server-coursera.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Ungraded Lab Part 1 - Deploying a Machine Learning Model\n",
    "\n",
    "Welcome to this ungraded lab!\n",
    "\n",
    "This lab is all about seeing how it feels to deploy a real machine learning model. You will deploy a computer vision model trained to detect common objects in images. Typically, deploying the model is one of the last steps in a machine learning lifecycle. However, we thought it would be exciting to get you to deploy a model right away. This lab employs a pretrained object detection model called `YOLOV3`. This model is very convenient for two reasons: it runs really fast, and it yields accurate results.\n",
    "\n",
    "In this lab, you will:\n",
    "1. Inspect the image data set used for object detection\n",
    "2. Take a look at the model itself\n",
    "3. Deploy the model using FastAPI"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Why deployment?\n",
    "\n",
    "It's great to have a model working in a notebook. In practice, though, you will get much more use out of your model when its predictions can be accessed quickly and easily by others who may not have the technical know-how to interact with a notebook. Deploying your object detection model transforms it from a prototype into a practical tool that can be integrated into applications, websites, and other systems. This means your hard work can actually be put to use in real-world scenarios.\n",
    "\n",
    "For instance, deploying the YOLOV3 model would allow developers on your team to incorporate its functionality into a mobile app or surveillance system. Users could then benefit from real-time object detection, whether it's for identifying products in a shopping app or enhancing their security."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Why FastAPI?\n",
    "\n",
    "With FastAPI you can create web servers to host your models very easily, without having to build a complete web application or write any boilerplate. FastAPI handles the complex work behind the scenes, allowing you to write robust apps with straightforward code. Additionally, FastAPI is, well, very fast and it **has a built-in client that can be used to interact with the server**."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Object Detection with YOLOV3"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Inspecting the images\n",
    "\n",
    "In this section, you'll use 🔗[`YOLOV3`](https://pjreddie.com/darknet/yolo/) for an object detection task.\n",
    "\n",
    "Let's take a look at the images that will be passed to the YOLOV3 model. Scanning the images will help you form an intuition about what types of objects will be detected. These images are part of the 🔗[`ImageNet`](http://www.image-net.org/index) dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "from IPython.display import Image, display"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Displaying image: apple.jpg\n"
     ]
    },
    {
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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Displaying image: clock.jpg\n"
     ]
    },
    {
     "data": {
      "image/jpeg": 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LDeYAUOGN1tdge3cVh3w4pt4389djR1GvLX8x9eLr0u9Y+zptxxwV0J8Ql1mx+f00ecF8yLGR6/mtdPhuYWrP3Xv/AN2FhMeq+M2lN2cL0QOMeWLzMXgtNxjsbbD6yP8AgSL9VHhS5v5NV8FWFVlFqYifHersIUacRvj2pDERTLd5vuCMTyBHkmkQB1FnNaj32NdHD9PN9xG93WdeqJDsBqvdhCdo8tXfkyWqp4Oq+5p6LbvOLJtYEVpY7u4x2EDzdWKiK9whS3+0c9YqN8V9q1jGhtcqeEpP9SNr4M5tAEf/ACsdOqtvK3ft9ONzhfzp5XOoDYEDjjkdq49Se2GuxvWjx3ybAHjepTGVVVNYQDP3pR1Usuf+6tawLrK6oAuW6ylywnhJ+9Zp7X1hGFKyLXM7ojFtotnm62u0uG0oOXcJOCX6KW22rJ+lWvVvY0Wk2CEdQbOE0Dmsk5/ZtBOKLxAa9K5RhdQfbx9/gCCr9ZSzLOEyOIYDSXEbLEBrWIJ1ZbtHJcaOwbVaKPJ+81o0RvhGg92uYZOHeeNlxvPdZ8UbGXWpLIOTb5GwF79TdNYz+o25yxJB62x7MVWEuKcj54kYr2za5EVPUxrjbTJe3Y7Fbqt67cgbj+oxAoH4ING9j7jY/v8AO8Wc2+QwHKqWBc4ZmX2EYfjd0U4D8+aMiMa5AWVVZjMfPM916IOPZDscSVxu9dbU4nDYqY6bH2ON0tzVyoR6C3r6WZoZxgic2HJq4Rq+O9Z1K9TEGczrKKaMaISbWTgOV0OUNGe05ocl1JcF86faa7lGCPh/kiIx0em1UOwJBoPqye41v2Pao8dnlnme7u+u0Ji0p/NY0iXPV3YhF1WO09JBkV+tpq/lLITcxc1tPsqssGs2lRWyQ/dHhrjMiSquQOdJgx3ClVCLTWdh9NItcYpXksgGiKttqKg8b0bBHa+Df3PteIHSDVb87D3rFdjpMKzjxJF1DWAKdGDLq7RjTJXnjzANPEkR5HikurQgysc5vckVj17FGndWt4ZA7ekKNYxnWERfBQEY9GzmMVvZVRQqWPOC1E7o6OrnKi93x2vXxU6X3HUN/Gsbfcf3TdPls/gaaNcBNFD9bVzaGhAEkHkTLimzg5uz7CbEny4cwsJDoUcS9c5WRmii8z0+m0Gjo4Q48WHTrnXkjWclCVsl+iZYPr0a8qItaRy1hWNI8qJ5lB3K1qKqcC6gSNx3I+w7V/ttj4WKsknVzua2ofljqQdC0qoaIQYS+XYyoisYr2/m50mJ38PJyqqFeLs/un/KqKiSR2pOKIJJYv65DKMRwkaSucqqqDV0tUY4KqiIqCM1hXL+A3Pd8ehvLhiNJcOY2RWWrWo7xleISvXuit9iS/sCcL4ao0kP+oenZopCtRO3Q+4WtONWF9w0Uir7hGBKRv59u75MIjfIPdUd7hf+E747SVZ+XqtzXT4ZzrHkavnAong+b1v39efV6LOSxgecSJ/lIogbcGj+uC3GkoNxDlP78o6dnmd8NaLy7sCFir/TCP8A1KPuiqVznleVzkevLKva6uB9VYyVhxWe2x5nCNIc4pVVQAjxoveRMlmVHexCjIQ5WIQvkGOE8kIhHoY7GecU7Auenf6Zyq+GVyqjFeAiNc6OvdOzwq57fP5a1yIrvUz4dgVvIXLUGBqEWZFra0UmqqjiEtWrCkHFmqVGorSlHN+nny5fk6TPG6tjySMgREhOroOmO2YWORtKc6wLuiKXcEC+5N99jxhmfqGmAyQR65rCqjmkDEcvR3BbgWOeRzhitSPg6wrePxcY8h8hE00vOODyVScp8Nci5hkDeinoxYWBPi8vvCXlBJhEVfO3DXWcE4QjUUl006RQXcnLBkGhlIE3t+wQEuIR8mFPjzIoJ9dZV53iA+VV2tZMg2VVNQIvrIEyHJ9sKnQbdjTpQ4KmbLS9GGrsKyHd5bkXqA4VwttG90oLA4o90WXoosw8ZqSIbJ0TH6iMyVAlfUV5I/u/0pR43nRj+oZxhi+NurTm/g3jmVPuMLwzf6SjjXZkjNmsqJ7SaKPDjNrypDsj8efX2kCNJiSzHMyZIqg1MCDlIw23nUvhuHpuVy0sWbmnBaMH8SyGRg4d92RIw2nS42UUugGzeKvpnXcx1GeRJoYlXwo3XwEMaKWAFMPEejsdR1nfkA4UW5nOeX2Q+T5UpWjY1znonmrvFHIiKniNvZfcei/iiL5fK9lY/ojgff8Aqp4h4uhchy+P5HKWhfxpW6iNWzLcdfq9YEsSjsrWGCyqWmoJd42PnJDPqXy2V9tbSYMcyxmsImzYzq6xWHGbJBaNad82Q0yS2Mr5BCnj/wDiHmI72oAkktM17XCU4Bf1Vc5jWX6XIUfO89cLaK3tKHN2sDlDjPS53SvH92tsPJp9xXyH202ulnh1bxgiwhmFCWWhZT2OeY4Y0tjXJZKFzKteVV5/y71z2H6fli3zMwaMirNUK2I4/f227Y3E+AMhheiPjW05R6rOqDQJodbyZg+NsNvptDaXUDIafPUuo2Emy1s+VoZ99+wc+C/0VFcWjQFtI2RDmyxqFp6WNCh2tablYfJGeu8lY5DLbjUBpPothjKSZS3dvp6i+rRSqDdcYwppm5jmfB6+skjuH5GFNgXeqpJI7HEO1hpMjIJVN0w9R/HfU7kOduIruVxrfWkXQSbugi8g8U0XJOHqtHqq+9wWUutBxfuTTqu+JmOTNzx7LvKUM+rBeBWsc5kCO8biVy/qEcccy9N3AugweEv4UrM1fDgeUuCNdgp+oFUwuBtHoKKB1IdNeImzZc7RV+Y4j2ehgcs8KYjY2s28puBeS+Q8RBuLZvHcC4n2EsH8eTwfPYBdbBY/KNQ9d+13RrCUblkjNaWQ7DggCt7viwCDvf2xfBW8d1vG2oqZ3THyFi+Q6SVR6E69NHIOnm0lhCoctNhV+5g8Xzrpq8ucIT8hYWkCrvsDrMtdcZ5+ymwgSshjFK+4YFRdG/EfK/KE/kLpGBWdLHV3Cgz9Jq+MN/mgws7qxtnCnWQ9bxtRzyVNxn7eaP3S81cGXZ4o5L1n3MmfPNOrG0dcA9dPD+C4K4I3/Mmk5G0XK8vCbOKbqcxnIpankzCYbjjlFo4fEcLZSBaewhRL+pkpnNVoJFTfuBmKStDLzN25KiAXY06KuoXiTqXr8vYcqbuDyTcmyGF5Sw25BhaDCanjYR84XFX2m1eg490551LdW/I9LqbCp5ZyVPUca2WWvqFsy+pXaAOVqQtAsLIGKr4qg6WugbB83cG+NFAE2drs/wCK1KxZfMLCkGg1KDZ382wK/f32HWN5+1WB5ODxj1BZeV018vWk+O+uqLz37bgLli/j+XjfcUbSCyrhybU/ZSxkz6ZHlWoCUjSZKXHBJsy56tl5K4wqNvip2B51xNP1I8O3kJEPZSKSruNxAhkRDRrC0qIDBVm3GAb2So+sxX2baieH7gOlv5jnTkz00oYbfw6BoCVJHYC1oakIBHoTvxfGyv8AAempkJAtV3W/Lv8Aex7c16mq/wDR5zaxOhfg21UHZ2mxt9rFXs1Fe7Z82cyXDCeSK7v7tfCqH9+6+TUGqfCNROX9QQAw/wCHEMaeJj2Gllv/ABd/4eJXVsdjVd38F/qS39mq1FXx+Honf00X6fGQj5Po/wCnvOhEwK0vB/DcIgxtRrGSJuArdZKa1rUa1GpL1shyINrWL7iuai+XoKdcWfn32zxcIccja+uyVrNZIciDhFtrW+bEJGJJc9AhkCramGYTDe176S0aFxHtK0Z54T4CKoHkC8k03G4rmxZ++K4ynWTxbHf29O/evz5OKh7GK5UR3+lUd+LPFU8e/wDPf/yp4t+UVXdkX+V7IqwGyz7XGfJhFLBO9i+80QxkhSfcXs5JkJyNAXz7u7vR4jOYnZykR3b0xGjys2tK8ciOQJPPu4StVHKxVXsnZUREXu93yi+PdVVy+Hz6GcqAQfuIrWIiPYjF8Va5EVqp3e5UVqtb/wCZP5+Vaq/HqrkBDEHsFrb6f3ur+2CBypO/3HlN3zY3v6H74XKZjWBKX2xCqXlf5p4PkSM/IcjXfIwd0LVkd8EVBMCir8sCVjlZ6G1pXyoRfp7GCQHuuIJhvMcqvltTu1v084bUCZh2diNjyGCKrVVpRp2VqtrJiq135t7tf+Cd0Xt2ciNVPycqeDlVyePi5FZ8d/nskUm0TPEo4yNEx/k08N42yIMlP9SecUjHoxP+VHDa5rO6v9hX+KoHRr2FgiqPfatx/uN735w0maCrTgsONh5hfrt5vXe72vviuvkngTK7aAUI4kStM/yV0dsRpak39N6In0fcboBFV3f6usULmr2d7BHp5eqq+ZukC6xqltqdJcZ6GcowueKRAkParnhdBtRiCJZCKndo7JIVqxz+zJL1VO2wzc4x4GkJEZ9GV6qrIElXHrJfZzmOWFOR6kgPVyp2Cf3WfLmq0SIjUDV7GiIUtXaA9lTjcwkKxCwsaWNe3kxHlRYsoPZyoiKvkrUVUavynptJ5UCpKvjJsLI843H83J52v19MR0Rm5I5CGO2kgUONzfettvbGs7YXOnzBFr9fVmlOR7hrNK0grAbEVfJpCSGI2b3/ALMmtSQ8ao0dkRfDuznTh1L8hYXQ0NJQ3op3HMy8p4F5ndG5T5+BDnWcOFIlQXzyidk7AAj+86WAyVom/wBaREshqjEsG5r6dcdpqaUavjR4vtx5JVqSMYasKR7Ver4Be6yquU5Bj9poSPhucxrVA1P4rjwGOiYvcZh0qu9itXnnNWtLFBGNaz5VGk2sQYIVcNqGtSj+lO4UBpHqRzh+Pt+493omhGIdWNcBSSG8o78cAHb6nvgdgk17Dm+O/wB9z2xcNb4HL7GxTTZ2wn4reywnLV32cfBqb20qDC7Gao433LMcj0KxXqKaz3tNXSYjyxprawqPC0caLEV0G+s5uyitqD6Wqx9bO3VZWhXj2dOzo7kSn1GbgMlWHGrZyWqqXQVy6DjtzEEafByA2HmmPZcnjNNDk3nFOgrq58y1aS4z3sPk5I12cvYpdRiXOiWmH0wDNVCWFOufuYhCtKwkhrV80Dp+q/kui0d+bS09fp+Pz27I4qR0skuxzDBf5L6SNr3xgXMG7TwO5jdhDfKnMIxDFM7vYlPGzJbAeQUG2FAbb1/cb44dVVyfXYdxt+X/AB7e9s+GQFjifCZBkRZkdxIkMUkFlVTI7SlGsynlwCyEHGU4CsZNpJE2s8xkc6K/8l9LLe5a/wA8V0cYTTY7XuQddOerLH2VZ+K1c4S+1YIxe/m0D1kO+HErUY/slsHBnMnH1/Uvy+IfUzcZJur3W6PhnSU9WOfJv7nLGojXCVCzIhrCOCSOpsHzcre1diKbVRrKLaQJ/wBQkxWeoEUu1lWlfxpmq9s5tt5WlZamj3VpQ1RBpJhR6Oom1rYmqurGMI9vSw5Yn28Sg+mQFFobyuvvs7LeA4ULYLFdyToNst2dqsXXAvnC5Z4yWY+RbJUHzEADYXsTX/Hsgl/kLePV02h+yX9BB0wrOTQzLWknV1fpB081a+4JWEkgFXX4a+wakSylUkh0iHIViSgOcYflCuPtxo8PyfWX0WEOTDrBvWbFQxGsO6TFOAQQkRUKP/MfTyjsIiPGEJUe1SKNvq4q06fepznLP8ScMn32X5vp8JXbxnB/Gl3w7Wxp1Os/H3/ImjqM/LwJcpoRzLUWNEGxkJZ2NmEwIaVQAArI1a2qWbR1GVsj2M2VJdXW5UnVdMV6StnAa8pIE3JT4ZBxzPtMvZw7CmJfywx6u8gxq7TxJL4l0MLa3NxZvIRRzZtIY2ZyVMcpcaAx0EnYXorUKAD2NwLw1lZ8rny8URlQJHbCRKc6hdgilsfy3dVvvi1joX65Op7ibk3j7mLUtm6bpq4B2Uflza5SDnGEi56hfYWeWfqQ/RijlrJVNYcnWsmikPtZJUspVVBsAvq5EkkSuXT7ay586iuS9JCtJmbFvd9sNaxZ5JTAJmZuqlTKb6msWS1ZFlDrJ0CMRpZRXxzAd3lo5HOWX4XqY29ZTbXjomazf+DHJGfrcxtcFFtrnNyLmvq9jmdvEnm5JgIUtfo2aXIZezYGyDOypm1Qqo9cOMcgjzfEdMYuZd3Fz/C/I8HIRC2BrEScqj2AOQsC6yZ7ws/a02Wx+pTkiHKhtOKr1mGa+qvI8JkmxgZizKWEoOqdZgzscCRPIEijB1TJ5TKUKnTpoBfM3Pc+uA/DvRs3kxmXl0SSyzEIsZJqDUdBkNn+JoPmA8oJ8pGAxdxcjSyGB+kFaaGMaxptMpEI+PcVgzzadj4nuyUAj4SRYVvFgBUTVjfWq10som+hdAvnZq4ur9rvYmQjCBna+c73nllG9pWz4kEkZWyIEaRDjmYIj0jijxmAR00lm5WPbsuiOiz9mRlV1X8B2Vs+I4ZZm6z3OXDhrqdMKgZwK7S8n8Pg49p/yM0UMNpoKI8j8TSrutZHMEqKcz8EcqcGWkK33+QuqHP3J/byWhJZVeywunI1jiDZj+S8pZ3mC1LfbH7jIFRoJ02NFc0kiOxWqjIwsVhOgq5IG+3J2BAGxP5j1xbyxssgEoMd76WBHp+XuSR9d9jz0udSF/wHzbX77bQbeZgdJWX2E5RgUk9lfZT8lqwQmGl+9WElSYukoD10W6zt8WHItqKzjw7iv+ql1MOMbc15B5J5D2/6ZfLPNPCmw4u5IxweCqc9PqsFZRaiz5DZm+X9jyVzHoR8VmnaQlDzPTYqbS1d5xk11ZRh3+s18jPhr6CXkau20HUsbKdGfFgxWSpdpHNKmxPPxVRhQLCyJRzFZFBFExBOkzpBY0aEMCqUwmN8/Vp/QfzF0+9P3Tt1Iwt/nNxpuSOcasfHFFvIHGOnu8DxfWrHmvub3PbDLWcDcVu8iElV56yfnI1CC2iy0YezjwKAkPWDhbMJMkyRTTFnSJxDGXKByA0jCx5YxbHc8VRwOUwp5Glij1Lt4j6S5GnZfm3qyAQBVnteLG+n3qB6G+u/Jb+R1sUrc/s2ZyxtpW4w8sGXLGtx3+qlDt5Ndj62rw+h98NrV0dxHu8vYWF/k8rXRZNiaVnKeUzi6Vd1/wDBPI0mz5r6leF+BOSeoXEcacuYO1rKvb2trF4yXOSQZHiw1EcdlaVGLzUsJ6SXDuZtbqAairnrJm21a5CyayLzUZaDw1ALm1ota52rfLg8801HaQOWuPL1keDIk5AxNNl8cnKEEuWYy8jYHkegTdxq5yavh7kez+gtqn1ehw/i+N5fTEnH3Uvxfwj1w6nhbgHecw8LaiRpts37lZbfk/iDCafC2Gv+55zTQ4ma0vI+M2W9llZbw6ennxj4q9g3srUwKF5DLmGRXVh4fmJcUymhYOwO7eXfv9sQtFU1TKwUqNSnYruQw8vNeh/MjFgHTh+q5y1Zikw8mHiTqJy9RUDsCSOCtxl9RppXYo/uFlK4tWRW7GoitEQRpLm1byAJHOsiMhl8nZ6qxmfp8YDV5jZcs0eL6eOMt1wxU57a3u1/T6vObuLeVuLam9wVDyhW7bDYjmfk/ZZTqbo81kdNVXWpqKRvBu108aJoK/jPbXdtQvDY56dUSV5bAvceLoo7baTE9VsPm9dhWwTHGSNJathQLUPl72L/AH2vG3T095JuZ4nylB4Ix1HSZfOOb4+CI7J8fYjKOTt/bxNRn+F7KxVcz+yp6Snql61+LunrnuDxNzTx5tncf3vGlTsZPLuVpRci0WUWZe6SttY3IHGtGCVyXVYyqgUcW0sOTMxQbPMUyS5MLWRM62OGwmWY42OjM6hRI1Em3WusGtYn4oKXsb94GoqfH4xUjsb/ALtT+/oR8802F5YxtfxVu8Dm9HTUmgXXitJw5QtLXaQgypX2uT1FSes02EtqmOYY4l9j7uo0HkNjfuAojixCsTxzMiRxgFtSBiTsqgbH37WbHriviZSWMmwAZgFoknYjv9wBuf64Tu24M4d57xVZv+ENxktFlL4DJea02Kvq7acf27FGwnjUXVJKnggFaxWLIgRpCvh+Twz6WOdioxBOSOnvYYU02Fd1kgTmvesacwBCVs6MovEMmDY+Lq+R5laqLE+pDOD3VCwgp693V/p+8o8DbeTzD0TcoavGXtpZNm7SjoLHJZzTbGKsp0l67DK6aAPpz6l5Mbycjo/K2d4j5WvWIOMXqKfZPSwSfcffqeVtVNsuL+tjjKTx9a1pjRNByRh8VubTjurgsJLGyx5y4V0US35o6d2vhQltrTSmh8wcBRYkwRa7mokYZXBXkjQUuZXTqrTIoPhu3ptuvtqO/pj47AtG2oAWQwoiq7Xv6WNvTthBLanLEc8JUewonPZ4vRfFihRi+b2u8lb+Sq1VTt2Xt49+/rxGR2uKiFY5XL4oqL4oxPBVVrkXs1UajPle7vnv4L+S9lui3XS5xdzHmqve8OabMWNJpIiWWbts9eV+r490sQqI5JWW2GflWsZAEarURIky5rAud+ceE5SKteu/4D0uCuG195Xza97nlbFJLCw8Aw3IrGFizQo+HYAe9PxfClFeqp2LGjKnisTkypDRaSpqr3vbejdet379zWAmU1qpgduB3obUb525H1wtMukK2IhwsSSAzEYUJWonZO6q5iovyXyd3I5fjxXsip4r6CWrx8G0+ojHhAe0rnKkeWxXNG5yOaxYx1VDwnqNSINGPIFqv8m+LVRvpsrPK20MIxEax4hI1V9h3gvwqqrne4i9lXyVV/hERyp/qXv6E13WmJKf/S8fxavbx7v/AA8mo7zRfj+yNXsiNVUXyY349RkjcAeUqNrGxv1PH1Hrte+IxTFiQ578+YUKHpsa3N4QnkXji5rKwz6f35EZyK11bLc3z8PbaitjPaqNOxzVVBkYRV8mu8mOXv2rNwQB3264nrvpCtk1fUxmsgU7hic9ij/blqjQNahGJ5xNEBjmOYrFINRPjq1PP1sD3GXBNrjAkIj0MwblG9qEY1fh/dF8u7XNRVd5t/JVa7sqp29U+8YUFBUcz8OSdFIHWUVF1WW027upbgxq2rrs3DoLOwsLSS0SNixahhos6xtJR/GFHKD3SCasdo+lV0KTS6FY+g+Srbt3I/Yw3A2pyqnVdV3J5qvri2C36cMjpMLlN1FWRnNkuQz7om+ykttVdRXBpoTwRLSWrHw9NVSX+wR8a/jzYhWtYRjo0jyUdKHKXTldQJk3UYSeSXZOil+5MifS1Mo7FahJaBERx4E6tlFQpzUdoh69FIrQjIniiWRcq/qkYjNcT4fivp3woL7RV2GyWb0W21jiw8TU30GlrYl1Dx1LAeW210iLZIdGTxvLXyDO9yO1iOEV9M3IPL9voDOjbrW/VxZBFVucigcCpD9M8bJrloKZ/wBBHHUvI9bOZp7S0nxGqo5bRkcirTP1FYmRIbncDzxizqFXuQTsoBP034xf5XpM0qmSeoIgR53IG21OPQbgWf8AMDxjw4mctEkBPZys/jryE9kmFYVN39S1hgOaqkl0OZdeWeVsH+TihkVstYQ3NeP7RVq8a+iTL5D0cY8C21Vm+5s6eCtUPVsoLUlldZeTLcZM/ogWkCPB0tM0xJM2C65rTy4pZMlyK55hKyUco8Fa/gy63VDym/O5mJg+MsZsBTc02TvYGi1PLEA17xZxzlVrZmMzR7XRZqFc7S00kWx0FTnMdnLqwlFnzBR4RiFyxwXRdKV7Q8ac+VHKUbdabiMfIVxsM7U4+o4yfprfETtLnuOeP629yWosOR4Nbpi53jrkTkKVrc4eo0U67kU2Wj1NRDs9FWnqWZneIZcR3m9TZaOIhjNEqQvK0eo1IEWaMsUsgMtAm6dbpeSiWTxpZHkgZQ7FPLGSQqhyF3sgjUaFg+hx4G//AFBOUrGtwY+Hpdvw5c5ChsqWx5Zz05abl65PPyz8Zowi0FJEoEoKI1DJt6ultpA37RlHeTYdzr9CX6eaBK+McHoeYtcTOZRfNHMW11GutmTLaJVVbZUSvdPlG98M7RSpM+fCrayrBJr4NnYSWREnNC00uPBpNSeY4TbAyHRXIR1dEaoq905z3KU3s91JKeUjl9hkx5nAGoxe01Rorifx9sOQOJr4l5x1tdbhdeOrLEkS8Pcior+FUGl1li4NxfmR0DK1smXU15n/AFivtpgYqRIlROhypceRb5jJZqWF8zns0rTqi/h4pnPhDcVstArVG19PMTvilgaJZo4svBtfndQAW3F+pH39z2wTsBw7mM1uuWszyFqdJWXGFfias2vrEEOblrC92AKGxJMr4TtFT2GWiCtIkiZWMrbqBYQ1it+3LOC0fq2Hi7pZ5O4PtOaaSl2tVoIhZ68ewJkSPcYm5zc2E9JGlFZ4MWnmR87OUlgtcasptTKyWggIeVHpoIxOp4dW3TDj7O8dpLqn2ws3lK2u2lFrM5T5Wo1WQ0NRS8aXvI1rWamo1Ec8rcVU9lE2DPnyi1c98lVkZtaOTGEVlo3Tjzdxn/h/T5E22Njq6GyHXYnQ3m6m6fgdK94BVtZnKfZWwy2nBT5I4gY9XneW5Vpi3EJDgw+dZRosapF2srmWhjmjRYY10t5Cqs4oggjTsSbqjd/6bLenMZPVJDKbIsBWHHlu+dhwfsNsATlbiPlym+pLXx8hahT3GnBV0djiZRgMcn1DhTMzcSQeZmKo/OXn5wyuRpCR3InZU/p+Qt7xdYXlDCjS6iDq2qHU8camkpdPxzyIyO9ysh63Bz4juN+VxoJhgEkBrchy1VtKljRWFfaB971fLr4HE2J4yHyd1B9RnHvAtXPnEqaWk2Oe1ul1N1bjgRrNamqpc0hLW8mx4EqHNuTZKs0+Zoo9nVFsdf7tnCjnSna8d8T85ZS5vOMeQeKOfchFjNk3tlxncHm3Gch+b1FZbbjjTVWX5UxIxvC4rbu2ySZ6CZrGs1DDKx6WP4XJOFSB41cABNDHSL0ijqrkj1/sQB83mIyXzCNLGTur2xA8t13Argi6qzxiu6542w3OEYV3wjQjxG5jRnWm+6e49nO0MW8oahrjztv0/X9n72g5GzWS7ttdRwxpnyuZcJWxJ1zFfyTn6mfZ5u179HalJc5XniolgiSI+cssBvTwpEYUqMaCVJ0U8wQ3CJFkOAavjmAVWvErvaIAqPIJVpo5Cw+r4m0kCeOwtRgj2sC3y+0iWEiuuau9hzAGoZcjQwHgm0t9WywQnZXkOGYNrW2TIMe5kHY6HYEebivn7qb0MuJqemzSRqHmvVVTsHyXiajJQ1FzDXz7ZsWZyHQ0UCEUMHdOvLhtPzhxdXjr6dltPpeV8olbltNsYOPYyGYOTzAy2YUpeyyD+cmtj63R32H6is6vlfFy/wCPyiCdYwsskO+pVCOHUEAi99tiT+eDl1V8PbbA2uL2NDb5GTjOZMj02xeROPL9YYqCz29LW3e/xV5fGtqmyroecpls76tt7SgPAvYjbeDVxYV0s48QZd6/uWOZOjHlLpT5tDiOHpgpF9zRh95n+Ny3y9N/K2IvOJeBB6vp70NJbUOc1UU8Lj7YGqtHooRLd1m++qriHaU+q42qKDNkL9ROJnpnSzxZyFMobEsAnE/T9uDUcgMqKOFHJvouSbAlhrbZ7hVscespYluVtkxZdAEIjnGhvoVrt6/Oqnp+536QOIJHH+SoeLdhguZ+N6mJx5lqSFQVFPQk4I1tRvLSKGuiVNdoJVnpqzHWArmRSV8+CAUSEc04N2R0WOemRpMxJGNHiAmLTVgx6SSb7aku6s7CyasvT4mEOXilU7IjPXAuhpHGykjbv2xYN04dTvDc62ubvpy5y4u+hsYJIlR05dcd/ruGuTeKI19obi80/GGW6r+K5qZrmDgZljq9dKoMryPRVZoMvS3D6+JQTbS1nz89a2YbCmuK8zHKOUQk2JOjS5cKuZKjNGQJzNc8IxDKklgHeX17yNanZqsMPsxueqRMzPINTBSx5OqRSTS2SF8t+p9r7YtvwqpshDDmyosE71v9jj67GH7vxmVKTt5yc/WTXtRPx87ACWL1X/zebpfmir/qVzl/uvoDa87X6S38V7IOYov+i+0ETOyIn9k7fK/x3X4/t2ZWpr/tlNUVqN8VraarrGt7/CPrq6NCVP4+UQgVT+fhfle/f0qumOhdDdP8ke1bKan4+Kt/AysRFVP9vFE+e6/gvf8An41q/O33/XGU+Rh3/p6j3x5ZDfC/HdP/AKf+/f8At/8A747+hdyRxTx7ywGobus4GysM0V8rIamBNtM5usJOKx4nWOC5Azcyp2OLmOY9zDLn7qHGnDc+PbQ7GGQsYhAIb8f5/wCv5J37r/f4/wCq/wC/f+f7/HroEP3VV/3TsvyqIv8A0+V7Inz8/wAfC/7oi+ifl6bgHb6EEY+LXdk1zsaPIoXV/lyffFVd10m879NWgncidJG6ukLZaCbpdxT5euycC937pDnnkD5X4Cs5uU6buoKarvJDbLDJ0wdQk33F+n2mst3he42YL9QDMy8vXVHWlxmnDtToZdhWi5SFntvbdP8AOJWyB1pz8jwdrQQeUOmK2FYk+gsInMFHNxVJYPGAHM1kI9bImIL+q9+oV1M9M/JmS4B6f63jzLy91xDH5JPy9oqw2z2FY2Vr9fj5lZlMlap+yqmRWHzkWUO/0lVrCHk3AkiUsdkR5y1R5Wd1fckcaH5tn9TOu5N21Pf7oUmi5kaPVPsEatPFtR4vXBn5zWYCLdQ2jq7DI0egosDcBp62JY0UwTR1wUvwWezGZVelRxh4v4+ZjcnTNl1jZWEI1Ukmsq3m28pr5hXDncrBEDnAdMjeHFKpBSJ9iDINybB7Dki6rG1nvelSn1dWPVcQ6ann019XCtaOAS0i22atK4wvOPMx+3rZVjEm1chip9Gso1vXIvdoLsIVVgq/t1xpaUd1Mprqkl09sATXur50f2pjgs+HSY/tOICwgfw77hWmmQ0Ty92QNyIz0i3RTS9aOU4Iqupzov0sCsrbHc8r5zlDpqyoJOn4ytdjxZvrvIXlh/gXuLSkrbhuugVtbohangPWcQcs1iXKwC5DkCVAFKmHbnD9b3AC4D0Gb5V6XpEfqtilStynGVhcltuKVuFjy0nckfuqWPJ8xcaVeJNHYXTYjZ43IbptlJraWJoLyBYSZ6ckzfhxqc0ng2thqBUkEAgONtVj37cHBUyhzBCwNqkatKr6EggsDWxBDE7ir29Qd1K82cc9OOYHbbSwfLvbv3QY3D03ty9ZrZ7W9kBXVyO7gqRKNzZ2gme3XRWq5jikf+A9dm50+u5WuLyDHjfQ1VtdXuvlYytse+YrXynwSW19qrmdLhwLgdXHg00O3sLmZTYGiBXwWzzumtaaTBeVuROSeS9ZZclbO2vN5stdMJVSNLYBlRK4zRR0mDpYjgsZFzeWr68sc1ZmoD23NtEeyxkJHizBzD2XdD9VjJfRt1mR+Tcpxft7jjzTdPvJ1a7d6fMcURT1F9J5MwlhBmbmXXTy2NThZlqzkTJ4QgrOLPvM5FBX1smY831OS6v1KYZf8SqH8N+Ky0CrGwD/APuMxFl/FIYBdEZcF9TKDYGsXWNd0np0GTk8FmR86YJJi7m418NRIEC7gM1UpF8Ha8L50YcSxd/128RcLck1GT2HHcnkyfmNjFpNWXQUWvzdBmb7T2E+Bt8dZ1ES1zZoVKSRABQy4+alRS+M1JYAuC1hOtPMcjT+Cuivj7NNquUuGLnj7Vc24PmigpYWTxdrpOZ7mdXy+NgkJApK3jHEcJZnPVeUSs0/0drNnHvthflhMhQaOnQ5/Vdk+nXkik0PSXMtr7bZHB1OPhcqaCnHX0gdnY4L9o8qch5PMWTrCaU+psrXWMyTtCkAefzFrClLSD0xnHrVWtbjlXdsHY6a9tCVjklxoMYPt1eejCBJaeXArKmuDErIkYUqz9x0ONDHFQ8krvyKQ/ZSPIZmbqWV6hllX8NDBDphlBVTmimbDZrTq1xSr+Kj2JZWUNGyHQjq9JnI1yk0GZdhM0hBeNgXWEHLmOI7FWU+ESAFBBo3QKtbh1bcocXch808L0en5UoOQOCOF+AOK+MnWGIv6Wt0Go2ee4ih57b6ccDbhzYpk6TuYNHUiuLNxY0zjPIVVZWzYzrQ8WIF+ovqlharp44U6bxcgbHkfD8P6O73A+VuWgQ4+xsrC4zwMlQ8f8f5qqvdgWm41x9EGekEE/b6K7u7ScNJUrNZfO5mnGhOB46zV7pKit2m1Dgc3IskFeax2eu9N9jrhNeSRLj5rMRz295YGRiAr6+P9LHLNMBbO0rK0MmeO1Gj6RegPVwj03EvKUrnzVRAtsKDK6fqoz3TLo9/aRDBeLPS8JzN0wYfO0kW9EpEIzBcu6vbVp2tr6WVaSpI7COHMZdOkf4ZHNDNMcgBLlnTLO8UEp1xHOSZlljgEv8AHkLATgUyh4qjUqOF/wDEfxbwGOM5jyzCScLLKg0nw1itnZajVV0RFgQNzqa6v82PecpW0yh4ezM1ftcORaafWzJEOsFls4xHIe812ytCQ8nxvnUCxXFsJtlBerf8q21mynhhHI3InB1nxxx6PNa8cQ+mynM9/Q3JquaSRV2CWOZyWkAUctGxlt454t7AOE0kDSPG5jgMUJVV10fL/R1xzy3whwAma5S6fulrp64y4w0Fp1ixqje12hy/HvNciZn2SaiNk63SXdty1yfVDlXOTo7bR6C8IG0jmo4+jsNACdTPTr9QOnpYGn5IbmrCVcZd3NGDu8zdzALBk3Gcv+mLpgl5+7mQnAF9JYXUE8eykx/ZG+LImyYygF7D2tY6D1mHq2djW3L+HOZ4Jo5GaF8vOkUYmmI/DeLOv8TwImZliaNyTHJGx7nunNkctmggUKscfhSxuoEgkhMutVJ8QoNJjMjAapdQ0rRxx/p8VMWTZ/Z/ZEQM3lKlozRFcomyI+s4r5Co1G0jQFVOz2OGo2+CNY33EYT2E9skce8IZHNdQetzNkA/02r6Xuo7L3T40GtiyZB9BxxIyEfSy4oY6Uh7SD95lPLKWI5RtUrEeKK4QQxv9Nlql5BlO/F7IHI3Ecp6OVzWq6ZJ0VQ57k8moJnhJVqS1a98f3EGrVHIVRmrmS6rstzvQWJFcj7nhrkzLRyBKQJUv9MCqpc+9HiRzlV9nbAMRjWdnC98shUC0phbIxx6s2GVaUxyAaQB5a2A7X68/wBcUMbuVyGkkuyPGQd7LEmye5A3J2GIvw10OVXLubgZXP8A22u4+zFS+sj6HYmnaWQ8Q0WxmUdYkxHOnWBbCUSR9opnUtHCnSBJGi17leFjA9AX6OfSr1GdXfKXBuY69Ntw71GYXjaJyL052XGdJRwJ377ptLY120dIBY3Mq8t42UrTZy5mZLE6XOaadnrLQWRCErKOeAjE6+hqeG8NhOnSpmSvJ2Thz92SJMlQHSoEsT6qRV/WxZbZtezXzGy33r4cuNKJWVp4nusHblaWERP09+nzkEtXsOPfuXTVzPnZddaYLlnhKRZZ27y+yjke2mtT1sCaAFm8NgQbVmRj0OgYwj0DpYjZBlWeX+HetdWyM2dyXg5aDUfwscg8+ZCVZJAGkbMFbVxq9cZjrXx78LfD/Vo/h/Mfip880cZzOcQK8OSkl0kRlSbND/yIqsYwdxuDhONfmdFM5O5+6PepHN5ut6rem7Q6nK8oV+diiDg+a81SCbItOU8JBHHgjrrz9v2UDba7JV9XBqrbDz3cnZeloH028z0JDlgazhfd09TmbewzmsxtlG1nHmpiDKa3kCrJPuUdtCGKRHsra8zRVmZHYwKo57S6xNtHKSLNEkgRGp5Ny/ULP5f13HnNySrf9RbgucXk3ivma2tJl7adTWTgSZOpdnrSwtyNdvZmgiBttJxJbWDn3a3CanhXRIaBootdnPc4s5z6e+YdZQ6y/wAZmOUeJbPB6Wt5D4t0ORl6LZ8H7KTCrLmv3dHx0Ab9Ps8bX20U+IqeQcJcmmYaruG6jXrRLWTIdnVzyvHlZ4sxC6ZnKWyobMysNOqIWBrCrciMDTjZLIrGqyxVzDmcrMuYyeaUMXS/DliYKQ4FUN9mJB07bb1g94brf425SwUDh7qLztNx1n6zgS44PyWkpj22t4xv7OqvOP8AVce/cbuQ49jj7ptjjnRzi1EKKEJZMET/AOoM7h1s/qG8DZzD7PTS8dnK+nxsShwF9BrInlDSsi3M49f3kRAiWMOvlmfXAtDjVJoroNeMhSMsVUd9vRP+nBxePm9vNzuSYnKHGUHZ67OcX4KfR2l6Ky2FTw7b8jwbWdfzyRLTYVHHujSujcOE1MLQWNhOpj7vQGcZ1CE9RX6zX3njjlHjfJTKdRk2HTpx1BmrM9hJAZmQkxnlmHewLjSJk2NNiAK152AVkiVJejpclz0Rj8Xw0LNaMmtLBvRIFIJuiNzwQDwDR2w2REzMyEL8ooDY7r8p+2/vil+MZPFr3vcwKo1qP7KGRMai/iKKBHL9DC+O3dO5XuTu973qrkz1289VHnmSQZXK1FXucir4t7r4og0/FFan9l8UXuvbsjUVfWeuaR7/AJ/Tf+mDAk2QOT6+wHpj7Nj+4yd/Lunl3+ETyXu9FVfn+3bv3/6+kanTkNOnEVU7FmzSd1T/AFI+UV7eydv5VHp2/t/1+PTw2BGhjSzr2/y8OQdyr/qY0IXl7o3v8uTx8v5Ve3b4VfVeCS+6NIrk/NrVXuv5L5ta5fJvf8V+e6/yir62UKWW2uttr9f71jDs9Ghz3v7VW/2/THtEN+KIqfK//wAL/b/9/nv3RUX/AN09dR5Phfn5Xv8A8vdF/wDVO69l/svz27dv79/XnrIVey+Xx/uq9/8Af/f/AH7/AD/7qq+uAp+/4tcif/q+P/b/AM3ft2+O/wD/AGYRAG9LX2272PbECxOxP6Yql/Vs4T461PDeb5/0FBEZquFtdiqW22zJEyNZVnCu51v2fbVZlHLSuLW1+mus3qxyZ8CXMrCxJ7a+RHjWtjGl1Z9MnI/T3yPkA8P4Xc18/keV1AT4WezYpMaPaXONvzZjtdPh2KwzFiNl5+4snAjiewiWwiscIbJMb1sh87YvjjkzhflTA8yWkeh4l2OKtM3yLoptpXUMPO5e0cFkq+NoLiPKp6Q1RKHDsK+wswSIzLGNFG6LLUiRS6M3GXLnTp0Vb/Pco5mln839QHGWm19hiqcFobLcX0N5WaOTU47Zch3rYsu41VPMzgVtzcfUC5y5Lamr2TttTwg2GfkEXOnperO64oSI5IZDIdDOsiiggol6G1gDffmsVObikzOYy+UWOWRJpQ5MaFliaJD5pH+WNWFAE/MbAHONqbqm6g+DP0q+nOk434N48y68o7+w0o+D+D6Z018XVbq0IFdry7uhGnTrRmIp7VA2mssiHA3Q2rK7F0L4okmlo9PDkE3MvNlry/yraaUnKG2Qx9fzNy5tL+or4+jvHToUIdTmS3M+FH0/2MEwRMPxNkWyrGXmKWRZ1VIuMz7DSoFyp1aczc985XXPHLt07ecm3VclVBhsjrSZiqzcKGSLU5LP0MArR5/G0qFMRlXHaEVspiMmyZtld3Es7+9TPThjeF+Oum/nMvIHGOp6eD8CcK3LAZ7kPGyuStJy1o6x+m5qzVVxuOfYacWu2+4Wxj2mynU8DL5HLwK6jv7KGnH1fmD4HqfV4Zs3konYRQTyyDKgxsyO0SI7IwFgyS6tMakr3KkkEY9E6PlWhyuZniVZZ4giyMzANEjmleifMqkH5bqgKqsfjQaLp70n6cPGdnyRosbxzy303dQOww0unylW6Pu+bONuZMjB2E6xzVTFDJDa8hVthmYES43ellgooRqsFlorQLJ9Dn7Oqbl7l7V9Q+8113W5qr44wuo2M3WweNMmWY7NU5zPMKtC48x/1d9Ip6030MOxnJHjxEPPJU1tes+WIsK0V1ccraaZfWMODQUgjTjUmYq3G+y5umnzzTmVlW2U90s8QLyNG+ZLeSxtiAjOlFUIIgAPXguKs7w9WzZm5pspsOZanPt0geFdjeQqXH8eV0t1XHprLnBz7WrsNHvZx7ivs6rpqz82HfRc8OXpuW5mdp4MjMzRwZWLIRyvI+YkSfMZiaHKGn0Cd1zEkQIO0CSizIb0hwF20rhjM57VQ8kJjhhhzGbZgniGFFjRvMQTNMtLpF2U+pwH+KunK1tqEGwtyVGHxBTGSJyVyGk6lxU+TCLHBKr8kKJBnXnJWsJIlDiwsphqu8tpMhHtVkcYZRgMtHr+DMhUVaD462nNpIlNotRVW3ImjqOn7E6wMC9ZSGrMRhK5uz5H1NqS/HJrqOBqC461s40C4mJAiV9dYWMay6i4LkUdFz9tucZUjVcocFir+RMlr1sqWFfZSIHg7W6TiTIZ/VcfWUSpzfH8HRMzmyquPOMg5fLyj3+asZ02/r1rWelT4p6SdDs85xvyHdW9JheOt3vdfm7DWyShBMq8ZxDl499yryLWx5AGx7wdHGkjzGUqYrpNtqN9Kg0lFVH+nI1Q9M6pkuqjNy5rqC9OyeRzEeWCwkxjNzT5Q5yOGB42Ekspy41GQnSAdOkYy/xFn+qdKmyOV6Z0z8bnM/A+cLTyDVk8vBmhkpJs1qIiVBOQqeYhiCASSMRWfqcfmcvTaefwF0vUFfZbSzg5WtNRdThI+uzFBjCXVrv4WzJKiQLfIm0EuPxtRVxspOkajkBZUz7fW53OTbr1JIcHpJ5erolRveK4XT/ZaK0rMzQ8i4/WVen4ila60y9JrVx87WRY1bW1mkoK3QwE10DR5y+zOcmkkVug2lHNhmIi284cpRuZ9+/RV1TIyvHtFS1eJ4qxrnscPC8TZNrhY/POe53b7keI8+l2VkZ/vXG2vNJbyyOaULRs3gult/GPA1z1Oc4aP/DPP66GHNcVcc3H3eJZdQlSe2ganUceaoVBEPt6bjjkXP1QqaxnZcIrqiqpw9tfHpckkWPrXs/0qLpfTslnM11GbJ9Sz0gTKZESTyTSSyspiyqQanaeSNKMzGJkhVZHJVF14zXR/jjqPWOsZzIZfJQ57pHTog+e6i4WCKOGJf8A3GcmdhphjllBOVTxFeQkLHGTiPxMHRdO292nTp1LxojeCuY6fF4qx5UylSlXpOGL3F2GhteIuYfslc0QLWy49tNDpJ27xlqaxDtePbvTzqG0dJi05G939RfD3XHtjfY+5kVM6wzcTpFiWM+kmOs6OxsInSbwJmZttQ2CI1LOispWbkT6ixTu88B0Qju/uPVThmrNnVR008l4PRVw/vuKoS8gcUzmZdmRpFyTZEqNLy+Hoz6XXWLMbwLykK04Xy9pa3sidbcdnzsMomxqwUWMgfIHI1xyn04PmaAHnc8fyOHMAS0fIkHk29ZgaKmoMzImoVfEEqtyC0WaIgXtDIbnAmCNiSOzVekpmcx1X8XL/DnygzOS6vlgbjbNMuS8DOxWAY/Fjy4izCC1LRxDlWx6eczlW6eoy5jlgzMCy5KZRTrHcply7GyWVGkZojVkOxYjbBl/T5kPHyJfNQ74qCtuLbFfD8mqOPqJ0dzit9t/gNqzURSKxqMaqk94DRuVxkFAJvuvrI4y5iCT9hXcGDZV9qxpWRJFVPR1vGeFiGG86ToIozhsb7CME5SlcAhPNbuh6V9NyqYbQKdlhN44Y4TUKx6MZu4RWlY8L0e1wZAwl/Fr2vUSAezwIrmnXpSumE/UJ0TrZSS3Sf3DFKV6OKQk6ZPr4kNCMa7yVsqSZgiqrCsGw5JDmOENyJo8wwC59uCfBTftbAk897o99j7HCeS3k6cw4/isL7kdu+9/u9sNVtd0XV9Q/MdyYquE3fWWdqxdyN+mpceZMtXsGz49phi1R5rxIxiBLMMx6eXZrHT4a0h4bGHC/wADKsb8hK7ycUaDG1rWtVVc7wYjWtVe7lYre/k/v6qgzt05+q086YqvlTNfpZBz/mikJM1F3IKr1Rz+7nEIXy+XOb4dnuRzV9P7xDdLIA4CqqIIolaZr0TwKrvLxaiuRzlazzIitaqIny5zVUaO9v6Zl0h6PlIFA0jKx3f+bRGSQR9f1PO5/EvxJn58z8WdSzkrszv1SfSQLKp49Ld99CgGuNheC3+ojxAzqI6aIPV/wnNiW/NXR1pLbTwruhlsm25c1lpgbjkXjJ8+MGIhQwK+CLkPEwCpYHrr+ht6+FYyI2mgADWdzdx9Vt6c6flvgfNZO3xnKHKNR1DRq+87Cr4FhyBk9dX8jY+rva1kabkr7IcpUDb/ADOgpZVZdZ6j1tHAjTYYpApT9j3o34i4opLrR6+BTz4tpyXSFpNrXStHd2eYt32dqG2tJ5c5azZ1dHubixBGNLtYf05TBCteNgYcg4SUycY8aTeGpXXX0H2JzSI3TVy7F5Z4nq542S2zuD9THOAkju1CBGGBidrk2TgjcrUlY2TGcxViFIzyr4kyijORTOAVScZbMVe8bC8sxPdkJaMHgrVm8fqL4A6jI/TBltWsrF4+WB3KHbxV2284qRlGwurrE1/R45X6i+RORuNok5YltwNQc6DJqW8i2cVeVuOt3ZZyThqJlJoasL7Pk+h1ci9/bUkW2Ye3q4dR98mbGyO8Eaern/aLsOF+36P93K7im3fHPJmXuY4wKBqy8tpsvBrYrFaxre326EQpE8nKr0IXxH5qit3+k/eycdvuea1sdxY+e6jOK7QoWiG1Y47blLBeEoY2se9BCG+YNrERGDU/tRuyk7Jwf9oryY5nHXSveCjF9vPc08+ZRxSN7Cb94BKvQAD7aOArVZWIqvRyPeqd1Ryd3rkWTwmkjJY0ZkF86VZGF13Havrd49BbzlG8u0aN5RQtwG22/sDfG2NV3I0JJpQq8ftx2q1Bsa1qo7t3RXqrfl3bt2RifDVRFd8fHrPRbyNb3LHRjfba1eyI5qIqon8d1Xt89/8AfyX+P9vWehVVDmgP0Bx28fWg1q+1m9AQblYb7HZja4ifHmSEYLO/j+SqivT/AGX+F/8AWvObDsICeMgblYzt2MzycF3iniv59+7O/bujXo1y/Cd1/u/XJElwMVpzDd4k+1maNyf2eV4goqIv9+5E7d0X0l62yf8ADlMV7F+HEG3s5Pn+HjcqsIif38URV79/Dv62WXYre121Hudqv9fX88Yl/mP2/TECZK7KiuX4d8Ind3fv/wDKqon8/wB/7fz3X15F3ZToFVaTKmrfe2sSrs5lZRAsYNQS6s4kKRIrqYdtZqlbVktpoo9cy0snJXVz5STZzvpAFRZtPo4U33CwTIJ/k7y9l3k1V/nsSO5UcJf4/NnZqfz4qip6gFnCnV6/1R/0u6IpmK4gnJ8/KOTs5q/z+LvH/oqqvqwAVgKYgnbg7HvVgDb3sYHZ3vZfUc87d739t8aSf6nHWD1kcycguwvUzir7piz2Q+uLmOBgDua2DISa+Oz9wWurc5Xcx2Uv6MQqvS550nORwEcHKDowz5Q5dW+s4h32TmUINdn7LFx72ij6SkHN+jSbMqzyCASQGNHNLBWyUIwb5UOwf+4ILJMB9tX1RJscTt0P9ZfdZfG9I+Xsb2Lh7m9r+oPhTRYvO7U9QItgHLaOZfax1D9d53MOsLDrwVmtsMq1h2wbEUOc45ZMWIfUI5v5G5A5Hlajl+xp6F5qqBS0cepiDWrp8Tmpku8n1kCop5zTajQtJZnvrKZpuRLKRpraXYPPPHcAFHN6w/Usp4PVFMsr52FomkIlcBlkNBYkRNqI3thxXF40eT05jJEpF4Lq5WwvkZQgZ5WPfSKG/oK3wPqispM7HfKlkjVwDMchZ017nFmle5jHKndXTbArWorXMG0g2tRfdIwStcwm8J8C2XVBtrmPZ2cbC8PY6SbT8hcg2DQir8vm4VbJnWt7YjG1YMi6bQ1VtYOJbFlQq2mr5JO9q4I627Yfo76LuMeS+ofgfjfqr5D0htjzXfYgsXibjeOVtll8VsMmvIVJpuVeUr2NGzOIrrXDMhXdVkMHA2Owk0lrDmzbPj+IQMlWT505AymdhWfT3x5bcW/4M0PMNssuqxzolRwleaVdfNi8IcLWmsz0mzlb/G47IZqq5/6quX519trvb6ZaLFQ7w8Lj7FxJeZzXWJs3nh0vJq0MggjzCzmIplooJJ2h8WFyjLPLcUix6v4Kk6gZNwNCnT4em5M9RzjgoshhaISL4rSKqOY5UJURpTKWLB3o6VCHcxfC8UM1++y5+mzhWVmsnS6/i/L8YS5EnKRNdxxnOVtAerzHUpzPq9lJjsndRPKcTNz7vhii1QC4ThvORom7l0EZa/DO1YB/ZljQXC4ze/uGuFgr7QZnSxJVWE+wrSx9hcWWsizhEDAs7zY2N3Y3MkljqrJ8strZBPb2gaeOMEQ8cE8hcPQ6jkAXMXA1DyFcazIzGankyo5T3/HvLWrvp1/SRZ0bPz2uvMvVTdMOSy3PDDmQVdWLFUsKkgUGfoY0MPhco8mazlnV3W73dm+20lu+uZNnmbFdINGpauLUVMWRIhQ69bmyDX10P7tpLCP910Nssy9uSknzSiBffD2S6n/iOZy+Zybp06DKJHBmsw4aeSZivhyQyLmJRmFaIzGRZoojGQkhEhZyPKfjPrnT8x07KT5XPh85Jm2eTJRgrBHGvm0zx+FHoKyJFRV5A4aQKyaV1M1xTy7uOq7nbiHgu+k/4ZcUck3XHfHu1x3Fsa6+6ciVmQxFRjaal1ejCs3TTDaegxeYydgSHJqMpR1wX6KzhvNAlWzma/V/5z6Pt5xDwJ0k9Nsyn5I514d5ds8bVY3ijJX0mp48poVXaY3d4Rg31AoFnc3utp8nDztRm3aOd7OYl6U9lHhHWZaTH9Kfpo083F8r9T2cjVLeWiUej4h6S/3HCkSa6n5PsIwazR8xOjRox5UqPx5MsoYID4AVJLlUeip4khsyawkRON9y1wH+nRV6fjLo2uYnJvU08E7N8u9dWlZW3djnLRspR6LFdOtaQc7PVcociORLjfQiWsOFZKeLT2W8vAP1lThJP8NzPx6cp8LRT5ib4X8LLwdPy0gi6WudljY5/qXWcz4cjpEkUkGWY+LLmsw8MkEKtlkYY0sBz8XwJJnvi3NRQJ8S+LPLnZYxN1R8inhHI5DpGWLRx+LLIkuaRRHFl4BKssoMmm+rkeIOC+g52d1/WbTg5a6hzhobzN9Heata8guMq486Jaw9p1Ba5pZFPU6IQIrpGd4kASbYWj3iJdMHUmbf11f/AFGdSvJfUvyHZcn8uaEE2xdBJVUVRAGlbmMJmmS5EyDjMXVIX2aXPwyKpzKV5rXQWjSXOgl2Vob3hgy609nqLGVZElz7CVaWMm0tbq2lybKztrOxlENY2ljYziyZ9pbWUkpJc+xnSZEyWZziSzHOik9XKcEN6R+nzhThHlbfv41yHJOu43odfOsLVC7rlO2nlsbWGK0xeJFK5A1OdHaRqqNYCsKPIcOVinlElROXWtISEL0LPGP4Ymh691GDN/FPxPnE/CwSwxkR5XyeOYenZRfFTI5bUNBMatmJwA2Zmdt8eb9Kgl+J45+gdOzHTvhP4UyGnO5hJpC+YzhVxEJupZqoWz2aIqQLI6Qwm1giVcA/9PSnuMvy8Sm02b/b497xfttC9JPHWiFr9PxxoM9aBpNXe7f20q6fjmj3fFcCsyGctocSdp9hq59nRGtIQQeyk0xYgeEOd4sQThiicxU44TJADQZQ68IZJI8Y8OUIR48nxgjJIjnbGkiexRmF5hRGW28PdQp+oPqA0Wqxr+oKg4npeNi0On+7kr6Xj/X7OrdyY+ru+QJVXf6qbK2YoHIlBbcdUFtt9Foairrdvc6a5tXirZT6i7G4++8edSE1GIgLzkIWqB5NRi+3Lk7aSE7PFe6iSO1GoIaOYF6oi9lE5GodFnzOZ6n1PN53LrlJ8xl+nNNlr1fh5nkmdopDSqZQAvA8oAs849b6flcplujdPyWRzRzuWyz56LLZorQzMEccQV41BI8M6ZADY3O9XWCJ0eq1vK3cnuN+mTHSxqE/0xBuBuqPsrCO/porEKZHK9rlez3kE5pFG5CVxfbvx/6ilkQgPcik2lzCks7EJ/kUspxDLGQRUX3h/RNQXl7w/NnZ417+SCjpSlJWclWh/Jvf9rRzha72URCxdVQnRjiyO4RMe1HscR6OGq9+7V7dm+3zrMJhOtC40kchY6C2dxLAcZHorEi7a0hE7EYqFH7cKX5e4vj5IxyK5Ucve/zaqy54VxHE9gHlTZPudtq9T64cynkfphI0jxWXcaQFY7+m3r9vTDDzgPqdzsK1j+za/YaqIqL+KoyJqLobOzU/Fe7eyJ2ROyP79l7r3b/iC79koEUjlU5EaRqI1vt9mMRwmI1jUcg/B5XlK5SKQjme44X07UVnlOC2k5v3go3ufQ20+HrK1HNVpC1u3o6vXRS/LGveiEvJA2qiJ5KF6/CuciHDiqQ150GpO3i9hPlzUb27CVr1b/dzuzkRH9+/Ze6IqIqez9JzHjdLyDhtmysJ55uKMGxfqu/vj8b/ABd0tsr8R9UhK7jqOY07bWMxYqu1fQYvs6XL5FUERh0cYQ4pyhV7HPSIf3RjM4Xw9BPdHkNG9zGse4JGsc5Wkais/qA59vGP6mXSdy0rY9fjOrLhHW8E8jy1J3jyb3G6llLLUqo16AlxMLytOswmX3fP7RIKMbSR1VpT6Y7Z0OXUNMZVjmO2O5qr/wAqgRCF8u6orfbVjVRGefiiORSf6U5P1raQUPgbou5GBW/SXOM6zaGOVXyHTyxhco4TV5i6TzjukxXQ5s8NBMkihvZHaUaFDFQyyWtxXxRF4iZlR83gyMgB4aD+MjXxym3pePcP/Tpzlhk7HkWWNJB/pzCiNtr3O9GttsIn+nKOzznVJ1fYyxiOZIgsormUNzPbb+4MZa4KYQ/4MMRxo02psyq0IXSPFzfbRyoiow//AGg7JyIfTxnEINXw6vrHurIBGkEX6Jmg48sgCAZrHIoyy1nEc3xRRPGwfdGkd4ehl0soOk/VU6istLasYms44FeR4yOH+TtLx+bUrJI4TiBkHRpfbYUDvAj40RAvK3wMth/6+WEZpOgvlvUB+qWVxvzZw9sBoJrPpzV2k0eSytjLK1WNVPYZciVhfJfbQrmv/AiL689Y+LPM3NkOBwKlhWSwCdtQIJ49Dj16hGUiN2kYT6lGCDfuaB4vnGkjnxsYiK9yBEjnEe5OyNY1E/H+yp3X+G9/HyX+Py9Z6kuNgDKSOY7fJzHp4j7KrBr2d2f2Vy9yf/mKitH8tb4d1Vc9QABANXsP6UP7V/xiWPqd8hR2WGYnwXPexsv6cXdnj5o5JQStREd8L3cJEVPn479v7+k5uM9PgOe9jUlBZ5KrhJ/UaiKv+sPZVRe6919tSJ8/Cp6ablI3fMqNFVfdnwu3Zezk9v3SorVT8m9nNb+bF7p/b0uK3E0D/EypOE1i9mmcjDt7L/ySPFfN6oidmGR