{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pydicom\n",
    "import numpy as np\n",
    "import cv2\n",
    "import os\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.image as mpimg\n",
    "\n",
    "from scipy import ndimage\n",
    "from skimage import morphology"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load and Windowing Image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def transform_to_hu(medical_image, image):\n",
    "    intercept = medical_image.RescaleIntercept\n",
    "    slope = medical_image.RescaleSlope\n",
    "    hu_image = image * slope + intercept\n",
    "\n",
    "    return hu_image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def window_image(image, window_center, window_width):\n",
    "    img_min = window_center - window_width // 2\n",
    "    img_max = window_center + window_width // 2\n",
    "    window_image = image.copy()\n",
    "    window_image[window_image < img_min] = img_min\n",
    "    window_image[window_image > img_max] = img_max\n",
    "    \n",
    "    return window_image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def load_and_plot_image(file_path, save=False):\n",
    "    medical_image = pydicom.read_file(file_path)\n",
    "    image = medical_image.pixel_array\n",
    "    \n",
    "    print(image.shape)\n",
    "    \n",
    "    hu_image = transform_to_hu(medical_image, image)\n",
    "    brain_image = window_image(hu_image, 40, 80)\n",
    "    bone_image = window_image(hu_image, 400, 1000)\n",
    "    \n",
    "    plt.figure(figsize=(20, 10))\n",
    "    plt.style.use('grayscale')\n",
    "\n",
    "    plt.subplot(151)\n",
    "    plt.imshow(image)\n",
    "    plt.title('Original')\n",
    "    plt.axis('off')\n",
    "\n",
    "    plt.subplot(152)\n",
    "    plt.imshow(hu_image)\n",
    "    plt.title('Hu image')\n",
    "    plt.axis('off')\n",
    "\n",
    "    plt.subplot(153)\n",
    "    plt.imshow(brain_image)\n",
    "    plt.title('brain image')\n",
    "    plt.axis('off')\n",
    "\n",
    "    plt.subplot(154)\n",
    "    plt.imshow(bone_image)\n",
    "    plt.title('bone image')\n",
    "    plt.axis('off')\n",
    "    \n",
    "    if save:\n",
    "        mpimg.imsave(os.path.join(output_path, f'{file_path[:-4]}-original.png'), image)\n",
    "        mpimg.imsave(os.path.join(output_path, f'{file_path[:-4]}-hu_image.png'), hu_image)\n",
    "        mpimg.imsave(os.path.join(output_path, f'{file_path[:-4]}-brain_image.png'), brain_image)\n",
    "        mpimg.imsave(os.path.join(output_path, f'{file_path[:-4]}-bone_image.png'), bone_image)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(512, 512)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "load_and_plot_image(\"ct_images/ct_example1.dcm\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(512, 512)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "load_and_plot_image(\"ct_images/ct_example3.dcm\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(512, 512)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "load_and_plot_image(\"ct_images/ct_example5.dcm\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(512, 512)\n"
     ]
    },
    {
     "data": {
      "image/png": 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I4Pjjj8+q5509ezbOOussXHPNNdDr9bjkkkvw4osvinH6e9/7HlavXo3vf//76OjoQElJCU4//XTRZZxhhotCsjlz5kx8+9vfxrJlyxAKhfClL30Jv/jFL3q0zblz5yIajWL58uVoaWmBw+HAzJkzu3UC9YVjjjkGs2bNwiWXXAKr1Yqzzz47K3J56aWX4u6778YFF1wAj8eDU045BS+88AIAwGAw4LbbbsPKlStxwQUXIJlMoqamJm8H8fGObsOGDX0LQTGDRjQaxaJFi/DQQw+hsrJyuA+HYZhB5JZbbsHEiROxZMmS4T4UhmF6yOeff45vf/vb+Ne//pW3zpFhmKHnqaeewssvv9xtd2LmQDhNdISwceNGxGIxRKNRrFy5EpMmTepRqJ5hmNHFxx9/jH379iGdTmPz5s144403Bi1KyTDMwPHaa68hmUwiFArh/vvvx3HHHceGIMMMI36/Hx988AHS6TT27NmDNWvWYO7cucN9WKMOThMdIbzxxhu47bbbAAD19fX4+c9/ftDpJRiGGX20tbXhF7/4hSjUv+aaa7I6ujEMMzJ55plncPvtt0Ov1+OII47A0qVLh/uQGGZck0wmcdddd6G5uRmKomD+/Pk444wzhvuwRh2cJsowDMMwDMMwDDMO4TRRhmEYhmEYhmGYcUi3aaLyvHlM/7nqqqsGfR/yBKBM/9mwYcNwH0JeWDYHFpbN0QfLJsOMTFg2GWZkUkg2uWZwEBkKBfNg+2QFlGEOhGWTYRiGYRiGjcEBYTgUy55S6NhYEWXGAyybDMMwDMMwhWFjsA+MZAWzp3CUghmLsGwyDMMwDMP0HDYGe8hYUDK7Qz4/Vj6Z0QTLJsMwDMMwTN9gY7AbxrqSWQhWPpmRDssmyybDMAzDMP2HjcEcxquSWQhWPpmRAstmNiybDMMwDMP0FzYG/z+saB4cukaseDJDCcvmwWHZZBiGYRimL4x7Y5AVzd7DiiczFLBs9h6WTYZhGIZhesO4NAZZyRwYOE2NGWhYNgcGlk2GYRiGYXqCfrgPYKhhZXNw4OvK9Bd+hgYHvq4MwzAMwxRi3EQGWSEafDhFjekLLJuDD8smwzAMwzD5GPPGICuaQw8rnkxPYNkcelg2GYZhGIaRGbPGICuaww8rnkw+WDaHH5ZNhmEYhmGAMWgMsqI58mDFkwFYNkciLJsMwzAMM74ZUw1kWNkc2fD9Gb/wvR/Z8P1hGIZhmPHJmDEGWZkZHfB9Gn/wPR8d8H1iGIZhmPHHqE8TZQVm9MGpaeMDls3RB8smwzAMw4wvRq0xyIrm6IcVz7EJy+boh2WTYRiGYcYHozJNlJXNsQXfz7ED38uxBd9PhmEYhhnbjDpjkJWTsQnf19EP38OxCd9XhmEYhhm7jJo0UVZIxj6cmjY6Ydkc+7BsMgzDMMzYZFREBlnZHF/w/R498L0aX/D9ZhiGYZixxYg3Bln5GJ/wfR/58D0an/B9ZxiGYZixw4g2BlnpGN/w/R+58L0Z3/D9ZxiGYZixwYg1BlnZYAB+DkYifE8YgJ8DhmEYhhkLjEhjkJUMRoafh5ED3wtGhp8HhmEYhhndjDhjkJULJh/8XAw/fA+YfPBzwTAMwzCjlxFlDLJSwXQHPx/DB197pjv4+WAYhmGY0cmIMQZZmWB6Aj8nQw9fc6Yn8HPCMAzDMKOPEWEMshLB9AZ+XoYOvtZMb+DnhWEYhmFGF8NuDLLywPQFfm4GH77GTF/g54ZhGIZhRg/Dagyy0sD0B35+Bg++tkx/4OeHYRiGYUYHw2YMsrLADAT8HA08fE2ZgYCfI4ZhGIYZ+QyLMchKAjOQ8PM0cPC1ZAYSfp4YhmEYZmQz5MYgKwfMYMDPVf/ha8gMBvxcMQzDMMzIZdgbyDAMwzAMwzAMwzBDz5Aag2PFQ6zX62EwGGA2m2GxWGC1WsWP2WyG0WiEwWAY7sMcd4yV52s4GCvXjmVzZDJWni+GYRiGGWsYh2pHo1UZkJVLk8kERVFgs9lgMplgNBqh0+mg0+mQyWSQyWSQSqWgaRo0TUM8Hkc8HkcikUAsFkMqlUIqlRruUxrTXHXVVVi5cuVwH8aogmWTZXMoYNlkGIZhmJHHkBiDo1HZNBgMMJlMsFqtcLlccDgcMJlMMJlMWetlMpms/41Go/hcURSk02mkUinE43F0dnYiFoshGo0iHo8P2bmMN1jp7DksmyybQwnLJsMwzMhBURQYjUZkMhlomiZ+A11jJTlVNU1DIpEY5qNlBoshiwyOBvR6PWw2GxRFQXFxMWw2G/R6PdLptIguaJomog06na5H2zSbzTCbzXA6nchkMkgmkwiFQujs7EQ4HGYBY5iDwLLJMAzDMH3HZrPBarUiHo8jmUwilUqhs7MTOp0O6XRaOEzT6TQAQKfTQa/XQ6fTIZVKiXFVHmNzna7M6GTQjcHREHmwWCxwOBwoLS2Fw+E4ILUM6BIKg8EgUtNIkaTPTSaT+E3f1zRNpJ/FYjHE43GhsHo8HhQXFyMej6O9vV0on8zAwBGIg8OyybI5HLBsjk8eeeQRXHDBBb3+3g033IA77rhjEI6IYcY+drsdZrNZlEVEo1EAXZkyDocDiqLA5XLB5XKhqqoKJpMJTqcTEyZMgNvtRllZGQwGAzRNQzAYhM/ng9frxa5du/DZZ5+hvb0dbW1tYmxlRifjOjKo1+uhKArKyspEqlk6nRbRBuALRZMiCHa7HQ6HAwaDQSilRqMRZrMZBoNBfE7bIe+LXJsUDoeF8mm1WlFWVoZYLIbW1lYEg0HhlWGY8QrLJsOMfgZCObz99ttx++23A0CPIv4Mw3RRXFwsnJk0dprNZrhcLlRXV6O6uhpHHnkkZs+eDVVVEYvFoGkaSktLUVNTA5fLBYvFAgBIJBLo7OxEc3MzvF4v9u3bh88++wz79u3DW2+9hU8++QTBYHCYz5jpK4NqDI7UyIPBYIDT6YTH44GqqiJEToqeXq+HxWKBy+WCoihQVRVutxsWiwVGoxE+nw+BQEAImF6vF9EGqkMipZPC7EajEUajUXQ1TCaTSCQSCIfDyGQycDgcsNvt6OjoQCAQYMVzAOAIRGFYNlk2hxOWzbHJYEcGZEcQwzAHoqoq9Ho9otEoOjs7AQAOhwOHHXYY5s+fj+OPPx6nn3469PrsyQS2bNmCLVu2IBqNwm63I5VKIRKJoKOjA+3t7aK23mw2w2q1ori4GOXl5Zg+fToOOeQQNDc3Y+/evXjjjTfQ3Nw8HKfO9INBMwZHorJpMBhgtVpRWVkJVVXFwKJpmlAyS0tLUVxcjJKSEhiNRpFKZjKZkEqlsGfPHjQ1NSGRSGQphBSJKDQYkuJpMBhEy3uLxQKbzYbOzk7RuKKoqAiqqqKtrQ3Nzc1cs9RPWOk8EJbNbFg2hweWzbFBfwzATZs2YevWrdi5cyd8Pp+I5ANdsj9jxgz86Ec/KrjPo48+Glu2bOnz/hlmrFBUVIR0Og1N0xCJRGCxWFBXV4crr7wS5557LoqKivJ+b8eOHbj55puxZ88exGIxEUGMx+NIpVJZzlgZo9EIu90OVVVx2GGHYcqUKZg8eTKmT5+Ot956C9u2bUNjY6MYq5mRzaAYgyNV2VRVFR6PBy6XSzzwlGZmt9sxceJEVFVVQafTIZFIoL29HalUCmazWaSQ7d+/X+Rcy4Ngob9lKDpBv+X5z2w2m/C+AF3h/XQ6jba2NkQikUG8MmMfVjq/gGWTZXMkwbI5ernsssvw4IMP9nj9vXv3oqGhAZqmIRAIYMeOHdi5cycCgQAikQj8fj+ALllUVRWhUAg+nw9NTU2oq6vDd7/73QO2+fbbb3NNITPuUVUVkUgEqVQKRUVF8Hg8OProo/G73/0OlZWVWesmk0nReTsQCOC2227DBx98kNVBlGrq6X/ZGJRrAzs7OxGJRBCLxdDZ2YnDDjsM06ZNwyGHHIIZM2bgySefxK5du4biEjD9ZMzXDJK3v6KiQnhG6KE3GAxwu92oq6uDx+MB0CUc1ITC4XAgnU6Lgcrv94uwO9ETRZOWyc0rotEokskkgC5BLi4uRnFxMVpaWhAMBpFMJlFWVoaioiI0NjYiHA6zd4UZU7BsMszopLfRwJdeegmJRELIa0NDAxobGxGNRoURGIlEYDQaEQgEEAqFAHTJ344dO+D1erFz504sXboU1dXVWdummkKLxcLRemZc4Xa7kclkEAqFoNPp4HK58PWvfx2rV68u+B0yBDds2IDVq1dj8+bNAL4wAuWpJXIjgnKGjbyez+dDZ2cnmpqakMlkcOaZZ+Kcc87BxRdfjN/85jd4+eWX0dTUBJvNJhy2zMhiwI3BkRJ50Ov1MJlMKC8vh6qqogEF8EVdUmlpKSZNmiSiDalUCk6nU+RbRyIRhEIhhMNhtLe3HzDQyELRW6iBRSQSgV6vh6Zp8Hg8KCsrQ3t7O3bv3o1QKASDwYBDDz0UwWAQe/fu5TnQ+ghHIFg2ewrL5tDCsjl66Is8vffee4hGo2hsbEQoFMJHH30En8+HRCKBQCAAs9mMaDQqmjkZDAb4/X7YbDY0NTWhpqZGyPu9996LuXPnYtGiRQfsh+SP6wmZ8YDL5UIkEkEmk4HL5cK8efNw5ZVX4qtf/Wq339uxYwdef/11rF27Fnv27Mky6qimHoCoq88tsZCX07QT6XQasVgMLS0tePfdd6EoCkKhEObNm4e//vWv2Lt3Ly699FL8+9//Fo3f2IE6shiTkUGak6yoqAglJSXiYQW6lE1FUXDooYeirKwMer0ekUhEpKSR8hcMBkUXps7OTsTj8awIQl/Inf+M2uMnk0lEo1GEQiGUl5ejqqoK6XQau3btEl4Ut9uNeDyO/fv3C8FlmNEGyybDjE76IlsPPPAAGhoaoKoqGhoasrr1BoNBRCIRITNWqxWBQABA17sgGo1CURQkEgmxTlNTE7Zs2ZLXGJSPkw1CZqxisVhgsViEs1JRFJx44olYtWoVXC5Xwe8FAgFs3rwZmzdvxhtvvIHPPvtMTKeUWxeY60zNN7aSkUiyRjLa0dGBpqYmvP/++6isrMSUKVNQXV2NP/zhDzjvvPOwfft2pNNpOByOA7J5mOFjQI3BkRB50Ov1Yo4Um80m6o90Oh2sVitUVcXkyZNRVlYGTdPQ1tYman+SyaR4sKmNLhXQysLR1wk3802ITR0O9Xo9gsEgEokEnE4nampqYLfb0djYiJaWFqTTaZSXl8NoNKK5uRmxWGwAr9r4YDxHIFg2u4dlc3gZz7I50umrg2XlypXwer0IBAJoaGjAp59+KtLByZFisVgQj8dht9sRj8dFdM9gMMBut8PlcsFsNiMUCsHj8SAUCvUoosAGITMWcbvdiEajiEajsFgsOPzww7Fw4UIsW7Ysa71du3bh7bffRnNzMywWC3Q6HXbv3o23334bfr9fdMqWO20fbNyUP9fpdOInV9ZoKia73Y6XX34Z+/btw4knnoj6+nq8++67WLZsGe655x6Ew2GoqiocQMzwMuYig2azGWVlZbDZbFleDWqF6/F4oNPp0NTUhFgshubm5oI1P7KimUtfBshcoZGFj1LTDAYDQqEQjEYjPB4PDAYDIpGIUH49Hg/0ej327NlTsMsTw4xEWDYZZnTRF1l66KGHsH37dvj9ftEMJhAIIJ1Oi3TuVColnCZGoxGJREJEACORCOx2uzAIyRC0WCwijbynx84GITNWcLlcYh5Aq9WKuro6fPOb38RFF10k1olEIrjnnnuwfv16tLe3CxmgDr2BQACapokoHk29lC/ql+9/WabIEJSnqKDP0uk04vE4/H4/mpqa8Oqrr+Lkk08GANxyyy147733sGnTJgQCASiKgnA4PMBXi+ktA2YMDnfkQa/XQ1VVlJaWQlEU8bCbzWZYLBaoqgpFURCJROD1etHZ2YlkMpmV1tWTgaM3g2N3gxF5VSjnmkgmk8hkMqIOqqioCFOmTMG+ffvQ0tICTdNQXFwMg8GA3bt3s8LZS8ZjBIJlM/+6LJsji/EomyMVj8cDn8+Xd9n+/ftx1llnIRwOw2g04vDDDxeyqqoqLBYLQqEQnE6nqPWLRqPQNA2hUAiJRAIej0d8lkqlEI1G4XQ6EQgEkEgkYLfbUXk2C/MAACAASURBVFpaKlLEi4qKoCgKTjnlFBx33HE9Pg82CJmxgMvlEk2VqqqqUF9fj9NOOw1z5szB1q1bsWLFCrz99tvYv38/gsGgGAsNBoPYBhltVOtHDst8KaEy+UowaFu0LvUBMJlMsFqtMBq7TItkMonW1lZkMhm8/PLLmDVrFhRFwbp163DHHXfgnnvuQVtbG4qKitDe3j7g143pOWMmMkjpZyaTSeRBW61WFBUVic6DXq9XzJ1yMG9IvvB3f5EVzHy/yUsjt/SNxWJQVRUTJ05EOp2Gz+dDKpWC2+3GpEmTsG/fPs67ZkY0LJsMM3poamo6oB090BXxe/zxx/Hpp58CgIj4ffjhh/D5fFAUBZMnTxZNYJxOJ+rq6hAIBBCPx2Gz2YSxZ7Va4XQ60dzcjIqKCtGQyW63w+v1oqqqCuFwGC6XCzU1Nfjud7+LWbNm9el8MpkMTjnlFLz00kv9ui4MMxw4HA4Eg0GYTCZMmTIF5557Lo444gjEYjGsWLECn332mRg/5YifPFUSNW0h0uk0DAaDiOLJjWLIGUpGI0Gf0fdofLRarVAURUTu7Xa7mJjebrcjkUigublZOH7Ky8txxBFH4Prrr0dnZydWrVoFr9fLKaPDjP7gqxyc4Y48mEwmFBUVia6EOp0ODocDHo9HRCLa29tFx7LuUsyI/kykS8h51aRQGgwGGI1G8T8tl79DAkw1S+FwGJqmwel0wmw2w2g0QtM0uFwuVFdXCy/MaIauh/zyGSyG+3kdSob7XFk2WTZ7w3A/r+OdTCZT0BB84IEH8Omnn6Kjo0N8bjQaEQqFYLfbkUwmhTwYDAahnJJcUa0TPUepVAoOhwOpVAomkwlOpxPV1dWor69HZWUljj76aJx88slYvnx5nw1BYv369VAUpV/bYJihxmaziSZqs2fPxoUXXojjjjsO4XAYTz75JN577z14vV6RPtqd0zSfk5XIt0xOB6VxkqZ2MhgMMJlMUBQFqqpCVVU4HA7YbDYxDtJ2TSaTqAcOh8NobW1FY2MjAGDevHmoqalBcXExOjs7UVJSMuDXkOkZ/dZUhnvwNpvN8Hg8KCoqEp4Ml8uFiooKpFIptLS0ZKWc9bapRL7PDraN3NC5nJctK5i587XkpqQBEINqMpmE2+1GR0eHmG9N0zQoioL6+np88skn4jujCYPBkKWQ56YtDFb74fGQksayWfh7LJsHh2VzfJFPdm655RZ88MEH8Pv98Pl8aG5uRn19PQCIOkBN09DS0oLJkycjEAhg2rRpUFUViUQCfr8fHo8H1dXVePvttwF0GZDpdFrUCxmNRlFzCwCrVq1CXV3dgJ/fHXfcgauvvnrAt8swgwE5UCwWC0499VRce+218Pl8uOuuu0TWCTknKcJH0T+5REGO5pExR3JL/9O7XB5D5TGPHDiU5WO1WhGLxZBMJmG1WkXWD41z6XRaRPvps9bWVgBddY0A0NjYiPnz5+PYY49FS0uLSBPnGsLhYVS7rfV6PUpKSlBSUiIedJfLhcrKSgQCAVEsSwxERKE3WCwW2O12ABBKI0VHZK8LoWma8LoAXwi0HM53uVxIJBLo6OiAwWBAOp2GzWbD1KlTsW/fPrS1tQlhH+nINVlkLMhKp06ng8ViAQCRYsCMDlg2WTaZ0UOu/F199dXQNA1NTU3wer0IBoNIp9Oorq4W8ut0OmEymUR9YCgUQjweF9NFqKoqOoCWlJRgwoQJ+OCDD2AymUQjGYqwA12KpsFgGBRDEOhyMrAxyIwWUqkUXC4XvvKVr+AXv/gF/v73v+Of//wnfD5flgEo1wfm66gtp4DSuCSvT+92Go9zvytTW1uLo446CgCwe/dutLS0iKweOWqYSqVE5ozNZhNNn6iLcDKZFO+UBQsWYO/evfjnP/8pmuSwQTj0DH7ezyBC7egpJK0oCoqKihCLxYSySULQE2XzYB2ViJ7WKuWG7OW/SWjyFesCX3higC8Uz0wmA7vdLgp0SZDT6TQsFgtqampgtVpHhbIJHHgdSeE2m81ZeeuZTAZGoxEmk2mYjpTpLSybLJvM6CBXlq655hrs3LkT27dvRzQaRTAYFBF8r9crUqI1TUNra6vw9IdCIYTDYezfv180fkkkEigvLxdZAna7HUajEZFIJKuBjNFohMFgQFlZ2aCe6/XXXz+o22eYgcBisUCv1+P444/HOeecgx07duDZZ58Vden07pVlV54eAshO/aS/c7uI5tbHy4ZjLrKDk9JBSX5pvkN6N8jbS6VS0Ol0wvmaTCbR2dmJTCaDZDKJo446CtOmTYPH40EikRDTzXDK6NDSL2NwONPQjEYjSktLYbFYkE6nRfexTCYjilV7G23IFaSerltoudx2lwY7vV4vlCf5M7mGSd6+nL5GXhWr1SqKdWkfmqbBaDRi2rRpQuhGKnLuuZyGBkB4iakVMgDxQslkMrBYLAOmeA53GuVgwrLZ/XKWzfywbI4vcmVpyZIl2Lhxo+j6CUDUI1G3XL/fj0QiIZo9kJFnt9sRiUQQDAahaRoCgQD8fj927NgBTdNQVVWFWbNmiWkkTCaTaLBksVjgdDqhquqgnu/tt98+6AYnw/QHcqIcddRRuOKKK5BKpXD33Xejra1NdLTONwbKKZ7kdMwdu+TlFJWncYqcmERu91CdTodYLCaMQpoOyu12o7i4GKWlpfB4PFBVVaSOGo1Gsd3cqKTJZML27duRyWRQX1+PiRMnwu12Q9M02O12BINBuFyurMY3zOAxKiODlHLmdrtFgSrVIbW1tWWln/WVvnYqzPc9UqhMJhPMZjMMBoMoqpeVzlwvTb5WvqR0ycqrvBwApk6dmrcJwEiAlE35nHPPmyYetlqtACA8x8AX9VrkfWJGFiybLJssm6OT8847D+3t7TCbzSLV0+/3I5VKwWw2IxAIIJlMIhKJIBKJCMMtGo2Kz5xOJ9ra2kQbfOogSgpdVVUVampqRHTDarUiEAjA4/EgHo8PujEIAMuXL8fll18+6PthmL6QSCRQUlKCH//4x2hvb8fDDz8Mr9cL4ECnaK7xR5/J7185dVT+DkUH5Tp6+oz2JXcUlbdJXUPLy8tRWVkpmsiUlpaKvylThkoyyMilY1AURThLDznkEBQXF8Nms6G4uFhk1ND+abxhBo9ROWKTF5GUFofDAbPZjHA4nPWwDQTdbedgSqksqHJIPjfKQG1/ZeVLXkbnYzKZhLImp2vJAkxUVlbC4XD059QHBVnZBL64hlTQTFEjquGidD1SOuWOjqS8MyMHlk2WTZbN0YH8XL7++utoaGjA/v37kUqlxKTvoVAImqbBbDaLtDC6r5TubTAYkEgkRMTYbrdD0zSUl5cjGo2KaLjZbEY8Hse0adNQXl4Op9Mppmeh6PlQdN89/vjjceaZZ/LzyYw4DAYDLBYLjj32WEycOBFvvPEG9uzZkzVRPCEbbbnjXaGu3LLhJ6eV0m/qpp2bPSPvM/c9b7FYRFor/W+32+F2u4VBSO8GihYmk0nRNMrhcIgpmuj7iqKIOkQaa0Z6Vs1op8/G4HCl8ej1XRNYu1wu4V1wuVwIBoOirXVf6GsNUj5BJGQBzhU6uXaIhC/XI5+rfJrNZtGC22q1ZgmwnJZGL4IpU6aMKAEihRnIzmGXc+ApfSGZTCIej4uaJKPRKFKLqEA5nU5nbbMvjMV0NJbNL5azbPYMls3xhSxTK1euxNKlS6HX6+H3+wFARPpMJhPcbjcaGhoAQKSG2u12pFIpxONx4USIRqOiwy5FBM1ms0gfpe8BwNy5c1FZWYmSkhIYjUaoqopIJDIkjYgOP/xwGAwGbN26ddD3xTC9IZPJYM6cOViwYAE2bNiA1157DZ2dnQdkoxBkmAHZqaHdbZ8ifvJnMtRlO19tfDgcFpPD09hGjsBkMolkMgmj0SicR8XFxXA4HHA4HLDb7aLWEOgyfKurq+F2uzF9+nRMmjQJdrsdOp0ORUVFUFVVOKYikQhisRhsNltfLivTA/pkDBYapCndiorEB8PzZjab4Xa7Rc6xzWYT9Qu9ac6QKwCFhK03UYx8DSfkNvS5yiSQHXqXl+XWMFEtDim4qqrC6XQKTyqtJ7cXplxsKsQdztQtyiEHvlDEU6lUVmvk3GtNnqtYLCa8UPK8ValUCslkUkRj+spYUjpZNvPDslkYls3xzT333ANN00Qad1tbm/Duh8NhdHR0oLy8HJqmIRKJIJFICAXUYrHA7/eLe0+pYNFoVCh+NGUERYtJySOHCDWYqaqqgtFoxK5duwb9nBcuXIiysjLs2LEDZ5xxxqDvj2F6QllZGaZPn47GxkasW7cOsVgMwBfGWK4Rly96J1No3Mwd64Bs52nutEI0bkWjUezfv184e6mZjNVqhcPhEFFCMjpJ57Db7WJc9Hg8mDBhwgHlEmeeeSZOOOEEuN1u6PV6UYcYj8fhcDhEBkJfy0SY7hkwDYRCxDabDVVVVbDb7SIkPJDQdoEuD0Ymk8kanPpCf9LN8q0n/y17a0jA6G/yqMg1OXLdjtzMgpRP8gTp9foDGjbQdynPmop2J0yYAJPJJLY/1MjnKk/afTDkFx0ppxRlkbdH6WtjYYLvwYBlk2WzECyb4w9Zpr7zne8AgEjXpNRQGbvdLqJ9mqaJaGAikRAOH0oNl6MCNL0EbYOW0f+BQABlZWWiAY3H44HH4xHRx6GgqqoKN9xww5Dtj2EKodPpUF1dDaBrDr62tjYA2VM8dOcozXXa0bLczBd5eaHPczuT0lioaRpisZgojaBUULvdLjKByPFMTkaz2QxFUeB2u1FUVITy8nJ4PJ4D6gAdDgfq6upQU1Mj9mm1WqEoikg31zQNLperD1eXORgDpn1Q+LaiogJVVVXQ6/VIJBIwGo1Znuf+YDAYhNeAFC754ewNhYRLpr/1TXJdESmZZrNZRGZkxZNSyKiFNxXNWiwW8Zu2JStYVJ9EyNsyGAxCSZs8ebI4pqGulaCW+olEotet9eUaFQAoKiqCoigAkBWVoe1SigPzBSyb+ffBssmyOZIYqFra3vDMM88gkUggmUyK7qEGgwEtLS0IBAJiGggy3mpqamA0GuH1eqFpGkKhkGguQx11vV4v9u7dC4vFkpUeHo/HEQ6HEY1GEQgEYLPZxFyEZrMZqqrCZrNh5syZQ3LuZWVliMfjqK2txbp164Zkn8zo5JRTThnU7VOpQW1tLXw+Hz7++GORuZKLPNer/JvexXI2Bxl2uV1EgfzTNdEYJkcEZYcoNQeLRqOwWq0oKipCVVWViPqZTCYUFRWhpKQEiqIgHo+jubkZoVAIRUVFmDp1Kg499FAcdthhqKioEPumlPOioiJMmDBBOI2oM7nD4UAkEoGiKOjo6BBz3DIDR69H5nxpO0ajMcsjTspSOp1GLBYToV2ag6uvWK1WodiSYkEKWm+QPSm53o/+Dsj5CnJlz39uGprchEKeuJOWUYRFrt+RhZ+ULnm/pNCS0knt/WtqagoWBg8WdCzUEhnondJD50uTek+dOhWzZ8/GpEmTxLbphUUvPbkJRk8ZC+loLJvdw7KZDcvm+OPmm28Wf19yySVZHXSpXs9oNCIcDosIIXULJeMvEAhAURShfFLkMJVKIRKJiOiix+MR26Z1aZndbhepqAZD10Tz1DxiKKFjrK6uHtMdRgeycdd4ZLCfS4oK2u12+Hy+gtFxeUwC8s8lWKhWXjYcC72D5e6huSmjQNc4X1FRgcrKSuHwJDnW6/UiO4hSxdva2oSTB+i6jhUVFWLMJIxGI9LpNFRVRVVVFUpKSrKOo7i4GE6nE/F4XBiZNJH9aGfx4sX45S9/OdyHMTCRQfJy00NISg9Bf8vdh3qrEMipV6SI5Xo9ekpuaJ1+54bje5OGliuAuUptbsMJeT25mYW8Xu72SSmltKzcmiV5fRJgEnzq3FRSUiI8Q0OhdFI0hM6Vjq+nyPeBIi16vR5VVVVZyqWsdMq1WeMdlk2WzUKwbI4/li1bJv6mdvUAhJFH6Z6KoohIIdD1rDidTtEIJhwOA4CYT5DmCAwEAqLhA3UbpR+/349IJCJS1iktlLqOOp1O0cBmqIlGozjzzDOxePHiYdn/UMEGYd8Y7MYlBoMBFRUV0Ov1CAaDWfcpk8nk7fxJyGMQrS9/N9/y3CyQ3DGOfsspozTGxWIx0RPAarVmlRpQBk0oFBLvCEVRhNOJjsFisQjdg94VHR0dKC4uFhlMMhaLRcw5SA7UUCgkMlFGM3RtlixZMqzHMWDGoPwA5jZbyA1TGwwGOBwOWK3WHis9JpMJDocjq3ED5TD3B1nAciMRPaWQVz2dTiMajSIajR5wfWg5KZDUrp08M5RzTcdBAyqtQ8JstVqFVyb3vGSln+7DhAkToChK1r4GU/GkCIF8Lr1B9mLR8xIOh/Huu++KNAqaOJVeSKTE97eb4ViAZZNlsxAsm+OXLVu2wOv1inkxqfaHooGKosDj8SCVSkFRFNE4hlBVFYlEAqqqiqieoiiYNGkSbDabuLdmsxk+nw+aph3gyafoB6WMJhIJpFIpvPrqq0N0Fb44DkpNveyyy3DssccO6f6Hkr7IOTO4kUGj0QiPx4PS0lIYDAZ0dHQcYPzJxlxuiUNudFBeRnKY6/Skz+SplWRyx0T6PxKJ4IMPPsC2bdtEP4BMJiPq/yKRCLxeL1pbW9Hc3IxwOIxIJAKLxYKqqipMnDgRQNe4QNkHoVBIjMV6vR6TJ0/GEUccAbvdLsYOoOselJWVZTWvikajcLvdA3tDhhiLxYKNGzfiwQcfHNbj6HdVv9wdD/jioSNvMM0pQssoSkFpVHRD5YEmHxaL5YA0NAAHeDh6S6EoQ0/S0nLXybcdeSJmeqHIudy5x091S3I0J5FIIJFIiPor8tLSelRUGwqFkEqlsqIO1NmP9qdpGiZNmoTt27f3+9odDKqPSqVSWfe3r95JOcpCXQxlpZPy2eVWy/Q8Dva5jkRYNlk2C8GyOf6Q7+3zzz8vpoEAIKJ5drtdKHnxeFzM+WWxWBAIBNDU1CS+R11CTSYTKisr4fP5cOihh4p6QvqhekObzSYiiPKy8vJytLS0iGPTNA1r1qzBueeeOyTXpb6+Hl6vFzNnzsTOnTtx6aWXYu/evdi7d++Q7J8Z+QxmZDCdTqO8vFxMwk7pk/K4nTsW5qaD5kYPZeMutyxB3gbtX44Eysvo/Sxvr7W1Fe+99x5qampQW1sLna5rrll6v5PzlHSMmpoaeDwedHR0iJTxxsZG7Nu3D9u2bYOmafB4PJg3bx48Hg9CoRA6Ozvx1a9+Fa+99hpaW1thMpnEOFJSUoK2tjZYrVYEg0F0dHQM+D0ZSnKd3cNFr4zBfLUb8mCeL/0q38MnF6pSvjEVqhdC7n5I6Uf9USJ6cvF7uk5uGlsuFDWg9eW/5bxoUsRJ+Mhb0tHRkVV/pdPpEAwGRfcmp9MplgUCgbzeIWr2QBMIu91utLe3D7oiRgon5YTnpvsdDPlZknPX6ZrLdUtUG0fXIveFdjCuuuoqrFy5sq+nOqywbOZfh2WzMCyb45fGxkY4nU60tLQIw8xisYjGDeTNNxgMohmUyWSCqqrCcKRIH0XAKyoqRGdQSv2iKCE5UmRjsKmpCS0tLSgrKxMt6W02G/bu3TugyncikYDf7z+glb1MWVkZPvzwQ8ycORMbN27EJZdcgl/96lcDdgzM6Ka/WS4Hw+12C+crOQhl5Ghgd05SiuLlRhXJ2KNMoXyZJ7nbzN2PnO1DdcTk0EwkEsLQo/RRKpNwuVyIRqNQFAXbtm3Dhx9+iOeffx7Nzc3CkLNarVi/fj3mzp2L+fPn44QTTkB7ezs0TcPzzz+PWCwm9mW1WqGqKoLBIJxOJ4LBIIqLi0X31dHGSGms1u/IYO4DRAoAPRiFOiLRQ01NLCwWC9xuN0KhUF7lQK5JolqXRCKRpVwNFN0pmvn2dbD9k3ItK0/0PVmBos81TUM0GoXf7xfnKG8LgJjIu62tDaWlpaKbE6XlyMqdnCpI92TixInIZDIiVWcwFE8611gsJiYTlc+hp9BLS041k9Mb5esm12PJ+yKFdzxFIVg2WTYLwbI5vtm+fbuIYJeXl2fVDJLzJxAIoLq6WqT0UgozADidTuj1ejgcDlErWFtbC6PRKFK5qOGDxWIRHn+/34+amhrRYIbmLSsrKwPQ9SyQIZjbrbY33H///XjttddE1HvLli2iZf3NN9+Mk0466YDvHH744QCAGTNmIBQKYe3atTj77LP7tH9mbDGYaaIWiwWlpaVwOp1oamoS43Q+A1B+x+bWnsuOTPpNzjiSo3yRPjIg0+m0eBfTNsiJl0s8Hkd7ezui0WhWrwG5izbpDul0GpFIBNu3b8fq1avR2NiY1TyGooperxdvvvkmHn74YVx55ZU444wz8JWvfAWTJk3C//3f/yEUConx0uVyiRIOt9uNtrY24VAdbdA0PcNNj83RQh3d5MGdPMAAsjqIHQyq30kmk3C5XAcIHjWokL3Q+bzMA0FPIw75PDfdHQe1785kuia7jsfjIsWMlEqbzYZkMolIJIKWlhbxufwjk8lkEI/H0dTUhH379iGVSkFVVbhcLuFtoOMkIZIV3okTJ2a9JAaDdDoNq9WKaDQqlO6+Inu1CPk+FGq+ISumBzvP0di5kGUzex2WzZ7Bsjl+CYfD2L9/P4CuiLXc1l7uZEjybrfbAXSlSlNnPzIEAaCmpkbMNUbzgfn9fhFddDqdKC8vR1lZGQKBQFZ3UZ/PB6CroY3cabSvk8/fcccdWLduHRoaGrB161Zs3LgRfr8fO3bsgM/nw913341LLrmkYLOaRYsWYebMmXA6nVi6dGmfjoEZWwymo8rhcMDpdIq0R/k9mpvJk+8dLRt/crqnPL4A2e/efIZjviwNWX8go5OMx8bGRvh8PiQSCbS0tGDXrl34/PPPsWfPHjQ0NCCZTGLmzJlobW3FO++8gxUrVqCxsVGkkcr1+DT+xGIx7N69G8uXL8fPfvYzNDc3Y9GiRfja176GmpqaLMczZSbo9fqsBmajCUqx7S7zaqjo95UrpKD1NAdWfrhJwaJmFAQpmfQ3PfB9EdBcQcn9vDfkergLfZ+UTLnRBEEPstlsFh6UYDAohC+f8OfuN51OIxwOw+/3I51Ow+PxZBXry6kCmUxGKG4Gg0EM5oNBblpCX5VN+UUke8poH7nRmXzPxsHu0ViEZZNlsxAsm+OLI488Muv/UCgEn88nInI09x/VCCYSCSiKgkAgIKaNUVUVtbW1SKfTYn7AyspKmM1mOJ1OVFZWiig4pYtRiqjZbBadRAOBABKJBMLhMJxOJyZPnoxEIiGmeaDv98UYXL16NbZu3SoinU1NTWLbFM3ftWsXotEoLrvssoLbocgmTQLOjG8G692k0+lgs9lgs9lgNBoRj8ezUuyB/FNGyO/W3DGE/s51OMrfz20mQ+SOX7mGpBwx9Pl8omtoJBIR73VFUVBbW4uamhp0dHTg/fffx0svvYRAICAaiskGLx03ZekAXe+nTZs24eGHH0Y4HMZ5552HuXPnwmg0ZjkQaWx2OBxIpVKjbroJekeOhMhgv9NEgfytbCltqLdEIhFYrVYoioJgMAggux07RTUKKWO9QfakyB7+QulmMr1NgaPCWupGKEcDKOJAiiN5SQptWz4WWieZTIoc64qKCqiqikgkIiYCJuQ0AU3TUF1dLdqD5/Mc9ReTySRaDPcH+WUnK686XXbXytwUCEJefzw1rWDZPDgsm/2DZXPks379evH3rl27oKoqQqEQgsEg4vG46AIMQNQIWiwWxONxMdmzqqooKSlBeXk5li5disMPPxyapuGBBx5AQ0MDPB6PUAzJkVFbWysa0ng8Hni9XthsNtFQSa4NDIVCUFUVDQ0NsNlsiEQi2Lt3b48NsnA4jPXr12PLli0ipaykpATxeByhUAhOpxOhUEhEHVOpFH76059i7ty5WLhwYda2qqqqEAgE+jX3KjN2GKyIk16vh9vtFnW00Wg0rxGYS770URov7XY77HY7YrGYaGwmj4dyh9F825WPjZDHJfq/vb0d+/btg9VqRVVVFRRFQTKZhNFohNfrxTvvvINwOIzNmzejo6NDdAuWjbl84zrto7m5GevWrUMgEMB1112HM888E1u3bsWHH34oxgjqhk01zh0dHTCbzSPCuOoJlHGRqwsMBwP6hMvKQF9TuoAu5UnuTieHf3PzqPuKHIWQvSa5BbXdRVd6ep4EXR9SmslLTp9Ho9Fuow492T7VKgFdHhr5+HL/pvMl7/BAI7/UBmJb+aJOuUq/vKyQUjka0wn6C8tm97Bs9m9bLJsjG+r8CQD/+Mc/0NnZKdJBSfkyGo3w+/2Ix+NQVVV4rM1mM+x2u4iULVy4UNTXGQwGXH755fj617+OKVOmiIg2RQjtdrv4vt/vh6qqiEajMBgMCIfDomkNRQ0TiQQqKyuFE6Q3bNy4UXQAdbvdoiNqNBoVqau0v0AggJKSEuzatQurVq06YFtutxs1NTUwm82YN29eH674yOHkk08GAG6I0w8GsxaNGjBRiUK+MSY3Eih/LkcCqekb/VAjF3kczR1P5fdtbmQQyHbi5ZaXJBIJxONxuFwuFBUVwWKxiGlootEotm3bJhw/uampuYag/Dk5EmOxGN5++2387W9/g6ZpOOGEE0TqOfBF85VMJiPqFgd7TsiBhOr1Ozs7h/tQBi4yKKdFUfShOwqlgtEEjLQNKi6Vw916vV7U+PQFOVROUQDySNNDJnswDhZOP5jSSdsnL4bsmaFlcv50ofPqbl+yV4WiNiUlJWICUCoEpvtDqWg0jxS1vx8I5XCwIKGXG37kiwplMhnx7MgvMvncxksUgmWTZXMoYNkcPbz55ptIJpNQVRWtra2ioUs4HEZtbS0CgQD8fj9sNpvoJqxpGmpra3H00Ucf0HzFYDBgtDisQQAAIABJREFUzpw5ALpqBz/44AMYDAYxyTw1kgEAv9+PQCAAVVVRX18v6vbMZrOYaoI6E3q93h5HBX/1q19h586d2LFjhzD47HY74vG42B9FG81ms4gmvP/++ygpKcGZZ56JdevWZW2zuroaxx9/vIgSbt26tb+Xfli49tprAQDLly8f5iMZvej1elitVsRisQHfLslYMBgUjVXk8Yfem3L2Re77lZq3kGFJ71aHwyGct21tbWL71LAr1xCUo3a5zjvaP/1PXT1ra2vhcDgAdBlnmUzXvIPt7e0IBAKIRCJIpVJiSib5/ORxPNcgJP3C5/PhxRdfRCqVwpIlS9DU1IQNGzaIcZIMQWom097ePmq6i9K9GjU1gz0t3KcHFcj2NhRS2HKVG7q59KLO1+SCttuXOpdC3nASLOqE2NPISW/2S3O35YuiyA0sepqCVgjaXiAQQDAYRFFREVwuV5YQ0nqysjtx4kSxbKCUMIoUDESqjRx9yPXS5b60eqKY0zbzMZoaVbBsFt5WT/fLstn/bbFsjh4++ugjUVMXj8fh8/mgqiqsVquIClZXV4vaPUVRRJRQ7gKYD6r5M5vNsNlsorMoNamhbdF2FEVBXV3dAZHIaDQqun8ejM2bN2Pr1q1oaGgQhmcikRARAupkSlF/r9eLWCyGYDAoHBPvvfce7rjjjgO2fcQRR0BVVWHsjkYoBXYkpKKNVnQ6nTB4BhqbzQadTiccg/JYI9cO0nHI0/jkvifpfSsbhm63WxiEclSQxvDciB0hN4TLrRnU6/VQFAUVFRWi3pEM0kQiAZ/Ph6amJmHgyo7O3O3kyx6Rx4lUKoXdu3fj6aefxoYNG3DWWWdh4cKFomkMGaC0H4vFMioMQaDr/WcymUbEXIkDno9T6MHKJdezQQ8ETeCcTCYLbiNX2eyvx1wOnefbfi65Ho2eYDQasxo2ULMK+vtgkYfc/XYHeehDoRAAwOVyCcHJ9cyQkJMnFRjY/Hga3PuKfJxyDVl3yMo00L0CPZ5S0lg288Oy2TdYNkcnVqtVPINGoxEWiwV+vx9WqxUARMoSPXPUUbQnqZvbt29HY2Oj6FALdBmIdrsd0WgU4XBYRBzJcIxEIlnzGvr9fhgMhqzU1u5Yt24d/H6/UKaBrtb3fr9fpKfScdM+zGYzwuEwAoGAeAZfe+01bNq06YDt22w2nHrqqT06FmbsIpdHDBRkmCWTyaz5BbuLmNHn8m/5vUpjCTk5qRaRmqTJjmGZ3IyOfOMnyZder0dJSQncbrcoo+jo6BA1w62trWhra8s7dspGLo2ztD/5fOTvJZNJBAIBvPrqqzCZTJg/fz4mTpwI4ItUUXKe0nurp++P4cRsNkOv148IR82gGYP5vPi5CmauAkXWPaWJ0HYOptz1JhJQaH16+EgB7Mn3e7pf8rBQO12dTifyw3U6HWKxWEFlM9db3tMIRDqdzqoLKSkpER4l+YUhp6RNnDhRKAQDBd3j3t4j+fuEnIrWHXKHQ/mzfNuk6zEeYNk8EJZNls2RxOLFiwd9H9TF0+PxCGeAoihiwniaQsZsNkNVVdGlz2azoaSkpOB2KepNtXpkRIZCIdFRlKZYUVUVfr8fXq8X0WgURqMRLS0tIqoHABdffPFBz+Vf//oXNm/ejH379iEUCokIoN/vh9vtFjWI1PyG0rGokUxVVRUaGhrEpPP33nvvAfuYNWsWZs2aNeprB5n+MdDvX+CLcYqeedkgk8eyfONa7t9ytA2AGK/D4bBofkbIzrhCmULydEO5xqPL5YLT6URnZyfa2tqg0+nQ0tKCzz77DEajETt27EBHR0eWMUjbksccMuJkXYKWy6UTVD/4n//8B08++SQymQy+/e1vo7i4GCaTSdQmU5Mbt9tdcOqYkQSliY6EkohBMQZlDwWQvyi1EJlMRkyGLXub6WLl235/kD0Q5Dnpbt3eRh0ojA1AzFsWi8Wycqi7m+OrP4oaeXLb29thMplQVFQkoiC5nnydTgeLxSJqNAZCCZO9Wv2NEMnHdLBUJTm1Qk5nHO9KJ8tmNiybLJsjjaGY12769OligmYyzKqqqgB03UdS8oLBIJxOJ5xOJ8rKykQUrxCUflpZWSm887t27YLX68XOnTuhaRqmTJki0k9ra2uFs4PmK6P0zksuuaRH5/LKK6+gs7MTRqNRRBjJ2KUaYEod9fl84pwpdTQSiaCsrAxNTU2Ix+N46aWXcN555x2wn7KyMqxYsQKzZs3qwxVnRjtUIzfQkMMxlUrB4XBkvRPllE75/1wnXu57lOYFpuZJ8rQP8ro0tskRfCKfs45+W61WFBcXQ6fTYe/evWhsbMTOnTvh8/kQDodhNpvR3t4udAX5mPNFH2Udgs6XxgAyCEn36OjowHPPPYe//e1vqKysxOLFi+HxeKAoiqiPJEcuObNGMlardUDG34FgQEZZWaHsi6c5NxIhK0HygwQg68HtTTTiYBGHnlrm/Y10yA8/Xat86XsD8YDIUYhoNAqbzQaHw5E3AkFCpyiK8BYPlNLZH69HrrerUIpDvu/15lkcq0ony2bP12fZ7P335WNh2ew/06ZNG/R9HHnkkbDZbLBYLEgkEjCZTMIIc7lc0DQNEyZMwIQJE1BXVyfm7gqFQvB6vdi8eXPe7dJ8g+S4oVRoAEIpa2pqypqL0Gw2izojMlCBrm6ePcFgMGDChAkIh8OigyFNWUG1zTRlBZCd6kodFxVFgaZpomYxEAhg9erVB+xr2rRpOPfcc3t4lZmxBNXDDTSZTAaRSAR6vR4ul0tM+5RrLOVG/uQfIp1OC4cKpZ3Sb3l/tC5B26UmbTT+FHrnUoo3lVPQ38lkUpQeyE7jfA7nfFHCfA7dfBlLwWAQW7ZswXvvvYfp06fjv/7rv0S6u8lkEgah1WpFZ2fnoNV6DgQGg0Fcq+HmoCNsbwv28+X/9kZJkx9W2UsgRwXohnenIMih9nzhdtrXQNU45fseRR5IaMnzQgodKWOF9tkfpVO+jslkEn6/H7FYDBaLRRQsyxEcORoxYcKEPu83F4qu9Be5LqknDUoKpawVikDQsdIzNRoaVbBs9u64c4+BZZNlc6QxFHUuN954I8LhMFKpFCKRiJiPjFJH3W436uvrRWOXuro6ETmMx+P46KOPsGbNmqw6FzIA6fjNZjPi8biYSF5VVWF8ARA1fnv37oWiKKiqqhLTV1x++eU9Og+v14tdu3YhHo+jtrZWdAql2kQ6JrvdjpKSEiFfZrMZXq8XqqqiqakJ6XRadDGNRCLYvn07/vrXv+LWW289YJ+XXXZZj4+PGVv0p766EDqdDtFoFKWlpaisrITD4chywOY6X8kolY1B2ZgjB2NnZycSiUSWMzV3fsFCGTxyNo783tXr9aKDqNVqhdPphMvlgslkElkrNGVMPB4XkUfSE3Kdx3QssvOT9i+PJfIxplIpxGIxtLS04JFHHsEnn3yCKVOm4Etf+hKsVitsNhtMJhN0Op0wWkfynINWq3XEODqHJE20p8jry/VN9GDSg0QKZ77Js/P9Lz9o+RSVfIqnvJ1cD/jBjp3+l4XWYDAgHo9n1SDJBb3dHVs+DqZw5R5PIpFAe3u7UDrl7ox0jelloaqqSAPoL5TD3R9kz5j8kuruGpDHin7nLivEWI5CsGx+8T/LJsvmeOLDDz/M+v/www8X8++pqoqJEyeKyebtdjtqampQX18vjDuqvwmFQmhpacGuXbvw3HPP4V//+hf2798vOnnOmDFDdO2cPXs2Jk+ejJNPPhm1tbUoKyuDx+OB3++H0+lEIpFAXV2diOZ5PB4sWrQob6fifDz66KOwWCzwer1obm7OijBSS3tqokHRkUAgIFJHA4GAOGfqfKqqKhKJBPx+PzZu3Igbbrgha58ejwfXX3/9qJrLjOk/FG0eaKhWvbq6GlVVVSgtLc0y2vK982SDEMgeb+SmZ/Ik7zTm0bghd/+Ux0J5miNqqkb7NJvNKCkpESnYLpcLn3/+OT744APEYjFEIhF0dnYiFAqJKThkY7SQQUjIhq9sBOY6RylltLGxEX//+9+xfft2TJ48GSUlJXA4HLDZbLBarWKqCaCrJnokMhgOhr4y4CMr3cTcEHZPv0tQYWu+6ANtnzwAB9tmTxW6Qt5oGlByoxeFoPXkiT5jsRii0agQEjn9K1c4epJC1ZeIDnlVMpmM6KqWaxiQR6asrAxut7vfypecJtDf7cieo4NtU/Yu5TsH+QU1XmDZZNmUYdkcP9A8f8R5552H2tpapFIp4Qwxm82ora2FqqqiAyFN0A4A5eXlWZ1Fw+Ew9u/fjy1btsDr9Yp0y9mzZ2Px4sWYM2cOTjrpJBx33HGoqqoSqZhkrGmahsrKSthsNoTDYdTV1fUqMrpjxw40NTWJOsFQKCRSWgmqcaRohaqqMBqNiMfjiEQiIm1UURSUl5eLyCUANDY2orGx8YAOo/X19UPS6IcZOVBK82BA70GbzSZkLN+7mcYEGdlYy/2cMk9kBx2lU3o8HpSUlMBu/3/sfXtsW+d5/sM7D8kjHokSKdGmLYeOZbl24sxZigTOpc2lTeEi6bK5a5euHVq0aJANAZoNSNFiBbK1a/ZLN6zFgmTtliJBjGbomrZZMhhomyxenGa250SJL7IU06ZMihQpHYn3++8P9X398eiQupiyZfs8gGGK5/adw/N+33t9XldTTSKNh84pztMOhwNdXV38eXR0FO+++y5GR0dRr9c5NTOTyTStA7SGatdFve1aY1H8XuuQrtVqiMfjfP2NGzdyWxuxnIKyFNYizGbzonX2FwurYgy2ekGXC5FsQFQggHnBoJCw9mXWvjjtlLNWqWmkMNpsNq6vICWtHURlk8ZNip5WyEwmk+6LoPWMLAWtvC3aeyuVSiiVSizQtDjTM6TPTqcTGzZsQH9/f1Mz7ksB8Xel50lYSkRoKWlr2uOuxAiEIZuGbHYahmxeHnjxxReb/n7wwQfx3e9+F+vXr4ff78emTZvYECSiGFKoqG9YIpFgA0qWZSZ+eeONN/DSSy/h2WefxfDwMDZu3Ljg+tdffz0bepS2RZGWQqGAXbt26ZKzjI6O4qmnntK9p0KhwO0jiDWUmEslSUImk+Fr+Xw+OBwOZhy1Wq3o6elBLBbD+Pg4KpUKLBYL90UcGxvj/mavvPIKnn/++aZrP/fcc3juueea6ngNXLkgQ6rTMJnm2aupZnDHjh3o7+9nMhlyuoq1hNo5kdYPLWg+rlQqKBaLkCQJiqKgv78f27Ztw7XXXotrrrmGDTwRYtTRarXC5XJxCmu5XMb09DROnDiBbDaLer3O7WKsVitmZmYW1PqLxq32HrRGIP1NBp/4HXCe+IaM3Q8++ABjY2OQZRlbtmyB1+tlRmSTab4/pMPhgNPp7EhGTSfhdDrXRFsJAOjI26212LU/3kpBHnrgPDkFKU3EclatVpk9SSsQWmWy3XhEJdlkMnFhu1ivI55Hm16lPb/4cotpXrQAUppUqVRqGQERz9nKsyIqY1oBa6Vo0cQgKsY0TlFozWYz/H4/HA4H92RaTrErKdQUZbkQiM+BPF2LgZ67WOTcbt+1NlF0AoZsGrKpB0M2ry488cQT+O53v9v03Z133ok777wTP/3pT1EoFODz+RCNRuHz+TA0NIRDhw5x8/dSqcRG1+DgIFRVRSqV4lTTL3zhC7pGoAhqfi5isV6XW7ZswZYtW3S3xWIxRKNR5PN5NvqoZpDaZiSTSdjtdnR1dWFgYACqqiKdTkOSJMzOzkJRFKiqikgkAkVR4Pf7MTc3h6mpKVaiDx8+vCDiCMwb1K+88gr27duHr33ta3jyySfb3r+ByxfVanVVjEEiOPrggw/w0Y9+FLfeeiump6cxMjKCc+fO8RpEESSTaT7dk5xu2rVc7JdLcDqdcLvd6OvrQ19fHztQKVoWCAQ4xVqsr6P1ATjfi5fW8kqlAkVRYDKZMDw8DJPJxL1EP/jggybnLYHWPW16Kzn46Bi9SKW4D6HRaPAzOXnyJKxWKzNzU61gsViEx+NBvV7nzJu1FiXsRN1+J9Cxt1urGHVa4aRr0I9JucEej4dTvYgSHmgmy9CGoPW80qL33WKx8IuljXjQSykqMHqeGa3STR6eUqmE2dlZVjypgbcoGHrn0YP2+8WiFnpheavVyn+T8JJA0vhlWYbJZEK5XOYUgKWiXq83TV4rhaj4LxZpIYjGATVf1Y6tVZThSlI+Ddk0ZFMPhmwaAJp7G+7fvx/AfG3q0NAQALCRuG3bNpRKJTawhoaG4PP5EA6H4ff7V3TtC4mqkYHmcDi4hyCloqqqygQSwHytoN/vx8DAAABwL7J6vc5Go8VigcPhQH9/P6anpwHMO2colfS9997D9u3bm8bwrW99C/v27cPIyMiK78PA2gfNx52G2TzfcP7UqVO48cYbcd111yGRSMBms8HtdmNychLFYrHJ0UdrHI1LdKwB5x1tNGav1wuPx4Pe3l6sW7cOZrMZ2WwWVqsVHo+H3/t8Po+5uTmO6pEhSmu3NtLX1dUFp9OJ06dP49VXX8X27dtRKpWQTqebHKFa56deZFOb8aHnLKZ9xLWd/icGVavVCkVRUCwW4Xa7WX6z2SzcbjecTiccDgfm5uY68vtdKCgyvBbQ9u1eDmubnjIjKgntvOGtIL584oteLBYxNzfHqR6KoiCbzaJYLLJ3gwpnxbHROcTQs9aDb7VaOfJAIO+5qIjR360UKSrEpXOTp4IagVJ9kvbFJuiNbbnQi0gQiErcbrcv8MjQPVP0wGazwev1cmGymFa3GNopdcu9F7ofMUWxHUjRJOhFIPTGR9d5+OGHL3jcqwVDNudhyKYhmwY6h3vuuYc/X3/99fz55ptvRq1Ww69+9SsEg0FYLBa4XC74fL4VG4LLwYsvvohAIIDbb78dAPCVr3wFpVIJqqoyCygAJoSx2+3weDxcj5jNZmE2m+F2u7ntxcaNGzE5OcltKUZHR7F9+/YFbS1kWUahUODaSRFbtmzBvffei6GhIezfvx/hcBi33nornn322VV/JgYuHuid6jRoPjtx4gR+85vfoLu7G5/61Kdw33334c0338Tx48cxOTmJ06dPY3p6GuVymTMwxNYRlK4pzpfkPCWCqPXr1/Pa4Ha7kcvlUK1WOb2T+nHOzMxwVFCMyOVyOTidTtjtdtRqNXR1dWFiYgKpVAoTExM4fvw4gHmWX9ExqLceiE5f0dlKn8m4pe3k5NGSnonrTiwWw/DwMAZ/VwtNhGwULZUkCVarFdPT0/B4PE39Fy8VHA7H5WEMLgVai1+birZcJVMLeinF81D6WS6XY6Wpu7ubG23SP/JqAOAGnK1eUPqewuSUhkaKpaikUqNcLWWtXhEvCZPVam360dv1F9GLkixH4WwVyRC30z1JkgSz2YxyubwgUlKr1TA7OwuTycSpBrOzs8sKs3eiQJYiGDRu8R1bDPQsaDJpRWnfKTKNtQRDNs/DkM2FMGTTwFJx5swZHD16FOvXr0e1WmUlKxqNIhKJNBmRi+HVV19FuVxGIpGAxWJZUqsGbcN7n8/HhiAhEAggFouxwygej8Pn87HCS6mfHo8HhUIB09PTcDqd6O/v51RRj8eDHTt2oKenB7OzswgGg9yjMBKJYPfu3QvG9sUvfpHrfr773e/iD//wD5f8LAxcHqjVaqsSGQTm57h0Oo2jR49icHAQ27dvh9lsxu7du3HzzTfj9OnTGBsbw9mzZ1EsFqGqKhqNBsbHx3Hy5Ek26sRMGRozkayYTCYEg0HuKVooFDgKaDab0d3djTNnziAajbLxRfXpVquVjc9yuQyn08npmIlEguf67u5uTE1NNfUgFNctrQNZTAfVrotiDT/dB63vtL+4ptfrdczNzWF2dhbbt2+Hw+FANBrlpu6yLMPtdmNmZmbNRAWB+XGL/VgvJTpaia/1lGtDvRdyThFiYSwpEvTi2e12JpQgVqF6vc7Kpvac2heRUt3y+Ty/fKKXg17CpVjzomej0WhwehsJmEj12yqtTIQ2mtIOetEM7fZ6vc6FteI+lIKQy+WQz+dRKpWYspsU1eXgQhU5UtpJKVzO+WjS0eavX20wZHPhOA3ZNGTzasLrr7++ouMOHz6MVCoFv9/P/QApFbNcLnO7iKUSIVgsFqRSKQSDQWYnXQz33ntvU82hLMtNhhq997IsI5vNNlHJFwoFjh4SS2qtVkM+n4fb7W5qSj06OoparYb+/n5YLBZOK6V558yZMwvGFgwGYbfbcd9992F0dHRJ92Pg8sNqEFfRvEntTOLxeJOxYrFYsGHDBoTDYWzcuBGhUAj9/f3I5XIYHR3F3NwcG0piuwkR5XIZkUgEv/3tb+FwODg6DoAzSiRJQjKZBHA+zZTGRwyklNJI8lOpVNDd3Q2/34/Nmzejr6+P6wjFNYGgVyohrsHa78hpTaAx0z1qjcFarYZisYhNmzZhaGioiWWcmI7pHtcK7Hb7lRMZ1EMnUtFEL4eY0kWgH14MlVM9Eb0AxWIRMzMzqFQqC142vfGKLyWltVGxrejpqFQqcLlcTWlZlMet9c7QMeVyGWazGS6Xq+lc7aIMojIqKpvi/uJ+i+2rFS4ArPzOzs4in8+zQp3NZjE9PY1Go8E1PbOzs8v2qmjD+isF3Rd5qOi7xcL8FLmgqMViEQigNRHJlQBDNg3ZJBiyeXUhEolwmuVSQT0B0+k08vk8fvWrXyGfz3PTeJ/Ph9HRUbz44ouQZRnDw8OLtl2gKOLrr7+OPXv2rOheotEohoaGsGfPHuzbt48Jq+x2OxuIfr+fW1hQzSAA/k6SJGY43bp1K06cOAGLxYJIJIJwOMwRxFAoBEVRUCgUEI1GFxDlvPnmmzh69Ch++tOfrlr0yMClRadS6vVAzj9VVXHixAmkUil0dXUxuZLdbsemTZtgtVoxNjaGf/mXf0EsFluQUUFN5umctJ5Q7fupU6cQj8cxPDyM4eFhXldMJhMSiQR27tyJZDKJ48ePM5GZx+OBw+FAsViEyTRfmkBOlUqlAofDgZ07d0JVVRSLRXZKms3nWzroRf5EQ1GM8ol8AiJXgGi8itFB0WlL+wwNDeGWW27Bf/3Xf+HIkSOoVqvweDwLeq2uBdRqtQVZTJcKHZu5aDEnL68e099yQAJCSpKoONG2fD6P2dlZvp54jVwuh2QyycrJYuPQU0Lr9TpyuRwrmHSfRAVM+b50z5RXLobZ6TOB0lRKpRJ7BERlsFWKldabIu7fSlHVHq/dhyIgHo+Hc8jpXLlcDoVCgRe3arW6Iq/KUiM17SBODCuJIIipB+0W69Wc8C8lDNk0ZFMPhmxeXTh58iR+/vOf47777lt038OHD7PyOTo6inw+j0KhwI3cyQkzMTEBVVW5nurgwYMYHR2Fz+fDl7/85bbXSKVSOHjwIG6++eYV3U8qlcK2bdsQCoUQi8UgyzJqtRo8Hg9cLhdkWYbL5UIikYDVauWaP7/fz1EYn8+HYDAIp9OJXbt2Mdvotm3boCgKp50ODAxAlmXdNNGJiQkcOHDgkrZ4WQwHDhy41EO4rEGOhk6D1qBarYZSqYSjR49i//79+MhHPgK3281tH+r1Og4dOoSnnnoK8Xi8KX2yVUYGrZPA+dKH2dlZvPXWW4jH49i5cycajQYKhQISiQQkSUI4HMa5c+e47y6VeZDxR2UYRGpjMpkwOTmJ2267DadOncLMzAxfm8jJxFR/UWcQx0fjp/1oHSddRSRTo/shHYSMQ6fTCZ/Px/9uvPFGHDp0aNWYYDuBRqOxZtJWVy0yKFr7QHs6dT1olSmtxx0AK50OhwOSJDExhSRJUFVVl6hiufcBgL0bdrt9gWKoPb8211mrEJIXv919L4al7LPY8WbzfGNwm83G6XvaMVPKX6lU4me5GA28FpTKt1KIHiWKNqzEeFkqrvQaJUM2DdkkGLJ5dYFSI5955pm2hhrVL6XTaSSTSUSjUX63LBYLAoEA8vk8FEVh5ZAiiBaLBSMjI1AUBY8++ij+3//7fy2vE4/HIcsy3n777aYegwcOHMD4+DhGRkbg8/ngcrkQjUbxV3/1V0gmk6jVaggGgwDm3+HBwUEAYEeOx+PB7Owsenp6IEkSgsEg8vk8R/ooAwCYj5a