJaGwd0OBxydHTE7du3N9p9dnZG27ZEUeSBQimlT9Xb2tri/n0jyLizs8N8PqdpGobD4cZa7FL/XqbFcexTUB1YPBwOPXDmAOtudbUgCDbEv2/evOkFqefzuQfqhBBMJhPrBK+r4Lm+ns1mDIdD7t6966vqaa1fuu7Stf2cWlcHQUqUcJK4tlw0Js2iVU4YV7MEEAIRRMS9jDg2a8rho0eIICRME9I4prTf0TZVZDQcs1iU6KYlTe16g6I/GCCDEA0c2aYEoUBqhdTKp5B1nelQN+ZvHdAINovabzDyf55TynDSSmtZakELQnXrvaGE0fHV2oTKcRTx2afGB9vb20OEkOSJqSKWmvVFSFNdrLU+2Gq1Yr6Y2yuadRshWCwL7xu59Puy44OtwXWFkCEyiBhtbW/4YA4cqe1mj7ufulHEeUhRlaaSrBtvEdIDQmXSZoLgUpUvV9L8GWMvuATy+ChXbgRv3VP+TfSEtsoLNm1/1adMhbQWKHV6YOYTDk5V5jNS09p8qSAMEUCKYDqdUNfOBxPs7++QprkVnFZ+Y3xZLNje26HVVtfcAnEyCDzYK8MA3SomM+OD5b0MpCBKYpazqfcJkl5KICRKa1TbEgXS+ycnx6cMd7fQUnAxOWNnb9vfxTvvvMObr3+bfpYxmZ/RWACzaGsaIAbqtqa1Y9BKp83UuI5DC+PDK7GW997QIHMVoexYBzw5TRxssZ4HkhSYTRfcuXWTzz7+iNymOJ6dnUEk6Vm9RSe/XJYlp+dnRElMbX2dzAIzJ8cnDIZDJhcXDJOIKLGCz1qxnC/IB32Ehv2DA0r7nMRpQigDWq1Isx5a4KtrKTS7+3sMRkMeHx9xq+uD9XNOzi/MRmosOD83aViRSGiakmU5Y3tnnwcfPQBgd3uP6fSC1XCLRjcsVkuEXoPxLYAw+jpuBhqcxkAlurPu2N5+6mMokAQ0uPm7CWgru4aFyFgQBjZe0FAACVAvZ8Sjvk95S926dckHOz4+9j4Y4DUenU2nU3Z3d42Pb4/lSQyhYLZYkeV99l+5x+/bcaiaFpEGCC2t9t36TpVLde6kxfn76Yjfu1vtgjpOg8ml2sln9tyT9rUEh7pB4ng8RgjB+fk54/HYAzpvvfXWU6sZCSF8lR4HTjhzItRlWSKE8EGiAxGu7cWaA/mqqqIoCm7evOn/3bYtJycnaK39y2VnZ8cHoWVZslwuPatLCMHh4aF/2B1olGUZOzs7PgjrVg3a39/3osJdEMqVsneCsV2tmrIsvSB10zR+/qRpavJRbTl7t3NybcZclTmttQfywMyBwWDgx84xhQAPvjjGl3NYXGAO68DYLexONDmOY/r9Pud2Z2o8HvuxdJVUnCO6t7fndxW2trY8o2gwGPDaa6/RNA3z+XyjOp4TuL6s2/MyzWkOFUXB9va23xly7BJXJt2tXVEU+cpi7mXZ3ZGdzWaMRiNWq5UH1aSUxPFakLQrwu6+78qrF0WxUalrMBhwdnbmd64Az8grioIkSTg5OfHrrDvnfqd7n0mSeGFrJ3wKeGbYy7SqqjyY41ip7r3iRKjBiHmORiO/7rh7q6rKf85U3Qk3tLXcdeI49iCoY2VJKf07zZ0Ds95dA0TX9mJN+qDmaeoRYNaALYxY6XQ2ZTToc2b1Hr797W+TpilCChqlkdZd1TEMBkNWq5LxaIu6Xnl/t60NEFDULUSwZ3+nVtWG6MoTG6hamnOaTqAu1xVhgEte+9fGJLAkYAZ8Cjyyx8/ShCYMuahr3gPKfp/zO2YnfIoJuv94OuOxCJGZDTVeucNyZ4cWKAPJR1rR77z//unkgsdKcQrMrT5NP01Rd+5yFEWs6pbhYMCDufHPfvFgl8cL8/cWCKwPdgKEb7zOj8uafhITglfdmIiAMaDiZHMeZD3OgSIMIXhOAVdxCS96CktB2D+7z0Cw/sifbf07Jyzkf2hTZcgxWjZ11hXCtlAJaFzxhlAyw/TtB60msVo3VDX0t3hvcsEj4KJcsZuY99sjrQn7fcgymC/Bvt/vNw2HWKHsJIF8yKJvNkTnGDZJD2gGQx5ZfbKtXgL7N5D9HMKEh0px395Lsr/DDxczdvMB8WiXHxdWuycdkL36GnUccd40kKZ8ZBlvWdTjFAMgF0lAFWzGaF31JV/AjGeVW8evGz78vgQkayyzyH6ulnAG3BwNuQDS3X0+suXie1kOoeBYaR4A2l4kSRKaJOFh0yDzDIKYR1bXrQXebxuGW1vcB3qd+KEaDFjYtihgHppzmQyMFo6QJHFMCUS2vYu6oh/FvHd6xkGegYthlQIp+USb6nWH8xn7duwe65Ig64NseDgv/DP3GFDDLQqAKKWXpNR2Uy9wXWUv71gu2lbZcppNT67ZTw5E99Cznl2J8aGCvlkr6rqkD6TgBe1jy4Y8Ozv3+o2OPADr7BBXhMYVQQLj83ar4w4HzgdLKerGvGpCiVYRjgJgYj2F7lZhs/egxaUb3ZhXrvzmJXzBf8XpXn15/OFKgENOlNMFb87J/7Pa1e0G3W6wXUqFKzHsgoenfdcBB5fNOfXdtDV4+WkLYECIl9mnL9KqqvJ96R5AJyTtgJlvfetbvtqSC5a6AanW2jMUuqLPp6en3Lp1C601i8XCj79jLbjfdrvuDlzK85xer7chMBaGoa8i5FgYYICMhw8fsru7a8t3doQvbcUkF2A7YMAFd0EQcHp6+jMJWl+0OeDMMTy80Jw9VlXVBsvq86wLzqZpuiFS3DUHDLnvfJHY8OXzQRBsrA9uXQA2xt591plbNy63wf2Gmwdd8MKxyLqVDb/ILvfp5WNfpk+76ZHABoDj7PK1nvYZZ11x665110MHgnxeO2AzFffzxtABQ5/3WVdhrmvd8XIMnBfRp89j3TVhMBj4VES3vrk1wYlUP41F6MZhuVwyHA799Xq9nhdld1Ucu59/lv1ZAEMOFO+mzl7b1TS3HnXfuz+xv2AD0bbVPv1HahN0hIBWDSIwv1NUc2IgoGU8GIHQbO+YNff07ISnpQfoIGSxXK6rKAlo7N+jwLA7UhkQ0XGpgwqljLg1mL1olxoikGitECKwgdszoKynUT8+x5wP9kL69CVb3fHBNDVTmfAPgb/3ySEPh7Yq5GjAUkqavMdfnZ7zy+//mL98bPzm/mLOH/ylfwMuTkFJsCXuiWJ+DwPa/T+LJf8McPvtf/HuXYiidaknt5ZrDb0ed+69BnkOswl+Xuztc/D6L/B/ffCn9AC3wiRAU5R861vfglBC1XhgEBFAJKG1oevQvq+zPh8Bx72EMjSsFP+G14YFJ4SZNW5dFbiKWZeFcTf/2fnEE2afkGec/elMa/OfbCtEEKKdgK/WqLamVTVZnG0yYCyDzgAcglqaeXCWJnyKAdm2gd+xaWXuHh5gn5wk57DTht+xfnG3a95nHb/+zmKJAN7tXEt3/+wZ/+Ez4HcfP/Ln3oUOzwlkPuAII25Matn99tzvrib8hTuv8Y8+/cgDSjVwigG7zpPE3yd6vTI4QM0dCQRoxz5sJN4F1DVat9ZfaOml8Rpk1o69YRhIyjIg5xF8YttX2553XuDvLRcI4Ac8yXK83G8/6J4Lwo3PcKkv3aMlwsh/x/FP3DnPIos8p47fXaxjXteW9+x36Q88QzME/tFyTgX8MZsgqAAeAmUQocoWEa5ZLw3QqBJaCEMz3o2tMldrKOuSPE7Wz9MlvGRdZ9exYxSC2tJsOs+WkkgJsUxQ2rYujFDA0bJgnOScnhwx3jL+59bWFlVVbbCCYM0kAnwVWOd7JknCcrn0xWm87yUMtNjULVFk7vFPfP+0KNHQCEXbuZ+mceuwRunLftznJDzbvpES64NZ5ln1/D7YlQCHutWcYJNpo5TaKA99bc9n29vbX9inwJXtV/fyPTs7Y29vj729PVO+1gZ177zzDovFgiiK2N7epqoqPvvsM8AEVY8ePeL27ds0TePv+/T0lP39fZRSHjhzYJMDl5zOinvQ8zxntVr5HF+nRQVmgRiPx75qnQvqujoqbmff6ba4XX0HbLnPvv3220wmE5IkYWdnh8lk8pVPLVNKbWj4dMFTlzLTBc5+Xu3k5ITvfve7vsIXmD4Iw9AzQJ63Hy73KRiQ8uvWpy/SfhZ9+nnr2zvvvAOY9cVpLF1maU2nU//v7tojhPCsxNPTUw9Uvuw54dhJXdZXGIbXbMgrap/ng7VtS13XTwCszzKtDCASyICqNnM0lAIRmCAgChPvf6jBFj8CkGZetGuVjyfxF8cOsv8M7b9N0GXvw6YlhMAFJggFuEhT2jiCxgR2TdMQ2wDJvM8lKE03zNCiBS3Xeg3dksnPAQ59ng/m+hR47n59mWbY0CaIvZicMdm5yW89POJPt7ZY2d31BUAYMNcwH474uCxJtsz9bg1HfOd3f5ftukA0nQtLyf/22SfUyoDGkQxQVgPmX/3Df2LAF6VNylq7CfS7dS0IBHXd2mMhdd3ytx8+QmtBZatUxXHKX/jHf4iUIUJotBa+lD1IkBotDYtUtuZ+yjDk75weM81yykAiwwgXEq+ACIFuK3RLZzNHUrft5QTEK2FagFaCVtWIuiRJMh+QJ0lCEgZUqqVpFKFjzWhJq2rAbMrmukXbeXAWhvzP8xmjeUFUVZ7iobVGNWZjpRGmjwO17p9nm4Mlun/ylGPyqZ/XYl2ZSgujlRQohew8w60UoEMEAf/KP/4D/ptPPqNqTIAskoxlCKdCUA76aGXWpFy3hEDbNIAkkJFfe5pGoWSFbjRNHdCzqVuEIUkSEUWBf/c1tbleFMc0doaY+WjnWxzzPxwdMypravtajKw+TdCZThrD4Hp23zxfv2mhNjYqwYANAsvgFi2hWKfqCa02Rm/d1xjQRhnGt9AtqNa2wADgi0YRJz1U62A2RRI2nEiYD/eIlSaubOUve49aa6qy8BUuwyQlTU0qYS+OUKpd35Ey67ISyqSiCZcuaYA8iUBqu8HvISpJoKCVJjYrc9O2aT/nIyDKUs6B0e4+/8dDA2+K/T3oZbBagZT8U+tz/QBYAn+iNR9j3jUju8EmALIMZY+77eUSQYQ0VeAwb5oH9twqNJvnOggoOyMaBBGgaZsGISVNs95g/iLrfu4n8cGuBDi0Wq343ve+59kAroy0SwFw5Z6v7fnto48+ommaz+1TeJIZcBWsO6kXiwV5nhMEAY8ePfKpEHfu3OHw8JBPP/2UJEm4ceOGdzjfe+89sizj8PCQs7MzHzh1AyqlFPv7+/477777Lv/gH/wDfv/3f58wDP3L32kMVVXFdDoljmOvf/LBBx/wO7/zO3z44YdMJhPv7BVFwQ9/+EN++7d/mzzPGY/H/pzTZGmahu3tdY783/gbf4OjoyPKsuT999/nlVde2UhZ/CqaEMIDZFmWeSf4+9//vk/te9llxH8Wluc5v/7rv867777rF2aXUjabzTzyFMHMAAAgAElEQVQD7Xnscp+CCS6+bn36Iu1l9+kXrW9OSPt73/seJycnDAYDHj165EGj+/fv+/S9LMs88AyGOVQUBffu3eODDz7YSJt9mbZYLLymmtuAyLJsQ9j92q6OfZ4P5tI4LzMCn2VatyhatAzWTMlGc5bl/GBnmyaIiGPjd3wM/Oezgng5Iwil3eFcs0SValDiksCo/XugjIZEI1paG9CEMkLqENlKCiTlwDzP5/19ikiwaib83g9/wMn5hWeOhDIgEpJGmR1WF4hJy7JwJaqfBxDq2ocffvhMH8z1KTzJtPxZmxZmx7lqjf9RFAUPbp9ytL3LKo3oLW0qfCA5pSaMIxpaZNLDwS/nMmCZ9OnlfWQnGFUdXUDHnqbjkyEEQhvR4a78g0vdd7pyJmgyc60bDLu0kKpqEEIjZWhBofW5ttUEApSuoVUueZBaCHSesdAmzaZA8n9/aMK3B+enDIsFqWqRQUKtHOM8MLqSsgtrXg1z87Wua5p6Rd7rkwSGRf+9P/o+OqhZVStUGyLs/aRRSFUVyFDw3laf/njEoG/W72Wa86GCINf0xrkv1Q4gGlOKu6U1mWxqHZB327JpPx04ZNghHQUfbT6jOvpNmhAQKAWBkARa+Xm1amsaCWGWUhYLhvb3++WUP3znE04v5qhGE8cmHQgwgGLQ0FYtbSno98z6EiSa7/3R92iDyDBk28broC0WC477A36wf482kB4wWaQx9wcQ54paWn0Yx1nS7n+m8/QLAIfA3Ltq1mxerTUyNM8UQnmmp2+Dvy6d8bZcNyksM6azcaXNBpsBJiWCtV9b1zNEkrAIUvaLOePCrBY/fveHrOZz0vmMVjd+PYxEwve//33QLYUFklybAgvat1LRinXblJBoHSFQxHoFqDVwJCRCww+2dwhu3WBhm/bjLOKvLWdkZUmKIhSRj71+8Qfv+vVHCMFfthlFbj3qbuy6PnWapF5f1ALZYZJ22KMVQQjLwMyRw2RAX7VoFfH/PnjA4tCQFm7VFXVdEgSCyMqN6I134bOt64O5+MJp7T6PXQvhXNu1Xdu1Xdu1Xdu1Xdu1Xdu1Xdu1Xdu1fY3tSjCHsizj137t1zy7oixLv4PrSlBf1fSnq2rb29t8+9vf/tw+hauZVrZarTx67ASIXdudro+UkizL+JVf+RXatkWpdYWEk5MTRqOR17lxO+tbW1t+96mua1arlWciOUFyp1XkGFVlWdqSuQNfOciJFL/55ptorbl//z6/8Au/4Nvsyhq++eabgKku5H4nTVMv2DuZTPzx7373uz4F7Rvf+MaGWOxX2Vy6zmUdLve8X0VK/Yu2uq75pV/6pY2UxDAMNzRZvowu2XWfvnh7mX36Retbdy50tYC6emtdjSpXYRHMzpArW//666/79f1lM4dgrdvU1XW7aiyJazP2RT5YWZZPPBufZxqFosUVhQ6JOEVyAHzv4489a6fKe/xpHEGeEkib1NXVmpHmaptJZl3WgLJ6Ga0/FxARIlAaaleJGki1IhCSP//Wt/kWJp0BjHByihNGVZ19+CcFqS9pzH6ujcfjz/XBnAbXl+nXl2WrcrmxdvwRAavTI4qm4LZN+/g3Rz1++/iERrRWHL8lkKZXAwRSQlOWKLHWlRNKm6o/ywuThlRW/pyUZmdfSlMlzFWnU6GkUA1tGFIpUwLbvUeVUiRJRNvi9V7cteI4oSgKqzkX+nEQQlAKyUzGyF5MY1NiWjQBkpYGlKSIQv7EEmD+te/8Mm8DW1rRKIEWjj1hzq85H1fLNNCqmrZuSJKen8CtVPzar/4yZVuTBOs1Wbcuw1PxKpJ94G9++iEA06SmDiSBVJTzgpVN15FZzryukWlsLq/lWgBXm+LzQts0N+FSll4sL0FqhdCbAsbmd4zmjJAgAwGNQNp0xZEKkXVNVJyRqYqRZfL9J3fe4Jdvwx3LuFGtkalypmjQqqWtJUls/QJhUr9+7Ve/Q93UxGFEbVMcozjmISHbwB88OERabaOw0YzLgryuaYXcEA1WdjaVgWQVxlSe0aOe8efznavLChmH1NZ/KASoIKJMGqu91uJLxm9orHW134Sh8OiWIE5otSKy5xvbclPvLUDbZTkIgN4YpVuEgCoM+Zfe/CYA3wJex+hYiaYisW0L7Dr/q7/2HdqqIkg6cEXrHrxNQWYnGC61ex4bEOHGuX3gtx58xLkdUxUlNGHMuRSm7HyriIeGca0EaLWuOu20aN0a5KQIukWHAJ+h4wqAAGZ9tIwikcYIqVCWEjbUiv2y5FZR8m+9/hpv3L0LwEiZrm9Vi1Qgg+C5FxrnfwEbPtjz6kteCXCobVtf0hfWVWxcIH9Zb+HavtguLi6+sE/h88Vef1YWhuFG2purAJckiXekXMUop9sSRZGnaTsR4dPTU/r9/kZp86ZpNipUOYdhPB778uLdh9yV5e5SwbuB2ePHj7l3795GJarBYEDTNCyXS5qm8VXNwIhtuwDJ6Q85k1JSFAXD4ZDDw0MODg5efOe+RHMUStdfDpBcrVZeRPwqzr8Xba4qXlmWfl47oNIBQ8/bD5f7FEy/ft369EXay+7TL1rfukDU6ekpcRwzGAy8SL0Dj1yaynQ69YKJTdP4Y0EQ+PXyZc8JB6R3rWmaaz2sK2pt22682y77C+49+8VmIjMNBFKhLQhUKIGMYsbAv//qq/x/U1OpRpGYVAds+KLA1O3FpBjZqz75y9JCRoJWtcTS6gchULqlbEBEoReMjRoYVYp/Z2efTzEg1C17pW2MdmwmDOAkO4EGep3i0XTSVSTyUpnkJ+38/PwL+xSung8mNCQk1AvjG8V5ihDG5+pJwWBpNsf+uXGff31vlwwTSEjAJcLHGH2pGQP6dHSiMOK7DTDqHHfnwEyBGUZUGkz1qgnwWx+9w2mQsZKxX1u6my2Xg6GyLInjmCAIqOva+7xN0zDLcz4ebHEGaCtMGwbQ6AYpJFLARRLyh1tmk+6//uwz/tbt2wyURnSqWulWI+U6HL5qplSDFAIRhmigsmjpvFhR1ZURpqb11claGwwHCm6GRtz5N+58AzBi3ybkN39/bH/jApj2Umb2/GXddjc36s65p5V6/7Lmgn1nsT1WdX7HjdQMGABVZy/8m8AWKUMG5OAToIbALkBjMAglIGjdb7ZoYTb0RBTSOi2i2vgLtfUXGtkSxg5+NnUWzXqyFsU/WJb8t1vbfOMZ99Ziqpn99x98xCR5MZtTUkqqOOZha4DpeT9jliTUYYRE0jxjXds4JMz/QhHStBqk9Omk6BatIZERZdsinJZcbZ6vWAaUNczylP/KbvS/OZ/z127cQAI9AT07qkVVslgtwWpCBrqD0PmUO/fcdTYHfA5ebUA7+1ElzFM6QvBX7r7Gb/74RwAcBxFVL6VtDKDTi2KqMyOxreU6xdVV6jU/uz7mCpq4tccBQk7v1h0PAkFbN4SYojeNqv38QSj2lyv+s2++zV0g9wOmaRCmH8X6nfSUUXnCnla598v4YFcCHHKNdy9LFzC5geiib9f2fOZAj8/rU3f8qlkUrXM+ncDqdDoF1vfj2DfHx8fs7++zWCz8Zw4ODrwjVte1D5Cc6vzFxQVBEGyUi3fq865cd7c0tAOiXB86oejJZOKdkO7xi4sLtra2fKUzdx0wO/vz+dxf88KWc7xx4waTyWSjat5VHJsvY67vnjbX3ML6Vb/H5zHHAouiyM9FJwqfpumXqlZ2uU9h3a9fpz59kfay+/SL1reuLo8TlHa7VGCYBk6Hz+1oubYvFguSJGEwGNC27QZg/TLN3UNXT8sJ+l/b1TO3+dH1F54QLn3esdOYXehGdYCRkCmmOtDf/eAj5J2b9rM1iMiwhERA9yf0Zakha90qZWCqzzjNIZQiCSPqyDBB3A68UgrVwv95OmOnmbNbl2zNzDv+P3rrTd6UQKMgcLpH4Es2KUAIgo6qjPTlnJ5tzmf4vD51x6+ayTBA1q4ilwFqlsuCOOmR2U7IgW8A8ckZ452M1WLOYmH6dH/nJkmSUDUNbd0SWr2felURpTGTyZSsnxOGAdoyOdIoQqBJgx5BL+G8XNjGtJCFRm08GUCYgmNWTyYgJf/wo483AAcHBnhh1869/cVX7/G/fnyf/+nTz5j0ckLHetAKpWvaUFLIkEUUMR8Zvcr7TcMcA/C1yle6p9U1UkjMRL16Kh3rd1tohY1Nj2ihIAiJpUDqNRtBaYfNSoIWDoT5D8Aoi2vQAedC4t5Sf/+9DzmLAopE0ghtNFFsIC81RKoFoailWgvHK/lTs4eMELFtGhBZNkktTYE8AKkMcKdETSDM7/bt5368qPnLb7/Ka8C4KQgCC+Y4hEuatUXrNUMMHVA2JUEUIS89t0LL9cZ7p0pWXbeoyPBghNB+fcmqkrv0eUu772tchTPThIBzAf/F669xzosxAZyDH7v//eEDjsWUKk7ROkKJEKk64yK6Gk523WK9AEvLyHPPN23DCk3Vy1jp9TMRyYC2rBACdBCxaBQXVq/p/ablN979EX/l7Td5NYgR2jL8tAVUlCJOEnzpdn8n+A2E9YqtN851Pmkrpgn6wJvAf/hNk9nxEFOx7tR+JupcrwV6rKEnB3737N+l/WwNOD7OFLNeJkDR+W7OGhRt2ARIJXAXuAFsa1BWTFtICVqgtCaQwsxFP+0+/73hYtiuhu7zxhlwRcAhePIF6ZC4y2JP1/Z89rSd28t96j531awoCk99c6KFTrTVmUvR2d/f5/z8nMFgwM2bN/255XLpd+3cQ+JAyNFoRFEUaK030jvcTtPHH3/Mq6++ChgHr9fr+UojrpoZQL/f9y+D6XTqxV+3trZ8JTUX1LnfWSwWG6KUrs1aa0ajkXceT05OvvLMoa4j3A2wHQ2zm3Ly82xlWVJVFYPBgMXCOLx5nvv++TIL9uU+dce+bn36Iu1l9+kXrW/ut9I05bPPPuP27dsbabOHh4fcuHHDtzfLMr8Z4ECho6Mjbty48TNLMXxa+pjbYbu2q2ndOe7GyfkLWuvnq3KiAeezBYmvdCSkYoLkr9//hB/eusWZrXQkVIsIAsNuaDVKiDVAdCl29E7+U9K8XPQWC0PBV0LbwMGCEqFgEYWsoh6HtSSTgmRk2vbp+z/m777xTUaiK+66rs5js2wQUhL48tR8kW/+BKD2tD4Fnq9fX6YJWFUlaW5oFnW7og175EnGUocIGzy6VKrR9ojZ7Iyt4ZC8bza3AhlSLgvK1YooSVmu1j5YJGE0HlLVLauiJE3t5p1uqOuWKAi4f/9TbtnCH0hBnPWYVUsqTJWgyqaC9WXAQZ7xK8BFVbIVW6YksNSKRKxZafdys+Z+vFgSAN+9c5sl0F0hSwyw9DHwd05O+VNhGWnNergD5Yp+Qxi6UO/qyTPA+t2mtSYIQw9yuHcbCJq2IQhs8Ii51yAATUMrhRd9NoGwAfgfA3/9E1Md+Ee39ikAHQWWhQRBu57TShqOz2a614sB0rppaoEV1VZCetFeoSWIBhG2lOWKJM7RpXlX9vckjz6+z2+8eo/dIETbsnqtEARKI0SIagzjxb222rZBiABlA/jIpoi5OMBvMGnp17HIAkMAmprW8mw8JifsqiPWvCtp+YsjDADrmTk/pSkMWOGu98/fukvLetVbz+wnbVOOulNuvfMZgQFH/uaP32UxGNHUFqDREElNXZfoKGDaH/BxbNYKFcXM+30uMM/fwAKLcWI3AKSAQKK7PDHfyK7otu09h9vrcONmzGxXZCjKsmQvMfycPwX+x8fHnPdSmqzHalV6v0nr1rOElFIbWSgmXTV6Iq52n3MVsevSSrhY4W6lNUoYIDG1QudbxZL/dH/X9KXWlmsGTVUTxRItNEpVdn5tir0/y1yc2bUvw9y+EuDQZfpTt6TwdWnmn8zcIvVV7VM3J6qq8oHU+fm5vwfHxpjP5/T7/Y1d6bI0D/dyuSSKIs/eWa1WPhXDlah2wBGYh8mVoXQ7+Wma+u9rrWmaxu/Ca639IuEAJ2e9Xs8Hlt18VKUUFxcXvnqXYwOAQXWn0ynD4ZD9/f0X3KMv3xzl0lclsebmX9u2V1Jv4UVbGIaeIZTnnjC6UTnveTWHrvv0xdvPok8/b31za5vWmlu3TPKLczTAsAzLsvQAea/X8+DQcrlkMBjwxhtv8NFHH7G3t/dC2/285pwll7Ln7Bq4vJrm3ntuTbrMqv1SoF4n7UYI40xrVVFLeJhnHEUxQ5vWcFDWpPXUhNZthCD0bB+tTfUwxJoBBGb3XwKtUChhNBmchlGMLcUcBrRadUDfiEYrKkKaLOdctVwMzFq83W4z8w1eV76hc8zeBJuVgT7f3Pv/hfTpSzQNiAADsAFVUxGEPZSCsmgJbYWdGBNAlKsVg3yAKfvtUshbokCytJshWWZ8qLpumS3m9PM+WmriOKZuTPCkWkjTGCECtG5ZzMwmXBJGjMKIfq0hFPTrtQZp27YsT87pAftWYwhAiID9OEQrgxtKGdLa3xEazk9P2ev3SNKUtnZsGokMJO+3LW0YMFhWxLnLalj700IG0Njw+mpiQt7W7zazuelmrUQgGqjbhiRev9s0EITWN5HScuUskIswLAZhGBGPcrMB8DCLyRpNv27Jm4qkbQk77JNGqkul2F+kdRTCNKDFJrihQ8N4koqVVCybhlVm2v2xaMkGCStANwoiCyhh7t0Aaoat4a4ZBiFKS1SrqNuGIHYgVNdf0CRJ4DBywz7CkZGkL/vu2t5NnRWXiseHWppS6C/otams9pP/lc69OVrKGoTZbJ//lu78XaiO8ps5egr8l998m9PO70rWYEMNfAL81YlZdds4Zq4NE6fsbC4oZWInjWRRFqRJ7H93E8YHeWleaTxx6ImuE8BQSy7sv//+hx9xvr/PPI4omoZeHG1kbAnhmLVraYwwNLyfuq5stTaFtCl0YRhYX9LEonFo/DYz7AICU7J+qQRlZHslGvD37n/Cv3jvFcuideBzZNuskFIgvsRE+Gl9sKvHg7y2a7u2a7u2a7u2a7u2a7u2a7u2a7u2a7u2l2ZXgjkEm2lQYRhuUPT+rGi3rmpMURTkeU7btp7h0baGTuaqVLmdWbe77AREV6sVu7u7/npgUkYWi4XfGXJskJdprj9fdp++CHNMHdis1uP0eLo2GAxMbntV+WNpmpJlmU/t6qaM1HXtU8MGg8EGq6hrbrzatvXzJAgCr3UERjvkwYMHvm+7vy+E2GiXSx1y7XKfd+kX8/ncz7flcumv8VU2p7fgxCIvaw59mXSq5zGHkLsqMGmaGuqmrRDn5n5d15yfn7O9ve3nR5fi79heFxcXfnycwFwYhk8wfVxKomOjOYaHY6M8K9+3O8+f1y73qTsGX75Pu/3l+sq1y/VXVVUb9+pYNHEcUxTFxvx116nr2u/szmYzBoOBXy+11r7iYK/X8+wXdz3XJ67f3BrmBJdns5m/zwcPHrC9vb2RopVlGUVRkCSJX7PdOF4eQ9dnL7JPn7ffnWVZ5hkFW1tbnJ+fPyGqmiQJvV7Pswzd2uH6zAnsu3t16azdKnij0Yj33nuPvb09zs/PvSaa+x2l1At9J7j+c9pq7u9XnbH6dbZuGtRP7C/Y1BG3+bnWe4hNugkBWat4zer9/PruFt9mRAJ8d/8G7xwd0t1X18Cv3Nw3dIbKzKN/enSMxKQgRJg0o3/h7h3zpeXKfCnPYbHg3VOzfz3BaD6cY3at/9bhjA9slaamtaKmgWMOrHenweiaSAFiQz75GYJI3a6wz99X0QcL4tAzCLI0t3IfGtmTvjKcxvTAuD8mTkLKujJMDSBJMvI0ZbGckYQBtbI6ImFE09bUjWJVLBjlI0Kb0rSsCwSxZyNkA7OmqbZltpqTZRkiDFgVK9LEnAtDyYMHn5JEMTIQPl0pSSKkDEiTjKoqQAvi0PhtvV7OYjkjDCSNaugP3btljmpb+mHAHMM2QrhyS425a1d2K7DJaFqtKQpX0IQICIOQMDBPk9d3VRBi320aU/UJvH6LECYJx8xQl0ppqvdJq7mkbXJSv624N1vwH+8e8CoZO+tvkABv7+5CL4VVhasc9cfHDznHiMH/+YMDwxZxTLrA5nEFAf/k0SO6CcotNvWNzQpxmvV6EAB/ftfECj84Oaex3zkDPgD+u2OzJrTDPlpENIAIY99qq5Zk1zK1ObxKIpVAypAwCNH2WRBoAq0IREiYyA1dKgzhDcnmMx+4/FgFTV3bOWv6J01jVqsVgQipquqJ9NQk6RFFAUVZ0bNpmd4H6yXUVUMUm2vNpnMGwz5FWZGkMVo3zCwrL+/1CbB+US+iqErPJGvahigIEWIzW2M6mxLIgCgI+eT+fba298ksI75uWsLBgKYpIUugNXHVj89P2CI1TEM7dmPbP8da2/kGkcBXbZPCMNykFCSJ85XX87TLHlqzn/C6Vk83o4NUNS2lPTLrbzERAXnTctBWDKdL+o7dJQWgUMroHzn3ResWKUOUagiCiLouiWPnuzo1ImVYkFYkyFUmC3RDIQMu0h4TGyvM05SzNDBtCp68MU0IqKewy55tP60PdmXAoZdpzsmez+fEcexTh7oBrAtuHj58yMHBgU8zms1mjEYjn6aVpqnXoAnDkM8++4y9vT3vnANXlj78VTcX3C6XS6bTKVtbRjywbVsuLi4YjUZekA+M85tlGUopr83hykPfuHHDB7VHR0dPVBRbLBYbASOsH762bZlMJj6AfVq7HOjo2uUC1O4D7No9Ho+/VGnzazMmpeTRo0dexykMQ2azGUmSbAT+puxu7YGJ7vPpgCUHCjhB3+Fw6Cvduep1bkyDIPDggxMYdnaVn/1uf3XvtdtfYRj6+yyKgn6/7+fpcDj04Ofu7i4ffvghvV6Psiz9tba3t32lGLe+uv5xpT4daNvNkQ7DkLOzMwaDAdPpdAPMqarKi8vP5/ONChJt2/pUMOeIuXu7PIbuOy/bsizzv+vWDa01y+WS7e1tf64LqDVN41/wWZZ5QMfltjuLosiDcbPZzG9c/PCHP2Rvb4/ZbMZ4PEYpxfm5kbl0GyBXOVi9tq+GuSo7WjzbuYxbxZbVoNnBVA06QJHNV7zV4mWfXfXkk3/2J+zduMn5dGJ+4+KCrdEW89mCpJciAmgefApAEoY8/NT4YLqtie37tdEtGjjGaNCMy5JYrcH5Fhdwyie0jaRwUFCHmv+Td9FXwgTCa4nUBBRAJZQJviu7CYqJYySCxWLFZDZla+Q21WByMWE0GqDbmiC26XRSkmY9lG4Y5QPapvI+2M2bN2kaU7L60fEjD3iP8hEKzXw1B2y6j4u8LZqhlGY6mXkfTCtzD4vFzOhBbg1RVvja+WBBKGlV66uPRWlEQ8O00vTjBFWvK/s0TYPAiJwLBeulUoKWV39CXHrNOTH3J86LDujp04c2dV1cYI4F4kKl2CpLbmOEfvWjx9y6YfQyEylYzKdEcUoYRR7/iWRC3ZRGA+noBK3XwGtpNYGklAQKv5k0HPZZLgtbhTNCqbUQfRAYjR8pjWZZalPE3tbKlkGPOUJSAtuF8Vk+6yvQYt01l3WQ/JiqS+c6+Urd9COn02y7zXdp2yJCozvUrkp6Q9PmqK4JgcPDx9y4eUAoE+ZT4zfFcUgYGz2bUEa0VrutWJUMBgPqpmJyMTV/t36B88HSXnLJBxtTVyZeVbYaXxIZ/ycQJoUukBFV1RDHMUqb9oVBvOGDtZ2M2qpuUEVB3u8zn62obZql0hWtFTGqVYGKzZcSBKvpKYPBiOlsyfZwiLQpoHIQoaVJN1Pgn8emUWgtUEobMXo66WM2Hc6LM3fHgXUan+ie62heZXnidZfmQBsIhsWKf29rzJ8bjHBUjhWQ8qRWU8Zan0ldmgoF8G//4rf5h+/8gAr4S2+8DsBvvv8B+xhwTGB0zf6XC+ODfdjWlHFs11y1fvlt3NrLjQm/luCQs52dHa9Zs1wufX4u4KvB7OzsoJTyLypX8cs59N1SpW3bcnBwwPn5OaPRaAMsuA72X7xJKYnjmMViwWAw8Ithnue+7HMYhhweHgImwHegAJhg1wm7rlYrhsMh0+mUO3fucGp3HA1Kn3ggJ4qijcpCVVURRdETgtmX2+W0Zly7HFvFXcsFszs7O37+XM+ZL2dVVXkgA8wY5HlOVVWUZbmBmDdNw2QyMZoHdc2nn5rg4tVXX0UIwWKxoKqqDaDHAYZOy8qBjvP5fEO03M0vxzi7qtbtL9dX7rjrL8d+Anx1rLquGQ6HCCE802c6nZLnua/U5xyW+Xzun4EkSTxjC8zzp5Si3++zWCwYjUYboq0OWDo+PvbAb3f9ff/997l3755vd13X/jpSSq8/0R3H7hiCAVNeNDPoy9hwOKQoCt//dV37dg8GA5RSXuy+2zfz+Zzt7W2Oj483dIVu377NxcUFZ2dnjMdjP3Y7OztUlSm3m+e5B8qBjTl+bdf205rdErMaJevjGlNOWLAucb8NzMqS/SCkXC1JwpBam+CtWC1I04ydnT20gr6tbiOzkKqp6Q9zo4NTlljyCW2r2btxwPn5hMHWgHhgfLAKhUR6B7+RPFUHRXn1DEsI0VbsVpjd267i0FXHA35SM8G/8D0xwTCuKgmqmnHDVhPawpYpT0Kmyyn5IGU6M0oeg36f7R1ToIMo8T7YYDCgrRWRChBSUhU1N28a4enFaslgNGI6nXLrzm3OT84AQypJkh6NahFCPdMHy/o9ZLgelSgJmS2m5IOM6Wzq/fHt3bGfl0JLphfGb1SlRhCTx+Z+hdQE0gbRJHbMDerpymPLTuB5FU0j/DwGU5odzPyvA8PUuAwcCQeG2HO6g4V0gRLlhHF1BBZ0XQKCGidXLJOAXt5jUVXU5VqHRwtF01TWBws3fLB79+75zVWzkbN+PzvtqsViQRCFRJblMp3PDAtXNYbFY4XEq8WSOOvRoqi7ItXdP11fuft0qIIGIdY+o/uwDlxZ9H7x0F4AACAASURBVPWXw841jAZPp1uFpLHH+lFMvjLr27BpaIBamfLvYRST9Y1/UpRzVFkZH4yWxq6XaZbQqJq6qRmM+ggBSWjm6GR2QdbvcTExPlhVRbZvpj62SdOUk/NTH4csqxqlViYGXizox320RblU2zDe3qJqao6OT9naMn5bIAVNo+gPnA/2GllmxqGuGharOYPRCKkDKrsJQBii4x6NCBkMh4ZFZdlqUjToWHsAxoHSrhJrYIEh0Z2n7vl96nN3mdW5WWRAY7AmT84JNcM4YPt0wi9tjbkHDGozf4dRQA0sq4ZBHPpqZSlwslixm/c4ni/Z62eeV3rz7qscPfiY02XBOEvBrmP/sr2/erVA9YzPOixN/8RxilaXlZO6j+amwtLLsK8lOOSC+LquyfPcCwP3+30fQDr61dnZmd/FBlOhyrGFsiyj1+ttVFRbrVaMx+ON9InT09OfmTDoz7OtVivKsiTLMs/eABP4z2YzdnZ2aJrGB6NhGPq0rX6/T57nftfq1q1bTCYTer0ep6enGwwyFwy7tBkXvPX7faqqotfrcXFxwcnJCWDAqcvtckGaa9dyuaTX620EvUop6rr2VdCu7cuZlJKbN296YO/s7IymaTbGEMz8UEqxu7vrS22/9tpr/jouFQrWzJKiKCjL0qcxBkHgWTPO6ewCU4BPWf1J0sdehnX7y/UVbM757jpW1/UGq6Vb7W+1WtE0jU+ldICDA5ccIDEejz2o5kA2WDPn3Nrs0jmLothYO+/fv8+9e/do25Y33njDXwfM8721teVBp8vi35fHENZphC/TqqrygJR77h1TazKZeMdNa83FxYVnobrvnJ2d+U2Lvb09lsuln4vHx8dorRmPx54Z5661Wq3Y399HKcVisdjoH8dSurZr++nNuuA6uHQUpBV1jntWUBgYJAmxjGjqmqzf82V8gyikVYrzszMCGXB+aoCHPM/p9XosFivyvEevl3TEXyXFqmQ8HtECK++DnbO/M8YVYlZCe8dbPRFgOEfc7z1/NdghL9CkFjT2fi+A33z3XfS9uwx1y7/7+i8ABhxqq5qyXNHr95BC0LNBYtNUzGbnbG/vbfhgQRAwGgxZLpfkeU6W5xw/PgLg5u1bTGZT0rTH2ckZoaUFBHGMqlpGgyFFVdLrJaxWhuHb72eXfDBzLeeD5XmPIJD0eolN93A+2B7TC/Oed2ynMAxpmhoRRuSAjAKaZi1obtgImqpq6cVfMZalUW1fl+iWJl1SYALldfUwtY5In5qio9BCoBBI/x25ZhEBN24ccOJ8sItzqqakF/eoG8HW0PhVbVOj9bN9sK4UR9fnKIrCv7/DMKSsjS8+6g9M4N02xIH07Y7zjLIsCK0PZoDPTcBHuhPutkUHiPBLgPTnGjoC065XxCYbq+tRhIGgwqS1zcKQoaXg/Ae37pGC9cEuOD8/MymQQJqk1E3NaDRE69b7YFVVeZbV2gcz7/HVakHTVMRxaCqz2fe51ibtqd/PkNL4SM6XmM+XRJFjWEtU0xCFNj7WLctFSbkq2N/b8ff04cef8eqrt6mV5vU33kDY33bXGI+GzEubtpaatkkZ0iIoyoamKJGjfF2QRTfoZuUZOG4ogjCmbhvKpiYJI55kcHU6+tI8FQ4g0mwOhp3zVV0RRM5HbagWU7KmZgtIl0te78iZHB8fM5YhOztj2tYxvs95y7K8d/OM1XJJbQEl8ekDdhTspLF5lUwMkH1DaxazOeNexDGGdZlYvy0yMPulmblu78/CvpbgkHvQBoMBZ2dnPoiXUjKZGOqyC9D39vbo9Xqeng8mEMqyzDvULhVFa82NGzf8rka3SsW1vXhTSnH37l0++ugj7ty5s1FVbGdnx7OEXKC6XC65uLjwoM5kMuGtt94CzKLrQD4XYLnj29vbTKdThBAcHx/7ueBApouLC8qy9A7QarV6ol3ueq5d/X6fuq754IMPAPOCmM/nCCF8KttXXXPoZVtRFNR17QGLNE05Pj7m4OBgQ4sI4PHjx9y6dYuyLDk6OuI73/kOAJ9++ql/Xn/0ox9x25bTdeuBA+265cSPjo7Y39+nLEvv6ACevXFVrdtfrq+Ajf6az+ceRNBa8/jxY3Z2duj3+z69DjbZkXVd+zU2yzKklJyennoKtDvnnhdXsUtr7duwv7/PbDbj9u3bnoEHJuVtuVwym83Y2tri+PjYP/fL5ZKDgwMPKjlz43h5DMGM48HBwZ9NBz/DoijyGme9Xs+DcVVVsbu768HN3d1dXn/9de7fv7+hXeV2VKuq8inRd+/eBdgoq9oFuYMgIM9zf96xlMCApVeZ4XZtXx0zwZdEP0FHUDZlqwXRMlkaoEezz0ldkAxyI1cTSk5nxgfL85xEBuzuHjBI++xur32wcrEky3qsyoI0Sdc+mILb+7eYzi8QCHTr2HYKYWueCQDR2BQaw2JwO/0Bl5xxsXkfl8s5/1yapT64auRnwHmSUIeCZLpir28YQTtAXTfce+UuDz76mJt3bpNa3Q2NZryTUtYVgZCe/bFcLjm7OCMfZDRFwfRiwi9aH6wpC1o0GsXjs2Nqq/vRtDV7wx3DDBeCo+Mj74MtFgv6/T6TyYSyrBmPDbBeFAV3797l448fcPv27Us+WEpVVQxHA+qq4sOPjQ+2tzdGlzWVgiCOLBPYdonWa82sCFwWlLYUsqs6HzwxSFguj2fNGD0dxw5zrmZgtU1QJrVFuIsA2KLnrVC0rDV6hFb2+TbMveV0TpaZDbNemnJ8dMitgz5CSIrK8UI0h4eHX8oHGwwG/v0thODw4SNuWAmBk0fH7N7YoywVRIrQ+WDnRqZBoH1hOVeFTwsDYrvUo40x1OBL3SFpxfrwphyMTYGSikauASONJnBroFIUMuRvHx7ySdbnpgULdjEXm02nZH1JrwfHR4aEcHDjNlqGlFXDbLGgnxv/p9dTHB4esbOzQ54PfNo5sBEzVFXFbGYAG7cxd3J2Sr/fp2kblqfm3Nj6YG1Z0c9ylFKcHBmAdW9vn7JY8uqtO5TzgtT6YEGcsCrnTGYXbI9GnB0f00ttjFWYDahyVVCuCkLMOPzpe+9z8+ZN8kFOqWwqn2V3SQ0ZmgEWkGjX9xMEAWEo0arZ1NrpppN1gT2UZb6x/q9zPrD/loH0LCCBIoliwjBmAryVZRxZXaqDg11e+8arPHjwKW3TEFgfbLVa0GplgPE0J4wD7r32qulL1Zh0VaE5OzvDSjYRKNju90G0BICp79idddI2WV6qtNY8AVK+DPtagkMu0CiKwms8nJ6eMpvNvJM8nU4py9ILUC9sSU4nuNrr9bwgtbM0Tb2OgxOoBVOi2LELru3FWZ7nHB4e8vbbb/uUFvj/2XuzWNuSNL/rF7GmPe8zn3OHHG5WZWUNrm663V0uAQ+GbrAwRiDcggceAIkHLA9tqQVvPCDzgsGNMQ82GImhH0CNZBskHtqykCxbVtfQ4LK7y5XVlXkz887nnmnPa4oVPER8sdc+N7Py3qpTmTerzielbp49rB0rIlbE933x//7/NSeQbCLt0/ODg4OQ6Nnf3w9w5zaB997eXkgSyli7RSqm2+0GpEJd18zn8w1C3Y9qVzsgldKYNE1Ddl+cHHDJpU+73OWzaIPBYAOpUxQF+/v7gfNGNs6iKDg6OgqIjKOjIx4+fAg47imlFKenp3zxi1/cuH7TNKEMVRJD4BIWxphA6iwIHOEhelmt3V/SV8BGfz19+nRj7drf30drzdnZ2QZpep7ngZC70+mENXYymYQyLylpEoSdPG9RFIUEhSCHiqKgLEsePHgQ2gmur9sy0JJgArhz5w7f+973uH37tnOG/O+0x7E9huDG+9PgHWrP0U6nE/iDAF555RXArVfn5+cBBSR7TRzH4fXz8/OwJ4FLSEqfHBwchN9rJ7+XyyWj0Sj8niDprtGK13YVtsHzIHYJeZN1fUIX2E46GFNxdnbBbDaj03fvTSYTlvmSunTr9GrhiewzN98z1aOTdViuloE6t5sknJ07x74sV3S9D3Z6fkZv1A8MKtqu8z7hX2DT+RZWic3yk58JU2t+jSWQZyllY0m1CkF2aiHtdXn8+DFfeesrdId9Jt4HI9LQWCLlgvnaE1JbA4eH+8z8AerO4QGPj5+472iN9pLQOwe7wZ9rSkMv66IjTeR9MPHHjXGoClk/L/tgX/rSl57xwURwojGGNEvIPIptPl3QSVOyJOYEmMaKnudSGeULEsZ+bluUkMwq+0Ly0p+GtSvHZK5HjfBFtWe4mPYE1ZfLc+STlxKmrednFCkGWZ+k5/rU+RUHVFUOUULsx2CV/2g+mDEmoIeObtxwCRygkyXUNWRZShSteWWzTs9lvqxqlSCtkYGNJz8PN4C/PdVsBONt1iXtS2bb/WqtW1k8por4ElylAE7imEW3Q3fu4ocOMNb4wzlFWa7Y93t2VZW+vxKOj58w7Dt/RWsd0Fay93+UDybIqw0frHCIvZNjt0ZqpYiVRkURVV3R7/VRfkDLVU5eVtx/eJ/+sEvuuZpST/ZeNwZNw97ubmjDnTuv8fbbb/PKzdskWvPksTvse/ONz0GksAqKJOIYqHx/J03EeJGzBXRxZWsA1hhH+Ix1wLcPc9NaSTs2RurZMdwgI8KRpQPoJqaqoWwaBON/53V32NY0lvOLU7a3dtFahfUl0orziwnbW2NOTk8YDvvhveOnxxzsH9FYh5i03u/KVyvSOKJczTjPMore8FLJpptfDdolscIr7Xv75Hy0a2/w2q7t2q7t2q7t2q7t2q7t2q7t2q7t2q7tZ9h+JqEJbanr+XzOYrHglVdeCSghIKA6yrJkPp+Hk975fM54PA4oozbCQ7gutNahBhrcCa6cdFzb1dlyuQzlGPP5PPD3gEPfSLmGoHPkxHw0GjGZTKjrOqALsixja2sLpRTvvfdeKKURuW6RK4/jeEPpaDAY0O12Q4nH87arjTABAoJNymVWq9U1cugF7fT0NBDvghvTyWQS0CbS30JiWZYlVVVtEEevVqtAknx+fr6BrhCEjSBPBHEiiBdBpMk8eNk5XNr9JX0FbPTX1tZWQNfFcUyWZYEE2RgT+nQ0GnF2dhaeOTlFkVNeIXRvly8VRUGapkGqtV1uJeVj1lqqqgqnvk3TkOc5SimmU0cyKs9wXdehVLjNOSTjeHkMgU8F0VmWZUBIdTqdjfufz+eh7/I8Z3t7O4gjtNeD8XjMYrFga2uLfr8f9hfhiAqqPa3yWDlJlBK+cLrqCfevkUPXdpVm2+U2vmxDeDls6U5Ex0DV1JSLJa++8gplURNpjwLSXVQfiqTmYjUl6bu1YzKZMd4eMZtN6PZ7RGlEErm1dlWtMLZGRZqkl3EydWUa+wcHLOYrlG+TahJ0434navQGimJt0RpxAXwapKCfmrW4xJ0CnaJRGlS0AbBY5ksKU9HkJfPZksHOKFyinOdknYRVVQak2GqRMx4OGA63uDg/p6oNp6dujNI0ZWdrm9gq7v/he3T9GlbkOZ1en9paqrIgiZ71wYwxz+2DLZfLwBuY53ko+9jf38eqiEfA33j0iON+h4PC7RN/4eZNegCmBh1vKll9CPbmZTFlXT2KUhBZTezL4eLGqYxpDTQtZSS9JltWQjktPC8q9mVT9hKeRhM17rOni5y9XoeycrMnzjImk3M6WUKqI8pqzSf2UT7Ycrnc8MGkAkP2bxBeyH6o78sGHaIEptMVSjXhc4HvUbWf3vZY6aCuGCpIVYOhceU9/tPCSx0BWnmVYbuWJGsa930VkCmaQITmladq21CVRVhVIuDpsmK/l1KXFWnSY3HhfLA0y9BZQlGXbI+HHD926DrxwYTK4KN8sLqun/HBrEfhJJ0M6Y1lkZOkGUVpiFBkiWaVu/g4yzIWxZLSWkxdo3wHKWsoVysSFTGdTBkMeoEOoBIf7OKYytaMx45W4fj4hCxJWACL2Cl2ldr5M52i4T9+86vcAZJqPTxx7JjfjREk+3rsNpFwm4TTQXFSuVdsS0agUe4KdQnWu+c2yiDqYHRGDSyMofJE2vliyc7WLstlTpqkRH6xUMDWaJv5bMb+7t4GF21d1ywXK7rdzPlULZ6kOE1IOzuML/ELWesQdAEw1F58/Xoj5DSfVGnzz2T0KUFbu6ysqiqMMRtJAa11qOkUx3k8HgdFHkcOZkMwKuTUcRyT53m4Vrv07NquziQ51zQNW1tbGwGfbCQCsxTr9/vMZjPG4/GG7DkQguN2idp4PA6qPgGO7Bd9KQWTshj5nQ9rlwRr0q6macKmBy7pqLVma2vrGbLYa3s+Ez6nNt/MeDwOm6cE5BKIi6x5t9vlyRO3+R4cHASljDRNw5zq9/uBQFl4psbjcbhuXdeBwLnNbfQyB92X+0vup91fbc4hua/d3d3gzMl3pb/quiZJkuC8i1pZ24Tcf2dnJ5BXCyRaHMTFYhH+vyzL0AZ5ljqdDv2+q5GXz0kJqZA7S/mnjOPlMQQ2xvGTMtkfgKCqNhqNmM/n9Hq9sL7EcbxREiv7jHy+3+8HInC5136/7+RomyYQtcJaFa0oinC/cm3pr2u7tquzZ11XRwTtijKSyHNUAHdG29jGUlcWYwzDnlcfzAusVqTd1Mdb3gfbHnF+fu5UEU1NYxuWlVunO90uxjYkWpMXOT2/bizzfCPhoWmT8Kp1YsgSgrkPfyLaemU/xdbUaC8BZwAdJyilKU2z8bGsm5GmMXUDw60Rs6nzdYdDp96J6pAk2UbpVb8/ZD6bsbWzzf2HD7h103HKKGA2maKAbm/A7MxRNAy3t+kM+q4ixPOQhBLZufOVIh1R2WrDB5N1cGtra0NkQlRFnQpaJ0T+s+mcBkuG4ryTsUwThgunZDYG+vCMPJIKySF4qedEq4wSfrjanvDqfKRyUijRWieHpOBlt9+hLi2r3M2DxCaMx2MnZoFGx8JxpIIIBfDCPlin0+Hi4ozR2BMex4rSNAxGXZSFwiuCKcDnx1oKYus5vPGMB2WyZuP1S7Rjl7iJ2n89Qyfsv+CC/jjWRIkOhPsW2O8l1JUhX63omYS+35ubqgJqEh2HOQ5rH2xvb+9H8MGaUIYnvIZbu/uUxpCmEXlekSpNt+Pi49kiXx+aFjnDvouDFvM5/f6AQafneYpM+Fz3kg82nXlVwSxhOp3DaMB94H97+59hbrwGQL8u2QYGBnSL570u3aFgFMWOP+7SjFwn8+DybLUhGbiZCAz/p2Py1juVqVE6ogQ6UUQpKr5RRG1BoTC2pihcmWlVVQx6PYaDIfmywBoo5p76oNuhSXAcW3lJR/qm18PYmsn5hHp7lxTWnJBYl3gONyD/rvciDRurzU/aXprkkBBlAiFoE/WbtorNVZgsSJI4kI2jLdssqKGzs7MNoi9Bn8h1yrIMznY7CSSnvcCnggCR/vxhfQpcab9+0maMCYvjZSluGc+2IyGJISF83traCu8ZY+j1eiGhJCZBlSR0qqrakMWuqirMo3Ygd7ldEthdblc7cSBcKpKAelmTCs9r1tpwstEmLwZCX14lusYYsyExnyQJZVny9OnTUN8u1lYbPD09DaTEVVUFRIuMHxDU546PHRlm+36EAFieeXldOHau0i73qbwGL96n7f6SvgI2+kucNGCjv3q9HlVVhfVyOBxyfHzM4eEhp6en4aS20+lQ1zXGmNCuNk+Q3IOslTJG0m/SrkePHgGEdolyibQJCO2SkzIJBp48ebLRrvY6L6jAq+rT57GmaULCWfq1nVCUNkjiTvYPGR+tddgT9/f3OT093VBqlBPxXq+3sSe10UPt6yVJcuXJIbmeiAJI2z7ra9pPszVNczU+mKCEDMEfb2yNUbGPTdYHLBlAlLKY5/S7HayF0sjJdUpRlS6QaRoEs7JcrhiNtlAqwlQleZGzveVOqFerlScP1uTLgm7mnrMocqgHcb+Vrmk8sYPx6ANrGpReowGUP3luB8EvkgCQfeEz54MpR0jTjr3kXpJW9KYAWxb0Ol3ysiDJYgZDv1+WK7rDPrWFKNZB5afX73p5eYe8Pdg5wNa+f2xDt98jzjJ63fWa1OkNKPMlnY7rMw2ksdvj+90udV4QdzuO7tz3qTGG3qDPMl8QpxHDYT8oKg2HfcD6uL6F+lGKKF6f6CsilOdKipH+EPl2+ZBdKyO9hNZgado+mL+7BjANmKoiS9d7myPdhqg95y9Fo9onWYMAhbFo/3RWQJwohrF77pIkoq7dM3xwcJO6RTYsyY0sy57xwfI8D5yusvcKwvni4mJD9RScslaNJS8VozTzGSFYLZb0h71NImlBwCiNNY6Q2jYhJwz4wLiFDJLucGuIBWMw1Zon0GCwqsHYBlM6v0pH/kumcXxZylAUK2y0yWGWqIZkOKATx+TeDzg9PWX/6BDTFBuct6LUeHJyEkQlhG9wMBjw9OlTDg4OODk5CT5YlmVBaTZNY+qqaimiGrp+/el3EppmDXga9jvYBhKdUNcVTx45BPne0QG1tSzKJctySaeT0vOcSCdPn9Lr9eh3RiwWK3oj58c9Pn7IrYOb/LPZnHI44DTJqD23UOLRnKauaRpLnLpxVdpiMVS1G584XUu9f1RiyCU9BS2kP+Q9N4i1MXS8Sltd5yTdGGXrkHyJE+dz1cahpHTq1ArzuvA/azHWEOmI/cM9Tk+fkvm5QF2jE8WsWNLr9MgLj+rWMJ8tGY9GaxRQ428kVtjIoe+0ZDPFlBNSaEpD1JrzH5cl+nF9sJciOSQ3ITcQx3H4/5+EapM4zKJaNRwOAwxPFqKqqkLZRRzH3Lt3DyCUn81mM+7cucPZ2dmapCqKQqZbSESBT6WkTJyvT6pPPw1rmiZIXraTKXEcU1VVIGxro3ZGoxHT6ZQ0Tel2uyEoa29A0+k0BKur1SoQ4oqDLIuxnH7IwitOnlyj3S4J8C63qw0Jvdyul70s6eNMTuiSJNlAXEkC7KoDxSiKmM1mIfAWNNfR0RFnZ2dB4aRdanNZaj7Pc46Ojnj06NEG6iyO44Aom06nGzB1rXUoMxVCc7n/q37WLvcprIO6F+3Tdn+1kW/t/monDS73l/QVwLvvvsvh4SF5nrO7uxu+J30lz8zztAl4pl3yO5fbJW0CnmnXu+++C/BMu9rjJ4jRq+rT573HcHLnZWXjOKYoCrTWfPDBB4BbE2SM2mVgsC6NkARku42S6D4+Pt5AXwmy7XKytCiKK98PhGi8Hfi2A+Vre7lM1qm2ul3bX3iha/l/lSaolilRFQ7X8ug4gLKkP+hgq4blcs542z2bpam4uLhgd3eXJE643/LBjDGcnZ3xhS98gZOTk+DTJUkSSmS3t7fD/JtOHfogkvZpHZJCSLB2+Tn3ProEGi/6hEgp7VX06Sdrfg30fzVAU1dY02CzDk/9608V1GmPi6JgMeyTAx2p0co0MXB6fE6326HbFVltRW/Qdz5WmpHFGY1HIyVZhLWWvM6ZTaZ0/XpelcaVlVUF2Mb5YYLYiCLiTkTt104Z78rUTpm21w8jF9bCKufsfEKvN3C+gg/QRoMhk+mEfDQGG2GNxQumrcdebf6rUNjGbiQWXiaTvS2OY08MLskhu+6vSxN7/eflm2pCEB/FKaVHOsTdTki+xMB0smC05ZIC8gzs7R0EygRYH17XdU1Zlhvl3ULz8fjx442Di16vR7/fZzKZcHZ2xu7uNjJL00hTFSWdOKOuDPt7+6HN1jQQ6cBHrCLZ401LvOZyz7WyQS3EYdPq0yhO12uGafkLkXaS9z4RFvvJYYwhGw6Zzd2hzDlwAuSRJlGaoptx4oN/e+M2780m3NnZofYle+B8Gzn4qeuauq5DUu3dd99lf3+f5XK5oa4tsYijTIiJk1YyUDXQGGgarFZoHQdC6slkzng4dGp0wO6+u+ZsNmN7awvbuFEvqjKUojmkpma5nHN08wZ/+M7bANw4OKAoVuwOB7wP5FkckmRFUVADUaRQLSCFtQYaS6pjarXuf4CozQbO5hS+lM9bf6b1+awT8aQWMvMUGoOq14iuew/uAzAaDom15mI2xWpF4f1YrTWr+cJR0yzm9IcDV48J2NrQoOh0ehyfHJPIwV1TMxqO0NbwZHrBr371n+NX/sE/cH3gqQUsPmZvMVRba0E16CTC1iUqFkmAH25KqQ11P3gxH+ylSA7Bs5ulbKpa6yvfSGUhEn4QQX2Mx+PQiePxmMPDQ6Iootfr8eabbwLOyT48POTx48fhBFc2nf39fZRS4cRW2t0uc/mkrI0aEvtJ9umnYQJdbMs3g7v3JEmCWk87UTabzeh0OqRpyunpaUAxVFVFHMecnZ3R6/VCQq/X63FwcBBKCeu6DiVnN2/eDPXR8hsf1S7p78vtkvn2Ue36LJtslpcdYmNMQE9dpUkd9mw2C78nv91OWBhjAlKkaRp2dnbCmL711lvcu3ePnZ2d4ATItVarFVEUMRwOA4QXnDOTpim7u7tMvQoLuPVAUDNXZZf7VF77Ufq03V+Xk1jSX9JXwDP9JX0FsL29TVVVTCaTDQUNSZg9r1T6sZdRfd52SZuAZ9q1ve3QBJfb1VaRE76wq+rT57GiKILzJgluSRZPJhNef/11AE5OTlBKhfI5aYckrKXsTNBs4FBS29vbaK35xV/8xRA0j8dj8jxnMBg8kwj6SSCH2spqcsJ7uY+v7eWy9hxoq3e+qL+grHHwAsD46Fp7rgcdWRRVYFz4lVdvQhYRRwl1mTPe2gpKUMOtHXb394iU43D83Oc+B7jn+ejoaMMHkwOBXa+cIzxc0u7lcomyrh0NUJkGpdaBXeAUuqSq5l5dM6y8yOy97Ij/OH36SVtjNNYvewnQSWK0jjkzDe/7z9T4QGxvj+8CKV6eG9giIwEO97cdX0ZA9DQsFzn9/pA40kzOzhhLon6Vk3RTTi7OSfpdipULxLpZl6PDW0wvFmxv9YlizeOHDkl6+/Ztp6IUJ06JKXUhTRzH+8e/DQAAIABJREFUaBRx5PhclLbrioGsw8FBhiKiacnVz6ZTBr0+XZyCkVYddOJiBcM66KxayYLURk4p70Pmzctgl/2FNlL+hfc2a2msdUgwQGvv82pLjqEBTmYrvjTqczF1JYG1rVA+YbizsxcOOGTvloPV3d3dUG7+1ltvBd7P9uGMoLOVUp6XsyBLnA82nc5IkoTD/d1QygSwf3hAURQOBY1DNhWNLznTBkPxIYrn2kutr9FE8l4EGGNJtHZJJpkIBpra+fo60hgDSeS/VQPaJUZzo5imzhd6BDwBPqci5sDfW6zY90qlaA1Zyr3KUAB6WcgQYI1le2uH6XTKW2+9xYN7TuVte2eLqqxZzBxiRayTdqGBLOtitaAnPQ7OerW9SKEVGGpOT1z692Bvn9XZOVVdoaM1H87OzhamKrGFtKmh9uv8aGef2fmUNz//Jvc/uMf2rkMql1XO5GICh931nPEonMyXq6k4or0kxo3CVhU0hjiKaXvRLonCRoJIBsqgUUHx6xKqT7lVa7VccaPn2lYUBUl3TBJFDIFpkfNzLR8s1hHdThfbNOjYzeV8lTPoD+gkCU1jefz0mKM9F9c9Oj1le2eHOIv4pZ//o1QL5wuNen3qsmQ8HHORJjDoozLnG8VJB1MuPL9bK1mpwXgsn6IhSp4vMQTrvIMcPsIa7fc89pLmu6/t2q7t2q7t2q7t2q7t2q7t2q7t2q7t2q7tk7CXAjnUrocDAq9LO2N8ldB+IR4WZIC1luPjY8bjccisr1Yrer0exhgePHgQ0B5JkoTSClEoap9OSflMHMfhWlEUfeKnRG2Gf/jwPoUXyyS+bKaUYjQaobVmMBgE4jpBbglRsNyjKFSI6lhb2UrIxEU9SDKtAn0VFIKok4HrW+EdaiMstNbPtEtONi+3S0rHPqxd7Zrqz6LJvJcTqsucQ8aYgL65Cjs4OGA6nW7wuZydnT1DiCyk0cPhkLIsefDgQShJKooijK+UhUl7V6tVePbb3EKCxnjw4EEgqwZXMnR+fn6lz/7lPpX7kTa+SJ9e7i85uWv3V5tg+3J/tftqtVphjAkQ5zbptHAEPQ96SNbZy+36uDEEnmmXoFcut0vaBITyzavq0+exNpLMGBPKmtvwfyAo4sl93L59G3AnQaLCN5vNODg4COv5/v4+cRyzWCz45je/yc2bN8PvtJFHbc6syWTCeDy+0nkqY91GsLafp2t7uUz47n5cH0z5I93GGKxWKM9Ro6zjeImVhkiz9HPxb33wkLeAbeD3pxdsjbZ4z5f5GEBWjIcnZ+zvOTRtBuT+Xw180MAT4RjBlbIph+fggf9+0utxAcyABVAkGcYf7GvtyxWsxxCEKSqIY7sms32B6SuIvM+eD+YIh8X76ADdvCAeNaw6Gf/tsVOH3C4ciuNf+d3f5S/fv0dW1YxXjp/ut/70n4aziYNc1CUIQiXrwP4+3441HSDd3eEH/nd+6Y07UJXQydygFG5dxyhYlezcvAkYGHTRA0/c2+mSbG9xfzFDxwPmcgs6wmyPUYMeDIawytfH8UXteJXynDjSJJ4kOU3duqnGYxpbb4xdQA75io/1NNBhYryMK9uH+QtiL7q3WavQOqIsc5o0xlO2UJiSIo6ZAreHXd6rDWrk0GALFL+fzxlnfRRw5q9VElFHEd0s4wL45pOndP04GP/fOQ7pI7vlI2spgHtAFkXU3e4a0bOzTQ38f6enDJKYifcJemnKZLXkATDBPftl4nw9qyBRmtr/RihVpMEoN6IRaq1C5r5FHEVurTAW4jXeSIU+rUizJHD3SLf3iYmsZpa53//rJzO2bUVaFUTWlXf98X/4D91nFYzykn+KI0OPei5OGODWvr87OaMHTIGH/vd/ADRZzOBwj2Pgwr++1Ulw9NbOekDH99xARcQKajQlbsVL95xIz7tNRW9nmwXw3dWSQWftv50BKoLcWKJIsfJr5XdPjtnWEapo6CWa+dyhuJS2HBwe8hiY48QAtJSAFkVYW5smVPmCjrEWGlNS1SVJ1pPKLb9MC99XE8iqLU7wwNcwuw+yrg21/jmtG7OWFtARWEVVVURAJ+uglYv/ev0BCkuxyqFpeOXVV/13NFOvpDdfzNnb25PqVA6PjsBaVrMF/++3vs3R0UHoN2stSmvuWvinGv7qQ7dD1VVB5Jvd2DVSzSo3brWp6UYxlamJ9fOh/SRGueyDPa+9FMmhKIoCaRYQiFBlMbtqQuo2oTS4UoajoyMWi0XYDCRJkKYpt2/ffoY4WGvN2dkZ29vb4TpCWiyJIQkSP40Soa2trY/tU3gJyRBfwJ4+fRpKArXWG/xB7fsTQt0kSRiNRkGpKk3TDS6g/f19nj59Gkq8wJHDCvs+rINgcORwo9GIJ0+ecHR0FIK4+Xz+TLskCXS5XZIA+rB2fdZLMKIoCvBh4eOCtZJImyjtKkySszJWktSrqmpjHkhpmPDP7O7ubiQLut1uKCNsW5uHSjhfYC0NniQJRVGE70mN/VXe4+U+BQJP1Yv2abu/2gnQdn9JXwHP9Fc74dPeiKqqCmueONhpmj5Xu2SMLrdL1rHL7ZI2Ac+0S8brcrvaTn+aplfap89j/X5/gydJiMGBjZJWpRRZlgUy9Lt37wJr/iuRrZV9Ctycy7KMfr+/waUlQcJ0Og39JjYejzfacFUm/d7m7Xr5AuFrAzc/Op3OR/oLQqL8saYAq9CRpmwMka/LUD6OahpYWMVZ5taN93GyxjWwO9riLuukhAThCVDv7YRgB1ySp48LIId68zslitRfU5IFI1xJyBS4C0yyhFpKRrT10sdRS7FIroYvUth46blse3v7Y/sUeDm5BZUnCwduAHt5SVLlnHQT7g4dn8yj8XDNq2c1mY6Ja3evn/9H36BDQ3QpGWytwZqGP3tyhlKK0pSBgPYr3/kO6AgVxdAYEuuutVMV/JkbrzJ2zWLKOjkzBP7VL36J/we4iZsX4Mf95hH/93f+gMh/T0reElzAfQDU8zmpL0Ubj8d0ewMWAFFD1SyIlAnfccG/C17Fay4MRLEr+ngZvbUr9cGUorGQpB1XXlX78qxBj0W3y/tACWRxhOw8JZBmfe7jgk0ZnxQvC48bz3G83hfOgF3/7zabj1ztr7Py/0laq+9/S3ki4SAkAvS7PZ7ikkN3gWnqWtfYhKQpSXxb1iMY+aSDpVEuURqFaazQKgJjKE0diNGTZO0v1GWFagyRL491dN2QTRYMeiOWPjl0kRge2wxlUlBesMO661XLnO5OxDcuZnQag2rWYjcSGxRFsaH4Jn6v0Fxcjp+VrYmSmuF0xV+8/QbgngMNG8kjn5Kl0QkD/17S6W4Q1C98nyeRogKmvu/e1JoK6KwKemk3ULgY22CMpYncc6hLi9BLW2vp4A4QGmOQpyuKYtLhEJ110FXlSpOlEVJXpqznu1q/EfsMrlXKjWlLSr4hwgCdwRbLcJ8ReVWjIj+WwGLhOeq0IkljTFmTZSnvPXCpOJ0kDL1yeZQkVHVN5MsIl/M5aZwwGPQZDPqE1coqlFacns/IdoZ0AeV5u/qpJi5KUhxJtdbrRKVFo6MYhSWJnj9l82HUMi/ig6mX4STvzp079rd/+7eDwyyn81Iv21b+ugqTE5umaYLzLepE8juyocdxzMXFxcZJaJ7n7O/vY63l5OSEt956C4BvfOMb3Lp1K9Say4MxnU6fm3Pjquzu3bt86Utf+qF9Clxpv37SduvWLb797W8zGo1I0zQEibdv3w4B5GKxCMz88/kcay07OzscHx+jlAqbiCNra8jznC9/+cs8ferqbo+PjxkMBoFDKo5jXvF1we+8805AOmxtbQWS2du3bz/TLjn1v9wuQTt9VLs+y6aUCmoKvV4vBJ/f/va3+drXvkZRFFeKJJCFr61sJeR9JycngZdlMpmwWq3QWgcHXjbShw8fsrW1RZqmnJ2dhXWgrmuOjo6oqoqHDx/y9a9/nbffdmR7+/v7fPDBB9y8eZOmaQJvTtsRuyq73Kfgkp4/Sp+2+0v6CtjoL+kr4Jn+kr4Cx7sk/ACLxSKsK4LgGY1GG4pcP6xN8lvtdsm9Xm6XtAl4pl2SZLncrjaqaDQaUZbllfXp81hbGS6KIi4uLsiyLMjPypogJJKDwSDwQ4FLisualKapI171e83Ozg5VVfHOO+/w5ptvhjVpMBjw4MGDIKjw6NGj8Dzs7u7y5MmTDcTdj2syH9oBSa/X49d+7de4e/fuyxhH/UzbD/PBlFLkef7861jjyX0SRV0451c3mj/cO+B/ONjnB9tj+n4t6BdLtsqCUaQpy9IjGdzaUZYlEeoZtVfh6vswlLagftsCCOD210g3zC0shlucRxFTH2l8YTblPzqd8MWTE09WuylJrRuneuOABR8hV/0h9u67736kDyZ9Cle7P1yV2aZm5RN706TL/d1d/m4v4r00IUm8LxyQERGmNNQo6LqxmzeGOtI0kfJJMfdZhUsSmsortkaKqhH1YCc9r4ko8xUdn/HrVxU78zlbcURdNVSN3VB0jHAJt7qsiHxyoLINKo2pqoJOnJDkhn7pxnvcxLySZaTnx9ze6pEXbi+YLRYcHt3iW3XF3x4OaEZDvvjEnez/C2XFV56c8gaK2WK1VlRK3QFsHFAML599nA/28eZVyeoGFcVYar63s8Vv7Tu/+vuDPv2qYdw07JQ5UZHTiGS9dupYkYoDCgdcyCtiLpLIuJzkkANWSV7JMy3JDtsoGg/XSNOUypYoZTFlRccrsNVlSawTNBEzFJNxn3OP9llZyxemM/6D8xlvnVysQUDK0uiSRvlUg4VYUH6+9UVdUZWWXs/N9yRJ+PbvfZNf/to/T5mviKipfPK31jGnu3t8a2uXb2B5MHR79SSJiRpQib+vxoZfUElKbhpMGpNrhW09P2FZ80nKgAVp3JuiuCceS/iMNWhbslPUvDFx724XhkYbrKoplcFaQ6rds9VUNTbWaO2eLSHWtjpCW0iswtqaKqnIvKrfcLLga7dfZ/72XW6OhkwX52EsO0nGvbLi8cEB3+1kvDt2ftvufM5/eH7Ga48eY2xD1/ePjiO+861v8C//3M8TFSVN4xBHANo2oGqMNl62XgZPEzWyX9ROi9B/xyhNrTRGQxxZvjNy6MO/uX+Th/0hn5tf8EeM5SuVxT5xSaCt7QGrxYLt8Zh7Dx6w54VRHj9+zN7WNqv5IijoCehkNBxiTcPdu3d57bVXmXgOrEF/zP2Hj7j12us8UvCPZmec3nbX+2AwYDsv+LeXFW9cXJBVnuC7MXSKJf2mITIKGht4jz7O2j6YPPfdbpdf+7Vf47333vtYH+ylSA59+ctftt/97nfD33meh4xoHMcbJ6NXYW2IlVz34uIiSNJLG7rdLufn5xun/3VdE8cxy+UybOqCEJIgpf05+Z1PGgXyne98h1/4hV8If39YnwKf6SSEqA6Js9WW3JZA8LJCghDAbm9v8+jRI/b3naqBkEgrpTg5OQkJJaXURjJRkoVAuK4xZgNtlOf5M+2SwOtyu9rlK5fb9Vk/ZZeNXMrv5H6++c1v8rWvfe0nIm3dDgpEglwSf+3Er6AyFosFvV4vBORSXjidTjcUHyToEKdeiFDBzTfZHNonNkqpjU3jKuxyn8o9/6h9Kv3Vlmtv91f7ZPFyf0lfyXfG43GQaxaT0ooXTfBfbpckcy63S9oEPNOuNhlzu11tAmZJsFxlnz6PtVFs3W6XxWKBMYbRaLSBnhL0pygjglvHRNZXUIkyFyVolkC0fcghiUXZB+SeHjx4wO3btzeC6R/XpExJ/l/+/fKXv8x3v/vd6+TQS2Y/zAcThc7nQZYp68KbRjXUtibxJ+uYmHci+DN3n/AHe7usEh9oKEtqSzCG2CNnk5bfFCdpWG/bKN/2/8uch/W8E9+ujSauqgqdZiyNJcIyti54+8r5Of/1zVt80UJtRXcJV+qBBCQ6BGjOPv5Z+Sf/5J98pA/WVj19GcvHtbJYX75QozjHMkFRsKliNsehshxiC+779/7W9/6Q0ywlj2J0ukZ19ztOiTWNI5qmoVaKRvxx60r4OlqjUVSVW9PKXo8HScwiS8MBnaCutK8JtLXZSCJWtiZqfS5RmtgPoC0LBnFCXBoSXwYEEKUxtTLM45jjzoi0WPALSxfc/sbBq/wxYDc3TntblJYapzKkrd5QQ3pZrC3e0Ol0PtQHe97YRGsNSlE0Ne/rmF9/3yFZ397ZZZVl5I0iaRq0skERzJom9Htt10phStmAUJa9/jKiTsa6TaLd7XaDwlmWpdiQFM5JModONrUNZPPK6pBkirKIeWOI/AzeNhVfOZ/yl2+96p594dcGtHXS9LUoILced2sNdWMwtaLTdfFTpDTf/Obv8rWvfR1T1TiAh5sQtbEs45g5mgfA7/vrTPxvSeFTzRoJNcUpmf2t+YyzTo+VIKuaBqWjQKCtAePRJyqKiXAlU1pHNCK1558nC9jaMowVaua+04s0qJqmqbHKoiPWCn1KoSJN09gNrUZrGrSOsY1L6EWxIZY1s6ro6YjEWExVEvvaw1hpqtUSsoxTBWW/zyRy/ubBYsl/Meyx6+9J+qAE7j+6z7974zaDokZvlPD5cjJXx4y1qX8doHZrdxvqhE8OaU2jHPrsdz1C6c+dnvL97R16ZU2nLOhXNR3/MNd1HdZspRT4NVFrjalqP3frDVVKbR2RuZQRS6yttaasDZ1sxLKpKLuamV+yVkmKrhsO5iWHtWHkqW9+/fOv8xXghi1Im9iV3sk4fMxj+2Hq5Frr5/bBXoqyMmMMq9UqOOZtyU+t9ZWjW2SxEf6g5XLJzs4OeZ4Hh7bb7bJcLkPZWFvxqizLDZWbdjmGLHhSYgKfDmz47OzsE+3TT8O2trZCABnH8cY9JUlCFEXPyGjHccz29nZAgoiylfADTSaTgEwAgtx8HMdEUUSe5yHYl8BMkBEyR66qXVeZVPi0TFAbWuuw6RdFEXiarnIeShJZnuEsywJ3jfCwgCvrERlQSY5K6ZTIfu7t7VEURRhTed7jOH7mpPf09JStrS201hvJIEkSXrW1+xTcBvaj9Gm7v6SvgI3+kr6S32n3l/QVuCSzJJX6/X74DUmiixP4PG2S67XbJcnVy+1qt+lyuy6jAqVd7cS+tOuq+vR5TfaEOI7J85wsy1BKbSCExJIkYbVahSBSygHFebbWBsdaDjOSJOHBgwcbnENS+ii/IQlR+b2fRDK6reTY5mW7tpfLxAeTed72F6IoesHy8waNImnW86mKHFfGv37nkN9fWorEXTuPQFn3LDa2QadpCGp0krlygcHAlZgJVCU87xad+c/QDhwkLrAo/1kLqDTFWlAJ9GuLXjj/7N+6eSuUwbhSEF/WQERQMGtf3L/7cSY+2NX06SdtDbZZl1QdaM0IxQwXuIIr65FSrxwX3Ar28E998U0esRn4ggtmJRVW+r8XrV8d4EqPtlu/kwP/fVFzmrrx0ErTxBKkRRtRkuz9ke5QNzWkCbGKqG0dVLN0v4sxFXqQuGC6lkMDRdnUoBURmq0qZjB3ifqDAx+0JpEHd7i5GCvQITB8+Q7zhCtM9rkfywezvtpCa/rAX3jtDgD/3b33edjpc9Lrc9bJKCMd0C06BeqGSGunlBUCdovKMoeEsU45cP18J+tkhvwwruzLNgaVZVi/fwpay3YSFBprDaTJmrPFi1W5NcGgiOn4pHCxLPkXb73KA1y+b+wfxwHQw/MKKeXLenyzAWMtSeTVynwSqjI1RVFRVQZjalcGpKWcWtHxCmg94O++/T0AjntdIi1+1ZCqqsMzZ7KEizQi6nR8u/2Bo45obEOkNAbrE80+mW4bjNLuM40h8o02WBrhYYsVswbUwH1nCiiVohCO1QaB+SkiGv/cWGtCwi1CO5STUqCcwlikZKTcfu+45tZjqpVGefW5RmsMJiRv8jTlrx0fMy5XKLUuhdJRxvZ0zh+7AbezmBHrxJErAZSVfr0GWAXKFSK7R7SlIhhpf3DhJ8bYv96pa2xdM+nEnHcSz0okfdDiF7NBhNPNb71O0DWwVlpTLpnWNBVKJ1gEdeZxZxYi1SWuVnT81ft5jVYx5/0BF3XFVt89k3/1vXf5a6+/QaIi92MqCm14njrWy0re8sw/j70UySGlNqHD4qS30RxXaRKACLGsOM5tskBYw33bSRalFIvFIiy27ZrPsiwD/0ibZ2Y+nwfY/ydlWZZ9on161dY+2e92uyFBJwGS/C0lWO37EYJVGVcZBzmdaJe9SB8Nh8MNGGsb/dDpdAIE/ODgIJQNbW1tMZlMwu+0kw+XJZzlejLfYJ2cBBfwCXJNEASfdbss29tGELShjldlaZpyenoaEj11XYeyIWvtRtKiaRrSNOX8/HyDnyZN0zCv2ifUwIcmBsGV5eR5Hhx+cfrlu+0kiswDKe98UVTkh0khy2sv2qft/pK+Aj60v9r3074nSa4Oh0O63S55nm8Qukv7XjTxIAmPqqoYDAbh2RoOh/R6veD0aq032iC/155vH9audqL8Kvv0ea19zbZzfjkxJAggEUeQ+1ksFhulNYI22t7eDnPq5s2bIeHX7/cD+mNvz0kKy55krd1AN16VyXorSfCXklvl2oC1D9Z+Ln4Uf8HhbjTaWpSKAtx/CjwF/ufTcy62xpR6fb0G53THSjsyTu25M6xFKwkS7aVfUWAdJ4hG0UhgqXzQ4IOjDfljT55qms3TVAkAlHohvumPNfHBftw+/aRN+lv5NTtfLqE34AnwDvBf3nWlVseDvj8mtxhTYWON8evayhrKOMKoGGwUgpNMRWitWFWGOE1ojON8ctZg6opUxWA1RnlRlUgzj2IXWqmIBhMC2MY2jtxW+zSBvA6AJlKa2hof2Ln3DFIe5ZJWNpbX3dyzGExTMapzfuONLwLwOTw5usZNPR/oRR+qp/3y2JX6YI0/QLCGfWX4JZ+w+CuvvMZDHCHyX1rmPOx0QuBqAa0t6AZTG2KPJGwCqw8hMZRIosWH0yH8F1/cIzes9QlC1mVYsogoFQdCegCrBfVisaaBKKFSzt8670T8N3nJcJnz+dmc/+w1d5ByB5eEiAFtLUatkwWOAUaBUsSRXoNTlHJJxSgiTty6s2YwconUd4G/8vYf8vte8vy45+KaLEupTY61isgzfRnb0MSaXDXUHhEEUBsTiJypaqIkWRMrK00j7+tonTtonK/Z+PVSXcp1K5o1lw8aE/obULHv76i1BluUtjSNIlFQUa3RLE1FpBMMBoUKCaXGOL4cK2TLjQrE0/NI8f54SNR0fXJIWt7hMB3wm99/l7/4hTd4DZc0BoisT8nIPJOkTZgRsbvPdYbRf7zBUQPFIZH97x0e8iBf8rSusXHHJ3t80jE8Mwrr9yLfTa4fUGAscQRNWF+sW5e09jPZXwuHOkNFpE3DdlWxnXtetbwGqznLUhbdjAvtXp/2M3cFyxq11Bq7j7Mfxwd7+VLd13Zt13Zt13Zt13Zt13Zt13Zt13Zt13Zt1/aJ2UuBHPqkTbJnk8kEay3j8ZjT09NQQgSutEJqBttoAJFPFoLT+Xwesu/9fj9wzEgZCvCJo4Y+6yYn2bBWgoqiKCA6gEDUCi47WpZleE9kmefzOePxOIxPnucBGXR6erpRHmSMCeUWy+Vyg09mMBgwm82CLL3MhW63Gzho6roOyB856RA5+uVyGTiMpMzi6dOnHB4eBtRIp9MJMttSLnOZiPPafrjNZjPSNA3jrZTi8ePHHB4ebkgxX1xcsL29vUFSLfw08j1jzAZy5vz8PJSPyv8LKkOU5qqq2uAta3MOrVYroijaIHceDAaOSPNTGut2f0lfARv9JSVP4NBt5+fn3Lx5M6B5BK2zWCwCAquu6w0Fx3ZZ7seZ9IM8b7Keyu+cn58zGAxIkoQnT55wcHCwcRrSNA2DwSColgHPtKuN3rtKnp2rtva8kDUB3P4laC8h322jgKy1TCYTOp3OxnwUvjRrLdvb22EuilLVtV3bVVjjT5oxhsLvlRfA//LP/oCLG7dAw7h2iNm48vwYtSHCIRzKUFYQgTWBo6fNMyQonMvKPFL6nWUZ5SoPbZLPl6WlSTKausJ43qP/44P3+ZdefY26btBx+7z00trwcgJ9fiJmiVh4Wfphp88Mpwz3P/3gHd694QQ57iUpvbqgE1ksZgNtrWyMtcYhvyxB1amp3bqcJhnWulKfoDTdGLpJRlU6PjTl1X9UXbBnNbYyjkuoVZ5nrcV6JJiOo7BGxnFMUxtQllg51EyjnD9u/JovJMhS7lFrTRVpTBJRaIuuCnb9/Wy3+EueLWL82TCrHKcYWpFh2LeuP7uqSwP8r9//AdHRDTIN3cLv/40h1sYpm6mExiMYbOOuJ4gmQVLDWl1LVEXbyP82EiJJEkTbXCmFsZXnBV0LPmRp4nmVXAVBPl+sy5a0ptIxj3ZG1FHE//j29wH4T9/6Ajs4EmoVxcTtEbeAL3rTrEuJGniGc6otrFXg1sCn3T5Pu768PU64VRfEp6fEGYCiNp6fxmq0cvFOw2JdbRCnmKamMZY0S2iMxTSecwgNyhLpmKouA5wmSWNM3UCsML6kTtrqgX+0cSLKI1SstVSNU1GrTIVthL8LTG2J04yirohjqGrPKdbvUVUzirwiTTs0Zs3DE/txM8ojp2tfPqwVVrmxtVqxTJwv8jiLedrt8rSbcY5TI9w07SaS2lypBT0URu3yuGjNBDj1f/+fDx9gx2NU4lBnTdOQeKLzIQ26qIiUW3PqZs2HlWUZjalImobYGOKlm9uD1I2Rwa1jAZWlnFCVsYp+0zBerfh3XnWlmYc4FOMD4G+eX3DWdXvdQvnlUcVUBp6Ti/pK7Gcy+pQNpO9rIIVnBtaB/XQ6DcFh23FeLBZsbW3x9OnTQGbcJgO9f/8+t2/fDiTFcs2XUZHiZbXVahVKHOq6Doo7BwcH/OAHPwDg61+WI5/tAAAgAElEQVT/Oqenp2GDf/3113n//ffDdyT5slqtwnh3Oh3u3r3Lzs5OgHxLIqEsSw4ODoiiiPl8HoJRcEmlfr/Po0ePwmfAJQqF2LWt9rNcLknTNPCIbG9vh7IYKZNrl8CA4ycQrqLnlg2+tg0TtSp57larFQcHByilmM/noWxKeMT29vaYz+dUVRXGQ8qMoiji9PQ0rAuSGDo7OwuKM3K95XJJHMcbRO/gNkAhDZa6f1lThNReks+fhrX7S/oK2OivNtmxlCrJnO33+xslXUVRhCBOvqO1Dvf5PCbr72g0CrXSoswFbhykhPPw8BBYJ3iOj4/Z3t5mNpsxHo9DX19ul7RJ7ulltaIo6Pf7QX6+PbeEM0LmXJuTCdxaWRRFSGBK4lI4sC7zaX0apc/X9tNnjrHHk9FGUZCufgxMegNMFNEvKu4s3DvjlQsqYh1hygqrFfhEgrEWZS2JV7ySNUVK+i9z9gEbB0jA5v9Ts0Bx0ekzyzLmPjk07aaUQBzJZ9dlAHJPP2s2m+WMh25NKRcF9+sF7413eBzVLHwJX9/UvD6fMCqWnqBZY32iJyEiRbmkQKSDIpmOXZAV2ak7gIhjas8EnKrUBfKRwuiGRvlxUA3UNbF25WZKrZWtrAIiHZKCXa9SVRUlWZx4dSd30FGLnx47ol2DU7bKPGfLXGsuej2epjEm06Cay+lBsJfnQwxqXczy02xKu2eithqtNJEv+5vjyJWfRoomSclWFW/4fWe7yGnqhRN9sClWuFwUmMYleNoE1OAOP9qvtYmqJTkURZErE4/c/m2aKpRrWsPapzINWoPBCU5ESpHEPtlkDKdZynvRLoW2PPXR8NTfU8eXt9qmWRNc+3JW1GYySEjrXcGcFrYy1wScHPx6LrlrHS2W/FdbA94cdplimFUFW4l75iIcF9egdQ33++ugXX5eOLsGOH4uBWRsJqdWuFK5jaSJ/1u8T/kN4QeL/OcWQMf3CcCWf32F41BqcMkvgNMi56DXYT52fGRy7Xa76lab8Ndue2E/8P/+xnTKMo5R2hD7+46eY1HWl99u/6E0F7jy2N98x/3Sw719JlmXyipiNJXW9D3J9yuTBbulQVUVNA2pV6db5TPSJMJUOVoZ9kv4c5//EgB9HJ/aL99+hX98/x5L/9OmgS3Hn49BuNfcDe2i+MA3dZSv6PZ3AIjiAeL1ZZHPhX1CS83PZHKozTuxXC65ceNGOJmVZIGoxyRJsqGOIM6HkBZLUCj21a9+ldlstqGic20vZqI2Bi54Ozo6CoHO5z//eQDu3bsXkjtRFPF7v/d77Oy4B6ppGg4PD4NDKYGTtZY7d+7w5MmT4FyenJwAsLe3t0Gc2h5vgJs3b5LneZgX8p61luPjYw4PDwPBqyDLhMNKlIWAEMwJCkkC8tPTU05PTxmPx6RpymQy+YmQGf80m5xABUnJ0SicTEl/AwFVcnJywquvvsp4PA5JDlG4EbWytpR9p9NhOBwSRVEIzoEgQS7j3Fatk+TzYDBgOp0GB2g8Hoe1Q07KPmlr95f0lbwu/SUIHnAJ1LquWa1W7O7uMhwOefLkCUBQQTw+PmY0Gm08c5fXyB9mwsHV7/dDInU8HockBxAcQ3AJIelvSQR2Oh1Wq9WGNG67XdImee9lUOz8MJM5IUlm6VNBSfb7fay1G4cX9+/f5+d//ufJ8xylVHgW+v0+3/rWt7h161YgUJfE2Mt6/9f22TShE1rrfrngYRlHNHFMryz5s7vuYO0VXODwpz7/BTAV1DX0XKL+/3r7u1jg33z1FUi7ULpw4nc+uEfkr7/ABSDtAOff+LmvwrIA1fD3/tAFAI3/zAXwCPgb5+dcxG7+y+ms4yn5ECThz1h2SAHjYYd86ZECiWbPBytNJ8P4JNrQGv78wQG3gD/x+df5rR+8x37rGhIIlsCf/MpXAPidP/iD8L7170nws+Nf/+Ovvs7f+eC9Fvks/Gt3DmH/CAoLF6LzBESa33n3HZ4C+6wD5RHwq6+8BqlfG4uCoFUeKagq6PWgLGDb3RuzBX/p+2/zv5+dUncGaPucKZ8W6e1Pp20+E1ppTANCIxjhg/9+j6IuGFnNrx86zNVt4Fdef8VFtd1tWPhn+N471MD9ouJzWcKvfuWrsJRUcgRNxd95/wMGrJMIkiAw/jdLXNIFXPdLUP4nX3kNup5RZpEDDX/7wfuMcPNDvrOD4wH6zxcriljTDLyiMD5kVy6BpHXykbRSkiBS9nKyaL0OStLl8iX6Vc2rwBdN5ZnaU5RPVKIisk5KsVhucKRWVRUOx/b29tja2uLhQye7HkURaRrz+LHzdeQ7EsNEsSOCthvC7zogh4xPpBdLjwjrphSrmqwb09vZovAJfeqGONKefNuEA1MQ7taIfnfAfDGhKv0aksY8efyY4XhA1nWckUL0H8ca1diAdDJ+MR/VhmXi4yw2H7F1jkiD1eiPev7Uxoexys3VM+Cxj/UvYocOe2O+oufzAHv+S//+0T63/dcz3Hddb+1R4njIGmAX+IJ/b3r3hK/80h+hePqYXpwy7rt51et0+ea3v8XhrducTi7Y2Rpt8N6ZukbHMUfzBe8NHeJ7WlfMcajNLdZL2CdhP5PJITk17na73Lhxg/Pz8+CAy2CJ3LEQUokDfXFxsVFCslgsQuAv5SiioCPXapdmXNvHW/sUezabURQFg8Fg45RfyMDLsqRpmlCOBWwQQbdPDgWOLISueZ4HZIgE6ILuuHv3LgB37txBKcW9e/cAN/5tCXuA/f19Li4uQglHURRYa3n06FEo35DFU1BRQmh8fu6kUm/fvk2SJIHo9zox9OKWpmlQcgICkfnx8TFHR0dhfghk+datWwF5JhuoJIiFbFzm0mQyodvtOqithzS3g3IZ13agLZ8bj8e88847Gwpaxhjm8zk7OzufGnKo3V/SV8BGf+3v7/O97zl1DUlcilLYdDoNCdl33nmH/f19bty4Ee4P1mUebWL4H2aSABFFMlGHbBNnOui4U/lqEzjLOn1ycoJSKjhNl9slbQKCEMHLaILaStN0o3y5aRq6XScJvVwu2draCiV0t27dYjqd8uTJkw0C0pOTE5Ik4eHDh9y8eRNrLRcXF4BDY12jhq7t6qwBa1GslVUaYF6saCLLuKy44T/5c8DBwRF3nzym5z976JNDv4yLmR58cI9bvQGPly65P68blLYUecVur8PSQsd/90Z/yOPFjAJ3In3Yc/P6/nJOgnOyNdBfrEi7bv3O0q7oyGwqk3nCU0lyPXMi/VNsi+mCTseti0W5YJkO6BOj7JrotleWvNHL+DzA48f8KuvA+9V+z2dWQuYNgD8xHLlEwWAIszn3F7MQhET4QHq+4GvAO4/cwcOtG4dwPuXB3ScYYF7kDDI3dgYXtDXAeVWylbg21wBnp/zgYsIoiVjUlo6PrFa4U3uvc8TSHzS8+drrfAHYW1ScdA2RilvjvZYnapOcv8x6c1dvxpMTZx6N4ywkgFdzstGIcVlw5Ol+f8U/t/dPH/PK7lGYH7d7A54s5/zRLOFoOODRbB5+Ra53a++AJyfHIbZ/Op9xMBhS+M+krJ9Hg0sMvTHo82S+CK83uLHevXHE77/7LqNuD/FCatx6kC5nFIMes8L5BIW/nrXKl7a2GtVeHlqJB21pkTr7t/3fkWqvHesZZbQLwKfzCVmnT6fbozTuS8fHj7l5eEBVF+zvHoaKCXeoGHHz5hF1XXJxccHurkO1v/POOxwcHHBwsBcOpYHgP2it6fZ6SBp84z6CHhr0uu4ZKvOSbpoS6Zh5mZMm7kmNRJEs0izLgp39/dA/SiXYxnD89ASlIx4+vA/AwcEe+0c7aKUpq5w0SZkvPKq5jOl0emjtFtv2M1XbiBoRrm8TTzdeNNDB2QRNI+9b1stO1LpZGcYI6CWumqdqCnaXK35za483/HfFI+zixqgDLCqC1GIJIXG5LHL2sg5F7vr7xp09puenzE5PKMslUeS+dHJyjNLw5Pgeh0dHQMPZxcSP6zZ7cUwf+PNvfp5/fPrU3f+wz19/5/v8J5/7AjGwdZ0c+slam5NkOp0GRYknT56E8hEg8NbEcRwQJru7uwHub60Nss9AkLYXWee2QpUEI9f28dYO1trJHSnjgrW0eDtobJfxtTlm2vXpy+WS2WzG4eHhBiz9cgmHXKv93TiO2d3dDa+JrLZSaqMMLU1T4jhma2uL4+PjUGIm7W5LC8rrVVWF5MJ8PifLsp+IStJPu0nfgxu7uq45PDzk9PQ08D61ETIyDu3Xlssl0+mUyWQSkBeSRKyqKjz78t3JZML29jb7+/u8//77IWEipaSCQhKkGbiE8fb2Nk3TsFqtnlEG+6RM+kv6Ctjor4uLi43yLVnLTk9P2d/fD4n21157jb//9/8+Ozs75HkexmA8Hr+Q8l47YTGZTJ4pU6vrmuVyGWTZLy4uQuJHYOe7u7tYa3nttdcAnmnX5Ta9rMiZoiiYTCbs7+8zGAw2lNQkiZxlWeBKk/eqqgp9JLZcLhmNRhwdHQUFNOkDScRd27X9pMwAg+GYxloSU3HoX99ranj6lNuNBVXz5NFj9gdu3TxiXf4YlTmZXxsOxmNWq5xer0dd1+yw9hnqqkL5vX+xWGB9QilJEqqyQikYAgMaJPRfrQqULAcbR9Rt3ZqfLev1OmifTMkLiyhXW6uc4g6g65wRQ25Zg1oUHNEEdG41m+B06yK0il3ghysVLGrDyckJNw8PsVVN5HmeFtMLxju7XJycc3s4ZjqbhPboWc5+vSLSCTZNNwLIvKhYlQUHw8EaJGBB5QVvxBHnZxeMlQ2+fVlXRHFCsSrodTOWft+jKjkE+lahaottWr/iS8cMBGlq37LLJEQ/1eYSHgalBLvnCqkUzpdtmobEWG7J5/OcUTHnF3f3ODs95cD7YFGZc4Cn+Pj/2XuzWNuSNL/rFxFr2PM+4z3DHXLOyqyuaqqrjd3ILy0hY+EXhISQAblBfmgesJBaWEhGRmAZv9G2QA02DVgWSGBZCKGepB6oUnfTA+0uqlxdVVlZOd/xzOfsee81RPAQ64u99rm3Mm9ON29lnU/KvGcPa++1Y0XE+uIf/+//H0/YrX2H6DOqsxNa43HIo3Y6XZxzYSPO4qgqEhmPh+z3umykCdntO6z3/LVuNZuoxMDhIa80W7jCBhe+WZbzbCOmE/ny1yT190C5lMGkzNUusPIyR8Enbfn0D2+z2utWOV8mWbVcBvT6G5WCkSaf+02e/Z1dDo/usXNth+FwGCRMRHJiPp9zdnb2UA729a9/na2tLRaLRcjB6pqEPnSNTSMltDYA4BdnyxxsPBygNb60txAWfc5sPgfniEzE4OKc6/teh8zaHOs8GORcGXKwr3/9/2Zze4tsMSM2Eaar6bSX5+TQvlqv9Bp0AHlZYEwLTFQrq7s09i41vvzpwnt1AIzqUQBlJsz/Jp3FlGeBV3Lr56OqXeZZzsXZOeubu6xLTR4eZBoOR2z2u5A2OD45ZWPL922lFS7PGY9GaA0VNsRwOqHf67G9vc1sOiVKEvo93wb5wlcdJM7R15puVR57ryw5UooRVWlijbH3acfnv1D2Kq7iKq7iKq7iKq7iKq7iKq7iKq7iKq7iKn5o/Fgyh2SXScoQhP0hO+awdDJbW1vDORdYB0opkiQJeiJJkqyUUIgLVpqmgZkilP+reLwQUWZgRbuk7honTiVSmlPfPZfSIGttcCeTiOOY7e3t8B2y0/Xyyy8H5sHZ2dlKqU+73fY7FZVbgoSUJ7XbbQ4PDwMLaDwes76+zsHBQWA1SFlar9cL5TnCNJPzEpaatfaKNfQRIssykiTh7l1PZRVWn4jI1x3JiqII2kHiYgd+fN+4cSOwLqTsT5hhwhoaDofheq+vr5NlGcfHx9y8eTP0kSiKgrDznTt32N7eDrs5UvJT18R60lFvrzoDst5eSZJwdnYGwMbGRiiVkx0rabfbt2/z7LPPAt6dUde2N2SOfZzSJWGznJ6esrGxQZZlvPfee+GztdZBEDzLMprN5gorUxzoyrLk9u3bAI88L7m+TzNrptFokKYpo9GIVqsV7k0yf1lrV0pjJebzOb1eb6XUVR7XRdEl2u32Z6Z7dRWfr6h8gIJgq8wCMTCbLKDTpSxcoO3HJsYWjnle0GgY9q/vcXDgy0HPz88xxgQ9NJk/lFLEcRzmp7p7lVKKs7OzFYdC8DuuTq2WGlgRSY69H5G3Y3r4N+lqB/rHhBwCwLzIiCrmTKezzjA0jSWuyktE/2I6mrK1ucvB/VN2Kq0ZB0SRZ5LkhUVXxzgcrlywe20DVElhS85PPVPhi198hawsyMqCo/NDtKl6j1W0mn06zU2sLShtHtgfWmuKovDaK3fvLdm64xFb2xvcvn+XG9e9asjbb78NwI3dPQyaxGjPglIVc8jmnAG5gdxpHKqmE+NWBMqXd7eKb/G5Zg+tOlnZwuE0RBUbTBaRixyIGpSzgrcvvPpTv9ujkbaYTEf01tpM5/75siwDG3+xWKwYJGRZxnPPPUdRFDjnAot/bW0tmC+UZcl4OiFptKrv6WIXGeOzC27c2KesyrNUbDi7OKfd63Hn7h32tndBxMyLHENMVhY4mrh55Qgmv0kpnC1xVgU2C6zqHEW1vyUcFqXqDJcoCEE7ZUFVn6DKUBp15859Wq0urabPKUejETvb+8xnnuUreaiYqURRxPb2djBUAZ+DPf/88wArlRPOuUpnM6fZanhGVOjYmlLZwAED6PX9PDs4P6W/sU