6qvz7qO+U06eOPPHpZbsoa83HB5s/9YyOuBzpltCRasLNA1Wqtv6en3GrnlY9Xj7sI3v3e1VRyL/ZHdl+E+FT80Xt/Cp3+PX4Lbd08ZYvNr3eKkEiI9URF7+YvhpOyf2ajXORV+Pj5KJqqqu1E57DRTyRq8bnNSPKc1EVEeNXq4M1rHMXz8FI5vi5r/D4VQVaKkWZKC1yvaCVJjtL2RnmgDPGhF7L2b5q3v8Ayqt7du3wienIpllairJIgDMhBBW6uva9hf8AXA5ItBR1ZXhc0CDuKAPm9DX2HGNZH9f3gjjihsMJz/kpNzC5Y2lRa1N1Yy9PdXlLCpMlKyFFBbksrcHkVeDkSAX8kd47LLVxrSWKFYtgNtSXM+01/K+gFVdNHP8AJK1XSTWGGMeZLM48kixoexa5Fe5ydnuST76tE1GCcFrGM9lWquxx+vhKfIzXEsJi+LRZvRnP5KjWL9dyJjoA2q9fyV6rFcQbU8fxGQiORjFa7XrvGPZ0xcxsH4p9Td1Q3qrfFFCCiKNVcvtqvthLaNVe72tE9Bv8ERqvSizqJ+KmtKdpIwH2Booukkn5QGJNijttvWNB052GWjBJCrHO9Dj5gLbsR63Y9bxdJzLZdOWAxHJE7iDFclWvXNE4Y6HeK5nMuih158HxvteW+H+HuLW8H8IZ+cyZE/e2t4Cr+RbbRcm2dHLm0sEGnh5i7qytaWLV5TYi70UWjq+K6aRvM2LR2nT/AImoyeIttXb220zc3NajQ3+UPHprB6XfI9jFjxKKJiHffG8YY3M5++l/QzZded5uveXTY/mDc5MVo+JDxcDAbTRXEaNPnRqjn7qN43424m41sJEasKOdYT+DemDCD2dPURzimJrLzTwoQxy7KQ9ArVdVHLefoiceZazoaTIt48g8V6+VSYrPZK/5ayOXzE7HYyNv7/PxImnFS5TOFgRsLjaW9roOQbDbKmytLprPS6q8886KuZy/T0zGQBzr5vwZ2k6lmnWoxFEUCWjv4IXVLl8vCI0V5CWKtJIST4qzWSzObPT87K+USFGSSHJwK+uTUToY64kUyMCZZJCzSBVFFkGF+NBl5myNW2qDiT6iZZ1diJDxijgToUx9dYx/qQEJBV4Jkc8J5ByXxXHCVoykE1Srat0C9CP/AMTUeXyxyhHvavgektFpY0qutIeaTZ2cMKTdBcStHNn1Uiu4zxlejP3Lc5d5rS1tysqIU+mqqrRW8ePdBHI3QXwfg+TeTuo+OTbc1UFyCs4+4zPgZOsmXGdr6ynltDjjW+eseL6Gfsbh95S6jZaeZBtsRVxocmmBFjK77z3bDlTqf5i6VOufq05k1mzN0+UfDM/EYfhqg007JcXR/wB68kZPKQYGMx1aKuq4+GwtTMmVcmwiwg6nfQQXkWbbI7SnluW+J/in4jzeSz/SelBujM+ZyPTF6zOxjzeezObeKOWHo+WIVtSxliMy8gVEVhdtYq/hb4Q+H8vnendT6lp6zGYs1nj0nLqrw5GKBJDHP1WWSUI4Daf/AG0aM8jkHhTqVzra/VV0hc1F6Nui5tfwp0qihX/GTttUTJk/kflnBZ/R3lLZyHcg2Jvqs1gtpXsFayqPNij6DUpfWLNJsLiJaS4Zaogz23x2Bje4arjNjxIbFRzBCYBEYxRsYNgRgYNjRjRvgqCaxECIfZE/fC3CHIHULyDBjUVZa66TLtqesRQRBRQjbbXAquhgzzjZGocwGzmyY0dx582KHsdfpmnMUA3kfaBk5i9sczLAOus6OfZUFpSuC6O6rsKOwkVdnDeBWCQftTY0iM73BNL5RyK7s1Fb61vwl0vIdFWPJZPSjMnjZw6tU2ZnZwXnzknz5iZiRqeUsTwABQGT+PutZrqt5t1dMpG/gZNtNRxJHxDlEA0RRqDxEOAAdtseLCAkaPJcLsqI5Wt8QKY5PNqOEKIMPmd5DFX2Rjai++ZGiZ5OciK129/T965OPZ1gXWdI3UdIZGJHgpe0fF2y3tDPFEYCBXNrb3IQdDXzIAwCjxKzxONkWG0EcQo7GMG30Og/GYTZdQ2As+WeQMDxxxzx5cQeQ7i25G5Ax/GtJor7LyWTcFgKnU7el0eaj3mm1keHNaO4zd5RNz+c0jrqGkZwfc2ROZeT8fxlwvteV+JoeZ5R2ogrXYSPwND6TtrrtVybpQz5FWOi1PR9yfkNBXX8CHX6TkRbvUcD6HLgq8Dcz9PSfbVMNpfib4qznSupZPIZLKRZoumuUypIyLJJKiRIrqVUUmqWVy6+GpF7UMJ/BvwTkuu9KzXU+o56TKlZay4hMReWKJNU0kkMls/8QoiKqkMVsC98UC8HUNl0/wDTLz/yNtsxu8RvLWLe5CjZqbf6fNXUOSIUaJe4zLJXCH5xL4sShs9s62v4GndCWDQLBr8yd8/yeofhROHOH+OseUUQlvY9FnE+40Do5PdKmv1vIXUFpLaNYKQYyCt6gk4eWsobTHfDNRjAYrpLJQIpF5hruM6nb4fhjLZPUQemfhull9RXIdRtNxE3G2vMbiJMyxtcxtNbU1tZUWd7yNyZLh8U0M6mCCrnE0ObjZqriVsCIsmC9Rex0e34K4c2+xlCsNdsOlTdXuqmxQiiRpGlN1hdYlhapECD22AgRJVlJFDGJF9qCKOFjew09U+RzGYzHUcvm2EiR53NzSSowAJByzJlA1O9FUjklZbJAkj4G2PXsjkYOndMHT0ALZHJqkb+U07N/HdSBwxcITsdUZ2BJOF26a3CXb3jjDadn+Hly9BkewLVIG2zxRI0xGEHHRzkaikIni3s9v49+3ol9e+VnrzDYW1UN5ZJuQdjXiV3mwpknWVlOjNRyqhHyCPUHj7i+ZjOH8+ZPQt6UyIfkeRE8k8JuB1MXy8kaqOUMAyeTnMM3/S1yqqNVER6qqIz3PF5eqeCxdxGs5CMU0HmTHFa86NCzvLuq6O6Q9Hf0xDeslhlc96BG1Va9yMRfW4ADyZpHF3l1U1sR7k/TYWcVXiaYMk51FhO1AGyPlH1N/3/ADjWlvU3fGnTfzVGE5AaLD2PE2hL4G7D1nFUiNLhIrieS+9LyGsgBQTfBgXUMoTGDaHwaU+K7FEmRSK74cRg1f5NRPb7o1Hqq9vj8v7p3X+O/f0E8Ghp0frT6TwvA274p5V1fPfFtYRxUMY/Hv3aVscnVscpHFdpuKdBo7CNHf8A8adQ1KNe8ni13q8RX7JRYysOhBFXyQnyiPRGd0I1Vd3Vrmo57WoqeTU/s5FRNp8I5zxelLCWJbJsYCv8wWy0fG9aTS88Gt8eF/8Aqh0v8P8AEsc/h/wuoxR5yF6oFlCRTC9wW1p4jDchZF2ri/Dp7SRIdXEGYsRK4a2jmfTse6QBqMA2O5DoiijSyyGmFMAnvMSP4AX+ormHT9a9I4P09MfPls8p9d1R9K0+uJ8tK4kvWki2UcJkXvG+tq/dbId2cP2Qqxw0YiL6XbpfmQxRntAII/qq2oC9RIrUJNnnjy55Hojnd3mc5hTub+Hu+bkaxz3o4nfrj6IoOlLpY4yltas3krqt4esgBFJYMhqLG5HTaeUWR9QBgYvtTHRQOL5SQDjNHOe8SkMGMn1yU6mLKK/D5w+t6YGC7Hvbexs741/wZCFysR5dsxkQpHJJmXSoA7ngDuRe/BR7g+WOL+rXglRfp01vSnxRNchlKUiTAcRW1X3I4qKdZDUjhc96J7kmQRO6E/IRr3P1WKF+0/TS60RCYkgsTg3Bb0Lk/gqZ2Rj9bMf7ffu1442aMfy7ebVar+ze3rX6pp/2f9Y/p3chIcVIXH/GWNmrCY1te14qCvgEjxBqMPgJn38MYbWjaiD/AK/Z5Gea7O3VvVt03Q31P1IUUv3/AKJdsghNYvikmu4l1kVEaJzWuTwlx2DVqp3UjGp686hJ8VaG7JlSbH8rZeNK9exAr23vHrOdoyRsvAEov1KSgf0359KPbHz1cLAR0ghSD/Eav8WJ2aiowjms7+StTxX8l/lflE/nv39Z6mGIAH+mU6tY0rY5VRyOejlMMZPlU7NVEV6v+FRFVe3b+/rPXU+X6Eg/UE4hvQvmgfzF4+k5ybII+nhR3/03PmNMvx28xsjueNezkRVa/wA2uRyJ4PY5FTui+l0kIwLnKrvju5URezUb3RE7In90b/bt/CN/juvb0Sp+Oq8rQvgZqO2tpok6XOBTgPOPBiLZOCho1NCkzJMakrQua0sWjpY8GlhOIf7fWRlkm8xFPOpiqzzYxrnIxXK5qDG5zkTu9/wieKL3VVcidv8AUqJ8+tblgSi12N/YUfbt/vjETqVYDt4Yr62P39u2JrCe4kjKPG8ns/a5xVY5zvb90THuaRg+/h5uZJ8Vf4+fgjUTt2VfS4W0lXy5pH+K+UqYqqiqnz9QVVVVYvwqovfuqO/n4avb01MGGSLGomu8X+1Um7KxBk7k+nionslG94SI73O6uY5WORWOVyoielpsc9JGRqFlta8yKVquEpGqx73oru4jPTsjmPRF/wBk7+Pb+SZdhJmZwDuEjA4HO4va7NgfQY+kkWHKwmQkKXc997AoD3oD9May/wCvFbKheNa3yQivyNQju3i5WpN5VkmR6o9O7VX6Fo/L4VUGjEaqv8m0Q2zUJ07bUSk9gVtsK+oei9lV4JMfOAlMaLuwziewYvdrHp7omvY1j/6jUux/Xpa6HvMDGdJGRH4rj5WoNion059xt5zXqrnu8U9+M53ZqIVUb3e1GqxW0m2iJ/gZXNL3UFhyZFSQqNYiqyIufR/5I1XOKxqo9WeTUEqd3d182Eqc7pbMncgNPFETQNEIosDudTd9saDIOTk1ZVNnJSOqkA/PJYFWLG/NggG+2Hb0Ww1PKk5nIVJJ5FXXc8cv8883VK5qlZaXUqEebSdO/FtJrZxJkFM9nT8ffv8AoZFvFDNsWy7aBl6irWToEm13f1nT9ZcX8NytXt681dyHb6HIRg4eVY0Me942wtiWztK/U8lZj7u7U5m65eWAOHxjlrKghEdhKu6396ePG0eLgy+zwhquMMnRcDa3ljEa7S02M40wBxDrNNkIuai18TmTlSdaWd7xtpYtpA5ksL/QiydZicddRZWQzct15vOSq2fQ1AquZKv3Zzz1r2W84742pC5njbK1O554mcYUNnYXUa81NYCVMHqeTtZPQen5w6huUNJIBmqXa6gJ5sm3sSUnH2TwnH1ZY01V5tmZszlc0kUKxZTpeUkvMZiZgg0I7LHl4zZCgaolQEblFuRNIEsZctk8yM3LmHfOdVzLNHlMpEDJpcIjyZmVQOR4chFHy7sFblUOksK8B2obwL74ym/Ly83l8l8mv7r4tQqoxnz4ojle7s4aKrX3PKvMnVR0s13TFP5MyWQ4v4ls8U2Dwfi6IWIsuZ6/KZG8lpyDyXvps60ctDxxJzWbBNAR+TySX9/F0ZI03Zft+unKoQsSVXMOjkOklzVjFGnZpQvH7oiK1rvJBva9vg16I5nkjlRq+TW+PS6e8y55M3O3lxn7Fau5qn2FHZ2FNMJWXMCRW3Ves2tPFl/RW9bJk1tlGQ30tlAkmjyhmCZ7X3UuQgzqQyukTZvKTLm8nNKok/Du2mMvHq1aXaM6Q4GtbtSDRxmsr1WXpMnhxlxBm4jBm4Fk8MTRo2tQa50st1wRsRRrFj2y1vFfAfD1jwVnrKxg8nVdQfO19NxRU1GTruPLh9/R6+HrOS91KrpFxsuQ6+/rrN5IWXtKOPnIFzTnx1qOLGn1pqjDxZVjbzwJEl2FgF0hFHFjnmHSDWiPLkyUYFrzuHHhCNOnSVYqCjtmTZbxBEYoyjHr49dWRGxAJHiAQQGgANABCX2nEIwYxtYIaKqKZWNRF/kiJ4p3ToUe12XFHIeN5X46tH0m74701DvcnZtf4Ni6HKWkK2qzymoieVXKlRB11xGL3ZPqJFjFOJ8eQdhHulRfglzDIwlzEgd9Ul+eRVBCllGoAkAWFdiTYB7VPxDmP8UfJmcLDlIWijRIkLaIXbS50g+d/MGugPLxvgSTICyGAcEo1bI7ez7bve8wFRq+40zCq1wT92I1rXq034ORXt8VVz+mbiut45zlxzpyplNfkgVsDPb/AId0DrGJnaDRVPbV1lxpG59Kh1xuI1cpIH7Mu4t5WUItk6uzxa/TD0hm1dkPUFl+mbqcm/4+4TpCzHFkmu3nB+15dsuMefKzGYTQ8P8AP+efvsxXF4JaJ2xo+oiZaUOm420EDFZ5KisZFLyM+DZg2GSnZquu+vR8i8x8NdP/ABnk5GqzlTyTg4U/GUlcfVl07q3awJN/nyR4MaUXSUNDDl6OXs9A6P8Aa7vQWel0E4kbO11J7CmY623V8scskEuVeJJH6iXMLnLJEC3hiaCR1Ek9BY/ECtpbWURhpxoOgfBqdJ6knUJc3Fm4Ayf4aI1lVMxNIygSGGVVKLDepzG5CzqFLsLxJOMqbkjkzjHra5yuMdoYuLu+B85V0t6+LMWhfKj9S3TuLLYrPHIrXakdPRVk2E2bUxbWH9yhHOWVHvpIg+ubqrpdRxLwD035jlHL6LjzQWfTzyLD+i0uelxbutzdz1Xc4XlNay6hzgzK9t7S7COWFHuftcpjHNbPZXvMxHW48pX8z9PXirqN6ueE+dcD1Ncmc5dScbhpLaYV2p4r4MSnu+Qr3L4bERa+1MDX2nEsKwrsnW0UO2psHHnsqolPmwR6eTX29WPVzyPydyPxVxG/qe01zI6iNDxPzE2/rOQYsek3EGg13PUzQ8UyLfFwauLZYytscrJn2uTzP7bqpY83BFKi0TYskDpWe6R1TN9Uz34jLJl4OjxdTaGCUjNJnI5cv0dIXRcrPErCCOTVC88pTxmMbRRgEs/p2aykOSgELvO+fbI+I8bKDAUlzbPvPdyyOralo+Xhi2Eb6absczlWtDRVx4gYOY1sqPZy1YS5nT4tY90ZpUGEcWPCT3yPHWiC9PcSOh5c0bPxdjqC31lVazWZfkzI3VVk4uqx93kOXMlFffmiwDV2U0NRV7TIusIrLf6eVL+0huI0nLXZBujhPa3UpI0X1W5Tbit4ssotjTS2zLyGEkcyOC0pCQZofpbCCKAApIFK2YBXgWZc2FhdAa5h2UkA7Ea5+6rnXi/qLyETG2mjPnNwJlUKLJvIQnGtQUTq0dbFu83Dc9lkWJEr49T+5eNp9nMlRgR7GdxKOV9WU21GZjSd7mzFFQPGCsAWoXqUV5d6uhX5Yz4OuOKFVjMySatFbKpIoizqsc1f64XvnfmHZcDfqCajmioVkOyLqOPuQY6silbGP9247wWidFkwJkUB3x7GFZCfLgzogSOaSVBmxUVZIvTx6CtzFPqc/wAi8YNjrw3zCEm647DCUzomaZMLHftOJzvIndLfibQWjaEbXKpJWQl4nQNcobvuxXetrEwOQdX+6ojwyZ8zj/jQdrKgHZMistKbAUee+rARBAeiwJ1EWDJCYEY/gsiLKjiIntMBvS11St4eodrwny/S2mi4vsxSNNWRoJ0Zc4vkuop7KPldVlJxwn+llTzHJQzgOY+t0mds5dDdxCsHVS6e46bnn6PmEzS22VzsSrnAgJZV0+SVVutatpsE1pJNXWMz8VfD0fxR058mJI4+pZDMeN06SU6YySV8SB5P5EnqyaoOoAoEY2lek+eK0n1Cw1K4ppNeww1eR42grBKREQL3e0JzmmejnsYwp2KjSkd7YxpyfqO8nxOpf9QngbhCtK2zxvS7xlN1G0WM1T1kXkLa1UalqIR2iF7PvVVbC91GE7s8pvYyNYMjPTibbozJ049IPD/WB0b8o1/Urk+VMVhUg2eqnZLG1Ga0nINCI9Vt10MFWwz4GLfkNR2mXlVczaZy8dCr5R7pzp7IFRRtBjukcFTWa7kGt5I6m+prlas/cdzEccr7i3kXsUt5aiiyEdLDisXVMlzgSyj8J9yufpQPKWRZOgl6v17p/UcqcxkJDL46NEgAIdQ0iiYuBsNOgKQPl1EHCnwd0DqeQzMcOeh8KLLyJmMzMxBjeWGNvBjhJos41CV/KACUFXdw6Ro/d/Uw4A2opHsx5eykqyYMb/AcanuMokZxBgYqsjxq+u8fACI9XdmjYqIiet2C9zw9ZxFqc6jXyE0PBvLGQdHV7Ua76qbp8+g2tXxGqCDMH4o1FVfhokRXIvrRO5BmvyfVp0+2bY6GbV8haOuC0rl8PFqyRBCZUK1jmCJWCVFcRFc5jmp3VVVN+fjVQWtdlWOZ/Rsf3tWPZ/HiGwsYtq5nZET2+45zne23y7d0ciIv8U0yBc1FpJAMGS44GnSL/sfyxsPEaSNZDz4+ZraqEkwkr6jUQPYC97x8zLLyJEisrkY8kWM6DSukFJ5tOZ7IIBEQTV8nxkVyr+bu0lzWu7DErkIuepWlUfPaC7zx2oIlDrL3Oymr7bV9yjvLSkc38kRG+Lq0iIvyv4/39Z6WLEFgBwzDv/mIv7/3w2AhCliQSAaFf6fUfX98bv2e6ytvxzX0V51B4SHp+NJsGLcV3Uf0+/Vb3jmzh9pZAXV5kq8txq8tAPFjNlLbUEzkHPjUzFSVWxCBcJsncscB8oYcXImT1+H2lGcbHx9Fmb6ECUJ3Zr0HNNEM4XvtXxCeDYtLNhvIjZkeORPD18/39MzkPk7puutJztcb3lLG9NtNWayru+OqHUXedh6zdTiQK/IMdkJMyqythW0U6YYlpoQlE0x2uqZRLQj5kZXQ3H6oO3vzXUPg7jTJZQlnPNZWN1Kgx9VoJk6axHOubGFSxaXNMs5Imq76yxbcSPEX07SqxqK24yU1oJZsxoSyFjVGM0oBG6qKoGu/azjL5mDT/BSLWxCUzECNLpgp5sgVe47Gjtja5D1hYjIyr/PrKg6o9aOjtJ1AehMepgVV2lrAqTt20t9MOukL+37FkhtXPk+wEAjHrnMLEeWnzX/rK8F3eXudDTgynHL4285JzZM9U2lnzTomByG4uslXzz3lrSZ2grA6KBUw9PArp0FyQIlzGElzYRSjOSj/ADFJ1P8AVtb8qStxk+auUsPT19BB5H3ONuZtYvEF+GLY2WOh1WOpHRMrtLmXUWEuZfcdMr5dnXZQwL6zn0YZUcdzs/8A6PfSB+lTAwdNdYbjjM8i9WJIQpu90XUhFpt5qLzR1pIwp87irG21RG4xzcAPiYEmhrsdE5hzITBjbadLk/R6WfYQ5iIymTIZdUZjplaR21g2KJhBSNiCCNbBms7WcJS5dtGnNuzL5TCsaqF8xojXRpdweAaArGpv+oL1CTeoqPk90ZNe6C++iZ6sl7SS2Tb21XSGuZVbZp7Y0higGbLnsgsgFNFa2OQAJEp6HRqN6qYjeEMqJrexDcjzGKjeyOf4qB/knl3eV/nAX5GxqI1y+S/LES+r/tL7qmF10voaWCOrqqDD8G1UeBHEsWDXsDx1oLdkWqho9Rw6sTrtCRI8RooYUI1kVnse36pSx8NbGt6aKhIYbBdF1KYOrbDd5I6Up+Ua2I+KjlRzHsnt7Vz+yJ3CZ6K1e6Itbn51V5cw7O4im8ZrVVdvDjEhUKvlBsaQfTc96vMjEzQQxqFUPkUUIGLG5JFQDfk3vx3oemD3lK2ZvOGuIRRIX3q0FW8gcQVlfW4g281RdpLs43IXHOZyQYcyLIobvkm8WxyP7qQhBUNLK0ayBShHfFPeh06Y/C8BdL2PdxPyRm4N1y1lJvMF91A2ECM6BnaOkxdtpdxzCLLGWfPtavp7xkC5z3GvF8ywaXTcujbRal0SPqueoOQpWt8/n+Iee+dOmfRQpVjxXyfrpd3xPoKSSOZINl7rRTBYjY5ORKn0op86jjVxBGpzTos64tsdt+NHNg3elaaDNuUtbylGzvI2PV2HzNXzFBbEr66kkftPiY2DotNp+VNnX9NVmUNJi8Fw+Kh4k4uz/KfF3IegLzfoN/QUtfNrnaObr6G38v63lT1g5SGHNGLJyTJnkRhH4M+XluWGR9VuWyzyMZYWVhqiVWpmXTaZMr0PNZ7OzZVsxI8H4dGS2eDNJGsWYhYUdCziFXimXSxjZiuwa/X4d4DxHUfhuszqE1thylgsJxFAfr8o+tk5zXay8uptDyBrRZPbSdLWMHrNvpoNHj4F1oa6ZSyJXKnI0eWyHIqLUdfDRvmzj+54f5E5E4ttCoXVcdWZMnoBsc00eFtKephC1lMqhXxkxs/qnW+YcZrmfWfaHSWuC8zHjuY6Y+T+POIelbA8eWbuQqjaSepzg7U8wxbXhPlN0Oom7bR5zljNRIp67K6KDqJFVw5xFxtyxSZ2OD7vu6bFaV1ZSJV3MZZ1TvPcLWcqcwc98r19BZyqvc6zf880Mt4JNbI1OC5L5qvKbGafJVmkHRaHaVGjvbuBRVqUFZYzZcmNayCxo0Siu5dU10TPZ2TqXUopS0WRj1xZUSEKFWIwwKYyxLOsoWWZGLHUSPKAhvPdf6blV6b0iTLxpP1SdlzGZEYJLLKHzDKVUHSULJCq18ilTu14uS5P6W+L9hwP1U1XEWVrM3fD4T6EesDpz49zNNYzJ1riMp09xdV1MVlZYFW10GlsyH5/u7qal5c3OptZUarCyTLr6COGBTvxzxHZbmQpLwk/F5GRndrZxt9cY7SW+TsrLMK6vh5yLLqgjSRIvdZJrsehq4lgequJ/tPrrGYF9e56NdzNLmYDjrP73RV9DsumVuA4cytJiSml4DljpcyfHNJT8gf446TSGxuzkO5M09Xjc3JyllRZOqdhqWyoZXG14TS10uYJMRnQ7/Dxdpot1T9KvRxSW91AXmW5FZpd8hXpzkLocH0t8dKG31XIPIFsh5MfQ8lRqK2JmIPkA7MzXAZi56nTc1nMhlcwkkzyl51qZ1nzLQkRLGqZcopbO5ifTFIkGWjk/iO4LUNRvcz0HKdTzWUm8FctHHl9MsFpAsx1rI7Shgv4PLxM80Uks7RkRqpjJ2AjukPlr2n02cqzUvF3FnGkHGs595gqKmDVDopdfUhoKagz9RHsvp9z1TczNqJYaTFRLkkKml2Opt9DNiUreUtrC8W2pdFjsMak2dnU9AXTtyFVsuY/HUeHYbfq96h8ep5J6X9zZ6AbO8tck0dhFeEYJ3Idh04dJz3BbY1FZciRpZnQ5C6yMrnIdLRdH/GsXiLEcZkumYzmbk+NSWm6yzrtseLbaTjagtVvcNxTvNO2AA2g5enE5Q6nr8ggQq3kjj3N11Pgc/WvouSosywu7iKe13uvurAtteb3ayrG0JbW6ucQ9vPddTJWg11rIf5PW02E4jzL/wDhSj8WetHkenyhNc6/h9RSUpNonzLSc+PJFT5aKcl10ySLI0KhY1ije3lPmc1lYQqQsj+GvhKylkyygaVEUNedo1ArSrR+KSZpHdn0iwiV1y8i4bhGr4C6ZAz+n3g3Oau91jd9rLPNaHm682WhG6JY3cPewM9V0nGk5ILSwaTM8GUUe+zsOTMiD5KuVPKnnrXt9RPnS7RrJbvp7aTInWE1hZZbXRyZJXqex0VpYGPe2lnMf5mnrZTiGIZyFlNI57SLDpeiu7KwfZXE6TZynRyR/wDMkXsKI/urhRAgaKNXR+3YaRIQYoFZ3YRr2q9SeP8Ac3lIsaIIkuS9/cMeKJxVc5PLuxPBCuegkVPcRFVeyK5eyI5fVlBlcnk/EEOXjiaWUzySamaWeVyGaSeUkNI7kWzM2xAAAUACulzGYzbIuuWRY41jVWXSugBQoVQSFUA0oUj1oc4Yvhjp7reZYW0vrC4uq4GUh15iVWZylfe204trMkR0n3F5q9bhOOeP8lXpEeGXp9trYv3O3kwaTO0t1MdZGrfS6gOl4XBtXx5bUmpkXI+TKawt4UO/z9bUabOOz1zCrrER5Of0e14/2NBbfcAuzutxGvuaqQ6NaVFoCluKk8R/t9NmuNl4G7haDZYfjQflT6L976jjlnM+ipfoAy6ZlDxxx9LhTqRu3tz2rZptTNmUcuhoauXGBqKH6wkDQTjrN0FlsaThavpNpnN8KBR7TZB3ef47/wAG7LVJrLauo1hb7iaBGFX53e0wsQgZ2hhnuk1ufmZyxbeWkWCI0avjzWaPU1Rpg2VOomMo2kr4anSrCJY2a+V8XWACaKC8P/h8v+ECiKs5SOjeIFYMr77NIJG2N2q6fe+IFxFz+bNXOdyPMdrqLbh5zTV1xOh1lfptdnxmaUAp+Xsb2wr3R/o5pAFn0U+0dXS4UUwIMUU18Qnpg+Qeh6VyBWk5D4M5HxHK/HRVV4t/lGSn2OUIsYJj1HIeCnIHa4CxEyTHUqz4Vhm3GVH0+psQvV61mxNFMq1SJbRHB8lUSSEakkatRO7vITlXza5FcrnsTv8AHci9/RS4x3Gr470kHdcXbCZjNNWSWnhXefnSIZGj7r7kQ0MPiJ8GSqvSZAkDk1stjiRpdbJEQzSXqvJ4ZETK8ZADROdhwdjffcnYbVzivZirKJEaNv8A8ig7/Lua5HHpX6W98OROfeIOFS8EA6s+W5PCNnoarkCx4MzkqRTcfy9vCIk6FcjDPlWEunCKzCGwkV9EsAFvaQotrYsPYxo0mMpPIiXBepLhq+sLKYSx/eEQST58o5jxkapv9cor/cbHCJ70axSNRiPcqeL3FVzAcWdbHF29sPoupekfxftbDsgOaOMc6OXh7KcowsabkLiCqHBFAZZPaeTN0/Gpa+xZNe+TJxc2OVRgg/UDlrAHI/D+koJVJu6Cfuased2WCmN1GW0S2HYMVsaZGEkiLPN73YlHcxK63bIaSMWCvsEIMmWgygy+aASOGVo2Ijby+Y0xK7nysbJa9zuQMEM+ZaWHTIzx+JHe+38oBahYobWbPA5Jp0Oe5oH88cf7CEsefkaHqLtc1bXcCW6fW525sJ+mrB0uglVqrIzl9EspEZzId0KpLKJFcan+6REWUu+DwFaOk4XjK295CNLNZII9VRGq+x44y85XManuNaj5bivRGuVEc1yL3T59fOu51yVpleYG848T6rS5NvL/ACO8dxZUUoo6nUNtrNhtTSWUGUBYLNBGmvkDvc9aV0ayqZw2l0edGrwSE+gh0u34LvhzjE8Zj3BI7jM4ie+MrfG1wFRFeMb0RPP3HR3Me56tKRy91ExrGogZ3d3iZihY5dFQxnYqhS9Q2o/c7gHfBtKqhCa68eVm1Chb0dPvR81++ND/AKoc7GyvVZ1QZtrfZj0HUlzjAAiuRECIPK+pNHa1qL4tRI8sSIPt3a3sjW9l7JnoofqW0kfIfqD9Xtc9CKWV1DbbQhi9u5Hx9RCz+sGfsjXewEy36+0V/Zr0aRR+So71nqLagzAi/Nzf0Hp9/wDrBRwPoP0wW+M+kfP5Lh0nH+gn2e3jtkV1jYk0pZU2vlWlYRkmE+to5UubCpKyNMCySCthud/nlfbSSnsDkK1Wuom+pOnDFSs/x5m0seTLaECd5V0QMxclVSmOjfu22h+BCTViPagKSF7TmHmOjnmM+3RjK+6eLWsJXvH7XZO7vFVeje7Wi7d1cnx2RV+W+P8Ab+y+qaOr+3ph9UEPPQdjx/G0lPgMbGPx3vzHxkPTx7sl5ZxFoeUFjSaWFbyGEiR/sOrEaAV0YCxFi/WGN61nVIUyXTkaFKkLeHrrzgMwIo88c8D7YxmSkbM5tg7MVCFmXgHTVd9+3bFVPDXULz3wLsz8g8Ac0bXG6iVILLtoL7dxR6Ih5L5kmPqqS2Sdmdd9VJc40xtxUzZDJCKQTYpfBGXNdNf6qY+d+Q4GZ594fkY/medShWn5v4Oqoefgtu8mWTdm2/K9M9Vl11JW1L5h7u+ZYX9bl2xAWNDDy31s9CpvfcEYflm/i4y8xl/xjzVbEe2lyMuAOvsdc4vvmAbGW4yFye4E9omLLfTXUtsUXnYEixoIpZ4sN5DwltwtxrP444riWG9JpZJK3mDl+F7YiaqPWTXPj8d8fuR31D+K8xbx2fcLUPknJmxgyLwgz5ijoa9uby6+HIM0XYJCwYgnT4rAhvDBsCm/mBP+bYnF1MQw8Axhi6AADdUDAea+2kWRtewqucTL9SflWFzFyyPd0+4NyTXXlzHcHcSNFK1hL8tVkIVPJK++nTJZ5TYUuPNrRhYRI0X6YsQMeIGKIA4H0+1YrTkn9O2pVWEbc9ZXFaSQq1j1Rn+OVazyMv8AqRv0oFVRq1yP7Pe1Va7wYt2/Cyp4z4QgiEcaFhayweCSN7JgpEm/u0QMlHtRyPG0nn4v8SNYRvujaR7Fcy/TceRXcw/p1zAiecoOozLaCONiK15JFbt7mZHYxXJ281kQhPGo2ua0ji+T0e5zGQ6pMWyGezDKIzJFmswVFaFAgdtI0n5RWntQ5qjVhkIUXNQwrqJSPIRRj1/jREWbNE8knnuax2r6BseZ+HNlFq6CRs7nK9Xem/w9LBrilv8AKZXkii5a5G5Orf3AsmHCqeOzX9FmNlMTQGi0WX0X3bRgsqZmhvnWfTD1A8ocIWug4x5aqq/Ry4QKFuhmVWiy9xHvAW+eo9BnzaoM2u2nEvKA1o7WmPD0VpRy7xo3BADTmQLCLYlk+jni6k6Zuo3gbkbqcx93fUdnj+pDqZhcL0knd2vFmM4/qbxhMCBJcuNW6DZ6aYya18O0ZGJUyobGzsqUSAKVPZOjseStVtuZunviil4ewUOTS5y16pepfRZu1ZhY2fyVDhaSvzWmvq4nFmH2ws9mqyU2r4qyfLvUGWyNKPnZkL3Y8GPhel9V6d1cZzKrlDPlMnPccuYilysSNPFk5YJY5swEdvxGueSNMvBJI6apQf4yltBnOn57I/h8xJN4U+YiHiIjRZoyKkjLMkkaExVERGjSSzKo2UfIcRam6n6GfEbmIeE0ooUTXm2dHicTgpAgj2FhlI+RtdOOmzHIOepoWvsqD6jJln1ucZIlZEQqQrmxJB6sJgWDzymKBq4fBdR048WjYKGHkzqEvcxwJg41fHRY4oefzNJTZLc7D6YRXCjZTMRuQrQildEgUU5TPESPi64Nzx/GmVXG/N3UH1RbOD4pM5S5v5F5Oz3TxlxjEjXy8pwRK1NXfcgI46CJE13UvpKylliYz3eA09zs5DOXed9TynrJu55a3Ok535FMx7RWd7YnTNUwU7o2to40ZldEg0MRpFjxs/kq7J5oYUaMI5A3K8jkPR5ZJUK5TL5fLBizPPPm8zM5JBURZFzBHHt5hJmtTKSNML7kqy5uCFBIsrSZgqDcMMMEa1sE/EIZWZlPzJCRQI8/mxMNJp7Cy3n3yJf5rl3PYSSQtbcajFJlOIZAa8cWSUsjj/Rft76PMTbQJ/Gl0caBo9dXQocm+oUSwfQBFfKnO+i5B1EjXa3QT+XNn9ECvj6HQ/8Ad2Upa6IJkeHnsllIMWohV2Vp4wwwqjK5ypxuHroIIwIWeWOFjECup1ljdrHborEIBQ+yQKWOwESqp0ciOa2JWxGtiAIdrWeZhR3zCfHvyifDWRMALGzcpYQ1eCP3RJJ0YCCJrf5eQ5HtRGu7oqonirkTyc9U7p60oSCERmolMcSqjKoDD5ddaaVNRCnyqCdIBNDFIs007toEjCRgSHcsoI2HPIBJK3tvfc47eltba/OKXoLOZY/Tq5GCa0MetiCZ5J7VfXRWCiQYo3r2RsSML8XL7jiN/JfBrpUuzX2a2Ceao2L4hF4NRg/Luqd+yJ2b5KjpRkCMbe7ynRG/HtrEqYyo6fKJdmXxayOJxoVSx3bsrSn7Mly/FOy9gMjDcrvEcl/ynruDnJIhLXhG2DHGQhGAA1goKNRBp2DViGxTzHMRWvl2cg5Hscz+oN7EVRfiAVpI6qtyfpZ49zyO473goy8UZ/jyEsKBjX5jxvd1QHof9sdFlTCENT309Dqj+zauokI4aKndEZJtGKonORU8SCgjno7+0gfwvr24SyHt9uNFZUQHIqtjRhL7klrfhrX/ACWccK9+3eSVQ+auRjWIqqnfqM3MnPQgYrmo722vmyvzkNeVVY1wxiZ4RVX/AJFaNxuyeTXkd+CkmvzsWtf5kYOUVjmO8XIng1zV+XPVr/cKTunj2V6r2Xwc5PkTRlGkslzv2O47DcWOe42vbEhmdBIgRIgKAAotQA59zyeeeTeJh0/8g6vp95MzPMucpqSXdYkdvKqo2lgxpoQybWosM+yyqosqLMg1l/VktGT85dujzyUt0CJYhjySiRvrzOqnqG3/AFKc2bnnbcUdXVXe8mVM+3BmQIkJJtbn6jNferEygiut9XphULb7XaJY0I2h0M2dblihdJ9tOKU1446jIR532Mp5zBe1XL9PFb5+49XL3QbpRl8E/NqqFGJ4Oa1fXnSq9hmCYjVIEDBt/hHjaPwRr/x7OT8ezk9tv5eKr2Ts7sq6dPyy5xs+YgMy8C5YuGkowq/iBAhbQvnJNhbPBx9LnZWi/DuxeIN4ijZWDkKD56LEUoGm9OwNXuBFFsKy4jOZOYshjXOaRyD8yPc8f9JpvcUDmORXJ5lehSM7eIWkX/T0DYwyudLy0wgzp/V+ieRqSF7L8IFjU8Toio3wC1TP7qvwiL2WS2+PSIYhYa+MhfBzXAKqgXuvn3RPhqI5VciNJ8jd3RE9f2rHJqK0su7bGHF9wpI8sjjiIhYrxtkMakZVV4PEiCc5ol8Skb7BFKrWDeFoNStXtyNt9wfpt9ee2IxTtICrqrhaAU7+U80dze36b9xD4ewnVZHQtHCe1VX2iHUadmtT+m9Shd3aRFX8v+b4+HJ2Ve/aubiRAYeurJE6PSPkglSQNt3grlnIitbIdEKccX6loiIgiF/qia94o6jGrhPnL4odDCk2N1CEyrk//YEEofCc+GiKxsw0spizgRTJ28QFkHQTGt9t4yKqoW+DKyJSXN1fSbmBQQIda8S6aTZZigNQhs3fTjWs0WmyW+k0VrLWMjGW2KxOo5GZFBJDmo9dDNd3UIjSlcs0zpdEVdAMSdAugfXtvv5bNA8MERnRY2KiQEspPyVRrkem1ntZ9vT4p6tNvWxy5baAmcjZmx+jr7B1o6FaWjINcNiV4raVMOWLpXZ5iDl0x75V0+ccEJsprcy5ynfvn/pC9bPB/UPwHieMMptUl8w8N5DiZdzjrSvPVXT6nJ3cjJy9XCC8k8cvPOS6zFZKPImpZguZzGyAmEYU82rTnukvYdbmUwFbwDb0vLF+XbDpdly3aa5N5D4p45BmHTLWfyBya3irhfkAWOFMaL7Ti+QOOrzTXWrWPE4X2Ohj3O5qc/uN9Ef6f3DX6e+B5A4r4tY/Ra2dn85b8l8xaCBHjbLlPTZ65aBZxmMWUzMYyqNZnTGcdVU0lPm4spZkuVe6iwuNFOTyrR5iI5iO0OuSBlBYgFDTAagpWiCT5RdbjB5/EgYQOVdKEqOtb6hpG4LA7X/N9zRGNZH9ZfOpQ/qYdS5mCRhdBG4i0bC+LfyW04XwUQhPnt2QhqoqI1flr+7vhVd3z0Z/17qj7V+oFNswtRrNfwPxPc+4nj7ZpFTY77IOM1Pju5kfOxWf38EVviiI1O+en5Q/iNR22OzEDhTfv/x74kvyp5iKG/uQR7+36fXDcg9r6JGMXu3xRqdkRUT3HIr+7u3y7v38vhf4Xt+Px6pU67el7X8jcg3fIo63C7ShiQ6mPLqkp9qPe0Odh1cGsLGhy+N6PRbexsR2Ym3FdIi0umz8mr0Eqs0WUAPNRbeysksOqThfJ0FXcba+tKWRc52p0lPjzUlgPZy662jOPHWZnWidIqjNQZYxAWJojgyY8oBHIYRUap21/UXim7t4k49ZUzyyxKTQbI0b68446p4xlpad55jEKMbRf5i1UjAqrgsE57VTb9VzHTZMskWYmBA0vpja3DFQQdABuwe+30rbDZKLOx5gvGgArQxIFUasc/pvz6YFOA6UOonhLiSdgOKGWWgvNxc103U3HMW0mZfjnjzISIzlsOPsZHjV9fc2FlPggkReUthkKDMWV5AsI2JoPt4Yd/PsiJZcX8KcaQ0l7PlKJj3WNPNTTcS4zVT9ThzW/wBKQMMnHtxyHBk8sY2srFI51dVAs5FLH8kHEiQo4PIqaci9XnLHIU6bTaLcaACfUMQkCohxsfm3EMpxjjQ5QFea0Rqx5cN0d89ToSLIjPG84XI8OJBSTIU53EdMc9XHkkUz5bld38WEkFKQ6oxy9kRXD8E/Hx+FamZkzuQWkhyjTpGP4f4klUDbeYxrZP3b2HfF1HBnGvxJVVnI3jUBgu1LqJ7Cxxf9gt1Y7XC2fIi19HEti5ijJZPyVS2KeOS2prAowxZ0i5nDWR9LIMKShijjpJU6l8j1hHKgyPwze0dHteiHQ6O6ocfSVut0uptbK5mJW0GXBBqNNYxEn2kz3jRIsOVKCp3uNNkPNIY9g58woAEBHK8vM2WggSrS69mNmoJc3IDFaRjklxJb1ICRbyxHjRGRXsN9YkCHfXD18mMrhv8ACT6C1/yYGybTUX20NtS5NLCJRseSbWI8RShcLz/J1qaEqRwqP6o8a0MxrXH+kcrhtr5NGYieJnIE0c8TqsaaYxMhUaVZiCqFiQDyQAeTi28YZRxoAJQZdlffUxjCHdhqrSa29hQIN4sO4d52zHS3guWeL+Eayq6i9by9jqDF8k7jYY+bRcCU+dqGWpbCBlsVdkp9lvYllNtpTrLXcnSOOslcw2B74SwgKc09V+T+cbLd6KFf8rbCw5h0dNDZAz9HAkx6HjfFwBo4YM7koOfgU+fyubijb4fYuLszmaJ4fhbg5XOMRXr/AHNzdMHBspLIVYF7ViUFOAcWt8leRUf9DFc5sqa57iJ9ZZvmz1ar0fJRE8U6EeDcy2o5HBpq93y6RJ7LML7fZfgLESQYioqIio0QlXx8yIvf0jFk8hlJcxmlijObzLK0+ckAfMSeHFFBHRqotMEMMemARoAirRosxHzebzaxQIzrBApjjjAKxIrP4j9vNqZiSWJJPYAYI+s3V5qxIG0fFqqeANqQ6KhiRqfO1I0IpGKGkhL3fYFYZGFuLT7payGvVxLF6+L0gaMmzGMfFA4VWvYRp8o7YoXO+GK1pVQhZJ1R3wyMwyCa9VcFUb2TgRlVCd2CxLSSxGuMeaMZkYRV7vX6fu6N7aJ8MbLJOcP+zRr39d6OObbmG5w5U0pHdmPJ3bFA3ungxOyKR4kTx7BjNaLt4t8UTsvqTZh28qbKvBN7X/lHI4vsPazgfhQRU02p3WtlO3Njcc7m9/fvx5o49LCeZ7AOtZrV7M+pI8cIav8AyRgoAvGTKePyY5zpsiKN/wCRHwnqrGJzyZ0ywc0ZikK0XiMMOKqKIXde3i0Qmtjxm/8AVqI7snZWKvdEm1Xgp8pEWR/lgOancQm+CKip4eTmtaiqjnd/DyVH/wAoqo3sqleiw1ZD9pqBZ2d3a80lyK5r2NXsgAjVXlJ5p4MRyq17nInb/bgQsbPYcnfuPfAXz4VdPkRbsBBudhQJ3NV/UV22DFHhryz7y1juHEGvkRPAhlYnkjVa9VRxHOe7s1GiTycqr3anZPRZpsAGL7RiRGvc1fNySGsY9RtexrkQDCsP2aR3tIZVY538OIjk8VLzsmGHDC/7kGM9VGQUcg5KvVDoqr9OMTitLIG5Oz2nczxVit8m91d65CPoaRjo5nfWyvh8hzVYpTEVPwjo0auCjHq5CnKWS/xYntMApFVzSBAFA5B/4+ntivOZaT/xgk77EMaJ43bsNuTVep4i7ap9eQK/TxxjkMCvhXkM5XNc9yI36giPVFa5iuV4PcaN6/D1R/ZeUgq9jXgK9wRiQrxDjp5OQ6Dd7TnOKxSPCFER5FV6IIT1Tv3RV9f2dcOO9WRY/tMc7zRqIxxXL5N9tiEGxEYjWr2Y0TUREaz4b4qvqC35XxYzYnuOSdJRe6tVUayGnl9Sjlcx3kUj3NB/TIjWsFIVVcrm+MbAoLXO/ryPX/vmsMwg0HkNGgG0+2nbcXv7bHvtWOue1ZJOQo3kdECqQ4DCtewjowk82Pcnm9Wo8jlf7fuERjnKwf8ATRjfXdjSBka1qq1HsR6qx7kRrPNzWuRXKn9NHIvdHIi9lb4qnkvf1E2ETsNWo320a1rU/wB/ny80+XL/APKiorPwRq9u6d0/Dpioqq1W/KKj0VGuH4t7q/uqqidkRPJVcqKi/k5e69/U8SYkknYjgV6fTm8EWNCdazwwAx0dIlHYwfZWeDlVif6f9PbujU/n+/by7NXugw074ek0pY0Z5P2LkiJVQWo5VZpLmIQjrOcBWuc10GRZOlOhu7kRYIRnI57Gi8JZJtZNdBl17Tui3FhDaGwlR1/r57PzwsV8ZrPJFFoNCEqCjhIn1FdUH+4ObHkzKpood7scUULkcCHDjNaKJGRWMGwSNViNYiJ4Me9g/Ihnr7QRiRz3sjCRfRoo/Gsn5RWo7g16D6jvRwSxl11uG1sKRdhtsNZB+u3AsbY9NCrMc4p3sYzxavixngGOJjFRjRp2RrUE1vYffsrfJ73d3OeqXDdHf6ZfKfL/AE/8xdT2q0dFxTTYbD5LUcQ5rkTjAnJUbfj0WpiVouSNDk5coESmxFPWhtLDP6W3q74Uh6P1gs7ZYmokTNAeP0of0xGa7lfhzl/q1xLW4O/ZK2HGXDOmAUTts2vrol9mNryJVH9t58NL8UsKHGWgQF3UdkW1v4wcWeNXanak4ncVvKPNNc7ya+Vi6SShEaiI0cS60UNjSMR4msaoj/TKIAUCMDRx2CFGagvTcuWE2VkiVvDLR6InK61jc/IzR7eIqEBmQsNYUre+AwSfx0nfUwVwXAYoWUUWQkXWtdSD/KWD7gVgDdCvAUfgTo1vZw97xNzFpuSNDZ6aVynxvwhA4FPbUFXQBrs5ndfkqqPHeXQZWwXRkknJEhNkBuRWYi2v1zLmTbuk2PbaS5ETyU1zxmScrWCe6OpFXJ2fij3q7zd4K9w3eblazy8nIifKeYKO2Rw7yHBERirH5P08R7WKqMD9Xmc8UgvBnw1g1e5GDF+Pj49lRq/DMZp/1VlgykTutzw+4BitTw7udx5Bl9u7ez2uQlc5zfnyRU7qrkavpDLZZ8l0+DKySLPLHGBPMkQhWSZyC8ix2xTWxJC6m0jyg1h6SRJ5mlVGjRz5I2fxGjT+VC9LqK7AsALO9Y1b/wDtFcH2OqXgDQMViD0fTOFgCs7/ANV9DybqHm7K347+3pY7UVE/0J/svf1noxf9oexzre56HdK0TlA/j/lnJEXyVUM+EfiS/jsO5PF3dPr7LwGpSN7IRzk7/CZ6M+o6WUimRDuD6Af2P54IrCuW2Pavb1/f5nGux1HUWihXuagW5ai4uG8NaezzlbnA6G3uCRcRVzJdJmpegv2uuLqTeXUIYZMsEAUqU2aUsdyWR3+I/wAvxVdj1mnYSaOXBosnLmD4zGVhOZ7jjm/u5dvnzzrB1/l6riS1xc6UbAzdPOmSretk170Nj5cZ8SBNajqY4z5GDytL2mayLdjm83x3Y44FDS6CypOQYt9YzkFeRIbAPFHJGkVsuU6M4ClsIc6ueETxhmq16NZG6/a0+JneNYULFaCv+u+lkbCNNkclUEy5lDn6fKzKKzjV5KzjTWuB9NLPxOe02tJO9zRostbC7jP6Q/i6pDrJ0nU4sUNqB2Brt+dk805vSdBoGzxwe/YgV/e723aatx1PoqjJG0M+t4Ui1PHWuut3ieRr1NNvy0+XtnUOb5Om2M99bAPmbi2fDrLuz1FBmIa18mHOrPK0bIGRebHPaSpt5uXlsscJdWtFJlZfPTxEZW2H2sMyzvLfO6esbaVs+kZXDiGWfk7wQ6+nZIsmVkBTNL6nkORnKOhqYAaWuo+RKHhPk21scpyjatnAsqDkHkpR2UCz30wLq28p7Flja0su5tbKLdsiaGkszGPZlkTYnHR1bHQLnM43aU+q0+j4/wBJA4swB7tm4yenwciZBzE2ZuHRkHi7LZ8Y18vV4CyPmdGSXPyoTa7QyqrNZOCO0YZF0oRXm3IoWPlIFjg0fTAUkaMtqd2Tc7g6QNv5q/LnYcnnCJn402+j5Fr6PZhjxD3ljJAC5hRKybXRq+sqptg6BRlsrGnrKpGRoDgtTSW9FDhEK640tugG2Nm7pcqcTwMxCtlqZ0NRRm1zW/T6rHbJ5RWRwQglbaY+LTshF+rIqiK+ml5qaL6iLW6o1jGHGnXGQMrT8gSeDszg5TaVG8F6/wCx6vDU1LNmyJXHeM5PkUN9mQauQkWwWzssPGXKSNHbOnJUSqt0y9ZLGKfHUDkrjnVP+uhci53qpycO3xIORJEHqic65LbUoQx7sW7odSGqqz0TLGK32ZuXQdiO67o4VnZx6aaysrs2Mzl83BEJF0TxF4YzWshGUylRyQqkEhdZU2W0AgmzycuWny0rtDIZEkpnoEKCAI7OuwX4Fp5gKHtWHWiDDEwkWJ5zFYrivkkayWr/AIV6tV41GhEVy90Z2Rfle6OVvr32WEKSpBmR7ZLmkRsA3vBI56KjEVJJjeZ2+54q32myCNViNejmp2Qr3HDU9UZJoSNkRy9hiJJkRHxJjhRYch5K2wZJJElQiSJBY8d31Mp6LFVD+wqq1grtaWxp3khX9UUTmu7KGQx3dip/r8HePdOzWoqKxyNVr2uYngrXr80GsBlIbvXcA6TXNbd/646MyG8jiSJRtqioqRY3YWPWjwaGxBGJtVYkdnEiz3kEWMUPlGYL2AJ9UJUYdpxsH5+YXqiH95GorneTUUaoqErP5tgXDa6OyL7ad/dVFc5V7eXdz0IiK3t8Mc57W+PZGtVEX0F8lopOakK6GZ0+sP5NPVzEFIeNr0Rj31smQ16DkDa1vcUhGsI1OzTBJ4mU802xrJj3rHdCKZAsIoJjCxTNaNv/AAxCG9rxla3uju6FY4fkxjzv8POK6F5G5rft242/P6+2wZ1LJcLLKaosNhtQAoE783xfGJktQRjEbHH9R5ovm8LX+14IjU8l7NRxE8ndvFjva/B/cyfHf+R57K5GucgnuViiIOL7gXOGx6f0SGjq4g2p4q1SoYaonkvk5Gr3542oLOGxwziQSI/3mMjBkI0iOanh7ngxr2+LWEf7ngrmo5GqiIjXdiyqo8hzZIfZBP8AdGd8g0yMJ0lrW93fTsMVzHKMisIJYytQbmINBO9xCsgJA9qAb9vt7cb7/wDN4QEDhB41A6ttFmya2O52Nnf19+elNOc0BIqS4Q1+HRXFI9JRxypbFIZitYNgmoIDVKSQFhRv9wKucUrUHHHQTxnuiHisFLb2a90ryaQC+Pk1BDErhopEcnYjVI1Wu7I5rF7r+pDHmKVXleqFeifJFJ2USIjEK3ye5VRqL4M8nfHkiKjVX16QBPVRue9yo0Y2f1FVyNRF7Ixfcd/pa1rkGNjlRG90TsidvUtDUFJvkjbvX77cf0dghO38o27bfUj+/wDzXaz1aB9hFQxGJGH5SLAjvdEMECK10ub3K1jHsd9KEyCeJWucX22sf3VOw8sK50+QWY0ThBkmIWON/khYsBhSLDhvI9Gq94xuTzejOxn93vVir4+jEYbI1A9wTEdY2sxtZFVqNYBkX2nfU9yvIp3Eex4IqjGJAhDJehSOKRgh8c+FDV/cbWKMTWsRWIieIh+DVRB/LmtRrXL2/nxVfly/KsyRCNItgXYLZPO9cb9gR229ecRllCN4YIqwCSAPS254G5vv61wvM2IsZHeaK1O34r27onwvdV7p+LUT48VcqIiKvl2RPXvTqlcXEr1sUR28vYUe3oqOQFn0+PzctjZFdttUB7SI+wthK6Th8rIG0kuGgdjoQfZEo4V2QLVY2OpYW2PV19tZ2NwSswlRPVpq6RoYcdsidoL+t9sv3CgxwJVdYSqgnsRbm5tM7UTCLClWUd4NlmlPdYXdrOl2lzaWEm3urm1L9RPu7CSvvzbSdJerWeD3/wDM9Gx0RghAGKPECgeJEWPF/QcfU/oO+/viUNELNIaUHUF33Ow37Ecn746BXDYgxOeVI4iEklJII5xZRjdyHsJ8k6o8sg7nPJIKZ5CK15SlJ3eciXUdBv6fiEoOPOqbnaviFppu4zbuMeKrSM47raMC+ojJu+QYEkag/bkr3G/tjFzQKS+EF+g00dtK6qprgN9A3S9VaTd0/I3LudFawYECwvcXgbgatjy7eAyKan1WwhGa0Zq+PLkxZmfzM1EjTZCw7q7ASAOJVzb7c3XTH9O2SspD5QZEbki1mlc4pl+pkv0MI5Peervdkn9xEC6Sn5NL5I5nto4brFFCBdqGn6XQHPr6X7442qVxIxs0NN7UPQAn5ewA2H62WWcqSTqW4kkOP5rKWdHeSR+XvLKxs1/m9WEQvvPcD/iN7on9Jo2qxnZSVxzIlxuoHkqF9KkP6/AWXixsn3FkHr9RCex6ucxHM+JfgjnPRSNIndO7nJ6FGmGkLnrhCavtC9yygx1K7s1PKVk7ULGtXxREI9/YY1VVcpHo0aJ3RGmXMR0L1I6qGRw0da8c7SMEZERivUd9miL4+DUeT2nOV3dq9m/i569nNVYvKCDV/wAtUeAQK9NzsP8AfsdU0heDYskduKBA433/AHeJjxGQ5cZzLBMZpGB5AjSPF3ZFa2blawDFYo2ucoSiiO8lb4/1GO8EaqKqsvkTCcPgAoXDasrGRIvdyvVSjXG3VU7/AIiOVzUKNvwrUcqN8WOcvmnpcOIoaMjc81wntGRl1jLFgX+SdgGptDDUohO7KqISErXvRUanw1XJ2X0auM/q25Xp5JOIx/sWsWsf2VVf2DtL6nCFSt/F3tIX2iMRyOVEZ3RfJyIs7aqHryOSNLpz9AePoPTBUW72+WvtfH/GKhv13aokvgbpB1Do3jIqOTt/m3k7tUQhW2ItXo1zuyIvurihq1q/PkJHfHbsmeiR+uNAKTok4vsBorFzfUvTCcdUYz2R2dFzNCen5I5zVc+VFYj17+TnIxPw7q3PU42Xw47RtlC7gj5WuvlP7P0wTSexG5s3XO3uO379KAoXLOe3rlt8pq85yhWDjrKPCtUdQ76rCjXvLHk2kUEb7gRG+D2m0VMBXILsa3eR73J4Gng9PPMcNud5Bq6+DbORBQmbaI2DPafwQifYtZF8SjI17OzPamfTjciIVXqvj6o0izyUk4ZoM274/uRNR6Nk++6tYRfBFcCYJRyYDXeLez2oHy8WL9QRO70Oddz3uY8BkDa1sbVVL191tmN4nukNY1oUO60YI7DEI1PFVnRJZFJ2eW0EiK70NpmOnxKIAoc9q9vp/wA3hMQpqBQt/wDFu3A3Gw/4/PD4XvTfyvx2168Pb9mmoSxJTAYPlIkbRxiQpSsfLj5fbFDJkQByfZF2aRWwSFGJ88Ut42u9KLeXmwwsmxzOgY3gpTSP3BRU9thMxmM7M2EUwJc+um7/ACFICn22H5FFEFR62j0UfPhkCZQypX3CNUTo02d8c9QDq9B/tLXSKYhChVuZ1TmzacqlY9xxscckivXx8Wt71lkh3IPuwQ3/AMNPE54yOuppGX5hxMN1PNA2PPeaBG0eRlMkf5cjnRJbCTYjXvciMRVI9g08wK1WorpI8ZoixuATZPp7bdv6YC8DU266boj3vgj09fy25xydO1jWt5N4lFCr/ssKs6WuQ7GNSFkhsRVJy8YbN8irj2EUpok+PVE08kESZFly+8UUZ55BZCkklD220uwvLjP73S7DSZyrzfHufZa8oXVtIhZ0OQ5IxNiHUkhosKZX6jQcc68dLpqrLRKK7mxoFyf6kESAVp0MeR4NydHcaPkThPUJElWHFupwFBSTbSRf8d0ZrbJx8lSS2wB97WkiVsKFDBaxgIY1tFC1pXJJG0pFH5KLdUEPIk5D4pDGuuPsoOkznIkI+p1vFT5tnnh1+lzmzp6OcXVPwjzyLCC6reR8PSVhIczQxrEbZUKQfMLkppcvmZcvBLmctHImXm0KZYFlCiTTIV1qsgUBwCbAUdsKRLmoUkhSWZYp2QyRoaEgQgprFHi/XsO+CZZcbMxcbbuvYudroer4iu7HVdQzYNHS4PMbKhaw+c0C8TVgLvNBnXUe3jMj2mfsJegu6hs6xn0VVDlR5BhDynx7R1f1MWoqw72nzNRVj5Kk5WRX2szOaoNBHt7swcWZIt9Dy8isd+5KaVW21oX7PMf/AKgQye7+s9sG2dfrtlqYItdkarhXlrH0lhlZVRbi45qdvCo6SVmA0echgqNTiKBCM0GPtaquzOrqcvR2uU09K+eGAwsf18vDTpt6K53FSIuYoqgMyJil0oeRTcYUeYo7CinVFSKkp5tLv+ILOSZlToCWJ6yx4yu5sOxYappiRTdCR6FKsq3YHqKAO4/fA3O9RDOshos4AtkG4FsK9yVAs7/YbkgC74Hz959XLwV036uMtc2VXFKOUGDJtIMafXxpJGNBMrSS66UCawM6En9J73ClPYJ7ECFlmrHPuHGuIzEUgWy4tlCkjsI30RXPEOR5RDOPGYQgXPQ/i14u/k5zO3f0/dpIbXTOQ48iyiWEyyt6TUwJsSvDXHi5f2y1uQhS5jRxpdkX2I1lKqLC2Y2+bmh07rd6yZKtaN7LYjBKixrCFSWMOYZsZsqeCIA0VkhtYFZnuuC4UsYGSTHdGlCVDL4hQzGq1vqTZRzH4oZJIxRcEUa2+U8/lXvgiZhdQSnUkmmHDE1sR6g39/c4Upk+fDQBfrB2UdXeY3mK9xFVflvt2kVfdRw+6oxZTDr2VzSPTyRfU7oN6OOg4cpXqAr2f5GcZnkitcitWDZo76Y7mr5KOLII9xPlE8EXspTpuGcBsDLLz2gul+siS7GfOgTI8ivrnDKQPsSoU6G5kkiT452nA9YSNBGegF9t8Yzf1zD0Zc08O0FNqLStg6ilvtHDxw4mcDZprq/X2tvoKWky9ziJsRbU91cTKCcsCPRm0IWuNWQ7F1da3NPXzK8RiVtcCspX22H02O4I4NcYbMgWhmAiM5ARwCGIsGqujsP6fXH4aWLIC2bE7vE9Rje9HDVGKggo3yRn5Cd5FYz+owb/AHGq1zGO8mJ6MAYSyBhfLjiRv5+4crFFHVjkd7hiGc2OJjFYxXvL2H4K5XI/u0bloodbaZaVKhqM3sjkoKyorOO8b4UyvkvGYJYExnvwJgTxyR5cKQMaI8R4kuM14lGyV3+u1OntHjFNjxXJEjdiCRY0aurRgc6BXQRxGDM/uB3w5fcKTxIj5Awib3LFqkbTJa6dN+UWxtbA2HP398HaYJGPCAct5S1mgBydh9eP97LO32FfWXMAtXBtZVLVwY0Bt0lTbRKiTPks+psJUORNgBA2GIhI0VsgpXJJ+lYVndh2IvZrrEmnmxa2nT3ZNoQIACRqiVDH7/k5SJ4gYwSe44x+4BMa47vJjFb6gXGELl011GLiNpNhWr3tZEDOkTYddYFRWuZCmFkltKlozI1gzOuoCUgBOQltLrq4UiUKe8v8l0dvkshp85lKfjPd6up3WK5nq86hqujsLbJWdfVSNtn80aQWDx7Yb+lvJWd5IqKMkfLlv8nc3uUrs6HUXdbGPmYtJVvNdbI4qvlA4+tjb7eiCqs7WWU6e4PN1tx247167YHnKOug6O+G6uOGTlcdUR8nmis8ABsqmpOeTb3piucP6cmnszWN2Yx2oVlQ+rr1c0dMxzbY+nf9NrT1PE0nqd6kqA9O61oZN/w5w7aimOmCqzQksM9yJyPBmo04o54rwGw+IsowZkqOkTW66FFilpaA7Cfowfpz5fZ3x+pLqOofu0jBsyNzxBxPdQxfaHWM/wC4TKTkbkGsMNUntrPtIbLB4iwjfRSZRYuu2ADsBR0h7l+tnTSFw+ubIVJ6kqbkj2ySu+rKV8Q5HvWWqucV5Cd1I+SNSvc9XodX+Xc+ThUsHkugaI7Hg0f3W/tgszSOFQDSAoAoUaG+1Dce5v8AuanOmmtmv29vLYD3pL6nVopjo1zzympQznEQh5A2lUA2f63+LnGI35cvmqWBQwFJ0xwPcIvjA1epa4agjNEjhWqP7CcjHEF28FVUac3YjWqrmuRU9Kb08VQo+ozhGhCGVMzWvWSUAvJ5nEEB6qUvZrzEVBM8zma1SKzsrfDt6cOvGidMdwLz/wDAbPadmu7I1nunMVXt/HurU7eSsXxXv3VqdvS2YkIdgO2s79tkFev0Pf0vDkUYFFhY0qR79/0A/PDmbgih5V6fprV9tV0mSTxb5e2v1NbLhuVB+aMa7yJ2Vw0a9UXurl7emAo3tH1RwWtCxHT8nvxET2hoisElRLaiJ491RHBaqjX8OzUciK9E7LpyEYY9J092SOb2bouN3I75VXNNYMjK93fv2RUIi/C/P8OaiemEUgYfVNge3yk2JsoydkTs5ZGRnyGIqInyiuiq9O6J37MVflE9IszGzfDQj2ryf3r0HrthgKunVQsox+wrbg/9ffBI4wGIOv5shtCoWmzmRnPQP4OeSJc6aP5Oe1OxO31jU8Fc5OyKioidvRbw7Rj4+42lhO8H2TlK2jqpCySvRI/Iw5bWq73BI4apZOUofNWOav5oRq+PoS4Arm8u8owPJGNPx0OSjfHv5Oh6uMxrlVOy92fceyfwv9u6q5E9EbIv7cTTnt8VfR8saUo+38tVX5q47p3an8vI5/b+e3df57eulyabufG9O2g/TkV7D0xIgGyDRqIkVYIKHv6jCT/rHUrJHQbyGazjuMHH9QHHVijQAkHJII/Y1+fE4UdoVK8hnah6NQTXBT3Wo4ieT19Z6O/6rFO