6XC54PB5YrVaen+j+ent72QgIhUK69/HYY4/hpZdeQjabXdbvcTHxyiuvXOohXNaoVCqr1k9SJCrLZrM4cuQIwuEwhoeHkU6nUa1Wce211+IXv/gFpqameO6njAoRYh0e/S3WcVOd/+nTp2G327Fhw4amdYRYtalGcm5uDl1dXXz89PQ0X5+uNTc3h1deeaVpfdUbj7gui6me4nxO64iYtaKXhaMFZfb09/dztD8cDnM7nLXS2F2LTjhkO4WOGoNaBVEbgdCi3TbtyyseI4I85Ha7ndnpqA5JHJPetRcbk/iZUtNE5QwAez8oFQ0AC6p4HT3FWe/vpbLxacerF7UQhUj7PUUegPkXsqenh+s+Go35gtuZmRkUi0Wm56X8cVIAFksD65Qnv9GYT4cjJXg5JBVAc21Su3S0KxmGbBqyKcKQzasPtVoNLpeLDalWSKfT+OUvf4mJiQlkMhkMDg4y2cTAwABOnz4Nl8vFxAe9vb3YsWMHt5zYtWsX0uk0AOChhx7Cn//5n2N4eHjBdbZs2dJEPPPOO+/g6aefhsvl4p6A0WgUO3fuZMU4nU6zEQoA4+Pj2L17N9544w1IkoRAIABgnkyG6PPFOSGbzcLv9yOfz0NVVWSzWYyPjyMcDnM7iqGhIbhcLoTDYQBg1lJtWwmC3+/Hww8/vKYZRL/zne9c6iFc1hDXkE5DNJSsVitGRkbQ29uLUCiEvr4+Jvp699130WjM1xeSY1CsmxfbS4jjplR8ABxhA+YzBc6cOYONGzdi48aNcLvdqNfr6Ovrw+zsLJxOJ7q7u2EymTA1NcUs2+IUfjesAAAgAElEQVR8TWsV/S2uK8R2TamoegaguE7Q8bSd1lvxnGItI31fq9XgdDq5jyLhD/7gD7Bv3z4cPXqUx77WQEywawEdZRMVv9P+iEs9liC+JKIQao+h+qRKpQKbzQaHw4HJyUl+mZaSeqZN82p1rXq9zoon0dzW6/N9imiMpVKpSdkUz0ETiviyixES2qeVArkSiEonTTb0nIhS32QyIRAIYHp6moXe5XJBURRMTEzweMijQ5ELsUZID6KnaDHltN34xXdpJdEHbW2SyEbZav8rISXNkE1DNlvBkM2rD5TOmclk2ADS4vjx4/jHf/xHbswuyzIikQhH1ubm5pjUaOPGjUxHTymY8Xgc6XQadrsd5XIZoVCIjaTHH3+8KbqiZSB94YUXoCgKAoEAVFXF4OAgEokEHnvsMd6HjMqTJ0/i8OHDCAaDqFareOSRR3D48GH89re/RTgcRiwWg6IoqFarWLduHcu21Wplg5JSq+12O0c2FUVBOByGz+dDrVbDvffe27LpvYivfe1r+OQnP4kf/vCH+NKXvrSMX8XA5QByVHUaohON1qRMJoMTJ04gFoshEAigu7sbzzzzDNfriSUaIpM2MYoC+uuySMBCc22pVMLo6Cii0Si3YimXy1i/fj23WBkfH+cMHBojzdlutxs9PT2w2Wyo1+vIZrPcmoLGQJlB9J3oVBUjh6JRLO4j6iyUEgrMt2UgVtN169bhmmuuQVdXF1KpFHp7ewEADz74IHK5HI4dO4YtW7asOYIns9m8ZgzVjkUGxbqRTqTxiKld7VKDGo2FxAVEtrBa6USNRqPpegBYGFpFDyiMbbPZmKKXlDetJ1yrAC+meOptFyMb9DexOMqyzIoyTUaUG0494Uym8w2txfC+mIMuRlv00AmlTetBWonCKR7f6m8tVqogr0UYsmnIpt49XygM2by8kEgkAACZTIZJUrQ4fPgwjh49irm5Objdbm4PQ4QVRM6USCQwMDDA0f9CoQBJkjiym06n4fP5cPLkSU4f/f73v49AIIBMJoNbb721KdL2xBNPcEpoJpNBNBoFMG9A6mHv3r04fPgw8vk8XC4XR+6OHTuGeDzOUT5FURCNRmE2z/cYJEIMn88Hs9mMyclJZDIZyLIMn88Hi8XCrKkAlmQIEnbs2IEbb7xxyfsbuHyw2iQfNG/Smjk3N4fp6Wmep999911u/i5mrpDhBKBpHaDMH73UTdouZvaQI5XWm1qthr6+PhSLRWSz2aY5mdZEj8eDG264Af39/ZiamsLExATcbjeq1SrXDtL1qD2FmAEijo/GL45VzDIRHae03e12Y8OGDQgGg7j99ttRLpcRDAabWI2pX+Po6OiarRu8YiKDBFK0RIVAfAFXqiSIHvxW5yAhMZvNTK6wHLRT6vS2aZUgYk3UGzcpZk6nk+uo6FlRvyZSkLUK4lIjEO32MZlMXPBP+1EzTorakMeF+sHl83lUKhW43W7IstxUR6WdbCjtoFVql17qwnKg9XRR0TSNZTkQ0xuupuiCIZuGbOrBkM2rCw6HA7FYDA6Hg9M4tYjFYnC5XEin07BYLJiYmIDdbkcwGEQsFmPDSZZlxONxbNy4Efl8Hna7HclkknsBFgoFyLKMcrnMRtn4+Dhee+01fPrTn4aqqvjxj3+MN954A5lMBtu2bcPw8DCGhoYwNjbWFA1sBVmW8ZOf/AThcBjlchmDg4P47Gc/i0OHDiGVSmF2dhaqqqJUKkGWZeRyOWSzWWzevBkAcOONNzLT6Ic//GEAYCOUUlOXg29/+9uYnZ3Fc889h8997nPLOtbA2oYY6eokxCifSKaiqipUVYXT6cSZM2cwMjLSFD2kY4GFdYF0LnG84tqvnZvpeGIHrdfrmJ6exuTkJAAwEzg5etxuNxRFwdDQEPL5PEZGRjA7OwubzYZcLoeNGzey3Il16Q6Hg6OX4lhEI5bGTIYbRSGB80ao1WpFV1cXwuEwlyicOnUKmzdvZsbUu+++Gz09PQCARx99FIcPH0YikVhz0cF26/PFRkdNZT0Pr6icXYjXWFRa9PKN6e9MJsPek3bQpqK1238xxU97LpEAQhRC0cNhs9maaHj1oiVi1EW7TU851W6jSYHSeEwmE/dS83q9nGudz+d5ke/t7UU2m8Xk5CRqtRpCoRB7jcT7EFPqxGtplctOpdPRhCBOmMs5t7Y26WpTOA3ZNGTTkM2rG+fOncP4+Dh27tzZcp/R0VFO+STDkIhnAoEAIpEIstksp3vm83mYzWb09/ezIUhRudHRUXi9XjawyEBUFAWyLCMajSKfzyOfz2NwcBB79+4FAFx//fVLup977rkHsiwjFovh2LFjnOr5iU98AuVyGceOHcO7777LSqzf78fQ0BACgQBHAkdGRhAIBFAqlZi0IxgM4kc/+hGefPLJpustZY70er1N/RANXBmgqNZqnJcMIbGxPX1vt9vx61//GrOzs01lC9o0SpFgTM/xqzW+xDlXPB+tkSLTt8VigdvtRl9fH0feqCWUmIUSDAZRLBaRz+ebjDmxhl1k9BbTWsUaQPqsTXulNhLFYhFnzpzBW2+9BWA+Qjg8PIy7774bqqpi69ateOedd/CRj3wEANDX14eHHnoI3/ve99oSxF0KdGIN7hQ6surqeefppRJf2OVCVMIWS0EymUxMz7uUa2lTtZYylnbnEj9TUS1FRaiXCAkzjVVM7Wp1TVFA20VI9BRSsQdLsVjkZqFerxfFYhHT09OYmZnhguRcLodMJgNFUeB0OmEynafrpTomEkryFJHiKX7Wu4eVQntfK01F046DJrIrHYZsGrJpyKYBAJicnES5XEa5XOZefCLefvtt1Go1+Hw+ZtLM5/MolUrcVkJRFCiKwmlzqqrCarWyo4fYPovFImKxGKemkkHpcrkQiUTg8XhgsVi4cfxnPvOZZd+PLMsIh8OcXm2xWJgYxuPx4M4778Rf/MVf4I477mBmQUpXIyOU2BrJOz84OIjdu3fjk5/8ZMvrLiYzS2mrYeDyAjHpdhrkAKO5U5wLbTYbZmdnEYlEUCqVADTXadP+9E9LCidG3ehv+l/POUj3KRpoJtM8U7fX60Vvby+mp6cxOzuL6elpnD17Ful0GsViETabDZlMhttOiIQ72rmd1j/qoyvWAYr76a2b/f39sNvtTWPP5XK46667cPz4cezbtw8/+9nPEIlEmo697777sHXrVjidTgz+jn14LWAl6+VqoeNsouJLrfVO6914u+/F84rKmh7Ik7AUJj3xPMtNQdOOS2/cZrOZySpERVH0eos56NrICtU3kLeIzul0OpsaebdL/3K73Vi/fj0cDgcymQxOnTqF06dPI5PJcPqM3W5Hb28vvF4vny+bzaK3t5fpebPZLPr7++H1epFKpZq8NeI90e/TaDQ6SuVL907PbaXn1aZNiF64qwGGbBqyacjm1Y18Po9YLIaBgQF+h0Ts37+faeWJSMLj8SCbzUJRFCQSCTgcDgDA+vXrudYlm81yr7JCocC1iGbzPG36u+++i0wmg2AwCFmWoaoqRkdH4XK5kEwmIcvyimj7iZgmEokgEongoYcewuc///lFjztz5gxSqRQURcEnPvEJKIoCu93eVEN5++23o9FoYP/+/fjYxz4GoH3EX4v7778fzz333LLT4g2sTSzVkblcEOGZaKBRxE6WZSSTSUxNTTXNrfTu0f9awi29rBVa+7XEMpT+SnM5gKa1i+Z3cuJUKhVmCK9Wq8jlcpBlGY1GA4lEgsdJxis5XCVJwk033YRsNovZ2VnY7XZ4PB5s2bIFU1NTmJqaQiKRYKcSRfNpjVYUBTfeeCOeeOIJ2O12jI+PY8+ePThx4gQA4O/+7u94zK+99hruvvtuNlL/53/+B7fddhv+5E/+BLVaDW+99RanvV9qrKUsmI6suNrUMPFlWiwdrZWAieFsOk6bQiQqteThb5W6JWIp3vClKKJ6qXAiiUMrL45eupY2XU30foiefbfbDWBe2KjGSfQoWSwW9Pb2oq+vDz09PSgWi9iwYQMajQZPLOTBqVQq6OnpQSaTQaFQgN/v59xxj8eDXC6HXC4Hk8kESZLQ09PDEQxSMOn3ESMTlNpGhcOdmEQvhLHwaoYhm+ePMWTTkM2rGfQeHD9+HLfccotutCMejzdF2GRZxuTkJPr7+5nkCJiv/6GIIDBPTqMoChwOByu4siwDAJxOJ5LJJEKhEHw+HyRJQjqdhsfjgd1uh9/vx/PPP48HH3xwWffj8/m4T+CuXbvwwAMPLOk4otIHoEuiI0LLeLpU3HHHHbj11lvx2muvrTr5iIHVx2oyPopzJjVIr9frmJ2dRSwWYwNLTMPXrsHAQnZq0RDUZtuI+5IzTpzHaV2ktEyr1Qq32418Ps+kUsQSXi6XucURpdOK6y31y123bh3rAd3d3fB4PCy7JpMJZ86cYfKqSqWCWq3GbKGf+9zncNddd/H4w+Ewfvazn7Ws6z1w4ADee+89PPLII2yY7t69G4cOHcKhQ4dgs9nWhEG4ltbLjhiDYrqZqDjppSUtB6JCQ0qOw+Hg82jPT/st5/zLiT4sdZ9SqcRpYGIaAEEU6lbnzeVy3B9Jmz5gt9vhcrng9XrhdrvhdrvZi+JwONDT0wO73Y6JiQl0dXXB6XQiFAph69atcLlcOH36NCvpsViMvbOpVAp2ux2pVAqDg4NQFIW9vo1GAy6XC06nE5VKhZuU0r25XC5IksS09tFodAEL1UogKtJAc479ctM2tIr+WhLE1YIhm80wZNOQzasV8XgcY2Nj+OM//mMmfBkYGODtxOJJ6Zv0nhKRTG9vL9e4ulwuVKtVSJIEYJ7UoVwuc0sKu92OaDSKvr4+jvImEgluWg8A27Ztw+joKCwWCxKJxKKpeC+//DJGRkYQi8UgyzI3kCdiimeffRYPP/xwx59bq7lELzuBIEkS/H7/kuVg165dOHz48IUN1MCqgdr8rBZorhYj5CQPqqo2OSpFplD6X7sW6c2fYjaMnoEono/Sqen78fFx9PX1wel0siOSsgio9l00BLV6QLFYxNtvv41wOAxJkjhqR+ndg4OD2LlzJ+6+++6W/Ty12Lp1Kx5//HF885vfXLDt1VdfBQDs27cPAwMDuO222/Cv//qvuPfee/HGG29gZGQEANDd3c2p8Hqw2+0IBAKYm5vreL1hV1fXmlrnOp6LI760rSbQlSiejUaD2Y70zlmv15kYYrFrkMAsRaHUuw+9xUEbuq9UKk3XWKrXnPYvl8uoVCqwWCzcK61YLDL7YG9vL9avXw+r1YqpqSlUKhWOWFBdiCzL3DRUlmWEQiE4HA643W688847fE2iAk+lUrBYLFwT0t/fz4xwoqJHii1djzw/oiJICncnJlCtwrlSaFMq9FIsrmQYsmnIpiGbaxcvv/wy9uzZs6rXUFWVU0BFQxCYj2a98MILXB9IaVyjo6Pw+XwYHx/HwMAAwuEwkskkBgfnm9EXi0V4PB4+NzWH9/l8mJ6ehsvlgt1ux/HjxwGA00KTySQURUGhUIDP58Nrr72GWq2GW265BR6PBwDw/PPP44033oDFYkEmk4HVaoWiKFBVlecbu92OgYEB5PN5/OAHP8C99967aMRvuWg0Gvj617/etnm7dm577rnn8Pzzzy/p/IcPH14VpkO9dGADy0crY6ETIENOm+pZKpUwMDCA9evXY2RkhKOTVJ5AqZTkaKU6PdE4BBauf3oGI0UkaS4XjTqTaZ5dOx6Pc4povT7Pvk1tmERDVTyvuM5Eo1Ekk0l4vV6EQiF4vV6Mj4/D5XIhHA7ji1/8Isv9UvGNb3wDoVAIjz/+OMbHx3X3icfj+MlPfoJoNIq//Mu/xO23346zZ89iYmIC1Wq15W/b39/flArbaWOQMifWCjrSdF6rVLRSOFeibNI1Go3GgpoU8aWmbSJNeyssVQnSCk+rsbVKTdMyPi0F4vnovsSiXgBMkT07O8vCQ/T5iqLA5XJxrRDlYKuqymlqiqKgUqlgcnISpVKJ01gozD87O4tz586hXq8jFAoxk5XY9JSIKsRUwEaj0TQZdaLuhyYT8XdeqTdFL2Kxmt6+Sw1DNg3ZNGTz8sFjjz226sZgsVhEPB7Hzp072WAjKIrCBn2hUIDH40EymYTdbucm8JTyDZx3ilBdIdUA+v1+ZDIZTExMwOfzscIVDAa5XYvFYkEqlYLf7+dzl8tljIyM4ODBgwiHw1AUBb/61a+QyWTYEUJwOBwolUqcmlooFDiqsn//ftjtdtx///0dNYa+/e1vtzUGgYXzKD2bpWA1KO9XmuZqoBn0zq4GxKwdMbUzkUjAZDJh06ZNuseJjjMam3b+1Ub+RMNTNNwogiden4w8sWdtpVLhKCnNA60cduJaSZ9LpRJSqRTm5ubYmWOxWHDkyBEcOHAAn/70p/HhD38YJpMJ6XQaJpMJ1113Xdvn9/nPfx6f/OQnsW7durbpvG+++Sb++q//Gv/wD/+A//zP/8TU1FTb/WdmZlCv1+HxeJgpuZMgRvO1glWLDFIqmjg56r2o7ZQH8UU2mUxNFrz2RRN7colj0Z5nqVhpGpp4Xe3npULrWRFfGPqblL9GowGHw4H169ezokn7Eatbo9FAoVBAKpWC0+mE3+/Hhz70IfT09GBqagrnzp3jaAkATvmLRqNQFAVdXV2s6GUyGfbQ2u12Vga9Xi9fv16vw+/3w+FwIJVKLfv+tRDpiy9UeLST49XEWmjIpiGbhmyuXbz33nurfo3t27dDVVVEIhHUajXcfPPNvI1aPoyOjnLjaY/HA6vVip6eHo5wkyxHo1E2wChKTg4QIk4hMiBFUWCz2TjFEwAbl7IsQ5IkHDx4ENFoFJlMBseOHYPFYoHL5WIW00QiAVmWkclk2Mgrl8soFAoolUpN/RF9Ph++9a1vsfE6PDyMUCgERVEQiUQwMjKC73//+8t+fkuZt8S5M5PJLGmO8/l8LXs/XgheeOGFjp/zagQxZK4GqIadiGTIsZZIJCBJErq6uni9JuejmEGj937pzcVa5ydlX9A59NJQ6ThyOALNGSDatVbkDtBba+m8xOZLzkuLxYJ0Oo2jR4+iXq/jmmuuwT/8wz9g69atbZ/d/v37ce2112LTpk0YGRnB3/7t3zKxlB7effddvP7667j77ruRy+XQaMyXfeiBSkpcLhdKpRI7oDoFRVHWVJpox95uUVAo7Wox4WmntIkvLr2UxWKxKSIgnoe8FiJD4IWmQi0nYrDcY1Yyhlb3UiqVEI1GUalUEAgEOB0PmPdMSpKEQCCAUCjEi6vD4cDAwADsdjt8Ph8CgQA2btwIv98Pv9+Pnp4eVhQoV9xkMrGnV1VVpFIppFIpJJNJXvQoEqH1PBFWojCKhoQYgdK+ByvFWmJ0Wg0Ysrm8Y1YyBkM2Ddm8HBCPxxGLxRCJRLj/H2F4eJhbS/j9fk4dq1ar3GhalmU4nU64XC421tLpNCtJDoeDI93AfO2cSIBB7yYAbkPhcrlw4MAB7m9I6W8Eap/icrmQyWSgqmqT4UTnpxRVVVU5/UyWZezcuROBQIAjj+l0Gi6XC1/5yldW/BxbsZ/qvfd+v3/R862GIWigc8hms+zc6zRsNltTjTdlctAc7na7+X3TrqFao1BcV8nw0qaLErTOYL35mhiBF4v+EbTpruJ+dG/Eem0ymZoyWEiOTSYTxsbG8PDDD3Pj+1a45557OHIaDofx9a9/HcFgUHffXbt2Yf/+/TCZTPjqV7+KcDi86PpCv42qqh1PFe7q6lozDeeBDkYGRU+uNvrQDq0UBr3v6cHpbaOXvpPe5KWmzmmFs9PX00tnEycCYH5BPHfuHDetJgpvr9cLj8eDer2Orq4u1Ot15HI5TExMoNFoYOPGjZyOVq/XMTExgf7+fvT09HCja4vFAq/Xi1wuxz2disVikyeJjhd7xmjJOWjf5UL0NOnVd11IbdGF/maXAwzZNGTTkE0DAJjwBYCuYitJElRVRa1WQyAQYMMunU7D7/djbm4O9XqdI3A2m41rEKmPIEUVKTpI5DKUVma1WrlusFarYXBwEOPj49yTsFwuIxQKoVqtolwu83iILIbGTZT1Pp8P0WgUExMTfB/BYJCjlJFIhGt7SfaoX+LBgweboqNLhVYxbPeu3n///XjmmWeWfQ0DaweFQgFmsxkej2dV6gcrlQpcLlfTd9R/1uv18twtpnWKhpy4TSyB0EvV1Eb92qWWms1mdiCK39F1tJFycX2hMZMRSNCuQ1pjlYzERCKBb33rW/jhD3+4pGdIWUj/9E//hEgkgrNnz6JUKuHpp5/GAw88gE9/+tO47bbbcPfddwMAPv7xj+PgwYNtI35UD22z2QCsvH2SHtZaTXzH+wyS9xnAAoVzJYs7hcYtFkvbmhTxJaJ9xe/1zrtUZXepEQytUC4Xra6rdz7tRADM57WPjo6ystjV1YVoNMp91SgqQUxQmUwGpVKJUxRsNhu2bt0Kj8fD6TfEcOX3+5FIJFCpVDilhV7ken2eBtnlcqGvr48ngEKh0FJ4xHSCxUC9bkTv0UpxtSqXhmwasmnI5uWB3bt348CBA6tybiKDkWVZ9/eiCFo0GuV3hFhEXS4Xv1/pdBp9fX2Ynp4GADaystksR/YURWFWXbFdBQC4XC425kZGRuDxeBAIBCBJEjevJ9IaWZaZTIOYTCl1i2oaXS4X1w3u2rWLz5HJZJBOp5HJZDAwMMDkSp1uIt7u3X366acNY/AKQKPRgNvt7ngUt1AowOFwMAkMgXr69fX1wePxYGpqakG0j+ZemofJEBTXOvqsNei02TlaPgGqbdc6j0l2xPVNSyJD+2nXEapVJ31Em5qqxaFDh/CpT30Kn/nMZ3Dbbbehv7+ft1HqJgCcPXsW4+Pj+PWvf41IJAKr1Yquri5s2LABzz77LHbv3o1IJIL33nuP65H/9E//FP/8z//MTig9NBrzZRwWi6XjPUMlSWI+gbWAtsbgU089ha9+9atLOpH2JW4XCViKUqb1dND56QUQlTsxBcpms8FqtbKl30pZXEzZbKfsiWNc7n0tBr3QfTuFVxxno9FggoB4PN40fj1vjzhWSvcqFouoVCro7u5uEmq73Q6v14tCoQCn0wmbzdbkTalUKjh37hzm5uZgs9mQz+fhdDoXeD5W4gmhVAKth6kdM2Yr0Hup7benh6eeegp79+5d9ngvBgzZNGQTMGTzSsR3vvMd3Hrrratybur3NzIygqGhoQXbVVVltlv6LUqlEkfyTp8+zUQu2WyW6/moJQVF47LZLOx2OxRF4VRTVVXR29uLXbt2QVEU5PN5ZLNZ7NmzB4cPH0YymUQkEkFvby87Q