pycocotools_demo.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# pycocoDemo.ipynb \n",
    "https://github.com/cocodataset/cocoapi/blob/master/PythonAPI/pycocoDemo.ipynb"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "loading annotations into memory...\n",
      "Done (t=0.24s)\n",
      "creating index...\n",
      "index created!\n"
     ]
    }
   ],
   "source": [
    "\n",
    "from pycocotools.coco import COCO\n",
    "import numpy as np\n",
    "import skimage.io as io\n",
    "import matplotlib.pyplot as plt\n",
    "import pylab\n",
    "import os\n",
    "\n",
    "coco = COCO('D:\\Data\\AI604_project\\covid-chestxray-segmentations\\\\annotation\\\\results.json')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "COCO categories: \n",
      "Airways /Cardiomediastinum /Ground Glass Opacities /Right Lung /Left Lung /Consolidation /Pleural Effusion /Central Venous Line /Endotracheal Tube /Tubings /Monitoring Probes /Nosogastric Tube /Pneumothorax\n",
      "\n",
      "COCO supercategories: \n",
      "COVID-19 Consolidation /COVID-19 Left Lung /COVID-19 Monitoring Probes /COVID-19 Ground Glass Opacities /COVID-19 Tubings /COVID-19 Airways /COVID-19 Nosogastric Tube /COVID-19 Pleural Effusion /COVID-19 Endotracheal Tube /COVID-19 Central Venous Line /COVID-19 Right Lung /COVID-19 Cardiomediastinum /COVID-19 Pneumothorax\n"
     ]
    }
   ],
   "source": [
    "# display COCO categories and supercategories\n",
    "cats = coco.loadCats(coco.getCatIds())\n",
    "nms=[cat['name'] for cat in cats]\n",
    "print('COCO categories: \\n{}\\n'.format(' /'.join(nms)))\n",
    "\n",
    "nms = set([cat['supercategory'] for cat in cats])\n",
    "print('COCO supercategories: \\n{}'.format(' /'.join(nms)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[4]\n",
      "[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 92, 93, 94, 95, 96, 97, 98, 99, 100]\n"
     ]
    }
   ],
   "source": [
    "catIds = coco.getCatIds(catNms=['Right Lung'])\n",
    "print(catIds)\n",
    "imgIds = coco.getImgIds(catIds=catIds)\n",
    "print(imgIds)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'license': 1,\n",
       " 'file_name': 'SARS-10.1148rg.242035193-g04mr34g0-Fig8b-day5.jpeg',\n",
       " 'height': 1546,\n",
       " 'width': 1800,\n",
       " 'microwork_url': 'https://storage.googleapis.com/microwork-prod/images/57af7547bae1827c0aa1374885808eb876dc5b6f.jpg?GoogleAccessId=microwork-apps%40microwork-production.iam.gserviceaccount.com&Expires=1595072183&Signature=NX1XK0jcIdsK0MrDoPrLxH0ZLbUDCvqBd3LGJFfk3JeCUpQXjQf9fGQdwtuJyTr6ur4M0vgc6bV%2Bq27ADhbYZDXLYjBO92S8%2BL8R93HN0WhXdlQvEQHpOBEC5TrIpoJ8IMrqaxjKe%2F%2FhJfVQGMqGdeJJR8zOH1QKd1qMlXGlmLIcuE0VEksNt%2FQwGQ6pnysfdTkpOqL3XAyxeHOTgCrf0ht7m4xOuDXgyCe6pgizIGyVHKRKP8Hzy7FiXhRVMcmUkkBBVVvVj6gWzMEhjmvI00ckKH7usrFScZmYOXbfwZCWSaoizBZGCpKOOg3%2FcwxUk0ULuKYGrGlpoE13lrzIWg%3D%3D',\n",
       " 'id': 6}"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img = coco.loadImgs(imgIds[5])[0]\n",
    "img"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# load and display image\n",
    "# I = io.imread('%s/images/%s/%s'%(dataDir,dataType,img['file_name']))\n",
    "# use url to load image\n",
    "\n",
    "img_dir = 'D:\\Data\\AI604_project\\covid-chestxray-segmentations\\images'\n",
    "\n",
    "I = io.imread(os.path.join(img_dir, img['file_name']))\n",
    "plt.axis('off')\n",
    "plt.imshow(I, cmap=\"gray\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[29, 30, 31, 32, 33, 34, 35, 36]"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "annIds = coco.getAnnIds(imgIds=img['id'], iscrowd=None)\n",
    "annIds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'segmentation': {'counts': [837,\n",
       "    114,\n",
       "    72,\n",
       "    1492,\n",
       "    122,\n",
       "    114,\n",
       "    72,\n",
       "    1492,\n",
       "    122,\n",
       "    114,\n",
       "    72,\n",
       "    1492,\n",
       "    122,\n",
       "    114,\n",
       "    72,\n",
       "    1492,\n",
       "    122,\n",
       "    114,\n",
       "    72,\n",
       "    1492,\n",
       "    122,\n",
       "    114,\n",
       "    72,\n",
       "    1492,\n",
       "    123,\n",
       "    113,\n",
       "    72,\n",
       "    1492,\n",
       "    123,\n",
       "    113,\n",
       "    72,\n",
       "    1492,\n",
       "    123,\n",
       "    113,\n",
       "    72,\n",
       "    1492,\n",
       "    123,\n",
       "    113,\n",
       "    72,\n",
       "    1492,\n",
       "    123,\n",
       "    113,\n",
       "    72,\n",
       "    1492,\n",
       "    123,\n",
       "    113,\n",
       "    72,\n",
       "    1492,\n",
       "    123,\n",
       "    113,\n",
       "    72,\n",
       "    1492,\n",
       "    124,\n",
       "    112,\n",
       "    72,\n",
       "    1492,\n",
       "    124,\n",
       "    112,\n",
       "    72,\n",
       "    1492,\n",
       "    124,\n",
       "    112,\n",
       "    72,\n",
       "    1492,\n",
       "    124,\n",
       "    112,\n",
       "    72,\n",
       "    1492,\n",
       "    124,\n",
       "    112,\n",
       "    72,\n",
       "    1492,\n",
       "    124,\n",
       "    112,\n",
       "    72,\n",
       "    1492,\n",
       "    124,\n",
       "    112,\n",
       "    72,\n",
       "    1492,\n",
       "    124,\n",
       "    112,\n",
       "    72,\n",
       "    1492,\n",
       "    124,\n",
       "    112,\n",
       "    72,\n",
       "    1492,\n",
       "    124,\n",
       "    112,\n",
       "    72,\n",
       "    1492,\n",
       "    124,\n",
       "    112,\n",
       "    72,\n",
       "    1492,\n",
       "    124,\n",
       "    112,\n",
       "    72,\n",
       "    1492,\n",
       "    124,\n",
       "    112,\n",
       "    72,\n",
       "    1492,\n",
       "    124,\n",
       "    112,\n",
       "    72,\n",
       "    1492,\n",
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       "    42,\n",
       "    903,\n",
       "    620,\n",
       "    ...],\n",
       "   'size': [1800, 1546]},\n",
       "  'area': 684934,\n",
       "  'image_id': 6,\n",
       "  'bbox': [620, 132, 1180, 1032],\n",
       "  'iscrowd': 1,\n",
       "  'id': 36,\n",
       "  'category_id': 10}]"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "anns = coco.loadAnns(annIds)\n",
    "anns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# load and display instance annotations\n",
    "plt.imshow(I, cmap=\"gray\"); plt.axis('off')\n",
    "#annIds = coco.getAnnIds(imgIds=img['id'], iscrowd=None)\n",
    "#anns = coco.loadAnns(annIds)\n",
    "coco.showAnns(anns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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x+Z86HzUioUX5RvtPZUu61zk9HA713263m9EKcyLYFuZYUDnpmPbonO+xvzEP4yPnWShMYkeXy2V9EX8/OTnBV77yFfz7f//v8VM/9VP4uZ/7OfzyL/8y/uAP/gD7/R5nZ2f4mZ/5GfzCL/wCvvGNb+DZ02f40pe+hGEYcO/sXk30UilIjT+NhdiGBpsUQhH20yEYp1idsMGHa89YqEUIVjPcaMeGxphEHWTOFFvS1HKRx4MJX955hEXWbtEJtJyahlRisPFvHXfrnU4FapOwU0zVPKvO2/LebG6E6lNwcBV5OBQTST55n/ceiyELv9VyhZQSTk9OZw602tfCJBpGjDFiPIw5AlPGCMiKhcQ9S8ZDc1SybpoZ4zTmNlNYSj8SEp6fAi9CRBqBF5iw3SYswlCZr4bUU46IAMBiWABoYUSOM59RZldzguOmgpsCj8/rHNisTK1fFR8jFLvdrqIIDXFqO1g01Mo8KF5X+rbOyuaob8hXlZF1pNpyo7Dw3uP09HTGbGqjxRhrJ1erFX72Z38W3/zmN/Htb38bX/nKV/D3//7fr9Ly7bffxm/8xm/g85//PF577bWZjbRYLGpIh5LUdlahv0pqy1CEV0Q9nDB1NFoNznqpJa2246d9L51ZOqGKUHQcd7sdttstUkoVUnLSFcoqUrGCGmiOKH2O77ATbe1g7/0MgvJ9fBcFphI76x+GAcvlso6logsyDrWTwm22Ve+dm3G49l6ODd9BItZ5uVoBf3IvICKbhstDTj/fbrdYrVbXlAowT1hihE/n25oVWlQrk4YWi0W9popF36sBAl6zfdvv97NsaB1DFRSKbjUjU99/U1Ha1EQwPmuzPG251cFJ4uVAqMSjJIwxYrFYIMaIL37xi0gp4fz8HO+//36t59Of/jR+7Md+bAZzUkpVu3JAKIyUkThQLJqh1hskhZy0FyuMLqiDxKREoJPK/mnGHMeD77WmCQsJTgUDtYeOI8dP8/ZJwHRs0WvOslqtZmYHBaJqDJ07Xms5LvOUY9t+1WZAjjjp+AFNg6mAVEhvzSeOtc6njtUwDFVZpJSqwiAzqcBOAK5OHN58ZcA+Rbh9dk5+sHT4RALSJs0iE5xvNSt6AksFB+9TZrXtVmXH8Txm9vI739ETEjoHmvKtdKpzaBWIjqdtP9vI69onbTfR37Fyo7Ags1jnhxKKltVqVZHGgwcP8ODBg9pAEjUJy0pGajZrI/ZsY+0kJ9/azc3JN9co1g+hA6mDzXdwcHs+BBYL7ygAdrsdrq6uquBQB5W+j74WrYsCRRmUBKoCVwm5N9FKDFaQqDa192mdOm86JqyHz7DvispUqFaToPSD9jb/Wbri89V8C8D7jzw+eBwQs1+3ltUBCFPOvNRxA+Z2uPZN76GA5nt1LHTceuNlTRCdW0VFnEdmTqpw0rmzpgKv6b09RyT7ZueSCseaGypYLHLrlVuRhQ6udaTZDnnvq+YLIVTHJTURvbqqfawDk4xkw0XscA9eKmzmYLJuMif/7tloOgmqye279T3KaMpQSgzb7bbG2NULrUUnUifMIgULdclwFJQKobUvaipVX4e0V2Ep0aFzriI8NYd0XO2882/WT8Gi/bWQl05Qvp9C1mrRMQDvPfJ4dt9hXPga1aGv5P7o8SPPAtbLlgSlqHUcx5owZceebVTBwWuWgayiUDrpFSv46bBUYWQZX+fbFr2mtNxDE5YfVBBbZKU0p4LRlhuFBQeZDVksFteW4SoT0pusziMSjjqDVNqpI0gzy45B2mNQTKGu/q3/FHrZibcw+dgk9LQ4mYwptXyf2v0KPy0K4pjZopqan865mZNZhac627jGgNc5xjqmfKdFO5xr1sVsRL5nGIZqJqjQ4f2sk4rB+h1ijBVJeO8xTiMOacLkE3bBYfLANHpMCbhcOrz/YMA2lHwan0PovoTJA4DPvO8x7CNScDMGVshNwbRcLqt5onSigoNzYtG0jo9eU5RraZTmBgWXpT+LBPR5LT0UoDzQ4wWdC5q8OocWqXxfSVlM91YiUzuaQkBfrGaBQks23tpgNHN6E2EHSNNmrVDgM6r5jw04v9tVgsekqhUUtj7anWQK53Lqr4a07PtVyus1vY/jYyFqjLEKDF7Te7ReFTDWW66FY6xCn0LDmhpEHtas0TklY1TU5IBtGrHxERuM2J4k7ABsEbFzwME5jM5jdEDyQIpZGMSUl5gPGjVKjKBEPNh5rK+mfK/xLXBO7GIqALPxUyekRYpK/z3mtjShCk8XZ6kgUdPSKkhVmjovikZU0SmPhBCqMLRjwO90sts+ko4+shmiXncKCjpBqCE191yFymq1mqEBDohKLwoPfY/Ww2KZX2Gx7ahFEdZk0cKJ6dmkqmnIQLYfMUZsNpuZhgZa/r3a5pahVWAemzigEQEZlYQQY6xjrA5hPmNNGSVyto9jyfrYZ76T5o6tU00851zO8PQeEQm7GLHFHpduhxerPbaYsEfEVYjYugmTSzkpDUBKsazH86AyTVOsiVpcDWrlm/d5TZCLEU+eJ/jkZqFuHWM7t5wPzhOFntKurWexWFyLVPRoSh2y6qC3Gt4+a2lblZcqIEWqVgEzhYGWgCJ5pa3T09Oq3LQvdAg/evQIx8qNwkI1hTaML7G2pjaK0FXXx6vjSuvkP8IkeuDZBjugakcrxFciVmK2iKHnCOoRmtanzO6cq0t8VevwXrv/AGGwNWtUWOk/tiel5nOwuRdKDNWkK3s8VEHBMfN5TwZ+xhiBstdHKNf8UMY/5OxZFwqh1ozWVFbUJkwp4jxMeCds8NwdcMCEvUvYY8LogAk5a3MsWaTcgIZDnLM+E6apZOSmBKDlsnADIpdSTrFHQkqhrcJF9m0+ufT4RAoYTlp4dr1eV0SscN76XaiULAKzAkNhO8eddKfzZDU/50s1uzJvSnmBpianqbBXtKN183el0+VyifV6XdvI9mrAQJ9ZLpczp/LJyQnu3buH+/fvf/SkLA07ppQqrNbwmjr+1IE1TVMVGPT80o5m43XgyBRq1+mE9UwL6/yzDK9mDwfSmikWvrNPx2xK9sfGxdln3kMhplEONUtsaE+1ugrew+FQCc+W/WEPDAHvuC3e9TvsMeFQFpjObewcOohxQly2NSgk6mmV05+nOJV0+4BlWGLChOQIz0sSFxwmF3GVRhzilJ2NRZxQUOUrHo7+mTp/XLUraMGxvajt8j4v0R+Gtt4nz3N+IKWE5QR8aVphWM99WavVqhK8IjfOSy9rlmiZaFAZ09bBeSYtKxJUBKGIVoWF9UeoolTkoEV5kO3h38Mw4OTkZOaD4aciY+Ul7lOzXC7rd1oOH1lY8IXb7XZ2fblcXvOUE9ppeJCDRobhZCm05QDt9/vqELNhUv1kUaeS2smcLPuMCgreo4PPaz1G5/NECCr8VLtrvTTRWA/rUkHA+62Qtc5OakqXORabOOHpCfBsGHGRDtj6iOgKkaJloSojO5/t/8nl7NgQPGJM8GlCdBEppLznAxyCj1g4hzHlbMvBBbT9JAAugMtEiLKmx1Ugw+Ue3jmkunVeWRWbRJglAMnBgVsRBrgBdf1OCER1qPtacO+SexsPtx8R0UxkdcyqOUqhrvPf80OQfhW1ci6Vrvi+ns/JIlver3NvUQ8wD7/qM/xNEb2aIev1esZfrJ+hdvU3sZ+LxQL37t2r6EPzej6ysND8dHVucpA4INTaZFpNR2UnNeuNzEDNxqQlXldNqlDdChDeYzvY8ybzmtU6WtSzTCIj0TFvgiYGf1dEZX0SRCE6RtZmZttUM1kiHMcRExKeLia8t5rwbBlx8GXJOBK8yxC9bEthlttnSJ8K1Hcl7JhQbnZA092Y3T/Fqa3OhGzoWxi97gCWgLzFnq8p6HGaQ/LDeCgCIv9LBWHAAVwxTATCMYgpYazKJ2KaRkwxwidgeHvCB5ctGkDn3nq9ruii5+vhuCh9qhngva8hf867zimLRgb1ukUVFsH2TB1gnlilKFKRhK3Xe1+35bNOV/aXjlwK0ZTSDFFoX9W/0is3CguNg+uAqXRTO4kTR5tIO6y2mzIl06C1kAkJ1cm0aodZz7f6VDjAFnKy7eoXUMRhGZ7faXbYrFLVTHq/hZ0UMOqBV42nfVBHWwgBu5DwwcmE99ZbbJYJLngEN+R1CshsHqcJybu6m5irjJw9DvQ1wBXzwLkZvE/Sdv6/Qmbv8/L5sjNYggNc2+NhPl5laXtZXcs9Pw4jt2tzdREW1657N8/lyfeP1W81TeNsTlMCMCX4yz1IYlZBER1QSDBCoIKFSojzpoqDqCGEMPMr2KgF0981A1dRBOdUi6VZvl+RsRYqWPV38DvNB/VvKC1TwdO8Iq1ToFIpK+1/ZGHBgbESTQWFDrgOAve+4LNMSmGDOKmaD8CJtM4jm4Z6U6SDA2LNo55XXK9zcFk/69rtdtU0YOSH7TzmSyHxqgah8KTAYAhL26z1HAaHt+9N+N7phF3ZSTY4jxTRFqglElsOJbqAvLa1LtGfa6i21D5DCi71Dj6bJFyAxq0Kkehf0IgTgCgbwsgeHEUMgBtNzEYlZWGStyIIddMheitTytsYTlPOwRgnRpjyFn6pVJxSgh8TsJ8wxfl8A5ihVjL54XCYCYyeotE5tQ5nKiz1OVCgMOdEhYPSOPmFyk7NGtIax9dmkCpNqn9O/V38zfKoog+OD4UHhYzmXXBv0I9shmijdTBtGjUnaU5U1/MfKEBSyvn/FDjKuKqp+TclqTqgrBbnJOk71Ra1bVIi0cFlW2l2sJ3WZNH+qiDi35poxeeZzcmQHYXnrF3B49lJxBtne2wXhRCSB7eaI2PFGAuSILrJJkDy2VdQ9yRF4cmyUjPnKAC5yeW9zsP5CJ/UDONOTdxHpDkY8x6hWZB4x30ykRGFoz8iVXOljXHOvuSmNynlSEmKEYfxgGmMZUesWMwdbuYzF1jrTYSP/dCl2ve8n/S23+9nv9NGVyVohQSvKe0qcqRg0AieRZ8qOPipQs068y1Na9GQtxUKej/bTd+FCgqiXfLfYrGoUSRLy1pudXAqE1GSchD4afP6lQnt4AKoWY4WlVhYbh1/x6Sp7aBFIXTgKDFZQlOTgskrmq3K+zXUpYJI+64Ewt/ZjqurK5ydnVUEpc6zF37Ed+6PeHFS2iR9cWiHE3FZPpd6q8+hPkNBwWXo3gGJRJmQyrZ2odxbl4nzwcT5z8967+thQu0+bk9Hezk10yQ1n4Qr5gdc3kKPPhPuwjWNY16OXpstm/lQILviO0nA44u8w7uOuaJNnSMWSy9kcLsQjwKEwoKmL7M/lTGpLPluTcCyNK/vUB+cVXpAW9BFZW19WurQtchDx4R0b80vJoNxU2Eirt5yBC13MkPsgCsj2LCORQVWotrtxlXY8Dnr21A4r88qcah24G+ccJW+HHAryFg/9xSlY5J16sRas4Ft0CXa1sGrfdlsNjg7O6t/bzHhe/cOeGc9YgwObqL/AWBvBw/Zwo8njREZ8BOZufh3gmj6MmYe+WIxJ2ZaldowprqJrm407LyfoYVcX5lbD6TkxDTxSHEC98sIg68mTu53xDhm5dAQT2kwjyrwCS6F8s4sfEIEllcjptSc2xx/771s69inhR56VVqPMVYEYiMpijxU6ZCmdB2UzZ+wQoFMrIrHImz1w/C6vkv7p/wENATC5frs/36/x2KxwMnJyWzHcYb1PzKysPBIP/W3njNRzQAOmHae/zShywoD9TcoAajUVFtQmVQHUm03tk8nwaIJtklDmNapa9/B9TAkFP0kcZBA6L+Bd3h+3+NbpwdsByBFJh0A8JKLkBKip3DI274hcjs+X+8BisMz0feQTYyUEhJi9SWor4F+iLxLeBY8MU0VrzQjBGBUNjXbAqgmgkONmQqySSWpqx4i5QqiGEdMk9FkrjATIzQpb4sXYywCLGJxPiJe7bEXR1yPKdVkJuMQ0aqj3N7Pe0gnLBpm5BzyujVt+EkasP4OS5tq2iufDcNQfXrqmGexaEndA2peEYmklBPB2F4qRNK0mke9cuuqUzZE/RNsgA64wrFjvgG1z5VRLfP10rD1GRU2HByFaKolVFAQxVhfBUO3+ql5IuwbJ4OOITWbmFPB95JwNVHr7OysaoSdj/jm/QPeDSPGSAGWEIZQTIcWq8jmR3FMcpxcjlJEkNnLWSM+r6lISQiv/J+CoVbveE/W+M7RRUnzo+xBiuI4pfPTzxmJcwJ3PaHIuYaSHICRzCNHCXB7/xhjNWOYzTlNGZ0wBfz+RfZncKynaZqdlKcRAW2btlcZgszI3CGlHTUv1W9mBQ3r0H+WUVVZqulkt2qw0TGeNqYmgprWKqhsoMC5HGg4OzubmSvMAaJpE4zgPVZu9VmopFTbhxUrA/MZfmp0QaGfChNralifh05cz8+gA6m/U7ry/RYFOJdjz1dXVxUVcNMVdTySgAjV+F4iD/VzqKDQiSUh8uiC3crh9063uFoCLgUM3mF/OCAMJZQF1J2xubv5PMrgqnbPxxNkYRKGfK4GPM/7SODO6RQSvvxGaJ/Ke2LkIcNFoFR/qqs5EKjBWpmD0saYBwb8cG6uOQFkJDHN1/2kkjkaY0KMjQkTUkVIESmfGZISBjc3U3WuKLxtCr0NSyrK1JA+0Z81TfUeGzFQGlQ/BumZ72Finpq09MMp8jjmf1OG1u8aEtXtCNgXTTvXHCHdgsD63o6VWxeSWSmpWl2ZiYPDQeZvqqF7DbIoQ80WJTRFJOoHUU3A+zR2zKIDQjvu4uJitv8Ew6TqQ6HQYZ/sPZpDQZuZQk/t0hgjttstXmCPP3oA7L1DiO3QIR7iA5QzOTg2pc3e+XKMoauMyH4loB0Y7Mje/CxmAIoPwGXfg6M2TwnBuSqYshCRHdLrgdXItTiHWM/UAO2SJjAAlESPNucxrxPJp4hRmKZqHmW5VbRtWUfCaE/0Ee11OTlLaU0zMa1Zqb4GjhXnQhcGqh9Lad862HkdwOyM0t57VYEo2qW2Jy1a3wavq8LhO2wmKseAJ56pcCD907zWTE3dDtD63jRr2ZZb14bwpSrNdFCtRrf+BQ40YY+tQwdar1nEYc0QW7SeYxEZIiVFF2yfTYixZgSdVxx4JQwKDoVw6gTj84cpRzs2zgHTfLyyTVy0Tgl7Bl8WSJUTygJCSbDKHOqDRz0DheMQE6KPCC7UQ4TyeRwAyn6VZEhuppudiQBiKkIi1XNTPM8cTSjIIwueRA5OLUSqq0R9Of9jmrIjk+HVREdmASlibWUTB5M4d2M+PoFCdEqYpnEWDrTJftTc1pHJOec9NBvVtFZHOZ2cynhEhkzU6pnJlq7J9MrkRD/Ml+B92g7SpRUYfA/NGwofCi81bxj2t7yjURJts/p3euVOC8kUqvSiEfZvlfqazKR2Hj/V9LCmDO+zE6DaQtujGsISDPtATcT0chIA36HahH9vt9u6fT6zTVWbKVwl3CSqcs7V3cN2JwGX9xJ8YToS0nK5zJozBwIA3e6+nJTlva/BjpQm6Gnm1PJ1rArjNqFJTwSq7wDlO9+LkrfgvGtRF+8bslDTxEFCtgVtFCekdy4ncThgGnMGZhKTB6m6R2daOYQh1+dCc5DydHf6gJCXo3OOrWlqsxG12GvKFGrGKq3ZMD3ni8rBbqzM5yzq4XdVDBRc1mTitZRSzRDVviritXxC2qWTXhchEjWoRWDDr1bx23KnDXvJbDZUozBMJbQOrDpwLGRTL6/WbdFGTzr2OqUSUiU4n2F8mQlXm82mIgO2lVKd2oDOTk6wQkR1DpG4FGLqGG23W7x3fwB8yPB6muphQ5rF6kraNhm0+onKIcExjvA+wKlpW5mrCIUiZJKLALhsHaCKrveQecTZmQVQDl1i9oqkzogmOySyokQX6chMzM3IHUogyil9TXMFkv0nqTo6ibQSElwEhk1bP2SJWwW3Fs6lZgJbJQig0oGmT5P5iALU9FTzU+mP9Ellq7k0pEteV/rXNtnsaLZLUbaaMdvt9hra0hR3dQ2wL+RtCkVF271yp9Cp9bJaXwDNFHZIzQ97jROlxaIH9YPYCdBinVa8z06eeqAB4OLioq71oATWUClzLdQjrkuI6XWfDaRIafaPk7vf77FbOby53GOIa/jgqvc/+Jxa7X05sLb6eHLSlXfFb+AcfHTwYVG1PX0aKF4JVBSRiuxwaGs6kH8rgoOmjCunT7t8onFh2FJPTHl9hwpwCCSGy4cH0/FazBWkwvAO8PD1RLJ80DAA5D7TF5NcQRwulAVo8w1zp5iJeIgJq+iwKolEvfC21bicT6BFS8iwdAKqAOG8WcXDQ8GZOs776fSmc1FRCJWdZh2zXmsGkJFJwypI9LrSno3YEI1Yx6W+U3/rhX2tOT6j8aO/ALNOKIyyjKxREtW8PanJei3K4Kc6kiwhWC2in/yuIVQVEmw7F4XRDLGJL1dXV9c2klViUttXkRFtT06mmkTRA288BqbBwZcjCIeQ/Q8hhBLyzIcCjUBhcC4AY/jRIaqWAAFBqn6LjEbmDqsyMi0iQrujohAIMuF3Vy+Vga3V8DxUCpS81sNV38g0TohpkuhNudel9m6HfEohXPV9xJQQQl7vMk7GWV7CvqsUcTqs6qljOs6ch56vShWImq/6T4U96YialqiRdTPz0ypNGwwgTar2tikBlp5t6JR1EQ1burQIPaW28ZT66nTtjIIAIg2t41i51WfRs/84aBYBKIOqKcDBtM/rIPXq1N9VEGl7VGDpZPP9/I0mBf9RUNCu5DU1H2xylZpkGpNXya8DH0JetfjByuPi9IDgHHwICD6vDvVw7YRvZP9ASKEskEJm8NrXmXMiMyjyRjVZSJS/XT6XMwnmAPeiQI5yxCIQHGGAc+XA57I5TVlvMhRE2E4cKw0rksRRMMUc0chzkyMdPLs2FYGRKrop7Ueq9Tlkx2pKwDhO8C7ABVfzKTAETGNZiVzMQVVeLMqwpA0NbysdKp2ykGZ03QbnkWhClYsVIMyJ0PaQBygwlLYVbahzVelaQ/QaYiUvAA2lEMGP41jbokiXRZWeFWIfOSnLToS9pp1jo6xPgrb+sbp7ndF71AGq0lP3vlAHprZXfR16XKAKAKINbtHOpC2FwRZZaO4JgFkoamm0nh8CPrhPgdJyJhyAMGRN6ryrDj1F0HPUNGWTIb9I8yprve1fY2SiE97uULIyfRYQriZMkUibL6L2GzzF3NU66B3N+RAJUyQTFVoR/4Pntn6ljpSmhhiQEEvilaOPpqCQdmhySTsPbZGfhkWVDnXc7CpP0iPt+Z7ZwHlUp7tFJQCu+S1oqrAo3NeUaq1T32npl/1Q85dKyaJnpWfdMUtzOFSJ8XdrJdzkrwDu4OBUB6M6xdQ8AeZH0Gm4R6WnmiU9HwPrUVShDK9MDMw3vVH/hBZOKFcF6gTVfSqmvDR6gxFvPZgweeDeZcS95xNc8XyrBNb3WyKlTUtCvIwHXIWsQa8RQyzQGw7TOMItGsPHMq6uaNysjTO8D/BIrp0j6r3sV8GxwnypvAqpbBWUZ5EZZwKZrIy9b2ZIRVusH4xSZCTCSIjLkghAa0/esr/4QVLKOWLew6eEiAmJy8xD9lc4l02SFOe7ascUMY3AeDjUvnE+1NQkDajprCFIm6vAeVQatwzKutREVl9WngNftTp/53v5HkUD6l+xjkxlaOUT5QsVbIqmyU9cA6IrZ3k/71FhwX+6DYMtty4k0xfwOwfHmgPWRFCbyT5rHT699/bMETV5FL5xAnTw6LzUdRspJRxSxMVug6f7S7x9b8J2WXJBXMR2yHD/6VnAw3XCK9/dIoypmhgktNVqVXdSpiBSM4Tvf/90xIjig6Ad7lzdOi7D8xaByRmcjdnSRMFbAhHci4L2Mbjyk1hfNLgOanFiJiT4wrjOuQoluCrUuWYaZfMkC5Cs8VHDmQy1gnThfdnnIpIg6jscypb+Bc2U5tCagSuRnikWRcH2oLhR0K7Z+SfSIyNb5lOzEsBs42TNoNTIGdGAnuvL3eK897OzYfg7hcZ6vcY4jhW5KPLR4ID1rajPQn0Slp8sLymjq7ADUM0R9ktNHQoqFV69fCMtdzJD1F+gHVZNqRJRpb2iDzswKnDs9Z4ZoO/kO7QNyqg2vfWQIi7ChHewwVvLDS4Xe2ynhH1iCCrb2hVse+DZg4CrYYXXv7vHg9iOQlCprNEeq90WqyWenU0VVTSvgzBo9TKqcC7CN5WIQ6pOjEwUJTrieC/rpKnBxKrqMyhmC2GF3OvL1nipOC9jSnCFqMIwICyKFi1CI6ap1snnkVxd50FhRRVA/0gWPFO9PlWkWBBTceTSz5GKJCmBkhJSxoxWyOwkfA1z8z41ZVVjq2lLpzTrVdNWeUAdovydtG1XTtusUDKpOh6tyd4zT1QoWKWtqFyRP9+92+1qwpbykvXhqMD4yJvf6JZ2HDCVygr5OXmcgJ6EskhCTQsdBFuvNWd6g60CjYjicDjgIu7x3bDBm8sNLjFiLM+NA1CidEVQFGFR7GbupXA4W+C9H17g5J2I5X6uDYgo7JZt9UiDdcBmSSEoiVFo7TYjVIlxnLjys/kxWko3cvQBQKBQcQku+bx5lowrk6zqlv6UMAlwNIGm6+txcn8U2cV8X209kUVru/MOaUJBF1lA+HJ/jCXqUca50ohrJgqHJsYpmywxL5hrRD5PxFNYr3Rk/RSa52AjFkQUav7yOfWLqZLo+bEAVJ/F1dUVUspb7Ovv1r9iaZ6MrnVbOlHlapmffVGlzj02NWqkwo7zYB3BvXKnc0M0LGWTrNgZZWRFCdooC73su/R5dTBZ6WoJG2gJJSkl7A97PI97vDFc4k2/wRXGHNIrMDfWd7uak9AAPYr97UBVtls5fOdTAz771oj1fo+lWyLFtk1/GiUTNfqarfnW6QZj5a6MEJwPJULZUExeMOURp1Q1rPeZiVOKCKGFDx0K83s+O8+byExX0M1UNjxBSWxyqJENgNmeLevTOcCFMGfcspiLpo4SZ0oJ1ctRkElDTknkSG73FKeGQEo+SJxytCWBCVgtLyTGhBCyUMuCBRXxUDFpZIoC+1j4kb+RKa0Pi5pVE7hYrzrEgTnaJm1a3waAKjBYrMBRxaf+MBUc2o5joU0dC74HaJtuK6+osON1Co2PHDoF5uFTixZIMDYfoid1bekJFR18vU8lsgouqzWmFPFs2uJb4RJvDRvsU8QUs6BgtmQkikhlP4gpQ3JqUgqQVBKWYkoIyWG/AL756YBVzJo+xh2CD4BLCD6WzV8ShiG3dT9EYCHOyRiRXDsfwnP1pCtawhVtnBJ8CEgpgIutsnlU2ksTYmTUQc/PBLj+I+cyRHiUNPckCWwu+yXCECqqSIm4p5kkNHXgG4LgtSwgZO6cy+s4qtRxJaRahLNL7VmXUE4lLOZWERBk3vK+vDNWhJtcdaZO04QkJkeM+WChGGN1zlnlpVqVtKrIw2rwGONsQaClS00yrH4o8aEBqMsCnHOzMKYKCKVffbflEe1TncNO5MSaPiz2WABrnpG3rQK35VZhoY5BbbTaSlZSaWP4XX0XtkMcZDVLFD0oxLeT773HGCe873b4Y3eO94c9DsVZNk0TxmmaDQhSKmnTzU7O/wCARNBsfmo9JGDywGYAvEuYIjAEVxg7AmDoKuc5OOfgKRCRMI4TXMwoIUbAhWYm8B15P4ksELI5Mz+Emouz8vhnRyPDqSlGpIIKEhJ8zCFIdbYBJUQXQkEjqJ5T59EiG3wf7WjORfl/bJKjoRD+LSgwCt1U30wxJ1pYVExLSpAiNHOkCPW6K3M+xZZu36M3RT/8x3NpFAn0TGKuFSK9kW5JayGE2baQWp9GVcg79IdwpbMqP67PICruKUrLJzcV7S/nj+1glEZ9GxZRKZ/3yq2nqCtUY6U9s0OLzY1gx21RW0sFhd6vnxxgvndCwrtui28uLvA+dhjLCVl5JyYKiZLEUnwQk5ylWWE3Ctz2gINn9G/mlY+x7D6VMiQPIW/3FscR3jsMYchOPApNNBSQEvLycnDptUPyqe5tWd2BhZGyIMgZnd4xdJh3v87MXm+HQ6rRi2ra+CwoUgTgch5DCG1HbfK4Y++iMG4ZGJIleVczNWly1KMHkMeR7UNK1YHJeqvbM5U08tjMkDxnrDcBvmzcW3bH8s7naElZa8Kwsvob6Miru5ChhVe5YNCGMmOMdW2H7tCtz9L0ppLq+czUxNHtDIB2aFGMEScnJzOlSoHHNHJlZCAvg9/v910BoHxnnZw0V6zZ3jNt1Pdxk5kDfIidsjiA2gCFcGyM7TA7ofUcC5v2BI8ijdoZBzxNe/x+eIb33Q6HsUAogad0FmbCzMukiRAcXF2CzcNwoGYRGcDl/RVy9MHnLfMTV1d6cG+FxWIBH/LJWxGxSAd2ymXEEFt/U/k7BN8YGNnHAJf3s2jatrQrxoIIigAiAHKumh0z84BREN5Tfgsl9JpihvN1HpzLoc8kZgTHIgHNJUJzwjefhHNIk0nxdsUL5CKyv7IJPT6XypECcYoYD4dqjhBt1b4jj9diM5XoyJxGGNEA5v4KKiHa42QIogQ68AHMHHxWUSl9ko5VIaqi0/cQifC+w+FQVyBbM0nv0/ZrH5UXbFttG9lO5SFgbkI187WFUz+ysNAX6wCqI0btHpVmtsHqKLXPqR3HTqj0975l3u0w4Y9wjm+FC+xTLGdhFGhLjcXvKdu5NEXoxctLqnPW4BTL/hFFv3tfiLj4CX3ImtJ73zRhG5XMoHHCYb8vm9s6cN/LXG3hNJdm72dkI6Fo7Qg4n9HADCGMY3FCto1ykBx84ErOUovzLXXc+Vl4Vf0NcUoAYhWW+YhA8IZ63VEIlcczEskDxF2+64NVgCiGSIhlY5scAs3SbKCplFIdEs7hNOWjFb0LiIhlMx40oTT4ui2f9VmxqF9CYT5wfeGh0h+f7QkipXdlML2H9K+am/tJ6DkdFAxK7yp8VJHaJQvWHWCfrXMsgkFRkCpdRRvWLDlWbt0piy9WT6kOnnaEA8dGa0MsVOpNnHZAOzIMA6YU8aa/wjfcOZ67g76+wUsAzCyks6ztVVBBdt2sJTLu76iWM5FPxZzJdcfydapRDDhUJxwjAOM0wacEJJ8dn6Wv1LIQ5qOmR9G+zgE+hLyAKrQxaWsz5j6DhCwEvQ81f8MLEVRiKGZUIvQvfpgElFTv/IcPDdrOQ9KtrdWgSJK/wUIkRkEiphh9LOVp+BAwlHsPHM8hJ2U5V9aoRAcX8srULLxy/sXVWcB2SFiMuMZsjEJozoTmNNiIREptMxsqJIXluk6E5jeRg2Uqm8dBc4hoQnefolnCwjrpgLT1KxP3tP4xBtdn1HRiX9lfRn1uQhQsty5Rt1LK/q4vssLBJmNZaa7oQTtoB2tKEb/vnuOP8IKHcPFH8atkhyUdYOM4lo1gi48ARYOVCETW1Dx7o8DLchBvdGVQxUzg+1x1wHEdQ5kMogygbqOf/RS+7vzUYGzWns6hbtDrHBDQhAyZfhjyQT+QsU0p+ymC9zVCwi37c6SlOQyrD8jTRGl+FI4vplSYMlVkkpGLJk6htA1IxbRSs4R7hlahXMyNVMyKHPLNN/giAFAOUTrQLs9SuI4V99RwLm/ZFweP/YMllrscaVAPvq4a1UQphfocC2UYZXQbOlSBREcx7+WqZd3DhO/SfTFoIjnn6jIARUZqJrFPgwkNK2/ZYILyon6qO4AIy/axFwmyQEDLrT4LDqhuSNoTEHq/tclsYUdUGvfsMO89DmnCf/TP8Uc4r9DXAdXhleqzKBuu5EgIUqoMXB4oLy8gue7zUOIPhaCnAomzPMhOyCjPepdXdE5xqmFJuLyCtEYakE8pz6HVJhDZP173heG1X1moZYFF5EHGIwqo2+ExlIqy5L1qEVRhAdBvQeMANcRZ30dnJ/0BLiFObS0Jk6FYBx0TPvi62W6ziMrv/Cg+EqSU073pS/GAR9sNjOtBYjEtQ/EBUYj5FAAk7O8tsHg2tRyXlGY0yZPDlPk47po7QZrj3Byjd507/saT5Uj/6qeozndJIed3Cpdj/jo1rdQU7/GK/t7jL9ZJ4cLcEVuH9WHcVG5N9+bLNPSpg6Lf2UA7GOoAAvq2Y+/75IHfwTO8icvK1D7k5KWxODW5tDrLg8IgbEtsJgdA7eJq5CDTdcncnIqzTXaYzi4Gl/0YmZPgQkCUbdhyv+ltrD3O+RwuwXu2gZqXsJ4mSPNdNIE5n4NmoiXwJDGOe/Blty4SUHkuy7ec3JWFGLUu6yoMXJiY7eZl3aiXW/hVkw3F/EppZo4k+X/2PbT5jzDEmFA3+Q1DwBADErWfK2goOzQKssr+j81ZwB5T9XtwbJQRgHb6ljoZdRWq0qj6zFKar/TU8Y+x7UilGZI2Z4Nog6hCUbmuUiXCUf7RDGArMI4xs/oFbekheLtGhO3+vhycqu2t3aSChMLE3qMwTjtsbWPtVIWGHviPiYJizlhTHBvDV79h1tIpRkwoO2SLJsza07VcBSCfDs52pmZuVe0cSxgz5W3sk6NWBVVu6YMDV35O0wQ/5DAqzRgPlHM7geBblh1c8XJ7X4VFbRMYUClmkHPNJHIZCYUwyKK0VLM02Q8l0hCGkuMhiUvIvpI2N74K4CacOL65LfQrAG2RGUclh4R9yYvIc0Hy9o5SqNTngRg9vItwCEDZh3S72RQkU+abfqGCeg4+4bDwWB7mkFoVEulMt9FjtERND2pxheWWIfU+0jqjKD1nKGnYZmOqb4L8ojyh77ULzixS4DtU2CjtqhkbBHGqILDWgM387JU7IwuVtNZuUglvvat8OaWZdV5qHXVQvMPv4H38ib+EQ6gbwCQAU4kOZMUpmtg5IJaBZT0lXNngdKp+CcihLZkJy+QVfwQddq4c7DO4RTFv0DS6lwEuyjoEj8VyieViAVfyA/LYeKSUF5WRsVr0AnDwOexamCojH1dMn8zItOsrEZSoxzSNAFzzYXiPaWSUJ5suwXvs9wdQsHEfi8zAzZyp7y2jgbJtHk8WZIMdEUnMzsea/+pc3rpfIl9IKf+esrlRXDDwwWGaUpF/jRa4orVGnso7U5wwpojLex7Lqzl9Eqar0iJzK81pdIMMrGhWNS2A6pvg82R2Rjb0/brSdLfbzZyW6rfQdykSt3ygyIbvUuGgwrCOnTyngpToyvIneVtzSI6VO/ks+ELrPLHxWhUinAytxw6MTir/HoYB34zP8YbbIEcnGhFOhwPGMS8+4ilWObSJAlczo4SUgBAQXT64xrm8nqCuO6BtTDqkLV089xQoDOPBleQgBDjMxyHIMXEpphqdyIIsljpcFRht/DxnGKDPZMr3TiVyUZ1czlcB40PI4cfC3LFsq8VkuRgjMIl/xrlqovGIgRgB70v2Z9He5aO8r/SHkZQEeBJX9QN5OCREz5PRUMya8s4Q6h4XsSAJxCZUiOycy34imiXeZz8I/Ua8mX2AAy7PAh7iOgMovapyssvXKSCsEiTNqnBQqE60wvdYwaKCSaMhuiGN5SeLZCxPAA0xWO2vdenzVvDwPn1eebaatDc4N4E7hE61WNjDBqlDEpjn3atUZ7H36aBcYsQf4PlslaQPAeM+n7LtvcM4xWo+pIKT83YJDrEwYggOzkeksdmjvk5ME1o8PbxGN6p/AvBDsfNlg5NQzurIuQECGYvkIX1neMuJz9cChUzxvSCV/IlyXxg8UvTIYVoGel1R8KkJCo57EUB1dTBcDY8CqGaL8x5jgeF05gIUZjxSoDh9XRacHnncp0l2fHbIDO9Lzgl1gXNlc6u545AWFH0+CZgtJLtObwNCGOtmRMyFyX6qZrbuTgdsl8DpvtGSPSBZmcbmM2iyljoc1WehgoJ9Usby3lc/CTW39ddpJOTevXv1HYysqNJRk90KFeUZG61RwTBTYiaBUutVtwEFni7LP1ZuFBY9B4z6KFg4Sfq3CpJesot2nPfuXcJv4D1cuakcalX8C0XTZnIsdjIHIWUuZeZk7nDxM4yarFXOnXChpFnnNR2MLnDjFV/OrcgOviKRh6G2o9rvMrDO5XUVzjfNm3d9CtmBOpP8mI2nK9LFFwYeMRUGy+1LEUBKeW+Jgijo1IWTSAf5M5W25b8IQEp78zUnY665F+WJalKheIsYFi1Vl6tse6ELB3i4ukQ+C6lcJxGKA+qpZ2138UIvslgt01mLVmkiXEoJ0SVcDgnLq7ZDNx2KZEjVrBoyVSTSo2vro2DRcOxyuZzto0F0wecZ9dAtGw6HQ13wpmd6qNZnm+z5pxb92O89hKSmCIWCCjy+0/KhRTpa7rS7t/otdKB1ma+aGcfq0AnXelNKwBDwNbyHd+O2MMA8VbWF11BDgN45TM5VrVNzOIqZ4ZDP2xjHXVvu7ROCy8yfIXcAHPLajvzGPIBF83NLew5qXcQ0BCBxdYUr6QHzvmYhGgFXhBRcDnEWAZXb08yRtp4llQQvVMFWzYwSLlZnZ5rKtn+JqeJZ0FKAOTpggVYnHJIrIcfKrAUl0YdQpAPzUIhcUHws3kfEgkxcyr4OmmDlVQV1FSTD0fIeiKmaFcpsdezQFqxZDZliwv50gDvPG84wU5L1kGasc93SpUW+eq6MamelW32WQoWCQxeqaSFTciWrohDWp9q+l6DIoryoz/YEiPpvrDllTQ9e+8h5FgqndLCtE0Y/e8/3nDDa2UOK+B28j++ki6a5CqESbtd8iGID07HpXNae42GspoEvhB7LobsUFCnl9G5MHJxQogq+Mobm6I/jOBMUzjkM1SkpJkvuJcZxyolVBfBwUZhzAYtl2SDW0cHo4BIzF/OhQzFO7eDgwtlhYJZmNhOqn8XNHbfTOCEMAYvFUN8dAiFCNndCES700+Q6xSSrJkx+hiFfbvpLn0aRAmUuyzNFANBpmngPaJ5Q4BRThDAiUaAUFFPXpxR0ASJcIWIH7E88NrstlkP2ISijksY07ZuMrYVKjppfUbS1+a3iVIcqr+lRhPRZ6PkgFGw8aUxXm9olFNcEZLrurLW/a1t1Xq11wDGywpLjcazcmsHJivQltmIdQIVlHDh91n6fUsRv4318B5eF0DKnlUTDardnf4TahGWz2DLoMebViD7k9QP19LApMywKY6ZittBcGYYc1ZhKBiihMc/0YB9qOK9gfueaEM1M5OEcU5Zzw6cxIgw5G9I5iM/EVY0eJ+SNa5Ms6a5MmMOjKSVZw1KGKJZNaULLZ4hlXUwmwDZO6mdq2aypLmhLqWVw1jGgaUPhQPOqOkMbAsvmWSwHtrcIVaUa5/IuXsQKomzyjWUPi6mYmGV8pnEqzmc6Kbk4MOJwMuCwDhj2zR9Bbcr+qqOS86iMBMyFjCIcZTLriEwpzcwIVaa8f7VazcwMNYE2m031laggog+lhzz4Xt5rFbk6US2PEQWpqcP6VGnb5225dSFZz46x0k6lljbQSnoVOt57bOOIr6UP8Ia7RPV6u2JVuyLtkApEdtUkSDELgYQMuxkizWsTsoaf6kpUVK0UkCdhWAw1E7Od/JVDl9yHMyUimdyWSG1ZGGwqO1HXyeOxg86VCIzP92Y+KrtbERpmGO9cc9hmF0EWgGEonvaQsxaJrhwZoiwaq74Oi/rAS9QaEQDTqAvDcM6KUKYQAedRMAHHP6MMuiRSQQXlXd7BpyJYSz1ckJcQ2wrSVKUN2EImXdV+lDkGqGxcfh9hnnOIA7B7uMLJu7sZfD4WYehBe82qtFsvEB2QcTUzVKE7BZndKyKEUEOp+l7yBEOrFBDK/KybdanAsaj+GKK/6beeS0D7c6zcaYl6D/LY3/Vliias44i/XaYDfj29g3ewAZCJfqp5ES2JyiEJIkhtkVhqezlW7xuAwyGbDmEYmvMNsuiqEOrMoVb+zgf8NKZklIKmQlG+cGXFpyKLFNv9mUGmfJI5UVBKINCsh/aUv2ubXDaJHFCXo9MsYX+4sCofQIy6WrXtyI3mUHXZ6Vg7mVxBbM1BmYjfHOrK0GoiuGwOar0zUxAc++JETPl7NvmK0KhosWXa1lkpe4zEqTmBGXpO/K8gMCoQ+k1STEBw1zS7btirEQH1R9A/AbQzX1STq7/Dogw90MdGXfisNSl6voAY8/qS1Wo1E1RJxqGXbqD81kMF/K4CTfuhdau5Y+vslTshC9sg/c06dJybb56rEpINOncH/Nr0PTzDLhO0dKLSac7iKdGA/J0EFVM7MDcTvUdMZeWpL5DfhwqxE1INeWbGzNqN92YCn4f0yGLeSeZkQRdpKntRhIDDmBOd4HLItqVJu7ojFT+DhN5SapPbnJwt0kRgUAl4mvJpZuU3ChvvSxgWRWMkshnnqgly51xltipwEpgqWpFSTAJHRdbQBANKkpXsOZGzQxMS08nLsvxU/CdwBavEZgpWsSQoKKOIhg6oDKrm5mHKyAKSjObLd6VdrslQptNt8sn4fA9/V3Oavg6NjqifIqU02wWrZwYwm5Y0rn2jD4P399C8IgxlbGv+6Kd+15CvFW5q/txkgqCRSb+otFGGt1JJG8d7rXRm2bgJvxa/h+dOVxpm7ZaZEsCMaLnmI83a1UyEnMHYNnttcNV5hzCU4wJJ7EnrQGXwEFq+A4UCbed6DUzbjtVJ1yRxNj