{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/conda/torch190/lib/python3.8/site-packages/tqdm/auto.py:22: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
      "  from .autonotebook import tqdm as notebook_tqdm\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "import cv2 \n",
    "import matplotlib.pyplot as plt\n",
    "from tqdm import tqdm\n",
    "import natsort\n",
    "from mmdet.apis import init_detector, inference_detector, show_result_pyplot\n",
    "import mmcv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "TRAIN_DIR = '/SSD/cvprw/AIC23/dataset/train_result/detect_result'\n",
    "VAL_DIR = '/SSD/cvprw/AIC23/dataset/val_result/detect_result'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "config_file = '/SSD/cvprw/AIC23/experiments/swin-l-640/swin-l-640.py'\n",
    "checkpoint_file = '/SSD/cvprw/AIC23/experiments/swin-l-640/iter_10000.pth'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_image_file_names(IMAGE_DIR):\n",
    "    file_format = ['jpg','png','JPG','PNG']\n",
    "    file_names = os.listdir(IMAGE_DIR)\n",
    "    image_file_names = []\n",
    "    for file_name in tqdm(file_names):\n",
    "        if file_name.split('.')[-1] in file_format:\n",
    "            image_file_names.append(file_name)\n",
    "   \n",
    "    return natsort.natsorted(image_file_names)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "camera_locations = os.listdir(VAL_DIR)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "load checkpoint from local path: /SSD/cvprw/AIC23/experiments/swin-l-640/iter_10000.pth\n",
      "Load model check\n"
     ]
    }
   ],
   "source": [
    "model = init_detector(config_file, checkpoint_file, device='cuda:0')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1511/1511 [00:00<00:00, 476725.84it/s]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 100.01x291.01 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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NCbNYUjlPdIZoYYjTe4o1SFSLh8QJEAshsFqt+OY3v0nTNCyXSxb1EmuzImUGxAQEQ1/1DNWOUHWEWKlonAJVSpycnrI4rnC1U1Vg2HF+ZDg/Emr+MdvNmq7tCcGrRcJHqibQNBVNXbFaCVXVI8kyBEvXBbwTVKsw1M2SrusIMVIAxv2hn2Q0azxFgsCE3PGCSCQlgzEOcHeK6YeL6lWLbJQMyHhMSqMlqtz3VdjGnNnMzdGvs7jn9z98zuveA95wBuGsTjqZdcTLnJzuopdx4SJ7FHGz73vW6zXr9Zqu65CZ74QR2WMQhtuT7JDGNipQseeoY8nOXXm3XtaVOsB4N9nTZeIpagJNoBZMJAyEtmOod6S+pzpZ6DNF6LtB91sRdl1L13Xq5Sjqo+KcI6XEyckJp6enLJdL6romDRN/NQxZuxfEJpINJBNJxiOAN1BZw+nRkofvPWBxtFDUvW159OCERWWw8oJ+d8V205KSJyXBVcKCRF031PVDjo4WLBYO8AiJvg9Aoqpq6qbh6PiEtm2zinAHAC0ZERLBmGnx14tG8Q7nGHqhbduMc9wen/uYwZeZY0UVnV9bFur8/of3LMD1oZ/PXW25Tw26y2L3uvRmMwjnsM6RuM0h95F4Jj0027ZetmjHjp1Blrvdjuvra549e8Ymm5WKTVvPLbhFufJuuu0QM2uzNerAAxiJOANHR0ccHy1Y1BXeObzJLGGUsccbTKJK/pySSgPDMHC0XHLUNAzDQHdxRUyJIQSePn066sSrZsE3vvENFosF3ntWq9WopzrnIIEkfb7BIpLufB8BnLU0tefRo0f84p/8Ezx4/ICUIlU6p67AeUOMie02sV5DVQWGAWzQNX18LCyXS87Pzzg/v+T62gADfd8z9MLp6Yp33nnE6fmDDO7BJEHMXMuLl3VKSLFyGHj8rt57sVjy7OkFv/d7v8f19Vq9sGd9OV/IX3bnnh2E2eZVzrtLmpg/o6p0UyjenMDoYPUqhvWytv6xkSBGNNgUVUCPzU07zjnifHefS/cHHHbO0Q+PxRi5vr7me9/73t0DlC0iow3knv6/07cCkBwT4gzq9ekqam85Xi1ZeqiJWEn4lAFMEZwUcEuIIqSQ1PMOi3UO42tMCkjocdZS1bWaM0Ok7wf8MPDRRx9mEMyyqCsWi0atClZdqgsLG4YeFwWTmW2cSW4L71hWKxa2hnZgCIFkhE4UFK1MZOXUk/TZxRdUlbA6qvHLSKzBLeHRUsfPVdAsYOGEbnfD82c9P/rhFUNbEaMhpYrFwgOWzabH2oj3FdYpkKvOcAEjPdvNZox3aduWvtuqVajyLBePePxwxfnJOcP2hNo4bBLdbIRxLKuqGj1KX5fKxjGqtF8Rmyqq3vy+/6LpzWYQkh1DZhvnoZUAsl2crILcWtdmj5OXY8CeFLDdbtlsNmy32+k8a0d7O1kluUWyr/rc/SJpTxKw1uK9o/KqQhnJQVSiTlOjJSHNdoI8GQsa7p2D7ETWdR3D0GPjQpF7Y3NgFJw3ZwBZnbmN4ouYsW0mm2uzRkSS4n2ZRnUPEby1ODuZ1MIw0GcpRUStBcZAPwz4SrBLi3OJulYHM0iEIWJQp6C+TyCGyqtjUbV0Od6goaqabF2aTNYiE0q/2+3y+w+k2FNXnqapCGHg6vKCFCLraxkXopnJjcUNvu/728N6D0i5R1lafRW9bG7c5/T0KjXhJ+G7AW84g1BEOIw7mdK+Hlrs0YY5XDU7ewZo3tIHmRZ9wR7mHm1zzABRxybIDMmU++mz74u5VwmozKNilVH7vndu9LKUNO1EMmME01W5LVnfNVZbH1Nit9ux7DrscshORSpZOe/wi2ra6WRyXBq98lLZBA22+HMYSJjMoIUUAwaNE7EkqlpdrZva4Wxg6Na02wwOpoA1Hm8Nw6DOZdY50hCpavWjGGJgiIJ1DYuFehZWVc1qccyDBw9wDTjv8c5TVXNHJnXi0j6IIIm23bLNgHLlDbbxLJqKFAdePH/G1eUVaVgShn7qQ8YOpa5rdrvdnSrAXXRrYb5kob7Ka/cnSV8Weyj0RjOI3WZNHHpiktE7ra5rRautZUIERk1/AtkOzD5wG7E2Ztr9Ly4uuLi4IIZAsbrromF6hinXlxMY4ykOwdMCEmqYNRijPhOODDZGdR+24rFo1KFeGvM1MgYkYQzOVXhfIdYRnVoEdmEgrG8Qa1gOHbVEkoOq9qNOXMxrgiBGqKpqT62SlEZJJQw9KYvbfdCpY02i4ZpFuuRBdcP7jwOPHlVUy4RfJJbLP8Bt/pC2VfyiNwPN6TGuekhvP8JYS7A1T5p3MEBlHUtXsd1uaZ2nWXUcnf6ADx9+zPHilLquGdI294XBkDIQGcG0RAlgOvBb3KpnVcFw5thsIqulwbse515AKyTnsLamdu/RpI4hDXR2Oc6vIkEUE/qrzIv/stEtfOg1mdyc3mgGUTcNTV2TZHr50fnDWChOIUy7+KGFAW6LcWVnTijIFWPk5uaG3W6naDRMEsQMdLDZjm7KQykWjdu7hQoMgojBeiElM0Fs94JixUux2C6UrDHZ6UeDtUyjUZ7SR/phYLfbsdlsqI6OaLJbtcmTfpIWIjHJnq6tejQkM+E5ttjrbZ3fL+GT4+TkGMdDHp846hrwHeJarDWI9MSg94ikMWdGj3B9s2XTJS6sulMzJEyvTGh3s2J741gulywXy9Ht2RmHZI/T0sdZuVAJSHpEuuzDEDBGWCwcdT1ZgEyOzxGEoe/Hvh7f34DcYzEoY/gvMxWflhKj8VWZ2hvNIDQG3iMUpJmZXq47rC6oEjoreJvtyfm/u6SHaWcVkiSGoSeNQUtF/SgLP98Ho7b5A4/Ngn+MZAzGZlNmylBYDjVW0TgRNc0JEQiSkGy5kDnXEUYGiHXgnEpNVtPjJJHxihAjXdcyDD3GZPNw9godRhBMyM7BujAogN+B9GONWjCsy9YWMFQcn5zT+MTj8z6HtgcEDSYyQd/LWkuQBdvOE64T66Hm5iay6RI3xiFiiF1PWAesMezWLd3GEMVpeLcTxRqSRSMeZ31CQmIgpkBKPUKLMGAJYAVfGyo3ma2NBWMSkEgSEG6H4sMUU3JId1qj5lYknZWUxD2HWMTI1AqIeSfo/Xp019qv64bVkVqh+ozBDMNw+8RX0BvNIJybPCgBis0bGB2IUhJdZKIgm3M+i4nlLlnVyAcq72gWGm1XTEp9gOPjJZt1w9WlMokiiagKoT+TvDLR1KLi56cmQgOk4nNv9cuE0CNEl9S3QJ1zqSVhjQCOEYd1hoTDWEuylp1Vx7EYBrrNTmMmqpqqqXGVp+1bQhxYrRZcb3qsr6h8RchefbozW7VeYDBJs1xFM+muLmMVCaE1ZeobrDnh0bs/Q9jVNPwj2rbFpYDJeSwGojIW59iGD9ncJG6edPzI/QInZ+cslysMNScnJxrK7i8B2LT/jHX/CRcXHcvzDadWWC6WWKk1yUyKBBOwzmJiQK7XBAkYu8baSxY1uAglSZQn6L4xHyXjiXWPuAGx+yqoMYbdbvfaORTMbKVK1P4r29Fdi3hkAaP6yGwGvS6DMHd+Pjk958MPP+To6IgXF8+5uHjBjz/55LVA0zm90QyiUFELNLAqC+pm0iE1/DpnjsKMEkYB38o9IJuWouaWKG6xu92OYQi3xE2TYYdJdbnDgaX8KFq5RwW4jGSPTAGyZSYZSEXfnZleTE48Yowh2YwXoGDker2m7wbaVtvPYolpFGMpqsF2u8XZJidImWJMjFEGVczEMOEzJdFIYawFWC39FnKSkthuqOuQ+8NhM1BLLGrMQNd3hKAXb3dbuiFgrceamsePH1Mbi0MdtppaA9OGtuXTTz7hxUqZSGUalRQRks+AcRyQ6+ecnJzQNIa6dgxDZNbU8fMIERUJadxk9hfPZMm5vagOl+9PQ+GYVM19ANw6p/4zx8f8g3/wD/j6hx/w8OFDttstV1dXpHviOO6iN5pBqH1aQbsRaYdx8mPIouRcVDYT6JTMmHgk5NDjGAc1Cc6SdQzDQAwBkaQ5LOPkK2HNpGqoGZCD2SLjMZN33SJW6pQUHCqCq21Ad2kraORh3l3KczQzUWZ4Th1oQkzsdh2b7Za262m7AWcdxISLCVdVhCEQ+p52u+P4bKWLN8VitFTd/IAxzF3OrbXZS9KSSDhKdGXEyIbQX7JZX9PHnuVygTN6TlV5rEl5sQmm75E2EbeB4eaCLotE1loW3YbaJcywoWkq2stnpPaChekwIZHansEGjNPcFiHCYLPaESNx1xIxnMRAjeAS2BmDKL+tUWFTc1DKBCZz25T4Kqei8d5z7eKu8+7gIK+7md/nITk7MrakMIfiv7HZrEFgtTri/ffe5/j4hHa3Y7vZ6HevoDecQQRCMNm2jsYJOA2LxpRdIm/MxdfBGqyzOXOP1UxIIdD2Hbvdjt12y267njJQoRNlCD0iKYc/j/wHl7PCzFWJPRB0BCE0jNeMJxaTqGjMqCSMpBw/qm7UXhKVEZxRINJZg7MZVbeW6DyShCEOXK+3XF9f0/YDuyEoxhAGqhhYHq/ou5Zuu6PdbHjw+F3AZNv/JN6WBCTzfJ1zx7HBeJIRkok42WaQNYBckYbnbK4v+OKy5913z/Au4G3k7GyJtTnpbYhUXYfdDITLlvj0C7ohkFLA28Dm+hk7uyWGJ1SVIQYgwlkDOMEy4PoOWwkSDTJAFwTrdLF1LWy6AQbhHKi9QWYcYvKHAckYtrGicS2ZCTObK6/0NWBa+HfBCLfOn6sRP3FDiGCszuuzszOqqqLr2mx+tqyWR5yfPSCEwNXVFV988cW/+gyiDGQIYZzcRSzMooPufALkRCElGCmlxNDr5+12y6effsrl5SVIovJuTAJaTKfld13XIGEMvhkdobRBtxs5E10LULr/tc6somKYvCB9ZakrbYe3mhPCZICzPC+EoM5bu1ZDz1PCOsciSxYltVkcpSNlpNvtLjtK3V4ApR9hYhAwlyrUAoAUxqvZtN99910enp1igoaMG1S1UxdtBceWS4OrzliuhOOTwG71DT797Anrm2ustaxWK1Yry6LZcnJygkXTzHnv2HYtYoS61sQzRUp8vmlZr3dsNpGuha9//SEPF4kT3+W8nFNOSjsGTMGYN8hkVMjuM4hXmQSNNTw4Ox3Nwdut5pSY9vJX0+swldcnBUWdc5yenrJarVgsFvzrv/SnR4YB8Pu///usViu+9a1v8cMffO+Vd32zGUSKpBTGQVK3Whl3WLLZManiMaXo2u3YbLZsNzuNTeg6tlvNTmUMOLFEEYbdDkRjAohhErVHebTMvcIoEkVxmNMofs6OC/PdxyBJbQgVhspXrLxn6T0LW9N4wRmjorSxCrKlRNsnuj4whIixjqq2mJzIJQFOHC4ZbDSYIZF2HduLa45PHuAX6lXZpbjXpkOT2KhKWUtTW1JMhJDwUb0j+/4KH/8PFqYnOnUHr+qApB5Dj7WGIIGYVRJnn1NVsBA4WexYug3U13zjA+Hhg+c0zUDtW7xP6hMiuuROFllvNj3Rqkt5SgZTWY6Whp1xLKTmtHYsbcTTYxBSVKzCOajd5HK/7dX4Y40hGl0IxWdl7I+Xrl5DvTji9PQUay1Pnjzh+vpGrR46OafFP02AfOU0Q/Tt7gIxZ3PltbiI4kMhhDHJ7nK5pKoqrq6uqOuad955h81mm5P/vB5neqMZRIyBGKeswIUjp5RUR8/p39MM6Ct++Tc319xcb+j7frRWjPeVBCkyDH1OPuvxeZEU2zJikOzgpFQm8x2x+DN7fSEx02Q0CMloRqoay6KqWFXKJBpXjeHNwOi7EJNGNoaguRRczoxN0Dob1oIzDicWJwYTErHtaW/WdNsdlfMYX41bmFpVZNaX++7hxhi8haSKOo0kQmyhv8Km71MZcMWa4/T9UtRjcyjN2jUOtbjUZoczWxrf8vVHcHx8Q+UT3gykNOBEr4kRbKX3jFHbkBLEZMCtaGrLAkjRs3CWxgm1TUSEkL3YvYXaZfwB6AejSWqsJViLt9rW8q7z976bDM7XNIsVdV1z2vbs2h4bNcN3u9uNzNa5WSrCPIdGqS4EjPPa/yWNntfyBqBV5e5LDnNojRNRXO7q6mpM/nNycsJutxszdOs5iba9naX7LnqjGcQwBMUERjfmiWsbEU0vZwxiFKW31k5++eluDp0kEXu1WDRVzWK5YLFY0HhHGCqMMaxzlGRC4wUQuVOsPPSepPhgFmCzoOfZT8MDC+dU1M4MQjNyp5ERjU5cGTzVCehYVpV+ZyJD1AnlvR9T6pfzt9stn3/+OY9C4AFA9qosDliHAOUcqCxuzM55PD5bejRJrTHqikGCYci1aUQXtPZBdtcwliRCirDZbuhCQFCTtbY1EOM+6GcMDAEO3QmM0WAqjGHI72eMoWlqzlZHaoWSmAFgNLgtM9fT02VmtAbra+ra4rukmbIOxu9uUger73//+zjn+MVf/MWxFMHXv/51/sk/+Seja/7p6emYpevk5ISzszOurq54+vQpz54+5fTkBF9VbDYbuq7jnXff5Wd/5psAfO973+PJkyev6ewkpBjZbjZsN5s9FbKua9q25Z133gHg2bOnr7iX0hvNIDTqsPgfFm66v4M75zC2wljV5+u65vj4mMePH9P3Kia3XcfV5TW73U7TsEf1PlwtFiwXS05OTlg2DSB0XcenQ1BPwK5TMThbT7xX0FCS5g70zuHcbIGNDEyIM/S8Rqth1cZwbC0rX7G0jgVG4zucjHJpQplDiEGtEAYNjvKVZi2yQnTKFOvKU3tPA7BriVEYhkAQixkise159NEHkB160oxJlJyMuTRXfvzk6XEZH/HpVcfz5yfU8n/n6OgY5waEZyQHJjlMUmmrDYZgIBnhxYvEet1yfbPhD59e06dTlsuH3Ph3MPUpy1pY+BYDVDLgkjK7IdixUtcu6i7YD8KnLx7x4sUFm+0N6+6aLy4NR4t3OT16l7PTU6zX0PKmaTCxZRg62l2LX8D1zTU36y3rrqZtFyTZgrl8zdlnqOoa1/cjPvXNb35zxMC+/e1vs16vCSHwne98hxcvXhBj5Pj4mOVyqVm2m4YPPviAuq5Hs/p2u+X87JRHjx7xySef7EkPL5Nm7iSZpNthaPniyWf4qlaHtNf07XijGYTubqUYyMyhxzlVLzJIp5/dKOLNAcehqWn6Bda4nIJcvfF2ux1GNPR6sVhwtFrm3anhWebGxbTqnFMGIShqHg0YDURyXnMKppSw2DFLdTF7KO6gu2dtDDWGyjpVaTjUV4v/hi5aQU18xlj1ELWCd1B7vaKuKirvNalOruDVA/iWrm7ol63ed/S6nIrnFFxHnTizBWi0scAgNbvguN7C5jkcHQl1lagqvc7jcTh2u55Nl+iD4kMXzy27nWWzc2zahPMV2AU3XUV7EVjWwulSsZ6ldTR57nedJap7J9dtoB8ibZd4+sJweeXo+grckn4X6QfHtq3ZDjW+NmM+TBsDYUj0fcLtBtYbx3rjuW4tzh3hrMHbq9fU+TUd3dHREavVKlc9a3LW8DVnZ2eapdtajo816zcwpuwrktmDBw9GSaNUxrJOJd1y3qGp9W5G8XJpR5LQ9536hgCllMKr6I1mEEAWOyfReCyW4z3W5SpPuBGbGM/LnVx5rZ2xaJbZj1/9EUIIXL7QKllN04yTYF7XACYG4YzBZZXGeI9JJVJRkf8QAs6oQ1MIAeunVHWVyQzCWpUmiut1fj8oa9RkDUWV/TEexGl4uJ5fwFmoqgbvNft1zDtbjBHbLPdciEU0AjQxRXGWHcZkSw2AJlGdDLoiQtt2/J//5z/WPJXLyIMzjYFo/IrarViv11yte9pBS+y1uyNE9P2iTdSNw1jDxcUV19dX1C7w4BgWiwUnjeWo0v7YbFNWPQxPrzfsdi27NvBiIwwpYJ1wcrRgt9vSdS3bzQXX19f4ymCdqliebsSJkt3m+BMISeM8nPN3pbW8PeXy3Lm+vuY73/k277773hhWX/J4FtVitVpxdXXFZ599hnOOd999N2NgN1xfX/H48WOePn3K9fU1Dx48yJvUwGZ9o5GrM6vSSHfyr/lBc+8xGRnDHwOQEpu94JylaWpsViO8r/bMVGrHMCMzQYoxyubksA7rLVJXe5aFB+fnOeJSqFzOdRACf/Jf+xM8efKEL5484fmPPyXGgYTGPFRVRW0sdWWpawU3DcCsgpL4isVqSdf3miEpdppdGk+wHmwGP43iC1MWBvDWYbwu3NTIiGMYEsFEjVmosodkbUcJZjcEnNfaE9cxjJ6nmmMCRd1nEkShME/RnsUeg8HFBcfNCcerj/is/Q5gsNuIe96pUcckVVpCwDi9fxwGxD5Fs08PCP+I6CLRLen5RbbDc652Rzy9+Vpun6BprADJoAaQ6NSCJYHkPsuS0w0x/T6YgK8/wNVfV/Vm+BiGhxhj2MkOrcspWPdjUupBBly1yc9Lo6nzdSgMLb/3u/+Yf/pPfy87WcH5+Rkfffghm82Wy4tnXF485+OPP6bv1HqwWV9zdX1FGDrqyvF3/7f/J++99y4/+zPf4N133+N73/sefRvwzvEP/9n/h812sy89lKk/Xwa3Wja3lsnBcRk/vY6S8UYziJLNukQyKqDnb+VeMLPz992lJ6v13OY/qirWYeQgPbhR3bPokdtcGSnN6l1qcNU00+xst3d5Qdc594FIIkq2oBRRP9+jDKc2pwCe+2XhSpAa+d7WMEa32r0szZOFYtEsNJNzXc+kg32wdqztMOszk3GeKQ+E5otIsszNT5Skr0kiMQ0gFVYEJObYkVotQFEwzqpEFSPG1AgVMVbEWGdgNY47niHMPB0Tggccyn1SRucHqsoi4kjiMmjpkZzuXplW1LaIBUrY+3ZUs16H5r4hwzAoKpvp+trw4x//mL7vZ2niBi4vL7HW8v3vf280qWs1rR3r9RoR0SJIz56RYsIaM/m2GHMnk5gZZPed86YRf22fjPvoDWcQbkzmabIj1Dx46y69bfru9v1ehlqnWVZiY8xYCero6EjBTRHu9XDP1xTmYKwWe9G6jJEhZl0zP6dkahrVi9I+9v0SvC8l43RqW6dRjiYzCLGT009Rw0IINE0zVoG+K3x8T/rKzlmasEaZQAiRkHoSETERfMm4lIAh29kHMANYQYwmmsUmrE+IaCUyWzmERIwDQtAs2WYgmT6Pq56n/RDHBSyiifsxEXzOlZF9CZxzJIGYBlyViBJBAhIjxvaM1b3NoF6UVqgqg80elV+G7nLD3mw2bDabsR+NMVxfX4+q7W63u1U8Z71es91u6brs3DVn1EZd60P2Ft4zlZc5sTdL9ufMfUzvdd/0jWYQRU0oC2bOIPZyPMC4SKfJXySJVyudRlHGCRw0sDhacW4NLiYuLi7YbbcMZfGKqJ0vzYW4Wc1HAzYEFkYzJUnGPCQlOgmAw1tHcjb7D5Qw5YRNacxTUKpNzT1wjDVjha+IqJkvJvqkrtU33Y6PP/yIxWrFcrV6+TujalNMGa8wHX2vTmXWr6hPI2cS4f1/mKUfS0iOEIO+u0QIAfE91AaOjojmc3zjqJua5seWMPQI12z5HqnZQLUEOxCrCvqk2oj3iJ3uh3ym3ektbrnWoj6hwz9viFHozDPaas3XvvUhl/FTtt1TuLrSQqQq8uDkSgHoxvO1Ryt2u5au3bFd390P41x6CYD5MhfteZ6RQkXS7bpuz/9kdOgp97rrfuNvlaXKGXOEIR6ce9f1r6I3mkGYzBDmNTHH7/YwiNuDdluiuB8lLkFehR9bo1Giy+UKd36u5eqMYZ2druYJX0TUq3HcyfO9U0pjxuLa1LmMmmaattbiJGFTZnozUbGU5CsTbgQaTd5trMFa7Q9JEFMpNizEonrkUPbdbsfJ6cmtfi33Lin9SiBb9vdRd2fRCV4vFnztF76j6p31WNuQYmToW8LQUVUVId2QZCAaGHYdMfVIjOOsttayXC45Pj4m1A/olx/i65ph0xPbgappSFYD84a+x7gFIopBuPAk98kwAq8pR9eenJzgq3fo7QnSv8ep8xAjfd9xFK9yqrzEew8WfPrpp3TtPfPspf4QE70sreDcn2R+vHxXVLpiKk/ZVV5EkKQY2l3SwCRBTH/fbv8dDOE1OcQbzSAOVYo5zRfoiCDBrUFS2q9LMInls/she+eo5cJSHR/TDwMSI5vLy9FcqNfs6/bjDiEy5mGo5s5IaF6KKMIQdbezzuFnDMKNps7Z/WfvUWJO8ltBzhIVUyKKtnsIgT4Mo0MVuXtKO8fK2SmpVUeKFCVYsXjrtSq4EUwF1bsat2KdB+sQsVRdi+0HFguHhIAEFZ93F4Z2F2n7Xfax0OenOrI8anBHFfHMUzceu+1JfaSuIy61pOzebVMkhoEYBmxfqb5vQJxWBXPWId7QVA5ZajEee1Lx9eUJJiZ22y11H+i7HTEEFguPs4Ix0/4730DmNSnGnjb7c+Y+mgBeHShBMNnKBLrJead1SwsGlSQhM4ayDxIf0gRgz6mkRcyPvXVlhn9fSW88gyhegndJAmUn1OjLySx5+/dtO/O4qEe/g/IdQC5o6wxNpSnXDcIXn32qpxWOPXdi0AYhKTGkxHq7VW/NFKGaTJTiHEGEmIRWwKTEwipjMDCrGm7AmpxUVkEqa23OKpXPmc2AmBLqiQGXN9fURytO7CzlnGjYezHXbTYbSol6n4sFh7YHEfVvsFo4KLqB9YPPqeuaaGFnVAJ6p/+cR8MXaq4M11SxQ5Kwbh9ytdvyor3kiyFX9bKBF9VTOH5IfCjcvDuwWCxwcomTNcE5zjbP8b1mqHYvDEPbM5DAfsx6GBhsxK1UGnJGCN5Qu8hOPiUKNM2Kj84/pk6GTb3l5uqGTdjQx54wHAM7DD0Qs1v7tLs3TaN5OA+yW7+uZKFjMUX8WqasXk3T5CLJ6s+zXq8ZZPKWfZVPhpn9zMkyWTfuuoUAr+Ns/UYziLLTFVS/0GhOzAOccjHcIsrBtJsrc7FYezuCT6+6DeIVKv4DVVVxfn7Oz/3cz/H973+f1LWYmeXjcCIVySffZDynnFccv0SU8XmvfgPWWtLsvs74ycJgzK0drphoNQ2+JxmLryp8pR6ldVWNGZOSqJm0uG6fnJzsqRohhOwTsY/2zzN2z3fbk5MTPlh4zs/PaTbPoFvTti1H7Xssqi3OVTz54tk4Di4nh41MEpw1lspWPHjwgJ9574wjo23pfrRlt9mx2bR88s9CjmmIuDwmzjtcU2k2sBToonq5hhipcDlP5pTr46K9eGkxmrmFq4z7XfEqr0vFnAyMrv8wWUWKI91dIOj997xt3Zj//nLw60RvNIPY0/NnUsSrrjlE6fcliH0bclERSmKV+RkiykSMc1RNw9mDc5rPFvQxZPTd7OnZI5IhQlWr5CEHTdbqT/m5eZHkrA2K1s9GOs3amkSwSdsZNWkcIUEoxWCcuqW7XBm8qmuquiaU9zZ3i817TDNjZ4rDZAZGworggOMYedC16nYslo8Hx/D8Oaa/xqSeY2C7HWDX0+46Kp9D9I1aXiQlfAwcx4FTk3gfx2NqVm3ivXDFkoj3ns+3a9abHdW25Zld0aaelDqGFLVUgCTMoLkwkiR6DFUQ4hByAmyhsg6HurJP7vq3yRizFyqPjAbne1Xb6eLp46y4wqhqSBKiBFLBpQ6BzK/IHGzuz7tUj2kmC/dALnv0RjOI0oF7eAP7u3EBGF9Wm6LcY7rlVG9iWoQ52YvMWIjRHFDWWrw1VOaEZrkg9Z1moMrnYAzWu9G6AFopqxSvmSaVYgijH4QRLcRr1CKB5ImWJ2lpm4EcmJZ0YuQ5lpIhCRru7hzWV7i6xtc1dVNT1ZUWqMmMSMwk1h6qXIWRlvba7AhlSJgYcVXFgxD519cbVivhI0l8rRd++MPPCLRYr27Gl9st8WrN5mpN5WtC1AS9krR4cB0jq9Tz0Ar/GhU/myDe9CwuntCIhjB3L7b4zRa76zmyDVvp6ENHHyPWO2yM2NBRh0Cy0ImlCmgQnhFkCNTW4TE4MVD5vTkwf29gTPg6At6YvcV/x2wagcFpZO04ZoJG/ookNHA9M4j5gpYS//LlqPjcVAb8lKB7bG7If6XXRCHeaAYxL7N+GIU4J2vmXbRPE1MpEsXsu1c8fwzjNgZyevwHDx7AMHC92eQ4kCmHZMFLAepKfRCYqQLq9JVT3ZV/2ZxpspTjmQDNUmVLO2Pe2uzcZNz02TH6YhRcwTpHbLW8vSBEuz9hSsm50kd73nvGIlYwUXe+EAKCsFgsePLkCadNzdeWCz766CP6tGWIHdvtDiju8J7tdksfIik53JCtEKiKs1qtWKQe3wtXV1fYvicOmlMxxtXYhmHQep1d37HbDdxcX+MQFt5wc3PDsFqC0xT9wzDQSaBtW7brq1yTVNWmEIKaZ++hEQwvu7/M8aDZnDD7v6fjZr/s44wxvK6D1lelfSvH/XVj76I3mkFoAVmVezWVvP4oxjMmoGcSB2Wvt4p34wgxH1LWufXkki0oPyNfERFSihhJGBHNzLzbkbZbQtYtJ8BT+fbIxIo0MhPzMSan7jeI5NDoHCQlIkSKmmEotgoDWLGzHY4x8rFMv5gfIW5KeV+ctrQ+xORTUcRQYx1iir6e+8JorkwnS5CIx7HgEhkGRCAmy8MH77H0lsHl3ddW9GlgEys2L9Zsdjdsuw3GNxjRFIDOQBw60s5hbho46qkqx9Iccd7A0i6QoSNudyw3HSGusd0G6XdUBCoj3KSoOSMM9A4Gb9TDtQ1E25NOQJzFVFqVy2Y02QrUxtEbR0AZtmqHORMVyrCn6n55YxjPA5v72wEV8/Omc3XM/IhtJYQtaZyT82kwzfH7FvSk7hZUyubnOKPqqKdgaYZiBytevmZE0l9ObzaDMHbWgTMGIS9HmKevdMIXPg4Hap/MXFWzoicIBTgwRgfHiIx6+GKxoFssaOpak4HMwa0DcO+W34ZM7tUyvpcGWpVdS98tXyMTzOFkklCKV+H8eaWsLwemYVMyqGDVCUs51uigk0rtDpMmPMboRAetNl47R9/3qlMnw/HxMd5BMpEhCkNlGJJnqCJduCDEAfVmtLo6rVqBUozIELF9wnQRayq8dxzVBu+WBNNj+jVOLjBDS+oMVtL4IygeZB3YxiLekqKWBoxuUEuOc+ozMkoEWjLRGU37X2YSM6wKigVprjJM88NgyAG0eKCZUIqZ+pABXTQjWCIR9pWKPUaxxyRuzeU9UUTn4ME3hkniy/vlTDWW/ZNfQm82g7CTF+WXvvaWWfQ1ekvmH+4SL7NH52yXtqJZFFQdugP5lulaA6R4V7Tdfoi3pJl4WlDDPKEFmZXkK1Ghuiu6WatHE3BxxkEwxuW0e3f4ipiJqekE1hR43niWyxwJGwb6XksFiJuc2LS2RhoXZF3XnJ6cEi57lUwS9H1PVVWTj0lOxQ/gvFbeBo2K7bqcYHjXsnzwgBcXaoUoeUSbZcXR8UJTBa7VSmBysqAqJWXcd4zdVzBIlK7J3WxUIhqPTzf0s1waMvu3R3fgmz855WO2UQnE1wRA32wGcQ/mMP9+fl6B9g6piNYvt4LMv7PT3yaqmJ53h1AsGBKpvMXEhOYnLKCQmd1juneKOmgJZRJJYQ0iiSBTaPaeKbPk38yflUHspyFTE65jMOrFGbwnGAjIaMEo6g4z55yxb4yK13NnHZVYsvgdI9uLC9IwcE3i/2wiX3voSfYSK88ITcT3htAObIdLPn9wxIUPXMQtrS1KV4R2S105bmRBV8FgA1+3L3jkNnjvsO6K6Hck37LtI8HsMMvIF1eeGzlB6pp3Kmiahj4ObC+2XKQLhkWDaSqiU2mp1HCNQ4dxFpwlVPoT/etvNIKqEyYDxy73jTcqTVqT83nI7dG+Io7V0+rZOXPn/5cv3wJ5KjlKQFtuW9k09lrLKG0kXgeeVHrDGcQ+E3gZTX7u++cqYo8CfuYOsX/6697Pel+tzYmggU1Mu9J8wc5aNJoMU5qCtBKa2k0ZhLpJxzSVhRsZhEj2bNTJWCqLC4VJZPVJNNdlsjaLmgabM1oLtyNc73I4m73pvEPzMX2+JPWj2JjEs92GR/WGzu+0rmeCEAeGYcNWGjYS2UpCRpVNICqWE5Im7Fn3Ha3dMbgtzi1IqSXGLYEdyToGerrYEcUScYrTxIGYLQ7DMNC3PVLX6lA2ew9NVDttLsmgzmVfQYSY1NN5MPyk9BYg00lRNdKe7DDbanJvvr71Yp4g2cx+ROZ4md41zZjQl5FK3mgGMZ/Dd5mo5j4P5ZxDRqK+7sKcx9+3SO5mQnNmkEGxsrtmPb7YR+8yj4kIMc68GUUXinL6nORF0lgacM9OHtNYSMdJbq8xCDan/k8YmyfkTA3zWf0BstOQmdo8Yxh32vSFcRIXauqGrm3VnTslnj57xvvHLd2xSh5pEIYususC211H1w+EmDDYzBwS5CJGEiPS95oQxvR0NtEstWBPiIa2C4Tk2LUD1+s2960hpjgmag2SCJm5FjxKkox9yIw5lDqpZv6Or0FzFUBH946+Kt9n9WxfRZ1OPQQlv4piMbXj8NgUwzFXpl/3CW80g9jLfHSgbrxKothjIJY7M3Dd72uvXV/MoiklCIFht2Z7c8mw3eCGAYkBK1nFoEwGvVdESBLVPJkSKQxZxShMwRBFTY1DiiOcFaKMUo8xhr7fAXB6fMxqtUJEk/ludzvERKzzLCuv2aXLD8XbNGKcA5OwzgBTbZGxn8RkB22IpoRcC8bkxCtETnAk8Wyd5fK0JobI718esf6RelRub7TEwNXVKVIt2LYtN9trUvdU3eC9I/qEqy1UnqGq6TD8f58v+EHvqSvHWXxAzQOcs3z+5JKr6yU36y0vTEuXBGs9C+cxIjQWjpzh0dkpQaDb9lSVZ7fe0CShaWqSV5UiDRYrihH4L8Eh1Aoxnw2aDV0MObqyBPbpmAf1ZMkShJ7vs6ogqHUq+89OkgC3F/3dbSklHIHsJDdg1ZqBoTOGgVKe8svRG80gStjz4QK+j0ncaZsu2MSe9Lw/JLclERjhpgz0lVwLwzBkd2g52Blm99o/MEVOJt35CoNIqBdfSJEoKbtET5LAPFgtRt1BUxL6fqBtW6qmwWXXapuzKh8fH+f0ai6DlPuYw13VrOe7UHlzCiPJEliKqleHqNJO2wdu1gHBEwchiiUkQ9/29H1AsFTejz4f831NsjQUEvRBMM6w3vX4qM5lQQyCA+tzNTU3lg2Mqq8hCYa+R6om58mYFpq1DskAqvOeMMSc9Od1NfOpH8oCHv0apFh9cq/lv0csOWNdk/h/EPfD1M7XkyXM2I65HCNZrbDG5Jg4+ZL3VXqzGYTIrcUL9+/4szPGv0d1Yrzn4XW3VY6i4+k2nq0TMZL6gTgEZRB58ZjZNdOzC2g0W3SZUSRJClKqWq4LLwVCzJmss9ZaLCZlsSOSw7IjXd9r3EGOvajqGl83LJZLjk9OqGu1FqhIv/9ehUHcpV4ZMSNmMJ/wiKhqIAkGDX03KZDijqE3GFOBEYyF2KuJ01moK88QBr1H5hGF6SCClVw8J0VS0EQ1MYr2gXMY76msZ/AeGSxRIiFFDPoOIQxQ15rwJu/SBW9I1hCtVi/vY2SIUUHbceue4xYFkN5XJuYLTaWDDDIz+arkggLM925Nf2jmU2z8OP85+PoW5Ueom/rBPSYgUnK7tG12fu1r0BvNIOZBWkUauDP824ApaeDy/JvGy44L9TYwNx0v9xcRQuzHDFMGdVWm7UmX13TXa+g6XBRM0sEzMkU2q6OKFo3N7k84o0VbvNH4CZUoUGwkJ4iRFElBd+lS0+P09Jz33nuP5WrFerNlvV4Tt1tC29OsjlidnHJ8esr5+TmL4yNOz854/P57+LpGDPRh4P40WLfJYbBiCFFIYjTtXILGGFxK1CFyvtFkve80kcePd4js2KVzolV359OVIUbLMFjSzqiPQhxg8JgeTBBsGrDJcUTkXAa6mzVH9QNcowVpX7QbuloQ4zm1DU6ENnZcpzVioQGOnKVuBOOF5LTzL01PMhUr40nZknK9u6a/6umGHkka8HWYmFKMyc5qNtseylgeTpUCDupnZeU6Vq2ZVJJj0eptYNhpXq5xQcvhve9ZycUeJgcgRszV7UUgJQWQO6PDnKJaTeah4K+iN5pBjAlbb5kzX8+qMX2+fWz6W48VNUJEa0uknGXJkhN7DAP9Tkv52ZRGyeGwFfeJd+ozgVolrCVnWtxzIffOUVfNuPtst1uWyyVfe/99qmbBZ599xna7HaMDT8/POT1/wLvvvku9Wo4BWjHtx66UaM1hGMas3YvFYr8fRzH41iiMBXpcBOM0cfDCNBxXx5yfn3PVrljv9L02m7VKSkUimjo/A8b7kbhVVWldEn+KRKPvvEqjw1cMU/sFICrm2Q7CdrtjsDXRKLbSti1WNF29sZHdbscQhpHx3+X78UrKO3ihsnsXWeNQyjh8xB6AONN0x9Ne1oZbOuw+x0ok9cq1steGPzZmzonM2EGyZ2g6GLlxrt+xRLOTkRzE4Jf1kZKCTJKSsuIY9dwwkIwh7VpC35Fn7Bj/n1s3TphxPZhRkqZ43JnszZeszfpjNmEySUb6U9yk1abvfcXx0TEPHzzk5PR0bPvi6JjV0RHHJyf4psGWOgs5xqN0iDWaZCXapNWxyBWzAJmht2ZMu6eJa8sCaJzDpoRPPT4MPD5/zNei8H4cOKq31CGx8Anvb6jcjtZ0VLbjyhr6ItIFMBFsEKSPLBeGR3Xg68ue5dJg0powCE3YEvvIxu3YmY6Nb9iajl56vBhiVKlmEEvXk2tp6Jv2GLX2YDBRz4k4jI25kNF8Gc2xmUnwL5jN/KuyuHPaTsJszAuDSAUcFuiZyhSGuXQ5e9pd9GVCy8uoGTNjBmXO8ceEQYioz4BxJWujwSQzOg9hZJzQk26hVEx5kxemctyYAnEIo0ffCALmIsGSNHrRxIgJAbPeKMDYdqTdFpsSNuZtDFVtsqFkhnrL2JyU2bkRjSz0xoJxOZJTddfiAoyBENR333nPyckpRhT4i0fC48fvaqTmMicgQbNTRSANAZfrjI7vLQAWZz3eC1XVAPvRi/re2vLiDAQZsc//Vs7iwkDTXfPQrPmlh4/4IHU8ap/T959xGmp2QbhKVzw3jtYFdn7g+eKUrtPoSjqH7cC3iWY78OjY853zLf/a8QXWWtZbR0dkV7ecOs+aLTd0PFl8naFag90h0dKHSEyOAc+2q0k4XHaA6qsat1jhl0vibsfgIoNP4NYEL5hBKCUOZaaHipQ9N+EqBXdTkL2VXBzbEsogcoKoccrZ7IOTEG7QMoXWGmJUVU1kugZB7Rszp7WXMoeDrySPeRzV7awOzxjE69XVesMZRN91IIl66aYBzUCb0erwuZNvu4eUDp8nXDFGxeXK+VsehczyNDhrtWTfdku6vtbzhqDl5W89ae+peg/JC+zAB0PDrnO0YwbUvPeIUcAuxog3U+6CUpl81+6ot1uOj49J2R8gRjVhGq+VwZzzo+Sxr4PedquuqmpkJBrEpW3ttrsxYU2U8jvRDerOLPPU/zO/DVUBUk5jNwV/lVqUse9hCKTTUwVJc4m6urkaMy2lyGh1KZmulqIbQ4novIuc87haozmbWrM3NYsFl9fXDDmC1KHZsK33WBtuJZct71JV1Vg8qbipaw/quCk2dM/+nEFP56bVPG1SZn4a6h+SpbtZgqM7ndeMucUg5qEHqqpNI+5zfZeUEt1rVPh+oxnE1eUaX3maLo3OP9Z4nC/FejUV/Jz57qltc4VPZiqBQVH3+XU5tVuKke7igu1mQ7vbseqH7MmYcHkym2LlMCrOqhRjdHcScpp2RpOngVz7oLQlR2gaZUYADlU9Yg7KEkCGwPb6GiuA8TR1nV3zcvUuKnyZfHmCFg/LsTPumSMjgxQDWEQSNjMZYfIMdBIwMbI6qgnDiq7yfHo9sJKW035Lu9uSOo8LwtL1rO2K7RDZrnuC+JwsxUKw2KAZpNxqwc12Q2+3JNlqzdGdYPuIGQYaf050PYaOZzdrNiHSG0u0VvM9GA+yJLJAsKoWAsF0BGMJxmKbhEsKEHu82hmSYJ0npiGL/PkdvaeylqOjIxbNghg181NZ7JISMcQsbZItKGHPDN3nZMYl9kUTAse98np932sBYwySTH6GG68pdTqttRhbJI+ppmoZSmMnNVtSLkBkshQTU548Cbq7meqc3mgGcXl5rXn92pB3vYrKa81N58A6k/MeyChNFAv0HKmAGS6RmQPsi3XZwkWKievnz9mu14S+58jXOfM0VNZCjIpGz61YMtulRcZsP9mgMaofJiuyRqagcmctJhnFLKxmpi75IyQENlfXhD6Arzk7PdU691bzS7pksCknXB1FTBnxjvl7z3f++XdFDUoJjPUYKxmcVbICLgpHxw3tAH1q+Py65zE73o87+u0OxOITLG3QdP7BsNsO6t1pHdgEYrHR4KynXi643q7Z2TUxbTTDcxtwQ8T1A9ViiaUlhh3P1xVtgmg1KCyZXBCHhsgiSyyZQdAxAAMGtxCcCA7BRUfCQ0ga4k4o0LS+q/M0Tc2Dhw85PT7LQPWA91kaiomubcdgM2CsrVkksbZrSSK5Fkoa1bgilaSU2G63NE0DYkhRC0V7PxWCKuBzyTNScoiGAuzmeTeXIFIGzAuOFbPqmFJi9686g3j69BneO8ReaBq1qqapF5pktfE0jaZXq2uHrzRB6KJuMAf32Vclph12bhVJZGektuWTH/0IawyLqibkhCzeWqpcs1NDl/PCS2ncpYuonmQKnX6ZkDdGqhbpAk12WqSB7U5Nm5vdjlTVPHz4ECpLU2uhYYTRgYske+9TXLSBsb7GoXpQVIGyU8HU/jRa2YXlcknf9yQjhD67jaPPOz4+RpJlGAJXV9dstztSCiyXFUuzVMeqICQjDCHgswpTrA7roHUvnPd4V1HXNS+ud1xctDy/7PHOU1UJGSAy8DpkYMKX0Apefd9j+gEzDGOeUmNMLmOg/VWqwhe1Z7GoxvtZczumZZ6dy7ipbstcrT0c71Fqk/24oDkWYUzeMGTfsap4d+4z+LIh6TsMWf3suo7/+X/+n1/ZV280g4gZeC66b4xpXJhup8leq6pisaxompqjoyPNQm0dpVvv1O0SOQ35ZGSWBKEP3FytqZKlco6FrTBJqJ3HWZP9FVKWAma78kwUhCy6yiyhjdGSeWIEhzpJufytSEbAjQZ+GedGzSD4ihgCIUSuXjzj+RcnWG84PjslpDCqNyEEsCU57+Q7oqi6jO7XSNFZJ3xGmYP+LriDCHS9Zmba9C3Pw5rNdsNgIB2fEHEEd0QwR6rr7qDfWbbtikX9GM1l2fFeeIyLF9z0a9amJUVLHAypsxwdneDdGeK3uOWSSjyhG1hvb4hbz7E7pj53JB5xs9lwFTp+SE9MFlKNlYpFrDEcg1kobhEdzVBTDyvitsNua8x2R7joCDuPHXosNZoFNGIIWfqLiEScU7HeWUtdeR3JvFBjLmNQFvm8mDRMEmVRPcrcu4sJqNVln3nspTQwWcKcS6l5XrnZ3xR8ojAXtFh15fyd2bDuojeaQSSRgyCmSLTZcSmASCk+sv+ac/PVrdiD4nq9D1KPemYYBhwWb1zWw7OPnEwp2rR60/6uPEoNYxtgDxHJXL4AlaPUUb4203cmSxDeeypfkWSga1turq84PjshRfXHF5lNXrS8XJm8OjlnHn4Zcj+UIJQ5pJHRhKw7b7eaj2HTtazDjs1mS/AWvKeuHQHL4CwxCV0PfW8ZBj0eghCDxfQW21vMYCFpJrAwJLrdwLIBsZZkPGIrJDpCinR9wkTNJ2mc5UQ8IQrbkCA5SHbcgW0ECRYGdceW3pCyGbnbJPqtMGwhbC2xtZiotUMVxtUU+ArwTcFrXdchSQHLfpjSvlpuL7g9CSGbRwsjmZdsKP3tnMuxRQbLhE3MHfX2568+I0q6m9Ewk0pm7Szv8Tr0RjOIKJGSRtFlywMUFN7iK8vxyTGnJ0fUjYqnpT5Gmfy3mQN7g1IoBF38xqr7MqKuzeI0OMogOSOTZJzh0KJRnG7Lwcldef5MfRcHaWqDmGmCjB6jRus1GGMwztFtN1xcXLA8OeHdtlWfB+9AVDXy1o3MofwAWF9P2MyMeZTv5+e2bct6s+H6+pqbGy0sOyDsbOL66prWJIZuw/mDB2wXO7qqzyqOyVaMyPOr56y3A5ttx7NrWG929H0H5Jocbcf24oIYE5uzHYMN9P3A0A/0u4627XDulK5vWW971mbNs2fPeXHdEYYTJA3KrPGaXGazJZgBYyz14Kibir7ruXl+Sd92xG6ANTD0OAM0ZQ7oGCmGoOPS9z3d7oK6qmmahvXmYhyv1WI5ltAzxrBYLMYCvTFGmoU6uA1ZhalydvH1ej0yjeVyyXa7RURLGiwWi9F5rVRiuwVwWkM/DLdwh0KHx5fNIjP47esssTebQcAARgexrg1NXbFaHXF+fk5VeZwvWY2mIr8xDhmkO8Ae4E5uXaiqdMCOjo4Y6gWh71V/noULW+xoARm93sddeUz6NjqsjGAokqM+cwVPQ87Gptzez4BTREYGUVtD8I46OXogbbfsLi948cUXnJ+fg6/A54nGMMqkCuLmkO+S8v0AvJx7jo7MKwoVloWvuTTXtENL23tC90usP/uMdWvo5CHruuHS/yz/b6tgX+x2xEETyw5JnbBSCIi0xDiQ2OL4DNfWpKfnxOtv0p+e8fvLb3HRRJq6YUiWth80EW1Xsd227NodOzGE+A0kbbDyCbUsSHiEmhhr5OJDzM0DMNAR6TBsrEFig6QIMeCHjUpwtmUXX+iYOMHYsiingLzv/+H3FSw0hpR2pesYQ9eZm9cnScxoWOfIeMh9vW9SNSOIbLM6ON845htYyXGp8u4c07AjXlUk0jRTM8rTZe+599MbzSBOjo/x3lHXytEXzYLV6pjVaol1ZrQvzx2etLO1cw/t3YXuiukwRnX3plYso3eOOAwgOZhB9q8vNDGhPLjMRm90bSsRfpOp1c5tLFmHMSaj1DN/CeM9SYRl3rEkCbvtlrPTUw01num787aNTLD0SdZrS93OknpuSv+mUkZT3LAXFV3fsd1ZwtNH1H6DTZHULeh7y7U17EpcQEikaBmCGyenpIgnIlg0btVhsUh0yM7RW+Filwg24Jww4Akx0XWOOHi6rqbvYbBMfSfFL8GpeVMMRA/UeTFqhZGYtfXRPSblggTiRkCy4DHqUzO5fQ9hoOv6PI49ZTrNsO1xOtzCCbS7y5DP5kuZK2W4Z/jUeD8ZQeVxzuSN7iAdzu1r55rsjGm9Dr3RDOLBgwc4Z2iaBYvFgqZuWCyWWUfXkTsUzeecc84g5gvorhyXZfFUdc3x8TGttfRdi+lyMBXFkSdXYSoeeZTJodBiwQUKfyjnlGeb+fNgyro07u4FoJraWQGr5YohqE9Gu2uJMWIxk509Xz8HKPdeLidUKX0XYxzTs5WfJou4IsKRPGAIgc3WsBnOePpsybbt2LSMcRaJqHhK0pgAxOZ+mSQpk4vEGTEjMyME+rblOm7pYgtGVYZiXDUYQlSJzPnZ4p45/pTkPOrenjQsnDm+Mt8cZjBfNhMWADeGgKtkjJw1xd7NtOj3B5E9/MrMjpdxo1gf5CAubH8v2VNz1WIhs8fl+SrKHGezmoKI6Nw7/Fv2rn8VvdEM4qMPvob3bvSIIw20O7XtFobgnMMah7EOl3MAlMV8aNYD9sS6PRxibvJ06pQTjKZsDyQkZqenpAV2ysDvce8ZrzcHA5Uo/v1m/N6Wb/ckmZhjNADRGMPaGR4enxBTok2R62fP+TQlzt57n+NHDzk6OlLnmcIkc3o1sQZDIgT1yLy6vOL8wTl1VbM6XY0WmEEGhjAzIRqD9bWaGAXcImLqHk3tfAS5IEwq22taMG3XW8jWgVgNKubTa45G2yMpYJLD9ULHY3YsscZiqChmW2t2JAJiBpxdk8KASA9VbqNY9S52QGyx4SYvrkoZkgFMIKfnIbg1AN4NNEbQEc3+A8aMJQdTCLP3EGTPZpAL7pZ5NBtjUH+RzHUwMF5ZfGHGroXMQCRfJ+Nxfyur0TSj3N6xuL/8ZWLK0WYD9evxhzebQagEMOELoDkH7jwvqX/6XHU4rCJ1iBrPqUgQdV1THR1rkloDyEAsgVx5ZzAHTGe/vTMxf3Zza+ye6Dl//jw5+qj+sC8mFnDUZqaYohabbduW1WpF2bJSSup4JYJJCmA2TcPR0VH2Gan3EPZkEkb20XZEY2BijLS7gd/7/c94/vw5u22jgWpzmbkgsbe6I0t5ZWuzWkPVArZ4D+IwYnXfzHq+jnWXjzsNokt50Y7b67TDm9nDi/5/d1xDUfXu/gqR7JNy+z302Wb/7/x5pmzeuvSuR82/M/d8vu/8+47P58/IK+bNfAm90QyiiITOTb7mtri/zhdPKnNVbi2qQzPTnEaTZ54AJY27WS40sawkQtAQYjFGPRhjzGKljKrEKN7NgKWxxXtqhblngk5DbIsNfHzj7HOBAlfWGCpjsCkR+p6+69QTMft1FAZRStCLyOjxV1XVXt8UFaaoTjGErGwbUugJIdDutjz74oeazSocYeQKrD9gCgFGIG2ru7cZMKYFiYjp9G8Mhg5rurxzO8wI5FYYY7P9vgUbUctHi4Ye9TA6SlkMvZYHNDvKrmGo9DsDmJ22SSKYLrskR33eCOqpqlgYmbVlrO7keAfzhtFBifGaVzOF6czb35k7zj38/DqCgTnAQF5GP3EG8Z/9Z/8Zv/Ebv7F37Dvf+Q6/+7u/C6ip7D/+j/9j/vbf/tt0Xcdf/st/mf/qv/qveO+99770s3ylHpIwMYY78YMDpOhlzGKOV6jeP0VS6vWJtNA0Zs2yxtYG6TriEIj9QOg6FXkL0JdkiufNuuBkKdAsTX5sJ5BNmvOyepZSXVoYA4FkSn0uAjapE5MT0UxS3UBYb2mNIxydUp1MAWGSDMYarHUcnawmXOIVs0aGQZmQtcRhzXa9Zv3iEi/fw9fQmxoJF3q/uABZ5KYOiERl5vaSZAYiA5V9jphEkkA0azUpJpDBKROTJYYmxx54StCRZcA7EBsZ+ossjm8xXOWOdGArvPGIvybXuoLkoagYZKBRErAmoTgFtslvO5DjMvOYCFXtMS6BCTMA4u4lP+JM+X97cPZdV71qob9MqijTsygh8Y57CDIW+BFeL1fQPxcJ4k/+yT/J//K//C/TQ/z0mP/oP/qP+J/+p/+J//F//B85OzvjV3/1V/n3//1/n7/7d//ul35O2fkK4n6I0Ns7EHxdR3ebM0fMYgyy0Z89F1omEbiuKkwuLxdDIGXvwjj0xFzcJfaDZoIaJYtC6sKsIuC87fPJdUjzPUa4b3KC7vpD39Ntt1xcXHDsDPWioaqqEag9dPsdnbpmqtf8s7OWFKPa3Y1RtaRe8W//2x/zve99j6dPt3z+ROtlzq0z96lte29mpnczxvC1r32NbqgYolcVCafp9LqOo4VDRLGTixfrnCbvvhJ1X50mgFD/9t6PjmqqktzPHPRNXq0a3Homrw0P/Auhfy4MwnvP+++/f+v41dUV//V//V/z3/13/x3/1r/1bwHw3/w3/w1/4k/8CX7nd36Hf+Pf+De+1HPmjOA+nX8+KefmKyCbjUalf8+sVxgEZfFmtSFvg3qJGIxpsN5hYkLqiFSVMoimIXpPaFW6IIRs3svWApmcqort26CgVLFmzOsrFN1jb6KVpmf9eQ5olsUd86KqOy0Uo841OYuKpFuS1C1cJv9vDBhXHKpUHfLWYmrDuw8XpP4hZ8dLzk8iP/7xp+y2W4ZWJZWUw+/ruqaqWkzOkFi5mr7vCRFiEqoKnBGc6fnoazV9dPTBslhACEN2tkp4q4WCY+jp2oscL9FjbJ27xYJ4nC0wr/pj2JkUF9KAcxZjhDCUBK9greTktWmfqYmWIZzv3aPJUjt8b4Oae+uW+XO4+O/DJMbKXGYmfLIvhbjCeO+4zziW5fxsxXptvWJG/1wYxD/9p/+UDz74gMViwa/8yq/wm7/5m3z88cf8/b//9xmGgb/4F//ieO4v/MIv8PHHH/P3/t7fu5dBdF235xp6fX0NTGrC3PIw9wCECdQbpQK0n5xzY7wEAHafQRQVo9jFS7Scov8lPTzgGiTvyjYJrqmxMeGGQFwscW1L7HvsMBD6XME6JSQzDI3sCyNTKElZ9HdBqKcp4PLuNeFxZSFP6c3mKpWkROjVSmErr05SosBjiVbck7AOfEPsDKtIuUCyNQ4XhlzOL7Gq1nz7W+fEeMZuO/C//W+/z5MvnnMdNzoWxuFdzcnJCUdHhso7vHM4OWK9Ftp2oG0TRytH0wiLRce3v2kJGEISYMd22454yWZzBQaSBDbbHxPCgIjH+we51VNwm76bxup4M8GGfd9TN1rlfLMp/WCJybILHSJxJrBZRCxhSMgs/P3VNDGJ0Zwps2xPL/nt8lgHZMxUZZmYRGWtAsVz5j67xxwlsaZkPtejryvNwD8HBvHLv/zL/Lf/7X/Ld77zHT777DN+4zd+g3/z3/w3+Uf/6B/x+eefU9e1evnN6L333uPzzz+/956/+Zu/eQvXAG5N7ruOl+/G5B7WzsqhmXJC1snnad0mBhFj3JNSpme6LFQYzZGYIyZJgsnuuC7HSseocRwp5vT4ux0xBA22yowjxagVrpMmaSlvlGYqx1h5erZb3UfOaWzEoS/IoTo277d7yWQXnJF5VsSYE6eg9TatcdS5/J3LTHXKXKWM9s//uT/L0dFKn9cHrq+vub6+5IsvfsBi0dA0x6xWD1gul7RDIoVIXdccH5+OO7Ov1AnOOcPq+F/P7ssWa8/ze3DAIJQ8U19YB6vVirquxjyZbRe4uGj5gz/4A9puS5yVPJxM3/sqxCHJDFAeGTbaJ02tqQhubq401f5BwpZDRlG+t4C3hsqoqb5gRv0wkGK4sx2FmZR+p0gcr+lBOfXZT5j+nX/n3xk//9Iv/RK//Mu/zDe+8Q3+h//hf9Biql+Bfv3Xf53vfve749/X19d89NFHuOzIU2guRcwXwGTaNAejOgrQmOyBViIedTfNHNeYDN7n67PxWh2isoutEZJVXCHLsohxak9HVQefK2jZlPBL9XxMOX/lMAzEoVfGkRJp6Ikl9DjLsepiG7OfhZ1EUfQdU7amFKcoY2yOPKyovNekOgcM5RCoveXWy6zLTCn0azC2wUoFJlE7TdSj0kXiaHVCVV2CXI/RoJBwzlIvHc1SxywYi608xoGES05W59SNYN2OReNJNpBcoG4afRfvWTQNixOF12JMrH+gcSskSygh9hgke1WODnMwgo0Gg7OiMS7WYL1FolDVFaendV5QFpIfTawpWSR7WopMKkOZRXJrbk3fVVXFYrVk0WhGq832BkIc09Cr1DddXqwfc5Wjspa6RPKmCKL5NUGL4pRnzdtkx/ldGvsviYoxp/Pzc7797W/zB3/wB/ylv/SX6Puey8vLPSniyZMnd2IWhZrcsYdU1AGYVIpJPZho/+/M02UujmcEIIdgj5aLGZg5WkCMMCVtK0xi0kVTYURZpkxoKLdKFikXdBVc7bExIrn0/DCoBaRqGq2m1bb0basAbGYOKUYk9MqwjBllVVVP7OjRiTHju9kZg3B2ijncwz9mQOItMtMHkazTG3VVNlYyZuL2sJ3l8oi6qrVPkkBO6O6cwTrBeh0D46wW0DWJ2N9wvDyhXvQE2bBY3CBVwIRA0/RE0QCn1dERx5XPgV0RSZYUDTHCUHJJzCpeSn62MYZowqiTWwnUQ43zTs3VMSA4lstVVkVzOQXKzmuRMVK0fFP6Up8093pweTFbYzQUYLGgaRQkxmg+BzPv39kU1Q1FPxdJwKFlEUQ0SJBkshOVGdPbHDKIwhCElAHVLyc9wL8ABrFer/nDP/xD/vpf/+v8mT/zZ6iqit/+7d/mr/yVvwLA7/3e7/HDH/6QX/mVX/nS974raq3oqa9DcjCo5frDxB+3F44Zxfw9B6LcDknFKxIQdSqakzVmTA9vjMGhk8gsl2NEaGEQu91OszClRNu2DO12TELj0AUoSZA+jVJEIecc9WLB6ekpdrHAFmvSKCLvS1yvMnPuqyOMUgpotGuJXVgul6NPhRy0RxPQqEnR5mrb3lUMAzx+/A6n5yuSiTx69Ihgtciu935Mqwbg6kpzXEhP02iU6DDEMeOS7KUI1iS/xpgxk7Qxhs12nd850fcdfd9jTc1ycZR9QvwolpfyjofvM/XLpNJovg3Dw4cPdcHm402j5tq2bUkx5ZKDkzo0n4UFb5h8NpX6bB1SUNtqkuWDtx3bOTtmUpZw08RIXpd+4gzib/7Nv8m/++/+u3zjG9/g008/5W/9rb+Fc46/9tf+GmdnZ/yNv/E3+O53v8vDhw85PT3l137t1/iVX/mVL23BABX1RFPojCCftbdfv2REKo5KhUzm5Eybgu6EcSbyjV/ka8pJptTmvCNO3xhM9stIyeyVy4PsLW80N4ExhiiCOINx4PK9TV1RHy2x4UQrWolQx0hou1xsJlFnE2wMkWHXqcoiMk5Kd7SiPl5RH61ItUMMBNFcEUkSNoENWR2bAZtFCNLVVFSOPJnLadmBqFhgrJukqfXmin5osTaHi+PpQ+LpiwskVjizwlmP+IHV8RFdf8JN8tykMzwGX39BZz1NdU1jb7RWh10iaIanxvZAwhnLsy/eQcSQRL9zzmmbcx6LYuEZQmTow8igrjfPaXcDJ6cDfb/OFcqg6y9o+x0h9GqZAAyRGDpubi6xFpw12Xt2Fllb1WoVSWBiYneRkxnn5R3X2zHrlOmjOtdBVhMmYBL28YPynYklgrPMxpSBbNiZrGU5D6sjjo+P6XY7ZL3OoeLTnSxfjkn8xBnEJ598wl/7a3+N58+f88477/AX/sJf4Hd+53d45513APjP//P/HGstf+Wv/JU9R6mvRIfc18zVgzm3vy0B6OkzwO6gx6aNopxb7jQHP6fvy/0m05iZXX4gpZQWFSB0/CxZRUFLy+UdVi8QPFBVtaoaKVFlTCCGyFCrOhLTVOrdLhf45QLrnWITZgawUqSlAnrOcIc9vIXbDDT3w37gTwl0MrpQcnhzefUkWjM0BLUWWOuxVsFfX1UcnZ6TTEOQHiMdkR7hBuQFXdvRxSWSDCIBhp6mMVSmRuRdhiFmc6Cd3o2c7CYmUlTpYrPpCIM6sK3bG+q6wTlP262zNKdlDjW5z34wV0qR3XYz8s35nBp7oTDnpDVK5/t/F2Us1FviMYqkUD4XBlGO782cGVA9pxKUZq3FVJ5U1di6wQ5hNNOXNpTN7acqQfztv/23X/r9YrHgt37rt/it3/qtn9gz5/bqQxHwtrowfWbGIOwdQRyT6LgveczOuPX3JIZPDEIXY7nPyHLyYpu1VzSNvH5bgDWTK0SrX4b3FWWoy+5DSsTVUc5olc1i1pK8I3mXF2v2rTiQsObp2+f9dPtNzX5b542e4Q8ld+NdmBFA1ykjWywWo/nYWsvHH3+sTm9xh8lp9AYCIfVcXvbcXPZIgqaB1QLOzz3NQp/17OlzuiHSrBZjkwBEEsPQM2Qz7/XVDW2rJvNIl1Uhz67dcHx8jPPNniVrHK+sSpYkK9ZaKFbQLJkOMdcrEUZvxTkmEFPIdbf3j9vZ58Ned1M472wcbo+KAZqmhqqmc06tYzO16MswhEN6w2MxJuZwiEfso/OTRFDEUO99BsjKFnlXNx4oh+XPPWZkxx1FRPM+yiyXpTVZl5S5lfpuSjNGJHtaZGEJ2dSYJ3EBsoxzOK/gV7Gfz98/yCxQWACZ8m3OCwjNmexkolR3cOVyaerMNOvUsZHqArU6PqJq6pxLE5AKqBDx3Gxb3MUl15stxF4lIDHUp19nmxYMm0B1s+Kd0/doFh3e37Bed5x8Q93qq8rjU4+zMITAaimcn9d0nTCEBosF6ZC0I4VAYxNNk1hVBmKk8gPetuwGoXKJprKcHn0DEw2xtzQLg7PqWiUzHKOqKh4+POfy8jkpDZhZgT1kFq05jtc+IyijqmM4SQl+9n2Bvj3qHG5KhvqDe5Z7kGdIQvBhIOQExT4uoG+xoctB8jk58Sxs6+Vo00RvNoOQCVs4xAL2A7Gm+ItSMco6i2MOZt5evDL7/zaMdEfEZzGH3jpf9nfpYvK4k8p1+1KL/pWnpWhQ1tzhZjRfzn+LqgFJNOrVmJk7suyffn9rZoxlbL7sfS7MxJDzhM6BW1O4xMSQQoxI32Mk5IpTBusqYtIQ90os1lSkJLlWqME5wZikhX6jltAdhohBy+HZkjjGmGyGFFKch2dDU1eIRCRFIkGZjcuuacbmLE4l7+ec/+l80tR4c5rwmcm3ZlrIh9LBODSzjcYcMNnp2omlmIPv5s8vY59iIiaVZFIuPiSiSpc1eua8CvjrShVvNIO4y25/uAtONSgnRFoljGny76slM0Fa7gr/VbEOc7d14y515LbIbvLEPThqyj309+Hd54N7+OhxZ8igoe5/BwFps/cSuJOpHrb3zutn3+31KVO/q3mzTOksDUlCYk8MOxCHk4A4ixg12UkQhBZswBCJUaULVzcIhiFXPHfRZ2bvEaN7KCZhzIDCcD2S9CflUHBrDFVlEDySKoIYvDMYI6QUcK5SV+uiis2YhFqotdjvvH/mipnNA2PJql/+XDptVlBLGYcxdyz426S9VySPuXRp9s5JKREFgkn0w4CHEcTUNu8P4B8LCeJlQUAmm8cO7fu+OZ6yJJXFcevq/TyB83tOhw5975nE99l15tZCL3/N4kD2zihtsgdA2fR9UkRi76oZdDpCUQnATsDdrbc8MNGW9ynVum+n5NN6nOX4oaRmAJKwbBZ4v0RkBUSc6TDSkgahu/yHNKFRK43vGIaeFAMVOUO0JDojDA8D4Z2HyOrPKggbjxAqlTh6ryUHux3Gfk6UK1JqcQSGfkBChBCpMVpMp/SLRGorVCtYLJaIvGB7fc3Z6Ye45DCxJgVLCgM5qm8EcEEIoafUWkVgORsAlwdhtEDIvgRhZ+cWX5giZZTxmTOMogy42Tl+/G5iFglRd3TR7xfGEETdyr0xGbROtwoEvy690QziLtfhOYlM5cpuR2oeXCMl1Zg6ldznEzAZKKZrVX3IgzCaUidR3zDfiees/ICtHwIeL9tfDtpe3nH28nsqRZEYxnYUX4gDBjpPVju/Z7FUlOMxxr1zDmNhps96vXOOo6OjXCIx5wvN7uQGjVUIIQIJa+Hq6pLr7Q1rp+3Z7mqGoCqKDbUGvQWtuNX3PTEErERkFgQ3mqpLD+y9p8YmxBi5vr7WdILNkpXJldKcLsHRtyKrpyXD9N5QzH72XJzZlzIOz+fg9y3TJoXJFJY/zZekLngjmFpUDe+9loEEzUgmcXxKumdOv4z+lWAQc7rPdbj8PQ3mvog2rmfM/uKbn3PHX+VeGho+N3Ga8fu5Ljtr6Wu84WtSeYHxRWbMpSieZbEc8qTSmoPJM/ewnLf4kBFAZiJZbRnxIAREi8QYSVTecn7WsKg7KgfOJKwMOIkYkoKvotb9mGouryJP8Vygpef61pGSvlPstUiSxMRZUkyJZHRhFBxVX0KdiAoDZRYXgtPdNSS6YadAt4BflIS0887Ni/Ig0nWON6ijecmwuf/9IR3iFMw+H24fhcnM8TALBAOp5PecedQ668YMlCqlpGk+/3FjEHM6TOdWBrLsiGVwG+cxWfzb3yUFzCiM5klv9vp0HiU5O5r/F2yJwZD7xmK+n9+t87+MXnZesYaN4NrIEMz+LM0WicM73SWJ7UkIMwF1Ty1BxV2JOXFvThHvTKQyrS4aEzhqar7+nuVstaZyEQO4ACKaIzFJpYxAjtimh1w82fLE/RxX1Ucsl0uOnWG50oTBX1w9od2s6bfXnA7/RBmBBBahA4zq4rmdOs5ZookNKXeUpYYBYtcRZTOmkzPdliGpRQApIf934EVAPXv/SmeNukSPZ00Bd3Omcx+QOWcQ5YmKJei1fVE7jGVXGULShMlFDREMHgdWU/EliczZy1ehf2UYxKuoiIh1vRiPzUXjfSen4jI9Xfsqmi+uqZbl67ftVUziPjXq5dfcMTUMB4lrJsazH9j2+g+xxmS7+8RQSpJcEeHBA8/JkWG9XmPOCvOdnQtZA1CVsA89dV0T+8BNe8Nut6NzhpPV5MJ9dnaGPzuC7/+T8lqzJlmsmSqKYQ7HULi4uCSEhAj42qv6QIe0ioXo+GuMjLqEaz5SxWYkx26UuylH1uS60+4wVwkOJYPCWOaejebgvENyRmNhBOHd995jvdmy3ayRLo4S07QZ6k8UdSJLL7nvy+iNZhAlDmGO/gvTsRJok2VfZkgi6rOwn2rtkEkU/ODWc2fn7IvgOYjKAGaKx5jWw5xxaDQhMt+h2ZshL5UY7mEqxd351s3K/e6ANsz8+7F1BQozs3uWftlnIqM/iPRUrGnshq8/7JFvqfPQ6YmjrsGYntppLuh5JKNFxeUkibYTXtwIENm2T0nDFdFa3BHYUBM5YeUG6qamsobORna7ni4MdGht1mQ80TTEEHEyYCWSkqXPzkPWQl0JdaVL0lWJGBO2SjS1sLEDXXJE49WjVQQrxfqg+7wAbe4Ch9EiR5QwvrL/T16LI1Mw4ErkMPvzK6gb5jhXjLVEDFGdSWitw1U1y6MVR+9/SPviBTEZ3HA9zisb1VpUvEHnMR13z4qX0xvNIKZFP72ypMkuPyYZHZlEGdrberSeJjMpIGFNrqR9gGPMf09kStwgo6Pu3s41S5eeF9z4mwOLyMGivv+Z3GZUs4V7y7R1yFQObjd9X6QqkDyZR/0l4wtjDQsRJAYQiyVQ8YLkWr717o4PV0ljI7z2uno1WlLMqH4BaIz2j4jQdsKzF5okaBgu8FET2K5EWERIreXktKYJNc5ViBXW3ZZtNxCcZRgSQRqiOWYYBlaypcnvGVLAWqGu4eTYj3ME0xEjuMpQLw3Xtqc3FUPy4DwmR9SaMaOUdscmd4EHqlisS5LHf2IO1hi8ZH8EA1amQkQFhUhGGGwiJfV2scbgnSPgkMyQ19bTHB9z8s47NO9/hLMNMghsNhAjRgwuxjwT1eI0xSWXWZrbdGsm3U1vNoPIVGzxfd+z2+20iE6z7zZbrBhJJNeukGwBvF90PwQ5X9qGl1gdDu/xssjJu8DCu+jLqhuvS5o5y+ylPYNSlQxVUcyUtMTktmi2bAdJkX9jLcvlEhGhz85R6tikVoxSKXwEdUV3du8dTdPkWJ5zHj8+4+joiGX1HG+15onQjiqjcw2PHp3xAENva4Zh4NnFwGdPb2jblpMHS86OVxqMVeWs1YDJcSATg4gkKuIs81ghjetgD8vKX4yMPpEKMopFU94K4KzlndMT4m6ryYGi0DHM1LxcqAjo44RLOKCPCedgtVrwne98h2cJdkHznj579oyHDx/y3sOH/ONP/lkOijN5g0rIbJuZ0KMvT280g5gXli2VtUVkqjvJpFdPnozFqxJg3xFq7s8wmQj3F+LcR18nhpKM/5f8A2Vxy+z46zOH18Ek7jw+b7NMm/SdJ94HbosgySgztcpMiy4/9Ucc25z6XrEIAuAIKaffybEEJiZMEpywF6oeqMFAEk8fTtm1LW0bSN0zfuFnzzk7Hjhafk5VeWzqxoLIyamJVQDnWpLR3q2sowuJU+cJTY1bLXl0suN4ea0VuEyxtIDzMnpfIpFkhUhgMJbKRJw4TMybBJoMKEjQOhwjg1DGloAdGsK9wrASR0VkKNuGtRw9PCVJZLdrafs49vkuan6HmIRgtAbsyfExJ+dntG3L0lWsqgXXKdDGxJAiODh1nnoIyNDvqa0pe1AkpszWJT83TM5TfyxUjKImzMXz4uQzd22eM4vCIIy5J1CJSXPci8rcf3I+OYvjU4PGw6OIPjKJV79L+X0XE3mZOfcWszi89uC7rNLOsJaD+41MVN21sFM/TKdlf4ckpKjVpVMWrIcoeBF8xmOsMXhrwFniqO0ZjNXAM4mebjjiep3YbAZiv+aD995jWT2jstfajz3juEUz06vNMIaWJKMJfRZ2ybFbcnJywvHxjkXT5fEmSwLgvUosWbshoTEryThslgLGqldWBfZIugOA1rHqAWuEhRhqbLY8JAKayKbOuT9kUCamWq9hLYmQQJzB1RWLoxX1gwesHj8irdf4CIjlardjcJYhR6amtqXtOoauBZmlJMyyQ/YvRdGcws7vN73eR280gwgx4KIdPSOrquLk5GQM1kpjXscJdDykw4WpCHj5DiYpw4y3MEbTrn8Vu/LL6D6sYc4wDjGHuxjHS8HN8t8ciril1oxnEmLSHAclIc8ItE4OSSU4LElE4sBms2Fle5pKHaSqxiFJgcC+B0nk1HwVJZfDdrvlhz98xnY3gDMsl0tqW+mzDaNL4RjBnLSIl3O60MUYgjjqOmBMJISgDOLogqrSd4pxYhK2MIh8r5S32z7e33cqpWrE7KFCKeg7RTROxBuPNxqR+vzqmkut7keIsMnXWGCXfy+XDe9/+AHvv/8+daN1V4wx3Dx5ztXVDTFGHn7tawzDwKeffsrVZ881m3cYODb7SXTncusfld5oBuGcmp90lwJjVZtLMiHBU84oMwPEyvBOWagmSgokWZ+ZAIiYUXdVwN5OA3DHKBS1Zh5yexfdBX6W6w/PmzOGw7iTL0OvJ15q/ygGwygFYEqcB1jRnJ0pQgha+dqaBvEnXN8M/OMfP+KLp+q3cLT01FWui2qv6fodu13LZluxXm/YtTt2w0C3O0PSBm+u+d4Xj/ngnXd4cKIJf221gxQUyzAG6zyVtWyHhLOWmGo22wf88LMfcnV5w3qzY3ga+UB+ngenWtTZuStcSdAmBYyFMCSGFGj7xOVa6IYLYmqxptPEMFIKB3uEISMGwixGNkszEBFaSVgJiFW1x5K4SZYhRwy3M9YSEd7/4APOzs44WjZsu0S3ucb1O82rsd0SNxu2fYffbXEC74ZEXecWuGypSKpKDHmeJ7IvSB51B3vtfV16oxlEcYkVkdHuDocLfuL1BScYWcZLd9/5HrG/X8yMIrfoPozhcIEfSgu3JRmzd+19ksGXZhIvkRzG4xTsYmKKIURlEPl6KzKGfBvjiDGLtsmyWJ7TBcMXFxWXm5rVwlD5XGncQz/ArjX0Q8N2G+l6GBIgXsV70/PisqeyMHRqCXEp6nfW04OOtzVseui6HX0f2GyOeH4B252hH+DyZkdlLN0OlkuLX3T4Sutz7LbdCEL3ndYx7frEzcbQdhClCJylj3KN0LsMhxPkkxUL/eSsw9cVq9UKOxi2Q6RtWx6enVPVmg9zSJHT83MWywXWwvX1DT50LHIofLvbEYYekxJ2CDS+olmtcF4fmmKk3W4wRh3E5mN427z5ZdAHpTefQWR14qWLZ8Rw8o5o93GJ17FU7J0xS23+MhPkXXTX88rfBXQ9tL7c5cj1lek+wPLgeMoxDaV/+75HiKM1yJqSj1MtD23bKdgWhUePHnJ83CPScX19zfq6V+OvCLa+IMaeECK+VinE2gydJV1Ulau4vLykXa954jtOT09xaUPtNUHMLkbN4C3CNiSefvGU9SbRtdc57d6ASOD65obu5pragvcVq9OO4+OG07NTnj19kftb6HI8RwjQB/XopE4Yf1e2sZmkNxMhx5QZTD4e1joWiwUffvQhixYuNzueP3vGx9/6FscnJywWCzahY7vdEvqelCLPnz+jToHzyrLZbOh3HSlElt6zbJYcLRRbkYwqxBDo291USZ19zbd8LEbVMRHRa9IbzSDmZsjXdVtOkrBiby3Eed6+UYRnxlvuef7897xN86Cl16ES/FRMtqVd84jUu+qOHtJP0vwpWb+IMfHs2QtAmUFd1yyrKWGvsVcsl0u89QyiqsT5ewve/Rh+9MMfsevfJcYGjMHFD5EYSHGg2w5oDMuGyv0AW6nZMfkV7uiUZ5e/wHr9CPPUY+KAMWCdI5o07dopITEgqQe5RlLCu6fU/lN8XbNOHzCkc+2b5+eYFzXWOVLf54LLgL1BYoR0AekPqJsVtd1Sscbakug35kmgoeWIYGcu2JEMlEopVZxo+5aby56bbsf5N/8EDz74kHc+/iYff/Qhf/AHf8A//D/+D77x4TuEGBi6ls3Nc7rLLU1d07gjXqx3VCIsrONkeYI5O2LnHTsZWB0d6XP7nmCEaIRBhA5RYBRtx30w++vSG80gvpr78STq25laUhKu7N3PMKojRccsdNfC/zLu1XfRXX4X5diXMXveFU+xd2757r7jM4nGOf27bVu22y1VVXF8dER9uswlBiBJQCRhjUoAc+OPqn4uWyxAMsaDNRALVqQYj5a+szl+RkjiSNJAcqpFi0BEPVDHxiZAEUcjO5BIEsMQBkIKBBOzd6vBuCUiFUNIkKqMbgpEqzqFTCiocKAOlp+xa4t2f/fmYbNbdEyJdduz6HqaEzg5PWW32+Gc4+zsjOvra4ahJ4aeNAy88+gcO0TWN2scwsJXrOoFZ6endIuKgPp/DDmtXOhazQWRUw3eld16X8H+cvRGM4i76BDQG92A8/f7hWOKpGCmXI2jSJlnuTkQ2e4BFufHvgqjuEsamceKfJV73fX3nYzmjtvP8YdyXQjq/hNiM0o01lokDiOY6zImZOmoTI9nTbALRq8SExCbE7YnTcBibUtdK5MwNmV8IWHNgDUtGKcgtKj1IO4FkwSwBkPAyaDVsFJPSL1KBXYDdonxHmcDJANExOSE8ZKATiUEBjARY4q78hSdOwHdhftlkPOO7lMcW03FSTSjdug60tDhDVw+f0rsWo6amhfPntH1HZA4WnhOjpb06y2bXUttoLGOxntqn6NPU8SGSEytxo/0BUvZn6d3zouvYNd4oxnE3FGqUFlURfzV7zWd2DwfRKnNaTNDECYrqAqPMz/5LyGklAX9R5Em5jt4eadDel3J6au2Y5LOElXl+PjjDzHyASJqVSgJVUQEaxrA6+KLGqn5wP0hHzW/z3X3fSrzPsEe45xl5U9JURiGnp25AKBZOr7+zSUXFxfs+shAxenjI0z8DNc/0QalJeDAQGvqDDUnjFyjrhoDdXVNT08wlwSuiFEw/CHOfELjF0i/w7DCWEufs1MJgWhf5FuvsemChdGQ7yQOjUbN2nvKFbuy1BPnIGaxcpGdlAxUGBY4BokcDxvsxed88eIzPvnhD4hBrSnJeIxEVkdLfv7Db/H7v//7mLbjFFgIuL7H9AMX15eaW9IYah0gfLZWbO0cOL0dfZpmrOFWtuxX0BvNIOa6fqF5LEWMag+3xmFyivh5QZfRoal4/cG+GnHH8+afDzGQu47dde2Xfce7VKmXOU696n6HdNe9D9/BapELtfVnBlGqmE1iOEjGT87OzrDf+JjLyyv+2VNLjBqB2a8Tw6BZpvHwsz/3szx+95xon6oD0KZl6BIpRYYgDIOaUJ3NmRZE8ONuOuX3kJTounY2/mV8IyFoCcOlV1kgJQ2DrqoK6yrapMlsmnpB4wLee3btju1uo3jQLMLVWi2/F4vJYOZZO/YfjK7PJcjr8uICrjWoyuWNKYkwGM2Xsdt1/O4ffI+u6zkWDSUfQ7qM2cufOqo8t578arpPvbyP3mgGoU4rh2ntpyzXI2CYg1+KM8m0iKdOPozbvNcEeAdDuOua+xjFy+5933d3MYjXBWX/KDQP3Lp1vKhx6EeNomXcSesKHpx6fu5n3mWXWjad4d3HNdulYb1OXF1HtqHn+KTm/PyIdXuDc15zQqYAMWBij00BKx5ndzmprGBsTRAhiKopTe2pKkPdrOj7jl1nCC3ZMKIMq/aOut4gqafvBxaLFWfn5xwdLdgOC1arBmcNxAz+pV7NnSFNiryxIyaTcv6LIk1owB2TqbMwVtG5Ffou2w+EppwDo9dmTJF+s8HD+DP2sIhiKOMITI5aBhRj0ZG5NY/n9FW2qDeaQcQUiHGempO9HU1kKsOn+i2UCa/WgjCL0yjRiZOu9rJd+i6J4S76MlaWVzGHQ/DxdZjDy9p2t9/IRFrKL7sYztrvvUPmZQLybljSvYkIjaw5WW74v/3Kz1PXP+DiqufxY0vnH/DFM/jhj17wg0+vEHsN9ghnKgULQ8IMLS52VPKUWi6oElQWam9YLmEXoBcNbtoG4cGDEx48fMi7H36HH//4xzx7Zul3qgokAt7Bo7NTvP8sR4ne8ODx1/n2t1d88PVHdN0DQghst4ZnT7Ws364VrFF3I8nL2GCpfEJSJBAwonNPEIrmMcZAZDyzLDA/28jUwTyPD2l0vSIfX1CK6Ci72dNk4A4W4CYsxBScZO5+PTEHufP6++mNZhBT5ejb5j9jVDQtsRrWqvktRU2fDsxcsmUU4F4WlXkXvUySOJQ2Xne3n8LV7b2mzS8jObyOWnEfmZmk4IxRa4GZPEvLOUXdGzN3xYYqVVxdXfHzP//zfP7FDf/r//q/8qJraPtA1/f0g0bgxhipqkqfJXMTMWDg6KjmL/xfv83X3n/I8fER274nRM0D8Tv/rx+pyiGWP/zDP+Tzzz9n6EvUp7bRWctqteL8/JT1es12t+P8/IyTkxOOViti1PJ+MvNDKXjVofSmbv