646Eur6O1rnLnrnM6oft91/y9ZyLxzbSSOb27KNIVVIIrm+LkRpE7/K+s9OwaigoE025AH+hv0Nfa/pHGjTd8a0N1HmRrmsCZzTnjoOSFGHjHhtSMncjlE5qoUaO8Xe0drHvG8YzNRr1i0XTza1rpUzFWJ4PiRULXGd70Mqoqub9VDMjmnEZ6K1Gva16o5rRvevj3NNPabuoggsa6UCzgGGF7o06x/cdNMC5XF8KO8PNsbQLXeRSRgxtPdiC8znMpBNcsT1OK3kilWQqX8MmYm/0ewZgynrXr3RzhpODEGUHh2IUJLWHUskeCmH7z2uQbCiKVFUcBQC30rfm/tt25xUjUu9bniudqOK8b2rs6V6g1efsKk3n4JeUrCfTFREVrmyq97lRW/Pd3gWQ1G9kZHX17ud1G0qYkhmfvYWipxqj1jK9ZqBa0jf8AjVJiR5UDya1zVfBkVLQfwrJC9k9WWW1JQaesZJl14ZUaRE8myhI0wTieHyaUJ2MaIyPd4qIjPNeyp2eifwp2n6fqwz3WFGU9DZqVXMNEN7Yvccrla1TBVewX+KkT3PcaxXI1zBIre6k2WqmQgqR2+x/v3/SsFjlPLeUjYjbc2PN69j/1vjx8RzxDrp7DmPY4GzjtepC18w7YExwPFe51EOOVBK78Xsn17o6MVrPryK5SK5GP5xsLUbC2cKu1VVKeqM0uZMBZLwSkaUbbWt994bFrYbvIroshxWNExr4bWs7pWTtsRyLWuhhvKw1pWRzyHSLOojsiXRoo+4XtccTTBlEe1GvjSyABNEqtKkhjCd28eemTKqWA3H2ukU08AWsfQTm/bbZFCrUQf0p0SLZNY1omewobKP381QCJ3F6SdJQBpYrzYH7vtz9RthtXVlAfe+ft29dv9j3xaLf8A8bcgGXWYaW7ObIDGElX2AmSKC6DJMIZGmvaeAwQyM+fe9idWMRXEa2Yo2di+ln5DwXUPjnEvSntdeCArCVuuylRUlvoQa9WBQ17kZdeV06vl1zXV1k3M3VA6RWySjEVSIvl5WT6oWVzoVVyvjje7CsUMzVZJfs15CM9kUCkSEawArWoKP5o6pvIp0RXDbSkaoGDs+4e5DouR/oEzunq+SoH06vlVtq79vciV4WCadvayWC1ZBFawjEbqqOOE6ib7lwj3e/6mmaZDpkBAVTbKKPbdvYb/ltyMLNlbbVHTH3H02o/9fpij2PrIDxaWJFne5CaSOkWPLkzpFvVOkSbWzkUNh91c+0KGqsZM99ZLnHJKLClvGZzjhK9OxoslXavRw493qqDJUcRZV3Y2moOYdM2DAghs3hGyPXzSlupv0I4lRCaaA+2nGjVqWMYp2nZe1tukLp851lmp9TVzsntpMhJEUkoIMBtjTo8KUkOXW2THmyu/WHHsHo0ArK5G5sloXgRytajedP3Sb03M5S1Wt1vGlTqMbgNjlMdcS7vEl09bnNxU8Z5a4nF0eeh19jMqo0LQyIEyVZSKiRTQZU2NMmPSsmfVss481HmIRCsux0ha2YgV+Wx/rtxhMwyQSF2hu6sk8V/aq+tWdueh+mZ+iVTZ/jTpy5/572Gigbm6mR+Yd3wImSply8qpuJL9HhclpbiZLi6CBdkgfZLPaQn1tjCDHmSsjHjgkpPsvUX6gt8WPtCZNN1jaaHdc49clvb5rY/uLGtvNrS2PIOn4x01JzRmK6zLx1aZOTW6m2a2yifRjhV0/XUUeboMTFiD2daLT1GjgR9BSXFZe1VihpUa7p7KHa1k1re5DuBZQTSIZVGrXJIG0yFjOarJAgvarE1KeeKaKPYn2Uyg2+1/d/OPJ9Lk8hU5q6j5Y3MeW6kuadRwlcabkYVdaszWJ5CoNnr+JtdCpstsZmoynIsOxmLkcxFXTuZEUUMAVaDOylmo6iQh2u+O449++EM0zyzIfKwVWbnYbV70fN9vUb4XfL9KvDPKmn2i8z54cGXT8LSrDka+5F1FBlL6RqlprCj6e+o/GdQWIupPG+4odfKY3Ec1yp0igpt1qaTNcgT+PIux0VvGRA9v0G8jcU8xaPL8h6PMcQcKZ3seFzpzPPClBooNWyDHMDLVGMBK1GpvrnRutYeTxcShq7myoWisrNtTHbJmstih02YqsnaUeIo9BtM3L6ZeoyPoOitzcnkenikv+M81nuQeQOJNqXDWN7Gy3NXGtPaWhPr4Z9RyrrNBKbb6/W5GJKhhhAPqx2eZ1VtKsn8P6TcTuLHYq64p4asdvaaHhHUcb2cQGIy3JlrkM4KHooevwOtsf8ACvm/E53RpGuN+LLg19ta1elgvejnlm/AyNlQy5nYxmNI5JNRKhtKzMkWquDIdCndlI8rMZCQx5xEnOvKNXiB38ONSdIGorqZl1EhlUCxsrb6lFnT/wAX9PG2g6TDdM3Vnj5XUxp2RM7xZU8ucVX/ABJnr7V2EwUU2dqLgMi3r5Z72tNPhZqPsqeWAOsJnJjZeekxxTlR/B9NHKruo4PHllKjx7Pi7cTqbc7J4I2qzGavMhrp9bdRKqNOiAqb25dbAeetz9hGDJFbPLYaqNDdFtOz6cBc18i3lll6LqG6Z+IcnxJt76G3Dben6WZ3Fm/zego5LbKg3HD9jmcnJuORYfH+hi1F9yJiPYua+1w47qJejaEnmKyTm7Nyc9qsjAmR8+mpkbDkKdt7XMusjU19uEJx8PU6CHNvfc0VjDt7KOVamx0Rz3yUwaqLYFV8NrW5zpeZ6zNn54M++YmyyZVZhJN+Al0SGcxeCJsikAkVlRmueIyJIALYMuNJmo+mLk4HyaxRzGYo4iXNICqIWJ0ZtnbyvpAdXK06lVG4w/fQmX2pXKafWlI0dfiGlHJKhDF8naz/ADsuS1rFcchk9w6sjt8zFeRRjarWoJOt/SMh1thDKnmyZW26sd4+QiMZGMxQue3svmqla5E+Xoni5WNRzVWe9DDHtl8pPe5ivdTYdiq7zXu0EzT9mJ2cnh/dXu7qvdGuXsitT0tH6gMWa6HOG171CoJUt0YrCqpPZjnVPpZcZrXv7uexDRztQfbsRXr4uRNRFI0YJ5F8flf7/vvhBYyTQbkA2ffn9D+98QHp2mt/d2YI/wCf+69ZEINjnIwaPror2t7qiq72k/uvf4RUVqKi92nrbBidOe+E1pFbG2mnK1yjRWIr4JSeHk7/AFuTx7OVHebl+Oy+kj6abZhdrka9xlJ3W9cJru6vRCUsQn9Qq9hu9wvufgxGuani3v37r6fjjOgk6bhLlCAFjXDj8hzGEc5qKi/UV5iqxzV7K1HNVVRSNf5NeiIxVanatkkYyE3yW+1j7cV7X7gYsY0AADG6VP6kD39D/fDKb+cKTUdPs5j2vY2y4xV6uRyK5wtNBYVfBRse1yKRGo3uqNa5rlVWqnpkb0ns9SvEJ0eqNkXMyN3Ry91ZPw9+Jf8Al7p3cqNT8l8O6fHZPVeI946Nw3x9K09mF0nj2xwdhPmtHIe9mbjWcCwFKcrXzJFrJgRKayjTCxGIV8iI6N9P9YJRuePZWgWc5cCWTHywimbHMKyOWFLhT2htaWRGG0wJTBSIbjfUojxnAMip7n9TsRGuWZi6kdv4LX6W4Fe9Ub32vv2IqKCCO6yUPXy3fPb0/XBzx4nx+oPUiRFVZnGOrZ5J3/J0bR5U40Xt/wAny5flPJqdlT+fRKyBF/ws5QGjv6sHkSwM/s9Vf3lY+gM1FXt+TvOORWp2/hvqAZySEXUiOO4iOfZ8d7+P4MQyqrhLTz180a16MVqxO/crmsVqJ8o1E7T3BopcvzZWtY5fa0uamr5PR5Gsn5ezhKrkR6q9FdXt7Pa1Ec5pGp3Ri9zHk/8Azf8A/wAwcD00NyN4YW49SFF/ducc3XPWN03R31swEYrnTuCNFeBY5W9lWNhdBoQFVO3dfElUF/4IrvJE8U7/AD6z1LOcYH7m6eueqNGq52p6Wrhje/wpCyuJ9FAEjvjxXyLYNa7wb3Vyoqr/AG9Z6eyo/hgdwfT10n0+n/dY4EskAjav612+/wC96+W5VavQ4ieUcGdbAl15lZOqruK7JacHtCRHBlkc8uetkR6OZ9JoQQzlVRp9M7ya5hqqeoKHLMyt1NWIkgbXNZFWEOivxM7fk0EOY99JYge1/wCJa6TUNKnZ4z+SMf6sf1/HON3cVYurz1fcv9v2gyJIlFaxE7oifbrcDg20Fg3KrmNjSxi+fzGRiqxU13HReHt7+Ct40iGz3CvzWqE3w9xGO9n6C0hx2Qe6r+L1mVdfKe1Vc697qnjVQdRQnRZiLVyLQ/Teh77b8b1gL5Z1BsCQarFbMB6+303G17Y46nTxpPnNw99PhnY1zJUCKkhG9vcVfO2y8lJrfa8nDR9lGCYJjCRwboL19501qd5KYNg9FCZJc9yhdPpXEK3yF8kWfVnI+Y0znKiMSvPdPYx7mrHGqjT0kFzjOQONpgI1nBtqGQIpfpProRiQ5JgIq/8AdE9ktxRJ28PKRTWWgjCb3K9wRd1T0Kzlizie+W492eNXljSZdw+TZxRe0rYX0Yr+sD9fFCEgV/o30O6jlK54n/JPh5ZxyKYGgxUAjeu/9fz+yzwC9hR+Y3yu4NexH75rFgjJ1RowoyusYMl4ie3/AESte8LzJ/wJkZ40NBV4uzmpOHFL+SDULFb8D3UcTYbUPQFnTDbPY5qpPYJIiuY8DyNcIqoj45SFRXJ+P59x+D+xO7Bnn9ZiNIxpo1xKorIQWLCmWU2LDjvkqgGtWq1dW9I7Y/uj91sKe7NKJysOwZkGRrSXE0+jgShw7ZBTEUCNY+ybHhHeinV0SRCvYADxbEDhNVDGbXEjFFKZL/cXwV6lDIeDddzZ9PqeT9cDCHYWV/1elGu3ofTt6YE2j6b+RqeGWyysyNr6b2lI+kuUUkkbUaquGKY17ZDPFrHNcgiKNnd3uNXycvoKVfll9FHQ66fjLRxieUBDGkwogZiIqISvng8VB3R3iw4FieSL4vl+Dk9yy2n5GooUKMsmUKA8zAAKG7MSrhneZ6q2CO1Kw1LJKou7mGhTzqRfxQIlKyP6lFxncVrYiVd7k4khZSIgwz2BmJ4+2pRmjyQlfLCwiPRjVRE9tHoX23tT4EVVrDEC+x7+1d/T92CIXHy+YitwPp9PbA44q67eZ+NmR6blikpeeuNn+KzYGggw5V42O5BKU0eyNGnx7dqRwIjA2lZoDIxfL71GT23juZ6PuubhjVFixuGOdycYauTNhQ38Kc/ONbZGcZqhiR4GXuj2L7yI1GgdCiNzOx0o6SE+S9MfGSO2KlOAelymP737A1pc2SQ5jQZ3UIGZmZz/AA/ogiz3DIoQOeFsYvukC2IxzTA/F5RPWnecRW1BNvq/e4u1zlzSBhFsLXNsLeUgoUqJ9fFlTI0Fr7CPDKxrpApLmFgNRhHtAg2vaIJgVaaJjHJ2q6A2HA/69fcglNkSjUrfTaqr/fe8b0GY5UpszLnXW/46NxNa6GKkq93uehsveK7sitkBglutZn6102ilkOZRlsdxR5iQ1jhPdNlNjujuQTafpzEr8QGL038yXtNx9YUmlp4fHOynl5a4Rv8AP6e40V5Pp4VhV2NPrKCA0WnsM3CscjsqWzrspHqc7JW1rauDEdrvcB9cXWv0tQxN4r5LJyZxnHjIP9laxpdzngR1Z+IqoUs8fTZoZI/9JW5+1o6xwVe9lacjWvS4Pp6/WC6WeRnR4e7jbHoy5ilRnvn6nKx491whf3ieaFLr6D6MlSaBMUKlPN1+IhymtVI795GkpFlIxFmpFAScBwtFTX8x2As/fav64Vkycct6CoFVpBo1tyBsQPrvhcC8DcodMU/UWOgqdfxfd23F+q49jcvwYlhzrwlo406ni0Obi82nzNfVbg9dRZuPaYuv5C13H8PkSgxOhtKq75J3ZIVPdVw6vSnyungaDGX/AEwwomlsYemwHJsbUcg7mio+VtHncPx7d0UShmFLAILnKqrDY3RXPH11dzIu/BmNuaoqtLDDKg7ItHurLQ5at1NzRZrlzEW7kWu5d6eZgryNOhyBOlDtLbjSTNlTytSMvlJPiNHqntGx/wD3ZGI1iPUnlXoc6f8Am6DrdBxtbJmrW4ZIibWy4sc2rj2JZDfcfB5i4htqw1FoWlVzXSRciYebYEXxUMqMZjSisE0To3htQINrewLCiDVUTxYNg0RxisfKyxynzWVAqwbFaeNwAQRt252PdT+IeSre2x9HyPluReS5j8B1A8UabGA2r5NdpOO9rZ53krj3kPG3OZswyBZfQUEWi/Z1/S1yxJsmuP8ARXki5BNjFd/OrEY43I8AEdrG+zyZycJjnKniIQH5VUZ/K+Su7hVn+ruv8tRzm9oKnGHPnA07R0+sx9Ttspvub+LNTY8r8dDPXV7RYzG2NLF1O8whp9olFZWpXR89t7SjKONaWsLMaMle+POsHxp31TtiyuVo7jGJ9LH5G5c8wgI3xkOH/h44Y3EVfe8GuVpO4X9nOa9pDIxRtIvkOj9J6RkswvTshl8k0gTxjCrKXKyuwBDPIKDSSMKb+ckBdRBZPUM/nc5Ec5NLmAuyCXQRFYRSEKqpAoLsbGwBurLL9CpkNZ8rhaEj2ft3KneVgy+yJwLa8GZSFVqowjHSHKg2/l4tV3i1ERXijrro7CVEJOg+J4seDaMPFe5yo/8Ayhn+4zxRyERnZ7SIqr3RyJ/fs4/dBasdoeTRjAMY0w9B7Ie3gzszSyP+Rvwr3I/3CJ5NYvZVTy7r6gfX1Q2h+ONxY46ZGzuzj09iWps5EVk2qkSBeJnAtqUvnCkRDR1kMfIEBlkFj2/TSxORvf6BS8JttxudzuDxv3P6djiy3D1x5fp+9jX54rf6ckWPyhhHDKiuklns+hK9v9QTc6w7n9vdYRX9mL2f5iGqIieDmq1r7Y+mJ4icXc8xpLHISJtgneilMNy966SMRfbaVBNaX+W9vF6r3cQaeSeVRfAehYHecb/VGiO/z9ipniC5XOKtM4Xdj2Ix6ua5o2OC55UH+KOXy9wqPvxZs5MDjPqDLBIrGJpgJ5q5UIN7ovk5z+3uOE1PeRF7MerVRqKqq1O1UxJkBFVqNAn0Q9t/UXtvv74sEQkiwD5kAvfvdDBCk1FXVcKRdcGlhRJt/dLJlGGxoRLCrNACuiJ7DykO76+IAdy5qCZ7prAavYITH+483MB2M5L4Rt4omjAvIXH8xGhawQu8y/iLJexjfbEFxDyDlcwCez5kd7bUa1WrXxoLCTJ6TsXZDE/ukFpUKVshFa8cOpJ9Q2QrPYX3CPe4Xm5hvIyKUngxrvTy8xyCRV4Pn+aGjxtLxtKRzyMG4ft62GH8EIrSHd4sRfbcNxGsc7t2erewlNowqy8EZ9dwwv6V7nb17A4W2RiNy8yrRoadG1rx+Ww39cM/DsEF1RYyM9TPbOqN7BM8o3NCb6nHTJYhCI5jI53ObFb5CH/LWJ7rkVO3ojcblAy451r2dxuJBwk7xagGt/o2G0rneLHJ/qZ7vcnmndezUTs1EZ6CN1KND6juHilc1p36STB7Md4IdbLG6WERGOI0itZ5OV/yjUYNUb2Z29FXFHJH5O5ZH7/ZkrjiGdo2vYjH/btoEbCFRjVKpWMtFGNVVVGhFY3ya9ezAvU9nloq70GQA8/ez+vcGkEbcmEAXf8ALIl+1Dt9sMvVV7dDlqqneExY1/wtWVbykeFVKM56mhIx7WeKtI0ZjjX+k3v8OT+XMTPXjcbzzfYsE94/canH+wE5S9nFU1Jq7iZ4OH7aNa1jaoZQuGVxGp/TeMaNR7s9P5XPJllKmNHsggtZNDSBZBHpf0vC7oSfmIPegp9OSRd+vtxzjSCeNqt792ub3X5Ts9O6dl/F6J8d+38I7/6euq+Mj2/Hd69u6J37p/bt3T58VaqorUT8lVVRqerFZnE3H3IMAltEi18iOUnt/ufHzorX+92/qJOFCCSE9UVVewNlCfJIwjStVrvj0BNr06aHOQ51xSWMG+qYQSSjCP8A923IYwxPM/uB3uQZzxjRV7RpQJBUaqshNVWsXznLdWy8hVJUfLTX/wCKcEHftqIAP0Cj3vGkm6XmIxriK5iIb64iGuubo/cBd+e2FOn1UOxiGhT4cedCkJ4yIc0A5UWQjkVj0LGOwgi/gqo3zH5fkrUd4q5vpeNn0yYzQEJKz5ZmQsyDePxrvdmVMpHNc1ASas8gcgYvy7MZDntAFziOZBd8eDcmgHjeA5QCRnyGjeNhmOEpGK1He61HIjiD7OaqvF5t7qqd/Lv24GwUI8bV7Kvm13bsjf4VvZU7K5yKndeyKvb+e6Iqqnq7ilYedGNE3sbUmwSDe30uu2Kt0VvK66eLBpWAPrwfY9/XFU3JfRjyrxqSktNDldRR1OlqY+hodRVU0+LF0udsGsJEuYMedXwhXFa4fgZlhCp5cQrPcWbdBQPugB+a32949H9OipYZw0koiVXu1dzCKxh2vA+ZSlJPp45ivYj2koZkCWKT5gGZrmNcT6S/S3hMnyL0T9O2b3Gbo9fm5fD+WZIodRTwL6pcQST4qyRwbSPIHEmNRjlFNhfR2AXI1wpYneLkr+6k/wBCrpx5hJbXXH8qTxteSxEJEq5ApN5nmylc/uyJohSB7imhlarPbg3BN7BglYpIsRkfwij1oyDlI3V1bxERmH1VTYqh2vnfc4z75kRs6spKKx2FW29b6qr+g9sac2J5vyliGTVXQZFSWUjR2Sw2unCY5zjI5s/KXZ2aIMTwM9JjK+000dEG3/ueWxfp2sBQHuQoW2xVnHu6hfZWQSqILT5hkztHINZ9A6TBnZ+YgAOQzIpsb4gQg1gylEFzTL1UfoqdTnAZ7W4bmE3mKjxTLDva4J9JSxwjRyxxj0VMIcvMWLURrvqr6PjGPd+JYBxEVG1KXdduuLr+vE5+qxd2OYJ0d2iJLAyFJAYDQyK3cUoItqyK2UEhGHlVcqviMCwxbEwWvMxZo5IrVlUgnjfuQKv19rsd/ckckcvmR2Xe9AAGnjm+a9d7H02tZzPJFPNnBg6dkrNSSx1kFuSxSaPFJKBNHKhWcqG2G3RVA4xU+qAsqsbVQJLAPkXslGgkPmWNfB1XNG8tLyzJJq1xNAOu0VYeumssogK2jacMOY+S6JdRWwZDyIUUSxGwTlKRK9wI8lKyX9Q95XMpa/mLEyZsSWrpFRs86SvodJYia57XzqzR0gLPA7f2Syle766nj3ylINki9gqVXEcHD8Wcicq5UGi4yrJfKUOQaXLblaa/FXc50tdVnmUfY/HMmys4+krSB7qFtHE3wo4pb4EUNaqS4iciRdWqyDR8pFckVR77g3Z7d9xicjE6dVaRfmF6j8u9cUfp64Ml9004/T11Lt8JeTagmg1v7dFc0UiNWSqu4m3lPXyZVnDVyxZ1eODeR9GCKjltDoEgIZozAnb6FHNvR1znx22wkaHF1fMWYgyzRy6/ERVqtA0kaST3p5KwA1OaaxGoIrnwpauktcQUtfErHT3iW40GWr9NQ2VvaxszktBir7XZjT0hs1tMyXO6ygSS1a++9mG6zLUyJsKEMl/VG+qQEVKavinilDdVxlyFlNfCVme0VXsSyJL5xKWQhIOshxSSPccSXmLQUS8hBiSULHJKfBWIwwSHizTsfHlEjqKHRICQfYGuObHa+243xJVtFeFuBRuudju3PF9x7cY1l+IuXOZeANCW46bua9Xx/cRrF0iywVxNdTxLKUiqhYlzmLVJmQ0jSNY8BWW8I08rVeIDIhmoo7beNP1ra/Q2kCq61uCPt2rrgw6yHzlwW+3xm/qooC+BJL6sdqOyINwSyHOBRahKsqfP7Oksd4em25z6UenvngJDX+dq6zSGcQL7CCCNV3qOe6T4kHOiCEeR2K3yGqvK55fFsz+j7sd9M3NfRHyfxg+Q/J2sPkPHRpZWspdUAb50MbBoQ8WPLF/mohgAUbFHF9lXq/yIQbuzXECKN43K2QduTv3BPpztgRcmhIgP+agAboWdXJ9ruyLxss8WcuYLqDzyXvBHOOJ6g4X0zzTs6+fV8ec6U4yIjxpaBFGi091MALyUsfa4PJjlzBo92tilVxiIz1CZTRP1NSyCOXK0DdNs7WxyV/Abk+RETQ1eVHHSmz015K7dAdIz0lSz+L77awkeoVkNjmIoY2tcWiZltNCsaax1nDW8gSm/aZR59pVoGZ5KZW0mqqHCs4LSFajmeKyhOVR+Z2kZ4o8GN/VF6pOPaYOF6gs5k+qXjo9pWsDC5IhVlnqZhid4Veyi2kNkuJMsleb/AC8uwr7S4a/usmTGb7xRzbMSrGY31aSK1DSbAIPmvcUTt+WJRwRmQSRt5uTrGkLpA8o00d+d7o962xft+m/sAW285Uq0YdJEPjutZYAkCeA8KVE2YoZo0gBmAkBIKQro8gZxjkAMxwXNRfcayddZModhn7upY0jiSIk8QlY5rfJ54pV9t6uYn4o1rk83J4KjfBV7qnoE/pa2rLbkTkK2BXHrQXHE7Jv0U6Y+znw/qN7VTGwpliQ0l9lJr2y0jPnKd6TnI4zVcN3dD51l1cdKG0l9lGYceT4kZ4q4Q0EUqIxU/wBTfJfbQSEa5Bve5ru7PFxMgzNl2Y0b1ixXyhqW+P8Af89zyrplo1fhoTXFkAn/AH++KKeKhPj77joc8rhgBa2Q5jxvIBWiDQHf5KiD+GOcg0f4sI5GOb5ojkcvqwfhexrR4LqAiPc4jRakZ3yX+HueLocEKMX57PGvk1EY5XORqI9GIiMZ6rbxtrGPyTlRRioiydHYAc9qlXt7uYtPLv3ciNKhBNenk1W/yvwvbu5fAVpIHx31Dua0MmT+6Iyf51ewBtfEpC9iqNhVQjEQijVvZqOeUnir2o31VsCrgf8A6hG49q+1j37YsBsgI5Cq3fm0F/kT7YdGYR8noeyUoSqZpaayKR7Gv8zuWigohBOVXOCqkB8MXuohoni1XK1npt+dJRV4u4muVGqPjRcRYI9fFWKotDBnvK97muK1qKrnJ4uTzVe7novdqJ/mC/XdBmVYrWsckDRINHM9hVaARYxfByu7GEj47hqQSfD0eB6Mcg0e1/MDSS+mTjSc5CtK7jqknDa1pGk9v7dGsAvao0VF7dmKonEQrXr3J2X49CVtAYgD/wAA2Psy3vV+v+9VgpvUldpZPQ/Mvet+K5r9LaDkk7g85cH2Qla9E5Gxw1civX8bH36pz0aitXxekhzWqnk5PdRjmqid/RrzAGP502cTs1zZXEmqaRvn5IpY+kx05jmoN6/DnMerl8WKxfn3Phe4L5khKLc8KT0C76ge34zkNEjnI5yG1FW56sYJSMIjhOd4uCj08Ee1CMa0pUOVcz6PqOcxUYNbTj7kivTzJ7TiPDWV9qxo+ydlI11a4hURndGid3RfH4OCN62swGh7gV296sjvvhdapQdj4UoAodnWq4Hb14GC3xgivo+PmtI9rIs/mGj7CY1UI4y6iWgy9k7p4/Xs7q5ykf5McRe3g5c9dHi4xA1mcD27/T8yaiGqIj/JrLmqoXNVyfH8tsld4s7+S/x/KIuepBiAvlQmty13zfYDsP8AnbEXUFjRoCh68KL/ADN400cXqtVXDh3oX2GXujBE930E08ebFa9GqkWTKhlH7xAO/Ew3ufGI5EIkZETxVpc51L3Qm/Q7inr9VBeFY55kZkekvHDVU7kKeNHLSznInk545dMBZCuVxprHr5rnrPWekjimQieKOazVyKC3A3DimB2HevbDsc82X80MrxkVsp8pojlTa/kBhh8hqOFN9XhoGHpkATxaHJ7KBWV7hORWNVlS6W4tJL7tf4DSosxWDEc3xj/j2b2JnSXx5Mv4p4Ui+o4kWzhyrrOxp3vRZ9S4qLLh1NpOEewz0wkdj2AlOW6jQjuf5xzDCnbPWeqHqEH+GmMZObMRCcSBgJmpbQDydwRdiyd6u8aHp7jqH/1ccUpRgdWgBm0uKDEVYNb8XvjZe4cxnGNN048KQuKc/paWkqcRX10KFa28nQkjQosycAw5ljLMYsojZLZRhymr3Ix7fJg2j9tnvEgq1EVU+U7J8d1Re/f5b8/CL/Kf27es9Z69T6LqHTMqGkklZYYl8SVtcjBYkHmatye5748+6uFHUM2ERY1/EZgBEBCj+K3AJJ9ucee6B/UVR9xPcxzPITla7xe323sXx7KrHNTs9i92ub3aqKir3QDqs/Tp6ZepTN6Eup4chS9ktdayqqdgXUmMvr+9FXSj1dVMZKgS8ZYSLm0bGr22N7RmKAstsks8IxvI3PWerMhWAVlBBbuNxqIBIPr6dr5BxWqN9XcCx9sfO96luFK7jPkJa+igzqRiUtxb3OYPPcaPWX+dsLllnGSR2c8n0BKp0JSkkynDN7iRD/SGAEdsXSH07c9ci8A5PkTCx8dvKyo1uyb+y9jHNCdCn1WgDL+rxemqiAvs9KlClv8AeIGUYI5ryTo8cMghVbnrPVTHCngrzeqRb2ulbbevc4dd2OrfTQUUuw4q9737/XfBr5b5tvqnCafPc4cMaG/sc/T2yQcbzrRSeS5809fHNNzmb4n59yrKvlSvnT5cVx62JezbmrjhjL7lX4gMxyMY7qB4g0zakmZ1Ftw7dQpopH7c3hJV7hRXjT+UmRS66pjHn5t6PRqAl2uWp7kQUKCdqVY5rlz1npR12clmYrpAsjuBfAHr2rBsodT6OBpLWuxJFc9q+2HnyPVdyPlawEPc1P7uy5nfTQNDPkfumhswgG1ifYeRaM1jYJ7DlH5CspHI0wBCNA6BCeMgPRai80cR7phRNu35Q9l4xSxNcYEGpkz3tEZI9bqosgmeZMO50ZEgXEjN28yLKMjKdw5EsY89Z64FACneyT+gP79sFO8jKeBR/Mr9u/pgXcwcIYvTRZY7uvrWjY4iLX2AZKMc8jTBcIRPaWMcMdpBnH5IOMCI9JTBMJFYR9PNfxpSUfPNXngunfag6oSwa2RNLMhjlsvKiNDVGvUoyubAkTY4Duc5ohERwPbK8Zx56z19OxEDNyQQN/QkY+iNSUAK1L/Wr/TGyt+l+1Y3Jm1H7ZWsbxTKE9wQkkgC2NsMwRrCEQS+BvbUfdCOarf4817dvTFdZ8tFyNscL2uC0BvN7EUjVRzCs/puCqt8vLu3/dVRU79k9Z6z0XKMVgocEsO/ZiL+uOynVLZ5McZ//gmNdfh+Maz5T49hteJqTNslf9YRpThhuLnrZinIgmtcohOONxBqVHPJ4se5rV+bRumrAJTVPUnTaEoJLiSaqa0kIs5scQxxYbURonEC5CGcwaF7I/zGJoSGI3t6z1nqtkJL3fMl0OB229MWP/2x/wDBP/7x4bfjWWF/RVVQwwxEi19prIURz/FEGxbCzV3w9pHg8iIqeCE8Xfirnd1VUZTbSjn6QuOpPj5EdxzDG5g3OK3suVrnMa5XOYrFVXfkrkez+CefdE9Z6z1A/wDivv4H2+dRx98Fvcf/AL5/RR+gwyHNFskfNcQ2hSOjm97jOY1jHqdGoO9pJT2te0PdzFb2QrmL2RXeCKqovpl7BkUPUTkCCjxxSbR29p1I4LWqq2GH1HZFeqNL2QkfyIxGfl4J5p2RvfPWejoNpD3C5WvzjwuOUP8AomH5MMTHCUTIsaOJryFKLnDPyJT3SBKGOk6tyzHKwXtBe7uyArRMb7j3fm5y9uyrnrPWeiDhT6i/6nCzSsNxW9E7eqofX3/LH//Z",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Displaying image: oranges.jpg\n"
     ]
    },
    {
     "data": {
      "image/jpeg": 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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Displaying image: car.jpg\n"
     ]
    },
    {
     "data": {
      "image/jpeg": 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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Some example images\n",
    "image_files = [\n",
    "    'apple.jpg',\n",
    "    'clock.jpg',\n",
    "    'oranges.jpg',\n",
    "    'car.jpg'\n",
    "]\n",
    "\n",
    "for image_file in image_files:\n",