5W5Ny5c4dbt275Q0xMs9nGWYcrLe20yWI2qdqh5Oj4yK+XteH2bZ+LP/e814p17TVfauwcZSX6PM8WNNOW1weNVdANi9OG1zUqHIaqF1Zlv1rmci0le0s2Fk5Xc7wvRitD/9VoLAbtS1FLuZIRRV6xweLaPQyIkohru5uMhhd0mi2Oj/11uLa7g9J+TphOZ+xsbWIroX4czGczOr0e5+cXtKrS5k5/nZNTL2HTaXdQyuGqPt9IEigVyngW3nzmz82s9VEmXVY16icnfv9jCQ7Vy4mAoKEhJT3gyyHkfdbaFfFZEaeV0hJZ3FlrWVtbC0n2YDAIn38Vjx8iMg1LjRCZECWm0yntdpt+v89gMOCZZ54JieDJyUk4Ls/zsHgSMFA0S+p25cPhMLigwFLETYCmR5WeyAQ8Ho9XEtFOp8P5+Tm7u7uMRiPa7TY3b95cOVbKPySZybIsWEo3Go0VbaOreLyQayZlUIPBIJSBwSrQKGVTUpst12cwGDCZTLDWMplMAhVdrvV0OsUYQ7/fD9dbNIvqgA944GFvb48HDx7QbrdXbtiy0Dk/Pw+U4Scd9faStgJW2qvu/mOtDYLdSZKEsg5Yjq3z83M2NjZWyueSJHlsTRsBesSVbLFYcOvWrRWAV8awgKgCpJ6cnLCzs8NkMqHVaq2UhNbPS84JWCnXetpCnA5HoxHW2gCcHR4eEsdx0IqSklgglNqenZ2FuVGi2+2ulEBLG9T75VVcxceNEoeqNCzE+UYBceXYGEVReB5AGYiJvCCnpuZM2A9OVnmer8xDWusVi+u6llt9I0/KVNM0XSlIcGWOVo9ezUsZQigvkWS8Pk18boEAH2maLuGwEpKoWtw6R1FZUJcovrq1zXqWcTGa8sILL1AUYhRwQJ6XaB2RVfqc4C3ts2yO0poojphN5mED7Xzgr5XWoJXBVYvHMoe00abIZqs1OkBRFt75czyh2WhgJQdrtRmcX3Dj+g2GkxGdVjssnF1egDYYpZhMxrQ6VX7urO+zriROkiCALlF3jAqn4MKy7WO09o9OOGvRZnXZKFhDFC03yp9f8216dHTEfJGRNFtESpFUOi/OlRwfn7C9vY0xhtlsxvXrvhhtNptxcXGB1prRaBTyYCmpms1maK3pd3tkebWp58A6x8LmRDoiq/rheDri2WdvcXD/gEajgXYGwXniNKrcFRUaTVxbXwQgUEfepa2Ux6vtYauOoIOOj5RpuaWyT1WS6d9f9yyzAWja29vj4uKCRSab4h2cU7TbXfJ8EdZD1tpQViZ5VX3DGgi5reQ1onnabDZ4dOhw3gBZ5nOwTr/n23Qx5ebNmyvzpbUOnCObz0nTmGbic7CDgwN29/aYTqc0W6s53+npgK2NPjhfyptW2kbNZhucosChsCTVWMrmM6JOn6hyr/TgkD9PpXSQfPJmA3L+tUk6ALbL0jn5vQVg0qoUubRE0VLKxC21sYlNRL/fYTqeURYl/b7PwY6Ojvx5AO1Wk8l0wmYlbJ/NF8RxzGA0pNPrMxr5eaS0sLa5jnbSfnlND8l3EinfFZ2isnC4SLPE8x5RVvcpxY8lOFRnZcxmsyAwXbc2r7NERJgalrtWsHTvkcREax0YLWVZBu2RK9eyTyeEPZCmKdPpNCwslVLBpUprHfSiRMBahF6VUuEYXduJErFrWNpgy+fV9aOkT3Q6HabT6QoDpA401f8WK+2yLMMkD55lIkLZIoh8FR8uhHUli4tutxtYfs1mcwWkFb2fKIoC8wv89el0OoxGI7rdbvgs0eVptVpBwL4OKiRJsiJgDx5gvnfvXtCy6vf7YU7J85wkSdje3g7i5E866u0lbQU81F7SR0WfqA6uCCtShKOFZVdvt/pc2u12AxNJTADEOVAcyuS1w8NDOp1OmGdhKSovLmpZlgVQa2dnB2st7XabyWSywoQRYKgoCnS1SIWHra+fVNR3AsGDkmEBVXMREw20KIo4PvYihVEUkSRJAMEajUb4DQKiy71HQvqbfF5d102A9qu4io8bstiqi4dCxa9QJbbMcJRBM8YqmM59DuaynCiNaVSLAUqLLUowERpDmVeW50ns834F2SL3m3WJX3TGxm/9OgdZnrPW9/fR2WyZgzlA6whVKca6sPJTOHVZe7aCSC7jx59rpghQFihZLCuvsOIXYQZbVsK0usG/ODnmlWxOq9FmMh2yqPRPnFIYrXDO/3t24lmPcRxTlo6k2vBTSoX8WClvAp5GEUpBXNmUe8A7RUUGoyrH12K5cQvQ6rSZjie0ZB6rrk1kNDiHNgZTreyLPCeJE4qiIIoSFtVn0evQABwLcLnXVJH2cCaIURt0WGgqhV+wKvj8AkQyIirGljysif8C2NKhjQOVI1sSJo7QOmKRLTCxodOWHFmHqgxjDJ1OJ9zfiqJYycFEU0eA5WazydnZmQcwqy8vy5KokVKUGYUtSar7e6vf5u6d23RaTS4uhqz117DVMVk+h6SJLhXaLjUk6+BfUf0tJDacZ6RYgYzrfvFOV+fjKtZZpXlascv8nGjD8zhNA8A5ZvMR7U4PrX2Pm88z2s2ETqu7YqCRpmlgvEvOKO2jtWY+n9PpdN4nB9N0u13OT0/C5znjc7Aiz2m3mrUcrLmSg+WXcrDhcEi30yVbLJhV+j27e9crNnynWsuY0D5bm32cg6Is0ZFaromcxSpFZWEQRlGiHdp60kZJBc7qpRy8H4eXw/orpjRQMUKrrYi6SHkB2Fge+43dIX4oa22JEn/erswZDsd0Oj2SKObk0INCOorpd1PG0wmNVptmqx2YSMr569/r9/05VzdCm5ckieFiOGWt1/K2bNU9aDqdkbQafp2JwlWoo1OgI1UTwX9yG5k/luCQLCZarVZgAjWbzbBQAX8Tm0wmHBwcsLa2Fgaiv6FEAcVO0zTsTonLz2WHs6uF/ocLsWuEZfmY0IclWq0WZ2dnrK+vh8lKAB1jzAqTQxZK9+/fD65MBwcH9Hq9FUbD4eFhsOcWRo+cgywqLy4uwudJCVq/319hUcDSsQwI9Pf6uWVZtmLxbYwJbCFhrVwt2D5cWGsZDAZh5xjg7OyMjY0NoigKDnRZlq24PEmJAnhAZz6f88ILL/Cbv/mbvPrqq+Gz5DrWgT7w5T+SyNTH/cnJCS+99BLf/OY32d/fD+4RQGDgTCaThxbyTyout1e9fEzaq26VLkLH3W6X8XgcgAnwib3sar355pvs7+8DhN8cRRFaaw4ODkKfF2dHKcets7GcczSbzQCqSVuPRqNQ7nv37t2VUrGjoyM2NjY4PDxkb28vfJaIWLfb7VBuWv+eOiPxScT5+fmK8cGDBw/C7vnBwUEArs7PzwODtX6eUvYqYFJ9gSWA2/n5+cp9a7FYoJQKwJn8C144XRiSV3EVHzc8QFQ5/qy8YNEOlNVIoX2j1SJKIxazBZ1mm1gvS3niNGYynnFweEC33yNpyKZcQZJEFIUlacQkxFwMPdh6/+CAvb0dv9CINXnFctnc3ERjvXUz4KwKpSdpVLGKql3bS35lvmyh5kz04xC2BFsxd2JjcFQOX86Rpv465NOxd3tKEg+W2IK0XbETnGaR5ViXk8RpmO8ODjyDI8/zkFvXN9UODw/pdXo8ePAg5GDLzT4bAPN6Tn18fMz6+jqtTjvk9saYsKlgjGE6nYZ7lWxGlLmf84wYWGxucAGglQcPiZf79A8JD0svsZ9vkPBREcZCZeZRK7ksy5wo1vTlrcpxenLO2uYGaRrz9ptvAT6XmM1m9Hq9kCMIANLr9VgsFrz44ov81m/9Fl/4whfCV8/n8+V9yoGtGEJJs8n5+IJep4dWxjMzgKOje7z88sv86T//Fnv7N8jLpSlIkiTMEbADqPEZnfxOLkN+Fo0N3l5LoWm/kHdKYKPVnEJKEb3lvaBqhhK4OD9hbWsbh2fXAGxu9olNg3feeYs8z0Pfldy12+2GzSEZP5J7JknyvjnYgwcPMFWZZ2HfPwdrNBrvm4PduXOHbrfrXd3wY3FtbY3Dw0P29/fDeCwKnzt2Oh3i2GDt0gDF4lCRriS5ayWMoY/561V3CZTysjD06mOwBlpKD/X/t+HetADMrALcOj2KsiQFMq05PTwIwPT5+YB+f52iqADB2OdTZ6en6MjQX1ujxBFpzWw4rto5Bg2nZ0N66z1MtfbLszlx1KLTactsKasAACAASURBVDEeTei0m0wv/H0r6fVw2uFwlCiiWIc2KLJyKbRt3UPstU8rfizBIUGIpUTEOcc777xDURThJjYcepu9nZ0dFotFGGACJg0GAzY2NkIZGsDu7i7WWobDYSgjgaUDz1U8Xmitw0JI2rfT6VCW5Yq+09raGvP5PExosri9du0a4/GYfr8fFpmw1JlxzoWJUxZI8/mcnZ0dRqMRaZqG6y3Moel0ymQyCSVLcp5bW1sMBoOAzsu5xnEcbnbiUAarwMTZ2VlIcqy1AZjI8/zKWvojRJIkbGxshFKabrfLxsbGSjkhEG5si8UiuHHJQlvqs+/du8err74amDEC6smi/OTkJAB+cRwHYEh0YMA7nL311lthgS9sD1i6ntVBzCcd9faStoLV8ss6yCnjSGu/+/TOO+/w3HPPAUtGXFEUwSodPKAmIKi1lvX1dV577TUAXnrppcDI29raIs/zFfc+KQWTkktYlpQNh0PG4zGdTidch16vhzGGvb29wMyR8+33+4xGowCQ1F970rG+vh7YjBsbG0EjSZz1RGNhe3ubi4sLXnzxRV577bXQr6RNpM1lNxX8tbtz5w7Xr18P7wECC242m4XrXNdvW0m6r+IqPmo4ApPCKL2yW+tcgrIxuCIk+rPZHKNiosjy7jvvkVtHq+vH52Tsx8HO7jUW+Zys8HNxlCQUNudiOGR9vc9kMgsLgr39XawrGI7GtFoNXLUQOz09RTkd3lcqQxxVoPd0sFwMuocXHAEg+ryzhWpRlIpm088H08mMYRpBHIMtyQvPVIjikg5QFgWbaz0sJUcHfl7burZNQUnDpBRFQbftyzGKwqKUwZioWjyWzCsL6Ol0ys7ODsPhmEajhRBzB4MhxsSMRhNmsxlbW1srZSCbm9tBFkDuo+12jNYR1kKeZ6RpMzimzWYLsmxOv9/m7PSU9bUqp1vkdAClG2Q5FJgAYpb8kMWSE3bVx23xpzkq7RpiRE8MF0gPRAKoKheAN1nxqLJge3MDbSJKWyy1gIBet8d8umA0GrF9bYskrkpDcwtWcf/uA77w8heYT5c5mCvBpIaN9Q1OT05oNaSc1LDW6aG1wTrHtNJsubZznTffeo9ub4O8WKC0ZjzyazuTG9JWm9yWlK6ovOiofiuAxbiHmYP+t1ocFid5m9JYZbFKswQjlh9mlAcljNXLPkPk7ck3trgY+M3FzU2fh2plcC7H2YJFlq8QGmDpQPbmm2/y4osvVm3w/jmY5LAbGxvvm4MF58eiCJvhH5SDSe7Q7Xqm0/7+fliPyfnWc7B6OVykjQfNBHQMc7R3GjOuCEzTsvKS15Wm3UMycc5UrCEdYCVDDUhy0FLwCrAz9flUqyhwccQBsAns7OwyGPo+t3vtGucXp7z44vO89tp3mVX9amNzk3mWUxYFkYlo6JRGox06yP3b77F3Y488z1CukmvotJllGdPxBZsbft0XV6V+UaQ5H1yw1t/woJZbVL8zpqEbAY9VejnvfdrxYwkOyQJEKPiz2YznnnuO0WgUBsBwOAwaQsIuAJ98T6dT1tfXyfPco6bVAuPOnTvcvHmTRqOxIp78pHemf9SjrodRXzjLrjgQaJVCMXXOBUHq0WhEr9cLi1tZ4AvoY4wJCLcsFGUnXWvN/v5+qCmVa3fz5s3A7KmXE4n4ZR0AEpBRKUWa+uRIzltrT6cV8Kpeeibvr5d8XMXjh5T2iXi0sPtE/FBAWtFuybKM559/ntFoVBMu9eyXdrv9kO6T6AnJjVRCRJAFIBJg0RgTmEZ1dgcsdX2kXO2ziHp7SVsBK+1V1w8SMX7nHGdnZwFgBV8zX6c6yzECug0GAzqdDmmaBjbWYrFAax2OK8tyZZ5dW1tbYWLBsuyz2Wyyu7u7Uk4qWl1JkrC+vh7O5ejoiL29PYwxgeEnc7Mwvp5k1DVSZDdNykzrGnYCzNXZirBsSymPOz4+XilXvHnzZhAOl349m83CPHV8fEy32w3tI/PlVVzFx46aTTOs7gRTPQOEZD8rS+LIsJjNefb5Z7gYjIga1e7saEBZFGyvb65YMytUEM3P88yPhUq84b3b73Hz5vVqDFnSyhLYGOPLi5SiAL8gLF04JyXn/gh2kJOSqjp76HMNBvjdfKeWf1MxuqJYk1cgndaQ4Of6s/Mhzil2d70p+WA0ZG2tT1YuyLM85GB+TsqIooTDw0M2N9fDXNxoJEwmnp27u7sbyowE+H722Wc5Ozuj2+3WNCG9KUm73a4xQKAsLVtbW0GXzm/c+NfSNKXRSBgOTtnY3MSV1QtJggFcWaAjjTL17uCFbj/35YTvE+pyGU9tLMhC3DqFjiLC3URrUq2wleD0aOQ3e9utFkb7Coxnn3026OqBz9sazZRWq8XgYkh/bXlv0lpTFn5DbXNrK8w3Z6f+WrbbktsJg6xSP1NeAWg6m2IqJfVWUxbzChUZygo8XJEWe+R49/LSddAovA+9LBt7ZCzBI4tmCqAdvU6XLC9pBrDLs+4uBhdsrG+HvgvL9evZ2Rk3btwIz39QDnZxcUGv11vJwcQU51E5WFmWYR3zqBys1Wqxt7fHZDJZycHOz8/DxqPkOZKDaa2Dxq+M+/FQcjAV+pJvWoNVGqdtjT+0DPfQNaECLpebAKv6YP49KdAD/q1XvwjAn5yfMdeG/+ONN3j2pZfIgbWWzwmzxQgHDAanXgfT6qotx3R6bZR2aK04PTwNJzifL9i/eZ0yXxBHMUUF7M2yjCRNaKbrfh5r94grDa7xaMx63+d4baA79muFqYk4t2Wwsn+S888Hbpsqpf6xUupIKfWd2nP/pVLqnlLqW9V/f6X22t9SSr2plHpdKfWXP60Tv4qruIqruIqruIqr+DzHVQ52FVdxFVdxFVdxFU8qHofS8k+AXwL+l0vP/wPn3H9df0Ip9UXgrwI/AewDv6OUetkFxb+nK0TPxhjDyckJ6+vroYxJdlIPDg5IkiSIfonOhjAMpAwFWCklqlNcL6vJX8X7R6fTCSyLRqNBHMcsFgtms9lKGVae56EMbGdnZ6WUxDnH8fEx29vbAQkXvSipP68L5YqQrbWW119/PbAJpIb3jTfeYGtri/l8vkKvFErl/fv3w+5+kiQcHR2RpmnYwZeYz+cMh0N6vR5KLetuha0xm80CM+3KWvrDhTAuRD9oY2NjpWxQSkabzSY/+MEPuHnzZugPMlZbLW+pKcK9cnyn06HX6zEYDAKFva4pJjpRzrkV5lKSJMEJsdlsBqbYxcVF0MCR/vCko95e9baCZXvV3dfkvVEUked5YEQBvPPOO/R6Pcbjcei/8v5ms0mv1wvXRern0zQNzhrC4JGSKimzVEoxm83Cblin01lhYUnbwlL3SJyN5LM6nU4Q2c7znMlkEtr7SbOGJKRsVGvNZDKh2WxydHTE9vZ2oGOLQcJisaDRaPDgwQOAwF6cz+copdjc3Aw296IfJY5ysuvunCPPc4wxwSFG7mlXVvZPffwTfoRysLrbV93K3jgodUGpbc1cGHRpibXh+OSM7kaP0dSP2363j0FzdHhIGjeYjv380el0aKYtsIpm2vKuhjPP1mw22+T5gtliSqfTCuVHi0UOFWsoA0waIRojSezda0pXhBKEZXxeRYbfP1pNX8YFfp5um4gF3nEnif38XU6nFMBoPCWJE3a2djgb+JIdpb1V9OnZKRtr20th2krWejQa0Gq1qrlbLMwL2u0meb7grbfeCHOkiBa//vprbG1tBf008OUYzWaKMYqDg/vhvpMkCScnR6RpXJXbmHAfWywWzOfzau7XFEGheOYLp8oF1o5RKiPCs0sMPHrH/sfIwQ6WpTmuJsAtYsGlViilKUuF+LwlJmI+GoBR5NMR631/v223Orz2+ve5desWUWKYzichN2o2myitQg5Wv09JDjYYDDDZMgfrr21gC8dsPEGV0O/63CZzBY0kwZQ5bj6j24yr8jgYDqdkvRalg9xCofxyOHhZOy9mjlKBoeTwz4kTWWAMOdDOgNM8igi+nHw19Y7iR5JlPluwsbHBfCSW8JbZIqO3vo7ShjwT4w/DdDrGmGVetszB3qLX80Lek8korEemU68P2et1mM99W0oOliRRYL5LHjoceoa9X/v0UcoL+i8dXltVDjYCLGWZB1F/n4MVtRxsUB3jv7vVapDni5UcrNNtAYU3BEAH63mrvPF8oZYFf/qSXUDV9NjaY3EAM/U31EIBa/gSMgBtHUUj5lxp3nSwr7wOFEAcGeJEsViUNBoJB/cOAFhbX6dQjlmW4bRi7doGh5XI9+bmOuCYZgsSDWm7coXFkRcFJorY3NhBK8Nc7ltxF3IFRtHW8AuVe/IvHh5yttHhv33wgH+4t4f1JM4nEh8IDjnnfk8p9exjft6/AfxT59wCeEcp9Sbw54E/+shn+CmETDZRFIWypX6/Hxbm4AfGZDLhlVdeWRE1zrIsuFNJLaYs8IWiJ+5UUic6mUyuNGQ+RNSdv4qi4ODAD8hr167x5ptvAvAzP/MzGGM4OjoKlGX5V9pa6JRS5pMkSaAZy+Ql+jSioyJ1u/K82HlvbW0FZztZmN66dYvz83PyPGdvby9M0lmW8cILL3hbx5pAORCchESQWrRH2u02zrkVkd+r+HCRZVloV/DXW3SnkiQJ/UBrza1btyiKgu9///u8/PLLYUGeZVlYSIv7lhwzn88Zj8fhpiY3ZxEUns1mDznTyb9KKW7fvs0zzzwDEMAS59xnVtJTby9pK2Clveoi/W+88QYvvfQSWZaFpE2SMwErJOGX395sNrm4uAhaP0qpAGRsbW3RbDax1obPE7BmNpsxGo0CzbmuF1WWZQB+kiQJ86wIKC4qCrscMxwOg6hjHMcr5anz+fyJj7c6dVsSM1huKMh1KMsyzIV1Qer5fB7mijzPGQwGYVEk2kGNRoNGoxGuwzPPPMPp6SmNRiNY28pGRr/f/8wAyqv44PhRysF8CZZX6TE1ej9UNs7KkRvNQfXcBnDkHKrZgv4a5Avemfrx/ADICsuLX/1z0GrR3a9KKIoCOh2YTODmM9wDymps3M0XqE7Vj6OIe5Vg7W0LbQX3gQkw0Y6qQoCiyDyQVdMLkfAmz5aVsoX6v5/TyLKMdscDy3npuH12xmBjA1uUSy2TJOWrf+Fn4K23+Va1eJXthQ7wHWCxscMDYNH1Odm349iXojWbfMM5vg0Mq/uLShK6wDes5W0IjlfrSsHmJve3tngHiNPUl+MAf/HWTb59+w4ZEO/vc1I9XwD2z/00v53n7MYxCyAVh8pWC91qkeMXkMeqEiK+cYO7wKiZotIYZuNab9ArIsWf88v/6JCSlkvi7K72l0NTmjT0g3x7F7O3C2UJrQ5MK9iokZDeusU94Pduv0f3y1+CSueV+ZxD5xgA53jRegC6HYZa8VZZ0JV7ZPU9r5+dcn1jk9uuQHXWCAiNy4CSQ1syBN5+cJtn9m4BYHsxR4Bq+PurfSQQbCvQIjxCCTS09Bdf9otKs8xWswaA0bomjlxrMWWZA+PxlNgkNJOUtQo8szh0QzPPc4xW4d7/5htv8OJLL5EtFrRaLeazxdJtscrBOu021jlsde9vtVpcnJ+DUnQ7HVCKM9lM2tqiXa1xer0e0+k05AGz2YzxaERZFiRxTFHTiyrLnHGVg6W13Nq5kkajQbbIsbbA1XKw4lIOpkMONqVRlRLXy8eWAORSM0gFW3r/mozDmjz8alyuRav0seIc2tWefWwiFtZStBqoqqyt022E3yMGHs45UuOvw3QxxypNt9linmVcjIZsVBtz82xBIzI0my0arSaViRnP3rjO8GJAmqZMJhMazS6T3M897W7KydwRx77Ph9uMs5wbRSOJmMETE6OGj6c59DeUUj8H/CnwnzjnzoHrwB/X3nO3eu6hUEr9PPDzwIrI75MIAR7KsgyLQfBuVpK0CztAmENS/7y9vR1s7/M8ZzweB+BoPp+HhSAsXdGugKEPF81mc4Wpde3aNZRS5HkexNeEqSCLH631ilbPyclJAG8kFosFzWaTk5OTcM2EiZSm6QrwI31StId6vR6j0Yh+vx8mQllYj8fjwEADzyB76623ePHFF4OOkYQ4rwkzQoDF6XQaQKk4jlccPK7i8SJJkhWdlcPDw+C2IEJ5QGBgWGvZ3d3l3r17AQxcW1vj/v377O/vc3p6GhgrUkctAKMAhUDQuhI9MumHct3n8zla65V5TrRmgM+MtVFvL2krYKW98jwPIMtLL70UjhWL0zrDT8B2a20Yl7PZLDCA5Hdub28DrOwAi4OYjLdr167hnAv28xKLxYLz83M2NzeDeLuctwDJl0Et0aPI8zwAWBKfBRAr7QQeILt79y4bGxtsbm5y9+7dMCcJUC2MQulvAhSlaRocSOS3yi77YDBYYVWVZRlsbouiCJpn8NkAZFfxicRTl4N5NxgdknLJzUvA6QIHTOKIo+p5Xb3n6zN/v78DvFG9doFnhvz6vTtEwHH1/C6e/aPwIMD/A4gCXAb81niIrr7zW9XzaeXAfQEcAMM4Za4q8J4MA1inK4Co/ntkyWhXNC7U55xRFCcpY7G0bjW5vrHBBEi0Cou6+0nKc7/9O/RsyV87G+AKh62WFFGkcXaMiRR56fjJN14H4K8dHxHHhqKwGKMqwXB/fzEmZrGYkabNio3gv6csc/6lt97k3z09wpiYPF8gy8Gf/Pa3+PfOzyjLHK0jlqmW5ou//qv8wnCA1hDHKVnmwXBrl2yLSGlc5u8vX/5//5S/NRgw720ycYZ96vfk1eu9tLL/fPeDlaj1f6e8WbsPXfFhCmxZMk0avF698utHD9B40LDNshXv48HDEjD9NX7nnXeDiPUa8Jt42uMxIL7B/+dwRAy8U53KiOUC1m5scoKfS35tfMFln9//Dw8Eur1b4XvGwBlw7ryQtnFLbysrvzcQfS5ff1DKUnnXV8ypElU5YlXwDuDnqMAcUhloP66cXhADjU4Xm1vuHx7QTP19eDQ4p93voSNFkZXYwn/Piy9+oWIpaY4PT2h3OkwrfZpWo0GkY5RVOLsEh2bFgrX+hgfMyhKUZmvLz/fZYoHBeLF+qyhzy/EDPztv7+565pSDPLeIQnyRZQzOh6yvr7OYLSiygnYFKNks5/DBEUWWoTBhfHRa3tGsyHKy+dwDfpUGUCNteRMDFLpmYgAebNPWeDHv+vMCA11yLTNqySxagrm2dpz/fKNrfScvUGnCzFpS4O7FIZtbPjcqCtCmSYFitpiiE5+DWWtJIkMjSkhNxJRoCVVZg1Yxw+GEYlF660eA0jIbj2mu9XEOhuM5quvXFw+Aw4a3rD/C3wcBztOUOQqlHU96hfBRwaF/CPxd/Bj5u8AvAn/9w3yAc+6XgV8GeOWVVz4Tk1ARYR2PxzQaDfb39wP7RNDTPPdK8bK7O51OQ0kZeOcZOUaSebHPlkXi5dKiq3j/UEqtlLyI/TwsRdaEcSAOZuL6BB5QarfbjMdjms3mSjnLZDJhc3MTpdSKhfR8Pg8sBBEpl++BJZtJ7KWBUFYj5yqLaBE6HwwGGGNWAMM6UDQej0MfWVtbWxFAvrKy//Ah4INcBxGDXltbW2FGCJtLmD55nod2Fye78XjM5uZmACbqZaJFUaxcG3GaErBFSlOTJMEYQ6PRCKWM8nmyE1QX5nvSUW8vaStgpb3q5yftFcdxALbqNqqj0SjsDEkI6DAajeh0OkEUEagJhdpAM66LhUeRF6y01ob2KsuSjY2NwL4R8A88CCTXUdhDQCj/BYJLRh1UftKC4HVWkzGGra0tkiRhNpuxt7fHe++9BxBAYrGslX4lgLSUMXY6nfD7pM36/T7W2hUb22azGYAgucbg57irkrIfuXh6c7CaaKaMrBbQyksiVzCNIn7pyAP064scrRLyvKj6bo6ubJYtct+0lKULpUll6SgK70BVFBlaR5SlCNDGlGWOUgalHMYsxVUBZiZm2Ggw1Ia06vItV/rFh1oV3PXsACkTsT9OTvYotcx9sjwnimO6wM58zrWq9MW120wTw6hUGBNT5DbM915AvOvZAyzBaxpVftSMQs4mr1lrUZXhga7E+QGM8YL9WubxNF1h53qwvLWykWCMQTVk979itzaWTk8SzjlMqpbvM5pm6ejNZ+xP56RV7cnqta9zQDyr7MeJSSROXjK6NX58d/Kc1Cgmccw/OvRM7I089yAKUFQbo3KMcmXIlWGZP8v9WEwa6gYfwsIvyxIMOCn3cv6zXeloqkYQAVZKobT2JUrWoslQUTWPWM152iRb6xEvMrrVMW2qhbGjEjd2KwyVUvmyMgMsKvBjaBQHrZQjoytgenUuOQGGwDzS4ZynkcbXQSjy2JDEBsmc1OY6A6ALzBMdns+rc4jjCBV3PEup0w7nNsDQAiIMRXVUVF2pAdCLDBdAX65lI0Xg2QnQ6/dQfZ+D3QVipcirpjBCemikNBspdwGaDUyzEVh+nSRGJ2so4F1/AQBItC/YzZOYOIlXbOk1xgNJeBDt3er5aZR4IMfWgaFq7Drrz1rVHxOcMi+XmtWPVvi+VpoKWFIK5/zmfg7srO3w1nv+LOJmE3rrMBtDp8HdyllxAIzzgncXcw4B220xr75j1oiZA25tjbtAWfX5VEO+nnrnQwWu1+GBHAP8sx+8yyDRXCQR520/Vw2TBK0gzrxjm2NZ0vhpx0cCh5xzh/K3Uup/BH6tengPuFl7643qufeNoij43ve+F5LVuuK6vP5JOn7VF4/1kiPZcQbCznOe5ysW9wcHB1y7do3pdEpZliRJEuj5m5ubvPvuu8GFSkofdnd3w3ueVBwfH39gm8KPtpNas9msHC+8m0n9N4k+0de+9jX+4A/+APA3m3a7zXA4ZG9vj9dff53nn38+vParv/qr/P7v/z6tVitcO3Exq4MIwjJpt9v89m//Nr/3e78XwCDwgOGv/Mqv8K1vfYvJZLKySGu326F8RhZ3AL/xG7/B9773PYqiII5jLi4ufuQZZ2KrmWUZjUYjgGpvv/02/X6f09PTT3RRulgs6PV6wZWs1WoF1l+SJAF4mEwmYeF9cnLCfD4PLiunp6dB00XGPvhrennsC/tsMBhwcXHB5ubmCpBxmcHyScTlNgVfFlRvU3HIkzaRUlcgzAebm5srWkI/LIRdCR5AFbab0GyF4SdzoThuyRybZVmwHxYm5Qf9PiDoFsm4ljZdLBYBcBsOh2RZFphIWZYxnU4D8FG/Do86d/keKbXK8zwsiDqdDicnJ/zhH/4hg8HgMym5+t3f/d2Vx3/0R09Vdfb7hlwnpZaUeGEtXcXHjyeZgwlr9/FyBYvDb5LlzjKt3FgeNNtsxzGtvOCi0eDt6l5gSofRvvzR4NAacuf7iGOpI2ZMhJMFAJLMezDJmIiy9MdobeTIaqO8yvWiGFeU5ECRxBhX0F74e/zmYs4ff+sbnA2nS8t6qLl1rT5+3Hi/HEzaFJ6+HMwpKCnDrnyC1xuatSN+Jm2gL/zveTCbew0pZzFEKGWwgwp0N2CLEoXBojDaL1RF90zuk9balZxbtOwexbaua8vJvUs+Q56Xv+vvv/yaBwwcGFjkGboCEJUDipx1E9EZDnkuK/gXJ7785t3RkIb2rGFXT1kE8LBPJ3Qoaxhh2H6cHMwpf62UA+uKsPCfJE1uxynXOi3SMuM4Tbiz4ddL97McpUucs56FJ6CeVRWQW65oGMKqQ7E8hiU4JOxkrT2DyUcFNCpF4vQyt9EKpxXWaVxpibQKSIPFkTmYa9i3Oddyn+d855vfZLLI6C4yChzKBC4RlhJrFIWFYpYz7fnNqMFzz/L18YR3Ti8YD4aoSKGqcq/FvGTcjLnXbnOeNsmV729HjYT/dHRGO8/RTnv2ToglU1EpQyFzX2nRcYSyDqcVyjps9T7toMQRa0NuSyE1gdHYvMAkMZQWqwLhKfxd/9dU4EPhLJHSZGVBpLQ/HsjnCw/gl9ZTcKrPBMJ3G9RDn/Wocw/XuPTgTAFMK4fJk6RFpywwSvFr3/wO52XOtZnfIDPVPSLTSWV3X41tZ0GVOAXWxdR4YKBsaGeF4Ztrla7sjR20cpii4E/ffINieEGnmpv/6R//IReNJheNJlPt+J/eeTv0yShKyfISp93KGDo1hj8zmlMdYWwUXrPKUtqcKHYUtsSpmFx0u6KE7PoOpbLMcRQVacAoaGVz+kXGn37nNU5Pz/3cVfWR9wtZfyilwobth8nBPtKqRSm1V3v4b+IZggC/AvxVpVSqlHoOeAn4k4/yHVdxFVdxFVdxFVdxFVexGlc52FVcxVVcxVVcxVV8GvGBWxZKqf8d+FlgSyl1F/gvgJ9VSn0Fv0XzLvAfAjjnvquU+mfA9/Cllv/R47hkpGnKl7/85RXnJtkRkF2GT3L3vU5bXCwWtNttHjx4wP7+/sp7pKTB2iVdVnY+pJQsjuOADOZ5zk/91E+Fz6jvzNd3MZ5EfPe73/3ANgU+0XZ90jGfz/nqV78adonqpRoiOF0Uxcq1U0qRZRlpmvKVr3xlRfFf2qJe0iUlgkJZFvck8Cwg0Qmy1oaSFtkBi+OY2Wy2stMlzAQpsxHmRZ7n4XtGo1Eo6flRDrkuMmYEvc6yjC9/+cuMRqPQHp9ESMlMnTHinAtslroTobWW4XDIT//0TwPL8SmuVvWxD7486vLYr7uiSZlaq9UKzKV+v8/FxcUn6oh1uU3Bz0H1Np3NZkEHSQScH1XW+DjMIefcSpmYsIUWiwWdTie0tTi8iei0aLTt7OyEss/HKd+q67WJCHij0QhMPmEJyvdrrcP1UEoFd7j5fB526etaPfVzh+Wu/Xg8DucOcOfOHYwxfOlLX1rRsbqKx4v6PVba7rIu3FU8XnwWOZgwWD9KDqa18IdKMu3H4ATFy8B3799lHBtc1T+cirBUIscR5LYIAqsmjrAlJEkazD6q34gxUWAU+ef8d8u5Sol/ny5YFgAAIABJREFUvRQ4UprYOex8QddlXK+cYv6DGy/zr9yA/SJDO72iY+GUBaexyn5o5tDlHOxRberb6+nKwZzC74ZXu/6mMDhKFnbOWdoJAlYPqASDWZYPCjdU4ztfBCxY6sbILFpSl5r1oWqPJ4iTk9eWkTKYAr9fLp/Tqh6Pq+PlTqvw+lNJ9VrCUvdFVY/P8fo2UhJT4LWr0up8XwQEgd0E+tYzFOZlHvqV0XHV+Z5OR2LRt5TycLkXLhaLD5GDLZkXADjt9aAq26TcRAzx9oh3br9N7BzHVUnTpNUiNzEFlhjIxLlZVcVOzrefSaIVH6qyKk0V/WsAW3qbNBXV3uPkd3o2k1Zm+WT1l3MWpQxUBTmqEsXeUY6tYkEyGvBCVvJzL30B8Gj6JpBkBdZ55hGVaLlVFm0ipijOHJwon4P9V999jeELL3F/OsMa40Woqx9kmglTA+dKMWi0mVfUszxJeLdy/rvMVqy3u6uVLYoWuKvaydqyYktK4asIcdugn2arT7CuVob1vlExtVCUtsRoQ1k/tiJRG6B0dkV3q3YGuNqjuo55/dzBsz2DCLVzYTKPtCKeOU7jiL/4U1/iq8DNXL47wypLoTxzSFUzgna20sJSOJf4bxLBeWzVzhpFRLdCP375+JBCa86ilJdu3mINVsr4fuP1H3CuYGrMytpCKw2JRptleStAlkbcMTF5u40uDWWlF0VssC7D2RytKwZjxZ4yeUmjyImLBVtaoRb+h+r5jF4+42/ceoGfvA7PFEu9sw+ac3y5nAv5tzz3uDnY47iV/TuPePp/fp/3/z3g7z3Wt1dR1+yoPuNDUpk/XMiiLk1TkqrG+fr16xwfHwdtocFgQLPZDIKfsgARC0yxplZKBacj0cIAVpx3zs/PQ1nak4rhcPhE2/SziHa7HRbfIhIMSztyUw3menKWpmlw/6knvPXywvoxGxsbnJ6eBhvyRqMRjhkMBjjn2NjYYDQaPbT4LUuv3C+DVJ4bj8dhYVt3wwICMCROZ5+HEDpw3UoWCIK6n1R0Oh2yLAvfY4xhNpuhtSaO4/Bd7733XrCxFwt1ES6XMSy0d7kudftbGft1Paosy2g2m4zH4wAS5nn+qY17aVNYgtzg27TT6YTHApSKblcdQH2ctherefDz2NraWtAZMsYEwC1N06Bp0263g8BtURQBaHsckXX5TVKKKeVccg710tE6ZR5Y+Y2dTmfF3v1R5w4E9zlZSMr1vnXrFu+8805w//q8zJlPOowxoa3rAtlX8fjxWeRgogf2kfKF4OAThyS7hxeY/YX9G9yDYHXdZHXhcEbKRvXaqPa6ieMACMzwC3iHX+SD1/OQ75EFyByCMO2wek0Agg5tdnt+bn6mek1pjdXL32ocodTDKA8UBQeih6CNh+NyDvax2vQJhsOXpwTELVIoIhqqQYEHWwB++fiYkyRlFifY0s/Jy5KHpRyEq7RlYFkSprUO5c91x8vLpWFA0G0UIf76po04axaFt8++nO/KdxZFET4vTVPmsymRtigTUxTVMSiKPKMZOboqZ/dswN+54Ss0W0BiLR0NjTiurYCr3vsUC1NrrYMJglyH+sbZB/fF+mK0Ak8toZRIAet4cOi/u/U8rwHfrY74h7MpxxrKNMViUBWQIbCBU36p7o2wKs1OROfHl4+6agxq43V+cmdxVXtLs1sLRkeUpUPpVbDCKE1JicZgLexVn/e3W02eo81m14OPkqm1qSrPIoN2glBVZT7Ve+bAsYJfrITW39zd46TVwqjK2l2bIFoflY4CxyJJmCkoYwFzqqnykc5vEOaXIieN/Ew6L3JU9bd1FqWNB33w4uiuAmuU0jWVNOX//pB9tKyApxLv5Lgs6vXAj8ylKzo4tsRpryJUVucOkEbxI889/K203xSwFi35gnPMmjE/cAl//84d/vHNm4SuqiIMFlNpOy11eCrpaqdrjVkdpHzJGYAtluB3og3TKObtbp//7GJGxymU9eddRBGL3V2IFLlSlFXfiZJqw9BZtKv6mK42krOM6/Oc9NBvkMq8U1iLK0t6acp8NiFJDYn1d7XmeMa//+qXuIa/py01rtZJ8H2yB+iobobweNcziqIw7j9MDvZU3KFkp6d+k6iLhl6uQf24IYu6oiiCa5Cwg+QcpDYXWHHskefFgrjRaAQQSG6G4uAjx6ytrT2W3sYnGYvF4gPbFPhE2/VJhzGG9fX1AL6JrlMU+TrP0WgUXH2AUMu+WCyCxpRcIwH6sizzNoMV2yiKorAwlc+ou9A550JfEBYQeICqLEvyPGexWATg6tq1a1y7du0hu22lFOPxOAAQu7u7T7zPfNIhYpMyfmVhLwCOABefZCwWizAeJQnVWgegDuDmzZvcuXMn2MrXARBhuNTF5OX5y2Nf+pUAhmmarvSBxWLBYDBYmUs+blxuUyBoEEmb1kFusXcXZy9pm+Fw+Fisrbootzj1GWOC65eAN6PRKAjBC5gqIaLtj3OtZWez7lgIhDlVxJMl0b2sT2GMYTqdopRaAZQede7gWWR5ngdATRhKW1tbYUFRB9Wu4vFCWJZ1wE30Iq7i6QthF9RZdh8tB9OUBcSxQRvIZDEaGYbA//XGW9xvxGGn1zlHTBSEo7NsHuZeP76jandaBZDxMlBQZ+YKU0LYlHUtCKUUBY4stzRL2Mv9mP7rX3iGCY6uNsxrHKukdJhKK8UpS6GX2hrlQxohD4fopb1fm8p5PW2hlAtrq6xwlbbmglkz4n+94wXzD/vrzNMWBZqE6t4pzjx6KfJc34QT/YuyLMPGTf0aidFAfa4QxnedEV6fUwRsExCp/lnynVEUhQ1Aay1xFGFcQT7PUCap3ueZjVOXe6HivuV/eO0tAP7mqy/QizRkmQcJq4W2yxWYpcjw0xbCUntUDibX5XFzMK2cX8C7hKVEs8wNOR2l6JuYoYL//vZd/+Jaj1YjIp7PaRAHB60o0iv6UvX7q+Q34rwpr8lvkfuyf9+ynxljyIsCXQd4cV6gPnLMUeSNNkk1iP/g++/yF155ludwtIs5OJ8fljgyvNaNtlGlxbPM04uigGbCIXBc5Tmn7SZDpdidTulZC1oFhzFVWqI4YTGdomKNtcKkjbA28fOIEk7cSosD3tVvUTntRSZGG4UtHUp7oECYJLZ0RLFhPluQpPFSoxnrGVXKVaZgbklRkr9r/5qq/awrcdYfXxaWJPXzWJGXRLEJn+WsB+6A8H75N4782Fpk80eeu5yfXN8Ghjzyz59gGacxs1bMOGswA4q8mpXUojq2Wt/qZR9WFpRT4TcayTlUidM5FoU2UQD6dkYTRmmDiVXYZpOTvKRRnXdUZkTznFZpiZxiXlT9wGiMVhgcWD+2pEk70zn/8Y0bdFgF+zSVYx5+cyNjCcBcw4M/m6WjrRV5NVcppbBF4V0YjSazdqV/v1/U50q5x3yYHOypAIdkZ79+k6zv5H7SgtT1XXVY3qS73W4AGKQMK47jcLOC5U74zZs3Q/mECKLWGQuySALPcHnSVsHiGvR+bQpPnxjihwlJEtfW1phMJqFU5PINRUKssxuNBlmWEcfxQyJ4SqkgNAze9nx7ezskLfIeWC6AnHMrYpPGGLrdbrClT5IknNvdu3fp9XpBJFduzJubm3Q6HbrdLnmeM51OP1FQ4bMKSQ6NMaGt66WYn6Qg9WQyCcweWLJCxGK+nqQ/88wzwelO2lzObTAYhPFTP+by2Je+NZvNaLfbFEVBt9sNoIZzLoA0n2TU2xSW86c83traCkwoAXe01itt87gCy865IKja7XZDiZ6U0h0eel3c3d1dJpMJRVGsgKmwZDbVBfF/WMj822g0aDabOOc4ODgIYFOr1Qpix3me02q1wmvisCZi7zK3DYfDR547wOHhIbu7u5yfn9PtdsO5y+JTBOQfh/V0Fcuo3zODbXQUPZUL4atYlvx9EjlYHHsnGZvluEpc9D3gv/nBbb69tsNRp0EcSclEQVk4jDKUpSwGl45TMu+maRryNuccrVYrzLP185LFroAQkudYVxJrg1XgMBileaNaaBzdOeCXbu7iLMHBzH+/Qjm/E62ARNVIUY/RDo1G4wPb9PL5Px1hl/bLAKlfKDWabUrgNPVz4SSOWSsyOvM5W7kvgYiM1H14EeASRY1MtAIySsmy3HvrgsOy2IflJo+AGXVAQ1jekvPVP1sE8bMsC+wiqMCHsiDWfkGclRUXShsiAxeJ5i3dJTMxo47vv1N8eVw3Sbywsmy6ov3CWD29bo8flIN9uM+isrFflkJ55lQEaAaDEY1+l1HL57ujqEmnKOkWGeuzEQ0ZjxWAW19XCSgsoO5lJll93Mjfrlwu1nNbYiIPJsvzjSimzDN0rDhPmryeRxSVOPpFM/aAA4okigOY4JTCEoVyLuu8o5Y/B0hNQk7FWrTChCq4tsj4++sbvIgvRxKG3QaeaVSwZDrCUipZQIP3ixPr87UNrYKrl6qOuzfzOdNes8ECKPq+vFKYllH1/gIPSnxQ1FmdeXX8YVbSSPxZrlW/rYEfE+3ad43xLCx36fee2N4jzx3gzjxjv5Fwhi/nExbo28A/OLzH3XSLIpuTAlFUzUuqYm4q73zmAkfVooxno0nbKkFtXIyqXNOK0rFVzeL/+bPP8I/eeIuTRDOvBLMbmZ9f1rMFP/fKF1mrfu9lKWh16V+AeMO3/+Vr6gi8ppVrT9XGkYOWVlCWxNWca60lSmL/ZmuJYv3oL31EPCoHu/z3+8VTc1eqUx4FmKlP9J9kyCRUFEVgfxwcHLCzs7MC4gizQ2iZsFy8WGs5Pj7mhRdeCCCQ3IyEgSTlJZ+VTfCTbNPPIqbTKe12O9jQy8JOHMLOz8/Z3NwMC9jt7W2UUlxcXAQGwmWAcOmOsiyFuLi4CPpCOzs74fP29paaoLJzBXBxccF4PA66Q3X9k729Pc7OzkjTNCxWAY6Ojtjc3Ay7Jp8HYAiWrMC6e0h99/STHBsy7gTMEGDo4OCA9fX1FaBHysnq5WDgJ1SxAa/veEZR9NDYl7I/mYSFlVKfXz6NqLep/J7LbVoHM2R39sGDB6HP3r9/f0Vj7YeFOMDJ52RZxtnZGdvb2xhjQhtIqaSwmKStz8/PV7SJPijkOEkA8zxnb28vjJPBYBDmVWvtSvllr9cLAFGj0QiLSSkbu3zu4EEtmfvrDkJFUQT9piudnI8WUk74Wd3/ruLDRX0OEcbLh88XLFRORjoxZNWzA+BeEnPebTOLFL25ZwI2FlNi7e+5TgmQUllfLzJM5IHvfDBb2mBrjRsO6FdW1/lsurJhI4DMfDIO912fC83II8PYJIyThNO2f605TVgQyC6r+/eqnsI/Hii00hqfSJt+BlFfQEg1kYNcwUTKtdKY9uCcn9/cpoe3yPtXv/QqAL/ynddoAsf4Bd959VGbLDWCOtXf//rzz/kX88qz2lZLSOXvGb/z3juc4Mt+NPCX/vy/zP/2J/8cgG3gLz37PL/17ttYlguyc+DfvnWT37h9B4NfqC6V8+Bfu3mTr925Exar4O3G+8AB8LeHQ7IoYlT1himid+SwtgzuazoCVz7V2NAnl4NVtWDexN5iVO155xet7X6HDBhV36OTmNZoyl/Z6PPlfi/oVTl82WgbD0DE+DYGv7CWUTdjqVfl8FpUMR7keIAvVaV6X4JnY0xZalTl1fFZ9f6/M8mZVXnZXHlwI4Swg3wLVd+pkcqy5WurIA9AYUu6ZcmzwBdyiCLI84rtE6eUFpRR3H9wnxt7Pl+5d/8Oe/s3g736KlxQtSkwny34QlQvJbIcH5+yt7cDSvET1Zp1NpnTbKbkeYlSjqjKpQYXF7RaHbQG8xh5mDCOiiIjThLyLONLSUKZ+3YbjSasrfe9BlR1Lju718Lx49GITrdLtlgge/P+/B8+d4CfaCTceXDAl/d2UTk8qLrjUMOeddyZTInjS7CW06tzVAj/HVIAbAOsJ41c5fNmqU+2B/zNl17gHN+/UnwZKfh+1MHPM3Ht8pQuJ1YmlEPXr5urYEXnSlAqlP3hIj9mHF4wKy5qmw1VuV1JVVYnpbW+ZFJf7oCPGR8nB3tqwCFg5aZ5uWb404g4jjk4OKDVavGzP/uzfP/73w/6QWtra2G34t69e1y/7qc1KRe6ffs2X/nKVzg4OFgBlJRS9Ho9JpPJQ/ThJxmXEcMn1aZPMrrdLlprOp3OCgvnueee4+joKCzyBSwQ1k9ZloFZIGUksgDs9Xor5Swi2BfHMePxeGWBDX6xOp1OK9q1vxlI30nTlLJKYOtMDlhahMu5Xbt2jWazyXA4/FxcG1jtc/XfZK0N5VGfZOR5vsJOkWS81+uRpin3798HvK7Q9vY2Z2dnNBoNzs7OgjbQnTt32NvbCyUL9+55F+jr168/NPbl2u3t7XF0dERZlmxtbfHtb38b8MDDJy2m/zhtWtdeuHfvHteuXWM+n/Pqq6+G3/M4wBD4cSHnf35+zvXr18NYEG0f8MDcN77xDa5fv74Cikm71gW03y/kPbPZjGazGXaDBRAaDoesra3xZ3/2Z+zv768woOrfW28DrfUjzx18aWi/3+drX/saL7/88orexa1bt0jT9OlexD3lUS8budxnr+Lpjo9czq+8DkTuSopqgV/+/+y92a8kSZbe9zPzLfaIu+dSS3ZlLd3T09Oc5YnQBg5FCAREARL4H+hFgCA9CoL4IEiAKEiCAFLQgID0LAFcQIFDQhQ4Aw4xQw6FZnPEnu6erqVryczKzJt3jz18Mz2YHQuLuLcys7puZ91hxwESmekR4W5u7mZ2zmff+Q7WoTZqyq1Zwf/oSkC/3W1zlM9ppg3+7L/5b/CHv/8HHpzpgRcWPpzPuRv4WQXw+WjEX/rOd/inn37qA8gY+JW9PWi1YDq13jXwR25D5xzLYvpfjp7wcd/qoqVR7OJeG6YGRdQD8U+XBvElqENXzRvXLZHw8zAbEKuljode6kLFLH1HXeR0F1P+s3feBJPC0yMwFg78D996g/LZEbjnjFsrqRXEisPhiGFZ0IsTPv34E2AZjLy2f4vDZ099e0ZVyX0d01IwqYEf/Yg/F7T3Jz/5ideWkp5NAM7OkPIwNXA+tYDkTqsNF+d8EwsOnLq2/VKvx52tDv/kbEy7yKkbDZLEnnEpoG1WdF4ipX/Gms+vxkLpgtCEdf+z+CYKY9N5vIqwCB/DNB9hsh5GuCSLMfvlgu8CvwYUF7ZYx3Z/wBtbAx6cnRMB40XBwKUtffzkkLduH/jTPzmzkuG3tvoeMDo8POLPf/eXYWj99+y111g8fWyRjYNb/Mvv/0sADvoDYte2DGgVcxaxK1SBRmNZPRV6mX6EpFUatLEYhPLzQAUKShIL5QgTK86opgv7nkRQlFZ3CODhk8fs7u5SzQt++Zvf4vHnDwF47c7r7pwyr+jVeUXZXs2aKcrRtC4uRty6tU+WNbm4sP3SbtvZL0kyfvzjH7K7u898MSNx72h/q0dVGeq6JFLSG/Lc5d/Lv1XkNHLygkSlVKYk1Rn9voVTJpMZzWbG++9/yO3bB3T7HQ+sLRYFZV1QG5uKmzUbvj+varttf5v+1oDf/Ue/wzff+aZM2Vbwuqqoa40htV3k1hOfFUftwJ/wPZb7qWyKm1qFORRAZUjdPLajLUh5wPK60dq/VS2FFtxxlVAXNVGsUarGUPj5XittXxOX/rUUBq+tOpMyEFVe9hvwOnkqtqwmrZbgkPy+cg3R7l5ftIqEGEC4sfKy688NntY2trGNbWxjG9vYxja2sY1tbGMb29jGNvbzthvDHAqFRcNUn5/HLovsMCuluHXrFsYYPvroI7TWXm/GGONLmgsDAJb6Ivfu3WM8HtPtdj1DSCoCwFJY7+sy2RV4VX36dZiINx8eHvoUQWClpLYIjsOSSQKWATYcDn36ljGGPM+ZzWY+HQzwKSpStajT6Sx3zhw7aD6f+7Q9wLORjDGcnZ2xu7vrGRTj8djne4smAdgKGkdHRytCyF/n+3Md5pH0td2pr7Jr9aLrifgx2PEo4tHHx8d8+9vfBvCl5kW/JtSYEtZQOPYBXw0vHPtyf1JuXXSkhM0ymUyuXavmZfpUNBjAMoRCgU85LjoMLzKllGe9bW1tkec5x8fH/r6ELTefzxkMBkyn0xUx6tlsRqvVeunrhfcp2iIiXgp2l0kYWh9++KF/tmBZea1Wy+uAyTgVwfr1tku7lVJ+/Il+3Gw249mzZ+R5/lJaSRtbtZDd9rOIIW7s1VuYZh1Wg/pZ/AVb6SbxO60Gu6Outd29v+eOf6uA7yQxlAv45/+c34CVHXzREqzTFOP8LKmI+GvdLvrhQ/5s0N5QtyZ8976L3fU9dH8PJhPStggWGy+Num5riR5fitYv8+119emLL/iCj/1u+xXfX2tOHdT/gZpIaYxx6VmpCxvKgpYxkDX47Ifvszte0Gpan2U2HRO3GqgoYj6eeR9ssVjQ6XTYM4a9KGY0HLLrPgOn23l0yHZQXewgTmi320wmE9I0pRXH3HL9J5UkZ7PZytwyGo3Q0xm3sAUntre3Ocgsi2ExnaJn9rMKw92uvX4rizl7+oTHQGbgrCy9b58G7dNOPsJ33fqj9OyysDj7+nGpsrQsD/9Fz+KrmLxrwhgI08q+rA9WVwYdu8yDKyq0aWX9BQNEiWPUKEWymHEAVJMx//ab9wA8c+Q1pyl2J1vqo+we7EFde79qzzFWNPa57ne7vLG/S/TsmFIE7xcLkkbGvLAFZXb61gcrZ1OSRkat4CkRDVN7Fg7GhHyZZZqcu79IxoCUVgPqqkJTE0VJkFIEdVkTE1k9GQ1FUZM6v0F8MCXvkitfny8W7juuFeryEFbY+Ul8nN3dXYqi4Pj4mHa77au6wrIYi4wx6U/xZWezRRBThGyy9dLoy3nKmMoV7Vj4zIw0TX0xoJ/+9KcMBoOV9mndRms7VqSvxQ9fbzu4StFa0UgzTo/P0Ls2VnIlBkh1BnlutYXWUn89F31dBAgNqnIst+VX/BurlBuB0ESRYsGQyABV7b9YY3O6pLJa5UrPJ1qhYmF8yVrjzm2MXezcRWWYaKVtDqr9D7XBf2hsk6gMxJEKKpLVoGqbnqehYskcepGtM4ZgOe5fxm4MOBTmxUllArmR6xbsu8pZlUlUFoP1dBABlCSwCPN3RdtCa+3TIQBfGejrCPQlJe5V9enXYVmWMRwOaTQaKykl3W6X8XhMo9Gg0+l4sKbb7fr7lgoWYlJCXoQvpd9C4UMpbx6Ci2HlKHkPRPh3PB77qkdyLREulmtKmpkIJot4sIBRf5ot7ONwQsqy7OeiQyLjLuw3EYQORZrzPPfVqyRtSDSHJI2q3W77BU1+E4oTh1TtNE09fVvAC1g+6+scay/Tp9IeYEX4VGvtU2BlHgh1dkITQGkdHLEL/iroAjat7OLiwov6hwLS8rt14EgpxWw283pdAsiDBWXn8zlaay80DlZA+uDggPPzc7a3t5nP5yui33Ie0RiSvrmq7YCvclhVFXt7e75PG40GWZa98kIC/7qYBOZhRcJQIHFjN8/WRe5Df+HLrkWRTmxJ6sBswGAwKlk67KaE2qVTVBVJrMiLZQCrIuvC1xifytNstyzYpBV1bZ3/eW7XXhVppvMZzUaTsq7o9Oy8kRc5aZLaAACItaRXWIDABh7rTrd2eiDalXcPP3lxDL/ug33VPn2uGSAEGqRx9TLQsWGtTblSPo8h+L2ylYOsds8yhU7JcUkXrOy8GqUZUQ0MR7SARpJ6pKTZ7jKcDslaTTqdDsOhXV97vQ6wTG3QOvZ+9vn5kMGgR5Y1WSwKv1YUxbLCVV2LCHUoUmzjMYD53LbNrhea0WjiijLUxLF9Do1GC4zGYJhNJuy7lOX5cETUzPgU0K7kdvhGKFyxE0wQvAXd56e2IAUJ5YWNl8+nxjjtnoh6DRHQq8/lK9p6pSL595fywVz7bEWq2r0jy/vXyuFdCjppkxgoXUUwozTKKZLvtTucuY25Is8Z9PoUi5w0yzBV7eUcpBBIq9ni5PiYHbe+F4ucbqfLdDyh1W4vtVyAJMskk4her0fp+jppplRlQRQ3iIDClL7yWNjtBuUrsCnqS93v4eOoQUlBaW83SN2JliLLBrIsoTJOWF9p6iJHAVpHxJlUA1uKrJflgtooKgFwlaIRJ9S1jUGaTUmc1FSVIY5TjFFcXIx8yn2j0fI+2Gy28OOn3ZZq2jWTid2sCzcZX+SDKRUxmy2u8MGGbG3tsFgs2N1dag5FUYIxCq1jFgu79tv2X247wGDQYzqfUJmE7Z0tnrnzpEBlDEkUY6qpWwekF7j0L/9QJQfWQ0e1/2aIHS0zhJUHQozymWvua6KVZC3R8o4EJ1NLjSD/oYC965ivWqaRhS+Z/DMOGxiYnSK1nZe/pP2sPtiffoTgZzDZ7RZ0VQKosHpVXdc0m02PXkvnhjsGk8mEKIpWmCnS8VEU8b3vWdG8P+1B/k01Y4zX+gl3CfM8p9vtUrqdn5ApICK2g8FgZZKUktbrqLswkgS8aTabK++C7FpprQNnxpZW7fV67O/vc3JyslI9TcSyw3L1IcovVcs29vOxKIrI89w771JlDPBAUafTYXd31y+UIrIsgEaapitVVkS0PooiDzRNp1PPRLmJJjuJo9FohT0lGkxKqRW2z+PHj2m1WjQaDc+yCR06AUubzaYHyC4uLtje3qbf7/sqQu+//z4Ab775pt/5hVXxa7BjpSgK2u32ilbSbDaj0Wh45p7sWg0GA+I45uLign6/v7IIXtV2sM9IhOGrqvJA8vb2ti+5HO7AbGxjG3s5UyxdXFs1Bn9EKuKkaQwVxHFEVS+Ik8w7yKWBVrPFbD6j1WgyF5Ab5WIAxWQ6Ida2OixAVZRUpgbn1/0LJ1ycJuusxcvBPQ48Cb8R6oCuAwU3yr6oQWr9jl78G3/fMn+qegUMUS7wUcb5LWmTAjBVTe2jTb5ZAAAgAElEQVT0Sub5jG6nS1EWlHVJqxUWeil58uSQra0+7fbSBxsMlj6Y6KiAXXs7nR7T6ZgkSWk2s2AzsCaOU2azCVGU0GhIxauSKLL6n3t7O5yenlNVS1+rrirOz4Yc7O9TLHJ/n1VZMopdZbM08UHeihRMCL6FXSlUEg+4Kf9vezhUsxLeQr383Z8GM5pIrY4HJfdsLMslhJykSvr66hnHKYvCViWrje33tmNwYWA0HtFtd9jZ22U6tj7YosjZShLQivlsRpKmlNVy40sr64PFGsYTu46fTafs7eyDsSCWDlA848ZGqDGzao7hpVZ5NmYl4nfAg5CRgmMCFioBnT0i4GJMVRMr64NOhiP627ueGXN8dkra3/ZVJMUPe/jwIa1WiyzLePbsGfv7+yvFVKQvms2mHyPigw0GA/I8v+SDSVVuYIX5Di/2wYR1/eyZhXQGgwFpmnJ+fs5gMPBjO03TK9sONpui1WlTVYayqDhx1SpNy2q25sWcJL38hNQX/ecSwFJf+kooIi3z3XLofrGvd2nK/AIw52UWiKuucvlnemVqeJXrzi8kOCRgzvn5OUVR0O12PWoapohNJhO/6yzBgaSSXVWCUWvN0dER3W6XRqPBu+++C/zrkSJ0Uy2OY+I4XgneZPJptVqWku6AmePjY3Z2dnwqYVmWXlR4d3fXgzvb29ueWSBAzt7eHo8fP15hhgmzQlILZTIWMXJjDNPp1AONsETdd3d3fSl1sEGqBONRFPnJdWPXbwIiypiXNERYsm6kelzI+DLGsFgsGAwGnkUG+DLxZ2dnnJ2d+VTFTkCXv4km5eV7vd6KQKBUeVssFivv7p07d5hOpwyHQ9544w3quvZsubqu6fV6PHz4kNdeey1w+O07PBqNSNOUPM955513gOWcKqXuW62WB+6rqiJNU6qq8mLScp69vT1fIXI6na4whwSIDdvWbDavbLv0gaST9vv9FcH44+NjDyRuKpZtbGNfziKDT9UQp1Yb+0e2Ps4uzqnnOd1OG6U0pgZT2jUxiSKm4wlJZlk+4iaPRxd0ewNbDQYoi4I0FnYOHD87ptft0mg2ee89O9eEY9iSZmzpbdcqKzrKUsrUWr3yP7USwF8GCL5OW2E2uXZFSGAqQXC93FR3Yrcm6ANlBMCwqQxGu7Q7F7FG2OcZOVaINtrKDsd2PztKI9+lWaPF4bNDOp0OnVbmgRnrg21x+/YBxlSUZcFwaNkku7v7NJsZShl2drY4PbXH67rk7OyEvb0dHj9+ymw29SCQMRV5bn14u9FjgZ7JZEpVFY4JMcIYRbNpffnDw0MObt1iZ3uPqs6papeuOB0TJTGtOKWsCtK0t/LMJaBU4c67qleJPkr7PlVqyTjzrBJ3Du2Oi9D1DXqVLlvILsOCY5dCdeXGiqlRahnSKgO6jpfCvgGIYtCoKKY2hvPhiLbzl7I0pawMh0fHbO/sEDlgd9BpYwzMFwXbW32qqiKKhIEW0e32OTs7YXR6Ss/5YN3W0odWrI1hVaIJ0ok8kFrjoYI1IMyex95/AsS1HLMF1Sv5pdEeMHLl3ZwFZzIxs6KglSZ0u31GZ0Pc0GLQ6aOVFXg2pvIM5rt37zKbzbwfIz4pWB8syzIePHjA66+/vuKDKaUYDodkWbbigwl77GfxwWRTbjKZeKAH7BiXzTbZQG00Gle2HawPNl9UTOZzBv0OA/d2fQbEiSZqROQXExR9y7QjxFLd/x3dRwUfCqi3koYl7zCXTZkrPrjOgenP75hpJkh0U7DyboRpcmqVtRoFH/087RcSHJLBJEhqVVVcXFz4wQD2BZcSyPP5fCVIbLVazGYzm9u6s+NBgePjY/b29nwlKtmFloBjY9drWmum0ylvvvkmh4eHHmjJsoxut8v5+flKye+9vT2Ojo4AO6HNZjPPIAhpln/8x3/sK5JJasR4PKbZbF7K2xYUPTSZjGWytYuYHdLb29scHh5ijOGDDz7wAKKUVQ+rpm3s52PCGBK2WZqmHgCpqop+v++ZZOspVe122zNcwjLJw+FwRXMM4IMPPuDtt9++sayTLMvsrk2r5QEtsO+1sKem0+lKyds0TT04JimdsARE79y5Q6PRWPmNAKjj8Zg4jr3zISBds9lksVh4oBfwoKpUKhMQt9frsVgsaDQaHnASdlfopBwdHS3ZBG78rbcdrNMigN5wOPRj+eDgYIVZuLGNbexlTV9yXP0oMgplliWkB/0BVbOgNDXD0ZiqLmlGdl49Pj6m0+uhIphPF6QuHSNt92g1M+bTBZPpiJ3tPWo335wcnbK/v09dGoo8ZzS0c8P27o5PS6ixRbPMF+wQe0aEP3K52tNNruUSxhVhGsKyso81E9Ri0ziWRw2oVYjMf8OxL3zKhInsfD2b8vpb9+GTBxTud6lsOpyfU5a5r0BkfbAToGYymTCdTv2cLWCf1hE/+MEPVnywONbOB8vQWlFVoQ92i9lsstLmra2+88FmPtV76YMNOHz6lNpUfPzxQ+59wwa9jXbHrkPYtfF4voCV/kNQDVYPLns9fKfM+lfWTLnv107Tyf/oJiNFX8hyEkDlqnFxmX1lUwFLlIYIRZKmHryrKsNg0MMYyIvFagXaqqbTbTFfFPT7fRreB6sYDsfOB1uG0h++/zH3337LXm+tVZUOdGhMHbC8gvlriREtzeAqmMl9u8OqdvOLZVf55/+c59lME0aTMe2sSXcrYOxUFePJlE6nxXRa+BhTWD79vgXHBPABvK929+7dL/TBJNvlZ/HBZAOx3++zWNi0tXUfbDwes7+/j1JqxQcTeYX1tgO2etn5mJ1eh7PzIU8dSJf2ra9W1sUlatey76WXhUkYvn965Ql97SDsysWrtb+vvMEv+u8rsV9IcChM8ZESy7dv32Y2m3Hv3j3AUvRCAS6xOI49mCQ71jIAdnZ2OD8/98GWDMBms7lSHn1j12MCzn3yyScr2ippmvL06VPu3LnDcDj0QMvZ2ZkXE+50Oiv6MFprPv/8c5Ik8ZMbLEtqi+B0Xdce9EvTlNPTU4qi8PRPsVDfZDgcesdEAEeAe/furaTfbG1tcXJywtbW1oqQ9sau10QoWtheMn4Brz/T6/V8+pj8ptlseo2pjz76yLNi6rr2qaeh9tT9+/evvZT9dZqA4SLcLtZsNv2OkQCigH/3pU/6/b4fC5JemWUZ5+fnHjRSSl0C2qU/QpBVGJihQ3NyckKz2SSOY/+MlFJMJhOKoqDVannQB+w8/OzZM9rtNt1u1ztNSqkr2w52F2xra4tPP/2U7e3tlXdhNBr51NWNbWxjL2mB7kOovlIt1UD98dJAXpRolXLr4DXmsxn33nwLgDhtkZcVpqhIG00vbqqjhLouubgYseO0LlpOV2N7d9f5YB36/S2vQdNoZYwmYyq0291XhAKsEmbUIYBSY4EQiSrUVSDRzbCQmRJRL/WeglQ++8XaazjpINFJXfVVL5LsdDK0PEfH+NSaPC9hb49P/sUfsV8UFE4HJkkSjp48486tW1yMLvx8u/TBpnQ6PdrtLlW11Mf7/PPPieOEvb0D35jZbEGj0XJ6JTFVFWoENpwPVqF1RZqGmzkWrDBGMRyO/brT7/fR2jIFbu/venbbcDim3RvwzIAiJooSqlAwFlZIJdZW13Z1CTiqlwBdIFCtHNBmTxf70BaFZ7HdOPM5lrUDtZa2BCFFI8x+2ShN7cZ7mHI1Ho9pNjLqqqIsc7qdlp8V8sWcsszp9QbMpxMa7plOJiOazTZaR5hI8eGHH7I9sJqHdVnTzMQHS5gVtkfffPstCiCVvg46tlIWUqhssz2wJ4CRCoBAszL23b0FxyttNbmkF0pq6kgYe8vjRi31jDQ1dWVsam0Mk9nY90Gz2STNoKoXjk1nf1VVBaPRBWmaYowF0cZjC7JYH2zifLDTF/hgrj1mqbErm6GhD3Z8fESr1SKOYzqdlj/feDwkz+e0Wg3ngwl5osnh4VMnjdFe8cGuajvAZDRk0B3w+aMHbG33yF2sdIZNNy7LPJBzWQdRq+CJsPzO8wbQ2jwumwY6BAFNOH9+RQtSSwFUoJX1RbsoZu14BJdFt3/Ok8TNjFo2trGNbWxjG9vYxja2sY1tbGMb29jGNvZK7BeSOSQ7CEopOp0OeZ5zeHjInTt3PNIpIsYXFxdesBTwOZ5SIUuq6chngs6GzA9JZdrY9Zo8P9EEkmc3n8+5c+cOxpgVSqoxxgtKTyYTnzIGdqfr1q1bXng4rHAm17q4uODtt9/2TAKlFO1225/j8PAQwJfTTlMrbCgVncDqXDWbTU5PT9ne3vZpLP1+n7qu2dnZWamStbHrt3a7TZ7nPu1vsVhwenrqPxOmWVjFS7SIhEEWitQLa0xKr4cCgTeZ/SX3si7aLhTgsiyZz+d+DE0mE/I8Z29vj6IoGI/HK9XKhDkUMqXk3DJmwupfFxcXXsQ7yzLm87lnXbVaLXZ2di6VpBZduLIsiaJoRdgQpJSq9npfYFMErmo72Gpls9nMX0t2zYwxHBwc+BS7TZrnxjb2EmaWKUnrGTigXTpXkLqlrDbbIs95+vQpr925a6tJAY1mCgrOz23l0bpenm3VB4sDH4w1H8yO22fHtoi99hXIzMrG65UbxAbCEuNflzDoy1rYpqsFdkOBVnXpN8oQlLvXvgi0Uuv9E1SJ0hF0O5yOzjlot0m11dZcLHLu3L6FqS2jQyz0wWR+XvfBiqIgTVOfdtLtdv0aID5YqOEpzAaAJ0+e+GMillsUxYoPdnZ2RqvR5OL0mP72NlMnXtxutylKw168rFp86Y6fs2t/uQLRUofn0m+Udlo2eiU55iabCGhLSo/XVlr9QlAbyh1eeX/sp51Oh7IsyfOcZjNjsSg4OTlzn/W8rusX+2Cpe4+WzP8kTcEY0lab4Sj0wYKKo0YFbVnt+xVuUJgTuJZWdnlec/dr1Ipu2ZIfuRREVmaZzKlMTVmVJHFMXVa0mst2lnVBEkWUZUVeFsTJMnUsz3NXBdmmZolsSaPRYDqdk2VNlIowRthGNa1WhzRtuO8tK3Ct+mAN5vOFz3hpt9vs7u5/oQ9mMyZiDg9DH0yxu7vv9TwlvkmS5Mq2A+xs71AUC/pbW2CWqZwGRVkYGmmbaj60fR52vBeGXylS7x+S1b5a5YdGauUr/umINljEeqU6vaRVhimV68ee91lwnaUEdkUg/uaZePpSOpnMIctn9qrsFxIckmBnNpv5hem1115bETGVxWkwGHB8fMzBwQGwTEkbjUa0Wi3yPPclk0VPQ0qWysAIyzdv7PosTVM+++wzH8TJ5CVltfv9/gqw1+l0ODw8pNFo0Gw2vaA02Ocp1GdjjAeFPv/8c771rW95AeuLiwt/PgEOT09PmU6n3Lp1y7ctrFp3fn7uz50kCbPZjK2tLR98w/IdsfTLyosFb+z6TZ5lUdhc7izLfLUuYwyHh4dEUcTu7u4KSChlPs/Pz/n2t7/tKzTIsz46OvK6NsDKO3kTLU1TrzkUClJ3u10Pbqdp6ucxpRS//uu/zqeffuodbgFE8zz3QEuz2fSVLe7evevBUKleIUGBOP0yDsPS8eOxTQOQUrzSx2dnZ74iBsD+/r5PJz09tXojAmhJithsNruy7WAB3e3tbS+kLSZi3HEcbyoHbmxjL2uBJs3lJKwaowy1NkgYlM9nkCgqXfP663cxNSzmNrDL0oSL0ZCtrT5HR0fcumUDEAsS1YxGE5rNjDyfk+d2HY1jzXw+dSXScVo00GpkKGpinABtDdqVmtamvhT8AVbMOUgJqAItkq9dv+IKuwq8CtMT7D/1SgArCS+SQqNYBvNSVjsKPo81LjEPFBWJMfDRTznoDqhN4cOXLEsYXpzR6/dJVfpSPpj427AscACXfTDRkgTrgzUaDU5OTphOp16nCJ7vg80XU/qDHtQ5i8L6/I12iwzFr+7e4lc++hOUqleSp0rcq21qn+Joe1JT+XSqZQgXrz8UH/QGGJOB6FK64s1K6FgFT7QPoFeEcQPJofXRXysCEEZSyhVFUZHndiPK+mC7/rNnz46JIpteOBrZMdzttqlrmExmzOdj64MdPnWNNKBqjo6e0Uojdvp2zS6M4Ds1y7LkruVG+3Fggvb6JDAlSjY1sbn6mSjjQmgT+V+q2pavj2otJ1wz1wcK0qTBbDym2WoxvLjwgtTdbpvpZEq70yNJNLOpnd8iFfMbv/ZdPvnkE8q8Ymd7h8Mn1g8tFiXbW9vMpnOarQafP3oMwN3X7hA3Ys5OXJGbWjEdW5+u1+l7TaR8UdBIGzQcmDsZT4lUjNbKpvI5cP789ILBoE+U2X482D+gKm3/nZ6esLe3y3y6oNHIaDUt0D+bzq9sO8DTw2f0tnf49NED3nzjFpUbHSNAkaJIiUzq+wyCzDCjQWmf3reiC6brL9R7kvEqFo7A2J/IXYIlQK7U1cde9BkEr4HCvS/LoyFApXAC6eEnqvLpnOoVzQ+/kOCQoNFxHPsdfynNJ8E62IBdWByyM1GWJePx2ItZJ0myoqEh6HYYgMzn8w1A9HOwKIq8DlAoHmyMod/ve4Fn2VWUKnJVVTGfz/0uFuBBJGExyDvS7XZ58uSJP1ee5/5diOOY4+Nj7t+/z5MnT3wQLcFqXdcYY3jzzTc9yFCWpa+mJOXu5bsiCCdVBzb287GyLNnb26PT6aC15vj42I/V4XDIu+++y2g0WhEzF9BD2EBHR0feQR2Px/T7fe7du8fR0dEKMzEUwrxpZksEdzDGrJSyL8vSMypFd0js4cOHaK39zv1bb1l9EGHjtdvtlcoWwtIRkXYpPy/X11r7natQ+0j6LMsyjDErTB8Zp8YY5vO5d/rlWYagECyB1/W2A7z11lucnp6uAFGA1zMKNcs2trGNvYQ5J1mvHdJmuRPqiocTRymJ98EWNLKEfD51v69pNpdlj5c+WL7ig6VpfKUPZlm7dm6wPtgXrKmquvp4YD4WefleeOW2DBrqtb/Fgspkzz3P1UoeyyNOs1PBLIqg0eIZMFWJB/0qIO1v8QjINFw4n6iXprC9xeMkIwGMUjTF18kyngJ0ekTbW5C759Jr8/H5kEdAGscUScyZm9Nj4EfjKYP33ubzzx7wqXtCZVFDq8lTwGjNnW/+EoztBsjj8YQybfA0SomAamBb/RTIDdDpUAC18UpA/p4qQKsa9QU9eBk0vBzIXQrujL7RelYvMhsEr4mYqwBSCseXA1mqqmZ//5bfeDk6OvE+yGg05L33vsVwOKSqSr8mTyYz2u0mSWILzhwdHVE5wGI8HtLvd3nj3uucHB0TaWEvWr1BtFn2uxFAdHUcLEFPB/E5ZopiTc36CvbJy3ZUeL0aqIqSZqcDBna3dildE6uyoN3pUeQ5ZQFNxyrK84qHjx6iI+U21Brcv38fsL7WdDKj1WpydnrO3dfuAFAWFePx1PlgOB+s6c6Xo3VMHGuiKAEFs6mdna0PpsiyBnVdMRnbeXmw1cfUEEUJdVUwnxdePyiKEo6ODmm17fnlXM1m48q2A9x/6x1Oz89sj2jtJZrbQAGU5RWbrCE7R8EqK7K+auoKnsNlTaKl9tpVYvzXbaubDvK3XDWC5XzgQM+lltdVBRN+PnZjwKH1qjBlWa5Q/K9TFFQoqUI7FQAgjmO+8Y1v+OvLjrUEeWKSghFFEdPp1Acaxhgf/KRpyocffgjY4ER2Tl6VGWNe2KfAjRRbDcWlF4sF7XbbB56yyyRCupLaV9e1Tw0SRoJUj5JgsSgK5vO5F6KuqsoHqiKoK89JwCEBaiaTib+mOKlVVTEYDPjkk088UAXLvhXau4BBcm9g353FYrFCj5b3JGRKSBtEPHg0GvkFdbFY+PYURUGSJJyf2/Kv29vbLBaLFQDtVZuIMctYkj6VPrlu4EQAtxAUEAbZ8fEx7733HmAXRKk+VxQFs9nMt63X6/l0qZOTE5/ed3FxsTKOi6Lwz7vT6TCfz/nss898yXvA//46+369T6Ut630aApS3b9/m/PycJEl8db7j42MWi4Vva/gewvIdDuc9GU8CpIZMS1i+v5IiCfY9Dxl54SIfzj0yhmUuFWZXu91GKeXbJ8+y2WxycnKyUi0yFFMcDocr6W1XtR2WlSu11uT5UvhwNpsxn89ptVq+aMHGXt7CeTmcL28yk+4X3cI1R1gaMs+8/IaFK4kuO6fB5rlWBmUqtLFloAGytEHWSNnqDHj06BFp0uOdd2ywU1Y1WkXUbt6QcR5FEZ1Oj7qGOLYMb0nftcCxrYrTarX48Y//BIBm01XNcX8WpsbEjtKvja+epoK52hjtN6HrFRFim6KgXhAZyubQ8/oUuJaNIGVAufkuXxQkjYSSmqgyGEdHiJTlwazuaksQLeWV7Z9Ixz5lZzovaLcbzKcTqk7bj+E81jxLM2i1+RBoALK12sYGF9J/KrZPvAJod/gstkFgCfxFF9yiY6gKfmdkQRyBZirgE2AGNAF2dvmJ+6wEokbKb3/2wB2zbSuTCHZ2uf3W21As+N2nj33Q+ScAOzv82J1TViEDxApodhiplFgtQccFeEBzeHHBoG8ZTotFAWjSNKFYWJ/g/Nz6oVu7OyyqCqqaRpaAE95GQ1mVRFHs36EiAIz0S7xbL2vX6YMpahuo1mCUptBL1kNibGBdlQV1kiyZVUqeMhxPJ/zSa/cA54NNxnTbHWbzGbPpjGJhe7jX6TIZjdnqDzg9PmVn14JGw4vRcjCaVR+s3W0xmY159OAzWu02prb3eXJ8zMH+PqauqXSMiepl4F3VPsXV1KD9G1dDnYDRxCpeS4sDU1SoLCLHzh2AFZpWxs4vdQ2xIhffqS64u3+L6fmQRhyzt7/n2zZd2Pp+2kASN/18WaHRxqYbVSZf6jCrmtpUNBot8nyO1jFzB6YbZYX3a6C/1UOycHWs6A26GEkF1MaDm0kUY4GHGhVpalOTNVP3jOZUpqLVaaJ0RJJIUZ0BJydHNJttTs6sD1Y5IFWhKaoclPW9o8jN9Dq9su1ggXsDRFFMXswxifUBh4CKFSU5JiotaF05FjspOoooHeCmveyL9TGU1uRlgY5japfWmarEvjt1hdLKs7RgKUCu13IGjaotW0lSbo0cXz32ws8IPvP/0b4NIUvT1BWmsu+vijUGRVXXRCp1Y2+Ztv08E38r9MHCuOFFdqPAIVksZcJaZ+Vcl0kAMRqN6HQ6PHz40KPW3/ve9wCbZiZgQpZlHB8fA1bTIk1TH5h0Op2Vzj47OyNNU+bzuafIhgyEV2UCMDyvT+F6+/W6bDwe+8BRAs6Li4uVSkJg00j6/b7XDpJA/vj42OXfTjHG+MUvrL5kF/FzDyQIE6GqKiaTiWeQ7e/v8+DBA+7fv8/Z2Rlaa//+PHz4kHv37vmS38JQkApYw+HQB7nyjkhArpTyejfStiiK+MY3vuGdSrmO6LgI0CXPVBgXVVX5tBwBLiUQlnfg6wjKiqLwla8AD+yJk58kybW+f0VReFYY2H6TqoG7u7v88R//MWDfKVuxRPv2CLssjq1+xenpKbu7u/5cAnhI2qho0YAFAZ89e+Yp7fJ8dnZ2ODk5WWHlXMc9hn0Ktl/DPg3btr29zQ9+8APu3LnjK66F3xN9oZOTk5XryHFhVspvAN5//31ef/11jo6OLgGiX9XkPOPx+FLbAc/eEqvr2qe2NZtN2u02T58+5eDgYCVH/qq2wxIUflGf3sR58iabvDdVVa2sQZt+vLkW+gvCzkvT9Mv7YIHegvwixjrwWkMeaWS2+dgUZMDTkzPMzhZHwN/9wf8HwOu7t1kAnwFs7/InMxsE7XS6qDhmlJd00xg9GHDszqeB9xdz4ihhNp+iXVrD564NJ+5P1e6yqF1AoxQpUJUlsQ4CZUG5sE57rWT/FpRRL9y6lTX7eX0K1zN3KrCl37Bl5IuqRGvQOlm2027M+++bUPNCKQy1DY7QTEZjD1q12w2qvORiNCLqtElzt/FQlIxbDb79T/4x//PjQ7JF4UENHUdUxmCUQSvlwYKqqvhzv/8H/NWHj/xm6m/+49+zbXJ9/d999sBr4YGdf0MQ/9/9Z3/If//oc993stEm7FOw/txv/sE/9Rtnf/XhI/+ZUoo//8/+kP/204ckSbKyYRrrmF/73X/Ew0aLuJiRuOsOsIAXdWGBIdfXcZwSaUVdQTGbk/a79BxQuSgrdBwRxRFVZYhkHJU5cRJTljmRSl3VK9dvyjFargkduk4fTKFsOoyy/qRPjXPtV0BZVxQszzmta0bNJp8AzVab/8Olm7ebKV0csAR8gE0jAtvP/7zKOZ0veNrI+Ngdbw26lMColdECqljzh67aVgN4WuUcRylnYIFGgP27/IQ527rBp8B5Va9oXGlcBpJSQV5Q5BAjeV9WA/GyLFFZZNOAzHJsF5HmCDh2wOczB1DtNTr8w48+4O7OPlVRkCRLP+MUC342I/jhdOwrOh4BhXIbaGnKRPo6s37M7336U966dZvH52ecxGEYr9f+vurY8z+Te71QMEgi/p/3f8Ld/QMWtetrHfmKegss4+5fntoZvd1us9AR/+rinNv9gWfDTL6g7QAnsWaOnWPjpIEIHAyBPIkgjqimBSUQRw7kqAqqGpvuVhl0FGrDVVSmRMcJOJANLC6kawU6QmP88WVKmjB6lhO7UgavORVO+evHXvBZ8JG7pv07WjuuMShdo2QdMobaQGUiYuW4bz6We/64FR8/3Az9Mj7YzUpu3djGNraxjW1sYxvb2MY2trGNbWxjG9vYK7UbwRySVKwwlUHYFbL7cp20ftmF7vV6lGXJYDDwQsOilSFslDRNefLkidckOTs7Y2try4urhgKr0+nUp200m03POgjTJV6VdTqdF/YpcCPTJcIKT3Vdk+e5rz4mDIf9/X1f7Uv0ouQ5DIdDGo0Gg8HA02phmfZ3enrqK5qEnxlj+Pzzz3njjTc8A6csS9544w0WiwX9fsimFdcAACAASURBVJ/RaOT7bH9/3++Mn5+f+9/EccyjR48upcpI24QZ9PjxY+7cuePvUynltYnCXTCwVc4knSxkFMlvJXVMdoZET0kpxWKx+FrSB7Ms84LtaZr6/hkMBsRxvJKSeR0WxzadQJ6PiF2KTlTY11prRqMR7Xab6XTq3wN5Xnfu3PHVNAAvMt/tdv1uZLgTefv2ba/RI9ZoNNjZ2bnWtLL1PgWb5hr2qVRqAfv+vv76615kXVg23W6XJElI05TpdLrCypNz5HlOURS+D/r9PtPplHv37lHXNbdu3fJz3HW9X6Fe03rbwQpId7tdms2mZ0KFlf3qumZ7e3tlnOZ5fmXbAc8MfVGfvur5+0+7SdpuOP+us1Y3dnPsRT5YSE1/vhkMClODiZb1egpwaQmaYRTx/eC4AsY7W3yGZRK0di0D89T9Pwb+1skRh+43HwA9oEpjYuzO+9R9NgUOXAoTzRY/DVrWwu5GPwKO45jKlYYp87m9Thzb1B/ZUdYVxleJqVHUy73aLxCoDe1FPljIAP6qZtAod9tVZYVr68JVxBH5Cif1apSyTI96uYNdOsXp2GgUhnanZfUu7BmpVMHB7VtcALtOfHbbaIbaMOo0eZqmxEQkrqpSURRUpiZJlinOcq/CKAz9ULGqqvyOd7gmh36rrZK0mjIsu+OhPyfnCtlbsGTVR5G9jqTdJbGmLHPqNGESK3YXFQduOe8Dk9EF+50mJi/JXcpd1kq8DkgUKTAVw4mtwtTob9nd99pqy6jYrW0RVPWcOI6oTI5SCYnjDuR5jY6XleK+qsnaJgVOfhYfzJOYHGsIFCZgXmhYsjOcnpVPeW+0+TRp8t8Mx2SzOX2n+5VPh15vcD6fe+Y+4NPioyiiHF348SGsfTl3+Lzt+4St0lXHGMcoMuTECah6yDhqcD7YoblwqXVF4epGGYwpKZUIRWurzbOeT4YdTmkWM8cNq2jpr4yjlCfAGOgCpw0bxzwAsp0Dy55JUs9ybLFMr82BZrzUnZliGVQ1qymNPSwLp3vrNt8DGoMtnCT3F1Qo/PImI+ssa9AF4v0Dm4rp2CyHQAebjlm5v6PuUpexAsr+gA9gWXjgC9oOlnkkKahjbKon2D4YKcWiqonTDAMUbpzEUYRCYXKbDlcVTrYjNuSmcgxQQ1kWpJHIyFjCnykNiVZIFUGljU0dNAaj9Grql5tAQ4kjgn+v/33VZ8t3yJ5HGXnPlkpDkQFlrFaSqSsKN18laYapFWkUUZQQReH5nj9HhJImP4sPdiPAofl8zg9+8AO/iEh1GQnYy7K8pInxVUyAngcPHnBxccHdu3d9UCkAgwSUz54948033/RB0GQyYXd3l8ViwcnJCYPBwE+ujUaDP/iDP/AlzCUYnUwm19r+l7FPPvlkRbvnqj6Fy1ojN8HKsvSVoPr9Pvv7+3z22WcYY/gzf+bPAPD3/t7f44033uDv//2/z49+9CM+/PBDrykji8zp6emllKrf//3f54MPPvBaRpJq1Gq1OD09pdFo8PDhQ98/FxcX7OzscHZ2xt/8m3+T73//+yuaNoeHh9y5c4coivj4Y0uAnc1m7O/v8/777/vFTH6zu7vL2dmZ1z764IMPAJsKd+fOHTqdDp9//rktzemeTZZlLBYLms3mimjukydPvB7X6ekp3/rWt/xnx8fHPo0wy7IVB+1VWZqmLBYLL8guAMQPf/hDkiRxOcnXB05eXFxw69YtT0E/Ozuj17NlUc/Pzz3wlqa2DKqAOY1Gw5fiHI/HHB4eekBCUkNHoxHD4ZCtrS2yLOPp06celDg5OaHZbNJqtUiSxJfTreuaVqt1reLi630Klsob9qm8K2DnMVkg9vb2/PshemjiQEsaGtigRnR2RNwV7Dzd6XQYDoccHh6ys7Pj++e63i+Zf+X5hG0H64R9+OGHzOdzX0lMtMaGwyH7+/vs7u7y6NEjr3Uk6YDrbQfrJItI9fP69CaC6DfZZJ3RWnvAbb3gw8Zujl2nDxZFEfNFQZQmnDkh1Q+7HSKtoF0xbzb4P0/s+v4PZjNUaYPEqq6JYkVRL3XMEr3UCAvTw6Mo8sdkDoOlPh8sU44ATFUT65qR0Qy7W5xr0C4Y7EUZ33v/JwwPnxFHSzTFl+p2gsEmFA02L3adX7UPVruopkShkoxZmnCiI/JsmfpbYzU0ahQ60LwoI9tnceUKLRel30joDbrs3Trgpx9/ynFvwOvOB/tXkxmLKGYWR6hYo1C+ahHNzKbj1BVRmnq9H4saGsgyYqz2Di5VJMIJPgN1XfnUCoNxiJf9vwrWU+W+i05ssOhSX9CRDdBqGyiWQfgW4WoAlTU6SxDcKNJQxQa0RqmaUmuGLXut/+vzR2Tnx2zFMbGKiWJ7/MHnP8QYQyOOOL845Vvf+qa7Fpw8emI3m+KIdqNJ6XREWnVJZzahlc/JlLJVreplAQa7GXM9G0rX6YNJ9a3aj4NlKpI2NbWC0WzE2TvvcMsFoKdRg3nW4rjRIup1+NiLPnfsc60r6LZtDTSXhqV0bMEnNLWv34T9rnsnlAOopA0+MA+eJeDOU5LkNU0Vky5y7jhwaGcy4U9++hHV8IJPJiNKByLUSqNN6QL71XGuqWkmTR5R8/1GTKPnimHUJZM0468fHbGTVxRFSZzZda8yFYaCyNQkKEqn+4TStoZanGBqJwOi5CNDhKIuC3/PsExVDQP8sFr2ddg6SBfHMXmer6Tjhdo14Vwm/mKSJBRFsQL+XtV2gGKRE6sYIqh0yVR0w5odJs0WKmsynuf87QcP+emFTUXbmY1JJlOaWc8Cxu7BV6qCyMZ85aImjTMP5Jd1hYojEh1BnhNJSqByWk5ojNJUatk+baxGlTK2ItoS2Fk99rzPwrF8KVtUCThUo42hwqB0hHKph/O8QBGhdewB9eWWy/PniKt8sCzLXtoHuxHgUJZlfPOb31zRAEmSxC+k1w0OSee8/fbbRFFEFEW+LHmooSEMAfm/tDUcKCIULOf97ne/C7BSeUdKdr5Ki+P4hX0KNxMcWp886rrm3r17JEniF7fXX38dsAFhv9/n13/91/09TSYTH+A2Go2VnH+pMLa7u7uiEyS7F3FsRQjluSdJssIoAFY+kzbUde0ZT+GOjJRQlTY8e/aM73znOyilOD099YwIeV/SNOVXfuVXqOv6UrWlqqoYjUYe3BQR6lD8V94zcZIld//rCG5HoxGtVos4jlcAsvPzc98H160lNpvNfJ8WRUFRFKRpSlEUftcM7POWynWhcGie5/zGb/wGYIEKecZSmTBJEkajEd/5zndWdiNDgfFf/dVf9cevWwh8vU/BBh1hn8o9yz2kaUocxyti5uPxmE6n43XXQgBVqoN1u90VzRhYMipDDS24vnkkdDLW2w6W8SRtl/sLn+v5+Tntdpt33313ZYfxqrZL+0V4+nl9utHK+XIm700o4K+13lTtvKF2nT6YMkuW7oVj53wD+KMfv0+DhBM0H3ft+G32uuSLiixrsljMiCK9EnRoZQGH9aIKArrIZomMT2EcyFoox3VkqE2O0RG5SYiIaLp1vDkr+bfe+ybvvvseNVUgVGo1eKSqkTL1clfZxGs7zJft1fpgtQ8aFjrlBPgY+GsPPuWRE5iNogiMRqkIjKJm6dMYXYIvIg2Uhuiu9bEKk6OUIfnuLzPTGUcTO+fPW01KCWaxmk3ajfXaVQ1SUn3IgUZRrJ12k5Pt0bG/ZlXWRLGmqgwqioINd0UcxZQ44MgrhIOKXJlt91XtAmkNlJXxorWoZY2wqjKgauI4ojQG5d7RGtCRZXRFKmHUbPJ95zb9MJ8St26jSmjGTeZOd0n98p7VDqohTjT/IAjwy1aHOInQ2voiaWT7e3845q/80nd4B8umaJgc7Z7FYj4nya6P5S3saFn3vpoPtqwIpUz4f1CUGFWzKHKeRCmvx/Ye/tpPP+OjTsVhu8F5HACvyrIII51gMFYQWcBAU6OVpq4K4ijx70ehjAX8yhIdp1SheLC2wJByhcUqGfeqJlkU7BeG3mxMt8y5O7KZI//lL73HbaBbGVoY6hAUsHLTGCIqjQc3NZrpxYRv9Lu8Czz48H0AErPgLIn5tNPmUQE6bnjinTIlWtdUqqSuS++bFUWBNrZK2KIoV557ni9InR6WYdU3E9bhehbIdVnIuBaQJwSeZN4VJlcYr4XFm9Z1Tq9qOwC1scLfpqKKKnIH8CqdUOqYWQmTVpffW8z4je/8CgDvAK9TW61zpSkF6NEKrRWqBlUbtFaUpT1flERUtWUUqjjy4FBUg1Mkp1YCfsrGQOz+VhhlrNYc+H+v//1Fn630g3ueCmPZQgRi6HFCUdXUlTB9NFVhiBOFUiVlVaKVPIvnM4BCfSF5plEUvbQPdiPAIRFGlUEji7vYVWjjVzHZyRfHYjKZ0Ov1VsqUTyYTL+YmaUqwusCLKLUgtxcXF+zv7/uS5HI8TPN4VTafz1/Yp3AZiLkJJgsa2PtI09QzFKQaV1VV9Pt9T5M7Pz/3k9LOzg4XFxe+BLXco5x3d3fXA0dikqaSpqlPOwT7bgoTbDqd0uv1uLiwkmn9ft8Hrnfv3vULrzBGbCndrRWg8M6dO77y1fb2NsOhpSB3Op2VdLqzszMvZCzpUY1Gw++Ygp285/M5k8mE27dvr7RbHAJYTuav2rIs845v6KgL5VtYT9dlIagHrCzC6yLGWmtfySzceQ7TwmRhlH+LyK6kr4WAhQCP5+fnnuUym808uHFdtt6n8nfYp0K9Bzv3zGYz32b5TafToaoqut2unyvEhJEjYJssJlEUMZlMaLVal+a+62JHSfsEzAvbLp93Oh1f3jrPcz/udnZ26PV6HhQVNlSz2byy7YAXcn9Rn97Eqo432cKCCDJfCc15YzfPrtMHM6ayAq9G+bSJNvCXf+k9/t+LIUXcJHcO8nlREnc6lDXoTsdWlnHBgY5iKyLaUGF2FKaq0FEEuLRqs6yCqLGBoVaKuqq8ArNWUBNBVRJFKa3S0FrYM/5Hr90hwbIRrOMtDrsrZe0BoaD0tUs9eZ69ch/M9VsFXAD/+/sf8eM7WzxzQFynUuhF4Z8NJsX4m6hAlSyj7SWIrkhQxm0SODFagMZ0QdNYYoN2T8jkbv2NaqrKpX+ZmDS1z2o+mfigUvpD1p44jsnHufdxpN9k3gjT8XzK2WLJKlsPkqMoolpUlwCQKIqIlKYoLft07tbKNI7RtQ12F4WtXDk1dn1bNDOK3BBlKREJZeQq5zViisKeTyoDlaXz+9styjKnNDVls8k8tv7mqUr5Gz/8iL/yy287kWvjIlRcpajr89XW/Y/1zcMvs7ZJDy5LwgcfKjt+GlmD9nTOWw4c+k/vv8nvAX9jYguxLIWDBUS07C6lY5SIvStbPUtHCRW1ZwNhatIooYhdKp9Lj3SXxxjLCisrY1P8sF2bJAmqLPjLezvcB+7brFVuA3tgGY2otbQsDQJGEWoKa7Kkgcamjv3H79hshePDB3yYF1StbS6yiItYe5ZIv0igKlHURGnKvJDKXoqYCGpDlNhNXPlNEluwRCmFCkErbYXMkyQjz+fEcUqeW7KDrQwmwEZY9Hz92PM/kyqFduNZgIUlA0brmChSVmQ9ijAmnJ21I/hdvs5VbQfIyxyjKuq6JIoUjdg9iaIiqVyVxTjiYX+L33rwGQD/6xtvugdfg1JEkt6H3Zyw04OCuiZKXOqhgjxSTKKYU2Dmnnga2acvWOO6hxJCoFz69/rfz/+sZsmOtIlx8tZF/tp1pFGiRw3oVNEC2sQMIk3iWvSi7f6v6oPdCHBIShXLJBYyPX4eFi7Gs9nMBzbCHgF8+XRZIOU7xhiePXvGYDDwDA75zsHBgQ9Epcy53MerDs4loHpVfXqdFjIZOp0Oi8UCrTWHh4c+8JYAWL4bpo/NZjP6/T7D4ZAsyzxIdHx87Nlgs9mMXq/nQRutNe1229Nv5XkJYKS1ptfreRo72L48PT3l4ODAs5HAshGqqvLXkZL2YAentGc0GnHflXF98OCBvy9jDDs7Oz7ADwGLfr/vAbJer0dRFNy/f58/+qM/4vbt2yvOp6RVfV2BrYBvUklkWf2k7dlV19m28XjstXIAT2/Nsowoinz6kYAf8i6EmkxJkjCdTpnP52xvb69oGMxmM7TWNBoNxuPxCqPLGFsdToBHYIU1cV223qdg56b1Pg3BsMViQV3XKzsGApTIvwUsAZsm12g00FrTarVWGJBiMreFgOZ1WJgb/by2i96XtEO+K+XopZQ1sMIQDNsu7Q9ZUM/r0429vPlg/QZuPmzssl2XD2aA2rE0JLASq4HKlK6MsksPSWyg5/x4lNYo5+ib4HcAlipg9SbKIGKLlPI7+5WNGl1p5Mgft2pBCVGU+XLusWj3+U7AtWwt+A19/PVjzzFJ6341PpgGZe9kBpwDZ2mKSVukM7sevX4+Za+qqNXCBqEmtToytlWgDEa5SmTERC5SVfmcNIoodUReW4AEHGteR+R5bkGGpEFVSgU4G6ALkyt3TBtJVZbfCDNbPgP8uix+j1RlLcvSr7Nh9TJhR8umACw3cQXgj+PY+2A2aKqIlMGoiEItswAS91xNlFBTE2mp8lPQjFvMpkPSOPMphvVFgdEGhWVwN3VMVdpg3ShXSpqIi2aXDzv2+VRpi0m/xxFwC9ABS6qoDYl+qdfrpSxMLxddMbDr3pdf21bTyUJgRhCU4XjCdqfPpBKAN+K3j885HXQpIuVZE8aFxXbMx5fObowbakrjpJoo0SwqA5H9bVWVPn/MGAsYl6VlnVXC2lERE2PIs5i/c3zEX9/d4767Tg9QtU0n0mGHG3td4QtFIVhnIG4kGKCP4b67n//h4A1++7OH7G1n/NbxMR91MwRGfW2YszWviHRBQUEdLUHhOLfv4wLHbBYdnNoiXTYeWIKbUZRgTEXtKg8qJUmSBCDNVwOHPGtGGfK8pNFIqWu8jlNd46rpaf93+PTqugzatXw+V7fdpmGVpkbHinpUIhC8LgxFnHHSaHKWplxEMcNWx70LUNWFmzOWi0FdQuLzRitQFZVj2oxRzIBPgP/64Qc8dgQEXTXwYKUqQVWsvo1fzYfRZvX/NRHaQFzXPs+sUpaVaiqFjjKUS3Gs6gLFmLuzKf/Va2/zNhrxXl8GHIJlOt+XtRsBDgErjZcAWXLGr5s6F+5Op2nqF5Z+v+8DyMFgQLPZpKoqzyoCu7Dv7u76xSqkbkl+piB2soCFooSvysJUGbi6T+X4TTTZ9Q9TeW7dusXjx48BGyQnScJ8PvdMLglipUS8gDDy7LrdLsPhkE6nQ6/XW0mzATybKBThbbfbXo9I8mnFyTDGsLe350VwZTA2m03PuJjP50jZesALnwsz4vjYytNJXqik84Ri2eIsCTtFAALRVRkOh7z22msUReH7QJhIURT51KFXbdIHIfgKNghXStFut6/1/RPqtFxP6LDz+RxjjGdiCZAowpbdbneFIVSWJdvb25Rl6Z91o9HwzqyMIWm7OFllWdJoNFacrfF4vCL2/FVtvU/B9mvYp3Vde1ZTu9324vmwTAOT74Etdx8CkNvb2yv5ygLUyPkFWArZedf1HCVAEJZf2HZpv/TnbDbzDCgxGc9hupnMD+ttBzxA/KI+vanz5E21UKx9/djGbqaFoIXsOH5ZH8xquBoq7F5o7Zz2GfB3P/gAc3ufqCroCNW/qNE6RenYpn2ZitQFDUXtxGf1cgcUlunTMj+FnwlQID5YmKKmlKLEUMYJUWmoE3udv/PZA/6dN9+A2gqTSnpACARdSiF7ib4Id2y/qE/l+HWYcqlWJrKloWdxzKwo2XaAyX9+e5+7uN11VkMeT85w/zZYIVyA/+Cte/yTjz/lAvhL3/5l/vaPfghYUK0BzIF//523+Z0PP0KU67rYZy6Q/G86GYDfffiQC6zAM1gB2tAzKVhqD0mbMuA3332Xf/DBB2TAn3/9df7hw4f+N//em2/yjz77DB1ch1YLplNoNGCxsGigA0p+5yc/8ec3wF+8dw+A3/70