0xqy+HfcXeYi4xEZZcmCnfxkkaozkHUfajJlzIKVQxQOWmfCUhpS+1sH9S9IYziJR9Bm7XxdDEHqVmwjTYdsz3VXLz3O848jJT5qEE8Sq84dCy8ioV5r7v/ihu1vc951X3EhGNpZhZNJRX7Es382xU1qww6RyDYZEazmzP+0fnPLu+YugGUohUpsIli4lCNEH9CxBKlOSqdhyfHfFzP/sxX390zvnKY03g5NQRQqKtLH/uOx+zWW94fr3hi+cXkLqci1EzM1i0Ajmx58WzZ7Rti0kRk8j4gKHyXrEAAFHcKoRhtNTMqaq9Yhim7NGTeA+6Ww9MId8lHVyVmYeIjCkPC0OR0p9GSA6tT4rJlhAZ717QDiGHFqBdFY26bCd1R7vluzMf3S+rZrzRDEKDZ1wOupniKqaQbJksFmUij+M9maiE+YIp+uTd4vd8gc+tKK8S5f8oAOb8mvva9Sp14b77vhZzkNxXe3iPoDU296Wc0UNVFoiA8x6/SRyJ4+OH7/JPP1uziwMmQeU9NgJBSE7di7KOB2JY1Z6TesV3vvUzPDruqcxAt9tytKgJZqCykT/1zY/4/PMn2NAicYs3kWRKwWSTFYMEsePZs0tijHhvSCGQQkSiFgFW5iDKIIaOGIbRYW3ex1XlCMGWAxSfCcSM2MOQv/JSwqsFJyZnmZ4WvMPgjc5dg+CMXqBtthlLk71s1GVqOzsxpJhVlIieO6FrE31VJvFmM4gQGEqBW9jbweY72mi+PFikxppbO0RRMV5llTisKfE69CrJ4fCe5dh9btb3SQFf1WJyF2kfah/ZinF2bbfr8VkhhJERV1WFc47YtnTdmpOTExrjRiZd1RVVr4tvCAO73Y7tdoM/0TocaYZjmIz6tW1LCInKQ103fP75ZyjzrxhkTd/3o+Xk+rrL+r+ZJERjWSwWVN4iovkb27adfvodbduOKe5XqxVtFwCtxTlPKfAqzGkaA8aQa82srSqCsxYvMhbPgX2T8v49NHt3ymm5bQ4RKLhaSmmsEn4XUyj0ZS0Xc3qjGUShEjVZQEk3092KRWPEhOcLfi870KRrFyHtZQziy9CrpIe57n6fWvNVnaZ+UmSMwVk7ouTL5WoPlCztDyEwDAM+bPBcE1LgxbMbdhdrZLikHTraGOlB80majh0dK7FESQQRBhJDjueurHD86CHVUcDValE4d+faZyEhlwMrU3PsFyxtRYWhl0hArVcGzfOw7XqM8xATQ4gkduBarOuzm70Cr32ILJc1xngMFWTBHQFJljBEYkzMefVc0RADQ/7DJAUsrYEkhsoYrHFYk8a8DClGrAjOKhBrrVYaQwwxpb28DuqnpbhbVVc4cSRJhK4nyj57MUx+PXNcpNDrzqI3mkHYDCTNJ+nhbjtZDw6Yg3453mtv3R1IHPP7fFVm8bL7vAzruO/6san/HM2ch8/RXBn6vKap95hayehVCssIgZh29H0idGu63Q27zQ19GAg51X00wkAkSJjGUBJRhCgCSbMy4RzGG6xHBy412KQWivXmE9IQMFEgpjGAqoTTFbG/H4ZsadG4m8QAJoBNmUGoihBKIBhFbZ3PI5PDv+8e+7FMRR6SkNUBg2IQYHImrQlWT4ATNRHnIuyUqmhJSn7L8oD8PmhO0JSEmNirmjUhEJPkXOyxX2WmvNEMoqoqRbBngU5QTHH7WaXkgBkoajxJGmPHfkkz5OvSfVaOlzGcw3ean3cIVn4ZS8WrgND9e9w+Z7QIZclHYzbc3jm7yxfsblq6ruO0qnC+4vPPLwjB7G1fKUUt5nug0hWm0w0Dl5eXPD47gtohCOubG5p6gbeWzz7/HGctN11gu92qVIju3KMBPEs2bdsTggZ6pVmKwsLcihOYqjR35/IolrOpX+aQ4H39rfiAIWKiEGb1MsbfMu+W4jqdo4/H204RvtZauq5j2w33G91k/4Pc9dUr6I1mEItmSVW5rKPNpQjVm1PSTMohlGKysFwt1TMOg59hFneln/vnTa/CJPZ0caY2HoaAv+z+f5T23MY8co2FBCnZW9fO7xHNOb39Jp9++inXly03Nx1PzRk9uxFSqyOYnXpP9ssl1jm8sdg2cPPkGdK3bC38k+//M9557yHVUYMxUC9v2O227LYDzUfvsF6vefG058fPO7roCBhstiMmNGnui6vNXiaozTqxXQvtVkg5j2ZMBkOFMRXG9uCEGIJmskLFe/I5lTcjE5mwjn27RjJTLsgNxWqR8JALBcMigrMoWGkdyfpR/RhSGot+GgsNgs85OZ5HSyuOlkSHJRIzE8pjNxubxKhBs58k6dXz441mEAVAs3aeL6EIZLOddbbrJslmL6ZEt9Y6nHV3PeK16ZURlHeoPvMFfrjYX8dJ62W5MO66x133exWToYBgsh/qc1d79pia9Vi/pBtgOwibQdjG/XtYQKKaqmPS4CjJHCgOgRQSkcSnnz3l+z/Y0rYLTk+XVO2G7WbDetPx/2fv32Jt27K7PvjXL+My51yXvdbe+5xTp24ug81nAnEk+GSh5AFkK1QhoQT8UpIfuERYQnKkiAckpEQREAkl4SExQiDxEpAgL5GClDw4QiBiRbIs25HDFzCGcpVdl3P2OXvvtdda8zbG6LfvofU+xphzrX05dTFsF71qnb3WnGOOOW699db+7d/+bde17LuO/TDQe1+kgWfudb7XU/89cdOjAIAhyiodM3VbPjP+Z/yMvJKIIcjxhrvdtgpOcHDV1fReMU4OxlSnzYeogJCKTL1ArKVBeiGuFuOjFLgQcSmb2pRGnELd/eqX//EGC8hbbSCOJ9QxqaVMIoxU1o3EqIxVDJlQY7SlbavyqZdet9e57K904VS+7WnibMzR8ft8+fuMxOtW+Vcd533jbgfv+8KZY3dXHXzuwHvILr7WUusQy9MPWcxl5KnKhMtcljFcmQOfSajOHz55zq//qxes1ws+99lHLMJAt9+x2fa8uHlOjIltN4xS+pPa7AQ8H5wfUxaq9FGZVNERYxXvfwh8KDwJUfA+2Onsy45JUwe3JK9ZoyxcytXvKmLKNZ8ZZgWjTmrZpQ8+g5iz8Ph4THDE4e+fYLzVBiIWBEiN7XDGC6DVlEtOVpFibuvW94T8QGy3W7z3NE3LZz79eQCU1qIO9J2Af0cPizBflTy4Y84VKVNWmhQjKknrV6PUvZO2jPty8yUm/V6PmMop3I+XjJ4aouBU1ZF91zF0O8KwI4UeH6XBTNIGlzzbGKhD4IFRo4hsBEKK9CrhrWJ5esK6fsQH/YoX32qptZFJ6jwexXa/5Xa3pld+XG0pBpjZZGVayXvv6L1jCH6c8N4HyQa4IJmOGeg9DlVo+RMzcq7SZJLwH6D01cwt8+I0ked3qrA/ArBXYJKjToomgs+1QyqBiWCbGqvESK19wKc4StuX617+nZjB8p8SYsTC23jD8VYbiFI0lGLWEDjgL4jBCCFAFlhNKeH89EDs93ucc4QQ6fteWqd/m8dxaMXV5DfCuJgppSe3TjEqW42A44yk9brw4PjBLfv5bvMhEhN6lkr1pFL3GolyDpAR+CTVs8vlghQTi7Zl74dycNnVj7jBcXt7y3a7peuHXMsw5fdDCPSDox4c2lhsW5HQhKS4XW9EQCWE0QdPef/5gPJ55OMu+053vZfjlO192TBjch9vrUfexOH5c9D7VM2uyfTvtACMDXuTqG6H/JwqIJQ6MSWNjkMl4KgPkZhUznJICv/QZyrfnA6+fzQk80XqNeOtNhCyajG6imRXOBZrnUR9JxaCXv7bOTfm66U5q6xIr8sEvHrCHRKyXhbbl9dL1/F5aJTUd0Fzcnac35UUaJpVp8xwiLnM+tzATQhdQIWB2oCpNNSahVXCCcigMknCjr7v2aw37PdCVireYClB0sGj+w7RdwlEpHTKpkDyPToGLJHKTLL245WfxfHH16jIARQjUf4u6dpybnNDUby1lz8LUz2lmk/Z+QHM1o6Ziv8oe1ho2mMBVxLvrQ8JT8J7ecZzi6aZ/1Lu1TFUmQ7++iTjrTYQ3kW0yuKd6TDVGUMkhsButxPB1SQkqq4XKfP7xGa+W+M4y3C8sh8z6A6MBK+vt7jvc2W8CrT8bg0xDocgpRr9ePnuKnZYf8NpuMUkxyrt6P2Gq8z8Scgk6DbbLJt2Tr8biD5SaUjJsVTQKDBx4PHNMxaiDcO+qTk5P+fh6SntCpyLbFWibw3bbQ4T8jUIGVMar+8ML+m6jvV6jdZaJPX2O9br9YhN3WHZ5gVmjmMVfsS4QBx4D7nvZoI0AxFsEhF6hUzASBwBS+Ty0DPfj4yPulwkNn9nbO4xHaPgPPcYsPEZe/PxdhuI4NF+qiScj+AD3gmVd7vdjjd2yBz7GGMOLwInJ6ff8bEc3ri7RmL+ehnfjRDgvv1+b4YawcqXjXIfZGLJuVtr8X1HSoHVynJKBZ1n17mRGHTffgUslIn18OEJnzk/YWUUznmuEthaUp6Fg1E6qik1hQc+Tfu/D/B98eJF9jBlsRgGEbIp+3yTzNS0jZyvUUKGUkqJMEz+WJBLOMNpJmuiUSOxq2x2cKzM9lHCPcKIL8xxhVj2fWCtJu/2kz4nb7WBKEMov8fKUkKEslWFNgYVAvElhJzpM29+8e48cNx1Y+XYXr2iHzxk6fAz96VCv5Pxqsn9sskgorOM3sH0jN8PVI4/5JZ71hJSQqVAZSWGlwZHbnSPEwad1Jh8EJ9QukUpNKt2yUUTOTWRYCNVVGAGFB6XJCRwIaDVpD0a8qSbt5o7rqdweQEpBsLnlOt8m3mh1Hgv87+Th5EoDY5HwpNSkqbM2gyR/KwpKBQSUYvKa33GFNJsj1A+XzzKw+5ZZcyf/IPnUM3CrWIk57bj1X2dgLfcQMjkIkPrk+soDXWKcdDEFLG9xXuP6tT4QBQcoKqq7zgLIPPnflf/ZRPz7oQ/ZFYex7+vGvcZkU/iobzse0ZQ8mAVgmMNjnmhWYwSQxQPwqmIJmCVlCSHpDJyb4hodLLoqNBBQVSEsb81WKVYVQsu0hMuUo+2mnNVibx8hBAN/TAQHKhU5QmqCVpD8AfHeHxtjps/Bx+m605ejVM6MDAaRcpSAkkdTuey/2CKB5kxgvG7smcjLkbePtcJpYQOaZzQk4EoBeOAduNzrtLLn1c1txDz10vX8qNQ6FXjrTYQMIHVbdtyyC1QkOQmnJ2djZmLruvGEGMYBmKMtO0CmKpBX5pX/m04l/uyEfNxH+5wdz/fPRwipiSduY0RbfDRoznkQRRjOzdUSim892y3W26eb/jwKVyxziIpZA/hXrcLyFWQzvONb3yDLzwO1C1YG7gZAr0DF6CzVij3SU08C1Vi8yqL696PNdn82ZDJTwJM3qP/KSd0cF2NUrTLRf778HqMn8shxjGpzOv5Sl/cxoguHu4MeEzRUIxlVP20fbx73Y494vLawd9q/vqhAb1vvNUGIhExRmNUdUf9RyyxCJxq3RBjRYhhVJkqqHVKiaqqJ2Q6TdkQ2c/hv9/OeB1bcX5j78UsUoHBcugEBxNrXMjU9PsBgs7kZr5qvEkocx/YVwzzfB+SV1gQzSmVrmmNYWUD1heVJbBETAKTFJ6AJxCSgrQgRctAh1EDKimSUsKYBaqMkaoIvo9sbh0vBth3ceweXoL+lBqBAIPGxj2KiE4QdCJGR4iapDTGimcQUiRFLzmUBEU1cuxLpSInJ6dcXl5wcnKS4/3EWFKlFMpknYyQRAwn+FGSDsrcPjQaACqn21Je3GTo8fekpm6bpPv6yt7/nM6fr7L4hRD4f//5v3zpfS7jrTYQAMYeCpaUh7s8sNpoTEGTY8Qam2m1E/+gKE7JeDmT8pVjlnm4D0N4nZGYj2MDIeuJOsqxH4JdxZDMf5/P8/u++dvFX8r2xyvj3Gj4qEmxxqUaa2pWdcXFCp52CuUjzkdqRLpeE4gqEVUiKQO0xKjxODqtUBhQYQQ1bZyuQwiw3Xq2Pfg0hvyz61QDIpNv2VMozAFp+BOjRplKUrEmkbxUl8pzUMIqffBMLFdL3n33Pc7PziaPs+ADWqFyoaAJCe0FDI8mzeohXn4f5IUpA3I4Dgu673zsJc/XMd4m+Iv/nW8g6ixO8jKE+RhXELENWYnm2yilx1qM7yS4mLv/97Hw7jMSLwsX5jczzYzA67ga3+sh33//KjUPMUKIuL7nW9/6Fu+bxMXFGY8fW3CWD56u+fDDFywXtbj1GasQ706PuowxCXHI+3AEFop2o/OKtm24vHAYF3jeJ/oeeq8hZBEhVQMVPnqWS0OKke0+jpOr4CRaa3Cw93sKUenY4zoOPefp6NE7iIkwDEI1jwoTy328u7+XjcnY33kHRs9QHS4Arwgr70uxv+l4qw2EAMq5Z2JKM+Bniu+kMc7IV8PMXD3pl6GytTYHN/oTH8tLXn9d5iBlVGpku41psLwKxigGIhud3w5K9QExKIc3xHQUv94VuCnHttvtePa85cnHD/jq889wbQJnTcXDhw8ZzA5vnjHoJyh9xpD2BOfZX1l8OCVF6XClkiZhCOkEH2qeD5rKSO9Oqx3eBryKnNqaZBLLhUFVC54/f8HTbeTjnSIkj01aSFVUPLh8h5R61M2a2FuMatG0qGQhBqL3+K4WTMUCVqGUJeEg82yUFqxjt99xdnp66K0pSVkWzoNAITn01XNQ83Vjyly82ebz/d6zgNy36StAzvl46w3EwTiyotOKPuuKY2bvU3Ldarpgn8DSH3w1aUTuX4Zb3Pt3mkqEj792DFWPVoqDbY4yJS/PfLw6dDrGH6a/p2Obvnvm3aRJu6G875zjem348Jnidt+Cjgy+ItQNnfYMoQV9gk8rApaAIw2JRE1COoHLqBD3vqbzmq2T+7lAys1jihgqUFBpQ6MbKgwGJbiB0uN9NRiMsaQUxJAlTYqGGDQxJbyPuAFiyI2VYrlelgLmzb3Dvu959uzZeP2KV5qUIuZnrFWGOsvtRRXvDTGOdTTk6qp7Hu6XjwPau7ofLC0jeo9iKlV/3XirDQTM5s7M3Sv/TmHGpPtAUWIeUbsS3X9n5d5lIr9MxPY4Xp9/7OB8XoFVCMRwF0g82Pol6dX7QMo3wyDkxA7TtodbhMxYDUEmn3OOm5uBjz/OAizDQOj2bLZbYjMwBIcxlj4E0BZjNcYHkZ0nZOJPQmOwyqK0xodAP5RaiT4bEYUxYpj2BG52ns1mR+8MSrVY04jKVBRvse8dMQ4453EOlBYuhvMuE6Y0sKAY0zSLC5SSvqMgtP7dbsdXv/IbOZScJmnSipi1Tk/qlpO6ZblcEggHZKiyz8VicfeSqzl9+v5xeL8yniau3t1tZ1/bbXf5Hr6ZN/NWG4jCdyAeYgrl90MPoiDB+cNjaIG8N8ak3xkO8e2Ow+PNa7bKNNq5Mch/x/yZOCMHjfv6Do5D4m81eg0g3tGxMQnBMQzD2Eavqirquqaua37913+dj54/4mr7HjE+Yo8BZVBJYTuT+08EAhtSihAdimcEIrBBMQARbz+Nt48Bxf+1OZXmOof5G9Ra55RhQNuO3bAlxDUx3eBdAjoUAa8Mv/X0B0FJatLrHcHDPoAiF10pB2lDTBGdtqSwJZmKyA6tB8BibMNqdcLDy4f85m/8FtLGLyFNfxVJSasdYy0mRExuy1AqJ2JKWJNbMRiD77IkgQLSYfEYSmGMyoWI0wIx+nElxBszFOX94v3I68Mw4AZH13c0g8Jqg3rDUPWtNhCTQZgMxLEHMW1zZCBkq2kqlLQRMEcivpP05neyD3VkGO64nGqWyDx47zC8+XYBTHX0bwkjysPrXD9e26ZpRmXxruv4+OOPWa8XkiFQhqgqYlKomCAaUso/GKQZbuE8Hn5zUhZUDUCfGlSqJ+NZUPx8Q6W7t8elFqlkMHnSSd1DQhFijVJtnpBxnFDiYcpeFBYI+XlQkNTYKkEEY6IIzYSCwUzXvRybNrnVAoyU/tLVTUhkCq2F/Vu6u8k4NBBKKbRRubfL/RP6ZZ7qPByiAMspSfvC19/+cbzlBkJnEGgC1uYssgkkmkKMA1c7Tfo95SkolYJwKKZy4PqraRdlzAw2lLzDDHA8WIHnf48rwH03+j7x3env+0IJWWkO8Yjyxsvs1JsaET8rlR+GjsViQV3XIxA3DAPr9ZqnT5+y216icBitSUmjoiJ5T8DKs0rKJCaRaE0z/eYiWK/uodBPV3T2d0qkFEnRTdez+NXj6c+RnrIgzK5pKlsdokGKabKlJD00pRL4fpamNhpTSV2IVma8bsbK+4LVMBLL5jKCkMvOYyRmrEQFaVA0b5Q8ns89t628pPPcICW5B8bQVJVgIkq/NoQp4602EMZWGG1n4cF00lrPwclpTCGEyv8vD0x+H3X/BBt3AC9DitUI80+TVhMnt3B0D6cGJypnBFSKkA6bERcXcu4NHYORB6pUZJVkNX3+ADf4TmIPoO97tNasVitOTpbjg11Yqbe3t3zwwQc456j0E07q8rl3cL6VyVHlRy4mDE4MmhoI9gpSxIQ9NnQZ9N1CuhXjwyWR+u5FL1mgBJpAih6lOrS6ETOjTPYiVAZBG0BjYpV3kVCmz5qlexQ7TCZGaXx+PuZGqgjG3L2YxhhsXVMvF8LuDBETCy9FJn3MBqZ4X3INLVZbalPn8x5IDIQwQEhC8JjZI7mnc8xM3/ld5/YPyXvaqNBJo6oFVEIIdP71LEp4yw1EccPV7O/7VsMD74Hskc+B3/FFxmwE3F2lVfngfRMtcWeJPrAlM48hpcNy3Ht3dw+A+LJc97ERizMjcnSS93zTq8c8ll0sFuODnWbl9UWd68WLF3z00Ud5GwVZVyEETwzhaKfH5z8/h6P1Lc2vuZr+Ga3ezBsb91X2MV8A5PWyQIzfm+b7ODz/KaSRR8QY4Ws0TXNwfcuzZ40ZQy4bEjbfM2MhpdIWIIze7dgHVCkIEsIIaNqhVKTSsuIXj0NOM03pfaau9fJe9mSUmpTHh0AKZaERT+Qlinp3xltvINTMQBwAesXTVIcTKB2hkOXRUEcP7ERPKpMt75P5XLsv0Dh+YGcPa3Z/p/BhcpGnn3mTn7KblxuLeRgzHcXoUh0cGS8xMPeNKTRJ4+cKzjBPbxYDUdKcxhgWiwUBGMIOxYBWLzC6kyNTkpYkRqwJ+eoMaLUDEtr0GOVpmoaAI7DNrvKamJdRnd3tlBJ914MCjcOwBhVA7UEPctxa8ASlFDrdgvKokgJF7rvWQz7fPSmtIUWU2qOURykz3dc0GQpAgL5YPERNVS+o6hZbNRgtnA2VsrtvxVPEhFHcqBhSnYuoEpEYPVF5omowBukJkqnbMcj10kqj4uSVxuCnMCnmRdJWJFsRfSAa+W6hcEcKN/dNxlttINAGlL0XE4jFqt5ZEQ5X1jRO1KKHLJa+rC4H+x1dgoz0j0ZCwpIwNp9N4+wuBc3Tiicxt8pEI1LKjWQjKgbImpNpZrJiTCOOMu9WfmAc0l0B3LJeHpzvK8BLNTOusw8wz2LMDcNYJu09dV3z6NEjTk9P+da3vsVHHz/Du9/EREetv0XK8npGN5RVz1gIweOjmAIAq6G1is997pLb9S3b3fMsfrshJqmjWbZLjDaEGPnGBx9KC0USVRjAglcdg96O17844CZ2SLcsRbIrCk5ltMMYTUg7ev/BuLIobdDGiQJWsiQU3jv6vqPv96jcQTcmTQoVp2fv0ixbYvb+k6rwORQw2qFUEn17zLjYROVHnCyaRKwimsgiq4tZkzBaMh3DMKC0pm4aCF1+NgJx/0IwiqRJg3S1x1qCNXhtaU4SGQJhf7OWOqQ3dCHebgPxPRgvIzndPw4BrYN3Cmh1tPkBaJil1kOIGfgb2O17lsvlCCpOGMRkGOCwj0ehBh+HIGnmjXy72Yz5mBuFGP0d7caqqqiqii984Qs8fuc9btdbvvGNb/Dxx9fsu0E8kKRyv8lI09ZYa7ApopN4B48fXvDDP/h5fviHf5hEQ0ziLXT9CYNTogMZhK15fX3Dk6fPxHsJM5HZbOGstcLMLDjNGNodpm3F9Y+gpPQ/ZWBPv+aaFQymri3vvvc5Yozsdju8KoIzHq0sxhiG1KFVwlqL0TpnKwJ1U7rDCZjZtq304Mwgq9ERk9s6LK1F5/6n0RV9UDg7sSJmnDSNljBwiJEhRU5OTtB+gCiSimeLJSqJcvdXPrx97T3/HWMg7kxnNXPRZ+/qezY+ri8oE+HODvN7VQzZg8jeQ56gRjEpKWe3JgZPSrK9me171+0kVRYjIUi/heg9fhhQbUNUWghDKWYlaZXj0HloNcXRxVM4MGzfiVEo128WSoWs1zjt/q7xUUrRNA0ojbaGfXfB9c2afRfySizelLWa9z71DnUW9ElWJvaDszPe/9R7PH70DmDG8907hQsJN2isqtmsPdZqTs806/UWdOD8vKFpGqJq8XopEymEqSt5XDBS6lOTw4zEMATc4OTQjGRmCi5we/vySWRx2DpRV4pVECkBhUfZSE0NzoHP2QTtQAm3IdZN1p/wNHuLskIG06UrkVIjLVsYFHIjggpErUnWgOvlGI1ir3oxkhh2tib4gIuKkLS0c4gInRxFVYDlN1GL4S03EAXsu2+tn8NR8xePAcL7xrzoaJpw02rd9MMMEANSQmtFVWVRGqTRLcDg9lLuCwe58f751fg9MWTDkXLD2ehJ2hBSFrgdwwT5ntmByqNTcLiZByEr6Scb9zIv1VQUVIR9j0vrx3z7bFS1YWUbHj2+4Ovf+BYJj/MRrWuMNtSN4fOf/wynp6e0iwXNaiHGVxsWVcPJ6ozgBoIfJM3XbPFRxIbPFg+5bQMkz/mFYt/vIAYevnvGgwcPQAuRrKqqUYS2nNUUYlZyjWLixYuB9XpP8BGtFjx48IC6lozJzc3Ny64WloHFwrKsod1voOsIOoCGhkjqFXGbDXqTiASRPjxpUTGgnMd66R+irEU1DWpw0/VHMsElWnZqIKmszeE8VBWpMtyyl27pWHZGQpEUG1Ra0LYJZQT3KS0TBdN5Mz3Wt9pAHAvP3hdrH49xUZy/Ntt23m+yuM+ifC2XKoRA2O3xWRm7fEYQbrk5JMEotNZ0/RbvHVpr6pnbenV1DQjgBHmVqSvqk5XEiAlipojHlHI6FAqlV6FGnEUpYdwdXwel9N2T/aQjTbJr1tpZSMGBbuNcY6PItiklVOJ5vYEYyakNQdmurutRzCfowIsXL5BS8MRisaBpGlrTAHC+fAAJbtdbuv2etm1JwXN1dSXfV1Ukddj1Pd/d2TWCvh/ouo6b6zU3Nze4YUArxcXFhUw45zDGjPs5HjHB+fk5l2dn2NuKtm2plhUnj0/o+57QJvSp5VOf+hTBOFwY2O12nHzqEbauUQl23/xYGKiLBfXlJVdXV6MRDiGgvGBUMUZoxbMI3rO7ucVoja0rLs8rbm5uuN07dnt4+PAhrtfsd7DZbKQjOBOgLN7n9wiD+Pmf/3n++//+v+dXfuVX+PDDD/lf/9f/lf/0P/1Px/dTSvzX//V/zd/5O3+H6+tr/sP/8D/kb/2tv8UP/dAPjdtcXV3xn//n/zn/2//2v6G15id/8if5H//H/5GTk5NPdCwlRj9G9OfHcjz0uOTeP8SVl7x5jEHy9UoTgsjkd/s9ZtcTnSd5j/JOpNiT6Bl47yftdSCmIBwHpRBFNfnuJufCJVUrNOQUFMF5tA8oA1FlMDRNoczo2RTHM3sWKc3IYAW34NXn+kZjliUy1o5ZmJQOJfvvpJhz1GZyB/Zyf3xuM6C15vb2BkgMbmCdawRWS8+qHVisLrF6wCgvoj+VGcMek16g4hXJf8hud8t+35FiZNCW9XpH0y6w2XvQ2o4Gycc9MadnvXf0Q0/fDaxvh1H5XAG3t7cHacX5s6GUVHNu1htsSNQYlrbi8pHG+wrbVizODbudwoVbsB0XK0W17fC7jvVmw8XwjMY2VLrmutvRppa2ajir93x9+AaDd2hr+Myn38d9PDBc9wz9gH6oCNbT7TuGj3tOVytWixP0ouHJzXN2KpBOH/DwYUXXObZ1h1s52ocNVEjfkad7rLKYquJ/efH62/+JDcR2u+VHf/RH+bN/9s/yJ//kn7zz/n/33/13/OzP/ix/9+/+Xb7whS/wX/1X/xV/9I/+Uf7Fv/gXtG0LwE/91E/x4Ycf8o/+0T/COcef+TN/hp/+6Z/mH/yDf/BJD+dg0tz33p3Xxv9M4xDAK/RsSRuVIs8YI8HLzTnZ9STvid6jh44UAilFaWKSmXDkFnJq5qKnLFCqlKLSefVVanT/QhRhXZ0bAaFy780ZKWY0EGr+95sbgTcBKw/TqnPM4zC9eWwYyu8jLThNQF75O2bgNMbIixdXODdQ1Q0+QF3XnJ/3tM2WR++AtXs0exIQnMnhjsIPW/xwhes/ou92DH1PDImga27XW1oXqesme34VCpnsLm6ySExkcNI0aRg8+/3kySRgvV7fqzNSztl7z263RUewSdNow8W5JgRQVlPV8noIAao9y+aGxe2eOOzR3S3nwzXLZkGtWlIXWLBgtWh4aAZuhg/phgFlNZ9dPqBnz77bsdvtqKzGt46t3xJ85CJFHlhNVYFNa7oYaeslD81Ab3t29Q5qOH3coJeK62vPdtPRmIZqUfG/vMHz8okNxJe+9CW+9KUv3fteSon/4X/4H/gv/8v/kv/kP/lPAPh7f+/v8e677/IP/+E/5Mtf/jK/9mu/xs/93M/xS7/0S/zBP/gHAfgbf+Nv8Mf+2B/jr//1v87777//5gczX1HfKOvw+iEPeS4R1hph4TE+GEpJLB6GAe8G1NCjixHIE13NYrxDLGQCQ0cyU369pDyPufTjx+6c+5jZvrN6fzcyFtP3SMpvlLJPUwf1Yz7EgbFWzIBcxtcqK2lG7z1f/epX86kofBBv48F55DOfiVxenlPpHTFI56zeeYyxrJYrDB0317fc3NyMGEOMid71fPjhh/k7i5HS4+9R7RjLocthJSDl1Gc+9uvrawrvo1RbFnC5hB5agfaiOmWs4eRkxX6/xydhlZ6enrI4rajThTBLK0+wOZ1aQuMkvTlE5azO4YxiGCA6CQ9iL5WmXddhYjN73qWsvu86KpZ4D9tdz/X1E54/fz62AqjrmmaosfVE+25tS3tfFek947uKQXzta1/jyZMn/MRP/MT42vn5OT/2Yz/GL/zCL/DlL3+ZX/iFX+DBgwejcQD4iZ/4CbTW/OIv/iJ/4k/8iTv77fuevp9aiYzI8mxifKcGYvp8SYOR6fwyOdp2CWjc4IjXt4TkCclT4VC5AEbN0mhlVh9O1XmmJE8gdEaZIekopJc0hSjFcEDBOkTRMZLJtvfYgvsYl8XFv490de/1oICfE8YwDi1hz3yfx5kfhUUrhVEJo1u0alBokqpJSZrFxHJuSmGslhqHEDPvY41iS3K3fPzhLUrLdjda8+n3Vxjb0zQ9Wi1IkVxVqUEZEp6U+pwQmIdeikK7PqThFz3SiE8erSXkc86N5LDiGZViKh8jBlj3jhd7xwsanNVoBbWFLhq6aNCq5uT8kk3bQfDY9DnMyjIYzZCA/2/HVmmGxuCWS/of+AJpGDAJrk8fE97vcWcDXXdKOK1JNjHoge5zG1xVs180+HPL5qHFq4rTGwF7fYh0QapsUxWJDfjeEU/BNYGumbfmefn4rhqIJ0+eAPDuu+8evP7uu++O7z158oR33nnn8CCs5fLyctzmePy1v/bX+Mt/+S/f+96bUI9fNe4DNgtAqdDovFIWSmxdN0Rr8EPhH8yJUBPB6njZPz6mSWNStlUpScrTH/IL8qfHpEmMaRQnmacgv5Nxx6DMHBc12+aeDx6e01GoRmYsFuaiUpKmLRP09OR8DGG0FZf+ZLWnbW8xJkH0xDiQ4jBlTogY46gqR90EmmZBCEq0KFRG6JGUZQhprORNKRHiHKM51P8o5dUaI/U9FPB3CjXmIVXJ8iQlHlAyFcHHjA0pQso9QIwmmYrqrBJ+g9bU1qBy1mlV5S4gRkFbcfaeIfmASdCsVsTKUZ84FjHCCUQdqUOgUSussdSVxZ4oTh9f0OqOdtDs93sR+bWai8tLmpUltZHGN8QHUJsaXb+Z/slbkcX4S3/pL/EX/sJfGP++vb3ls5/9bHbtBSsYCTL5qf52PYriRgISc6vp4SilzaGqcJnJOKd7jxHBPUCHUqUnpYyD8t18zKXoyXtPtBbKw5nUSOIsK7XWRQfhNV5A+f011+PQSMz1Du8xdAWknF2X4k2MqdsMrM5TolorXAgopbHW8P77nxrTbsrIta3txyzaNdYaYi81B4sWbC0kIa0NdV2TkqdtA6vVCqUMMSYqm8vBlYPU5ZCwQimN94HBhXx8MDesI7KvTJa1k+yPVoq2bcf+nYk0ZWRSQqssnZ91MLquI6aYAWNhPDa1PCerkxVNLQVihgngPV2V8wJ04vLhQyzSlSumhB4iOgjBaqt2wtZNCXUuDEyjFUbtaNqWYdHRrW8YnMNYTb1a8gNf+AG68z191WFMxZlSqKjow/coi/Gq8d577wHw0Ucf8alPfWp8/aOPPuI/+A/+g3Gbjz/++OBz3kuKqnz+eDSNEGCOhyL3HZj9DTAnSL+O8zCfOMV9nOK8OOIKpc6gXbRcRc8QPY5Ik72FqdULU/ibDn2JOWA3irCmBGhUDBitqa2FEAX4zEK6suwqlDHSyCUBKU4dml5iJKQE+uVaAt/uSPkU5/uVFNrUHAY1MRpNBVWdCDEIow8FquL07JR33n2Xtm25ublhtVrRWMvS3uK2Cht6FuxZXVq6FEBHrIX9ThHiEq0XeJc4O72kbiqqxgrtWknP1pQSKlWkqCVEVVKuLdmoQYrIYsJWwkUwWmM0mU0ZCdGzXq9JCMtSLK7EnklFnIIgH2CxagnJE32U1lla402FrhvBMZotTjmC9zx8uqNCoY1h3xqMNaiqxq9OcB72SjEYQ1VbUrWD5FAqkNJjYhLWZH+SsLaitoo23rBRG7rmhq7Z0/zA59C1xrSGj+pIc/o5zHLFEug/10o9UtcD//dr7/V31UB84Qtf4L333uMf/+N/PBqE29tbfvEXf5E//+f/PAB/6A/9Ia6vr/mVX/kV/sAf+AMA/JN/8k+IMfJjP/Zjn+j71NG/GRkb41rgfoAvj+P6gnH1K5L5aGGyxalXo83VfKasfGlC+A+maQYuJ7IzgjeUv4ohUtJoWGUjlKLwLry1JFtwjAPXZJx4r3IKSnajHP/hod1f9Tq7irP06MvCiIkcNdLKszZHyEVF5b0mr7B936OUTMDlcjkWXRX2pVJKqhCNpCaFui3AXJSUCHVd44IlDF4Yg84T4w7nLQvVZhbnBCpbLeL63vmMewitfbPZjMdfBeE6VJWlrav8unhUJycnuaFvmF2L6frLIpCm8y9iMUphbIU2Fm0sIUZc6Nntdqy/+nWUCyij8WcNp6en1Ccno7K6alpM2+JCYOg7Ytjn6yNGuO8HYl2jlSbkcAZtqJqW6vxcPGALGM1mt2P74gYzBJbLJXEhafWk32zqf2IDsdls+MpXvjL+/bWvfY1f/dVf5fLyks997nP8F//Ff8F/89/8N/zQD/3QmOZ8//33R67Ej/zIj/DFL36RP/fn/hx/+2//bZxz/MzP/Axf/vKXP1kGI4/i2r4OuT/k3h8ahnmNwQHXINubuVehtaaqG2yW3J9aoKk7noxSYhJKKKBm/RUm4AzmD16KwhUIdX1QbzE/9sJ9eB3+kJOqd/GPbyPLccCxODqe45SnhBhyboW9V0KJtq1YLlecn5+PbMWUpHmRHLMmqoZAjWdJwuGDY0ABhhgqnGvZ9wObTsI25zoGb6QQSmmsBq0CwzBQ5Xu07zpC9OM16YdeXHWt0YHROEVr5H6TUCrRNA273e4l11c8wcLOLR6iVVU2EHYMSVIM+GFgv9lw+8EHKOcFd9k2uP0Dll1Ha6wYy9NTFouG7W5Lv74muB3V2Rm69YSQcEMvxVcKSKLXKUVcLfXFBbe3tyQtKpiu7wm3t5jBo2NCqwpd1dJQ5A3GJzYQv/zLv8wf+SN/ZPy7YAN/6k/9Kf6n/+l/4i/+xb/Idrvlp3/6p7m+vuY/+o/+I37u535u5EAA/P2///f5mZ/5GX78x398JEr97M/+7Cc9lDuU3/mYA0v38iFmHsPcYMzZmUorMEcTFFicnTGEwBACYZtFT0iYslCriTF5fGTj3yMRZzaJI5gEyQXi4AjGoqsKCl8iH0GJoV+PK8j2x9fnUMXoOxtzwyE/k/dSQL6YOSFN0/B7fu/v5/Lhw0yJtpl5GcdqQ6cf8jQ17LsVV5tH3Ox2DMNACFUGIz1VXBJ8YOgGlqfPpUt7Sqz7xPVuDdGjgoC9Kl5DYXlGT11XrFYr3n//vZHENZaxRxHtqaqKYejp+j1d10mB2D0jKHApMETxmExdYbWlsa1cCyMdwSLQErGx53Z/SxMS71ye8O67p9ze3LB59gT35AP42r8WLYlHD1i9f0l/dYV+egNd4PS99xh+7wVqcYJuLfrjb2CVRlWWm0XDYrHEnqxQi8e4Z89wu1tCt8FUFa1LVP0etxmI7Q3tckld3w3Z7xuf2ED84T/8h1/5YCql+Ct/5a/wV/7KX3npNpeXl98WKepl33ffa8cZCeDOv8ejPDAl15303e0UsGgXuGWPHwZCt80P1hTWzF3uMg74AUpNxmkELu9mU8ZqTXkxq0bb0Va86QR/49Tm5N6M8UvheMzLy0sozpHxlTqRHCrloEvnsODk5ITHjx/zA1/4Aaqqll6Yzs3EbaZzDSHwz/7Z/w/qBtO2gv20C2JUdF1Hvx5IMaGN4fOf/3ympieGfA5h6PH9Xtz562u67AG89957NE09rupFsKWUrJOkijPGiM6g6cu8h/k1i7kmpmS6rBXDJxSMzMHIRrIsHMZY2rbFaM3NzXO22z2np4G+7+mePuOj22uGweE3HpsMj2YKUCF4+t2ebrelDwH1qfdomhZlNTppHj58iF/WuF3Nzc2NAN9OrvPQGcx2S7xHbe2+8VZkMV43XuZB3BdWvMnnx/z+9MJB6i8pUFq0B2OZOJNc9uE+Z5Nt/nrJAKRMpyanO4VglYVFU8IghKhZEJKzNtN3zd38g3OdffWbGpMxhTe+cP82xWDMjXFJZZYQo3y4qRvaVvABqc2wdH2PShFd7lPK9RxK4VLF1YsO02pqV1FVGovFmIrW1lDtxUAozVm1kM+lhMvZFV9rXC2hhuu2RG8xRrNaLagbCWWCz3wHpUAlTM66WF2aGYmW5qs8rQT4GPEFc1El7JAeGKk8NwoR7rUN1AtSvu9JJYzV+TOQdMSnhOs9fd9lQxNRaNFvSFFo/d6Ddriwo+sH7O6Mbr1BLSA1NVXTYHVCGbAhkEJHwOGGgRDBuYgL3wfFWsV6V1U1vjaX5ToOIeaU4OMQ5Ni7GCdb8e6VAi2y5rthwKUkaUhtiCmvqPd0K5IHR3Yyho1lJVHCB0haNBKIUrehM9CqUsICQ4KQQwWV1YhSukt8OjaC43dznMbkpb+Xj4x7yiDcIQnqrnc0fXfGIXLjGe89i8WC5XLJbrej73vaVucyb8YQwwdJJfZRs/NnxPQO+00kbhTWgj63nK1OeXB2xnDxItfJRJpesIWYIjUB5x2VUjStplI1vm9pKsmE1bVG62LUoGhsVEYLBlJQR8gMTQFP5yS9+YgKeufYD/3YTculQHRDBioNSksNjq9XBK3hVBOrf0WPY+t3qN6jdKBqQS9gGBIxglWKi/MVW/YEl3ARbPAkPxBdR7PyuOAJ2uHWG653e7YnD1h+5pS2qqjaBXbRsFyd4pfX9OsN++tram2lbiV8n2hSzkVT5kDjPLS47zPlx+WqTOcc+/2eQrGd77eMAtDVdS1pTaUwyyX73Q5SwhaCTSFPcX8S5eW4yN1ttdYv617/icexUXyjugwmMZrNZgNIKLaoq3tW10MPJuWwaHADm82GJ0+e8Pi9D1muVkIDbhYorQk+sL7doJRiOwSe76TqsXNS9v7o0SNWy5VwUEJAW4F+5/dY8I6MJShFQJiQRUfTez/yFcp9L5+DbBBm3cHKe03TvEJyftqubKPRGGWyqpMmaXk/5EzY+YMHXHz+lNRtubq6wm8C5+dLHjVLgknc3q7F+9JWUqxBYW2W/h8GgrbElPj4o4/wrsf5xMcvPpTCtOUpy17xwz/8w1RNNfJ2FqdnnLULLi8v2d7cstvu2HX/BpiUv90jJXLefRJQTSmOQNmx9zA3DkpphsFl7sME/ImUvsHa6uC1TJmTWNNaVEqYGLFVjbaONFt9Upp55uMDd3+IIwDnFHboGDEoVIgQIlVMDCnldOlx+bb4JClNwOOB4ZlP3lTCGu63RMy8JtLs72nbUu4NjKtquaayYk4hRmkoqLUZ07QpJYZhGBWXfRRuSYpS0dn3Hetdx83thu72OS54lIGwdNhHJ9QmiB5jqogpi+QbKQonJVKU++S8o/Md1zc3dPsdzg3EGFmvb6jrJqdP7XjMoEayFEoJDtB1Y0Ogl5V7U+6dUmPKVgyEkJ+SVigjGI4yVQ45ItYmks2GemUwS41aWNKqYnHRSAhiDKrrMPtEHS3tg4a19rg4EJLDtgtQmqA89aliYRrs4pRmtcJqMVI65WWqTkRToUg0yqKWJ/jm30Atxm/3mIg5h0BkKvH8zDWeZzvKv92BFZUVSAyIrADB57oACl03+96FsBQDpqrQ1hJjIGa3TVKjd11/pUqtxizUUTPjBdiY0ERUCCQf8t8y3YoM2fyYi10qcmsv8wrU+PMmSgD5oVaKueJznVOvIQRc14/nVYA5AXltBu00pT9mVdW0bSusxxzjS1fvXhijcqfY7Xfstxv62xfE/S0p9qA9fr0B9wCTPDoZbHyHlCwRRW+0HGJQRKeJQTEMHevdhudXV7ihIwYvhVAxUNVyLOfn5yhlso6GmRiSapLx3+12rzUQgjqLepbcQ4NGKk+11mBmIrJoQpJGwFoldGVQCwgGQg3x0YLlYgHWEAyorsO+6Gl6aE4abm0kKk8ykeXJOZ3ZEYeB05W0IqjbC6rVJXVl0WhUFIEibyBaWd2qeoGNkbRYvfYpgLfcQLjBjWDf3XHUcCU/lF3Xja3mj72LeV5eSD0mC7ocjnFCq1maVR1+F0f4AAh4VSae0gqiIP8FL5qfSwmTnHMkYxBg4ttPS8ohqvH312+fMzHmsLVf4Qu0ubN1cd8l8+Pxvs+gocjFaq35wg9+gR/+PT8srjYGH4Sj0A3DuI+HDzXvvPPOKDjzjW98g29+8Bs8v3rC7e2Or331N7m4uOXdd9/lZBHRWgySVZaopTzeJMswDMSY2O/3vHjxAu96SJHFYsHZ+Tl1IWRlr0fwq0mzojKGx48fs9/v2W63bLdbnj9/zn6/v3uRZry3ktLVSCaheCNzYlkIgf2+Q/U9YdvhPMQabm/3mNWCz376gdABrMYpCc9ub59xcyNEqcXlgkV7KnqZLdxca9jtOHnwgLOzM+r2AdSP5LkLMzzu6BF+XXp8Pt5qA7HtBiLC8TfaiIS4Km5vhVKyks/bmZXeBKXDERTkecpUaq2xVTV54gaimlboEBNRQzKaatkyrG8lxi1NSzL1OpUMhuQpxQAkkLZvU4pBaWlRTxIvRaGkWcoQsCZKZyRApUjUkaT0iILHbAgNQvBR+RrIUOP/JPsyFS+9asgzLSHLXOGuskoqJ5VCj9FOoqqq2YTLWFDSJAxt21I3K7Q2GfgDoxN1XePjbgxjXAigDUYrqlrx8OE5Nzcn7DYrVicnfP6zv5uzs4tce5FQSOk9QQrAEpFkBuoFnFcL6sV7nJ0suXr+jP1uh60s77z3KZrMx6mzt6hQgoOEgCJhtCLFQF0ZzMmKyhrWNzd0+XqmCCppVIrUSqN8IDoPaELIHqICa0zmQIiRrIhUqkLbhoTFVhVNYzlZNqj9Fj94qic3pJtBhIfSgE2J+OGe4cYxVC8w8WukSpieK9Wx/uiGeL3n7Nbx6FHEnFu6h3tpdmwrfGUE/E55cVDC2o+Zgfkm4602EOvbDcEHrBUuvTUaO6O6SvXgZByKRR2p1DNhkykikMmkjZmQezXF5Xlz+UsrbF2PGojztKjKWYsDdH8E/GZ7KcYjr/A6hzEqJcEhfAQrVGxFYfgdHtNclp5ZxlVP0f8YyhyP47Arn+7hv2V/So3fr+ZGKE0pT60TMSpC1MQk/AVja6SAqZx8biZjKiBJWpAISsskNQqlk4R6tuHywUMuLx5zcnI2k4DL7QpSbiKQFF5LAVNja6rG0rbNGGJYa1ksl7SLpdwbP4UNRSuUHBhFlbDGYLTGuSGHWow4Tsl1G1mBSGHKnLng6YZBPFSjSJlPsazBakMyFqek6MxWlvPlkmvTsR8G0s2OfjMQCAzJsVjUqL1H9QndB+LNMzzghoGLBzV6e0u62YOvcUOCwaDO3xVPWFu80dLCL6nS3mRKv75hfc5bbSA++OBbLBYtdV2xWCxom5rlohVjkTMRwzCM25dagfI7ZBwAsfjH7v2cPjyOA5QbqrqmaRrSMJCG/p6UoRa3YW4P7qAARSJukncjTWGR94mAmbyaI6T9+PjEEzrMLrxqvXgZbhFjxNopU6Eg14wophDu8LPFUHnvR+S+yNzP9xuCHxmLMUSMNaMorveeDz74gO1mg7WWd999N/Mn9EhpPj7+uZivVgqVqz6HYWC73bJarYhhUvkqepMFOxHSWoCUxvDTOcd6vR61R+U+lpiCMfyMsVTcSKbnow8+FkDXaFRluLy85PS9c3Q1CRElhIvRNI3gHymy7zr6LuATBA2LRUPTQBU1JycnfLRfs953bLd7PnX+vhhSAs+fP+eDDz6mfW/DZz73g9R1Telbezjk3szZo68bb7WBuLndsNvtUQqapqapG06WLcvliuVyQdPWGXSU+LBpJowBJk9CVAamMTcM902eQAbGtAIbSbYmmQofeqrKkgij669mq/x8T4kCqMpW05eTTX1AhaKEFEjRyOsLnZfvKPEuRWdztoMElMxLRtlJ5bwmhaxXgZrjiIKXjBmNkdA1fU6OTYxC33mePXvG9X7PLgQ+Hz1nFyvqRijjqZXP65QYHKQmQUgE5+n7HTe313z80Yf8y3/1r4jBsVi0BJPQTUJVWfavG/IVVMQwGSq1qAkxSu2HMXzja18jxkBbV3S7LVUTWZworDWEkyWFyaqGxHLZEAkMaQ8qkEIk6YA50cQrjzfDGC1GIoGIMRUD0IUIpW+o6klG0XnHydBxsvMswx4WO9RJw0pr1mct2+uO/b7DX12xrR3Yiqo9ZdvfEFIArTBVC8vAoBxPXYdSlmXVYBaK1LT4akdqNJ+6POPZs1ui3bPuvk69ukTFM+ywZL9Zs9krghePBSM1IuH7gSgF5LRayKlJM/ZOnFB1jTFTehMOPYS8l4OJMi8+mo9UQArK4ylBg7FWBF2zN8J80hfvIbv5xynGMmmnEGGWIy2p2hhF/tyUyU1ZsA58g4PzmeUt5GAnkPP43O6cJzPR3ShMPqWnbEY5v5Ix6ruezWaT04MDNze3bJxjnyIfPX3Kpr+lbkX+LCifDY5mtw8jKOl7z+3tLZv1LdfXL+icMC2td3z89CkPHlzStA2NrbEjMS5jAjnz0Dsv6mPDgHOOp8+e4XY7vBvY7zteXF8RkOY0VbuQZ8JqTDbEIQZ2/Zau6xgGx9CLBzH4gbFZQgntlBR6xZRyJk2uqbWWpm0FDI9gY2DY3LK5AdSKB+fnnJ6foYhoa7FNw8ViQWUMq6plcB4XBpRNNE3L8gS09dimRmflsW7fcbteE5KnWVraZc1iWeFqRUwDIQ7gOlyA66tn7LsKH3KWptIsFgtsddQI+SXjrTYQ1kqcmVLg5OSE5aJltVhwcnJCVVtsVu4pmYOXsSXnBmJeB3HfZyZ2DBm7SFNWpFTujf/hcGU/DjBKWJH5/yodIcwKMQ6xCGUfhhbz3+dYgsoIYkHSyzimZL90pAnfiFn+Tr5j2kf58T6wXm/46KOP2G539L2oQw9a4bXio4+foK6C9Mk4OaEPe4w1VLbmdt2PRDU/eK6vr/HOkYJHmYRKkiH5+te/zqff/zQnqxVN01I17RiSic3WDM4xXL0QDYfNhuvrF3z89COsl3aGm23Hhx9+yHq35vT0lPPLSwFQqxqlpL5h12+5vnnBs2fP2e87+q5ncI5JeGN+8yTECBnjEvOrqGzFyWpF8J4qGkyA7e2aVA/E5Lk4O+fB+SWNtSwWexpTc3p2RlNVKBcYfMD5DqxnsToBvWThJFTTUaDuuN5wdX2LrSynZyuaasHqdGBYtNJwyQdC6Nh3jqcffohLK3wQeruuDWfn55ydnb/6GcjjrTYQ5w8WPLy4pKorTk5OqKuK2uYy7Dw37uMj3KUkTz76JC1X3+nxMBUr5X+1IihFvTrBKE3sRWfARDDjI4MEMHlSRg4ZnjG77SEbgqI2o4jSr1NpaQGvi68QKSoTI76RdSqLElLx/qN6Xb7i9WNufIQ8JhyBp0+fShpws+Xjj6+yVyY/xhh2pmdreiFv+QF84Nku0YeeGAMhRkJQpKzwlCIEIhIBacnbR0gEetb8v//6l/nXv1URU6J5tMoeDbjsTAy94/nH1+IVeKBP7O2a0+YcG5b4fc/ab+g2e652z3Gbf4GxwnkxjUEbQ9gH9h9lfkdSJAO977E0EpolyWDoHGXVqsWngIkVykPTVFTGYQz0bs/l7Q2Xtzd8/PFTwkdn9KstT7+6J6wq2tUDViefoXrvXWLd4IzGEHj88PeRiITcm7M2paBYsUyalfOcdR2xydXA0bNkT+09MSjwLXZj2X3jm8Tf+k3+PzHxrYef5nZxSq0svqqF+r76PuBBPHz4kPOzs1G91+S0lfceYwR7OOhE9ZJRVt05VbsAZnBYyTjj10oIQC5c0oaYtxXR2cMVfmQnokR/csS61ExTYBJhSVoAORHCnR3r0ZSf8xvKFuMbsz/Lcdw37ngVd/Yp4/r6mhiFtSraDi3GWOp6yWazwTlPCGJAtHZCikJ6UBS5+Wik7kKAPzsyWUly7jpJyjeVjlJymen7jhg92mjCjrEuZuglVPROJOFiilIhGxMhJKlhyXqThQw1uAFSxPlAwmG1RXlFcoz7IIqlNcagorqDKyulWK1WrNeSSdNKEzMYq7JhDs4xdB1Eaa2oUSzblo1K3N6sefb8BXorTYa1ViwbK9RuazC14fT0lF4FhtyDxNZLkg/su57BZ68uBbrrj+j7nugV2kkFqrq6Qj9/gVLgTh5DK56uqguA/2ZLx1ttIE5PT1kuFyP7USHpwYlNeT/CDvfF3dM2x55DKQGff7bUZSjEKEStSyxzL3Yhi86sKGx6c2R+zh2b6bU0IQr5lCaAsRzQQSRxTybl7sPwatbl5HpMcEik66TFmzY6G2DJ4JycWKrKSq2Aj2y2G0LuE+KcJ0WNSoZKVyir8HiGNKCUYYgDLnl8lJCCJGnT0ihdKaisKEyRIIWE8wOFoOFySX6KYJQI8uicJl7VC2wUGrY1htPFCcrAvtvjiZkLIwYlkkhhwjNU0hgM7aLBxUSIKQPNIvwj4IdgECFGAiGHgz6n1j3OeXrnQWmUsWAsaIs2mmE/cLvekRI47zEKTpdS7aqtQVsDQ6InMOTerrZxRB/YbrcMKlA3DVYrds+2dN2eFBRGOW5vbmhutyx3DlIk9R3GDTRNjbPZQHw/lHs3dYUxeuxXIZ5Aom5yL4TjbOLRmIcNMIGXIRft3AfkzScsgLKV/G0MWCn/Jqmx/UJMUriVYiSkqYJu1IFIAFEa+c6VLVOmkMeINhUqKXQSNxxVeBGglCgfjaGGmohQb5SluO+66Kn4SGX/P4RAu6hn16tUyso5PHz0YLw+u90pXbdj32159uwZTi2o6pZHjx4RYexmvhs23N7eso4bnroXWXJNQ9JYu4eQqIzh8vQdzk4XhOC4vrnGRwldlNZoZSRATFC7LB3nFIvQ8Nnf9VmePLnh5mbL2XLF7/vsv0ddVdzc3vAbN1/BeUdUkWgTzjtSKqBppFaWZbXgd//g7+brX/mA224tBitUxBAJMfCtj59KNfGi4tZd07YtMWwY1lf0u1t2fY9xClUvqS4f4+qGr11d887nf5jT9jGLc4f1olOpU2RhAtpp9uuB2/Wam+E5xkr4A/Ct23XWBJF7884774jwzv4d9DCgakXzsOH8nc9jf+sj9PW32O/3xOc3qOS4uLzk6cWliNJ8P6Q5t1vpe1nXtYQVWsH4cIubfxeQPEzxFU9jbgBeCeYpCRHKkq2O9ierzywDkLuvCrtwMjwTL2ACDdKElY+/F8IV+d9J/v3VqdiXeRH3bT//e+KKlOsmx1hoycW7mjyqw/0qJf04m7biNK5YLpc8fPQ+db1gGAbqdjGGcE9ffIRzjl2/Z3n9Ad/61rdwzqGSuNq+d4SQ2G63/L5/74c5Ozul6zp+7dk/Z7PfiDZjVTCb6X42TcuD+nQ8Tucc2+2Wp0+fcn52xqJt+b3v/16efPyEp1dP2fqd3BetqWvJKJ0uTrg4uZyu/90rPHptKU6yA/XpKUZnnOl2T0pbPve5z7FbneG0GLCrqyt2+46h73l8smK325G847TOzXqWp3zmM59hs9nkDmtyXp/+1PvEGKVBj5dsTEyJ3W4nhqKCm+0Nt7e3LG9uWA0DIQQRvWkSl5eXbDZbQt2OEn+vG2+1gSDnsVPKTVjijDuYGCfe61SdRYRFaNjH485kkhcpNkJpDbkSUBsjf0dJf8bs6qZYUmFp/K44ZjMTk9cw/ifzJwo9W4BMac6TGZLHRiGnWA/QiHvSma8zFJOHULIYE39DKTMCZnr22TQj+5dUX8IQU0VdB8Iw0LlA1+3ptlvx1EJkf3tDiAEfPJVp0FgBZ7WAtCaHFf22w20GVB1ZqIaT+pzQQ0xbutLiMCoMluVyxcPlOe8vLvjoo48IricRCMGzvrlGR0+7WGDbmipZVtWSTdwBwjbUSkR2m7qhtjXb9RbvA4WuPpXyRxSlglVhfaQKiUZpqnrB+ck57nyLcoq+qtmT8ERSxsVsNHKGjSU5TUjQh0DvPdiKJvT4OBB8/l6lMG1D0glvFSl4nN8zeMW229G6FoXC5W7oqa1JF2ckN4DawuBhcKg4oJPH8D3SpPy3aVS2Epl4ctWmioSkMwCW49kMTs3lxcrkKAy6WNz5NKkZzyfQnaKrsnokYcXF/GNsjTYVxEAMuRw5MWYpijZUwSQKGFiKNBWgS8dulFR1ogT0zJ6JTpIhsTOcoOAbOqNjisOU5n106vvGQUUsRdmbEQuQlKwdeSVlzNsFFAXwmISjMLgtT775r+l3Asbtb3aZTwI+DbmbtyY+eoRJNZVOaBPY7waqVGGSobvt+ehffwv/YMvZ2RnnJ49A10DNPj7DB48KGoPi0aPH/MCDd/nC4iFf/X/+BS5fd1Rid/OCuN/Ifb9qOD075bK94Gn3YgSEVYLVYsmibtFR8fHHHzPsAySdPcMIBMlMYYV/owzN3lHXA9ZqTNJcnlwwvG/plg/45osXdHFHssLcfP/hJScpZTZnRdMo3L4irDfs93v69TWd24k8/wAhSilBGrZgNUZrmt0LpH2s4rYbiDcRWxtUFXjw4AF1s4TLSxgG6idfRw170nrH4uEFC+up9f06m8fjrTYQOocTJXUYk/DzRV+wQIgis17qM4ZcQVhc5jFrkQpxSh20tT/WlQBG44BSmAxgaqXzwyhGYaz/CIEU/GzS5Uk4y6kfT1s5F+FijuHIkZESMPT1wrP3hVhvOoohu8/JLsbnZZWBBSMoEvfRDVxdXbHf7GibltOzUx6/9xlijHQh8EHudh5CoB/2hCDaGCqCzV23+r7n6sUVzdmj0XVWZ7k5T5RM02Kx4MmTJ3zta/8PXddBU+csl+bi8oJHFxdcXFyQljX7ruNmf4sPUsNBvm/vv/8+buPZXG3YbrekUDE2O5lfAxLBB/bbLV/96lc5PT2lMgoT5VyWGNqkubi4QJ+viFqev9ubGxHaDQFra1arFWeLJc3JKcYYuv2O7fpGtCWDxUcx8mFpUdlA1FsrLFpj+fQPXtL3PT4MOKRaedh07NYCKrdty+pkwcXFBe3nP49aLXH++4BJKaCkXDyd9Mg8EG67/DVfFUMIuSX8Xbm0MPMctBbUfi6AMk1jBWMokggp5ZSbwoeID3m1j0m0CmOUNFeMRyK4JYYtKdCZxcj7lrBHoaOk6kwIkMAmhU2KOCsBfxUe+zLAFY5SuAfXJKf2xqypHj2s+XWDSRj4APDVgaAcQ9qiqkizspymJZenZ5wsTwRPCLeE0DMMHdcvrkl+g0qepCDAmOJVxvDOOxc8fvAAYw0vlgq1SUTtpUGOyhknr3jn4l2C3nB1vWfjewkHokepRO82rLeQtKNSlvVmw81mjfIJW09syqdPn3GxuOC9d94hOs/tjWPowxhilOut8yKhXUD91jPiai+l1UlSty4/m1Vdk8ynqC7OuXz8gAEnmQ/vGfZ7ktb0JFJdsd/vGXA4o+j3Oypbo7NMHINCeXnGd5udeHZaQx/p+o5IQi8sFaCXJ+jTR1hjqBoLtWW3WLI/+TTRVnSxe8UTM42330DMf5AY/dhAlJXubuesmfGgVCMWBqWQj2bfllfSedYDgnB9c84fCSWiiLH6EFEhYxApHU648b/TI6eY6Uym8lVJVtIQ0UGMjUlgUfic3ywx6ptes/m1e8lW2WMp2873f5ddep8XkVQgaseQ9gQ1oGxkcVJzqk45XZ2yWi3ZfPQBw9Ax9Ht266cZhAVSLmZSE+h8crrg4sEKYy3P4zVeOZKJKIK0Mk4KFTTLeklcKfYPztCbW7TrUU5Cu8Ht2e4DLuxZVIqb9Zrb7Q5shbGio+li4vnzK07eWXFy9g4nqxW77Za+L4FcMeh6fDpMiJiPbjFLAcqrnA2JKuJ0QjcNw6Nz9INzzi4uGVqkXD9GNlfP6PueECLOWNZ+RwoGzZLNMLAyidpKwxyTIim3zHMh8z1UxKeteMbWUJsGZSzV6Tn6/DFN26JWK3xluQW2+ozBJ7b716T48njrDQSQ26tXk5FQinmIUbZVSuTEDgRYVVGwPlwZQ+4hacyrAc6YEnVVYZoG37ZYa/GOkWhVxFVfAoWP31u+eypJl/6Woxufkf/oPcpa7NGkvG/Cz8OLTxpiTIZk+iG3ATpODd9rIJgwkI+ePGG3XlNVFR+tPyI4ASbrRc/F5QVNU/POOxd471l3ju3tnrZVVKnFRKnI/PV/+et8sxIQ+JtNT5RG3hmkFvzFWssv/dIvsVCaRSJzNgwmVjjX0TQti0WDsYZh2AJSrVrCFxXVWE7+9a9/g2/+629QVRXO1cwaK07XCKFo+xAwVmTsG6OpoqSzjU6YLJLb53urjUap3CjYGB4+fDjT6FD8wA/8ADYqrBNZP5PxpxACRCcd041BD1E0UIxBL7OytwJn5XnZRss2Cufhptuzue7Ybrfs7QOeX9/yzW98442eg7fcQEgD1aaSBq2yvpdJNqUPR2JTfojmYwTz9DSJ7n3o0zSVU0bXQQDLIUSsNly+85j1bsdm6HBOHoKYV3kxXplDoRgzJkopAqVZsAi0xJRIaFL2TLQiA5QRFSM2JWxKBzj0HSBymtXZIXgzkdo7+9NqpJSkma5GYVTet1+lFCZKV++WiscXmmGVUMpTXTakYAhRBF2bJpDUwHk03HQbzBCoQpW5LQ6tEiY5Lh9pLk4U1mrOksEHT+c8v7HJWaMUSek5w6DxHvYeFmeB7QYIiWUjWQ90ZLE8oTprOE+W3gW4Guj6jhAjyYBRiXqlaFYKrRK360g/lFBM52rOALUB7Ygo9o/O8FVFbQyNXjAMDovHCpme5rSCpWZHh9MtyhiMNoQgPBp5pDTaaCGBGYhNFH1KFMEHlGohCTlriKLv2fWO51dCEPMBtoOEfOvec9sPpDSw7XuGEIAGx4BzFd3w+I2eg7fbQOSf0tPwvpXseOLcK9d+FKqU7Q8zGdNnJtwAUQ3K+2jaFlOJDsWUsSwhQDni6d+7Rihm8ZN5R8/DQESQ9iRCJeXA7kl5zn9/E2fypYVgeirSKqpbBYR92fUuPA2SojYVi1Zjs3irTUlUqZImJE1KA95DGCAOnugkXU1WiYo4UgjYKlC3wlOosTiX2KqI9hIOKSIpdbRti/KJ1AWqOntjQVK1zjkGZwhpoNFyLSujaK3Bd+LthSQ1FSeVZWWtKJ3rQO4OClnFK6kompI+X/+zJfVySWNram1RzmGTwyQhNtWnS2xriSric6pajmpiNUYUKqqcJ0mECEmL+tOu70ipFiq7c3QJur5n1w18eCv3K0TNrhcPaDs4NoN4sZ1zhJgw1mZxHkWK7Z17d994yw1EnsAzNH2a1JIoPE5XHhOhVJlAejIMk/L1HKU/ROznyL5ABpJ50Frndu56bGIr+5nwi2MXfdonUjcwvn7/1J5wiplxmOOo91ynb2fMSVMhhINMysu8kdEAKyCJbPx+Z1Berqvr/HhaScF2u2O7G3j2ApyD3k8K094FnE+EAH03MCxEZWp5ciKaBhiMGbBaQwr4ruMzn36MjoEhpwyFHZlwHjbbQEqdqF5V8j3OR1IShecQYNfBw4cnPDo94axp+PrXvz5e4wMESkFVV7idQyfNcrnkCz/4gyybBTrmrl1hwCTpC/JimUitxZjcbjCB1onkndRIKJ0bCwciCU9is96ArXAh8uGHH7LfG7rOSc9OJSl7FxIfb3MPUFUR1QrvPQMKh85ivVIQ51MSuvcn8CTfagNRJvLIKVDqAF942WdGI1FEXRSg8/6UQesqM83uv5BzcWkhRCUc0JFoHpzhosP5nu31NSYhkl+KSU7uAB6ZDNDcs0i5xbykcYUkFXOufkrpjn4FxSCW0EopJZ3H5yc4fukU86Y0/+5jK5OrLYuczuhxgTZyLnMMRVzlEnJotK4wJnJ9m7i66tjt9jy/ktebtqU6q9jta/pO4XoRATZ1xeVpLd23DQSX2F51/MaHiY/WicUCsBuhKmWD5ZyjVp73T+AkSaWoT5rNracPZwTbQu1Qq8QWz4tnHc22AayAlzisXZIIVGxZNQv2my03Tz5itx2IvkFj8iIg56ZQ6L0Qnqhrnp484Oz0gsXijEQrYsTJkxDB3C2WIYFfe7brmqpqMMby67/5DRJgVWJhHNfX1+yiZaeWYsBUj1cQwgkP/Ibz5ZLH734OG67YbNb0w8Bn339HakJo6fS7fO2rXxMhHCOGww8dKQUR6TENSelZJu7V4602EJMHMGUA5mj76GEcfWb2F+TsBaWZzijV9VJUcfyk/JmRj5wJqZuGuhZREx8CREEKDkObuRGffc+B4ZkxL0nj3yRG72H0jGb7Kf89OPeDeT95WIfnON9oCqvG7597NAmxkuqud1I8jrnXtliuOHHnJDT1TqNUhalqImCqBbVqRKp9LFcvXl6mlmnQVQPaMnhB9JVW0v7Q2pxOThBht9kgqlmKRVuzdy1DaEhDQBlFZS1101I19bi49Enk54Lv0GnH0HfYrEzVttD1Bu/V3IGSc80GP8bIet9xdbumHsTkhBCIBJJKWLvhekgMQRi1+3WDUhalNR+9uAUUtVU8aBPN4pTN1vPsxVaeIa0JWjzQh/UCbSqcT5wulxitcN6zWDR479k76LtePDBtRtnFZMS4lW5uB/jUa8ZbbyCOH9JpUuRV9WCOzFfJNE0UhRT+HBiI/LlZiCH/5ElK8SSmkCUmeaiquqaq61FtSCE8/3IcecfzvU4vxTRud1joXc7j0M2X4jFmN/zltRlvClIepi+L/kT2bMY+JP7g6GT/MNdCLB7dyckJxjisNfikidGgjabXDmMNKSlUrET5Ojj2XTfDPKTH5GLR0rYV3rvRMBhroZJsBSEQIqw3G+q6pWmWnJ627F1F50TzUSup8Vgul9g6GySt2IeeFBN+AOU1+/2ek6ZmtVxiTc9mC2oo1+IQ30GBD4Hrmw3N0yvquiPSMgyD8DOyu/l00+NioqpqNreVKIQBzsh5t5VmqQ3vvvtZurSh//AGY0zWrADngzQetoau7zBnFQuzoklpLIAb+p71zQtIntpIybhSipAM0UgvU6cSIUVSCm+ETb3lBkK482PZ02wCHDMfxxU/L4SK/Ll7Jo5kC4Ko/46fnLlkSnYUSSMJiowsO+fQTcuDd99l7Ry7Z88I+w6DHrPoAMnnPc+MuYCP2QcoHcPQoGohCCQ9ehCj2VIKlB6xjvmYe1RzjOb1GY3JW1BMXksMA33XsdlsWK9vxqpXY6SnSN00LFcnrFYrrK1RGFJUDH5N1BsePKoJCxHqTjFRDRdsNhs22y0vrqWa0xpDbSynp+fSxHbv2DNQN0tOz09omgYWJzTtgrqpuO2e0+33BLfB9B8AsDw95dH5I168eEF947Bhiw43mPQ+vjO82O6oz/PzoxV2IYYppp7aStPfRV1ztlyxVZraOjrtCT6igskBhkK3NXHo6PrEV75peLJxmKpD2cDZ2RkLvaUxHcul6DgsmpbPfe5z/LNf+wroRGUriOVBSISux6YVlY7U1tJay/sPWhZV4Dd/85s894bu9JTHjx7xq7/+Dcn0ABfLlqur5wQfWC0X/MinHnPeKs7qjqqq6JwC1bBYLPmVr37EetfR9zs+fsUTUMZbbyDuc3Pf5HN31+8JGCxgY0IdbDKKvqRDAyTvTROyhCx33i/fX35G9yZNDsDoWeT9zABJ8VQya3HWMex4JXhTevVx5uJltOmUEt45dtst+/1O+mZ23ZjJqPNqrI0ZqextC3XVjt7EWAGqGiDhg2ezWXNzc8tut6fvh1H0p2BLvg/CIwGcE3XqzWbDNl5R1Q11U+HYgQLLwFIlTs/O0Fpzc3ND13WEMF1j7z0mKUIMXF+vMUZjK8vKCn+lti1VPXlPRWczJS3u+Rheyj6lSU/2KnRu46cUMXsKTRVYVorlcslyEGDy+vqa8wfn8n7b0nvZl0meNtyMzZJK0+PFoqHRTsr+tZQM2Kri9FSqVVVKPDhd5R6k0NYVbduy0AGDww09wYOPic16jbWG1WpJU9vf+QYCyir8egNxp55iblZmM7fE/cVYHAUYeaJO+5wHptLWXVyCpBTaWrSxJK0PrcPMbTg4hgwYFhanVrJWlY+WuDzNjmEOHaTR0NzjSaXZhqpUo5aQq7w8TabptMQohejZdzv2+x37bsfgelKSYjLpzWJzxsCx33uMNlSmlnoZFERR+oopElzE9Y5u5+i7PUPfEUMiBk/QGu8lfha+hXgwznm6LjEMPTcuSbuBtsYupAmPNprGNLR1i/IQBofvHTFM/USFvCbXpB9EGzOmitqJxGBtDQstIYMaPN476WyW6vFazIf3IRsIKwuC0EAhBZrasqgtS+tYNYZaw+AjeMfFqs7hA7TNUq59GFDDnuA9KTiM8lQ6MHiPIzBgWOW+ogCLxQoyrtAuRYSXlNAqSePisMPEtTwTUVi4Kgw8XJ6RtMG7xFd4/XirDURRkprjsceu9HwchyB6tj0gIi8ZfBO0Pk4TKanD7MWYCcnbA71CeiEoA8piz05ot3ucj3jnxCil+/ydPGHzOzErNWvsKHc2hhUJUpJS8tK672WA6kEokRKkKMI2Eo/cPYo5jpGvS0yBEAe87+m6NftOvIgQ+9Fbct6xsjXGRkLYsd/vMRqausboREVNFWqGncc7z77rpeZgD8oN2BRxKRKGQOcG+lxwlDyU+jbvpb/JZrsl1A1WGYxVPHwo4rMLk3gQlnjnsSiqumH/fE0cJH2ZUmLoO7Sxmfwl9OsQEl0nacrKViwbw36/R1ciSrvf5poHVUDKjGYpxeAioVA6tcanhE2BSkUenNQ80DtOtOOk8Tzt1hgMn33wCM0tt7fX3D7bcf7ujwKKGB0DCdd3mNhzUe8x/cd8da259QrVnPPO2QltY+m6jvNmyXKxoG5qdn6g2+/Z73bcXN8AcJK+zoX6LR4/fszK7FnUcPbuGVW7BqUYhsD/de9TczjeagNR8AM9MwYvc5NfFovPR8qTKGYuRJlIAgTePwnnk2qUkVLy+sXFBd1+oIuJFy9eUMDRg+9kxLHEaCnpxJSiJsaX6D6krHGYXiFs8wnHwbUowCcSGnRdJ70urq9xbsAHmbmFMwKw3+8PmtEopcbiuInFarBUtEglKpWh6zq6fiB1ufQ7CI4TY0RHQ3HSjDZUleZkteIm61467+iDiKWcLypWlaPve1pbUVtZ9aWTt8I5wHhaW3GyOqEynpDFc29uRHxms6gI5w3DMLAwFQuTNSI7fXDfJjJYmu5oSmNVL0a8lVjN7o0S3MU5x+mqZrlc4nxivd5wdXXFMOxpl0qo10r4I+v1GqcXoKSf6Ga7JQzCbbj61hNZcLQmGEn1xhCIIXJ2dsbDh5f84EMpP1ixoNEiaBOE2/vG4+02EMDcxz4G5V4F2h2/frw3MRbzbMfdcfh6kqrOmHEIramMIS5a/KKBtRHcIEla1hTiVBrXpHwsoLWRXLXKrEoBOMS5KUbxHkbo4So3ZW1UiZ8zuIrK2gdqYoSOX04Jm0QWbr/fsNuv2W1v8b4npYDRGbxUoFRE4Qk+QTKARSlLikEAyt7j+kAKiqZasO4cKUQ0itpqdCspzrpZ4NzAfj+wHvYkH0kYAWajtJurbEVTVZw0EgaEGNhudmhlUEPN2Yl8f1QVUVdgW0JI+N6TAvjBE6uA0Yll26CNcFiG59cMnWMXAjsl4jCh0gSjiS7mLtlHpXpqYouSEgQHyROTxSvLEGHrFClonNWo9hxC4mYfqZcVfbTsg+Hjbc+2Ax8rtoNm2CScg65XeG8xVtFqqQ4OfaD34jkH18mzphWLZUVVgakUlYLLc8vjVeKsFqNb4zEqolKQTvFKYdT3AQ9ilEyfpRrv3e4lr9+3jS7cipQOpOVeO8aVQrIKSkuKybQNdrWAtiLtfY7bQTpf3XdcOT2bgbrgMhiZMr0py/IbI5pArz63NCNLzb4hiY7liItSBHgLfVrSYH2/Y7t5wWZ7S9etSWnAaJXVw2HM7MSQwx6NV5qUDDFckIJiv+3ptg4SrFYrhu4pLreys5WiWTTiTeiKruu4Vht2t30GNMkTEIb9ntpEVufnNKsKHzx9P3D7dEcKa2JXc8qK1WpFUA1e16RqQd+v2W/3EMAnT6gHiAPLRcVqtURpw2a7Z73e0zvHPgQWi5boI0473N5DrDBKTZ33soeoYORCEHpSrIlonDLsY8INcBMUywCpvSSFyNPtluasZecsLzrF1696bLVEGc2QFB+9CNgQqb3C2gU1iYWSyk3lvSh1p0Sbi7KMhsen0pelMYlT47i4qDnTA8vwLNe0ZFwsaZSVDuRvRsB/yw2EuKQe9N1Ku9eNeysQc+qyrK7lQfgko3TEVpnPsFgssDGy2WzYd93I/nvV2Gw2GFtjbD1yCea1JKVRTzzKYHzScKOwImEyEt57UgzE6Hj27Bm7/Q3DsM/nJc12ydiLOtpXKXGOMbLdbfHDC37jN36DRb3DGukZ8uTJUxLQtg2P3n9A3/cMricm6YrlnBvPYZSfh5FfobVmeXKCtkIhXneewQmYuNls2Gw2LNuW0+WSrutQWlKwXecyyzjQ9T2mM5ycrFgtl7z77rsMwwfEnJkZhoGEw5X7OVLOXzYU1DWJ3IclRn7rt36LOu6pUg/AEGThqKqKyzPF9fU1T58+Q+sfyNdfhjGG2hhOWulfUdWKuhaM5PS0pqqExt9qWWi0glr3DMNApSIXTc5yuUQ/9NMRKiXPTJBK2q7/PpCc894TwqGE90uxhZf8Pvc8xszFuM2YkERRiE5zl/zweMYwQaUxzRnrihQb7OmKtLkhDJk85YREowATD8MMYwxaZT4GGqIXsNApTBIuRdbnHQlVb7YeTNeoHK9g3iW0EAJUCAPO7Rn6Ld51xCjy6aRAUbMei8VAsJeSc47itu+HgW7Y8PzmmscPIpUV4ZTHjx+w23V0fU+330qLxKZm8DJpur4nJqiblugg+CjFjRqMVlijxftREUUSqXsfxZhoTVVXVEFjB2ijYVVVhEVgt9mJ8UeqNZumwvmB2/Ut2/WWFIJgQQFpUpQNffQxe3PTs5CSFHYpijhyguGWyi7RxjMx0wO+PDeZNBVRPH/2jBg85ycrzttE20rbgKoSAlhrK5a2IsSIUh5jYLWqiGknoWaERSS3HjAiNVdrjFYsjNR06NSQhhO8D1glgjkxKqKuhI0zfB8YCGEqxgNZl1cZA+BOrcaxkSgGogCTqhifNE2qcbuXTks1Fn8lq6GusKslelGTCATviZ7RwBwTu2W1ziYpRZm4MRKDHjtQl9Uj5vTlmxqIO9Rz5tcoEIPHDR1dt8W5jhAGYhD9QpVyH4lsIMqpFjMlaLzgI/3Q471hvdtycWpQuqauDZcXpxijCMHh/UDbiqfko6hPu8ERk5L0sBdFcI2EftKEWUuRUwxZWjDmhjWBNGiMqbFRY6MiRk1lKipbxIwlLVhVhqZtSCmy30t3sBgiVuWQIYLKoVTwQtHW2ox3qaSZC0gJERX2NLrGmppkizdXjZ3akvIoLfJ5pMCibTmva3SlWSwsTV2xsFDXgrO0lYRciYjWieXSs9vvxDApxQIwGDQGbZdiaLVGEyWUqBrQK3zYo1VCq0gIiaSthLfhzbzut9pAfNJxH07xJvjEJx1zWrPWGmUti8UCf3KCBna5m9LLPgtzQ1T2JyHVMAzYpjkwdG9KjLo7ZFIbo4nB0/U9t7e37La3bLc3mQwlXbHkmDxjWmHELRitW6GWA3Tdjs1mn9WSpLTYGMOqWdEullxcXnC9HWjbFq0t6+02twaQfQzDAH7iY5SJJiFWxXqz5urFNV3X50Y1+TPAoqqo61oEYPvIfu9xLqJqyWqcnZ1xfn7KdrdlvxdmqM76ma217PcdlVaYuhK3XGuK+EYqBrlc8+xpoBSXl5csTx+g2lP6vme5XLFanXBycoIyEVsZFm3LiQ3i/aXENz98Is8Iib6XTJCzllBLFqZusmdhpNOW1gprDC2IYUwJWrm+KfcJtdZSNQ0mLKU1RPLiKSqFqkRo5vuiL0YBFImBQo9MY4yMpJ5iHMFMyTSY+Q4EA4sRn1NUwnWJaGVy/jGHH0VPMiHchDsjMba+gnFt8Yi8gV406NMlKTqGQXgC4orOMhkKJH0IU+85MfjSHyHhXYcfLLGtQC0PgM5SWzK3eTE7M5OnEEdxHAUYoyBFgnfst7fc3lzR7bf03TYDhQ4QryWlmVuaw4pyWYtBk65WEWsiixPLpz93ybL1KC2f728/RGtFZSyLZYsLa7qd5+NNx145ghG8oescBon9kxKHReuK09MLhuQZnICUsXOsmpplVXHRVGy3W5zbMXQB123Y7yxdll+MEbxLdPvA7fWWvu/od44QwPuINopeJ5K1DCGw2W0JMTGEgAtQ4XAsMzUjEZIjRIdW8GDZ8Pl3F6zOWqJVKLWgsYrG9thKQEadFJXfYvunkHukfKGWya+MJZpGFLpjj44bWVSwxGCxPpGUQ6lECopoZOoqQGXDCBEdPSooYrRE+xnai0fsXc8+SUe0Rq+I2mSg+FdeMrOm8VYbiDJijFPaL3sJRfnIe3+wrRbkMf810aL1CEyq8cG/V5PhCLicvJLZzywflrvJoYzGNjWmqVDWyHeoKY9eMpAjnfvgO3VObSp8FGA2eDdN+iN7dR93Ii9y5ajH14P3Iq/e7dhs1nT7HUPfixp3biVABh5Hlzq7DukoBTymhwFURJvEYtlgtEypEAO77U4whcoSF4aURJ/Jp0iRZUkJQpBsisn3IoRI8HH0FJzzxKLLmJVsxqK54PEuMQwO7yAEjTEKn1IuahpwAwQvnofWGu9FcLgfAhKKRHw5Fj/IGpSt4XifskFPKRF9T2USlUlEHTDG0NhIbTxGlXuqMTES+luC74khskgLIa8ZS7CtcHr8QPR7gg64VBNUhUoNSffElHVV62bULMHn0DkF6XlhDFo1aNVQNTW9GaR1glJAS0QT1PeB7H2Rl0spjeQckIfU5we/7/ux7FWq97JrXFz5zCkwxuRJoA80I6Y+GiW1JTJwgk1NtOyUQT4QduNE3c/S/CmNBU1VXUl15+iuz85oxEdL2lQ8paQ1xpr8kEu8XsU536GEJmVPZTf5Xa3GOL68DrDb7dhut+x2G15cXUntQcyxfYxIz3n53cyszCSTxp3vlUrMnOkYpfzknqxzClMbhX1opb+ktVRVFLA5TwBxCicD7Vyg63q2mw1b3eVMg7zd9wPKe3ZBahi81TiX2HciwwbiKfmQ8D6w33esghkb7TaNzZhIYjs4rAVlwZrpFo12aHa3igcbQ2C72dJ1HVXTErTD2godDbqy+e5IX40YI13X0efOYD3dyHvpdM3JagXREfotu90WrxZgG1I8IZkB5we6ruNkucJak59VxKhHj06etm1o6kRdlfRng8lzBTcJOL/JeLsNRJr6T8yLgkrBy9R74NB4lHEcKMz7YUDuFB1SjtcKGCgrR9JZ1CUkop5k34tHUJgC4o1oyVhUFfViycmDC9yml5vqIiPTP5Vqz8k4iGWS7EE+QdIw4LSGbi/glKmkU1fp9ykc8jH/IvL9KU9ujc4kmeAcH37wm9ze3tIPgjeIF+BJ0edVKeaJyowDcHTxVMlGqhHM1bVGG8W+6zDdQEKxWjUsKsNAxPnE1cfXNG2DqVpOq3N61REY6IhgxEiUGTk42O0Dt+sdrDSVbVkuDNv1DV0fGIZIdANVpTDK0uia2HqCk0Kl3RDBSPjTOcd63bFYtCzblttNxOiAJ7BzwACu1vjaiN6EivKDI0h31HJrSTkFJVHhnkVsuNAVOgpTM8aICQadzGjIL+2KtFwQ24AxfTaoCoeiaQQroK2lybB/QfIJ27XY1Rm1Bqs9aveEwUuj4NpawjAQoicpB33DzpwR7QMeP3rMgGI/DDx79ozkGrwL7Pb7100v4K03EBPoKEU1aSSGpJRG4Ol+fQcOKiLn/5YhknVF22DeN2OWVtXSk6N4G+WT4wQavQ6NMZa6rgWYW4gSsfORFP1kFnJWIFHa3olYiEQxMunH0GkYxM00aWyFl2bnNXohGVhTSokoagoEL3yAzWZN33eE4CSUSCmzIHMfUZ0BSXVkEcZvOxojh2Gqii0dsIfBjUQxo6GuaqqqRmlD5wPOebwXunWpwTjmqqUE1lhICmNKNy+pmu6CXLl+8PSWUXVL6PhZzSFf5HK/EmqkdpfvSwmcT2gCNiaUNmN1b5oZ8OOz3+12rLVCZ6m32ERiLZ3GVDJYLdRtBnFHlEo0tUjHiexGzk6RQIu4jaR1JbtB4WM0jYjhxkq8Z61ZtA0xBdBCd/d6gdeL0cNVSnqmJtsQ6kmf5HXjrTYQxXuAqZzYez96AmOj27n3MHfpZyHE7MUJoc4GIgQP6HGf1lYSRuT8uIiAxqL1klfYudHJSLexWFvRNC26bXH9gNfuIF2a8g5Kzp40yZxFUg5dkqRKh176gSqNNvPzmNeO5Ae6ZB6U8Ef6vmO3k8IrqZfIrQtDOABISfKZaX8Z4FTp4FJO1y7/FkXcVStNQuNjoPeBoIwwsnXCVDVKW0JS7Pcdfe9xTtoWzpqQ5WuSr0sCkdlOuV4lkZXhGaIAul0f2OlI8Fl/ZwwREWOLYBrOyRe5wRHDvEpXMJAhSW+TpjEjCH54f9NB28R+v2cTPLhIVVnUEmiSeJBRU1c15uyEuA2Zkg9tbXMNRSI5LQ6YAUVAeY+1KpOnNINzmCgGpG0s5JSzRqF1JSCJkmpPryuc1ijfoaOiinBWWbAVMSYa/X1Ate72e7ybioMKWwyYVojsSYwrf5qm4ziFZk96CB7v+9HQgPQnEM9EU9cVy+UJTdPSNA2mkkKaEMhFTJCURWTPQOV+Cin3h7SVResWs9rTDQHnA7i94Ckp4bOViWomUWOkWtCohElSrai0YXP9gmG3pWoa6rOexWIh1YqU7y4TO+PuEYa+49nTb3F7e8N6fYt3kq2IKRJzi8AylFJZR1OhrRqvcTEQhSSUcr2IvCLCOASLCXIvOqsIJmKMplqd4YOj63qurrYMbs8weLZbUXRKnimlmE9CKYhYeqe53QTs4HIY6Rl60V9IwEARvoXbXb6OOGKEPoEORtS0Q2Df96Ak3ewGMSYgHlZK0MdEn5vUDDHm/iiVcDLEJ8y8MblRNaD7Hr3bYq9uaFrD4oHBLDTPnnV4wCwqqndOGH5zh+s8gYj5kaWAzl0gPfOsLs+xrSUZePHhFdWppj2tWDx6RPzqhtQn0XT4oRX7bsdutycGxfn5OVZXhE4Wj2qhqJfyhNfDChPlXthHFS46bra7N5pjb7WBkApBOzbhhcPJXraZewnK6Ck9es/287+FqRm4yb0Uy3vL5YrFYknbLjg5OT3AOAooWH4Xt3UidCmVV4S6pq5rXFXJMxYOZeRTGsP58YUirQYKHwI33SDHESO0rVQuKo2dGcmURFzGDT2DG9jtdlw9/4jdbkffdSjiiNvEGEbwqhynhFgjmjGmUrWGGKemPvlDGVTVuCHgg2O5XII1ExHKOQY30HU9L657vBcCT3B5N3rKNBWoQymhMHvv2e12uPV6BEKDj9N1