+i6siwzMRJF+YhUCZhPxSSim4MHDyIWi8Fut8PhcDRFGTOZDMrlMqeSlctlvP766xgeHm5K50yn01AUZcE8OTo6itdeew2ZTAaKouCLX/ziqvxOBtYeGo3GguhdJyCmTzocjqbSi7m5OfT19aG7uxsffPABgOY5UUwTFY0vcX3SzsX0vagX0LEisVi9Xue2LbSGi+uO3twsRg3F72jtFJ3GNAbKUtFm1ADzOsXY2BieeOIJfO973wMArvEj57LVaoXNZsPMzAyve2azGZIkwev1IhAIIB6P44EHHoAkSVzXb7Vacdddd+HIkSNt9YOlEkAtF06ns+MG5oWg4wQyAJpygleqlIlKl3hcKwp7WhhsNtsCcozlYCmKpjhGuo626PZCIQr5So7Vpq2J49KOkTw04qRUKpXgdDq5uB+Y92TQvdrt9gWhdWJGJC+VzWbTTRtbLrTpBhei1F+NxBQiDNm8cBiyeR6GbHYeu3fvXtXzU7RNj2lzcHAQiUSC6/MURUFfXx8rptQQOxQKIZVKcT+yUCiEdDrNdPMA2OAqFAocTXE6najVakx29Oijj8Lr9eL555/nnl50HrvdjlAohFgsBp/PB4vFwmnTREoDgOsXAeD48ePweDzcz7BUKnFqn5YJ1efzIRaLMamMqqo4evQoAoEA8vk8fD4fDh48CI/Hw1HHWq3GBvD4+DheffVVpNNpPPjgg6v6mxm49LBYLOjq6lq185PBRVk0lUoFqqoiEAjwO01kYqJBJxp+tAZojTExU0Q0BMX1SGtkSpIEs9nMjJt0HvHa4pxNf2vJ4gike4jXEs+jdYDSuciAFI8HzpP66JU7kBNrcnISqqpiZmYGH3zwAbZs2YKPfvSj2LFjB4B5Qq1KpQKn09mWWXQ1YLfbryxjUFSM6Mek6AN58sRQ6HKUBa1nHQD3/NB7iUulEkcftNdbruK2mKJM6Vu0OALnmy6vREkkiGH+pUB7vXZpa622a69fqVRQqVSQy+VQLpexbt06VKtVOJ1Ofu5utxuZTKblOcTeZhcK8gTrFTJfiFFBx1/I77WWYcimIZt65zBk8+rG8ePHMfg7Jk8tfD4fPB4PTp06xfV8k5OTcDqdUFUV4XAYiUQC8XgcPp8PLpcLqqpCVVU2LimiVq1W0d3dzf0ELRYLbrjhBnzjG99oumY8Hscbb7yBcDjMaaBDQ0PcDDoYDCKZTAI4z6YrSRIymQwbrW+++SZHJi0WC0KhEILBINLpNNcSSpKEUqmEQCCAkydPYnBwELIsIxaLYceOHUin0wgEAkgkErBYLNxLcWxsjNlXXS4XJElCNptFrVbDyMgILBYLnnnmGezcuRM7duxoqss0cOWgVqutmjFIcyix9QLzTpQzZ85gYGAA3d3dAM6XZgBoWt/ICKR5XVz3RQNRNNJEo5IMUCKJKhQKaDTmmTaJ/E0cK4EMLxHarCCRGIaMP202ici0rXWOksNJm5lD2QHi/uLzoevm83lMTExgcnISR44cQSwWw9/8zd/AZrPh2muvBYBLkq5JrXvWCjpiDGr/Jq+0SDsuYrHIgPgSa70ddG6tEkUvnVi4Kh6/1PvQRh9EZUTrkQ4889UAACAASURBVCHPCaWAXajyciHHL/VYveehDc+L28lbQko8LfJ073oKJdU4lUqlC4oU0NioP107VqvlQuvluhJhyKYhm1oYsmnA6XQiEong2LFjOH78OIaHh3nbli1b8O6773JETlVVbi8BACdPnoTL5cK1116LqakpJmfx+Xwcfbbb7bjmmmvg8Xjgcrmwc+dOvP/++7juuuvwhS98YcF4XnrpJezYsQNjY2NwOBw8N1FKHrW4iMfj2LFjB6rVKvfko7RPMkzz+Tz8fj8rWcQcSsYdOS+InXR8fJzTQ4nkJplMQpZlpFIpjk46HA42gql+UlEUjtxQqmwmk4HD4Vj16O5y8Prrr1/qIVwRoDYoqwGKgAHNaaOTk5MoFovw+/1Nxp92fhSjitRPlv7Wrh1ivaDYe9Zut2Pr1q1wuVwol8sYGxtDsVhsMsaAheuU1tAUyeRIP9DuS/dA0NYb0nfaNhWUqqqNQNL9i/dGz4fqG6k9xokTJ5oM6ksRFQTmHalUMrIW0DHebtGiJy88/VhapU3vswg9ZZKgteDFbdQEWttQeSnX1PPga0Pa4r7kSdETtuVA9HRcKsVHb9zivdPiLOaMt0vnot+8E7S5JpOJyTUupKl1K6wlNqfVgiGbhmwSDNk04Ha7EY1Gkc/nF5BhUB2h0+nEjh07ONo2MDAAq9XKaeCVSgWlUgnhcBjAfF1NLBYDMJ+2abVa0d3dzcaX2+3GLbfcgptuumnBeIjopbe3l2v/iPiF+pFRHWMqlcLExAQzBRJRzbZt2zgiF4/HuUULUfJT2ik1qKdG0sRUShE+OmcqlYIsy0in0ygUCpBlmQlvAHCaa7lc5mPIwFwtg2GluOOOOy71EK4I1Go1OJ3OVTs3rTP0uV6vc9S9q6uraV6nz+T81K51FDmjv7XRM+16Zrfb0dXVhb6+Ptjtdtjtdp7TxdRSMfoINLNSk0GmTVG1WCy6DKR6EJlQ6TxaoiutQUzn1qa+iuu3OB6z2cwymkqluM75YoMYU9cKVqWJk+gl1ip/y0mLEvejH52se71oAXn26OXTU+AWi3poP+spm1arlRnSKEy+XCY9rSKtvY7ei9zuXK32badMthuT6EUixZry1UmgWtUY6eWAE5aj4NG1iJSEGnmLXqSVKvmLpe9dqTBkc+n3pHdtcZyGbBqyeTlCkiQmZIlEIk3b9uzZg02bNmF6eprJiaxWK9LpNFOwm81m5HI5KIrCzJ7Ecuvz+bB161bs2LEDgUCAa/1uuukmfP7zn18wlv379zPTKNXpUYqzJEkcpbDb7cjn8zh69Cii0Sj3Orzpppsw+Ls6R4vFgrNnz7LxmMlkmAiHWkmIiMfjfF5FUXDy5ElEIhF4PB5mRSXDlBrd9/b2csor9VeMRqMcqaRzrQXoGd4GVo5MJsMtBjqNYrG4IJJXr9dx9uxZTExMQJZluN3upnlVazSJ64NoIIoZPES6Iq4VNpsNPT09uP766+H1euF0OjEzMwNVVResu3oRPPpM2T8EsYcgjVP8LBpx2vWKttO4iXdA/I72E9Niabzk7NQSm5lMJrjdbv47Ho8v0IMuBkKhEBqNBmZmZi76tVthUWPwqaeearu9leJHPxw1RCaIIWbtD6gH8cclhZMo17XKERWIk8dc7zxLgZ6SSSCvgiRJ/LJTUfpiED0Wi917K4V3sbFqr6d9TlpFd7Hz0O9Xr9eRz+d531YKvfjc9ZTL5ZBUkHeLUtGIRepCsRSFc7H3fi3AkE1DNg3ZNLBcUNuKX/7yl7o0+cFgEIqioFgsIhQKYWJiAvl8HhaLBb29vXC73XA6nahWq8hkMpAkCQ6Hgz3sXV1dnB7qcDiQTqfxta99TXcsR48eBTDf0sLv9yObzcJqtSIWi6FWqyESibCxlUwmEQgEsGXLFgz+ruZxdHQUY2NjHEmk3ps+n49bTtB7Wi6XUa1WIcsyXC4XUqkUp6KKz4EMwng8zg3uKUJDcuZwOOD3+zE4OMjHkXzpNaRv1aR+NfHb3/72ol/zSgaxMa8WqB8nAO4NOzMzg0gkApvNBlmWmwjY9IhiRONPu5bTZ7oWML8OSJKEO+64A9u3b2djMBqNshNVjAjSMeI/igaSsSkyjor7iWPQM/7Ee2hFqkYGs54BLEKMRor3bTKZmtLiR0ZG2jpPVwubNm26ZNlGrdCRJ6D9Icgb32g0dNkFtalb7by/4gtILzUJjPaFIMpYYGHfkpV4mPV+LCLBoCgEgKYC2Vbj1xPMTkAbwdCLaLT6v9V5xOPFYngxDbDVPbQqBG6FxfYhopNGo9HUTNvA0mDIpiGbBEM2DRDsdjsikYhus+XB3xGr9Pf3c52dx+PhuSOdTnPE0OfzoVAoQJIkDA4OshEmyzI8Hg8ymQz8fr8uc+nPf/5zTuWUJAmFQgGpVAoAMDs7i0QigXPnzgGYjxIODAxgYGCAI3XAPDFVd3c3FEWBz+eDoihMHpPJZDg9VFVVbn1D90DPgaKPlLmgKApHI2u1GgYGBgDMp7/SfefzedRqNa5JTCQSSCaTyGazvL8IgyX38gf1yFwtNBrzPe1MpvNp/IVCgXt5ulwuXjtFQ1BvLdUagGJJiEjgYjab0d/fj56eHtjtdvT29gJAU8SK1gttrZ94ffGcWtA2Goe4n94x4nnbOX/Fv1utm7TuUlTSarVi+/btvE80GgVw8eXT5/OtuayXjhiD2h+tVqtxQSalbBFaeb8XO79YMEvkB+JLQ3+ToiuGwi9EwROVOKp9oDodSjER702EVvlbbU+ANsqg/Uzj0HrfxW0iiJHRarVyj7PFFGcSdlJOF1MQ23lkTCYTEwrU63VdGt5W99IOrSafKxGGbJ6/NxGGbBqyuRZxsbzFwWAQ1157Ld5++228/PLLTdv27t2LBx54AAMDA7DZbByxkyQJgUCgqak8MG88FgoFKIqCYDCIwcFBhMNhTExMIJPJ4Pvf/77uGChaVi6XUSgUOPpGtYflchnd3d3weDzclDudTrPDSVEUbgOhqiqSySQ3sz927BgCgQDK5TLS6TS3wRAVXko9o3RPVVWZeZTIcMRm9tFolFNExSbUZIRWq9WW9UdriULewMpw4sSJVZ2ParUastks19lVq1UUi0Ukk0lUKhWO2jkcjiajUMxmIYiGH20X6/fI2Ozt7cXv//7vo6enB16vF6FQCEePHtU1MLVrlzbC1+rZaA1JkQRGTB3V0wdou6hTiGMS9xOfQSuj2OPxoKenh/dJpVKXRDa9Xm/Hsmk6hQtOltWyGtEPRrnzojdDmxq11IVPTDVbjAGRUkEoN1rsTdJO0V1MAXM6nZAkCU6nExaLBZIkNTW51Bvzchf2VuNb7nm0z1grwK2uJW4nIRIL8EXB1Tte7Dcj1mmJ+eHLBS2ulUplAePTUn7XdmjlybpSYMimIZsEQzYvL6zkHV0OotEo9u7di9HRUbzwwgvYs2cPb/P7/bjpppu4HvD999/nFhIej4ejfMSo2dvbi3w+j1AoBIvFgmAwyGykL7zwgu7133nnHU5Fy2QynIJJETmv18vRfUmSOAJHTejJQIvH43j//fdZ9mk7AMRiMTgcDgQCAW4J4XK5UCqVkM/nIcsyVFXl/zdv3tyUOppIJJg4hlJPC4UCSqUSf0+1lMFgEIVCAYFAYNV+MwOXFhRN3rlzJ6c3dxKiwUQR7FKphFQqBVVV2TFC87dYo6c1COmzaBTS37T2Dg0NYfv27di6dStkWcaHPvQh/PSnP8UHH3zA1xCjanoGoHhtug6tKeQA1o5JvFdxf+18p1cjqHdNOrf2e5JbclhbrVZIkoRQKARgfg7KZDIX3B93JbBYLOz0WitYlcpJ8hTTDyDmQotK53J+gEajsYCNkF5Uka4emBcSkahCq+Bqr7vYS+VwOOB2u2G327lxts1mY8r6dufUKn6tFni9FLKVQm8sekqn+LfedrN5nm7YZDJx/nc7hVP0Qonen5XCZJpPhTOZTFzr1mq/5V5rrYXoLxYM2TRk05BNA+l0GrIsc0sELRwOB9cJbt68Gaqq4vjx402N3mVZ5lYPZDiqqop77rkHiqLgvvvua3n9SCSCdDrNtYHEqqcoCvL5PGZnZwHMR90mJibg8XggSRIbejMzM5iZmUE8Hke9Pt870+/3Y/PmzUxGEwwGoaoqRwWpNQBFNQuFAhu2+XwesViM+xZaLBaOeFKU0O/3o1arIRAIsBFJCl0ikcDQ0NAlqQ1sh7XUx+xKQD6f58jyaqBen2/R5HQ6ed4sFAqYmpriHoBiuirN6yL5jGj0Ac3rHfUxHBwcxM0334yBgQEEg0HYbDYEg0HuL0pjoePEa2kNOXFNEu9DXBMoKknHtuoRKBqcdD49fUS7TSyB0ELMRpIkCRs2bAAATE9PN5WvXEyYzWbdefdSYknG4FNPPYWvfvWrbfehH4R+3Lm5OZTLZTgcDjidTm5iqad46S3+ohJEoEWHXjLRAyAqHcVikSMFes0ktS+MnsJJaVBdXV3o6urSTV9aCjmF3rm1WCzqsBLlaClKq1Z51I7V4XCgu7ubf0txX603hYS90WhwyproIVpJBIJozRuNBntwtOPXe0+WgnbK/+VEUGHIpiGbhmwaWAmeeOIJAMAjjzyCF198EXv37uVtO3fuZOIUAGzsUd2cLMsYHBzEwMAAent74fF40Nvby03rlwLqJZjP5+FyuTgSIssyG3KKorARBoBbTLhcLoyOjiKdTnM7isHBQSiKgvXr1wOYN3iDwSCq1SoikQgbuJQeWq1Wkc/nEY/HsX79eu5nSI4tiiDSOOh4ijimUikoitLUZ3HLli2d/IlWDKqLMiKVnUU0GsXGjRtX5dxi3d3c3BzMZjPcbjdKpRJOnTqF7du3IxwOIx6PsxFE66voiKXziHWC9HnTpk2488478bGPfQy5XK6J8CWbzXKNLrDQSaqNPgLNje/FdURslUGGqThOMtBoX/pO+7+YcaRdE8Ropfid+BzEbTabDeFwmLkSzpw5w9lKq5mFoUUoFEK1WsV777130a65FHQkMkg/rKgQ5HI5ZLNZOJ1OeL1ezM3NLagjWuycWtDx2WwWhUKB09xEz0CjMd9Ym8gkbDYbK0va64rKpfZF93q9GBgYgKIoaDQayGazTbUx9BJ1Qtlpp4iu9CXVUyKXc4zdbkdPTw8Xx1M0ibbrKZwAuIZJ/E77WYSWDYtAYyADg4qoRVyIAFNk7EqHIZvLf16GbM7DkM1Lg5Ua0cvB4OAgIpEIHnvsMdRqNRw+fLjJGPR4PNw0XlEUpNNpbuyuKAoGBwfh9/uRyWSwfft2XYKYdjh69CgymQwikQgzAFOqZiKRYAOLonTEFhoKhZgYhvogkrGmKAqnhmvHQ8Yl1R/SOYH5tFiaO6ilhMPhYAZSigz6fD6OLFKNocPhwPj4OEKhEAYHB3Xv9cc//vGynk0nMDIyctGveTXgrbfe4l6cnUahUIDX6+V5ldKVq9UqPvjgA/T398Pv96Ovr4+blZMxJq6PohFI2T8WiwX33HMPHnvssaY+mKVSCSMjI7DZbJicnMT09HRTf0EC6RGiExFojh6aTOeJyVoxhuutm6SfiKUMNP+RE1N7HjqXNsVUm9lEmUgmkwnr1q3DH/3RHwEAxsbGMDIywrwCFotF1zm9Grj++utXnYxoJegYn6rWO1+tVrlA0uVyLaDkXamyUK/XF1DHT09PI5PJNKWeUT41hcXF64qCo/0fmPcgbNiwATabDY1Gg9OhSKGWJKkpDW25WMpifzE8FXrXoGcjSRK6u7tRrVYxOzvLfcToGDEtDTgvtFrhBRYqm3pKpl4qGTUsJg9tp3Ep0gMuBQzZXDoM2TRk82oA9Rf8zne+g7179+KWW25BNptt2ufOO+8EMD9H+P1+yLKMUCjEUcFwOIxgMMhK61Jx8OBBru31+/18DVmWOUpINYFi83lZlhGNRnkfcgjt2LGDDVYieCEjkt4j0XlRrVZZ+SRmUlLOyLikd7tUKsHn83GEjdhJSckGgIGBgaZaSi0Mw+zKgXZu7TQkScK5c+cQj8cxPj7OjtNyuYypqSkUCgVs3LgRTqeTjxHJZCgiKEb8iPX329/+dpMhCMz3TjSZTNi2bRvee+89ZLNZXme0a7M2Aqg10rRrjkhYoxdVFCFeS4wMikapOAbxOu3WY9puMplw3XXX4eabbwYAvPrqq3j//fc5KngxW0v09PQ0RWDXCjr2BMQIAP1NCieldYjbliNQ4o9NDGNEIZ9MJnHu3DlEo1EUi0V+8WjCp+a02h9bVDzFf+RlKRaL2LJlC/x+P6xWK7q6utDf349QKIRarYaZmZkLmhTavcB6Ye+VKKB6KXdaz4m4n7h/V1cXvF4vVFVFLpdjBZ6Eulwu656jXXqeyColfkcQfyObzQav1wuz2YxsNruownkxw/yXGwzZXB4M2Tz/HcGQzYuP1VI6yQAj3Hjjjbjvvvvw3HPPLdj33nvvZc99OBzGli1bcMfvepL5fD4MDw9DkiQ8+eSTS75+JBLhVM1AIMBRQUq1pFpFImch0qlSqYRQKMTtIwipVAqSJGHbtm18vKqqsFqtbADWajVIksQsoGK/QGofIcsySqUSG5fAeZIcSZKQzWa5/YTFYuH01N7eXu6rqIflPJtOwpC71cPu3bs7fk5ysIlyPzY2BofDgWKxiFQqhZmZGQwPD2PXrl1NTlwyumw2G2w2GywWC6+vqqrCbrczU66I3t5e7Nq1C+l0Gv/xH//RZOyKRpKe01C7FtL+WoZy8Tzi+qaXgaOd87S8A6KRK+oG2vVOJMwB5g1icm4BwNtvv41kMolcLteUsnox4HA48Pbbb1+06y0VHesz2Cp1rNFocJ8iPcVG72+98xNEBiUqUqUaITHdjfYzm80cPRCvp/VSiAyHtVoNmUyGm4ySp8VkOp/7rC187cTEq6doLve4xc6l56HRS42z2+3IZrNQVZV/X/E8FIkRC33p+bUii9AWGIuFyFpQqwAAbXO6Vzud6nKHIZuGbAKGbBo4Dz1SkSeffHJB1AAAbrrpJgwMDGDnzp0IBoO4+eabdWumHn300SVfPxaLIZVKcU9Cn8+Hwd+Rtaiqyu8vNYwPBAJMdpPP5xc0lA8GgyiXy8hkMkzoQkowfaZ5g4hfiHm0VCohGAwCAG9LJBLIZDKIx+Pca5AilfQ3RcQpGkgGoxZiM3sDVwaq1apuL8kLRaPRWOBYo7pWs9kMVVVRLpfhcrm4Qby4/jmdTjYGHQ4Hp5yqqopsNosDBw60vLYkSU2s1OI6LBK/tIJeNo824qZNOxX319b/0f9kpIlpqFrHpV7doPgdka0N/i6N+8iRIyiVSqhWq5eMPGYtYsmjale4r/1hySrPZrOoVCqwWCzo6elp8g7oHb8UkOevVCpxdMHpdMJkMmFmZga5XI5fmnK5DLPZ3EQvTYIjXpeo6e12O/d2SafTiEajiMfjKJVKKBaLcLlcmJubayJM6KT3Tfsc9JRCPWVd7zgx1K69X613RntOi8UCr9cLn8/H6Xh0Tnq2Yq8yUjqtVisLlyisogAvVRBo8RdrwrTQu/cLxeVIUGHIpiGbhmwauBA8+uijuP/++/Hiiy8u2PbAAw/g3nvv5WjI6Oio7jmWKm+hUAg7duzA5s2bWdmjtE4y1ID5+YR6+AHgusBsNotkMsnzDEXr7HY7G45Ac8qn3+/nVM9qtcqMoAD4PAMDA8wwGo1GsX79eiaNyefzyGQyTLzV29sLRVHYMGyF5dZSdgKGE2Z1EY/HuW69k6hUKlzHKmJsbIwdgNFoFJIk4ZprrsFXvvIV3HDDDdwmqtE4TxC2ceNGXH/99RgYGEAqlcKxY8fw4x//GHNzc7rX/s1vfsMyqBfd04O4H60zjUaDa9a1TkotoYteBJL+1itnoAwn+l+7lorHa+cij8eDcDgMYD6tm2oJS6USTCZTWxnuJG677bYlkdtdCnTERBULWKm+pNGYJ4ugl5uKxIEL99bncjnMzc0hm80il8vxw63Vahz2JcEolUqwWq3o7e1FX18furq6+DxUL2U2m5HP55HL5VCr1VCpVNgTE4lEMDU1xV6ber2OTCajGybvNPRSvfQ8KiJExVDcbzkwm81cW1GpVDjCI0Z9xCgDeae0L7kYXSBh1yqOevVIZrMZfX19nMJDERADy4chm4ZsGrJ5+aHVO7Sa+MlPfoIXX3xR1yAUoWXMXK6RTmQrqqqiUCjwv0QiwX3+UqkUgHn2xmQyCZ/Px7VPlO4JnG9cD4Br+Eg+yGkRDAaRzWZRKpWwefNmFAqFprmvUCggFAohmUxyOigp2ASLxYJyudxEOEEYHBzUjaoCl4Y8xsDq4vXXX4fZbMatt97a8XO3ilSVy2WUSiXEYjGMj4+jp6cHf/Znf4YvfelL+PjHP456vQ6bzYYbbriBGX2PHDmC//3f/wUwnw3gdrvxi1/8Qle+f/Ob3yCfz8Nkmmf8FI05kSRGBKVfa9M227V5IIj70nVa1SGSk1P8X4tWGVCULUSZLMC8MU9Ed+VyGSaT6aIZaNdccw1mZmYuyrWWi2UZg4