    "    print(f\"\\nDisplaying image: {image_file}\")\n",
    "    display(Image(filename=f\"images/{image_file}\"))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Overview of the model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "Now that you have a sense of the image data you're working with, you will check how accurately the model can detect and classify them.\n",
    "\n",
    "For this task, you will use 🔗[`cvlib`](https://github.com/arunponnusamy/cvlib), which is a very simple but powerful library for object detection that is fueled by 🔗[`OpenCV`](https://docs.opencv.org/4.5.1/) and 🔗[`Tensorflow`](https://www.tensorflow.org/).\n",
    "\n",
    "You will use the 🔗[`detect_common_objects`](https://github.com/arunponnusamy/cvlib/tree/master/docs#object-detection) function from `cvlib`, which takes an image formatted as a 🔗[`numpy array`](https://numpy.org/doc/stable/reference/generated/numpy.array.html) and returns the code below.\n",
    "\n",
    "- `bbox`: list of lists containing bounding box coordinates for detected objects. \n",
    "\n",
    "        Example:\n",
    "    \n",
    "    ```python\n",
    "        [[32, 76, 128, 192], [130, 83, 220, 185]]\n",
    "    ```\n",
    "    \n",
    "\n",
    "- `label`: list of labels for detected objects.\n",
    "    \n",
    "        Example:\n",
    "    ```python\n",
    "        ['orange', 'orange']\n",
    "    ```\n",
    "\n",
    "\n",
    "- `conf`: list of confidence scores for detected objects. A confidence score reflects the model's certainty that the object is really in the image.\n",
    "        Example:\n",
    "        \n",
    "    ```python\n",
    "        [0.6187325716018677, 0.42835739254951477]\n",
    "    ```\n",
    "    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here's what a saved image with bounding boxes and labels might look like. It's important to understand the expected output from your model when deploying, so you can better communicate with your users.\n",
    "\n",
    "![two oranges detected by YOLOV3](images/oranges_with_bbox.jpeg)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Creating the detect_and_draw_box function\n",
    "\n",
    "Next, you'll create a function that will allow users to interact with your model when it is deployed, called `detect_and_draw_box`. When a user needs to have the model detect objects in an image, FastAPI will use this function. \n",
    "\n",
    "First, create a directory where you can store the resulting images:\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "\n",
    "dir_name = \"images_with_boxes\"\n",
    "if not os.path.exists(dir_name):\n",
    "    os.mkdir(dir_name)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's define the `detect_and_draw_box` function which takes as input arguments: the **filename** of a file on your system, a **model**, and a **confidence level**. With these inputs, it detects common objects in the image and saves a new image displaying the bounding boxes alongside the detected object.\n",
    "\n",
    "This function receives the model as an input argument because you have options for which model to use. Going forward, you should use `yolov3-tiny`, a model designed for constrained environments. This model is less accurate than the full model, but still works pretty well. Downloading its pretrained weights takes less time.\n",
    "\n",
    "Recall that the model's output is a vector of probabilities representing the model's confidence that a particular object is in the image at a particular location. The function will use its last input argument, confidence level, to determine the threshold that the probability needs to surpass to report that a given object is detected in the supplied image. By default, `detect_common_objects` uses a value of 0.5. That is, if the model is more than 50% confident in the location of an object in the image, it will draw the bounding box in the newly saved image."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "import cv2\n",
    "\n",
    "# suppress Tensorflow warnings\n",
    "os.environ['TF_CPP_MIN_LOG_LEVEL'] = '3'\n",
    "\n",
    "import cvlib as cv\n",
    "from cvlib.object_detection import draw_bbox\n",
    "\n",
    "\n",
    "def detect_and_draw_box(filename, model=\"yolov3-tiny\", confidence=0.5):\n",
    "    \"\"\"Detects common objects on an image and creates a new image with bounding boxes.\n",
    "\n",
    "    Args:\n",
    "        filename (str): Filename of the image.\n",
    "        model (str): Either \"yolov3\" or \"yolov3-tiny\". Defaults to \"yolov3-tiny\".\n",
    "        confidence (float, optional): Desired confidence level. Defaults to 0.5.\n",
    "    \"\"\"\n",
    "    \n",
    "    # Images are stored under the images/ directory\n",
    "    img_filepath = f'images/{filename}'\n",
    "    \n",
    "    # Read the image into a numpy array\n",
    "    img = cv2.imread(img_filepath)\n",
    "    \n",
    "    # Perform the object detection\n",
    "    bbox, label, conf = cv.detect_common_objects(img, confidence=confidence, model=model)\n",
    "    \n",
    "    # Print current image's filename\n",
    "    print(f\"========================\\nImage processed: {filename}\\n\")\n",
    "    \n",
    "    # Print detected objects with confidence level\n",
    "    for l, c in zip(label, conf):\n",
    "        print(f\"Detected object: {l} with confidence level of {c}\\n\")\n",
    "    \n",
    "    # Create a new image that includes the bounding boxes\n",
    "    output_image = draw_bbox(img, bbox, label, conf)\n",
    "    \n",
    "    # Save the image in the directory images_with_boxes\n",
    "    cv2.imwrite(f'images_with_boxes/{filename}', output_image)\n",
    "    \n",
    "    # Display the image with bounding boxes\n",
    "    display(Image(f'images_with_boxes/{filename}'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's try it out for the example images."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "========================\n",
      "Image processed: apple.jpg\n",
      "\n",
      "Detected object: apple with confidence level of 0.5717183351516724\n",
      "\n"
     ]
    },
    {
     "data": {
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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "========================\n",
      "Image processed: clock.jpg\n",
      "\n",
      "Detected object: clock with confidence level of 0.968317985534668\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/jpeg": 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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "========================\n",
      "Image processed: oranges.jpg\n",
      "\n",
      "Detected object: orange with confidence level of 0.6185599565505981\n",
      "\n",
      "Detected object: orange with confidence level of 0.5561732053756714\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/jpeg": 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SPwD4sX72k/8AkeP/AOKp58C+LD10v/yPH/8AFVDDrOvkcazeH/t5b/GrNvf6+zbm1i7wOubhv8a9aM/Cydn7DG/+DaH/AMpPmnzjT4C8TeXgaXz/ANdk/wAay44LqzcxyxsrKSGVxggjtXU+G9S1KbxFb21xqE7od2UeUkH5D2zWF4rvYYdXu1PBFzJ26/Ma3zzJuF48M0c3ydVoqVadGUasoS+GEJppwhC3xW1v8urp1JqdiNLxTz8oNQMySPuJ7daow3Es7bkycdARV21hlcgSLzXwvU6uZJ6j0EbHG78Kfgq2Fz9au2ejtMwKJn6VafTYIv8AW43D3pPlsc8qlO+hiazI8VruY5J7Vgp85+Ze/WtXxPerJKLZDwD0rPhChOlcc5N7nVSirDQpxj2qSFN7bSKAVJ4qe3AUh259Kz5kmOeiJl08bAU6EcYpn2G63ARxd6tw3eBs2cGtCwljJG5BwO9aPExhtqclSTSM6PQtTlA2RYPbI60TeFdTVC6pnjsK6i11aC3cLtX8BVz+1Y5OQuAf9ms3jpN7HN7ecXseev4e1QOQ0RJz6Giuzm1ywSVk8oHB68UVosVO2xoq1XsZttf3UJV4xwD0rqvEtwyXywBc5hBH5ms7StEjnwNvPrW7q9rHNJ5rYyEwPzNffZU4Lw6zr/r5hPzrnLKcWtDmppBn5l57ZFfaf7DX7F8egyWHxX+IumynWph5mladLhVsUIz5jZ6ylTx2QH16eS/sNfAJfiZ8SpfHOvafHLo/hwiVEn5Se86xoR/EF++R7KO9fol4K0JrGySa+Z3mdB5zn7xbqcegHAA6Cv5O8SuMqmBh/ZuElZte+09bP7P+Z/QHhLwRQxMFnGNhfX92ntp9rz8vvNLQNGgsG4hSEFtockEFj/EPXjgfiTW1a28pIgVt/nzbvKVSdwX7rMvT6Z+tQ2kHm2zXNxGilcIFUZPJ+6oPcjvWno+iw6pdMNQnCW8ALXTD51jA5AJPDMenPHTrX4JGU61Rab7H9FXUI6lay0q4uALm3JunDYRdx8vdu7kcN26cYqe8TXbSNA+iWzMCNtwFCqqgnAA9z36nFbrCwa1FnYJfJbqfmaMZzwDgKBk9evHb2pq2NvaL/aVro9zMrMUhSTICdOevt+FfQYG0IaPX+vmedXnzT1Wh5X4y0rT7+B9UN4yXfmHzGhtmVVz2yTyfYCvLvFOgywStIVhni7MyHBz2OP5V9A+Kopr53mUCab/lrBLBgKueO/QVwmveBp7W7ktxMJGfn7JsyCeoAweK7oucHeOv9eoRnTej/r8DwseHdLF48upjcxHypGdq88D5ucAfSmr4Z0mxka5mvWSHDc3MTFd46jd3GO/6V6fqPhnUYTHLIYooHDDc6Av0/h44HauXu9GlvrhE86e7jjkX90s5US5/hwB0xgZ617+Hm4006i3/AK9fwPJxNTmm+Q5S5ubFIViutD2SFABc2zn7p746kdPzq3otobiyVWT7I5lIilhJOFzwPc49K2o/AyySgJosUEMJP2aWSch03YJQ9j0xzVvR9A1XT4k3aeShkYIzDGCDx9PbPNdkpQUPd1+VjzuWcpXkVrSz2OBM6OzSeWm9+JmxkDpwaNQ8OW0QN1Lp/kyJGAySA/Nz0z0/Gugj0y8S28zyJrmPZ/qwANo6ipZ9OuNQhGnyWZVGTkl8hAOQOvGR+dYwlzz7FNKEO55R4v0CyRZBDCdjAMgkjBaNcZ69x1xXk3xN+G2k+KtIOi6xZCQOSdwIzE3Z0P05r6F8QaJJHcRWRmKruAgmbrG38IIP8Pb6Yrz/AMQ6EVvZ3v4lZyu5QnqDk4/McV7WX4uphqqlCWx5ePwtHF4dwqRun0PiPxR4C1LwVqzabf27FSx8mYrgSKO+fX1qKO1jEG7Ar3z43eBrfxBp7XUMOJIRvgcdGOdpP07GvGm8M6lJblVgI5OfrX7dkecU8zwfNJ+8tz+buLMjnkWPsl+7lqvLyMbwyQfFEGOxfH/fDVB4u8AXGoTXN9YahHLcGVpGs0HzBCxORzycEcY79+M9HoHga70+c61OpxECeR6/L/WuqsfBOqXDJevZpDHOqsbl3H3SODjOemOK/pLgfB8L5n4ZtZxUhCmsZUXNOr7NwX1em5Tpq/72pFqKVO0rpv3W7HyftVGXMjzfw18M5xZxXV1eKGeEP5axk4zngn2GOfUn0yehtvAVrBGt5dxzGJzhX8v5Sc84Pfoa6e71DQvCkWox6hcw4lUpb7WztUg8/qPyNcnefFfwwtmtpJrTusCsUt0gc5Y5OM4xnqOuK6sny7wmzLFPDtUlGm6KlOeJnDmhOip1KkbySlUhV/d8kdk3eN7Md6lZ3saN5baRZINO09oklk3CHzHGZcDJwOvvxniuYh8P3mopJe6rfR2MfmMi72BO4HB7gdQe/aqlp4u0y6vdAu53m3WNs63bMnRmQJn36Z47Ed8gbdjPYeJ9NktJ4rlIxeMVeNM53FiMkA4wDz2HHPNa5Vwx4Z5viI4fAxjUrxi+WDrTUa0lRoVL1JXbppSnWh7rgrwtrLQfL7LQ5mX4V61ea8bWe7RYPJWR7sISATkbADjJyD36YJwSBWd4g8Eal4cnWGeRJIpNxiljP3gD3HY4x6jnqa9Gv9ZgtrtrOacxJsH71FyVbrjkEHjHb/63O+M9VtLpkMEzyCOLbvfgMeuQMDB9fX04rl8QOFvCrJeH8XDK6jeMpVeVJ1btPntKn7O7bjCKb5+X4nZ1HJOC3p16kXY4cwMkmwdR1q3aWwbG7j0FNSPzpi3rWrpelSXXEQOR6V/OM5JmtWo7alYW4ToO1Pj85W/ditmPSDC/l3KkcdxVn+wUVA8ePwrL2sFocrrRtqZVnFjDTE9eeafqOqx20RijIzj1p9+EtwyDBIHNZd1ayz87Tg1vSp+0fM9EVGClJSexlz3EskzP83J7GirLaccnLkfhRXaqdPsdPuHo8MZ09dpGMDrWlp/hnxF448Zaf4L8L2vnXmoOscKk4AJJyzHsoAJJ9BUPiOLbPhMY7kCvof8AYK8BWeo+M9T8f38aF7S3SysWfna75aRgPZQoz/te9e5VzNZV4SZ/imruM8Hb1br2OvhDJlxDntHByeknr6LV/gfRv7NPwb0/4P8Aw9tvB+mTGeWLMt3dsoBmmY5diOwHAx2GK9oZBHbwW1vJl2GJ5BggdMYx1AFc94Ojj0+wkN0FJZtuwryATn+n61uWKbJvJvm2tInzOBnGc4HHbkfrX+euZ42tj8dOtWd5SbbZ/cuX4Khl+Fp4ejG0IJJLyRsaZYrc362sUjMhZct1Lknlee+3OT7mui0XztdWezsLJfJeRiAflV2XAU46BQOgrD0uwe/knWK5WLYgIz1k45UZ6Zweew+orstLH9pXEJ8PTIY4YxLdhlxyXAZce38qrBQbt59OrNMTKMdjS0+ytYNNu2udZhIMm92ZCPQ4HPTpwOp+lN+x3zRILPVxIzKS8bdEjx1PfPtWxPbaXaxoEhWVndlji2gbCBwPy5zUF3dabIjWkrTGXzF2jG0qcdv8TX2uHoRjT5E0rLu/6+R4FSq5S5rXOF1Ozt9WzptxDIlwzErIjAFgeh9SP5VzOpwJMotJ9NlgmQ7EuCwGXB5PUEfjnrXoWpWVtcWzGCG5k8qM5YuD35bj+lc3Lo+pLI4e5MsM7bRM0eSDjIPPJ96h053svy/r7ylNKN/1PNdf8I3zw7jO0/lOPNEoOVH90evXqBXNXukxW90tklpPaO33dzHa6/Ue9eqyafqnmSWrhZopG2mN0+6MYzk9vcdOKxPECmSKCwkshslQosoz8q5GP1H6V6NGjGnH/Nfr/wAE5JVeeepwl3p1zbRL3LRsssXkAZw3Gcdc9cmiz064gt0RbZoDvJkjlxkseBuHPOMfoa6zVNPZM+fEjwgtEXTOdzcgn2J/CmLawQwGO/Xy9qCWO5WP77YJHTrx29q6LW12Ri9tGY0MfzS2iwyx7Y0I3LuRgD0J7/Wql+4k0+SW1gM0kY5B4xJzkfh1q78+qahAbUKbPeqyBmKsWI5J9B14pt5DuuJ3QW7B5gg2fImQfmGc5OB1PfNZe1XxW0KUWtG9TjPE9sjW9rLdwKzXEYWeXJwHJ+Uk+vpXn/idANTd5LjzXSeRld1+UKfl3++OB0716B4xuLnyZ5ZIvLj5YbVLfMD8uM9B9K89v2urOzVbxJWv5reSThyRCpYEjHtiumhVTd0rHNVg+Wx534reOTTpbR4A6tcsPM2Y4IBx9OAfxrzR/wCyrRp475EiUNuiYjqp/wDr1614mnsrrT4beztt6qzZBfcXZWyC2Pyrx34x6HNqHh2+e1G2RUBR0OGTgkf596+54exSp11FO19D8640yhZnlso9Vqn5ozdZ8WeH57CXQtMYSSyKCzDsAwOf0/Wuf8Sa9441Gyj0/SLi1ijiiVEMkrA4AwOin0rhvhjDdjxHNPdSsxNkw+Y/7aVj+INPhXxDfzSgDN5Icn/fNf1/l0OGsp8JsHUzLCyxKqYqtJJVfZcslCEd1Cd1yxWj63d+i/n2GGjCo432NfU/h3461iTzL/WbNsnkCZ8f+gVFD8I9cQ5e7sjj/po//wATWZp2ntqEwtrKMnnAIr0fwB8F7m/dJ72MkEjAIr5HF8WeGOX0+ark9ReX1t//ACg9vL8ozDMpclBfgconwx1tAFF3aHj++3/xNamieFPEWjTmWHUYEVxh1RiQfwK17n4b+Bekuil7QH/gNdAnwU0eAb1tFBA7LXz2G8Y/DXKsYq+EyivTqR2lHGyjJdNGqCa0fRn08fDfNJx5nUV/T/gnzpeeFbqc5juUyTli7HJPr0rM1D4faxeAhby3GeuXb/4mvorV/g/ZXEm8wrweM1h3Pwkt2kMX2fn/AHa1peKHhViHeWT1bvvjG/8A3AcdXgLOaMrppnhUHwy1eE83VqR/vt/8TWxovhW/02UPNLAwB5Csf8K7vxR8F7q3U3FpCcda4DWrWXQnaC5jKkd8V7uF4j8L8fHmpZRUf/c2/wD5QfK5lleYYCVq8NO5sanpUV4g8lFDY6muU8R6lf6FcjTptoLIGUocgg//AFwRWBreoyzzFY5Tgn1re+JAT+34Wcf8ui/+hvXrYrLODc24UxmY5fgp4erh50VrW9qpKr7RO6dOFrcnn8ra+fClGNrmTbm5vJDJIx5PpVyRFii5z064qpb3lvByCMemaNQ1MMmFHb1r80lzydlsaWk2QSXMYcja3WiqDvvcvgc0V0KDsaWme2atpBlYsRzX1J+wHaxt4EvrhYzvfXpUeT+6oghOB7knFfOuo/ZwG2yAfLX0n/wT+Jj+GeoTq4DJ4jkIB7/uIP8A69cXFlaUfBHP+X/n9gf/AEqufeeDNP2nGNNy6Rn+S/zPp7T5tzCaRV3eVtXjgcY5/IGtrSgISlxONyAAyuxydgwAePY/pXOaSReS+U06w/MSik5BDcZPsK2dPvYTbrcr+6cE5VvuuOAMZr+D5prc/smMUdLaedZQedZSR+XPI2HVuVUcDr06/oa7DwTa29t4Q1CS2KtcIpaJkb5j689+M1weh6zcPKLSeDZbyAYlXGBySBz+NdZYfbtH0+51e3lYWYceWoTOQwKgNgdcD9a7cscY4j2iV0k/l5nLi4ydPlb1/PyO1EzzpbXMto6NKVlnkCZMblPlxjtjimW2qRaldyW0S8hzGGkQFnAxk9OTmq7+I9Uur1Iks0WL7Orxtxh1C8L1xnn8qEXVNWhzYXkCSR7gojIChs54OPp0r9Awk+aPuO/y39D5isv5lb5kj3d4l/I0NktxE424O1cY6jHHHFZHjJLX7PPrWmyNB5WzfbyqQpwcZ57/AOFXNev9YtrqBbPTT5DSgX0+/IIII24HJOaxJ73TBNeyeN54YS5WC3Vptypg/KApPOByWrtdXlTg9PN6W+Zz8jdpfgupzWoSWfiXw7d63pd1JCxmkjIlXiNcdR6ciuf0O9e5toraS5knktUERuhECWz8309ueldTBfya/Bc23hsSQ2u0rLdRW2fMydoCk8cjn8a57xJcWvhqWDwrp0DXcsE53vk/IT93JXqeckVk8QlR5k/d7935W/yFCm3Us1r27LzMl5dQbw9qBFq7OCsMEHm4DKSSzkjknt9Ki1+1tJ7WPSTcvJOLfz2EWcQgKPlAH3iao6jZ3N6t3Bp+okwxRlYjE2xDtPOB1OWPepL6Wy0K3tFmuI3NxbB7uRsB1xkFcA4J6AVxe0lODa27vX8DonD3kr6+SMvXtakmiTSNIikX/RURxEDvlfvz2HAyaotooewttR1OeUusfmEKwxHjOV498D1zUOqeKnLQWUDva7oSkkmd7fQAc5ArnrzWNKu7eOKxlmDABWkuBtViSfToB1rJ1qc1zPV/cvuNVTqQVlp+LKvizUFnC2KXInD8zRE5VFz/ABHqTx0rjtbvpTLeXcs8cflWRCRhcFjnbjB9Tz71uarfeXNPYWsEcchhKiWE5cg/WuD8WQ2ulWYv73Ud19MwVUiBIjx0Puf8a78BzSlZOxw4xQ5Vcx9YlszrKICPMmDSSJEgG0lc4OOg68e1ea66st5ZS+c6KrqcbR1wcY+uK63UdTi0eKUtMd+1GmnJwQ2DwD3rjtcv4YLRoIiUAdSQ4yQCp7evevtMvU4yT69z5PH8rptdDyPTNFXSfEV2irgKGUcdiwNcd4u0m7u9bmhtgcvcMSR7tXo2qYHiRmXkS227I7ncB/hUPh3wymqa880iZHmk/rX9bZrjI0fA7K67/wCf9b/0lH89/wBnTqcQTw0f5vwLfwg+Fflwx3V1ECeMZXmvdfCPhSKBVUQ+nGKzPBOgxwRxxKmOB0Fej+H7BI9o24z71/IWfZvXxddts/fMkyihgsPGMUaGh6EghAWIA49O1XpdAZ0KhevbFaujW6MAqjjArettJSU7tv4183ToTnK7PfaUVY4C48JsFyY85PTFUrvwdEMP5JyD6V6bPpER6gVl6hp0K8lQeeOK3VGrB3uYtQkrWOCl8IwTWxjmhBBGORXi/wAcvg7Hc2kl1ZwYbk/KtfSdzFCsbKMD2rjfGdlBeQSQtGCCPSvfyvOK+DqxkmeLmWSYbHUHGS0Z8C63pNxpWoPZ3IIKk43DrWp8V5ZI9biCf8+a8Y/23rrf2ifCa6VqbXsKYwxOQO1cr8T4Vl8Qwgn/AJcl/wDQ3r+reE8ZHHeGWb1V1qYT865/PudYB5ZmDpPbU4sXs+/BOMVZhnaQAOeD7Uy5tUiJ+vFMts/dB6V8dFpnArSV0Wto/viimFzn7o/Kit0NSPeJrS7kR8n+HHHWvp79gVyfhvqULSbVPiByGHVSIYOf1r54urH7JZvO/Ax9K91/YfuFk+Huo2EBKzprbyBs8EGGEY/Na8fiiEqngln9/wDn9gf/AErEH2/gpV5uLqd/5Z/kj6Y0vUQtriKIPJHI2SrAnGeQR6VvrdtbxJChIWRASkoBww+YYP41x2lSwrC9+213jkTzwrY47nHet0XMYCy/PJHG6ui4Pyhuwr+Ha9JXP7Mp20R22iSTpHHb3IjKOhbcc7VOGIHTqeeK3vCLXN3dx+H7vUZoGY5mhEgKkjAQgngnBPFcHDq7m7a1S2cpIFeOVs/Kw/hP6itzQ9R8W6jJd2+l6arSJF92efYQqncMNxz6GtcArVopJv06+RjiIvkd7Jedv1PRrqfXNC1d4fsUtzZ3SlXiaNflOcKwAOOfSpLTxLdWunz6dZeH5YhbOzvcxOr+WOScc8dAMeprhYtbvde0X+yvF8d3pmo2wJtrrzCV2g5wcHn2J9aLrV/HuuwrDZaG1wUi8tZjGqyFjj5pAT8q46E19lTxCoyahzWfRWbXdPS6PAqYf2i1t67L13szatvinqOpaK923nx3skpaC2voiFkTOflC9eB1NY/iKLRbqzgTxbqJt7u/naWeOWAlgvop6IvTmqstpeeK76E3/id4pNPVkdraQmOM8AAYGM9ehqtrGrzx+KIYdM8MPfvDbrFbM8bnzH7SNvPIHX0NDq1KmsndbK+r87pa3MXSitI6PrbT7m9LEd/418LwWiaFpVpeWcQTJkWT5IT0DbScZIB61jXk2l6TpuyPWJGmunEkbtGWOD1A75Pc/lViHXNviSLStU0MTFpxK9usIczMFPJxgYzk49hVTXda0Wz8Ujxfr6QRyQQGSG3t5wrxOAQu9V4THpmuepL2i5nJX2+FqyKUFT92z77p3MfUrlNG06HTdO8PTXt403mTzzKQzFm+RMccDHSse90y2hR4tenlinMu65cODg9Si59+p7UniPxZrSwnWnuXh82XdbIzAPJn+LceQuDVG88Sadp1zFqNzEdSlEY2+YcRcrjAXq2Cc1KlB62+/b7jRRmlp+d3/kTXGuWC3xt9MaN41BBkKAMBxkknt2yOTXL6prTXVqNM0a1tfO81mA2Eck9cn0H5VZ17xJJG506XSlhluAPPlAVnYY6DjgY/KuXijur62uZ9I0+UR2+d85OSSfr049K6qTqPrp2InSglzNW+Y/Ur3+zb24tBcWyutvsMgkzz3xjnJPavN/F+tKjSooMpilHyFvlyP5muukurTQ5hdahYZuWhJiWdwCM4wcV5z4kuL17xbKGdVEoeWcOgBVOx+p9K9/LcOpVDxcdUUIsxHC32tlJkDCJTI6FQFVsALk56DJP4Vyfjq8ljB3wmMyOQjiTcWGSATn8a6TUpbaKya7RzEJ2yCwLbmC4Ue5yK5PxM11HY/b7yR53mlP7xlAHy/wD16+1wMU6ifTY+Nx02oM5PUbvztehiGCBaPhh6BkH+NdJ8Lrb7RdyysOkrAfma4+a7t28WwWcMjORpsjOWI4PmJxXYfCa7QS3MbdRcuP8Ax41/Q/FjnDwAytLria35I/NcmhCpxnVcuy/Q9d0AiAjGOldnpFxGiCRmHArhNJuV2DJrobXUisG3PH1r+S8TTk5n7XRa5ND0HQbsSOGUkgDGQa6vTL5QuJCOB615x4b1qKNNrPn15rorfxBEibll5q6FoLUUuaUjpL6+jTIQ/jmse/vwBhscnk1i3fiF5ZSQ+R3561QvteJG0yjr0p1J8ysaRo+7cuX96FyA/wCtczrt0pDDPUHip7jU9wJL1z+t6kCCxbIwa5qfNKZE7Rg7njX7ROlR3di0pweDzivG/ifKI/EUPOP9DX/0N69s+NNws+lSocfdNeHfFcn/AISKHAH/AB5LjP8AvvX9WeGLlLwtzqL6VcH+dc/BOO6cf7Vg11T/AEOVv3Ysdo71HbswbcAeematCFX5YVFLCIvmHNcaikj472Sa0HbyecmiqzTNnjFFK7J9j5n0V4+8TQWsJtYpMjGPrXu/7F00lv4MvpYF81jrLhoAeSPKiwfpmvkLxHrdxqt200rkrngV9L/skeLYrKW88PRNi4S5W4wv3ijLt/QpUZ5h5V/BXP1DX97gn8lKufY+EbpYHi6gpu11JfNo+pbG9eYtbWkgiWVlfLKNyNgjBOOmc/lWrperX+n25tdQBKHC+dEfudwD7GuMgntzGbl9SYAnfEyD7698+hBx+da1v4jYeXexNIYyo83IyvHfp/nNfxJXwzb2P7JpT9256Lp93e6lovnaZqm+4iLFYsHlSc4XtnrVjSteu9Sje60e4ka4jG2URqfNQ9Dx0I9q4TSvFf2/UWvNMvI7bY+fJC/KPZQO1aGpeILrU9UOoWUdsl3OQsjxrt3NnGRjHX1rkhSVKS0s0VKKaszvriTwxqmmwarf+JTJc2ZBubSVSFZfY57HqKoztPZzyeJ9H8SpY6fI/lGIXDu0qfxcsfmH+RXKWo09gNF8SiSK7aUbruGQOFHsvrT9XutGiRdPg1q3lEUe53MX7xv9lsnAORx9a74y5tXFfJu9/wAzjdo+6pO3ppb8vvOktvE0aTS6rYXQeyt8qJbfEMjAnlghBH4nmqOvfFS8sV8vwtPds94ipsLBnKjsdvP48cVxX9vawhN3o0cttcO4WGPbkOBnOM/dFXLTVNds9Ti1W0mSbUpoSzKkKkqD1J79BW8JSVrNpeRjUpU7+8k/Jv8AM6PWfiPqYtItE8O6O7Xt5F/pF5c5Z2G3BCD+BAM/WuburvwjYaTcJdWUV1fTEZSa5DLD746E+vNY954s8TXtzcyaeZEe4BjllWHZ5m7qBjgf4Vnaho+laX4fjg1ZnbUbiQvLHEQ6hD0Xg8N3/GuuE5zSbeq2v+nmctSjTg7bX6J3v6+RRvvFemXOoyXTXgu2aUDyn5+UcEZzxnpUmraxcaysUl/BHBK6nbFarlguRhR2FZf2Lw7Zyq8UEMUUMRaVWBJDerc9faq+oatpbQreWtzcyNnC4XAI+nbn8a6OS+kbsd4bpWt+BfmtntbOW81HxFGZ5ZDiFH5iQDG4nHJPoKxtW1+fRtNS2a4YrJ92NCG3Dn5j6Vi6/rNjaXiwX888czrhQowVz7etZt7K97qflaTC80MMf715ZAMj/PavRo4Tmak1ZHFUq2ja9yLWfFpvL6WTzY5vLg2IjE8A54JrgfEurQvqM0NxAQREGuJkcED2Fbuu63Zw2VxZWtkjXd1OESSJeePT2Fef6rb2S+dqmsXUqolwEhiHRwM5ZvxwK+uyzCRWrVvzPk8zxCWiHavrySAXcQMdpAmy2DvnnpuHv1rkPEGv3UGLO4kILn5QXzjoce3vVrUdYguD9pYps3bLaBQTjHVvTrzXHeI9QSOWUx3LSuW3SOxzs74r7LAYNOSTR8TmmN5KN7kOh3hvfiJdnAAisWQAf76E11nw71ZbTU7qEOAftUmef9o1578MLs3niq7uGbLPbOT/AN9pVvS/FI0vxXeQF8D7ZIDz/tmv6E4pwPtfA7LaS6Yit/6Sj8tyjM3Q4idaWz0PofSdcV4xhh7A1uW2tAxgeZ+Ga8s0HxKk8SukvUdc1v2uunu/5V/KuJy5qWx+64XMIzgnc9EsvEKx/wDLY/XNacPihhFlZiefWvNIdbj2/wCsIzU8fidY12rIcema86WAn0O6ni4uSuehP4nc5JkIzVd/EGW3PJgdq4lPEzEffx7EVBd+Jdqkh+o7GlHL5t2Zu8bCJ2F74mVQQs3PfBrA1nxGvlkmU9Oua5a78RncSJSefSsTXPE5EZJk4wa9HC5T7y0PGxuaRUdCj8VPEqPYOvmZyDXmnxXYDxDBn/nzX/0N6l8f+JnvJTEjk84xmofizE769CyHpZr/AOhvX9LcCYT6n4ZZyu9TCfnXPw3inGxxmZRs9r/oc5FIrscED8aZcNkbSM8UltbzE81PLZOwx7c188p3PAhUUXa5mkc8LRU0lhcbzgcZ9KKvmL5odzt7y3Ykqy4PYV33gXxvN4E+KFlqQl2QTQrFcHPQFjg/gcVzniiC2t5jggEmq/i4garHzz5A/m1fU5bg4V/DPPMPUWkqmEX41znyrMa2AxlLFUtJQaaPufwz4lS/todWg2yRORJMpBxEw4JHsa6Ua1FCht7eHyopOUhByAT3XPY183fs5fE6HVtAXQNT1PybuzwqFukyduvGcV7Lb+IrYwoySm5tVUDyiCrxH0/wr+K88yWpgMbOlJbPT06H9qcOZ/h84y2liYO919z6o7NNbt7L/kNacEwAGMfBx2PAxit1tX8K2kMeoeGr+cmRAJobnAVX/wBjHbHrXn/9u6oVNza+W9vnHLhsH3HvTbbxHPqZGnmFxGh+dYEw+PoetfPywUnF6f8AAPf9tGct9Duxr0Go3Mt0dQlFy6bY5GGVb6+n9KjkuNH0e2mfW7iOa8LfJcRTbsenHesFbu3ksxb2l5Aiqf8AUs5DEYzk+prLlj02NZNVhuHd4x80LjKfXHas6WHV7foOU1bR2R0dt4tuJZ10qPVXl+YsgON7EnJC+i1JeaZbRwza4LqVbtyd1ng42n1OevtWDo+uq1tcaxewwRMy7bd8dPXGBxULarPFZTai9/HIWXCMXIbb3xk9fet5UanP+BzRqU0vcZYuvGniyO2j0+4hn8hm4gjBH58cfWsG68TanNO4j00SCJN2HfIj/H1qjqutXs6HU5NccxRRncpJOfVQPXFZT3l/cTvc29nLaWpTcY5wwL56HJ7d8V6tHBxtdpfiefUxdptJW9DUkkfXdRismukWFPnndkOAAM445Y1HrPi+wsoE03SbR02Sctncc57iufvZItPikZdULTN0TBCpkdM1W/tq90e2t7ezvvtE0oI2ouCCRzwOa9CnhIzt1Xbb5nPUxHmaVvq224ufF+oQRBE/dwvcgFifUL7etY1x4ruNz/Y0mdiuFdYsIoPc1QvNdisSpvNKkYRyh3abOzPoB0rL8X+Pr27gubmV/JQqAkcYAzn/AOvXrUMFKc0uW6/r1PJxGLjTi2U9d8S2ujtNJb3Re6RWaSZRgLngKBjIrzrxDrgnuYrKYNLGDl06bmPOKs31/rVzA88kgRHkJA/vn1J9K5N9Vks7l5Wm4bl7huWPP8I7V9vl2AjSV1qz4LNMw5nbozQ1PUJ7GEwxyRRKclpAvzbu4FcR4o1QRW01vbNzMcFu5461a13WRNIWTcFVcJvbJHqeO5rldRvhc3THkAH5fSvrsswdqikz8+z7M7UnGL1N/wCEaFPEs4Pexb/0NKwfEc8kPinUJEblb+XH/fZrf+ErhvEs+B/y4t/6GlZXiPw54in8Q388GhXro97KyOtq5DAucEcciv6AxuBxeN8JMujQpynbEVrqKb6Lsj4OnUftnLyR0fgvxtIiLBNJ2xkmu6svEiugZXHI9a8i0nw74kikBbQ71MHvauP6V1Onwa5boudPuBx08lv8K/FcfwPnNaTnTwtT/wAAl/kfYZVxU8KlTqvQ9Bg8Q44ZuM1M2uIo5l5+tefvqWuRnH9j3Z56rbsf6U+PV9bxn+yLwextm/wrwp8EcQp/7nV/8Fy/yPr6PE+Dkl76+87z/hIScgPj3LVWvPEJk4Mv0ArjTq+tYKppF3/4Dt/hVa4vPEMuSulXQx/07tz+lFPgniC/+51f/Bcv8hV+I8Il/EX3nVXXiGOFDulGPTNcj4m8ZBt0ay9+az9Tl8VSKUj0O9Of7tq/+FYN3oniy5fL+H7/ANv9Ek/wr2cFwVncJc08JU/8Al/kfLZlxKpwcKbL1ukerS73Yc98103j3TTearHMFyBbqMEf7TVx+laR4qtJOfD9+B72j/4V6B4iu7ePVY7ecgZhBBP1av1rKctxmB8O83jiKUoXqYS3NFq9nWva613PgMVOcpuTd7nJjSfLydv5Cg2hX+H8K6X+zoLlCysCPQGqlzpqxnCjtX5zKlKJxqo27HPvbLuOYz19aK1TYITk4z9KKz5GPnZS8YeIZ5JndX6e9XfiRrBsPEsFuTwbNW/8fcf0rnfF8bxyNle/NXPjS23xVb8/8w9P/Q5K/QclUZeHuc/9fMJ+dY76FKEuVLz/AEOn8B+NJdEv49StgHKDEiHo69xX074D8Yt4gsra8ttQh2iMFbheQQR0cD+dfFXhXVhCWjmfp0Ndx8P/AI46v8NdaSWFme0ckSqp5UHrj1HqK/FOJ+GlmuF9pRt7RfifoXA/FFTh7GOjWf7qX4PufYen+JpJZ/supobe5C4jlD7N4/2scH61oweJtRuAiXzxKyf6qaJxkjoOa8k8OfFFda0qO8t0jnilwY0LjOT356VsWmv2UUhW+aQucCS2JIbHqGHDV+NYnJqlOTU42aP6HwucUaqU4Sumel3VsPL+23fiOONH4lRGHmr9exrOm1i30gYsdYupwxxsnjyuO3A/rXMm90CKEahY6rsAX5bW9+cH157H60ll4u1aPzr3TNSsVi+6Ec4OPYf1rjjgZ27rzVv0Z3SzFNWudFq15bXdms8viCVWIz5LtheewA/lVCx8Q3AtDYaUYzhv3j3DckD+lYa3MOpXcUmradkHLGSzPBP580uoeOrAWjaVY28YiH8MaZb8TXRHBysopX+6y+7cwljXbcuXGs61rV2kVlswmQ7btqqP8afq/jbWZbdjLeMskahE3JwcDoCf51yB1yRrPbJrDQo8hyBb4CioNV8QJequnW+tPIiLmSRl3Eep44r0YZenJJxVl5P/ACPOqYyKldM6Rtae2iD6rarcXk6gowfKRjqOKx4PEEoe7vrfU8XAGMIBwPTI6CuZuNY0xZ5EudUuZiE+VYcYP5Vh3Wq21tDITKbdCeIgcPIT6ntXqUMtTXr5aHm18zSVjrNc8WaxY2sU935UkjMpihXBPsTXF+OfFiXriC0hJuN376Rj8uT24qLU/IW3Rr298tSMrHA+WP1Pp9K5HWdTs49wsZCVQ4LzHIB7/U17+X5dSUk0tfTQ+ZzPNJKLVyTXddnS0eI3c0oj+U+Wu1Qe4z3rnJ9WmWNp/lA+6rPyc+30qvqXiGZk+zJcsVBztxgCoLLT7vVn8+5bbDjgdM+1fXYXB8qtY/O8zzaFNOUnoRXcc0qFoHPzLyxPr6VlyWc0Z+7ketdPMlvGPKCgBRgAVWltInHbj1FevSlGirHwFbMp16rk9iL4atPB4ztUEjKJFkVwDgMNjHB9RkA/UVPr3j/xfZa5e2dtq+2KG7kSNfIjOFDEAcr6VN4LtBD4xs3H/TT/ANFtWD4oOPEmog/8/wBN/wChmv1zBZ7nOU+F9GeAxNSi3jKqbhOUG17Gi7Pla0u727ipyhUqXa6GnY/Ejxa8wW51jI9Ps8Y/9lrWl8fausG9b7Bx1Ma/4VxCsAcrxSzXEjJsLnAr5r/XzjVL/kZ4j/wdV/8AkjWdGEnojdu/ib4u80i31Tav/XvGf5rUf/Cy/Gw/5jX/AJLR/wDxNYCuV4z160u4Ulx1xs/+ZniP/B9T/wCSBUYp2sdDb/ErxmzbZNWz/wBu8f8A8TV6P4heJQv77UiD6+Qn/wATXO6XGjyAH0zzVvULeOOIshxx2q4cdcbf9DPEf+Dqn/yRlUhBStYvXfxH8Wg7bfV8H/rhH/8AE02Dx/43lIB1o/hbRf8AxNc4JSHI7d+auWl0sZ3Yz+FTLjvjbpmeI/8AB1X/AOSFKCS0R0cfjPxmSd+rn2/0eP8A+JqhquqazdXX269u2lkwBuIxgDsAOB+H9aba36O4UirN7HHNFkY5HNefmHE/EubYf2OOxtWrC6fLOpOSutnaTavrv5nO3Z7FrQ/EkwXaxyMetbIvluCGZhjHSuI8/wCzOSnHPan/APCQzxMPmPHpXjQqvZmboe0d4na/IeRt/OiuSTxW4UfOPxorTmgT9VrGj480tt7YGc+1RfGG0efxVbsOn2BAcf7711fjDS1uFZtmOOtUNW1/wXqVytzrWjXDzrGEJVuAOTgYYZ5J5xX6BwgsuxvDGZ5ZWxdPD1KssPKLquSi1TdXm1jGeq5l06+TKwmIaimuhwllYmIDA5PQ1fFmso+bnmuh/tT4bqOPD93+Dn/45Sx6r8Om+VPD95z23H/45Uf6j4T/AKHOD/8AA6v/AMpOmVaT1IfCviDU/C90sllOxjIwYmJI/D0Nem+H/iSdSQ29vqAJaP54bj+H/PqK4uxtfCN2BLBoVwOP4nP/AMXT7mLwpZne2k3AI6FJCCP/AB+vFzPwuyrMNXnGCUu/PV/+UHvZLxXmGTS5Ivmh2f6HrOn6rounWQvL2VJJ1OSjzZUjt9D7Gpz4ms9TSW7XSrbawwpjfDL7142/jrw7EPJaxvyBx1B/9nq3D8Q9F8gQgXSL/CpTn8wa+VqeDFG/N/buB/8ABlf/AOUH6BQ8S8KklOnL/wAl/WSPUZtd0myhSK2nlmnI+aFpTj8+1VLzXdatB5oitrCLBIkDAnPvXnUfjvSAxKfaskYOf/2qgPi/wvu3yrOTnOZDnn8WpQ8H8NF657gfnOu//cH+Z0T8QcPUXu0p/wDkn/yR6DqXjWe7AsVna9wMlhHgVlan4wmS1kgi1SYSHhooogqqPQkVx58eeFuYo0umyeQjdf8Ax6iTxX4ZuIvIfTrwp3AOM/k9ddLwiwkbWzvA/wDgdb/5nOCvx1S5dac1/wCA/wDyRqr4guIUxDL5SOcvOgJJP+8apXuvaJFIs5kuJBGcF3fOW9QKz5vEXg2cbJtIvSAMBQxH8nqezfwjfERxaHdLjpuYjH5PXoQ8K8LHX+28F/4Mrf8Ayg8itxrSkvgl87f/ACRn634sEzuLXzFAGFBYZx7n+lYnn6lqbC00+N5XB5b+Ef4V2w8IeEpAHbSGPPRpn/8AiqmA0LT4xbw6eyIvRYxj+tdlPw7y+grLO8D/AODK3/yg+bxvFMsQmob+ZzNh4JjiUXWqyiWXqUH3Qf61ZurcQx7EAAA4AFbT6noY+9ay8e//ANlUFxqPhgqRLYzEd8H/AOyrpp8D4WMtM8wX/gyt/wDKD5mrXr4ifNUlc5OeX96VYdPehLhWbYvOe2K17zUfh/ET5+hXZ/3XP/xytPw5o/hTWpQdL0GdWPTzZG/+LNdX+oWClr/bWC/8GVv/AJQOUYxjzMzvCmnXA163vSmFXfn2yhH9axvE3hO8m1i8uwpxJcyMOPVjXrMHg28towY4YkHYEnI/Sk1bQrSKIBgCQOTjGeK7s/pZdk/A9DKqeMpYir9YqVX7FzklF0qcFdyhCzvF6W226251jFTfuu54g/h+/QkFMHvxVO5sLmDO9D+Veuy6LYyMcxj2PFZOr+F7SVD5aDn2r82vdHXTzBN6nl+xvT86CpHNdBrXho2+SkePUisSWB4Ww4PFaRaPTp1oVdhbW4khIbJxU1xqBlXBJ5qquRwR0oYcdM1W5UoRk9SMDDAhjyeeKmXjqxpscbNyR+VStbsFyB+FJKxK5VuOs5XWUfMfetgzk2557dM1hxyFG4Peri3iugBbB705Wsc04JkckjOxz61BPjOfTrU8ig5YVBOowRj6Vj1CFkyPzscbx+VFRGJs8Cir5kdPNE9l1TWbK9tmJZc4rz7xG4inaRSMZ7UUVvUS3PHw0IwlZFOG7Qr82MnpWzoUVo8iNI2cmiikvhuddSKSO1sUt47dVgU9OMisvX967i/aiiuWpN81jzo/xDmbp1aQ5U+9RNwuVJxRRRUSdM6yM3RjQ7SRz0qjc3jSsF7E0UVhRvc2oJORd0jTHuj5iLn0rXj0yZSI8daKK6ptqOhlWnJysb/h7wQL9g7rnnjIrroPA1rY23mOApFFFZ03zLU8jEVqimlcydTaOzYovbpWVcXEU/DMM0UV51Ze8aQSaRnX4WIEq2efWsx7ws/LDjqKKKzpnZTSKdxsnnA6jI4xXofw2vbPTAHlxnA2570UV6MZONrCxX8Kx2WqeLLVYcrIvJ/SuV1fxR5ilfM4zxRRRXr1LnnUacUY51ffkq34HvT1uPNXJxRRXPRqSctTpcUjM1k2xjJkIyBXE615PmHafpRRXdHVnfg0uYoxQq/JzzSm29DRRVXZ3zm09CWKJUAAxTpcY+vFFFarYxi7yKbJhyT24ApUOG+tFFTJI6p2USYSZXaTimSHjk59KKKyOVbkW3/aP50UUUG62P/Z",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "========================\n",
      "Image processed: car.jpg\n",
      "\n",
      "Detected object: car with confidence level of 0.6325422525405884\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/jpeg": 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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for image_file in image_files:\n",
    "    detect_and_draw_box(image_file)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Changing the confidence level\n",
    "\n",
    "Looks like the object detection went fairly well. Let's try it out on a more difficult image containing several objects:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "========================\n",
      "Image processed: fruits.jpg\n",
      "\n",
      "Detected object: apple with confidence level of 0.5818485617637634\n",
      "\n",
      "Detected object: orange with confidence level of 0.5346476435661316\n",
      "\n",
      "Detected object: orange with confidence level of 0.5150948166847229\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/jpeg": 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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "detect_and_draw_box(\"fruits.jpg\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The **model failed to detect** several fruits and **misclassified** an orange as an apple. This might seem strange since it was able to detect one apple before, so one might think the model has a fair representation on how an apple looks like.\n",
    "\n",
    "One possibility is that the model **did** detect the other fruits but with a confidence level lower than 0.5. Let's test if  this is a valid hypothesis:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "========================\n",
      "Image processed: fruits.jpg\n",
      "\n",
      "Detected object: apple with confidence level of 0.5818485617637634\n",
      "\n",
      "Detected object: orange with confidence level of 0.5346476435661316\n",
      "\n",
      "Detected object: orange with confidence level of 0.5150948166847229\n",
      "\n",
      "Detected object: apple with confidence level of 0.3476020395755768\n",
      "\n",
      "Detected object: orange with confidence level of 0.32876279950141907\n",
      "\n",
      "Detected object: apple with confidence level of 0.3124457597732544\n",
      "\n",
      "Detected object: orange with confidence level of 0.27985894680023193\n",
      "\n",
      "Detected object: orange with confidence level of 0.27499887347221375\n",
      "\n",
      "Detected object: apple with confidence level of 0.2744504511356354\n",
      "\n",
      "Detected object: orange with confidence level of 0.21419422328472137\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/jpeg": 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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "detect_and_draw_box(\"fruits.jpg\", confidence=0.2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "By lowering the confidence level, the model successfully detected most of the fruits. However, you can see that some of them are misclassified (e.g. the label says \"orange\" but it's actually an apple or lemon). This is usually the case when the confidence level is really low. In general, you should be careful when altering parameters like this one, as changing them might yield undesired results. Be mindful of the type of environment where you will be deploying your model: is a quick but inaccurate predication more desirable, or is accuracy more important?\n",
    "\n",
    "As for this concrete example when an orange was misclassified as an apple, it serves as a reminder that these models are not perfect and this should be considered when using them for tasks in production."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Deploying the model using FastAPI"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Placing your object detection model in a server\n",
    "\n",
    "Now that you know how the model works it is time for you to deploy it! Aren't you excited? :)\n",
    "\n",