U1J3PwnwF79xL5DViWBRgopBRdCwa/zf+skP6QN/4e37/M5HP6UESRChHdzPD4H/aWR9jLlWjExJLvdZVVQu0ouc3s416VF7fyGUvpC/X35tk1Qw919jVlOdlLEF0A1ESYYC+q7fekCprX5XP69ouut3q5rYMcvk+uFYFZPCFLAEAuX/UWyBCMACfVWNVjGGhLlLURtnEZNIM0liSqUYANvu9KYu0JECo3FawO6igLsf49SNvAC9gfk0p9FOaamKlvtRf1bx7sk5vTdfpz+b0egmpK5t/8nBFvfwP/eCyyk4xqJ9TwwEPBJrwjKRsRi7z6bYsTV0fXydJuNuih2bIS8I11bxlCZYYe0q+K3cUzj+F1/QdrBzxcidM5yXNPB/P3jEWzsDfuvkjFE384UHKnDPusaEgssO0airCh0Zp+vkMi3QnAK/9ZOf8OFrOzxp25mnvYiJa8v0kvRa0QJ6mcIDL2v2tVJW8NxAUi+vUymb0haZGNCUTt+rSBNGWjPKMv639z/iv3jvbd+n2QvGbeiD/Sy+12Zbb2Mb29jGNraxjW1sYxvb2MY2trGNbewX2G4Mc2gd2RK0S3Z8rnPXUc5VVZVPOZEUIUk5kFLVshMlyLvfgXIsIRFvBbsbL2kQojkDX09a2VV9tt6ncuw6TdgEwuSR3fvxeMytW7d8eeytrS2Ojo6AJQNA+nRd3HkymdBut33FKDlujPFMn+l0upL6J6yv9TLuzWaT8/Nztre36Xa7/v7luuviyXVdM51OfepaHMcrAquSw6m19po/YYnwRqPB2dnZir5RKHwtTB8RTZbvSXoMWCaU7IYWReF3fxqNBhOXwy9pAWJCqxaR5K9j177ZbK7sBoUMFOmz62zXutCaXG+9VKtcW1LIQnaMsH+GwyG9Xu+SmKhoJYQpY+fn555dGL5vSqlrZ2yt96ncZ9inWmt/Xdk5FIFgGSPCesyyjKOjoxXmW1hRJxR/Fn2ffr9PWZb0+33/zssO5Gg08ro/YMeI6GdJ38nYajQaXvOt3W6vCKdLH4afyb3K99rttp+nwTI0RYuo1Wp5NliWZZ7Blaap3zGVPnyZPr3O9zR8R4wxnJ2dsbW1xWKx8H0inz179oyDgwOvvQZ2jg012La2tjzTcT6f+/4XoW2xNE19amS4PkwmE69ndp0mWiAhK2/DwLq5tu6jiL7Ll/HB7M6v5Jsov+P9/7P3Zj+SZFea3892c/N9iT2XqmJVsbh0j9jDafYIAwEa9GgECIIAPRAC9CToRRjon9CfoAcJkF70OkD3g/QwgBpoQBhBErSATXY3t0rWkntkLO4evprbevVw7Vw3j6xiZpHBrGwyDkBWhke4u9m1u5z73e983xS48h1y26WdKe4v9Dre22ywlIvreGRFRqlywopSn4kwqWPvzA1yPXXh/TpLW/RURCtQX4pFaUFiO8waIVPLZRVVGjBhoE++LaX1VK7fZk13aEsmenVb1Nm/9dfqbSrXdiNR1cbMNglFGFRaHD5erPOF/bDBf7B/AGkG6QYGPc6eaib2Mi9puzYZ2yIRszlYrLhXljRtm7Of/ZSrXI/ntuttT/qfP+d9ttbcDnDYbvFisdR9oHre30XbWi/iNcOGnpsOmtUc5bq6ZsV1wbJ4MdHORAo4e/CAg2bEi9UaFnPE8uGg1eT5cmWu47NKkySwbE6aEWerNQeDPg8nU+pZgLA09psRn610DhZS6dtW9/7k84fmKd8Z9DmbTDlotjldLYy1eAisVAnTCX8eRVAXF89T8DzOrubkQDPXa2UaBKY/aRFsB6u2FbOkvvEG4stysLp206v7n1X7f2oiXLXfW7o0Lggq3ZuqPCqwHKyipJ2V3F/M+a/3NXv7HrCPfg7CJJGRkqOfzQLNihFWikI/F/l9ypbBIgyaTH87i+r1z4D/fnzJw1YbV9mIeg7o0kFFiaWySpTcrd2uQ+UXttMGWBA2fbDAsdyqXBV830GpvPJPs1CFS6saJ4cN+FZ1XWXtmlV1vSFwvlwzaEWGMWSzZfGt8pxWlWsmwCZL6Xo+GXq8raq2blo2CpinOV3fNQw2B5jGCYNGVVKLZsdRfbdVfUbTsivGp44Nmt0U134nIc9CVc9HeoQDXKyW7FWsHFEA9YBloWg6Fnn183V/2y+q4n24WDAEetmG8zJE5JcsdFmawtEi5IZ9pj3sLFfoYRZ+rb9eAuNGRGI3aGx0u31jtaIXp1gqp6BAuVspD7f6QtFJu64TV9czq+MKghvIOAOw0YxXy/N1uViR4sr+09bVIbqk2qas+uKla/N8r09GwdT3maDHTf37fl38NjnYWwMOvcmoC0WnacpsNuOdd95htVrtOEjI4l5/wHmeMx6PGY1GZuMiNthS4tTr9bi4uDAlF1Kq9vsc0uHETUgptbNJzLKMyWSC53kMh0M+/vhj857BYGDoolmWcXJywrNnz8xn7+3tEcfxTn16nuc7QJxYX8t3SRlQnXIum7DBYMDl5SWDwcAALaIrtNlsKIrCgDby3aIfICAN6D7S7XZZLpc7QFie5wyHw5dAHNiqxXuex8XFhQEuZMMq77ne59brNa1Wy/Q50Ju6wWDA1dWVEdQWgERKyV68eMHh4eFNPebfi3Bd19gKB0HwUoIkulBKqR0a9snJibHnbLfbnJ9rO+Zer8d4PKbf7+/QpMWp7k0Dc0qpnRJLKWO4rsvVbrcZDAaMx2OKotgRl14sFkbDSj5LNjRSFikAGmjw1/M8Op2O0X4CjHaTiH/Xtbnk37KJ09oU2xLQOI5NX6+X9cprMl4l4Z1MJuzv75vrfacqF7i4uDBOWVdXVywWCzPPt9vtN+7kV7cT9X2fe/fuGZ2yKIrM79brNb1eD9u26fV6RmtMtDccx+HOnTs8ffp0p1Ra2qTuzBaGodFUEmHXeunsdIHyKgAAIABJREFUbdzGzYbeqMgGYA2sPYfCsonyjP9q7wCAd9CbvBnwn3/rO/z1L35mNiEyKv/8nft6Q1qth3/16DFTYIQuS2oC/+Kjb1ZftIYggG4Xzs+hAlH/17/7e2y0Fs8L4H+YTHhUamBp6WivGKW0u9ZOmDy6NNb2b2UoKCph2l4YskKDa47t4RUVgA+sHj0m9AP2RiM+/vGP6Ff6OHcbHRzPp8wLkizl5ORoJwf7dqtlzAFko7GTg2Fxny1Il2UZUanYK0s97yyrg7PplP1+HxU2uLy40HlSBQIFQWDWl6IoSKqcqZ6DnbguFAUHtRzswyrnXK/X7Ff5T57nDBsRnc2GYB1zT6kvzMEuX7xgUNvciVSBlC6akqbZnOZqRduxaNUOTFarFXcHA9KrKV4jZLWKCRt6Pl1WOdj52QsODw7xS7Ew9w3ooEvb7JvCgn43YUpryh3Qavear42Naw5NflnSTxLuVD//EdCqDl1Fl+t6DiY5y/UcTNatTqfD2dmZ/nzfZTy50DmY5fKiup5LoJ+mPCvKL7jm69dbKwHdKW7avW9dUloBZkZ4qaC0yi1IYrt4mb7ue8B+WeDYDlme4ds6X1ks1rS7Ef3hgMnlmCLPjRh0EASs5zOOjo6wHIdV/MU52Gq1Yr+rizSXyyW+73NQmerU9aYOGuFODnb/Wg6W5QVQ7IzvZrNpxjywc2AuOYNlWWw2G/M3s9mM7wwGr8zB4jjeycFsx9VTPLosuWpShpuEDhDlBc4XgBqiamRdR5a2EKDpv6VVgWuuS2m7dCphqn816vFfvP8dyFZatKjd1qWowL/59DMA/qN7d/VaUs0hf1W9/i/v3YW7d+HpU/76kdaNXaBBNykHlOO5P//wQ/7qwQP+5b37lZSRxV999hDA+Eaq2v8AngD/zXpJjMXGc0h4WTD7dxV/kOCQbLrlVHxvb48kSQwAAVsRJzmBqr9HUMNGo8HFxYVZdE5OTvj8888NkPDzn/8c2Grg/D6HTOCNRsOcfstkBdDv9w3oMpvNGI1GZjFwHIfpdMpms6Hb7XJxcWGEp33fZzabGWCoDg7JBCWaIaenpwCGxeE4Dq1WyzzT4+Njc51FUZgFSD4PMKwhYVjM53OjSzOfzxmNRgbs63Q6zOdzAxjJZ5VlycHBgRG2rtsHCtNHKcWf/MmfGCFq2BVXFC0s0ELnArSJkDJgGFODwcDo60jSMplMKMuS/f19w8i6DR15ntNoNMxCWwd0kiSh1+vx4sULfN83z03AYNu2WSwW+L5vgL04jg3QLG5moEGjOiDzpkKuR+51PB4DsL+/zyeffALAn/3ZnzGZTMwcN5vNdkSpBVQ9Pz83bdNqtYzOh2j/iLaR9DsBjGScpmlKo9EwYM9oNDJzqYwl3/eNMLTMF8IUOD8/J4oiMx6F0SPgfd2VTHSixB3y6dOnAEYoXJh/dY2i67pjbyLqDK7Hjx9zcXFhHNPqBxTCjpQ+JG0qiZe00cXFhUnoxJ1mvV7TbDaNppmI+ouI93w+N89O5po6y+g2buO3CdlqFTsv2hR2SSdNqbxmuJdD162S4dPn3C8VUcWAkZPpFw8fcdjpcTbX4Ogi1xujQSNAAReLFc9/qS2lT979Bp//6hMc9On0z6vk+5/3BpxeTXhRfW43SQgiPbfbtmbMYLvXnIkwAj0Keycpt6//3dcd1tbK3pz+Ow5ZURJ4ep3qAVEjYLlKuFrMGY72K0FZsF2H6XRMvl7T7Ha5vBwz2v/1OVhRFC/lYKIJ2el0DBjdbrfNfFd3dZUcrJ7PwO8uB6uz2L8sBxNW95flYGVZ0m63zTolbNpOf0iaZTi+R9TU68lsMiMrYkb7h5zCjlU6lLX+8xaDjvBSR1cv/WP7N47RJ9Iv5EBh2ZQWWCgD+GZAFIWoUgOyjm0ZweM0Sej3OiYHixq6H+yNBqyWC2zHYTGfE4ShGcOreElQHYDY5JShftYDQOVFJba+Cy5Y6HGtLPVaTMCvElm+QVW8mQyYXVxQFAWj/UN+Vc1JP/in/y7T6RjKnLzMmM1n9Ac6B9PAukVewsXF6ZfmYK1Wa8fx2LIsAwLJXkdMcZrNJuv1+gtzMM/zTCWF9G1hnZydne3kYMJGkxzMcZzXysGGw6HJj+s52HK+oN1uAhaOtSUalCKMTQX+WMK92gIoL40cVXORVGggz96KS7uAW4IqCxqZ3pM7eYMHv/wZfRf2opDnT56aud5Dz6dnj59w0Ix4VrEM17nebz1//ITjZsTfn50Z7Se7et+qLGjZDpfrykX62VP+HeD08SOODk44O3vGItff5Ls2hYLI0mOm7unnJSvWwW71w5uIP8gdY11IVhDYZrNpTrgBI1a7Xq93HKpkkMnGvNfrmWT+6uqKMAxZLBaUZcm3v/1tYFve8ocQeZ4bdktd9PbJkyfcuXOH4XBoNqPdCvHebDYEQUAQBFxeXppJRGKxWBiRXHk+w+GQMAzNZlecyQCz4ZWTn7pN+fn5OYeHh+YaxHFOmEbn5+d0Op2dMiOxNLdtm6urK3NtDx48IAgC0jTdsZEX0EEpxWg04sWLFzvW2Xmem/IP+SzZaNu2zXw+f4muKEyBLMtMAiSlJiK4vFqtzHsODg64qE7mVquVaevb0ONeElfP84jj2CSbg8GA58+fMxwOWa/XZtzL5rrOfDk+PgYw84ec6AgQ/KYZKRJRFJn+6Ps+h4eHJEnCfD7n/fffB/R4FBFmAVElhFWUpunO65PJhCiKWCwW7O3tGSaehLAFHz16xP37evsnc6cApFdXVzunTv1+H8uyWCwWO+VWIure7/d3gE15JrZtGyt7SfrllNF1XRqNBicnJ+Z9q9WK6XRqEqD6837TpU62bZsN0v379w29X+Y3AauSJCHLMnPKXS/LdF2XNE05PDxkOByaPievCzD04YcfAvrZZFlGnucsFgvSNN0R775eknkbt/Hbhrr279IClI1XKiNIfKfIaTguaZbQUgXfaTZYLnQCXpYlbsVcDNKUYXXS21cKJwgo85LVasVHzSZl5YbVOD/nnoLFYkkYhvz7770DQKsotDMUcA401fYk2nFdCiCjNDbBu6HPp+u/eauAoSok1xLRW9u2oSwoUj03vFhbfNtzGQ37FHnKbD42zM9NIjmYw+T8jOFo77VysEajwYMHDwDNGviiHKzuIlaWJWdnZxweHpLnuSnxh90crN1um/kuyzKCINjJwSQePHhgSvLr+c/1HOzs7Mx8z5flYFEUGeBI7rEugi6HC1KqD9vcdbPZUKqCxXolBDf2D465uJwzGnbYZocS9o51tskUXkIn3674Uvac2q02UzW2RmnJXLCFV3227qCe47FeL80h1nA45OmzZwyqHCyvcrBNkmBXhyF7e3so4PCkysHyknajgW1pcWlhLBZsS41Kq+SLVnqBrKwb5GQEQQNVlXO6wHA0okgzNus177//DgCPnzyiGXoEQUODl+3IXF+8WdJqt0my1ABCoKsfoihiPp+zv7/PZDIx/Rp0f+12uzx8+NCwdqTiQSQxrq6uTF5n2zb9fh+lFPP5fCcHExZzv9/f2cPGcWwOrMShWz7veg4mObKQBabTqQGxtjlYD8qqOE3tluxaqiLZqF0ymnXtv4bAVfU1q06/qUJ8x2yl+0Tlk8k/cuHdAlxKvE1CNJvR7up5MUtSAxSHpeJAQC3LxkGD2EfdHt9ttQ0YJ7jCge9zcXHBP/umZrWq1ZIs3aByhX1+xiAv2aus+ObLhFblZlgfYadAyw2Y2Q5K3TSE+evjDxIckkS61+vx5MkT3nvvPbPwyGIgrABxxZL3eJ5nHKVkYREmUZIkZgNS39DUgYPf93Bd1wBmwsYCuHv3LrPZzDAOZIKRSNOUIAg4OTnh9PTUAG5FUdDv982iLSV88p47d+4QRRFxHJsFXXSILi8vaTQaBhixLMsAQ47jMBqNDOoujATf96k7zYnej2i3yOQKcHh4aJKD8XhsNlubzYbhcMhyueTq6orLy0vzPaAn0PqGDuDzzz83Gjh1rZt63L17l/V6bSZqSUocxyEMQ3O6J20jjLhbYGg3pK9JDX4YhiapXa/XtNtt41AnQJD059FoxGazod1uG6aaAEPS12WjXZYlaZq+pHn0u466TpCALq1Wa0d7S7SApAa5bg8sgITo4Yi+TRiGpq3kM2WciruX53ncv3/fnAILiyUIgp1yPXmPWBsrpfB9n+lUlxjIZzmOs1NKKbT/OI4N40aYWaK/A5jfg042xdFP2DL1sVp3KXsTUS9XAHbK+aQvgW67IAj49NNPzaYE9CZsb2+Poih48eKFuQ/Qa5rjOFxdXTEajUx7gu6PYRjSarVI09SsUQIsfx2Ohrfx+xkV4WYnbGVjKQtbbd13osDlyeOHfPD++ySbDNv1UJXLT1DNV2Ho43kOSaLnV52DraocrGUOTgCSJGY6nVTgwjYHWy7noAosSxtTJ/lWKSPL8kqLpHIPqzYNehjqQgeLAm37XluX36ZNvLLJK/DMBfpAmWU4doldOeIcRw2y1Yw8iWk3fFZJRllW6jkKsiLFDwMOjg+4eHpGkVWlT3nBoNdntahysL1tDpYlKXfv3KXZiNisY2ZTnRuFfkCeZlyeXxBFEb1OlYOUisODQ4pMM4b2htsczHc9bMvC93ZzsFbUpMgLks2GIAzxHNd8z+H+AUm8IfR1DtZt601dEm8YDYasFkvmVzPGF5csqu+xFKiiZNgfkG4Ss4l8+Nnn+K7OwbqdLo5lbzeqSrtX3b97j3i1xnerHMzTh3O2qwgbLourK/yg6nfJmqNhhyRN6AXBjqW1sjRwUVB9/XUk9W3qW1XUgSFr9xdCwzG/UJZtfmXGjLVd82JgFDRQChzXJ2w0CcJKLmG9od3p0Yg6jCdzRiMNfmS5YpNkjPYOWMcJzU6b58/1+tdqNLEpSdcrslIRtrYeXsp2jCtUCebfcj9lJfG0taz/bUEimzQrsV2dB86BOM1ohD6R55pnHVKyuJwQOnrfGXgBcaL3ikWa44aaTTWbXpkcvhGEhEFIOApI4g3tZosi0+26Xq9J0xTf93nn/jtkiR7bIqMgAGu3XcvB1lqD0A8CKBW+53NVlXmmmwTf1TnYelVzf3VcNutY51jn54R+YMpxr6ZTelUOtoljLs+3OdhyvuDunbusFktQ0GnpHCyLN3h+Xe9JBsM1vTYFTvVoHMBSVVGZpd2+6uFYtUrBmlBRARSW1sjK08x8ZZauyCmxA4ew3SCrdJwsxyYKAh48+ASwTdnfdDrl6OgAsDk9PaMoFHGs56t+P6Qs4epqbg5RdZQoleOHAWHD5Wo5o9PTbVXYilWc0mh4gMKpwNXAgnSdUbYCVPlmGYZvOZ/xNm7jNm7jNm7jNm7jNm7jNm7jNm7jNm7jNn6X8QfJHBIqbZIk3L17lzzPDTOkrji+XGpqsjANYFuTLA5F0+nUlAwppYyeQ6fTMXoPwj74fQ5hS5yfn9PtdnFd17AyAKONI+5EImQGurQjjmOUUlxcXBh9F9CnhCI6LTXngNF3ETcxcUiDLe1RTtHlPXVnuXa7bRyXAFNyIc9XkPXJZGLoyZvNhvF4vCPC2263zXXIZ9u2bQR6lVIcHh5y9+5d8z29Xs/QN4VaKUwAEZa+LioM8OjRI1qtlmFlyHd5nsfZ2RmNRsOwsYqiMG5trut+bSVOb2OsVivjFifivnVmIOiTgdFoZJ5BXeBXyh+FfSIOXVJSVtcte9OsIWCHIVTXOxLRY9Djtd/vs16vWa1WRFFk7rXf75PnOUEQ7Ag2C+1+NpvRarVwXdecivT7fcMkqgtVS/sKpTnLMtM+4/GYO3fuGIdDwIxHMQKQUj1h6zUamoI9HA5fcizq9XrEcWxEwyXiONbCjpXL5HXXljcd4s4IGNaWsKgsyzL0+sFgwHQ65Rvf+IYRZAWtHSVUZ1mzZP4VDY9er7dTmprnufmdaOvJ74qiMO1/G7fxW0d16mlb29NHq/Y6aGYLwHq14N69O2RZQZJkOyy+V+VgUppeZ3gK01gc/USwdm9vDyzLuPV4toNrV+Ukatdx5x9kWBC2NPPi49kVabdH6Ls7QrsboNXqaSeo9Rrb9og3mo01HPZZrjckWcHF5ILjwcFODlaoUmvHdTssZjqf2qQJpSopyoJ1vKbd7RimTZxsUEVJb9DHtR1miy1zer6YY2PR6rR1GUx/6xCc5TmO7eB62xxsPJ1g2xalUiTxhsvJmE7FEFqulnTabUqlKPOC+VIzQ23bZrFammvfPzjg7r17QGU40euSbhK8wGdyqefbvYN98qKgETVYL1coC2LJwZpNUIrPHn5uyn10u2vNQt/3efHiOc1Gm6zUea0qcigKsrQSSZdQX9DTvkC/522Nly7P1PjUGDemzgetA7MjNQyrZEPphVgWlZPqlkEra/PVdMpoNGC10n3U930cx8G2HPwgYHo5rbRqYHm1otttogpI05y8IsFumVm2YW5tm7o0ujY3nQWUBdi23l47QLxJaTQCMnKSpe5TrUaTTr9HEq+JlysarSZprNug3+sb59xmu4Xt6rmq2YhYrJbMrmZErSae6zG9mpr3YEGeZlzNruh19bhKM10a5XgujuuS5RlexXy7nIy5c3KHq9mVZt1Z2xwMW/dtbIuiKJjOqhwsCLEcm8FwCFUO5gXbHGwdr8nTjLJi2wGs4zWHR0dYtkWR5SgUbvWcSwexH9OVZdJ3lIWy6lpv159S9bPRI5LWfp0HBEHVBgUQNnzSTYbr+Chs5lI62+0xnU758MP32WzWJtc8OjqgKBRh6Fc56RflYB0cxzN7sizfkOY5vh+S5zmtTpusEqm3ipJmO6zuSmlhbMByXBzLxXcDLOfNiVHDHyg4JCEgxXA4NGKgspkSwAEwFtWAEdrqdruMx2NTcgG67MJ1XZrNJnmem88SkOj3OWRjKc5jErKpa7VaRjRQBou0z3K5NG0tZVx11yIRPMuyzAAjx8fHphxC6lnrg1Ns7kUHSl4XMEeuV94ThqHZKIoGCGDcrORvgiAwpRyHh4cvOSqAXsSkv4imikSz2WS5XBpBt6OjI9N+URTx2WefYVl6MpbrlrK2KIro9XpmYymueUEQ0O12jYaOtKPv+6RpymQyMQLft4GxDRdXrnpJlQhUy8a6bjlu27bpgwcHB0Zr4fDw0JRy1d2mpF77TUdZlqZsSYBFKb0QgEEAzOPj45dc7cTpLkkS9vb2DOgZRZEpsRU9tntVwl0X6q8DmFmWGft00dWRPnrnzh1TMiVCpzIuBSiRsra64DJgBOfrtfDyTBuNBpPJxMxDci/yviAItlalNSD4TUVd+Fk0A+pui/XDhHa7bTZpcj/z+dyU4202mx2nRPlMMQWQEBH2sixptVo75XTtdntHA+42buOmQnqgDTubR0nz03VC4PsMhn083yeO6znY8ivnYFL6/cU5mG3K3SwFRbXBDzy3KlOQC65tQpS9vW7r7SbaryqNk71ujxdAkmcoq0RVgqweUCqFbTmgnEp/Q8+n80VMu93BAjp+lzwv2VRaRc12C9txWC2XpHlGWll0H985oVSK5XqFZdss1ytCX88peVlAqQgaIdPpFWElHJwVOe1OB5RiFa+xFHSa+ndBI6ysnKFQpfm3H+qyFVX9jdfY5mAHh4dYtk2hSpI0MZiEF/jm596gr63Kq981mnqDjW3h+h5HlW7NOl4TNSI++exTvSFWJX64vZ/1JiZqNen2urQ6+mDocnzJ3v4efhDQ6w5xHPB8nbcFzSZO4FMkayZFVgOFbCylt7Hyv7cdEJLQl6nLeeoYl/UlS6iFLgey1S4mNgxC8mq9Xi5mNEL/pRzMti1QikBKjihxHZcsSyq9vWN+9ctPATg4HLKezYk6LYKmbTSexmiwwVIWltrVDTMyxaKX9JLj1W8evueQTDVQ2elGDHpdMnIKy8atgBRcm2y25O7BEe2ozfmLc0bVfmC+WtNp6lxyb2/PgJ6tqInre6SbBMu2Wa1W3LmnD57XyxW262ApiFpNUzaV5hlJvMFybBzLpkSZssiTu3f47JNPsV1dZpXmGevKWdB2HbAtJldT+t2eAURDXxsBJEmC5di4vmeebZIk+GFAFEVcjC8JPH2vzXaLJE3A0qBy0AhRJgfzjAFcwbafKEuLUiugsBzzP6iMDkwpY4mrZI5WVbmgvQWcqudaYU9YKFzbMjnlBCjxcByPPHOwcen3dCmjhaLTa+v5wtouAVfzKY7j4fsu8WZFmif4oRzKlkxnV3ieQ6lyI8aVWy5u4JKmWqN0PV/QijS42QwjFpcL2oM22LbBuHLAcxyKNKGw0ltw6HcdAk70+31OT0+NFbiclsNWt6YukCqxWq0oy5LRaPSS3bUI8Imd+h9KyOakKArm87lhEdQ3HCKUKlbL0tZ1p7Bms7kjLDiZTFgul0bHSJ6d6BI1Gg0ajQZRFJnN6Xq9Npty0SOSf8smdbPZmNN0oKZZkBgHDMAI2IoTxmq1Miwg0VARUWMJAYxAuxFJIgsYwEH0rWSTmqYpw+GQw8ND833Sf0Q76fT0FMuyTDI8GAxI05RORzs7HBwcmOtot9vViUy5I1h3Gxgmi2zMBbwA3aYiVDmdTndELOfzuWl70RYDDDCZZRllWZq5QkCnN61pIywn2Dpa1UVBQY+RVqtl7IoPDw/NmBNwU7Rx5H0iNi82v/P53IwTAX0F6JU5UTSBVqsVvu/v2NOLuKKAuL1ebwf8UUqZeUReF5aRML+KojAAURiGBhiu9/nFYsHJyYl5TvU5++vQ2ZF7hW1/q4vm1+ci3/dNe8lc4XkejUaDxWKB67qG0QX6fgaDgXnmdeHtxWJBs9k0QFB93r3VG7qNG4sq0a/vsTQgU5rEX7iv/dGIs7PnTKczvCCkLArCKskOGz5Z+uocDLY6ksJAlgOm+ntU7b8OlmEO5fFGg0PXN4Vmw2vv/sjbuZePGjoHGwPr6jVLVVqvVAyGOCFqNonjBM/1CMzBWal1lyyfVrPJcjWnrNyjJpMJi+WCQa9PlueoWg4mh1hhGGpnsKpl1puYYX9AiaLZiLYMnCgC28KxbDZJQp5lW8aIo9eZ6zlYq9OuAAMLx3ZYrms5WJHTbmnx6iTe7DjgFmWJpXQOZmPR6V3LwSwNKpV5ZTqRpYwG2xwMttqjl5MxURTx/PlzLAX9oV5fhkPtUtZpNTl98ZyD/QPWFUjXaff0nF3kDJzt2lsn1Rhtrre9c9Wjutaydp2OvG7t3grUiEXXBIU912Y6uaQ/GLCJVzgmB+uRbPTh/HRyqRkqQJamzGcLur0eFi5XkzHNls7z16s5UauByhPyrCSo1sw9wLJEitiq2nuXLWTEi2+s3UuKIiMIKlMbAEvn+q4TGLA2jhMa7RZPz7R25f7BIZV5FZ4XsKnmsjzPcb4gByuVYrFYsFwsTZsWqmQ5X9DpdtlUe4GgEWKjD9BDP2C9iWlWc8V0dkWzERGEodELktwkq8al5GBBBfxeXV3R7nYMk6soClx7m4OleUahYDQcmSadLxfcOT5hsVwSRRElirjKwZqt1o44ex2jq/OG6v3HPLK6M1n1RxYiPG7XBhjyCjY5lFtX4SEQbxJaXkCR5tgFVLg0SZriujbtZoRlQ1lstTRbkQaZPVcfuq4rAK/ZatHrtLFdF1UWjKc6B2v3Bmw2Ka0g4OpqzqDXN3pR2NDutV/qgzbbg+k3yxt6i8ChetnL9U1JvRThJkIWoyiKODk5oSxLUxpUd4RxHIc8zw1jAPTGqU7JF4bK9XsQ8AG+ng3I9ev5ojaFm3dScxzHnPbVy1vk5/V6jVLKlK7AlsUAuwwEue5ms2k2RrJob08XNNAjLl+gywavrq6MfbYo5p+dnRn7a8CUXMFWVFhKVWRDJiCOUspsqKTtpAxMLFnrzlbicpbnuSnBAQ301Fk88oxkMyyfISVhgAF8ZCNYF/IOw9C4N4mdvby/znb5OsrKBDCQDXy9xEVYZG/a5l3CcRwGg4HZgEtbS5+tMy0AYwG+Xq/NoijvkXYWMWt5T72v3VRcb1P5/nqbJkmyMyeJSGG9fwlgJe0vfwPsAFxShiRtIHOZsKfq86Jt22bsXwfGG42GYbjId4pItoBAcv0SMvbqbShjUKzd63OFsOQODw9N2S/o+UAcuYRVVWfavE6b3mQ/7fV6O2CO3IOAYHWBanFhrIt/C+jYbrcNIHl9rhU3kTqrQspg5ff1uaIO+MnfyH0LCPVVHc3k+f0huXX+Q47r+UI976rnDq8MBWVZmFIIeHnfldf+fXx8QprlWLZDWYLnVms8Fq6rHTqlJBTYce4D3ZfrJWdy/Wmamvmu2WyanYRV/V7m6Zueo+vxqja9ye+XNnaABmDhYuXgVWm+DfhBwGq9prAKWr2uKfSxnZLVegVkLJZjvdkTt1QF7WaLsiiqw/hqzi2VZsA4DukmwcbSYrNAu91ifjUjjBrkacZwT4N40/HEsBsstKC1tEezEWFjYWORbhLaTb3WOLZDlqTYrkOn1abMC7KKFZEXub62vCDdJKiiKqFbx5R5geu4FFlOs9U2YODl+QV7B/u6vUqFWwE36/UaVZSooqRQ+r9ptXmTMjnXdmhGTQMoUSoagU+ep1i2R5bnuE61jhZVWY1jk1EHU0pUxUaruOpbRd0aw+km4stysCzLvvLatvNXVgl8MZNOXbsBZZUUKDzb33mHwqY/GG1zsGtlZVle0mx1jPtblpd0e/owz3VdXM9hk+vcJHNKXBTrRUyr1dklAZWlhgssS78u6bOlrt37V9t8Z1mxzT+sSpoC3ebKLsjZGs4kZYLr+Pp68qoqwWuADSloplqWoST/3BR0ogYU4DquYQ87lk0YNXAsmyxNOdjbJ63y0MAPcCybbiX+3ghr67XCiMZHYcMALd12p2JjZXRabQ38Vr+zLVuPp1Lheb6ZL3vdHkWp+06lNPzpAAAgAElEQVSeZmYsgy5pG48vOTo80m62VWlbt90hXq0rxlBJXuQGoLIUWEqhKElVilcBTaosoEhQgKsKHKvEKiuHSaAoQBOJbByrqD0ZDRCVVd9+iRheFhQqN4xQC2h5DqQFDimum5MmGrgK/QbLVYzvekRhkzKvnA3DJkmc0m52yLMCG8cAZAI+UgKlxaBiIWHB5dWc5v4QCy02LmtkVpS4lXPZbD4z5ZKZZVPaDsp2sErrdYvmTMj4/01ysLcCHJKFXG5AEluJm95A1q2P6yyPOmOlXkJyfHxskoxf/vKXfPTRRwDGPrO+uMtEV7e4Fz2jNxlSpvGm2vR1QylFFEWcn5/z9OlTQCduUj4mz0QmQ3GRk42tnISLLlGz2TT3JpvByWRidKBErwD0PYujkVKKRqNhHI3ExUieeb2kKwxDnj9/zmq12nFHkmTvety5c4fxeEyr1WI+n+9oWdW1UsIw5PHjx8CWubFcLg34IP2q3+8znU45Pj7m+fPnBrhKkoSyLJlMJkaXScpyZFKYz+dfS2kTYDaushF90+U7XxbCZBFQArbaM1mWmc2wMF1AMy/Ozs7wPM/8rZxaP3v2jHv37pnNumz8Pc+7cWD4epsCL7VrvbRNksLpdGrKLer3K5a/vu+bPupXFpz7+/smEZN2k1NdAU6+ysZGrqvOgKlfl23bZqweHh5yenrK0dERi8XCjEcBhIGXAE/HcTg8POTs7IyDg4OdcSrOifXSU3mPtOeva9ObjPl8vmPtLAcRMkYE6KmX24qWEujNpIC/vu8brSvQzzuKIrP5ldcdx+Ho6Ig8z01pq3xPkiRYlkW73abVahnXR3GWE7Coznh6Vcj4Ek00ue6va925jV8fr8rBvlLYYOOQFTlUG+8SKBS4tj5pNtlQUWDbFkWR4dsOs/msloNZZJk+jLlz544Zs5988gnf+ta3AEwpaj35lZLJOjtOyrKND47nGgbHJtUbkLLUjH4TptRENhFfrazsVTnYjUe1cfLs6kotXRZSYSIoqvuzCqIo5HJ8yeefPwL0xjEKAzwXVJlTqnLnUMCybVSpczBxIDo4OmS1WBK1mhSl3ii3q/nqcnzJaDgCix3Nw7IsmVxO2RuOyLKMqNk0OZiwwYTRLYBfURQEns/55YWxP7ftqsBJKV0+VpUrS9+5c+cO4+mEKGywXK9oBCFu5V63t7+vN42FLht7/FC3wcndOxR5wWK5IAo1w9SpNm+dbpfVYsnB0SHPnz3bKXcsC8XlxRhV5DTbfe2MhwY3i7xkvpzi9YeoClByKxBU+mJepLhu7TDlBrtIPV+o73V+4374imWxUCW25e78WVZmYHuk+dZKvkCvwYvFgl6vZw5gqV6fTCbVc7bNGjYYDDg/PzcH9IUqGe3pPP/x44e8e+8urXabIslZiM5W4GOpAtuu+nHtHlRZgQtlVfrzmm0i7OS8VIRV2aG4s5VUOVXpYFUlUAmQ5QmrZI1jBzT9Kud0IM5S3MClVAWO71N1a5oNn/HlFXv7Q5LNVm+QUpm8QPYfrvf6OVjYaJDlGUnlZGY5NovZnKAREjUiSrV9DsPhkMvLS/YPD7iaTA3zLktTLMc2Y/56vzo6OuLy/ILR/h52LQfL00wfXAYhKt8eVCop/7UVeZ7hhjJhae0dM29RAUboIeLakCkoyxzHqT07pVCWqiAi7VwmzyarnpXlOqi0YhkCRZrheA3NXrQKnOqAYrPRToiu56GKrXxIZFc5Vl4Q+AGqKE0brJcrWu0WqlTkWWY0lBQ2x4cjUAo/cFksFjSaGou4WmhtvaihmfSyj6PZISszCuViY7FVbnt1yB66fkj9VUgCbwU4JJsTSfpF86Mesmm4iZDOL9oT0mDdbneHESS6Dk+fPjVJxkcffWT0LoIgoCzLnZKiIAhYr9eEYbhT4nOT1/86EYbhK9sUbrZdXyeGwyG2bRNFEe+88w6w1SsqisKwhGQzKJvZzWZDFEXmOQiIIxu6OI7NvXS7XcOEqG+QPM9jNBpRlqURHBYWjwi4RlG0I2i7WCxYrVY0Gg0jGisbJLkP0Tw6ODgA4Gc/+5nRSRFwSu5H7M3LsuTy8pKTkxNA97fxeGxKPIqiMINbwMxnz55xcnJinqMwCgRwqm++ms0mg8HA6F296ecMWzFxSYplgvI8z1zr13FdYgsuycbh4aHZELfbbT788EPiON6xhE/T1Dz3zWZDo9EwJVnHx8fEcWyYNXVR5Zu+v+ttKvdTb9O6ILRsTqR/S4zHY4bDoRGVFgASNMtnb29v53nJ9wgbRJJ0+ZvXuU8p16sLT9avq64fUi/bi6LIjAV5bb1em7lCxreMMZljZAxfXl4yGmnL5IODAyPeDlvW16va9CafY6fTMUBPHXzr9Xo8ffrUlEy0Wi0mkwl5nhvBb8Awn168eGEs6SUxCYLAtNdsNjOsSdBmAY7jmP4rz1WAQdu2jcYTYHS3pD/1er3XbgeZt2/jH0Z8UQ52PV732VuFRlmUYxmG0BpwbM/kW/JJyoGiUPi+tnju97dl6Kpipfi+z5MnT8za/61vfcv0+yAIUErt5GCSXF/PwbJ0Q+aHJOgSIkFNXD8gBnJVQpZjwCAjdKoZMnbNyr7ki3WF6/FFOdgXxU3MLZYCTwDtMCAFFAWloyhs3W4boMhihr02ju0SRW3ee/cdAPK4wMalzCGKtMZQ0NDzaSOKwNKaPM12a1fLJEsJVAPX84iTDUlVUtUfDkizFM/3wbaYzfX66ocBe+E+ZSVwOxoMGVU5WLvbwXE1MycvC8MCmi8XbNIEx3WI1zF+ENCp1ljL0aYPtmOzWq7YP9Q52M9/+jMGwyHJZkMQhmRpSlBt5NMsJStyNmnC5GrK8aHWecmrw8e8LPQ6Y1usKv0VKc15dvqck6NjrWFUvR41mxwe3KFUYLuu1nQCer0OnV6by4kWvDastlzhWr5+HlTAbKbbTetd3ty2rL5m1zeJv9napktbLEpQNmpn+6jHTY6F5SgjPp95DrajS3hybESZ00Kv4d1ul7OzM3MIBHrt+KM/+iOSJNk5kBC2bN2E5uHDh4AGAzebNaskodPp06jGphzNKVXieg45UGQVG5xCg9VlTlFkOE7FWAF9b1ZZsWJKY3sP4Hs+RZ5ru/Tqe/KiIAgCAjRjz3UirCI3rdb0IwI/Q5nCS3hxOWY0GpKVBdPZhGF/j/lYa7SGUcRgr4ft2eSUJrexAMu2KAutCWahNWmgqj6w9Fwg/wV2XotXa7q9nsmNPN/Xc6il5cKnIkwNXM216HWJ0kL0K33o2W1rZtYmjgmjRqX3pftQsxFRqJJOr4vlbHOwF+dnHOztE68T9jptTs9eEFR6OxWmTZLkRH5ny45xwXICbDSxLlfbw7sNUORQqpzSKsnK7b4d0E/MtcmKHN/SzzV1bVKgdAPSrKQs9DfNgVS5NBzwOk0+e/KU+3e1lmbY8JjNFiRXuuy52d4ad4Sey+npGWleoCybpGIZ9vtdGlGLdbxhuVwyqOzqPc/m4vkprmtjlQVRIzBA5V5fk0lcy2K5nBtdKgXYrlWBYzZtMGvnq8Zts9k0h7/1eF1g+O1W2LuN27iN27iN27iN27iN27iN27iN27iN27iN32m8FcwhYEf8ua49IeVENynqWlfFlzKRxWKxI2pcZ9o0m03D8Fgul6YcxXEcxuMxH3744c51ixaGnHLX7+1NhYhi/7o2Bd64WO5kMjGsnrqjUV0gOggCg5Sfnp7yjW98A9/3DdMDtk5hYkfeaDS26HrlcuR5nrF8Bn3iLuLWrVZrR5ekTgEfDoc7lvciuga674jV9GazMegsYGxzh8MhcRwTBAFxHBsXO9BUP2GW1E825ZRe+le73TaMoYuLC3q9HicnJ0ZMGfQzlVInYebU9bSyLDPis2+6/8n1AYYyLCe/ottUluVL2jRvIuI4ZjAYsFqtDCNCWF/Sd+SUShgrdQQ+iiJzcg1bTbQgCF7S9ao7hN1EXG9T2NqUS5vWS6Kk3WezGaPRyLCdvv/973N+fm4Ey6Wvgj7Re/LkibkveW6g+/xqtTIsFmmf12GKyOfXr7t+Xd///veNCw1oJk0QBEwmEzOXTiYTPvjgAxaLhRGEl7799OlT40YobmcSBwcHnJ+fG404GSe+779Wm950P5Vr8zyPe/fumbnje9/7nplf8jw3wtoPHjzYKacT9pBQ8KV0VNzkHMcxJbeg++L+/j5HR0cvlRHKybKU98rrFxcXjEYj017C4nidEOr9bfzDiboejujYyTP8ajlYSZ6X2K5rTslDwHG3TqUyo9iOi++7OLbHfLYgjJpGe6GuhxJFkWHUzWYzY17hui6Xl5cv5WD1Usn6vQWAj9Z/ETcsqjIsx7FxHJ9tGRnsSKTWmEOv4zAlOdiva1O4oRxMAdnWlayBlLEp8kpYugGVEcOCNFvjey3S6kHEWUKy3pDlhT5t933j1HX67AUffvQBYRgxHA6ZTDS7YTDq0+sNqnKQkjAICbxqnrQUi8WK3sClLLa21UrBbDGj1+nS7XaZz5dErUbVHookTfEcj/6wbyzM2602tqUFeC20/o9cQ5ys6bS6lKX+3Xk1jw4GQ+JNTOCFbJJNVVZWadlkBaHnasaR67Be6u+xbQtVKubLBUrp3E8YpuPphFbU5vDwUJcf1tb009MzAi/EDxzyUmmHIiDwfJQquLxaUAShoXKUZY7tehXLBFw3IC8qnTk//Mrli78uZLwJM7auaflbr20707seN+KGJeEAvgtZkRHbnhFKfwzc7/f5LCsIDw5QRye07t4x73o8ueTzEpq9Hg+rjztVCjtqgWeDG/Asz5Fi0qeAG0aoMGINXFWvnwMbz6GwQbOewHFlHbXJCy327F1b14QptJ0Dts8kS9KqtLs0ekjCEl9RucUmGaoSmXKBPC+4Ws0ZdHs8f6GlJP7xP/4nXJyfQwmHB8dYQJpUrLxNzNNnT4mThND3KavnhrKJkw2rVUyzFWGBcTLrtNpGV7uur11/LbFTSrW9nyzPmF8tGI4GnD5/wZ98/3tcnOlqA2WVdDo9gobP1WRGp2LNjMdT3nv/XVaLNSUFUdQiaOj2e/bkOe1OC8v1q/lbjxPHs9kb7nN28QJKq3JnrUr7XZdCQRi6JOsMq3KnK0ooLYs1kFtarlrKxwJ0qZkvZctV+ziOA0qzoITW5VZ5kyfPoiyxbJcy1O+9AqI/+mM4OwW75Bv/7N+DKgd7tNzgdds4tPn/zs9xRCbC8yDLoNXiWZHxWZrTrlivVrfPs9WCKeBFIePac/BPjth/7x3yIMTr9fXnAKRVR9obMmm2DTDzCWzZdpajP6P6+VW5mEgPXN8PvG68NeBQURTbGsTaBhj0gvZF2i6/adRdsiSZ8DyP9Xq9o7dQD6E81gVnRbdBaqYFqHBdXU8oD6JeRvAm41VtCrzx6xJnHnEvkmubz+fGIU6cuUDr7UwmE5Moit22lPys12tT1iWC1O+++y79fp+zszPCMDR1oiJ+CxqYuby8ND+Px2Oj+SFaSLAFbcSuPooirq700tPr9YyOShiGZvMmwMzx8bHRFJIkt9vtcn5+zsHBwY5rkpS0SFssFgvTBzebjXlO9dI613WN8LVlWYzHY1NGMp/PieOYXq/HdDr9WkTR67bpoqsCW0qzlAa+6ZBS0Tt3dDLyySef7FCXpRzx7OzMlB3OZloLQ0ogPc8z135+fm7A4zzPzd/Is7rJe7zepvJavU3rc5eUco1GIy4uLsx1np6e7ghVlmVprnM2m3FwcGBekzGy2WwMiJCmKYvFwoAXr3OP9f4sP9evS8a8hIw5AaDkPY8ePTKAq/wNaIBKRK9Xq9UOAPP5559z7949I9Bt6sOr8pNXtelNPsO6C57v+3z88cc7ro71hD6OY2azGYeHh+YaRDxaSnTq1y36SkEQcHl5aUBPAZR+/OMfMxqNTAkZVI47FTheF/7tdrtm3MraVhfD/3VR3xDXRd1v4+2Neok9bPuZHDy87hgoyxzH80myktzTa2IMJHmC7XYpEmUS3LxUZEmGZSt8zyfexIyrjX+/393BXxYLKS2tyhFKTB5xeam1CG1bO2+5rs18vjRzV7fbJkkSisAhAVwL0sqqPc8zHCDJEjzLNuUY27KMUmuKKEVlolzbNH551Mfol7Up3FwO5lYFGRu0toZv6TIgA34DZeGyyTa4rhamFs2UVGUs10tc24fCptFocnmutzWddovxxSW25aEoGfa1zku8jmlGDTYbbdMerzdMq7KYD775Pt12j/NLDZwocUyz9Wc4lovj2cymc2OrfXk+xrEcLOD501Oj4OzY2vWnKBTxakOr02A2rUpc+i08xydLczzHxbZ0m3ZaPdabFSdHd3j6/AkoC1U9ryhscHk55mD/kFIV5GlVklIqbMujVBmL2ZrFbEmvo+91vpxhKRvLAd8NjDAtSs/hvu9g2RaT6TknlR35ejVjuVzS73X5e6CwKoFi32dTJCyrZxXnOa44VKYJjnVz2zKZu+taffCb5WBSmqTDNqVjAJalwa2ysHE8l0Lpn5UbYOc5RaBYNwMks7aAn6qSe56+73/97Amj6ncJ8KD6ijNgv/rOGfDX66UuAQV+wdb18AzFMRYFuk0X1esvgIuGR+5aZHmidWeUfpeV2VA5nuZ5utXH4deXlYm2ld6T6NfKyjinWTWUE2A0phYAToNhx+Hy4oLjqvTx9NlTVK5QhY3ju9gW5BsNVF5cXLB/fKwd9bLt4VwS56AUURiQbFLi1Yb+UOdVeapQVomlbPNfYOe1Tls7g4mjXqsTMewPuLwYc3x4WI277SO2LVitY+LVZitI3enz9PEzGkGE61vkqSLNdd+OwlC7sIUB8WqDXc1JXmDzyYPPee/9d7Et7Q4m11fkGX7oUWQQuq4BdUoPCt+jSQWsU5Ju9LjP6ZPmMa4dkKWFmUOSOMez9V6xtApUWZBWhVhpIEp3Ctt2WVQg5inwrz/9Bb2qX9ZH34Oqj02AA9/lr9b6+x22Bxy/AGa+i8m6uy1+jAajLoDD6uUUvXr8T589ZFT1s1n1u6Pq9zG7/foFsPICKB1spQXV5XtfNW6lnwowDLx2/gZvCThk2/ZObbYkoXUx4ptkPkjyOx6P2d/fZzabmRN0SSZEALTdbrNYLMy1SbIrp9b1mEwmhhHT7/cNQwlu3hXsVdFsNl/ZpvBq9PGmQzYhdcaN2LE/efKE73znOywWC5PQiN24UopOp7NTlyzASLfbJYoiA4AISARb1ynYnkSKZorv+zsby/r31TdbAv4IECTPfbVamf7w9OlTI4L96NEjLi4uGA6H5vS+Lsj4wQcfvOSOJ6c4AhA5jmM2b6vVina7zWQyodPpcFQlH6vVyrBYpK/KRlpsfL9OQWpxkZN69/rGW37+OpyM8jznzp07KKV49OgRd+/eNeNERItt2zYAHuiN8mw2o9FomKRK3rO/v2/6teM4O05YSZLcqP7K9TYFdjbwdf0e2OpVLRYL9vb2zP0IG833fSaTienfgAEYT09P6fV6O+OnLhKqT5G3VumvCtHVqrdP/bouLi7MPfX7fcPsiqLIzAcC2ggLsN1u75y8iziiaC2ABpJPTk5wHIfFYoHv+zunpa/TpjfZT/f3982/4zim0+kwm820dW8NOLJtmziOq9PqrR7S+fk5e3t7JEnC6ekpJycnBrCuAzC9mraAiFj3+32zUZC/FZc0OegQQFSSitlsRhAEX6kf1wUq65uSW0HqtzNuNgfTDIrAs02CGaHt4xUFhetwWb3+d/M1R52IeV6QrNbsNSPsymXnYamvo+O7LPOSshrnKyqFExvCdpO49s2TWK/r2Sal12mZU9cEKIOAs+rfa9vFqT7PTlNsIPIqB0f5sJrlkT63rrUX8CrvGHFjfFM5mBwKO1Q8jiIDXNKGZk99DuSuhSIgB35w7x4/LnSO+jeAE7U4XcX8x9/+Dj+JV/yq+tyV0nbPf68yvnv/PX5UPdSG29CAU+ij3nuXT6IQJ9JboX+7XuJSCQ+z1X6psxk2wMdg2CTthmaaneeK/SjkuyO9if5pmfMjIHQs6DSIgbCvP/FjIBkN+Fvf5XIZU374TQD+t1/8lPPFmoN2RFB93x8P9bz7cwe++6c/4Kcq4+8A5W9BgZ+oDGu4z9+Oz2Fvn//9XB9YrIA2MFHQs+AfffPbAPw/FrQCjxj4kVIMTvb5+1jvL36J3iAugCmQ+NWaowosSzO5PMB3faiEdn0/4CbVPm40B7s2HiS0Nlf1Ga5NXpR41WY9ALwkxWvazDyP/3Gsc9pOvKJbEzKur2+SL0uOXF+T68YRZZlXksMVaGVpJliRFayqoTltBcz9ALu0iAobD/AqQKrIqu+xtH6SXbsrDQY5X8gcSjdaAB17Kzpd5Pogvi76flUByY+BtgU5Po29E55VnzMhYd8NwNX9wwO64jB2/x0mwNNkwygIkQynaLh4VOPK9QlDn7+rJqaRb4GZk+pz0+5rZ1lJp6tzsAawcKC9N+S8+p1fAfpdtB5Pr9mApsDi1ad4TVI0oNHyLYqqbzvAqhHQBFRQMwkA/A/f5efo8e42AnNPpfzehgILyczWwC+7XY6BeaNJ7vom19POix5FWRAGHpW8E0HgygPEUoog8JCZO6qur1EUeGXOVQXw/neXS3pZSpkXOIBTE+UuUFjO1qxAdKnSdIPvhxRFBtgoVSB95J//n/8H/+3z5yhVYFlO9TdaiF5Z+h7zosB1nK37WuVgh++QFLEBYWeNBpveHt5yQ5DldMC0z6vGbT0XrI/713YnfBuo3++++676y7/8SzNRCC0+SZKdRfSmoq7cPZlMCIKAe/fu8ejRI9OgQq+vs4FAT1y+73N6emoYIgIWyEltnuc8ePCADz74ANgt43pT8fjxY7797W+/sTZ93XBdF9d1DdsKdFtfXFzw3e9+l7OzM+OsAxpokYjjeMddSpyPRLi1zioSQdkkScy9zmYzje43m4zHY4IgMMDJ8+fP6XQ6DAYDfvWrX5kT91arxU9/+lPu378PsOOi0Ww2+dWvfsU777xj2CigN2WHh4f84he/oCgK9vb2zHvW67Wxiz49PeXePS181mg0+PTTT2k2m7zzzjum/EfaR1gb7XbbgF/j8ZgPPviA+XxOmqY7rKZOp8Pl5SVlWRoR7jcdssEWdopMSj/60Y/4wQ9+QBzHX8t1CevMtrWY5WQyMcwNQeOfPXvGaDTaYeq0221ms5lxjhNgRNy2kiTZEU9utVo7/e8m4nqbymv1Nq0D14vFwvx93SVrf3+f6XTK0dERDx8+pNFomM2/lGzdv3/flDuB7ocimh4EAaenp7z//vsAO+yeL4uyLHcA3uvXtb+/b8b33/zN3/D973+fx48fo5QyznCz2YzLy0uGwyGjkXa8+eyzzwB4//33efr0KR999BE/+clPTBscHR0xHo9ZLpcEQbBTnmrbNo1G45VtepP9dD6fm3b7+c9/ztHRkSknPTk5MWzDZrNJt9vl8vKSMAzNuBcB9WazSRiGPH361AB4whhqNBocHh7y/PlzQPdFaTfQa9Uf//EfA9qB09hJN5tmrnr27JkRwr64uCAMw9fuy3XB8rrw9Q9/+EM+++yzW4ToLYt3331X/cVf/IV5vvV84SsDeqrA80NW6w3jjgYmfrrX5f8NQ37S7NFwHP7DqqzzeLlgcbXA8zzee+89Pv3sV0aIuNPpUKJBKTnMAUyp+JMnT2i1WuR5bsrHxuMxR0dHZFnGxx9/bHIwy7KIk4RV1OB51OHnRcbDCqT+xibmX52e8s0Xp9iOhyT5lrKxFZRWvmUPVWG9xjB4/Pgx3/rWt26mTV8jqn0qp2HALwZ7/F++z08GeyQVED5azGhlBQV6XBZpjOtVrjxFjO95+KpFGqdYPuTVdjAMwy908BRDF2Ewl2Vp5qE0Tc18Kod4sGXrSzlvHbAQIECAAnld2OaSiwvTVd4jhzVBEOyItNZL7etmHVLqL+wPOSyW9wtQWj/clU2VlIpLPi97BFXqciWliq2rJB627bLJcop2xEWgv9+P13xvvuafJBnfvbxkNJ/RjELTbhbOK8XOXzeu5wsCtPzoRz/iT//0T7/S2lYXONbgSQ3EslIsBXlmEzZ8kkwzLB50O/wv+yf8pNkhiUJK2QOXCqo+I6Xe0m71g9n6wYL0C+kzWZbhVmVGluWQpro0sRM1WGW6j8YehI5HK4ZvXpzxn03P+GA2qd7joSxHC9E7YJfbPdqvYw5ZSveVOEnNnOQFLv/zT37C8D/5T/k3qyU/OxwS+3od7c+WtAuwCg9FhhvKofgGR/lYlkNZsfysinGFVeLYAWlemDI4aQPZgwpJob43fZ1oNpsml6izgq8fGsk4k/1r3cm1/mzq41teT5IEz/NM/izGG/I7OdQ2bWopPNtBFdrxDsByLTLPY6E8Vn7A2nH45lQfev6Xp5/zvcUcSihyhe/ruTzebDTg6TtYOBT5BqqSzUXg82LvmH+r4P8+Pua8pfNdJ9kQWLYG10tFUebm8DCr2qUoSl2GmAuI65Gmme4prodSJaW4RXouSZLiug5FURpnRZTCsV2STMuXOEpR3Sp5Dn4jZJPGeJ4Nlp6TUtvmSrm8k+b8s0dP+afJhjuxhtPb2XZ++qKoy1rUheh/+MMf8vnnn79yhnkrwKHvfOc76sc//rH5WTbg0um+zOXhNw255/V6TRAEuK7L2dkZg8HAdHI5yRW79OsLYr0kSgZlnXovfwfs/P2bir/92781dq/wu2/T1w2llGlTCVkMhAlTn2xEn0gSifqiLCwBWfjEmWs0Ghl7WykXBIzFs5xA1Cnf0h5SlvL/s/eusZal6X3X733Xbd8vZ59z6lSdOlXdNTPd4x57RvH4IhmEjJwYO0ow+YAJlpADKBEKWCBQRETyAZQPCUECCRBGhiCCICIhQcpFtjy2MVEQikRsS4oAACAASURBVPHYnkumx9Mz3V33Ovdz9n2v68uH933evXZVj7vs6W5X9Zyn1aqqvddee+13rfWu5/m//+f/ryd0jUbDP5jk38DGxCyOSBL1FXhJlMCCQHIMwkgCvEaRgF6ycgL43yCTuiRgkpTVV3XlMzKmdcbFRx0yORVFsYFYf/GLX+QHf/AHN7RrPsqQJLRecAiDTBw9hGUixyeMIlnVquvwSKvSYrFgOBx6vap2u/2BFwFPjynYc/30mEqiFUURy+XS08jrLYnSMiYP7boOj/zm1WrlAdTxeOy11uoJuxzD8x6/3NtPH5c4p4FlDq1WK4wxNJtNf9x17RNJ5CXk2peEp37tT6dTX0DW71vRZHqeMf0g42mtpvq8JlG/h59m30iB+bSmlVLK/9a6jXZdf07cx+oOfbL/8XjsmV1RFHF5eeldPKUAe96QpLJeyH3/938/b7755hU49ILFB5qDOc0HpRTH7qW3gP/i3jt8afs6M614ZWavvVGeU5WuZUu7XNQl2eLQUlQ5SgXezrgoKpIkoiispg5ovzobBBFVVVBVliEg9ZLMDXmScBoGzOImq4a9H+6cnvI39/Z43VSO2iK+yWyIdxi10XHxvo7jH20OtlZ6eYzmS8BfPzrize6QU6cHolSFcvwIUwHKoEUHh8K2gBQBYWhZAmXl2hZ0gHL/VZReE8fg9mdKUBqNpqp9JkBTmoJQhV5TRwURBmO39VwEp30mn3ffZ1wvWuCs0StTWN2NqkBrcZYy6+Ogon5WZH+Bjigp/XsKYQpVBATuPXnHvVcVKB1a7RIfBk1gv9Mdm1YhFcYeL4BjBIBzIishCKx+ilL2M6M84854zM/t7PEacAAI7zYRPZgPaIb8MHMwGRlhhwmTpGANGz0Efgv4b84vuIg0WbhefJHnsNZ6g4kNa7fo+rPPO1G5HKyqKj9MWkWUlSZQGqrCj3WlS+KiZHsZ8HO7HX4AEGWjmHUbUQAEtbu7RpLiaeZQkdljLaq1VEdFya9/7U363/d9/Lff+ia/Nehx1rXjakrABESqQVYWBKHNZSpVQKmdloymMgVRKEBpQVVacLMoc5SMjbK5a1msGcGS622M31PXj2+VdbmD1BAC/tQBWvm71Emy3zr4JONvz1NI6ag7pXMUU8Z2QIj1fBhaLSoBj/KsJIrWNYvC1tGqRlxQgctbdIKuDGEFn7qwwN5/d2ufT5jMnm9sezKA0pGbtq0Gma5KtHuupASconkb+M8ePODtLSslcRJHrKKYyihCpZyDoDCfNcZUKCVz3no+8Pd8VRLowM8imArttLf8NthrrKwqQq0pKruNwC+hhry0vzkuMnYK5+g7n9MOY/anM/7SzQNeBd9++X5KYQLi1bXGwOpaPk8OduVWdhVXcRVXcRVXcRVXcRVXcRVXcRVXcRVX8V0cL4TmUF0UGvCroXVq6QcZdbaUdW+wbSVRFPnV1H6/v0FvrTMLGo2Gd4FarVYbKGxdbFnaJ0Ts9qOM6XT6kY5pnZ1zeXnpf7OwKKTFJkkSv40wEi4uLhgOh741px5BEPiVbhFrhk2NE6E/yv6E5SG/U/bZarV8z3+j0dgYB2EmyDaCljcaDc7Oztja2iLLMhqNhv+teZ77VfXRaOSvkSAIfCuXsINk1V5W9c/OzhiNRv57xeUujuONcybHL1pEvV5vg7UirKE1ih/4YwOeoYrW9Y+eXjVaLpcbejDfaQiVW4TAZeUhyzLE8e+DDEHK67RkocuKeHE96lR4OT91yrgwTWCt3SNjV1+xkfmh2+16Fyn5nUmSYIzx13idDSL7Erba88TTYwr2nD49pvV+ZJmf5PMST/csP81ubDabG5+tiya/l8OJMALrznTiGFgXSq6z6KStrNfrkaapnzcWiwXNZtOPsdz3/X7f3yfvx8asM2rq57I+BtJ68Dxj+kGF0KoBLwItx3F8fOw1iVarFXEce4OD+nHI+Mt8Uhe2l98qnwd8e0cYhvR6PbIs8+ezvnpYP8ewfnbV9aaeN+otH3LMV6LUL2Z8kDmYqUBphTHgOmnYAoZZTlSULNst3nGU/idhQJE59m6wfkYBaKWoSmPbKmqCwtb9KqAqDSiDQlM45lAUxl45N8tTmo31fQaaXBloJIRVRXNun+O7WWEFso1yS+zu+SptZCKc+hRz6P3iI8/BHBuxaHd5GziNEsrYYFWWQJH41WyoCJWmlHXtXBOEAYV2ek7g+9Q828gqqrg1eau5ZAAlzB6s4DRYBkGpABVSACrYnKvtOAbPvqZrzyQV+tctE81+DzpyjksQKE3peFxPa0BVZUEQWF0SpYOnOEAGzxUxwpRYn1XtvmOTMaAdN0mtj60s0M4xyVSgVYDrPEEHdggr+RVuPKdhyDd7Tf7K5JSDRcXP7e3yg+57t1ZLGs0PTqPwg8jB6gwhsGfNlOs2xgKrmTMBTrFXm2Soks3/2a0hxVP78FozQBAn/jOx+/zzFKfe9RAr5hsBithfCRnQBsKuPb577jjBauoM3f9ZOqWT1LoZNr5l824PIjem1Jj6FQSzKZ8A/sInP8V//tY3OFrmm/sQOo96+hlY3/+zrWEByrPbClW61kuNqWz71NPMIWNKVKBx3bmEOqLMCyIdgKowZYWazNa/ValnWjxhzbCX/K3u+qyUoqzEmKXw2uQqtG1v2sSERqGMzKUFpS6pFGgTgAlRlZwlDdqyjI1W6FDYQCmKikRp4ixlkJb82dctE7MLGBW7i7NCuzYs464cjUJToTQbzJ2R+/tfOjjgHff3/3Q25nEUEShN4Vg/9RZiezE4tqCwqhxTUaEwWlHWXS2Vmy9MiVLh+pxWhlA5JpHWVM44AazRpL2fKraznL/csvflnUaHPrDVHzLEarc9L2gjzC8xWoJ1Pv488UKAQx91yA0g2jOiw3B4eOiTYblZnt6mvp20OEg7RhRFXs9kuVw+k2h/nEOKnclkQr/f5+LigkajsdGWs7Ozw+XlJWEYbhTKdbBDgA5p4wvDkGazSRRFft9gJ2UZa7BgiOxP2sBE20dAo7IsWSwWdLtd8jzfoFdKwSh0V2lvCYKA0Wi0MTnKtTCbzcjznMlkQhAE/tqRVh1xXpvNZhvXXJZl3iGoLhgbhqEvsPM837CsT5KEhw8fehBNfrNsI4DYW2+9BcArr7zC1taWT1DrhbLWmvPz87VNqxMvrrfFvYyhlNoAuKQVT8AKAQm11iRJ4oWnRYQc1vaPzxMy9gJuAB4AkVitVl7nRtomwV4j0rLzQQJyf1iR5zntdtvr+khBJL/ZODcPWF9vW1tbGwLvdYH4RqPhx6csS3/f1zW/Xtao28jneU6r1WK5XDKfz9nZ2fHjMxqNuHv3Ljdv3vSC9GBb7sQ5r9vtcnh46PXWYO2YJ3MN2GeT6E+JWUG97e5pV6WruIo/aNQFPKXU7wA/86nX+c3LBZnSpE07512aEhVFts1JS+vPuv1HYW2KdU28VmltX88yojgmN4ZIOY0IY5BesqiRcCaJcKuJdom5AdqrJXu5vTd+5tZNCw5paRoQG+tqDRBhi4sXtx9S03IFxSnwyw+PuOg0qcqMvvsNQVYS68AVfYosXxGHdi6NVEyxyClMZgvLsiSKRMvEUFUlWgcohdfdCMOAqjJorVBKk2UpgQNKtFZUlfE6HaK7oZSmLAu3ncGertK/F0Uhq1VKEKwb95QCrQOKIicMI+suF4T+vaIoXc22do+Sv5ssRyk2tD+Mcbb17rtD1+pkj0P545PfIN9jDF5bRMZGKU2ZLX2B3QiaFK4lREWQFSmBjojjhMLlHwWGPAw5NIo5mp9/8IS963ZB4MYHCAx9UCFDWn86VBgv1zwB7gL//ZtvMe40mKEIA9f6XeQEYUVhKiId+XYoaY+CZ5/pos31vmE0yqyFdleZtLoH/ppCp5iyojIarWKqytBy1+9ukfOvvv4JPg9sJa2n7Ot//xGXFUMHqPyHr73OhXtdsWknXxdlf7/35O8yGikWUBtjBZtT1oBbzloAvcUaFFlh51/fggf+2AZuP3LVGaz4Ou4z51hgv2QNWynWbbWB+075fA8nQu62ry8/yj7ks5tg7fr4ytqf/9/Dd/mR/dt0sICQ0CxEXNqitdoLgxsHEdfPYeWfJ/bYesA+8L9+4+sARNf3aADhak5ilAWcvct35eun+uJ7fVFf6r364rMsthmTeacAuV8EkI91QrFyrn7akMeaRRAQ5Dn/75u2jvvRN17jOtA1BqVKKlN5R8YPu/HruxIckiIxjmO2trYoy9K75sjJn0wmfnVatgE2tpOisM4q6nQ6njkjReajR4+8hfTHNURDQ1bGWq0WYRj6sZECsSgKD7bJzVS31BTdHTlHdU2S3d1dvz9jDAcHB9y9exelFJ1OxzO1hCmyWCw2+qzrqLhosdTBmclkQqvVIggCDygJW0lAhouLiw1tk/F47N3NhCW1XC6J45jxeMxgMNhgLcxmM69FI+5nsF69F42OuoDzbDaj2Wx663X5nl6vRxRFnn1QLyClJ/ji4oLBYODPjxyLXLeyqiS/9WV2ExIhcgEW2+22//111zABH0U8utvtejAwDMON8/U8IavuaZpu9M5LP/1sNqPRaHiHPVg79H1cQjS/BGCsnwP5t4gQ1vWD2u32xj0tYyf3sAiUSgRB8AxY/7KFCEnC2nWx2WzSaDQ4OTnxQOVsNuPg4ICjoyNu3LjhwWfRLBEtPBGoBjZMEgRAAjv+8kwSVz2JpzXgruIq/qAhCjYC9MQuxZRVz8CAXTCWolsTmIpAa3I0lSl98itADlo5FyCnfeFKCR3H5I7d4dfoXSKvcXbAgRR8yn9OYWgGATuuOpFCw1BSEfgiMXB/VsoVNKaq6ZKELxRSZIDZyo5C2YwZRyFlM2ZLGYJLmxftVop4lRMEmrxIiUMocsfA0YnPO7IqI9IBVbXmZZRlTpI0vTsPQFnmaB16p54oCshzAZwVeV66lXHtAZMgiAhDTVFUQEVV2W3t/gxBoFyhV1GWUj5WGKMIQ01Z2hV8cQ0qy7UeVX1fhVuVr28vxxBFif9cECh3LJZxEUUJRZFZHRjnNgSglMEY5f+UsfFFqVaYShF4c2pAFShtMCoiXa0BrWWkuUhC8naTeRQxjkKKcK1T9Dx6Vh9tOFDWVFAVEMQOvLNxCfyVh/f52s0tiqBB6nRobBjKymo7FplBC92opuguenbChhWGfn3R+NsfmQCLBk2TvKwI9No4QZUpQaio0OggQpca3IJJw6w4fvAOf/3gDlvv4zz4+4k28Cpww/3bSk1v/sl7vPZe78nnZbQK4BFwDPzC8YSjyN7vEsIQisKA0rF20iIHE6CCtevkyoESYag3rmvRcAP8fV0UGUnS9Nd8WVoXsLIsCFZLruWGP79j87FbWFv2p0dTmIWwBh2K2nvvBbwHwPzRIZ+7+arXhpLPNt0HLXNxfR+qmg4VTzGA5BhSrMX8hbvnTBwTpks+sVrSmy8IK4gdYGzUmjklZgJ23NbQieh11nNXiQ2nauWAUK0JlIJinddmwHkj4u5wQB4ETNr2XjjFsZ3cwkal1IcMCa3juxIcEpRaivgwDGk0GgTBmqLXbre9lbBsA2xsJ21QUuRJsS2r3Hfv3gXg1Vdf/Yh/4UcfdUaECNkmSeJdvupC1N/7vd/LW2+9tcEqEqtwYcBIIXRycsLBwYEHaeRGazabvqVCKcX5+bkvGBeLBfP5nCAIePTokX9QGGP89xwdHXnWCODP8WKx2BDNffLkCXt7exvCuHJ+BZARt6X661mWsbu76yeWetuabDOfz33hK8i0XEsPHz70xy2FnrQmyTUqbBgpMNM03XAri+OYmzdv+lUtsMDo1tYWX/nKVxiNRpRl6b9T2nVe1hDnGgEbiqJgOBzy5MkTrl+/7gEgue6UUl7kW8YgCIJnxMW/XQiQ1u12WSwW3tGsDn7MZjN6vZ4HNGQeqVvM1sWCX9a4d+8et2/f9uBDHdAZj8cbbWjiBAj4pFDuE2G6SHuUsLrq7akvOyOzLmgu7XPCiry8vPRtZQIiy7UpSYdY2csCRlmWngUo4KRSiouLiw3GlVKKJ0+ecOPGjY0WXQHCr+IqvtOwDUsixGlsQQnESjt79ZSkatJ0AsXdPKO1zIkrW+gFcYRx7IKqNJa4E+iNOVIENuurtfJnHMfkee7p9PWFIVPBLAw4akSQZygBsLFFQ4XacCXalKF1r0iVpp999w87Gk5gOwGmpsQEmnB8yTd/+l8D4K/+2q8TYMGwn/jhH+Tv/8Zv+hX/GfCvvPEZvvDm17xtu8Qp8Kdf+xS/9NY3WdVe72JZI53adjvu70ssI2EbW8zK0mgF/PinX+eXf/cbnLvtz917P/36a/yjb7zFn7h1wC/ef4A8EQ/ddgb4iU/csdY+8gy4vIROh1998+v80Vdugyy4RBGcnEAc2+2ril+9/wBwQtHAT9w64Av3H/iz+EdvHfhtcMf9s7cOAPiCe/0Sy6Q4c9uM3G/9k25fS/dvsG1LP/nZN2CxgrgBpfumqoTb13n9//g7XCSQBtqP9yotaCUvaFlmKtsr58r8zP2eVQAPWgmH7Q7NHDp5SXflFuCVoaoySDNCE2CMSDxb0E7r0IN4amEXMKsKqtUSraUl59vDKaVat/ZrA1Wp0aFCeqoUOUGpyKhYGk0WNMncffJYaXpFRg5kWU4z/r2twZ83YjYZM99J2I6mygskFzrkEviHj0656LZZJCGVdkzJ0gKiiQpZLZcQ28mqEYfkhbbjqY1zElsbclhgyHg2nWAbxuiauVJdMLwkLQvyQBM2m5yHFf/g8RMA/oUb19nFoKrSiWhLW2aNNSQmAXI7UFFREOF6wAQ1qiruFIZRXqDDgLyo0JGt/wJwzER7zDIva603KU7vERV2Dlg6QexlVdHF8DODHT43gHdWC+64dmTZxQI7z8muT4BdLAMrdu/JAkXmfuefvPMqf/udd5HsaoWdm58YuO12LC2OHeA+8JdnU8owZOHqBGnLVO6Y6wLXHzaA/ILOQh9u1JlDYrUrjmJSeK9WK5+Q1O1469sJGCQ3zWAw4PLyskYps6exbm/9cQ0pvLe2trxWibgQwFpXpSxLTk5ONpgxURRxcnLiAZI602p3d9cDHv1+3xdBQj2VNrBWq+ULyKqq/Hft7+972+rt7W2m0ymr1Yq9vb0NnaLVauXd6uqFupzD09NTZrMZW1tb3jp7MBgwmUw8MCOghLTBCCBzfn7uk1dxjagDRmDBnNlsRhRFJEnCtWvXNhzUlFIMh0Pm8/kGq0ncz6QgF4AsDEPeffddDg4OPOAG+BY3aTmZTqcb1+nLHI8fP6bX63kgQoDEGzduMJ1ONzSp6m2QvV7PM12UUrzxxhv+mvm94uTkBICdnR1rDexac6S4Pzw8pNPpcPfuXba3t70WGeA1AOqaZS9z3L592zPY4jj2TBS5T0ejEfP5nGaz6cca7DV37949D8bV2zvrNsMC6J2fn/++mV0vWtQL3Tozcblc8iM/8iMesFZKcXZ2xmAwoNPpbGiaiYucfL4+Jrdu3fKaQjLW169f5zd/8zfZ39/3+6y3wf5hOQdexccsDOgqAGVXSiuR2cCtJqucZrbg9sQ+0//87j6vteBH927YDfLci5l8+ejQOx9FwPdec62TZWmL/zzny6d2Dv7ctoMlhkO4uLBU/jj2LAFabX7nwT3uAX9hes4s1P57KmwirEy44fJjGRwVgVQxdbZQvQ/iBQgFzNyY6v4AlYDJU3byjL/6a78OWDaDgDd8/et8jsoWZNjf+q2vfZVPtlsczRc8uZywPbBAy81Wh7enUzrAtVYHZJ6Yz60Vl7CN49i+BhwtZp4F8z3A1DEVOo0Y7j/i+1iX+T4OT/gTW9tQVfzxbt+eZ7cvgNP5kne++Q53rl/n67/7RQDazYS8NITA0d17zL01dMFrgwFHixkGGKe5d/epDMQKOB/zPdROYwk3VxmtRkwCfBLAsa7uFBVJaAHOyzTn+5J1+W8Azs/5FFBUJW3t8o5hj9/4xjc42L3OEsd2wOrefB34Hw8fMu60KYOCc1fyva6rF+mysuGv/9gCW4EiL3LCcLO9u1sa7sxS/q3tAeLRJ8qgn90Z8k9PLjwItrR7s+cGC6QJ8KiAH3rje/jKm19/30Ort0cF2AL6c6M9uOau9KOH0G3yK3cfoAn4BvA/PbFzxrvDDhUxC6D1AQFDEh/sOdS+u1Vjf+OTasUi6TCgJHKLPNeyjHZZUmSGINIUas3WK7MAhaY0JVG8btGVWlUWrMRxGyzQIkSIegcGwEJrzsKYrNtmEWoOS7cgC2hK5zy5CaAbd+zhU4NjtwwoUNY90b2vg5DVKiPQIRiIwzUfqTQVOrBaaGVZbDB5pDNZQGBVe1kYSkugcvpmipB+kfJ54HZR8ROvfQbjcnsCzTfOT+jHCXt712BqmdgkIY/PLzxDapxndBzYVAE3X7nDw7vvcnN7F5z1PNf3+I3f+E3+yGjIxbyg0w795zUWVOoVFReRZubAVc/jqiqr4+eb+j78+K4Eh+oCgXIzjMdjut2uZxWJ1Wh9G2BjO9mPFJ1f+9rX2Nvb8xbAUiC9zK06zxt1gWjR7Kmqyrc79Ho93/4lwqhS7JycnHiwZjKZsL+/71vEyrL0wEee5xuAikxaQRBsCN0KMCfCr3WmQqvVYm9vj+l0ytnZmW/VKsuS4+Nj9vf3PUsHLCNiOBwyGo1QSpHn+cZvlfY5WAv/SuG/WCwIw5Ctra0Ni25hRZyennqtkOl0ShRFHlRqNpueMdBut317newH8CunURR5tpUAaWVZMhwOfXEu7SVScI/HY+I4ptfrvadV5csYN25YIm/94ZYkiW/pEvBQxMiljVBYbsDGavP7xc6OTUDyPGexWDAYDDwTBPBgSKfTYbFYEMexB6y01l6s/OMSwnoRO3Ww56LdbnuWXF2sXinFycmJB86MMRt285KQpGnq7+1+v//Sa+PUW+WkvVCA3tPTUw8cjcdjms0mWZZx9+7djetNKcVisfAre3IPz2YzD74fHR35ueqrX/2qZxGNRiPSNN1obbuKq/igw5g1bqCwya9ShtiU7Oa2GH4F+NH+kPTinPHZKaPhFm03f362sm3WQRSia+zXy/ML+sMBjTjhs4ApK4ZOY+R3/8k/YXfvGlEQcjkZ027Za1sHId+HLQ6aiwWLXtffMylOukJtFnXK8YmQFe21HNILGb3O+j4uC0OoNK1ybb58HdgDklabYjGn00w8e/D49IQ7129QTmdMzi/43NaQ2cwZb0wmFHlOaEKy8XgjBxNtTmvUEq/byqq1qH+r1UDVtB1bccxr3T6z2YzLy0v/3C6nU46Ojtjf36eqCsZj+wyZPHhEr9fjjb59NgRnZ3y6uQYmsrIkDkLK0rDjdIUa3S4mXTKfLwnDkN04YnwppgY9MJYx1jg9Z3vb5XOPH/Oq1nRi25bUaDQYuNzuk1FEEASEYWjb1913S0tbiOITgWKwNeLcacYVecbOzg4XkymNZpvVzC2KtFt8YTamYxRllpOXhpG7sKLgoyn8/kBRGgsGVoY4TCgdm6Vymi9haejO5nxie8Cn3Uf2VUTcjEiqgh8u8rVcRNJEhwHT6dS3kEkOFscxlCXf9xyHVH+OFllOrz9gtcyIY2f2sZySNGOanQbvznJyYNuxig6JKMuKHlAVJTp8QfMKtbZqD3SBIaRsRmRVydZiwb8zsouRt7AMl33gXzy4yd998BCwIFwL+KO3PskX7n+LGZvMwHNs2+8MOz/+1KuvAPDL794lwDLqfvn+Aw/eJe57HgI/f3rCRbtJ2aznsZqiygl08Mx0+d7Tp7aAElAahb8FlEbFNUC+MBiHLGmHlpVVSRCGfo6rnKB0/fu0tEXWvi8CLxyPVuhVxl4PPhFoqnfepuPm0qMnh7TjhDRNOf7qP/O1ZOVQ6MViQVEU9OKYhsMXz8/P4d677AOXb3+T7V2btx3+1hfptrqEJew0Q8q8YJnaObbT7jFUEBXlRh6csyarKmMZ4R/VI+h9ZyKl1IFS6teVUm8qpb6mlPr33etbSqlfUUp90/05dK8rpdR/rZT6llLqK0qp7/+wf8RVXMVVXMVVXMVVXMXHLa5ysKu4iqu4iqu4iqv4qOJ53QL/I2PMbyulusBvKaV+BfgzwK8ZY/6aUuovAn8R+I+BnwQ+5f7/YeDn3Z8vTIiuRaPRIEkS314kK7H17erbAM9sl+c5X/+6pT+KYHIYhrRaLU5PTwG+K+x765ogVVWxvb29YZcsIqrn5+eUZclyufQrBaI3Ipo7WZZtuJB1Oh0/hvXXZQVe2qqEwVPXlplMJp4JUlUVvV6P+/fvMxgMGA6HPH78GLDMnWvXrlGW5YZ48XA45Pj42LcrPXnyxK/sL5dLtNYsFgsvDg1rZsorr7zCgwcPNhywxGFtOp3y2muveYYF2BWTNE39b6o7kTUaDa+FdHh4CMDNmze5d+8eURQ908o4Ho+ZTqckScLh4aFvoxKR33a77dlbMrZa65e6xWm1WnlRb8Bbt4qQXL1tpu5QVnchqAvIvV8IK04cx4IgoNFobLw+n89ZrVb+vNf1omTFTNzoXuYYj8dsb29vXIOwbokUJzLR0QG8ExfY61JE38Gek5OTE68bJSvcRVG89ALKIhYPeB2z2WyGMWZDU0xYQ2BbYoVJuFwuKcvSry7Jaqxsl+c5Z2dnG1pC0m4qbc/CYATc6v7L3VL6MY+XJwdTWNoIGkyFduuchSlIVARogiDxukIBQBKiq5yd7R1W8zmpOBppRZGXmMoQJxHGiVVsbQ9ZrJYUVUlFSVkVfOObvwvAsD9glS2JkpBmu8HZmW0PyAp7j5TYNotAJ6SpZdlKe0slx+OnrxqTVlknannlxeMYVH4VmlafUEfoKiBQsW/tKYFABZyeX0IFFxdT4tg+701VOr2PisFwMIDGnQAAIABJREFUSJkXtBqSnxX0ux3ywrIBZK6QeUqeucIiApuDBYHddnI5diwsyFZWGP/Ro4f0+j36vS6PH1o9n9lkzPW9awQKlvMFDdfq07+5z/HREabTptPpcPTkMZETPF4sFpiqYrXI6ff7/vsDpdBKcefVOzx+/JhVuvLOY4v5nFa7zXI+49Xbt5g7rRuFZe6kywVKa6qyJHTaLHmaeeOUMNA8eWTzxlduHfDu3bskYUheGAIdUmQ2/1itUi4vZzQaTY4eP6HjnMiCbtd2UKYVsU5IwhIxFl+mC9rNDi+UnpVQFUKr22WcKG5QY2hUzjUqjOyZHruugKxYoIIIHWhSUxJ5honyGpoSku9KrfD+UTGf2/y52+1SRhEGiKKAiWO9tbpdFss5Otcs0xSdJOSi31MUJGFEBpRVivaNhx/A2D+f4e37h7P1CrS4cTnReQ1JELBdVNx0m25T8Uk0N9odnszXVvUrSloEcHHO626XMroPTo55Y2cXUZK60WlzOJv7n3A6m/L4/gNu7GxzdHLqX7/rPr9T5pwHXQoV+/cqo1E6Wc+nSEtX4TSUNsX8FUBhCMPAtvW699I8owwUWVEQh6HrRzP+e0qnk1S5/wBCtXacC5zNvZ+1vQi6myM8RckyH8fA9OKE7nDEIrXXb7vb8TX9zs6On/uk3pV8NssyX3dsb29jjOH4+Jjd3V2qwp6zXjch1IbJeMoqzdndHaBL+2PTdEGz0aKsCis34VppI7btL1baOiby0cX7gkPGmCfAE/f3qVLq61jm2k8BP+o2+5vA/41NTH4K+F+MzfL/qVJqoJS67vbzQoQ8QFqtlgcrBNCR4kQK//o2wMZ2ouUidH/Ztzw060X3xz2k8F6tVr4dROyTgQ33ttls5jWBAC+YfHh4yPXr14nj2LdHSRua6LnIPgQYqtuVywOl1Wr5tp1Op7MhAiwCwZ1Oh/F4zPXr1wH7oBDr+bqosAAMWZaRpimf/OQn/fntdrssl0uKovCfh3Vb2f3797l16xawpr/KsYRh6Ns/YN3iOB6P6ff7Gw9I0bhK05QwDH0r2v379/0xCnBUdyWL45jj42OuXbvmJ7PBYOAnrdVqtWEf/jIDQ2CF5sX5CWxbV6PRoNFobPQkV1VFv9/3wqbS9gQ8A278XlEXRpa2R3Gog3WbVVVVVFXlASLAi5inafqxaC3rdDokSYIxxl/DsHbPEvA2iiLf4nj9+nXCMOTo6MgDswKGBEHAzs6Od5Kstwq+zMAQrOcUsKB0v9+n27VtLk8DlWJ8MJ1O/TUqc2d9/qxb1qdp6t0gZdyKoiDLMgaDgX9d7hN5ll0BRC9mvFw5WOX/DKQdi3XSXpSGIjdoVzb82J3XuH98TLGcEeqARrtNVdnn6HyRoXTFoNvn/HLsn68qbtBsNKmMYZUuaCQtP+cGQUyRLVmmGQpFXoobV7CWsS2tW1YSO30zpHmsqumrPBXvoZPxInWYGfAtdK6BnDK3OaioXR50ehYEUjCeLOh3W97yW+uAKitsvrC3Y3ORqQXke50uy3SFVtq2cbhCVWlFVZSsstSdj4rE6W50el2oDKt0Ra/fR9csoKdz69jaareZjMdc37dtZaasWGUp7WaL/nBAVUirSYVx+1qulnziU5/0v7s/HJAuV2RFTpplZLmdB5tJg8oY7r17l4Pbt/yxg8vBlDOfOD/zxxw4IGi2mNPtdKkwxO49o5zLaWoLRTnme/fv2fFTIWVaEKq1BEUjaRKFCUdHJ1zf22U+cwuB/S7HOLmJKqAqKg9HJC9wDmYqL9NFWWH1YbBAnKnsc8SUOQoYupxmuRiTJD2isIkKIq92LOYwZVl6k5e62/DzShy0O+4ZRkVWFBhTcn46Zmtk84+zyYSdnRHlMuUk0CyAUtqMlKIwFTm8uC1l2GvPeLzcOfsZZdv70sLbu7+K5mYSU6QZ08mYQc8uHhkDWV7AfMb1vCSKAhYLm/N/tte3IsnOtIX5gq1cyAwVe52udeM9u2TL52AhSlvL+yhLoYKyNm9qIDegn5og1beBNjQVKtBQlSgdkBk7zwdRTGmsfpKdpA2qtlM7FMbqKMmFadaaRfaCffY6krm7qpE2giCgBXQHPVD4+UpyNZGhkIU4qUtlIV+2AVuvzWazWu7vvsMo5vMp/f6QTgV5kdNsOOkZo0mxc1MQaO+6KO5qooVXb9X+sOP3pTmklHoF+CPAbwDXasnGISDCLvvAg9rHHrrXNhITpdSfA/4cbLrXfBQhSYasNEgyvlgsNgpycdGqb1PfThgksj/RhREWR10j4vmQ8Jc/giDYYLLIarcwg0S3RwohsEV0r9fj/PycLMu8TgzYm6XZbHrWgQisis6Q6G9IAQ5rpo0wv+or8XIMWmv6/b4vVPM8Z3t7m7OzM++eBBbIEhBQ9GRkEjg5OaHRaFBVFfP53IM2xhim0ym3bt3yq2nCZhKHMCnwhDESBIFfSRHXMDluGZMwDDdYE6J7lee5Hwthw8jENRqNNoAzrTWvv/4677zzjk+oPy5FYR2YgbUgtYzF0yHXpOgLwJp1JsCRhIAaxhg//nW2nOxvMBh4MLjb7XrBbwEB5DgajYYHOkQX6kUM0QcDy1CpOz02Go0NwePz83Pm87m/5+XzWmviOPYi9DI+khhubW35a1jm1DRNvWYYrM+lgHcvs45bXYy+1+t57SmZZ+S6E7Aa3MroU4w40cdarVYbzCAZm/F47K/NMAw9U1DOh4DColl2FS9+vDQ5mDFOyMd/FwBBEKJUgBLWwdYWxhTWPUcrFrM5YWLn4mYzZj5f0O8OCFRI4AoDjWKxWBJFCVEQ20TfsY2MgjhM0FgB1t1t+7vyvCSIRO9tcxVeBK8VFag1oOVVYGtMIi+H8SIxO1zkTrcjIASj/WLav+wct45nE8QW3lRF/fRwfnZOb9jj9PyMrLKmK42WnetVAK1Oi9UipdFKKLLcvx43IoqyQisoytKzu8bTSzqtNqtsSaMRUxp7bHEjoTIlWgWoAHqDLrOFBQWqomQ42uLy/IK4kVA66+yL8SWL5YxGq8lsPqXZanlL9LPjJ7SbLUpTsJjN2N2z57s0BePpJbdeOcAoQ1nmXIztguP21ojSFDRaiT1eLddOxXh6SX8wIMtWRHFM6sCmvMyIGk3a3RbL5YLEMWCSRkwUB2S51cwpTM7ACXlnRWlZ9KMhxpSEosTbbPOvf+6z/Ng//CXLVNYRdd7wiwY8SigrN0ThNXHtURocYGBAY0ioMezCGCpFmRtUFdRuKWNt6JXdr5wPgPPLMysobOyisMwdYRCyWLoczAGhc5e/t9o9jAooS8PWsE/i5opmr8NiNsEouEhXtJIGxt0nOQWlskVwVhkaes06+c4H64PYiY2iAMGu8ixDx6HLg+x8Kr0HB9duMj4ds5yn9Lt9kPS1rAgCTRQFRFGAVgGBE2POixVlDjujXcockqhB5L4sSysWaUqrnYBRhDp85rcprAOdqAtZ8WRDFCgMlXd/VHUGj4PiFWvtMkE9DJUHlUqTO3DHfU7b68buQaNQaJRlsNUcyqx5WYUSYKjGcCspKbFDE7kvUsbKaYVYt8C4kVCW9nvyPKfl9M16vQ6l11urrFmBDkBp0lXGcGBNVS69LmzF+PKcbsfmsFqHdFp90mWG0iFxErFarRf1moHNbauyxGj5nWsh70DG9yOK5waHlFId4O8B/4ExZlJPzo0xRin1fMvt68/8AvALAJ/+9Kc/SraUT5iPjo5YrVZ0u11Wq9Uzq6mdTmdjG2BjOwE3JGkXxkin02G5XPpC8GVf6X6ekN8aRRFVVRHHsQdtYN1KobVmZ2eHk5MTP37y716vR1mWnJ+fbxTg0i4E65bAOI49UFK3qwU8E6RepAK+/Uxato6OjjyYIKwbcZ2S76u3bggQI6yIdrvtBcrFFUx+a5Ik/t9aa3+NCPAznU5pt9sbgNLTYyfHIH8/PT31YI8cU52VMhqNePDA1gT9fp8wDFkulxsFuVKKd99914/NycmJd9eqiwW/jCHHLm5PdeHwOviSZRnz+ZzBYOABQhmfRqPBcDj0duB1VwdhwYiToQAXaZoynU4ZjUYcHx97UE9s2h89esSNGzf8tQvrFsL5fL5xnC9aiDA0WDByPB570Pftt9/m85//PGCBiDRNvbV6nSGXZZm3UhcwDuz9I6zMJLGifzJGwkKSfQiQIft4mcEMYVXK30UkXsCguimCAEH18yD3fJZlRFG0AYALsC1zhbCN0jTl6OiImzdvbgiBwxVz6GWJlyMHcx5UTzFwFNq6fxkNRovTNBw+sSVEGLBKF+SmoBHZ67DIS7qdFkdHJxttwatVRlFUNJvrOV2wf62hqrTLwdJaDtZcrxj/HoWbpfDLMbvX/PbP+Gu9UCFsrBALhqlmgNLa27Pvdlqo+RId2IXLw6NjzwLa3hpxcnpkQWhTcXZ2RqtlAZDZYslqmVIZ23yX5bZAiqKA5TKl1Wx4wM3VVPS6PRbLFf1e3xaI7vXKGLJ8RWUMYaQ5PD5hOLT5VBjG9lkcRFSl8fsa9AeAJi9SoqRBmqX0BvYz3U6Xi8sx/X6XGzcPWC3tyn4QxcRxyGqZWrzPKKrSHvcyzWgkMdO5beXYrQGjQRRTmYoobtiWFc9UV1SV4eLijK2tbSoHXK3SjKoyVMYuEG6Php7R3esPCaKQ1WqBUtYyHEC1u/ztL3+Fv/H4CNBk2bpIPh9fsNPf/oNfBB9qVI628O1voCC00sIXKwtZ7Da6UECoA6JgbRaSlwXz+ZTBYIter8N8vvRCwo1Gi8Gwj1YhBPbcgQUGWs0OWb5ilWbkeUrLgURZmjGdrWgOB1weHZM6ADMtMxqNFo8fPWZ4/TrfBGLXThRFIWa5YgZE4YvL3q4Ky6gBiKKYCQZKW0vlVcmf+t7PAfDk6CFJVhFFmrKsCCXnDzVVkVEWGUoFmKrEddbR7dhFeSsIrsnyjCx1HRBJhBg3R2HAarVuX1+1fi8ZBAs7r7kvEtpNpiLwv7a5VwglRiOThbSiKqMRWOQ91wRrVvbug7alTbrQ5FmkNtuHK7O+74rCguV5VhI3oOHyyyiKKB0rqMgLzygqS0NRGvLCOs8mjRaZY1wlDXHlPmM0GnkCQpbl1vToxm1QcHp8wWhbnKetW5/yrXD1kfSH/5HGc4FDSqkIm5T8b8aY/9O9fCRUZaXUdUC8nx8BB7WP33SvvTBRb/fq9/ucnZ1hjOEHfuAHuHfvnt9OVr1lG+CZ7SaTyUahcn5+znQ6pdlsegray77S/TwhmiBCFRVGjxR4SZJwfn5Oo9Hg9PSUra0tD57cvHnT2zNfXl569wuwbJ+qqlitVlRV5UGj+v6lrUpCzm9ZlkwmE7+vvb09jo6OfHE2Go18ESttGtKKJJ9ZLpcsFgu2trY8uCS/Vc7pcrnkyZMnG8WVtJo1Gg2iKPLXz2g04ujoyOshPXliF3MPDg480HV0dLRhrw4WJBsMBiilvKbNaDTyIIZSiiRJPHCltebw8JAbN25w7949X3BqrRkMBsznc4qi8NRH4KUGhgDP7JI+drGKFzaKaIBtb2/bSd+1MdVZbHEcc3Fx4YEyAZp2dnY8MNTtdp9pP9ve3vbtPHXQuCgKzwITQBPw7UJCS31R54e6helkMvH3d1mW3Llzh+NjO+1La6iwAuUe6XQ6/lpTSm0w3x4/fkyj0djQDJOxk+1kDOuU3Ze9TbfeBpbnOd1u1zsYVlXlnxsyXs1m0y88AN6hMM9zz3oTSr5cS+KuWGcZ3rx5kzzPPaNQxlSYiVfx4sbLkoO5UhqjnlrldLm/dol66d3hQ1oq5vjkMaXS/NAP/RCP7lmXnUBp0tTOJ71eh7OztVPn5z//ee7du+efh++dgyV+ZbaqKpQW0/rStmq4I6zArSZvpsMCPckCvC1dXsy5R6GZXti8QA2HRHGDrCo3FiQIIMvmhFHEydkZW4MRaeZysBv7BIEiTZecn1+6Yt4+N3UjoiorlosVUNFui6NkZh100BjnLCcAVVlUljFS2IUrKd72rl3n5MSCImEYsjPa9S0UZWkwJSzmSxpJw2vaLBYL5vOlcxVTFFnO3FlKWwaRZrVacHJ0SqMR+59rAfeSZjMhihLOz9bs7aOjI3qdPuPxBY8fWw3HV165RavRJlCKo6MTet2eB5sw9rgGvSEaxXhsWcOjrR20X3yraCQRfeeqprTm8Oghezd2uH/vLg3HiENVjLBzvwk0YZT4cnC3v/sHvQQ+xHBHZyo0hlhZbR+BooNa6pKXGQrYargxAFZ5gQoMZZkxE5mJ4Yg4jCgLQ5GVBCr010gSNbg8H3N5MWY47HNyanPnnZ0ReV6SLq3Dp0ahSmF/aLZHAxarkt7ODqVjBWZUpEVBM27yoMjoADgNmDxbEShoYmXS1Ad6a39AILLRBGt0mvnlnO7QOraWpqSoMn7pn30ZgOutDuVsQlpadvBiZu/9brvDYj6lLDJ4Kgd79OQhcSPyNVQYBZ79N5vPvIZsVqSeYRdFEQ0c7qLsb63cZwp7yE5bSD8F2tRZmVDW5lKv9aZAGzfzVgG6ih04tBnCLrJsz413np2nzfrPQK/fMZXMOzY3L4Burw0KVq72MijmixXNZpMojqncuaiMIoxst0ZlFI1mm8l07t8zaEbbOygFzbatyaKkyfWbB6yyFaZSDEcDf82lq4w4kLlrDYYJqzWsj2NtDD/MeF9wSNkM8m8AXzfG/Je1t/4B8LPAX3N//v3a6/+eUup/x4ogjl8kvSFYF/VC5R+NRuR5zt27d32SLKyM+jbAxnaSxNfp/p1Oh0ajsaEv8t0QAiwI0KCcnbWskIsA9enpKdvb2zx48ID9/X3AAhbCtBJtIik6b9y4QRAEdLtdzs/PfaHfarVIkoTZbMa1a9c4OjryE57Y2yulGA6H/jw8fPjQ278nSUIQBJycWMHK7e1t2u22X7mXFQ459+fn5+zs7LC1teVX8AWQkoJOdJK63S7j8diDNwKGgb1Wdnd3fTEngJLQZ9M0ZXt7m8lk4r9nf3/f/zbRZwHL9BEb9tPTUw4ODjxKPRwO6fV6HB0dEQSB/z4BRWR/Z2dnG+fuZS68m80ms9lsg+UnoIUxxt/DVVVx79497ty5w2Aw8CLdYNt8tNa88cYbvPPOO7419OLigna7vWEzLuwr0dZqNpsbYsNyDQqAJ8AQrNmE0hr0osZqtfL3cL0F8vT0lCRJ/O8oioJWq8VsNnO2xjYRTtOU4XDIcrncYMKAHYP9/X3PLKrb2co9KNsKc0jaReU8vIzxdGuotJkJaC2MnizLaLfbG1pmYK+3R48esbe35xlFdWD65OSE0WjkNdYA37omYJJSyq9w37p1izzPX9jWxu/2eNlysAqeBYdgDcWoCiV9Es0GS+DWzh6ZKbn7zl2akZ0D8jRz12vMcpkyGlnQP8sK7t59hzhukGUrjLGiyQDGaDqdls/B2m377K+LeRol7KFNy+P1cdbbH9bbWebTe3zgBQlZFLkPGEpUEBG78QXAtQifnJ6ys73DwwePfA6GVixWS6LKMNzaQgFHRzY3ksW7drvN5eVlLQfreH2NnZ0dTk9PN4wviqJCqYDBoEe3awukhw8fEkW2/afRaBAEiuPj9aJNs9mm1WoShrFngy0WK3Z2RpyfXzIajTzTGfCAeZ6XjnVuc7B+v894PGU0GqJUwNnZGVtbNs8pS8Pu7jW/gCHHXBQVQaBYLlN2dnaYTGa1HOyAdrtJWRoOD4/Z21uzrVerFVESc3p6zO1bN1ms7IiPtgb0ugOOD4/QQcR8ao8NZTkROgopTUVlCg9EvtA5mDKW4iCyLu5esKCv+zsBM9Z31nK+QIUROrLocK9n78d6DiYsd/nZvd6AIAj4zGc+w7vvvs3Ojs3bbA7W9dff5eWEQW/NOptMlrRaTVRo5wEAXWk732CL7ClY7SPwciEJTp7mAx32OstQ/l7/k/d47T3eU5DmOSqwc2Kz1bHQgWvjC2vI3JPFjE6jyXRxicEQOm/1RbZgMByyWs4JwhhjSorCAkftdpObN2+QZSu/uJckIq0SUhSZv8dWK1tbNBoD1hwiF25iLIFSacKn6Zd+O/x18/TiwVNv+92q9+izfHq798LsDY5pVNtQuUWKKRA4wXsVaExuKJBFBNjetddcluUbOZjkp2GoefToCdeuXavlYGv22dnZhcvBUg+ILldLmg3bcZQ0YnQ9Bzu45RYhNn+o5+n55079Gvlw43mYQ/8c8G8AX1VKfcm99p9gE5K/o5T6t4F7wE+7934R+OPAt7DaeP/mB3rEV3EVV3EVV3EVV3EV3x1xlYNdxVVcxVVcxVVcxUcSz+NW9v/w7ddJfuw9tjfAv/sdHteHGoICzudz3x4iLi/CGLm4uKDVam1sA2xsJwLCImIrLWhhGNLpdDa0YT4OjkS/VwiL6uLiwjNb2u22Z7IIQ0JWxff39z0b4PLy0rdOLJfLDZaH6JDI6o58RsRbgyDg3Xff9YLNYGnIo9GIi4sLGo2GXyESLZSyLL3TmRyPOCQsl0vG47FnLNy+fZtHjx4xHA4pioKzszPu3LkDWIX/brdLp9Oh2Wz6c9xut5nNZr59RFpAJETfo26nPhgM/PUkGiTC2BBNHGMMvV7Pj2m73fZI9vb2ttfDAsts2d/f5/Lykna7vfE7Rdi61bIuLx8XxoBSasOVTFqQRNtHGEVKKX8O7927t+FmJvfq22+/vcFckeuzLEsePaqtuIJnKwlLST4jWjFFUXidHFkVlPMSRRGTyeQZfawXJbrdrr+3hd0i7XOwKcotDo/GGL+6d3Z25hlGIqIsY5BlGY8ePfJMI601jx7Z7pf9/X0mkwnD4ZDhcLihJ/Wya7hJu1w9hCk1nU59+6O0MYoWm8x9WZZ5BuPe3h5Pnjzx15zWeqO1UcZaru9Go+FZb3WnxheZvfbdHi9TDmYp/RUlhlIFNQHnigpNpUuMKkid7foXvv41Xml1MLMpoQrIlilBZT81uxzTaDWZz6doFVCJqHEUkq4WlHnGxfkpw+E2lxe29STQEf1BlzgM6HRaVkEXWKU5SSN2mhMRBrVui5H/DaAKnhawsMKperO94QVTDTZULJZ2TI+imMJkoEIqU+Aby3QChOyMroOBm/u3fOv6+HJO1OgQRDGzNEWXxjNt0nS5weqUVj1xig3DkHfffdu7xMp729vbXF5eEgQx0+nYHYRV/Kgq6yxlt7M5UOAEWZfLJbPZhLK0OdOrr97m8ePHDId9yjLn8vKSV155BYBHjx4xGAzcszTwbWX13P3pHEwpxWKR0um0ODs788+ywaDnczCtNUWRP5ODWXZ7z7OAO50WcZJQAoPta6xWBXlm3JhOuXXjgMvLS7qdLte2rb4kzTY/fvsW//w//segCnTNq6bS5Qvbuvg8YYxl6MgdFEZNwlixXCwYL2Z0nUZQqAx37rwCBu7fe5dG0rKuVECeFiSNhLe/+RZFnno3uWYjJo5CyrLi0YOH7B/c9N8zmS/o9VqEKqAsc4zQzsrCtj6VOQZIAMnEK6PIswINpKucZueDMw2S9tp16Kf+fK/Xnn2vAhq9xOt8mSIjp0W6KtBJi0hH/v7WwGK2JAoUuSlRsd3H8dkJSRLR7PQwZUlZGsLQjulqteLhw8doHRLHtn559MiSTPf39xmPL9na2nI5mL1Pz87OYDSyrBbj9IJqbXQGZVkwG/OjFfOvyVZ7TSH7D+X+ByVyDaoCVWBUtTYwqA2wqrUG179LRJzl5Xrbo2zXApaOPVWWJYbKt8pNphNOXUdJkS9JV9bhuqpKVsu5ez1ltNUjCuHG9T0OnzygcvNVEASMtnqYKkNREAROWiWIUAZaDavd2e33uH79mj+vOoqdfNL6gNdjBuiPVu/u9+VW9nGJuuNO3T68LoIqFN36NsDGdsPh0AMRwIYzUb2t7LtBz0Eeotvb215suf666OXUt5d/1zVXxPGt7tQlDj5117jd3V0ODw89sFTXHdrb22O1Wnkdo4MDK78gIEAURd45SsAU74gQhsRxvNHCIUXa6ekp+/v7/jPb29uEYch0Ot0AA09PT30BKG5CUtgJmCQ6RtLWNh6PGQ6HPukIgsADOlKci/6R6AoFQeCLcTl+eW8ymXjArA5MSWuJjLsI18q/X2ZXPWkDFT2wnZ0dkiRBKUW/3/fnTZzvRI+qDo6tVisPBNXb8ba2tjzQtL+/z9HRkT8/YmsZhiGTycQDGWEYepcpaeO5ffs2gNeUEsDvRY3lcunHTcC1OI4Zj8ckSeK1PgQgk2tRPjMajTg9PfVFQxAEXsdJQAzRfSrL0rfxffnLX+b69et+ezkPAp6+zFEHEKXlUBwtZ7MZN2/eBPDFVlEUG058xhgvDl5v5ZD3Tk9PMcZw7dq1DWe4IAi8A2e73fZjenp6utGqcRVX8Z3EWla0WrsW+Xdt6t5qO6trADTzyZx2v0Oz0aR0Vvadob3el4sZWsPE5WC9fp+k0QBlW6CWi9kGWG2MYTKdMJ/NaPscLPYtBdZpZrOgAd5Dy8FutS5LPjpK/+83FNByDlpbhAShpgpDphhWstHBLVSrAzqwVXwQrm2Qmm2OopgIKJKEhLXW0qosaMcxT4wtxXTfPq/UaIQ5OuKt5YJ5FDMHnojZwO1boOA4jimB1hvfA0A86EMQQBzDtV0exxFN6SdqtzgEsmYThgNOXS4yG/R5GAY0MJxfnLM/2mbass+dan+fKXBsKhKlfUHz5mKOHo14bAznWDvolVPh7UQ2L5pVJeVoxNfmdoHjIl2RD4e8U5WYVpPTIMAc2Ln4vlaYZoN3TUWKoevy23GnjW533AWvoNkmdTnYN9OcOFR2TFlfbTdH2/zde/f5r06PIQ7J5pO1b1NVuSLwRbzOFEbV2lze4zEcBAExcPfYgrWf6fasex7Q7w4RJeT5fGafQZMLlNYE4Xpny9W1S8jgAAAgAElEQVScRjMhTkKCsMFsahd3h1tbaKVYpSn7Bzc4PHzMaMfmYN12k7IsCEPtcjB7jQZhi16vS1EWnAL3ympjoV8HKSWQNF/MvFcD08Uc5YBxybeiRtNpdFlQA2CWwm4IeWEIlWLutJW2R9ucnZ+gtZ2Zoyh6zxxM9FslB/vSl77kZT0uLi42cuGSOgBW+VZcC2YYp/yzvubrs20gDmQbfWGqpjYtb1QYVTlw6KmBeQ8dovqY2aeM+5u4ljkNJK0sQCg1XpIkmCwlw16/i8WC/Zs3gHUOVrocbOiuK4yhkSSMLy85Oz2n3Wqh5SCN4UxysL09/7rkYIv5kn5/SKvTZjaxz7Tzk1Oia3vr3/C0PYTsmve87T6U+K4Eh0TPZnd314vyjsdjyrLcKMSn0+nGNsDGdqKjIwX+7u6uL9iHw6FfARZWwcc5hEHQ6/W8AK/tKXeWo2dntp9TKQ4PD9na2tqwV5e/T6fTDXZMv9+n2+0yn8892AN4DaDhcMi3vvUtkiTxxevv/M7v8Oqrr9rJv8ZGSNPUO5WFYUi73fZgigBFcRxzfHzsjzsMQ88Gu3nzJtPpdMOVrCgKDwTJMYsIb6tlV6bqDJ/z83O2t7f9hFwvyqqq8iBTmqZ88YtfBPBFd7PZ3BCpvri48GN6eXnJq6+++oxr0dHREdevX/dF4mQy8Qypsiy5du3aBtPlZQ6t9QYYKKwXsZ+Xa2exWHiWT6/X84LeYM+pgEPT6dRfU8LkkpXFuvXz48ePuXHjhmd5yPcYY5hMJh78qH9msVh48FgeGi9iaK03tNMePHjA3t4e/X6f6XTq2XIyTt/61re8rg3Y+XJ7e5s8z/19LcC7CCrL73/06BF3794FLAgkgvLCOgLLuOp2uxsMsZctBEgEPLgrTok3btzgS1+ynUMi0C3znwDHSZIwnU69SH599VterzO0AD+GSZKQZZkHpMA+t0ST6Cqu4jsOo9HGrFVDgbUNvE3W04V9jnWAJ4sJd7b2GM8uSPOMxcpe58tsxXQ8YXd3lywv/fwpOdgqzVitMuKk6UVrJQdTWtMfbHkjCJuDWU6GVqkVGHFFg4H1SrdZzytGCRxkNUtwwJKNF694n1/aQqM5GKFKmJeGaa/LoWyQZ/xfywUF8ATYZV0A/LGDV7jr/n4K9ABRyGsHIf/SG98Dbv75lbEt1o+BHeC1z7zB3/ramzTc5wD+53v3+TOf/ATfwBZiC5e3/OJ8QYVlcPyxWwe8HUb8xOc+C8Cvzub8tnvv751fcOP2LbuzOOZR0wLgZrRtj9MVdm+BLercuZ247++g+OWzc2584g7/6O13bAEdJ/73/elbB/zKfMGXgR//Hgtcsb3NbwM/+eqr/Opszm8B/8PbbwNwP4z41fmCO59+nS/87jfWZ19rfnU+Q7nv/lPf+zm+LG+FitR938/eOgA35/+ts1PuAk+0YlFBpEJETl0XFbxwcnriKqUpHa+hfmuXWBaINrAqc6bAp51my3a7T76aExrot7rMHbtttVqACsiLisFWH5RGuZ0GOqDRahInTSazKR2nV1WUFVEYcTGesDUYOqdfez8+eniP/Zu3WC2WdPsDlv8/e28WY9mVped9+8znzjfmyGQyk2QVSbFYLLXa6jIaagOGZbQatvxkeAAs24AE2IIAw5LRkGz4yTasB8OA0TJaECzBD7blB73aMGxIQLfQ6lbXZLmqWMVisZhkTpExx407nmlvP+yz9j03MklGVgWTqWIsIMmIE/eeYZ89rPXvf/1LqptScX4+YpEXzBOfG77nyq5XVYWu9YiMKxZ+NbYKjfwCmkNo2r6PH9QEA8/jcZGT5zm+6N/U3+jGgIGPfvoBZVUSt22vOjk7Z3ttizLXblNSNprEBxPdnL29Pbe5KsVHxAcTtvPp6SllnfFg6uID8qw+EJgSjI3nfG85x1o58wbA0VwejFXXsSLXNTJibNsZtRRobjbwU4GSBht0qeNdw9xKVH3ClW2B2WzGQGsKYDyacGP7Jt//3vdt2wbRig8mMV4YWb3btfVN9NN8sPVNly3jNI47LcuqDxMXExSFveH17a16/l19VieZ1GRJPSdTzYo7X5S9+eab5gc/+IEDCCRYkMD38wJWzs/PXTpDs+oTLNkszc8AK58TpFUCl+l0Sr/fd462DKYvIvD7gz/4A775zW8+tzZtAgyy290U222WBJcdbNnxFkHappBtc2d9sVgQBIH7HlhEVypRybtpfkdKuDfLPMt7Fjq0BGWwBAXOz8/pdrsrIrDNtJ/5fO7u8eTkhF6vRxAEnJ6euhSxpqjgdDoljmPXF0QQ+2I6kTAHRDxZKeX6TVP4vNVquQkqTVMX6EVRxGKxWKmU1Qzqm31R7k9rTVVVro9cddWs5vma4+SP/uiP+PVf//UrF16UUurSBgLkSKpY89lE1PhiUCwlwoVx1BRCzrKMOI6dALnsPMhzCLAp1xdwydLYZyRJ4tpAKtnJonzZdr/YpnLPn1ebaq1XhNdl50re51IQtHB/a1aIE+dDwLZer7ciji7zpLDWpG+3Wi2XjtcsZZ+mqRsrV2VfRJtK0Lq5uemeX5714pwpaREyH5yfn9PpdFx6qFR0BGpBSVtFoyxL906yLMP3fbIsc+mNzb7YZHJelcmaI/0nDEPeeOMNfvKTn/xy75T8c2hX5oOZxr8mJ97Auwr+nZND9tpt3jy1Yfxf2tnhV7Egg8eSrQI23AiB87IgCcJGitry1Belo6d5ST8KmGOrEMn5/PrzPwH+o7N9jpOQt4/tPfz1m3d4GwuW+A13uC6EhE+90/3UlJBPtufqgxlA26d9z/f5C3v7/HR9jVSXdGfWx9la5KSVpqAGiWc5sW9DS6NLd0+VtmmByl99Rt/3XfVIwBUYkLmkGUsIE1R8rmYarcwJMk+Jues3viftJteR7wq4Ln6m+I/Ne/B9fyXwlb/JdQQgb240NNeb5lws6534/yv+XFmA1iRRTJ5pvPp8eVUQxTG5zvGMxqtTHOdhyFEr5TSKycOYV4+O+N92LPD5RlVZZtcVdY2r9MEMlnB2sdv+EPgLRyc86LR5ZTrhL6+vc7v+m4cdVxkW82pGm3JMxqqYxgJ+Uf19Yb4l9XeE1VbUP8t1BBzsNK4zBrr1zw+AfeB3D+2m/Qf9NjfOz/n7G9t8XZd43uU2nC7nLzxto/UisOx9yt/qY0ZDpdG14P68NPys3ebfPTxhf7jGV86O+UsbFpS4BdzAznVzlqBRXp81qtujB9TS6CSsptqFLNu7BU54OgAnbN/BtuN94HcOTvhwkPLyxJ7x76/t8jVd1Gdi2Y+VpqrBIZmLm53BsOxYhqe06SeohavlCZonc0rOBi1JbsgcfkTI94C/ed+SBt7b2qKbF/zNbouvsgoRCkMqq59I2lT62Z/c3OSPDw9JWb7BEtvWRf1PeN2L+tw5tr83tbJ13Z5/7WzOOAr4+olN7fsbL73MO9gx9PPUQvhFfLAXYvtVJm4puyn5zZ+X0yomAYksPBJoAyvBR1PLRBYhCQ6FbQIWaZ3NZg70kCDoiygRLmyT59WmTfAMlpQ9sSZA9ujRI6d3IfcmpdhFS0gAkSRJSJLELdbCwBEapOd5rvy8XOPg4MAFXU3dGGEetVotzs7O6Pf7DkBpgk6wBFPG47EDopIkcQASWHqlXGttbc2lHkZR5AJ/qeIki0izvzSZQAI++L5PEATM5/MVdoE4QFmWrbSNpL0J+CCTQJqmTtNIALmnvaumc3DVfUKcsosASBRFKKWuvKKfgGti6+vrDiRsMiXkHpoVnJrgwwra3wCOpO95nkeapitAhgCOTeCi6XRKv7qoAfOsDJiLbQo4cPDzaFOl1IruUlEUTsehCVQ2U5ue1mawTHm8mEb3tHZqgkqSLgi4FGBh6jVLWMsYAbsbdNl0vS+iTYW6LemwUl2pqY0h1cpkXEvfbrVarrpjnufMZjPXhgJeyndl3hGAWt5HE8COomhl3boqk02CZbWTxQvLkPuy25X7YMo6+abxe4XCGEXpRxzHtq89BIbACdZpzlk6weJBLIKQZs8U3Ekc9goXikAUMAPaWCd9Uh/uYx31fWAcpBR55aoWCfQDLNNmEA0i+YQ8i+hlfLY9Vx+sIa4RAmvlnE6+YBJFTHu1VkhaEhoDnkGXFVHPd5pMShsqDEaBUR4a4+YHAa4FfJH1QJiNkjbdBIFkE0ysqYHWTD0WHT/AadIJ0NT0ueX8zWq48h05Z9PPaYJV0rebG2TNoF7Wa/Htq6rCHwxW7v9pG5BiWld4yqCUjy4bcglKgykI/AploKq1tAhjZsrgeRDPp/Sz+TIQu2JywFX6YKpRpcxY1S6gHjOex8gLeL/V47+czOhq66NGZYmpCgI/AR1TCrMjqCirzMVWTb9N+sdlxseyPxiUqTDKR1UBeHb2sIwgDaogV4p5nHLWrn2MKAUmBICnLu+HXc5fWM5YuoaxFYbKVASq3gA3tmqiBUwUHoqq7nLSvZQyK6h5u9WmAJSnGfuaDzo9/qtxHbuUBaEu8eqUK+0tQRFf1+PC2KqxRSk8Tr8eVyUetk+aSuKlkCwv8MIIamYYWH5PGXichwnnvQ5lFFGVo/p8YFSALjXT6ZRev1u/J6/u2xWqXgeaANvT2tRTijiM8FBMP6ufXtAVMkhlMm/1D9rD8+qNhZolWpUeB60Wf/38nLTMMAUEsZAUSgwa3wsoyhxP1e+7TiP92ns/5i8en4AyKOHGmgqMwg88i+015p2qMrWPl630+zAMOasUh60ufcDUjV1Im2JxwmfZp2zOszJOJMa8jL143Nhru7Zru7Zru7Zru7Zru7Zru7Zru7Zru7Zre272QjCHZrMZP/jBD55At7Ise4IqehUmYlx37tzh9PQUYwynp6e89NJLK8LT87lFWcMwZH9/H1hqN8gO7/b2tsvRrKqK9fV1h4DKzofstD9Pu3fv3lMRw8+rTS9rgq5/8MEHjq0RhqFLO2m32yuMFtGMEQaIsG4GgwGLxcJV3rm4e/7tb3+bfr9Pr9djb89S9IqiYGtriwcPHrC7u8vZ2Zlrh93dXaebJGwFsGjvhx9+yEsvvcTp6Sk3b97kwYMHgN3B7/f7fPDBBzZvtWaI5XnOd77zHX7jN36DxWJBlmVOoLvVavHRRx+R5zlvv/22Sy8RQV+t9UrFDLA77js7OxweHnJ4eMifqHPk//AP/5BWq+WeX9JPwKae3L59m29961suve55m6TGSeqa7BR897vfdal/V6lzJBo/ojk0Go3wPM8JxYsuTpIkrr9IupnohgGXZlA0U6eEtdIUABdm4VU+48U2lWOfV5s2BbslFa9J5Zd7uKr5TZgtwhB68ODBigj1cDjko48+wvM8bty4QZIkfPjhh4B9b81d4cuysp53mxZFscL+E+pvkiQrjMEksbnpR0dHvPXWW64qZlmWLBYLut2u69+ix/K9732PnZ0d2u32Cuvr5OSE3d1dJ67fFMWO49gx367KmixIaVNh613bi2ez2Yzvf//7KxVWxV94FoaLMrbajO8rSgy6ZrMYrfhnnQ7prZegLBmFdk75309HrE+nhEWBl6bMswVpvWub5XPSMCVbzAjDGK1Fttfu/palJgx9wKOsK89EUUJZ5mhtq18t9VIAP+SxqZitDeh7EJ/aVIjv/PR9zs/OWJvN8NWyipmtUKbxKNHKoJXvzqcu4T7du3fPMSB/kTa9rIm/cD8OeXtrk3Iy4kGrzZlv51RDgBeEKEqMV7n0LYDKGJTnESQR0/mMKFgy5yUFWljdzecBO+/meY7W2q0VRVGsFCFoygpIWp2sJWKyk96sHgy49LMmQ6npvwqrqSxLt/YKS6aZItZkCAkzpXmdpgbmxfsWn18YSPJZm0IdUlY5Hh7KB61F8NijLCrQBm2MS1tSiwU3TEV7PmO9qviG7/NH//SfAvCoKD5Xf0Ge7VnWNunrSiur0+VDpTVezc75aW/AzsYaZ3FCqUIKz2dUs/JMpPC8NrpS6Gr5DiqdAQGe55NlC/w4IajF0Y0BYzTLxJumUPHqMXmesiwJg1rqQwfII3l+TFnl+IGkT0JX9CXPp9yaZXzr//tnHBwf4fmXS1V/mr/ged5qm1bFksWGrRpodEYRRxwHdp2dRAkzpfDiEMqcqqjw6rEaBB66yol1TnuR0a6ri+Wl4sONDeJhH78yjKOQE8ly8dNVjeeaD6nAVVpUqkTlGYNaxtpkBUEo86kds5L+aDR47S4aU48Z0QKq2XM+pFVGdDrlTmmP/eNvf5f7pyckYWTJjN5SsqIit3NyZdl+let29vqf2aaXGBdG4cSqlfFQaIyqiw6h8Q2cxCk/bPW43bPx2ul0xp4OmcQ+k7iFImjMSxGep2yfDH2CQFKES6vp73su1VKmJGM0nudTVSWwlAcxtQiSrzzKwEP53rJkg4YoiemXmrXpOVtT6yf96Cfvkp/P6U9nKLVM4b2MFYXtg+KHgZ3jmrq1n2YvhObQW2+9Zb7//e+vDHQJsi6WRr4Kk8WgeW5x0C+WGJYc42ZakFBem7RbMQlQJR0K4PDw0KURPC/73ve+xzvvvPOpbQpPpn993iZCyJ1OZ6Us/XA45PT0lHa7TZZljkIowN36+roTbZX7nk6nLgi6mNMuz9es8iPOkDhmk8nEBUQCrEja2UWdH+AJjR5JAwnDkMPDwxXBYbAi3IPBYCXgWywWTnS6OVCleplSaiV1Rr5TVRVJkhBFkQvERV9H2rEZfIkA8/HxMTs7O19IOsdisXCTWRMc+va3v803v/lNBzZclTXBC8BpsrTb7RX6dFE7YHEcO92oZgWLZ7Xj42OiKKLdbjsHGuzccXZ2dqVppRfbFKyz8nm1qQCVgCunnqYp0+mUPM+dCN9V2cVxLPOy9HkBPCQFFZbU8maFwIuplJ9mz7tNjTEOiJa5oLn+NAMPSQdTSrkNisFgQKvVYjweU5Ylw+Fwpc/DUk+vmZoKOLCyqc0l7/Qq7WkpJVpr3nnnHX784x9faw69YHaVPpiuUwe0Kd2cX5mQDxX8J3t3ebfXY+pZ30iFEZEu8FFkeYXyAsKgqbklvpeHqSv2KOWjlKGqLAhVVWYZuNSBhnXEtQsSlVIofHLfIw8UW+en/EuPrFTzf/G1r7EDdGySxVOeSAKFZ9tLfe4+WN0ECwWnwD3gA2zKHtgUBQ+baudhtUYE0l9gU+9EjDqvfxc7xOpCjVim+6VY0eoIm8rWTM9rttQZS6HqsvH9qv6+/G1Rf6/AaqEIjKzq3+URS5ZphOP6bwb7zNuNz1E/z2b9OXmzC2wqo6QjSqg0r4+buo3aLGGJBTCr2yRkqcVSawCT1fcVsOwtUX2NM2o9q/r4EHi5PhZjNUmkrUWL5Krsk3yw73znO/zar/3as61tdaNqZTCmwq9Tdvbx+BD42+/9jGNPodsR2tgWyqsSL0zQxoeyWkkVXIK3mjCMmddlwsMwRilTj91PE3AGo5dgbaBym9LjR2iW+lIoDZVyfkTPs2+iPy/5j994ldeBdcrGdT49oeaT/AVp0yLLCX0f98aDuggdmiPP41v1eX7n/kOO05CZBwGmbs+GVqMu2FGav7B9k5fq72RYIfifAf/zec5J7JHHNfhAWcu9yehY+lKqVmpTGNbLipeOreTJepFhdIFRGu35aJSrmB75gQO3fd9HBZKaZmvvaa3p6IqdouLfeu2rAHwDWAOKqsBDESL+h02j8zCgDKYsUTXghfrsNr1sP22iGUrX/1kRptaUeJwR8tP66N9+/30et1IqCoynUMVyBCrfq8keuk7pkvTSEmMUQWDVrvJ8QRyn7m9gU/V8fyl1oZRNHdR5QRD5lL6iMna28FCoEnxCNmYLfvvNVwE7T6RUpHUytfUTLxejXEzVlP9f1gd7IZhDopEgL192B5p6FU29kF/U5LxZljGdTm1pvqpiMpk4XYzxeOzup1lZKAxDF7yPx2O34yv3GEUR3W53BaBYW1u70vu/jEnw9mltKvf8PE10S2AZyAyHQ6f2fnERG41Grtyi6PIAKwDS2dmZE2iFJdCT5zndbtcFkbK7BHZx6vf7KzpBoiUjOkKwFOQVnakmeDCfz52ux/b2ttMikuBV7rtZ5r6qKper36yG1RSXFq2UZl59p9NxgbEcl++LIK3neSsi33Ecc/PmTSaTyRPv/XmY9L2mEKf8LpoAV9n/RqOR05oC27ebwudNDQIZn61Wa0VMWcDLy7SX9Lf19XUHPDaB4rIsGQwGV/qMF9sUlqDl59GmUjUMlv1R+ploagArO8C/iAm42e12GY1GpGmK7/sOTJHKf02AQ9phOp06ltyzMLaed5sKoAxLVqnsvDdB4TiOnWi9UoobN2x5VQE3lVLu/TSLIsgalOe5O5doszVz0OW5xTG7SuHtpghvc9y/CJtR1/akfZIPJkxfuJyvYBTgeWhTEGBQtZaHqSrC0Off332Fv7V/n9OOvc5pZsNqU1cQBSiLzJ1PEeAFVqtBzM6zwnqxu6lhKIyVCmM0WhuCwFsBZpSnSXRFa6G5WZT8xa99DbDBuYchzxaEKmyEop7Vjal3no1pBA1PFZxdtclk8pltetl2vZzVLCDPQ/lWAeP/+eA9HtdMrFJ7+GGANrZSTolCV/Y7oV+LQ3s2CPJ0hS6X+kGi6dPU9Wuup6LXI+vAcrd8+T1Ybq4KI1VrvaIjJMeamkMyj8l8L/+AlYBS5my5Z2G2GmOrvzb17OR6zbVfGF3Ne29qDImGR/N4U2AcT2E8n0rWHVMXQqkUYRhT1uyKrcWCv/H6a6wDvdJYQeBacLhQqgF0/uImfU20XH4+H6weEcajMhrlVRacrWWMwyBFAf/Gm6/xMyzAJd5AiQUnN1kVnhZBeQHWKiwYBxaEK1kVqf4kkwDWq88VYIFA8d6q+phmCSoK0LhT/63QJdpUVNo0vvXJdrFN4Ul/AXxHJcnzesMqyznrpPzOR/cB+OH6GpPQp1KGrgeq1FTScHFUb25O+N29Pdq12HylNWWUcOanRJ0unl9ZQIymULiAZ0/G/1or5lnFv75tN/wGdbt4WFBWsQQ+21jwtlv/fa8+PmAJzqb179LeD4Azren5IRlLmC1w96dIsfNgUlOHTFldqk0vN096GDyUAZ8c0OgaxDTKqvdUqqLjh06o/M+//jp3sf1TY8Gt5gg8aRyTFpUessD2Jx/bb2FZMCFkCchLG2T1Z0tEa2p5nrT+zlrjXFMgMpqqyDHKQ3nBpdcLmfua+mvP4oO9EOAQLAM2sA/QXIAuG6xd1kRENUkSxxqYTqduhxzsjm5zcZFFr+nAS2AvNp1O3aI2n88dKLG2tvaFMDc+q02B5w4azGYzd09NkG59fZ3RaESn01lh92itWSwWblFrgh9gA5t+v78SJM5mMzcAWq2WSysbDofEcezAvaIoHBgI1lmYzWZsbGy464vwuFQz63Q6Lr1jc3PTiRo3BXCNMfR6PT744AM2NzfdpAc45o/Wmm6364JhEZAV0GI0Gjmnstvtuu8fHx87hpKkNgqLoOl0zudzfN+KzV2lmO6zWFNostnnpJJS02m8Ctvc3FwB8LIsY2Njg/Pz85UJ0fM8jo+PUUq5CnNiAsRdxiQ9dW1tzTmpzcqGIhJ+lc94sU3l2OfVplVVuXms0+k4YEaeUcbCxXb8ea2ZCtbv9zk9PSUMQze2pNqgAKLNexFRemE5XDZ143m3aROYkUBJQErApThubW25ijmSIgl2DgnDkE6nQ1VV5HnuNiiamxLj8dgdz/N8RdB/PB67n4fD4QpQfRXWFKIWuxajfrFN1gtY+gvN8XBZX0Eb8Lyl2DFA4CkGwBvAf759i7v1cRGX9oFHwAbgs0yBLllWeJGz2Wo34UqAKXYaBLSwjvY5yyo867EtXyyzy1a7xY36500gQBHEraX6J7X4p/Ixdb2yZilh3xXE/mQToOHT2hSuxgczLAOWOTZI+52ffcAPhrvst2yYrbySssxRqo3nBVRaoWvAKxCxYs+mZimz3EhsVnttBm/ChJJ5szlHyrGLlczk803gXuZpAZnEV5A5sinjcJG1L36RCEnLuQTEeVoqmvx8UWC7+T35uQk2iR93ESCz11Qo5VMWmiCqgX9sQZLQDyhL8Os0rMfTCf/NT9/jt7/6JncCRQrEF9kAV0QfkraWf7+ID2bBF1drCgl7z7H97X843uOo1eLELDdZ8sIQ+j2KqiQMwNRMiWWluNCBBkbSlTwfY3SNrXx6WtkSWLTtrU2J8qKVd+2pAGMsk0ObgrV6GA9Hp/xnO3e44QVQ+oTh5Rr9YpvCqr+gqUXf64nEr9MJ/SClAs47dp0d+zE9bRjkGd3zU9raOFZICajA5wzFQbtPlkhaWYYXBGTKIzMluhErKddO8nuj2Iy0oAdVGvM/Tu17aHnGtotnUJ5PWS2B1yi0YKIFVlOXLqmMR6ntuAqBoMjZntuY+q9ub7PleQ4AkesW2Lk3xjIF1/3AAUyJ76HNp7fps/tgApB5ePWVZJ0osEzI/fr3//5on7vtbg0627XF9R9fE4YBeV6g1DJlFAxBENapeD5gVtLKpF9X1XJB8fxa9L4W5PZr0B1AV1k9rxh6RcXGmSUa/PbLt/h1FdLxfVtR0vfxL1SR/CRrVsEVe5YNwBcGHGqyRZ5W2vkqNXsEYJCd6aqqXOqHAAm7u7uEYejSKpoLRpZlnJycsLW1tZK21O/3HbDRLB/XzDt/Xub7/me2KVxtu17GWq2W26WUYCQIAu7du8fLL7/sFvsmo0d0kpomWhuiGdOsaCQLvDx/MxATbQ0BqeQdZZlVj5f+IDomr776qkunybKM2Wy2siseBIFjLonNZjMmkwm/8iu/wuPHjzHGOEdLKeX0QvI8d881n89JkoR79+4xGAwYDAbufXW7Xc7Pz1FK0el0mE4t/XYymZCmqdMEgOX77Pf7rg9hgTQAACAASURBVN2aWkTP02Q3T8ZEs0KXvJur7H+SVtfc+QNbHWsymaxoGAjjQlgb0keaaXufZRcBkdFotDJXiHbVVT7jxTYF256fV5sCK056EAScnp66OU/a4KquKdfa29tjd3eXwWCwUkVyOp06YFfYLs2Kf1przs7OWFtbu/Q9Pe82HY/HK0ByVVWkaerms62tLffZdrvtStJLv/Z9n+PjY4bDIVrrlcp5Mh8URcHGxsbKdauq4vT0lG63uwJGeZ5Hu92+8rF4bf98WVOTpBlki12+f3j4ysOvKhcgmSBihk3X+Qc/+ilnqeUJLDwIvQpjKiphjVRLVoZNE/NWQJVPu0dhcAooIGtOUWSEkV+XhfbYWuR85Y3XAMsc6laaqCwIG+ygSnloBShdV+FpgENGf6bukPhgn3a/cDVzp8FzO+TT0OMAeBwl7KUdRvU7eLnISfM5SvkU+YwwSFyqSDGf2dycqiSMfCrjQ31fTeZoc6MrSRKyGmQuigIaemLNd9X0s6RdBGRpAkeyvjgQqsk4nM1W2DtN0EbasMlKbzKPPM+jrLUrmybXa/7eZDM1/edsPHbrQ9XQt5Rr+Sh0ZQiChKxuB2Mq4sCnLDPmUcp+q37v3RaHWcoRNg0uLwu8uk2rqsILIszlcIrPtGYbNH3oZnxw+f6nXYW5otKuwlcWBfy9hx9zt9tionyMHxLVTZ3EIUVpCDzfVhNrvAMbDNvguyhKx3yRzXjf/+zwVIA4rSuM9gj9FG0UXoN9UpYGjCFIWyyqGYc1E3De6/J373/AW7e+wo5W5LnQdj6dFXiZNi2ynLJm+xD49ZxUMooSziXlLfTpjaf8e2sd3hp0VhhXFRZYOQL+7t4Rh3MhNEQU86kbi4FZSqEYJZXRLqbHaXxjQYqyAhOnzOo/FYGwwmw/8MPAATpaWzA7TWKyfE4UCFicWRDLaAqjMEmHx/Wc/TuPH9FazAiUTQ8s645cao3yDKlR9OcF/+FXX+ONupk388y9x6vop8LqNMq24pLx6aO0YhrDx8Df++lPAHi4s80oTUkWGQkepgLlJGOqWvcW4jiiLIWJrRw4bowA2JISmNcaTfZuVP2+i8xmFuEpysLOew7OUz55pcl8n7nnMduymSt/59Eeb93YZSurIPSYz2b4weV8K2Fa/rz6di8EOGSMWQlgZWFvBrRX6WzKYJKJzhjDxx9/zK1bt1Yc6mZqgug99Pt9tNZsbW3h+z7D4ZDHj23u+u7uLrPZjMViwdramgsAmrvbz8sWi8Vntik8fydedmxEtwTswr69vc3a2hp37951Istgg0Hf9zk/P19Jz0qShFar5UpaW2q5fbaNjQ3G4zH9fp+yLJ0uSp7nDAYDzs/P8X2f2WzmBk6n0yFJEg4ODmi1Wrzyyivu+hKg9ft9lFKOMbK+vu6EqLXWLki9desW8/mc0WjE9vb2CvhwcnLCcDjk4cOHvPTSSxwcHACWJdD8nIgcw5INsL29zY9//GMXkBtjODuzoppxHJMkiUttA9jZ2eFHP/rRCiPueZqkv4gTJk6l7AYEQXDlWi4iJA8WiBTdpRs3brjF5dGjR+zu7jrHNYoi7t+3VN9bt25dekKVuaEoCuI4pt/vM51OHRAo4NBVjv2LbQo4MODzaNMV0dKaRSTjoMnSuup5ZGNjg6qquH//Prdv315JpRRdHtEgE90wSU0dDAbPVJr9ebepaIvB0hE2xjAYDLh7966be0Sgv7ljDvD48WN2dnaAZaAsfTtN06WDWhQuWDo+Puall16i1Wq5sdgcJ0320VWYsGib8/JlBcKv7fnblfpgIj4TGDxPNIcqZvj813c/5KNXbjEtaxA2iSnyBVovxe0l/cayTEo02gVDF+9ZwIVmSekmK0SsrHKgxFcRfhWzU1T8tz95D4DffuNNXvM9un5MMzD0rEKGs9VUss/uy8/fB6vZ1VjmVOSlVGXO7dDOEf9dZ8BrDNxTvLN9g2/tPwJwfJA/9fob/JP3f0KLZcpDAfzq5iZ/eHhIhyUb61e3tqDdtukzkwn4/rLWcqsF4zH0ejAagTyz1pCmDkj69t6e0yBSwDu3b/N///Sn9KPIpRVNgQ429SIGvrGxwT8+OgJsSssUmwKjWWoo/dprr/Hdn/2M46JgLQxpKMBwqDWbnsejLONGHHNYr+ObnkfOUhOp+fM729t8f3+fd95+m9//4Q8Rj0pjAc8/s9639a37W3A2Wv715k3+yff/X46A//TM+o2zOCLU9lkSQOETJPbuatjh4ov9ua25tgkoJ8cvvbY1BkEUGPAUfoCjqhngLEjI4z69vKBfVvSnFsxoYSiVQRlDoAtqfXpKbQjjuAZktGWyVbJZEViNms/QHDIKcr0sE+6VmtDzKQ2oWldIlwYv8CmNZj5SjJOA8zoFdZq2GLUrW9bcg+iS69PFNoUn/YUwDpzejtUBMig/qPt0XQiiqtjJpnyNDm+w1LsCO8aq+t+f2t1wIEIGGHr49Vk+7Y6bs5VI6WtsmtTfvfszAA6UwqgY7SlUaDVwnPC/NoTKIwkjZtkS+A2DuGbAaIzyKb2QSQ3uHHQ7zNf65IsFcZDUYJUFraqqwkeRDHz27z3id1+23M0ojinKz27TS82TqxP2xV9Bg69sWxz49V/jmCSb8+poxHpe4OPbTQGEPVgQBJErdADUKcsBi8WMKErIsrnTHBIdPNAYo/DqNxF5EVlxRumBFwaYcsl0NFRkYcRJGDNOW4zrNjgwnhUUD0MIIQlbK4ywTzOJrz3PeyKWvIxdl7K/tmu7tmu7tmu7tmu7tmu7tmu7tmu7tmv7EtsLsZUnqT9Pq/71tN9/UZPd1OFwSFEUhGHIV7/6VUurqxE7qTokZX6//vWvA1ZjwxjjRJRPTk74xje+AVitCElLaYonX6TVPg+Loui5tumzmNCGm/emlOL09NRpAMmudpMaJ8KCYFFlEVgVBpEwNqbTqWOHbWxs8OiR3R0TJkFTpFW+I8deffVVh1YDLqVF3msYhty+fdtdp9/vc3h4iOd5Lk3u9PSUJEkco6FZ3lyeQ8Sw5Z6Ojo5IksTpIQVB4ER449gi9QcHBwyHQ3c8CAJu3Ljh3mWTUSCsouFw6ERtn7c1RSKftvN71SbvRwQmhXnx9ttv8+jRI3f8xo0bjlmitebk5IQ33ngDsG06Ho8vNT6EOSSCnfP5nO3tbfeuheouKT9XYRfbFJ5MU7hKawq6i9bN/v6+Y6A0BTuvwuRaUjL5q1/96goDZjgcrgi3R1G0onsk1eGehaXyvNtUysmDTRuTFC9jDL/6q7/q2ICS1txqtVbERKVSY1OPT+aRJhtW0lDBMi2FdShtJHOf6GlcpYlQv7A4xK4FqV9Me5oP9nO/K5fZ4NclY8D3fObAQb/P/TiiV5fECWZTBjonNQaV23LlQpsvFguCwKMo85U+dJGNqZSiqseTaNzI/5cpxlZEd+ZXHKcRD1VJv2PXxFOWjJP6CvX/7a6t235+xiHyNB/s8+v/Dd0cbPNn+Zw4HhKNLGPlK2nMW6agNJowSNCVkddTS7kY/J++z6/Xtzid2Z3nNE0xh4fOd5G5yxwcMJ/PKYqCXq/n0l9hyZoKgoCNjQ0e1Gn6rVYLz/PcfBezZE6VZQnG8G9ubKyUrpaSzE0f7LfqeU18sNPTU/I8d/Pd+PSUDqDqNQuWPp68B6mQK4zJs7Mz4jheqTAqTOz2dMqbRQHvvstv1BqlYOfOjfUhZjwCpdh7dMzuDeuDUVWMRiN6FfyxD/2ac5V7Acosu1MQeC4FyffUs3azT7Xm2tZM2fm5+qG2rCExybLUwMzzKZRiu9T8xWGXV4bWF5ZKc3/u7a/xf/7wXccG01jGV6v+zDHwb7/xuv2j58N0wj+6d/9TFYcMy4p2UX1sAfz5N/4ESIpYpSGK+Icf/JgzrKjy/1RLVpwWMDOB1cN5hkj4YpsCTzAVm+xzhRWS9j2bYOTW2ionKuYMsCLE6xTIONYYNAEKj3arTb6wfScOIzwPjo73SFstyqqyleCAMAjd9ZoaZABBTefURjNSEX/tFZtSO6qvKJ/VLJmBMZZx9K/cvsU/+vi+S3kz9edS4F++9RKkHf6X9y0L83cfPGCUxKRRSDadEPp1UadKk3U6TPyI+0Cv03VVAqklQD6rTZ/V5D4veqZV/dxV7f/klWaI4a9s73IL+M2vfQ0mtpobns//cfcuCfBn79xe6uhFIf/XBz/Dr8/ns1wmSuBfu3WLf3j/Pn/21i0QyZGwzT/4/nfoYdlb6yzXnRi7Dj0G/s7ZCadJXRWt3bKfCaRSoya8JKen3W7/Qv75CwEOwWr6QrNqwdNouL+oNfVfRPdFOqEEIUmSOGHTdrvNeDx231VKMR6PuX37NmmarogKh2FIkiSukhl8cXT659mm0n4SDFwsPShChkmScHh4uAL0xHFMHMeuqlZTY0gonOIsyEKutabdbq9Q5ySwlJz0NE2fECMWAWlxciQdQ8pcBkHAycnJip7M2dmZA62aua/T6dTluZdluVKxaTabURQF0+l0RXg6SRLXTyQdTo5L6ppcRxYRSRWRn8WyLHOOsKSKNJ2zhw8fAl+c/of0haZWANjx8EkaWL+ISf+WNl1bW3OpB0mSuLEdhqEbx0opNjc3XR85OTnh5ZdfdudcNIKOIAhYLBYumL+oOyBpj9InmxpYIuzXTN05Ozuj1+s908R9sU3l/D9vm87nc+I4dg67mO/77nnlObMsI45j2u02h3WwIACopKWIELQsSpLeKWNoOp06B150gyRNTMBMsaaemPT/yWTiBOLlmk3h1H6/v5Ka9UW06WdZ1AhYmppwnudxeHi4IqjeXJea1TOba0tTw0gC4rOzsxXAXNYvwAU+zb74eaxRci/NcXdtL65d9BcE/G1q91zGTB2d2K4tmhZ1XGl8unnFV8cWAP0rm5vs0GYT+JPb2/xwf985zF79Lwf+he1tvl2n9ksgeA78mddf54/ff59v1uP9u3fvEgLv3LzJ9x4+dKlE39jc5IeHh3wI/NXRhEkY4te5AwHL6jsY70kQyEWo3jPjRFfVpp9ttpIUgFa1ZonSaF2iVF2UBACfVqvF/tEReUOguBX5REnA+eSUJPFYZBqvFsfNcuu7TWcLKg1xPW9UGpI0pdK1sLgfMJ3V4bryQfkEYcjZaOTSMZSC+SIjSeqNvNmCRSY+WECWZ4Shz/HxKevry7Xg5HTEYFAXJVA+WW43yKbTOa1WSpYXaA15Yw2bzhaUlal9sDaLhb1OkkTkeekKxzih/zgmLyr6g4F9HuW7ElCtVosoSgCPtLXUl8wWNiXSDzybelIs59XFfMzDR/fp+3XAXuuyaK3RnloJ3iUN6qrtk3ywMAyffW1TyqYQKgVop4tU4aF9RaA1rWzKTbq8UX/lre4QdAHK8HWWEGaMBSEibN/ZbXXYm9l3ejpb8Nad23yt/lsTuA2BmYGuWk37oz73brvF3nTGtIYyWlgNnd1Wyo9nc0os0AfQ2uhAldlKWk9DET7BPslfaLapADYrTeckoxubJd4SnK4I0ZV9WlMZggCC0GeRLeOEfFHRihMG7ZiDw8fkfkTaqscjUGUFcWg3e2SuOj8/Z73fs5vvwx7lYsStxMYZ61i9LFO/k7N5wSBdrtNbvR6geIsl+DGvDJGvuNXqcDCbkAG3Onasvjs5pQI+PJ/w6ubAPekpcBf4WweH6J6t4uyiMs+KOX9Wm17KGuihdj82EuyUncMTIDB1urtRdBYZr7dswYT7777Lra71a/fGU1dV7OFHH3Oza9vtwXhEiL2GAs6KkmFYSxIAjMbczAse3b/Pjb5tm73R6QpoF7Da5Y6w/Xm4mHCQ2Diu1AUFUChDgLk0MCQmKdc/jw/2woBDz9NkN0B0WuDJctvC4BDdEFnIR6MReZ47MeokSfjZz2z+ZhAEfPjhhysVwoArZQ68qNYs7SmVJqqqcoGyiH4LgDObzVyQKDo+7Xab/f39FdFD3/cdi0tKjQKOndVutwmCgFar5cAmAXnKsqTT6bj2b+p7SAnTptii7KA3K1jIzpR8Rr4LOHBKgB25Tq/Xc8wHCd5kcpeJLssy1tbW3HPeu3fPBeSTyYR+v+/AHQEd3njjDb71rW+5ALr5PHmeM51OHYMgiiJ2dnaeACR+mU20qeR9iU7Y5uam60OwFKsUYEFrvcI++fDDDx3wJ21XliVVVZEkiSuvKcBRmqYcHBy4dyeAyXw+p9Vqsbu7y/7+Pjs7Ow5YzLLMBelXXSnqstasJuN5nhs/0t/iOHbix2DbUTTVZOw2QU8Zc81qMqIBNRgMOD09XQEqRaspiiIePnzIzZs33XiU6jSy8958l4PBgCzLHLgr39nZ2eHg4IA7d+44/aFfdjPGrFQzFJahMDOlba7t2p6nGVUDKM6n13i1YxtqTXtsd+83Nzf5BrBJiTo44OvKd6WZR+cT+j07z3hHJ/xKtazCt1gs+PrOFt7P7vJrwMG3vgPAhoEPP7xLejri6+UyKJjff0iCdebbRc4klJDoQkyonjhiv/U00OgFs6qshZ3Desfct2XppTT6GEDDYpZRKY/pfEa39heUUhyf7JO2U/YO91GeoixWfbCW88Gsf5tlc5KkRaed4vshrVbiRH3zfOF0OjqdHrM68DdGUZY5GCts20oTqrp+t8JWSFLKtwLl9fueTscMa2BI/lYUto902inT6ZwkiShLWLjKmj1arQRjFEHgMR5PnRyS74coZciygrW1gdO4unfvI3w/JApTJpMZg0GPBw8e1edrOR/sj//426ytDern0eRlgTawyDKm04x2aoGvOArZ2d1lni1I46QhaO6tCE6rxtjQLLWRXhhr9nsDIntsmocAj4q2qfCwrAiA0ccfYoxhfXuLzmJKK7G+kWhA5XlJEsdoU3F6aueEN4d99t/9Ea2p9dnkvZWl1aTZCgKMNpRFhlczrqI0Zf9gH7/IaM3HbKR1VeP5Oa005XanjT49ZGO4SVjWLP6qJAxt1cHpdEK7e3VVfT21JJloBVp5lMAZoGqGj2cgLHO6WECh1FDV2GqrBnySerPt8MT6YDsbN5jNFkyzkqjdJfICpjW42oojPD9A5xleFBLUgOOg32M2zxgO1zk5OyWNAtIaPIsWC+IwIfYCHj844Ks3tqAWXQ7CAJPlxHHCNrB3YKuo3t7YZNAbkJ2eoxc5aV6gR9Z/3tm8wf7BI77W7XB8fMTGmu0JR0pRAGtZyb0iI6hF/mFVF+iqTRSPlgeeDq5E2jAEtoBcG5jZeWSbJR6qNXj1/LJdGXxfdCNhMwio6nkkjmN0VVAUld10qPGGTVbZTD4sixooOwccAu2iwnuCMSUw1POzLyU41ExdEiaABIwSIMlnBOhollKXQKcsSyaTCZubm+7cr776KrPZzO2Gw5dDiFMAMQFLwAZ/TQBIRKXn8zntdtsBPcIq2tvbY2dnZyUVQSqBNVMq5P/NEukHBwcrrCJhhUjQKfcgYEmWZa7UOVhASdgNEuCC3WUXQWoRV23Sk8EGxtPptCGoWbpUrvPzc1diXez8/NwJrMnOvu/7tNttJpMJWmtGo5EDGeRa77//PkmSuL4p1+h0Og6UkyBRylzHceyAzi+DNZ+zyf5qgodxHHN0dESv12N7extjzArzYjgcEoYhWZatMDRkF3g2m628u/39fSc8PplMXL9utVqOaTadTlfYRtKPbJnQywknX7WVZenAsUWj0oyAZVL5Te5PKmOJ7e3tsb29DSyF24WBJONU5k+p5CZMQPmb7/scHBywu7tLlmXu/FJ1TCrhyHWkEqBUMWyWij48PHTHBHj7ZTelFGdnZ+4dyZwkQOXu7u4XeXvX9iW2iwGwdpKomjit12pgTokXhFTG4PuJm4v63Xr3tCyJosAJpbbbKYNBj5OTE8oyr30wG4QYY3jttVeYz6dUVeHW5CS5wJ5VBtRqMpk47mIeghVJ4kUz5Ud4TS+OhSK0WxqKQBH4Hots6uKhHjCezGh12ixmFhgKVF2JMjOoEO49fsDuzi5GV/h1cHl2OqLTbWEqjUIThXXBhbCF0QpMhdElR4f7xLHMQyUKHzzDowd73HjJzkOe8smzOUncIs/m5IuMjU27Tpd5xujshEGvS1lkBHV1pLVhn3arS1nl+MoCSAKEoSzrIEkippO5Y/pUZcF4fEa3O2A8PmNzY5tFXieyGI/x+AzfC4mTkDiy/SzwFa1WynRyjqlgdHZGu2X/Jsyfn77/PmkcMejX5chH53T7HdqdFn6g0KWhKmwv6nR6VJUiihNOAF0zFbQJ0XWiTwBgNEtixIvVp5pmlMYoU/PnPCeMu5Qc1lCV9FiGsb21LmgfjaGTtFiU9QZUEHN0eEi/32d7exOjtQOCjdYMBz3CMFypPiulvn0PZrM5cRjhx3YeOXz8mO2dXbKsYDydIxBblHZQno9ZzPmoLCloZo5oFuWUMV3i9ArZ9VaB2gX+yrfpbsfAHMhrfyVG05/nrFELqpcGXQMMJjOMpxPyRUnoJfRS69eWGsJWQqnAeAF7D/bY3bXxzWy8oN1JQHlURYZXj8WygiCOOT2bsNYfUmQGJchVWREkHnuHB2zd2CSvN80BKm0Yn50QpCFFWbBVV9CazOdMJmPC2CPLFAQafDs3Hx7tkRVTPD+kv9ZH141Q1fydsjDEQQXZFIX10TQeSpmrgz5crqysN6sm9RJM/bnKg0ot/+gbUKbZty3nS0kfh/pnSVnWKxIhRtv02Cj0mUwm3Lhhq8/6NSBn6rVD1f3EHvTwvRow0j7UzDNlPCIgML4T2H5eENEvP2rxKSa70kL1bdLwRZPE931Go5E7vlgsHKB0MXVKNHOSJFkJWpo5zL/s1m63XanrJEmc3s+NGzdotVqMx2O2trYcEwiWO1O7u7scHx+vBJDC/JFAUtg5cRw7TZdWq+XAELBMDmEoSV454CpUCVOjWRI1jmOnOdLr9dy9LRYLp/2xvr5Onucc1ZUyBFg6Ojri4ODA6f1Iuo2k0Aj4BcuUpslkQlVVK+XdJaiWtBNJBRGQqNfrEcexO97r9dBaUxQF7733Htvb245tJAy3LMu+EL2hL8Ik3VPaS5hmAgo2K8H1+33CMHSAQhMcqqrKvRupJtfr9VZA5KbejmjAtFotx7YRExaapG7JnCDpjcJEan7neZmA4cYYkiRxWlbj8Zj19XUHsspYODo64vXXX3dstd3dXQdGSpsfHh6ytbW1wvxTStHtdjk5OXGsH7Dg2Xw+d6Xbm+NhPB4zGAxcKWhhXMmcfHR05P4uGj1Sel7YUF8GU0rR7/dXALz5fE6SJHQ6HTf/Xtu1PVdT4sbqJ44bZZjndg7wgATLNKxKMHqZljOZntFpW/2w0Wjk5u8syxwr86IPJqm6F32w09PTZcqqqivJqCWrrlbkqB33T7AnSt+8YFY3dSewIUylbUqB39iFjtNk6YMlHfK5fQ8qgPks5+bOSxwdn2CKnKpmZXRaXeaLmQ3MfZ957YNFcUCRVyStmFYqPpi9VprGzOtzDwdDTs+sD3Zj98bSB+t1wXirPlh9zX6/z2Jes2zzBUEQc3p6xMb6FnlecHRodZQ2NtfAeBwdH3BwcMD2rl1LPKVo16yibrdtN2vF1/Ij4iRkMp5R6mLFBytrHywMYsLQZ1L7Wq1WUvuGHeLGWtnt9TC6pMwLfvKTn7C1s82jB3uA9cHKvGCWLegNlj6YUR5GXeQ01Nogjf++KGacDo792cO3TDoxYdsZDx+fKcvUmcV8DirGUwF5PqcV1Uzs2geLougJH0yY2bJJKz5Yv98nTVOXruwHgZQ0I4oiZtMpabtNGqWENbCIyil1ARX4YYIPTBc2Nqi6LdI0Jv5cGm214m2JBYb+15/8mPGWBXMSNP/Bn3ibAXZO68Ux5cyOn0We01vrUpQVgeczX4gPNuIrb77BvKwoDdy4eROd29Zud2zbHh0estHQvgz8EDwbS50ej+n3u2TCNmp1yBZzdjY3UCgWC1vOHuB8PKE7XCMIY3zlUdU+WCdNIQw4PDxmuNYnjGJGY/HBIApC8DyWIhsNdpnn2TTMBoNHG1wVu6s07ynAkD1ejzDV/PsS+FfPSGXyPM/FB2B9/tlsRpqmdDod9h49rj9ZZ6m4u2C5jpilTpRptI1Xa5PJcvo8FRtfrFno2q7t2q7t2q7t2q7t2q7t2q7t2q7t2q7t2p6rfSmZQ7ILHUURZVlagbh6x1VoyJJWIVoawlh56aWXODo6ctWgBoOB2/mQtKCL9mVgDclzt9ttBoOBSwu5ceMGAA8fPuRP/+k/TVVVTntEkPUsyxxzZm1tzTFAwO6+CPtgd3eXjz/+GMCJW4NlYTS1NYSpI+cXps/29rZLo1FKsVgsHMNB2Bue57G3t7eyi1EUBXfu3GE8Hru0I3nmbrfL5uam60dg+5Wkh8ln5F4++ugj7ty54ypcNcV+JQ0tiqKVlDytNbPZzDGe5DplWTpx5N/8zd/k4OBgRXPo5Zdf5r333ruySlIvukmKYVPk+6IIKOB+F4Zak80yn8/p9/u89957bG5urqTlSB9ZLBYrIufSH46Pj101LTERVE7T1PVlsLs4i8XCVQn6IqwsS8e0aeoIVVXlhKqFVQR2Htvb22M6nRIEAXEcO60kYVNGUcTZ2Zk7LmNGUr1Go5Fru6Z4/8nJCbu7uyttN5vNOD8/Zz6fu/EtumAbGxuuOp/MrzKWi6Jw+lC/7HZ+fu5Yj2JhGDKZTFxFuWu7tudnshtbAaFLPbm4D+lFdco9UKCh0njGpot4dZrP6ekhs8WcVpKu+GA3b978VB9MdA6b1hS6t6yhVc6GZfh7K4Sg5aZusFq17OIHXgjTzOsKO16vTwIUlY/yQvLKttu92Yw/9/pXKIuCs9NDonCZzpznVgbBZLA9WAN/KWI/Gk/wfYVSPru723z88X0A/MBHdJTnWU5VxGkBOwAAIABJREFULdvUplCHLl1q6YPtEsUpZaVA+SyynKKUNGOr4+F5AY/29ul2RdqhoCgr7rzyGuPpjErDoNYyGU9swY+NzW2KonLC10EYM57M0Bomk3O63Z67l7t3P+aVV27j+yHGKPzQrr+LrKDXSxmNZvT7CXlR0a7XMW0U0/mC8/GUbq9PWTOkykrbqqdFwW/9q7/F4eEBScf23ygKuH3rJu++/0MCeuCYahplbHJWAVTKw2+kq1h7MX02r2YIPZHfYpQ9UD+XrDpJ3MGg8P0Qr9T4Ua1NGvpUlXE+2HA4fKoPtrGx4Xww0SKVQhloQ6DslfpDm5p4cjxiMOxTZpImXxKo0IpxA4eAH9v37fs+5Tyj6IDnX7EPppZ5ZZ5RVEpxBpzHKV6d4prOF3SBflWRxjFVpWn367R9DdN5QRqHlFVFWmsodYab7O/tUUxnGE8RxjGdvvXb5llO2k5IwoCzs3O6tajyeDyl0oYg9BkMepydj1zOrwoCOnHAfDLj6OiQ7Ru7ZHlRtxyMsgXn4wn5bFkBuhUEBBi2NofsPX5ofbBunSJWgiKkKEpKXZHWaX8+truEkUdZgjbLudYWKlBXOJ9K4YCLzCEPNFaHDVC1H+pr+09GnFbLlOjLMHXOzs4cow1sHNL0wfzg4hpYVwxcWWw0OR45kPsNVquq6nswYNQFHb/P176UnqO8RBGaljKZaZo6zRKpKpXnOVprF8AdHFj6alO4eFSXRlxbW8P3fQd2yHVEPPnLYEopFzw2BWG3t7f5wQ9+4EqZNsV+JQ1iNpu5YN5RIoPAOYLGGEcx3djYwPd9Tk5OMMawtrbm0sekTLzcjwB+3W7XvQvR52mWS02ShN3d3ZXvd7tdF9CLsHHzWUUUejQaueedTqc8fvyY7e1tVzpa8njv3LnDo0ePmE6nHB8fO32Fbrfr6LRaaxdogw28ZRGtqsoBQL7vM51OGQ6HvPvuuyuV8zqdDu+99x7r6+tPVF/7ZTYBOGApBF+W5Uq1MqUU+/v73Lhxg8FgwKNHj9xnJYXwlVde4fd///ddu0nVrn6/74DDZnUvEcKeTCbuHqRvKqU4OjpiOBy66ywWC5fWWhTFM1URuCoTUEiqBTbnRZnDZD4Ta4Kr0+mUkxNL7xcgTtJxBagRh64sS6ev1CxX30xry7LMiV83545myqiUTpYxorV2gYe0e57nK3pdv8zW6/Xo9XquLx4dHbG2tkan03lqkHxt1/a8bMWHbVTBNkqT16KnFRDhEfkRYRQTJwn9oZ1f4zShyi7ng0lq6fr6+qf6YOKeW02JZRKP4mlCwEshaluCmufL639GC8Jl6ewxYPzVNeWlVovvfve79Hud2geLnVzCPFuQJC2yWYZC4YUBebGoz2vTr7WpMAYOamHa9fV1gsDj+OQMbQzDtQ3Oah+s1+9zXvtQAGH97jrdLousIEkTyspQlCXVBR9sZ3eXXr/PaGTBqW63S1D7YBubmy6tDUB5HkZrirJkdH7uKpxNplP2Hh+wvb1l76vpg71ymwcP95jOZhwdnzIXn6nbo6wMlcUqSVsdwmgpJ1EUBZXWVJVx5/J8j+l0zuZgjR/+8EcErZhFbs83SNq8996PGKwN+SEly2DV4Bntki6fTGV80YAhFzbbny+MgeavnjJ0G8dmswUGH11aoEDXwAN+wOPHBys+mKxXTR/s937v95wvIPpD/X7fxWmlnE/B+HxGt9djMp7S6Vgf+ezkBGMqlPL5QT6nF0YYKe+tAoxRVqheG7yrzG1aET62lbkWwMwzFA6U0MRAUmorjq8UsudY6YqiWBAGiiQOWcxtn9IqJE1iTJWD0iymU05Orf8TJW2Mgmw2o9WK0I1iO1VRUJY5WTYnbbWYLmy7pUlMlc3xKkOQRpR5ydGR9emGG2tWU0xB2ulBLeQ9m80p8wKjSzq11MLhoR33ndYAtJUiaDd88QKruXSmDB1tGBbGzbdWwepqzU7VVnNopcKksdcyrIIzpq7wuFRa16z8+ik2GAzo9/srPthwOGz4YPJ08sRPe1o7tqoL9/U0zaTnZV9KcEhAibt37/L222+7cpbz+dwFfuJYiEMiFc5ExFYCEHHGwTJJJNe9WdXqywAMCWCR5zme5xHHMaenp46tMRgMWF9fd8FyEAR89NFHgAV68jxHKbWiCQQ2GO33+06IVsS/peSh6O6IAwl2cVlbW3MsBQksi6JwQTmsAglg39/e3p4TngYcu0gAoqZ+lAhn+77P+vq6e9Z2u+3YTHL/8n0Bq6S6mQSxoqEyGAzY39+nLEunHyQgkATgTZaAiGGnaeoCcmk3uc8vCzAkoIWADyIILVpS8g601ty8edMBu1IaHXBzwb1797hz5447d6fTcYwkKVffLKGepinj8Xhlh1pEwpMkcYw4Malw1xRvft42m81WGD7yPFEUsVgseOutt1bGj8xr0sZpmq4siFKlT6oFgm2rx48fc+vWLeI4XikdLOP8wYMH7O7uEgSBK0Ev7CVpNwGFZZwJSFpVldP+EiZWHMdkWeae55fZsixjPB67sS/tk+e50zu7tmt7fubVm+Zq6YXXpgDPWCfYq3f871YVv3nzFtU8w1OwWMzpDu2cFHq2PLrMj7JhY0Vst10fPzw8dAHkeDwmTdOn+2DG7gor4+Np3wp/1ve1LGfdcMYb966pwS21fJYXzcKg3kyiDmo8RVGVRL5tax/Y3tqlIsdTHn4EH923lXY31jcoygJMgOfZCqu9WiA4iqwAs7CXN+v51vetDzbodzG6XNGKDILA+WCwyurMFjPiqIdC062rgAGoltXyebz3EL/hg2VZRlnmbo1u6kc5H8yDjfXhig9mv2eLLgwHvRVdv6YP1q2BhOMjK5C8Nuyzv79PVeY8emhZUoGvmE0XpEmEp4wVnQUUdmNjNpmStFKyKneaJVEroTMYAh5rrh5ZDUQa+z6c6PkTGj4vonlObNlSL6QNAlAGZcBUdiPpvB48a50U32DBDN9zle7KSrvqpOKDCeA2m82cDyb+AKz6YFprptMxcWL7SF5UBK2Is8mYzYa+k++HVAUkUcxWGLEPxNo2cFFoSq2oAN+7wjpxymqnLTEA5diJJaqhVG3IgDgO63Exp90WcXSYTU545+1/EW1yinr8JIGHMTZWms3PSVoxeV25b//opNZba5Flc8Jg6a/u7e9x69Zt4jhlMc+IavBqen5Gt9fjwcN73IpuEvger925bdvHVCwWOf3hBsrzOdy32jkbawN8rI/WbneoSsXGutX6mi0qUBCnAfNiQhzaOeQU+N29PY67HdZGZ/zlm7dYrc97RVLLjf6p1Sob1K/fjQhS6/p9l56i8CAHKqXxaFQLu8RmQJ7nnJ+fOz9ZfLAsy1Z9MBnjsoYYGrpHxlXwwwTLDxl/tVXUSsf6XO1LCQ7JAnbnzh0WiwXHx8dsbm6SpqlDr4W9IpW1mpQxSRWazWbEcbzC1hDhW9mRB54QTfxltGZZb0nX6/f7bjKXCk9iRVE8ucD7PkVRMBgM3HsQRlGr1XIpVLCsjuZ5nmvvZpUoYS9VVeVAIGFtCGPs9PTUBcdNp+Lk5GQlHSPLMscmaqYICqAozy+Tg6QfJUnC0dHRCgillGIymbiqV3JP/X6fqqpYW1vj4OCAPM958803AesMSRqSpJLJubTWhGHogExhXohzLKk3XwaT/iNgrLwPARKb4A5YhtfW1tYKSCIl3WVXulni3hjjwEUp9w44IGJjY4OiKFwflepcwo4RR1VMWENN0Oh5mqQonp+fr/TrxWLB9vY2e3t7K0yo8/NzsixjbW2NJEkcQASWVddMtWuWpJdqgZ7nraTRyXPfvHnTCf3LuD48PGRjY4MkSRybTs4hgtPi4Mt7LcvSCch/UW36vC1JkpUgWES9oyji9PT0SwGQXdsLZkrquzRt6dQqtBvnt30fJjOOTk7Z2hyStGKmE7sRF4UhZa6f8MGqqnJz9nQ6JYoitw53u13ngwkjGWzJ7DCq13QXiC+ZQ6vu9pPpCCIW6lIheNFieI/MlaCGFFzaeplZH2MOmEKjfU1FSZ5XDPv1Rhf6/2fv3WIty7L0rG+uuW77fu4n7pG3yKqsrMzsqu4qW6YlbGiath/sJ3hp1OKlMUIIS4CEJZoHng0S2EbItsAvIAMPptQCmoa2ASHk9qXbVdVVXZWVlRmRkRHnxLnvs69rr8ucPMw15l77RFZmZPXJqKiqM6SIOLHP3nutNdZcc44x5j/+H5RChyGLomBtrf+pMZjESFKQ/6QYTNZX+c6Pi8Hkuy7GYNZaH4ONRqOVDRhBvwpNQLPlvhmDNdVxf1QMJu2JUnAsioI33ngDcCjgXq/HfD6nLEu/qedisLKOwSqiJOKoGYMpOHjyhODajeW4swpll3LWLxpO6EeZr/V+zAkHFlCWIAopgbh+OgpjoHKF1aqyBHWhUtX3aTabfaYYTFDNURTR6w2wuLGYLQqiOGRne5MqX3hE0WBjA1MUlHnuCzTUxaFIx2i9IIen44Wn2uaWPzbJgS9qbCmZ54LlLKKwXudKhQpTx0mFDsmBj4Bcabq9HtKXYLB0b97loydPGE4nrHWcb0bDcxZFzsbGGq20U8dgbixe225RCYGx0lRG2vc1N27ccAidQKOUJqpJpwkc3fjNm7fJZ5lDKIVubj48OmZre4ek3cVUFVYUzrQlULW0u46w1iDMFaUpmS9KwsT5VNUkzBbNSaQ5C+B2LRvfxNOs+LTh0iU59I9fFAmaP6ll/egickjGhxRvn9WEfkHmRZl3kyTh9PSUNP0ENWJ/nGVbnbvmumAuI6zebPm5VCtrJhby/49L6C7DmomLMcbvPIs0uLxHFr3msUVxB9zk30y+Hz16xM2bN53yRoP7RBKW52niv497rclBc1l+bUpcW2t98Cff3/y9JHvyHrkfgqQ5OTnxaBdBEEhbkHyfXIsUbGQxATyPiry/WaCSxEkSer9rVS9ETWQPuCKWyKBrrVfOW4IWa+1KEiaTgyiPwTKQGg6HDXnddKX9RlSyFouFR6WBWyzLsmQ+n6/wF00mE6Io8qotgB+LUiyS77/M5+dZTYoHohjWnDw/j+da/C5tUNPplM3NTZIkcUomtRy61prRaES73WZvb8+rx4Gb6KXoNh6P/TgUn1trGY1GK/fh7OyM3d1dWq0Wp6enfj4RlbImX07zXJVSPrl/VrvoU+Cpcf6s3ydIPRm70pqxtrbm/dV8Rowxvk1RrqepSibWnOvkOuU7ms9JFEX+9YvoSikk5Xm+gq6SFjX5TunvhqXKyWw2o9/vP7MfLtOnz2LN48ixpUB3cnKyot4mCo2ilAdus8Fa64vE8pqcpxQupUAMywKmFNCkGA145OFlFtRkbDV51WRNvbIX0y4q/BljPvMzYJXbHQ+UBJdujJlKNkRLrC2wxo1XpxpTsbG9TllZ8mJBq54jTEVdTE5phvhnZ+d1sR6CIOTw8Ngjhx4/3ufmzesEQUhZGn/u8/mYOB54CeMgWs5dXtrY1n+pZWCOtVQqeGoD2TYC+E/y56f51H3X5cwtSeySRM/vYRW2AiEGSgAVBoSBxtqAhABVJ8rGOt6V0+GI9bUBJycnvkWrqgrm8ylJEq0gEa1191ZUekXFEqjVOTVFsVi5XkGOCrozjmP/PUppjCnr5FVTVaX/jCv6OU5Q4TNy/ixreoCSNI0xtdqZtRVhGJMkMVGkUWp5DqPRsOY2UrRaCXndBhYEIca478rzjFYr4fj40N+jIAg4Pz9nMBh4BMxkMiLSId1Wm6zMsRiu13GGUoo4jLDlnBPAy1OrCMyyraYqDaFujge4rP7FHxWDGWM+89omGw/+MWnQI7kxZX2LnHzj+HTI9uYGQRRwfHLG1k6NOgsDJpMZSdJib+8JSZKsFCOV0lSVYTyesF7zCQWBrCMl47HbtLK4cTAcnrCzkxJHitPhGVs1J5XJF7SSlLysOGY14a2qAqUsMQ5hYiUht6Csayk19XrVBBQusjlxu+1qTPVylhcV1pR166lxbWXyGWOIQo0FjF2i/idhxH1c0TYLA9qANEzuoJgXBl56HdVewxhh0VFsb29zejrEGIiixCsEBoHyResoiv1dcPNk/YNRJElEJYVSnWCNQStNHLWgMS85fkcoF3PyoiBJnK/LvCSvLEqHVFVJZUrimlsoX0wJgoDJfE632/YInECBCiqiSLv4DfBRYmXI5xlxu0XVgGdWeQGmrE/JyIPhx5dVga/wKJZ+RQVYFKYurMgcJ5WVUgpBzVyyMswARcDZ2TGbW/X4qSqsCsjzBa1WgqxDeV4CJWm6fK2oEVxlWXrUpasSuuNUC4OOAooyp6hy+t0BZR2DjSdzql7o1iKbEaqi/nTu7qLCX89nje9/3BjshSkONU9YJjJJ0mSX4bJMnCvQV0GedLtdfx7Xrl3zC9H29vbKLre0/Yhk+/379wF4+eWXV6SbJUltJpLPyyS5Evs4nwKX6tdnMVlcm1LtaZoSRRFhGDIajdjc3FxB4WxubjIajdBa+yJTURReQlB2EuS+ZlnGtWvXmE6ndDodfxzhlhIEx5MnT3wiZq3l9PTUoyQEgbO7u+vPWRJd8Z0ct7mbAS7plYdQHtDm9Yg1C4jgFvIsyzwqrVl8kB7WBw8e+HPudrtMJpOnClqwlLn/SaKHJHmVwpr4RwoOzba6y7DpdIq11u9AbW1t+YDjrbfe4ujIcSVI8aDJYyPnKkUBYwz9fn+Fi6j5WSlCgBsjk8mEyWTiWyBBZDsvt2f4ok/l3H4cn8p4EfJpKXoLoupb3/oWN2/e9M+CEKYvFgs/J1/2vCb35N69ez7pEL4ygBs3bnB4eLhSyL3IA9bv91dQTZ9ml+nTZ7Hmc9r0fdPvgF+PZH6RcZWmKScnJ3Q6Hay17O3teeJ/uY79/X3+zJ/5M/5YOzs7jEYjwjBkfd21Xzx69AjAf/bzWKOagcxPokB9Zc9uzbVI1i2JFT5LDOYZSkzpZK+BQCuXHJWWKAzR9Vj7V1+6DWsD2kmLyWRCHKWEdTvE9tamb811MZj7rtu3b/PkyROKomA0GtHtdnj8eA9wY1kp7fnhpGjqUJKlKwAoWBQ5UVRv8tR/VEBNLNToHVMKzXLf2j8hiub/fqQ/P82ncIkxWH060iBj6sSqrJbceJWB6WRKv9/FsNztRoUobdlcGzA+n7G5uemLJtaqOgabEIYB7XZNgDufEkVu7iqKqhbScPO3i8Gu18jTPtOpCLUEpGmMtY5a4OTkjPV1xx9jjOHs7NSjfA4P3ebYjRvXGA5HDAY9X/BbFr3nBEFY891l/p66pNkVmpaiFEIvIHFXQJZN6XQEseLIex1lRK8WnnBOHY3O6fUc180HHzxgpy5ydLturdFoCBV5VVDVierGYA1rC6gMT2raBABT5CsogDAMMOUywXcdP5czF1+ke2huTH7WtS3UrqCq66KBqZPuACiqnNJqxirgELhTf+buvXuQz0Brrn39a3Dk7umD6Ziw2/boqfvFgqS+DyjFga04AHS/y0kdQtk6Nn9godPvMgVq5Xfau9d4UJV8NM/ZvnEdahoQAsWRtRwD+8AQyGQjKw4wWUGIQzUpLcgyqB9+AWwsb4eFpCU+XX5GxxFJmoJVZLMpUauLFg6jeg6JgL7SJPU8Ng01f/PomLV8TmVd0US2zjpW0S9L/tv33mXtrV+AJ45igvV1ODvjn1jLd4EqWG1XXLXVVzSQaNANVGeIIgq0Q09GdeGj/t31t74MwyFc3yV99RX+2TddXHJja4Oj8zGPTYludyHUjBYuBtNKUWQLet0e82xOux5vQly/KHKSMFlBwKggIJZx2kCCx1FEmrbrcTpfGadSEpK6z7J5zPjfBiKH0HSDojGfu1+EgYY4xQAfVJbu1g7/4P4Ddz03bkJRuEGRZTwonXdGwPFkxpd7fQ5sxbeGI6412hnPgf2DI375l3+Zoi78hnduwWQCrRBaLeh3+ad18fnW9g7HOK64KkkpfMHPIfHkGkoMkfps60UTKPJZ8pGfFkTjlV3ZlV3ZlV3ZlV3ZlV3ZlV3ZlV3ZlV3ZlX0O9kIgh6Rfr9m60dx1uezd9yYhqkiGB0Hg4foABwcHXtVKyFAB31IivENPnjzxpGnCSTKZTFhbW1tRS2q2ADwPE7Lb5+XTZzXp24alIpHsXklPufCZAPWuVOHb/S7uPh8eHtLr9TxMWd5zcHDgfS7XLH3wDsps2dzc9DvrcRx7pMjR0ZFH2gg6TNRPzs/PV+C4wkEl5wcOeVGWJbu7u4RhyHw+9/eh2+3y0UcfEQQBaZr6dqayLD1ht7SDyHFkt1EpRbfb9f4aj8deGarT6TCZTDzyYTqdepLunxTnUJZlpGnqERhyT8U/l91q2e12yfPc39NHjx55RIYQxYNrx8vznOl06tXzZIdZkEbSgijoE2m5EkW4siw9yizLMvr9PuPxmKOjoxUIZ5Nc/TLsok/BoU9+HJ9WVeX5k0RVTL4viiK2t7c5PDz0CJObN2+ilPLPaLNt6bJ2v+Uevf/++6yvr9fIgCW/09HRkW8PnEwmdDod/zwUReF3QpsIvU+zy/Tps5j4HVjxfdPv4J5vGbvNdrwsyzxR93w+58aNG/56rbXEccxLL73Eu+++uzL2pLXs+PiYXq/nr6uJbrgsk7mxuc78pNacK/t0u6wYTOFaMgIVrKJwrPtvpBJMDqZwr/9vDz7itbzkFa3RWpHN5pT5sl0pDEPKvODgyb4/xvlw6OfbXqfNwZMn3Lrp0G/WGPJs7hGesr7GcUxSq5VVVYW1BqOWCD7ZLV/p5mkAiLT/XaOX5lPAHVVVPb8YrHFukXA7BSXGLpqdImjteBWnswk2UrTXatQMIVVpWOv2GU/GxGlKlrn4td9fYzHP6fdcjCMolyRKsVZxfHhMu90l0qHnc6kKw8H+Ib3uwP8foD/oscgylNLEScSgt0axqEnDW+7/82nGwf4hN667e3pydMz6+iZV4XiEzs+GBErEJSqwMDo/p18rWAHMpnOsrdjY2CIOIxaLnEBisE6fvb1HaB0R6ZjJaOrPcW1tA1NZAjTKBkRa+PGs28WvctYGG8xmblyNz90alOU56/0NxvMpSd1iMz0fMV/kBCpmKw6xOHJuHUZUOmdBLWWPQUnfUvA0A9afxARBK+uN5CSTyeQzr23GFISh9i1pslYXgAo1tpVwXhYcAd+pP/ONsxM68h6Wj8w3cbxYo/rfEPi9qUP4z4Bv1/8GQKt2x2+PXAz2Aa4VywCd+gvnQEuHjIDf3ttH2E1D4P8BesAUeAictGtf2NxzFmmtGkxjdVsYK5zS/t9iNiVqt4jjwDczZdmc8+mMojLoOEIH1XIuqSqiMGEHaA8XBO2aRqOf8sNuSidsk89L2q0Os9zFyKFVdFTAPz4950v/9z/wSo/i+988H3perWdFhbSqBZvFnF+/+RrC2iXYaoWTrleNa/6fHu+xhkOzpDi1MYB3ge1BjyPgd2cTbuMIpwFMUVLNpnS0whBQ1RxTBVBUCmtqURNoNoKRzxfErYRWI46cZTnD6YyihDBq8XGk7R6B5Pm86l8r0Gr1vdQtf0GNGQqMdHNYhhbeBw60ogtEdWz/vxw+ocShvhLgh/VXzYFWtw0bA/4ZkKz1kRVK6KSL3W3+x/feRTJDAyxqnx8Dg4ZPR9RoI+AkSClCd2fKRc2zpxy/VfAZSjbNGOzHQQ69EMWhIAhWkgtptxFeiYvtN39Sk2NJghcEgZceF+etr68ThuEK4R0s23Xa7TZZlvkWH3ATb1mWnjBPJmThqnmelqbpp/oUPp/E4JMsz3OiKCKOY89dEsexl2kXotlmYUTk7Pv9/oqKWK/Xe6qIA0vuIgnGpGjUfC3P8xWuGWnfsNays7PzFBeRJGfNpEr4Oy62sfR6PcIwZDgcEscxYRh6wu7xeMwrr7zCycmJhzuDS2wfPnzItWvXPAS4meBOp1PfSic8OL1ez1/H4eHhimJZVVW+de8nRdArbTrSftQkhJT2y8t8LiaTiS/2gCssSvuR8IPBkpepyVUjJoSbUpCQsSOFRiGab3IFyb+dTmflvpVl6UmfL8su+hSWLaOf1adScFTKydJLsWtra4v5fE5VVbRaLW7dugW4QHM4HLK1tdXgfgj9d12GNcm8jTG++CPPn6gUKaVWiNkBz/ElpNfPek6X6dNnMfG7HEd83/Q74LmBiqLwbczgxrWsSzJvNotD1lrvI5l35vM56+vrLBYL1tfXVziihsPhihLMZZjM5c05TtbTK3vx7DJjMI1yMswNAYo8t5AoSmspdMx5vVY+AjqxI2bdyxbcaLd8klZubSLMGRlLLaFwfc0lmmsDp/Zz/RpP5Lx1QKFj2klMAOQDF5pL+8r3gKLTJY6WMZnkcFYBVYP7RRmsMihb+qLX8ncB1n6yP55nDKastMNAhsWisNqxKU3qNr3v45KMQkdE7TWKG9f4Zx+4dhUpEVhcEhOxLIO9c/0W32+ljIAOEIY1XxqaLmB3d6hwyfegbqHIki7m1i2+VXNPna25ws0aMGmlpLjkME1C5nUaEgFFqDFbWxxfv8ZRffyz7S02AEvk8ry1AXbbxd3fVjBX0K3HglzH23fvQqT5p0WGBr4L/GG9To+B3ksv888f3CcCqrQWjgH+z9EZX799hz8KFdX6Ot85OfY+nuKSuxj40/XxHw66bgyGCf9wPiW6eY0/WLj7+l1cUn0GHAITIdgOFEorClxCXrFMZN38fXlrjcTbso7JuiPFnc+ytik0tloSRsex81uoIM4ySFsMlebvnp2yWbg4NJrPSKKI+WJBEEYrirFVVfjzaLZZypoha8jHPR/LAtUyhguoeQgVmJoQyRhDqOq2wyDkMIzIuq54l0bQquXZTVWzZlM3JtlGEZiasB33nC2KnKCKsGHkW5MCFKEKCXREoEIWi2WR0AYajRv7f/lNHHbNAAAgAElEQVRLr3PywM1WG6YCMtf+qWKKLKNfE0WXVUWlNDaJGemEhV3y5MrabsPQt93KPf0ki03MpEr4zw8esVa6+xCWFiUtjnFIUSwI62vSKqCyxp1fFK7cn6qq0Ci6xrKRZfxrX3DiOTtRSLSx4Qj8o2Vd5l0gb68TR5rCni/JwQEUZEWOjiOn6SeiXsqClnHqCLAbH3H3OXD3RMsvGzJxVskcXn/GGgJrUDomBVp1kTtSkLVS/uvjY9YXC0qzjCkDDForz6cmr2utybKMf+X3/xF/7cP7K/GU5Jjy/rwyckGu3TXL0aGq+feWeWauE07CNrNWj7AuTupF7uYJAzoAU5Uo9WzrhdsEsf58gZXc+tNMvQg8AK+88or9xje+sbJz3SQcvezd2ybyYnd313OyPHr0yDvu2rVrnJ6esr29zdHRkU/8W60Wh4eHrK+veznrZnIiCZMUPsAljc9bNeb+/fu8/fbbn+hT4NJ3xT/N5vM5W1tbDIdD76N+v08QBBwdHfHSSy+tKD4ZY9jY2PAcQRJsdbtdDg4OPHnzjRs3PMJBEsogCGi1Wv51gNdee42TkxP6/T5nZ2f+vi4WC4IgYDAYsL+/v8InIzv01lrW1tbY33c14larRavVIooij6aA5QM4n88ZDAa8++67voi4vr7O4eEh7XbbE0qDKz7IPcrznMFg4NEqYRjS6XRotVqcnJwwqHfITk5OaLVaVFXlZX0lgbx37x4ffPCBT5IvkzPlWU2Iv7Mso9Vq+XP45je/yVe+8hXOz89XJtXLOJ4okwBLqdqe4w949dVXAYdKybLM84eJEh3ArVu3OD8/9xxk8pzIeGi324RhyGQyWUEIiZ/b7bafDxaLxVNKYJdxjU2fghvvP45P5fwEsdYsLOZ57gs0gvgyxrC7u8twOGQ+n7O5uel/d1nIIZknp9Mp8/mcmzdv8v777/tCkCjfGGMYDAY8evTIPw/n5+fs7u7y+PFj0jRdUQn8JLtMnz6Lid+BFd83/Q5ujnv06JEfb2+//TYADx488HLdWZZxfHzs55f5fM7Gxgbr6+s8ePDAo5CkwPad73yHO3fueNU9OR/hfLssa4ofyHHSNOUv/sW/yP37959/pfrKPtEuKwZTFrSyaK2YFguMBLlBwh9tbvK3d67x/V6HQb1vnGY5rcwQK4MOocjmtKN617QsMVpRYVeSICHCF8Rds6ib57kfx81NOY3CGphGMcf9LsF4wi+OXOL/Z4EvHJ6wPVmgdENVVhWgSrQ1KOuodleFhz85yH7eMVhQOR8c9dv84VaX/8savr99jTJ1BbLe+Sndcqn6qFmegyLGKIgCp61UsUQuV6XBYrDGcUdFofNRXiwIlCaMNFVpMLbyiJ7KlGAVURxiKuuT66o0BFoRRwnZYg5WoeviVaA0lSkxlUtYa8YQojhkkeX+NRW47wFI0pgiL933W0VYcw5hFcZW/njW4I9TlYYoDrHGEQTrmui4KHMUgb9WeU/zenRYk+DWpOWmsn4cJkmCpXREulCLUVgqC/OkzUldlAjOJ3xldMSfCwK+cHTG9jRborsqQ6AuLye71BjMLDfaSmM9WuODtTX+XrvF97e3mbZj5lVFXJPwamscGbGyVHmBCuVYAareSBORFz/eLqjMeq6mhmKpvF7VHFdxHFNkBTqOqOxy8wUboJRDq1QKqkhTFrW6tJ3y9vmI3zid8fpoTF6fs0OjGH/+RhlPtA0OMZflC6aLZbwwaPX49j//Ju989SsMR+ekrZbfWAyUolIwwzJLE8api1fmCor5kPPxkPWd6xRmWYA/LwpOleY0TjlNEybBUrmvqdbaRIV8mhWBZqpj8naLcVDzb4VuPjL1XBBH6XKjyRhacUJVGgpTef8nrZSyLFAYVJWTGkVS+y4NHNLTWkvSSpeI/DDlrNtGjRf8wuSEP0vFmwdu/t2ejmmnrvNjvmjGYD2++c1v8tVf+Arn52OCxjgNDaAMZbAs2kGN8pRnNvgYWndlGEUpP4xSfj91z8L/e2OXJ9023WKGrgpC3fbzomz2Cqet+FrGYPP/TRVHPz5rEncApQPmswm9tI2xJYUtl5uEZUClNEXYQlWGbj1G3zg75jfmGS8PT10xdQXb9cn2cTFYkiT8pb/0l54pBnshkENpmvL222+vEArLDovchMsMzmU3VVACMrl/9atfXUEViWObx5bB3kRDeFI/3EIv6ILmwHneyKFOp/OpPgUu1a/PYs0WKXkwZEdNUDDyGriK6mKx4OjoiK9//es+4Ts/P+fLX/6yH/Tj8Zg333wTwAeMUrARSXhp/RqNRrRaLa9EJjabzUiShDfeeMN/bxAEjigzjn0BprlIiXqdU8yoFxStOTo6Yn19nVarxdtvv+39XJYleZ5TVRXtdtuTZYuMqvineV+k5UQpxb1797yPZKwJ2XNRFD7QPD095Ytf/KIn9f1JmVxvHMcriKt33nmH2Wz2lErVn8Qmkwlf+9rX/NiWiVkSBvH1q6++ilKK4XDIL/3SL63sTjXJx+U5huVOgqCJnKLG0/Or3Hfgc0GdwKpPAU9G/ll9KlK+ooQl86IQPTchy/K6LDjHx8cMBgPvn8u6RrkPIoNsreWtt97yxZSmEtf5+TnvvPPOyvMo97S5cD+LXZZPn/Uam8VG8X3T7wDHx8e89dZb3u8SsLTbbV+4a7VaK+uLqCHmec5rr73m2ySlSPnmm2/6wKUZzFw2srCJBJV7KtLSV/bi2afFYM9KSK0c67RHR5g6kK2ALQL+54cfcaYVRR3NZ0FA2W9TlKUjLY1jQq+yE1NaQ6CXwTbUc00U+0S1ifyMen1PDxCG4XKMBxoqQ5jEBKMZt43h2tzNd79274u8cuslBhaqp9rKDJoSZS22+YzYT2//+bQY7LIJqYU8+VwrdoDvfPh93qsqDkuXpA4H6xjrSGMrC6rh00BBWeE0nG0FDdJTKYqF9b/GCoKg7xSerKWu2KDqNhKLJUaR160bYc1IW9W/AwjpUZpqqZBkDNq/b/VGqP5Sha2QtkVEwccR7NrGd9fYAo/saP5OoWpslfsXv35oTzwegjv3+nyEjLyCp64zqksJFjBVgZad/SCgykuCOHKHqE/tOgGbecWvvfoyt2/eZdMsrzfANMh1L8fKsvQtxX+yGCyoP5sTRzFF7vz2ahKwCfyX9x9xkoRkybKoFusQY90zqCwOekWN0qufa1HlvChecDF2auZmIAVO56tiNiWJU8pJBjrwKJMobFEUOaECi0MXRaXb0Oouxvw7d1/lF6/DzbyGZngzoAzKmhqBUp8XAVhXnJ4XU1qxK2QkQYwpDG+/8xazeYaKQuIaBaSsQx4FylAZixJ8m3Ftntl0TNTtYaiYz11ckIcRRZRyimtBkrZXxZJwfh/XmpRe+F3Q+JfGz3PgFPjv7z/mLK3VA0OL0hpTPyt2kfv4I7BQTGZorUmSlGzhzqJaLAi0QqmK0lSYOCWrn5MzC+Fgjapwin9hjS6LkoRgvOCWsezOM37ttVe4d/M2AGtYrK1WxinUwj5FzjvvvMV8mhG32v7JcDUhgw0Khx4yy3wpqDmpqwBcE9nSlDVkQciXgdfr144efsiWXWBM3QJsrUf7OCJ7g60LfWLNjgRwG2xeLKmOuSTHreZT/7kbSUQxGrrvVIawLrRrYlcYVxVJnrNRtxf+lbt3+TJw25RUdV4o8/ynmcRfP24M9kIUhy6qPWmtfWL1eUgJy02UAD3LMs9tIwlkr9dbKQwJykVaeh49esStW7c4Ozvz7xGkgdaa/f19374iPEXP0yaTyaf6FJ6/gsx4PKaqKtbW1vzEL20RSZIwGo28AhksW/+ktUWCPVGAk/fHDQh7GIZe4QuW7X0PHjzg2rVrnougKQ99MTFr7vY1ZekfPnzox0C32/UooWYby8nJCTdu3MBay3A4ZG1tzSN6tNb0+31fTJKCVVmWnJ6e0mq1vNKdTJJBEHhukizL/CIpLWNRFLG3t0en0/GFoI2NDbIsY3193Y/J522yWyX+l0R1OBx6Hq7LHH/9ft8nx+CCc2MMcRwznU69b4T/SAqEURT5uUDkvpVSK5OoFE7SNCVN05UJ9+DggI2NDbTWbG9vexSSIFwus5Xmok/B+fXH8anwKsm/cr0SrA2HwxW+G+H4Ec4bWXzg8pSuDg4OANje3l7hgZPnRJ5r2amV4ha4uaHVajGfz39k8e7j7DJ9+iwm/m7+LPx24nfAc6IJ35nY9evXgaVi44cffsjdu3cBaonvJW+SrHXCEZVlmW+bFGsWCS/LwgbkXcZIURRXvEMvqF1aDKYA7ZrBrKmoGpx+28Bv3bnNf/Pe9xnFbq7JwpCsKgi0S6CVUuhAWkJKYp2SZwu/OQNubEmr9sUd3WbQ3pTtDYKAAENpDKiIrfmE/+Ce2zS6C8SmQilNE8NjAJRCWemPWKrj6GeQGn/uMVjttxjLK4T823e/yLeGh0SduoBfWWKtyKWWFijPZVL6OojCKJdQSRHIWAuBprTGFT7kfJUrtKBccUbpsMEjopwIc+DS97IuEnnZInCFv7ogI7+rmsWmpYewxlAqBWWJjuIVvhJFs2AlbUDU36MaBaRlocj9ui4y1edk6v8bLLm1qED7Fi+lAqoiR0UxkQ590YsgoMCCcaWmVEdenlqj6tYjVmTP14C//OprvIJr09NBiVRTAunxuSTeocuIwSQXrWr/hGEMpSWKA3897wB//eVblLgChERObRzfTIirC8nrBa5VNGJZ9BPN0bD+Y+t/5V5Lep7UnylZeumUki6h/2ytVUa38Z6w/lyA8GztkACbgAoDLzkOxhUslcLWD4iqUVKKgGm+oJUmDOKOL1ZMp3NORqcUpqTVjt2YNDUSWwWuBaoqiXRKVVd6dAiTSUactJhPnBJgv+U8VBrjOKmmC9Y7iU/Ux0VFO9LkFr6kloUi6usUDp6mGpj8XNU+++WXb3qfliwLT3L1x4V75UbkriPzvnMxwzGwjruHM1zL5N9/7wcAnOmY/HxMRN0+K/OLPQel2JrP+I/uvcpdIBUAQBCQZRVJKyWMUn+/prMxw+EQW5S02mk970iPGKACVOAwXX7zFg26wihX1q9Yjh8FJDYgtdAuC75cz8v/2Z27FOBbmKuGT1KWXEGWJUeT+HyGG+MPp1Nu1qg8GZshbkxLz5DFjfdpXQroAqLhmNTfJdxGcr/bwC6gjCXUsbuXz4gsFGRZs2Xzs8RgVwQAV3ZlV3ZlV3ZlV3ZlV3ZlV3ZlV3ZlV3ZlP8f2QiCHgJXdFIEYCnpDFFguy+Q4slPeqvtDjTGeH0R2XYXoWNAigui4desWRVF4dIrYfD73HDhivV7vuSN0ZAftk3wKXKpfn8UETdFEVCwWC3Z2dhjWKiRFUXh/j0YjgiBgNBp5BA8s2728akmv5+HlQroqCALhRXnzzTc9X4q0h4k/wjAkiqKV3XZY8iGJ+tudO3f87osgGhw5X+zRJdvb274VZG1tzZPBwhKt1iQtk+uRz8n3iQmxmLSRybjt9XrMZjN/LFiqavX7fdI09YpcPwluMalcCxJHqvtNEu7LRDSVZclgMFgZ47K73Ol0/OvCUzWfz0mShPl8vkI4LVBS+Q5Yog2bLZHyfYIQzPPct5zBsoXyMn1/0aewJHCEz+ZTeZ6Em0O+T9B5gu6T/wvaRMibm+dwWdcoSmRyH6RdUp4Hub9yfOHqAjxqqNVqMZ1OV57jT7LL9OmzWHMea/q+6Xdw41Qp5fmFmqTTeZ77cba7u+v9L0ik+XzuW1XlegRBeBEJIu28lzlOBdXURN8KauLKXkxrxguyNknbvTHmM/AmKqxVBEoTaVHmgk4ArwH//r0v8rh+p6jcSNuDYYkuyHDIihHQZ7lb20QcCEFwc1RNAMHFeZBM/bMgEdZZ7uga3O61Aqgau6oBnnTaNyvVP9hnQA7Jc/1JPgUujY9SzilVithUbAaapAJd1fNKZumWFa2qIgaqakmHoJSmogJV1TvTy33jUAUO+VIZSmtIQrfjnlclgQPNEKrAIYvqO6FCTZEtiNIEW1a+ZccUJeiAWIfM8wWxDiltgxcqUChjKa0hqhE9halIwoi8KokCTWnHKOGHCZTj6YlC/zn5LnSAKVyLYxRoihrto4wliEJ3r+v3yDkrY/13ogOC+jbLOZR2gi0rjyhJI8fpo4PQ8Rf53jN3FnkYcR4FTOPEE4OHVcEmMDAAJZUp0SLsYE3dsng5c/FlxGDNMzFV6VoENVCPnyRQbKPYDDSz0rIbKk8mbuo/gswQ9E+Be7an9euz+v/UPyf15yqWI1FwrbbxujytmzWNcll/p6z8gkAKGp+RUV+xRDVVAbSli8A49JpB1dxiBmWXOJwoijDWUJU5ef0sHHRafLC1xbYOKetrknZJ0UTUOnXokXh5/KyXOiRU3CVnOSdNgxpB1Um8/wBakSbD8RW1al/JtT7riBFkkfwc4JAyMuqu1Sc4xc3FKW7OlfsgqCHxbQr8yj3XpLVgqW42Ez/Uny1xKK0RTojASlwALFqJf494umz3eHf3GjuRQ8xo1RAlwI2HDUJSW2BrSKcjI1cY22wFxJ/bWeDWh0mD5y3ErSeyBiUsie0X9esxqyT9TmVwOSa3Ox3vn3l9DVOcSp4cP2KJKLL1H7keUUTT9e+FCGSAmy9cPg9laVa7Hz/B5JlvxmDS1vws9kIVh5omyibNCe2yrEl4JqRRogwjAbIki9ICJNDgZgAtrzUTSWmR0lr7IoJIK2utfdAsN0uSmcu+xo/z2+fp04uJhrwmXCGDwcCrufX7fc7Pz1faI+Q9o9EIa60nzhPiVGm9kERQVImEUwaW/EmtVovT01Of8Mj5zGYzn2zK/RALgoCdnR2Oj4+fUk44OjpibW2N8Xjs29HEhO9HOKqalqapb49rEl/L54qiYGtrC3Bti3JcaY8R63a7TKdTXwSSe1eWJa1WyytnnZ+fr7SiyXukEPW8TcZZHMcr5yDj8LLPqVlQAHftaZr6thlJyIUMXIodUlSQn09PT31xUl6Xey6FyIvnLgGYSN03X79Mot+LPoWl0pD4tMkf1ByfzYKWvD6fz1c4q4CV8XyRqPjw8NCTH0tLh5zDeDz2ioDNZ0sKmjJGpUVMrscYw3Q6XZGe7nQ6KKUYj8d0u92nXpfjN/lGRJlF3ifXI/PtdDr1rWrSYig8IFI0aRYy4jj2ZISXreR1kfNNWmOk6CXn3Sz8Nj8jhW9pxxX/pGnq/WKt9WtQu91eWX9guW59HuuP+K5J1NgcL1f24llzDEhr1meOFyTqdd9CxXIsJ9QQefCyv5KcWFyC0m98XFpCBqwmDU1KTkmmmm1G0koQ4JIacInnkkzaBfAP6/8fA19EkVIQaOUkcMDz2ljVLJWsqhh9kl0MxH9snz6zuXNybXgJCZAECe3cefSl8Yh/69oWN3GtdGfAL9+44z5a1V4L4Q8fP8ECv1gnfP/ovR/QxfmymeB/fWvbSaSFIeTSK1PP+60W3/zwAcLMJF57e3OL75wc+8QzZJk8v7O1DdvbcHwMxqwohZ0Yy7/48st898MHTFgmZQr48s4u3z48oEFpQwd4c3ML0hRkPZaYSvhDtIaicMcEODkBY/ijk2NmwJ/a2l66ttuF6dRdb2MO++7RIQZ4684t/vDhI4ZYhBmlW/v4D4G/e7THg4HbILSU0hWDsqHrL5IuNWk/u6ShcZkxmLbU7Vam/iPHsES4YsCpcoWh//ShE4HZ7ySgXXE4UInnAgqsQSnr46OyLFfWJdkMaXIRNXML2eiQNk/J0Yxx5On+sooKHVqnPmYVViXY+vlWoWV3POa37tzhVUDXWXeqXWufUjJuA3+tARDW5x5EKaf1M/dd4O9v7vC39p9QpDGKwOclUexarPNs4mgL8mWrq9XGbfToCK0j5gs3VqMkpSzc/TE2R+sl35psOErc2ozPmpuXTcoMiS+UUmgUplbq0qGq294MThDNoOuSRaAslgBjSrQKMfUgVWFEWS5744ogZFEfq4xDsiqnldSxpnUxt1UhSll0kbGmDLookM5MFS43yKxVniCeymCv3+BvHR/WRY6QMHPH3Sos/+6da/wiIS0VLNv/lGv9C2xNKt5QlDxT8G3gbzzY47TTYlSvNFGgMaZERW4cBSryRWExiYWb+dvFeKq5USoxsGttlhhPobVTkVwsFqRhy/MHlZ5EveT6fMp/csvxMd0DEu18Z6hcAbs+p0+bIoRM+8eNwV6Y4tDztOaEOJ1OSdOUtbU1r1wEy+JDWZYrKA6tte8jFzSLJJmLxYJ+v+/RGlLgEMUf4R1qTnitVsvzPfw076rKuSdJwnA4pNPpMJvNVnheRAJ7NBqtJKpKKR4+fMjdu3f9giAcT4I0StOUsixXlKgEAdREEgCea8Bay2w28wWYpvKSJKVNMvG9vT0fvJ2cnADu/qytrTGZTDDG0O12PfpHEmFBkzVRWrLYnZycsLm5uZKsA57cuokGCMPQEyI3k14pbmxubjKdTv3vZOyK0trOzo6/vvF47K9ReJl+1i1NU1/4AzzyTym1ohgmfGDT6dTfB0FcpWnq+XSa6lWAv5ewuuMmpOQXC4DPilz5PEyeBVErSdN0peglPGgyvzURT/K+0Wjkn1f5rp2dHay1PHjwgJdfftmPtyiKPEJSeIJgyQ8ixanmfRC0ZpIkdLtdRqORn0uFIFrmkebcKAhIWbDlvJvom2awKap1YRh6hcEmL1STcFfGzmw288Wmyy5iNsfFhx9+yM2bN8myzCP8pGgjXFmdTofJZLLCn9Jut/08J34Sn5ZlydbWFh988IFHtUlRE5brT5N776d9/bmyF8ikQBTYhsKMYWEd/8YQ+HvvfwDAw0gTBxZrFEEQ1wmMmzuMKbF2mehIYigiDLLONgstzQJrMxm21qKCkLJYEKmAAEVVJ3Y7xYJ/77WXgYgNZbys+KoZzwsD1JH5i8XK4Of8JGE2nFGtt8kXhihx/lyvcn7ztddgMkIdOGxHVQkRMjx8+CF3XrqJqTICHaN++B4Af9rUiSVQlCVRHQ+bgwMW8zntXhdTiNx1fe+qiqCsHF/HfM56vW7a+ZxsNkdZS5ymKCCv52x9ckz+5AmB1ugg4PqhO8e03eZLSYJ6+CFfKh2BdSaE/r0u1lgW84wkTbGCxooiqjz/2Bgs0o7nqFgsaPd6dWEMKmvRYcj52ZDB2hrm4GA55+qAbDpj/UIMVkymRK0UHj3mq1qxubNBPncJ7Ph8Bq0WvzebsGsq9qtmCdNZQ/jsp8YcdbFZyU4VlgowGv7O9x7wg9uusPa4m5DM5yRGEahkSaarSoIAbGUoTUWcdjB1sq5VwKLISdotiqr0XEBRr0NVlBgsOk0cUTTLYle+WKCsoKLqDfuWxZqcMDBUhUGFbXLlNpAmIZzpgL/9/Xf5q1/8gi84Rrgi3Y9iZglqrq2qMEwjd/z/6sFj/nhjnYVXa1MknTqWyReuENgbuMJX/fyUVQEaok7KSe6KCCp2cXplIUzcJp2OOhSFiynTtOPX/aOyhE57ZSNO8tMmWbLEFGEY1tL0hqRGB7l50uUJURquFA6aSltBEPjCVaBCkk6bqqg3xCtDmIowSUmUhJQ16bfAXKrKEOqQIoo5sDk6TtHafWYxz3yxsqqsp36KdOyKNlpRYFigaNd5zP4k4298tM/fvH2d0lj0hRjNWlC2AlNAfZw58Ncf7vPdzXWmcUJRX2uEQdsSpag329KVIlBZlsRhxKLIiXruniodYCuDTWMwFh05lTb5HcYpwMVh28+x4tMgVJCmdTHOWRhoMmuZphHDccDf/v4fA/BbX/wSPRShNfWaVaKeU9nm57I4JIuEwO6VUhwfH7O7u+sXWJEWbrfbbG1tcXy83MXo9/scHR2RJMlTxKeikNFEG2mtWVtb4/d///d55ZVXPOkqONJRaY24TELQ522yWEprnpCeys71+fk5s9mMLMt8YnJ4eAg4H9y9e3dld7+pTCJtJXEc+6ROWoXATVwbGxsrij1Jkvh7N22wx8vnTk5OVhKkOI493DtJEl9QEqWr2WzmA005rkykZ2dnXLt2bYXMWlqXkiQhSRJ/DheV7+Q6j4+PfYFhPp+voBjW19f9uGpWqtvt9kprWrPYJZ/NsuznojAELsltjjlpLwR3T2TsXLt2zauXDQYDgiDwSbQxhslkQqvVekoKvaqcosJ4PGZra8uPN2ltlALo/fv3gdX7+zwtyzJfCDg6OmJra4vxeMytW7d4/Ng1dKytrfn3Nd8D+Petra1hrV0h05fn8+WXX15R+xNydCFml/EnhcnpdFpL+1a+8Lu1teWLS4J+aspVS8vV7u6uv6dbW1ucnJx4xFNVVf47ZrMZOzs7PHnyhDfeeMOTwBtj6PV6nJ6eorVeKc6IQuFkMqEoCl/863a7vsjVVDG7DGsSTN+9e5fj42M/npqbDePx2KOqBoOBf46Hw6FHqco6I8ihZjupFLXBzbEX1x+51p+F9efKXhBTeKy8RWEFOQQsVMR7wH/x7n2+XY+9k14bUzrETlU5zaYgWCY1AotvFk3DjXWvJCmCAk1EpMR0zQ0ot2NqfJEjCpcE19vZjL/2ve/yV954ky8RsF7nGU8l7apqoKJerMIQQBhKm/6c9prDr1hlCGr58KIq+b0f/pDXqdjKZsRpjyd1XLu1sc7Nl+4ShIrpdEwaRP5SjS3Ji4I4ioiSkPOhm7/DKKLT7bj3aVjfWMNa5++z8zPSJKHVbrO+tc5o4tYWNERJSK/b5fDoCFNVtOt4KoxD8nJBrNxxNnbcGMnzHBUFTGcTCBXWGtp1kmZsBRjOzk+51rrmr7Uqc7LFnG6nR5LGJHHMpF5DQq09Se8iLz0p99HxEWuDAWk7IcumqCAglBhsY40gCsjLBUW5QAk1RSdFBSGmHle2aKjWRjEHAfwToFgUBLWikjZCje10pA35/l4AACAASURBVGwDCvci1+ftSsGkmToa12UGPABOYktevzPNFnxxkdGdZVBqAi/JXmICgzIWHUfYsvJtf1GgsYGiXOSESexbCI3Ct/1pFIWpXCskbq5ohzG2gsBqqroIlauSIAwIqoyIAGzGYV0Y+WhzjTyMGLe7nAE79dWIdlcT8aabc4GColwQRYkn0T5rB0xjSzfL2Moy1ouKVll3qChXhi6NQeuIKHB54TxfYCKnWqWtJrANBcNAkyjNYjGnDAJXcAA4P/dIEMkRmsI+ggBvouHlfaUtIXRF0KrOE1pJSjkviHRIEGryqvQFvDiOKTM3nlXcuN8G1Gnl200r5eYZAFWVqMCSaEVeGrR280Fe1STRyqJDS1UsSFVNEWKsU3SzlkqFSzJ67YpWyhZkUcRZGDGpi1DjWHPaDhyhc6DJinq8RQ715Z5pBaH2RccZiuM04Fxb2tmMa/V4W8+mtG1JVbd0WhUtSZuVAyYU2RCjWKrjGXf9NlCEKiArckIliDS90hqb57U6ehxRYVlUhkBHBJWqdQ5dQelAKR5ubFEGMedtN78d4FrxOkqDgcja5dLzOc8VP5fFIdmBkqR+OBw+xTnRbLWQNhT5rDxs1lref/99P5CkTUOS9WZb2UcffUSr1WI4HLK+vu7PoSgKZrOZLzj8tNrFnX2ZwJoFnMFgwMOHDxkMBiil/OSltfaB2kW0lgR7RVGQJIk/zp07d3ySKegE8Wm/3+fJkyckSeIq4o3+0k6nQ57nvPrqqxwcHPhkVDg8ptOpvydyLXJcgelJkiYBqIwdue/ChXJ8fEwYhvT7fX/eH330ETdv3vSon2ZronxXq9VaSZQHg4FXyFpfX/fnJq9dLGzJeUshTpBVPw9mrfVJrjHG7xoeHBzwta99DXDIIRkvSikmk8lKS+JgMKDdbq+ovIlkOCzvhzzfgrzo9/t8+9vf9sn9Twqx1SxAbm9v0263/W5ScxzI+5rvgVW+ndFo5NF/sOTm2t/f586dO/75ljauZsEIlnNt8xmXooTMAe12ewXZAks1yItcaffv3+fevXse6ZkkiT9XKQQKt5hcz2w2o9/vs7Gx4VEIUpje3t7m8PDQF/jE8jz3EO7L5mUTlTVwhZ7d3V3vmya3ixR70zRlb2+P27dv+3PL89w/3+12e8V31lrOzs48shX42PVHCsk/C+vPlb04VotE1T9LGlyRKzgHDnttDlrumZorxQ0D6WyGCtxanc3dcxsEIdZWjsulwbkl8dfi3KkpFpOlgmeZzT16qFlQCsrCw/0DpRmyIK9RjGeRZrRYsMC1JfmEsP5XpKAVy3n1RbRFrTKktGv9KQiI49A/5zZQ/Mrbb/KDP/gD0rRDoDVjn0Bq8vrzWoX1hlyNGtAaVboCUaq1L4zcvXuX09NahbVeF5IGH2IzBkuSZpt8m3n2dAy2yEu/rgraEyQGa9UCUoqqsvT79Q6+0q79x1R1DOa+S2Kwo+NDj2q9GIOJjLuMneYm2zIGc68NBj2SNMUYWFtfZzYT9VK3GZKkCcWiJMSS1vLdRWl4VC1o4dAWPquzQT2eJG0NsL4SqT7vnO8zW0PD62NfV7iEvFKOi8V0E2YSuwYB//raNm+swQnwG3/qX3Af2nsEScj//sP3MTgeGGkRbeEKTX/+jS/yv37v+/6p+7XXXuV3f/i+5xb6C194nd9516lkLXCthr/6pTf5H/74uwgT7Lh+XXjJLHi+s786OqeKYs6wZCvXF/j3BvXnmoQ+xlREYQIE/uVpEFDpgPXFgt/c2mIb2Gj46lfvvQaF01f7xgOHmuzV1x3Vx/jzr9/DSwlaw29/+IABTv2tqXUtCllPgH/j1VegziF+7/vves4cwzK5X9SvTVjyOMm2p61fX2fJ7SbXdL8seDmM+NU7t/ndhx95/7w3nfGlTptfeestfueP/sgVWevfCV/Pv/zlL8Joym8//AhwLakt3Jz6F16+ze/c/4jT+jO//qU3+d0//i4xMGTZMloA//B73+NfeuMNctx9+zsj96nzJGImBVXqohC44qAGjxwzxteaKkLyJEIlEeuLMf/murtDLQZ8gSWvUwD82r0vAPB/vPcus/q8R8Cvv/oKAL/z/geULNeLDqwoXf7qq6/w373/ATvAr776MgC//f592rj7mdSfEb+VuBbU/3g8pYw0mXCCyZXIgHyO1eOfj4zxgsliKdL10rbTbPORIoXA3aR1QaSGRUp5sVh4VJHsdkuLVLNo1EwsJSEF/M58kwPlp9GapIv7+/tcv34drTUffeQmh5s3b7K3t0e32/WoHUm6pDDT9L3cI2mzms/nvgUIXOtLlmXcuHGD/f39FanbVqu1wqHShJz3ej2Gw6EvvjS5heR929vb/twksTw/P/ck2k10jiTY8j7A93f3+33fQtfkshL00vHxsT/n2Wzmz3symXgSbDk32UUVbhZwRQ4JeOWP+FC+Rzh0trcb/fM/oyZjQxAja2trbG5usre3x82bN/nwww8B5xuB3eZ57hFY8tmtrS2qqmJ/f9/z6wjaQkjQZ7OZLyZIkW4+n7Ozs8Pe3h7gJMelLeh5WhiGvnAVxzEnJye+6CWBsBSAptPpynsA/z6lFIPBwF97p9PxRaSXXnrJFyRhyQcwn89ZLBb+GRG+NUkSmoWrJnF8p9PxMuvg0EtSXHv48CF37jhujNdee42iKDg/PycMQ/b29jz5f7OdtNfr+WdYijHdbtc/I1KgOjk5YTAY8MEHH7C1teWfxyRJfMvZ5zE3S1H4xo0bfg6Soricg/y/LEt2d3ef6huX+UdI1+W+CvcWLBOej1t/5Hc/C+vPlb0gZmvETWlRGs8fYQkx1IlHmaFDN9ZuFlN+8PZX+eP773tyWk8XwrJA887NW3zrseMx0bhAeh348u41vnPwhOMaXfBnb9/mW48f8Xgy5U6344PvX7x+nX+6v+8JUu8D/+G5a5cdYtFoJvV3X0QJWKAgQBO80OWhOHIxqgEePvqQ4NZdUDXfChCpmG98+7u83h5w/OgRpqqIY5eK5fmMKE6wdcxBoCkKF0sMh26DIMsyFouCbtfFH6enQ7JssRKDyRzlNr4S/x0/OgazlGVdwAsCz8+xvb3tC0oS83xSDGatYjqdN2gh0s8cgwkdRBQljMdTgiD03CqrMdj8qRjMlJUrZBowNWKklUSM8gpiTaVCKs9h1WS/kp9V4+8X1YTsW35uoudcoSQBJllBe92VMzrzCb8E9EenfK2/weN//P/V74br7S5fwXGNNbdfhouCL2xs8GQ65uB8zO7Afdd73/sBfeAsy1lPY/hoj5drDpq1NHbf8fAj/hywf+qe7bc3+gzLko3QEUUHLJPegYVjLFarZRLesCW6iyWaBVdItdaChbJ+OdQtdAGd8YSbgzVeA+Ia1dRH8+AH7xIqza1bd/hKPb8kNRJrhKWP4sG775HWA+DajZu8Q0lan+3jM1cUWVtbo60CJlXJr2xucjA8Z7dG0b2OSKJbNMqTs3dUQFXfN0HMyRSX44oaWc2VlQOLys0Bb4URwzKDcsHG8QF3t5xYyNudNiUW7r/HG8DpaML1/jJ2uN7qcjifsLO9y5+qXzP1se52enw0HXvZeIDDP/4uO9ub/OEP3uWV9a2VJ2I6n/MLuMKQAjqjugMjiokICQFtlhO2avQEWywqWF5tDBSzjDhtsV7kXK/f9w6wTY1uNZY4UFDH8G/AyrnyxLW6vs2SL00k66X8vdvusjebeF+z7z7zVVZJrc8XM9LExW1tIv4A6JsFZ6rNfD5dXlP9l6k5oJ7XGvTiYWOv7Mqu7Mqu7Mqu7Mqu7Mqu7Mqu7Mqu7Mqu7LnZzyVyqLmjLJLmsqvc5BwKgsAzlMuOt3DqCNHteDz27QzSuiE72ReVzabTKVprj0KC5Y7K85aUv2wTv52ennL9+nXPBSIEuEKiKlKuTQ4Y2c3P85zhcLjC5yI7QdJeIjvgggw4PT0liiI2NjY8Guv69euexLbdbvtdJmMMH3zwATs7OywWixWCYUHeSIuFnNvm5ibj8diT5wrJMTikQlPxqumLJmS5qaJkrWVvb48oitja2vI7UGma+vakbrfrfSTXbozh7t27PHr0yLfLNOXZoyhiOBx6/6yvr9PpdJhOp54/6efBmsgqQVFcu3bN31t5XcZYHMdeMRAc6kbanLa2tvxzL/NAv99nPp/7P/I7OVbz+Qd+Iu06Z2dnflyLmkWWZR5JBm7sDodDNjc3V94D+PdVVcVkMvHy8oKyFD4eaYUEN5cK0qdJHmuM4fj4mMFg4ImvP/jAwarv3bvnP9tUDAN8G+loNOL27dsepdXr9TxRYhAE3Lhxw98HaRkV3iiZQ4QzSJChi8XCz82CWNre3kZr7ceItInK2nCZdn5+7o8/GAw4Pz8niiK63S7z+dyj/AT9I/dT1B1Ho5HnSZpOp9y5c8cjxcSfck/lfn/c+tNsBf5pX3+u7AUz7SS+inoXOtBOajoG4jBApGriWQZlwRu1vJhtKIWKkmCr3UbtPebtxg4xSnF2ekpydsad8xFv1POs3t/nbQtf0JrELJG0+uiIrxi3PsRhgm6F9OrfZZ02xdk5KReQG/biC6sS0C+albWvT05OuH3rLqdAnmfomqejtIYUOJid08+dEvno3MUy1tacelnO+fkZGzu7fo4SEQGJQy7GYCcnJ0RR5GMlWKJmJe6TOMUYw/vvv8/29jZ5nq/EYKLCJDGYiETI92ZZhjGGdrvtKQVkfpZYz/viU2IwaS1vxmCtVssjfT8uBquqijt37jwVgxVFgVUQRglnZ2eENXpha2OdXqw5BwIde2lt0xg8isARPEuu8AIOLOFFCTA/4vRqRFT9R4WaonKInrCsSIF3+j2UKRmduxg9SmI2WglbxgmgjcdTWi03TrtVRTeA7nROPw49IqOzmJPQYisOyWYZ0+NjirmLWQZRTBIqqsmcwMLOhrunpSnYDTWmsujAXcmT+iKSqkJZF0c8RT5tAWWengKUwdgSlPYS5wC2UKTthC6KNqCyGa+lNSpvPnVKahh4/Jjb9WdMZTkbDnl9c51sviAOl0pSan+PWyiMWTAdZ3xlfSkk0u/3uZmklIsFVZ7DxK39t3GxxXa/77qP1FL97fDwkLW1TeIwoiwqHjx44D7z0l10FDi+MgtFnvtxqsjpGQMHR/zS5gaToRPp2V4bUJQFUVlwC8OdfpfZxD0PvV6bMi8IKgiOT1jLl/l0FEV0lOKWhWw+x9QtdO1eh/j0jDc7XQJgJC2bYcSN+YJdUxAEESOgiyjKxVRVVrdy2eW14viLUGCsRiuwZY0fDSO63T6HeUVc5P7ebQHh0SmtKGS712M+nbHdcaPupgVrDaenQzY317lV57Pt4ZA4TsmyGbNZxt1bN5hOawaq+ZStwnGhKaX9+L1WWbJsBoGl3WqzZqGq712attkNY6KyAlvR67m8t+JiW6fxJOyf91Txc1kcEvWdIAiYTqe++NNMaqQNQpIUsZOTE59oBEHg1bTALS6SiDQ5NKTQJAF4kxdFfu8JsH5KTQowophlrV1Jqvb29nj99ddXiJmbkuOSjG1vb68oQYkks8CHJfgYjUYrku+np6fev48ePVpRT5JkaH9/n+3tba92IopUgIcqp2lKmqY+YDk4OPDnKgm1tBoBvkjQarV8wJAkiVfDkraQJsH2YDBAa83e3p4//tnZmScAnkwm/vjgCj3j8djzsMg1D4dDnywLma3ch8Vi4YsVQuj9s25VVfk2JjFpr6uqyge5VVV5xREhJZdgU4qMnU5nRfZxMnEypMLncv36dT+uhBywqqoVifmjoyM6nc5zLxBtbm56H5Rl6fmSTCPxstb69zXfA6tyqWmacnTkYLHb29srrZjNZ0s+Y4zh6OjIj18hiZbxf3Z2xhtvvOHPVXidpIDUVPMTnxZF4edSUZAry5InT56ws7Pjn4dm61qz5VMKKYvFwrdPNf0jmwIXFb3kOpsJ0WVYt9tdaa8TUvSm/2CpFiKJ1P6+EwCXhGdzc9Or8AihuhS05J42SSl/ltefK3tBTLiGhIq6HucBy7YGU1qsqdtbdQxZSZaX5ConijStyH2mE6Zg/3/23jzGsiQ77/tF3HvffVu+LbeqzKxlepnpWcgZYqiRQRkGSNiSLAmwDNqAYAiGYRiEAcuWDduC7L8MCAYM25IACzABeoMALZZsyjRByVpIUIBpkSKHVA9Fcoac7p7qWjqzKre3L3eJ8B8RJ9592Vs1J7u7hswDFKrqLffFjRvLOSe+830RRWmopQ1hGeXp01MajQZb3R5xLaUtwRAQ11JWWU7aqDMcjun1XJBojMtXteoNlHFBokgzZzbHxq6M7b1KSWIkSNQvZPAutvKB8q29fZbznKyZkCQphSiiUvBHP/8aPHyEms+JIkgS9xyyEsqiwBpLL90jL4sNH0zWwFqtFvxn8cFkLTk/Pw++8uPHj6nVau/ywWTNlsSfMea5fTDxpS4vL8OBBbg9RsrypUSsVqs9tw8mfttwOKTb7X6gD/bkyROOjo7C/QyHQ9qdLUxpKcyKRq1OlrkDhsl0yJICTcw8W6viQqVAy+pNTht1tVzrxbF1OzUo7anmncX+fV8gjfUlTcbmrtRpNiPPFF3vg1lTMp2OKcscYyxbWy3GY5cMbDRazOdTms36hjDLfD5Fa5dMurg44+joCNt0zyHLMiwxS1uibRHIgc/On7LV2qLV7IbsVRwE0wx1HaNWLsnwXr0e+Mcq894qG9iGxNNUVrv5ows0sFdvhhJNYxw3llagY0VRrLkdd7b7zgcpDSpRQZLdxglZ4ZILaaPO2dnaPy1L61S9jBvnTU9e7LjeIpRSPH266YPt798KD/Hp02e88trL4X7KwoCFp89O2dndDf7rYjmjXkuxpVNkbvc8QfxyRb3RZLmcc3ryjO3tXRotN+/jRo1S5UQkJMogYUetFjMcjjBFzuXwnHa7Q1zzfKvKkhtLpGLOL0b0ey4xkpQQW0NZZJha4seX7/dCgY08T5CqlGoKPYgCBZmxnh/Kre/zRUa81aEoDGsmTejvDFDKYCmw5YpL74NhC3+YPGCxmPH48UMAWq0GSZLSbNbo9xVZtmR7u++fgzvpuLwc0u9vB0LqSCtiHRElGtDESYMkcb6r1m4slaXFGs3CJ9vivfW8i1W1DBU+7nXi92VyqEqwWlWsqm5UkhSSgFs2kMFgELhKxPGWv+VaQogogXqtVgubl/xOdeMVfo/vZZN7E4lsSUpIvx0cHPDs2bPAvxRFUUDgHB0dBdRQr9ejVqutT/x8Ekc4eKqBdpIk4aRfHBGxKIpCQCjPoYpIktMjOY0Xrg9BEkjbRMFO2iQyufIbotAk/wcXbFU5pWBNzFuWJefn50FZQNrT7/dDkLq1tcX5+XlADkjgXEVOSZ/3+/2AXNna2goJt7Isg1S53P/vdRNns5pgqNVqdDqd8Mzkc+JESlJYEG6SKBb0hZicfi4WC27fvr3hbNbr9Q1+KLl2NYn4SVqWZaE9kqBdrVYbCQFB2BRFsfEZIHxO+JjEyZDTH5mPw+Ew3KugLIui4LXXXttIwG9tbYX5JKphwAbRu5DXS/K41+vx4MGDEJBU57kk4G7fvs10Og1ILVH3kmBG5tZoNKLX65FlGd1ud4PwXhJ6VR4q6QtJSl+3lL20Ue5nNBrR7/cDN5PsT1rrkOQVriAxQToaY8iybGOOr1arMPdlDXmv/aeqDPe9vv/c2Atk3lG3VefVk1Q7rlC7VnYxFowhbcTExJQ2Z+Wd6WyZ0ahvgY68Aqgb44KsEyU/pQintnIoVeWEBEiTmNV87giTJQALaA1FiSVhg3f2ilT31eTpixfAt9teOXI0ptXq0MLPdR8NK1Xyf3/zW/wgsF8sieKYy0uHkD66e49xlnM+GtLr9qhV1gdZE8UHk/1C1F+fxwerihFUxTeePHnC4eEh4PYD2XOWy2XYJ6o+mKxdVR9M9gTZS+DdPlg1QSWKmdX9DNYIqffzweTw7qoPtt0fUKulxDqm0VwLJFBa7nZ6/L3xdOOAOZh9jzFkX+AEZAU2d1XITywCbEUCHc+R0qi3aDSSjc86DicbpOdlXMnzSNOExWIWxp/jkXJo5qOjA/J8haiEt9ttsjJHaZcEWPoE3f7uHgrtEjTaTX3pda0UynhFxPe6T58CqqbrriILJdEkioqF8Aey6U8JV1UjrYfxk+WyzvkEq1ZM524dq9fd54oso1lvEPfWfSd8qnGsGQ7HwU+VLTzPS1577bVQ/RDHcaiGsNbS6Xa5OHcooCSOiSOHnloV7rBdYuDO1haPHj3CGEEju/tJoph6WqeW1NnfTZkvcg78mjyajDFlhlUWYy2ln6ejyZhed8AyW9Lvb1OYksirUhZlQVqvgVZ02x0SuY9VTplnpEkSyJ6r1ThEsX8+lZ0mKI6552u1ovRPzeU1a5QGkjglqzzKy8shnX4HWxqazQbdTjP8Xlla5vOp88v83lGYEkp3gImx/jDTXctgWc6n9Pt9inyF9mTzy6VLVOsocohaHYcBJYcXcZQQ+T9iFcV7nwHkE7EXJjlUXXClzKgqR/pxqC0JnN8Yw2q1Ik3TsBDJRiKKMFUVqOoJs6AV5LPVTauaHKqiEOS0Xt6T/1dPk79bu3ra/V59Clxbv8q9CVlvNeACQuAj6B+RqAaCQpgkQKqn2BKgyalOlZRVa81isWA6nTKZTMK9JEnCeDym1+vR7XaDMtH29na4XlEUobxM+kHQYM1mcyNAFqjz9vY24/E4jA05cRdCWFmkO50Ol5eX9Pt9T7Kowj1VSxTLsgzXkkSGOFTVgM1aGxQ8qgGstTaMYUkISABYr9eDcyWJqE/aqmPuKhGxJBiu07IsCyo18vvyWpXgO0mSQLApCQ3pnyiKQoJnMpkEyPn5+Tntdptnz56F8r/qSaQkQwXBBet5/p6O4e/SnqdPqwlLITcXVI30uZRy1Wq1jc/I/cj/RTIaCGVKslZV0UZitVqN09PTjfVNEEBX17cqwuvqa5LMEkdeknetVovFYhGcMUFpSvsk6SXPXO6nmvwQImtgI9G3WCxCv8m9TqfTDaWb6zAZY+AOIcQplv6R+5EkZrfbDSg3IARJeZ5TliWDwWDjgKJer4dxL8+hXq+HfSuKoo17rf72dVmVIL9aznGThHpxrTqXrwo1iGT8h5vTw3GaS5rSR1qJVSgfVCptUEbOfEtINUVZYApLrRZTRm4NaHdSFLKvGpJEkhQEdKfW+MSy2/eybO2DVdf8ei0lTSOsKTDErCKN9pLWRWEgdqSioh71Hr3zPq9/QE9c8cHeq0+Ba9+b250W2TIjj2tYWwYFL2VNUAyazTNQJfu3jgAYTqasspxetweYDR8MDFGkuLg4ZzAYVHwmjdaK5XLOdDpmPB6GvULriOnUHRR2Ol3OzpwPNhgMfIIlJs9X3Lq1F07WlVqrkDWbdba2nF+9Wi2wtmQ+nzMYDJhMJqSp+GBZEIOwthbWwXa7zWh06VGZEVG0PrSR56IUFMVala0oMq98q5lOxyRJVPHBHNKlKDKfhIpCm4fDIbFOKMuCebYIPl0rrfPt8ZRvA6p0WDX/INxI8klUU5ZoL29+3YGfIIDFX5A95CP5YFeSWBKKxza8EBJGBZDqGvnKC6PUGsyBAkVcEu5PR5put89ymdFu1zZiPKdwqFksViwWC+q+POvy8pJOp8fJyYlLtDQaxOKDFSVGu9g5zwpS7cahKhRFtiRuxuSFIY4UVr6jNblVGJ1sBuDKJxh4N0m1ezuiNBDpSuAelaAVihS5zXrTE6pPpkRRQiNtUOSEwL+GRkeKtKWZeMXclidht3lBTUXEsSvFXwtOWOr1Gnm+AhIajTSsi+AQOkkScXb2bGN9kZjnarxn7Pv7YFmWBXqBqz7YbDEHpbBWkaQp47FLxDaihKwoKG2BjiGK/SFcoVBah9LDSEc8eeKQ0IeHt8mKHKUjFvMM7SXuk3pCvdlgNBqhersovNiBf0aCttGaUKas/IeUcvdmlUL7AjIn9iXzea2OVwI7nQ6R0hQkoAyTiUsuahUzX8zdoWJpkZq7JG24g7mihKKk399mtpj661kaPsFdr6VYT7hfq8XMl46yIY5qDBcrWr7kt6a9GIPWFKZEaRPaHAHG5OgoAhXxUfehqg921Rf+IHthkkPVRn9SaBo5RRa1nPl8HpxkcYbEkZcsrNQjF0UReGKq5VNyKrxarUKgLicss9mMOI43nHJxFK677EcSEp9Un1ZP6VutlpOaXa3C5hPHMcPhkOFwyP3790MbQaCRbjJVlXfkM5PJ5F0qb2VZhiBZNvsqh5EgBaSkT0xK3iRwkn6X1xeLBfv7+xtS3kmShJKiKpeJMSaUg1XL5LTW9Ho9RqORV/hYhd+v8p3cvXs3vCf3U5ZlSEyJYyuKTFISI7+fpmlAtIiaRrVcptlshqTap2HV5Ek1+JQ5dd3lOoIoucrjJeNAkriXl5dcXFxsICmqcHTh2qmegqZpGtRM5BpyTzs7O8xmM6y1tFqtjTl23Qmw5+nTalmmrE2CIJP7lDEYRdHGZ4DwOUk0iJOxXC5ZLBb0+/2QTK8GPJLArCbEZrMZ9Xr9uZMP0l/CKzEYDOj3++G+T09P0VpzcXERuN7kOd+6dYunT5+ytbVFnuchsTcej4NijSRUqrxQsk5W54kknK8mD6/DquuOHBoIT5KsM9IuQaDKGgSE5GS1n2W9mkwmNJtNoiji5OQk3JOsHePxmKIo6PV6G3vDdScxZT2qnrRXFSFv7MWzarJ2HUD/Lp6XVeRljo5jLwrtnHYJj4vSoH3QoHUG+YosW9JKWyxnc5Q/jrdGkSTrU3nZ++v1euB6kYOR6vyslrjKGm+xoCLybAVJRAxkHokUt5tgbOCGWJfGbfz3fV97P3Oy69fUp89hWeHuZzKZ0ap3iHB9F1WUIxPX5wAAIABJREFUlibA28+e8rW9fYyVQNyV2zWbdebzCcvVgjSp+qOa0eiSfn8bsEHG3SE0LWWZe2Uxw3A4Dt/qdHo+WWcq+xYsFi7wcqgdK5WHrFa5L/lecPv2PhIELZdztI490jTyey2hDcPhmMGgh1JRJYiOGAx6DIdjVqsFy+UaJ7BYrIKy2Gc+cy+opeV5jrUKa0sajVbwx0B8sCPm8ymNxhq9HkUJ7WaL0hRorShtSW7dPprlJQ2csp4pVyjc97QvucKWjrumUsKs0Fzn8BCf4OrYqx5afqiPEtojvC7+X/bdn6kDmPXBVTZ3JVvWKsp8Qc3vMZcXw1CGKPuf+MJyqLxYLAIXLBAOgoS7dDQaBX6nwaDHfD7DWkWn1azUe0GcOp8tjjUKE5AkpTGUWHT83r6Jsg4ospkg0mjl2puXBlI/RvM51NvEiUuArJDyImh3tsBCWUCW5XhqMFbZCq0hqUU+EbpOZuerJZQl+WpF2miwyt34Xa1WrFYr9vf3mc/npGm6gVoXFVdBRAM+wfb8PtgaqVULPpjEOLBW7h2OXaxXsi79u71/wOmzY9qdBnkJvU4/fHY0GYNSzFcZ2sLhwS3/iAymsGgFW61aQOBMxxOGE5dwnuKrAmVtLh3qXfMeh06i0KpAoSjWAFFK65JK2towrBMgUpqydP7qVrOxHtpKoSLNcpmR1mvU626XmM/ntJotyjwniWIwNvTBdDIlbTao1VNOHr9Dz5fJzZcLms0W0/GMvJjR6m0LEImiMCxizSJfYmrrg03l71uHxO7zrw8yr6r981H2nxcPG3tjN3ZjN3ZjN3ZjN3ZjN3ZjN3ZjN3ZjN3Zjn5i9MMghWJ9mXz1h3KgzvAaT0/PxeBzUiYQrp/pbUhq0s7MTUATCa3JychKUEtY1sk5dZ3t7O5DggsvEnp6esrOzg7U2MM5LGwQ5dN0nt/DJ9amcfAjvzdnZGUqpwFfy4MEDvva1r3F5eUmtVgvKE+BOf6QMDFx2XE7CsywLSIAq2a+ceLTb7XAqLrXv29vbXF5ecnR0xGKxCP2a53moGz89PWUwGPDkyRNgU4ljMpmEU8pOpxOQX0I8LKeRo9GI7e3tcOJxdnYW2nZ8fMzBwQH37t1jPp9vqC1JCdzp6WlAPwhvTb1eDydW1VKnfr8fyNPlfkQhS5Tf5LRe2iDKeoI0+KRNxpxkr8Uke/1xzGtBvIDra5nXUu4EjrNCyhKfPn3K/v5amUVKpur1epjnAIeHh3S73YAyEo4oWPMWCWpIarYXiwXNZvPa5/WH9Wl1ngAB8VQtTZITO/l/FRUln0vTNJSISn9WTyMmk0mAGgtxtKxtVRWzj1K6Wp0nnU4nzDFZS6VEbTAYBMSPzHtRmhGi+ocPHXmgtTaoqMk8lmdUq9Xo9/s8evSI7e3t0O52u02z2aRer1/7Sb+gkcAhflarVSiZqD63apmorKfgUFVvvvkmL7/8ciidkeuJQIIxhoODg4CmlPuXMaqUCmpA7Xb7Wsdo1ar8SnD9+86NfXz2uxv3rvxKex4PIyiJiqKRSuqsPFnIqrSQ1qg36kxGE7a2OutLmZLxcESn12V3dzf4YLLOnZ6ebpRRgttHx+Nx2C8F9aijhGdnY/b2BqxywwRII7cuxVYT5+6UtkpIbdBrhITlIx+lvlf/fZzIOeXLfzpbPeJY88w4tILQ7aW1Jj/65e+DB49olYb5bIESgtc8ZzIZ0e13wFqyZU4tdv5HvirodvqUhSGpRRivGmcNRCqm1Wowny898sitqzuDHYYXI+7cOSRbZtQ8+WyW5wx621hjeXp8wt7eLY6P3R5bi1NsCbFOmE3mLGbCfdJFaU0cRWRZgdaw1XLjZHTp/O3C+2anp8982ywnx8ccHB5x78595vMlk6lbC7faXSbTEZFOOD8/peeVoJqNtrvHNKUsLJqIWiy+lmV7e5fJZESel6SJez3SEYvlAsqcy7OnRCrCWM//ZksMTg0pTXTo6yiKKuWL61Ib9zvf9TDYMEHdXS3hFqTx86zH8glhtUvwiIYwH4yfO9qR6toilMUksWIGaJNTayRcPHPPerB/K3CPPn36NCjKgvPjhPcxy7LgVx8cHNDr9cJe1+20Q3/FESib06g3UcAicz75Yuk4rGpKoTVYk6N9yZn4barMrpSQrSd6xFWUoAEscWRZrlbg8YaNNEaRY4sZMdBijRCzGKbzOe1W2xH1+7in2Wy6SVTmoA3T2Zi2H9cGS16WpM0ms/lsQ3RD6AvAIVgEHWytDaq0QpEh3/koqF3hi+x0OnS73aBALT6ToJ07nXYoVVsunQ+2mk5oNuusihWNVieoomGh03ZrS5rWyJYzzMrzfiYxt3odjt9+m/7uXiCdbm6lpI2UtNEgwoHBhFw6jmuARzAqTRTQYCWxiv2cyrEeK+aaEBHFFmyOtnl4rgqYL2essoJuv+sQW37QL5azULJ8cXFGkXvqkGaLt954k5defpmap5CRrW6r1cEqKIqS/cMjzkeuPxv1LsooOq2ao0ayMLzwPlinQY2Uej12iCe/xipEsUwDJUqk2J7DqjmAarXL8/pgL0xyqMqhUYU8fhxQdAl2pKxMKUWn09mYdCKBPpvNOD093eCmKUtH+LVarTaCKiG2HQ6HG0GRMSYEHqenp+8iqr2alLou+yT7VBIZ4/E43O94PA4B+eHhIY8fP2Zra4vf/M3f5OjoaEMiu9PpcHFxQavV2iitiOOY0WgUFkBR7Gk2m6GMJY5jTk5OwvXSNA3OobU2PDulFOPxGGttUF46OnI192VZkmVZUAKS5J1srBJIC9wVCCSyW1tbZFkWfn88HnP79m3G43GQm5eSJukf4T6qljNVyX0bjUYIlJ89exaktuU+pM1a6w3C5epzlc3v0+AbEnuvkpKqAsV1miRYZXOTUqFnz56xt7cXEpUXFxfkeY5SKjyzqlqZkNGfnp4GskylFMfHxxvkwVWYrZRmVYkvpSz1uq3ap/J3tU+Fvwrg0aNH3LlzB2vtBneOtTYkXKufAcLnRNWq2jdZloXyp3a7vZG86Pf79Pt95vP5Bv/XdDql2Ww+V4mdzDtJzO/v7zMcDkPbRGmw0Wjw6NEj9vb2OPfkio6DRAeJYlkzLi4uAjxd1kCZL9vb27zxxht0Oh2SJAkOUBS58gUp05Nneh0mUs2w5h2T53JycrJBui+lM5IUA5c8f/llpzayv7/voNCVEkhZ86o8d0L2P51OA0RcrvdxKZXJGLh6UHFjL6ZV15Dvxl8wxgXNNhSSgQTBIgsgvCU6TiDLAE272yFb5pjC7YP9fp+F97GE6w0IRNOf//znA2F7lddqe3ub4XBIs9ncfH13gFUwGl4w2NuhlPoOa1BE7woEN1ar36W7dF19+jyW+GTOZLIgSlMGqSZJUoRud7XI+Aff+Of8kf4e3/hnX+f+nSPuHjr/ZzK6pNPrMb4Y0Wi1qKUpZVnxwYZjur0OWsU8evgYcEmW0WhIUZTEScTJ8dMNH6zX7zKZTEERkkaRdvQC1sD+rVvkWcGB32OXqyXLZUajWSeOa3Q6bk3L84Ik0b4MzmXppjN3eDfY3iZbuRLixWLBvldtnIyn3Lp1m8l4QqvVJM/XRNqj8TAEckrD0qu8JZ7fBTRKOwJk8cHOzs7Y3t4miv249ZxD1oBW2q+/xqV7lC9tAw6bbX5uPsUUOca48WaFiUu5JJHxcu4gilPfzSh4t12XD6Z9QZk0z7DJiyIJFqsdGTG4/a0LXuV3m8Gu88EuLy6C/3rr1q1A0QCEA9ckSRgOh0GJUynFyclJSP5S4cs5e3bJVqsFKMoio9HwCaC0htI+UV3maK1C++X3oyjaCISr4bfClS4p+YTVyOBJk2idOMtzVFojiVM0UFCGkqHH7zxh//YheV7S63fCODAmxmQr4iTinSdPuHVwOySz+/0+pTVElkAPAY40XeLSer1Oo9EIPtjTp0/p9/v0er0NAIJQesjh+4dZlWdze3ubo6Mjzs7OwjgSFeRud4u3Hz1ke3uXi0vnI3aabVRco57E7Oxu0+2737wcjmg22lhjUVqR5Qsiv/7u9Xq8+cYD2r0+Kl37YBZNXpQUWFa4MSb9Y/KMWOlQPRhU5XSECXMoRmOD0lwJKGUwtkRZg4z+HOc7xrUMDbzz7KkrBQTiWsJiNafhSxO1nz/LxYyXXn4ZjGFvZ5fZdEorxIwuvpsvM7baSSjdnU0XdDpNRucTuv0tGrWUpVeus5SUuAPBUq3FRQLnkDVE3if/KOvDVR/so9gLkRy6ypMhmS55TQKZ6zIJwvf394PKARBQKEBw2NvtduAZgk3SU8nQyveFoFUCT7mfJEm4e/cu/+Sf/BPu3r27gRjpdDqUpSPbu84AZLlcfmifAtfWr5KA6XQ6ZFn2Lg4P+a3xeLzBnQFrdSRBIUyn09AXwjck7RR1MVhzciwWC27duhWeq/CKCP+RXMtay71793jzzTcD2Vr1/iUhAJsBjZAc53nO2dlZaGee54HLRRJV4JKO1YRWNQk1n88D0Wy73d5QFzPGUK/XA5JAFmPZPL/5zW/y+c9/fgOJUZYll5dCvKjDc6jX61hrOTs7Y2dn51NRLBO+EUmsVTltPo7AdLlc0mw2w+Ymsrd7e3s8fPiQH/qhHwLcJrq9vY3WmlarxcnJSUgcGWOYTCaMRqONpG2VvFFUH2RcyZgcj8eBVBzWCdPr7PurfSr3We1TScgA3Llzh3v37vHo0SOstSExPRqNwhpW/Yz8xt7eHqPRiMvLyzDeJYkk62GVCPmrX/0qX//619nf3984kRSUnDgzz2tbW1vMZjPKsgySxGKdTgdjDLu7u0ynU3Z2dsJ7QrK9Wq02SLnTNOXy8pKyLOn1euF6VYL44+PjMGclgau13uBdug4TUm9wY6bZbAZFttu3b4cEuPSvMSaoKMJ6PAn6p9lsrlWZPDeW8LLIOra3txcknVer1Qbi8b0Iqr9bk0MXSVzCGpF2Yy+eCSLyu/fBNBiFjTQru/KyvVCUmkXkAkttIfLIAlPkkLaJdQKRptFqsJx6gnkdYbC02x06nS5bW25uyh65Wq2YTue0202Ucu12QgFrvkOt3V5Zq8UcHu3zK//0l7lzeMQ384Kk5g9ZtEHFCVNcoFD4+7Q4FSWUBPXrdJF6L6WpK7ZcLj+0T+F69gdlofD+T6vdYokLhnKTo5TrA61jMuA7l8+4A+iSgCxstttYBZ1ez/GCzGY0m+KDjej2uhR5jrEFd+46X8aYwnG6JBGr5ZJbt/fJ/JpiTEGR50wmE4dMrIvYgeW+98GWc7dfG1FNjDSNRsrZ6SmC0ABIkggdKcdvVBScn1+ws+32pCJ3SZeiyJjP13yQW50Ow8tLet7PzvOV5zFysuoiGNPe2qKWeh/M5JRlTqvZYLVcsljOQtJmb3+XIs/5nd/+Nq+++ipxJGtaTlGWXFw6DjxVFohLE6V13plP+QWAyAbi63I5p8RxEgkvVfAVitUGR9R3a8JN+H4+WNWPeD8TpT5BwhTKzYUytNPJ2i9jGAMkLp0CkMR1npXwpd1bPH70Nl/72g8C8Oz0kp2dPZRynIfvvPNO8MGsdepRQjpdVRiW90ejMdaW1GtuXN06uIU1jvdQa00kYyptYLGU1mKtwpSKpXefjdJEcY1s5ZIPMgvzIkcbQBmsKrGoQHajAIqMJNZYG4UkUhw1KIuYxUwRAXUillPnYxwdHHLvM/d5+MD5V/u33H1OxlOscfyWB4d3uH//JR6+/Xbo951b+8wmYy4vxvR6bhw/evSYu3eP0NopkLmDYdc/X/3qH+D1119nZ2fgkTXOLi9HNBpNxuNpSCR94PMO8XDHk4KvODy8E+I150N1KPKcve0dJvMpuztOrcwag440KokxRY72iMH5ZE5aixieTzGlpdttky9d/ywWS9AJKOebt7a8QIeKWRUxZZFQj93ziWVcJRE2KxyCLc8CjK1EY2xEFDkUkVUGIj8hdZ2yyEgaDdBr/cnxIqNnoNHQzOcjbt3a4+TECZb0egOy5YKyMLRaDabeb7TWgjLEtYjRxSWtrS2WK+efpfU6o8mEetpkq7VWmd3Z7ZEkEUVmyYucwfa2Qx3i8wpJhLWKWtrAakmQuXXcLOeotO4T9s8XM0keosoz9D2HHJLs7VUiV2PMx4J6kGvKKa0Egufn5xvBkwTsVSJkQbWsVquACpH3ms1mUJqy1oaSpb29PYbDYQhad3d3g0MgSQRRGbouE2WwT6pPq+VMWZYxn88DKTO4AERKPjqdDo8ePdpwik5PT9nf3w/9IYHq4eEh8/k8lMtU4ZRRFIVysCrxqZRmDQaDAIsEF4j92q/9WrhONViRZ7q7u4tSazU3OX2X8qTBYBCUjnq9XujLKuGbwGEbjUbYkKXdgm5oNBphI5Pfr27iQiorfdpsNhkMBjx+/Dj0mSibiSrakydPAtGutU7hTO7100QPSXuqRNGCmrrOgFQc8eDwNptB9vjg4IBf//VfB9ypjKBmJpMJrVYrJBazLAunkFmWhYSLIIaGwyFa643E58/93M+FcV1VlpBAvIoEuU6rloxW+1SQT2K/+qu/ShzH9Hq9jVLXqhKZfAYIn6uOR3Bz8fj4mNu3b7NYLBgOhyHJfX5+zu7ubjjFl+/ImneVaP79TNbSdrsdSq6qqkNFUQS5Y5k71VM1eZ6wDnzEpK2j0Sgkh0QJsVarbSSepX+n02koS7suq5LkdzqdsF9IQkscuIcPH4YEUdWpOzk54fDwkJ2dnXA4IfNICCSNMTx8+LDicNtATi/JO+m3wWCwcZhxHVZ91tVE8A0h9Ytpgri7Fn/BH73HVns8DpRKkeJOQUuTh99ZpTX+zqO3XekNcJqvOPQlOxPgdeDXfXmOpIdr7vL8GtBoN8mBX/YoghSYAr+NQyn9fZ9Q3a/FTIBz//5Uw5mU2mhFUTqa2hiIw/1qLJFvtbkCHvpw11nQ45+ID2bXSCdbFqzKnGm9gbElhQ8msnrKCjgDPnN4j2+/9RYzD2+4SGs8m4zZ3+owzks67RZfP3d+U/fwEBYLF5W3tjj1tzO1oFptiON17Zrca6/Ps1pCvD2gtneLb3kZ7N9ervh73/wWca/P09mEGY68FyBvtXlbK+p7u2TNFo982+5udXlmLW/kJVtJjNnd4etn7hAv2d6FWg3qDSZb7dAHnd4A8hxkHzQG/PNu7e07qE6auvvybX5qLbWWIw8+qdexu/soH5RTFNDtkrTb5E+egFdLu6wlTA00BgN0q83rDx/zlTt3/fVK3sQVv0xRrAr3+2VZEgGxJ0KOY+0I0yEkOz4Ou+qDyUH2h/pgQZXMOJUoKeWqzAGDKzfT4OaS/53z0jCJ4DcAc+ce/+exe25bEFS9psADpEgIMgWdQY8Z8HqZB3TIL+DKtSYKkl6HNusx/5d/9XV+XcfEW12Kyus5kKNIlcLEmhR44t9bpDWWqzmxjkhZq1fV4sSvYcbPf+0xYe66KnHPXuVr9IkxUCQ1Jq0tvu37oy/IHeB/e/M7JDpiUOnWAvhlgHaHOvC/vvUWde8XdH3bS983YWe+e8TPTKfca7f5pWzJZWkZeGjMRWl5ECkeAjTroQ+ividErtd4HnIJoZTveJTc67ZEs34+Gjdn28A/B5btbnivqzW/ZEwoPZz6138D3G9vt3kI/H/jaXjvN3Fr0hZg928H2foSeL3fox0rJv4z5yIUlGcMcL+TxHHoIWvANxsdxShFQGo1AJsVLE3BRaPOm/53bKNG7u9r2OzSAmzDJah+ZjxhRymkgPBb/jsPJmMOa3XKl1/hzW7PVR37w89nBra3tiiAvzsdsVPZOM6sYVe5QxKD28PAPe9nwLyiRIvvwwRI6iklmjjRzw1ifS8f7F3k3R9gL0RyKIqigMiBtbKWwP+vW9VIAg1BA8lJ7mAwCPWtOzs7IdCoQvTAJRm63S6TycTJ0lWgW41GI5Q+SKJJax0c9slkEhAL0gaRGJZ2XYdJ0PFBfSptu06Tk/tWq7WhvCWnyLVajadPn7Kzs7MR8O3v74cSLUGAgEMeSNmZMSY8n3q9zmg0Cvwqq9UqIBOE96V6ii5tm8/nLBYLut0u3/jGN/jBH3QnGcJzJEpjVfTJYrEIgX8VaXZ6esp4PObWrVtB4QrgyZMngXeq3W4HGCZslhpV5YGXyyWPHj3iC1/4QlDBqyqPCf/IbDbbUFqSoHE+n4dkFKzLcqrX+KRNEC5yUir3KgmJqprddVir1QonlbBZGtRqtQICpspDJVw80jZBcDQaDd55551QVibXlKTd5eVleO21115jsViEQED6XNaF6+z7q30KbChZrVarDTTj+fl54DpbLBYB6TMYDEItevUz0j+LxSL0l0Dri6Lg9u3bjEYjOp0O7XY7tGFvby8kpURaWPrr4uJigyvgg0zWRUG1jEYj9vb2Nk47Op1OKF27Wk4VRVFQGasm8IQjqdPpbCj4nZ+fb6ihSbtFrU6uf93zpzruBf1ztVxReK9ETlZUQu7duxc4V8Rkne/1eiwWC4qiYHt7OyTBjDF0Op0QnOZ5vtF3InV7XXZVCU3u+SY59GLaVR9MFPo+ug9msMYlP2OlAueQsharHTpHJTEmd2PitN7iv5xMSFcZOorJTQnK7aNy4FNmOfW0EWSXy8KAskQ6pihzlJeEBjClxdiSJK65sjZ/4l+qtTx7GidMIsVZ25U8bFknTd7ABWyl+CX+diMTo6z2+AjhI1or57yfXfXB3qtP4Xp8MKes5Jlskoi6UjSBNE0o/d52nmQ8xAUcP/3kbV79/Bf4OS+//A0g2upwApRJ5FAUHlHzs2fPmAByxPHz8qMHt/l7b3ybGBdYLSAovv3L9+7zi8C/ce8+P/3sBMFDRLiA8adnE/a/8gP8xC//Cj/2B78GwN8fXfI7wB++cw9e+gx3P/9FAP7uZMQvAg3froQ1yuOnzk+ZAnu4AHTiX/8bwwt2cIFuEzZKGlOE7ccFuZIU+EXgr80m/OkvfR9vKKCe8g89R44E6jGQAX/yi18C4NeBpXav//RsyleOPsPPzV14/f/633gGTJptViJhXm+T4XiR3MNT5Pm6nPk6dYJkvRcuxaqfo5T6SD6YQ8vpgKTjCgDBJq6vIxWFBNJFu8WfG2W0TEleTpH5E+HKmutpg6LMKQsTEFzWQF5kxFGCsSXaowJLU4BVNJp1ppMZtTTBevRSmUTYM6dkWhZQi6QMzFV52DimUUuZTYfkTTeSnzXatAtXYrRxK1mBVV5dURuPYVv3kdYlNitIVBzGlDEZi7rmTdXgL0znNFYZbd+GVZEDBh1ZxyWTCyKuxqosiNMauS+ljdX6sDiz/qDRRGG9VGiSWkx5doHSoFXk+gVXsomyZKucOIlC6aTFYA3ue37tDIuX/Lvyt5ShWgxlYYhiHb4PTuVRR87PdRxIq+Dz1hpORdVY9yCTaH34boqIEuXQMxUFWKc2mVIUGXGyBjTM5isaL73E37wckgETFZPt+MOuWkT2bObmERELn0xJawllsfK+YEJsNVoWixRaaZ15nPBWe4v/eu5BHUWBzguslTLDhNVyTfchCdTqml2v18nOLvnSL/5T/vTFCGMKEl9qqjRkyxU6duCF3PjDsdJx16JyTF6QmDjwkOnYcqYMZ50ezbwMKMMFkuBMyDJXXquCsuEHI4jkEFBALvLa8/pg6kWAeb/yyiv2J3/yJwNXSJV0Fwi8MtdlkikXOepOpxNQFuIwn52dBdSFJHuAQPL77NmzUEIhyBQpP4iiKAwqcEkAKa0QlJCUCFQh0teJMDg9PeXll1/+wD4Frq1fq7A1IeKVgBlc0HJychISRwJRlDY4CdNZ4DWRhI58bmtri5OTk5C0EQ6Ofr/P48eP6Xa74beePXvG/fv3OT4+3kjmyAl8u93m7OyM3d3d0D/tdjsEhvI8AO7fv8/Z2VkoL6uiMsR5FWRZNYF4eXnJ1tZWQCdV+aem02lAPckY2dvbY7VaBcTK9vZ2aM9sNuPWrVucnp6GpCS4wEuIZsXkO9VE5aeFGhLEhzxPCchff/11fuAHfoDz8/NrRSvMZjPSNA3PZ7lchgBbSgyBwA/19OlT4jim3W4HlIkkMAUBJM9NxqfwWFTRhPV6PSQTqsTXQqR8nWvs1T4FV8ZY7dOiKAJi6jvf+U7gpZHTQthEylU/A+tTRSmDqHIZbW1t8fTpU46Ojjg+Pg59Krw3k8kkIADBzd979+5xfHz8XGVl1U2sLEv29vZ49OhReH1nZycgloSEvZpsHQwGIXFXfT5CNN/v9wPvDrjEV5qmnJ2dEUVRQNoI6XO322U+n28kUr5bs9ZucI01m00mk0lAelZLdC8vLwMKVObxaDQKSWfZc6qcTLdv3+bx48fcuXMnoINqtRrT6XQjQSPP7vT0dCPRdx0m5XpKqTCH2u02P/qjP8qbb755kyF6weyDfDClVPBhPtwMCkGIaUqvIxwlmvNawpvdDr8Ux3xjx/GIPKyn2CQhtxaDJvIoHlhLKpcVhCS45IbxJ6AKzxdtRb5YYawlUorSmIAKCWXinhlFWWgY99rhZMpXnp3xA9Mp35cv6WZuD3UBokbbGG25khzSH5oc+iAfTPoUrscHU9Yl4Ny1LZPFnLfu3uN/3N/nDV+O113N2TOG3nxGPcvQOl6X7CiFQaGIMFfuSxmLil2AquKIMnPtTuoptigpsdSimKwsAjGs1QpKg1Eu4M08v0gtiimsIVY6/F1KgGTd97SF3JThWiqOiFCsipwIhVGE9+TfRkGxyqg1/B5TGrKyoFFLycoCbaHw0bK0VRlLrVGn8MS4JZZER07e3LprU/oEXhKH+0l0FO6H0qCTGEuJtqCIQnIxSRImxjDeanBRSxl6GeyXLi74D07P+GJI7huiwDlU+nLG6zFBBwlv3u/OB5NkgWcWUpkfb75c0TqJ+NNGytcbMb99rBOyAAAgAElEQVS61eH1XXcw/rTVli4EbSuoB5eCKH3SueohyZwGV6akKskrhUegih/jx2+kNQaDtcqtAQIKjFxqxxJhjSHCiPo8ZlVwd7niq6en/AtZzsver+5LaSRglWubkaQNoHWOMiX5bMWjfXdQ+7e2t/mtXpdcKcpI++oDP97ihNIaDCUaFaqcwI33vCxIkpQlMPcJpTwWbInFGkXs77eoID+stVCpmDDWBk4cYwyRlHP71419PtRI4JQyhlhriisHA6byzKwxaL2+pkX51zQRliRzcW5LR1C4+y/LgiiKKSqcZqYsiSJFmRdhXU1qLjZOay7BnkQ1IplbFj47vODfGo65e3FGVHNjuDAlifJszzbGlobUj983uz3++qDLb25vM61FTKVP44QyUD+76wREGDLmXNInjNMSVLTmp7Kloe7HYsNCWhq0NWQmD0hUU0boCPJiTk0rEpuuaTVUjokspVXsLlZ835nz2/6AtdwfT+n5fIHWVbLqD04OCb2LUir4jh/FB/vQlLFS6o5S6ueVUr+llPpNpdSf9a//V0qpJ0qp1/2fP1b5zn+hlHpDKfXbSqk/8mG/cWM3dmM3dmM3dmM3dmObduOD3diN3diN3diN3dgnZc+Toi6A/9Ra+2tKqS3gV5VS/8i/95ettf999cNKqS8Afwr4InAA/KxS6rPWVqjlrzYijvnCF76wQc4rXDIfh6qDmLCxG2NYrVYbRKFVNZc4jgNaQzhjqnwpopbzQdf6pOH0v/ALv/Cp9Onz2Gw2C+Td8v9WqxX6rorYqBJhJknyLhJrpRSvvPIK7XZ7A3UwnU75/u///g3+oDiON6S5q/w0W1tbgbOlLMtQrrWWanSS8e12O7RBa02apgEiWeWAERLcJEk2Tgyrn6mWkBhjNvqlmqkfjUbU6/XwW9VypdLXd8dxTFEUGypvs9kslOB8GlL29sophzyf8XjMF7/4xWsvaYS16pxYo9EIKIbqCW11fFT5V0RtS8ZIlddmMBgEJFD1tE3QNavVaoOoerFYhDFyXXa1T+X3369Pv/zlL3/oNZ/nM8CGmmOtVuPVV1/dmIcfZF/60pcCxFU+G0VRKDmT68qzazabXF5e0uv1+OIXvxjudTabhXK+q22Sdsl4f9417v36dDgc8kM/9EPXPk4F4g+u36rzs6oqInuMlB3LfQpKUdotJYPS7na7zVe+8pWNtUJKJeUz1f1N/n3dynpyzer6fZ0I4N9H9j3lg70XTlJRkKGZofkXgT/3zHEKDmtbXJYFNm4AypXuCGLIn9aiQIViB0c06tTQnIqLVmvOFosCpSitQxcEBIK7DMoD+euU9DyB6J35hP/8sy/xMo5HoyYnsp7kNFRgAFX1tQ+zT9QHs+/+929p+PHTc/LEzblp0maRLTiOGzSSLnmpgiKZxc3PPJc1Y01eHEcRpUcilMZ4jg/HLSPyWgpAqYDkQCkircmLAq0UWki5jS/h8d/TgvDCoz+sxZQlOorCOFhlGfU0ZZVlRP6ZrseIwRrj0GKV5y3ok+rfoqCVxDHL1Ypakqzb4u8njiKHNrN2A4kh950XRegPcEg1pTXGStnPeg1VGIzSZDpiSUQmSCiV8C99/nN88bXP+UFlCMpbSpivrseu0wezHk1lPTowslK65f7MI3gF+DzwGyPnTxnrSkyNx2AE7JC1KFcX5TXQwKzhPhXFsDXayGBRKNAaWxbEUYwVJTbjGMKU1hTGoTrWTXNFYVprt174MqxBkXE0G/NnX3mFl3CcN7AuM5RH49q0vl5JHpQNLzxDzmeA//mbbzBrthgr49jevUUmxqAofIlVQA4pQ0lJHNfIswmTRps3vGx6EccY41Tzqs1Ayf24dc7aCheaqmBJ9FrJK7yuPFqrLMAjlLTvV43CmBKlo3AN15clOrzmYwvtUH9K6Q0EEUCklf+eoW5ht3Ct68wmdPIVDa3IMlfNkAeaMuUECvKSiAjlubhWduh/z/knGkPTN26wzPmxz73EF+5Cn2JTLAAcCEhrmfgAvKQVd4G//OYD3tpqc9pxfuSZBZMIMs73ie88UTpz436NqrKR9IbrO22WbOfu3e1VTms8o62VQ7NJaZ1RGFtQUwqlLXlWblQmRLFbrXbmc/78Z78AuM27iSvXFVXDj7JrfDc+2Id+ylp7DBz7f0+UUt8EDj/gK/8a8L9ba1fAd5RSbwBfw5X0vlC2vb0dZK6TJAnKTuAWz3a7HQJLKSsQbpqqQy2lCB90reskNP1et0ajwXw+D4FgVfVIAhhJuMFa2rIsyxC0l2UZeH6q/S/Xa7VagVumujnK5JAgrCrvWCUpFpNSJSG5Pj09Dc+1yqsh15frVAPYqokqkHBASXnhcrmk1+ttkF/Lxp0kCbVajeFwuBHE9Xq9QGYrgaS0QdQfiqL4VBJDn4ZlWYa1NoyhLMvC/JVEGbi+brfbHB8f0+l0At8LEPo+z3OWy2X4TqvVCskNSQ7J85ekXJqmjMfjUJ61vb0dnu/3qlWTOUIKL//Psuwjl8JWryfca1rroFAoz07kaoVYXUozhAxb2iFtAr6rdn2SJkTb8u9msxnIy3u9XiCdPzw85NmzZ0HAQNaDdrsdnH4p95H3RLnsKt9as9ncKGOpkkMLp9l1J4du7Hrs94YPpqlhqFlNX8Ef37sDwLeyMSpyGSArwYmP8LWulkSYdTIzTihNCTpCK43xAQxUAh2lXeAk5SD+89Zax9NRFCGQ/xMHhwzAk8W+P1TfFz8BH81B/0SsWosDUBhUzQm9lLlwKBXEkSZRKfPlCh2lIbiuxe4QqxYn5Fnu+UzWJXmq8jPit4mQTFEUIaFSTTYURUHquTokASPl0FUFKkn0iMLhVXW82B/axZUEk7RB1qzIt6Xqi1nrkgW6wgMILjneqNdDebbsOUJVoJUKgbRYJETi/hBO9pw8zzFFRhQpjDEubeLvLY4isjxDNdqoyojRIaCvjjX5tRduZAVzhaJOEcqp+G2+v8ItUn/t7YcY4VtVEaUt0CpGoUIJoVKKoizAlzkb7LoEFJcAUSis1lQZgSSBoaKYwtpQ9pdEEUppCi+VLnw7iXbFoC6R7BSwck8Mrkj4Ewd36AN9cqSYqESzsRP65Jdrt6Omtj4dLZ71q8CPaMu9e7fflRyXqVlW/l+9dIHj4XoM/LcLfwBEJTFxJSGgfYLb+nXvfTP+72ElFh3FoY3GlCB9rHXoe9dO5ctN/bOQJKopUdE6dWAtoezNAkVhIdJoa7D++fyp3W1eBnZYE5Ff7SPhAZP7yYFfevyYP3hwKzwPISbYBfr+/2ZjnTco5biXwD1z68veasB94D95+T6/Bfyli0sAxq0Ya2Ma84xmpLBFSe4TVIskZmEMUeL62YZxALa0rhTOrmgkMXif7l/td+j1OzSAS9bJxhT3rCNc4iWvvCfjqIUjp64SgcS+kyPtSqI/Karoj/QrSqn7wA8A/xT4Q8CfUUr928DXcSdblzin5ZcqX3vMezgySqkfA34MnKT8J2lVFFCV7LRKyrq1tcVisaBer/P48WNu3XI18kmShBNZ4bGQQOSDrnVjzpbLJXEck6bpRgJF+rMoCg4ODnjw4AHggprlcsnFxQUHBwch2K7VauE6Qigsm7Ik6a6SaMr18zwPvFFCGi4oMuH9kbZ1u13SNGW1WgX57OoJfr/f58mTJ+zu7obfOj8/57Of/Sz/+B//Y1599dWA+AG3KUodeDXBUK/XGQ6H1Ov1wPkiAaRwknS73Q31KCG8brfbfOtb3+LOnTvheoeHh4EvS/r397rJGJLkjKDRgA2S5vF4TKPRYGdnZ4MzCgg8Y3Ecb6DBlstlIFuHTSTGdDplMBgEVSvhIAOuFTX0aZgo4oHrw8ePH3NwcMD5+flG/z7PCaRwkYlJAq5Wq4WkbRWZJONb5oTYeDxmf38/vC/JlKvt+jiQaddhxqzJcaMoYj6fk6ZpSEAKCbpSir29vcAtVOUpEoU14ayTcSZJH1EtE0RckiRBzS9JkjBHgA3U5Y292Pa94IOpKnwjmLj+jtD3/zh1BzkXgx5GJS4A0aLi4sMDCyifLFIaHVfms47AuMApqpx2U7pgIYk1uV0jSRLtCFojpcgN2DjlQrs587dPz/nDu9s+AFwHvUJ2q6rR3osbu1dO/IHEIQeKMqfjkUPN2YLuYsF2UZCWBssK7WXuTZmjjSGNE6wtMYoQlItwxlW1QUE/SbJEOC7kPUHYV32zOI7JhqMNrrQq2lkpFZRkBXF1db2stiMkgfz3rvo5VfR/NSElB4FRFFFMpuF3hP8SNvc0Qd1IQiyoCSlFrCNU6Q6IdC3FeKhZtsyg3ea8nHEaRYy8v6DwKlcCmVFrThu1kUZ6wUy54V/BV4TXQXMB/MVHJ/xKd8DcH0qUpUVFCaa0UE04AmXkhMmtIaDI1j+lPFLC/Q0QabB+rlsDaBUU3/IyR0cxWjvUYODhKS2R0pQOpISxUMRu3p8r+FunQ/6V3R7RRq/75J2tZmUCuzNaRT6pY9H+9U6ZsX9+wpd4NaSZAtLR//1+Ry+XwJvA/3NyTNl2KWprUpRwnKkaZViDFMZluYh8Qpzc/0LyPIc7vj9F0Uu7Oy89KsVx61QSmUq7BItlzfMUaY9AcggaFBSy+BiIY4W1kFnFmecC+qmzc/6HHZcgcq14d79I6kMulQCTJ8d8+eiIq1uKQ3hC5Ml/JBmoVeySRdo9mdKuc+Z1f80CeAoMPB/SWSshyTSvzOd0JguSuubcrz3f3uowT+uuTRUOO7DoyCGBtNLkwKTpxvyPL2fUSgtF7kEFPqlmDWmtzmrl1r24ltD2pNh/pt9nC5cwmuEU6sARUt8DtpVLL25ycH28/u1zR4xKqTbwk8B/bK0dK6V+HPgLuL7/C8BfBP7d572etfYngJ8AeO21194LifyxmSRrFotFIILOsmxDdlQQF2VZbhB7CrpDAhNJIgEfeK3fD8H581ij0aDX64UkDBBUwC4uLjg6OuLs7CwEkePxmHq9zsHBwcbmPxwOA5n4aDTa2Px3d3eZTqdhoxeVH0F8iUOxt7cXEEp37twJiZS9vT2+/e1vA4QkjVKKLMs2SkAETbS/vx8QDuDQDe+88w4//MM/zJMnT1BKhRP8PM/diVqabpTEKKUCakBQEbLBiQrX9vZ2QA8BoQxvPp9z584drLWhTK7X6zEcDgMp8u8HE6dRnmmz2dxw6CQpvLOzw2w2w1obiMglEddut5nNZiilePr0KZ/5zGcAlySUBJHyZN9SXigILUG2icrX22+/zeHh4ff83JdE6Xg85ujoKKCzms1mQOtJkvWDrNFoOOUQHwyUZRkIMk9OTsI8AjfmhSyz0WiEtSLLsoDca7fboU3Au9r1PG36NEzGT9VEUeLBgwe8+uqrABwfH7O/v8/FxQW7u7sbEGQhsgaXLBJkVZqmZFkW1OGq644kn8Sq/66WSd/Yi2nfcz6YxdV7ALBm87TAWJz5qEY6n7NVFmyVBbEnDwaIooSycIS/VSW9amJA0IOyj4pYgCSdA7o3y6lpzVIp5o0thloz94HLVCdOdUiZ966Jkyhe8a4g5UU0V0LiT6mjCLt0fslgueLf39njP3rlFWi0XeTkE/8/8/BN6ji56D/1yqv81BvfRo7uZrgArs5m8CZS1B1gBPybL32Gn33rO4BXffPva1wwBvDvvPQK/+CtNzZKNOQ6P/rKZyFbuKD81i7/1698HX8rNIA/cu8uf/fthxSsldNWwB+//xL/6MFbKNYy3E3gj96/B7eP4MlDd82Wxx0svfZYVINiRWDgVgb6O/zUN/4ZdeCP3r0TSgvpd+ByDDt9OLsMEe0/fPA2BfDHju7w848fsfL9BdAD3gLmwE9cjlgYkU0q17/nk6YhsUfIF71AtnlwoEKit6JuqTRz4J1mg8lWmy2vyLWbF6TLGS3tCdiVlNgQyock4SdzWHw2ST5ePbgQv14pFRQMHa1CtqH2BRBbj/gAFkqzarQY+YTovKaYqTiM0/csGFW8+2F4KI9SEPtv1ZSiV+ZsYyisJa1klEt/xQjW48lf23oO5BTIFnPSgfdtTMGt2YhGvsLYhChZ781VdFy1muJ5DnhkvYwqaD0xESGpltYLxYWg6qptqCc1SqxPHqf+HhWL0rJoNBgpw6LmE6UYOsBOBirxq0joC4Wl9EkPva6wLAvum5LdwkCsfWLSJ3jLDB1FvhSssrdYUJErM1ZWESnI/HuJgtSUNHRED0h9WXFCk7TI+fd2d3hpF749n9HzinY/fnzMsN7AFHkACbh+tI6U3SMdJ6sVyieHiihipRW2UafI14nsyGry5Yq03mCVZ2AsJnbP7m+endLMMupxxGK2pJ66HMVgPOLPv/YSGk2HNcn4J2HPFbUopRKcU/LXrbV/B8Ba+7Ty/v8E/Iz/7xPgTuXrR/61F8aqXAtSViQJhupphZQeTSaT8DmRCJcSnqtlPu93rRtz1u/3OT4+Zjgc8oUvuLpKUTX78pe/HBSRJPCZTqfcvXuXhw8fbihODQaDgOYZDAYbiZYoisJpuNY6BJPgysSEW2ixWISSNCnREBUxCbYODg6YTCbU6/WQIKoGZTIG3njjDT73uc+FaxljODs7C3K2VW4hWWirKmYyjk5PT2k2mwFNIPcjspGLxSKMK+E6iqKIer0eyuaAkOiScp3fDxbHMefn5xwcOAUJ2QjPz883pM2l36Tvq/xXQOCruXfv3sYpovQxsLEpT6dTlFK0Wq2QrIO15Pj3shVFEfpGkjtaa5IkYTqdBlW05zEZ41W0nAR29+7dC86JWLvdDnNA5pzIiYpSoLQJ+F2369MwOXk+Ozvj1q1bITnz6quvBoTQ7du3mUwmHBwckGXZu8bocrlktVrRbrfD2JbyyTiOGY/Hod8kuTYajYJio7ThKo/Tjb149r3kg605eopKsqVC2qEIe1K6zHhptuA/3N1m2zdUwqAcd3LaxSUQZIQOcQkJKUFQrMPUBOEC6dJgLa1e+NeHuID9r5ye852OS+Irz8+RY0kqgeCawcOhiUrWSCThHHmRTKt1cG20Kx0pVEnTIwwGqwVHACriwT9/neF0zldeew2Au9mKQS3lpc+9BKcn/MleF6TMdJHRuH+HxYNH/M7ogrYPVKXfA0ri9JTP+baIvL3o/wQWwNNTPivcMUCWFbS9bDOjEY9Pn5IA+1tt7pw5BO7hzsA93+GQrwIXiznbDbeu7beanMzmGODNR0/4Q3ccQG6/0+N4PORsMmOw1dp4VpKAKaji2dZtPV/MGTSavP3wUShjkd+51evycDgK5SClfH885Id3dqAooOa/tcqhVuOvnh6zlc2Jm16q3cujV0sBpQ0fpoD36Zog+jYTpWs1M8hNTrsouHvpDuL+zK0+n2n1yPIF7aRL138j95+v4Z5DzHoOV4PSjDWyJIKNJFpe+f8KN/dr/roTn2HoqiiM0zEOkfFXnrlx9Va3j46MR7Eoz4vkvh+jQZkKNqjCaaPc/2ILZeETP0pTWohsSaSijQcZhb6qrIH+76oCViNtYqzbkwezOf9dd4eX/HvSN7ryZ+nv/6OQRsh8rXqlMk9L1mtv9fNx5W9wz0TuLvLvyfVSXGnhbwB/9fyMtxO3apfar9UJ2CxH1RIHVULW8MitCcYGqXa0ZrmcE0eCKSrDuqFUBLkkgiqAHgWimGkLg45r1KQ8zwLKUvMfU/4UIkJRXy54udXnS8AXmy1ES/v7b9/mFFcOl7EeBbG/xgy3R9UAqRf4q9/8FtNmnUUcY3NN5OsDE6XIzcqXUYNZlWQtlwR60mgwqreIsOh2F1O4cXCY9vhvvvU7/GevfZaXiOnact2Kj3mt+NDkkHKe/P8CfNNa+5cqr9/2tfAA/zpuPAD8NPA3lFJ/Ccen9Crwy9fa6u/SJAAR8tInT57wIz/yIzx48GCDmLbX66GUYmdnh7OzM8CdaAvqQP5US03e71o35mw4HJKmKbu7uyELK3waJycnPH36lF6vtyGfrZQiTdMN3qYsywKvRpqm3L59OwSJo9EofFZInsE5TYvFIpQANZvNgPaZz+cbwamUdgABKSbJxKocuECgX3311Q2CbaUUh4eHWGvZ3d3l+Pg4XE8k5kO9vm9bURT0+/1wb1LOI8mOJEnQWnN5eRmutbu7GwLH5XIZ3rt9+3YIMqukhL+XLcsyBoNBeKb/f3tvGiNZlp7nPeeusS+5Z1VWVVd3z0zPTHfPQlEYmYRgkLAojg3RNucHTUqmAcMrDcuwDJu0DEM2wB82IJsSbEuQRZryIpOSvFAWaIgzJA2atrnM0jPdMz3d093VXZVVuUZmZOwRdzn+cZa4kbV0dXdNZVbWeYFCZdyIuHG2e853vvN+72fq/IUvfIFXX33Vvg7D0OrWnJyc0Gq1FlKyg2L9XL161b42zqF70d5rtRppmnJyckK9XufjH/84gJ0znmQHkUlRD3PmndHyOh1m8H7IsmxBbF1KyWQyIc9zqtUqN2/e5Nq1a/bzZq7tdrvW+WHE4k1bFx2vH7ZcjxtFls7m5iYnJyfEcczx8THPP//8QlhiMQS6eMpnhM9LpdKC07xarVr2qtE2A8Vu+4M/+AOeffZZy/YyjnHjjH5atMmeNDzRNtichb/w2oaHhxGrScZkNOOff+lF0rfepHts2K8NFW7i+aytrrGvQ9FKcYnJdEKeZ8hcPQueNsDHownb29v89I/8CDdv3rTrYbPdwPcl+wQkQGsywi/rjUuWaYKAoQkUnEJqG2hZUIWAi0fcUB8VOSa2Qmk1AUKFWRjNoWqudDq4fZtrErYqFeKuYtmuj4YsRyGzt27QOdyj1VzC83Ra7SRBCJUO+WMFBoMJGTPaZhu1Ouva4dzr9WwY/Gg0YknPT95oQPXgkNXVVaXVJySJPkwRnQM2TTjwYMgPrCzZ3zo6OiI77iKzjPXyPNmA0VsMgoD1y5v4+vrJyQkN4PraCpPJhM3NTWuDCSGIosjWq8jEzrKMdhAi9T2NDb+1tMyalMSTKVuFBBYkCVtbWyTjqUpTPRnb99ZWN9j2PV4FKrnEk/NDYussEHePo/O7cvG+3qsoighkSnum+nSFNlfJ+DMvfpJXvvoNanXtHpIe49GEcqXEeDShWqtS0Q6/0Vh997133+PK1S2GAz0+hKCiBZtlDpPZlLgU6/cgS2A8GlBv1NhcU2Gye4cdpIA8T9hDsYRaE3VQElTKZFmiGSlzilDxGc9ZdKQIIM9yGwJrP+uH+H6IlMZ94S18URgGZcEhCCo0S+jpRUpJkhmx7JzrwKdyGA4G1DSTxfPVfDgajiiVY0bDsW2Th8FkrELQi8NuNBwjpaRaq3Dr5jbXnpnbYJVyhdF4xHAwpKyZMabfBoNjdZDqh1bzbTZOWI0DhsDSbMa20XcSisGVZxleFKqpSnv9Mh0+KAAhJZY66vl4oYnAUYLmRmMKEag4Q2GnPf07WnfIAxEE6vc0Q80TQC5JhTpssKGHeMTSowUExyc889wz9LWgOkB/OKIWl/E9DxPJl2VShffp7rzZn7LRUGPxP/rkC7z88U/wj998gx979gXVyQDtOn/j//2/uV6pss9cPwngv9repV5V43/oZxxW1Dy7l8Bqo8YRsAk08R/bBPEwzKEfAv4C8KoQ4hV97T8E/gUhxGdRbfMu8K8BSCm/LYT4e8B3UE7Fn3tQlgwHBwcHBwcHB4d7wtlgDg4ODg4ODo8FD5Ot7Pe5t6/qNx/wnV8EfvEjlOuxIM9zKpUKzz33HDs7OzYcCVT42NLSEp1Ox4qCgoltVZoxe3t7C2Ke73cvhzmLYjabWVbGysqKzQ53/fp1m2UKsCdWRaYWKJZAvV63rBnTl6DENff29mi32xweHlrWQRiGbG5uEgSB1f45HSI2GAwIw3DhNKkoSg1YVlK73abb7dLpdFhaWloIH+z1evT7fYIgWBC4NnU3IWUmBMnEro5GI6rV6gLzwaRhF0KwtLRk3zs5ObHxw+a3jc7KwcGBzax3cHBwbvVXHiVGoxGtVsuyMtrttk0vHwTBQpaVPM85ODiwKdaLkFLSarX4zne+cxeDrNvtUq/XiePY9p3Rnmo2mwRBYBlD9Xr9Lm2ZJw3m9BewYsZxHNPpdGi1WndlGXwQjHi8OVltNpv2e7dv3+all15a0OAyWF9f57XXFCnCZPYy5TJlMvcvluu8tr1hPIJ6hjc2NhiNRrTbbXZ3dy3TtN/v27DV6XRq551Op0OWZXYdKrK7DDvS8zzG47H9zo0bN+x8abSdTBs71tD5xpNpg50KpT/FIIpi/cyGEdl0xicqEdn+HhkpUUWZpcf9Y9rNJQ47av0aDBWLzmS7CqOQvb09NfalOtItV0s88+w1dvbuIHyoNdSJ+8nJCUtLLRsCEfrRXAtOZsRAkGYQFKVkoRgK4ovT9Tpn7CGjc5JJQl8dzGeJJDNRCGFEUvhcMhkzG6n5e7W1RPeky1JrietXn2c0GS8IOBfD4s11MycZdnfRBtvY2GB7e5u1tTUODg7sPBSGIRsbGwtZVs29TUKJTqdj9T7N7y8vL1vxfSGEtadarRaj0Yjt7W1WV1cX1vLRaGTvNRwOLbvSML5NeLlhZ5owdBMyXgyBNjZYnucL7PF+v0+SpISR0dObsb6uGJmd3Q7bUhKAyo4nTUa9oMAcMo/EeVazmoeNITw1fCQ2Q5Rh2AlgNB4iygHSU7byn3vxBXj3PbzxjCiuM1OXEV6GFDl7+3t8+tOfJpfZgtwHKDv7tdde4+rVq+r3pcoRZpIAlcsx44nquyCMmSEoN2t4IqLbURG3jXadKAi1qo3O9aSf+yAUiLESBxepJPALbS9UuNLpJ1wARk1cCs8SWchA5j4yF+Br9tBCqJOHNO1U+Bk/SMlRwtyZzDEZFIMgUowmoZjpJqLc8zzKlTJRKeS4e0yj0WA4midgeT+UKsoGG/bVd+r1OkQSDWUAACAASURBVOWqYsTfvHmTF1960eo4wVwKYGVlhW9/+9v2O0maUKo2EJ5PHIRUNIMrCOFoNKBeqZFOxgRCMbhElqlQU1+AgNzL8bTmUCQg1bpC+Ni09LNkhvR8y1AUwl9Qr5ZChRN6PhjlKIFUmlhZDj54gU9SyDDm6zFbRjGGAKazHERIDiy1muxs77B+aROA4+MOQmbkMiVJpzQbyjbrdDqkSUKWSaJyRDgdUtfBpksAt2/yEvDuO9/lmWW1979x4w0qnseAjJd1RQwX/LmtDWJUqOS7wF8aqj1ET3jknk/C419tnmyl1A8JQ88vlUpWg6ZcLtvFAdTGUhkUSwshJCbjlUmH3el0bPz8g+7loNBoNOyCawwGY2ScnJzYxd8sENPp1IZP9Pt9+51ms0m326VcLpOm6YIweL/ft0LD5XLZOnVMOFdxc2YcBkXtqHq9vuAMrNfrHB0d3SUsPBgMWF5eZmlpiYODA9vPJvzLhGsUxaWNzofRETLXZ7OZFY01KIY/djodPvGJT/Dmm2/a38nz3GoKHR4eUiqVbLlrtZr9jaLm0kVGo9Egz3Pbxt1ul+FwaAV+iyJ8Jvzm6OiIXq9nx5UZM/1+32Z8A2Vo1mo1q/GUJIl1PhjD2MwNBtPp1I6vJxnFMLBqtUqv12N5efme2WEeBJP1xsylJktcpVLh8uXL9Pt9OzeYfuj1elaQ2cA4PU0YqHlmPmy5zgJmLF66dMmGxpqNl5mbTGpnk27ZXDf6Y8bJacT6AZsZaGdnh83NTTsflMvlBb0sEx4Ic40tB4dHCblgzuaFDZOH1OEGSaLW+xSgWiLwQ3It3GtCJo0j2My3ZgNv1stOp2Of98lkQpZlNjul2XCqw7mcEGX0ZrOETM/VcaA2Bsr7ky+UW6iKaBQyNJ1nCGG1ncIwJorUfDvudlXNahVCT5ABjYZysqTTGe16k6OjLjOdxcfM09PplDAMbbIG45ip1+scHx/f1war1+s2rN+sg9Vq1YbUm8OVog1mRIjN50CtP/V6nU6nY5NLmLlsOBzSbrdZW1uzGo8w17NrNBpWBsLMucY+MAe9pp79ft+Gj5vQ5GL2zMPDQ1588UVef/11e+CoDhRHlKKYO7s7VOsxk7GSA6hXmnYvG4qQuaPRinIVk7QDJrzpfDkdTRnNZtrmxJKFUCmNOI71Ia56/ZuvfZePzSb8qc0tkB6+1ltJs4RKpUKlUuH4+HjBBjOHFcPhkKtXr9pneDab2dB+ZYNNic2+zPeYpBlhEJHKGVKnz8qmI2aZER5WLWv6P0lTwlBLHAt/UdBoQXusCCOmLJFCEAQ6vDEFKQVeoBPeCBazHKpSLt5QqjY0PinpiYU12nzE8+Y2WJZlNtzeaNx+kEQSxgYrrvdGvL8oowDzfuj1ehwfHy9ktJzMpoReiOcJZCapxaoMw2Gf5XqbW0A5Li2KjANISU6GJwLbPnkOQeDZdku0cyoKI32wGxUckfo7pm0wAWeFxpYCvEBlYPQ9O14F2lY3f2tTveb5lLOZCvNKUkpxzLCnDjBFliOECnWs1WoMdcjjLE2oVWt4nsogtrHcwsvnWRdlnnDnzjZXL22ADm2+lKpQ/3aSgpcR+hGjkRqbV0oxiSc4QeniCT1G47hEbTRiGZ3eXkp4TLba+bagv08wzhwz+M0mQwhhHQlxHNNsNu2piHk4jSB1nueMRiNKpZJd5B50L8AKiBZP442+TNE5cZExm804OjqiWq3aEwHjsDE6GjCf8IpZR4oTmmH4mI1gpVKxjARjGJZKpYWMPZ7nLTC/8jxfSAGd57mdBI0hOpvN7MkSKAPCfKdardp0rNVq1fafSZVqFrNarWZ1REysu0mLXjyZMs4cc81MrPV6ndFoZMfiadHeyWRiM8AVWRRmDD4tgtQnJydWLB7mDKDDw0N7UgnYDfd0OmVpaYkoiuyiaPoUWGCfeJ5nWV2nMzv1ej2bitx8DxYXbTNXmD414zJN04UTyseJYgp0o9sAqq5Gt6vRaHBwcGC/k6apZUvOZjNrxIRhuJBy3dTdbOLiOLZi0WZzYTQeTMrjouC3Qb1eX8hGJKUkjmOr12XKAfOU7OddcwjmBmqpVLKn5GZOMDCi22Z8GnZQ8VTdzGWmDcz8sLm5aR3T5l4wPzU12dEAK/B93h1qDk8SvFObKs3ZkQIhPDsuvcBn6qX82DNX2dndY9MTZKnRzgloNptMkxk50u6pj7tdltpLZDJnNB4Rl0pWp6RSruj01xLPE8y0sGccqXluRE4fT2dD0pwNT6o0ynmG8H0rTOsbrSENnRdJ1+68cTwK0spaoiPwQaYJUmqmhNlgJQn7nT2q9RpXrzwDwGQ4IWxHIHKicgn0PAswnUwITUYk5puT/lCzrGWOHwSUqxWOumojVK1WkUCpUiZJU2Jtg0ihRGQzmROXS+p//V6OJM0zTk5OWF9fJy7PMy32B32E7+F5Pr3B3Aar1KqkeUaOpFytEGhHWJbnJGnCdDqlUqnYg1xgQW8ojmI8nbo70vdMc2WDSV0egFqjzng6YTQZK/ES/Z0cSbVaZjwasL62Qn88wNO6THFZ5bIao/Z0xUxVanObzx0upx0J52twaeR4mu2EFvctvifxyNIcQYCXq77zgWZU4vioQxh5ZLmxwaS1wVZWVoiiyGpsmmQJUsoFG8y8rtfr2nYJMR6dfm+AX6oTl6tkEiaJsucqoREz9unlGZnn42mHjudDMp7a8lt6jsa9u8BTlfc8POa2uBSAJ/UhIUA215PK1f9F8WnzA9PJDEraXk0TPN94qFK6+jP1et3qBAoh7OGmOQh9PxssTVNrJxgbzNgSUkqm06l14Jrnqoh6vb6w75BSqucm8EnSFLIMqSfnWq3GULd4mktstko/V/OnJxRjSHqWNSN8JRbtCeWVC8z+J8vu4WDTvSBYYHYJ+5dnO87z1Pjwih0pc3zhEQAV/cHGaERzMlXC3iKY60MBMk/xfJ84jukN+lTrihlZrVWsVl02nRGWSkx0VkgjdG0O/iyBTLdh4IUI6ZElOSSapRWl9L2QG8AvvfUGk8tKZ7Yym/EXn73OdaCua/q4SIZPpTVoNjvF02iz8StmgjJU0qIx3m63bZrkOI45ODi4KzPOve41Go1oNBp3bdRNSNCTLFr7QTCZTGi324xGIzvhGRaQaQdz4gNz0cNOp2M3ioANvZrNZqRpyvHxsf2OcdANBgMajYb9TqVSWaBHm/ALmJ+sLy0tLWRoiqKIarVKEATWMVjsqyiKrJCu2aDV63UajQaHh4eWhWTCCo0jDLDlA9je3mZlZYVSqcR4PF74naOjIzY2Njg+PqZarVomkAmZC8OQ7e1t6/gC5aAwpwxPy9hqt9uWvQdzdobneQyHQ0t5Nycno9GI119/feGZHAwGNhzN8zzr4K1UKgtZsZIksU6gRqOhqLrDIXmec/36dUD1j3Ecm7A281tFZtpZOYbjOLaO2qKDAdQzeefOHdseoE5pjVMhz3Pr3AL1PBlGlRH7BjUOq9WqnRNrtZodj0mS0Gw26XQ6tNttjo6O5qmns4zZbGaFmIvtaBzGOzs7bG1t2TLcunWLK1eu2FDO8+zsMA4y46DLsoyjoyOiKLLvRVHEeDy2Duaik9oYdHmeM5lMFkT3TeZGczJrrmdZZkMmZrOZ/Z00Tc91Wzk8oTit5Fp8qZ/zaTIjjFWOoRlShSfkZuOd27Dy4vy71F5ib3+P9bV1ojjm4PCA1ZVTNth4RKVog2UqO2m51qQKpHJuc02nU73lO+3QenCVzhvsnmGhEsXk8xraBhuMR+wfKlu43mrQOzohy3MyMkQurG0ymU6JwojOUYdGvUEu5zIKnvCYJXMbzDBqPKHSSQ8GAxr1BpKCDaZVXXN5bxus3WqTJon9HCFUqlV8z+e4e0y71bb3Mwlhbt68ybWr15jO5qH/9Xqdo06HeqPBRCciAeXsMo6g4XBIQ5d5+/Y2S0tLVoS3qZkZAMfaBuvewwZrNZpEgcftWzcpRQHTWaKbOSUDLBdcbzo9eQ/nonEc3W83fIYw5fSKjCZRHFNzdWFlz8y37SY7lhDQ7/co1dQW96PaYCrjcEqincL1Roskg+lwRJ5jbbDjww7j4ZFydpYqzECFfoFqcy26nku56ER4ANQ8cfrDi8+ZdjerpjJeoVw/m0WmVanE4bDPsFrH90MMz0XkghZw5/YOg8HAsoQGg4G1v07bYMaOPG2DTSYTyzaq1WoLNthsNqPValkbrJjsxhy8mVD+og2WJAlxFLG3s8vlzctMU2U7vvveLcJnniUAlF/VsMvkfO6UpjHm4YrF1jSPwPs9CYs94N3jjXuwPIUkATpAX/9+U8LPXN3CBw73DwlrPrW6sqfCKNLzRZl6GDLoG2aVx2wyUqxJKUkmEyoVneAgT5nMpshMJVqpaCe3ssEkeZoTRR6T8ZSqDnuW6YwclVGvX6mQ6HEQpZJloJkkBH5YfNS+73gqLULjzNnd3WV9fd1SSU1KalCLTr/fx/f9hQ3n0dERa2tr9jR7dXWV3d1dgAfey2RGA6yjCOYbgHt5bC8ywjC0C0KSJDac7HTKZqPnsry8vKDn0mq17EbHOPCKmj+GWj4ej+2mdzgc2kxixTT2MM9WZjzspk/X1tYsc8w4bsxGylCSr127ZhcwUBPuwcEBJycnBEFAtVpd0GbJ85woitjf37f32trasmWsVqsLk7RxhBl2kcHq6qqt/7Vr15QOgzaGW60WlUqFnZ2dhZTgFxmGnVNso+PjYzvWTB8YaroJvSuOkWazafVcYM7wMBtwc+pYLpdtW49GI+I4thpD5juDwYDr169z+/ZtG9NtsnEZ2nQYhh+IFvwoYUI1imGWgD2VunLlyoJj0ZxKBUHAdDrl+PjYGsl5nrO5ucn+/v6CsyvLMqSU1hFhQqFAOVH7/T6VSoW9vb2FDH3m84Z5ZOYKIQTlctk6OmDOzDTlLTpLziOOjo7sRsWwAX3ft7pgZpyaz5qsh2acGMfPeDy2fWjud3BwYOfK0Whk23o4HNoQ6U6nw8rKimVamoxDZmPn4PDIYA11EwAQmGgKAHwvJE8lBCVCBMPhhCieO5b7/T5hGDIaDAm0s6DT6bChsxHJLGdtZW6DbWxs4AmPclxi2J/bYLnMCIKAITk9PKI4xg/njJoh6uS6GNQzT5FsmERFnK/QnyIkgCdVem5PYrdZNmOSD8LHj2LCWM2TSZIq20sKkpliMZpNmgkPWVlathqGoA5jsiwjDiNCP6BariC1CIv0NMu0UmU8Gtk1cTQYMtI22Gg0Ynl5eR5KPBwReIoRGkcxuzq72NraGh4CT8/94/HYrr0mTOaZq9fsgQtAMp3RmRzS7XYJw/AuG8xIRezt7Fodkq1Ll22oc61W4+S4a9ugWqniIfA9345DgLWVVaIoIPQ8rl+7TJ7kxKF6f7lZ5VKrxt/vDpQWih70wgQuyhxP6IxYJtLsHtnLzguE3sUbvSRhN99zPZ0sT3WIkFqbK8DJdEIU+lSrVU70+l4KlPRCtVrXNti0YIPVyTKpdGjICzbYTNtgHkmSUS7HRJqlNR6NiEplGrUajbjMLNXhjcMu1555nt3tA6qo7E9GUcf3I5ATlUr9ETKNJdjNPZxKD7/gCVH8sVq1ohyI0sfPdJhcplxx165cXbDBptOEcrmqbbCEo6Ou3c8+2AbLqOtMcUUW0L1tMLVPnTO8YTZLiWPDoheUy1WyJCHLchW+WlKHUNeuXWcXmABhEFAMpfRNlQFEpplCIB8xBWYxVLPAqNTXusBf29lmr6324JsnAyr6eyuXV8hJGOi5QkrB/kGHy1tXyIEw1I6eLKNcqZBMJso2K5dpLSsH3m7ngOXlNl7gMRz1CyGwY9pLZWZZTufomOWVNoeaaVkJA/p5jheXCHN1f1BhpiEQBoYOCo9r7Tm/M5GDg4ODg4ODg4ODg4ODg4ODw/cdTyVzyLA8NjY2rDie7/vU6/UF4a9yuUwQBDaLjPkOKDqpYbyYaw+6VxRFNvTCaGbAnJngeU+Hn85k2xJC2JAHIQQvv/yyDTMzgt8w190x4oDGw2/Ea6vVKt1ulyAI7GnS0tISR0dH1iv+0ksvAViRaKNHdHBwYE/cDYvE/IbpU4CbN2/SbrdtCJD5HcOKMBpTRRpnlmWWSWJegxp7URRZvRTT/3fu3OHSpUtUKhX6/b5ldACWRWQybxVP+Dudjg2dM6LIpq5FTZGnAVmWLdBpoyiy9GQjEg5ovQlBt9u12c1Mny4vLzMYDCzzxPxvmComywmwEB5lhPtMP4Oi37799ttWS+rKlSv2vV6vZ0NPi2KMjxNCCMtcM7RjwIbgGZ0l0wbLy8v2M2EY0m63F+avPM/tSb95ts3pv5SS4+NjK+oNc9HFItPLvNftdlXog9YWM+j1epZibU6CzXw+Ho9tPP55RpHWbVhDJsy1mCkxSRIuX75Mt9ulVqvZk1Wjl2FOwIsngWYOMKffZh5tt9t2fVpZWeHo6GhBO+1pCT11+P5CBQyoE1tP3Jv6r8Sf1bwjc61jkuVcKtVo+YJU6wR5vrIRgiBgub00t8HWtQ22f0CapkzHE7tezyZTJQfg+9TqdcsKybNMsR7xqALj2dQ+Z57nEYPOFHT3ubMQ+X1iHM6XzVZs69wyPOZrv5D6M8vLOvOPoKTnSuF7vPiZz3J4sEtOTpZmcza0nhs8Icjy3IbU9Pt9PASVWpWTY2WDRcYGW17mqNOhVq8z6Pd56eWXAQg8xSBBKlZ45+CQts7m06gpFonMc4TnsbmxaSt2672btJbahL6ywaJA/U6e58hMhQj6wtMhijAZqbWgUatTqpSZTaZ23Z6OJ4RxRJ7lZHlGlqjrd+7c4fKly2ot7KtECSWtVXXUPQap15pc0mhpG0zCUadDs9kimybkWYanRZcDEbEnJd+E+4rIGqaaFIvXzi0WmC+L2cqABRsUFEunEpcYzzI836elBdBNAOfx8QntdnMhUcXy8qq2wVTbm/+zTGobTCcVkrEdm0mSUK5W6A2OkKm0z2sYlnnn7XcJAo87UnIlBF+zepJZBpliBE4mE8rVR5Wx07AkddiUmQclIOaC9znosR6qzGR5gNQZ7WTuIwHfF4wGY8pVY4Mpm0hKZV8uLbWsXeD7gjxXNpJiy6nvjMdT+v0hUmZ0u8buNMlZcm2DzEddEKh26HZ7tNtt+v0+UTR3FfR6A5ZabRDK5pJiLpMwmcwYBgFe6JMXdLY8aXrcA5HpBjFzk68FpR/NyD99l7mgusIU6EQlOnptuIqgjRoHg1FfjTctiDRLE7auXOH4WGlwpkbMPMlUZs1SiSzPEL5QGkuocFlPKHHuRq3OZKq+02otMZmkiMBneaXN8XGHks7aWalUqVmWlTdP2qJDVMkFUuSPlVn4VDqHiiE2JswH1EbbZDYyITr9fv+eqX4rlQqNRuOh7wUq/KTZbCKEWBDADcNwQRz2IuPo6Mg6YMwiMhwOuXnzJlEU3VOAtpidokgNNs6apaUler3eXZ8xTiATira6umq1T7Iss8LiMI/lLW7WDHzfZzAYkGXZQkYlo22UZZlNNQ/YUCETyuH7/sKG1jh5TOgiKPGyop6ScTyaNuj1egALGz6jRWTCmozgoinz0dERrVZrQevmIsMIGZqJdXd3l42NDcIwXAgH9H2fw8NDVlZWrGPGPHu7u7tW++DWrVvWadNqtRay2W1vb3Pp0iX7GtSYPDk5sXOFCYk0Y8OElZr7gTJqzsIxBNi6J0mykP3CaH+lacra2tqCwLZxrqZpuuAIM+lloyiiVCpZAfZWq2VD+prNJp7ncfv2bQAuX77MZDKxGYmKc0JRc8toOYGad402kclEY/pla2vLZrQpCl+fN5j5HuYU7zzPrY6QKbdpZzMHGiedEbI3jlDzOVAGo+nXokaRCdk14c1GWw2UYdftdhcc4g4OHw3zzRGwIMYLLDhHvUzy2zfe5nOAt7vHM596HoDJdEQ5rtDvdRkP+1TK8fzeUlKrlGjUq8SlCGP6V8ol0jwFCZ2jDp94XtlgMs/JZM4gS8jjEmEY2tAXUBuDZJIQlqOFfbyVeDiHWjALKESPIVAhP8I3L4G51g0Hx0r7wjOhH3AyHPHezZvEsU/dCPvr+T3PMwJfkOcZCMlU266VcozvB+R5SrvdpN87UZ8BptMJIpdITxDHJY6OlG2ytrLGaNinUqmSZwnL7SZZruah4aBPmiUI4REEPmRqY5QLiAKPQf8EmWcM+if4Yi5sLHxBnqeEgWdDVeLAJ4gjxsMxraUWoe/RaCuHznQ0ZjybISSkMmM4UPPk5cubWihFUi3HzKZjEj1PZ0iGvS65gHqlynSi1vKTo0PWNi7RG4wJSnWO9g+srrEflTiaJeRRyEzm1gEkTzlXihnxznkeBaDwKFidJCUCnANhEDEeTqww+B3gk4BfDhmNB4TaKRxFyjG4vLxM/6RHvdGgVLDBlPaY5ObNm/YwtNlq4WuNoHqtyu3tbS5dUnIMtUadjJSgEnB0ckK1rNbQUikm8wNk4FtxcOMH8YQk0tnKHuXeS6BCyWQx7M44iIRnw9pyPE4mU/xKrAScJ0r8GEBEKjn7LE1YX19dsMGq5RK+J0iTlDydP9+DntrbxGFAuVziuDO3wYhCxsMRzXoN4XncvrUNwOWtLSbjMSejEa1WSx3c6wG81G4itcNj2B9YG6xaqXB4dIDwBI1Wk+Gwjx+q72xsbvKd7pFyuGUJ0joz5mL5UijR//l0ZfKHPUrkSgi8cEChNKUCHWgWUS4ZzcVjZqhnPE8zfOFR0Y413xckaYLIMwJPUCmp63EYgQ+9kdKERPjkOpFCEHj0Tvo0m016/bF1BnoeJLMRoVDz0nq7aZ1Nk8mE27OEvNEk93wmU+XwS6UR8vZtSOfjmiKeSufQjo5l3tjYYHNz02qMLC8vc+vWLQAb22yEZItpFtM0pdFo0Ov12NnZsUb1g+5ldDD29/dZWVlZyGxUZIlcdFSrVfb39/E8j2eeeQbAblDNpvu0/oaZlIoZdkajkc3iFUURy8vL1jnSbrcRQjDR8aBmE/Tcc88Rx7F1IBRZJr7v0+/3aTQadwk7m02tSTNtvmP0i4IgWHBg9Xo9SqUS165d44033lhgCpgsacCCThFgM68ZEdpiyu9Go8FkMmEymVinhIn5N98plkGdKiwt6LVcdOzu7tosTTBPbW8ygxXThC4tLVnnUZFlZWBYG0WGn7nXbDZja2vL6uNUq1Xu3LmD7/sLDkfzW8bZcpqdY8SWi47Fx4lGo8FsNrvLQXXr1i2bQrboWDSZwo6Pj7Ug5MyW22TkM+wi48jY39+32f/Ms7y5qU6ETTatpaUly5YzDrw7d+7Y5zRNU2sgGraeET89OTnh8uXLgJrXPc+zwvHnFYY1CPM08kU9MTOugiBYEAQ3BuJkMrHMISNAWRw/xilZFPA3bDCTZMEkVQCle1RMU+vg8FEwzyDDXYwbqQ1cM/4Dz0d4imEwyuHS8jJ3dvYAlWZ90FO6bJMkscLBQ31Q02g26fUG7O7ObbD1zXXLyF1eXua9bWWDVcoqDXE7DvljQMiMSGsOJYMBHhCW7q39Jq2+yuM0zT8CJPNMSfcSpK422N87hFBwVQv3Nho18iSl3qhz+/Zt/ECwtqb05CaTMbnev2VpSqY7NRmPqdVqBRtsiU5HHcQtLy+DEEwnE/I8swzT689d17p9M5tdydhTXuApG6zZVHZ3NndeN5pNPOGT5ynD4ZBAM4SMfpHv+yp7rXb49XUG0WeeeYY333xzgR0ZxzGZcWJNJgutI5H4fsh4rNYwX5dNCKVHOB6PmUxmypEENJfaKltbFDMaj4m9EJmrugovoB6FjDidbjy/BxHtCRhXRrNK3s1eMG2Yy4w4LpN0NVsC9Wyn00RpUhk2e6pssL29PdY3NvA9j+yUDZYmCVtbW9ZhkmobLMsUq+3y1hbDgToordRKbO/cwvM82u0meTZXNc6yjFzkTFHi4MYZSZaSZSlTvj+RGwtJsvSF0/1eq9Q4RGn0lGN/zhrOE5UUTmaMx1PK2ilhsggeHx3j+T5JQaPV2GBLy8uM7mWDVSpMdKIaa4Pp52dpeZl+r0elUiHSNtjt7dsksxlhFNn5FhQLU0rJ8UmXRqPGyckxly8rVvzOzh4nwBFQLpcwFJxcaCeHwGbo83RrfF9GvhmjhSnbZg0DfRinHDCer5x5ZYQmeHhMRmpv5nshw2GXtkkopAXQp9Mp0hNUKkp7dJoklg0ngEqpTJrmNOplO+aHwz6VaoTv+0R+mc7uHstrqh9myYiVRpNbQD9PaOr5rTpV41sKSKVycD2u1DVPpXPIGMLHx8fs7OzYlObFUCfDHDIpsM3iZpTbiye+JuznQffqdDp2k1TcjI5GI5vKuhg+cVExHA5t+9+4cQNgYVNpmC6G7WPYOYYNcDpkxGxYzWYbsKFfhglkNkHvvPOOFYM2osLFE/xGo8HJyYnta8BmHTPGRa1WsxO46UvjiCqGadTrdZtpbTAY2Mk4TdMFoeriCaoZE6VSaUFM1mwmM02NN4tBr9cjCAI2NjY4Ojqi0WgsZGNbXV1le3vbMjMuOoxz1rSBYV2sra0tiEGbsWIcQ0mSWGquyaJhQv/M+CiVSiwtLXHz5k3r7DXP92Aw4NKlS7z33nuW2QLK4Vgqldje3rbp2s0zHkUR0+l0IVXr44YJdzVpZA1jZX193TrDSqWSFS4ulUokSUKr1bJzomlrIYRl+xQdoBsbG+zu7hLHsQ0TMzCiyuZ3zDNr7meyo7344ot8+ctfBuCFF16w4sm9nqI9F50m5nfOM4ohjsVQPOM4N87fTqfD8vIyBwcHVKtVnn32WWAe6mjGd3FeFEJwcnLC6uqqdXADdt4wDvCrV6/aMF4p5V3MWAeHDwNr6MtTeZt1lh7jqhCePvDJZ4p9C/gen3rmrgAAGg9JREFU4AUEOvV6mkiiuIzUZ/CzVK+7tboKp/R8cinJZU5Hz1F39vZJcklYKiMRlKpqTktyyVGnT76xRAsQaU6u6f6x7zEDZqli1t29cb/XxvF8hZTdDx6KMbSA0YCNjRWkgJtvvwXAyfEBK0vLDAcDGq0qs1nC3qFmIvsBmZQIX9lglWrd3kqiNi2VuER/NKZSV4cM0zQjCiOSXBL5IctaQPytG++SIQijiFmaEperTPQGKBce9Wab45Mu0zQj1w6uaqPJQeeIUrVChqBSa5DqOsWVKp7w8DzBaDymFKuDjHKtbpnEXhjRG46sDTZNM7q9Hp7nUa/VyYwN5gnyXCIFRKUKw8nUhoqk2aIN5uv5u9sf4AU+m5ubdDsdWo0mYajn5yxj67mP83+8/Saz6QiBui5ItbNAsevOOSftLkhd7ntt6vN8hmSGr0PrEtQmc231Mtvv3mJL22Cj8YBqvcbaxjqe75GkCbNE2WDGkRbG2gabLdpgt27dIi6XmIynNhPUoDfi6uYV7rzzHtVSma62wWQQUCqVuLXzHj4o4Xmdyj4oCfIkURnM7gqB/ahYnP8UayhHMN90S8CXObFQoa6ZNyLzVH2CUGXVGo2UnWn2mKVSiVma0GwrG2yWJtaWCAW0llQmv6gU233K+uYGd+7cse3X7/cte61SU5lkc5lTqpQJokUbbDAYkOYZn37pHjZYXTmGllotJmPVR8k0wS+HLAHZbIAQak8kvTEZLTLyuXPDZCUQ/iN7BiRogfGCE2Uhs55qKz/I8XzVPoKUHspB5wcx+7uHrK+pA8eDgw7Lq8vs7+9TrVa5/qxyppfKsXKWZxlenjPu96jVjA3l0+sfsryyQpbOrHB7qRzhez69/gmNepOr155TTnogIyOrwDEwjgPikYoUWZlN7Xh52Gx6jwpPpXPIPDRmsdjY2GBvb4/ZbGY30UZHxvM8Go3GAsOkWq3aMKaiF/ZB9/rkJz/JG2+8werqKsfHxzaEw7BcnhZdGCHEXam7l5eXiePYbkKLDJg4jjk4OLA6JiZUwqTHbjQadoNpvhOGoW3jYgpzwGo/mRSZxqGTpqllUBgNH1Cn6tevX6fT6dj0kWbT1e8r6qAJQzPf8TyPTqeDlJJr165xcHCwEFJUzIhlJnaTTcOEH5mQOcCyKcyG3Hyn2WwyGAwWHELFtLBvv/32U8NIA9WH4/HYhnkZRhqoBc2E40kp2d7eZmtri3K5rNJR6j41WcSKukUGPX2yUnQMgworm0wmLC0tLfRHEAR2XBgHnfnObDYjjmPiOD6zkFKTnS8IggW2XBRF1vk1Ho/t/GacQab+Ra2m6XRqWZbGQWS+s7GxYdk+RcfNwcEBKysrdq4tOj5hrj+UJAkvvPCC/R3TB+Zexqm1urpqWTVJkpzbsV+cQ0yWOxO6ura2xmuvvQaoUNPJZGIZUmYsm4yOpVKJ2WxGEAR2bBcZQ1EUWUZYpVKx3zP9V2SL3St02sHhUaIY+WRDunyPcejx4z/wg3z9a3/MQMLHmjqFeKWGV61BIGDjErHRefFCqJX5XpqzA2TC4+pzynFKqULpuWe5eXObicz4eFOd+FIusfEDn+f/2X6XRMA0Csl1fIkQSm3IhEbcG0+GMwjQoRv6b+mRaSfLOPDpApQq7Aht/Jf1AebSKqJV5XuzIfsEpFEAeuPdjWJ2Bz1otOiVK9zWTrpK4DPOcmqNJsfApBSzY5wzQHc6o1GpsiehbDJ8VWochcoBlwchGRDp72RRiZtA1GzBxjp7Wu9HAtc//RLvDobs6NezQK3L38tSWkEE9Rq7cQk743s+3x6NEAiq16/Bfoe3NWt3H5CNJhLoUthErq3yLkC1wg0gr1W5Y5rUD/B8yEKd7Urr00waTd6eTPEK9zEjZb29zO+9/Sb7QBZHC7pChodmUQgJPM+4Z5lRG1cPCCOfCZLjklq7f/JzPwD7h5AmXPmhHwLtCHzt8JD3RiOuVCrIK1cItrbAHGZUKjAcwuYmr/q+ZQ6xvMxRGPJWpWJ8zbYIfrPCBCitbPBHkzHxyqp+w+dbec4h8C5q832g7zfKE1ZETg0VvhWHjzhrrH0GzYV5mJl520eQYFSK5nuIQRDwJhBVKoyAL2jdVNIU1tcRKyt86/CQWbVqs6FNgBIoZ1cQEOt9wwyILl0iB14Flupz5+5BnrNaqSinvefB5ct4OvsZAIawkCQk2gb7KhBVq/jAi89/XDlfnlHModYnPs7/tbfNDnASl0htNFlR+cc4zh7DnHofsmeep8x0f/RKMSfAO8BtAfXNFX595yYA61tXYTqCdhuOjvmaJi18Q5f+s5urvJ5ldAEj6hEC3soG+8B6swobKit2sLwKs5mutg9BmVFrLn3wHvArO+8yrtaoalbTT12+gjk6Fkjdjo9nLToXziET+lMUKjVGrHGcPEraX3FDc/p68bT1Ye91+j7vd6/iBsmEAxSdJY8Cs9nsfdsUHh2d0rSBCZExjAxLHy9sHH3fX2ibdrtNp9OhVqtZVpVxiBwfH1uHWlF4tXhaXiqVmE6ntl2NQLAJ+zIoCggbYfBiOmezSS3qF1UqFevIMWm1jdPGiMdKKe8KDTIp5g3bwpz2NxoNbt26RaVS4eTkxF7v9/v4vq/EMePYhouZe81mM+vEMG1qUoubz4zHY7shNuKzRnfoLGAE2GHe9qDGitFXeZQIgsA6hszv3A9bWypWvZjC/UE4LdhrqOwGph8M0+30Z42j2DxvRafTB3FiPMo2LQpSnw49NI4CEw52LxSZjqYOi/R5FkIjTzN6TApWM1/c73eKKLbVg0SUz6pNHwbmGTcwv22cXKadut0ucRwjpWQymdi+SpLEzmH36z9Tr4fFo3YMGbanYeACC4xMh/OF97PBTh/oPBj3sylyK0pq1sqZJziJI37pa3/MO0BdwFd63VPfmku8Uvj7vcJ7v3XUXXjvTSAXPl/pnSzcaxfYATpxxMQwTFHMJXMya1ZxX84ZBadFTR+mJd7PBruXIP+HhlAhUgBBFCJ8nSLd8zHHUsflEt8DaNZ5E8XqYEltXNY//Sl+ozvkJvCjV67wlVu3QAtC/z7QrDX434+PuHT1Cl+5qUL1ToC6/p0AoFrjueeUxhN5ApU69LvKmSe1vddq85r+beNQsb29usa3QTl4/IDv6MtffOYa/3h3h9eYMwO+0lcn65+8/oy60GzxXeYbGg+YIfjilWtQifnN4YDn9Kk/jTa/8crXVZp1sJuv39rd59kr12Bllbd0WbeuKKYLlRhGU6iWYJZBWzkdv4HeDAI/+swVfvvdW/zoNbVR/vJxh0Pg20A3jEi0iPYsV1u8XIeJLOxdH3HkorEjjW1bPJz64GubYQsZxsf8HeOsyZOUQTngRkutb1d///eoTMaUpWL/GQfZT2kNKiZjXvzG1+/7i3/haK6j+eKbbwDwM/qaJ8G3qdFzMqHKiBS8/N3vqZIK+OnOEcLLGWU5abnJsK3CJUfBlHTYwwMrcP4wON2moNbaYpueJk0aKMF+BU+3p+0BESCk2tPshj6/0O3SkClSCl781jfvKsdPF9rmUeFev3PP35NKSv3FN95WAtMmVCz3+dePBgxDn2FjibERsj4ZKwc8wfyUQC8TOZL8Idr0YeFzSu+6GAZZ0Pvq63n3ZrPFfzo8JpxkREIAOZ7+zsuvfEuVRd/wZ83YI0XIjC+89i3+7Zs3+PNXr2N2HnWwDrsvD6f3fZwz4JVCmXeA2+UKSRyy3FP7kpa+l5BGnzL/QPODeeaLtuPDSlg8QcchDg4ODg4ODg4ODg4ODg4ODg6PGuI8pLD91Kc+Jb/97W9bj1ZRiNR4vBw+GF555RU+85nPPLY2LbJZTNa2g4MDyw44OjriypUrDIdDBoMBn/nMZ7h5U1H3bt26xeXLl/nud7/LJz7xCaIosuFjQRDQ7XZpNlW6SxOeZbSffN+n2+3ywgsv2FS3R0dHNnPScDi0bJJ2u82rr77K1taWDXExp/SHh4dWj2h5edmGady+fZtms2mzi3met5A5zAgUG6YSKHZQu93m1q1bVKtVjo+PbQhHlmXEcUy/36ems4LAnFFiNEOazabVwQmCgL29PdbW1phOp5aFMhqNFrSTms2mbZ9ut2vFtYsZvB4niqdVRe/117/+dT772c/aE1SHh8fpNgU1Plybfnic5zadTqdWj66YjbFSqdDr9c6tlpgJf82yzLadlJLPfOYzvP76626AnjPcywYzoc1FXbGHgSU/FIlrAp3GGV7F488fK3r+m7U6K0lKazalNhpRylLKOmRIhUEGC+E4HwVC5iRxzI6AXqVGT7PlrncP+bvtVV4iReDdLbirfz8rXPJ4/wPcb3zjG3b+gHu3KTx8uz4sxuMxUSnmm8LjXzo65i0djteaTFiaTFgeTahJyHLINKMnrijdxjBUmTrnmjjzRBkmuYJhKZpT6CKzrJg8xLCkYDE7nXnPfL5Yf/NesY3MPU0ykdOZZIuMmOJ+xpTNZHM0NpBJpGB0/4q/Y+oppVzQwDM6o0U7zZTXFx4eOb4vyJIUT4crplnOLI7phDEncYV9LYD+6dmEX643+CwF7R7LgOGRMofM2mbKb+r6ta99jc997nMfaG2bt2yun5PCmwLeAH5uf59v1BuMtLj7TAhErvo0RQl+K3x0tpwgL4QroYNu7uY7GGHnUPgkKYRa66aUDvn8oMt/s3qFT32A3z3dpqDGYbFNEeKuBIdSpAs5HIVm0fQEfA/4q++8y++vKNbZrbpPICCVKYjzvwe2bEs9jjMBUQ6x3o/8ydGQv76+yifBjhujIeeFPv5DtOkHmictRSufi/PrZ+t11Dh9paGY2tMoIPECUikROpMaRiIEHzSDVBYeVBXilVLOchrTjNYsoz5S+7WmBJEkeAISkSEDPWdkxfILMjHPsunLhG5JcKPRRKQJnx8oFv1fWt/gc8BKCpBpvayH4/SY+fm0j+fll19+KBvsXDiHnn32Wflrv/ZrNtTILKJm4jYZWRweHnfu3OFjH/vYA9vUXH8UMEKzly5dYjAYMBgMWF9ft44UKSWtVot+v28zgBlnged5nJycsL4+zzRycqLo4KOREhLs9Xo2I5fBxsYG7733HltbW+zv71vHyJUrV4jjmO3t7YU05cfHx1y9epXXXnuNK1eu0O12rUOn2WwyHA6tRpBxzKyuqjSS3W7X6ngYx9G1a9cs9XEymdi2brVa7O3t0Wq1rAaOoZDv7u5y5coVkiRhNBrZ0CdjLF2+fJkbN27w/PPP2zY1jqFyucw777yjMoHotonjmNlsRqvV4saNGzbULo5ja9zcK9TpcaBIp8/z3JbNOAGn0+lCOnSH98fpNgWlV+Xa9MPjvLapcbCUy+WFMNogCLhz5w4bGxsPDJ08SxhHO8zDZiqVCl/60pd46623nHPonMHYYGacGy0royVmshO+H6RQmWk86RFk3tzBwFzI9tXlZX75qtoEfataoR5GeLMJfp7im3gbIAiiedahjwohkSJF+h6JFzLzIkaZKtuL/RP+lds3ebGzj5ACYTPdmE2FroMJW4GHymx/+/ZtPv7xjz+wTc31R4FBX9lMGxsbjEdTvlqt8revXeOtNXVA52cZUZpQyjJC1Gbdis/6ypGTJqrdkQm5zupkHCZmo1F0+JhrJrTe2EDGnjF1L4aKmPsZR5CxA801I9hftE3NHqAYpgzz8Hnj6CnalKa9je6faW8T7mocUMbhc7qOxdD+ogPqdNKLKIqUOPBshufPE8vkeUoqIQtLjHJJpkNsnt874ucOdvn0wR55ni440fL80ToLzRxs5AhM6PJ3vvMdPvnJTzKZTN53bTPO2WJYmJAQZTqpgshJ/ZztWp0/Wtriq5UKbzeU4/W4rEKFPOHpoNJHK64kCh7o+zmGBDl+rjU5g4DaTH3n2X6PHxgN+Sd2dtga9u4jsX03TrcpqIPiYpvm6XyC8KSn2ygFcoJ8fj3JJDIqMQgCXmm1+HWdefW7rTqkKV4QnM41eO4gbLgwhJlyGiY+tKYJn+irvdIPDAf84P5NtkY9hPSQUhCEWpcyzygF8+fpfm36cDaYcu5r9+wpMWo1RrZrNf6/1XX+qKJC1W7Uq3TLJfLcQ1ifp8mkJgqvilB19iWU8JCTGQ2dYSydTJCZmudy5jaldSzrdUXi6TVRteHM85jEMfXJmBf21eHJD6cZL+/tszmZAbmakx9SmdqE9Ju5GJRMxE/+5E/y9ttvPxnOISHEAUpI/vCsy/KYsIKr60WEq+vFhKvrxYSr6+PHNSnl6vt/zOFxwtlgFxZPSz3B1fWiwtX1YsLV9WzwUDbYuXAOAQghviql/BNnXY7HAVfXiwlX14sJV9eLCVdXB4c5nqYx8rTU9WmpJ7i6XlS4ul5MuLqebzhBagcHBwcHBwcHBwcHBwcHB4enGM455ODg4ODg4ODg4ODg4ODg4PAU4zw5h/7WWRfgMcLV9WLC1fViwtX1YsLV1cFhjqdpjDwtdX1a6gmurhcVrq4XE66u5xjnRnPIwcHBwcHBwcHBwcHBwcHBweHx4zwxhxwcHBwcHBwcHBwcHBwcHBwcHjOcc8jBwcHBwcHBwcHBwcHBwcHhKcaZO4eEEH9WCPGGEOItIcTPn3V5HjWEEO8KIV4VQrwihPiqvrYkhPiyEOJ7+v/2WZfzw0AI8StCiH0hxGuFa/esm1D467qfvyWE+PzZlfyD4z51/StCiNu6b18RQnyx8N4v6Lq+IYT4sbMp9YeDEOKKEOJ3hRDfEUJ8WwjxF/X1C9e3D6jrhetbIURJCPFHQohv6rr+J/r6dSHEH+o6/boQItLXY/36Lf3+M2dZ/g+CB9T1V4UQNwr9+ll9/YkdwwZCCF8I8Q0hxD/Sry9cvzo8ejgbzNlgTwKcDXYx+9bZYBdzrX7abLALZ39JKc/sH+ADbwPPAhHwTeBTZ1mm70Md3wVWTl37z4Gf13//PPCfnXU5P2Td/jTweeC196sb8EXg/wQE8AXgD8+6/I+grn8F+Pfu8dlP6bEcA9f1GPfPug4foK6bwOf133XgTV2nC9e3D6jrhetb3T81/XcI/KHur78H/JS+/jeBf0P//W8Cf1P//VPAr591HR5BXX8V+NI9Pv/EjuFCHf5d4O8C/0i/vnD96v498jHjbDBngz0R/+5T1wu3TuvyOxvsAvbtA+ySC7dWP6Cuv8oFtMG4YPbXWTOH/iTwlpTyHSnlDPg14CfOuEyPAz8B/B39998B/tkzLMuHhpTy94CjU5fvV7efAP57qfAHQEsIsfl4SvrRcZ+63g8/AfyalHIqpbwBvIUa608EpJQ7Usqv67/7wOvAZS5g3z6grvfDE9u3un8G+mWo/0ngR4B/oK+f7lfT3/8A+FEhhHhMxf1IeEBd74cndgwDCCG2gH8a+Nv6teAC9qvDI4ezwZwN9kTA2WDOBtN4YvvW2WAX0wa7iPbXWTuHLgO3Cq+3efCk8CRCAr8lhPiaEOJf1dfWpZQ7+u9dYP1sivZ9wf3qdlH7+t/SFMhfEXNq+oWpq6Y8fg7l9b/QfXuqrnAB+1ZTX18B9oEvo07dulLKVH+kWB9bV/3+CbD8eEv84XG6rlJK06+/qPv1vxRCxPraE92vwC8B/z6Q69fLXNB+dXikeNLH/cPA2WAKF7WvL9w6XYSzwS5W3zobDLh4NtiFs7/O2jn0NOCHpZSfB34c+DkhxJ8uvimllDzYm/rE4iLXTeNvAM8BnwV2gL96tsV5tBBC1ID/Bfh3pJS94nsXrW/vUdcL2bdSykxK+VlgC3Xa9sIZF+n7htN1FUK8CPwCqs4/CCwB/8EZFvGRQAjxzwD7UsqvnXVZHBzOIZwNdnFxIddpA2eDXby+dTbYxbLBLqr9ddbOodvAlcLrLX3twkBKeVv/vw/8b6jJYM/Q5fT/+2dXwkeO+9XtwvW1lHJPT3458N8yp7Y+8XUVQoSohfp/klL+r/ryhezbe9X1IvctgJSyC/wu8KdQ9N1Av1Wsj62rfr8JdB5zUT8yCnX9s5rCLqWUU+C/42L06w8Bf04I8S4qLOhHgL/GBe9Xh0eCJ3ncPxScDXYx1ul74SKv084Gu7h9C84Gu0A22IW0v87aOfTHwMe0qneEEmf6h2dcpkcGIURVCFE3fwN/BngNVcef1R/7WeA3zqaE3xfcr27/EPgXtSL9F4CTAj32icSpeNh/DtW3oOr6U1qV/jrwMeCPHnf5Pix0/OsvA69LKf+LwlsXrm/vV9eL2LdCiFUhREv/XQb+KVR8/+8CX9IfO92vpr+/BPyOPq0897hPXb9bMKwFKga82K9P5BiWUv6ClHJLSvkMag39HSnlz3AB+9XhkcPZYM4Ge2JxEddpcDaYvn7h+tbZYBfPBruw9pc8e4XvL6LU6d8G/vJZl+cR1+1ZlKr+N4Fvm/qh4gt/G/ge8BVg6azL+iHr9z+j6J4JKqbyX75f3VAK9P+17udXgT9x1uV/BHX9H3RdvoV64DcLn//Luq5vAD9+1uX/gHX9YRRd+VvAK/rfFy9i3z6grheub4GXgW/oOr0G/Mf6+rMo4+ot4O8Dsb5e0q/f0u8/e9Z1eAR1/R3dr68B/yPzbBpP7Bg+Ve9/knm2jAvXr+7f92XMOBvM2WDn/t996nrh1mlddmeDXcC+fYBdcuHW6gfU9cLaYFwg+0vowjo4ODg4ODg4ODg4ODg4ODg4PIU467AyBwcHBwcHBwcHBwcHBwcHB4czhHMOOTg4ODg4ODg4ODg4ODg4ODzFcM4hBwcHBwcHBwcHBwcHBwcHh6cYzjnk4ODg4ODg4ODg4ODg4ODg8BTDOYccHBwcHBwcHBwcHBwcHBwcnmI455CDg4ODg4ODg4ODg4ODg4PDUwznHHJwcHBwcHBwcHBwcHBwcHB4ivH/A5VchvWgzFelAAAAAElFTkSuQmCC",
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      "text/plain": [
       "<Figure size 1440x576 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 参考代码\n",
    "# https://github.com/PaddlePaddle/PaddleOCR/blob/release/2.4/tools/infer/predict_det.py\n",
    "# 预测\n",
    "!python tools/infer/predict_det.py --image_dir=\"./doc/imgs/00018069.jpg\" --det_model_dir=\"./inference/ch_PP-OCRv2_det_infer\" --use_gpu=False\n",
    "\n",
    "# 读取图像并显示出来,显示结果\n",
    "plt.figure(figsize=(20, 8))\n",
    "img_ori = cv2.imread(\"./doc/imgs/00018069.jpg\")\n",
    "img_out = cv2.imread(\"./inference_results/det_res_00018069.jpg\")\n",
    "plt.subplot(1, 2, 1)\n",
    "plt.imshow(img_ori[:,:,::-1])\n",
    "plt.subplot(1, 2, 2)\n",
    "plt.imshow(img_out[:,:,::-1])\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "那么具体是怎么实现的呢?下面给大家详细讲解下PP-OCRv2的推理模型加载与推理代码。\n",
    "\n",
    "首先需要定义参数设置如下所示。更多参数的介绍可以参考:[PaddleOCR推理过程参数介绍](https://github.com/PaddlePaddle/PaddleOCR/blob/release%2F2.4/doc/doc_ch/inference.md#%E5%85%AD%E5%8F%82%E6%95%B0%E8%A7%A3%E9%87%8A)。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# 参考代码\n",
    "# https://github.com/PaddlePaddle/PaddleOCR/blob/release/2.4/tools/infer/utility.py\n",
    "import argparse\n",
    "import os\n",
    "import sys\n",
    "import cv2\n",
    "import numpy as np\n",
    "import paddle\n",
    "from PIL import Image, ImageDraw, ImageFont\n",
    "import math\n",
    "from paddle import inference\n",
    "import time\n",
    "from ppocr.utils.logging import get_logger\n",
    "\n",
    "\n",
    "def str2bool(v):\n",
    "    return v.lower() in (\"true\", \"t\", \"1\")\n",
    "\n",
    "\n",
    "def init_args():\n",
    "    parser = argparse.ArgumentParser()\n",
    "    # params for prediction engine\n",
    "    parser.add_argument(\"--use_gpu\", type=str2bool, default=True)\n",
    "    parser.add_argument(\"--ir_optim\", type=str2bool, default=True)\n",
    "    parser.add_argument(\"--use_tensorrt\", type=str2bool, default=False)\n",
    "    parser.add_argument(\"--min_subgraph_size\", type=int, default=15)\n",
    "    parser.add_argument(\"--precision\", type=str, default=\"fp32\")\n",
    "    parser.add_argument(\"--gpu_mem\", type=int, default=500)\n",
    "\n",
    "    # params for text detector\n",
    "    parser.add_argument(\"--image_dir\", type=str)\n",
    "    parser.add_argument(\"--det_algorithm\", type=str, default='DB')\n",
    "    parser.add_argument(\"--det_model_dir\", type=str)\n",
    "    parser.add_argument(\"--det_limit_side_len\", type=float, default=960)\n",
    "    parser.add_argument(\"--det_limit_type\", type=str, default='max')\n",
    "\n",
    "    # DB parmas\n",
    "    parser.add_argument(\"--det_db_thresh\", type=float, default=0.3)\n",
    "    parser.add_argument(\"--det_db_box_thresh\", type=float, default=0.6)\n",
    "    parser.add_argument(\"--det_db_unclip_ratio\", type=float, default=1.5)\n",
    "    parser.add_argument(\"--max_batch_size\", type=int, default=10)\n",
    "    parser.add_argument(\"--use_dilation\", type=str2bool, default=False)\n",
    "    parser.add_argument(\"--det_db_score_mode\", type=str, default=\"fast\")\n",
    "    # EAST parmas\n",
    "    parser.add_argument(\"--det_east_score_thresh\", type=float, default=0.8)\n",
    "    parser.add_argument(\"--det_east_cover_thresh\", type=float, default=0.1)\n",
    "    parser.add_argument(\"--det_east_nms_thresh\", type=float, default=0.2)\n",
    "\n",
    "    # SAST parmas\n",
    "    parser.add_argument(\"--det_sast_score_thresh\", type=float, default=0.5)\n",
    "    parser.add_argument(\"--det_sast_nms_thresh\", type=float, default=0.2)\n",
    "    parser.add_argument(\"--det_sast_polygon\", type=str2bool, default=False)\n",
    "\n",
    "    # PSE parmas\n",
    "    parser.add_argument(\"--det_pse_thresh\", type=float, default=0)\n",
    "    parser.add_argument(\"--det_pse_box_thresh\", type=float, default=0.85)\n",
    "    parser.add_argument(\"--det_pse_min_area\", type=float, default=16)\n",
    "    parser.add_argument(\"--det_pse_box_type\", type=str, default='box')\n",
    "    parser.add_argument(\"--det_pse_scale\", type=int, default=1)\n",
    "\n",
    "    # params for text recognizer\n",
    "    parser.add_argument(\"--rec_algorithm\", type=str, default='CRNN')\n",
    "    parser.add_argument(\"--rec_model_dir\", type=str)\n",
    "    parser.add_argument(\"--rec_image_shape\", type=str, default=\"3, 32, 320\")\n",
    "    parser.add_argument(\"--rec_batch_num\", type=int, default=6)\n",
    "    parser.add_argument(\"--max_text_length\", type=int, default=25)\n",
    "    parser.add_argument(\n",
    "        \"--rec_char_dict_path\",\n",
    "        type=str,\n",
    "        default=\"./ppocr/utils/ppocr_keys_v1.txt\")\n",
    "    parser.add_argument(\"--use_space_char\", type=str2bool, default=True)\n",
    "    parser.add_argument(\n",
    "        \"--vis_font_path\", type=str, default=\"./doc/fonts/simfang.ttf\")\n",
    "    parser.add_argument(\"--drop_score\", type=float, default=0.5)\n",
    "\n",
    "    # params for e2e\n",
    "    parser.add_argument(\"--e2e_algorithm\", type=str, default='PGNet')\n",
    "    parser.add_argument(\"--e2e_model_dir\", type=str)\n",
    "    parser.add_argument(\"--e2e_limit_side_len\", type=float, default=768)\n",
    "    parser.add_argument(\"--e2e_limit_type\", type=str, default='max')\n",
    "\n",
    "    # PGNet parmas\n",
    "    parser.add_argument(\"--e2e_pgnet_score_thresh\", type=float, default=0.5)\n",
    "    parser.add_argument(\n",
    "        \"--e2e_char_dict_path\", type=str, default=\"./ppocr/utils/ic15_dict.txt\")\n",
    "    parser.add_argument(\"--e2e_pgnet_valid_set\", type=str, default='totaltext')\n",
    "    parser.add_argument(\"--e2e_pgnet_mode\", type=str, default='fast')\n",
    "\n",
    "    # params for text classifier\n",
    "    parser.add_argument(\"--use_angle_cls\", type=str2bool, default=False)\n",
    "    parser.add_argument(\"--cls_model_dir\", type=str)\n",
    "    parser.add_argument(\"--cls_image_shape\", type=str, default=\"3, 48, 192\")\n",
    "    parser.add_argument(\"--label_list\", type=list, default=['0', '180'])\n",
    "    parser.add_argument(\"--cls_batch_num\", type=int, default=6)\n",
    "    parser.add_argument(\"--cls_thresh\", type=float, default=0.9)\n",
    "\n",
    "    parser.add_argument(\"--enable_mkldnn\", type=str2bool, default=False)\n",
    "    parser.add_argument(\"--cpu_threads\", type=int, default=10)\n",
    "    parser.add_argument(\"--use_pdserving\", type=str2bool, default=False)\n",
    "    parser.add_argument(\"--warmup\", type=str2bool, default=False)\n",
    "\n",
    "    #\n",
    "    parser.add_argument(\n",
    "        \"--draw_img_save_dir\", type=str, default=\"./inference_results\")\n",
    "    parser.add_argument(\"--save_crop_res\", type=str2bool, default=False)\n",
    "    parser.add_argument(\"--crop_res_save_dir\", type=str, default=\"./output\")\n",
    "\n",
    "    # multi-process\n",
    "    parser.add_argument(\"--use_mp\", type=str2bool, default=False)\n",
    "    parser.add_argument(\"--total_process_num\", type=int, default=1)\n",
    "    parser.add_argument(\"--process_id\", type=int, default=0)\n",
    "\n",
    "    parser.add_argument(\"--benchmark\", type=str2bool, default=False)\n",
    "    parser.add_argument(\"--save_log_path\", type=str, default=\"./log_output/\")\n",
    "\n",
    "    parser.add_argument(\"--show_log\", type=str2bool, default=True)\n",
    "    parser.add_argument(\"--use_onnx\", type=str2bool, default=False)\n",
    "    # 这里需要注意,添加这个是因为直接在notebook中解析的话,sys.argv会在后面添加下面的内容,导致解析失败\n",
    "    # '-f', '/home/aistudio/.local/share/jupyter/runtime/kernel-e1221262-c656-4129-896f-1b197b6b782c.json'\n",
    "    parser.add_argument(\"-f\", type=str, default=None)\n",
    "    return parser\n",
    "\n",
    "\n",
    "def parse_args():\n",
    "    parser = init_args()\n",
    "    return parser.parse_args()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "下面和大家具体看下文字检测的具体代码。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2021/12/25 15:10:56] root INFO: 00018069.jpg\t[[[378, 249], [411, 252], [409, 266], [377, 265]], [[300, 250], [344, 250], [344, 265], [300, 265]], [[233, 250], [268, 250], [268, 265], [233, 265]], [[101, 249], [184, 249], [184, 266], [101, 266]], [[25, 250], [52, 250], [52, 266], [25, 266]], [[375, 233], [409, 233], [409, 247], [375, 247]], [[285, 233], [362, 233], [362, 247], [285, 247]], [[234, 233], [269, 233], [269, 247], [234, 247]], [[24, 234], [53, 234], [53, 247], [24, 247]], [[101, 230], [184, 230], [184, 248], [101, 248]], [[23, 214], [51, 214], [51, 229], [23, 229]], [[378, 213], [410, 213], [410, 228], [378, 228]], [[295, 211], [348, 214], [347, 229], [294, 226]], [[231, 213], [268, 213], [268, 228], [231, 228]], [[100, 212], [185, 212], [185, 229], [100, 229]], [[309, 195], [338, 195], [338, 209], [309, 209]], [[231, 194], [268, 194], [268, 209], [231, 209]], [[23, 194], [51, 194], [51, 210], [23, 210]], [[378, 193], [409, 193], [409, 209], [378, 209]], [[99, 193], [188, 193], [188, 208], [99, 208]], [[376, 175], [413, 175], [413, 190], [376, 190]], [[22, 175], [52, 175], [52, 192], [22, 192]], [[288, 173], [360, 173], [360, 191], [288, 191]], [[237, 174], [264, 174], [264, 190], [237, 190]], [[100, 173], [185, 173], [185, 191], [100, 191]], [[22, 156], [52, 156], [52, 172], [22, 172]], [[284, 154], [358, 154], [358, 172], [284, 172]], [[235, 155], [267, 155], [267, 171], [235, 171]], [[119, 155], [167, 155], [167, 170], [119, 170]], [[378, 138], [410, 135], [412, 152], [379, 155]], [[294, 136], [357, 136], [357, 153], [294, 153]], [[232, 137], [271, 137], [271, 152], [232, 152]], [[118, 137], [166, 137], [166, 151], [118, 151]], [[22, 137], [52, 137], [52, 152], [22, 152]], [[379, 119], [406, 119], [406, 135], [379, 135]], [[229, 118], [268, 118], [268, 134], [229, 134]], [[23, 118], [52, 118], [52, 134], [23, 134]], [[294, 114], [351, 117], [350, 135], [293, 132]], [[117, 113], [168, 116], [167, 135], [116, 132]], [[377, 99], [407, 99], [407, 115], [377, 115]], [[294, 99], [349, 99], [349, 114], [294, 114]], [[223, 99], [272, 99], [272, 114], [223, 114]], [[24, 99], [48, 99], [48, 115], [24, 115]], [[120, 98], [166, 98], [166, 114], [120, 114]], [[364, 80], [425, 80], [425, 95], [364, 95]], [[294, 81], [362, 81], [362, 93], [294, 93]], [[20, 80], [54, 80], [54, 95], [20, 95]], [[234, 79], [267, 79], [267, 94], [234, 94]], [[100, 76], [184, 78], [184, 96], [99, 94]], [[20, 62], [53, 62], [53, 77], [20, 77]], [[366, 62], [420, 59], [421, 75], [366, 77]], [[303, 60], [340, 60], [340, 75], [303, 75]], [[235, 60], [265, 60], [265, 76], [235, 76]], [[103, 60], [182, 60], [182, 75], [103, 75]], [[19, 43], [55, 43], [55, 58], [19, 58]], [[366, 43], [421, 40], [422, 55], [366, 58]], [[305, 42], [341, 42], [341, 57], [305, 57]], [[233, 42], [268, 42], [268, 57], [233, 57]], [[110, 42], [176, 42], [176, 56], [110, 56]], [[22, 24], [53, 24], [53, 40], [22, 40]], [[376, 23], [412, 23], [412, 38], [376, 38]], [[299, 23], [345, 23], [345, 38], [299, 38]], [[233, 23], [268, 23], [268, 39], [233, 39]], [[101, 21], [184, 21], [184, 40], [101, 40]], [[295, 3], [347, 3], [347, 20], [295, 20]], [[373, 1], [414, 1], [414, 20], [373, 20]], [[231, 1], [270, 1], [270, 20], [231, 20]], [[123, 1], [159, 1], [159, 21], [123, 21]], [[18, 1], [54, 1], [54, 21], [18, 21]]]\n",
      "\n",
      "[2021/12/25 15:10:56] root INFO: The predict time of ./doc/imgs/00018069.jpg: 0.04716134071350098\n",
      "[2021/12/25 15:10:56] root INFO: The visualized image saved in ./inference_results/det_res_00018069.jpg\n"
     ]
    },
    {
     "data": {
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",
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      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 参考代码\n",
    "# https://github.com/PaddlePaddle/PaddleOCR/blob/release/2.4/tools/infer/predict_det.py\n",
    "import os\n",
    "import sys\n",
    "import cv2\n",
    "import numpy as np\n",
    "import time\n",
    "\n",
    "import tools.infer.utility as utility\n",
    "from ppocr.utils.logging import get_logger\n",
    "from ppocr.utils.utility import get_image_file_list, check_and_read_gif\n",
    "from ppocr.data import create_operators, transform\n",
    "from ppocr.postprocess import build_post_process\n",
    "import json\n",
    "logger = get_logger()\n",
    "\n",
    "# 文字检测类\n",
    "class TextDetector(object):\n",
    "    def __init__(self, args):\n",
    "        self.args = args\n",
    "        self.det_algorithm = args.det_algorithm\n",
    "        pre_process_list = [{\n",
    "            'DetResizeForTest': {\n",
    "                'limit_side_len': args.det_limit_side_len,\n",
    "                'limit_type': args.det_limit_type,\n",
    "            }\n",
    "        }, {\n",
    "            'NormalizeImage': {\n",
    "                'std': [0.229, 0.224, 0.225],\n",
    "                'mean': [0.485, 0.456, 0.406],\n",
    "                'scale': '1./255.',\n",
    "                'order': 'hwc'\n",
    "            }\n",
    "        }, {\n",
    "            'ToCHWImage': None\n",
    "        }, {\n",
    "            'KeepKeys': {\n",
    "                'keep_keys': ['image', 'shape']\n",
    "            }\n",
    "        }]\n",
    "        postprocess_params = {}\n",
    "        if self.det_algorithm == \"DB\":\n",
    "            postprocess_params['name'] = 'DBPostProcess'\n",
    "            postprocess_params[\"thresh\"] = args.det_db_thresh\n",
    "            postprocess_params[\"box_thresh\"] = args.det_db_box_thresh\n",
    "            postprocess_params[\"max_candidates\"] = 1000\n",
    "            postprocess_params[\"unclip_ratio\"] = args.det_db_unclip_ratio\n",
    "            postprocess_params[\"use_dilation\"] = args.use_dilation\n",
    "            postprocess_params[\"score_mode\"] = args.det_db_score_mode\n",
    "        else:\n",
    "            logger.info(\"unknown det_algorithm:{}\".format(self.det_algorithm))\n",
    "            sys.exit(0)\n",
    "        # 初始化预测引擎\n",
    "        self.predictor, self.input_tensor, self.output_tensors, self.config = utility.create_predictor(\n",
    "            args, 'det', logger)\n",
    "        # 构建预处理算子\n",
    "        self.preprocess_op = create_operators(pre_process_list)\n",
    "        # 构建后处理算子\n",
    "        self.postprocess_op = build_post_process(postprocess_params)\n",
    "        \n",
    "\n",
    "    def order_points_clockwise(self, pts):\n",
    "        \"\"\"\n",
    "        参考: https://github.com/jrosebr1/imutils/blob/master/imutils/perspective.py\n",
    "        对检测出来的点进行按照顺时针排序\n",
    "        \"\"\"\n",
    "        xSorted = pts[np.argsort(pts[:, 0]), :]\n",
    "\n",
    "        leftMost = xSorted[:2, :]\n",
    "        rightMost = xSorted[2:, :]\n",
    "\n",
    "        leftMost = leftMost[np.argsort(leftMost[:, 1]), :]\n",
    "        (tl, bl) = leftMost\n",
    "\n",
    "        rightMost = rightMost[np.argsort(rightMost[:, 1]), :]\n",
    "        (tr, br) = rightMost\n",
    "\n",
    "        rect = np.array([tl, tr, br, bl], dtype=\"float32\")\n",
    "        return rect\n",
    "\n",
    "    def clip_det_res(self, points, img_height, img_width):\n",
    "        # 对检测结果根据宽高进行限幅,防止超出图像边界\n",
    "        for pno in range(points.shape[0]):\n",
    "            points[pno, 0] = int(min(max(points[pno, 0], 0), img_width - 1))\n",
    "            points[pno, 1] = int(min(max(points[pno, 1], 0), img_height - 1))\n",
    "        return points\n",
    "\n",
    "    def filter_tag_det_res(self, dt_boxes, image_shape):\n",
    "        # 去除小于特定尺寸的检测结果\n",
    "        img_height, img_width = image_shape[0:2]\n",
    "        dt_boxes_new = []\n",
    "        for box in dt_boxes:\n",
    "            box = self.order_points_clockwise(box)\n",
    "            box = self.clip_det_res(box, img_height, img_width)\n",
    "            rect_width = int(np.linalg.norm(box[0] - box[1]))\n",
    "            rect_height = int(np.linalg.norm(box[0] - box[3]))\n",
    "            if rect_width <= 3 or rect_height <= 3:\n",
    "                continue\n",
    "            dt_boxes_new.append(box)\n",
    "        dt_boxes = np.array(dt_boxes_new)\n",
    "        return dt_boxes\n",
    "\n",
    "    def filter_tag_det_res_only_clip(self, dt_boxes, image_shape):\n",
    "        # 仅对检测结果的边界进行限幅\n",
    "        img_height, img_width = image_shape[0:2]\n",
    "        dt_boxes_new = []\n",
    "        for box in dt_boxes:\n",
    "            box = self.clip_det_res(box, img_height, img_width)\n",
    "            dt_boxes_new.append(box)\n",
    "        dt_boxes = np.array(dt_boxes_new)\n",
    "        return dt_boxes\n",
    "\n",
    "    def __call__(self, img):\n",
    "        ori_im = img.copy()\n",
    "        data = {'image': img}\n",
    "\n",
    "        st = time.time()\n",
    "        \n",
    "        # 数据预处理\n",
    "        data = transform(data, self.preprocess_op)\n",
    "        img, shape_list = data\n",
    "        if img is None:\n",
    "            return None, 0\n",
    "        # 扩展bs维度:CHW -> NCHW\n",
    "        img = np.expand_dims(img, axis=0)\n",
    "        shape_list = np.expand_dims(shape_list, axis=0)\n",
    "        img = img.copy()\n",
    "        # 将数据拷贝到预测引擎中\n",
    "        self.input_tensor.copy_from_cpu(img)\n",
    "        # 自动推理\n",
    "        self.predictor.run()\n",
    "        outputs = []\n",
    "        # 将返回结果从预测引擎中拷贝回CPU\n",
    "        for output_tensor in self.output_tensors:\n",
    "            output = output_tensor.copy_to_cpu()\n",
    "            outputs.append(output)\n",
    "\n",
    "        preds = {}\n",
    "        if self.det_algorithm in ['DB', 'PSE']:\n",
    "            preds['maps'] = outputs[0]\n",
    "        else:\n",
    "            raise NotImplementedError\n",
    "\n",
    "        # 后处理\n",
    "        post_result = self.postprocess_op(preds, shape_list)\n",
    "        dt_boxes = post_result[0]['points']\n",
    "        dt_boxes = self.filter_tag_det_res(dt_boxes, ori_im.shape)\n",
    "        \n",
    "        et = time.time()\n",
    "        return dt_boxes, et - st\n",
    "\n",
    "# 设置参数\n",
    "args = parse_args()\n",
    "args.det_model_dir = \"./inference/ch_PP-OCRv2_det_infer\"\n",
    "args.image_dir = \"./doc/imgs/00018069.jpg\"\n",
    "\n",
    "# 获取图片列表\n",
    "image_file_list = get_image_file_list(args.image_dir)\n",
    "# 创建文本检测器对象\n",
    "text_detector = TextDetector(args)\n",
    "\n",
    "count = 0\n",
    "total_time = 0\n",
    "draw_img_save = \"./inference_results\"\n",
    "\n",
    "if not os.path.exists(draw_img_save):\n",
    "    os.makedirs(draw_img_save)\n",
    "save_results = []\n",
    "for image_file in image_file_list:\n",
    "    img = cv2.imread(image_file)\n",
    "    if img is None:\n",
    "        logger.info(\"error in loading image:{}\".format(image_file))\n",
    "        continue\n",
    "    st = time.time()\n",
    "    dt_boxes, _ = text_detector(img)\n",
    "    elapse = time.time() - st\n",
    "    if count > 0:\n",
    "        total_time += elapse\n",
    "    count += 1\n",
    "    save_pred = os.path.basename(image_file) + \"\\t\" + str(\n",
    "        json.dumps(np.array(dt_boxes).astype(np.int32).tolist())) + \"\\n\"\n",
    "    save_results.append(save_pred)\n",
    "    logger.info(save_pred)\n",
    "    logger.info(\"The predict time of {}: {}\".format(image_file, elapse))\n",
    "    src_im = utility.draw_text_det_res(dt_boxes, image_file)\n",
    "    img_name_pure = os.path.split(image_file)[-1]\n",
    "    img_path = os.path.join(draw_img_save,\n",
    "                            \"det_res_{}\".format(img_name_pure))\n",
    "    cv2.imwrite(img_path, src_im)\n",
    "    logger.info(\"The visualized image saved in {}\".format(img_path))\n",
    "    \n",
    "    break\n",
    "\n",
    "with open(os.path.join(draw_img_save, \"det_results.txt\"), 'w') as f:\n",
    "    f.writelines(save_results)\n",
    "    f.close()\n",
    "\n",
    "plt.figure(figsize=(10, 10))\n",
    "plt.imshow(src_im[:, :, ::-1])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "上面就完成了完整的文本检测流程。\n",
    "\n",
    "## 2.3 PP-OCRv2方向分类器模型推理\n",
    "\n",
    "同样地,对于方向分类器模型,我们也可以使用下面的命令快速体验其功能。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--2021-12-25 15:40:13--  https://paddleocr.bj.bcebos.com/dygraph_v2.0/ch/ch_ppocr_mobile_v2.0_cls_infer.tar\n",
      "Resolving paddleocr.bj.bcebos.com (paddleocr.bj.bcebos.com)... 100.67.200.6\n",
      "Connecting to paddleocr.bj.bcebos.com (paddleocr.bj.bcebos.com)|100.67.200.6|:443... connected.\n",
      "HTTP request sent, awaiting response... 200 OK\n",
      "Length: 1454080 (1.4M) [application/x-tar]\n",
      "Saving to: ‘ch_ppocr_mobile_v2.0_cls_infer.tar’\n",
      "\n",
      "ch_ppocr_mobile_v2. 100%[===================>]   1.39M  --.-KB/s    in 0.04s   \n",
      "\n",
      "2021-12-25 15:40:13 (33.6 MB/s) - ‘ch_ppocr_mobile_v2.0_cls_infer.tar’ saved [1454080/1454080]\n",
      "\n",
      "[2021/12/25 15:40:15] root INFO: Predicts of ./doc/imgs_words/ch/word_1.jpg:['0', 0.9998784]\n"
     ]
    },
    {
     "data": {
944
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",
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      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 下载模型\n",
    "!cd inference && wget https://paddleocr.bj.bcebos.com/dygraph_v2.0/ch/ch_ppocr_mobile_v2.0_cls_infer.tar -O ch_ppocr_mobile_v2.0_cls_infer.tar && tar -xf ch_ppocr_mobile_v2.0_cls_infer.tar\n",
    "# 预测\n",
    "!python tools/infer/predict_cls.py \\\n",
    "    --image_dir=\"./doc/imgs_words/ch/word_1.jpg\" \\\n",
    "    --cls_model_dir=\"./inference/ch_ppocr_mobile_v2.0_cls_infer\" \\\n",
    "    --use_gpu=False\n",
    "# 画图\n",
    "img = cv2.imread(\"./doc/imgs_words/ch/word_1.jpg\")\n",
    "plt.imshow(img[:,:,::-1])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "图片的方向是正向水平文本,预测结果正确。\n",
    "\n",
    "具体地,方向分类器的具体实现代码如下所示。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2021/12/25 15:43:28] root INFO: Predicts of ./doc/imgs_words/ch/word_4.jpg:['0', 0.9999982]\n"
     ]
    },
    {
     "data": {
994
      "image/png": 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",
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      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 参考代码\n",
    "# https://github.com/PaddlePaddle/PaddleOCR/blob/release/2.4/tools/infer/predict_cls.py\n",
    "import copy\n",
    "\n",
    "# 方向分类器实现的类\n",
    "class TextClassifier(object):\n",
    "    def __init__(self, args):\n",
    "        self.cls_image_shape = [int(v) for v in args.cls_image_shape.split(\",\")]\n",
    "        self.cls_batch_num = args.cls_batch_num\n",
    "        self.cls_thresh = args.cls_thresh\n",
    "        postprocess_params = {\n",
    "            'name': 'ClsPostProcess',\n",
    "            \"label_list\": args.label_list,\n",
    "        }\n",
    "        # 后处理算子\n",
    "        self.postprocess_op = build_post_process(postprocess_params)\n",
    "        # 初始化预测引擎\n",
    "        self.predictor, self.input_tensor, self.output_tensors, _ = \\\n",
    "            utility.create_predictor(args, 'cls', logger)\n",
    "\n",
    "    # 对图像进行resize并且normalize\n",
    "    def resize_norm_img(self, img):\n",
    "        imgC, imgH, imgW = self.cls_image_shape\n",
    "        h = img.shape[0]\n",
    "        w = img.shape[1]\n",
    "        ratio = w / float(h)\n",
    "        if math.ceil(imgH * ratio) > imgW:\n",
    "            resized_w = imgW\n",
    "        else:\n",
    "            resized_w = int(math.ceil(imgH * ratio))\n",
    "        resized_image = cv2.resize(img, (resized_w, imgH))\n",
    "        resized_image = resized_image.astype('float32')\n",
    "        if self.cls_image_shape[0] == 1:\n",
    "            resized_image = resized_image / 255\n",
    "            resized_image = resized_image[np.newaxis, :]\n",
    "        else:\n",
    "            resized_image = resized_image.transpose((2, 0, 1)) / 255\n",
    "        resized_image -= 0.5\n",
    "        resized_image /= 0.5\n",
    "        padding_im = np.zeros((imgC, imgH, imgW), dtype=np.float32)\n",
    "        padding_im[:, :, 0:resized_w] = resized_image\n",
    "        return padding_im\n",
    "\n",
    "    def __call__(self, img_list):\n",
    "        img_list = copy.deepcopy(img_list)\n",
    "        img_num = len(img_list)\n",
    "        # 记录宽高比\n",
    "        width_list = []\n",
    "        for img in img_list:\n",
    "            width_list.append(img.shape[1] / float(img.shape[0]))\n",
    "        # 排序,加速后续的预处理过程\n",
    "        indices = np.argsort(np.array(width_list))\n",
    "\n",
    "        cls_res = [['', 0.0]] * img_num\n",
    "        batch_num = self.cls_batch_num\n",
    "        elapse = 0\n",
    "        for beg_img_no in range(0, img_num, batch_num):\n",
    "            end_img_no = min(img_num, beg_img_no + batch_num)\n",
    "            norm_img_batch = []\n",
    "            max_wh_ratio = 0\n",
    "            starttime = time.time()\n",
    "            # 预处理数据,组batch\n",
    "            for ino in range(beg_img_no, end_img_no):\n",
    "                h, w = img_list[indices[ino]].shape[0:2]\n",
    "                wh_ratio = w * 1.0 / h\n",
    "                max_wh_ratio = max(max_wh_ratio, wh_ratio)\n",
    "            for ino in range(beg_img_no, end_img_no):\n",
    "                norm_img = self.resize_norm_img(img_list[indices[ino]])\n",
    "                norm_img = norm_img[np.newaxis, :]\n",
    "                norm_img_batch.append(norm_img)\n",
    "            norm_img_batch = np.concatenate(norm_img_batch)\n",
    "            norm_img_batch = norm_img_batch.copy()\n",
    "            # 将数据拷贝到预测引擎\n",
    "            self.input_tensor.copy_from_cpu(norm_img_batch)\n",
    "            # 自动推理过程\n",
    "            self.predictor.run()\n",
    "            # 将数据拷贝回CPU\n",
    "            prob_out = self.output_tensors[0].copy_to_cpu()\n",
    "            # 后处理\n",
    "            cls_result = self.postprocess_op(prob_out)\n",
    "            elapse += time.time() - starttime\n",
    "            for rno in range(len(cls_result)):\n",
    "                label, score = cls_result[rno]\n",
    "                cls_res[indices[beg_img_no + rno]] = [label, score]\n",
    "                if '180' in label and score > self.cls_thresh:\n",
    "                    img_list[indices[beg_img_no + rno]] = cv2.rotate(\n",
    "                        img_list[indices[beg_img_no + rno]], 1)\n",
    "        return img_list, cls_res, elapse\n",
    "\n",
    "args = parse_args()\n",
    "args.cls_model_dir = \"./inference/ch_ppocr_mobile_v2.0_cls_infer\"\n",
    "args.image_dir = \"./doc/imgs_words/ch/word_4.jpg\"\n",
    "\n",
    "image_file_list = get_image_file_list(args.image_dir)\n",
    "text_classifier = TextClassifier(args)\n",
    "valid_image_file_list = []\n",
    "img_list = []\n",
    "for image_file in image_file_list:\n",
    "    img = cv2.imread(image_file)\n",
    "    # 预测之前对图像旋转180度\n",
    "    # img = cv2.rotate(img, cv2.ROTATE_180)\n",
    "    if img is None:\n",
    "        logger.info(\"error in loading image:{}\".format(image_file))\n",
    "        continue\n",
    "    valid_image_file_list.append(image_file)\n",
    "    img_list.append(img)\n",
    "img_list, cls_res, predict_time = text_classifier(img_list)\n",
    "for ino in range(len(img_list)):\n",
    "    logger.info(\"Predicts of {}:{}\".format(valid_image_file_list[ino],\n",
    "                                            cls_res[ino]))\n",
    "\n",
    "plt.imshow(img[:,:,::-1])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "这里我们也可以将图像旋转180度之后,看下方向分类器的分类效果。\n",
    "\n",
    "上面就完成了完整的方向分类器的推理过程。\n",
    "\n",
    "\n",
    "## 2.4 PP-OCRv2文字识别模型推理\n",
    "\n",
    "对于文字识别模型,我们也可以使用下面的命令快速体验其功能。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--2021-12-25 15:43:40--  https://paddleocr.bj.bcebos.com/PP-OCRv2/chinese/ch_PP-OCRv2_rec_infer.tar\n",
      "Resolving paddleocr.bj.bcebos.com (paddleocr.bj.bcebos.com)... 100.67.200.6\n",
      "Connecting to paddleocr.bj.bcebos.com (paddleocr.bj.bcebos.com)|100.67.200.6|:443... connected.\n",
      "HTTP request sent, awaiting response... 200 OK\n",
      "Length: 8875520 (8.5M) [application/x-tar]\n",
      "Saving to: ‘ch_PP-OCRv2_rec_infer.tar’\n",
      "\n",
      "ch_PP-OCRv2_rec_inf 100%[===================>]   8.46M  --.-KB/s    in 0.1s    \n",
      "\n",
      "2021-12-25 15:43:40 (64.5 MB/s) - ‘ch_PP-OCRv2_rec_infer.tar’ saved [8875520/8875520]\n",
      "\n",
      "[2021/12/25 15:43:42] root INFO: Predicts of ./doc/imgs_words/ch/word_4.jpg:('实力活力', 0.9409585)\n"
     ]
    },
    {
     "data": {
1162
      "image/png": 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",
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      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 下载模型\n",
    "!cd inference && wget https://paddleocr.bj.bcebos.com/PP-OCRv2/chinese/ch_PP-OCRv2_rec_infer.tar -O ch_PP-OCRv2_rec_infer.tar &&  tar -xf ch_PP-OCRv2_rec_infer.tar\n",
    "# 预测\n",
    "!python tools/infer/predict_rec.py \\\n",
    "    --image_dir=\"./doc/imgs_words/ch/word_4.jpg\" \\\n",
    "    --rec_model_dir=\"./inference/ch_PP-OCRv2_rec_infer\" \\\n",
    "    --use_gpu=False\n",
    "\n",
    "# 读取图像并显示\n",
    "img = cv2.imread(\"./doc/imgs_words/ch/word_4.jpg\")\n",
    "plt.imshow(img[:,:,::-1])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "文字识别的具体代码如下所示。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2021/12/25 15:51:51] root INFO: Predicts of ./doc/imgs_words/ch/word_4.jpg:('实力活力', 0.9409561)\n"
     ]
    }
   ],
   "source": [
    "# 参考代码\n",
    "# https://github.com/PaddlePaddle/PaddleOCR/blob/release/2.4/tools/infer/predict_rec.py\n",
    "class TextRecognizer(object):\n",
    "    def __init__(self, args):\n",
    "        self.rec_image_shape = [int(v) for v in args.rec_image_shape.split(\",\")]\n",
    "        self.rec_batch_num = args.rec_batch_num\n",
    "        self.rec_algorithm = args.rec_algorithm\n",
    "        postprocess_params = {\n",
    "            'name': 'CTCLabelDecode',\n",
    "            \"character_dict_path\": args.rec_char_dict_path,\n",
    "            \"use_space_char\": args.use_space_char\n",
    "        }\n",
    "        # 初始化预测引擎\n",
    "        self.predictor, self.input_tensor, self.output_tensors, self.config = \\\n",
    "            utility.create_predictor(args, 'rec', logger)\n",
    "        # 初始化后处理过程\n",
    "        self.postprocess_op = build_post_process(postprocess_params)\n",
    "\n",
    "    # 预处理核心逻辑\n",
    "    def resize_norm_img(self, img, max_wh_ratio):\n",
    "        imgC, imgH, imgW = self.rec_image_shape\n",
    "        assert imgC == img.shape[2]\n",
    "        imgW = int((32 * max_wh_ratio))\n",
    "        h, w = img.shape[:2]\n",
    "        ratio = w / float(h)\n",
    "        if math.ceil(imgH * ratio) > imgW:\n",
    "            resized_w = imgW\n",
    "        else:\n",
    "            resized_w = int(math.ceil(imgH * ratio))\n",
    "        resized_image = cv2.resize(img, (resized_w, imgH))\n",
    "        resized_image = resized_image.astype('float32')\n",
    "        # [0, 255] -> [0, 1]\n",
    "        resized_image = resized_image.transpose((2, 0, 1)) / 255\n",
    "        # [0, 1] -> [-0.5, 0.5]\n",
    "        resized_image -= 0.5\n",
    "        # [-0.5, 0.5] -> [-1, 1]\n",
    "        resized_image /= 0.5\n",
    "        padding_im = np.zeros((imgC, imgH, imgW), dtype=np.float32)\n",
    "        padding_im[:, :, 0:resized_w] = resized_image\n",
    "        return padding_im\n",
    "\n",
    "    # 对图像列表进行处理\n",
    "    def __call__(self, img_list):\n",
    "        img_num = len(img_list)\n",
    "        # 记录宽高比\n",
    "        width_list = []\n",
    "        for img in img_list:\n",
    "            width_list.append(img.shape[1] / float(img.shape[0]))\n",
    "        # 排序,加速处理过程\n",
    "        indices = np.argsort(np.array(width_list))\n",
    "        rec_res = [['', 0.0]] * img_num\n",
    "        batch_num = self.rec_batch_num\n",
    "        st = time.time()\n",
    "        for beg_img_no in range(0, img_num, batch_num):\n",
    "            end_img_no = min(img_num, beg_img_no + batch_num)\n",
    "            norm_img_batch = []\n",
    "            max_wh_ratio = 0\n",
    "            for ino in range(beg_img_no, end_img_no):\n",
    "                h, w = img_list[indices[ino]].shape[0:2]\n",
    "                wh_ratio = w * 1.0 / h\n",
    "                max_wh_ratio = max(max_wh_ratio, wh_ratio)\n",
    "            # 调用预处理方法并组batch\n",
    "            for ino in range(beg_img_no, end_img_no):\n",
    "                norm_img = self.resize_norm_img(img_list[indices[ino]],\n",
    "                                                max_wh_ratio)\n",
    "                norm_img = norm_img[np.newaxis, :]\n",
    "                norm_img_batch.append(norm_img)\n",
    "            norm_img_batch = np.concatenate(norm_img_batch)\n",
    "            norm_img_batch = norm_img_batch.copy()\n",
    "            \n",
    "            # 将数据拷贝到预测引擎中\n",
    "            self.input_tensor.copy_from_cpu(norm_img_batch)\n",
    "            # 自动化推理过程\n",
    "            self.predictor.run()\n",
    "            outputs = []\n",
    "            # 将数据拷贝到CPU\n",
    "            for output_tensor in self.output_tensors:\n",
    "                output = output_tensor.copy_to_cpu()\n",
    "                outputs.append(output)\n",
    "            if len(outputs) != 1:\n",
    "                preds = outputs\n",
    "            else:\n",
    "                preds = outputs[0]\n",
    "            # 后处理\n",
    "            rec_result = self.postprocess_op(preds)\n",
    "            for rno in range(len(rec_result)):\n",
    "                rec_res[indices[beg_img_no + rno]] = rec_result[rno]\n",
    "        return rec_res, time.time() - st\n",
    "\n",
    "\n",
    "# 定义参数\n",
    "args = parse_args()\n",
    "args.rec_model_dir = \"./inference/ch_PP-OCRv2_rec_infer\"\n",
    "args.image_dir = \"./doc/imgs_words/ch/word_4.jpg\"\n",
    "img_list = []\n",
    "\n",
    "image_file_list = get_image_file_list(args.image_dir)\n",
    "text_recognizer = TextRecognizer(args)\n",
    "valid_image_file_list = []\n",
    "for image_file in image_file_list:\n",
    "    img = cv2.imread(image_file)\n",
    "    if img is None:\n",
    "        logger.info(\"error in loading image:{}\".format(image_file))\n",
    "        continue\n",
    "    valid_image_file_list.append(image_file)\n",
    "    img_list.append(img)\n",
    "rec_res, _ = text_recognizer(img_list)\n",
    "for ino in range(len(img_list)):\n",
    "    logger.info(\"Predicts of {}:{}\".format(valid_image_file_list[ino],\n",
    "                                            rec_res[ino]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "## 2.5 PP-OCRv2 系统串联预测推理\n",
    "\n",
    "前面的内容给大家介绍了PP-OCRv2系统中,检测、方向分类器、识别模型的单独推理过程。为了方便大家端到端地使用,我们将这三个模块串联起来,组成了PP-OCRv2系统,并提供了相应的预测脚本。\n",
    "\n",
    "在执行PP-OCRv2的系统推理时,需要通过参数`image_dir`指定单张图像或者图像集合的路径、参数`det_model_dir`, `cls_model_dir` 和 `rec_model_dir` 分别指定检测、方向分类和识别的 `inference` 模型路径。参数 `use_angle_cls` 用于控制是否启用方向分类模型。`use_mp` 表示是否使用多进程。`total_process_num` 表示在使用多进程时的进程数。\n",
    "\n",
    "\n",
    "以图像文件`./doc/imgs/00018069.jpg`为例,预测的原始图像如下。\n",
    "\n",
    "<div align=\"center\">\n",
    "<img src=\"https://ai-studio-static-online.cdn.bcebos.com/5b00f13167014bb1b5b94af65c287509e645043507504ae99f912832e7998c5f\"  width = \"600\" />\n",
    "</div>\n",
    "<center>原始图像</center>\n",
    "\n",
    "\n",
    "如果串联预测时使用方向分类器,则可以使用下面的命令进行预测。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2021/12/25 15:53:46] root DEBUG: dt_boxes num : 69, elapse : 2.86064076423645\n",
      "[2021/12/25 15:53:46] root DEBUG: cls num  : 69, elapse : 0.05832171440124512\n",
      "[2021/12/25 15:53:46] root DEBUG: rec_res num  : 69, elapse : 0.11343073844909668\n",
      "[2021/12/25 15:53:46] root DEBUG: 0  Predict time of ./doc/imgs/00018069.jpg: 3.039s\n",
      "[2021/12/25 15:53:46] root DEBUG: 代号, 0.951\n",
      "[2021/12/25 15:53:46] root DEBUG: 项目, 0.981\n",
      "[2021/12/25 15:53:46] root DEBUG: 结果, 0.994\n",
      "[2021/12/25 15:53:46] root DEBUG: 参考值, 0.999\n",
      "[2021/12/25 15:53:46] root DEBUG: 单位, 0.994\n",
      "[2021/12/25 15:53:46] root DEBUG: 谷丙转氨酶, 0.982\n",
      "[2021/12/25 15:53:46] root DEBUG: 25.6, 0.936\n",