tN+lpPd6PR4EmXaHLFfVcKEozJyUnMzs6yANHLI77E9IPbbDamoq/VarDb7ezZTiaTUFWVlVNSkMjLMjs7i1KphHK5jGQyyYQNq7VQ6+VUtxISEcvxxrcSVBJQWuwqlcqComlKARSPMZlMuhNZq7ojEdrvrVYrPB4PzGYzF/G3uq9OFnRfzpEHQzYN2QQM2TSwchw8eBBvvvkmvvnNb+puF78X08geeuihJV+D0puB+XRRVVWRTqe5NQ2AplpCSgUV0+coggGAmUGp1UM6nW5K1ySCGGpjQbWJdJ1yuYz169c3pc6WSqWmsZAzhVJSgXkj1OFwQFEUlMtlTkHT4mc/+9mSn00nMDY2dlGvdzWC2DbFNXO1US6XUalUkMvlcOzYMe5Rd+edd+KjH/0oMpkMgsEgSqUS3nrrLfzbv/0b/vu//xuRSIRTqt1uN/fl3L9/P5/7pZdewpEjR5rWCJq725UVtDLKRIg6h/Zc9B3NI2QQ0jY9A1HvWq0yc2ibWNYAzM87+Xwe5XJ5WRkxF4oPfehDkCRJt3ZzLaBjT4EERPQyNxoNbuxoMpnQ19e3wIuwElBUgZQh4LyS4vF4+NoUAZmdnUWlUuG0Kp/Ph3K5zN5Hyh2m3GwqvHW5XKjX60in0ygWixgbG8Pk5OQCxaqTiqcYNdCmi7VSMsVnKX7WG5d4rlagBt6UlicqmCaTCZVKhZ8BRR4oB1sPenneYkRCC5HUhGpI9MZrRCSWBkM2OwNDNg3ZvJLxox/9CPF4HKOjoxgfH1+w/fHHHwfQ2lmx2G9eLpcxPj7OdXdEbEE9/FwuF4aGhji9M51OM6MoNY+nuj4y7FRVRSKRYAPQ7/cjmUyiXC5zk246DxG/AODUUZpvJEnCwMAARwCJabRarSKTycDn88Hv9/OYiViGvqcUNC1+/vOfL/n5dwI0jk6myBtYiEKhcFFrv/L5PM/tY2NjePXVV3lbpVLBF77wBZw9exb//u//3jSXk5Pl2muvxXXXXYddu3Zhbm4Ozz//PCYnJ/GDH/wAf//3fw9VVXXr8MR7FKPheqUGolEmOn3FEhW9dZMgvrPiGqQdhwgxZVR7LKW8ms1m7j0KACdPnkQmk2H25ItFHrNr1y40Gg0cOnToolxvuejo26wXws3lcuzVo0n/QkAvWbFYZHpdk8kEl8vF6UukQJKiRIXp5XKZx2OxWJi2l15sYjaUJIm9hqVSCYqi4MyZM5iammKlajUjD1oh0YtGaCMTevu32qZ3DToneVDpOVKfJdFTVCwWOeeaUvkofa8dSDBb7UdC39/fzylqyWSy5bNu9TwMLIQhmxcOQzYN2byYIIPsUhjWd911V9vtX/7yl5v+1iNPEbFv3z4cPnwYsVgMx48fRyQS4RpBn8/HChnV+Nntdo74U2sHisKR/FutVjYmVVWFy+VCNBqFLMuQZRmpVIpJX6gWUTQIxfpiamdBqW/JZBKFQoGjf7VaDel0GhaLhdtbULbCjh07dO//s5/97JKft4HLC//3f/8Hi8WCj3/846t6HUrLJ0dIoVDA7OwsTp48iZdffhkAcOjQIbz11lvwer3weDzo7e3l44lRd9u2bSgUCjhz5gxOnz6NPXv24KGHHsLzzz+PVCrFa7JIqqI1wvSihOK6oU0n1TpKtVFA2kcP7aKB4jqp5TrQRiCtVisURcHv/d7v8XdnzpzhUpbFan47CWKFXavouDEootGYLybNZrNoNOZpYd1ud0eUA7FJJQCe7KmWhq5PLweRVzidTjgcDu4VRAuF2+3m7yhSYbfb0d3djenpafbC60EbAbhQtAq1t9tXjDhoFTG9f9rz0vd2ux2SJLFiqU1Fq9frLDxUoyE+53ZYbDudU5ZljnKQsaJ3rDgmIxLRHoZsGrLZDoZsrj1s3rz5kl07Eom0rHd78MEH8fTTT/PfjzzyCI4ePaq7b6FQwMsvv8yMnuVymSNwooFGBhwZfACYWIqMMKvVinQ6jVqthlQqBY/Hw6nuFNELBALMBtrb28tRvnK5zJ+pcTxwPtJN0UVKSyVZo/0lSeKWFsFgkB0zPp+vJZHIvn37Vvz8VwJDzi4e3n//fVQqlSbDazWgKAqmpqY4+lapVFAul6GqKsvcli1bEA6HEQqF0Nvbiw0bNsDv96OnpwcbNmxAd3c3Jicn0dPTg8HBQezduxcvvvgiTp06BVVVm9YnWrf1Im16jsJ2qZ9aRycZhHpZNO2gjR7qredkGIoGIukU69atw3XXXcf7Tk1N8frZaDQuSr3gTTfdBKvVymzHaxHLNgYXq92oVqsL0tGSyST3GaPePISVKmmkzBIDodvtZmWIikPpxSQhosgCsZN1d3fD5/MxVTWloHk8HjgcDvz/9s48OM76Oc8C+AAAIABJREFUvOPfve/V6vCudVmyhW3EYcwR2QQT27ExnZojlIQEQhoYyDBtJ9PM5I82zHRIZ1rokGRCm0wz04FCB1ImEHMfgeIDQwmm2LGx8W1LlmSttNpd7X0f/UPz/Pzuq93VarWXpOcz47G1++77/rTeZ9/n+T3P8300Gg3Gx8dnDLGerYa5WhTKIpSy0zIbCoUCZrMZzc3NYoaY3+8XO7F0rVgsJnZMgemZY9FotCRncrbrKxQKNDc355QAymemFWM+ZRuLoSeJbZNtk22TqRQ//vGP8z5O8wjpc/7LX/5yhqgMMN2D+M477yASicDtdoseU5fLJUq9tVotEomEKAdVqVSiSoEUhG02G4LBoBjsTkIwlDWknj46PymKUoY8kUgglUrBbrcjGo3C5XKJEtJgMIhIJJKjDEobKul0WpREt7W1QafTiTJVYDqbWI15c/OFM/G14fTp01XvG6R5wADEZipV0VDvWX9/P26//XYAwDe/+U18//vfx/e+9z2sWLECa9euxbp167B161asWrUKDocDTz75pAhmgdx7l1QQhp6TZvXoOXnGUPqZyxdQEoV6DaVCMvLXyitt8r2W1iEPBDdu3Ii77roL11xzDQDgzJkzGB4eFlUB0lmN1eTyyy9HJBLJ6dVsNCpe9JxPyc/v98Pr9QIAWlpaZsgtl/vlFYvFoNPpcj6kGo1GiElMTEzkOJzJZFKUpdhsNnETUSgUsFgsYucQmO5vcDqdRbMOciqZgZCes9C/5f1H0hS69LFSrqHRaGAymWAymUQ/xtTUlOg3oy8FaSM/DUgtZVZLsRI0wmg0or29XShIjo+Pz+hnYsqHbZNtMx9sm42L/HNUS0qdkXfixIm8j+/atQtDQ0MYGhoS9iztx6M+HhoJ0d3dLTJ9drsdAISCqM1mQzQaFdnDs2fPwuVyifmBFotFiMlEIhFRTi4NLkOhkMj4UdknjY0IhULweDxwOp0Apnu0qM+wvb1dBKMkR2+z2TAwMFDwPXnhhRdKfp+Zhcn//u//IpPJ4NZbb63aNajCg6CKjEQigYsXLyIUCmHt2rXYvn07br/9drS1tWF0dBRarRabN2/GhQsXYLPZoFAoMDw8jMcffxzHjx8XG4lSsTFpNYc0oKMWBXpeWvVDmf1s9lLvnvS88ixgoe8xaQkpHSf/k0/VlGYgSgNCume2t7djYGAAX/nKV8Txr776KtxuN6LRaN73txrQffvIkSNVv9Z8qEoHrPQ/i3qDSIJcrVajubl5xu5DOdAuhjR1TL0y1PhNc7BIcEGr1cJqtYosiE6nQzQaRTKZFKVoNLhTuqsu7+8p9HuX6uDN5/lix8ud3lKuRbsoer0eJpMJ2WwWgUAAsVhM9CQBECl1+j+lXd1CyHePZnMcrVYrzGazuL58ACszf9g2i8O2mR+2TaYQ/f39Mx77r//6L1GGTqIrlAGkeaRDQ0MwGo1iYHwqlUJraytSqRSi0Sja2tpgt9tFho6qBNLpNDo6OmC320VJJwARMNLMUgAisxeJRER5KgAR0FEPbmtrKzo6OkTWj55rb29HOp3O2ZBqbW3F2rVri86Z+973vlfR93g25lt9wJRHKpWqWqko3T/lAic04sTr9eLMmTPi8XvuuQednZ3o7u7GsWPH4HQ6RVlzW1sb2tvbcebMGdG3Jt+YlH52pMEcIW93kK5LmvGT9uVK2x6KlYfKf8dSWiikQSjdv+jaer0ea9aswZo1a7Bq1SoA032eX375JQKBgDheGgxXi5tuugnZbLZgKX2jUFYwOFvZjtyxyGQy8Hq9QhGQyo2IUr/A8p2XFIOkHzTKLCSTSUxMTMDn8yGZTCIQCCAQCECpVOY02nq9XtGATgOsqfwsnzHIke7Ol0Ipjqv8esVeIy1JK/T6QlDvg81mE2VowWAQbrcb4XAYqVRKZHei0ShSqRTi8Tj0ej1isZgYHk7I68ulPxcTp1Cr1Whvbxc3+/Hx8ZrNfllMZWhsm7mwbbJtLhbqkR38u7/7u4LPFcq2//GPf8SBAwdgs9kQiURgsVig1WpFRoP6B30+H1wuF+x2O4LBoBBwiUajMJvNmJiYEMGZz+dDJBKBTqcT55BWCgDTMwnJGSQVRRo1oVKp4PF4RPUBBaGU/aOh8sFgEL29vSKrSCIT0n5Ci8WCq666quD7UihTWi2kpf1MbfnTn/4Eo9GInTt3VvzcmUymoKhbOBzGxMQEPvjgA6GKCUz386pUKrz55pt48803cd111+HLL7/ENddcg7NnzyIQCIj7BpAr8kKBFTBTzEyaNZQHdsWqXeSvk0PXo6BMLggjP5c0aJTeS+keplAoYLVacfXVV+P222/Hhg0bxPHPPPMMPv/8c1EJRSXk1aSjowOdnZ3w+/1VvU4lKDszOJebNJUrkfqcVqtFe3v7nOt18zksWq0W3d3dUKvVoslcpVLB4XBAo9GIHZRYLIZgMAi/3y+GV2ez07NiHA4HOjo6RA+MRqNBMBgs+MGWk2/XQvrcXI6Xv64U5zGfY1pK1oHmy5GjabVaRXNyKBTKKUMDgEAggGQyKRxEqbM5W6nZbNkHm80Gq9UKhUIhAgNpacBszMXhl7IYnU22zUuwbbJtLnSqne255557Cj735JNPFnyuULb9k08+EUHZyMgIhoaGMDo6KkaRuN1uUfppNpuRSCTQ0dEhMnsUeElL1mn2n9lshsFgEAEQBXTUy0c9x9FoVJSLAtM9f5SRJOeZzqFSqcTxvb29SCQS6O7uFmshkRmDwYAtW7Zgx44dRd/PK664oujzlYZ6HDkrWHsOHz6MVCpVNEtcLs3NzWLzIl9v4rlz57B3796cMRMAcMMNN+AHP/gBHnvsMVy8eBHxeBydnZ3Ys2dPjlJoOp1GKpXKqTChkkv5fZA2deXPEfkyePS4vARUTj7FUvl9U5oBzDcCi0pDzWaz6BPctm2bOMdbb70lAkEKAGsxUmLz5s1Qq9UN3StI1G5QCiBmmWSzWTQ3N8NsNovnyv0iowyEVKWI0sTURB6LxcSuJO1AApd2I2gtFosFLS0tyGQyOTsGc8kqFMoE5DtXsRKySly7EHSMTqeD2WyGyWQS75VUcleu/EROul6vF+9hqRTLPCgUCrS2topjaP5dsZ1w+fn4Rjg/2DbZNguthW2zcfjkk08qfs5z585h06ZNBTNMn3322ZzOl06nYbPZhEiLxWJBPB4X2T3qG6beIrfbjWAwCK1Wi97eXqH2KVX8pMcpcCRIZAq4FBSRSmlrayssFosYKB+JRMTcTcr8kRAS9S3SqAoSp5HO1Ozo6Cg4T5DgcRJLDxJEu/zyyyt6Xurr0+v1aGpqyrtBOzg4iL1794qfg8EglEol/uIv/gI33XQTNm/ejPvuuw+BQEDYgfT7OF8gJt3kk37P5xN/oUBR+rP037MFgMU2FKWbp3SefAI2dB/U6/Xo6urCxo0bsXHjxpzf69NPP8XExEROFrUWJaKk0E7ZyEamJsEgOQ+BQABTU1MApmv5u7u756Uyl81mxbwf6j2ia6nValitViiVSiQSCUxOTiISiWBqagojIyPQ6XRCyp52zql/wOv1FtzFL5SRKJQ2lxtEPicqnwFJjyu1PKhUR1OhUMBgMMBqtaK5uRktLS1QKBQYHx/H6OgovF4vkslkTuo+HA7nlC2UMy+l0P+12WyG3W5HNptFNBrFxMTEnDIPAMtqlwvbJtsmnScfbJuNAX1+brzxxoqf++DBg/j444/F8HU5GzZsKDmgP336NIxGowjoOjo6YDAYkEgkRDkoCciQ+EtbW5sIFicmJkQ5Zm9vLwCI4yjYo/LpK664QqgWt7e3o6+vD5FIRPTMktpiR0eHUBmlMk9SJQaQIxQDTDvU7e3tMBgMiEQisNvtGBgYmFU59JFHHuFxEkuQV155BZlMBtdff31Fs02RSAQejwfRaBTRaBTLli2bcczJkyexa9cuPPfccwCmN0JWrlwJs9kMs9mMdevWYdWqVXj55ZeFMinZskqlmhFkATPvm3TPlN5H891Ppcj7CaUCNEBuWag02ydfi/x80swlrUOj0cBoNKK/vx+33HILvv3tb4v36sSJE/j7v/97/Pa3v80JBvV6fdWDwTvuuAPZbBbHjx+v6nUqxbyCwbmWo2UyGVy8eDGnP6m5uVkcU84OMg2tpjrofB+4TCaDUCgkmtRpDpFerxdCFfShnJqaEopmtO5iX7h0Tem1pR9UeV9TIeez1CxFsXXM9jxlZkwmE5qamtDc3AybzQalUonx8XGMjY2J95KcPaVSiVgsJvq56L2cD1JHknZzNBoNkskkhoeHhThGtVnMZWhsm2yb5cC22fhUMwCYa1ZZDmX0EokE3G53TjbO5/NBp9PBYrGgu7tbZBCDwSASiYQo8SS1T5/PB2C6TNnhcIgyc5fLJb4raBxEW1sb1Go1ent7YTabYbPZ0NXVJWYE0qiK3t7enPLQ3t5e6HQ6dHR0iJ5CnU4ngtWOjg7ceOONeUdnSPn1r3+N//iP/5jXezcfOPtePxKJBA4ePAij0YhvfetbFTsvtUVQj3whZeipqSn867/+q/hZp9Ohr68ParUa4XAYL730Evbv31/wnibf3JMHfPJ/SymU/ZOej4I70hCg4FA+F5Aek19TqVQKQToqV6XndTqdGCr/53/+5znv/8mTJ/HTn/4Ur776qmhHAaYVRGsx/N3hcGBsbAwff/xx1a9VCWpWJkpZgVAoJHb3lUol2tra5p2BCIVCiEQiOTsXiUQiRzUolUqJXhsquaJjaR6aQqEQJSREqWnvQtmKfJkE+bHV3t2TOps6nQ4mkwlWqxVWqxUAxHgB2lWVO8mk3EiN9vOVk5fWfJPjC0w3RZOyJVM72DYvHce2ybbZqNTb4b/22mtnPSadTqO3t1cIRRmNRtjtdlHaGYlE4PP5RAkcBZ80548yd6Q+SplE2iSi8RH0WmlASeelOYP0HJVcA5fGWFAJKwk0xeNxIVZDwWJvb29JcwRff/11/PCHPyzrPZ0PpfYgM9Xniy++QCqVgl6vr+h54/E4tFotlEqlKPOUk0wm4fF4cPLkSfFYa2urqLAZHBwU6s+FVDvlyO8z+ZBmEIs9Tz3p0t5Bee+fdC0UIMrFzuTr1uv1aGlpwYoVK7Bx40bccsstOdnTF198EUeOHBGbTbSeQqI8lWTLli0A5l5iX0+qP2RDQjY7LX8+NjYm5OPtdjvGx8eFKEE5pFIpjI2NifrqdDoNl8slshzkIIVCIbHz5/V6hcMFXPqwFZvLJc0ySP+WOpX5dl9m22HJV+5W7DX5ep8KObHkaOr1ehgMBlF/brVakc1mMT4+LhQbKSiQZh6SySTC4bAo6auk+pJGo0Fvby/0ej0ymQxGRkbKlqyXzsZh5g7bJtumFLbNxkb+OawFpUijk5hLe3u76BF0uVxobW1FKBSC2WyGy+USpZrRaBTxeBzRaFQEgC6XC8FgEK2trSKwBCAEL+jf9DipDft8PthsNvh8Pvh8PgwMDIjgkmYKrl+/XvQYulwuHD16VPQHptNpjI2Noa2tDQMDA3lLZvPx7//+7+W8nfOCN2Uaj6GhIaxatQp33HEH3njjjYqcMxaLlZTFCoVCePnll/EP//AP4jGTyQSPx4PJyUkxszebzYrNFGnpZ777JjBTVVR+jPQeLkdeaUOvzWQyYvSLWq1GOp2GQjEtfEb3m0QiMeN+T+egNpPVq1dj3bp1WL16NXbu3Cn8hFOnTuHll1/GW2+9JSpZ6D00Go2iXLZarF+/HmvXrkU4HC55VmsjMO9g8De/+Q3+6q/+qqRjaWcgGo1ibGwMXV1dUKvV6Onpwblz5xAOh+e8I08fkGQyibGxMeFcUW9SNpsVN5FkMolgMIimpiYx/8hms+XsWJBKH5BbZiYl3+P5ys4K9SzJX59vF0a+Bvq3QqEQg3MpfZ5MJnPUBen3oWyDVquF2WwWimh6vR5+vx9TU1OigZ6cTfqSUKvVyGQymJycFM5cIBAo6f+kFBQKBbq7u0WDvtvtFj1rpWQ35O+39L0rhaVQhsa2mftYvp/ZNmfCttm45HtvGwUa+bBlyxYcOHBA9Ai2tbWJ3juXyyVKLikTqNPpkE6nxbw/ChYpyHO5XPD5fDCbzfB4PGhtbUUikcDQ0JA4Bw2Gj0QimJiYgMPhwMGDB7FmzRr09vbmLfO02+05ioNzJRQK4fHHH8fu3bvLPsd84axg47B3714xFkmtVhfdvKw0sVgM+/fvx+HDh7F+/XqEQiHRa+/3+8VaaM4vcEn8RTouQtqbR8cQ0jFR9LdUyEx635SXidJ3FgV+qVRKVP1YrVbYbDasW7cOJpMJU1NTGB8fx+TkJJLJZE6PPIlJrVq1CgMDA7juuuvEGKp4PI6XX34ZL7zwAi5evIhoNIpEIiHGOlit1nmXwZfC9ddfj3Q6jRdeeKHq16okFckMzsXpJKfI7XaLMiSr1Yply5aJcrK5IP9g0tBlvV4v5plRjXImkxGlZvF4HMFgEC0tLcJxK2X3Wr5zkm898rVJXys/V77jpI9JDYxS43q9HmazWQhz0FwlaRYCmDZ8EuIgh1OpVMLn88HpdCIcDgsVQuBSOp+uFw6HxW6udMh3PuRNwMVQKKabftva2sT/Gzm28ylzK/XLdyk5m2ybueuRr036Wvm58h0nfYxts3TYNitHvs9frXj00Ufx+OOP533u3Llz8Hg8IvNADhyVcNLGRygUEmWZqVQKPp8PDocDBoMBwWAwp2Q0Ho/D6XQKJVHKAEajUbS2toqeRABiJAUJzlC2TzqiolI88cQTGBsbw8jISE16aKUsFEGKpchHH32Eu+66C7feeivefvvtml03Go1icHAQe/bswfr162E2mzE1NQWDwSD6Dun7W3ofkvcKyr/jZ6uEkd6TpN9L0gCQnsv3XaXX67Fq1Sr09/djYGAA8Xgck5OTWLZsGSYmJkQpeCaTEfelK664AqtWrcLGjRuF7Xu9XvzLv/wLPv/8c4yMjIj7VTAYRDKZFL8L/btaXHHFFVAoFDXpSaw0NS0TBS59eMLhMC5cuACr1QqNRoPOzk54PB4hECFPMRciXwlYJpMRNwmtVpvzAYjH44jH40JWmqTro9EoNBoNrFZrTj+TnGJlY/JMQb5SNOl58mUnpMfT30qlUqTQqSGeMiyUWZE6nLTjo9PpoNFooFarhQjE1NQUnE5nTg017dSQw0bvjc/nEzf2fKn1fE3CpaDRaLBixQqYzWYRfLjd7pwyuNlo5B3yhQrbJmY8z7bJttnI1DogfOKJJwoGg/39/SJLRuMdaGC7zWYTGbuxsbGcYM1isSAYDMLtdqOtrU3M/KO+QxpNYbfbRa8hDbGnY1KpFDo6OhAMBoWCabH5ieVy4sQJjI2N4eqrr0Zvb29dRkn09/cD4KxgI+Lz+TA1NQW73Y7t27fjgw8+qNm1R0dH8fzzz+Puu+9GT08PdDodHA4HNm3ahH379uWoiZJtSkc8UJaQMoTSQC9fBQ2dS06h6hzg0ngK6ve78sorsWXLFlx11VVYvXo1UqkUvF4v3G43PB4PksmkqH4xm83o6enB8uXLc663f/9+/PM//zNGR0fFsUqlEh6PRwiqUfl4tbnxxhuRTCYXXFYQqGAwOJcMBKWKA4EAxsfH0dXVBa1Wi5UrV+L48eM5u8jlOBX0QSQnTKvV5jhTsVgMBoNBlMT19/fDZDIhmUyiu7sboVAIbrdb7EoUW0O+MrV8/y500873mNzYKIvQ2toKvV4vjFmhUMBkMomMi/R81HxL6oPBYBCBQEA02dOxUqcVmK7hDgaD8Hq9wminpqZydj/nkyFQKpVYsWIFOjs7kc1m4fF4RLkPqxRWB7bNmT+zbc6EbXPhUM+Au9i1qezS4/Fg9+7d6O3tFSMhaGQEMC3OQgIxAIRoDA2Kp349yii2t7fD4/GI0lOHwwEAInuoVqvhcrlgMBhgNpuxfv36iv/e0WgUKpUKGzZswH//93/jkUceqfg1ZqPYJhbTGLz22mt46KGH0NnZWdNy0XQ6jePHj+Mf//Ef8Z//+Z+ip/bnP/85Dhw4gGeffRZHjhxBKBRCMpksWG1DgaCUfPdO+X2zWP+gtGpHrVajq6sLa9aswXe/+11cdtllQiRHq9Vi+fLlMwK+fNB3zBtvvIGxsTFx7lgshmAwKPr1zGZzTQLBu+66CwAWZCAI1HjovBRK4zqdTsRiMSgUCiGeUImhxbQTT2VnpBCWzWaFVG82m0UwGMTk5CQUiul+H41Gg+bmZnR1daGlpUVI2xcrP8uXAcn3vJzZytnomhqNRpTAUJ11PB4XGQPaDdFoNEKOn76EIpGImCHn9/tniEyQoydN7U9NTeWovcm/zKRKT1LFp9lQKKalgNva2sQXjtPpLKsEEZif48sUhm2TbZNtc+FQj6BQKlSRj9bWVtxzzz3o7+9HR0eHUPCjss1QKCTUEROJhBB6IXQ6nRhNo1KpxDEejwdarVbMBqSSUgoYHQ4H1q5dO+tw+HI4ffo0ent7cfToUfz1X/91xc8/G5xtXzicPXsWGo0GO3furNk1qTVh//79M8YZbNiwAY8//jjuu+8+9PX1ifuQ/D4nzQ4CpVX+SK8vPxdBFTEqlQoGg0GUe15zzTVoamqCVqsVFSiz4Xa7cejQIbzyyit4++23RVkobTKHw2HRQy/tkawmN9xwA1paWoTq90KkomWicxWsyGQyCIfDcDqdQrBi1apVGBwcFFF9JXZAM5kMotGomF8UiUQQjUZhMplEI3ogEMCKFSug1+uRSCSg1WrR1dUl1M1oxhdQeO5YKb1KpUKOJpXHmc1maDQaKBQKUUMNQDjP5PgpFNOCHfF4HOFwGJFIBIlEIqf/iJxt+vKQlgPQAHA6rpLKS0qlEn19fTCZTACA8fFxeDyeefcjlcpSzjywbbJtFoNtc+Ehtb+7774bu3btqtm1/+mf/glGoxE/+clPih7X19eHvr4+uFwukcEDpjOB7e3tGBoaQmtrKywWC9xuN4BLM0hbW1tzRk2k02nY7XYAyJHKp/EVOp0O69evR1dXV0V/188++wzd3d2YmJjAz3/+87rv/HNWsPH58MMPYbFYhCLu0NBQ1a+ZyWSg0+kwMjKCBx98EPfffz8ee+wx8XxLSwt++MMf4m/+5m/wb//2b3j33XfFzE6CSkSBS1VChTJ+0rEPxfrS6XxqtRp2ux1dXV3Yvn07br75ZvF9IBWSisViYkwHjerweDwYHh7GgQMHcOjQIYyOjorNahJUI9+BNkyJWvTvXXvttVAqlXjxxRerfq1qUfOeQTnUl0IqTCaTCcuXL4fP58spryrX6aTXUbkVSdmGw2Exsygej8Pj8UCtVos5JTqdDtlsFgaDAcuXL4dKpUIwGMwZulzNnTpyOGlWjE6ny3FsyXBSqZT44JPYRjgcRjweRywWm+FoArlzX+gxpVIpStDIcSVnthK/i0IxrRrV0tICYHo2zsTExAxhDaZxYNvMD9sm0yiQ/f3+97+veZDw6KOP4qOPPsI777wz67F2ux1btmyB0+nEqVOnhBAMzQM0m82Ix+Ni4Lv0ddKsIg2zp55EyhK2tbUhlUpVNBAcHR3F2NgYotEoPvnkE/z617/Gvn37Knb+ucB2uPB466238NBDD2Hjxo01CQaB6b57pVKJ8+fP49lnn0VzczN+8IMfCFsBpu8nP/rRj9Dc3IwPP/wQJ06cQCgUEi0NCkWukIy0vWG2XnTp6CP5RqzJZBLloVdeeSV6enpyXkuVAdFoFBcvXkQ2m4VGo0EgEMDnn3+OwcFBHD9+HG63O2fmcDKZRDQaRSgUQjgcFvdco9FY9jikuXDnnXdCqVTC6XRW/VrVRLF3796C3zJbt24t66SlZiAItVoNk8mEq6++GgaDAZlMBoODgxgeHgaQfz5YuVBZVzabhclkgsPhEE6PRqMR5XBWqxUmk0l8qKlfZ3R0VOzmz7d/Kh/knNEAar1eL5rkyaGka1GWIRaLidKxWCyGeDw+w5GTOphSMQi6XiQSwfDwMFKpFIxGo/hyqMTvAwDLli1Db28vrFYr4vE4hoeHc1Sfqk25mYe9e/dWeCWVgW2TbbMSvw/AtllpyrXNcpF+luqVNZqLjYVCIRw9ehQqlQpHjx5FNBqF3W7HyMiIGGeSSCREzxMAISylVqtFWbbP50MwGERvby9aW1sxMDAw799jdHQUu3btEhtRr7322oySu1rz3nvvYceOHQAWTlaQbXOajRs3Yt26dQgGgzXLGpE4DDCdXd+5cye2bt2K7du3z9gsSaVS+MlPfoLh4WFMTk5icnJS3Dvp+196PkIaCEqzgtJ+wkzm0jxBvV6PlStXYmBgAP39/bjtttvy9iz6fD4MDQ3h2LFjGBsbg8/nw+nTpzEyMiI2UolEIiHmlNIfWpvBYKj6PEEAuPzyy7FlyxZcuHAB7777btWvVwkK2WbdM4PA9AcyFArh/PnzWLt2LdRqNVasWIFQKISpqamK7opR46xGo0EoFIJOpxM3nWQyCb/fj0gkgng8LkrSmpqaoNfrEYlEcNlll8Hv9yMWiwmJ60pkSej1JEBBWQej0Siaa2lnNB6PC2dT+rN0kCiAGQ6m3GmgcwYCATidTmQyGej1+hwZ4vkg3RG67LLLRCng4OCgyDxwb1Fjw7YJ8Xq2TaYRkX62C4kh1WIN0v7fYpjNZtx44404duwYbDYb1q9fL2YK0igJs9kMYHpchNPpFCWjwHTmgMRiqMR0PoHg6Ogojh8/jn379uHw4cPYt29fTeaRlUIjBPpM+Xz66afo6uqCzWbDzp07azJuIp1Oi750j8eDt956C4cOHcLQ0BB27NiBFStWiKBQrVbjZz/7GU6dOoXTp0/jzTffxPHjx8W9XVrGSeeWBn7Sn4FLQSD1BwLTGbqmpiYxQuLqq6/WGfhRAAAcbUlEQVTOCQQ9Hg9GRkYwOjqKs2fP4uLFizh37hwmJibg9/tz5vXSvZWygSRER+IzOp1OZAirzcaNG3H11VcjHA4vmECwGFUJBufSn0Sk02l4vV4xZ0itVqOjowOpVAqBQCBHRYtueOU4d3TT0mg0AIBAIACdTicyEtSn4/P5RCmaSqUSErdWq1U0rEuzEpVoGqXzkdgE/QEg6qLJGMgplgpVkFMpnSeTr9RLqmbocrnE+ulalWy4VSqV6OjoELXfpAY5mxJkJeF+pEuwbZYH22Z1YNusDPVUFyWofLtUrrrqKnR3dyOVSmHfvn3w+XzweDywWCywWCzQ6XRIpVIwm80wGAwiw26z2WA2m8VYik2bNpW95ieeeAK7d++u6+D4UvjGN75R7yUwZbJ792584xvfEG0OtSCVSomyzqmpKcTjcbz99ttIpVK4/PLLceedd+YINq1duxYrV64UfX379u0Tw9qpnUFasUJQdY7UB6BAj4TfWlpasHz5cnR3d6O3txcrVqzIWavL5cLZs2dx6NAhoUng8XgQCATEhiqVhdLGKgWBdB2DwQCtVoupqanqvaky+vv7oVAo8NFHH9XsmtWkKmWixFydTmB6HkhPTw/sdruQXT9x4gSi0WhJCkeFkH9gKZWcyWTEMFzqmaFjyOGzWCxQq9Uwm81wOBxC2S+RSIi5KNS0Ku0DIoqtV1pXTQ2zGo0GFotFON7AdEo8FAohEAggEomIJlsyUhKuyFe2R1kN2sGJxWLwer0IhUKiuZZu5NJa7HKh30mtVmP58uVYvXo1lEolYrEYvvjiC1Hm1sglaMRiLXdh28Ss62XbrC5sm5WHPlcOh0OoddaaH/3oR/jlL38559edOHECwLQ9RSIRuFwuIQtPgaBKpUJHRwfa29vR19dXUB5/NlwuF5588kn84he/KOv1tWAhZwXZNmfyyCOPIBwOY+/evbh48WLNr6/RaNDd3Y2enh7cdNNNaG1txebNm3HttdfOOPa9997DK6+8ggsXLsDpdOZsQtK9jO7b0s8pZQTpnrly5Ur09/ejvb0dmzdvFjMyieHhYbz33ns4cuQITp8+Da/XKzZUfT5fTmuFtJdRqVRCo9GIebgkalcrHnjgAej1epw6daphP+uFKLTeqgaDQHlOp9lsxpVXXgmr1YpMJgOPx4OTJ0/m7AbIsxHyf8uRZi3o9UqlEkajEalUClqtFkajUUir07E0wJKcQdq1JOEInU4ndl/C4bAoTyNHUO4EStcDQDT26nQ6GI1GGI1G0ZNETlo0GhVyuZFIJGeItdThBC4NDicHk37veDyOYDAoGm0pm0LDv6mnqVKiFKRO2N7eDrVajVAohKGhIUxOTs7Z2Sw2v6YYlcg6NKqhs22ybZYD22b1qafD+cADD+DZZ58FUP8AwmazzWunPhQKwefzYWJiQjx2/fXXz2tNo6Oj2L17Nw4fPoynnnpqXueqJmTrR44cqcrMxGrDtjmT3t5ebNu2DYlEAs8//3xNr63RaJBMJsVmpl6vR39/Py6//HLcfPPN2LJli5jdScTjcfzf//0f3nzzTXzxxReIx+OIRqM5m53SzUlqmbBarejs7ERfXx9uuOEGXHvttTOygX6/H5999hnef/99HDx4EH6/X5R/plIpMVYmm50eN0XBn9FohEajQSKRqMnswHzcddddcDgc2L9/P44fP16XNcyHhu4ZlBMKhTA2NiZmdzU3N2PZsmWiubXQrkQxZylfLwXJt2s0GmQyGSQSCQQCAZjNZmi1WvFhz2QyOWVf8XhcOJ86nQ4WiwUtLS1CVIIcOuobkvcLSR1ZcnR1Oh3MZrPYVaHrkKMZi8Vy1BLJyZQ6neTokaMpleoPh8OiZI0Uo8jZpN+9ks5mU1MT7Ha7KKG7ePGiqEOfq/PIvUuNA9sm26b8/4lpHJ577jkRDNarf5Dw+Xx49NFH8fjjj5f1erPZDLPZXBGF0Gg0iqNHj+JXv/pV3UdDzIbU1hdiIMjkZ2hoCH6/HzabDXfddRdeffXVml07mUyK0UzUez80NCRKMi9cuIA1a9bg5ptvRmtrK4DpipRNmzZhzZo1+PjjjzExMYGhoSGMjIyI0tNkMimygU1NTTCbzeju7sY111yD/v5+rFu3bsZajhw5gvfeew9ffvklzp49i0AggFQqhVgsJkRiaANUqVSKzVitVgu/31/TUlA527Ztw7JlyxAKhRZkIFiMqmcGgfIyEABw2WWXoaOjA1qtFslkEi6XC+fPny/YN1Ms81DsWKvVCrVaLXZOaJgtzdyimyo5U9Q7ZDAYhKNoNpuF80nDtKPRqChXk84fow+4Wq2GTqeDRqMRQ6RJNler1QqlJHIGpRkNeVaDHNV0Oo1QKCSaaOkYaZ01/T5UmkbDredCvkwPvUfd3d3o6uqCXq9HNpvFhQsXMDQ0lJMlqTaV6kVa7DucbJtsm2yblaWe2QeiEUsMU6lU2WWd5XLw4EEcO3YMTz/9dN1VQUuhEf/fyoFtszA7duxAZ2cnxsfHay48otfroVBMz7tVq9WixaKtrQ3t7e3o7+/H6tWrsWnTpoIbET6fT/Sz033MYrGgt7c3p52DeP7553HhwgU4HA4cP34cg4ODGBoaQjweRyaTQSwWQyQSEf3xVBlE9226Tr3ZsmUL1q5di3g8jueee67eyymbBZUZJM6ePYuzZ89iy5Yt0Gg0aG9vRzabxeDgYF6Rg0JOkBz5McFgEBqNRuycqNVqeL1eJBIJGAwGIWAhdfaSySRisZiYcUYNrKScZDAY0NzcnHcWCzl8qVQKfr8fHo8HkUhE7JDQtaRld9LeI+nvRpmGcDiMUCgk0u1qtRoqlUo4vFInnRQbAYiMxFzJd9NSKBTo7OzEqlWrhBqi0+nE4OBgzfqQmNrAtsm2yTQujaAwKod6bDdu3Iif/exn8xJ+KUY0GkUkEsFrr72Gp59+Gp9++mlVrlNpFksgyBTn/fffxx133AGHw4F77723poPKqQ/dYrHkiLNQxQ/NAP3www9xzTXXYPny5RgYGMjJ8NlstpyxL/n44x//iD/96U/44IMPRPtBKpUSc/8SiQRisRimpqZEC0Q2mxUtH2q1Oqc8vN7ce++9sFgs8Hq9ePnll+u9nKpQk2CwHAVDKR6PBw6HAwqFAna7HYFAAF6vF8lkcsax5X6JUrqbenSAaUeUZpfo9XrRH0NlX3Q9hUKBYDAIlUol+oi0Wi30ej0MBgPUarU4LpvN5kjkUpkZGYe8d4rK4eQlXFRylk6n4fP5hIOcyWSg0WhELxI9Jn0d3ZTlDuxckb7XCoUCZrMZnZ2dwsl2u91CFr+WsEJh6bBtsm3WErbN2tGIASEwLbf/zjvvVCwY9Hg8OHjwIG6++Wak02n87ne/w65duxaU3DsHgkuLN954Aw8++CBUKhW2b9+ODz74oKbXp01SnU4nRM/o3qrRaKBUKrFnzx6YTCacPHkSV111FVauXIm+vr6CZduZTAbnzp3Dnj17cOLECYyOjuLMmTNIpVI5YmvUYkFzeOm7iVo5aDxUo3DDDTfAbDYjk8ks2kAQqFGZKDEfpxMAvv71r0OpVCIej2NychJDQ0M5whXA7De92XpvyFEkp5JS1k1NTaIPSfrh7evrAwCcP38ekUgkpy+IMgDkgJHTSDv+csENKfJsg1Q0Q6FQIBqNiqwFOcU0HFSqXigtf1OpVKJMRyp5ny9DUgr0PiuVSnR2dqKjowMmk2mGsEgtMw+VdjaXSrkL2ybbZrVh26wPjRZoyG3KaDRix44d+M1vfoP29vZZX+90OuHxeLBv3z4A07ZlsVgwMjKCp556qm4qquXSaP8/lYBtszTuuece6PV6DA8Pi89zrbHZbEgkElCpVBgYGMCuXbuQSqXw3e9+F0ePHhWK3tSLb7PZYDQaoVAohPKv2+1GJBIR95NEIiHOTxu10WgUfr9fVMQA07ZrNpuh0Wga0m5JACcajTZ8r3GpNESZ6HyzEHv27MHXv/51aLVadHR0QK1W4/z58zkCC6V8mRZTOaQPKu0EUH21x+NBKBRCW1sbjEYjstmsMAhSFpQ6VmQo8vUUKo2TC27IS85IRTEYDCIYDIqyNXo9ObL0MyF1fqXZDzpmvs6mSqVCT08Puru7oVKpkMlkMDQ0BKfTOWM+TbXhrEP5sG2ybVYTts360agZQgB4+OGHEY1G8frrr+P111/PewyNkeno6BDfAYlEoiGdx7myGANBpnReeukl3Hvvvejq6sK3v/1t/O53v6v5Gnw+H9RqNZRKJa677jqxuXLq1CkxamhqakpsptKmJW1+AsjZVAUuCcCROigAcR9WKC7NBaRzNyJUGhqJRBZNIFiMhu4ZzMeePXuwfft2KBQKtLW1IRKJYGJiQswiKUa+3f5CO//hcFiIVJCIRDgcFtkESq+7XC6Ew2GxE1KoL4pK0WZbk/zmQA5jKpWCz+cTs1ekWYlivVjSc0jL2spFem61Wo3W1lZ0dnZCrVYjm81iamoK4+PjIgjgXqSlA9sm2ybTmDRqQPjMM8/MekwikUAikcDp06drsKLawYEgAwAvvvgi/vIv/xIGgwF33nlnwU2RakIB2+HDh/GrX/0Khw4dwujoqLgvSaEgUKPRiCASuPS9Qu0P8goaeg31BHq93tr+knNg586daGpqQjabranqaz2paZkoMd+SNGL79u3IZDIIBAI4e/YsQqEQgNll7EuFPrxarRbxeBwKxfTQS5o5ZrPZoNVqc47P5wDSc8XWJHdMlUqlEMLwer2id0muVCjtYZJfjxxNIFfuvhzk69fr9Vi9ejVaWlqgVquRTqfh9Xpx+vRpoRJVS2ezWpmHpVbuwrY5c01sm/ODbbOxmEumnqkOiz0QZNssjwceeEAMpne73XVdC93v5nuv0Gg00Gg00Ol0DZsFlPKtb31L6B+8+OKLBRXSFyp1GzpfiEo6ndlsFtFoFOfPn4fP55vRq0SU62zRAGylUolEIoFkMgmVSiVmn+j1erFLQvL3UlGKfOvIl5WgWutYLAafz4dIJCL6jAqtXXpjJyeT/gCXhCjKlY2n30FaDmCxWLB69WpYrVaRGTl//jxcLpfIAi0GZxNYmjc1tk22zUrBttmYLPZgpFH56U9/iscee0z8vFjfe7bN8nnwwQeRTqdx7NgxHDp0qN7LAXApoFMqleK7g+5btMlKG5wqlUq0PpBo20Kgr68P27Ztg0qlgs/nq6nKay0pZJvlNaVUgEo5CR988IGoQV6xYgUcDkeOwyelUDnYbFDzazqdFk6mUqlEJBIRaoEejweTk5Nwu93w+/0IhULiNfmcQgCiRygSicDv92N8fBzDw8MYHR0VjbbJZFJkHOgPOaFSJ5LOS8IYtO5y5enl7xsw7Wy2tbWht7cXVqtVXMPlctWt/Ix7kSoP2ybbZiVg22xcpLa2Y8eOOq5kabEUAkFmfjz77LNQqVS48sor0dPTU+/lAJhW9I5EImJGbjQahUKhEP28Op0OSqUSqVQKoVAIPp8PU1NTCyYQNBgM2LJlC4Dp3sbFGggWo649g/MVrSBIlnf79u0wm80wmUwYHh4WSn6z9SHlQ545oL6keDwuBnfG43ExSFqj0YiUunSXhGqqpc4uOY2UFSCnlF6Xr05bjvSctBNDryUnU7pzMxfyOepqtRorVqwQPUgKxbRqIjnJ9Puws7k4YNtk25wPbJuNj7yMmYOT6lGsd5hh5Dz77LMAprOEkUikLsIyxaBN2IUS7BXj7rvvRltbGxQKBU6cOIEPP/yw3kuqC3UXkKmU0wlccjy3bdsGq9UKl8uFsbGxnNK0Qn08RL7eIqkEPO18ABClZzqdThyjUqlyFJRo3pq8nIuk5OWOaLH6ZHIy872ehm3T7zrXG3yhsjmVSgWHwwGHwwGbzSbO5/P5cPr0aVEux1mHxQfbJttmObBtLiykn/FnnnkGDz/8cJ1XtLiQ2m5HRwecTmcdV8MsJCgovP/++/HZZ58tOhGletLa2oo77rgDGo0GmUwG77zzDi5evFjvZdWNupWJSqm087B7926YTCZ0dXWho6NDyMxLIUdN/rjc0ZQ6UXKHKpVKieHRUkfQaDTCZDLlqC3Rc1QqRnPHaC2FnD16jbQJV6vVimxHNptFMpmcUbZWDtL3g7IadrsdPT09wtnMZrMIh8MYGhpCOBzOmZ1WK9jZrB1sm2ybc4Ftc+GiUCjw0EMPzUvRlrlEPsEqDgSZcnjhhRfwla98ZUH0PC4ENm7ciNtuuw1arRbJZBKfffbZkg4EgQbIDBKVzEIA004nMD0Me/ny5RgdHYXL5SooYJEPGpYp/VkOZQzS6bRwKilLQA230hI16hUiMQdpuZo0Q0G9RUCuBD6dR+pcFnMyy7mxq1QqtLa2wm63o7W1VawlmUxieHgYLpcL0Wi0LvL07GzWHrZNts1SYNtc+HDpaGXgslCm0vz2t78FMD3/7syZM/j888/rvKKFyXe+8x0xNsLpdOKNN96o95IagoYJBoHKO53A9OwzYNrxbGtrg9vtnpPjWWzws/QLnpyvdDqdU3ImlZCXvk6tVotjpMIV0lI4qSgFgBliFbOV05WCdG1qtRoGgwE9PT05jmY6nYbf78eFCxfg9/vnpYA4H9jZrB9sm2ybxWDbXFxIg0IOZEqHg0Cm2pC4yTe/+U28++67CIfDdV7RwuA73/kOzGazmHH4/vvvw+fz1XtZDUNDlIlKqZZTsWfPHthsNvT09KC7uxt6vT7HyStXzVAK3Qik0rupVArJZDKnXEte7pZOp5FMJkUmg/qL6G86j7Tsq5hDWeoNXJrV0Gg0cDgc6OvrQ1tbW46zOTY2hnPnzsHn882r1G0+sLNZf9g22Tbzwba5eMnXp8vkhwNBppb8/ve/x2233YZNmzbVeykNjdlsxv333w+LxQKlUgm/34+XXnqJA0EZDZUZJKqRhQAuZSIA4Ktf/Sp8Ph/GxsYQDodzSqrku/f5hC1m+6LP53xKyfd6ErSQn2cu2QT59fMhdTQNBgNsNhs6OzthNpuF451KpUT/kdfrrVvGAWBns5Fg28w9D9sm2+ZiR55l5yDnEk899RT+9m//Nuex++67b0lK0zO1R6oyun79ehw+fLiOq2ksLrvsMtx0001CYXxqagoHDhzA0NBQvZfWkDRkMAhUz+kkPvnkEwDA1772NXi9XvGnmGKg1PGUO4KFnMJiConSG6v83/RaqXMofV2xc89W4qNWq9HU1ITm5mY4HA7RP0Wv8fl8GB4eht/vF1L4te4/ItjZbDzYNtk2AbbNpQiXj05T7PuEYeoBBYK33HIL/ud//qfOq6kfW7duRWdnJwwGA5RKJRKJBP7whz+weNMsNGwwCFTf6QSA/fv3A5jORpDkfSQSEY5nod3/fI5gPoo5pMVem09Jsdg1S3lMpVJBr9dj2bJlcDgc0Ol0oj8KAOLxOAKBAIaHhxEMBkWvFTubjBy2zdzzsG0yS4mlGhQW6wVmmEaAAsENGzbgwIEDdV5N7Vi3bh1Wr16N5uZmcU8fHBzE+++/X++lLQgaOhgEauN0ApeyEZs3b0YsFoPb7Ybb7UY8HkcqlZqRacjHbMcUKymTHk/HyR8rRLH1qFQqaLVaNDc3w263w2g0QqvV5tzMk8kkxsfH4XQ6EYvFcpxMdjaZQrBtzny+2Gvlj7NtMgsd6Wf10UcfxRNPPFHnFVUHDgKZhQYFgn/2Z3+GM2fO4Ny5c3VeUeVpbm7Gddddh+7ubjEaKpFIYGxsDO+99169l7egaPhgEKid0wkAH374IYBpx9NmsyEYDMLtdosBzrM5YLPdHEq9eZR7k5GqJRqNRjQ3N8NqtaKpqQlarVYcQ5kFKsGTqjjWQ5ZeCjubCwe2zdJh22QWK4s1U8hBILPQ+cMf/gAAuPXWW/HJJ58gGAzWeUWVYfv27ejo6MiZDRwMBnP6KJnSWRDBIHDJCam140ls2LABkUgEHo8HoVAIiUQC6XR6hhhFLZBnJyjLoFarYbFY0NzcDLPZDKPRKJQHpTfrcDgMl8sFn8+HYDAosg31dDIBdjQXKmybl2DbZJYy8iDpxz/+MX7xi1/UaTVzp7e3F4ODg3mf8/v9sNlsNV4Rw1QGeaZs1apVOH/+fJ1WM3e6urpw7bXXoqmpCQCg0WgAALFYDEePHsWxY8fqubwFz4IJBolaZiKkSGuvv/a1ryGZTCIYDCIajYq/adi01HGbbd5YvvK1QrurJFqhVCqh0WhgMBig1+thtVphNpuh0WhEqjybzeYIT8RiMXi9Xvh8vhwxjkZwNAF2NhcDbJtsmwwjRRoIZrNZnD59GmvXrq3jinJ5+umn8dBDDxU9hrOAzGJEGghu27YN4+Pj+PLLL+u4olzWrFkDu90Oh8MBi8WCTCYjBNWSySROnTolWkiY+bPggkGgfk4nQcIWxFe/+lVEo1HE43GEw2FEo1EkEgmkUqmc8q7ZSk6kZWRS51KtVkOpVEKn04m+IpPJBL1eL5zMfAIWqVQKsVgM4XAYk5OTmJqaEhmTYsqMtYadzcUD2ybbJsPko5jwUi0ppVIgGo3CaDTWYDUMU392796d8/O6devw5Zdf1nRkkU6nQ39/P9rb29HS0gKtVotsNguVSiU2Zv1+P06ePMlZwCqwIINBoPalacWQ705s3bpV9PaQ/HsymRTDq6XDqemGSM4l1T+rVCqxC6JSqXL+liPNYMTjcYRCIYRCIXi9XlFqlm9OWr1hR3NxwrZ5CbZNhslPvuBQyjPPPIOHH354zud97rnn8P3vf3/e62GYpcoXX3yR8/Pdd9+NZDKJcDiMqakphEIhOJ3OOfUf2mw22O126PV6NDc3Q6/Xo6mpCQaDAQqFAplMRmy2UgVNJpPB8PAwPvroI8RisUr/moyEBRsMEo3keBJ79+4t+vy2bdsAFFcwpOcLQRmERCKBUCiEo0ePlrfYOsCO5tKAbZNtk2FKpdRRMJWAM38MUzq7du0q+vz9998PAELIBZjZP5/JZESfPP0t3XjNZrNwOp24ePEiZ/7qwIIPBol6l6fNBXlKfinBzubSg21zYcC2yTQynLljmMbkhRdeqPcSmHkys65pAcPOTGPD/z9LF/6/b2z4/4dhGIZhliaLJjNINGJp2lKHHU0GYNtsRNg2GYZhGGZps+iCQYIdz/rDjiaTD7bN+sO2yTAMwzAMsIiDQYIdz9rDjiZTCmybtYdtk2EYhmEYKYs+GCTY8aw+7Ggy5cC2WX3YNhmGYRiGyceiEpApBXaKqgO/r8x84c9QdeD3lWEYhmGYQiyZzKAUqXPE2YjyYSeTqTRsm5WBbZNhGIZhmFJYksGgFC5RmzvsaDK1gG1z7rBtMgzDMAwzF5Z8MEiw4zk77Ggy9YBtc3bYNhmGYRiGKQcOBmVwmVou7GQyjQLbZi5smwzDMAzDzBcOBouwVJ1PdjKZRodtk2EYhmEYZv5wMFgii935ZCeTWaiwbTIMwzAMw5QHB4NlIHfOFqIDyg4msxhh22QYhmEYhikdDgYrQCHnrREcUXYsmaUM2ybDMAzDMExhOBisIvXIUrCDyTCzw7bJMAzDMAwDKPbu3Zut9yIYhmEYhmEYhmGY2qKs9wIYhmEYhmEYhmGY2sPBIMMwDMMwDMMwzBKEg0GGYRiGYRiGYZglCAeDDMMwDMMwDMMwSxAOBhmGYRiGYRiGYZYgHAwyDMMwDMMwDMMsQf4f+18y4Ley3xsAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1440x720 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "load_and_plot_image(\"ct_images/ct_example6.dcm\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Improving Images"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [],
   "source": [
    "def remove_noise(file_path, display=False):\n",
    "    medical_image = pydicom.read_file(file_path)\n",
    "    image = medical_image.pixel_array\n",
    "    \n",
    "    hu_image = transform_to_hu(medical_image, image)\n",
    "    brain_image = window_image(hu_image, 40, 80)\n",
    "\n",
    "    # morphology.dilation creates a segmentation of the image\n",
    "    # If one pixel is between the origin and the edge of a square of size\n",
    "    # 5x5, the pixel belongs to the same class\n",
    "    \n",
    "    # We can instead use a circule using: morphology.disk(2)\n",
    "    # In this case the pixel belongs to the same class if it's between the origin\n",
    "    # and the radius\n",
    "    \n",
    "    segmentation = morphology.dilation(brain_image, np.ones((5, 5)))\n",
    "    labels, label_nb = ndimage.label(segmentation)\n",
    "    \n",
    "    label_count = np.bincount(labels.ravel().astype(np.int))\n",
    "    # The size of label_count is the number of classes/segmentations found\n",
    "    \n",
    "    # We don't use the first class since it's the background\n",
    "    label_count[0] = 0\n",
    "    \n",
    "    # We create a mask with the class with more pixels\n",
    "    # In this case should be the brain\n",
    "    mask = labels == label_count.argmax()\n",
    "    \n",
    "    # Improve the brain mask\n",
    "    mask = morphology.dilation(mask, np.ones((5, 5)))\n",
    "    mask = ndimage.morphology.binary_fill_holes(mask)\n",
    "    mask = morphology.dilation(mask, np.ones((3, 3)))\n",
    "    \n",
    "    # Since the the pixels in the mask are zero's and one's\n",
    "    # We can multiple the original image to only keep the brain region\n",
    "    masked_image = mask * brain_image\n",
    "\n",
    "    if display:\n",
    "        plt.figure(figsize=(15, 2.5))\n",
    "        plt.subplot(141)\n",
    "        plt.imshow(brain_image)\n",
    "        plt.title('Original Image')\n",
    "        plt.axis('off')\n",
    "        \n",
    "        plt.subplot(142)\n",
    "        plt.imshow(mask)\n",
    "        plt.title('Mask')\n",
    "        plt.axis('off')\n",
    "\n",
    "        plt.subplot(143)\n",
    "        plt.imshow(masked_image)\n",
    "        plt.title('Final Image')\n",
    "        plt.axis('off')\n",
    "    \n",
    "    return masked_image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x180 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "_ = remove_noise(\"ct_images/ct_example1.dcm\", display=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x180 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "_ = remove_noise(\"ct_images/ct_example6.dcm\", display=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x180 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "_ = remove_noise(\"ct_images/ct_example3.dcm\", display=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "def crop_image(image, display=False):\n",
    "    # Create a mask with the background pixels\n",
    "    mask = image == 0\n",
    "\n",
    "    # Find the brain area\n",
    "    coords = np.array(np.nonzero(~mask))\n",
    "    top_left = np.min(coords, axis=1)\n",
    "    bottom_right = np.max(coords, axis=1)\n",
    "    \n",
    "    # Remove the background\n",
    "    croped_image = image[top_left[0]:bottom_right[0],\n",
    "                top_left[1]:bottom_right[1]]\n",
    "    \n",
    "    return croped_image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [],
   "source": [
    "final_image = remove_noise(\"ct_images/ct_example1.dcm\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x123c6f748>"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(final_image)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [],
   "source": [
    "final_image = crop_image(final_image)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1231ffcc0>"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(final_image)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [],
   "source": [
    "def add_pad(image, new_height=512, new_width=512):\n",
    "    height, width = image.shape\n",
    "\n",
    "    final_image = np.zeros((new_height, new_width))\n",
    "\n",
    "    pad_left = int((new_width - width) / 2)\n",
    "    pad_top = int((new_height - height) / 2)\n",
    "    \n",
    "    # Replace the pixels with the image's pixels\n",
    "    final_image[pad_top:pad_top + height, pad_left:pad_left + width] = image\n",
    "    \n",
    "    return final_image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [],
   "source": [
    "final_image = add_pad(final_image)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x125426898>"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(final_image)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Resampling"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "first_medical_image = pydicom.read_file(\"ct_images/ct_thickness_example21.dcm\")\n",
    "second_medical_image = pydicom.read_file(\"ct_images/ct_thickness_example22.dcm\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "# we use the last axis\n",
    "image_thickness = np.abs(first_medical_image.ImagePositionPatient[2] - second_medical_image.ImagePositionPatient[2])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.6430000000000007"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "image_thickness"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "pixel_spacing = first_medical_image.PixelSpacing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['0.501953', '0.501953']"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pixel_spacing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [],
   "source": [
    "def resample(image, image_thickness, pixel_spacing):\n",
    "    new_size = [1, 1, 1]\n",
    "    \n",
    "    x_pixel = float(pixel_spacing[0])\n",
    "    y_pixel = float(pixel_spacing[1])\n",
    "    \n",
    "    size = np.array([x_pixel, y_pixel, float(image_thickness)])\n",
    "    \n",
    "    image_shape = np.array([image.shape[0], image.shape[1], 1])\n",
    "    \n",
    "    new_shape = image_shape * size\n",
    "    new_shape = np.round(new_shape)\n",
    "    resize_factor = new_shape / image_shape\n",
    "    \n",
    "    resampled_image = ndimage.interpolation.zoom(np.expand_dims(image, axis=2), resize_factor)\n",
    "    \n",
    "    return resampled_image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [],
   "source": [
    "first_image = first_medical_image.pixel_array"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(512, 512)"
      ]
     },
     "execution_count": 88,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "first_image.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [],
   "source": [
    "resampled_image = resample(first_image, image_thickness, pixel_spacing)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(257, 257)"
      ]
     },
     "execution_count": 94,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.squeeze(resampled_image).shape"
   ]
  }
 ],
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