    "Before diving into deployment, let's quickly recap some important concepts and how they translate to `FastAPI`. 🔗[You can access the FastAPI docs here.](https://fastapi.tiangolo.com/) Let's also create a directory to store the images that are uploaded to the server.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "dir_name = \"images_uploaded\"\n",
    "if not os.path.exists(dir_name):\n",
    "    os.mkdir(dir_name)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Review: client-server model, HTTP requests, endpoints\n",
    "\n",
    "Below, you'll find review sections for the client-server model, HTTP requests, and endpoints. Please review these as necessary skipping any sections you feel comfortable with."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Client-Server model\n",
    "\n",
    "**Deployment** typically means putting all of the software required for predicting in a `server`. By doing so, a `client` can interact with the model by sending `requests` to the server. The `server` is similar to a waiter at a restaurant who brings the `client` what they order. The `client` will make `requests` to the `server`, who can respond to those requests with a defined set of options, like bringing food, explaining the menu, or even denying the request if s/he can't complete it.\n",
    "\n",
    "This full client-server interaction is out of the scope of this notebook but, there are a few key concepts you should know.\n",
    "\n",
    "Specifically, the Machine Learning model lives in a server waiting for clients to submit prediction requests. The client should provide the required information that the model needs in order to make a prediction. It's common to batch many predictions in a single request. The server will use the information provided to return predictions to the client, who can then use them at their leisure. The client communicates with the server using its `API`, a defined way of interacting with its code.\n",
    "\n",
    "Here's an example. In the next section, you'll get started by creating an instance of the `FastAPI` class:\n",
    "\n",
    "```python\n",
    "app = FastAPI()\n",
    "```\n",
    "\n",
    "Then, you'll use this instance to create endpoints that handle the prediction logic (see more info about endpoints below). Once all the code is in place to run the server, you only need to use the command:\n",
    "\n",
    "```python\n",
    "uvicorn.run(app)\n",
    "```\n",
    "\n",
    "Your API is coded using FastAPI, but the serving is done using 🔗[`uvicorn`](https://www.uvicorn.org/), which is a really fast Asynchronous Server Gateway Interface (ASGI) implementation. Both technologies are closely interconnected and you don't need to understand the implementation details. Knowing that uvicorn handles the serving is sufficient for the purpose of this lab."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### HTTP Requests\n",
    "\n",
    "The client and the server communicate with each other through a protocol called `HTTP` (hypertext transfer protocol). This communication between client and server defines common actions called **requests** using verbs. Two very common requests are:\n",
    "\n",
    "- `GET` -> Retrieves information from the server.\n",
    "- `POST` -> Provides information to the server, which it uses to respond.\n",
    "\n",
    "If your client does a `GET request`, you will get some information from the server without the need to provide additional information. In the case of a `POST request`, you are explicitly telling the server that you will provide some information for it that must be processed in some way. It's similar to social media: if you're just viewing a page (`GET`), the server doesn't need any extra information; if you're making a post or comment (`POST`), you'll need to tell the server what it is you want to say.\n",
    "\n",
    "Interactions with Machine Learning models living in a server are usually done via a `POST request`, since you need to provide the information that is required to compute a prediction."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Endpoints\n",
    "\n",
    "You can host multiple Machine Learning models on the same server. For this to work, you can assign a different `endpoint` to each model so you always know what model is being used. An endpoint is represented by a pattern in the `URL`, and you can think of it as a place your client can send requests to. For example, if you have a website called `myawesomemodel.com` you could have three different models in the following endpoints:\n",
    "\n",
    "- `myawesomemodel.com/count-cars/`\n",
    "- `myawesomemodel.com/count-apples/`\n",
    "- `myawesomemodel.com/count-plants/`\n",
    "\n",
    "Each model would do what the name pattern suggests.\n",
    "\n",
    "With FastAPI, you define an endpoint by first creating a function that will handle all of the logic for that endpoint. Then, you will 🔗[decorate it](https://www.geeksforgeeks.org/decorators-in-python/) with a function that contains information about the HTTP method and URL pattern that will trigger your function.\n",
    "\n",
    "The following example shows how to allow a HTTP GET request for the endpoint `\"/my-endpoint\"`:\n",
    "\n",
    "```python\n",
    "# .get -> HTTP method\n",
    "# \"/my-endpoint\" -> URL pattern\n",
    "@app.get(\"/my-endpoint\")\n",
    "def handle_endpoint():\n",
    "    ...\n",
    "    ...\n",
    "```\n",
    "\n",
    "Here's a POST request at `\"/my-other-endpoint\"`:\n",
    "\n",
    "```python\n",
    "# .post -> HTTP method\n",
    "# \"/my-other-endpoint\" -> URL pattern\n",
    "@app.post(\"/my-other-endpoint\")\n",
    "def handle_other_endpoint(param1: int, param2: str):\n",
    "    ...\n",
    "    ...\n",
    "\n",
    "```\n",
    "\n",
    "For POST requests, the handler function includes parameters because it expects the client to provide some information to it. In this case, the function includes two parameters: an integer and a string.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Spinning up the server"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You'll now create the server using [FastAPI](https://fastapi.tiangolo.com/) and uvicorn."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "import io\n",
    "import uvicorn\n",
    "import numpy as np\n",
    "import nest_asyncio\n",
    "from enum import Enum\n",
    "from fastapi import FastAPI, UploadFile, File, HTTPException\n",
    "from fastapi.responses import StreamingResponse"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Assign an instance of the FastAPI class to the variable \"app\".\n",
    "# You will interact with your api using this instance.\n",
    "app = FastAPI(title='Deploying an ML Model with FastAPI')\n",
    "\n",
    "# List available models using Enum for convenience. This is useful when the options are pre-defined.\n",
    "class Model(str, Enum):\n",
    "    yolov3tiny = \"yolov3-tiny\"\n",
    "    yolov3 = \"yolov3\"\n",
    "\n",
    "\n",
    "# By using @app.get(\"/\") you are allowing the GET method to work for the / endpoint.\n",
    "@app.get(\"/\")\n",
    "def home():\n",
    "    return \"Congratulations! Your API is working as expected. Now head over to http://serve/docs\"\n",
    "\n",
    "\n",
    "# This endpoint handles all the logic necessary for the object detection to work.\n",
    "# It requires the desired model and the image in which to perform object detection.\n",
    "@app.post(\"/predict\") \n",
    "def prediction(model: Model, file: UploadFile = File(...)):\n",
    "\n",
    "    # 1. VALIDATE INPUT FILE\n",
    "    filename = file.filename\n",
    "    fileExtension = filename.split(\".\")[-1] in (\"jpg\", \"jpeg\", \"png\")\n",
    "    if not fileExtension:\n",
    "        raise HTTPException(status_code=415, detail=\"Unsupported file provided.\")\n",
    "    \n",
    "    # 2. TRANSFORM RAW IMAGE INTO CV2 image\n",
    "    \n",
    "    # Read image as a stream of bytes\n",
    "    image_stream = io.BytesIO(file.file.read())\n",
    "    \n",
    "    # Start the stream from the beginning (position zero)\n",
    "    image_stream.seek(0)\n",
    "    \n",
    "    # Write the stream of bytes into a numpy array\n",
    "    file_bytes = np.asarray(bytearray(image_stream.read()), dtype=np.uint8)\n",
    "    \n",
    "    # Decode the numpy array as an image\n",
    "    image = cv2.imdecode(file_bytes, cv2.IMREAD_COLOR)\n",
    "    \n",
    "    \n",
    "    # 3. RUN OBJECT DETECTION MODEL\n",
    "    \n",
    "    # Run object detection\n",
    "    bbox, label, conf = cv.detect_common_objects(image, model=model)\n",
    "    \n",
    "    # Create image that includes bounding boxes and labels\n",
    "    output_image = draw_bbox(image, bbox, label, conf)\n",
    "    \n",
    "    # Save it in a folder within the server\n",
    "    cv2.imwrite(f'images_uploaded/{filename}', output_image)\n",
    "    \n",
    "    \n",
    "    # 4. STREAM THE RESPONSE BACK TO THE CLIENT\n",
    "    \n",
    "    # Open the saved image for reading in binary mode\n",
    "    file_image = open(f'images_uploaded/{filename}', mode=\"rb\")\n",
    "    \n",
    "    # Return the image as a stream specifying media type\n",
    "    return StreamingResponse(file_image, media_type=\"image/jpeg\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "By running the following cell you will spin up the server! See the steps below for interacting with it!\n",
    "\n",
    "**Note:** Running the server blocks all cells from running in this notebook until you manually interrupt the kernel. You can do so by clicking on the `Kernel` tab and then on `Interrupt`. You can also enter Jupyter's command mode by pressing the `ESC` key and tapping the `I` key twice."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:     Started server process [141]\n",
      "INFO:     Waiting for application startup.\n",
      "INFO:     Application startup complete.\n",
      "INFO:     Uvicorn running on http://127.0.0.1:8000 (Press CTRL+C to quit)\n"
     ]
    }
   ],
   "source": [
    "# Allows the server to be run in this interactive environment\n",
    "nest_asyncio.apply()\n",
    "\n",
    "# This is an alias for localhost which means this particular machine\n",
    "host = \"127.0.0.1\"\n",
    "\n",
    "# Spin up the server!    \n",
    "uvicorn.run(app, host=host, port=8000, root_path=\"/serve\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Consume your service\n",
    "\n",
    "Normally you will now head over to `http://127.0.0.1:8000/` to see it in action. However, the Coursera environment works a bit differently from a regular computer. Within this environment, you need to interact with the service through the navigation bar. This is found in the upper part of your screen. If you don't see this bar you might need to click on the `Navigate` button first."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "<table><tr><td><img src='assets/navigate.png'></td></tr></table>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Go back to this notebook\n",
    "\n",
    "Before you visit the client UI, you'll want to know how to go back to this server notebook. You have two options:\n",
    "\n",
    "- Click the `Home` button at the left side of the navigation bar. \n",
    "\n",
    "\n",
    "- Type `/lab/tree/server-coursera.ipynb` in the navigation bar and press enter.\n",
    "\n",
    "\n",
    "### Visit the server\n",
    "\n",
    "You can think of `/serve/` as an alias for `http://127.0.0.1:8000/`. With this in mind, type `/serve/` in the navigation bar and press `Enter`.\n",
    "\n",
    "This will take you to the `/` endpoint of the server, which should display the message `Congratulations! Your API is working as expected`.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Using FastAPI's integrated client"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To actually use your server for image detection, you can leverage the client that comes built-in with FastAPI. You'll need to take the following steps to interact with it. Read the list in full before trying it out:\n",
    "\n",
    "1. Type `/serve/docs` in the navigation bar and press `Enter`.\n",
    "\n",
    "<table><tr><td><img src='assets/serve_docs.png'></td></tr></table>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "2. Click anywhere on the `/predict` endpoint and more options will become visible:"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "3. Click on the **Try it out** button to test your server"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "4. Choose a model from the **model** field (if you select the full YOLOV3 model the server will be stuck until the weights for this model are downloaded)\n",
    "\n",
    "5. Click the **Choose File** button to **submit an image** from your local file system\n",
    "\n",
    "6. Click on the blue **Execute** button to send an HTTP request to the server. \n",
    "\n",
    "7. **Scroll down to see the response from the server**. \n",
    "\n",
    "Pretty cool, right?"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "8. **Try different images!** You can use the ones we provided with this lab or some of your own. Since the model is using the default confidence level of 0.5 it might not always succeed at detecting some objects. You can also try submitting non-image files to see how the server reacts to them."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## (Optional) Consuming your model from another client\n",
    "\n",
    "It is awesome that FastAPI allows you to interact with your API through its built-in client. However, you might wonder how you can interact with your API using regular code and not some UI.\n",
    "\n",
    "There is a bonus section which shows how to code a minimal client in Python. This is useful to break down (in a very high level) what FastAPI's client is doing under the hood. You can find a notebook named `client-coursera.ipynb` in the file explorer on the left. Double-click on it to open it a new tab, then follow the instructions. Make sure that your server (`uvicorn.run(app, host=host, port=8000, root_path=\"/serve\")`) is still running above before you switch to that notebook."
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