      "[2021/12/25 15:53:46] root DEBUG: 0--40, 0.993\n",
      "[2021/12/25 15:53:46] root DEBUG: ALT, 0.999\n",
      "[2021/12/25 15:53:46] root DEBUG: U/L, 0.961\n",
      "[2021/12/25 15:53:46] root DEBUG: 总胆红素, 0.970\n",
      "[2021/12/25 15:53:46] root DEBUG: 11.2, 0.980\n",
      "[2021/12/25 15:53:46] root DEBUG: TBIL, 0.987\n",
      "[2021/12/25 15:53:46] root DEBUG: <20, 0.976\n",
      "[2021/12/25 15:53:46] root DEBUG: UMOL/L, 0.754\n",
      "[2021/12/25 15:53:46] root DEBUG: 直接胆红素, 0.954\n",
      "[2021/12/25 15:53:46] root DEBUG: 3.3, 0.954\n",
      "[2021/12/25 15:53:46] root DEBUG: DBIL, 0.993\n",
      "[2021/12/25 15:53:46] root DEBUG: 01-7, 0.839\n",
      "[2021/12/25 15:53:46] root DEBUG: UMOL/L, 0.786\n",
      "[2021/12/25 15:53:46] root DEBUG: 间接胆红素, 0.961\n",
      "[2021/12/25 15:53:46] root DEBUG: IBIL, 0.996\n",
      "[2021/12/25 15:53:46] root DEBUG: 7.9, 0.868\n",
      "[2021/12/25 15:53:46] root DEBUG: 1.5--15, 0.887\n",
      "[2021/12/25 15:53:46] root DEBUG: UMOL/L, 0.864\n",
      "[2021/12/25 15:53:46] root DEBUG: TP, 0.927\n",
      "[2021/12/25 15:53:46] root DEBUG: 总蛋白, 0.983\n",
      "[2021/12/25 15:53:46] root DEBUG: +6 89, 0.801\n",
      "[2021/12/25 15:53:46] root DEBUG: 60--80, 0.996\n",
      "[2021/12/25 15:53:46] root DEBUG: 8/L, 0.991\n",
      "[2021/12/25 15:53:46] root DEBUG: 白蛋白, 0.984\n",
      "[2021/12/25 15:53:46] root DEBUG: ALB, 0.998\n",
      "[2021/12/25 15:53:46] root DEBUG: 35.1, 0.956\n",
      "[2021/12/25 15:53:46] root DEBUG: 33--55, 0.898\n",
      "[2021/12/25 15:53:46] root DEBUG: 8/L, 0.962\n",
      "[2021/12/25 15:53:46] root DEBUG: GLO, 0.985\n",
      "[2021/12/25 15:53:46] root DEBUG: 球蛋白, 0.981\n",
      "[2021/12/25 15:53:46] root DEBUG: 23.8, 0.962\n",
      "[2021/12/25 15:53:46] root DEBUG: 20--30, 0.986\n",
      "[2021/12/25 15:53:46] root DEBUG: 8/L, 0.821\n",
      "[2021/12/25 15:53:46] root DEBUG: 白球比, 0.992\n",
      "[2021/12/25 15:53:46] root DEBUG: 1.5, 0.993\n",
      "[2021/12/25 15:53:46] root DEBUG: A/G, 0.978\n",
      "[2021/12/25 15:53:46] root DEBUG: 11.5--2.5, 0.920\n",
      "[2021/12/25 15:53:46] root DEBUG: 碱性磷酸酶, 0.965\n",
      "[2021/12/25 15:53:46] root DEBUG: 93, 0.940\n",
      "[2021/12/25 15:53:46] root DEBUG: ALP, 0.998\n",
      "[2021/12/25 15:53:46] root DEBUG: 15--112, 0.964\n",
      "[2021/12/25 15:53:46] root DEBUG: IU/L, 0.895\n",
      "[2021/12/25 15:53:46] root DEBUG: 谷氨酰转肽酶, 0.902\n",
      "[2021/12/25 15:53:46] root DEBUG: GGT, 0.858\n",
      "[2021/12/25 15:53:46] root DEBUG: 14.3, 0.957\n",
      "[2021/12/25 15:53:46] root DEBUG: <50, 0.938\n",
      "[2021/12/25 15:53:46] root DEBUG: U/L, 0.928\n",
      "[2021/12/25 15:53:46] root DEBUG: 谷草转氨酶, 0.975\n",
      "[2021/12/25 15:53:46] root DEBUG: 16.3, 0.991\n",
      "[2021/12/25 15:53:46] root DEBUG: 8--40, 0.978\n",
      "[2021/12/25 15:53:46] root DEBUG: AST, 0.996\n",
      "[2021/12/25 15:53:46] root DEBUG: U/L, 0.872\n",
      "[2021/12/25 15:53:46] root DEBUG: 乳酸脱氢酶, 0.939\n",
      "[2021/12/25 15:53:46] root DEBUG: 167, 0.984\n",
      "[2021/12/25 15:53:46] root DEBUG: 114--240, 0.980\n",
      "[2021/12/25 15:53:46] root DEBUG: LDH, 0.990\n",
      "[2021/12/25 15:53:46] root DEBUG: U/L, 0.989\n",
      "[2021/12/25 15:53:46] root DEBUG: 腺甘脱氨酶, 0.975\n",
      "[2021/12/25 15:53:46] root DEBUG: ADA, 0.990\n",
      "[2021/12/25 15:53:46] root DEBUG: 12.6, 0.984\n",
      "[2021/12/25 15:53:46] root DEBUG: 4--24, 0.896\n",
      "[2021/12/25 15:53:46] root DEBUG: U/L, 0.877\n",
      "[2021/12/25 15:53:46] root DEBUG: The visualized image saved in ./inference_results/00018069.jpg\n",
      "[2021/12/25 15:53:46] root INFO: The predict total time is 3.074248790740967\n"
     ]
    },
    {
     "data": {
1437
      "image/png": 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",
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      "text/plain": [
       "<Figure size 1440x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 使用方向分类器,运行PP-OCRv2系统\n",
    "!python tools/infer/predict_system.py \\\n",
    "    --image_dir=\"./doc/imgs/00018069.jpg\" \\\n",
    "    --det_model_dir=\"./inference/ch_PP-OCRv2_det_infer/\" \\\n",
    "    --cls_model_dir=\"./inference/ch_ppocr_mobile_v2.0_cls_infer/\" \\\n",
    "    --rec_model_dir=\"./inference/ch_PP-OCRv2_rec_infer/\" \\\n",
    "    --use_angle_cls=True\n",
    "\n",
    "# 可视化\n",
    "img = cv2.imread(\"./inference_results/00018069.jpg\")\n",
    "plt.figure(figsize=(20, 8))\n",
    "plt.imshow(img[..., ::-1])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "可视化识别结果默认保存到 `./inference_results` 文件夹里面。\n",
    "\n",
    "在图象中可视化出了检测框和识别结果,在上面的notebook中也打印出了具体的识别文件以及文件读取路径信息。\n",
    "  \n",
    "如果希望保存裁剪后的识别结果,可以将`save_crop_res`参数设置为True,最终结果保存在`output`目录下,其中部分裁剪后图像如下所示。保存的结果可以用于后续的识别模型标注与训练。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2021/12/22 00:23:26] root DEBUG: dt_boxes num : 69, elapse : 1.6756877899169922\n",
      "[2021/12/22 00:23:26] root DEBUG: cls num  : 69, elapse : 0.07216906547546387\n",
      "[2021/12/22 00:23:26] root DEBUG: rec_res num  : 69, elapse : 0.10237336158752441\n",
      "[2021/12/22 00:23:26] root DEBUG: 0, ('代号', 0.9509918)\n",
      "[2021/12/22 00:23:26] root DEBUG: 1, ('项目', 0.98095936)\n",
      "[2021/12/22 00:23:26] root DEBUG: 2, ('结果', 0.99443346)\n",
      "[2021/12/22 00:23:26] root DEBUG: 3, ('参考值', 0.99930096)\n",
      "[2021/12/22 00:23:26] root DEBUG: 4, ('单位', 0.99435925)\n",
      "[2021/12/22 00:23:26] root DEBUG: 5, ('谷丙转氨酶', 0.9817702)\n",
      "[2021/12/22 00:23:26] root DEBUG: 6, ('25.6', 0.9356477)\n",
      "[2021/12/22 00:23:26] root DEBUG: 7, ('0--40', 0.99340856)\n",
      "[2021/12/22 00:23:26] root DEBUG: 8, ('ALT', 0.9987676)\n",
      "[2021/12/22 00:23:26] root DEBUG: 9, ('U/L', 0.96127224)\n",
      "[2021/12/22 00:23:26] root DEBUG: 10, ('总胆红素', 0.9696524)\n",
      "[2021/12/22 00:23:26] root DEBUG: 11, ('11.2', 0.98009694)\n",
      "[2021/12/22 00:23:26] root DEBUG: 12, ('TBIL', 0.9866674)\n",
      "[2021/12/22 00:23:26] root DEBUG: 13, ('<20', 0.97562915)\n",
      "[2021/12/22 00:23:26] root DEBUG: 14, ('UMOL/L', 0.753596)\n",
      "[2021/12/22 00:23:26] root DEBUG: 15, ('直接胆红素', 0.95369786)\n",
      "[2021/12/22 00:23:26] root DEBUG: 16, ('3.3', 0.9539189)\n",
      "[2021/12/22 00:23:26] root DEBUG: 17, ('DBIL', 0.992847)\n",
      "[2021/12/22 00:23:26] root DEBUG: 18, ('01-7', 0.8393893)\n",
      "[2021/12/22 00:23:26] root DEBUG: 19, ('UMOL/L', 0.78601867)\n",
      "[2021/12/22 00:23:26] root DEBUG: 20, ('间接胆红素', 0.9609308)\n",
      "[2021/12/22 00:23:26] root DEBUG: 21, ('IBIL', 0.9956264)\n",
      "[2021/12/22 00:23:26] root DEBUG: 22, ('7.9', 0.8684632)\n",
      "[2021/12/22 00:23:26] root DEBUG: 23, ('1.5--15', 0.8868044)\n",
      "[2021/12/22 00:23:26] root DEBUG: 24, ('UMOL/L', 0.86376244)\n",
      "[2021/12/22 00:23:26] root DEBUG: 25, ('TP', 0.92697346)\n",
      "[2021/12/22 00:23:26] root DEBUG: 26, ('总蛋白', 0.9828675)\n",
      "[2021/12/22 00:23:26] root DEBUG: 27, ('+6 89', 0.8005167)\n",
      "[2021/12/22 00:23:26] root DEBUG: 28, ('60--80', 0.9963381)\n",
      "[2021/12/22 00:23:26] root DEBUG: 29, ('8/L', 0.9908847)\n",
      "[2021/12/22 00:23:26] root DEBUG: 30, ('白蛋白', 0.9840359)\n",
      "[2021/12/22 00:23:26] root DEBUG: 31, ('ALB', 0.997701)\n",
      "[2021/12/22 00:23:26] root DEBUG: 32, ('35.1', 0.9561434)\n",
      "[2021/12/22 00:23:26] root DEBUG: 33, ('33--55', 0.89755243)\n",
      "[2021/12/22 00:23:26] root DEBUG: 34, ('8/L', 0.96184856)\n",
      "[2021/12/22 00:23:26] root DEBUG: 35, ('GLO', 0.98490185)\n",
      "[2021/12/22 00:23:26] root DEBUG: 36, ('球蛋白', 0.9813283)\n",
      "[2021/12/22 00:23:26] root DEBUG: 37, ('23.8', 0.9624181)\n",
      "[2021/12/22 00:23:26] root DEBUG: 38, ('20--30', 0.98609096)\n",
      "[2021/12/22 00:23:26] root DEBUG: 39, ('8/L', 0.821223)\n",
      "[2021/12/22 00:23:26] root DEBUG: 40, ('白球比', 0.9924216)\n",
      "[2021/12/22 00:23:26] root DEBUG: 41, ('1.5', 0.9929995)\n",
      "[2021/12/22 00:23:26] root DEBUG: 42, ('A/G', 0.9776535)\n",
      "[2021/12/22 00:23:26] root DEBUG: 43, ('11.5--2.5', 0.92048424)\n",
      "[2021/12/22 00:23:26] root DEBUG: 44, ('碱性磷酸酶', 0.9653308)\n",
      "[2021/12/22 00:23:26] root DEBUG: 45, ('93', 0.9396907)\n",
      "[2021/12/22 00:23:26] root DEBUG: 46, ('ALP', 0.9981435)\n",
      "[2021/12/22 00:23:26] root DEBUG: 47, ('15--112', 0.96404344)\n",
      "[2021/12/22 00:23:26] root DEBUG: 48, ('IU/L', 0.89462817)\n",
      "[2021/12/22 00:23:26] root DEBUG: 49, ('谷氨酰转肽酶', 0.90209746)\n",
      "[2021/12/22 00:23:26] root DEBUG: 50, ('GGT', 0.85804963)\n",
      "[2021/12/22 00:23:26] root DEBUG: 51, ('14.3', 0.9572656)\n",
      "[2021/12/22 00:23:26] root DEBUG: 52, ('<50', 0.9381611)\n",
      "[2021/12/22 00:23:26] root DEBUG: 53, ('U/L', 0.9277277)\n",
      "[2021/12/22 00:23:26] root DEBUG: 54, ('谷草转氨酶', 0.9747366)\n",
      "[2021/12/22 00:23:26] root DEBUG: 55, ('16.3', 0.99106205)\n",
      "[2021/12/22 00:23:26] root DEBUG: 56, ('8--40', 0.9781853)\n",
      "[2021/12/22 00:23:26] root DEBUG: 57, ('AST', 0.99589247)\n",
      "[2021/12/22 00:23:26] root DEBUG: 58, ('U/L', 0.87197894)\n",
      "[2021/12/22 00:23:26] root DEBUG: 59, ('乳酸脱氢酶', 0.938639)\n",
      "[2021/12/22 00:23:26] root DEBUG: 60, ('167', 0.9842878)\n",
      "[2021/12/22 00:23:26] root DEBUG: 61, ('114--240', 0.980333)\n",
      "[2021/12/22 00:23:26] root DEBUG: 62, ('LDH', 0.99032784)\n",
      "[2021/12/22 00:23:26] root DEBUG: 63, ('U/L', 0.9886821)\n",
      "[2021/12/22 00:23:26] root DEBUG: 64, ('腺甘脱氨酶', 0.9749187)\n",
      "[2021/12/22 00:23:26] root DEBUG: 65, ('ADA', 0.99024695)\n",
      "[2021/12/22 00:23:26] root DEBUG: 66, ('12.6', 0.98363185)\n",
      "[2021/12/22 00:23:26] root DEBUG: 67, ('4--24', 0.8959759)\n",
      "[2021/12/22 00:23:26] root DEBUG: 68, ('U/L', 0.8774794)\n",
      "[2021/12/22 00:23:26] root DEBUG: 0  Predict time of ./doc/imgs/00018069.jpg: 1.868s\n",
      "[2021/12/22 00:23:26] root DEBUG: 代号, 0.951\n",
      "[2021/12/22 00:23:26] root DEBUG: 项目, 0.981\n",
      "[2021/12/22 00:23:26] root DEBUG: 结果, 0.994\n",
      "[2021/12/22 00:23:26] root DEBUG: 参考值, 0.999\n",
      "[2021/12/22 00:23:26] root DEBUG: 单位, 0.994\n",
      "[2021/12/22 00:23:26] root DEBUG: 谷丙转氨酶, 0.982\n",
      "[2021/12/22 00:23:26] root DEBUG: 25.6, 0.936\n",
      "[2021/12/22 00:23:26] root DEBUG: 0--40, 0.993\n",
      "[2021/12/22 00:23:26] root DEBUG: ALT, 0.999\n",
      "[2021/12/22 00:23:26] root DEBUG: U/L, 0.961\n",
      "[2021/12/22 00:23:26] root DEBUG: 总胆红素, 0.970\n",
      "[2021/12/22 00:23:26] root DEBUG: 11.2, 0.980\n",
      "[2021/12/22 00:23:26] root DEBUG: TBIL, 0.987\n",
      "[2021/12/22 00:23:26] root DEBUG: <20, 0.976\n",
      "[2021/12/22 00:23:26] root DEBUG: UMOL/L, 0.754\n",
      "[2021/12/22 00:23:26] root DEBUG: 直接胆红素, 0.954\n",
      "[2021/12/22 00:23:26] root DEBUG: 3.3, 0.954\n",
      "[2021/12/22 00:23:26] root DEBUG: DBIL, 0.993\n",
      "[2021/12/22 00:23:26] root DEBUG: 01-7, 0.839\n",
      "[2021/12/22 00:23:26] root DEBUG: UMOL/L, 0.786\n",
      "[2021/12/22 00:23:26] root DEBUG: 间接胆红素, 0.961\n",
      "[2021/12/22 00:23:26] root DEBUG: IBIL, 0.996\n",
      "[2021/12/22 00:23:26] root DEBUG: 7.9, 0.868\n",
      "[2021/12/22 00:23:26] root DEBUG: 1.5--15, 0.887\n",
      "[2021/12/22 00:23:26] root DEBUG: UMOL/L, 0.864\n",
      "[2021/12/22 00:23:26] root DEBUG: TP, 0.927\n",
      "[2021/12/22 00:23:26] root DEBUG: 总蛋白, 0.983\n",
      "[2021/12/22 00:23:26] root DEBUG: +6 89, 0.801\n",
      "[2021/12/22 00:23:26] root DEBUG: 60--80, 0.996\n",
      "[2021/12/22 00:23:26] root DEBUG: 8/L, 0.991\n",
      "[2021/12/22 00:23:26] root DEBUG: 白蛋白, 0.984\n",
      "[2021/12/22 00:23:26] root DEBUG: ALB, 0.998\n",
      "[2021/12/22 00:23:26] root DEBUG: 35.1, 0.956\n",
      "[2021/12/22 00:23:26] root DEBUG: 33--55, 0.898\n",
      "[2021/12/22 00:23:26] root DEBUG: 8/L, 0.962\n",
      "[2021/12/22 00:23:26] root DEBUG: GLO, 0.985\n",
      "[2021/12/22 00:23:26] root DEBUG: 球蛋白, 0.981\n",
      "[2021/12/22 00:23:26] root DEBUG: 23.8, 0.962\n",
      "[2021/12/22 00:23:26] root DEBUG: 20--30, 0.986\n",
      "[2021/12/22 00:23:26] root DEBUG: 8/L, 0.821\n",
      "[2021/12/22 00:23:26] root DEBUG: 白球比, 0.992\n",
      "[2021/12/22 00:23:26] root DEBUG: 1.5, 0.993\n",
      "[2021/12/22 00:23:26] root DEBUG: A/G, 0.978\n",
      "[2021/12/22 00:23:26] root DEBUG: 11.5--2.5, 0.920\n",
      "[2021/12/22 00:23:26] root DEBUG: 碱性磷酸酶, 0.965\n",
      "[2021/12/22 00:23:26] root DEBUG: 93, 0.940\n",
      "[2021/12/22 00:23:26] root DEBUG: ALP, 0.998\n",
      "[2021/12/22 00:23:26] root DEBUG: 15--112, 0.964\n",
      "[2021/12/22 00:23:26] root DEBUG: IU/L, 0.895\n",
      "[2021/12/22 00:23:26] root DEBUG: 谷氨酰转肽酶, 0.902\n",
      "[2021/12/22 00:23:26] root DEBUG: GGT, 0.858\n",
      "[2021/12/22 00:23:26] root DEBUG: 14.3, 0.957\n",
      "[2021/12/22 00:23:26] root DEBUG: <50, 0.938\n",
      "[2021/12/22 00:23:26] root DEBUG: U/L, 0.928\n",
      "[2021/12/22 00:23:26] root DEBUG: 谷草转氨酶, 0.975\n",
      "[2021/12/22 00:23:26] root DEBUG: 16.3, 0.991\n",
      "[2021/12/22 00:23:26] root DEBUG: 8--40, 0.978\n",
      "[2021/12/22 00:23:26] root DEBUG: AST, 0.996\n",
      "[2021/12/22 00:23:26] root DEBUG: U/L, 0.872\n",
      "[2021/12/22 00:23:26] root DEBUG: 乳酸脱氢酶, 0.939\n",
      "[2021/12/22 00:23:26] root DEBUG: 167, 0.984\n",
      "[2021/12/22 00:23:26] root DEBUG: 114--240, 0.980\n",
      "[2021/12/22 00:23:26] root DEBUG: LDH, 0.990\n",
      "[2021/12/22 00:23:26] root DEBUG: U/L, 0.989\n",
      "[2021/12/22 00:23:26] root DEBUG: 腺甘脱氨酶, 0.975\n",
      "[2021/12/22 00:23:26] root DEBUG: ADA, 0.990\n",
      "[2021/12/22 00:23:26] root DEBUG: 12.6, 0.984\n",
      "[2021/12/22 00:23:26] root DEBUG: 4--24, 0.896\n",
      "[2021/12/22 00:23:26] root DEBUG: U/L, 0.877\n",
      "[2021/12/22 00:23:26] root DEBUG: The visualized image saved in ./inference_results/00018069.jpg\n",
      "[2021/12/22 00:23:26] root INFO: The predict total time is 1.9217827320098877\n",
      "mg_crop_0.jpg\tmg_crop_22.jpg\tmg_crop_35.jpg\tmg_crop_48.jpg\tmg_crop_60.jpg\n",
      "mg_crop_10.jpg\tmg_crop_23.jpg\tmg_crop_36.jpg\tmg_crop_49.jpg\tmg_crop_61.jpg\n",
      "mg_crop_11.jpg\tmg_crop_24.jpg\tmg_crop_37.jpg\tmg_crop_4.jpg\tmg_crop_62.jpg\n",
      "mg_crop_12.jpg\tmg_crop_25.jpg\tmg_crop_38.jpg\tmg_crop_50.jpg\tmg_crop_63.jpg\n",
      "mg_crop_13.jpg\tmg_crop_26.jpg\tmg_crop_39.jpg\tmg_crop_51.jpg\tmg_crop_64.jpg\n",
      "mg_crop_14.jpg\tmg_crop_27.jpg\tmg_crop_3.jpg\tmg_crop_52.jpg\tmg_crop_65.jpg\n",
      "mg_crop_15.jpg\tmg_crop_28.jpg\tmg_crop_40.jpg\tmg_crop_53.jpg\tmg_crop_66.jpg\n",
      "mg_crop_16.jpg\tmg_crop_29.jpg\tmg_crop_41.jpg\tmg_crop_54.jpg\tmg_crop_67.jpg\n",
      "mg_crop_17.jpg\tmg_crop_2.jpg\tmg_crop_42.jpg\tmg_crop_55.jpg\tmg_crop_68.jpg\n",
      "mg_crop_18.jpg\tmg_crop_30.jpg\tmg_crop_43.jpg\tmg_crop_56.jpg\tmg_crop_6.jpg\n",
      "mg_crop_19.jpg\tmg_crop_31.jpg\tmg_crop_44.jpg\tmg_crop_57.jpg\tmg_crop_7.jpg\n",
      "mg_crop_1.jpg\tmg_crop_32.jpg\tmg_crop_45.jpg\tmg_crop_58.jpg\tmg_crop_8.jpg\n",
      "mg_crop_20.jpg\tmg_crop_33.jpg\tmg_crop_46.jpg\tmg_crop_59.jpg\tmg_crop_9.jpg\n",
      "mg_crop_21.jpg\tmg_crop_34.jpg\tmg_crop_47.jpg\tmg_crop_5.jpg\n"
     ]
    },
    {
     "data": {
1648
      "image/png": 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",
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      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
1658
      "image/png": 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",
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      "text/plain": [
       "<Figure size 1008x288 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 裁剪文字检测的结果图像并保存\n",
    "!python tools/infer/predict_system.py \\\n",
    "    --image_dir=\"./doc/imgs/00018069.jpg\" \\\n",
    "    --det_model_dir=\"./inference/ch_PP-OCRv2_det_infer/\" \\\n",
    "    --cls_model_dir=\"./inference/ch_ppocr_mobile_v2.0_cls_infer/\" \\\n",
    "    --rec_model_dir=\"./inference/ch_PP-OCRv2_rec_infer/\" \\\n",
    "    --use_angle_cls=True \\\n",
    "    --save_crop_res=True\n",
    "\n",
    "!ls output\n",
    "\n",
    "plt.figure(figsize=(8, 8))\n",
    "plt.imshow(cv2.imread(\"./doc/imgs/00018069.jpg\")[:, :, ::-1])\n",
    "plt.show()\n",
    "plt.figure(figsize=(14, 4))\n",
    "plt.subplot(1,3,1)\n",
    "plt.imshow(cv2.imread(\"output/mg_crop_0.jpg\")[:, :, ::-1])\n",
    "plt.subplot(1,3,2)\n",
    "plt.imshow(cv2.imread(\"output/mg_crop_1.jpg\")[:, :, ::-1])\n",
    "plt.subplot(1,3,3)\n",
    "plt.imshow(cv2.imread(\"output/mg_crop_2.jpg\")[:, :, ::-1])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "串联预测通过`TextSystem`类进行实现,其具体实现过程与函数定义如下。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2021/12/22 00:23:29] root DEBUG: dt_boxes num : 69, elapse : 0.04321765899658203\n",
      "[2021/12/22 00:23:29] root DEBUG: cls num  : 69, elapse : 0.04562950134277344\n",
      "[2021/12/22 00:23:29] root DEBUG: rec_res num  : 69, elapse : 0.09602046012878418\n",
      "[2021/12/22 00:23:29] root DEBUG: 0  Predict time of ./doc/imgs/00018069.jpg: 0.195s\n",
      "[2021/12/22 00:23:29] root DEBUG: 代号, 0.951\n",
      "[2021/12/22 00:23:29] root DEBUG: 项目, 0.981\n",
      "[2021/12/22 00:23:29] root DEBUG: 结果, 0.994\n",
      "[2021/12/22 00:23:29] root DEBUG: 参考值, 0.999\n",
      "[2021/12/22 00:23:29] root DEBUG: 单位, 0.994\n",
      "[2021/12/22 00:23:29] root DEBUG: 谷丙转氨酶, 0.982\n",
      "[2021/12/22 00:23:29] root DEBUG: 25.6, 0.936\n",
      "[2021/12/22 00:23:29] root DEBUG: 0--40, 0.993\n",
      "[2021/12/22 00:23:29] root DEBUG: ALT, 0.999\n",
      "[2021/12/22 00:23:29] root DEBUG: U/L, 0.961\n",
      "[2021/12/22 00:23:29] root DEBUG: 总胆红素, 0.970\n",
      "[2021/12/22 00:23:29] root DEBUG: 11.2, 0.980\n",
      "[2021/12/22 00:23:29] root DEBUG: TBIL, 0.987\n",
      "[2021/12/22 00:23:29] root DEBUG: <20, 0.976\n",
      "[2021/12/22 00:23:29] root DEBUG: UMOL/L, 0.754\n",
      "[2021/12/22 00:23:29] root DEBUG: 直接胆红素, 0.954\n",
      "[2021/12/22 00:23:29] root DEBUG: 3.3, 0.954\n",
      "[2021/12/22 00:23:29] root DEBUG: DBIL, 0.993\n",
      "[2021/12/22 00:23:29] root DEBUG: 01-7, 0.839\n",
      "[2021/12/22 00:23:29] root DEBUG: UMOL/L, 0.786\n",
      "[2021/12/22 00:23:29] root DEBUG: 间接胆红素, 0.961\n",
      "[2021/12/22 00:23:29] root DEBUG: IBIL, 0.996\n",
      "[2021/12/22 00:23:29] root DEBUG: 7.9, 0.868\n",
      "[2021/12/22 00:23:29] root DEBUG: 1.5--15, 0.887\n",
      "[2021/12/22 00:23:29] root DEBUG: UMOL/L, 0.864\n",
      "[2021/12/22 00:23:29] root DEBUG: TP, 0.927\n",
      "[2021/12/22 00:23:29] root DEBUG: 总蛋白, 0.983\n",
      "[2021/12/22 00:23:29] root DEBUG: +6 89, 0.801\n",
      "[2021/12/22 00:23:29] root DEBUG: 60--80, 0.996\n",
      "[2021/12/22 00:23:29] root DEBUG: 8/L, 0.991\n",
      "[2021/12/22 00:23:29] root DEBUG: 白蛋白, 0.984\n",
      "[2021/12/22 00:23:29] root DEBUG: ALB, 0.998\n",
      "[2021/12/22 00:23:29] root DEBUG: 35.1, 0.956\n",
      "[2021/12/22 00:23:29] root DEBUG: 33--55, 0.898\n",
      "[2021/12/22 00:23:29] root DEBUG: 8/L, 0.962\n",
      "[2021/12/22 00:23:29] root DEBUG: GLO, 0.985\n",
      "[2021/12/22 00:23:29] root DEBUG: 球蛋白, 0.981\n",
      "[2021/12/22 00:23:29] root DEBUG: 23.8, 0.962\n",
      "[2021/12/22 00:23:29] root DEBUG: 20--30, 0.986\n",
      "[2021/12/22 00:23:29] root DEBUG: 8/L, 0.821\n",
      "[2021/12/22 00:23:29] root DEBUG: 白球比, 0.992\n",
      "[2021/12/22 00:23:29] root DEBUG: 1.5, 0.993\n",
      "[2021/12/22 00:23:29] root DEBUG: A/G, 0.978\n",
      "[2021/12/22 00:23:29] root DEBUG: 11.5--2.5, 0.920\n",
      "[2021/12/22 00:23:29] root DEBUG: 碱性磷酸酶, 0.965\n",
      "[2021/12/22 00:23:29] root DEBUG: 93, 0.940\n",
      "[2021/12/22 00:23:29] root DEBUG: ALP, 0.998\n",
      "[2021/12/22 00:23:29] root DEBUG: 15--112, 0.964\n",
      "[2021/12/22 00:23:29] root DEBUG: IU/L, 0.895\n",
      "[2021/12/22 00:23:29] root DEBUG: 谷氨酰转肽酶, 0.902\n",
      "[2021/12/22 00:23:29] root DEBUG: GGT, 0.858\n",
      "[2021/12/22 00:23:29] root DEBUG: 14.3, 0.957\n",
      "[2021/12/22 00:23:29] root DEBUG: <50, 0.938\n",
      "[2021/12/22 00:23:29] root DEBUG: U/L, 0.928\n",
      "[2021/12/22 00:23:29] root DEBUG: 谷草转氨酶, 0.975\n",
      "[2021/12/22 00:23:29] root DEBUG: 16.3, 0.991\n",
      "[2021/12/22 00:23:29] root DEBUG: 8--40, 0.978\n",
      "[2021/12/22 00:23:29] root DEBUG: AST, 0.996\n",
      "[2021/12/22 00:23:29] root DEBUG: U/L, 0.872\n",
      "[2021/12/22 00:23:29] root DEBUG: 乳酸脱氢酶, 0.939\n",
      "[2021/12/22 00:23:29] root DEBUG: 167, 0.984\n",
      "[2021/12/22 00:23:29] root DEBUG: 114--240, 0.980\n",
      "[2021/12/22 00:23:29] root DEBUG: LDH, 0.990\n",
      "[2021/12/22 00:23:29] root DEBUG: U/L, 0.989\n",
      "[2021/12/22 00:23:29] root DEBUG: 腺甘脱氨酶, 0.975\n",
      "[2021/12/22 00:23:29] root DEBUG: ADA, 0.990\n",
      "[2021/12/22 00:23:29] root DEBUG: 12.6, 0.984\n",
      "[2021/12/22 00:23:29] root DEBUG: 4--24, 0.896\n",
      "[2021/12/22 00:23:29] root DEBUG: U/L, 0.877\n",
      "[2021/12/22 00:23:29] root DEBUG: The visualized image saved in ./inference_results/00018069.jpg\n",
      "[2021/12/22 00:23:29] root INFO: The predict total time is 0.28207850456237793\n"
     ]
    },
    {
     "data": {
1791
      "image/png": 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",
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      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
1801
      "image/png": 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",
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      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 参考代码:https://github.com/PaddlePaddle/PaddleOCR/blob/release%2F2.4/tools/infer/predict_system.py\n",
    "from tools.infer.utility import draw_ocr_box_txt, get_rotate_crop_image\n",
    "from ppocr.utils.utility import get_image_file_list\n",
    "\n",
    "class TextSystem(object):\n",
    "    # 初始化函数\n",
    "    def __init__(self, args):\n",
    "        self.args = args\n",
    "  \t\t# 如果不希望显示log,可以将show_log设置为False\n",
    "        if not args.show_log:\n",
    "            logger.setLevel(logging.INFO)\n",
    "        # 定义文本检测模型预测引擎\n",
    "        self.text_detector = TextDetector(args)\n",
    "        # 定义文本识别模型预测引擎\n",
    "        self.text_recognizer = TextRecognizer(args)\n",
    "        # 是否使用方向分类器\n",
    "        self.use_angle_cls = args.use_angle_cls\n",
    "        # 得分阈值,根据该阈值判断检测与识别结果是否需要进行可视化或者返回\n",
    "        self.drop_score = args.drop_score\n",
    "        # 定义方向分类器预测引擎\n",
    "        if self.use_angle_cls:\n",
    "            self.text_classifier = TextClassifier(args)\n",
    "\t\n",
    "  \t# 保存文本检测结果图像\n",
    "    def draw_crop_rec_res(self, output_dir, img_crop_list, rec_res):\n",
    "        os.makedirs(output_dir, exist_ok=True)\n",
    "        bbox_num = len(img_crop_list)\n",
    "        for bno in range(bbox_num):\n",
    "            cv2.imwrite(\n",
    "                os.path.join(output_dir,\n",
    "                             f\"mg_crop_{bno+self.crop_image_res_index}.jpg\"),\n",
    "                img_crop_list[bno])\n",
    "            logger.debug(f\"{bno}, {rec_res[bno]}\")\n",
    "        self.crop_image_res_index += bbox_num\n",
    "\t\n",
    "    # 核心预测函数\n",
    "    def __call__(self, img, cls=True):\n",
    "        ori_im = img.copy()\n",
    "        # 获取检测文本检测结果\n",
    "        dt_boxes, elapse = self.text_detector(img)\n",
    "        logger.debug(\"dt_boxes num : {}, elapse : {}\".format(\n",
    "            len(dt_boxes), elapse))\n",
    "        if dt_boxes is None:\n",
    "            return None, None\n",
    "        img_crop_list = []\n",
    "        # 对检测框进行排序,顺序为:优先从上到下,其次从左到右\n",
    "        dt_boxes = sorted_boxes(dt_boxes)\n",
    "        # 对检测结果进行透视变换与校正\n",
    "        for bno in range(len(dt_boxes)):\n",
    "            tmp_box = copy.deepcopy(dt_boxes[bno])\n",
    "            img_crop = get_rotate_crop_image(ori_im, tmp_box)\n",
    "            img_crop_list.append(img_crop)\n",
    "        # 使用方向分类器对检测结果进行转正\n",
    "        if self.use_angle_cls and cls:\n",
    "            img_crop_list, angle_list, elapse = self.text_classifier(\n",
    "                img_crop_list)\n",
    "            logger.debug(\"cls num  : {}, elapse : {}\".format(\n",
    "                len(img_crop_list), elapse))\n",
    "        # 获取文本识别结果\n",
    "        rec_res, elapse = self.text_recognizer(img_crop_list)\n",
    "        logger.debug(\"rec_res num  : {}, elapse : {}\".format(\n",
    "            len(rec_res), elapse))\n",
    "        # 保存经过校正之后的文本检测图像\n",
    "        if self.args.save_crop_res:\n",
    "            self.draw_crop_rec_res(self.args.crop_res_save_dir, img_crop_list,\n",
    "                                   rec_res)\n",
    "        filter_boxes, filter_rec_res = [], []\n",
    "        # 根据识别得分的阈值对结果进行过滤,如果得分小于阈值,就过滤掉\n",
    "        for box, rec_reuslt in zip(dt_boxes, rec_res):\n",
    "            text, score = rec_reuslt\n",
    "            if score >= self.drop_score:\n",
    "                filter_boxes.append(box)\n",
    "                filter_rec_res.append(rec_reuslt)\n",
    "        return filter_boxes, filter_rec_res\n",
    "\n",
    "def sorted_boxes(dt_boxes):\n",
    "    # 对检测框进行排序:优先从上到下,其次从左到右\n",
    "    num_boxes = dt_boxes.shape[0]\n",
    "    sorted_boxes = sorted(dt_boxes, key=lambda x: (x[0][1], x[0][0]))\n",
    "    _boxes = list(sorted_boxes)\n",
    "\n",
    "    for i in range(num_boxes - 1):\n",
    "        if abs(_boxes[i + 1][0][1] - _boxes[i][0][1]) < 10 and \\\n",
    "                (_boxes[i + 1][0][0] < _boxes[i][0][0]):\n",
    "            tmp = _boxes[i]\n",
    "            _boxes[i] = _boxes[i + 1]\n",
    "            _boxes[i + 1] = tmp\n",
    "    return _boxes\n",
    "\n",
    "args = parse_args()\n",
    "args.cls_model_dir = \"./inference/ch_ppocr_mobile_v2.0_cls_infer\"\n",
    "args.det_model_dir=\"./inference/ch_PP-OCRv2_det_infer/\"\n",
    "args.rec_model_dir=\"./inference/ch_PP-OCRv2_rec_infer/\"\n",
    "args.image_dir = \"./doc/imgs/00018069.jpg\"\n",
    "args.use_angle_cls=True\n",
    "args.use_gpu=True\n",
    "\n",
    "image_file_list = get_image_file_list(args.image_dir)\n",
    "image_file_list = image_file_list[args.process_id::args.total_process_num]\n",
    "text_sys = TextSystem(args)\n",
    "is_visualize = True\n",
    "font_path = args.vis_font_path\n",
    "drop_score = args.drop_score\n",
    "\n",
    "total_time = 0\n",
    "cpu_mem, gpu_mem, gpu_util = 0, 0, 0\n",
    "_st = time.time()\n",
    "count = 0\n",
    "for idx, image_file in enumerate(image_file_list):\n",
    "    img = cv2.imread(image_file)\n",
    "    if img is None:\n",
    "        logger.debug(\"error in loading image:{}\".format(image_file))\n",
    "        continue\n",
    "    starttime = time.time()\n",
    "    dt_boxes, rec_res = text_sys(img)\n",
    "    elapse = time.time() - starttime\n",
    "    total_time += elapse\n",
    "\n",
    "    logger.debug(\n",
    "        str(idx) + \"  Predict time of %s: %.3fs\" % (image_file, elapse))\n",
    "    for text, score in rec_res:\n",
    "        logger.debug(\"{}, {:.3f}\".format(text, score))\n",
    "\n",
    "    if is_visualize:\n",
    "        image = Image.fromarray(cv2.cvtColor(img, cv2.COLOR_BGR2RGB))\n",
    "        boxes = dt_boxes\n",
    "        txts = [rec_res[i][0] for i in range(len(rec_res))]\n",
    "        scores = [rec_res[i][1] for i in range(len(rec_res))]\n",
    "\n",
    "        draw_img = draw_ocr_box_txt(\n",
    "            image,\n",
    "            boxes,\n",
    "            txts,\n",
    "            scores,\n",
    "            drop_score=drop_score,\n",
    "            font_path=font_path)\n",
    "        draw_img_save_dir = args.draw_img_save_dir\n",
    "        os.makedirs(draw_img_save_dir, exist_ok=True)\n",
    "        cv2.imwrite(\n",
    "            os.path.join(draw_img_save_dir, os.path.basename(image_file)),\n",
    "            draw_img[:, :, ::-1])\n",
    "        logger.debug(\"The visualized image saved in {}\".format(\n",
    "            os.path.join(draw_img_save_dir, os.path.basename(image_file))))\n",
    "\n",
    "logger.info(\"The predict total time is {}\".format(time.time() - _st))\n",
    "\n",
    "plt.figure(figsize=(8, 8))\n",
    "plt.imshow(image)\n",
    "plt.show()\n",
    "plt.figure(figsize=(16, 8))\n",
    "plt.imshow(draw_img)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "\n",
    "## 2.6 PP-OCRv2 使用whl包预测推理\n",
    "\n",
    "为了更加方便快速体验OCR文本检测与识别模型,PaddleOCR提供了基于Paddle Inference预测引擎的whl包,方便您一键安装,体验PaddleOCR。\n",
    "\n",
    "### 2.6.1 安装whl包\n",
    "\n",
    "使用pip安装paddleocr的whl包,命令如下。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Looking in indexes: https://pypi.tuna.tsinghua.edu.cn/simple\n",
      "Collecting paddleocr==2.3.0.2\n",
      "  Downloading https://pypi.tuna.tsinghua.edu.cn/packages/e1/b6/5486e674ce096667dff247b58bf0fb789c2ce17a10e546c2686a2bb07aec/paddleocr-2.3.0.2-py3-none-any.whl (250 kB)\n",
      "     |████████████████████████████████| 250 kB 13.6 MB/s            \n",
      "\u001b[?25hRequirement already satisfied: imgaug==0.4.0 in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from paddleocr==2.3.0.2) (0.4.0)\n",
      "Requirement already satisfied: opencv-contrib-python==4.4.0.46 in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from paddleocr==2.3.0.2) (4.4.0.46)\n",
      "Requirement already satisfied: python-Levenshtein in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from paddleocr==2.3.0.2) (0.12.2)\n",
      "Requirement already satisfied: pyclipper in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from paddleocr==2.3.0.2) (1.3.0.post2)\n",
      "Requirement already satisfied: numpy in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from paddleocr==2.3.0.2) (1.20.3)\n",
      "Requirement already satisfied: visualdl in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from paddleocr==2.3.0.2) (2.2.0)\n",
      "Requirement already satisfied: lmdb in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from paddleocr==2.3.0.2) (1.2.1)\n",
      "Requirement already satisfied: scikit-image in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from paddleocr==2.3.0.2) (0.19.1)\n",
      "Requirement already satisfied: shapely in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from paddleocr==2.3.0.2) (1.8.0)\n",
      "Requirement already satisfied: cython in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from paddleocr==2.3.0.2) (0.29)\n",
      "Requirement already satisfied: openpyxl in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from paddleocr==2.3.0.2) (3.0.5)\n",
      "Requirement already satisfied: lxml in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from paddleocr==2.3.0.2) (4.7.1)\n",
      "Requirement already satisfied: premailer in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from paddleocr==2.3.0.2) (3.10.0)\n",
      "Requirement already satisfied: tqdm in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from paddleocr==2.3.0.2) (4.27.0)\n",
      "Requirement already satisfied: fasttext==0.9.1 in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from paddleocr==2.3.0.2) (0.9.1)\n",
      "Requirement already satisfied: setuptools>=0.7.0 in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from fasttext==0.9.1->paddleocr==2.3.0.2) (56.2.0)\n",
      "Requirement already satisfied: pybind11>=2.2 in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from fasttext==0.9.1->paddleocr==2.3.0.2) (2.8.1)\n",
      "Requirement already satisfied: scipy in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from imgaug==0.4.0->paddleocr==2.3.0.2) (1.6.3)\n",
      "Requirement already satisfied: Pillow in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from imgaug==0.4.0->paddleocr==2.3.0.2) (7.1.2)\n",
      "Requirement already satisfied: imageio in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from imgaug==0.4.0->paddleocr==2.3.0.2) (2.6.1)\n",
      "Requirement already satisfied: matplotlib in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from imgaug==0.4.0->paddleocr==2.3.0.2) (2.2.3)\n",
      "Requirement already satisfied: six in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from imgaug==0.4.0->paddleocr==2.3.0.2) (1.15.0)\n",
      "Requirement already satisfied: opencv-python in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from imgaug==0.4.0->paddleocr==2.3.0.2) (4.1.1.26)\n",
      "Requirement already satisfied: tifffile>=2019.7.26 in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from scikit-image->paddleocr==2.3.0.2) (2021.11.2)\n",
      "Requirement already satisfied: networkx>=2.2 in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from scikit-image->paddleocr==2.3.0.2) (2.4)\n",
      "Requirement already satisfied: PyWavelets>=1.1.1 in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from scikit-image->paddleocr==2.3.0.2) (1.2.0)\n",
      "Requirement already satisfied: packaging>=20.0 in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from scikit-image->paddleocr==2.3.0.2) (20.9)\n",
      "Requirement already satisfied: et-xmlfile in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from openpyxl->paddleocr==2.3.0.2) (1.0.1)\n",
      "Requirement already satisfied: jdcal in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from openpyxl->paddleocr==2.3.0.2) (1.4.1)\n",
      "Requirement already satisfied: cssutils in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from premailer->paddleocr==2.3.0.2) (2.3.0)\n",
      "Requirement already satisfied: requests in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from premailer->paddleocr==2.3.0.2) (2.22.0)\n",
      "Requirement already satisfied: cssselect in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from premailer->paddleocr==2.3.0.2) (1.1.0)\n",
      "Requirement already satisfied: cachetools in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from premailer->paddleocr==2.3.0.2) (4.0.0)\n",
      "Requirement already satisfied: pre-commit in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from visualdl->paddleocr==2.3.0.2) (1.21.0)\n",
      "Requirement already satisfied: bce-python-sdk in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from visualdl->paddleocr==2.3.0.2) (0.8.53)\n",
      "Requirement already satisfied: shellcheck-py in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from visualdl->paddleocr==2.3.0.2) (0.7.1.1)\n",
      "Requirement already satisfied: pandas in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from visualdl->paddleocr==2.3.0.2) (1.1.5)\n",
      "Requirement already satisfied: flask>=1.1.1 in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from visualdl->paddleocr==2.3.0.2) (1.1.1)\n",
      "Requirement already satisfied: flake8>=3.7.9 in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from visualdl->paddleocr==2.3.0.2) (3.8.2)\n",
      "Requirement already satisfied: protobuf>=3.11.0 in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from visualdl->paddleocr==2.3.0.2) (3.14.0)\n",
      "Requirement already satisfied: Flask-Babel>=1.0.0 in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from visualdl->paddleocr==2.3.0.2) (1.0.0)\n",
      "Requirement already satisfied: importlib-metadata in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from flake8>=3.7.9->visualdl->paddleocr==2.3.0.2) (0.23)\n",
      "Requirement already satisfied: mccabe<0.7.0,>=0.6.0 in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from flake8>=3.7.9->visualdl->paddleocr==2.3.0.2) (0.6.1)\n",
      "Requirement already satisfied: pyflakes<2.3.0,>=2.2.0 in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from flake8>=3.7.9->visualdl->paddleocr==2.3.0.2) (2.2.0)\n",
      "Requirement already satisfied: pycodestyle<2.7.0,>=2.6.0a1 in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from flake8>=3.7.9->visualdl->paddleocr==2.3.0.2) (2.6.0)\n",
      "Requirement already satisfied: click>=5.1 in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from flask>=1.1.1->visualdl->paddleocr==2.3.0.2) (7.0)\n",
      "Requirement already satisfied: Jinja2>=2.10.1 in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from flask>=1.1.1->visualdl->paddleocr==2.3.0.2) (2.11.0)\n",
      "Requirement already satisfied: Werkzeug>=0.15 in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from flask>=1.1.1->visualdl->paddleocr==2.3.0.2) (0.16.0)\n",
      "Requirement already satisfied: itsdangerous>=0.24 in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from flask>=1.1.1->visualdl->paddleocr==2.3.0.2) (1.1.0)\n",
      "Requirement already satisfied: pytz in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from Flask-Babel>=1.0.0->visualdl->paddleocr==2.3.0.2) (2019.3)\n",
      "Requirement already satisfied: Babel>=2.3 in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from Flask-Babel>=1.0.0->visualdl->paddleocr==2.3.0.2) (2.8.0)\n",
      "Requirement already satisfied: decorator>=4.3.0 in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from networkx>=2.2->scikit-image->paddleocr==2.3.0.2) (4.4.2)\n",
      "Requirement already satisfied: pyparsing>=2.0.2 in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from packaging>=20.0->scikit-image->paddleocr==2.3.0.2) (2.4.2)\n",
      "Requirement already satisfied: future>=0.6.0 in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from bce-python-sdk->visualdl->paddleocr==2.3.0.2) (0.18.0)\n",
      "Requirement already satisfied: pycryptodome>=3.8.0 in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from bce-python-sdk->visualdl->paddleocr==2.3.0.2) (3.9.9)\n",
      "Requirement already satisfied: python-dateutil>=2.1 in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from matplotlib->imgaug==0.4.0->paddleocr==2.3.0.2) (2.8.0)\n",
      "Requirement already satisfied: cycler>=0.10 in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from matplotlib->imgaug==0.4.0->paddleocr==2.3.0.2) (0.10.0)\n",
      "Requirement already satisfied: kiwisolver>=1.0.1 in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from matplotlib->imgaug==0.4.0->paddleocr==2.3.0.2) (1.1.0)\n",
      "Requirement already satisfied: cfgv>=2.0.0 in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from pre-commit->visualdl->paddleocr==2.3.0.2) (2.0.1)\n",
      "Requirement already satisfied: toml in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from pre-commit->visualdl->paddleocr==2.3.0.2) (0.10.0)\n",
      "Requirement already satisfied: nodeenv>=0.11.1 in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from pre-commit->visualdl->paddleocr==2.3.0.2) (1.3.4)\n",
      "Requirement already satisfied: aspy.yaml in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from pre-commit->visualdl->paddleocr==2.3.0.2) (1.3.0)\n",
      "Requirement already satisfied: virtualenv>=15.2 in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from pre-commit->visualdl->paddleocr==2.3.0.2) (16.7.9)\n",
      "Requirement already satisfied: identify>=1.0.0 in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from pre-commit->visualdl->paddleocr==2.3.0.2) (1.4.10)\n",
      "Requirement already satisfied: pyyaml in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from pre-commit->visualdl->paddleocr==2.3.0.2) (5.1.2)\n",
      "Requirement already satisfied: chardet<3.1.0,>=3.0.2 in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from requests->premailer->paddleocr==2.3.0.2) (3.0.4)\n",
      "Requirement already satisfied: certifi>=2017.4.17 in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from requests->premailer->paddleocr==2.3.0.2) (2019.9.11)\n",
      "Requirement already satisfied: idna<2.9,>=2.5 in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from requests->premailer->paddleocr==2.3.0.2) (2.8)\n",
      "Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from requests->premailer->paddleocr==2.3.0.2) (1.25.6)\n",
      "Requirement already satisfied: MarkupSafe>=0.23 in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from Jinja2>=2.10.1->flask>=1.1.1->visualdl->paddleocr==2.3.0.2) (1.1.1)\n",
      "Requirement already satisfied: zipp>=0.5 in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from importlib-metadata->flake8>=3.7.9->visualdl->paddleocr==2.3.0.2) (3.6.0)\n",
      "Installing collected packages: paddleocr\n",
      "Successfully installed paddleocr-2.3.0.2\n"
     ]
    }
   ],
   "source": [
    "!pip install \"paddleocr==2.3.0.2\"\n",
    "\n",
    "# 如果希望获取最新特性,可以基于源码编译安装\n",
    "#     python3 setup.py bdist_wheel\n",
    "#     pip3 install dist/paddleocr-x.x.x-py3-none-any.whl # x.x.x是paddleocr的版本号\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "### 2.6.2 使用whl包预测推理\n",
    "\n",
    "paddleocr whl包会自动下载PP-OCRv2超轻量模型作为默认模型,也支持自定义模型路径、预测配置等参数,参数名称与基于Paddle Inference的python预测中参数相同。\n",
    "\n",
    "\n",
    "* 单独执行检测。\n",
    "\n",
    "运行下面的代码,可快速体验文本检测模型的预测与效果。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2021/12/25 16:04:56] root WARNING: version PP-OCRv2 not support cls models, auto switch to version PP-OCR\n",
      "download https://paddleocr.bj.bcebos.com/PP-OCRv2/chinese/ch_PP-OCRv2_det_infer.tar to /home/aistudio/.paddleocr/2.3.0.2/ocr/det/ch/ch_PP-OCRv2_det_infer/ch_PP-OCRv2_det_infer.tar\n",
      "download https://paddleocr.bj.bcebos.com/PP-OCRv2/chinese/ch_PP-OCRv2_rec_infer.tar to /home/aistudio/.paddleocr/2.3.0.2/ocr/rec/ch/ch_PP-OCRv2_rec_infer/ch_PP-OCRv2_rec_infer.tar\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 3.19M/3.19M [00:00<00:00, 47.1MiB/s]\n",
      "100%|██████████| 8.88M/8.88M [00:00<00:00, 54.8MiB/s]\n",
      "100%|██████████| 1.45M/1.45M [00:00<00:00, 35.4MiB/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "download https://paddleocr.bj.bcebos.com/dygraph_v2.0/ch/ch_ppocr_mobile_v2.0_cls_infer.tar to /home/aistudio/.paddleocr/2.3.0.2/ocr/cls/ch_ppocr_mobile_v2.0_cls_infer/ch_ppocr_mobile_v2.0_cls_infer.tar\n",
      "Namespace(benchmark=False, cls_batch_num=6, cls_image_shape='3, 48, 192', cls_model_dir='/home/aistudio/.paddleocr/2.3.0.2/ocr/cls/ch_ppocr_mobile_v2.0_cls_infer', cls_thresh=0.9, cpu_threads=10, crop_res_save_dir='./output', det=True, det_algorithm='DB', det_db_box_thresh=0.6, det_db_score_mode='fast', det_db_thresh=0.3, det_db_unclip_ratio=1.5, det_east_cover_thresh=0.1, det_east_nms_thresh=0.2, det_east_score_thresh=0.8, det_limit_side_len=960, det_limit_type='max', det_model_dir='/home/aistudio/.paddleocr/2.3.0.2/ocr/det/ch/ch_PP-OCRv2_det_infer', det_pse_box_thresh=0.85, det_pse_box_type='box', det_pse_min_area=16, det_pse_scale=1, det_pse_thresh=0, det_sast_nms_thresh=0.2, det_sast_polygon=False, det_sast_score_thresh=0.5, draw_img_save_dir='./inference_results', drop_score=0.5, e2e_algorithm='PGNet', e2e_char_dict_path='./ppocr/utils/ic15_dict.txt', e2e_limit_side_len=768, e2e_limit_type='max', e2e_model_dir=None, e2e_pgnet_mode='fast', e2e_pgnet_score_thresh=0.5, e2e_pgnet_valid_set='totaltext', enable_mkldnn=False, gpu_mem=500, help='==SUPPRESS==', image_dir=None, ir_optim=True, label_list=['0', '180'], label_map_path='./vqa/labels/labels_ser.txt', lang='ch', layout_path_model='lp://PubLayNet/ppyolov2_r50vd_dcn_365e_publaynet/config', max_batch_size=10, max_seq_length=512, max_text_length=25, min_subgraph_size=15, mode='structure', model_name_or_path=None, ocr_version='PP-OCRv2', output='./output', precision='fp32', process_id=0, rec=True, rec_algorithm='CRNN', rec_batch_num=6, rec_char_dict_path='/home/aistudio/PaddleOCR/ppocr/utils/ppocr_keys_v1.txt', rec_image_shape='3, 32, 320', rec_model_dir='/home/aistudio/.paddleocr/2.3.0.2/ocr/rec/ch/ch_PP-OCRv2_rec_infer', save_crop_res=False, save_log_path='./log_output/', show_log=True, structure_version='STRUCTURE', table_char_dict_path=None, table_char_type='en', table_max_len=488, table_model_dir=None, total_process_num=1, type='ocr', use_angle_cls=False, use_dilation=False, use_gpu=False, use_mp=False, use_onnx=False, use_pdserving=False, use_space_char=True, use_tensorrt=False, vis_font_path='./doc/fonts/simfang.ttf', warmup=False)\n",
      "[2021/12/25 16:04:57] root WARNING: Since the angle classifier is not initialized, the angle classifier will not be uesd during the forward process\n",
      "[[27.0, 459.0], [135.0, 459.0], [135.0, 479.0], [27.0, 479.0]]\n",
      "[[29.0, 431.0], [369.0, 431.0], [369.0, 444.0], [29.0, 444.0]]\n",
      "[[26.0, 397.0], [361.0, 397.0], [361.0, 414.0], [26.0, 414.0]]\n",
      "[[369.0, 368.0], [475.0, 368.0], [475.0, 389.0], [369.0, 389.0]]\n",
      "[[28.0, 367.0], [279.0, 367.0], [279.0, 381.0], [28.0, 381.0]]\n",