yv+GnHxJiSJWT10rYij9N6W7+JiRSOJ5lOs+e3rycyDCNQXsLte2slY8PEBl7zWmgFKMAGJx6rQWO68UVNYSdckMZSFllei9eMI2GYyxeA9pCBhn0Eqx3/X4ncNYxalv2e0c19cdbhAPorYGtw3c3naYFdRnmrquubq6JXbCAXnQXLDr93zw0XPeZLz1BmJM9XC/cSivl0k68UOmh2Tanuxey0/M2YK+3xO8G4k8KQWCH/CugxSkObC1WFOyJQFtMnBahE2z+k9Z03XVYOoWUw8kU5Oiyz0LRIQlqkQcBShyG8CUIIbcI1yNGRrjLXbo8U2FMYqUzDjZY4yEGOn7HX2/zxkLadUWgkerRIyeEOL4b7l2s6xvztSokepxL8FshheIrUgYrXPzF3A4IffkH++ChAH5NmhVvldP2ZeyX4RA5Z3HuezpqIkCP96//JnJbqVcj2HxgyVlhXEffQniJEuUg7q5rStDG2mYq1RhZJbHJh+r1iQiLkKXNHtdoXVDSAodoENk5TSWfaiIFnoLLijqWGVORWBPYpsqXLToaNkliwmQvGXTGzZe47zGolg7w7rX3Haa6BSLXtMEjXeR213AaE3bKBbKstnuCbtA0yiaQbHpErfbw/T/y8ZbbSDsDIB8VRn3nE7dLNoxzRNjGieE1kV52kMcUCkQQi+1CGGHIoqLryA6Rx93BFfhB2kpZ21F3SxzpWWNNY38rkSbUcKdHOooDfUJZgk2aNx6R0w93jtikmKlqD1BlZuYOQha43G5qQzE5LKYi6bv1rSNxuiA0k5SaUMn+g3es9ttcW6QNKaXfpaVFdm04ikV7Qa5HoXJlQAzFqGlXJMQSthSlv3pokNKVLrC1jUqA5VCA1YihhNAR0VjJJrI7UzlPqLRTCSgEYcQ8gEpQKVE5yABXt+zMAAql9ULg1GxXCzpMCgkJN1s4oj92ErLNYjTaxnuBWC5PKWyFW4YwOeMFVInAhptLMEmtskQMPRVTU1N7TUmJTZJoSPUvqbvTnB2wLU1IXrckJ9HH9jbij6dgjOEAFdmSRUtzb5i97xiG09JRpiQfr1i3UW2Aaqo0N05TWVR0bNOERNqhrBkCC17vyF6jzcNTThjmwx79sCL18+x127xFowQwkFmAQ69hxKCeO9HXKKIk5ThfU4vEYAgAih+YHDDHQ5A8UacGxgGN616usqc+BpjRFb9ZHnOohXNwBRyoJ5DnCKuknJWIsTAPXZuNG4iWxLGZb1tGkIIohGZQVptxF2V/fnRkwghA5HkzAt6FGcpAO+cvl2a1xRhWjmOMGpGmoq7eeKXDKEEzz0T4WO0rc4hBjhnKPUv3IOfzYV5mqoZvTlTlcYwM08wZewESEpAja7r0PoUkmIYhgzu5v0qEVOxTJmPgqgAY9r8zn0Zj0tEgzebDUMAN4hytDVZazgbFKXg+fMX4Cbx4utbMZoEMD7x/PktUSu8zuGGlmsV4zOqQYxvVIqv3zwTjzMlTICPnq4xQIV0KPdG4T+8QilF6xI2yu36ys0TXEx0w/eBB/GqGoT7XGChZWeWZY75x4ehFCEpkXlPKeaiKp+Lhabk1iTiUkRDJG8gKUJP0B6ts+FIQo92roWMhWilICtE9/2erurpoyMGn1fcQvM+DJ2SgqhjJikpdFXnI0p437PfJ4lEVHbjc3GVYCFpPH7xFsIojlqM5uReF00MiddLiDF211KgYgEry8UtF54R4YcohV75OpjscVgFUSsWdYXXAe8TKhQvS5UKb0bqRtlvfjGmkFf6JCHDkUVRs2tXrmOMCaGNSzhRWp+MvJO8uZnHKUx4QyzXMScz0mTr87XSxAQORdKSbcltTUEeOwktfXlu8nf4McE0PmNy3QGVSVbZw7JjsyLBWShUdDMV/BkgGUtUEPJ+K6XIeLtUEwMhGfny14y32kCU8bIipWPgsgCWqfxQMIEElJUy5hRe5icEj1FSIjz2sVLzoq9SzqtIyWfWbyDmDs8pDAy9Zb+30qY+H0cKDucG8UKaHqcd0QeUj2gdMfPoOuUO5FqMgVCcNcZKlWFMkWHY0w8eVCJlAEyMAwKuqSKZL+3dhmEYwwu5Rsi1GFf4gu2o8YGVTAwQFSrKwylMydlsKZ1+czwQQshUdqR9fUZQkoJlXeO0x6lIcgafr994X5k5KbPQP0QPSupoCH4+v6d7f/CC/BHTQNn4vkfm4KU0/keeBdQh12RCovOslhkYtCLUdzkGBwvWm1EQDsfLPqPeZJpPw4LcGpXgDbyI3xEG4nVjfnPmrqJEDdOTN6bwtM4TjINtj/c1X+FjlM5aMooXknDJjZkMadycvyN5Roq2FoQ5aUNMTlx4ZmzM2TDKjFwJNRbsTBM7p0pyZkVOTL5v2lfpzF1o14zX4S53pPwbQsiOtOzPe/m8TmKoyvWYQruZ95OmFX0yQIa6yZRzAr2e2iIyv8T/xsbhfX7VInQfXvvbNWaX9o23/wSbv90G4r4HuYx55mJeWxGCH2svpj6SIuOlkHhPa9AEdBIwT6nCoZNQRNzD8uDrbGimmFVGYUemEfUv7iNAzOzJ4l/q7K7rakLwIfs3pSYhH+voQRcQM0WMKdz6CVybZwFCUKLP6D3DkBmLMZKYOCQoJoZdsZtq5t1HIYVJq4oImBx+qJkRKiK/5Xokig6nlDiDUVITA1oqE7XGakXI4jV6dp2+8/FJpsP9n5utIa/Y5XGs9dszFGDe1Eh8QuMAv8MMxH1VlsfEn5K2EyZk2Vb+U9xlrZKIexJR2U0fJ95xTDzL7ZWqvbEuQwFZRfiALZkSiQn8I0LKIjEiTqLHr1JKEYtrf/S9I2AZI8YUMZy8yjNVcMYYCUHhfWnKEnJaU9oCS8MX5HocX0empj7iDKgcbpRwTKHjeLCzzMNkpHKCVLqgpYmqngCjNUanXIGo5GrNuBWjcXrJCv5m49vx6Q8CnMOXp2TnG3/Hd3b8rx5vvOdv4xDeegNxX/aigI9lAhbyjzEaY5rZhM+Pb95OJliRVpseg9e7cfcAoge/Hb4vRkqP4OD43UqUsK21B49nUsJOjGM5oRpBsuLyW2sIQZrulGxFIerEKH05BifYQ9/Hw4MpZ6tmYdYYKkxckZSPM6WYu4wXqrvJpCrGsOXgmhUcMGduCrs1AcZErJXjL17MeFVHEPnw9+Pr/mpvYwak/rvxicdbbyCOx6uYkaAwRs3whTJBJ4q2IneKTqVIqhiayXU/+sbxX5WNjUp3qivuO3py2SUQx9g/6UQyh4Kwpd+GMmn0+RWgsiFL5TzVZHAUs5JzJf02NCI3r5UZU2+Hp6JQqqT/GK/NNGtnKlYjFyMHU2lqLDWe3tH9mXt7YiSkgrZUHks3rYTnMOX6qtX33wq44nfweOsNxNxjKGOetbgbekwP6LgNUiFYaMkxFQruLEQpgOLBARz+Oi/3Ln8fj2Py1rQKiitfdDYZ8caCfuTt02wWHsZIUjiWvfPR4KSUPac0TkBrxRuJKQpKMB7TLNhW0zUez7H08phdSxCymcpdyMr1RZupIdDsM3M+g9bT/Slyckpr1Bv2bPh343s/3moDUcaxESijuLLld/lXlqtShUmSeWaMFVJRnIRt5wZiAqqmFfpgmU/TSjutvgdHSZlc8/3PPZCYBLsTqbcJNIwxjjUFI41S8o0zYzf15ZyTkYqXYqtp+xCi/EShk8eUJn9mNIj3XNec7jswlPka+RDQmechIZIa8YxyHY3WB17FZCC0GDGtMdqgdWDubfxOCBPupab/GxxvejyfGL35+Z//ef74H//jvP/++yil+If/8B8evP+n//SfPli5lVJ88YtfPNjm6uqKn/qpn+Ls7IwHDx7wn/1n/xmbzeaTHsobjbI6jT9KjRV5uvwvFSOiplUUKfQJKU9NrUXDEsY8+DzwOAQhy36Of+49QmQ1taKDiYaUIVJVNAj04RfKt9y7N3HbSzm2FGCBiJ82i5pmUVO1FbaxmNpKs+HZuA/cHYeZXwOhJwnvNOGCZwgeFwND8Fkar5RlxhwOyb+KiCZiSNRW01iFJWFVojaJRWWoVFErn4rFXn0d/934XoxPbCC22y0/+qM/yt/8m3/zpdt88Ytf5MMPPxx//uf/+X8+eP+nfuqn+Of//J/zj/7RP+J//9//d37+53+en/7pn/7EB1/SmPN/5z/3pUFLxyoJLWbGoMi3ZYOSvyDH9syk0xi3OxCi4QB8L1tx30NdPldk8CYlq8OKybLfAqTGONNdjFNocmiqjsOYCWQsq7WW3nnTNcqu/avGwbmPnsDr+AFzD2yeui1ArUjLzwFOrabSfKXn+/53RuLfxPjEIcaXvvQlvvSlL71ym6ZpeO+99+5979d+7df4uZ/7OX7pl36JP/gH/yAAf+Nv/A3+2B/7Y/z1v/7Xef/99z/R8Uwu9uTCSxw8n6wTMlAoxDIOUfKyv/G1T3Qk03i1+6bG772LkaSZcTiO9YsBOlTBmr9/HNqMRKzZKMCgtXFWBp9d+Hv2efxd0/U7EqxVubR5jt2MBmq202Ko8yTX2UhUlWIYckvAbCxUyNeKo2ZI6vD4Xmcv/m1z7183XnW838t06X3j20kQv3b803/6T3nnnXf4Pb/n9/Dn//yf5/nzqfb8F37hF3jw4MFoHAB+4id+Aq01v/iLv3jv/vrcr2H+A2BNRVU1aG1z2lCUgMpKPl/Rp9BBXNbjezCnF8/Tj/LZRIrpzmsHWMIbPYTz75aoPyU102DQiNBMfi8KKanwD0DhnB8LqO4eZzEKgUSgIBfyIyIJSivatubs7JSLiwfMXXjJpxT1M4UPmWI9fsdMG2KU4lPj9S9Bm8QdkRQ80TnRsAhRJNXKD+RQA5ra8N57J9T1AOxJsUfhhKyWj6yc7/yc32zaT4HQv9mft8tIlfFdNxBf/OIX+Xt/7+/xj//xP+a//W//W/7P//P/5Etf+tI4CZ48ecI777xz8BlrLZeXlzx58uTeff61v/bXOD8/H38++9nPHrw/rx+Y0Pt5F61Z8dE9lYvFhS/hRZ2blszZmEWA9L6Q5lVjvs28KKoc33FW47h+ZNpe/q7r6qDpSTmmGEtmYrafdDixCodh/tp0nMzObXZedxasqUjrmKR2H5u1lJGXn3lWqBCqUoxjX86QVa0kezPdw7kB/3fjt29817MYX/7yl8fff//v//38+//+v8/v+l2/i3/6T/8pP/7jP/5t7fMv/aW/xF/4C39h/Pv29nY0Ei9LccJdd0wpRam4lr9n8vbZgOkZG5LZJJWYP/PuZw/wGN/Pfr9vtXi5IbnrK89DpHEe5eyB0UZSnnkSx/E4S14yonTxbPS0j6ywRBIBWVCjFsZ0jOW6zLyvNGUS5ljGfG2ZX2Y121ma/y55X6LWpBTHJkXjPUoBa1Ruk6dxBFzINZspi03mzMjbOL5bYc59z/e3s+83/cz3PM35gz/4gzx69IivfOUr/PiP/zjvvfceH3/88cE23nuurq5eils0TSNqwEcjzR7Y4xO+ywicOnaPD5o2wnuIUcRaYkSrKGSpVB7ObAZK7Wz+71ToNDMW6WX5+1c91GXyzdH6Mlll4qfZdqlMViUaCzHl5jFlwqqIIit7x/yTgEyRjjHhYyAlMn9huj5zzGbCGvKxJcbU7oRbFKNRvILZ/E2JScU3e1ApSml39gYaW2WvQDy/VVtRGUMImvV6oHfl/Es4Nnk1c5v43QQt32Ti/NvkxXyv8ZXvuYH45je/yfPnz/nUpz4FwB/6Q3+I6+trfuVXfoU/8Af+AAD/5J/8E2KM/NiP/dgn2rfODxYcuvJw10CUfwtjEjjQqiyiIEYnKiu1AYr5DTic/FIEpsZsAKTv4mP68lE8meN4fBwHIYboK0j9Rczqz5FINTMQc8/hricWcoctKW77zqdiueYxRlTuamWsZbGUHpbOJ7wXOT0zRJS/zxtjjjv/u/E9HJ/YQGw2G77yla+Mf3/ta1/jV3/1V7m8vOTy8pK//Jf/Mj/5kz/Je++9x2/8xm/wF//iX+R3/+7fzR/9o38UgB/5kR/hi1/8In/uz/05/vbf/ts45/iZn/kZvvzlL3/iDEYZL4uBj43DPByZp0G1MVS2xlrQKqCVyNyLnH3Z2XzPBVMg940ob9/1ZIrPMTIhy+slTDnCHO5bnVQOL+R4Uw5BZud7kL1QUHgd0RCDJniF62OmNCeiKphFnFS1EuN3HB6nSPATY25rWq5p3v7geo8nfHguaroSB0YIEX6JEfphTyJIlsXqrOkZx6zGWJhWrsfM2zkev91Zizf7vu++JfvtOM9PbCB++Zd/mT/yR/7I+HfBBv7Un/pT/K2/9bf4Z//sn/F3/+7f5fr6mvfff5//+D/+j/mrf/WvHoQIf//v/31+5md+hh//8R9Ha81P/uRP8rM/+7Of+ODnfIcy7gs3pvdgPolHmq826KrO/AcvKLpSzNmR0mATxilfAvQ0N0CH+y9fmshYwbTRKw3C/FzKN5baipKSnBu4OSMzpQkfiFERo8Z76LvJGKic4gxhokeXczs2oDGlXIWZzxUwk7xWOdLZpZkZqjk+c4+xJudNYkoMw6RvKdhEQOk0ssmFlpX3kcwYZqTZNX3ZuC/8/CTj+F59ezE/3Gckv53juG98r8KeT2wg/vAf/sOvPND/4//4P167j8vLS/7BP/gHn/Sr74wQBSGvqure8OJNhrReB1OZXKsw4IY3a2yaUhoFp8dJMnvvzjHck6Eox/vGI6UZDnD3e5SaBGAlbJIMwc3NgHPyxtnFSc4qBGzVHOx36kVa2gXIuWktaeQ3bMh0x5s4HoLhZAPPhCfJZ0vGYuofOWZnKMHc1Fn87QAup3jobcI53upaDO8DNgulvNxruEtGku2ZfU6y/5L+DLl5ziCtzIivfADnYfAU+wPZDR7rn+K40Ruf3wgSqlKglXtsMnXYSpSQYzbBTEXKPRdSisSg8F6ayqRE1oMIhBje+AE4Pq+XXZIxrDt4Ee6unulgohc5N2G6WhaLBUPwKC2y/T5kHYoUcT5faxIR8xJDlMabU76xiAsW8LSwY2OY9CaVind2F2OABNoYyN5giglrq9lXvS7lbV7x3uH4t8U4wFtuII6Buju06qM8PWS39M6NnCz7vIGMpNdgzFS84gGYx+MHnnZZG2cfvc9lPcYkxiNTSEqTREqeqpJmNhOhK+bjK2DtbCJkCzWmOvOuhQsSieHu+Rx7X2MWMqUsojUZWDFSd8k0Kr8x7eZ+i1KuWPG9RD1cgOemaVjGCmXEcLvRQCScn84pvmLizclscxLc/DWtNc65qcmNCnfugc/uUOGflPCsqevx3h3zSu4cy0iA+/bHQPqCDgAAkmBJREFUMYb12zHeagMBkxgM5IdbSz1DESY5fuDnMu7TSOPKXG60935qgpu3Of7M+FuZ8PcCZmWlz5+5976qAyMx7l6VFd/jgxCNTk9XY0PiOevzOAMh7fTm+5XOTsaU0KyAlrOjuDfzMyN6JXLzn7mRmJ2zKlhJ+dzxWb58JKRHh63AVrBcLlFWUbd5QqZcyAbEZMe9RewrJ0vXdYQQaNsWIEvuDQBjp6y+7+8YiPk+i45pyYCFIM2P23Yxgr3SiOi+Zyufn5qO+VWjYDP///b+PNa25KoPxz9Vtccz3nvf0K/bE4YvxDgYggiYDgpCwrKTEJQERz9EEJgIhcRpIwFRhEAQhig4IV8lUSIH/gPplzgDEgTFARRGI6DjJA4RAQcLjKEN9Ovu1++9O5xhD1X1/WPVqmGffe69rz1e+q7u++655+xTu3YNq9b6rGl4kA3bTZ3cXgomcrnvXGkGkec58jxzSDhlqtampwzO2sIY6RKShEmnIq1DcdBAygabzRabzTFWqxfRdq1zKIqVCEdiZHAtG0JFwgNM4hsRfWZB+ofgxC7kswD2cwD8Ma2NRdeFTNR1XWM2m6EsC3RdKFosou92nYYxCsZYrFYNLCyUAvKck9YSoBnGwYGQY1YUxgQkSzmpZBFLBxp0tHNuSX5u/8hxKl5hyK9DEFOvpzNIqWCFhMoUpnmJicgcw6PCQUVeQBUlOPYjRKMKcGZpP8TW+OuodF+bMFSpJJnKPVOUAJSvsyIl1fG0LsQ+PoAgyK2f40S6rsV2u0WvKeFQXuS+0pqxhhzwLIXFw1pf+HmMlCQ8jGulEE4jkOW5k84stGHV2tXPcPk0pOIcIfs0Lzqs+r7Hz/3Sfx+9f0xXmkEIEfI6CEH1FKw23mogbOonQPUwMMIgNITosF6vsN2u0TRbl68RCGg8WxHc90bnNtavx6bHtZXmZGd8EBY28W704rxhSYhOOyEU8rzxLuHGGGy3W2eFISZB5exdIlxXF3Io6bM1hLsmonuerwcH6cCPzqgKEetV0TWMYA46IxyzYCZJGIH0EpCUCkWRozM9GDgVKmThjiU43vD8GUmaChyTw0xPSgklpL/eIvPMlj+nkPng4OXblEHilJLqYOaWUwBmiZSnJLFHLkgUhwUMKTCnLFGHOMo4Vp0A+Ptzu+cRf95eEoi/4gyCwoNttO5o8IKop12xW1IfggTBDkdEBkCL7XaD7bbxtSIEzvP9jxnAI+qWYlcIiZnW8DWzKioZt4EQLbJMYjKZeHVotVpTyXlBGIWUAgL0uigyqvFhg94iKLWD33wBgBxnEORlCi9BBEYZcJQE83HX8GPGlgrHbpNhs66NGCyhcTCeOXAlsrOTUwAkAagsc1mopJfP2IFOuGruBilOJQY3Dr3iHBqh2JAFfFUyKZXDfNjKY31h3yB1UEp/KQUYvPTTLkLmLLpOQkq1A88w8+UcJvyaxwRAxAgsUgCU5wAjJCIc5WWgYsRkrSVLgZWQQtHCERJt22Kz2fhAIdPrCNhkLqxhcYa2a2DR+ypE+++Vqg2PSoL/GQCXMdgVYxJChRMvz+lEW6+3UOrELVTAGoGutZCSVAndU2o5KQSm0ymE2KJtO3SdhpBAkTkmwKZEIXAR0k6LyvjLg3SfntxC+CIB/hltdKkQfG/6hNWE3hoIKyGthdUaUlJxYSEUclUgzwuUeYHlfOHHqdOAbg20btG1NLdZlqMoCtT1hMoMCnhrT7JhDeW1IHcXzhFC9Vcp+xZl3bZcw9Ua9F2I4D0+eYCyrFBVJWbTWcLU09neTXtorXElGCKVMlzhX3HWrSzjuKEwF/zaS3PnLEUed6079/2XQek9zqtoLasP5AxEp1wPa4HT01OsVitfRaonG5nbfNZxcYui7DxWEXRDmrwULBqeriGF+7jSlxIj/K61HalhTIqI25VSuspYPc7OzpwDGp1mXadRFBJlmdOJ5k7SLMu8r0jfE/6gVIY8z9B2ISfE+cQgLp/EkaPWAAhOH3gXxCVdXnovVH5e9yKAooZMzKRbK1/fJMsyLwXKLGQH14XFarVC0zQ4PT2DUsfI8wxZphxzzaMTXCbyTdx9TmADV0FNugAzBiJpwypMJhOHgxU7c5xazgKz55PfGJGoDclI+zFIxyd2jPNFhlid9PfeN38p47qsKfWKMwhiChBRnkWu92Ao1uDk5BTr9dqVuevQt10kprFuF8BEKWyUyUh4hpCK3sPB5YWw28dx8yjJtUOUegxZDv4HqRhvXOHdzElK1lh0HUkPrHoJtwDzPAcHRBljsGmpRmVqsbjEgHsNxSQLfszMPMLbdsYlpMhPr2JJSoBwJWM4vBwwVkOIHHC1SywUIKSrRdqj7Xqs1xus1mtYCxRFRgwyy1BPJsjyDJnKkBe5Y6BB7GY4WghOoBNiUawxFPFrrVNnBMrCVXB3m96rLiJiEhB0iEUgMGfNsoayje8Osw3Fjt1/1lgIJXbuAwvfxg7utXfw97w/QleaQfS6h+gBKTIqRtv3aLqeTpFNg2bTYLVapQlWTChWy+HGUlr0ukdd18gyOypox6fBR0skbQSgadz/IcyiMRyzwLZ2C6kAAUXRmnCVs3qLrjXoWtKHM5WjqiZYLBbQWruT9RR/dPdZ9H2Hvu+Q5WXEKHZXzkUnkjEGfXSqe10ZaXjbhfJJZE0RjANICwgJ3faoJlNYqShHqFU+94WBQtN2WK83eO7uPazXa2/t4XFk6WEyJZwmz3Msl0sCFfMcKqOCPR43cVYYWIO+bdF1jcNgBOrJJOmvsAK2B0Q2kBo4p4Zwm5wrEmsAkkooQobNnsy/pXb5P2Yo5LPHlcsiJiGGY+gOHG+OHmEcAxP3PrrSDKLrKES7bVbYbDZo2habxpmb2h592zvUP9L/HFjH+ly6EVPd/1FpKGnsYyaso+9KJvCmNd9fBhbdZHP+SkLGw/TleY6ua2EtMcjJZAIpFeq6xo0bN6CUQtu2ePDgAU7XK5ydrdG0XRLdau2jP7N1QB4zO+MiP1NV6pFaHDy7Cyrre3TOopEXJbTW2G4bvHj8Ak5Pz7DZbLHddJ6JDue16zo8eLAlXEEp3Lt3D1VVoa4qHCzmyPMcZVFgUldkNu5aGN2jKAqUZeVBxX1OeOzEFa+fGFOKLRqppLW71mJVZOjHcx6Nrad0LB+drjSDaLsWshfYblqcnZ2haVts2w5N08BqSz+DCQs6brQQ/T8OubbD3JUXU4w5xhO/j9lwOvuLFgCJqQAsnSSQAlJYWGmhVAGlXMbrKoMxwqHtAkpl9CMzFHmByXSKXmsIqXCyWkFlD3F2usIQQBsnx6S86SVFWMdUpbEFubtoqe1dUI8kFyv43taVAqB0e227RtO0WK83OD5e0YHQ6QikFh774HsYzSZGAAZomxa616Ry9j3KsiRnKmu8I5oUpJ5kWQalZDSfYQzCZh96woaShWEMd8eOvp9eSwcXfz6U4obtjo9x3AYt+7H7XkxXmkE02wZCAG3bY7PZYNu0aPueXGf5v0RHBnjB0RtAKOBLG42yMAkYM66bCzHEGkYQ/GiD7JuIYZZsALvMzJP0CyUsSIkiL91JI1AUFlIq50chUJY1six3ZjSF6WwOqRSqeoLeAkVZ4152Dw8fnkQ5NcaqWcUSjHD6NT33PsyEnIuiMUjGL040s4u90N4OpfmMY+a91s5hrMPmrMVms8V6vcHpxrlJQyKTKmkzxKqQY5GwVB9UWAHTGXSmg2k1um2DqqowmTQQMDg6OkJZlshdOcDY9yFmAPEzhLkJoCFfyxYIIQBOCB7/7NJgPEZUiHSOxv8Oc5SuURqPyxUnutIMYjqdUgSmtqjrGk3boek6nJ6eom97GFesNjYhnkfCHS/nb+54oYj4y5cSqT2CHmVz0kOf5907en2SbeMEvAUGYYx17sS0SOkEjNzNXXzDdDqFFYJiHSYTbLe/68fopdBwhPxYO2COo2VHkX0zwkjdxiYMQkXXB2vV3bvPu2Q3FNjl+zIQ3eM+ket96B9bdsqywOHBErPZDJNJjeVyhqIoQO53wbEpth5wf9Kq8bH5PPQnXkPMbPY5SMWWihifOk9dHT732Gex8xS31fUvAzPndDpDWZCP+2RaE1DZadRliabp0Dp1o2m26PoOtrMO/KGaC0WRUZLaPMN8Xjgm0oBMpAzZu5sNuH16wjqpwn9OAKgZmVQL470ch3hFuhCizYQASsWLICsKVFWNsihR1zOvFhnD4JirVKUKCvW2HSB6wEpMJ3OQg+CHYDRtSKnGFlosPaRisl+Yw2eMTvBYjdpZwJfgSbHEIQSQZQrzxQxt06LtenSd26gw6NpN4goNG3B9YkjUFwIp56jqCnVd4+hgibKsvDnU3Zh+S1dd3WEMBrGUJaGtA8Bh3b2dCzgDiSJljvxeLFuxxiLYZwJUaBr8l/8sXLufYbj5ssGqoU2IUPV8+OWgYlRFgaoqASlQmtJ7SmZKYtN0aJoOm80G641C0zSEbPfCA051XSLLMpRFjsWicpmVNbqO8QpEXMEOfqdEwV5h0AfyRXjfnYTC5XkM3xc7pw//GXsdxiewynKUVYXpdIajw1v+O95d2yW8sdbCaKA1nM1boixrWEtYhbWNO7F3QbjzVIz0+aNnjxgEdSNVuy5Dw5OXftPGOThYYLNpsN02sFs6CQmIbGGcW3o8tsGsrZDnBeq6wtGNJeq6Rl3VWMznzvpioXXPg05P7FytqWxAZL0QXB7AuINAJOrIcC7Pc4G2SKWNMWY6fI/bHx/TsH69quXVPXZp39udhK40gwAYYGT/dwWRSdy8eRNdb9Bri7ZtsW02PpimWZ14UTHPXTk+KSClds5EOfreRYN+lDVkXyqSTP4KNlmM8SKKmQSi91ndUIqnVfoFQbkLhF8w7Otx8+ZN9H2P9Ub7tj7a5+UN6jEV0Ea7lHVIiMQ3IBa7+efOnTsQQsJYi3Wjva/L6Sn7vHTo+z7BDrIsw+HhDSzmCxwdHWF5MA14kbFezWOfCH+qC+FO810gdpinNL7f0KKwz1oRv97HRC6zjsba5uuG6goAKP0ywCAY4U/ESBt8HAohkGclykJAmxK6r9HNa59HIS5LJwW59gIaxtSUVUpEeMRL6Nu572sA52x2WpjwJ3sQR5Xb9IpQdlUiUyWkyJE7UJJiBvjkp++ZuOavxzMKvPLVr4KBxf3793Fy/CCJZEwBxRhY5Gc5fwziUy7GgfZtBGZwrMpwPmtqhIPPBIToyBNUSlTTCWazDH0/h9Y3sVqtCcBcbbHZbABYqCzDwXKJg4MbKIsSeZ5BCmaIcP4WdGsuezCccHY08xYwC2jbk1omyWSgpPIqzs4mZgkQIqhB/GhOhUzUo9EBDWpDcOzjhge+EdELK6WfQlZ9sj2RpEO60gyCyS9duxtHL4Ugd1srYTKFwrvmGuc3YN2Kd2Cf5iK6FDEYNsFLE4/9t4cniDuihgwitBF/nor+7MkXArPot1LZKINgXwXrA3QogE1IicPDQxwfH6NtG6zOTpLiNnSvoCxFZ+i5z79PndhhEiNh8yLBeqJF76wG1tImloIOgSxXkLKAMZnDFxTqusJ00mG9XnuGN5nUKIvMSY38XPRkMpqX4akeSzDMIIwxsMJCDbwgU/DxYh+HeFz24jSI1oZwJktQ8p7dtnefIfkgamtfqPmQrjyDGC6x1A5Pi1spEYr2ZsoxEk75zgyC0OquI1MZDbLYe59HpWThQfg8lueLi6Tq+PISrk/xYuJFydYNZhY0BoGpuLM8cWgSQuDg4BBHRydo2xYPH9yPygDyPcK90/wY5zOARAePruENGw7KsUzabsMMGLR1afyFD6wK4rOUEspZaqqyhlhm6LrOxeAwYN06a08JqYRvg1Wa8LxDHAYQkiQECgUnV/csz3akqLBu7OC98NpLShgeCrv3HY4Lq0Q+2cZQUHHfJVf7/UzgsnDQlWYQFIvRw0bVsEKwVjjFtAkDL6MRDSXsLKRLTGKtxXa7HeHksagN7G6QR1RCRoC0fRhFzKyCmTP3BYXKskyyTEWt+oUw1jSpYgo3btxCpnKYXuMjH3nGhbtT/6SieAXvZLT3+S/GWGLmQSCrTDZYbFKkOhyc8k8grm9pYUC5HSyE0VDOlGqtIdHZWlj0KHOBQpUAKhfk1jsvyS2abUNgtVIoclbNyD2dmQdAgDa7t1toSAWoLENBrCWZIz6U4krxo6qmH6aY4cO/jin+07qkMwYWwh1y7CfilBfvlr0f6+E1/DLAIAC4EUx149jnYWyjC6eH+wK0ANi0GQciJafA4F7jDGFcXbiIhunDhj4WMYMgL0mFLKMgrCzLkEV5A2JgioUjUjGoDB+rKLGklWUZqqrC4eEh7t+/j81m493YpT3fBj+k0WtHQDaaI73D1MaBTOvnRgiXZk+6rExChIS37l6+HOGgnbjIUpZX4LnkjFy0NloUReG8JxWAEEWaWA4EQpCWYJzHJLe9TC3RcWvNnu8QUg0peTxIVYpVwjF38DEaCxIboyvPIMiJKD0h9yWyZU4dlpMJjMBlTGbnHVqowEtRLh7VehFv1ngh+r4H26LHHLIs9wxCucVsHQbDhXz5b3oKYjrSufKx1yRbdIqyxHJ5gPl87pPQcFTs0GYenidK1LvHQsFi/HDRUmKW+OTF4HOXudt/FK7xaeMQz2uMF0QAKTXmPyPrVYa8ICxK696pIdplq+a+FeQwFa0bapLGMcYN/Fi4tWRtyOOwb0zG6DLMJL7vEAT24x3dd++9Lsg8xXSlGYTfyFLBGO0y/PTJiZwg8nBFXzwFacJYipo0toe1nESFPvuoAYgL+k+qUcibeZ6ISNaKClU5QVUvkBdTqKwGZEYhydZCWwNOmMWtxDUwszycpJ1uXU6DHLPJFOv1Bkpl2G7JCiCkgoqlpQgT4H9jJjHc7EIE5rb7/PAeiHHF8vhzkdwvmCUpCGp4cqok4Q5/xn0LXVGwICuVkAJCZiiRAc7Fvus6NM0G2+3a5dPIkWXKx2WwH42xPYn1DlMQktaKkoGpJAP3MV5H+6SPMcDzYiltnK40gxhySk6Owkg867LMJIj41NudLdZRd2/00fdzh+z4BO+9PiKuZxnyHromvT4aLRT3vjUWVhDj1DqccEVRBKYqgMPDQ5ydnXrpZNiVS6sbI48wxEdS9nI+hdMbURwLI/LSb1Lvym7DZwCcO7n2EomQQQXIXTJYa4GuDdGovH74tNZa+xT51G5I+DK0TIR1GT3uJTfleTQmnQ4li4tUm13mtZ+uOINwXmsCSYYdJW0QqUUsQQjABiQ+3ljGaPR95zzpLFIT3I6tZLczg2i5oS066bdnUbRJyP4NgHMGOMCK1lTIhE2WBAttSP/MHbgGxKHq4VpGLgiDCIyRJCzh4yQQ+IrPmD2bzbBer2HBGaikSwQcMYkYQBucSt41mMcdQ6DUKYd+XuA2UKh5MRi08C1jfEBYNhL/EP+mjUtZwqj+jWU4z91OEMjpGAQy4RLUEFaT5yGHoxQhXFsAPuP00G9kTLyPcaRo1BB8GwabdnDi72XMbtk9iirzKJjS1WYQUgFSQTgswWFHkHlI+UKbgBepBYT0GwWgeTBGo2nXaNo1tG4glauoheCgFCjaTYP3RZLoPVVlkiu5o44RSSlgtaCAUh1ag1B8RjpGIdC2GlA98kqjqiYg0I7S3Pu2/fg4m42UkVWMq3ynz8PfK8sSR0c30HU97t27T/U7YaFUDvQOKBx7+sGJndLY5gDgnb7oNKbOumt9LdQwnpxEuGm3kLIj6VDl0Ykfsn/7L7v+5kpRqeCoGjMzJusZB5BLiZ6SO0DAAFqTpJYryLLwz6q1xvFqC607zxzLsvRqSDweMbPeHZdQsV2o1CoCAIYtUWNnkrVOjQxM+DKqw/lWjpSuNIMAAkh5kb4bXx9EW0axDVYrSjrT9ZdLB/6xICGEP0GEQ8EC+DQUx4XLhlSjqioURRk57tioLkZKceIRIGUgdDLtqlR5nmM+n2O5XOL45AG6rhn23I3zxwmcuYA4pF0IEVkg6BlZLeJxjE/fWGUaWiWGuBVLZLGfBd9DCPKrmU7TNPTsd8G/WUWpqgpFXowuzTzPCTexVGKQnchiNek8EkJARP4uj7L5L0NXmkEEPZuqPQuIHXR2xwEHNtosfOoabLcbSm9uqE5nqIc5Rnvk36hfF/Xb9437LUTYd/4udB9jBZWkUzmKcoKqqlFUpUu/5iQha0grikXZgfjtxyBSjBPTnSMpJaqqQlmWfhNqrVNRVuw+93nPOrzHRSg7n47+Gmud/4OAMYGp9X2LvpcADKRQyBRJIwKsnnF/hQcpYysASwNSSs+gh5+Pms3FeBh1jAnw82qt0ZitBzTje4TYj93PqE/GW2HGByqVVi8a10elPxkMQqTcfUhhExi/cIDgf5AwCGiXbZkX4VBkjswDXiR+NEonW/hFu5dBaMJbpMxRTaao6hpFXaMzkdej103CeMSiacwY0jHa9cGQUrpUa6XXu7uuQ+4diJyEI87XZy+7WPfNmbDRPUQwqVLKdgvAoO8a9IqwJSUzoMghLLlhA4BxDJPGyPiNF7tNx3UwYEPG6CFz8GPNbcqgSvg0ewiSDDNWrTW6nuaH780/Xj1ynpo7uIUVODdqMJrfy4z1o9KVZhCpdWI/hUUsPHpP7zOnp7qQ4ZT4ePV4l5yWgTgNO1X1ChaI7baBlNqf6LywWBQ2WqPzqgIxiKD3BmmFRd4xMxePUSxaz2YzzOdzaEO5PTO5a9Vg2ofif7yJmZc1FqLYjRgVCFhGbJ3g7+5LIhRLEVybM6gw7oTPAibBn8fqDOf7tNbCauOtIE3T+Pt2XefNzEVV7qTB5+zeFzHi+N4fS7rSDGKfXn3e9d5i4K5l1+X9npcfHY32xh1WXr0ASQt04Bv6canvrAXyvABlThJQKie3cENZrAEBa1VIyw5ASOMtFF59cZQWO057yIyBT86yLFFWFYpNQZGRLOlAACLNyD3cmOfZ2sNJ+4iDyW3D+XkY6wrB0MjlKEB6FtfkDPndpJQ+gtFa63EL7o/xwOTgXtGzsbrFlKnCfz9WF2LJJGoIQgSTKn+eZVReb7vdYr3ZOuBVIXPlCowbJCkziq3gOQLPLeBMS480hi8LkHKoP1/00NIxh5ixxD87IvHHiiEPuhVjkD6pimVrAoeigza+BeqqhlRU24KL5gASee5s8kK4zUKqD8ebMIMYS2KS3jO8Hy/qsixRVxXWZTke/i12mfNedWGg/gmPCVySS7hbEjbhAs5gAc0biDGjGEvhoj5cik94fZ7HI/7NYxb3N14TKS4BiEHsCL+Oc1IGjAi+nx6YdBnAu65DrykbGrdFlhBnzZJUUY1ZPmMs4B7by6WPeyl0pRnEmIgYo82x2MxkrT9UYK3Fer3G2dlZ0kayjz4Out1Q8hnbuFQIhq69efMmsrzE8fEx7t27B6UoUGuz2TiLRoHCJYlRKlSlZqiE1ZHhJrWWTLx8Kg5Bt9lshqY9gIUhsbjn03o/8aOIiHkMxy5svvSZzx9jZ+5zzNAKV1gHvcNN1Oj3pWDXcqoqxgcEi/KMP/DfuutSkHDn+VwafmPQta2v+MXXj82ldZIJS3OxtMFWiwwCnF+TgdPT01NCiARFqRZF4ZkHq4p+bUegrleozxnOy6ojV5pBSJk5R6FxAI5fpxOtYS1vFovj44c4OXkQMQWR+DMwXbyAXxql5jYQyOj8L1jFePBwBaDB2dkanSlgbQ9gg+eeP0aeZcjyDJOqxnw2Rz2pMJ3WpNdmKnItp0IzujdenLawsKb3oKYxfbLYF4sFAEOu15sGxw/vB9Fc8GktkAKd4dnGhitmUmNWjb3j5O4E6zxCvZ8EmXm1kc4ngaI+Gaeh08CBggjSIj+Hv861Ld3pPkwuG5syhaAAMSsC0DjGHHgcCUeghxhKq9aA8o84AYiLTQsB5HmGbdNh07S4e/ceYENg3XI594yiLilbGJn8BYyLvOVKXIFl0IlBsTYvk+rel0HKh6emtRra1czoOqrCFJ98L8UywXjCS6FkwTjLSAykrdcbGKOw3TbojIUxXLfS+AW6zjfYbltUVYnJpHTqQYmqJGuEtRqxxOIdecTAchKJ11JKlGWF6WSK2WyO05NjCOHCrgWXJSSw91JDtDNfj67DWR4kxnHA1bujGAwRZQ9nzAQ897smQ98vfiBglImxhYeZgRRZYpEYthlLUJx3Z3h/axMo2eMcVP+jxXrTYL1pcHJy4lWSPM+x3W48EDqbVM41PkeRl64D/p/BOFv0fYf1enWp8b7SDIJpCI6NfS6E05ldTcu+78B5Dqi8e9DbLcZPNl587g/wHxdtj90+pRiIMWSWC0wqtGiMwWa7Qt+Tbtv0xkVrGlBND1peZ6BCxVkmkWVkpjxYLrBczHF0dAROkBMvZiEEsjxFzeMFbAwVkZlMJlgul7j3wnPo+871l3wPWB8foyHP3vUbuGDgdij6gh9/mi0/Ju5dryIIQmSomraG3WMy9BiDkx6Mc+ceklfXpISGSr4bWJ63PZLnhhOyUmkxZhLRGW8pJmiz2eDFF1/Eat2gaTt3iIXvP3jwoi/AvJxNMZvPUNcTLOZLKicICSNMwohp/RIgenJycqkRv9IMgjeXUrvcPiaSoPkz43+MtTC2h4lOV20NpEfoh6eCv3P0+yVD8VRX00nquh+CheQxSAWBNIwha4u2xgNXgGBHaUgYdLpH1wOwBlI2OHl4gjxTuHHjBm7eOsJ0OsV0OsVsNvWnoK/nEHuXSgUrJAwoziUvCrziVa9EXmR49o//CL/3e7+Hqi5hrTOzjgy7HHIHP4Y8V4+aEdgOXvPCt85w0UN3HSwzAcESFlspyAXfGrmDuQytN8MaF7FEJZTy2cmUYOa6i6coIaAFOXX1Wu/ISgGbUN5PYr3e4uHDY6w3DTbbnqTbvofWPQHQ8b06QdXCeg3TbnH8sIVSD5AXf4TpdIqyyp00WUMqCu/fbrc+sRCpjxfTlWcQ/HtojUgAOS+S7hEto7aENzgCHhgDwgnPAP6OPSxIHrF4aZ2otw+wYyYX9yH9zAxQU/hoRg5vtkbDWANpJe8ZZFmG2aTGbFrj5s2bWC7nKCsCuuIx8+MQ+QsMcyty6rK6rjGZTjGdTb3UdZ4EETPPMSvGUNweG5vgvUniv7Bpu/G1fU+5HbK8gHYxFEktTKqW65njsE+MMcRWn9QsnOIRO1adYd/ZQmTTzz3zsUDXU9nI1WqN4xMqI9j1Bl3vQuGdC3a8tq2l9Ug5Pwya3hUqlhaqIV8LlQlkGTGCqipQlAXquo7A6stV773SDILIJrolT1yM2ltCh/ZKGEC0BxPV2O5+DoCy+MSaY5xcNWZcvocJzkB9Tl15bdSBsHn4fiLxZ2BVgVK/G788hRCQikrQzWYzHB0ucbCY4/DwEFVdQmWKTH+DsfAmQjEWkch6skVRFphMppjNFg7YHR/TXavFLoOIvzYUu/1GRJC9/XfTX0kbve591XLOr5E+YwCt95kyOe0dtzmUImJsKH5/LOZlOLexhMKWqtVqg4cPH+L0dIXjkzPHPCQMXH4PMO4CD3LC34P+0aZ3qecMhHAqoAKUgsuOJVGUBaqqijC2lwFICYRFFYuEu4s2mihL7tQhnJvT33N7qasyr0sqyOKbG6gbrlq3byPcOa6uFRaL8AwrXjTEckKOB6Uk8rwERA5jKGWcykh8oazMPaztQJYGquQ9nU5xeHiIV77iFSjLAplD6BX5WVHIdtTXRFoQqdifSgcCk2qKwwODtulwenoCAj4DCAgAcbbo8N7FAUSXNbsRGQxZhLUaXdeg7RpkbY4sL73nKW/gLM+8V+KwAjgQ8n3Gfcrz3Fs8YtMiSSxdaNvn5tj11CQ8w/ix3G635Bi1XuO5uy/6jFZ+VqwADNUbFd5PxQZOYSkQgNUniB7WkGrFWOt8PseNGwe4c+cOqqqAVNJ5bTpv2EtqxleaQXBWoRihB8JJ4E9tEcS9c2wdI6/DpHqpwasqTiSP8kBwrQIvVfLHI2TN7gfs1JTnOXJBOECWZTg+6X0yXsG4gyWwNcsyVJMJjg4OcfPmTZ/LIcsyKCm9mZMYiTPrIZzqcSIdjJx+/GxCCBhrUJYlbt26hY/84R94XZ0/T3GC1Bqwj+ITms2LQ8D4sm1wqryu69B1JEUkyXy9eigS/CEW3xMXdgdUMtMYuqkrFfoVR9PG0mzsNKU19a/ve1IBZ3P0N4hhNG3rqoVtYYzwCyg40iH5zZKzthbCkkdmWRZYLqkw0HRaYTKl8HOI4AzGlcMuqgfL9CeAQbiMw9FCixdMzCCIwiJu22ZHFN1HsTSRYGQRTuEn1TOIWK5I24olCSYhgxedyktIlaEoCljboWl6Cgfu4EHBvC4wm80xm05x4+gGDg8OUE8mqKoKPTv8+MZZNRFk2gSf7OECi3Qcwrg43deVtSuKHEVRQogV+r73MQdDjIGZ0Bjts2LEmxU4f17G5o1NhD5LliWw2VpyCuM4lfj7Y2oASwJKqdF0gHFIeMAG0gAvZjCEa4RK4SHXpQSswna7Rdu2yPMtMpWh6yx67RimdZC6ppBwryFYSrospUSRF5hOp5hMJjg8XGI2n6EsCxSF2hmf/VL2OP0JYBDBdDVMteUn3jEI+igs+tPT0yRw5qUSA06pqsITIZJlzozBG+RsSL4qpUJRkK5Y1hMUJYFK87lG01DVcnu8grH0rIeHh7h9+7ZLNrvwCzrLOPlKApwQc5DshjUOCI4BpYBTgWwQl+u6xv37Fk3TeFE+jDFJXAF74PfSueFNtndckcp1PHYsWYwRb0pmEkVeQkBC9xoaKT4Vtxv3I8axGOhkaSlOMSclPCOKVZMY4GzbFg8fPsRyeehLFAQQFJhOFi5/RIf1qsF6vcZ6s8FqvfL+OcZYtK1zsRdwsUM9MpWjLBWWBzPcuXMHs9kMVVUMAFQk/WKMaxgUto+uNIPgQfAFW/eRtX6lWZBovt1ucHp6lkRxfjzIRsvcM40R1DsO/y2KAnU9QT2ZuuQtGRjUbA3FY7BIy8E/LLby5hgmgRUy5K6UXlx9FL0fXtoRQmC5WGC9PkzaiU99H0i0h8YkiPgkl1F/h+0PQeHh97WzRjRNgyIvIaXau2mGIGT8fuxRGUsS8XUx7sA5TbXWaJrGM5knnniCguwke6yGqGGODs2yHFVJZmi2o1Ex6R5dR34R9+7dowLUAJbLmzg4WJJKcWMZ+W50O3MfzzPHjOgx2/QIXWkGQRTQ5TGzZUIWAKjYTte2aJo1RQNaA2Ed8CXStveSpUAgEho85Mc32b3cIgEkgrYiXMi/BVfpUCrzqcu4oDDnpSiQoXN6LD+n1T2azQZ9pry5siorZ7UgaUJEwMhuDy9GrGz0fSkl6gkBok3TYLPe+qfxdTUTtW5wtwiFj1XC5F7ugl3pCw6H4fuw9YDuT6ULSKq01vjr4twL/HesinL7QywrZiDDUzfe8H1PIfEsUeR57kFPYuJRfdWESVmfgkApCYigrmWZpPybxmA6LVGWCr2rV1LVlNAnzySUEjCRi/k+4qQ4fvAvQVeaQcRMYTwYabDwAMAY6L5D1zbo2gZG9+C8hWDEwLcRT+QQ4U+w+7hXg17yAuM52T372HWLP+cqT7zArFVgBiGFghAhfT95hWp0bQPdh8WhhABsDuFPk1CoOD3ad5namJ5KIGV4Xdc1JpMJOXJt2vCskXXoIgxh31wF1ZDV7agdC1iY5PtBdHbBZ0aH5MMIoGQcIDVmjhz2LZYWeG0NpRzGGtgHg6WM6XTqmQTdJ5U6/DNbOD8T4fCROJ9lDt7vWheYzyp/LwZ1AQNtOm8Fy1R+7piDn/flI0FglDkA46fTdrPBarXCanX2iCL2LmjmgcZLfmsfMMdtGRvMb3FJ+tiawNWlODEqpYcTEK4UHS/U9Xrtn68oCtSTwpWxH/bFjIaDxwAlE/lQ0GdsVp3NZnhw/9iPveHq6sJCnD8055K1IaPUyKeAdz4zoCLGwbTYNi363qKqKsxmy6hKFj/H7ik7zBrFv4dMMs5E1TSEGbRtC07TxyDzMNhr1yvXqcfemEBjy6pMF0WV8jjWdQ0g1Delw6F3KvMW1gJlUXm1c2ipEULAOge3tmlxGbrSDEK4Cs88gpRGPXzmLQ9ugwkAm/Upms0KfdcAtoNwNR9FnObejohpLrxYQHhzpvsgiMKxlSPKI81MImgZNrgnW8AYiaqsnfUiQ6d7FMYCVkFQILC3hgghQjYAthIINn9aZEqiKDLoXqPrO/rdNeiPGwhX8EVJGcKUYV1VcMdkXc6EgDcE+4ZUlPVKGECZHAfLI9TVFEYLPHjwEE2zhdEUAJep8wsAvVSy6T9+ZK1z9CI/D8pGfXZ6iqODI18N3EJS5KdmqSHEkgiRxlXweJBe76qMufVEOTlaX8O1LEvUdb2Tdi5hNDs4lwWsiwoFSIp1a1BJA5G7RMTuP6UouJ3mj9y9lQR0rqBtjiLPySPXMX3dG7RGw2iqdyKdiqScFUudo4rEdKUZBLCrDQRgK/osOoGbZou23UL3HQRFGyBG35PG0juFCR+Eg48KBb4j4Srr+7aLk3AGJOMkCQiBJCsSZy4e6LFJABQERCYBKPRsVQCA3jn3GEvMzSHjtAl2wbixxxBAyMZlqZZEVmbenn92tkLXtRBakEnO2eOGoJ4fjUtIb+xJORT3U/uGm1trPbjnwrOcvs54hADXJ2VJKz5Zh1JorFL0fbCKAGkeEsaJ2HQ59mwxfhPG1c2Pk8o8iO7WqpQWQrBDWFyqwYbkNKDCygoKxmVFS832NqgUzqoinL17l2GN05VmEGHdhREeW3ge/bYgnXm7TVKOjbed6py0WWMAbeRL56z5ONbPX+5OL1h4x54sy7BYLJA5oDJedLsbZRcniE9Aro4Vf5d1WFrwndPbabHEyUhCRSnhn9urJQKQUvmxCSdnEPPTEPBUFXtU60nc/yHzHpqyh7eLN42QgUEwXgAgcaYa+jOwysbqRN/3qOsa8/kc0+l0x2Q67JcHOUfmib4bF112mbKMgNYmGVMGYWPiw0EJgd65iMf5PLhf7GfRNA06Y2CNwfbloGLQgDEYdt7uZHHZkrjddyCfBc4wtPOFAQAWndzuvja5537bfIKEJ85IZF2wxqLXgFQKVTnF4eERjo6OUJY1VFag6y3coe8WVooN8LoTQkDrcNplmfLX0YYNwF6WwUkK7IfA+IXGen0GAkqFZxY+BwLSrE0sdpP9vXIuw7sLzzqVYJ80MTZm+2kP7mMtILg+Bqj8gdDodec9TqUld+ZYahgDJ9mUaK31NUq1pqTBDD6Sdcm6kn70bDH2wN/f+xSWJbf4uYIbNzAMj6drKO+FK2QUPogA7d2AxYlzntNaA66CnDx7OeSDCAzW0/BEde+6UxCwfrNY38SYaXMM8MTgWr85/V0erevcXzotJIqixGw2Rz2ZInM5KI0xPiL0vI3DoimrVuniTFH62AOQ1QtiHApCFMlnMXjXaxXyIThmoZTyC3Cz2aBp+CTe38/zwOTUXD0yomNv8YZKnteZOU0Uyo1I4kCY01jK4IhOLoDD1g+WMuKNyOMTi/DxeMbPRzjRbr9TH5zQ1nCc4rUcHwoAKO/mOWMJcIU5GiQhgLKqdgdyhK42gxjQmO7Hk8MJQ4y9eBsPwbWhSD+ULvz75/QlbT8wF4uQmIVQ9xl5Jjp9mdoa7wvfZ1fNkMnnQ9GZbfVxZmX+KYoicRHmaylngfCbJVOF2ywSRZH73JgBPd99/vOYw5hlYYzHBEgnzsKVSlMcPTsU81mls4PvxqZDVj/W6zU2m41XJdijkilmDkxxnonYiiHchMcbN+6T73UMfifnkeD/d0lcbn26NyCERCYEShf2fxH9iWIQMcUTp5TEZr3BM888g777xJXWG5KUyk0SpawXQiLLBCaTGk888QRmsxkAYL1egxQS6TZw7n0jhhtpdxOE8m1ACmbyNZxVeeykiUEuZhgAbYhts/E6uRSNO1EzLBZL50ZM0kdVVQB6hOJDoa8p0DhOQVrbJ0WQmpFiE5SKTwhB2a7ZP0GTUxlLAqxi8PiwuZAlhu12i9lshsPDQzz22GPJeJAat5vJmscnHlOeAx/8pTvPACihjZNo92a4cmMkQqWwMBYWWrfw9U9UqL8Rj2Hcb147xoXDdxdgcExXmkF4kO+cxWatRdd2l465GEoO8aDvcv34iwGn2Cc9pKc9O+8UWB7ccLpt7EdPp3B80g1F0uHpyFjDmCQ19hz7zJBjpjoppctt6SpROdwCAFarlXML7vwm2VVzkDyL68noOI19Zx+dh2sYB8h5JjpolyMrN5uNZxqLxYI8FB3AK6X0qkMcoxEzh/iZhiqCV9MiHAjC7H30oFrFa81EYmdkvicTD4RN1ylbovbN7WVwIKY/AQxiD0AZob7b7ZZs9L761PjsDEWzMYYw3Gy799ztI98xXqRGWxQFpa9fLpeoKgrM6nt3QiHWxVMmMS46D3XruDNjeIozs0ULJlZFhmMgpYR0qfXJC4+QdhM5dLEVhPMnjq3DXaaxy4gvR4HRxm0HMM8malR6UlsXz9Kh63ovFbDzV5zbYRi1OWSu8fgMLSDJd+wwMxiNoZTpXAX1M7Ia8bjtMHnXhtg9APYxgeCifjkmcaUZBNFw0P0WBJuNHh7fw+rsDH3fwHJW5j2n2/BUuCyTsMC5gOmQNpsGk8kM8/kCsxmdWkRU1p5jLl3vwCJ1fJqN3YPiOII/Py2W9DmE4Gmnz3iTDi0U8W8AEJLcvAkNFMiysLgZQwEsnn32WcTCWgxapmLw3uE5h6wTzxN5wP9rDDkFCUkWFq179H0LpQTyXPtnODl56KWGyYTiGshhLE0Kw2POfhD8N6stsYTFP7FLt8d9Wj2ybuyoa7QQrFrQNTGTsTaSKtwhkslyp40h3uGxlq51+M3lRvtKM4jzNqB3CLEWzbbBZrNxi31Xr90L6jgaqiaXOe3GromjOJfLJRaLBabTabI5fSSe+zphBymgNnQLTkExwgXifsRJXYYnm5RpXEKsX6eu3lGnBEBFgvl7wqsf2+0CZ2dn2GxO0XWbhDmcR0PJZa8VY2Rsh7p3TFr33hqhzcpLPLPZbAdMBAJ2EKsJQymL2tWewcRmzbGoUWMMOZmNeOie13d+z79vRcQgAsa0L1I1bpP7piSn7L+cJ+XlrnL0zne+E1/4hV+I+XyO27dv46/+1b+KD37wg8k12+0WTz31FG7cuIHZbIa3vvWteO6555JrnnnmGXzFV3wFJpMJbt++jb//9//+hY5L+8jaFCCyzi/CQkObHqv1GdqucUlWSXqwwnk1CncaCQsfbCfIx8Eg1V3ZT2/n7x2fiHF9lGaWRUbh0XHOpUDfEfAdEc6JhhOcCDh5nMV9YgSZq4eQ5wWyrIDKclqMUlD2ZaWgsgwqyyAVfU8I+ozqQGbuVKUU8fGPkApCKkiZQbrTVQgFKVS0uZRXLcqyxGKxwGOPPYb5fB4t2MuYaHcZ9dAqFMzT8Q9Jijxr4NkzlKuzaVucrc7w4OEDbLZr9LoDBKAyRdGubjysW0sWsWpCXq00NQJSZSRlKDeeUrkxcR6vTtKjLGepSkL2Rf4R/mf4NPQjfFvhh+eE5lRI6Xw9RCKpDBlaTLSO+HsfB1fr9773vXjqqafwhV/4hej7Ht/5nd+JN7/5zfjABz6A6XQKAPjWb/1W/Jf/8l/wYz/2Y1gul3jHO96Br/qqr8Kv/uqvAiDO+xVf8RW4c+cOfu3Xfg3PPvssvv7rvx55nuMHfuAHHqU7iegEuDGXxk12j75v8ODBPbTtBlSNyrqSbQCGDkcRZsGMwEQ2Z3/P84C1HR1x7GOa8IODA88gUlLwzhmupoN39JKuChNYpM2C1MBl22AdIxxXG7TWgKQYAP6cNhOzPbo3bQoqJMsknGo21LuDmF1RnYblEtZ2ODm5j5Dx6/J67zjFUhP8s6ZRti7s2ZJDmbQWq80aGwegPnZHYTqdYTqpIBTgiwDbwMhYwvRzxbiiVMjkoA5GNMUpmAwf70Ek4SvnDJ4lFq88qiLirKFp+2HOwr3OYw6xdEEHkTuMLskghH10dMjTCy+8gNu3b+O9730vvvRLvxTHx8e4desW3v3ud+Ov//W/DgD47d/+bXz2Z382nn76aXzxF38xfvqnfxp/+S//ZfzxH/8xHnvsMQDAD//wD+Pbv/3b8cILL3iz2nl0cnJCzOeb/n+oygJhaC2EpMFvuw222xVeeOEFNNuNq3xtAfTeZBRPw6i1wIpdBnHJ4RpXMTJYEJj32Z/9p1EUBem8yJ0JlOIoqD98KsFveKaApHMSEvbLl24NBolqKBIPVZR9p/cYIKec7h/r4Cw9hLao/T/8w9/HM8/8nqt7GnCO9DnC/hhaj+i39Xsqdm5Lx1TvtEuV0TOX0blAnpNkU0/myPOCapkWhR+7NHEom4MDvjLs23kMYvh3kCZD/2MGfh6dt/F5oxsHGMeq4bCNuE/8+Wazxf/7rv8/jo+Pz62R8UgqxpCOj48BAEdHRwCA97///ei6Dm9605v8Na973evw6le/Gk8//TQA4Omnn8Yb3vAGzxwA4C1veQtOTk7wW7/1W490/67r0fcBtDOWUtAZQxGMTbuGNi0sevfDTIImi6T2cXHsPCvB8L0x0DIm3tAxGEj2cRLZYR3O4Jpg23m4T2iHPfnigrwyKms/5GixhJX2ZTeXRoi/2JUSYrAuAb2cqZAcqkLBmaIoMJ/P947po5JnMAKUEsv9CGmDqgjK2m3dc5JTV+EYRRbhIbF6MuwPRVXGcxUHso05Qe0bzyE+FKtl+374YOAffg+cKNC/H/oU/yQMbNCnYT8vQy8ZpDTG4Fu+5VvwJV/yJficz/kcAMDdu3ep5NvBQXLtY489hrt37/prYubAn/NnY9Q0DZqm8X9z2bC+69BnLgcj3InjJIi+b9G2GxjTAdDABYVCxpmBSDbcoyzusVOHTvoQpBMSqHJQr/RVm2LRkUXeeJJTcE0gRvbjuR/2OYiaqTtv/P7we6yGkFSVMkUhhPdCDJuPrBoczMSnZ3y/RyXqDquDMeYTI/Ku3kWEecRu0ty/0J8gpcQ+LH5MsbvRhmMZ/x6+P3wvMPrz8kHaPa99S0lfaB7G+ziUAHndPMo8vGQG8dRTT+E3f/M38Su/8isvtYlL0zvf+U583/d93877m+0GlK6L1BIhLZQIyTw4yGZsY+8bnuTE9aLmS6cYIVeCwCV2ayYpIT6ZFKSLvkxVAeFPtLFoPYAXoNu4I9mCLrOI+b7xeMXmTjtSko4lC2YQ7KglhPCu402z9cVsXjpF+JAxiP1cYjWF4iRInNhut6iqaQiiijZViJkIklI6PiGL18eGwhzufUIbe4YieT1UNXgNAEDXpdW/4meJnbv2XXMevaQReMc73oH3vOc9+MVf/EW88pWv9O/fuXPHZ/GN6bnnnsOdO3f8NUOrBv/N1wzpO77jO3B8fOx/PvKRjwAA6qr2UXWx2EtRhXF1peg0jF4Nw2fGgcWLVYhdIrFXKgEpI84uqKDJp33apw0mzOn2JsQ/sAktjpNgETJmDkNdd8jP4lNl3ynDmAJbkvi+IV2a20QOb4gxh/in63qs12s8ePAAp6cn2G63WC6XyPPd6y89kgNVDxZOlSQrg4xKBQxNxJPJBHmRwwqg1xqNC3nmkH9Kl7eF0YGpDaW0c0XyUVxl79EzOmZjYzKOx4RwfY6TYffwsTEdznn8WgiRgM/n0SMxCGst3vGOd+AnfuIn8Au/8At47Wtfm3z+BV/wBcjzHD//8z/v3/vgBz+IZ555Bk8++SQA4Mknn8T/+T//B88//7y/5md/9mexWCzw+te/fvS+bD6Lf4BUV483Ci32cNqxTppMNkvmg83y0ejJMYkBAMc6MZ+qoS8AIvF22AfGGPYt1Bh3CKIxor/TPux8d/Dsw+vj00pFejR/hyUdzi+x3W5xenqKszOqM8nSRRwLkqpO5431xbryUM+Pqa5rKHZacvhU7PQUYyr7nnvf/YVIvV0fRa+/DI1t7OF4j/WfaTi3qVfp5df4I6kYTz31FN797nfjJ3/yJzGfzz1msFwuUdc1lsslvvEbvxHf9m3fhqOjIywWC3zzN38znnzySXzxF38xAODNb34zXv/61+Prvu7r8IM/+IO4e/cuvuu7vgtPPfXUiMnvYqIF4k468EnW+QUQFL+wdWLJYRR7+Oj5AwB4xxSe4KqufV2E6AkQ0HLXp0HfhuJpAC65uga14Tfd4AHOWwx8ciqlfHEWAEnGIf5cOPGeLRic5IaZQNe12Gw2uH//PoTQkJKkOSFsEiJNz0HBVWEswrOCHcpGpCECl8MHsVQVf0FKifl8DmOdX4IxsFGUKffD7mFSY6d48jn2O4DtH+9xKeGybcTMIF4beR7AyXhtjQHUPN/m41FZ64d+6IcAAF/2ZV+WvP8jP/Ij+IZv+AYAwD//5/8cUkq89a1vRdM0eMtb3oJ//a//tb9WKYX3vOc9ePvb344nn3wS0+kUb3vb2/D93//9j9IVAHCAnqAMziD9t7ca1vSApUIvgIkzOoZ8jhExUxAO2LY7dnFgmNX6IrIuslBbCWslMpnh5s07mM3mkLKAMW4ibcy2aFPI+GRy3YiZA28UjDG6gcNWrHrtgls2NdUBXk/nZvx4GXYmS+MTtNY+NyMA1PUUN27cwmp1jPXqBAIKfd/CGKCq6ii/YwjoSvYK1wcV0bgEHBYQArkqISVnzXK+GpasWkoCRZFjMpmhLATa1sBEjJTSDFK5AisMWUKgYU0HKxSoxACtpSEGQLcXfpzjtRRfO07jTHtHRRx8HlOcEIa/O4ZHxTQW/Rvf9yJ6JAZxGbGkqiq8613vwrve9a6917zmNa/BT/3UTz3KrUfJ64vub2PTTREDW7Bh8QuMPAt/DxGijXhDudPrEgMbNy34tBcCVRUkCF+bU6QBOcwkUhVk750AcJaq/RfGgOdwQTKDEAPGABHe58/6vtsRca21kQmRfubzud902+0WWZY703MHstww07KuvqXADqcCp/njjoRCOnkeMl0pFWeaVphNp8izAmVZ+vwf4yNj/Y/3UUhEb34/lTJjsV9HbV+sCiFpy/ciAiYv2l9DNWaIQwG7YQHxvDCu9SgYxJWOxVDK2Yl9iDNNqo/ei/TzdJX4HRm9t09ejD59BB2TJp6S0Eo3MWSP50Cq6PZswhu8KYQEC9X+OsH9FkjetMMNFphlbHlILRwpQ4zbGztpWKVgBsHuzGxGhJN4siyjE9lSVSilBLTR6HtSO0JsiQF5GVJPInnIM0f28WDcSADIneu4kuShyJmhrXG4g8qhZA7d944RO8/R+B58gFg4xmBgrRxMyhAzSZkEj6XALoPwOJcbXctzHI/0QDoZSgdD4veGuFuM1YxJGGMg5cdFgvhUo0IpFJmC6Z3TrTUwfQPdbQBDWavhREGWM0TMHCy9E36zOMY7LBpEEWdJ2s/pSa8VYOflvtUoigxHRzchRAZjg+oQMA/nWceqBQQkJOLe+DsmJ3zEAPfgzRdLfbwRWJ1KNwb9Jl+UbdtRRbK2hRBU9i9zhXstgs5rjIHMSszmN1DVS7Tt1tWOWOH07D56o9H1GkJqKKnI6cm2xGCEgJSh9qV0kaMKrjpWlqEqCy9BWKPBIdNWZsikpPHkEHQwoChd0SFBapLNoYyCEgbCFBCaw7Ejl/U9amWyCcHxFOk4C3jWALt3dnaL+AxBc9/eiLSwj4ZMYEyd+biAlJ9qxBtNCJGIVjuZfVxMgzxvcCNJwe9BAc8kUjF+/+BmWYZeGw/czedTTKdzLBYLSDVgQA4g25elKBU/UxDTt+A3sfFNxyrLDokIV4AAYyuxSsZ94XJyPLZKStg8TzwVh96X/scoGK2d1ES+Hn3fY9vmvkycylSo1SBDZmlmEPGmkE4KUPH7AAWlOZBCqnQbDk3JXluJrrFelVCDzXe+2haPZ0z7zI0sIZ23MYebeqhOPApziO897Ju19uMDUn6qEWMGqfiHNGAuPiF5l9nwnrVByGZRUMQbyE+weyca8xGpMZogASEkqpoYRFnVLtAqZjKxDixGpBRiDMNzbAw8iyXjUH9jXFyNPQ3j02Sov3Zd57NEZVmGrMiQx45fkbt3nJ/CWgtIASs5ryY9R1G0KIrCMzOVaS8pZAogF2IqEuMxENdXCUAKjkaNN3sAcuMDQCRzZcNaYHwDlnQSGzw9WW7g8bTYM357Nt7wvYuuG5MQzvv7IsvK8L5jzCpWOy9DV5pBaGfXhn9gA6ksyjKD0RJGWwgFQuB5EyZagt9JEFYgig0CcJ7dgi6kAL3YhVY43VxAIIMUGepqjsn0AGU5J0GZtQKpPVOimCxX3UtYwBVMCSAZPGA6tugSmzeAsbmPTVycC4B4pfJOZezpyOXcOI9C8PXPPJYytL/HvhH0Qvky4tRvqmrVmzWyTCHPMwjZOR8PQMk+SA8q9Jnb9iFpUnqmwJgCz5v05Q0YuzCI62UIhznQtyUxB21gdE7qpZUIgXG7IN5wg+7b8GNqwnA7XyRJXP6zXTViDKiMr3nZqBgAPax2mZctyN5OyUsqCNFju91SJmubfod+7283xEM8Wn9ocpRPBz+dTTGZTFwCFnKDttZCimBVYG/Q8P2wpAHAuO0wNGfFrsth0qnq+JDiRWIsJ7UVMIb8RTiTM9d9JBNintTGGEaCxveO78Gv+e+iyJFlyiWN3WKTZ9huFSA4vsb48HNmEENgjRkEXR6pGPZ88TvZrA5UtLAhTZuINk38TKOt7bZ93kZL8AWk0iff87Jg4X66pCrkKHZYuwxdaQbBIBCVV3OTbTWksMgzCRQZrM3Roffec0qpCGiIBkrE6AMlCeVqSP5fljpEfFLuui4LCagsw3Q6RZEXAVeIdXQ43dr5cgyjJIWzagin5nA2ZmMNFbUF/HPzo7Bxg67lBRlCfH2mJBNKzxnTJ+nt/YaM3K29y/FQSnCvh1m0PTaElGEAQFVXflP2mnNFSlfslxiEkLshztJbA/aAMQOK8RvGeti0TEAyvS8sPA5khYa1HD7OKh92+hI/T3y/l0pjbV1GhYjexVCSiNseztfLh0G4iQwJSQ2s6SFgkGcSUuQQwkICaBqDpmmhVOUWCImcYawMhklkeFMT60g/G77kSWNQlGpWzpD7vAOINBoXnanIfVnIsNFYTRExc3C8yUBQYKq7l3bh1dQP6bsUqkdRaHAIDGMRVHs1AggmS45piAFTOcAcAOyoF0NdmtQYkTAIvqaqKo8hbLaNA5S1tzDsYxDCDQIxiHTsh5RuABoRynBNOIdTNpyKFeIbjO1hFR8iVNg43ozDgKfhGFyEIww/e1TpIWV6vqXoOXelubhfrH7wAXAZutIMguzvQU8FJKyQLo2bAicNKfIeeb71OSmt5VPEnerYjYC01oUNS7kX0PEnjXutXAFVFs8JwQ/xIrGlhO9hjIUU6aLmdnwk5UD8DffmPxCAR4fQxkAp38uDU06CIIwBvmz9EGgcPjczrvj+QQoaxkKI5DXhAtIlanFSjWhcvIaN8hnAJ/3hvgDwqpl7c9D+LgXdP3U9p/ddijonXfiCN0pCSJaIAiDFOEw89rxRLwv2fSxo6OPg3sVFIVWPyrxiutIMAgJQmURZl+4kErDGQhuSJABNEoSyyHOJelKibUm0hrUwvab8lDYsIi9KO3HeGrhqXMFd1zrEXLq8j+SwowCRQVmBLK+Q5RWKooYUGbVhogpXQniVQGsDrWN/eU4WQvEDxPHhGZnvY5QyTMT/CviQcmOIAXGkJi8wJaTHSADjsytZa31dyh2VQQgwquoEKwC0+JgJJqfiDu7j2rKUC0OpDHlWoVeUuYsD0mKPSuvyTQZvSJb4nAjBkoRTGYIfiR8IeP95uo1rhceePjNdizzLyewqSPq0IrCgIVPk506W4gAI/HhTuukvh0OwlY8kpssVkLriDMJCSIG8yJ05js04VPIdTvWQUiDLFSpL6emMq9coXMiwFRbG5wUgM5u1FlZTXkontNNGFSS6Syl8EtgsywChYEwOawWynNKcqayAEA7sNLF+zouJT4VI9xeSrAwCsEKCq1PFp5VAsETsDEki1ofvcVgwnYYhjNyYPvFlAFKmEGMSTpvn1t21LEUMnHNMuMZLbO7kl0JCSYUsy5FlheuX8e2GTUbOSt4MHB4SYIuUoKtiBsYYhZDCSVcS1kG93LTR4UTudQ+tLXKrUOXWg9ND8XwMlBy+99GDji+FdhnYeF9ssh4uQ1eaQVg+WVgEtBI9J2aFBntNxiXts6zwgGWHAM7JSJzkvAKiMwjl46K8iioy/TkQElAwNocQAkVBsQBZloFzB/Ji85MW6dG88YdpwQBSN7ShUzS2WgxPLJ8aDoA2BqvVyp+2LA34QrtFGYGLmXcsi/NYssoU349VMbZ0xH0Yir4cIxO3G7clpfJ1QKUEuq7lSY14wUDHH56SLEiMbMpE6nH9YdCRpCo6KLQxaFtSn6oamC1uBmYszKU2vGegrA7tBRI/dvRSVAZiesQctlGGtvPoijOIDtpYGL0lCUI30WckSbAbrhACWSYhYaGlRSYUhCG/CaMFrE5zRgohSX1BBhE5MJG7rwo6vyooLkAVUNnCMaEKWVYB1hv0YdwpR3iipMgy6WIX4gxAoNOXvQlJizY+/yNjHDFmAAgnLocN2bQtWfuVQjmZoCpnXvzu+zba1ByHwBYWfj1c9MHQyNmdGTQk64pTPXRgdrEIzHkeIbgIroYCV7KS2G5PnCRlwWU9aB78rQKZ+B1F1a2dakjP6JiMFLDQgNWwsNBaQWsax2aTuepaGustB5Kd4fl7Z1gsFpjNF5jNli53h4Jgv4horIzdzSUx9tuP1egqHqMdVrjbXkTSSbjWUsUwVrcAOnwyFw6udY/NZouu7bBZry/Vk6vNIAy5jFrjfqIJC5aHFOWVDl8QGXxGImMsoFOE2r0ARKqPx+XfLUD+/1kGKTOojIBJpUpImcPJt6G/3hQpSPxFOumpCYodsFIX5qHYHycAYebAeSi8lMM4CdJqT0TDWp67AV7UTxpLXzBWDIrnWieaR9sgMInQ98Si4ywXxlDeSK0pd6gQfAIbD7jaaBoTfDbqz1iWLlZRSGo06HuDtu3QbDW6rkfX91hvtFPBJMS6cwxMIstKLwlKQYbWoH7sxxtGN/Ijqx6Xvd4ixiD8egaPt0DfdTBGu5KILkw+263oNUZXm0Gw2D2oe5gi+EFXZfCKde6i4ApKAHTABbweTCIFlKJ2SP2gZLPGif1WckGZ8czG1CHWVUO5NOn7mKoLw5T0VP/SePwgZEWm73BiHK4YxddOp1PHrHZLye2aAcfHNVYlqP/EKLJM+edITW9hoab3CtINWzCklTAy874p0+kUTdPC2A5A63omPT7j++mHlBms9E5WLFWxKM0SkbG0OdpGoO/p9Xaj0HYUbbrZaiedARadV73yokoyYidWGkGu30mk7KhqcTEN1UUB4Rnthe2xZOJUsyzLElVUSonT0w02mzW22wbL5RJFUSLLLy4vAVxxBiFAbta6a9wppsEJYkjocif/iHwnhIBUnJwW5HnrFxVfE8RcOtXYDOjS53MNRWEBkQO2gNU5jFAQSkGpfOccsJasE9pyLoQQr8AJbOnEi/vCNR8JYOTKTaQC0MnYdR3KsvT4BwCvlvAG3pUMaPMOTXXD6wKTAKjuBcgMCCBmODFYSbRrAqR8s47Z5hPkOTm65UpB2BV63cBY9uloYaxwjCrud0GSBQAhMp8JHII8Q43R0Mb6wrx9r9G1BluWGroe23XvVIwebUNqm1QZ8ryCEApnqzW6/i7u37+Po6MjzGYz1HWN+XweYTO7wOUuA4YfQ/48piEDYIYq9oHQA2bidCl6zwCk4WXoutZlg2+dd/Ecy8VNcm9XIkl0ex5dbQbhTpbgM0AMggCmiJszmOnIuu+m2ZOE07OHg+9tafS+MV7cZU5PzDtKxsGA4chiEEJAKEUYBEISD37NTjuxSsHSAgC0bZec7tZa7+DEeRmGzGAfys5SzbDYyhDjGCL4+3z9Y3B1zCRITJyGlEJnglUmy3IolZGzktm1DCQuwpbnBb4//KzsFcqSFb9u29apFcQk2lZB9xq6N+h7C6WoY0Y5oNaNA5dG5MjWuAYFF+2Jf9L1M7ahP8Yk4D1reS+cnp76+1VVlYD0KiNMq+9fBgwCoFM+MAj+ueg7wW7uSQo30DY4UNkhW2G9NkXIrXVrFswcQm2LWHRh8FNKAYjUasAbmdUEvt59E6z2cBAVi+YcL1EUhb9+LDV92od4MY8xjRTPiJnVmDi9jzGMMYkwhhZWs3kXUJJ8I7SR0Ib8WaLyRqDTOkhULBSSREY+KyQptOicE5hx0kOve3SMO/Su2E9LUprRFl4iFwZCGyhlne9L8B5laaxpGuQuB0avKdiMokwVHTj+PBEOB8GAPjqT6A7zcbgPS6Z9T/FHUsbWtGDGlurRYoyuNINgJyI+dYUwTmyHA4UiPW50RGLAzOnK1nJldS9Gc3kzWG6TpQYqcEtNcNJUV3TXBpOa36wZ+U4ISMSFfAioC6nc4ipJzBDYnZyzOllrfQm5OIeEf16ETTzMMTH8PZZGnz+LM0DHOAiwm+/wPNphFtbCaueQJAAlCmTKoO8M+rYlxy64uH2EGhXWChjNKeYs+s54hslp4PuepARjDIwGjBHoe4GuVdBaoO/Z14GfgxiQ0QKt6ZxUodE0lISXVYwsy8hM7E7le/fuo+taL9FNp6EGR6h1MqJCiF3Mcp9qEjPimOlHV6Drtthutz40//ZjN7zEZYxBr1v/3c7VyH5ZqBhkazfYbDZO1CY1g0xeIRkqi4xjE+BR9oSzD6+BF4299m6t03VbGEMeiKfHG1RVhbysUJS0kHgxxRYH6ktwW479IPI899xea42mafy1eZ5jNpv5zxD1JTzL7mkdu0gPPx+OxT79eWhFGaa+j/GKi/Rtfx+OaKWrE1Wm73tSN9C5+4as1UYrjx802y5RI4iZGfejHYMgMNdoAlrZShH3a5cxGgjXZuvqaeR57u8lJUUN53meYD3MpAAk0bBFkUVS5cDxazD+1sJnF4/7F68TY6g4VNs06LsGdV37YtCxJEr9ovGN5+OyRYyuNIOwxkI7BgEAeU4WByWdiuAvHBcgUkYg0pfDk9a3ReoJuzFv+x6612gai7OzjvTUfIu82KIsK0wmE7+Q8pxLxhN6saNbO4oL7QIhMUvwfiRQLd74Q6YQv96Hro9JuMOTbEyfHmIS3Fd+Lw5zjr87lGyQmIEt4hqVWlto00ObnrIfCeWl95hBbDeNr4PSto07zZ0TlDbOYxKuOI5I1oEQPNm7z2+Mhu6B1sIxhwxtm6PvOug8gzHKqRcKljEJY2gtbBsn5ivHHArM5hPKgSEEVEZJcuIxHAcrw+uhGupVTd1HToDEjMicabzHMOfcGFrILkNXmkHoTkP3DU5PTwEAVZWjyCdQhXKmH+embFjFoCUmIhEvBSSj3wIECzP2gLC4jBHQGuh6g7PTxk0W0PcV2raDsVtoewIhqPxcURSYTqc4ODjwlobMpW23TopmcyRXTOJFQWpE7hL0ymTzDU/qfWDkmPgaNmy6yWP8Yey7w9OWxiNdeLGkEfclfp/aJCyBm1PKOZypAlqfYdtodF3rKn6xD4KF0cqbdbm8IksQlHODpAYTvO25d4NnGMcAvGepNujQYbMuIIWFkgJtOydrkhSw2oSI18xJEm2Pdtvh+bsvODXHoq5r3HrsCNMZZTWfTGtQMOGuVEZ5Nm0yp8OTv2karNdrjz0dHSxcrI1B02z8d+h7LC2Nu4pfRFeaQRDRJK9WK7SNhJIay+WSvPE4KYgPiY4ZA8B1Gfci0NgVuwkroInqux6r1dbpvQJt6zALSBgHcDKYuFqtcHx8jDzPUZYljg6WjlnkqEWF7XbrFzmrJmyujBka9zfLsiQAi2kfM4gpMAEag/NcuPfpxSzCxkDrzswMmNRFC5T9TBhw5c1AuEu0aUzmVYWmYanBoG05GAlD15hL0TDqk+9H1guyaDADF0JAQHn8YbXa4N69ezg7W+HsdBWl+JdomgYPjl+AyiSqqsJ8MUVVkXR58+ZNlGXpD4jzgMsHDx74okXz+dxJDDKxeg1B0Mlk4jGkl2JRudIMQmUZIAzapsN206DLLLJco64rZDY4EwVwESGtXLTpWEcLkzMcQEHiqSFgy1rlflNdhrYFtLEgb2fhrwfgxF3tTHcN2rZz7q4NypJQ5sVyjsmEysRVyqXHzzPvbck9sg65hwg5IqwT0316uqTfvMnTT8KJn5p/Cbvh0HSb/ubP3RMqF2shEOmzA/ndOumA345F+l3R2uVokBnyvMaNG4+h63ucnq6wWhHwKASNTds4ANJotK32zmT8WNYOJYeYXL/YPiKEfy/0Ih0vazoYo6B1g+1mBSkoI5UxIOtI0+L4eIUH9x+gaVp0nUvtH1mKjIs03poOxqywyhqc5CtsN52TMnPUdYGyJMesPMuIMfY9jNUuuA3IVAaV0WspKQCNgfAhgwBYXXVm/2huLuuoeaUZhFQKFgrbLTmEyE5Dyhbz+QylrZBnBYgTsHoBSBvZ9j1OxQAbjxqXZQvE+iu52xYwhlB2lRVOUulhvb++SKwYBIKwhx+5vW42K1RVibquIBQwmU5QROnch/cPPY10f88ckuWcXE3PmkoE7BAGOyj8Et3Tn/Z7GISU5MFoHAeIT9xgfgvMidoLqzIOf6cr2J2dGMRkssDJySmAB9hsNJqmc2NTYbsNlgP2Ir3coRjUCmtdPY1oTxHDiBiET0fXw+gWum+w3ZxBSUBJoO81Vqs11usNHry4xmq1IicyQVG8PAaUcp/SCvYdxcIYuwUAnJ1uUJYlqqrAwUGNyWSCyaTGdDpB4wBIYyg7OKf7Z2kDIC9is+O/ExgvMW+XMsCdkzR/lxmvK84gNtsNNuszPzBaG6xWLZ5//nksFkvMpnO38EMkprDGbwqlRJQ2nc2mHFiUslgpMsDZkE1nvIqhdQgUGqNYrOv7zvd1Ppni5s0bODw8xK3bN3YiJ4c0FAtjkV0IMbpB4iCzuB/xj4zaZrE+9pXYZ/2Ir2O/gATHiK4fi+ZkNWlIrIdrrXFwcABjNU5PT9F1hDM8fPjQO1LR/S7LHHYpMMDYhXp37Nn83LYtNg58lFKiaTqcnp5idbbGet2Cc5JoEwoWJ2J9BHMpZx4nb8cGZ2fAgwc9iqJAXVeYTic4PDzEfDbBbDb1aleMDwHwPsPnjkGENT0qXWkG0bQd1psGEDksMvSGnGaOTzSM7aD7FnVdOXXCMQnr0qFJAW3h9ER4918yjxoIKSAFfBi4gAvdNga6F9C9QNdZnJ1u0fUdtCZ1gr0imWJOXlUlZrMpDg6WuP3YDQ9gMnPYh2Tv0xmD+TGtI8ltBRVKDN4XCYMYgoxj2MFYv8b66TEJOawzkV6XMmUg3j38d1lOsVgAN2/ewdnZM+i6HplSrsSiE91HR+ZickKOB6MFv4mgfvH5L4SBhUavG2jdwpgC2nRYb06x2Z6h7Vpy92ZvXDNWK5PaI4Eq3tC9kwJpXrgI9tHRAeq6RukS/g6d1sJzCMjhrS7BEM7DOmK60gyibXs0bQtt4Ko40+91ryHQwGqJvgekIuYgpUSmpMsGJZ25yfrNJC39CAkon42IyFgylREgmVNkYKfRti6nhA2JZYNuG9yWyY9/isVigaOjQ9y4cRisELicTTqmdIIlfJwIArgaIjB3GZaXGqLNOgZwnkdDBpbiCqkVYx/YSb+RMDPrdq5SGcqiwnJxiDy7iy0ap88HBoHEVHp5sgj7KAxPAlO6ceQfZ/rUPXrdQesO2+2GHKVMDyFyf9CcJ78Lfm7GvSScm3yG6aTEwcEBFou5j/nIVJiboYds3Ot0jvc880sQta40g9hsN9hstlivN8FBxvTYbIDtpsPJ8QmKIkNeUJBTURSYTWovxtaTMoqQDFWdVGaDvu3s1eTL32K1WgNiRgE/kS5srACky0mZFJol56bXvOY1WCzmrvCsdGg7n7a7k3pZDs9ShJRO37TxfrGji8WrM7zYkKoeQ5UgpoDmpKoD//ZjKVVgmGI3SeqQaQwllZjBHh0dYT6f+QAkYg4vUa/AYGzdpmZmYWOMig8OGfKKtm3r/Q02mzW0ppT9hp+JBwnJC48BpL0WyFSGg4MDLJcLPPH4bUwmE4cZxWbmkJ90WPpg+DxjFrnzmPNFdKUZxL3nH+Du3T+O7OQKWhcwpkNrLNoOWG+pJDyFGXfYLBwCLwVmW4M8p8Sy5I5MEoVUBnkuUOQ5MkW+B2dnxIwoU5PBer3Bdtugnh/iiVe8AoDEc8+/iL7rIHOFslJYLg/wxBNPYLlcoqpKhLRs4RliX4RHpRgnMAYuLD0RfIAR/TTcP8QLcMIRBrUoA8zOHVk8gRACSsLHAbjWKA2fVLBGQxuXDDZiDvtMsvvMpEopzGYzPP7441BK4dlnn4W+ZKDRZSgZ/yhiV0rCqIoyR172yHMyUdZ1Dsow2ODwqEbTNmhbjWZjKJ+nkWAP0fRGFAEsAGRKIM8zlGWJO0/cwnKxQF1PUNUFjG4pF2rEZOIxGsOGwnOMMwWvTj6CazzTlWYQXUcmw9hhiHU5a+EBLOvt/QarVeM3at/2/kQPUXqAyuiULYucdF5jsNlsnQmrh7W9SzRLC7iqa2RZgb63aJoGWV6gqmvcuHEDy+UC0+nETWDIPZlwcPFoHH6fdMHWg/hju/O3HSy++H3+O4C38cIbpsMbUy3880XPuQ90HS7isc8ZBJ3P597l+YUX7++k3r8s7Zy28WcIKoVSAlkukecZstzQ6yIjYFtYWKshlfC5MSQyJ8UJWJ3tjI1x7vKU+6L2fhCHzh8myyThWzr1bYnHdCcx8DnjGd+bx/GlZOC+0gyCT7xdUTUuoRYsdcZYrNeNPwi3klO7IYqMFFAZTQwBRBlgLbrOOQY5jiOlRF4ULr19iclkirqaklNNlqOsKty4cQNlWUYMLNp0Hg8b7OBL0j7rwpjEMDZubGngAYotDrwY47gKrpsxBjzGenvoIP0acyXfp1qMLXLuy2w28+09PDlNPD1HnnDPk49Ja4I9MMC+MZx7I8/JUzHPDbI8WF1CP7kCmUKRVc55DdCdiq6h+7UdqXtVVeLGjRuYzWaYTieYTEvKXm4turalJETRM3nVV4SgO54BthQZTR6/hM+kiYG8+sSMBvBZ2y9DV5pBqLxAUdXemw4gVYLS3lu/FgwIYRZCwcAle4EArKAUEhqQGlg3/UCMsxCiC3o1KNt0nmlfHGcymWGxWGCxXKIoS0gh0XYdmm2Lhw/v+/gJDr0lKcWZH18CuHYexRjEvhMZiJiL/x1ec/3NOM0eve8sJueoQztbLwIp4z5chHMMyRhDeSJnM9y8dQt/9OxdnJycODxiXxv7GUfol7NsgQ4JHoayzFAUCnmuUFUZhNSQkjEXynHJ7dAmlJDKYjItoGQOKRjbCqf9ZrWGFAKTyRTLxQKZUmTq7A2EtZCWDJbK+e24pAOuABFoQ3cdczBanyzxWVBcUt9jvV57V30ASf4KzhkiJID+ctLElWYQHMC0Xq+jE3B3cwj+VwSU3FpKtArA6eFjYnMwc8Unp+7gJQiyUmR+8AGgEAJKhsAq6pfB2iUKtdairPJk4i6zWfaJl0m/4fIjjGSJisfNj4t0OSqitkfVoEE7F4qr0TjGTGF48u8Tl8f+JtyDQEt2Sx+TpPYN5ZAvpp8JKCkcmJ0TuJ0rVFWFXm9hwVXMaE3Ekg9Zi3oAlNyWpI3g8CalpIxZIHVJ9z20i7JUXQgNDw5Q1qk5kdNcxFRFNB5CENDZu8/jsPeu63ZyhkwmE79OL0NXmkEANEjaiVh+sVi7/wCJQKkYbCZdXfiv8wf0erDZhKsE5dBslhIY8KLTgT7rNUUjam3Q9ZTExBgDIUM1qRhAGgWSggQ8eD9CyaP3eDEl6ga3IYILNH9TgCWmYH2x7lRij+FYWw/tp5RsduLCCWPgnzFrxT4aUzmWyyVWqxVOT8+gdbM3vPycVsE4ixTkR0BAtUSRC19smAPkhBEuAMz4+p5xf8hAwSCkhFEanAVcCrKg5XnhvU+11p6JG6sj9S1qU3DfiEEYGD+eFlEaQAjovncRpBusV2tst1vHJMjikru8ml3XhaxjlxRfrzSDsNrA9BSkk2WAkrQoh5om5yYysK4yNP/w55S/0tr0E5Y0mEkIl3DVWI0iz1HVNeq6xHRao65KdLr3LUIIqExAqgxhmGt/z/v372O9XvsNw5ydsyjv+itEndoZCMcQDW9KyvAd4zNUp5SK30jHDECPBUNSLZQiSYo9B5m8yuXydu6THhJA0qbSWNxmzBCHIOZFm9xai8ODA2w2G2w2Gzz77HPIsjQt314SIJOys2oxY88dSJ1lElXJdUzpJN9sNq4UoHDlGW3SIK8Na6nkQi9bdD1tzLqsUZc1JAqUZYUiLzyOweOx2WzQdS5NgKJ1kCkFBUlz4sbGaAPTR0mJJ1MUeQ5rgQ8/8/s4OTnBer3G8ekJttst8jyn3CR5TpKWG29Wc6W63Na/2gzCWh/Q5A5MZGp3D/kFDsBXbI7aGFwd38F/H9Hp2nUaWUZpzY6Pj3F2dka28TwL13v1Zfy0PDw89KI3Z4li8RCAX7xVVTk85eKNM4Z++/dEWphn91n5FuPRoUIIyseJ/fklgEj1cGBujDVwnsvL+niMPSMALJYLWABFUcBa4PT0BG3bRoCoY4p+o9N4ZDmL/CJIfkqR89xI9qfhuFymbxQ45pLYtD226y2KosBitkBVVcl3+GBgZqG1c8W3NklAE9omhq+1xtnJqV8vzz9/D5vNhsLAtxu0rYGUDVarDVlMJjUyp2Y0TePU4ZdBVmsS3TIUuXDBP+k+CiKbBbtbO0g3asXu/HZLCqS28E7n9mgBWndS9z2ngDNejIfF3k3A79PiDslVOIyXi+MYY3wKMa6UPTR5jbVNKfnT+hkAdsyW8bOy+jDEKWIJwEbPPbw2ZkSeQQ2E2KHJ8zyp4SKrh1JZ5JJ8CONiH3js4JB7tkh4y0QuvVpBp6groSjD9WP3pYNlLN6F0a2Qpj6uM2Ldqa9NT4lmWAIw1rn7u8rrkC45OqW6s8YChsac1BDCFjbrjccWtpuNwxw0VquVC+zqXJ0YqierYdE2Dako2gCFRbttUGQ5pFDDhxmlq80gMoW6KjCpM7Rt7yInPY4UbWpiDrSnNAKDiCMmh7Nv4fNUIgIIhfN8lBbkEGOdqVR4UZ98ANLWhgxDKeVFbvbM44XFyVE5z2Cusp2sUkMgkW3spALsqgdjHniwiBZ2Ku7H5k3jJIf4urj9mGl4a5ID/YaUSDV76EKzKIKH6u3bt70OT0FdnXtmN86Z9I5wZL4eljiMGT/AAGS6HuRO9ffBQ0X9DNcZa2DRw9gO69UKwtJBZrrgD8N1N6SrI2p7E9aRtS72p8Pq7AwvvPACVqsVtluqVJ/nBHRv12ufGyQTElZQFiklBXTbYdNrdHkLTCbY5CvkUkG9HBjEer3CZrP1G4YXXt9rxM5H6b6IxevgSZhcIXYXSewbkOcSk0mNyWSKyWTiqmPHA36+GA5gp3iqxwocmj2bzTCfzyGlxOr0jE4In7FYuloHpWcuAJvhgqswW0dIvVLRs0ebTqRWgjFLydCiMbbBh++RdLSfEcQSR4LQC7HzE56N2uq2W591erGgcoeLxQLPPvssjo+P0XWNdziqJ5XzYqVEwUIEZs1AoA/USxjFx5aee/45ZPI+MSoEVZStDCTR0HtFnqMsChwfH+Pk5Bjr9cpHfTIz7PseZ2drn+SY2wMosxqvbY66NYbqtZZlie1265MtX0RXmkEoJxpOZxOyAxuNvuPgqbBZhgsXcCenZTUiQvdZ7IiAOCFdjIakE0k57iwFuW2vzs7Ixj2duevTiE6+72V0b74uPpUzl8g2zi5trfXZlphx0UKx7plSj8e9t3bSVqJOXNDXy6oHZoQ5jDGFoXoy1l7yPRuATz458zzHrVu3IIRA02zR9xSzUZRZuoHEoP9A8BuxgI3zQeBiAHUoxcW4ksPGaa5sR/4SUkIhVOoaWsCMNa76Ocf/bNF2nV/XrO6RkEi+PUPVLf7JKLOM7/9kMqGqa2W18yxjdLUZhEOei5I2EKUok1C9cieI2V2IcH7uTrxmEVNESWU870AqOdD9FCQMMSdnH2UGUdW1AyhZMjn/NBpuwvFT2JC5TeQe5PPVyR24CcRVySm4hyWLsSAp3370L1OcfDbOZr2v73w67ZDHLcaf9SKKN138nokkkzgEOs9zTCYTZxlYo205N6P2wCrE0L7F42DDeojeZQYxxF2GfYoZMfer6zqY3gSflL71BW4klDN/Kp/xnMex73vyrNTGg6bDZw3jTRJQXMCH+8dtkmMURQMKIZwH5/TlUXqvnkzQtg2aduNdmkN6+VC0Nf6x0MmA88CyTwIlUg0+CTGD8BPgYiqM0T4deuHyR/JJNLYdLoX+Y0yk53/SPsWJWhivoIjHLSaTCeq69vkmlMyo55GjEj/N0DsyRs0vI0nEeMqYtDa05PBmYIbHfRpTbfh5GYBs2xbbtvMnL5vthKAEwUoprNdnWK1OsVqtsNmsPAA8lKS8ZWtAQb1Ms3Xvmz/GXvhZWBU0Lu4NAIQ2EM7VHoY8caWU3moVA89N02K7blxgWBYxf/iM1us1mVWlBKo63+kPr+nVaoXJbIapy395dHREqfFfDn4QmVKo6gqNOy3oDOhR1aU/aTOrPLMgBNl4f3chTdBDReYkCUo0CggoQUizksHNmE4E7b+nzRZn6x4qB4x5HGwONJzjwcbwF78IUZ2s0pCY6z4PIg434b/HDQkhIW3YhNPpNHJG6r1tncvF5XnlnbfSmIpIXEr4RPyecLK4k46QgrfJt2JmAIXd/cRqnQIXM47zWQyJxXXOXk0lB1XCHGJ8oqoqB0SCdO0IwxByTKI5f6MMJSgBgreYuZC4b9BtBjU5eoc1OsFFah4zAVgJI9IM4tYG3wwlJabTCsZw1XGA/SxY4s3zGHdQfoqojwJZXmI6meKJV7wK09kMRVkiUwpFWSHPi0sn2rnSDIJP0TzP3WCT0sf5FsKQBXt40GWNZxBCuDgL8ICHABmBtHBMnBxVCEG1G9oebRvHBVjAhPshvBvu4X/cEo2khMAnApCY7DQbADbuV4ifsLA2LB7GLPquh5HWg1qx5MT3TTdNfD/mVLwlqBMCqaSTtnEesQrGQHFQ7+Jx5pM7riamFBdGVh7gYwahtXZrQcMYBibT57DDPoqAZ/OWD5fvPhtbyn0LFi4OglMQ0vqIDEmRBMjSWrBSADEAS9KvklykmSU4VquMmzMZQvt5HUVkAUwmU9y8dQuLxQJVXUNltCbyPKdkz+dZZSK60gwCAPKMQoGPj4+hdQ+VhQGPk8DEIhwAYiaCJ0CEA9uG/eDP2Gih+DbchBut0WuNru0SBiEGDClenFJSAtd98fk7wJ+7H60D9z3L93EnpN/E4STltshu3vlydLFKVTvcJMYdmEGwurTbQbh77p5DsRdJWLg2jG80rjFDEpLS+fFGj/1BmKmx1ND22ove3A7PL+MRxhQ7pt2hihC+FwVExUw++c3MYxc3MsZQfIU20JRHNnxVDL+xO2I8ViR8Gs+eeZ74uWInuvBtN85OVOF73bhxA5/1WZ9FjlYgoD0vCt+ublMr2j660gxi22wghMVqdeqYgIQF1+nkQ1r517T2w4aNWEAC2MkBwGhhEFeUDrYCQ6e1Nui7Fmenx6gnNTKVA8qF2jqOY9wPSyhSqmSznkvW8I5zb0QbSri+c7CZELEAQ8+T5ZjOg2MW+YwYdLrH+sF9d2JlKIvSBZ7lyLMc2vSIOQQXD7IAdOQQ5EE6t4d4ZKX/3uBxot+WtRcIqCwHtEanDdbbLWC5wnYF5RiCFcKZldMK6qynE3JPIdif/umfjt//gw/j3r0XEowkNqfKaFMlB7Hl854ZHvcSgCsWDEMZpvq2BzoL0cGpfZE2GD38EAClVxZSWj9mAgxE0pWsVnHfs4ycxFSeo20aNF0HIwR6rZEXBQ6ODvGKV7wCRzduAAVVc+uNoTtmFD9E7b8MSu9JJWGcvVsIlxNyIDoR9gB/aqdJSWNAMCzbWO8MEkDkthupA+B7G4PNZg0hgLKwEAWf9MJfl4qUaX3LuC+7EkSsrlDWK37f9zO5PqbgNER6cziVkghCC3Rdj67rIWWHTHWucI+N7u8WWvRe3P/dfozujvCd+D0h0EU1NgGBLM98sNHQIhOj9tweg6oEYBLDqF1i4O1265NkJeMrGFPZ7WYActPPvNTQarQNeUjaKDlR1HT0feH7PWzfMweva+4vMMQSYaepFEDbaeR1julshulshjuP38HNW7dQ17WXLqSS/jWvdB+LcwFdaQaRqxzbnkSlIBXERFmkuHozgB2gagd1t+S9Zh3XdR8kTQsT1ZZ0DMJYqhEq/SbMGI6DtUHtsYwduIXia0uAF8hIn4RNmEjQz4O5a8x6sI9iiUWpzJW30+jb3tnaBaTooFQGgLwohaBXYRDg3k8X/GD4z6Gg71sbLXz3w+HJjDHtpJAfkLXWVzFj5pdlGaqasje1bQurd7/rgWLuyDnkgXAviVGGMd0bqGj5eQkibk5cjM+MAb7xgRGrGr2hIEVjBabLAoeHhzg8OsSdxx/HckGxKrF1SDjA3TimtK9Mw5CuNIOwllLNQwDacCFG+qFEsBbW9Oi1BbRw/gTWRzPy+eDt5e4kFXZkwZjgom3B3N/p/30P00mYdoNOWuQS0JI2frCKAL4WlRCwgvRVLQTQ8wbn6wenI1jFoGfia3ZWIPYzh9SMmiaDybICSgFlwbZ4g67TuPv8PbTNFrAW8/kceSnpVM8zkg7OXe+XAyuNqzexWp/5vAXsQRr7CCTfOocpcRk+gMyo8/kcfd9RCHSnYcwwA1nUVaeejZE3/bpizW3bYrvuY386Ui/co/uwn5dAlHU9eMfG+Bn7c+RKYTYrMZ3N8LrPfQPm8zmKqoTMczQNWzxSMy6HKdpEATyfrjSD4JPCKweWkF4SNSWECqInQEV3Mwl/YvMg7WUQMUUYBH+HGhX+Hm3boq5r/znpxAT6UeZrWo0+ylCIpH/cpzj3oBCCvPtsvDHOP+niPsaqkv+dnHTMLCRVqrbkoXlycobnn38eXUOVnfI8h1AWeUE68PxwhqLIXcq9XUyA2x+qavFCZ+uEMda3wxID9Wm/63d8uu6TnowxKIsCs9mMRG7boeuD45yvycHi9mBYY5WGwVLTaXQtlfzj/DEJhhHjD/FcXDhb0ViJXel2cCEOj45wcHCAg8MDLJdLJ2UpmMEYW6QMlUHol4UEwSG6fqEg6PgcuMW+D4RTANrGiqGINovxUsE4g5Ckq8Zin9M5yZxosN1sULm0c8KSvJBl5MkmBCJzmlsAoRfuHk5vj3AFxg08/hFrtV7k9h8nhrp9DMJ6ZymnJrgjT4B8B85WK5ycnuLk9BSdS+dHjEojz4lB9Lanwj9lgbqukWcZpHc2A9XbsBwBmXo+cj/4tVISUhU+cGkI2g4ZRGy9iM2h0Tc8c8qy3CeIbbvNTs5GSorjR+xcuYedoPreuGLCPM5hzIdWx8uw9J3nc16WpO45aVVYPzZKKRweHuLo6AiLJSW9pfmBZ8L71DCSUi8v2lxpBgE5zgkpYw+JmcYYSLg0XQLQvAljskAQwMYZhGDZMTLjxXPQdx2OHzxEs9miLCtUZe3rHVR1CQlAysx70EEqz+GhpJ88uPqeRsDjFOxU5W/sRc5QiDZ+lH2LwzKW4jcuFR22sNDGYrNd48UXX8R6tcV6vcWm1ehdmUFus2l7rDcrnJytUZalqytZuZqSEyyXpB5QVbI4JoTuv9ls/CKez+fh2aJK637MRRqFOlzY1loPsg5/eGtmmUIlKty8eRPbZgWt+0Rio1Bql+peUCp/P44DZkbu7T2ZMi8nxD0SeZXPMeGzs7PgAWwVlssl5vM5Dg8PcePWLaoO7zx4udPDtT2UtuLgrcvQ1WYQjsjbjI7zYV1NwTZiALCOeezwc/am5CSkIwzC6adp2wBAORx0r9E1He7fP3H5BiTqusZkWqOqShRFgelkgemUojSrySwBj9hhixmEhsuDZS3Y8iKECLUA91LYjEPpgQeB80VYa3G2oqKzq9Ua9x9SViLdO3u+tbCc68IRL6zeierb7RYnJyeoqsolIlGYTCZYzGdYzGcuL2fvRXQhhFcnvC8D2Q6TfoqEOY6ferHkMFQ5vKTirDbL5RIPHk49BuHXDIKruUUwL7pS7p4xsG+G1kkcX1gHj8gwhr4bsfqVZzQ+xhhUFTHgJ554AkdHR6jrmiS2MjiCeQkPLmHaBfd8FLrSDMI/sGUHE5c8Tkqfy49Oeu3VDGmHqUwAQEBaLjqTYg18n1g0i60ijNVZ4xx8Oj6NgL7TaLYN8pxKq51WK9LfZ3McHFFK/LwovBmPGIRb2K55yaoIa0ZORQpqhR0sThtMee5EiTcO9TFkr7r/8BRnZ2fYbLY4ceHDxA+4LGDUuD/prRd9eTPSAieno7ZtofsOfddSYFAWTKpJdmVmAgjq1JBIvN5fX2N8wcsI5KN38izHdDJF3/VomxZ91ztpK9w7wTMcXyZmST+mH5EcwjKIZiB85JWXCP+UMtQNgZQe0GQGoWGxbVssjw4xn80xn89w69ZtTCa1UzMyQLp1LNhJjpncuLQVGG7U6UvQlWYQUkooqbzzCmAhlBPUpXQVtSQVM5F0gsmIxcbl6AXU3lNAsPUBaeCWAKC7nibYWsC46XHYRNv1aLe9DxUHHrg0ciUee/xxLJdLTGcz1BOq3iyFBIOUrD5JpWDYu9FGS8/a5GRPyK0XxmXizNpd16HZ9jg7o6Sv9+4fu0CvHl1vnZdeKoF5FcGZO4P3T2CalGEankG0zRbbDTGc+XyGqiqjtP9pPEhiSYgfw4aCL+cxh10GQmHQ3AZfM5stXAamNYTonAqRxJx6tYLnsGu1c5920kW8RiKn2lHYavjaXWOUU5uEoESgCHlAALLMbfoWn/naz8Sd24/hwOEM3rPUaC9dWgA6cDnf1lBaSMfm8pLElWYQi8UCVVXg5OS+q5GgIaDdJg41VKmmg9PbTXzqxex//+kFEMrPImGcjrxrovqcxmWtchs0hkf4sG/bHm3XY9v+AemQRYGsoKKt08kU8/nS65ZZkTtnqwgaHyE++XYdrcKzspXl7GyFD//eM2RL7zXa3kUiOhyGwVzEJ5HDLkjpSfNM0PgqZ7Ghe+Z5jhtHh7hxdOgkiChDtOtj3/c+UYoQDgsZHM+x6B1v9DFKmUUEOouAt8zncxijcXp66p6f8Qi+d5CydK+hnePWmLoea67BepGOy0UkhEjWEjOIJ171Cvw//89nktlXKigpR6Nld9oDPFA8tO68VLrSDEJJCmOmmpoZTZKlE5/KmJkETWQRnsU5wzU0RCT/RWI7YxEMLApn9ei7Hka7UPK+R99rcJk/Jj4g+LBlJi9dejrb92iMRde0yMsWMBrb9Qrb9RoHhwcouwmKsoIpSxR15QOzBFd3EoLcbN3q5exR1lovcjJz2G63PhX6ZrPxm9T42pkUhKQN5+AUdHzyCHhpxA9QQrzASToqcOvWLcxnU0wnFG7OYxEv2MQUZ500Zwcgq2PgxrjAsAj09NMqRhGjCJwjf4jJZIJts3bOXwJN03k8Qro5F6Sr0lxq434GjzzQuMIf0qsqnMeh6cjaMZnmWCyWqKoaZVmink2QZTlUppBnue9rJkmqmk6nqCa1kygpQQ6V+4OLO/QeNbCgahy86KiqXBgD+h3U5K5r3Zi+DFythdc13cmpLYSLeCO3uTTHghBwKcwHuqSNNre1aalM6xamBAAGrTTatnP5D2VivnMd27GN82shSN3Q2pKDFdxppzWazRbb9QYCBtWkRVESIDUVcBtNQOXUSJwEJzyGM/UKOJE45CfgfAVCCEymE0gpsdlugY5TqTuJKRkP6zfg0PGH78sRtUVBZsrZbILbt2+7uqZxhGmaf2PntGUpjjlpPEesglgkLguMP8UYQjwHYcypsnuvO+Q5paAnBunGj93zo7QARjvz+D6w3573p4tWhYABJRI6vHET8/kck8kEs8Xc16qII2uzgZOciOcZrAwJ93/AwagaV3CjtpE0M2zPJpFkF9OVZhBSKWSWgp5OT0/Rtw0kXKSfoBMhXpAUIqsBDwhFVbaYoSYMIoCTPmy679F1Gl3HHnth44wJvxF+5Il9NFgFoQQjPYzZwFrg+PgYZVUjL+nEuf34HV967mA6J73TOQGxmdfnShASQkmsXSJTyp9A1aj41G4bqvK1Wq3w/D2qz0ExGNarSqQupbEPweKQMojbt2/jxo0bLk8nRYdKhAfnRcnthdD0tK34XueJx/sAyzES7hRerVbIMomDgwNkWYazszOcnFANCU7lBqMB42qbGItLHrIJ9b1B22rMZjnqmuJIXvGKV+CxO09gOp1SYqM82xkD9naJx4B/Dy0151F8aIQkOWmSHvr84yBBvPOd78SP//iP47d/+7dR1zX+3J/7c/gn/+Sf4E/9qT/lr/myL/syvPe9702+97f/9t/GD//wD/u/n3nmGbz97W/HL/7iL2I2m+Ftb3sb3vnOdyZhrJchKSWslLBaQ3cdurYHjEavtAMoASk5aUkU2is4B4ELOzLwm53zCHrkjMVZd7oZa111LJaH4SWGiyyQfk1bbwwAQIZNqQArCXU3XYfOWpiuQ79VeLbrcK8ggO+1f+p1mC8W5BnIC8bp6cYYbLZbnK3O/InOwGBs8qzrwie9PTi6ifV6jc1mi7OzDU5OTkjv1gZd38Pq3semcNkAKSXmixmWyyUWiwVu3rzp3KQjrMGSVYnF3YswhDBGF28CpvM3ThCv6VoBran65aSe4onHXwmlnsP9ey/i+HQDgHxllGWVhtXM+H6DNArRhLP1oLdAZyyszDCdzTA/WODxV74Ks+UCWZ6TdJYrWCHIzT7qbQKas1pmAOtTz8EJWak6G4/HuRiFEMiy3OEsHwc/iPe+97146qmn8IVf+IXo+x7f+Z3fiTe/+c34wAc+gOl06q/7W3/rb+H7v//7/d+TycS/1lrjK77iK3Dnzh382q/9Gp599ll8/dd/PfI8xw/8wA88SneIrPX1I4wxsD385FIUp064cWAQQcSlAWMnIkBwCUYgWWDhljbgGvGPvzbtYrwnYpUjfo/fpgPP4QM9AGuwXq2A9YbG8u5dtG2L5cESNWeRciJonIcy9kqUDuTypwlCnINU5Npc1xNUVeMDm9q2xWq1QtdsofsexgjIXPqKTQeHCy/VTKcTP74MVHqVIGLOl6VHYRJ7Wth5hxiodj8W0+kUi/kCfdthc0ZZo60hPIIjgoOayP4x8CpN0tfovsIlNs5ykh7KskJZVcjyAipzjHqYyAaI5K3wCKx1hZ7Y6LVIL8Y4891VMYI16zL0SAziZ37mZ5K/f/RHfxS3b9/G+9//fnzpl36pf38ymeDOnTujbfzX//pf8YEPfAA/93M/h8ceewx/5s/8GfzDf/gP8e3f/u343u/9XhTF5ZJpMhlL+RhZNHb+LVE8PQ09c+SRuYG1gGYwygIwF29yZgjST2BYOWNbwTMGblcMplgM7sHPZwz6poF2fha///u/j5PTU9xa38ITr3olqRbGQBvjxXypJKqqiqwrqRMSA3cqy2AhnfPNBMulJJfx7QZnZyu8+OI9nJ2com22sNaiqCmu4ejGEZbL+Y5rdOxvIWB9ONCYuW3ciSt8HnKLXl6d8M9HDfv2hYBzXSbcqG1bFAVFQOZZhs3ZCvfv33fZ0GPgY1fUT4RL3/8weUoJX/S38P4twgPjQgjydBk+kt1dl25Ekr7EKkNoJPUmjiWruP8A0PeB+V+GPioM4vj4GABwdHSUvP9v/+2/xb/5N/8Gd+7cwVd+5Vfiu7/7u70U8fTTT+MNb3gDHnvsMX/9W97yFrz97W/Hb/3Wb+HzP//zd+7DuRWZTk5O/GspJYq8Qteu0DYkrvdApCsjZQ4I78ckLaCHdm4bSQbxBnb6BNk1QvJXJGfJgM5hHsAI90/ETwMpLLTVeHD/RWw3G5ydHKPve8wXc5RVDZkV2G5aX4owjugbtu9fe/DVn0HIMoWynGGxmOLoaIm+a8jpqe/Rmz7gN6KHsUCvNSB60qATBkc+HQAGzOlykgGb/V6aJJF+x7pDhK0W3OZkMkFdVZDuVD09Pka/2fj7xxXPAUSmRoIr+o5qwtIPSWTT6RQ3btwgs/VshnpKaeZlVG9ViGEPXwrtShLcfpzMmPustcZ6vca9e887RvVxDtYyxuBbvuVb8CVf8iX4nM/5HP/+3/gbfwOvec1r8MQTT+A3fuM38O3f/u344Ac/iB//8R8HANy9ezdhDgD833fv3h291zvf+U583/d93877jGKz+CwlkDm3Aa6EB0RSA8MGNvwAfBI4KQKBoYwxkwBI8iwH1h+rJX7aYulw0MaulJKqMT6lmwwntICA1pQ1+eHDh2Q2qydR3UfrAcW9PgNQ/hU76tBXU9WrLAvkSsCYnDwwbVSXwWX0ttb6DNOxt2QYn/REexTa59BzmfaChBKnH4QfGwA+EriqKhwcHABa46FLdCsGEoS1FPdhwJXk4SJEKXtZ7qJGGZNZLBYo64r8WbLMx9UkQNQjjAP3IX3mi9UMIQTW6zWapkHbtj7z92X57ktmEE899RR+8zd/E7/yK7+SvP9N3/RN/vUb3vAGPP744/jyL/9yfOhDH8JnfMZnvKR7fcd3fAe+7du+zf99cnKCV73qVQCcRmDYt4G4+Zh65YfNRgzE+reoyrVL+RCrITubGACcLpfq2RHFquLYROyZnPSkhc++LYWMmB0h013XEUbgHpZ9962TaKSQvh7nsG1O0AsREteQnwE/NBzvkBDIoCxJFsoGB5xts05UGGOMB5lp4zmQb+z+e3Tl4et9zOFRGI1hD1snBu4wT0G4ymKxQNe0OH7xRX/w+MmNxHoFB3ALYDqtSEKVAlU1weHREZaLBQ4PDzGZTpHlGaQixml8akDsFyMvoP3YTHqwsP8L/2w2G2y3pCbOZhNkWYau/zj6QbzjHe/Ae97zHvzyL/8yXvnKV5577Rvf+EYAwO/+7u/iMz7jM3Dnzh389//+35NrnnvuOQDYi1tw1OCQOIdBnhfknGIFIBSkOifcjqvyMY7mGIawJBALuM/TEp4RduDu4z60EDBmn/64n/g+DESFE48+j9Hyru9p80oqwmqRZhfabhtM+p7qHThTrLBy72L0Id4A0nyXIa0ed1LKgOtIIb2z0qJc+AXLjIoXoZQSZV6iyApfr4QX7UXM4WNBcRI5rpFCnp5s0TKo64n3ERFCYTZboNm2EJIKeHJcDwCKl3AMoixzCMd8rRV45atehVu3b+PGrdueecXJbpLBRIxhvNRnHn4v/dsYQ1W+12us12uf+XsyId+XsnRl/mR/qbs9EoOw1uKbv/mb8RM/8RP4pV/6Jbz2ta+98Dv/+3//bwDA448/DgB48skn8Y/+0T/C888/j9u3bwMAfvZnfxaLxQKvf/3rH6U7AGhxZRk9tDV8mgUU2qsLA5VtqDZ4rGGM9m00RrZFAMNG+3he/3GxsGmtdSAlWWE5JLl1YqPWfVItnJ6J9ZxdcVwgLPie1Rjmlu51UJFo8Njj2/UoGT+uEcou3az7bvutLzfPC3Wf2vDRMomhehb08VAHk5kXA+FZliFTCnY6pbobfU/MQcRuSOk98iwn/5s8w6d/xmfg5s2bmM3nUHkRLGkjh9NHxxTiPgQpIViNqF2qKrbBgwcPqK/O4hSbupVy8/7xkCCeeuopvPvd78ZP/uRPYj6fe8xguVyirmt86EMfwrvf/W78pb/0l3Djxg38xm/8Br71W78VX/qlX4rP/dzPBQC8+c1vxutf/3p83dd9HX7wB38Qd+/exXd913fhqaeeGpUSziMhBIQUKMsKWZb7dGDGkHUhZgwx3pC2Mf7+RRQzhMgwEV2QvkzuM/qFSOWJVR8E3IRdL6jfAgYWQoYCsG3beoyA2x7djNwfgSi93mD9Rn3wIr93fOLP6UsZp2Y3FkZR5iyrDYwmnxGKZyATIzOIOAt1isgP+joqVu+AN+l70Z8UQxNfKlNmJ6T3rqzqCSazmYtG7dH3VLSmLHO/2aYz8mfI8xw3b9/GbDYj9Q6BqVDAV1BDk9+D/u2leP3sXMsekcwYOvQ9V4+jTORKZSiK3DFnTqx0vvo2Ro/EIH7oh34IAPBlX/Zlyfs/8iM/gm/4hm9AURT4uZ/7OfyLf/EvsFqt8KpXvQpvfetb8V3f9V3+WqUU3vOe9+Dtb387nnzySUynU7ztbW9L/CYehZTKsFwe4MGDh+jaDm3fE2OQwSee1QitjVcjYiLpPejK+02ctATYMhL2SRoUFIRJ+oOvjQ/pnTmPmIO1zl9rAGh5IUiAcm4qhbKuUTsPvbZtCdiUFlYYv/HGg50cvhG1nPIHxwyECEzCOpfsuM/uVM6kgMiCj0ns5r3ZbLBtti7JawelFIqiwHK5dOKuQqYCLjDsa8IkEg47nB/uVxrZue+6vmfdSeHo5i2ovMC62eLevXs4fniMsy3hO9V8jtnBAW7duoXbjz2Gsqq8e7kVAk1P+qhlfVEoMmX6BQJvIg34xkCqSyS8weN4xhyeW2sL5VIqnp1RyD4AzGYz3Lx5I2mvd4mdSdrO9macGqNHVjHOo1e96lU7XpRj9JrXvAY/9VM/9Si3HiU2hb3yla9E13W4VxR44bnnKB14a/1uZJ8IIYBcEnAfg/fk5rrr+ju0J4cFyynnHHgxIAYK3R9egtjr1+/vC99fbSmLdJYRo5OKANhtHxY/65qr9Qrr9Tro+JH0MOx7On7Y607MfgjxhqfTOOR/GLYdh5XH41eWJfI89zkoOPnKCy+84CNB62rq/So4XwSTT4jykkyel6eiyHFwcABjDPIsQ12RRHt4eIjFYkGxFNNpkoPzsuSlwUcEWXfacWPA6gS5AGwoaa0bv2G2qKGplsf/MnSlYzGoTqREWVU4ODwEnIlitV7DagbXjK8oRScLpcEnFYRYA//2NnLLIdCOd3v9gDeDO0mN9XUak5MVAoZTqAEBjByoHTsqBoIqwS4ZhtBBd2+grEsnEpeQRUleerwoWCcdtHveghzNXep4jM/3CfKXEAhi6thmjd+P/Q1YpWD3bq0pXoYAQgElQ7Lctm0dmFaO56eMAMjhCfwoMQv+uvDIyPIci+UBLASKosRkQt7Bi+UC0+kUs8UCVVVDRn0KzmHxgXL+fceYRNp3DKSg4P3ITJYZMyX6VR4MHjqXjZk9Y1PvRXS1GYQT+bM8x9IF4WRZTo5UJmz0zWbjS7lpHYlbMsTiCyF8LkurCQmGNVE1LCcJcIowYykrEELNpbAkRxTIAXMYW74WgBVkQGG9FYIiAgE61Sezma/1kJc1ZvM5hYU7PMIPy9hojUkRg6JeYWPZ8OPxlnTRxZtwWASIr4sXPksLsSmOyWiSiOKgOM6XMcxLueOUJfb367wx8BvJvUUMYgmpFOrJBNvtFgAVRq7rGtPpFEVU0pAPHessJUEV2L3XGI35c/j33PtxBu7tlkDfzWaDqqqcB2yFLFMeIObaIGNMKDbxXljNzdGVZhAMFHIC1LqusZjPcf/+fWRSIlP0eJQxidxsHz68D3Z6OTo4xGQygVLKf953Hbqmxb1797DebNB0bYJMEzNx/gDCegkEgLdNBnQZYwhTQkJEC8Tp1wSikdSQ5zk6a6AyhcVigSde9WmYubDhvKxDMdakzfNVC75mOJZMY6HkY9elaHpob8gs+PcwaCxJK6/JYYnbXK1WOD099dGorPNPp1MnzXzsifJZVCBzZum9f9ltehgGsG+MHpV2GIVNpQzGctg6sVwuMZvNknUWW1Bi1/chcRGi8/N3B7rSDIJOV2DbtD4nZKcNZJYDQsK4E8wICZkVqN1JC9BiLScVMucvn+U58r6D1gZd2WHTdZguF7DW4OzsDA8ePMS2adG1VEtRKQoftw6FFECUq8CyxRupn3wEhgAI/gdRwlUD9NplWBKAKoHHH3sC88UCi/kC86MbKIoKeZFDSK6zSG0njAnpBuXTfIxhxNftYw7Dv+PU82O/x6dr/wkvlTt/XZbtelKFFGsuG1a3btE0GxRl4WtoxPkUgFBoJr7PRSf5UOxm9SYu5cceovH4jOn6+xjGsA9xO2OZu2P/EpaqlsulL2CcYiDG/72vLf7b40Mvh6zWVONAupyB7scCKsvB8fXWGAipICRxz8l0BiHgJlxAqOBxmIkcUtH109kMWeZccpVC1/cQcgtrO4djkPTiT1Fw5axAdqhLiDi7j7sm/gwCQgG5VFCCUuPP5jVu3rqFgwOXvq2eQjnvPIsQpUlNCC+FXFaKGC7o83XjFLSNrx/bjJcF4wKDMp6xZpkCQBIH6d7EvHvdQ2nl8QveYIxxDBnhEAvZR2MSUJx/NJaKxpjoPgY8hpPsYzDcnjEGuuuxXq99m1JSUN1utTHCP+LcD/vGd6iyXIauNIPo2i4y/QnP7bMsI2DQ2h0EfLFc+PRtbbv12YMCtid8YRLrMgzVdY2bN2+6ilMn2Gw2ODs7oxTxXe+xC2E5Yi8ICaSnwiWrGSdrrUPuyXY9n89R1DXKusZyucTRjZuoqhoQAtrFUbgt5Z/bF6wR8AzvvJoSMfOIVQXuT2yJ2LfBhirEsP3z3ht+J65izX/HQByL99wGe272fe99KlhdHOtnfHpKufu5L8BjQgVSPnTOU8cueuax98fA23gM2qbBZk25OQ4PDzGbzbwEM9L66L3G8CG+RzwWF9GVZhBN30EoAeUTyiooRaIhLJ1FUmWQLkkGYKmgSwRM8skEGA86CgioaHNpY2C0RlFPMHdBPaenpzg9PcXJ8TEa51jDad44QMgYA+EYRJZlEBIuV6aGNhpVWaGqKiwOyNGsLEvUkxLz+RxZXkCqDCpTUFkBzRKRYwD8R7zYg4oxLrYyDU10+zbuRfo1Mw/GCc6TVoYUn7jCYS37kq3GJx+Qmk2DhNHj3r17/oDg4r+ptDNuYXBDRmuGxEK/XqxhSxaQ5Hzy0trFNGS+MfOL36PMXh2kw0Du3LnjmYIxZmfeXOuX6gN/jxmoMZf73pVmELxwuq51p2iGohD+VOHCIvHZvd1uIGVwGMmyHFIaGJdqzLrVYKz1HoKm6yBjXVf2mE6n3uGHU7vxRMe6M0snxMVT8W4ymaCqa8wXzoadZygKAsqkykg1SjZdqjZQgtJU7I8liPj94bgNmcKYqnCRaM5mtcsyh4twjVia2dffuF8xWh/7bQDwiD5fS+sh5GWQ0oVfe6ONz/gYdTB9zVYKIQKr2LfNxtS3sWejFIad7y9LFHmWDzxNzwOWBViaPE9lPG9N7KMrySB4EPqeNuDq9JQYRJahLCoYa5BnoQhsEC0ljo9PIKVAUeSYlJzTUfgEpsZaXwehLEj0byK7s7UWtu8hhERVT1DVE9+n+EQNKdNJghCC8wlQ34s8Rz2ZoKxKZL6IDPkbdL0mTymhPeOjwDQBKOuwDAERVaPyoKEUwbdhZHHxbxkxET5N4mewg0S8++zmsU4e05juPfzemEWEcKTU0SpTWdL/ruuTRc6Mvq4lWaP6HrrrfGJhjjRVroCPlBJVWe8wiLjfcf/2MixBYzzEIvYRr42Y8W6bBicnx+i7nsyWkwmUIF8IyhMamG88TwCva27rchameAzHnm1Iwl50xacg/eEf/qEP976ma7qml04f+chHzo3IvpIMwhiDD37wg3j961+Pj3zkI1gsFp/sLn3KEOfKuB6XXboem0DWWpyenuKJJ54416vySqoYUkq84hWvAEDVtV7ukz1G1+Oyn67Hhmi5XF54zeUcsq/pmq7pZUnXDOKaruma9tKVZRBlWeJ7vud7HjnJzJ90uh6X/XQ9No9OVxKkvKZruqZPDF1ZCeKarumaPv50zSCu6ZquaS9dM4hruqZr2kvXDOKaruma9tKVZBDvete78Gmf9mmoqgpvfOMbdwrxvBzoe7/3eweBWwKve93r/Ofb7RZPPfUUbty4gdlshre+9a2+QNGfJPrlX/5lfOVXfiWeeOIJCCHwn/7Tf0o+t9biH/yDf4DHH38cdV3jTW96E37nd34nueb+/fv42q/9WiwWCxwcHOAbv/EbfZbolztdOQbxH/7Df8C3fdu34Xu+53vwv/7X/8Lnfd7n4S1veQuef/75T3bXPuH0p//0n8azzz7rf+IyiN/6rd+K//yf/zN+7Md+DO9973vxx3/8x/iqr/qqT2JvPz60Wq3weZ/3eXjXu941+vkP/uAP4l/+y3+JH/7hH8b73vc+TKdTvOUtb/H5JgHga7/2a/Fbv/Vb+Nmf/VlfMS4uIfmyJnvF6Iu+6IvsU0895f/WWtsnnnjCvvOd7/wk9uoTT9/zPd9jP+/zPm/0s4cPH9o8z+2P/diP+ff+7//9vxaAffrppz9BPfzEEwD7Ez/xE/5vY4y9c+eO/af/9J/69x4+fGjLsrT/7t/9O2uttR/4wAcsAPs//sf/8Nf89E//tBVC2D/6oz/6hPX9U5WulATRti3e//73401vepN/T0qJN73pTXj66ac/iT375NDv/M7v4IknnsCnf/qn42u/9mvxzDPPAADe//73o+u6ZJxe97rX4dWvfvXLapw+/OEP4+7du8k4LJdLvPGNb/Tj8PTTT+Pg4AB/9s/+WX/Nm970Jkgp8b73ve8T3udPNbpSDOLevXvQWuOxxx5L3n/sscd8GcCXC73xjW/Ej/7oj+JnfuZn8EM/9EP48Ic/jD//5/88Tk9PcffuXRRFQSXtI3q5jRM/63nr5e7du75GLFOWZTg6OnpZjdU+upLRnNcE/MW/+Bf968/93M/FG9/4RrzmNa/Bf/yP/xF1XX8Se3ZNf5LoSkkQN2/ehFJqB41/7rnncOfOnU9Srz416ODgAJ/1WZ+F3/3d38WdO3fQti0ePnyYXPNyGyd+1vPWy507d3YA7r7vcf/+/ZfVWO2jK8UgiqLAF3zBF+Dnf/7n/XvGGPz8z/88nnzyyU9izz75dHZ2hg996EN4/PHH8QVf8AXI8zwZpw9+8IN45plnXlbj9NrXvhZ37txJxuHk5ATve9/7/Dg8+eSTePjwId7//vf7a37hF34Bxhi88Y1v/IT3+VOOPtko6aPSv//3/96WZWl/9Ed/1H7gAx+w3/RN32QPDg7s3bt3P9ld+4TS3/t7f8/+0i/9kv3whz9sf/VXf9W+6U1vsjdv3rTPP/+8tdbav/N3/o599atfbX/hF37B/s//+T/tk08+aZ988slPcq8/9nR6emp//dd/3f76r/+6BWD/2T/7Z/bXf/3X7R/8wR9Ya639x//4H9uDgwP7kz/5k/Y3fuM37F/5K3/Fvva1r7Wbzca38Rf+wl+wn//5n2/f97732V/5lV+xn/mZn2m/5mu+5pP1SJ9SdOUYhLXW/qt/9a/sq1/9alsUhf2iL/oi+9/+23/7ZHfpE05f/dVfbR9//HFbFIV9xSteYb/6q7/a/u7v/q7/fLPZ2L/7d/+uPTw8tJPJxP61v/bX7LPPPvtJ7PHHh37xF38xKiIaft72trdZa8nU+d3f/d32scces2VZ2i//8i+3H/zgB5M2XnzxRfs1X/M1djab2cViYf/m3/yb9vT09JPwNJ96dB3ufU3XdE176UphENd0Tdf0iaVrBnFN13RNe+maQVzTNV3TXrpmENd0Tde0l64ZxDVd0zXtpWsGcU3XdE176ZpBXNM1XdNeumYQ13RN17SXrhnENV3TNe2lawZxTdd0TXvpmkFc0zVd0166ZhDXdE3XtJf+P3ZAR9GID0XtAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 148.01x262.01 