+YKu383ElF5qasAqMK5V5UP0oWQgnAOB0abHcNDTCzlKZKjpa0s1PrClKXo0HeLJmvp7SLtvalDTW1HkI4CXJAMwUPx1TgdRn7jEScCDsSZnvWFbhSpnu2OM6XVZKZmeeZi7yPY2edj0qvSi8qCFJK9VgHjeipk5PP7Xa72X6fh8MB+/0em82mppAfM7e1Xt5DoUEBxNPwtHA81QTRMehtEcExUF8hx6Sn9PndjlUvmsNyK7Kw3lKb017DlXKfNkZzLM7THv8hvovn2LcOcICrcy0TOE2PacqOS+5PMdv9OSWMh7FmY5Kh6uAhO/28ZBOmwvQ5/8LB0/Yu0DaHNHM7pnKIMXffTrLVW0JLw14MxRRJTWJ7Lh0vCVyokyap8mxzqlgAQ0nWod8jLwBzzYxCiaZ4X0Oeub++OCAjNwZs+2A4FB9NHen6rTKa80ghzXwJdRVNkXJ+tniMksKVIwBcNUtSwrUNcqrw8S5v5JvtHhBJ+OAQgDIHuT2e631SdvAGYZw4RUTflBK1IzA/j5QMQdrVE7r0dPPeSk/WQ3RBhWmXoJPurTOT96hprgpYhZhdFTpzSoupZf0Yym+qyNkOohpVWmoWWYFxE7q4U54FG6LftdPqddZce/VVnKc9fnV6G8/dXnwFqQqLCsEIk8s9caJ/okxq5P6M2QGVl0iX9RfISIJmQ6KXHahZi1WIgAKC9nJmgjhN1VFaYZ4DaLw773DYj1hyoVZuvEQ6UHebSsjp5oDDwmem556TeW2Hw0RB4RyGYipVz75vjlPa7c47wGj4bJrkcQspAJiazuZ9RcgAwriotzR461BzWtinhJS33KsmTREmRAPRlfBq0dJTBEIqiWliblRXSFl2XpzL0ce8/sS56gzlGhfnSzp5Sk3AFEf3/jTnvXjX9nHV1dFKp9YkIAONskZI6R7AjHEBzEwaMrDSu/KMokr1O6gQYZ1EGBritUpXlbWmubOdVkjY6AffrREaK3h6zmEtd0YWWpmFPNoZfRkH9kXc4d9P78wFRQPC5V2cJFf8E2XT3brisBBx2T/hIKeNcfNYH4RxUqr7OFahV/vDd2QCpNDgcQEu5ujEOB7ye8GQHCMZruZ0AKiRCiCjneCpTSZ4P1SnHiMvwbUdrjKKosR3NXLinCsBjMzNScaq9sfNoa9zDolb7oehCpSUUEwkDjQqmuIalbxZVio5LAW9FYGL1gPw+MEomak1ZR5ECkDwA0LJQ4kp57oAXMtCR3apPxUGZDg4RvHplDGeuDrX1fYkgwQUviv9VYpz7SRzvUZGWywWdXk6MD9lTM0CMrouT9eDltVHoYhb0Uv1TTlXzZ/FYlGPDSBjq3mlfgsiFt1Zy2ZVW2Fl0YhFUreVW6MhKgUt9GKxkGqGLFLCb8X38G7a5LCby3kBsaiahlgSmKQ8yU7OFcY2GsnrFcq7s6AI4L4NKFq6rosQWzprg1TtdBfbIiM63ir8Z8p4lAOfp4Y0kjAKV3FymTt356rRn4S64MzLBNEYoGb33pcksrFC+Nm+EiWZK1RHqtRHH0Cic3fK+21SMBRmrlEgx6XzDIe23AryEv06NO+qD0mOeWS9iRIdjFA14ZyZNAvxyce83D+vYgdioYcpo8ZxmopJGqXOPALj1PZ5QAKmZUBcemBzmPkilBmJBnoROhYyH4WJpXEyWhXIhkl1Lcl6va7tUObUpfCaBk7nJrfrVyGhTE1Bpm0G5mniGsk4hm40q1Pv1fuOlVuRhYafeE1/56cmnWgZXcKztAPFAYmRf6P4CrKmaQzIrMu6WhIofotiLhTGHMJQGbXaiDHC6YpAh2qOcEVpSsgrWDlY3gPTVDRuxDShCJ22Df3M0VvamaMsGT4ngepwefcqh8zYQ8gIY4oR3iOHKYtZBSQMxQk7FcTiiolG7V8X/nizlV6QowRcyztJJJg8crWfFBRVPFeTQuY3qc+irTMpXgnxL1FINdOEwtoB2U/DOUNDCyEMQMiCfkqMmKTKVBW2QxaeudqNasbh1GPzZMLJG9nRqOFQMryF5/Q3kKaXy2UVMKR1fh7bn1J9GHYBGaMs+/1+tuWe8ghzOIDcDx5HoHkfnC8r1CwPWr+GOkJtmxVJ2Pp76MSWO+VZWCikg6N/98rb6RJbTFWj6ZxDGpqRg897FpRsxZQKbEU2O8Yxa12aEsOQPfixMAiAasP6smkCtb4OEiesIaKyRNo7OISaw1HYIguj2DZkyRq9LaVeLpdFw7Neh+VyVbVpKiiKUDy5LIzUZqwp54k+BF/RVI0EFB+GK0J3oAYCZhvlFoOh2Pu5jrrEhft5+oxCwHsrukPhfKaW0xQocFXaWH0YQM3fSKkkeBEVVgRJhsk+HNLTMAyYYsRU9kxFaow1RZqg3NeioMXCpN557E4D7pkFUVbbql+hF7lgfXR4qq9C6UTr5u90SjrnZr4S3fBXQ6NA289TBaTuhWFzkpS3am6PoAatm0XRgv3bug1sktaxcusSddpgFoKpwLANqhOUEr41vWj2tmtogpOfExDzfg0ZSaBqaELjacpExuxDDwf4XGuc7AHNEc4PgCsaYcpnbJIJKjEUiDtNI+JU4szwgI8IKSAE+mTGLEhKXgVS3u+inK8DpLbUmQQXyolkKaasnmuXyZTNhxJKqDT4kGG2B5B8i2SIM6o5LR2GxQAHV9dvlNoBcEk4721mRWUQSqESCaIg4dhGn5DPO0F9X60EbVVvFQQFdTSB0TatcR5IE3EJfRpNyXArxBDy+pn9YQ93oKMi1fFlyePgEeGQfMLVkHB62CMd2ua5lh6VAZWuSb9k+iqkxLfA5/V7ZR5J2VZkwXcTjfK8EBUyzPq00USgJZaxbWpC6PoWvc53Wr+E5p40pXMdZfCZm3wXNwoLvshmk1mnj0pA/XuLCU+xKxOcqsYjAWcwQRidkFLTSLSF21GDhKNZwEw1k5NtKouNMtWD/3lfTkvngLm8mtE5V0KjOSyZkUT2FQwlylEhcwKGIe8jwdOwHDIaWCwWGIZFcSCWVaop29cDhUcYkFxsOQLUyNVZ5RGL9s1L6GmqyxqNMg9cWFbhI/W7g+woVtaLVN9KKmFHCXuWscwCgv4JVy2L7JdwZTVthSWlLQyqcvFX0dblaq6DRzLmOYixHICcmrpIKW+uHKfiq4gR69Ua0zjlPS3KEZTTNLXNiV3CmBJCAjABcUi4GiJWu2ZikGEoAOyu3QrzKTgYjbCmNZ/lM1o/hYj6O8jMNDV4z263w3q9vgb3lWesKd9zRPacsxad6DPqp7CrUPmpQvMjCwu+cLVa1YaklBfCbDaba51lRwihLuMe4wxLuMrwcGjOOQqCwvQ1x2IsKd3F7AhDEM876n01dOo8Bi/QnFCraEPvS3Qk8ogAX3bTo18kc2ZKaD4O57FYLQrycBgn2rwZESHRBMgmQvDZfIhTZqYYI3zJX4goaCehtilPEpEb4IKv45WFLGqUJ5T2N6eqa0IFZbv8RMdba38qjs0c2CheCDFZ8lw3wkmp1c96aJSVaWxIo5hvKZWFbBF1fmcoo1bCKBTyvaw/RuwPBxwO+bCm1WqN/W5f9xlBBKY0geFjzQTdvHaK8M3nWJS6KLz2+5zPQ0HARC/SBVEzF5NpSFWRtPo9ZjuSoZkiFBIa/qT/gWiDG+HYTFOiED3OQAVGz/FoEQ2vKd/aJensv9araKfn/NRyqxlycnJSHUYszrl6dqTtgMK0Z2mHCUWjkrZcs42dSHuHzEz0P9C+pRDx3iFbD7ImBGJX0g5LCS5FTGPeuLcu6EKJ2085R6Pt8FwWmrkC52i+IDsl8yCHktgVMU2+bOCSzaJxyu8cQkDwQ0UgyZdFaQWaEuYjoTpFHfIE1kVcnpmcJYehIDIgm2YTiganoKAWT5LbL+tOCsiqCIKb8yCh7D1RkIb3VSRUgVAJqgn64B0O3B2dQr6ildI/X/6W31jrtQVl/M43x4jD/pB30F4MWJ+sMU4jDnEEyhaFFc0k+lMcrj6Rw41PvnNV6YEMqL4GoK3J4N8UKNZc4cIxoDlMdWc3CojlcnnNDCAjsx11BXSpf7VaYbVaXTN71F9ykz+CdM/36O8qdCiY9HcVHmyjClA9EMmWG4XF2dlZXXuvEjCEgPV6fS2hRRuVUsJ7cVu/C/YstmwRFKkRY25wztYbD+X09hKGo58hoRw5WJySXNyUaEvHiENsySc1hRs52xN8F23FApNdWWOxWAw1P4NCZSpndcbaD5HgyL6J6CKGoe3WnTMsM0NUQeFcXlHqS6g3NCcmqtmUJ3Ase1twU17vPULKG+eQnb334I7eziE7H5h8BmoOnzMmpc0JKeeYOV9MHrFVZY7qvBYmneqaPUkKd0XIp3Y3EGs1RVrMi5ADipBAYiQoz/Ful83X05NTbLCZnSxHEZpRW16Ze/XKEg/f28NtxhnTxhgr/FdhwCgEGRlAdXCqTa/+DQ2p1sgb0asxCfismht8/zRN2O12OD09veazsMED5S29T4WECjt1F7CdilgsguD2ftb06ZUbhQVjxuq5JTHTkWQ7yjIi4gNsC4JoDrUU0SAukT9YD8BDjHVvh2aLC8GLNvODh4tzaEjanzk/41TXVTBderlY5M18U/HYFXPBuQzr6TQ4yInympiTGsnPTAe1GZFS9U+klGp41BePfuap3Odxv8+JWSkLnYgITEXQ5EHODJryKla+j8lntePFb+G9B7yvUQhyaSz11HuLKTEEIDrKjOumSkYhWaj74GuEJ8u7MhpJRAHNjpJcx7Fq85Lb7H05Ya3kuExTquswTk5OEMaAzWabx7hE1nKOWUYcWHhsHi6w2s09/OpX4Nwx+Sn7m4a6g7cKVPoc1Lmvfg9FDuoXsY5RADP4z3q32y0WiwVWq1V9JzA/U0fRhRVI1ozQYh2mAGYmiTpftd7vy2fBQaENpp1SR4/1wOYoxFS84yUcUDo31LwEEj2Kdsp5FYeDTFpxnuUcBobSmNrNO1p74hTrdniAK5vNygCUiQ0+YHm2rD6TmBjSK/FznXQwDR0AWogRzpk2tDBZKgY5syMTgOlwKIvalgVZ5Ekfy6YuDYq2iXYpO325m/nk8r6e9LekGg8tArcgGSaFRbgsIItwJaKobU/ihyhSpO7bATJEFqLVBMhTWczC7DitbZ8hiTTLcq1SSswHpLkw9xJ94y5S4zjh6mqDe/fuwft8GhgdnaEcnISU1//sXzkB3tuLI3l+fgoXj2nCFJmIp5trNIO/W8ZTKE/as1Bf6+A9usdFSgnb7baa+jOntQicXp3Hfldmp7DS9vdyKFSwEFkdK7fulEUHjZV4/NTwD/9u3meyE7JGcsWHQOJLqDZ5ZjYecJy98LGETGuiUWo2Nc2YqWxHx621yBjTmJnQBbMxqUplCrkYa4o2CDVT3tIOdAYOA1yUoxnzAORDgwpTOefaorEIAOVsCdeIBClhHA91ctxiUc0QuJYEpmZAntQGZT33zgwtxTzGsjdnzdAs2awUpiK8XHlfNifamHBOK0qqQgHVt0BJwjTw7DxlTgDnkpCxaAOaGlVol1wMzSRHO12N5lj1E6SI7WaTEUYI2G53SHGq0RXS2mHlEYNDiByzufNQ8y80gmdPWWfKt9KyOkX1b6V71tfbU4P1aT4HBQYTw0ijar5oUSSgjkm9pujHmjLWp8jn9febyp3SvdXzysFgXry1oyq8QSw5FAVVkPor/C3Wb/m95UsUZ2bK0HzuCGN4MTP6Yb+vW9WH4Kvzjr4KVyYr0HFYBNA4TUjjiNUyx77bgqkiAMsakAIg4HyTznTMJkg0BygaN2KcAJ+yxh2GAYOE76L4fpx3WLgFqtMmJTCi4iGTXCAA+x9ThIsO8EMGbCWEzDZwHqqYTglcnNbMPfocxF9BxU+BnFAcoqDzYWaPOO68g9zvAQ7J+bxVX/EdTWWznRQ9IgW5y1mbkUgHHOfc92EYshDc5/Yr02x3W5yd3csb9u73uZ2F9uM0oXlzMEMJxzQmkYoyN9CYjOFIoCkc9dNp0pbeo3kUFmWQYTWqwl2zelES1mtzPxTVWD+FFjWH1Rei160APVZuTfdWqcXKY2znIcxsc8juRIlazbXsTTKXIF/6C2nX+hBqLkMsPotUYC3AUGDEfl927C5OvXpamPeAw8wjXDqDcSynqxeVNk5jTZ+uqpzvci3/g0QBWDvdVT+Bc0BwQ3FclhWFMSLu9kWTNuia0P6maeRK2naqJk6D/YCvCMYVjc1xI0Ewp4Htqho7O1DyYchiduW9LYursAhMojZfws8oc8JDmAh2AjICWmGBB36J190aj9wKGCOii5jShCnlXAmloylmv8wuHnCIEfs0YTvtMU4TNmnEhIRNHPAiJrzYHbDfR+zHhM1ZQBryeO33O6xP1oADdrs9mFgWhoDggOVqBbcbq7+BNKkhUc2FsJEL/mOEwDoe6XjVqIFqeSIDFQiWIXldz17d7/dYr9fXFrppDgf/7iEJNWOse6DSiPFz2GiKRSK23GqGcJBUKh0Oh7rxh72Pk7BLEaNrZ13SkUn43vwAecVBM1GmOdyNYie77Kjb7Xfg5rQppZp15eCw5KYpFEol35krJPMAt+PnkfIq0MZYgC4Tz3t6juX+3E7ueBWGIJ7mbMPvdjuM2w2GYVFMD6DlVJSU3jQVswIVdTnX9ptESsUBW3Ik0Ewm5x0W3DGa0N/5ciI5x3BuagTv4NwAT2FaOd+VFbMUlmWeI4ozFVi5gBMXsHIDVsnjoV/hHhZYuQFL5Iy36uX3EyKysEghYULZwdo7TMi/AcCEBcbIw4RaijVp62Lj8PTigBcvXmCzjdgtI67uD3j+IGB3knDYH3ByclKSucYaMTq7Sli5gF1qikzpVrV1o4W2xULP7uczNMXVpCHDkZk1scp7Xzf1XSwW9R8wTxkn/VR6lLaxfrapmVxN8WoI1V5Xk+aYELBmykcWFjpoKii22+3sun0mhIBnaY99jNnpBpoOTctXOx3lMzWUMXO7FZ4PIeAwjiW/IzZBQWdcCDV/AamlEOdNX2JRsA6unA9CCA64fHaIz3CdaIK5HNxVGs4VIRGwXq/gyt4UhxKnD4HEkletUkg0AZTDpkgAokdy+QSy6hwuRx/CubL0urS3LESrRMAzT4sAzYu0xiqEvUfdwGeNgCdhjc+tX8GnF/cQuGU62l4UjM4shqEemxAPI0IRWgG+5bAYmBpjxOTSjE7UnlcmUo2rtj99CoTaeSxzaP7i4gLLxQLLBNx7nvDkMuKtV4Hn97OZsT5Z4+ryCg7A+mrCK29uMe4PtQ4NG5LhAcxQBpmDIUTrC9BIB5+1fjqOBZ/hkYWMGFofn2p8vkvTzW3d+qye9sf50/p5TX+3CEIRhs6DmlS9cqOw0B2IaVttt9vZ8lzaZyqRnHN4d7qqeytUP0Jz3TemLIKD+yPw1K9cd4bKPua9LqunGgQCrpoceQk4KpzOPsKYN9ct7dKt+XzJdchZl5zA4s8oe0ZylyrAYVjk08BigYxj2WuDQmikI6zkWVRzJpVchzIOTKQKroQJiR6CmBChTLyDEIJve4E6lChFGyMgwcPjvl/hk4v7+MxwH5/wp1ghVCSioTwtVfu6hEM8YApzp5fVNqpxNSFJnYV8lh55tYlVC5L4SVOaCUnaqzkWe+C1Nw9YriP2S4f1+gQ/dHKK6eklhhd74JBwSM2/xr4qrbJN1PTc0o4MyxDqfp9Pm2f7WZf+TkajyaNhViZ/0bRQJKLjyMJTzuxveo8yvo2esNjIpNbHdqnQuA1NaLlRWLx48aK+iNKOn3yZvpyS6Soe8Ga8qMLBVSIvdjB9AVSPCfXe7Nx0SGNOoQ5hwG7cVWLyzgEhJwM4CKTL3smyy1XMwQDXeBZA9cgz2uJDExIJsfpVvGve6Klois3mUEKVqe4kxbyAWGL9NBeca2YDgLKMHO3QHu+rb4XOxCpAXfYjtBPWGxoAh7BEXrxzOHEL3PcrPPEn+NzyIV4ZTrH2c0eZIgJlbn4qgatQ0TwCS2BWYNT5KURMja7rNazmU1qqBCm7Z5+ens4icSnljYLvPWe0YoPXX38ArB7hPfcepuILVeWlCVKKdJiVyVCq2utcpaq2P4WWCj3dKIdCwwpQCheOiwoujpcuftO5YLv0N/08huz1Hp3j3k5f+tmrbzY3R38Bql/CSi6btUmNwN++F69whbFtaQdXiTsilU1XHBq+4IIprukoWgAJu922CaTUEp+4RJkRAuYdRNrtBaIjTVUo+OAxjlPZVas5h7JPoUxwyqHN/fZQbNSxDDAtisbQmXvpfMjrMrKGKT6TKjxKm1yD6tyHIrbUx5xE5RxyUhMKQqID0mNwHkPyOPULvD6c4XOrx/hEOMWq7MalvqOeZuL8WcKyMJnml4XqltAUygKYCQzSiEJ2pRetU8OY+jy1+2q1qswK5GRBMtlut8Pjx49x//59PH/+/FqfU0p1ibj2WxWfXcqg7dGoAxEEhdkxByL7FUKo+Ru73W6W4s2xse+2c8Ll7Hrdmim9ub7JNNGiuRjH7mG5k89C4ZVdD6KTzc6+NZ43B2YhdFT2YidaxqGDmyXksGwPW/Jhjg64bD4Mi4CUUPZAyLkCeYMYrqcA4FBNiNzOsoX+IkO4IeRdsPMKxwO2uy24YjRHVlLdOTtreOQEqpSqQzAvKafAy28KvjjKnEcYPIawQOC+FhBHVNUsrixiy2bEAgGD8zjFgJULeBBWuB9WeBBWeOhXWLiAJfKCuUVYzOLzqhGVyDWkZ73twBwtWO2iWtHOuyIManP7XmueqLDoOdfseygouA6jlxW53+/x+PHjaiazPcqU6g/QttqVpqybSEGRgzom9Tetg+iFQk/9HYwgcus8FZoqvDRQoJ+9sbPKQP0T1jGqz+g4q4D4yA5O9dL2JI5Kr2qKOOC9tCmOheajKC2pyMCllqKcF3hlH8GAPNB72pJl/cTkIjxcdSQyHZq5DmqbZsifIwsheIQwYLEYMIShnjkyTRP22y0O+z32ZRIpXOikDDI5uj4mWxMFoYgdHJAF0KLkV3gVCAlYJI8nWGNRFqit/IC1G3DiPVYpYOUC7vsVFi4LjVA0PZ1fuW+NWNRZyO9EB5oMZIny2Bzyd2Uu9S9Yk0br0jAgMF+CrYu4tNj6+Q76K7j+iPCews4+u9/vsd/v8eqrr+KDDz7AZrNBSqluTKOCQxGwtlW1q5pkqrxobqnytOtD2Ac1IVgvhQXTvHtzocJM54SoTY835G/WSan8yLVdrN+aQ6xDEeKxcqd0b2vb2InXQQP9Aq6tECzRvQzliwkeq+cCKIAbizBgRDnQhZPo86IuP2VzgmnZ2ZmYZlKXqzcdgMWwrE4r77ID8mq/qcQHAOMhO03blnwZztNfwLM220DTXEmIdUfr5sRbLVdYn6yzw5STkRKWKeDT7gyfT2d41Z9htVhWGMtVj6oNcn1t4pQAbD4ACUU1oNqf1iFmw2g9AiOxW58CYTgFk9almosaVc0SLTpnata0cc7p1+M4YrPZVCGh/WBU7lDmkH1br9e4vLycaX6Laigwes5ARQu73W5G84qciDJYj03C4v26ZkTvPRxy+Le3hV7PRLPFmiwqaFWw281yONdWCVjl0Cu3miE6QNbzCzQ7VQebzr4MrtnSWmv9bBmZWftPqaXZkljiFDHkHWVxGEdwkVI70HeebMTVhISsh/0Bm/0e+8O+nvkxTVNdV5EHqaCNsUDdacptKZM/hGGGlEIY4H3LnBzCkHeuKuFU+k8eYYHP4x5en05w5hdYDIu8sY5AfjuBSoSWMCyDatIRNVaPoMn81p/BYj31lhBV81hIq8hKf7NMVsnAmCpWSPGdi8WirgplXdYnsN1uq1CYpglPnz7FgwcPsFqtatROzRtN97YMo8ysppxlVhtJIgpSnmDURE1AXqfgAJo/omfKK0rUYudQaUjr5hjZ69pvva5K5Vi5kxmig612W3fiKQSAsot3aqLD5fwApJTvSq2zwTukkA/yGUIOaw4lHBqnWBd4TWHCNI75pPTDIaOWkBl6sVjUfSdISHXX5IknoTNzLxZfB/MnMmQd64KuCT5OGBYLTKVfYQh596sS4mK93Mwyo6aEe5PHl8YH+JQ7xbJEJmKK+XwMIXY1MXoJOTq2qlmVuK3GVcFjTZAe87J+6+dQQrWQmL9buMy267PKBPy0jMHvbAPhPv0SigZJk1wpyg1mnMuRhxcvXuDBgwf1dxuaJQPrhjWWAW3ESDf0pUljYbxlTJ1fO5/ansPhgNPT05kw7o2PNSVommndKgQ0TK1CQZGoFZpW2Njyoc467REGO1IHYiq7GQE0QjIX8f7UBEgOG7alys5l/4VPqAgixhxGDOW3IQyYhgGhEEkIAUMYkBAxHkbsS6hOT6VCTZvOvoOcbelb6JXb/pf1GzGROdvZooEng6kNK6tHvXN4mJb4kcN9vDatsPID/AI1a1HtUbWPSYDUMIocbF6Crpa0QkfnRAlB71NEohrTohjd3UkFiyYEqbZXpaHoQIWYmiTWJFIaA1AzhPf7fRX6ZFaaHSpAx3Gsa5WY//D48WM8ffp0JtQAzJaEL5dL7Pf7GcMQqVhfHUOselaIjp1FUnqCOs0T/q7rPNhXbgdhzT67IE1NFSuweE3Dxdo2izD0+R6iteXWnbJusmPYOBJXCAELP+A0LHCBfXFgMiEp5kSpij6A6rFIOZU6b2qTr2dE0ZyRlYnDgMUwYLlcVAbPZkWxEcsO4NXB6ct+ES7VXAcfHTC4mj7ug89ZnEumd0/VROEyd+8Dpiki+IiyMSVCWSdyHwN++HCKT45rrIe8OGxKU03I0b0S1ATpMWVvcZ4yvkY2iPR6jGq1oyUQC3f1Hgv31cSwYVClBRVyVjDwfjIgNbT9JCJQDahCU9+jy8p5UE+MEZeXl1itVliv13j+/HkVVkzEos9FiwoHvoPIhqaGhmC99zWJSpmffedyeBaLTpQxew5N62zlO/mpqLE3h717dc6se0Hn8Vi51cFpJZB9IYlH7bEfXT3BO1dXzcnnchZjAiFxc25y4mKMxVeQEBzDTrGYHDn/f7lcIsWE3W5fTk3P29kBkiBUNrSNqW2sm88ByQvNPBzcQPsyYZrKQLmUk7GWHsOQhdc4jkgldJqQ6mrQhIjgAk5iwKc3S/xQOsXa552po2+JPiQ+MrUuk6YW5PjpmRdWwwCoWlUJQJ2rFs5z3jgu6k/o2egsrE83nwXmviklRhuR0cJ3zpKqShuIDlRQaP6AokP2fbfbzZAMmZL3sz/TNOGDDz7A48ePMQwDNpvNzMdGB6nSNdux3+8rKuA46BgQWSg6U1NPt+BjHT2Uoe1NKdVzRtiXniO7J9R7/giLKq11oPSiyuf78lnwBSoxVVDwJZYAv7h6BV/bv4vzuCv3lrpapflaSuVAoUIsiesasvNwGAKcWyEcAnb7HS4vLsveFjlsmjeaSZIKnuqiooVbgJGLiY7BkuCUynudz6d75YzIkmgTPHzy8CFhGEJNQef2EM55BHh8Lp7hRw6nCKkhL27fpusCNNavPgAyumo5y4QcX5tG7Fw7zIaMpwTO52yd/N7TREp8PU1O4UGtT3OAddolAHpKl2pUdcaFEGYmBgWDNXf4O4UHt9Yn463Xa2w2mxkDTNOE58+f49GjRwAwW/hox52mC5+niQNgJtQo5ImAKBiUQa1Dku9QoUfUocKC88gDhxQxHhP2KvAtSlBnrs6xtteasLeVW80Qvsg6ahRWa2OmaUKYBtzfrHBx2M/CpkDJE4ADF4LF1A4IGkLeyr/WNU44HMrisXEqKyg9wmJR06kP+33ZRr7sd+EiEIEQ8uAOiwWWjgyYTZZxmhAxVYerH/L6EOpy74ChrCkZDyOSL8c2poR7KeDLh/v4pDvFEAKm5TzT0UJ0QmA1GRRt2Lg6J7kHldWu1HtV2/aIReG/zhW/W+HBdvf8Cda0IBqwoXRrMliFogJDUZQiDApdZnLy/Yx48fPs7AzOOZyfn9f9KViv5l8oGrPz0mu3HRtqZRYKIJ4JogJRmVPHgDTAe6xgiDFWJcg2KYJgfTe5BjTHQ+fNCiArZFSx9MqNwuLk5KQ2QIlak1y0VGJwDuthiTC1zE06KxNiPQmrXM6NDkwqyX6CacpmCTdzdd5jQUnoctJWyhleCMHDlUgKOLFRUpZ9O8MimynZP5GJBrJ5jJttgMsTz733WLsBr8Ulfnh/ivu+SX8S1G63q1pSVxuSoGkr93wQFlpbhuwxHbU5oTKvaUanzp0yh2pRZVSF0/xOZtGoGAmazEEkYFGSXlPGUOeoCk9FEazn5OQEzrmq/VNK9WgKJjc55/Do0aM6D2zfarWq5ssrr7yC8/PziozYT2sWAM3ksmOtm1dz7rU/KqRUOWg/+bciCxVA6oy1iF7/Wd+RzqeaOCoc+KnKSn+7DWncKCyYMKTONyUk21hOcEoJnwsP8CfpaT2TFJRaiXZ/AuCx8IuyRmLCYcxb5HF7PZoHNA2cz4lS3DzXsaM8v6M4R5FQd32eynZzNG3q4rFyiI73Pp8WzpwPn4VOnHL9D90Sn94u8Xpc4dTlVYlx0eLnKaWaYqwwlQSrEl0n1QoOOsNUYCjzqUDReykg1GdkCUMZhHDY+kQsurChz959Crt7jlk9ZEffp9qL5gqFGe+j0FssFjViwXbRJFIheXp6iv1+j91uh8vLy+or2G632G63eP3113F6eoqLi4vZsvleH2nykKk1ZUDDpzoGKuA0aqXzoAjMpiFoBvI4jjUlXJ+zJoV+V1TAsbxJUFj/hEUivXKjsLAOJ5XIFp6qveucw5fWT/B82uK3N2+X2lL1FXCpuHd5+71YDvjxvu3wzPNBpmmqe03u97t6kLDtoHMOLkqHUxFHNYU7Vn+FQl0u+85Ml7fpXySH+wePT08neDIukGLJ13AZOTDcxSXO7DNNNXrm9YBedXKSWFT627FVKMv7nXNVMPA754lnYah50oOUlkDstWPzqwiI9rWiIEJndahagu5FAaxPRgULNTWf1UjKNE24uLioS8wPh0NFDoxC7fd7HA55f4v3338fr776Ks7OzvDixYtZGxgpUSYnkiGCIgP2eITPK/pTx7NlQmv2kBY0lVsjM6oEtF5r2ukY8zuAWVTGmpfajtvKrcLCTrw6WpTAlSiAvHryZ04+hbcO53hnvERiqrd3cFPCFBOmkmo9lYN/KlyOGf4vis3K06pS4js8vM+MPgx5w9up5HfUCRnysYNw835UiFb2i0S+BQEOr6Y1fjg9wKfCGdw0YRwPmDBhJ3bgNE24umqH2dDRpenRVutQaFh0oJBPEYcda6CYQut1rS+lVD3zikSUaJU4rEBQArRMTmGg7arjGubrIzR1mqFFXa2sCKnn0GWddCqquatOVedczehkO6dpwna7nZ08Rpq0S8OBvOXCkydP4JzD8+fPZwpQacOaCJwnTQLz3ldFwbR0nTc+p2icfeU8W8GszE8hZv0XakLqd50f/saiKIrvsQELK6h75dakLO0MG3Osk1YbrsKAnzn9FP6f53+MybHOvKV/LCeQp5x1DeKFZjIkjJiQ0pgnZcrZlKvlMp+6LcKBez22IwdLGygoMI8CeO/hErB2A86mgFfjCo93AffTAierBZyfZwtqOi8PhyExW4cVkB1e6rdQs4GQms/bietNHhlX208GsWEw1RLUwj2tYVGZ9Y8cg+iqwVQ48r0qMNSvA7R9ItRk4XvsWOgmOsvlstZnF5Kpz0RXqPI329fz83Pcv38fwzDg/fffrwKG9bIdRCfU5oz+AG2NjBaOHxEnx0hNAx1nbTtRIt+lW+1ZntK62De9fgwhqPlj/V/6/SaEcWu6NyvQF2gjLbogAbNxXzh5gp+MG/zO5u28YWsxI7JxkKMRESgHaeX9LkLIi8fGccR+v6vRkv1+j9F5LJcLrNcroCRl5TyKOFtINpO4LiOHJTzuTwMe7xd4gCUepSX8ONVjAKZpxCZuZr4A+h0I/7ibEhmD2k+1CZ1vukOStR/td46d3qfEo5M6TVNNSNJJ1jwOfafOm6IKa5JoXT1EosSrCWUzs87Pz/4EMgymOUCBYP1dao6pg45oiTY8hQZTua3tre+l01kPxBrHEc+ePcPp6Slee+01PH/+vOZv6Dyr41MhvRadE/7TxC2N6vQYk3yi46HjY/lKlZIdP/KbCnm7WzgwXwzIomaRpUktH2rDXivl9FMJTScwpYS/fvopPBs3+NbuaRsAx7Qs+du1VapIOX2bh+5wcCtEixNyOrbHyfokJ1FNh9n9Axye+BUexAGPtg7rA7BCwFSOMZziFjtxsNEpqWhitVrBe1/j+im1pc/s3zTlbE2NerC9HAdCUjKamgFqt1vHm2pF3dFJbVP1f9j39oi0p0GsoLDER9NDmcbG8kn4jABpyJNCVSMzFqIfQ7KMiGhkhnOjvoaUEi4vL2db5fF+milcZLjZbLBYLPDKK69gHEc8f/68CjSN8hCp0KGqgozjQvRo4T7712NGpWeLOKwA1HDpMWVj55t1WpcBBaBGfNhO9u9YudMp6voSvWaFhBK0JrMsXcDfe/BF/N7l2/hPV+/iCntcjQdEl8OiecFZ6/CYxoomqqahcEnNVJmmiMOhEC0c1ssVVi5gfQBeS2s8GgfcjwMQE7bTFmPMxwCwfZokRPuTRESEQCLR2L6OhQ1TkfE5cSQ+vocOSt0+ToUIJ06TmpTwdaz1d50v3kP7vve7Epu2UZnSMq1GUixjaH+V8DTVnXWoMNLn2G6+h8iByGCz2dT1GSmlGhqlkOYcWvNG1wmpb2S/32Oz2WC9XuPRo0fYbrfYbDYzU4gCw7kWvtU2qoNSUR2AGY1o0hp/U9+Nts8KVJulqvNnHZ4sPX+GNTetQuiZV1o+UganEqwSMQeFg6HEfBqW+OnTT+HHhlew3e/wYtzivf0l3o9XeDHu8EHcYp9G7Kdy4jSJxzkMYYGcr1FyLuCAFBGSw9kUcH8ccG8MeLxd48nJfdxfnSIUB9R2u8Vmt71mu+taAiIHah9Kff4NAJeXlzNYx2ds351z1SmlRGfXGbAOdQDymtqX+l01v469Egd/V+K0QkUJx86pHadjdrM1YYA5eqA5AjRfhQoL9fZbQeGcqwJB13NcXFzMdpuyY8b9LSgMuGiM86jMT3NBoyr37t3DK6+8AgC4uLiYrdtRqE+nNt+dUqrt5bhoirf2WZUQmVMFgqKAnsnWcwcojSgyJB3q3KlzWueWdXxkZKFalIPTk47WTFHNpwPqnMPg8g5RT4ZTPMQSnzvcQ3QR2zhiF0c8HS/w/HCZsycXCbvE4+oTFtHBxYQhAovksIoefoxYhAExRSz9Ev4Qcb7LobH1el2dWSQ0mzRDJu9pYYWWHAdmDLIOai676SvhsWoLDY0pY1j7k3+rJufvlknV7LACQQms95siIBYLV9Un1QvraTss+uSY0Cdg28x321RxRlOUrjQMrQlhHCc+Q/+IMgQZFMDMf6FoMKVUfRynp6d4+PAhlsslrq6uZuiIbbROb12taiNGNH+sMNax7AmFHvKzc6/jpvynbbUmjUWpalJ/ZGRByaQVHrM1laC0oVYSqs3EyZymCQs4uMnh4SHgvrtXYfp+v8/nWcSpEl0LrXkeSTQLb3GCeL7Jer3GgwcPME25DoY+qYGcc1ULqWZUxiaheu9xcnLSTdphffyuk2STrnT8dJyUMC3MV0brCQqtt4cC9HfbDp1DbZfOnX7X+VZmt9EhNctUg/VMKt3oxrZ1sVjg/v37dcw1tMscE+4GToGjyVMppWqu9LSxIqunT59WJPjw4cOKdIhc1JGtppIqnB6SogDhPFOg8n5FJjp/PWSnypnPK3JVf00PBfIZvUZeOFbunMFpUYPVwr0XaSepXVVIWKi12+2qb0CFku5XwPdxAthJogBtLxHD5eVlFQ737t3DkydPap0a2QCaU0rhoE46+0/HpzUNqLmsH8OabiwkUG23QkJd2qwMpmOvzGUTnHpFCUnrYb+1XXY+VXDwOToz1enKfqiwAJovg/Ri/9Y6LTpdLBbV2Um60L7w/SoIQgizvA9Fe3YDmXHMYXqaMipg7t+/X5c/TNNUjzhQ4U4mpamkPguOHX1JOh6keU24U1pQc8EKa5YQQg33UiCqiWvT3FUwKQK7qdzqs7CaQ0vP1NCOHGMKrZPRBya1OOdmiTcKF3sabraZrRADnw8hzHbM4jtPT09xenpa3w1cT2fXqAL7z3CqTqoyLN/PsdNxJPHod4X9qglVsNh/qqkV/Whb9buOh4Wux+ZU59KiFCuUta/8W2lGERzbz/7RXiey0ExNXuc7OfZkZjWL1BlI04CoA5g775TJOeZ23tgGKhUuIR+GAWdnZ7h3717tL5WOzSNhHb2okQo4VUI6hnYelLl1TjiebJ/SKxEQhabloZuUii132lbP2lA9SKQN1HKTsNEJ48STqZUhSGwcCIVzNtauNjMz8fgufnJyqQnW63V1VsYY68pFZVhCX06IptCyn8q8FDZsizK+heL6jAosjZpks2uoQkXhvjKgzoPVRlbg2rnW8VPzoGdLq4bsCXHtH9uu7WJf9R1qxvFvwn6dV9ahiC+lnEhll6KzPUTJRAWKlkMI1ZTRiJQKU0ZPmEKuazc4T6enp7Xf1g8DzBPV+C7tgyoXK6Dt35YfqcB0fPV33SdFhYRVND0FwnKntSF8oZVEFsYq9LFFzQ3VoKyX6y04EJrwo5BWB9VqSSUcRjU4aSpZCc1WqxWGYaght5OTk5oARP8G39uzCQFUwUGC4Rjpfg8q5XUClcFVAFoCsSYK26DzYQW4RWaqNRW92KLjyDqPechZrwoQttcKJvX5qD+IfedY8nlFnjk5bz+jHz5H2lGaIspgvgWZU2lRBSiVFhUbv/MZNSXVjKHpS98YT/DTA5B5IBJNDe99pTs1QaiQlLaOmYv6jzRl6UHRG/ujyXGkI1UmHJtj5U6h0953/m0rt+EshVFqA7NDPOOh907CNCVeXbBk4Rs1BLWDeu2VMbUuZeDdblc1TAihRj1IjIpUOLm0aa1TThcy8X7rs7DCQMdQhYfWbb/rNTs/PceWFRT2GWV01Tw61zof+i77DkUDlo4UZSkj6nN2TNSM4xEBar5xzGh6kubImDZEqW3R8zU09Vt9K+wD59T6EtRfpCYVBYsi5PV6XRXTyclJNYmJdPl+Ihc1Q+2c00dhhXYPidGfovffZBlouVFYMKWYE6UExcE6BltUi6jG1wQkIgmLSmx4yRKiZUw1dTjR1kdAolLCV0JWO5LMQl8GPe0kRAoKagi2UxmIWkW98T1tb4WpNQN6yEGR1k2mBXDcL6FEora8HWd+13m1dWkfrABhPeoTYCGCZHt6DlWtSzUpBTgX11mzlG1TO16fVeiuDna2QRnQal4KjhaVG67RtuacUKtrfTSL2C7rWyOisqniOg89gcHCtliFobRuf7+t3LqQzIZ29LNHZCxqh/N+NpjPMFrBQVeNaRmHuzzrKjwynTVpdO9GQkAlftapEtV6rLU/9GOsVis8ePAA6/V6ttDI2pDaNu99dbKpENAJVEGh8FCZgwRl20WN0RPcSkzWVrVttdqG82eVhBKcOgKtArEIRudM26c+AjWRFF1YVKY+I4Y0ea+mLJPRKAgUcRANnp2dVRNHBY1G49gGbZ9CeEU2unZI26sKTc1tXZHM39lWFaDH0KPymJp1ShO9secYs25bR6/cKCw0xKMTZweKRT3zyjx20hWiqe2ozKwhL/XiWghMwaKTykQpto/XlCB04vlONZtYN9BShr33uLq6mtmhPe2uwotpyFYD83ftL9/JvzXxx75H+0+mtk5A+w69Zq+rsNBxsIxvBaz+ruPWQwrH2qNQW9GG+iEYCQEanT179qzWweQpruFh27gOpEcjwzBgu91WuqAJC6CiDI6JrjplfgXpUoW50puOhfaD2/5zjmOMNcJDOtvtdrNnlZEt+uOYWWWiaNoKbatc7mKK3OlEMlbGQVWNxwFQM4LXrY9C7S0VNDZqoIhC4/esRwdfz31Qs0frVQGjGtp6n3VAdfB7TEGhp6sMOeGWGZUJe3CZxKV9tx5zNUEUAfQQgharKSyzWoKxJoqOiwpBRR/2PT2HKO8nDWndVgHxN0WlNP0458vlEuv1+treIt77ijboqCbSZDspmHRcOXc0UdSJrnPO33o5P6zPmkz6vE37P+bXiTHOEIqORY+XaLL0aEWFS0/ZWN47Vm51cNqKOXFWayia6HWeE02bzCbwsHM6OLpbEdCEkkImhZ09YtPJ4P0qJDiI2rdjcE5NGytENYyoDKjbxvFdrJvjoszHZxVR9JBCb370u/UR6HwoRLbCh/dqH/U+yyQqBHScVWFYgWWjPj3zw/ZH28Rn6N3XPgPAdrut76DTWoWwOs5ZtM2kO50bVUQ0nYgwFCUzssGxUp5QhUDHuKUXnW99vqf5rZlJc0wd8dpnjShZpMF2Wd7QcqdoiGpFlWicXH6q1lStw4HngFOKU+qrr4AdYChVO8L38LvdH7HHkAoL+X5NXFENz7ZSkFEj6YIooJlnRBeKaixTMkVdJ5nZf/xuUYjVUKpJeJ+Wnq9CHXdWaOi8crxtnVaQqzC1gkHrY1uVOTnGViirk7bXJ9ap46CRirOzM1xcXFSkwbkn/ZDWrPNb54VtJ32quUxfh15jpIKCQsdC/Tw0UWw4GGjrU5RWNPKh7aLAYL0631Y4U2DEGGuGMdBMKnW4WlrozYEtdzJDONDqdFJGOwZ7lHnJeJTIjC/rsmDWTxtTB8Habyr5lRkUcqpziJpI+0O70WpQRStqfvHaZrOpawasc5YTwfCeamIdI/WrUODYGLsiAE2q4Vj1TBK1RS2y6v3TNnFcFblZLW+Zwo6/ohAV7DoPvE6BoQhF200Gs9pUcwu4zf92u62CXiMRajrbA4Q0mkEm4oHcOi8q+EhjnGP2R+fFOkp5n6JFFWikQ96vyETrsaF7jr0GE4CmjNRXYefHmjfKr8fKnYRFT3toUSeKIhElQk78drudaVsuQaZUPD8/n02UOk11kHXSVMKqoCAhqFbRSdBBU/8Jr3NxGVcV8h4ufb93797M466IYrvd4vLyskp0evAt+lC0phPMvqs/w6Iw3q/19ZjbQngShj6nfef96hTs0YZ6+PVvfbf2kX3gfNg1G5Y5+G6apNSYTIZi1ECzaVnXYrHA5eVlfQcdkszgBVCzLlVw8Hn6wjRrWE0qdUircgFwbXMk9TNomJUCioJV6ZK/kRc0NNpDayxqQivf8tnb0MlN6OJOe3CqELDXbUTBChfVMEpInDTVKiEEPHz4EJvNBhcXF9egF9N5Cd05+boIjIOrUF6ZwKIh1Y7WPqSZYc2wlBKurq4AoBIb+zqOY90foWevK/PSf6LamG1Ss4l1qNDQelgvcH0PDK3bEsgxAcM51u+WMDkmqnlVGKnvQYWoIgttl4XaKkTVH2SFiNZLZ+f9+/cBoIasmRxHBaT5C3wnr+m2BLqFn/WlaL/UZ8b72UYKMzo0mb4+TdNssZw6Hy0ioLKxKK2H/Hrza0vPya5zd6zcaacsfSkHoBdxUCllG6eaWztMuH5xcVEHYL1e4xOf+AQOhwM2m03V6rr6VM0Dah01AYhaOIHWPuYEqFS1AoORGAAzCEhv+36/x8XFxWwvTkUg1nxSs4Jai0yhSTTqh7GCGmj2rfZJNQN/V2bX3y0RWaVgUaESr2VS61y2Wk6TiuwcqempY6Vjp74X9U2pQuLCwPPz84rqqFDUXNUVoqShzWaDk5OTimxVqQDNB6LjzzmjkGGfiHDYL96nAoNzZiNxqlRJl7pIUgW10qzS1E2RDDvfFpHy+kdGFpYYbEMVaVgNp0Sn/1RKeu/rkmDez3UAl5eXODs7q76By8vLmQ+AsJATq8JInUQav6cjzA6qQj8SJWErbU6iF2oNCgv+/vDhw0qMfCeJR5lVzQy2V8NoapPrBKp2tr4A9QFY7aBMZYsKMXu9925bj363xBxCmOXp8LoqlB7SUXPA+plsCFRNjvV6jYcPH+Kdd96pDnRFZdoGwnqaMoq6bKhVFaH6VFhIJyG0c0yt74njo38rigLmBxP1+ApA3ULwGFNb9NdDdpb21ay1c2rLrdGQnjTrwR/9W2Gl/qYTsFgscHV1NTttCphvEqMRkeVyiUePHuHy8hIvXryoDh9KcKILrvfgQKjU1UnW1YkKBWeDM8z3y2T90zRVIUfi5joRQju1MdXkUN+J/q5mhaIFK2iA/p4VljGUCKzA0E/V5nY+LdJSJldUoGiNz1szRM0VNUfsehCLbIjoGM5Uk4BmApclcF3PxcVFpSX+vtlsKlNzkxzV4lx0pkhKx00FBs1A731FJaRVVVKaaq5RDaUBfRf7rf46S5/HeFDnrqcAWPS6RZ49WtByp929LQy2RKfX9V7VFqoNb9KadHhy8nlWJYCqQV577TVcXV1hs9lUAiFqUbuW7+DAawKVCofeDk0a8mLblGA46Ezv5bJla0eTGLirtIbvbHKQCgxrNvTCXcfGUuvju3pz1Ztjy9gWKdr7rDDT5yzD2fo4NkSCqn3VwadIy/qBrGPy0aNHs70llG507GnCptTCo6QD+hLW6/XM0amheI659SNZpqci0cRFYJ5qoEVRhd2wRoWFCu4ez1kzQ1GFpWWLUo+VWx2ct0FQvefYJxvOSacAIPSm3UdJrOEuDUvRlOBZljwMlytXKSiU8QnzWQcnDZh73Pmp4VZe06gEPfLOubrJLxPNgKZROFFEFLoTkp1Y9ayrvctriu6UubX0UIoSTQ/p6adFIVYzqaDovZN/K0HaHBYrzKwg0OgWiwoyRYfqXNVQ5unpKU5OTvD8+XOklOrqTs5FStk5rchSTQ81n1ToWka1p65RmFApKF3FGGfb8XFOe4LTClmLEnQMbpoPO7dWCGi/lNaPIRLgjsiC33tSR4mSL1TtYz246gcg46ldapmdz+n76Ndg6Oz09BSPHz/G1dUVttvtzHlJbcKBtutd+E4dbL5DmZ7joCaAOraoWdbr9TWhSrRkBYBOmDK41QjaVm0niVmRlAoIFRQ3CRoWa2rYLF2LMqxzU00U/c7nbESBY6jQn8V6/zVEyj5TuKtzeLVa4dGjRwDyDt3qwyKTE7HGOD/AiLu1aaYjUYa2nWOjUQXOPema864p5Bp1UR+Fjr1FGypwj/lg9HkdZw2x9p6xKQS3lTshi55ksi/uPacCRjti7WnV/pwstVnZMa2HE7bZbOpZH6vVCk+ePKkDymw2DppCRvVis65egpUOosJmADPbkgRJO1kRijKuHTNrK1pmOobmlCktYtBiNYfOj15TgagCxmouvcdqQB0nRRj6nBUgWlfvGova+ayLy7g5t3T+nZ2dzVYzq2+Ei80ocMjEFEbadg23rlar6huhU5V1O+dq+jbfoWhBHd3qPKWQ0rlQxrUoTPujfg6Oqy3sn50z5QVeV7PvWLlTNEQJUidT77NEoKhCr+ukaXiJ9/F3Pb+DbVDUocxILUcfxunpKc7OzuppU9OUDzPW0BWdZazDToym/wLN8arrBfiMCgR6xSmMNGymziyOkUUSOs6qUXi/1QKWSKytyrnTOTs2j73vVltZP4W2WZGahc46l3xG29ujMT6rbeqZZScnJ7Ockhgj7t+/D+89zs/P645nnPsHDx5gHMcaYbMIh2YwaYwmhDUxLa2wEBWp0538oErJ5nsoSlQ0RNpXk00/7TzY+egJEqWJY/4TW+50irpKsmPE1dNEvG6lIuvlQbbaeP6tEQ0dSB10tov2Iu9lMg4ninbrfr/H1dXVLIVYmdr7+aI1RjfU3FBi1b0IWAcFG//WWHvPtLKfViMrUVgEYZGANddYT0/AWCSg7+4hi17dOj/aHhUonEtFbXYM+JuF92wT58ju+UmNrs5M0oRuqffBBx/g+fPn1XfEZexciKZ94xZ5KbVT3Blto8CwfjDWoZnMmqeh64dU2PA620m6sWOrAlvpXu/rzY2WmxCzCr6PjCyUCHuN0Jf3CA1o53CoY8berwLECglCS82kZB0K/Rm20m3uYox48eIFnHN1R+YQAs7Pz2cSXM0hbnPGNiqkBNrCLyUaDZPqUmEKHE2SsqjEThZw3amp82DNDmU8bae9x84fx0fnVmGoNR8tTahgtKii9wzfqSaqtkHrVAcj54iok4hQTQDeAwAnJyfVTAAwowXSiDoi2V7dsV13saJC43PjONbNj+gf45goE+u8KaohOlAFomaw+tjIP70Qqr5D0arSieXHngKigrSZzb3yoffgVMnTg432mkpDFRZ6j5WSatLQ5rODr5uT0IGoJoYSc0r5wNyrqys45/DgwQMAecMUhs3W6zXOzs5mS4zV3tR3qtlCwcC22fCoEoWdNB0rO4l2PK22t0JBowM3CQktth38p0R/zFfVa7Ntq/6zaIOf6sjUOQfmhzFTK+s6CQpyokFVPDRPmP/w5MkTPH369NrYMU9CaYk0ahUYlYMmfWnYV00LpWvtN3/b7XazNS3sJ9Gw0qD1S/A+9ePofFg+tTSn1ylELVrtlVuRhXWQHdMaqnGA+dGGSlQajuIE6e+EpFqPQjgOkrXxFM6ptFYNROk9TRPOzs7w5MmTOnFKKKol2AfadaoVVbLreHEsFH2wjT2/Rc+m7I2xPqfzoRPdExLHTAg7f3qtZ3700Ibea9ui16zPQ+dXGVI1KwUCx13rUAHtfVv0p2fYkrF1hy2esh5j292dc6zhTaVdFqt91cRTc8QKdY6b0h+fp3DhknIKQwoYpTuOq9KABgYsDShCVT46Nlc3CQrgDsJCJ4XlGNyy96kJYgfRfrfSU5mVxEGTQweQA6t+BfVh0GNOe5WwSwnx3r171wSEamjL4GwPhYFOom5Aor8po6htaxnPTr4Spo63fU6J89g9dm4tQ/OeHprQvqvQsKaEzrN9j9ry2iZlQvbT1gc07atmLO8nXXDe1UHO8Drn6/nz57N+8pMRNes70UxibRezSpVGVOOrcKN/QvtPhMJ7OQ76Lo69RQ/WjGeblH6OoUqLPtSfdhMSvXPoVK9ZTdgjDjKcjdX3YvecVJXAWpc6x6zGowBRgcUBZ5uoWUgMfI7vYuj13r17cM7VkKsuPLJecLZBzSsVBFZKW1tTmc4WFQz2Pn2/1Q7HEIrVKnb8bJ18xpZeaM1qWWXinsZSAUxmUlNEaYFjqXWq/0cPC6IpuVwu64n3On9Kkw8ePKiRCv4DUJWJMr7mUvBv3aqftMq2qsnC9ypaosCz0Y1ePoQ+p6HOYyaezqGaUSpE7JzfJBxsudMSdRZbcY84FfIrhCdBUBJyoFWiWfSijGgHigvC7POa6suB0gFTT7CuM6DQWK/XOD09xTRNVWhYJGSXwLNvTBKjBtETqKzPgn2y/6zTUYWAjr+aWfxN26ledRUM+rcVNkpsltmtMOYcAXMobIWiEqZVOmyL9pEM2aMtbRfHXaMZ7Pfp6Sm897Ot/VXja1SNSJNrfawvgL9rNIa0q9m4Oq6qEKmgiHB1zLSfdqyYC2TPpOHYKZro0YaOMftvFYL2Uf8+Vu60B6c2ko1RwlRCVQ2j9qhCZDae1/UfB1K1jnZSGcQKCk4Epfkx25P3KGOyTi5Tph1JwaMEYEOiVpCRGOk5V22lTGyFmTULrCCw7ddJ7mkLSwSq1VWj2ecsEtDxU6FgUY8KKiVmjSjp/RY16D36jC4LsEJRV2GyLkah9F1cXsCELI2KxRirOaup37qs3C4E1LrVrNSxU8WhNHQMoVkTnD4UZgVr/Urr1sTX99ti6UD5oIeItdx5d+9jRKOlp8GUwVUjqIRVp6BuCWbrtUVNCV0k1tMOdiDUqWUJFGgh0IcPH+Lk5ATjONbYvdrVGs5TJMSQ6jGTLaX5MYz87Alf/c3Wo4zbmycrIKxAsISjQkDrsnPPMWQ5ppH0OetnsKjTCjxFEVqHzrtlFjVZewsHvW/Rtd1uh4uLi9mSdc69ok4NfzMPQ1GHXdOiqeg6Xj1fFeng2Dzrc9a5r2PGuVNnukWplhZ7yPwYrwF3SMriS3QibSxdiUknE5jnVHBwepqUsN1qcX0PM+jUFlXBQM1NM0Enh3VZxyUHWRcGsXBv0PV6jQcPHtQDadQM0UlQjWqRDfuugpDjyAlTh5tldi06ufq7vdf23dahc6fvvOl+1eq3+V2s+aaazBKn9Xn0tJ8Kfm27XQpAwa+LxWwkS83cDz74YObQZNLWNE0150IZ06JJXmO7yNDchIdFtzHQIxB1LNRcZp0UZjbfQpVwD42q36UnjI4J+GPlzrt768BY6G61jhIepZ06k+zkqgnS64BFN+pYUuipERFOoN5jTRUbxlIBZPvALdtOTk5q/J73qyZiX3pCgm3qSXALI1XDat8tQrDjZedIkZudVzt3PeRinznm/+i9wz5rhUxPuFlaUEchGVjbwXdrHbZ/PV8CnZRkXKJGMqCaIBQ+ZGQqJz1yQOnIIjEVcKQ5PfuUfbA0w+doGqkCskhLBZjSkbbJzrlVdrcJj1vNkN7fVkPzhb0O67MWUbCRltkoTXvQWmEyBQehJZ/Tpe4kPn1nSmlmcliHmk2O0cVsm80GZ2dnWK/XdSNfrgXRFGMlYBUUek19HpY5VVhY5NCDiqpF9N5jc3HT/Oo4HWubVRDKyFqXCl7LQFYg8zkruBUN3IaIeD/pYpqmmkfDtuicn5ycwDlXl62rkxpAjZroM2pm0NGpzlKdZwodzfQkDeueKbYPmlui/hSLFNinYybtTb/fZnbYcqe1IdZutLalNrrXYGVwDroSgxKy/a7wE5gzha3b2oNWo+heGerHUIekRTG8rvdfXFxUYqSDjZ73k5OT2j4VVtonixB6aE3HT+3Q24qaOVbI9uq4DXEoQR1j6JtKD5XaNlr/lbZDhYR+V02qtKdmiybE8R6akSrEQgg1QUv9Gdw20TIzTV1GY+iz4AY7ii7ZJm27Ou3Vt6b/rKnDT+u3sG2jAmWdNsnNflpl9JF9FvYlFiLxu0pMvY8Dpc/ob7q5LQdO61Hty6JhOrvuRCdf0Qf7QGJhezS8q0ualWh41oSm9TqX9wS9vLzEvXv38OjRI9y/f79CW13NyvdoQpGF2zpx6tSzex4c8w9o4VgpQWr9dk71754wsNc5dqoIeiYJ7+N1jptFpPouNVlZNNVb26PIU01CVSaah0HB7r2fbYmoDKOREA2TWkehzqUKfouINVFMl9BbhXVsbqziUprVMDDrPza/N9GBnY+baOzWPIseYVgC6tm3OqhKJNpI1QjaERKNEgDhn4WTJDR1CFmIxu8a+dBcjB6yYdtVcOgk7/d77Pd7vHjxAsMw1GXxQF5zoppF32GRhfZbBcZtE2ftTB1bRSm98JmOt/a5N4f2PvuMzkHvOYtubDvtPNp2KPJgsfkN