      "[[27.0, 335.0], [343.0, 335.0], [343.0, 352.0], [27.0, 352.0]]\n",
      "[[26.0, 304.0], [251.0, 304.0], [251.0, 320.0], [26.0, 320.0]]\n",
      "[[24.0, 271.0], [180.0, 269.0], [180.0, 289.0], [24.0, 290.0]]\n",
      "[[24.0, 239.0], [241.0, 238.0], [241.0, 258.0], [24.0, 259.0]]\n",
      "[[413.0, 233.0], [430.0, 233.0], [430.0, 303.0], [413.0, 303.0]]\n",
      "[[25.0, 208.0], [234.0, 208.0], [234.0, 228.0], [25.0, 228.0]]\n",
      "[[25.0, 177.0], [300.0, 177.0], [300.0, 196.0], [25.0, 196.0]]\n",
      "[[26.0, 143.0], [281.0, 144.0], [281.0, 164.0], [26.0, 163.0]]\n",
      "[[28.0, 113.0], [330.0, 113.0], [330.0, 133.0], [28.0, 133.0]]\n",
      "[[27.0, 82.0], [172.0, 82.0], [172.0, 103.0], [27.0, 103.0]]\n",
      "[[28.0, 37.0], [302.0, 39.0], [302.0, 72.0], [28.0, 70.0]]\n"
     ]
    },
    {
     "data": {
2148
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",
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      "text/plain": [
       "<Figure size 1080x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from paddleocr import PaddleOCR, draw_ocr\n",
    "\n",
    "ocr = PaddleOCR(use_gpu=False)  # need to run only once to download and load model into memory\n",
    "img_path = '/home/aistudio/PaddleOCR/doc/imgs/11.jpg'\n",
    "result = ocr.ocr(img_path, rec=False)\n",
    "for line in result:\n",
    "    print(line)\n",
    "\n",
    "# 显示结果\n",
    "from PIL import Image\n",
    "\n",
    "image = Image.open(img_path).convert('RGB')\n",
    "im_show = draw_ocr(image, result, txts=None, scores=None, font_path='/home/aistudio/PaddleOCR/doc/fonts/simfang.ttf')\n",
    "plt.figure(figsize=(15, 8))\n",
    "plt.imshow(im_show)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "* 单独执行识别\n",
    "\n",
    "可以指定`det=False`,仅运行单独的识别模块。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2021/12/25 16:05:03] root WARNING: version PP-OCRv2 not support cls models, auto switch to version PP-OCR\n",
      "Namespace(benchmark=False, cls_batch_num=6, cls_image_shape='3, 48, 192', cls_model_dir='/home/aistudio/.paddleocr/2.3.0.2/ocr/cls/ch_ppocr_mobile_v2.0_cls_infer', cls_thresh=0.9, cpu_threads=10, crop_res_save_dir='./output', det=True, det_algorithm='DB', det_db_box_thresh=0.6, det_db_score_mode='fast', det_db_thresh=0.3, det_db_unclip_ratio=1.5, det_east_cover_thresh=0.1, det_east_nms_thresh=0.2, det_east_score_thresh=0.8, det_limit_side_len=960, det_limit_type='max', det_model_dir='/home/aistudio/.paddleocr/2.3.0.2/ocr/det/ch/ch_PP-OCRv2_det_infer', det_pse_box_thresh=0.85, det_pse_box_type='box', det_pse_min_area=16, det_pse_scale=1, det_pse_thresh=0, det_sast_nms_thresh=0.2, det_sast_polygon=False, det_sast_score_thresh=0.5, draw_img_save_dir='./inference_results', drop_score=0.5, e2e_algorithm='PGNet', e2e_char_dict_path='./ppocr/utils/ic15_dict.txt', e2e_limit_side_len=768, e2e_limit_type='max', e2e_model_dir=None, e2e_pgnet_mode='fast', e2e_pgnet_score_thresh=0.5, e2e_pgnet_valid_set='totaltext', enable_mkldnn=False, gpu_mem=500, help='==SUPPRESS==', image_dir=None, ir_optim=True, label_list=['0', '180'], label_map_path='./vqa/labels/labels_ser.txt', lang='ch', layout_path_model='lp://PubLayNet/ppyolov2_r50vd_dcn_365e_publaynet/config', max_batch_size=10, max_seq_length=512, max_text_length=25, min_subgraph_size=15, mode='structure', model_name_or_path=None, ocr_version='PP-OCRv2', output='./output', precision='fp32', process_id=0, rec=True, rec_algorithm='CRNN', rec_batch_num=6, rec_char_dict_path='/home/aistudio/PaddleOCR/ppocr/utils/ppocr_keys_v1.txt', rec_image_shape='3, 32, 320', rec_model_dir='/home/aistudio/.paddleocr/2.3.0.2/ocr/rec/ch/ch_PP-OCRv2_rec_infer', save_crop_res=False, save_log_path='./log_output/', show_log=True, structure_version='STRUCTURE', table_char_dict_path=None, table_char_type='en', table_max_len=488, table_model_dir=None, total_process_num=1, type='ocr', use_angle_cls=False, use_dilation=False, use_gpu=False, use_mp=False, use_onnx=False, use_pdserving=False, use_space_char=True, use_tensorrt=False, vis_font_path='./doc/fonts/simfang.ttf', warmup=False)\n",
      "[2021/12/25 16:05:03] root WARNING: Since the angle classifier is not initialized, the angle classifier will not be uesd during the forward process\n",
      "('韩国小馆', 0.9967349)\n"
     ]
    }
   ],
   "source": [
    "from paddleocr import PaddleOCR\n",
    "\n",
    "ocr = PaddleOCR(use_gpu=False)  # need to run only once to download and load model into memory\n",
    "img_path = '/home/aistudio/PaddleOCR/doc/imgs_words/ch/word_1.jpg'\n",
    "result = ocr.ocr(img_path, det=False)\n",
    "for line in result:\n",
    "    print(line)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "* 单独执行方向分类器\n",
    "\n",
    "可以指定`det=False, rec=False, cls=True`,仅运行方向分类器。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2021/12/25 16:06:27] root WARNING: version PP-OCRv2 not support cls models, auto switch to version PP-OCR\n",
      "Namespace(benchmark=False, cls_batch_num=6, cls_image_shape='3, 48, 192', cls_model_dir='/home/aistudio/.paddleocr/2.3.0.2/ocr/cls/ch_ppocr_mobile_v2.0_cls_infer', cls_thresh=0.9, cpu_threads=10, crop_res_save_dir='./output', det=True, det_algorithm='DB', det_db_box_thresh=0.6, det_db_score_mode='fast', det_db_thresh=0.3, det_db_unclip_ratio=1.5, det_east_cover_thresh=0.1, det_east_nms_thresh=0.2, det_east_score_thresh=0.8, det_limit_side_len=960, det_limit_type='max', det_model_dir='/home/aistudio/.paddleocr/2.3.0.2/ocr/det/ch/ch_PP-OCRv2_det_infer', det_pse_box_thresh=0.85, det_pse_box_type='box', det_pse_min_area=16, det_pse_scale=1, det_pse_thresh=0, det_sast_nms_thresh=0.2, det_sast_polygon=False, det_sast_score_thresh=0.5, draw_img_save_dir='./inference_results', drop_score=0.5, e2e_algorithm='PGNet', e2e_char_dict_path='./ppocr/utils/ic15_dict.txt', e2e_limit_side_len=768, e2e_limit_type='max', e2e_model_dir=None, e2e_pgnet_mode='fast', e2e_pgnet_score_thresh=0.5, e2e_pgnet_valid_set='totaltext', enable_mkldnn=False, gpu_mem=500, help='==SUPPRESS==', image_dir=None, ir_optim=True, label_list=['0', '180'], label_map_path='./vqa/labels/labels_ser.txt', lang='ch', layout_path_model='lp://PubLayNet/ppyolov2_r50vd_dcn_365e_publaynet/config', max_batch_size=10, max_seq_length=512, max_text_length=25, min_subgraph_size=15, mode='structure', model_name_or_path=None, ocr_version='PP-OCRv2', output='./output', precision='fp32', process_id=0, rec=True, rec_algorithm='CRNN', rec_batch_num=6, rec_char_dict_path='/home/aistudio/PaddleOCR/ppocr/utils/ppocr_keys_v1.txt', rec_image_shape='3, 32, 320', rec_model_dir='/home/aistudio/.paddleocr/2.3.0.2/ocr/rec/ch/ch_PP-OCRv2_rec_infer', save_crop_res=False, save_log_path='./log_output/', show_log=True, structure_version='STRUCTURE', table_char_dict_path=None, table_char_type='en', table_max_len=488, table_model_dir=None, total_process_num=1, type='ocr', use_angle_cls=True, use_dilation=False, use_gpu=False, use_mp=False, use_onnx=False, use_pdserving=False, use_space_char=True, use_tensorrt=False, vis_font_path='./doc/fonts/simfang.ttf', warmup=False)\n",
      "['0', 0.9998784]\n"
     ]
    },
    {
     "data": {
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",
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      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from paddleocr import PaddleOCR\n",
    "\n",
    "ocr = PaddleOCR(use_angle_cls=True, use_gpu=False)  # need to run only once to download and load model into memory\n",
    "img_path = '/home/aistudio/PaddleOCR/doc/imgs_words/ch/word_1.jpg'\n",
    "result = ocr.ocr(img_path, det=False, rec=False, cls=True)\n",
    "for line in result:\n",
    "    print(line)\n",
    "\n",
    "img = cv2.imread(img_path)\n",
    "plt.imshow(img[...,::-1])\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "* `检测+方向分类器+识别`全流程体验\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2021/12/25 16:07:58] root WARNING: version PP-OCRv2 not support cls models, auto switch to version PP-OCR\n",
      "Namespace(benchmark=False, cls_batch_num=6, cls_image_shape='3, 48, 192', cls_model_dir='/home/aistudio/.paddleocr/2.3.0.2/ocr/cls/ch_ppocr_mobile_v2.0_cls_infer', cls_thresh=0.9, cpu_threads=10, crop_res_save_dir='./output', det=True, det_algorithm='DB', det_db_box_thresh=0.6, det_db_score_mode='fast', det_db_thresh=0.3, det_db_unclip_ratio=1.5, det_east_cover_thresh=0.1, det_east_nms_thresh=0.2, det_east_score_thresh=0.8, det_limit_side_len=960, det_limit_type='max', det_model_dir='/home/aistudio/.paddleocr/2.3.0.2/ocr/det/ch/ch_PP-OCRv2_det_infer', det_pse_box_thresh=0.85, det_pse_box_type='box', det_pse_min_area=16, det_pse_scale=1, det_pse_thresh=0, det_sast_nms_thresh=0.2, det_sast_polygon=False, det_sast_score_thresh=0.5, draw_img_save_dir='./inference_results', drop_score=0.5, e2e_algorithm='PGNet', e2e_char_dict_path='./ppocr/utils/ic15_dict.txt', e2e_limit_side_len=768, e2e_limit_type='max', e2e_model_dir=None, e2e_pgnet_mode='fast', e2e_pgnet_score_thresh=0.5, e2e_pgnet_valid_set='totaltext', enable_mkldnn=False, gpu_mem=500, help='==SUPPRESS==', image_dir=None, ir_optim=True, label_list=['0', '180'], label_map_path='./vqa/labels/labels_ser.txt', lang='ch', layout_path_model='lp://PubLayNet/ppyolov2_r50vd_dcn_365e_publaynet/config', max_batch_size=10, max_seq_length=512, max_text_length=25, min_subgraph_size=15, mode='structure', model_name_or_path=None, ocr_version='PP-OCRv2', output='./output', precision='fp32', process_id=0, rec=True, rec_algorithm='CRNN', rec_batch_num=6, rec_char_dict_path='/home/aistudio/PaddleOCR/ppocr/utils/ppocr_keys_v1.txt', rec_image_shape='3, 32, 320', rec_model_dir='/home/aistudio/.paddleocr/2.3.0.2/ocr/rec/ch/ch_PP-OCRv2_rec_infer', save_crop_res=False, save_log_path='./log_output/', show_log=True, structure_version='STRUCTURE', table_char_dict_path=None, table_char_type='en', table_max_len=488, table_model_dir=None, total_process_num=1, type='ocr', use_angle_cls=True, use_dilation=False, use_gpu=False, use_mp=False, use_onnx=False, use_pdserving=False, use_space_char=True, use_tensorrt=False, vis_font_path='./doc/fonts/simfang.ttf', warmup=False)\n",
      "[2021/12/25 16:08:00] root DEBUG: dt_boxes num : 16, elapse : 1.1848454475402832\n",
      "[2021/12/25 16:08:01] root DEBUG: cls num  : 16, elapse : 0.7081763744354248\n",
      "[2021/12/25 16:08:08] root DEBUG: rec_res num  : 16, elapse : 7.406725883483887\n",
      "[[[28.0, 37.0], [302.0, 39.0], [302.0, 72.0], [28.0, 70.0]], ('纯臻营养护发素', 0.9924613)]\n",
      "[[[27.0, 82.0], [172.0, 82.0], [172.0, 103.0], [27.0, 103.0]], ('产品信息/参数', 0.992365)]\n",
      "[[[28.0, 113.0], [330.0, 113.0], [330.0, 133.0], [28.0, 133.0]], ('(45元/每公斤,100公斤起订)', 0.90023524)]\n",
      "[[[26.0, 143.0], [281.0, 144.0], [281.0, 164.0], [26.0, 163.0]], ('每瓶22元,1000瓶起订)', 0.9793598)]\n",
      "[[[25.0, 177.0], [300.0, 177.0], [300.0, 196.0], [25.0, 196.0]], ('【品牌】:代加工方式/OEMODM', 0.98173994)]\n",
      "[[[25.0, 208.0], [234.0, 208.0], [234.0, 228.0], [25.0, 228.0]], ('【品名】:纯臻营养护发素', 0.9742198)]\n",
      "[[[24.0, 239.0], [241.0, 238.0], [241.0, 258.0], [24.0, 259.0]], ('【产品编号】:YM-X-3011', 0.9428464)]\n",
      "[[[413.0, 233.0], [430.0, 233.0], [430.0, 303.0], [413.0, 303.0]], ('ODM OEM', 0.91271496)]\n",
      "[[[24.0, 271.0], [180.0, 269.0], [180.0, 289.0], [24.0, 290.0]], ('【净含量】:220ml', 0.97186875)]\n",
      "[[[26.0, 304.0], [251.0, 304.0], [251.0, 320.0], [26.0, 320.0]], ('【适用人群】:适合所有肤质', 0.94716364)]\n",
      "[[[27.0, 335.0], [343.0, 335.0], [343.0, 352.0], [27.0, 352.0]], ('(主要成分】:鲸蜡硬脂醇、燕麦B-葡聚', 0.89800084)]\n",
      "[[[28.0, 367.0], [279.0, 367.0], [279.0, 381.0], [28.0, 381.0]], ('糖、椰油酰胺丙基甜菜碱泛醒', 0.8583736)]\n",
      "[[[369.0, 368.0], [475.0, 368.0], [475.0, 389.0], [369.0, 389.0]], ('(成品包材)', 0.971282)]\n",
      "[[[26.0, 397.0], [361.0, 397.0], [361.0, 414.0], [26.0, 414.0]], ('主要功能】:可紧致头发磷层,从而达到', 0.97077614)]\n",
      "[[[29.0, 431.0], [369.0, 431.0], [369.0, 444.0], [29.0, 444.0]], ('即时持久改善头发光泽的效果,给干燥的头', 0.9430727)]\n",
      "[[[27.0, 459.0], [135.0, 459.0], [135.0, 479.0], [27.0, 479.0]], ('发足够的滋养', 0.97956467)]\n"
     ]
    },
    {
     "data": {
2312
      "image/png": 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",
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      "text/plain": [
       "<Figure size 1080x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from paddleocr import PaddleOCR, draw_ocr\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "# PaddleOCR目前支持中英文、英文、法语、德语、韩语、日语,可以通过修改lang参数进行切换\n",
    "# 参数依次为`ch`, `en`, `french`, `german`, `korean`, `japan`。\n",
    "ocr = PaddleOCR(use_angle_cls=True, lang=\"ch\", use_gpu=False)  # need to run only once to download and load model into memory\n",
    "img_path = '/home/aistudio/PaddleOCR/doc/imgs/11.jpg'\n",
    "result = ocr.ocr(img_path, cls=True)\n",
    "for line in result:\n",
    "    print(line)\n",
    "\n",
    "# 显示结果\n",
    "from PIL import Image\n",
    "\n",
    "image = Image.open(img_path).convert('RGB')\n",
    "boxes = [line[0] for line in result]\n",
    "txts = [line[1][0] for line in result]\n",
    "scores = [line[1][1] for line in result]\n",
    "im_show = draw_ocr(image, boxes, txts, scores, font_path='/home/aistudio/PaddleOCR/doc/fonts/simfang.ttf')\n",
    "plt.figure(figsize=(15, 8))\n",
    "plt.imshow(im_show)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "结果是一个list,每个item包含了文本框,文字和识别置信度。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "# 3. 基于Paddle Inference的C++推理\n",
    "\n",
    "在推理部署过程中,相比于Python,C++的性能一般会更好一些,因此很多实际推理场景中会考虑使用C++作为开发语言进行推理。\n",
    "\n",
    "上一小节给大家介绍的Paddle Inference也支持C++的推理过程,本节主要介绍C++的PP-OCRv2推理过程。\n",
    "\n",
    "在基于Paddle Inference,对PP-OCRv2系统使用C++推理时,有以下几个步骤。\n",
    "\n",
    "(1)准备模型\n",
    "\n",
    "(2)编译opencv库\n",
    "\n",
    "(3)获取Paddle Inference预测库\n",
    "\n",
    "(4)编译PaddleOCR C++推理代码\n",
    "\n",
    "(5)运行PP-OCRv2系统\n",
    "\n",
    "由于AiStudio上版本限制,这里不做具体演示过程,仅给大家介绍具体的流程。建议您在本地体验PP-OCRv2的C++推理过程。\n",
    "\n",
    "关于本小节更加详细的内容可以参考:[PP-OCRv2 C++推理教程](https://github.com/PaddlePaddle/PaddleOCR/blob/release/2.4/deploy/cpp_infer/readme.md)。\n",
    "\n",
    "## 3.1 准备模型\n",
    "\n",
    "使用下面的命令,准备PP-OCRv2的推理模型。\n",
    "\n",
    "```bash\n",
    "cd deploy/cpp_infer\n",
    "wget https://paddleocr.bj.bcebos.com/PP-OCRv2/chinese/ch_PP-OCRv2_det_infer.tar -O ch_PP-OCRv2_det_infer.tar && tar -xf ch_PP-OCRv2_det_infer.tar\n",
    "wget https://paddleocr.bj.bcebos.com/PP-OCRv2/chinese/ch_PP-OCRv2_rec_infer.tar -O ch_PP-OCRv2_rec_infer.tar &&  tar -xf ch_PP-OCRv2_rec_infer.tar\n",
    "wget https://paddleocr.bj.bcebos.com/dygraph_v2.0/ch/ch_ppocr_mobile_v2.0_cls_infer.tar -O ch_ppocr_mobile_v2.0_cls_infer.tar && tar -xf ch_ppocr_mobile_v2.0_cls_infer.tar\n",
    "```\n",
    "\n",
    "## 3.2 编译OpenCV库\n",
    "\n",
    "* 首先需要从opencv官网上下载在Linux环境下源码编译的包,以opencv3.4.7为例,下载命令如下。\n",
    "\n",
    "```bash\n",
    "wget https://paddleocr.bj.bcebos.com/libs/opencv/opencv-3.4.7.tar.gz\n",
    "tar -xf opencv-3.4.7.tar.gz\n",
    "```\n",
    "\n",
    "最终可以在当前目录下看到`opencv-3.4.7/`的文件夹。\n",
    "\n",
    "* 编译OpenCV,设置OpenCV源码路径(`root_path`)以及安装路径(`install_path`)。进入opencv源码路径下,按照下面的方式进行编译。\n",
    "\n",
    "```shell\n",
    "root_path=\"your_opencv_root_path\"\n",
    "install_path=${root_path}/opencv3\n",
    "build_dir=${root_path}/build\n",
    "\n",
    "rm -rf ${build_dir}\n",
    "mkdir ${build_dir}\n",
    "cd ${build_dir}\n",
    "\n",
    "cmake .. \\\n",
    "    -DCMAKE_INSTALL_PREFIX=${install_path} \\\n",
    "    -DCMAKE_BUILD_TYPE=Release \\\n",
    "    -DBUILD_SHARED_LIBS=OFF \\\n",
    "    -DWITH_IPP=OFF \\\n",
    "    -DBUILD_IPP_IW=OFF \\\n",
    "    -DWITH_LAPACK=OFF \\\n",
    "    -DWITH_EIGEN=OFF \\\n",
    "    -DCMAKE_INSTALL_LIBDIR=lib64 \\\n",
    "    -DWITH_ZLIB=ON \\\n",
    "    -DBUILD_ZLIB=ON \\\n",
    "    -DWITH_JPEG=ON \\\n",
    "    -DBUILD_JPEG=ON \\\n",
    "    -DWITH_PNG=ON \\\n",
    "    -DBUILD_PNG=ON \\\n",
    "    -DWITH_TIFF=ON \\\n",
    "    -DBUILD_TIFF=ON\n",
    "\n",
    "make -j\n",
    "make install\n",
    "```\n",
    "\n",
    "也可以直接修改`tools/build_opencv.sh`的内容,然后直接运行下面的命令进行编译。\n",
    "\n",
    "```shell\n",
    "sh tools/build_opencv.sh\n",
    "```\n",
    "\n",
    "其中`root_path`为下载的opencv源码路径,`install_path`为opencv的安装路径,`make install`完成之后,会在该文件夹下生成opencv头文件和库文件,用于后面的OCR代码编译。\n",
    "\n",
    "最终在安装路径下的文件结构如下所示。\n",
    "\n",
    "```\n",
    "opencv3/\n",
    "|-- bin\n",
    "|-- include\n",
    "|-- lib\n",
    "|-- lib64\n",
    "|-- share\n",
    "```\n",
    "\n",
    "## 3.3 获取Paddle Inference预测库\n",
    "\n",
    "* [Paddle预测库官网](https://paddle-inference.readthedocs.io/en/latest/user_guides/download_lib.html) 上提供了不同cuda版本的Linux预测库,可以在官网根据自己的环境选择合适的预测库版本。\n",
    "\n",
    "* 下载之后使用下面的方法解压。\n",
    "\n",
    "```bash\n",
    "wget https://paddle-inference-lib.bj.bcebos.com/2.2.1/cxx_c/Linux/GPU/x86-64_gcc8.2_avx_mkl_cuda10.2_cudnn8.1.1_trt7.2.3.4/paddle_inference.tgz -O paddle_inference.tgz\n",
    "tar -xf paddle_inference.tgz\n",
    "```\n",
    "\n",
    "最终会在当前的文件夹中生成`paddle_inference/`的子文件夹。\n",
    "\n",
    "## 3.4 编译PaddleOCR的推理代码\n",
    "\n",
    "编译命令如下,其中Paddle C++预测库、opencv等其他依赖库的地址需要换成自己机器上的实际地址。\n",
    "\n",
    "```shell\n",
    "sh tools/build.sh\n",
    "```\n",
    "\n",
    "* 具体的,需要修改`tools/build.sh`中环境路径,相关内容如下:\n",
    "\n",
    "```shell\n",
    "OPENCV_DIR=your_opencv_dir\n",
    "LIB_DIR=your_paddle_inference_dir\n",
    "CUDA_LIB_DIR=your_cuda_lib_dir\n",
    "CUDNN_LIB_DIR=/your_cudnn_lib_dir\n",
    "```\n",
    "\n",
    "其中,`OPENCV_DIR`为opencv编译安装的地址;`LIB_DIR`为下载(`paddle_inference`文件夹)或者编译生成的Paddle预测库地址(`build/paddle_inference_install_dir`文件夹);`CUDA_LIB_DIR`为cuda库文件地址,在docker中为`/usr/local/cuda/lib64`;`CUDNN_LIB_DIR`为cudnn库文件地址,在docker中为`/usr/lib/x86_64-linux-gnu/`。**注意:以上路径都写绝对路径,不要写相对路径。**\n",
    "\n",
    "* 编译完成之后,会在`build`文件夹下生成一个名为`ppocr`的可执行文件。\n",
    "\n",
    "## 3.5 运行PP-OCRv2系统\n",
    "\n",
    "运行方式:  \n",
    "```shell\n",
    "./build/ppocr <mode> [--param1] [--param2] [...]\n",
    "```\n",
    "其中,`mode`为必选参数,表示选择的功能,取值范围['det', 'rec', 'system'],分别表示调用检测、识别、检测识别串联(包括方向分类器)。具体命令如下:\n",
    "\n",
    "* 只运行文字检测模型\n",
    "\n",
    "```bash\n",
    "./build/ppocr det \\\n",
    "    --det_model_dir=./ch_PP-OCRv2_det_infer/ \\\n",
    "    --image_dir=../../doc/imgs/12.jpg\n",
    "```\n",
    "* 只运行文字识别模型\n",
    "\n",
    "```shell\n",
    "./build/ppocr rec \\\n",
    "    --rec_model_dir=./ch_PP-OCRv2_rec_infer/ \\\n",
    "    --image_dir=../../doc/imgs_words/ch/\n",
    "```\n",
    "* 运行PP-OCRv2系统\n",
    "\n",
    "```shell\n",
    "# 不使用方向分类器\n",
    "./build/ppocr system \\\n",
    "    --det_model_dir=./ch_PP-OCRv2_det_infer/ \\\n",
    "    --rec_model_dir=./ch_PP-OCRv2_rec_infer/ \\\n",
    "    --image_dir=../../doc/imgs/12.jpg\n",
    "\n",
    "# 使用方向分类器\n",
    "./build/ppocr system \\\n",
    "    --det_model_dir=./ch_PP-OCRv2_det_infer/ \\\n",
    "    --rec_model_dir=./ch_PP-OCRv2_rec_infer/ \\\n",
    "    --use_angle_cls=true \\\n",
    "    --cls_model_dir=./ch_ppocr_mobile_v2.0_cls_infer \\\n",
    "    --image_dir=../../doc/imgs/12.jpg\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "#  4. Paddle Serving服务化部署实战\n",
    "\n",
    "在第2和第3节内容中,我们详细介绍了基于Paddle Inference的PP-OCRv2系统推理,它属于离线推理,即在特定机器上部署的代码只能在这台机器上使用,无法通过其他机器进行访问。因此模型服务化部署的需求也就衍生出来。\n",
    "\n",
    "服务化部署指的是,将模型以服务的形式进行部署,其他的设备可以通过发送请求的形式去访问服务,从而获取模型服务的推理结果。服务化部署示意图如下所示。\n",
    "\n",
    "<div align=\"center\">\n",
    "<img src=\"https://ai-studio-static-online.cdn.bcebos.com/831abb70838e456fb2cec236817b9c5b1a0dff15fff7479e8f8430493c4506ea\"  width = \"400\" />\n",
    "</div>\n",
    "<center>服务化部署示意图</center>\n",
    "\n",
    "在模型部署成功后,不同用户都可以通过客户端,以发送网络请求的方式获得推理服务。\n",
    "\n",
    "Paddle Serving是飞桨为方便开发者进行服务化部署而打造的工具,本节主要介绍基于Paddle Serving的PP-OCRv2系统服务化部署过程。\n",
    "\n",
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    "## 4.1 Paddle Serving简介\n",
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    "\n",
    "Paddle Serving作为飞桨(PaddlePaddle)开源的服务化部署框架,长期目标就是围绕着人工智能落地的最后一公里提供越来越专业、可靠、易用的服务。Paddle Serving目前提供了两套框架C++ Serving和Python Pipeline。Python Pipeline框架倾向于二次开发的便捷性,C++ Serving框架更倾向于追求极致性能。\n",
    "\n",
    "基于Paddle Serving进行PP-OCRv2模型的服务化部署时,流程如下所示。\n",
    "\n",
    "<div align=\"center\">\n",
    "<img src=\"https://ai-studio-static-online.cdn.bcebos.com/348c446f79a04bca8801b5fc6dd3c5d5207711179d4d4d9db15e8cb4b1bd8810\"  width = \"800\" />\n",
    "</div>\n",
    "<center>基于Paddle Serving部署PP-OCRv2系统流程图</center>\n",
    "\n",
    "\n",
    "## 4.2 准备预测数据和部署环境\n",
    "\n",
    "数据与模型推理所用数据一致。\n",
    "\n",
    "运行Paddle Serving,需要安装Paddle Serving三个安装包:paddle-serving-server、paddle-serving-client 和 paddle-serving-app,命令如下。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--2021-12-25 16:25:12--  https://paddle-serving.bj.bcebos.com/test-dev/whl/paddle_serving_server_gpu-0.7.0.post102-py3-none-any.whl\n",
      "Resolving paddle-serving.bj.bcebos.com (paddle-serving.bj.bcebos.com)... 100.67.200.6\n",
      "Connecting to paddle-serving.bj.bcebos.com (paddle-serving.bj.bcebos.com)|100.67.200.6|:443... connected.\n",
      "HTTP request sent, awaiting response... 200 OK\n",
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      "Saving to: ‘paddle_serving_server_gpu-0.7.0.post102-py3-none-any.whl’\n",
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      "\n",
      "2021-12-25 16:25:12 (57.6 MB/s) - ‘paddle_serving_server_gpu-0.7.0.post102-py3-none-any.whl’ saved [7146257/7146257]\n",
      "\n",
      "Looking in indexes: https://pypi.tuna.tsinghua.edu.cn/simple\n",
      "Processing ./paddle_serving_server_gpu-0.7.0.post102-py3-none-any.whl\n",
      "Collecting Jinja2==2.11.3\n",
      "  Downloading https://pypi.tuna.tsinghua.edu.cn/packages/7e/c2/1eece8c95ddbc9b1aeb64f5783a9e07a286de42191b7204d67b7496ddf35/Jinja2-2.11.3-py2.py3-none-any.whl (125 kB)\n",
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      "\u001b[?25hCollecting func-timeout\n",
      "  Downloading https://pypi.tuna.tsinghua.edu.cn/packages/b3/0d/bf0567477f7281d9a3926c582bfef21bff7498fc0ffd3e9de21811896a0b/func_timeout-4.3.5.tar.gz (44 kB)\n",
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      "\u001b[?25h  Preparing metadata (setup.py) ... \u001b[?25ldone\n",
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      "  Downloading https://pypi.tuna.tsinghua.edu.cn/packages/cc/94/5f7079a0e00bd6863ef8f1da638721e9da21e5bacee597595b318f71d62e/Werkzeug-1.0.1-py2.py3-none-any.whl (298 kB)\n",
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      "  Downloading https://pypi.tuna.tsinghua.edu.cn/packages/7a/46/d08d8a5d0e0449f541fe9e7a226854019a41a4fa41fd14332e55b0e4394f/grpcio-1.33.2-cp37-cp37m-manylinux2014_x86_64.whl (3.8 MB)\n",
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      "  Downloading https://pypi.tuna.tsinghua.edu.cn/packages/77/1e/91eaee901589ebee04c21df2f551502e7ba946bab99338f77a1f8a4237e1/grpcio_tools-1.33.2-cp37-cp37m-manylinux2014_x86_64.whl (2.5 MB)\n",
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      "Building wheels for collected packages: func-timeout\n",
      "  Building wheel for func-timeout (setup.py) ... \u001b[?25ldone\n",
      "\u001b[?25h  Created wheel for func-timeout: filename=func_timeout-4.3.5-py3-none-any.whl size=15077 sha256=787d26c33bea8918d151100cf0cd6c5953b1b065c427075198f1610f8788274d\n",
      "  Stored in directory: /home/aistudio/.cache/pip/wheels/ea/6b/56/b7bcacbd1bd8cd29883e7f7a29cbd98b87b2d789b25bae5563\n",
      "Successfully built func-timeout\n",
      "Installing collected packages: Werkzeug, Jinja2, grpcio, click, grpcio-tools, func-timeout, paddle-serving-server-gpu\n",
      "  Attempting uninstall: Werkzeug\n",
      "    Found existing installation: Werkzeug 0.16.0\n",
      "    Uninstalling Werkzeug-0.16.0:\n",
      "      Successfully uninstalled Werkzeug-0.16.0\n",
      "  Attempting uninstall: Jinja2\n",
      "    Found existing installation: Jinja2 2.11.0\n",
      "    Uninstalling Jinja2-2.11.0:\n",
      "      Successfully uninstalled Jinja2-2.11.0\n",
      "  Attempting uninstall: grpcio\n",
      "    Found existing installation: grpcio 1.35.0\n",
      "    Uninstalling grpcio-1.35.0:\n",
      "      Successfully uninstalled grpcio-1.35.0\n",
      "  Attempting uninstall: click\n",
      "    Found existing installation: Click 7.0\n",
      "    Uninstalling Click-7.0:\n",
      "      Successfully uninstalled Click-7.0\n",
      "ERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n",
      "blackhole 1.0.1 requires numpy<=1.19.5, but you have numpy 1.20.3 which is incompatible.\n",
      "Successfully installed Jinja2-2.11.3 Werkzeug-1.0.1 click-7.1.2 func-timeout-4.3.5 grpcio-1.33.2 grpcio-tools-1.33.2 paddle-serving-server-gpu-0.7.0.post102\n",
      "--2021-12-25 16:25:19--  https://paddle-serving.bj.bcebos.com/test-dev/whl/paddle_serving_client-0.7.0-cp37-none-any.whl\n",
      "Resolving paddle-serving.bj.bcebos.com (paddle-serving.bj.bcebos.com)... 100.67.200.6\n",
      "Connecting to paddle-serving.bj.bcebos.com (paddle-serving.bj.bcebos.com)|100.67.200.6|:443... connected.\n",
      "HTTP request sent, awaiting response... 200 OK\n",
      "Length: 44311645 (42M) [application/octet-stream]\n",
      "Saving to: ‘paddle_serving_client-0.7.0-cp37-none-any.whl’\n",
      "\n",
      "paddle_serving_clie 100%[===================>]  42.26M  66.9MB/s    in 0.6s    \n",
      "\n",
      "2021-12-25 16:25:20 (66.9 MB/s) - ‘paddle_serving_client-0.7.0-cp37-none-any.whl’ saved [44311645/44311645]\n",
      "\n",
      "Looking in indexes: https://pypi.tuna.tsinghua.edu.cn/simple\n",
      "Processing ./paddle_serving_client-0.7.0-cp37-none-any.whl\n",
      "Requirement already satisfied: six>=1.10.0 in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from paddle-serving-client==0.7.0) (1.15.0)\n",
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      "Requirement already satisfied: grpcio<=1.33.2 in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from paddle-serving-client==0.7.0) (1.33.2)\n",
      "Requirement already satisfied: protobuf>=3.11.0 in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from paddle-serving-client==0.7.0) (3.14.0)\n",
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      "Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from requests->paddle-serving-client==0.7.0) (1.25.6)\n",
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      "Installing collected packages: paddle-serving-client\n",
      "Successfully installed paddle-serving-client-0.7.0\n",
      "--2021-12-25 16:25:23--  https://paddle-serving.bj.bcebos.com/test-dev/whl/paddle_serving_app-0.7.0-py3-none-any.whl\n",
      "Resolving paddle-serving.bj.bcebos.com (paddle-serving.bj.bcebos.com)... 100.67.200.6\n",
      "Connecting to paddle-serving.bj.bcebos.com (paddle-serving.bj.bcebos.com)|100.67.200.6|:443... connected.\n",
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      "Length: 54130 (53K) [application/octet-stream]\n",
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      "\n",
      "paddle_serving_app- 100%[===================>]  52.86K  --.-KB/s    in 0.002s  \n",
      "\n",
      "2021-12-25 16:25:23 (27.6 MB/s) - ‘paddle_serving_app-0.7.0-py3-none-any.whl’ saved [54130/54130]\n",
      "\n",
      "Looking in indexes: https://pypi.tuna.tsinghua.edu.cn/simple\n",
      "Processing ./paddle_serving_app-0.7.0-py3-none-any.whl\n",
      "Collecting sentencepiece<=0.1.92\n",
      "  Downloading https://pypi.tuna.tsinghua.edu.cn/packages/1e/05/8d8d8fc7ef89d36bbdc9b4ff808def3db0dd52658e67f16779eb05ddb558/sentencepiece-0.1.92-cp37-cp37m-manylinux1_x86_64.whl (1.2 MB)\n",
      "     |████████████████████████████████| 1.2 MB 25.9 MB/s            \n",
      "\u001b[?25hRequirement already satisfied: opencv-python<=4.2.0.32 in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from paddle-serving-app==0.7.0) (4.1.1.26)\n",
      "Requirement already satisfied: six>=1.10.0 in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from paddle-serving-app==0.7.0) (1.15.0)\n",
      "Requirement already satisfied: pyclipper in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from paddle-serving-app==0.7.0) (1.3.0.post2)\n",
      "Requirement already satisfied: pillow in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from paddle-serving-app==0.7.0) (7.1.2)\n",
      "Requirement already satisfied: shapely in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from paddle-serving-app==0.7.0) (1.8.0)\n",
      "Requirement already satisfied: numpy>=1.14.5 in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from opencv-python<=4.2.0.32->paddle-serving-app==0.7.0) (1.20.3)\n",
      "Installing collected packages: sentencepiece, paddle-serving-app\n",
      "  Attempting uninstall: sentencepiece\n",
      "    Found existing installation: sentencepiece 0.1.96\n",
      "    Uninstalling sentencepiece-0.1.96:\n",
      "      Successfully uninstalled sentencepiece-0.1.96\n",
      "Successfully installed paddle-serving-app-0.7.0 sentencepiece-0.1.92\n"
     ]
    }
   ],
   "source": [
    "!wget https://paddle-serving.bj.bcebos.com/test-dev/whl/paddle_serving_server_gpu-0.7.0.post102-py3-none-any.whl\n",
    "!pip install paddle_serving_server_gpu-0.7.0.post102-py3-none-any.whl\n",
    "\n",
    "!wget https://paddle-serving.bj.bcebos.com/test-dev/whl/paddle_serving_client-0.7.0-cp37-none-any.whl\n",
    "!pip install paddle_serving_client-0.7.0-cp37-none-any.whl\n",
    "\n",
    "!wget https://paddle-serving.bj.bcebos.com/test-dev/whl/paddle_serving_app-0.7.0-py3-none-any.whl\n",
    "!pip install paddle_serving_app-0.7.0-py3-none-any.whl\n",
    "\n",
    "!rm ./*.whl"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "## 4.3 准备部署模型\n",
    "\n",
    "在进行模型服务化部署时,首先需要将推理模型转为用户服务化部署的模型。\n",
    "\n",
    "首先运行下面的命令下载推理模型。\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--2021-12-25 16:25:32--  https://paddleocr.bj.bcebos.com/PP-OCRv2/chinese/ch_PP-OCRv2_det_infer.tar\n",
      "Resolving paddleocr.bj.bcebos.com (paddleocr.bj.bcebos.com)... 100.67.200.6\n",
      "Connecting to paddleocr.bj.bcebos.com (paddleocr.bj.bcebos.com)|100.67.200.6|:443... connected.\n",
      "HTTP request sent, awaiting response... 200 OK\n",
      "Length: 3190272 (3.0M) [application/x-tar]\n",
      "Saving to: ‘ch_PP-OCRv2_det_infer.tar’\n",
      "\n",
      "ch_PP-OCRv2_det_inf 100%[===================>]   3.04M  --.-KB/s    in 0.09s   \n",
      "\n",
      "2021-12-25 16:25:32 (35.0 MB/s) - ‘ch_PP-OCRv2_det_infer.tar’ saved [3190272/3190272]\n",
      "\n",
      "--2021-12-25 16:25:33--  https://paddleocr.bj.bcebos.com/PP-OCRv2/chinese/ch_PP-OCRv2_rec_infer.tar\n",
      "Resolving paddleocr.bj.bcebos.com (paddleocr.bj.bcebos.com)... 100.67.200.6\n",
      "Connecting to paddleocr.bj.bcebos.com (paddleocr.bj.bcebos.com)|100.67.200.6|:443... connected.\n",
      "HTTP request sent, awaiting response... 200 OK\n",
      "Length: 8875520 (8.5M) [application/x-tar]\n",
      "Saving to: ‘ch_PP-OCRv2_rec_infer.tar’\n",
      "\n",
      "ch_PP-OCRv2_rec_inf 100%[===================>]   8.46M  --.-KB/s    in 0.1s    \n",
      "\n",
      "2021-12-25 16:25:33 (69.0 MB/s) - ‘ch_PP-OCRv2_rec_infer.tar’ saved [8875520/8875520]\n",
      "\n"
     ]
    }
   ],
   "source": [
    "os.chdir(\"/home/aistudio/PaddleOCR/deploy/pdserving/\")\n",
    "\n",
    "# 下载并解压 OCR 文本检测模型\n",
    "!wget https://paddleocr.bj.bcebos.com/PP-OCRv2/chinese/ch_PP-OCRv2_det_infer.tar -O ch_PP-OCRv2_det_infer.tar && tar -xf ch_PP-OCRv2_det_infer.tar && rm ch_PP-OCRv2_det_infer.tar\n",
    "# 下载并解压 OCR 文本识别模型\n",
    "!wget https://paddleocr.bj.bcebos.com/PP-OCRv2/chinese/ch_PP-OCRv2_rec_infer.tar -O ch_PP-OCRv2_rec_infer.tar &&  tar -xf ch_PP-OCRv2_rec_infer.tar && rm ch_PP-OCRv2_rec_infer.tar"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "运行下面的命令进行模型转换。\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ppocrv2_det_client\r\n",
      "├── [ 296]  serving_client_conf.prototxt\r\n",
      "└── [  98]  serving_client_conf.stream.prototxt\r\n",
      "ppocrv2_rec_client\r\n",
      "├── [ 284]  serving_client_conf.prototxt\r\n",
      "└── [  93]  serving_client_conf.stream.prototxt\r\n",
      "ppocrv2_det_serving\r\n",
      "├── [2.2M]  inference.pdiparams\r\n",
      "├── [842K]  inference.pdmodel\r\n",
      "├── [ 296]  serving_server_conf.prototxt\r\n",
      "└── [  98]  serving_server_conf.stream.prototxt\r\n",
      "ppocrv2_rec_serving\r\n",
      "├── [7.9M]  inference.pdiparams\r\n",
      "├── [527K]  inference.pdmodel\r\n",
      "├── [ 284]  serving_server_conf.prototxt\r\n",
      "└── [  93]  serving_server_conf.stream.prototxt\r\n",
      "\r\n",
      "0 directories, 12 files\r\n"
     ]
    }
   ],
   "source": [
    "# 转换检测模型\n",
    "!python -m paddle_serving_client.convert --dirname ./ch_PP-OCRv2_det_infer/ \\\n",
    "                                         --model_filename inference.pdmodel          \\\n",
    "                                         --params_filename inference.pdiparams       \\\n",
    "                                         --serving_server ./ppocrv2_det_serving/ \\\n",
    "                                         --serving_client ./ppocrv2_det_client/\n",
    "\n",
    "# 转换识别模型\n",
    "!python -m paddle_serving_client.convert --dirname ./ch_PP-OCRv2_rec_infer/ \\\n",
    "                                         --model_filename inference.pdmodel          \\\n",
    "                                         --params_filename inference.pdiparams       \\\n",
    "                                         --serving_server ./ppocrv2_rec_serving/  \\\n",
    "                                         --serving_client ./ppocrv2_rec_client/\n",
    "\n",
    "# 查看文件夹\n",
    "!tree -h *_client *_serving"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "检测模型转换完成后,会在当前文件夹多出`ppocrv2_det_mobile_serving` 和`ppocrv2_det_mobile_client`的文件夹,具备如下格式:\n",
    "\n",
    "```\n",
    "|- ppocrv2_det_mobile_serving/\n",
    "  |- __model__  \n",
    "  |- __params__\n",
    "  |- serving_server_conf.prototxt  \n",
    "  |- serving_server_conf.stream.prototxt\n",
    "\n",
    "|- ppocrv2_det_mobile_client\n",
    "  |- serving_client_conf.prototxt  \n",
    "  |- serving_client_conf.stream.prototxt\n",
    "\n",
    "```\n",
    "\n",
    "识别模型同理。\n",
    "\n",
    "## 4.4 Paddle Serving pipeline部署\n",
    "\n",
    "**注意**: 将PaddleOCR/deploy/pdserving/config.yml文件中的两个`model_config`字段分别修改为ppocrv2_det_mobile_serving、ppocrv2_rec_mobile_serving,对应模型转换的文件夹。\n",
    "\n",
    "    pdserving目录包含启动pipeline服务和发送预测请求的代码,包括:\n",
    "    ```\n",
    "    __init__.py\n",
    "    config.yml            # 启动服务的配置文件\n",
    "    ocr_reader.py         # OCR模型预处理和后处理的代码实现\n",
    "    pipeline_http_client.py   # 发送预测请求的脚本\n",
    "    web_service.py        # 启动服务端的脚本\n",
    "    ```\n",
    "\n",
    "### 4.4.1 启动服务\n",
    "\n",
    "运行如下命令启动服务:\n",
    "\n",
    "**开启新的终端运行下列启动服务的命令**\n",
    "\n",
    "    ```\n",
    "    # 启动服务,运行日志保存在web_serving_log.txt\n",
    "    cd PaddleOCR/deploy/pdserving/\n",
    "    nohup python web_service.py &>web_serving_log.txt &\n",
    "    ```\n",
    "成功启动服务后,web_serving_log.txt中会打印类似如下日志\n",
    "\n",
    "<div align=\"center\">\n",
    "<img src=\"https://ai-studio-static-online.cdn.bcebos.com/58b32c0158f34a739f9d4b5246b68575519543c786044c19849ab43246f1b482\"  width = \"800\" />\n",
    "</div>\n",
    "<center>服务端日志</center>\n",
    "\n",
    "\n",
    "### 4.4.2 发送服务请求:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'err_no': 0, 'err_msg': '', 'key': ['res'], 'value': [\"['土地整治与土壤修复研究中心', '华南农业大学|东图']\"], 'tensors': []}\n",
      "{'err_no': 0, 'err_msg': '', 'key': ['res'], 'value': [\"['纯臻营养护发素', '产品信息/参数', '(45元/每公斤,100公斤起订', '每瓶22元,1000瓶起订)', '【品牌】:代加工方式/OEMODM', '【品名】:纯臻营养护发素', '【产品编号】:YM-X-3011', 'ODMOEM', '(净含量】:220ml', '【适用人群):适合所有肤质', '[主要成分】:鲸蜡硬脂醇、燕麦B-葡聚', '糖、椰油酰胺内基甜菜碱、泛醒', '(成品包材)', '主要功能】:可紧致头发磷层,从而达到', '即时持久改善头发光泽的效果,给干燥的头', '发足够的滋养']\"], 'tensors': []}\n",
      "{'err_no': 0, 'err_msg': '', 'key': ['res'], 'value': [\"['Mairiedu|er|农', '*|Palais du LOUVRE', '公 LES ARTS DECORATIFS', '* Musée du LOUVRE', 'Theatre', 'du PALAIS-ROYAL L&']\"], 'tensors': []}\n",
      "{'err_no': 0, 'err_msg': '', 'key': ['res'], 'value': [\"['2', '证#', '', '##', '孔叫叫E2号动']\"], 'tensors': []}\n",
      "{'err_no': 0, 'err_msg': '', 'key': ['res'], 'value': [\"['合格证', '品名:纯棉单面背心套', '执行标准:FZ/T73025-2006', '安全类别:GB18401-2010', 'A类婴幼儿用品', '货号:B2390', 'DREA', '等级:一等品检验员:08', 'WOTHERAL', '成份:面料:100%棉', '小晶晶母婴', '品名:纯棉单面背心套', '上装:66/48', '零售价:47.50元', '下装:66/47']\"], 'tensors': []}\n",
      "{'err_no': 0, 'err_msg': '', 'key': ['res'], 'value': [\"['中国农业银行', 'AGRICULTURAL BANK OF CHINA', '美太网点办', '理务贵全融华务']\"], 'tensors': []}\n",
      "{'err_no': 0, 'err_msg': '', 'key': ['res'], 'value': [\"['Halten', 'Sie', 'Sie', 'was', 'versprechen', 'Und', 'geben', 'Sie noch', 'was dazu']\"], 'tensors': []}\n",
      "{'err_no': 0, 'err_msg': '', 'key': ['res'], 'value': [\"['上海斯格威铂尔受大酒店', '一打浦路15号', '绿洲仕格维花园公寓', '打浦路252935号']\"], 'tensors': []}\n",
      "{'err_no': 0, 'err_msg': '', 'key': ['res'], 'value': [\"['小学数学第八册第三单元测试题', '(小数乘法)', '姓名:', '班别:', '分数:', '计算题.(共38分)', '1.直接写出得数。(10分)', '0.8X25=', '0X4.23=', '0.57+0.43=', '2.4X0.2=', '0.02', 'X500=', '2.8X10=', '8.29X100=', '2.5X0.4=', '4.87-1.7=', '8.07', 'X1000=', '2.用坚式计算。(12分)', '2.97X3.8=', '7.05X0.84=']\"], 'tensors': []}\n",
      "{'err_no': 0, 'err_msg': '', 'key': ['res'], 'value': [\"['Paddle.jit.saveO', ': best accuracy.pdopt', ': inference.pdmodel', 'ich det mv3', '模型训练', 'i best accuracy.pdparams', '模型转换', 'opt优化模型', 'i inference.pdiparams', 'idb opt.nb', ': best accuracy.states']\"], 'tensors': []}\n",
      "{'err_no': 0, 'err_msg': '', 'key': ['res'], 'value': [\"['CreditCord', '中国工商银行', 'INDUSTRIL AD COMMERCIA BAHKSLUHIN', '持卡人存根', '商户名称&编号(MERCHANT NAME&CODE)', '工行浣纱支行积分兑换', '120214020408', '检索参考号(SYSTEMINOJ)', '终端号(TERMINAL)', '60128018', '001', '卡号(CARD NUMBER):', '622210512', 'S', '卡别(CARDTYPE)', '有效期(EXPIRY', '牡丹准货记卡', '交易日期DATE)', '交易时间(TIMEE)', '2012-10-23', '12:43:15', '批次号(BATCHNO.)', '流水号(TRACEHOJ', '000016', '积分兑奖', '信用卡积分:50000', '持卡人姓名(CARDHOLDERNAME)', 'MR.1', '持卡人签名', '(CARDHOLDER S', 'SIGNATURE:']\"], 'tensors': []}\n",
      "{'err_no': 0, 'err_msg': '', 'key': ['res'], 'value': [\"['1', 'EPPING', 'Twinned with', 'Eppingen,']\"], 'tensors': []}\n",
      "{'err_no': 0, 'err_msg': '', 'key': ['res'], 'value': [\"['订007778', 'PASS', '登机牌', 'BOARDING', '座位号', '序号', 'SERIALNO.', '舱位 CLASS', 'SEAT NO.', '航班 FLIGHT', '日期 DATE', 'W', '03DEC', '035', 'MU2379', 'GATE', '登机口', '始发地', 'FROM', '登机时间BDT', '自的地 TO', '福州', 'TAIYUAN', 'G11', 'FUZHOU', '身份识别ID NO.', '姓名NAME', 'ZHANGQIWET', '票号TKT NO', '张祺伟', '票价 FARE', 'ETKT7813699238489/1', '登机口于起飞前10分钟关闭 GATES CLOSE 10 MINUTES BEFORE DEPARTURE TIME']\"], 'tensors': []}\n",
      "{'err_no': 0, 'err_msg': '', 'key': ['res'], 'value': [\"['右', '天然の', '#', '味の占', '濃厚衣', '梦少久', '本勇5办', '味\\\\\\\\深', '燒', '深办の苏石', '苏扣子布', '5味の', '3-9', '警', '鲍の己品', '匕辛', '节办', '永书', '香', '梦之', '二の两石', '脂の秉龙', '力力', 'N', '乙龙の揚', '', '出来龙了', ':', '新鲜', '少手', '炊吉大了', '風味豊', '熟成L力', '二人办', '美味', '芳醇', '口の.', 'C', '二の石', '史方办套', '旬', '産地直送', '久七', '食人二', '秘の', '<<', '淹机个一卜', '>1一>一', '本場の', '朝探', '俊味吉', '七3寸子']\"], 'tensors': []}\n",
      "{'err_no': 0, 'err_msg': '', 'key': ['res'], 'value': [\"['7788.com', 'Z57A001950', '杭州东售', '2013年07月07日13:39开', '06车12B号', '二等座', '杭州东', 'G7512次', '上海虹桥', 'HangZhouDong', 'Shang HaiHongQiao', '¥73.00元', '限乘当日当次车', '余友红', '检票口16', '3623301993****0941', '9004-1300-5707-08A0-0195-0', '和谐号', 'C0400']\"], 'tensors': []}\n",
      "{'err_no': 0, 'err_msg': '', 'key': ['res'], 'value': [\"['Meters/bonwe', '洗涤说明', '淘X口Ne', '最高洗涤温度30°C', '常规程序', '不可漂白', '悬挂晾干', '熨斗底板最高温度110°C', '常规干洗', '注童事项:']\"], 'tensors': []}\n",
      "{'err_no': 0, 'err_msg': '', 'key': ['res'], 'value': [\"['3504811', '属瑞金医院', '标本号:OA', '支吉单(临床内分泌', '标本种类:血清', '标志提示:', '门诊号:E05535540', '门诊科别:门诊内分泌', '条码号:10080603139 临床诊断:', '申请医生:孙首悦', '检测日期:2010', '产', '龄:31', '检验备注:', '结果', '参考范围', '项目', '3.12', 'FT3', '2.62--6.49pmol/L', '15.40', 'FT4', '9.01--19.04pmol/L', '1.31', '0.35--4.94uIU/ml', 'STSH', '0.15', '<4.1110/ml', 'TGAB', '0.1', '25.0U/L', 'TRAb', '0.17', '<5.611U/ml', 'TPOAb', '0.1', '0.1--10.0pg/ml', '降钙素', '报告时间:10-08-0711:28', '打印时间:1', '采样时间:10-08-0611:23', '收到时间:10-08-0611:44', '核', '检验:李纪平', '对:保', '以上7项检验结果仅供临床医师参考']\"], 'tensors': []}\n",
      "{'err_no': 0, 'err_msg': '', 'key': ['res'], 'value': [\"['栏L。未来味元氨']\"], 'tensors': []}\n",
      "{'err_no': 0, 'err_msg': '', 'key': ['res'], 'value': [\"['代号', '项目', '结果', '参考值', '单位', '谷丙转氨酶', '25.6', '0--40', 'ALT', 'U/L', 'TBIL', '总胆红素', '11.2', '<20', 'UMO1/L', '直接胆红素', '3.3', '0--7', 'DBIL', 'UMOL/L', '间接胆红素', '7.9', 'IBIL', '1.5--15', 'UMOL/L', '总蛋白', '58.9V', '60--80', 'TP', 'S/L', '白蛋白', '35.1', '33--55', 'ALB', ':/L', '球蛋白', '23.8', '20--30', 'GLO', '8/L', '白球比', 'A/G', '1.5', '1.5--2.5', 'ALP', '可性磷酉酯', '93', '15--112', 'IU/L', '谷氨酰转肽酸', '<50', '14.3', 'GGT', 'U/L', '谷草转氨酶', 'AST', '16.3', '8--40', 'U/L', '乳酸脱氢酶', 'LDH', '167', '114--240', 'U/L', '腺甘脱氨酶', '12.6', '4--24', 'ADA', 'U/L']\"], 'tensors': []}\n",
      "{'err_no': 0, 'err_msg': '', 'key': ['res'], 'value': [\"['股股东的持股情况', '单位:股', '股东总数(户)', '75.103', '前十名股东持股情况', '持有有限售条', '质押或冻结情况', '股东名称', '期末持股数量', '比例', '件股份数量', '股东性质', '股份状态', '数量', '国有法人', 'HONG Leong Bank', '境外法人', '浩海产业投资基金管理', '240000000', '境内非国有法人', '0', '国有法人', '公司', '16000000', '16000000', '公司', '国有法人', '成都欣天颐投资有限责', '0', '国有法人', '上海东昌投资发展有限', '3.3220%', '冻结', '公司', '50.000.00境内非国有法人', '新华文轩出版传媒股份', '0', '80000.000', '国有法人', '四川新华发行集团有限', '71243800', '1.9723%', '公司', '国有法人', '71.154.900', '限责任公司', '国有法人']\"], 'tensors': []}\n",
      "==> total number of test imgs:  20\n"
     ]
    }
   ],
   "source": [
    "!python pipeline_http_client.py"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "进一步可以调整 config.yml 中的并发数,这里仅演示跑通效果,在这里默认都设置为1 \n",
    "\n",
    "```\n",
    "    det:\n",
    "        #并发数,is_thread_op=True时,为线程并发;否则为进程并发\n",
    "        concurrency: 1\n",
    "        ...\n",
    "    rec:\n",
    "        #并发数,is_thread_op=True时,为线程并发;否则为进程并发\n",
    "        concurrency: 1\n",
    "        ...\n",
    "```\n",
    "\n",
    "预测性能数据会被自动写入 `PipelineServingLogs/pipeline.tracer` 文件中。\n",
    "\n",
    "\n",
    "\n",
    "## 4.5 FAQ\n",
    "\n",
    "**Q1**: 发送请求后没有结果返回或者提示输出解码报错\n",
    "\n",
    "**A1**: 启动服务和发送请求时不要设置代理,可以在启动服务前和发送请求前关闭代理,关闭代理的命令是:\n",
    "```\n",
    "unset https_proxy\n",
    "unset http_proxy\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "# 5. 基于Paddle Lite的端侧推理实战\n",
    "\n",
    "随时移动互联网的普及,越来越多的手机、嵌入式设备被使用,同时考虑到数据安全性以及模型运行成本,越来越多的模型被直接运行在端侧设备中。\n",
    "\n",
    "Paddle Lite是飞桨轻量化推理引擎,为手机、IOT端提供高效推理能力,并广泛整合跨平台硬件,为端侧部署及应用落地问题提供轻量化的部署方案。\n",
    "\n",
    "本章介绍基于[Paddle Lite](https://github.com/PaddlePaddle/Paddle-Lite) 在移动端部署PaddleOCR超轻量中文检测、识别模型的步骤。\n",
    "\n",
    "\n",
    "下面给大家演示一下Android上运行PP-OCRv2系列模型的demo。\n",
    "\n",
    "[Android demo演示链接](https://paddleocr.bj.bcebos.com/presentation_demo/android_lite%20demo.mp4)\n",
    "\n",
    "\n",
    "由于在这里无法演示,在这里给大家介绍一下基于Paddle Lite开发PP-OCRv2系统运行程序的流程。\n",
    "\n",
    "如果希望实操,可以参考[PaddleOCR基于Paddle Lite的部署文档](https://github.com/PaddlePaddle/PaddleOCR/blob/dygraph/deploy/lite/readme.md)。\n",
    "\n",
    "## 5.1 准备环境\n",
    "\n",
    "这里需要同时准备交叉编译的环境以及Paddle Lite预测库,交叉编译环境用于生成可以在端侧设备上使用的可执行文件。推荐使用docker作为交叉编译环境。\n",
    "\n",
    "## 5.2 准备模型\n",
    "\n",
    "在使用Paddle Lite进行模型预测时,需要首先将推理模型转化为用于Paddle Lite预测的优化模型(后缀一般为`nb`),它采取了多种策略来自动优化原始的模型,其中包括量化、子图融合、混合调度、Kernel优选等方法。优化后的模型更轻量,速度更快。\n",
    "\n",
    "## 5.3 编译\n",
    "\n",
    "运行`make -j`执行编译,得到可执行文件, 第一次执行此命令会下载opencv等依赖库,等待下载完成之后再次运行`make -j`即可。\n",
    "\n",
    "## 5.4 上传至手机等移动端\n",
    "\n",
    "使用adb等工具,将可执行文件、模型文件、配置文件等传到手机等移动端上。\n",
    "\n",
    "## 5.5 运行\n",
    "\n",
    "在移动端中运行可执行文件即可得到结果,输出结果示例如下。\n",
    "\n",
    "<div align=\"center\">\n",
    "<img src=\"https://ai-studio-static-online.cdn.bcebos.com/c05a80380a6d483b81dd1be87f78beb4ec67659eabc7454686ea9588ea46c3ab\"  width = \"600\" />\n",
    "</div>\n",
    "<center>移动端输出结果</center>\n",
    "\n",
    "## 5.6 FAQ\n",
    "Q1:如果想更换模型怎么办,需要重新按照流程走一遍吗?\n",
    "\n",
    "A1:如果已经走通了上述步骤,更换模型只需要替换 .nb 模型文件即可,同时要注意更新字典\n",
    "\n",
    "Q2:换一个图测试怎么做?\n",
    "\n",
    "A2:替换debug下的.jpg测试图像为你想要测试的图像,adb push 到手机上即可\n",
    "\n",
    "Q3:如何封装到手机APP中?\n",
    "\n",
    "A3:此demo旨在提供能在手机上运行OCR的核心算法部分,PaddleOCR/deploy/android_demo是将这个demo封装到手机app的示例,供参考"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "# 6. 作业\n",
    "\n",
    "请参考[预测部署客观题](https://aistudio.baidu.com/aistudio/education/objective/28710)与[预测部署实战题](https://aistudio.baidu.com/aistudio/projectdetail/3297083)部分。"
   ]
  }
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