1idFgcMFhvob26B5E8qwFAyacq2rmPk5DO1sEd7D+3SfiuVyOWsD6VT9drbvdjEZr/Memz6gY9jjJ/1+DD0cm/vZuN96h7zIwkd9qWUGbRifI5Nw8ZY6h6gtWIcOms3o1HdwkNS5ybqU8fluO7isl8+P41g1gCUivk8FDSc/xojLy8uaCar94jhYTaLv702iMsRtsXkWa97cJMx7v90kMJTZeoJDBZTN1KWw13Zr1qKiQLWxrVBQuuA86t4jihaZTh1j2wpxs9nUevkbnZa2DZrnoI5V3W2NCkn7u91uZ2Fba3IRcbC9SiMnJyfXaEUjNbaPrJeKzZrh1i+kfKjftZ3Hyp2EhYXMPTtWmZh/9+CVbkJqPduaE6/Ers9rFISEo6ZJzwei96pNp5qIUJeCQtumGZq6PHq1Ws0OGWJY98WLF1itVnjw4EEdE2UAKzD002oCy5z2u/7d83uwLvu3nVMdL/uMFc7sg0UXquGP+Rr0WTUftc+2TvaLpoXeS/OCpgP7pv4q/k4zhFsyEsJrslQIbad4RbSkGSIS62hUNED6YTttboRmLmvftA4VFioA2DeaTL25UKGg9GSFQ0/w34RE77Q2RAlQUcIxKGg1jSUOamKrWTiYduBV4vXgt9pxfI81W9gWPdvBOVcXfqmA0L6r70MnnFpAD7klouE/5xzu3btXnZ5sLwmohzTsBPO7Mo1l5J5Q1XGz9/eKFUz2t96z2m/bPwuTe4hFiVyf15ClRR5UDOqXAuaHYLNOu4TbJu8xh4L3cT0Rz9+9f//+DL2of0CVojrcLdLQUCzrUVSjc62LJDk+9jxfrb+HspRXFBWzrceQp47TsXLn/SyshNKiA2eftYRqfRHqYKEW1+eIRCwR96CvhVM0eazQ0PrYBtUUnFxOliZ6AW3vR04UJTyJW4lU7VjuBt5DBSw9c0P7pHNgBYsd95smvycAenXZZ/Q5axKq4LB0ooykgtjOo9KDIiAKf861bQMZh8gvpVTDmEyuslqac6YbJlFpEH3owkMqJpq9NFPUnAAwc3IqfZK2aVboPhwUQOpMZ33q9LWmq87hsfnTubCCgvXbOnvlTscXWlij0qoHrVg4SLqARieEk6UhLhUgurMRNQ6LfreM4r2vMXNLnJqDwZg6J8u5eZhU7TqdSEUGGk1hUSRDwuI4KVEq1LV9sP20Qsbed2wsbvr92D3HfusJFrZR6eGmoiFvVRo6HtZhZ3/nc9TyKkR0TYmiKzVViEKZHMV517m5uLjAdrud5e+QzlNK1zbb5fhwnihEiGYZnlX/CNGEbu6kZo2aC8c21GEfeM0qT7ZdFYtVUFaYHCt3WnWqwkFf0LunR2A2Vq0aRhmFA0zIp+8h02gqLOvXU9WVoJgwxdx+dXwBLbyoSINmBetWyKdjwLYrMlFNSqJQxKOQlFrF2vK9ObBaWsf8Jm3ycReL7vSaflrUpm1VU04VT+9+i1itD8MyqjoP7XOKXJSGSBe6NeJ6vcYrr7yCFy9ezJL3WBcFD+tTZ6W+R01qOj25KEyFJf1fdq7VBFOTxApTXd6gStTSiaUXpSkriHvlzhmcShDKNByUm4pqVm28hpGsOaIDckwKqmbWznKNSU8bK4xUs4jP6N6MKgh4Ngj7o31TJKGxe7ZdHWQcSxKtErcKHMuY2j9rlilT3Dbh32/pKQMrKKwiYVGEYLXcTcJNzQ3bFh0PywgcY50Tm4/A+nUOQgh48OABhmHABx98cG1fE3W0kkGZxMX3KwNT8zMSwyXrNrGsFzK17eQ7+YwKJjuudixUCGmf2Y7bFMytPgsLPZVIrYS0jdTG8LeeSaNE3kMdKhAU2rHjuivSbrerwmC1Ws0cmgpTNQave2toO49pfBV0uh0ai0Ug/FSnpk6WdcT15qAnuG+brz+tonAfmNvOVviriWBpSzUr55pFfRZ8p37Xd1mFxvpV4NroA+efNMF9KE5OTnB+fn4N4dKvoBtKK8MpI/M5zepVM9cm3+m4KiNrhM7y4DEnJsfOCmVVZhYNHisfOoNThYVd9aZFpRyltU6gblbKupnowmxKdRYCTYvTK00JrqhB0YJOBOs/ZvvRkcX2Au2wGBV2muZNoaRjA6Ce1s77ddIUOXCyFCH1mKj3qe+zSOZPU2BYBWJ/s0hHhcAxs8YiSR0TFfhKe/xbfQVKH4qAiTCA+TYKihZIX6vVaqaMeKIZ66fCYJvpJ+sJc47FdrutykvPFFH/VQ8tqXJhHzWT1PrnrLKzY0XEbGnpWLl1sYE2ggPJYjVoTwNaDW3RBBuopgUZXbPoqG10Ulmn+jDUoaraHmhRi2lqu2Bpfbr4iKaReqfpjLJIQJ2YzOZk/7VPOpl2jNTvYRlMmarnSFQCuAl1fNylx9h63bbD/n5bUebRfz3YrDTEebAmrNKE0o3Sjg1phxBwcnICoNE+/U1qnjCv5uzsrB5HwOxfRTFUaNvttipGVXZsmwpadVKyH+y/Om1VebMo6ugpGtZ1TMBp+VDb6lkJpi+zkFAbxA5w0HTC1JFJaa52vDpxVFCxfg1HcYC1Hjo51TmkBMc+6JoR9tUuI2b7+W49e5PnS8QY6wavii5YjklwFRrq42F7rLdax9h+79X/gyyWcXsCy6II7Zf2nfeqKaKo1PZTzdZjQpP19eoBmonAa48ePcL5+Xk1L8iIPCeEDknuV6FC5969e3WbfwodzQPSfsXYDvUmOiF98jnebwWt0q8qG8uHvbFXJcdnbzI/WG41Q1SKcRJ0csmolM49b7YlaPoINKRqJ1yjFypQNO+C/xQJ2MQqDgodTT1vMQdtv99XeKhahoJD49Fa1MTRhCw7Xnz2mH3PoiaYhc96nyKQu0z2n2axCgPo+78UnVqi5jUtan/zb9atTj6LNJURrT/E0in3LiEyIMJUpQKg+sTUwUjTQhUr28H+WWRqc3GsOaFjYU1NdcLbYEPPvLhtfG8yYe+8B6ettKf1VGrzsxfNUNhloXmP6IkeOKh2IZEW60BU7UECcM7V7dE09ZsZfnqwkGYKal2KrNRHojbsMdtcUYL220p83fCkpy1tXb15+tMsPcGlQkERg/U9HDMpgH7WsK1LlYSth20g0iTdsc1UTiwUAPxdV6vqNnoaXQAaLamSY5hc6YRtI9ogPZMm1+v1NYTQc7L3EALpxh5UxHoUrbFY5Xus3GlbPf2bmlw1phUWylRWCipSYIM1aUSRDItqCQAzs8Iyoa7d0LpILJwYSnAiBkZN9G/tE00h5oCof0EdTxZB2YlW+Ggny0JsjpX6RHo+CxZ97s9CaGgfdF6sJgeuL2rifdoH67uxERG+U4sqCxWgNoNTaY3Mr0qCbeaqUeeyqcmQKGmBgkWZjyaITRzkP/WJaBKgc25Gh0ALzaoysX4JjrdFFjrW/FT6su2+CVUAH3LVqYXVFjpzArTz2hAlIvVJkIHt5jOEk3yOwoC/q/2nvgYdUBu7JtPrmg6VwFYKa46/Mr/6UtgPvlf9OMrwOiGqlXra1RK8jiv7f2xy/yzRRQ8iqx/Jmh7Wb6UCQudUx1Xt+ZTmYXRLZ2RaFdi6roLoRs1evkP9Dimler6pzoWiG50rokuiYU1DZ1+VhtnmcRyx3W5nCkLpn8+oSWwFAMdKl05Yv4T9+/tGFiqJ2GBNoFLpz8nr2eNanzbMSn+GTo/dS8IhSiCh6GRTOlunkEZWrCRWqMn30K+iyVvWQUthohrJ1q/xd7u0WMdItQaLCgZlBPvMn8di26hQGWj7hehv/K5mB3B8FzYWq3VVgSjC5HP2fu/9zBeh6FdRKX/jMgFVOOpnUh7g34p4VWgQ4VIxAlmYXV1d4eTkpJokqlTUPGYbNeJinb4cIx1fLZaujpU7LyTTwdcX8Lvea5GIbQj/5vFvOkjMd1CHETC3I2kKWG1Mm9TahRpLpmDRQbYISH+3fWObY2z7HVCYqMmifQLmXv/eBPbGvCdQ/yIUy8iW8eyKS/6maNNCbWAeilahogygiEMFtcJtfZ/6v+jgVl8KcyrUFAgh1EO22Rebuct28neiEuUFmiC6xybpSIUjQ/FAyyBVhMt36RipMu/NjY5fD9n2yp3Sva0W1t+oLTmY2oFjE64d4b163CA7o8/oAFhBwQm2C84o6UkQKo17MJ9t0Em2uyoroVrprWOl5hBzOdSZqn20TMPPnrD4iyIwdJ4t3O4Jip7y0d+B4ztB6bioQFGHokJ44PqZI8AcTVLADcNQE61YTwh5QxzuvMYsXv6uaBNopvHp6eksAsj7SRua4emcqybJMAw1t8OaaEobqqx6vGfbo/x60/0sd0r3tkLDMlrPL6CDYWG3TlLPfiUxcQBpw5Hh+W7NuwDmIUeVvkQLKiz0GtGCvpvEZR2bnFB1OPb8EUq0OpHWbuW1m9CFfrLOb1y8g9999ia+cO9V/OSjH8LCf6jD5X7gpYcaLGKy91vkZQWljptFas652fZ1Klj4flu/CmSdV0ULAOpOWaoY+RxDqpp9DDRhRZokerColPUqXbPwb92xyyIpFcYqONlX0rnlFWCO4CxP98qdHZxWGwLXD3PtdVQFDH/XUCDv5QTYMCQHWiMbagMqEuDg67oP/kb7UuEo77emijqPVIho9EYPjOFYUMCxXwzFMjFMCc6OrRUYdtL07zc3z/A/v/Gb2E8jfu/FW/ja8zfx048+iy8/+CTWYZ5G/+ehqOZXoWFD0CoErHBQc0Kd6VovcD3RyPpJgKYoVOGoVqd/SoW8ohK+RxEPkS3nHJiboEpT6kdRwaNRPkUm09T24zg9Pb2GqJRv6IhXa0DbzDb0+nRbuTV02gut2NCnQnyVaDqoKvGOTYA+0/M2q/PIOnSshOU79Bg6hV9Wq/Of7m+gWaG62Y2m8FqHr/VX6J4cGuM/plnVBlV7UqX+s8MVdlPbr/SbF+/j25cf4JV3/xBfffJF/PTjz/y5QRraL2Vu7b91XvJ3izBUmPC6CoQejOYzNhdDFQHrZsat0towDLMjCylgmHzH3d9JO8D8fBEA9TwZFs0Xcs7VbfysAtV1RfRvHA6Huk8n6Us30bGoTQWg8pdVWPr8sfKhlqhrfoVKKc0v6Nk+uvDFwkpFB+rD0HdzMPQ3DoJu4c/J1TbbxWCKBFSIEF1wYhRNqJTXqAqLCjUSDc+T0OPqiMTshFqBase/P4F8vmjWFPHe7hK/+NbX8NvPvoO/+eqP4ssPXod3fz4yO1UD2mgaMBcYFjXwOosKHmvmKsLguNLMVNrlfUqbimh1ZzRdfgBkuqIj/nA4VMel936WDMV6qGyAFkLle5xzWK/X1dylUNN7lGY3m02lc8tTNou6h1Rvo7Wbyp3XhljHSu+6alaFkKoZ9HuvseqIohS3SECftxOpeyUqJFRUYSWsetL5N59VjaMETeFJJMIJ1hCyIiGiFesUPSbVb5s8V/+fkODKNyCliDeunuEfv/Eb+LH7n8RXn3wBP3T66M+F0NA5tnbyTc7Lnomh46PRFjVxiQCARjeKMKid1ezhdU3fV8GjYXkmaVEpEWloeF/piw50ZnRaZaRheTpPlY/4DJGJ+sq0T7xmFbFF/D2+vKl8qLNO2QiVWKqxFaZZgdFriM3w1HvtO5RIrP9D22Y1kNahJoIeAEMhoYShS9D5j8xuox3W/lVhwevcBVz7rf398JK+CM/ZlSw4gIQxTvi959/FH55/D1+6/zp+7tUv4tMnD/9MhEaPGBVRqI+hZ6KqMLFMbR3u1rzovauHclk4Z9bZqX6G1Wo1c0xyPtXUVMEFYEZb9KOpArRmPP0UAGY5HmranpycVLq2/hn18XEMLM3pitfbTBDgDmZIT+Jo55TZVUqpULFoQCdX8xNYbN0qHVVYqBaxbdCMPGVsnSB+6gQBLadDNaCmgdul73wPtRE1B/tCzWP7/dEFBZDFREMURBn6fwA4xAm/9/xNfOP8Hfzo/df+zJCGRYbWkdmjsWNo1pqjx7z6FNg69nxeowNkYj3ZjOamRkVsH3gfgJrZSTOYSENRkdK5OiT1Hj0Ok+9WuictHQ6HuuOWtklpic5O4Pr6GquQe+a/LR85GqLErtJMNT2ZQv/WxlntoQPZEzwqKHraRp/nZ09YWOLTfugEUlOoA9TuiGRDvdzvk3Yy0OzinnTvCYu7FMFicOWvNDNOtD6HXRzx9effrULj7732Y3h1ff9DvfPjKMfG3woHa2qwqHC3/gcd22M+oZTS7CQx1kkUacPi3DOTSoL3kvE410QaRB5EqkBb3wFgpkjYXgopjXRQoKlJzGgJn+UmSyp4tA/q9B3Hse7zyT7ruNs56ZUPverUmgFWIyqi0Pt69/YEj8ImlZa953iflp5jrAd/FYmwcNA1Q5RaRYlTiU/bDqD6MHTvAudcdXRSc/TG764lOA/vipYoCGNe5mKjjAQSEvbxgN97/ia+ffk+/vZrX8L/6vHnMPjjB8t83MX6snhN51W1IICuUrACwSLGnlBWf5HOmWpbNR1IB4T7PCOVNKBmdIxxtiKVkTJVphQAVCj8jYzNDGbST0qpIhZrZlH47Pf7muGpQo59ovmk60Q+GpK941EAfDknTdGC9WIf+2fNBGVaRRfaERUc2qaec0b9GZZYbFFb1xb1kgPXVyJaT7qGaNU8U1tSURFXFB5DVXcpj5enCM7hkGLBFdnFqQjDuj75naLlctzil9/6Or5x/g5+4fUfxydPHn6oNnzU0mPQY2iDpSdMlJ4sxNe6OQcU+jrv1tZXM4a/aS4NzVGdc15br9e4urqqDkilR80Turq6wjiOODs7qzuvqQmk7fPe4/T0dNY3tk8d65vNZpYS3uM7y2P83jPfjpU7ZXAqZFHnUQ9Wq9TtaW8rAKxZwXf26uZvOhCqEWx7e++yZs0xyKqFRGcjPVqfNbc4kZaoLTL5KOXx8gyPFqd4d3ee60bzW7iZxwKzb7w3X3WYUsQ3zr+HN66e4qtPvoCfffIFnAxL/GkUa0LU9rm5eWkhu94DzMOEiio5/pZOtFhBQVOC9XJeWYfNrbF+KXVwKkqwdet6k5OTkypsuEO4jaLRL9HbYJp90sic9lkRhvbZ0l/PnLflzmtDtBEWfikUV+ekRRRsrH7vmSx6XYWULeocVWKx79JBsY41XrP91Dbb74owtJ9WuLF9tl12jD5sWYcFPnP6uAqLOWZo3xLUd0HUQRSCeu92OuD/8+5/wn86fwc//+oX8eUHr//Ak7qUoHvFChIL5xVNUjDcVrc6PO0c94SWMpumY5NZKQQuLi4q1KdvgwKFipPIk05HDbkOwzDbJV6FnuZZ8G89V0f9J4pm2G7mbljkZBHF9+2zUCawRK0aXZFBjznZSYWT9pN1alqsrUP/1sHsoQv9TfvD63off1PhaMdAn9OFaSRUK9xs6E0RhfVzfJTyqZNH+K2n3zEiANWH0WIltSf1WjNJxGxJwFubZ/gnb/wmvnjvE/ivPvUTeHX1g3WAWkHbc2qq74LP8FOZkMzOe61Zwk9VRFpU8RAFqM1PptcFZr0tHtU8oGnBZ7k3K+mSTvDFYlGXvS8Wi2vL5dkf+joUoariIrpQpKRCL8Y4M4n4T826m8qdTyTTydOJ08Hv5U3oM8pQvdTrmxyi9nkryHrP6UBp5qC23aIMrZ9jYInLIq2e01SltXqwe4T6Ucrr6/sIzmNMBaajCQp1cCYxUAAVJnpvuzalhG+cv4O3Ns/xv/nkj+MnH34G4WNqsy0WFdr5sI7NY+YJ51eZwyJbvZf0RyGvSoqp2RZ18pq17ylUiCqUHpm1S3NEoyREKKxDN1Fishf7Sb5QRMD+qMlCAcWDuI8peUUTllduKjcKC81GVFTA0vuuk61CQQfxmD+Cf+sncP3gVp1I1Tz2d2tS6HutDWu/W79Ez1TR+6xgvan+j6O8vn6AJ6szfG97Dsv8gOZazIUEZtcbCtEcjYSEi3GHf/7m72ah8fpfwTJ8/GaJRXJqeiijAE2wKJLUooRuaVUZRN9jUaydZ3tGqEYZWD81OrV2CKGekcr7uX5jvV5jsVjg4uJitr5qt9vN2kunJwXLarWaLamwuUkqSDSEe8xvcUw5WlPMllspwPofdDD5d2+wFW5rPRa22X96r068Tqred1Mb7fNWsOhA8d6b3qODa79b4v24hYMtq7DAV558Af/izd9BhBUB6sOoLYJNDZ+LizkiAYApRfz6+9/C0/0V/nef+mt4ZXX2sbXf0owyghXAwBx99PwLyrzWn0RGsMgDmAuhXto4NT+FAdvEe+mc1JXF3IRJhQUZ2fuWeKV+DV0Pcjgc6sHLbI+GPq1JZOmdAob3Wv5QwcOx6iFoW2789ZgTThthJXoPvvWYX+u08MeGxnpS0Jostm69j8/p87cJrF6/tZ4/D+XL91/H/cW6Iyga2yf5B/mtdy/FRpL6IoBvnL+D//O3/h2+efHex94Ha1oqUds5sMiDTMNPW6913KnCsj4kNYn4jzu9s35m6PKZ9Xpdt+8ncmBi3nq9ruHMGGM9yUzT0Ln2yG7TyE86PjkOTC2nUNU1S6qc1VcCXEf7Wqyv5yZT5E5rQxSiWNvxGOw+Vs9NiOGm+/W6lp7A6t1zl/LnXTjYcjas8Pr6AZ4ftjP2v+7ibKIkybV5TMQii/m9z/ZX+Cff+U38d5/9GXzh3ic+lvZbhdEb6x7xWttd77Po0aIQNa1Z1H/G+1VhaT4N0FYlp5TqilFN6GOmJZ2ZV1dXNaGL+TtW2dKROk3TDFUw8qGbRVNAUICpmUGe4Zm/3rcVqjpOaqbw/bfR+o3Cwg5oDzmoZuiZBdYhajW31fw9xrZ12Pp614CbJep/DsU5h5989Bn80fm7iIg3pnvzs3k1Pty9Dgnn4xb/83d+E//lJ38Cf+3Rpz+29SU9oaF+Bav9+Iz6Dyxd2TDrMToj8yp9U1CowNDQJ80Grs9QaK97XDCtfLVa4fLyEsA89ZvCxaInvpP1M6zK9vV8eDR/rFCwTn0dv57Sv6ncKCw0ZVXtSpWK1m9hpTavWcGgHe0JFEsAPVh6G/K4Cbn851J+5N4n8Hh5ivf3F9XN2QKjc3bXBC0rCFoOaEMnc7GSy+W4xf/9zd/Gm5un+HuvffljS+KyzA9cT7TitWPLsW1USlcrK/3aoo5L7/0sG7eXeKUrTrlHJttIbb9cLnF1dVXDu9yzUzcF5oJF9SHoWGhgQfuiCVhAQx+KPFSAsM6eGcfv6s85Vj6Ug7OXt2AnkkVtyGPRD0UXdoCA685JfW/v8y9jORmW+JH7r+H99y+FwTlHHQgPQCMgGi/R4q7d266PacKvv/8tvL15gf/603/tY0sVV2IH5j4ozYHoKQR11Fn0y/CiCqNeboFmbeq9qqX5Tv6jM5GF/oftdluRAxmXAoJt3W639YBk5ljwPbyH/g72gW3nGhP6U8jwutdsj/EVdWu5i6l+qxnChtsdqPTFvPeYaWLRggoMi0r0uzUfrKB5WXL58oPX8esffBtTijMvxDx/UzM3bVB1bpy0e+dipOGOfM93rt7H//Xbv4b/7esfj1nSi36owLAo1IYPdcXlsQiW2vYsqpXV5NH2KAOT4WmSqBOSvgyu+9DVqtM01aXndKDev38fV1dXuLq6miVc2b7xnZrLpAvVLE/pojK9X/0z+nmXcqc9OPWl9kVqItiJUsHQk3Q22nLMM67X/nP1P3w/5ZPrh3i4WOPp/gpzd+VcXOT/X0/3vo4ieveqw7Pde3HY4p9/97fxYtzg55588WNZwWpRZi+spzkYvP9YaNU68tRJSCFjGYv3AvOzSIBmaih8t9sh6JJ0mhtM7SbTMvKxXq/x8OFDbLdbbDabWX+IXihcLE9q2NPmjXB8VOj2hOhdIiHALcJC8yRsYeMUtvUQgxUIPXTQg5X8bm3NDyMJ/7KUk2GJz509wQf7q3rNZlm0YtGCzbk4dq/mZyjCcBhjxP/re/8Rb29e4O9/6q/i/mKNj1JU+yuh9+ijt+eJdWoec/Kpo5LFIlkyZc/s0XT/09PT+h7V3Brm1MVlNCFYeJ3mzOnpKfb7/UzAaL/sgVkq8OwBXfoO/tZDb6qYb0rMuhVZkGGPwTqW3poOZXb7nPVOK/qwvhD+fpvk+8tcfujkEX7r6Z/AhkA13VvxwpztUZ9LR+6du0yv35tSxNeffxfnhy3+2x/6KXzi+9hYx5q3x5zb1kxgoaDQ6IFdaKZmjvWT9FA036H1Wk1tTQR9l9avp+ZpGFb9GuM44uLioqaQM/pCwUD/hOUJdRHY9urvbHcvTf5YuZODE2iLpyg99WW8zyKAnqA4ZmrY6/zODvYEyMvSyqPlKRw8EorNbbDCh033tvfOF6ihPmHjK9+5+gD/l2/9Gv7LT/0E/sqDT34s4dVjfipLWzb8qahDkQrQVv6qo1OjH+rs7JnQPcXV8+XZxV2a90C/hwoMfqfJ4r3H5eVlbYMiHbscw+aQqIBQHjqG6L8vYaGMr7n06rPopeda04PX1GHKBtrO3dShl+V4ORuWGLzDGIG5+XBcbKDexcxNZ8SCNU30FyeiQz0dwIvDFf7ZG7+Jt558AV998sWPbJZ8mKIMreZJL9nIRjVsPfzN+i56oUxGPxTC29RxFSzq12CdGpalIOExEsvlEqenp3U9Cd/Hlap0rvK9FG7kNbs72zF+Ur/jsXLnpCxWaKMbtvMKzxTusXBgjpk2LwXFRysrv0BwHgdEEQ4tfbsVZX03u5fXACsk5vUpspg/TVEEHGLEr773x/jaszfx86/+CH7q0Wd+4Bvr9JCHOiGV0YH5jvTAXNmR2e32A6yP9yutquJ0zs0O6rZCQ58jU6uTkkJjuVxitVrVg5WZDcqiz1m/jJ5Mpv2zCELbfJNP8NakLG24IgF9gQoMO3jAPOfCOj1vcm6+LHcvV1PeA2FuXHx86d7H7lVvhpvdmYnwxWGLf/XW1/EbT/8EX3nlh/FXH376Byo0VChY+1xNDiqs3qI0y1Q934aiYd1c5thvlpH5nfcrEgCaUuU2jEQYq9UKz549mx3irYvQyFPKjyoAVFD0/EE3+QXvtO5YoZa+8KaX2gbahT46oTcJjZfl9vKdyw/wz978LWzLkYbXIxsqMuimnLtAndyX73Wze21Q1c2e13vbXVr7O9tz/OJbv4tf/+Db+C9e/zJ+5N4nfuAbBVsGPRYyBebJXspgvJcRBqvFramuz2uAoCeUbL3q97MChUiFwuPZs2d1kxxd4armjJolPSTzYfnsVp+Fmgz6wh6D9xI9rFmh9pX6L/T+l+VuZYoR/+n8e/jF7/4uLsZtFRJqXmjgcy4K9BfdDWOeTaGZGnovcN37MTd49M78V0wO39u+wP/tT/4DvnDvVfz8q1/EZ09f+diFRo+GyCRqPtdWp/lxEYoEFBn0EIF9pzVNWDSc2+MbG7nhNUUIKlSYTv706dPZDlwqnCgwtM8WOaiJchvv3Wl3b0oo20H7t00W0V18dPBU0iu6eFnuXi4OW/wv3/sDfP3Zm7LLN0Bxgfp9XmzylTo+tbhr97brtm69V39pomWOXcY04Rvn7+CbF+/hc2ev4G994kfx6ZNHP5AT4K05YplFGdXSoSKF3ubLvXUrNvMSwAzV8LpFHao4rVlD/rP7etKf8fTp04oWNNdD989gO6yQ1ES2njDRciczRBGGHQAVFDqQeq8dWCsgXgqKD1e+c/kBfvGtr+HtzfN6LQmLon6zuv+6y5LXm49jjkd4b/NSzO9N18watsYZEdGu89uUIr558S6+ffk+Xlndw1effAF/5cEncTq0tRYfRzmm9Y+FP3t0a01u9UuoeaPmizJ9z2zhp0XpNtSpz7HtFDhMK3/69Gk1R9Rx23Nw6jvYVq33WLnVDLEmh/6t0EbX3Ks/QgdXJW8vRPWy3Fx20wG/9fQ7+JV3/xBXY7ZXrQ/B4gPFBan7i+ZU6O9zhAC51wogvTfJlXlw1UZNmsiJKeG97Tn+xXd/F//m3T/E33r1R/Ezjz/7AzFPehEJ/U19FBY16IItNVNsfVa46HuVMfU5m/ylCVdsj/IVEYT6X9SPQWFlEZNFD8qT3xeyYCMUOagNxL/vkpClg9K7/rLcXN7bneOXvvt1fPPyXaTU2NYVRj+ePaHsaTMjFCfoSpA5Jrh+rw2YYnav/qbPz+9s7az3pYhn+w1+8a2v4dtX7+O/eO3HP9at/OrbDdLg38pgSs/2k/TtfTvO8qZnrNK1zn29X/OZ1DwC5rvSa11M9Aoh4Pz8HBcXF0gp1dWquipW15b0xuSmcqc8C2XyHow6VhRFWJj1UkDcraSU8Acv3sa/euvreHbYiJYG1Pdg3ZTzWMccSfwg0r3RqUnvtQiERfvDe2MCvv7su/jWxfv4qUefwd945fMfm9DomSS3adSeCcJcDOWRXsq5ogb7Tot07EI4iz50Twv1S/A7N+LZbDazs0tsPWoi6btvSsgC7pBnYV+kgqOHINSeuglFvBQWt5fzwxb/33e/gd94+ic4xGnmSLTsPvcxaCSimSfz8Ob1e68ncek9d70Xd7gXR+/V9l6MO/zb9/4Iv/3sDfz1x5/Fzz75wseWDdozSdSsVn+FRiks3R5Tlrb+XhRE0Yfyit03BmjMbE0Gy/Tr9RqPHj3Cs2fP6joTPm8dsPo8+VnX0Nhypz04FVXovhb8nZ/HfBt2cF4KipvLGCf8/ou38Cvv/CHe211gjhxyuZ49OTcQ5szaC5PODQw6Kq1B07/Xmjnp1nubX2XuOUF979y/oebR1bjFv33vj/B7L97C3/3Ej+EnHn7qY1sKr0WRgDoxe2ncNlvTMmHPWahaXhlVBRR/OxbBsUxtcztCCHjw4AG89zg/P68+Fg2r8jm1DohCPrLPQvf00/Rs3XRUYZmW3mDd5m39y16mGPHHl+/iV9/7Y3zn8gOMiVK+eQBUHGgGhF5TMXJdo+szP7h0b/VZ8PnrYsriIXWUqj8m+zOe7i7xz978LXzj4h38vde+/LGbJuq74N+a62CjBuqEtAxsIxkppdmxgyxWGFizhIJIF3JqWzXyQbOIO5L3zkS1zlRth9bbK3cKndrNelUK2hDSsRe+FBI3l8txh//l7d/H7zx7A1PKrHV8xK77IaxxMUcac0fmdedj/17M7u3lZszbROZuNV5fv3r9/va3NbHae9q9MSV87dkb+JPL9/E3X/1R/OSjH/rY08dtkhQwRx3A3Nzm77qxDa/pJzA/JEnNnl7UwoZVreanEFEzggLl9PS0npJmkc6xqNBtPHpr6NQOjhZtpPXuvix3L+/vLvDP3/wdfPvyPWO552/KNIBGLPI11d7zZ3GNIfU+1p6O3D2vMxmGb1gkHblXzSIVHvN+zcWJpo/PTar5mLw4bPEv3/4a/uDF2/j7n/qreG19/2OlvWMOeb2uGlsTq445Kns+El4/lrRlk7ys6aBOVpttynNM9JSyXj+OCZFrY3LTjy9evEhsGBujKEMdncdMjJfC43hJKeE/vngb/+rt38PT/eVM+zfrnWXO9Db3wQJ7jV3wSg9HuPqe+TeLDFobNArSfr3uopw7OG20BLMrKmiutwKwLZwbPquwwF9//Dn8/Ks/8rEvh+85KfnJrE5e09Woto6eg7FXp97PounfmnSliKQXzeD7drvd7HxVZnQCLRVC15d8/vOf7zLtjcJit9slFQy9cGkPLr0st5f9NOLfvPuH+P+9/03s4oTmAWiMft0PYNGDZXQAnXvz387UxHtt0NViBuN3MvfCsPD83rmI6Dkw56257V4rJPVp4NXVPfzd17/8sW26w9LjEWp9ZXL+rdq9l29h69b8DusotclYeo81YfQ+rVOPVuSpaizqC6Gw+0jCYhzHpLkSNy2ceSko7l520wH/4ru/i9999l1kdrDa3+ZPoPwOXNes1rhwnXv1ij5lf7Hvb/c2QTa/dy585jgAULbX1lwXM+pVgVxt9c6xyzHjavABP/vKF/B3X/uxj/Uw52OMrkUjGz100btmQ6hELFpnz4xRFKN198wWLjRTRytRh+ZrEH189rOf7TLzrRmcdPL08in0Hu3sy3K8vLs9x//j7d/HH168M2Op667KuaBopZfC/Rc73XuOFexbb1pnonfmt4wx4lff/2Ncjjv8N5/+yY9NYNxE19aMsGkCx3wXvVCpDdlaX4aNsOi7FE1oodlBU0X3CrVRko8cOmX4RXMmegLhrt7Uv8wlpYTff/EWfvG7X8PFuIVlzp7Dr7c4zDoM3exe172LV2y6dq5Z/RPqPFVDx94Lw/qY3au/WXPI9kd7SBHTxMY8YjJ3m1oRIwIzJfzO8zeRAPzC61/Gw+XptRZ8HKWnPGtbj0Q4gOtbAPI361TtrWxlsTka+nyvfhupseu06Be5KYvzRjMkpZReCoDvv+ynEb/63h/h3773xzjEgxC69QHMGWyecakMbX0ac1Fj62hX5kjE3gupp5kSN99rE8F7gu2mPrX7cO3e6/W1e68Lvv69j5dn+K8+9RP4sfuvf6x+jGPlmLkBoMuIvfCpvd57hwoKa3qo30KFkS6zDyFgv9/PUtdZ56c//emP5rPorap7aW7cvTzdX+KXvvt1fOP8e+jJ7Dnz3cRQH+7eHvPcdm8fBfzp3nu3Yg2hY/3KZeEDvnT/NfztT3zpYztq8cOU3uY59ruNcPTyOGxkhs5LW6c1b/Q3CoUQQvVR0K/Bd33yk5/88D6LY4cMvRQUdytvXH2Af/LGb+H9XT5BW52DFiOkGcH3U7j/sqZ7a13aCztu6oVRlHKII37/+Vt4cdji//SFn/+Bb+enxfoFjsH8Xo6DChTNEFUB0As62H049D4VROqnuAtP3+rgfFk+WhnjhF966+tVUFzXhq3MMyJuAvP5SRUDx+69DtavM7Mylf08HpDVcj2XYn6v9aMkeRJy7/WoSpK6rIejA8xn91Lg2HtXfqii9U+rWB7qpVpb56IKDcvkx6KPKhg0nYHmiE0Ws4JEkcex8vIswB9QcXBY+lB1qxJwj22aFk3mDvVOzIOrrlubOjTpcJyvItEUbr3X6ulj9+brSd7bv9fVuueel7kPhP+1ntzl3jmGmt+b5F7IvZtpL+tt/myKdWLysxdAsGjDPquIQdeM2Lp0v1uLKrS+Y85UlpfC4gdUgvf4+Sc/IvtKuhkTqG515lcY5lLjw9ak9zZR04oyjWrguSkxv1vL3Iy4fq9FNfN7m5CzK0Gs0dBYvmGangnS7lXHqnXBWgSXf//e9gXekq0I/6xLT3D0HJvW+dmLfvS29rNruuwCOUUfNzlhWV4Kix9g+dKD1/Hf/tBPYx2WM505NzvUv6BiQ3Xt3Oy4nmrlur/yrx7In+tgNYGsuEmY63b9xToWVVzNfSzXIzvA/K3XPRJ3v3eO0+ZmSxNYU0r4nWdvIKabN3n5QRfV7vYfGV9zIYD57ly879hnL//Cvv+mfTiOlZfC4gdcfuLhp/G//6GfwklgPv7c+Qhg9m3OKNcxhzNMc+xeG/DkvceMkLnbsrXDSd3tXkAZ8di9gGV0xROpe+91f8R146Rd79/bG1v27GvP38SfXH7QefLPrhzLWwLmW1TynyZJ8m+bOKlogflSNgtbBZDd76JXXgqLP4WSBcZP42xYXdPFc2aa29ia6dB+bU9qClXCXHhYATM3RlR4WB9Bqv/Xe/v+hLlHRAXJdeepq/fOf53/pSOQzK8WI6lw0nsxu3fekkOM+I2nf4K/iMX6GmxSmCITi0LUL6ICQQ85fyks/pyUv/LwU/jvP/c38Ory3jWjwGr5ZvdbW31+b76r3Xvd09+79/obeWX+pL236X3rP7j+jibi5uZNq6lhjL7Qm/tENK9VBVITj3N3ppv9X1GYA/Dty/dxcdjiz1NR5ND7+9j9LFZA2ONEraPUhlzV73GsvBQWf4rlc2dP8H/4ws/hJx/9EBbew7JvzzmoBsD1ezG7Nx251/o03OzeuYU/FxNzhlekcN3VmuRNt907N0B69et7VVQ14TOv/273ZjF0Pu7wn86/hz+vxTJ4T4hY08Tea0OsFj3oCnK7BcXRdt0kSV6Wl+VleVlYXiKLl+VleVnuVF4Ki5flZXlZ7lReCouX5WV5We5UXgqLl+VleVnuVF4Ki5flZXlZ7lReCouX5WV5We5U/v+eDETpyzicbQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# load and display instance annotations\n",
    "plt.imshow(I, cmap=\"gray\"); plt.axis('off')\n",
    "annIds = coco.getAnnIds(imgIds=img['id'], iscrowd=None)\n",
    "anns = coco.loadAnns(annIds[4]) # Right Lung\n",
    "coco.showAnns(anns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# load and display instance annotations\n",
    "plt.imshow(I, cmap=\"gray\"); plt.axis('off')\n",
    "annIds = coco.getAnnIds(imgIds=img['id'], iscrowd=None)\n",
    "anns = coco.loadAnns(annIds[5]) # Left Lung\n",
    "coco.showAnns(anns)"
   ]
  }
 ],
 "metadata": {
  "interpreter": {
   "hash": "6848e7e13aef073aff7ba33bc135680fb2bfd6eadb764fe22903f45719efe066"
  },
  "kernelspec": {
   "display_name": "Python 3.8.8 64-bit ('base': conda)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}