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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wABuUGTsStccEHbRzPr5QyqixK3FORlJzMvVIA0uixp4ZPn2paWg98/qTlDkVAyy3JgmRgeOGJMLIEOBE71QrViWFMqdKENVDi9C6YCgEuRKnzL7Ol/dRdiikE47PGNQOwl4E13VwADo3BQdDpp3NMdrcRFU3GNUNnK1g6wbWGFS2Cl6bFo5dcmty6EB8NRKqIfellnqAlbi3OiizfYpxOJWcqyg95GUUVfxesESKjZTpsa5rMDPms3n0CI1GI7BzaKc26qahsWR49Bit6J1CW1mGgjz4rg8lxZdqiSRW9yoXPn85Rr09zjl07DGk9+YGD3O2Np/FQxSP6QeWiKpetLFOzPNJyZy5hQxkg9v3/ixhYFbRCYSAB4O9aheASIjRaATXtrDWRsZk71EwVyaNluuUGUKQwVgJo+wzamLgvK/ee7iw7lz1Sc0coo4EZhZAfvBJKeie/63eqAxOYs606qQKJPRjvXSimXNpcDABOY6Z8VpxLsAppjG4LxWKAUtwheKfTd1ge2tLlmZ0ncQ7kkSJRoyQNOYxY64BiCgC3ANCJqojxDEvkaopIIrmBzPDIOjJvoPv5iB4WAPUlUVTV3Ds0baSEsc5B1vXsE2dvSgmOrVSLEHqo6oZnHcu6pnpVZE+m6CeGNg1ZQE50cy5jKKyHgc/rAnXQQlTlE5V7H3iZQ4MxQiMCwCEOjDn5UuX4npyQwZMoocRESxnOmYB0aD4OzFnrn4EW1mZkSiBOiQ2sSFOqgcYBFkIx74DOwJBgkGUOfe7OeYh+mg+n2O0sYGRTeFtQiaTmOVskxg06wh8fK65sWmzgJNTgwiyrqeqhhNPSXxl2l5CJygZFL3jdO6ibMpijhJIP3lsZ8mMNPgN9COjSh2OFs7pYQw6+MEQa2qxzre2tjAajTCZbMRoIUCymqh3t6oq2BDbqs+J2Yd4lwQLKcsZY6LMjP0lQJJ9ZX3ipKtr/04DPwB0rotxm0A5zUtWwWEm0SkpKfiLBpTifXnbebBxNEJUP9OG9fwlVnr8k3rH6SeTvEOMmbdb2QpkLLa3tzGZTLCxMZHQNmsBEg8aI4HwbIIiwCkS3ofvnDk1EMToc1oi7ZOkR5FtLg+0OQ6daOZ89JFHsLm5GS3oPJRLsbrhN1kecDH4EUgpp1mFUMgY1HWDphlhPBqjm7Vo5x1AQUc1VDCQjmMUOlRKSfSuXepzqn7IdK7TLdmErTKAumlQ1Q22trextbWFre1tTDY3UNVVZCgTmNNai1nXhUgmJ/lDW4d520keqK6V6/igNwbXcFNXIEOwxsZ7NYZQVaK7WkPFfUUmXgOdaOZ86KGHcebMFHVd4+zZs6jrWoIysqeTe0MWfMSBSq2KCgYF+yBFCE09wng0wWSyif2dfcznbYzvXPRl59Hx6UUoGbMvH3NoSRgz6sQAQHV82QiEZjTCaDzBmbNncfbsWWyePYPR5oZeKGKloxATwHv74unqOsymM+ztT7G3v4/5fB4j4bvOxXtqmhqTjXFxj4bk742NDRhD4Mpmjgr1zB1lFJfTiWbOZtRIEGxVRWCcwpw9zAylURSZMMxURYBIOEykjFjnupamaWQtT4kWLOpZQy7CVX8XHUfSdROOWqoJ2l/nRPJ57+LLSJCcRV3wgxPRQkJda4XRIhxlPIi64hre+8ScxqAOgL4870UuXCekdKKZczKeYDweR6ZRT44uzS2ND/QkahYjl1AnOS7TQTU/kkFacjyZTFCHQZW2eIE3oza75OUYdm2WfmoOUrOvw+UGChFJQPRsDte5YqbonMM808kV79Q24hITZd7Ow9ouxozq/QNAXdeorMWoGUVmlT6Wi9mWwntXQCeaOTc2J7L60sq6amMMQCkErsTsSiozV6jw5DitRx008B0HJbJuGmxsbuLsuXO48cYbMZ/PsR+SHeQuvIUXQ6VyuJhauTnlAHfeEGvvioGXt48JqJoGo8kYJhg+StZaVCSxA54ZZA0qVAARjLVovMeoS8iDcx6u80U2Z1uJ4aVriPrLYBRD7q/3XwedaOY8c3YbG5MJABTTkNcEsiveYDGekuHRZ1BEoRrtaABAMxrh7LlzYmiA8Nhjj+HLX/7yInMOTfPaCmeIgRLH/9ImMuFgSanomWEiVCaMyYbQTEaYbG3C5rAaEao6rYxkyOpNU1Wo00EAKKIP7FMy2IgBZ5JxETEAFFrqIwnroBPNnHlGj3xbf+XkECmOGH8X24XYa1RSlRiYKOqdGxsbmM1mUjXCy4pI9FrMIc2hIVOJOuRK1b7070kwyJIW8NrirrS9hT+kB+HF8hCvVFQNeu7fIQbs5xjV/q6DTjRzWmMXHsRRQWDxowOlzZ5I9Sv2Ht75CFdNJhPwmTMAJI32bH8fu5cvZR05+v0MUS6RF/TnAXy3kG6H7EMC9wkeHAOKyYh1rn0YwouHDEFr2yu825JONHMuC5k7DHMOSZqCPTkxhrUWTAaGUmyjryvUdYXRqMHm5gaIPfZ2Qr9U4hUeoD6vZD5DPSYpyYVbIJ6nDBl0TZDowmQNTGUBE7I3sYcsBiX4wt6Sc4nTHSNgueqqLVLJZOqHpmWkvGO9/gXZXpSDOQ6daOZUSKNPOeMNRSbptFVEhDNKRiHROyOwH46J53sPN55DACkPQ4yLjzwMIORLAkC+P5L9UesxJmc5kgKYLbowp3bDmikOjMmGYOoKdtRIAltitN4DkOIHTJnqE+7PF56xPEQuPYL4XHyw3uIzSb8zSEIf9vBtXiGdaOYcgi2WSc2DF5gh08VQPOAYTsYc4yPTuqJ59LkXuhkj6qAl9FP2Pe9tX+/t34nzPiAIwrwTSt4fG9Bvnz0T7kFT/edR3l/yRCnDStRV+p100YVHVNCp+xIo8DilfvBw/n0l+FsMPg45OSXBwgzz/X3s7exgOp1iZ2cH89msgFMQ/NZ6fSKxsPO+FQmvBvrGWZ8ZoagWEF+Es0RxMVtVVXBAwZw+lm5ZRiV4pf52BLevD3onHeG5aRDIOuhEM+dhaBDjzKb0fPDzIwvvEYSxCJriUNa1j5oazA5tW8O3NZq6jjV+ZKmGtBpVxR7ArtgletfudTZJNbDUKdLlynWDuhnB2grGVDIDa+9ZYwPUytf2isZRqBa0uF6JljzDrHtFe5mddmz6/yRzKpUMugjaM7HkemfAkIEFwbOD7QgV1ZhUmxhNK1QGqAlw+3sxbzwTw1thSCJf+sqjcqeMoZOnrBmPkfghLlK02rR+p2ma4N/exubmWdTNBoxtUIXY0liRTV20en9ATHww5LnqB21on4eOl3P0U+4bcmteCZ1o5lz20HI6SNfUdhAkU64fylfwGJH8rS4/sgLiO+eiX7/fplrtSToOYZnB/smCQHKdM/nR5QWBkXVNddOgburo845wWHGroo449fhYA9MzIBcCUbI+9yXnMgbt71sXCL/22pf33HMPvu3bvg3b29u44YYb8N3f/d347Gc/Wxzzohe9qMDjiAg/9EM/dORrqSWdf4oAkEBJ4S9rPRb6qSmLu/bb1TXwdV1jc3MTW5ub2NrexsbGhiQ5CHGMMfCC0qrNQpJxUhdM71pkspctwxZln4GtJIZgc3MTZ7a3sbGxiclkkuGg5fPRWpZaO6lry7J//THQ55evLl3GaIqL5gy9blq75PzoRz+KN77xjfi2b/s2dF2Hf/Wv/hW+67u+C3/0R3+Ezc3NeNzrX/96vP3tb4+/N/KajoclnR6D1Agbo3ckMyyje7DADJENUF/pRGaMsKzXNuolgiyJgJMiBlJlYx9tO09JvnRKDUsptA95gQuVxumCSfLJSstovwftMGwzUt7ahDXpamgpfJn0vvRC5slv0/35HkNrysWgM0Ox2uFFbKJ9JHVIn9UTNrPxhz70oeL3e97zHtxwww341Kc+he/8zu+M2zc2NgbLVw+Rph1UunRJPDHedfC+ilNPeoPT+hcA0UAp3nJK06ZMwWZhGo7nsoAylElFN+3QtnNcvnwJ99//l5ju7mHn8sVQG70SDdE7vdQg9dfacMEpBEmPEKZ7YrRBTWVTAVUNWzeom0YSKwCpCJaWZ3LSd02ZWHcd6oJB8xcAkKJa6RkZAmxmAIajsvOTUZd/ptlYHYeueknrixcvAgDOnz9fbH/ve9+L6667Dt/0Td+Eu+++G3t7e0vbuOeee3A2BNSePXsWt956K4AA8/Sn595UtfzTVwkWp7hCVSCNsBfJMG9b7O/vx5ydbdtGk5ioZMgoyQa4tNhHaUPeRhEHEKz1KsBHMQ13DEhGkJ7hhQv9ryqJaM8laV5mezabYR4WwsVy2yFqXpakJOmb0jCmbUVq8pMAJXnv8SM/8iP4m3/zb+Kbvumb4vbv/d7vxdOe9jTccsst+MxnPoO3vOUt+OxnP4vf+I3fGGzn7rvvxl133RV/X7p0CbfeeivmbRvSbpf10WUw84VcA4aIoUKvC7NgPKfvGnVdC9f6mPV35+JFPPbgg3jkkUdw6dIlUEi4UADxZnUfiv4kez5uKfZnPyeTCbY2Rd8cj8fSP+dgbJC04WAxlmxca+/BBVM6J5HvMSpJXE5ZfKzBKKQzj7GyRRIFDYTOgH9mzOcnwLf+xje+EX/wB3+A//N//k+x/Q1veEP8+7nPfS5uvvlmvOQlL8HnP/95POtZz1poZzQaFUn5lbpujq4T5qzqGrJ2Okg41EHBY4CkyhpIhRuDYcW9B5JAB3VUB0jJeAJxNpU5C+8t9qd7uHy5xe5lh0u7jP1ZBY8NwTRDWcEY6qZ5hkIf8mQuAtEE3UwZmgkm033DomNIOAZg6glQ1UC1Aa42wKYC60uQcJ10DSPr6WMRAe/h2GeS00ntzrCmSJJ8ZdLWGri6grEWdZC8lS0zRyuTxmseAkE5LF015nzTm96ED37wg/jYxz6Gr/u6r1t57G233QYA+NznPjfInMtoZ/cSgA5V1WCysQ1bKQMbgLfBqBTdg20IphIJ45kx7xp03kbcseManrNgXQ9JEBv2V14+9z90P/78Cw9gNu2wvzOC9+fh6rPRi5RTIS3Jg6lFgNJhucPEPwYT4iUNGBPXSmGsqBe3ACSWk42FP/MU+Mk5dJs3YjaaYF6NMddiAlUF+BbgTtQCDrhpmOKrqsJsPg/rhLqgx7eYzdK07j3Du9RnLZJVVZWUk7EW42aEuq6wsbEZGFH9/loPysC51bPEYWntzMnMePOb34z/+l//K373d38Xz3jGMw4857777gMA3HzzzUe6Vq4vJr8wkPw9RiJuGJi1LRAGxnuPaefQuoT5td7BsU0WrQfIpzYrz7DOY2dnir39Fq5lYWYYGBvW4VBP1+oxJ4LOF9w9gJfIfTlWgfq0DlQlkspczwTHBp0HOk9wzAFoR2bbKHAalNZMVcnhIqnVBDiXl7RJManREYAct0yGZh+07+vy66C1M+cb3/hGvO9978Nv/uZvYnt7Gw888AAA4OzZs5hMJvj85z+P973vfXjFK16Ba6+9Fp/5zGdw55134ju/8zvxvOc970jX2trcxNbWJoyxYJZEr/JgGMbIqGguzQuPPozZfF+Ml67D/rzCvEtGz6wz6LyJa9PhGOw4RT7NW/C8xXR/H7u7u2iCNFED4yC9kuHgYeBZGMF4BrkM64qDXv5WPzeBxPhyO9jc3AQRMJ8DXYdYJNZSBuBnfVHmM8agsU3ESufzDrNZG71arnOYz7vs+CQ5m6aJa4gqdURkklO6HAobPFHrEL373e8GIEB7Tr/8y7+M7//+70fTNPjwhz+Md77zndjd3cWtt96KO+64Az/2Yz925GuZqoatahiyokPCgL0YFb7z8N5hNuvQdS0uXZ5if7aH6XSGruuw3zZoXRWno7mz6LwRZnZOwt1YyhbaisCtBc8ZLY/RWgPYClQ1kTkPImHOmTBn14HcDOT3AS/1fgwzKrSxKobQPEpWDwNHDTwqdJ7QOsK8A2YtYGsS3MdIWhgGR3Wm8EqpFR/uua4JRDYaO13nYG0XEAkPYwAT1q+Lo0F0z2SAlve4Tn0TuErT+iq69dZb8dGPfnQt1xqNz6BqJgAMOp6AoZKP8eiFGaYzyfrbtnM89Mhj2J3uROZ0uAYeBsySX72jBg4GoAqECrbZgq03YJ2BdRaeavhRA4wB2pIgXk9aP9KFZbb1UkxTJuYZ2Hu0XQtyM9SzBwEv6QkNGFsgWEpnAF1kLgbQGcnZPvVb8G2Nr+7U2GeDba4x6hqcGTmMap9AdN+B2MGLZQQV04k5LYypEgzkGF3HxZRNxOq/AEWGR4TV8hSJadsTVOf8WhKzLshiOGY47zGdtWhbh8s7HfanUrx1Pp/j8u4Ue1PB8Zxz8OQkOCNMyd4wvMmDi2sYGsGTAZGFtw28HYtkILGfO4ie6clLiuuqWi452AGo4L2DRweiCt5vAb6Fo06kfSF5EnOmgGnx6HgYOE+Ytx52xmhGDiCPtvKorR4bLHgOjFS0K2RMuQRE7j9JV9meA+xe1kphkRH7y0TWQSeaOS9fvoyua8Ew6LhD54CHHnoIe/szPPSwwf5UvEud63Bx91HM22lU6E3dAibhfc3mKNZ0rKoK9XgTVbMZmdXbEbxtoMZA6x3Iu2IgAawYGImmZxY81DChsRPAV+i6DoYZE2NgB5gzriGHE+Mo+MsvXZ5jOhX9cDwaofYWNKEYtaR9U9zWewfvk2sxV0nU0raZ8wHhqkmvzrxesZ+L+qU/arGwJXSimdMxoXMEz8Csc5h3jMu7M+ztzbC7bzCdAvMQpd52jM6lIArvQyIB1iyXFUAVjG1Ej7U1jE36FRsT60oCAaZBWARmLJZFnCsRDAxswBEZcDb6yiUDI6FjAud52qP7NZaVDb9Fos1bWQZdzxyYHGatwag2sJWBYSvTMCUXY+aGApDySQGZFyrzkiXUo9wP6ApLRu5k7C+JOS6daOb09gZMvcW8c7j/q/vY3Z/jwQfn2N9vsT9r4JwBcw3mCr65DlRzCAYmtLwN142l2oQlVPVZ2GoTNNpANRoDdQ1X1XGqdcZAkSciwFVhWQQoVjxaRRYWNY/gnYf3U/jOY2/HwXcdZrM5wMBl1IiLfgkAhfybEH3PVlJgVqOkajeCtYxdX6HZNyDboOUGm9jAiEfYqKcY26DGhLX8gAeFF8BA8NViKuY8eKMHsCN5vVInURxzqnMGYqrReaDtPPamHfamHfZnHrPWo3OCCwqkSIglKwLGyL6G5wrWhHIopk4fWwOmQkzyGT5Rb1MMse9EX9XXEFTBTBFfbDsP33m0nY8GRxaGITBNXFwGVMFAseE3PMEBMJ0YZ9OZx37tQNbBw6GCR4XkA49VhkqhmJiTyx4sUMBR8z4CJZy7TjrRzOm9x97ePvamM1y8eBG7+/OQDwgRG+wHhajUIRqhxiQOTNNIJrboQ7YWJmRepcCEPo/wPuL6V+cc9vZm8M5hf38fvt3HfDaD70SygYEOHSjLjgxyIEoB0EQORElHJPJgG/TqrsXDX72MnQseo5HozzecBc5uJt1yMqowGeWxmim9jLU2ui+BJAELazxH9QdIjaR10YlmTtcx5vMO81mH+bxD2zrR37iXx5wB1Y2INIDBQkpABx0r6KKk5fWCtyMnyv/n8N9hx8IzXDeXMi3dHL6bg10H9k4seSkoiVIUO9UIxfDuWcaeGezEimcGptzCmw5tx6irDpNKUuYooxli1JWaMAQ2utYp3GfvhVa1k7O/h+TqEPC/DjrRzPnwV+e4cFHwzMu7hFlrZbGZZzgKqJxOy34M5gouBIN3dQNv6yg5HTXwpkEXjJbKETjLNcmEooCuoaM9PNfOMd97WBh0OoXvZqD2Aiw7mCCVrK+LqCKvPBM6IGvVKQYJtzFuRCTqjES3rSxgjMfFi1OMq3kM97vxugo3nK9QVfKZjEfYnIwlqKNp5OWIVWs4vCx+xURfStI85HAddKKZczrzmE4dpjOHrmM4B3gvGdU8AXFNEAMgC+Iq852oBiZ6ljCxgYdkA2aoJOg/6CBVOIBDhxwH7xns5vEDPwdxB7CLEjlVL0pb0jeHKTfpeWquCC+ItugAOB/wybbDjGZx2cXWhsf+htRnr72XqKMQcmi9B9jEZcC6hgg9tQhY79S9ik40c86mU1kiMZtjPmd0PvNzp5p9olOZCkSaX43AJoTM5YEYWIRBkucDBSMefXjS+iUdXNHzdDfBki3MDbIJugEAjzzxAaKhpssi9HBd17433wO6S3Ft+4ULLdC1GI/HGI1GaLe3QOxR13XwnddoqnG6fub+HJaGi1HwQMoPf1w60cxZRmCHRG8apZNF1aixboK1CRRjvkiUJGf0hBBWM+gAt+aXiHGkOoihfwRTRAD1A0H6lyiEVo4+cPBwpR0CW3UexjKMBWYzj13TwfkOzleo6w6TkYNjA4YD1xaVyZkxuCsHdMrF9USKpw490CujE82cDILzLCFkbMWfkge/Zk/K8BQGLTRBQccWLVJ5aFNZyTVkRdfUMGHKGSfH8xb6ov8n2ZezFsGB0cGjReumEvDBBIk9DRLHZ0COBHEWb1EZsQRojSztjPMhtRFpNuKzaOptmKoCrMWlucOlqUTMW2txbsfi2n2D8bjGxuYEWw1wbmMuUUh1DQMJpyHiuL4KwYWau1mJAGvVgcCwdtWbf3g64cyZ0q8wqLTSmXvS0QU/tSaWdSFdTPIawSRME7kgUz0st85J92X9CdeMArYnWpkkNYJnB7APGeHyxnqysrCOczC8vKZui3pyOLS2dUAhJEte23l0bbZ0uSbUI1k4x9bAwGOjdmAY2CoA9SFKyhMgVY5LRKEMmVsv5nmimbPt2qzueQ2tgZNPoQAA5pA3KCWsImNgjUXTNEW+oWXrtfvuyYUpvqd39ZkzTy3YX9pwWFIhPmSQpJcoGTRdiIrvOoEovCewT/DYdOqxs5MWuflNwhiEyXgsOUnhQJBz4zQfJGfKC7X4DNr2BKwhutqUrwQsmCmbhYssaUBiTiRQPk8ikNJxF/Ipaytdo88jQ+u6Uws9THQpb2aiOW8k3tPwicGej33k8EJ6zvRFtsXpuoYIkFC8WUWYz+V5OCdpFAkuPqucOZdRTHu+BjrRzElBKrRdC67LtDNxEAJPOOej5wggVI0B1RZNbVDXBpUlWCPTlA70KoqGV/Y7DzruS07vWayyHL6C2jRZZ/P7iwvctMUD+uQloYPOHB3E90+Un59E3bwz2JtOULsanR/B+BY1T9HseezsAbWZY2z24nWtNRiPqqwKh0Qylc/9cMHXh6ETz5yrH0ZSHGORVREDosQbSami31FeBtG6YPT0JWVuIPW8N0BI0sppf4oywsJ5PQVzUQc9jDLHaZGd6uEOCRzvM7hji7aTaCwyFvO2xd6sk/VJforGzuHtPlQdqisLa8axNhEz9YyjI/T1EHSymVOtc5WIYRAOXCNOQGUrIIvfjFO/nqvGUaBF67yMvhkKvEVPz1yjrVD2pXfd+I2UBlGMtcXc8nq8cw6z2Ry7vIt5VaFtW4yrDtV4DgSMFlyDeZTdb/IGFQkpnqhriB5PysO+5CszTpA9RARfeqZr+r6hsYyTClWwj+txb3sODSU9N4L6Czoox1xK2mdON7N4n+gxpH5iB0tJyVl/yJiIFMjsw3BwaOct2EutTwsHp0kTQiKyIZdY3p9T92WgTqv2AnFg1BL2C6MvD6yqKlnKWwliTVFAMnLnOTOVjLfw0EvLOGfI8ph4OoypYQ2jsiMwDOAkkUE6ulwzhMyVqbeoOnRfpyWwSGr25TYk5iFIKRciCrGcBvAVmAnOEVpLmHmCqWrUzRYmG4Sz5zQbnqhBoxGiEZkv1YjxAAPZpq+UTjRzFvoa51KkD9ckqWmMQWUtHBnJlhElVZp21arvC4k+76Xr+YVtQbssGFxSw9i4lBlO9EDFR2VJhIYu676sA1lFxHiN0ioDuFcNOYCPkSEp6dbEBvAmZD6RV1NWK1vYaoS6NhhPbFq6AQdr5kUR2iF46zTYGCgsRX2Do++aNRxMAPW6qlEbi/F4jKqqMW9q+BDLyOxDCpnl1I/wDrJyYbseqy9L7luyxoCDpeuJ4brEfOxlsVyUnKwlDnNVJbtXIISJHEzLooW8d+g4FWKtrZSqbpoGk8kEozGhqjhkzrMwIFSZh4iyt6NUiU6Zs0ghmBsoQ8aHtQaVDeFidQ1nbUSQVSKuwjEZeYkULFjzCwyKXM2ApE/MkrOCrSzZpTANxhcql5yZ3syUaxJJR13xfAojxZSsLDioBBNrSB2QKiPXdSOMaXxAM4wsjcfievUFBj1lTi0eAESFnXxkTB+wRCJJBQhbg6oGVNWArcCmgicLIlloFtT+2HauPyqQn1OGEg1a7ZrPMyciCzJAVY9hiOCrGr4jiTWOwE9SEQyqgkllOi4RhCFXZnFNlJprmfrbgdHCsRzR+Q6dk2UjbefQtoDrHGCtzFLx7ciMrexlSVDcQjeuiE40c+ZxjP0pNsZoBiaFsSBrASMSk0lWVMoCNhNyEfWNmWyKXRAXFI/SY3LqW+sMBsiEIIkKYA9jKrBhgCQSnpGWRVDQgpPWTCtXhixjTASdME4P6YeoM3BRd5QoL1nf5BzDefkYTX2ngiDo830kAgDIcwGhHYdONHPmfnD2LIEZGTGnlYr5FEe0bGpa1OAKf/kK3FOPPYh0vQ6xhasqECTzMMMgN3L7LQ1J74NIjZV+H6Oe3ut310lC3LquMJ1OMQ4ZQWKRBgbgkunIwNpKCQ7RiWbOnOEYIbtvHnsYAeL+OcPtFeZOhIdCJFNatBsaiv8VZy5y7eLoGWPCVKkS1MDD5DP64nk8/Poc5oXQZ1FI8fhXOt85jznPMZ9LQI13UhGkLE5bNBz61HewnkpO2EriMMka+A6xXlkuEXTxmh+dgRttYVZZkLFwpgEoFDiNGl1ODLCPTLrAGqwByHn0E1AybGbBEMAstSk9S/Fo2FouY7tw5AjMlVyJJPKdFq98eAo2VOGbyG8BPuTLFSatLKFptmCrMZy36Dxh7hiWSZZLI1/LzmGmL4F+6l3jOHSimZMqG+IwQ8J+RlxbXlreBtxswo/PYo7gkzchRzryx93TOaP+h2DcpOldVLjs7DDypXQtJaonE6WN6LyiczJVgWkbCAOowZWyzB1VFqXlxT1plneJQhxTyIdEhlDXY9hqBM+Sj6lzHo4hOjtL/6n3nArPXOn1PRadaOaMIW5ByY9SbMCdNozz+ZQ++gD5pNBQ9N2vYQR0epe6lSwAeBz39Spzg9M/lVKPWZKhab7OaW2wty9BMfP5HIa7vkd0IVRxnTroCWfOJUtRBy3XBKjoVIbAaAmu0WN5sA2NyeznESovHaRruvAgyaI7Ay0QIFJ6oL1eM2W8wHC7y/o02Hg/3C0UNJBU3MB0H6ispJa0cKiKU1TX7DHoqW89+IqJIzOxT2BbmuIJKY5SS0EAeWxlH1FfLkN1glxyxIFtUPZtQKaCBaFuxLXpxhvwTpLXgl3I6OZje0O21kFsMAyD6em6QkCmeMeSKZnhAGoxqoD9GaNuGrTOAeRQ50W/AEjaBr0nVuBuLXSimdNA4HOi5GFBlIS6nFcZMGPOcHYM/OVh6TIUWpbC0FBKHSjAXVrwpSRV9CCErpkKRAY1ZMmIcxtwXQs/n4fA4TkUX+rL6qMYScsYNPiIYkMeQNsxPDswt5jWjOmMMRq36JyHNR5kRCBoJ4izdfZEABzWVJf1ZDNnTmvymK1ov9TNQAqah99MAwxTgFNJblLut9EamVLSxldSNME7wHUZ8rDQylUgNdZCjIJU3pC6S9PpFKb2sBsmSU6mELyS0bqsITyJmFMNoq/h1aKw1i1DrJl7UXLSuFJAfd8ES2M4JwUEOjBc3t7X4NZyxgQE92xDQa3pdIpaq96pcR6KbxQhB6fxnEqq42TllzOdh7Jjlo2uTnk6ML3mF66nLZMIy5DLi2POy/KknmmbAY3CuLouXZEGiSCv6wkM1eBuDt+16Np5cAT4Au6SNg7HCMu8XPnCO2aJUeCAYDjvMJvNMB418bzOeRjS9hJcRaDwPMo+HodONHPmKKUE0mrx1FxHW86YSovBsf0Id71eui4jryKMbEBo4AzpArP2J7RCyWUgfu4KgEFdW1gr83pn5nDtLth3YJqDMn3vSqjQP/XRUNrnWZ5hXLoxnaKdjCPk1nZ9nTIrcBCejV/TDHaimTMuQe3xHw/xCXp6I7D8DR/anIHwIgDLxhf8S4yFK1Bx5GKAsjSrkVTld3zj8sa+dlqM9FMlPDK9uYch9yOxjkNXvWrw1SQXlmkIDQf+KvUZ83EY2cVNRX+TCNMMJDETSWDOIskXFl+Iq06MIhFZCjrOXrtTg0iI4CAhE6LnKCyigA+0AED45Fk3gk+yp7z3xW+pL8bI+rA/ukoXQu30hL660B+4BMqK390i5k4iAlEt4WpUhfZ6GiYn2TyUbCvfvpwyjDe4J1MOpwwHzuCiGLwcGTMxJyEk5l0DrV1yvvWtb11wGX7DN3xD3D+dTvHGN74R1157Lba2tnDHHXfgwQcfvKJrGe5g0MGQA0h8xF4ZNTAmM0kxLLEnsg9L8dLwbTggnyxGDiV1NgxeiVvKpr6kzk7gsoG0Sic/xiRGgIUUkq3AVIOphrUNKjuCpG6sYr+yVPHHJAoMmH8kea7mr0f2EcbLatAb2wtHNCGqfj1sdVWm9b/21/4a7r///vjJS1rfeeed+O///b/j13/91/HRj34UX/nKV/A93/M9V3QdnRYHp/KA88T1ROyL9DVALseUWbJzszZCFEZh1a7qS764rj/9cvwXmuR0uaRblhIpp1KOHZcICy32g6az+5M+5syIniA6AVBSVVW46aabFrZfvHgRv/RLv4T3ve99+Dt/5+8AkJqYz3nOc/Dxj38cf+Nv/I3B9qT88iz+vnTpEoB+MaYew6iECxZowZQkU+mSCX2BIrPR4ZkiM4KXHzBAaWCXxA1cZZIXJnvJ8pcOFFZi5n3N9eCI3K6lL1dFcv7pn/4pbrnlFjzzmc/Ea17zGnzxi18EAHzqU59C27Z46UtfGo/9hm/4Bjz1qU/Fvffeu7S9e+65B2fPno2fW2+9FQBA7ARi8V2cRmN9xiDtvPNwrYNzHZzrwOwCZlhK3IhSFpIjR0xVsqieuChVxB0oH2QSuy9V1Q2a70Nww+oHJL5s8XM7pFjKYVqcQRSPyPqUqSbFcpZMN5fU3zZ8tF57/smKOkQ9NNhBxOHxPEGZ87bbbsN73vMefOhDH8K73/1ufOELX8Df+lt/C5cvX8YDDzyApmlw7ty54pwbb7wxlr4eorvvvhsXL16Mny996UsAAOJOcqx3c4AdKLgsSBPvO4abd+hmc3TzOVw3C4zcgQ/IhJbGWQdBBwRJpUTJmLk+WTJEL8trOE/85y7b3wFo44epBagFMA+foyqapd7bh86k6/m0biGTafjochZiyQxtUqmc7HXuXePovVxGa5/Wb7/99vj38573PNx222142tOehv/yX/4LJpPJFbU5Go0wGo0WtkfgN3golk2DjJSiW/ebTHqodyMeH1WCXiuZtAQBy3RP2d3fJ0ZaprgunkdpaPV/jSONg78EKhu01gfUEA1cKQ6KbfR0yNBAfK6kv/Pr9tEBLF70Cumq45znzp3DX/2rfxWf+9zncNNNN2E+n+PChQvFMQ8++OCgjnoQFQvWDBUPtk8ao6jJZmNhg0y3WhdJmyhEiAaIlFN7fnxwHRZ/xxMBzZK3RsqjiXLwP8JEhorsHsqw5XPOmXu96OtVZ86dnR18/vOfx80334xv+ZZvQV3X+MhHPhL3f/azn8UXv/hFvPCFLzxy29ZS+ACGPIg02akrMCEiBrgDfAvybfgO8ZIxeqE/zeXTVdLXhJIvPjE3FvRLlXTM3GuvN71nBkfU/2CCpL7SAefFSw4wN0V1Rb5VQGoSXWNIV1PHctd9C92oJ0sNoieqtf4v/sW/wCtf+Uo87WlPw1e+8hX85E/+JKy1ePWrX42zZ8/ida97He666y6cP38eZ86cwZvf/Ga88IUvXGqpr6KmJjQ1oa4Ileng2cOQ5DQnQ4CxMCakT3FTeXDGwaCSxWVkQCxeGDYEkIkDKIC+K+fx/F3umePiG0/eE4bU3iwm0CVAeWrElG0qQM5AoXccioaOp16/A7bJYboOL6ExhKoy8qmBqgKqWoSBsaWZWDoG5EVal8RbO3N++ctfxqtf/Wo88sgjuP766/Ed3/Ed+PjHP47rr78eAPDv//2/hzEGd9xxB2azGV72spfhP/yH/3BF1zKU0mSXTIA4BSVS61jSQlMm5dSyT/OsNoRS748bwwZWE2BAKHG4ZuzT1xYSSnTQddW7E/BV3Zq7JaNXiAoX/zLYaF1Q0tqZ8/3vf//K/ePxGO9617vwrne969jXspWN+dzJGBgOtdGDJ8Nz0p9iAG0wish5wPhCml1pPGgOuhfbUbLG1zLe9ChUGEBcTtulR0gwzoI5+6jFGm/xRPvWKwPUNmRHQwfnSXJOEqHigNcF/M7wHgzN0fgRrK8BvwH4BjAkKqcpk/nLCORwk+4P4P2RhAMNDtpiBE8+7VLvg0JSF2fRcDbn/nY1WDifGYr2PMi40I0OVcXY3KoxnlgY62TFC+eTtna2j6+e5ufERg1sNQa+IYz9HuA8TCgsRTyXLBqBKn8RFoQxjVH5Gvt2hJZqAF7WvVc1fFa3RIKW8/wwFCpQQfSGvlgcpGHIRtrrL5PrAf3cZ06tCLIaSiovsVjEIT9McFiHCApQB5h5yAPQYrRBuOXrzmAyGaMeTWGpAvsmTtsMUdP1WqUBeXw60cxprUXT1FJtjIINHVLHFBFBzOF5kVRO8yZa1kmMJKhGB7DUWHWbMqZ6eQ6ax45jyKxg7iskYdD+nZVtExFsZVFVhLoW4ygyHud6tPRr4RmsSb0+0cw5akbY3t4Gw8LaHQAa35kXxApGjxPmk4JRUszUW1/oSquW0QKL0umJqkMel6qqwsbGBjYmwHgM1LWEwOUvY9Ljr94zONHMWRuPSWPQNQZNRaiNrF33LOF0gIlgO7GqWF3wI4sbU8tIR4YGR3iEBwSXbjrMxLUOq3V9q8Az6zrwk+Gwbj3OGPIMiICqsqgqwBqGJRMNH89pGUya3Mser+ulPdHMecbOMd4y2KQKfzkhVC2wP53COQ/jK3gQfCxqECxQ3wKuBvldGN6AYQeLCh01AKTktUxgfoC5+or/ciLSYN3++YcbOA2YVmB+HQ5rC4ItvFYSOJP2e8BIYdXxuMa4ASZSrxbkRW3q2KdgY2BhPRHDnZa0BuShjZoaXefR1BXqymKG8HbDB0vdR0tAvC/iEWLv4ENGDY1k0pWIafYeYs7VkqxYPIZcei7BQ5dRgRwEtw2unElziRn7pDp3+KkV2eRjQ9JY9Z75EgrOnRVZp1O06vHpRDOnsRbbW1uomzm2th7FrAX29vbALCF06QFK6BxDc3g6tF2LluZomkZ884/njawiIsBaoKpAnaggV0vXraoKm5sjTCYTNE0Dazs4N0+2JVl442FijfhS71YHh9TNXEN/1tLK40UcMr8Tg3gO4hkM5vLhSqZV78JS1yB5vBP8w3Vg0wbrvQWMrt8osJaMhjWso1KOCg4vtcgHOz9LXTNhYTIzDMTTpSG+WTflfEqpx0EAeYLxySPEJDXgow4KKwE0hlJHnXSUgqIpGkZmROb9xfGcGX062czp5+jmgJvuwe//JXj/MdT+MggOlRuBvYFzUnlsxhM4VLIgzrYgswPDNTB1YB4DkwZkm2waJkh84zDFmTZtCS9A+r303PB/joFzDx8U96qBZwtQBZCHt0ZQsRCH0vhdVJgnVdaUTDG3NbrKxis2LWPkc1XDIQ9CrgkguwEQ4NiBnYeZhmoaBJCF1IwPpcMBxFTnMbTvlDkDseCasj5oDvZzEHcgOBiuQoIAJwFKqluKOwjwTvRO18G7Fsw+ysYsNVV5vaGfmfq2gBcOMGipgyY5GrfmukiUmCEkyFH2VmgiCZ/ay/RHRjDKssQNRNwLyvCFoyHGoKbOpOIDhkLYHmfLXfL759inddHJZ07Ig+layTE0GADce2CazaIjifEEAD8+voWZ46CCDCx6hQ5LHCAdAcQrmVqZAK/XSf7ww0oqKpQKpADigf5rH6RGUki0aw3gJFbBew8yBLtQl2h92vvJZs6MNKhDYysD9gHFL0n100zaciY909rhVVPzciZYTGCLoOoFeawCkXNJOdAeZQcrAxoJ7VMvmE7FFh4WLoHj5KXUShDpjgneU/TkSHnBspN9ydnvV1q0hiCcsz57gE16ZlEheqLGcz4exMwxG1rXddAlD2QhYLsHrGtgmECuA3sDY/ZBqOHbDo4rGDcFocsebI2SOXsY5TGfvzoGStJEsSEZliEQLGwl7tnRrIPlKbwXppr4HdR+Lxoh1rUScB0kaosGnZf7IAKsN7DZxC7x2JnkRBOMH9EiLBlUZGGN7GWi6BESoRvQWJI0jtFmWxM9KZgTgHiGfLmaUSgEG+tv5mBsuAhCSwKBEBWPfJlHjzn7T/64DDrYRAFwAkFygg0sARUBnmQZh2UHCx9zRll0MOygsZmekyOAmGBYYf0k6UzvHot5g7JCrsHyZ+0TEdYkIJfSk4Y5vXfZ1J6KthojFq6jlI5GcU8HJ9nTiGCcA3Vdqk15oAdo9RHrCrgFEKQSYzQaobItZrOZBEyHTsg9itv1KNSffqlgvBTPacP6LDYE01TJQ0QAZ0uW182rTw7mJEJV16jrGl2n69J7BopakhzklS4hZi+Wu+sEAzUBzOtBOzoH57b26j4tHjR0TtThDhjZGPhrbbDCk/RLjk4PCpKTQDBhZlCM0sCGFJFyruH+YsCkuqi0lGsh6r4cgrf1Beagpy8LuD4OnWzmDG9309R42tOehrNnz+Jzn/sz7O3tQdOmaOSMdTNUvoPaS43fh6MK1E6BzgDTS0C9BTsaoW5qGONANlnwDgRfxEYqTDNMzP0luPpiLD0BS1D5dLtVDUMjUCWwl+kAAyd6IHuM/C5qP42MPnZSgDYt7TVg2GggwRhQxgKOx2jhYMmjCj52VFUA5g3IEkydtafOSk5WfapAfHw60cyZlrMabG5sous6VJU+vOxAloq8GpkkstOJlPEEkAe7VpIz1BbkDYhECqVrGWHIuGE12Ky+7CEYS/YP0MDx5f3KchRJixijfMWCZw5BLGUieYoviaCiweUTbqFCHoGsib5JYSwgXE+n+7KGqN5pdtNrpRPNnErGGpw5ewbGGmxtbcK5VjxD3sOHELrImLoENy/kykA3b+Gm06hzMjlYkx4Pe5YKv/qbs/MHiJl7OGefSXHkRKs61QLAmoTT4EUiA5pUNjwPaOGc+3u0rqAP4IQzp2o5BIOmGWE06lDXNayt0HVzeE1EwHJ0mSxF/lYV1HsH13XwIeECcS4ZSRhRDwZiSb5lFA+PLeg1kZwH4NSdQzAbkyzaYzJghLLcZMRap6hVF9fULseXM2ClhVKcrzPKcc1gIIW3IvnV4+HSaOnVwhDPXhGdaOb0MHCQgMPtM+dQ1SOMJpuodvZx8eIMs3kHgd9IpruQx5NgQmAtEJl0NoN3u3C2QmcrEARbhA4m90E8lvaWEKPEEOV3eDlYtyycIH/2/NMitQymdgIyFaZVBcdzkN1C530o9OpRmV0YP43nmfBP+k4wLPCTSkZxhWc35T3QMeoOqJ0YTJ1O65C6T8Z3xWMwPcYUBOFU51QkGAChqixq51FVNYyt4JngHMdpiUkKGgACcud5icAEdh7gIDmzdDWUS6OcqVSKLOsaaFhyLpW2vFrnJIKDBYHRUQVnOASyVPAU4gsyfw8pJlnKQaiXjEBpdlCdkzkA8+EbgCcKtUVDFWNO8ZpRMhddPgBjOwKdbObsERFhPB5jc3MDm5u7MAbwvgMvVMsoZmgAHEJ9PLpQEIrsGFWzXMcM8nZpXzJBmPq3plHTnEZ9xfNqhHkuWt75M0GRypwOeGGPSk8q5gQEsK6qKqyBMWjbxBLLVKL8N3MITOYkyST2EaVleyAnlEt/IzOvOi0ePNDTvl5IGXYbMVmOi/TUhVvGhGbXKLta/FjlCJN7WryJnIdPI+GBbMYSDNKTkU/8DXgjgWEdgi9bjU5rIM53Od82Z4D6Bkw2N9GMx6iqkdQXjwZCqXMeTqvqD1JY6qBwUn83+TS1y4GhGfldeZZFaY7hHVBjipp2BeuEA2Eu12DpoWayi6hTwtEG+0ceMM7DeA/rvAQmZwabaL6h76qPB2OraHNNda1POHOmqS2XIayWZfZsfT4Lkhyj+aMJBKpGMPUEVT1BU49BJmT25aGpLTRTDEpJeUKvcEmkLSqV89NFH01LlUvG1DE34QMGLBwsdZBo9pA8N2svyl8V+FHXoBh4kt8DIeiaPuilcY0RheeQHnt8btlzjWjImmCuk82cRyAdnPSAxWKtqgrWVvCTMXwja2eqqhLvifqscWXPuz/1rwubNFmddss2GG9e3sBjCi1FCqRNEyz6XFUoj6fe3+tUe080c6qkTA+IsMhGmcWq003A7YgIxlrYqoKpanBdSwVfY8THTtSTeEM9OEwvl2+/UiMmJs1VwLzQbnt/JoAz3otY8yjemH5fkr88SNpCHVjQEWIbp8s0gFAeK0QfkQXISg1zU0GAIwMiCzYksTM6hxHB2TE6swWyNdhY1KMtVBtnQMZIziQqpyiOBYwSHWx95ylxUOqQqyz9/tSOUupqBLsxBlVVSSSWMTAkyK+SCf9TyB/FMPCkgSHaaCn7jAOMA8gxqGP4zoWGCCAHohbK3HKHKRSRwXC+QzufYR10opkTYY2MTryp0oN8mClaA54yKIgMvKnBpoGnCkQVUI1gm3HWeL96RW+KPpAxFzGBuAhs1VmDjEnxvHy7MQQqUhYC/cKtmrlYDTpGkqCUt6/nBD1Ukn+E9N9BSjJ5Mbwol53ynDhjzq5rD3g2h6OTzZyBity6QaIU+0k8Qhq1jWw6rOsaddOgqmzSq0Kr69Wg1kear51i8twUyrZwHPphcYcnnaI5GIUcDKrkFGKAXaajBuY8zfiRjJrwK24DkmKvoV15IC0oSRtrK9RVDTK2p2MGUmhHL5H/vsr3pvex5IgiQihFYqnlF4+Kx0u7ZfuLrebEkTllp/7NxX5E5vRwIeh7HXSimTOnfibePuM6yLr1EAkJZ86Cq7PgahNcjeDtSOqfk0qKVB9IBkQTfQFfG/ZcJM2so7k7c4kVE5BleiQt+Li1KEEPE9K9xsDWNYgMus6j64Cu8zBGGdvBY5oxPgOq4xKQJvv1wBInmjlz6ahhXWkJQT7VGzDG8NBaRgZsNsBmAtgJYEfwVIdgYoIuy40GDSHTFXOj5mtLDITUMALipmmXM3EfGCljkvR8gLxoan8piagJEmkv4YaAc4jBIUQdGG2BdxL5AH7kkvuUOQvS6a9pGozHY9R1LXglAo4cYiuFcS3quoapBdM01sYo9zxf51WLmTwCFXpw+Jaocw/Xdehcl0nP/rno6Sirb8h7j7ZtAcgyjLZlzOccK7cZ42CsPCNdQ1TZKgoGfUdOcyX1iIMuWIe1RDFomCXYWN1FakxUtoIJx8WiBtmknf8C1ub0OJBWJahl5JKSi7X6pfTM2uvrnEM+dmV69kDnYIykMew6Rtd6GKtrhjzYcCY5KS4k1EYZYUHeGuhEM2esrQ4GkQcMMJqMsNFtYLK5idZ7zGZzsPPwfgSHBsY2IFuB6glsPQbZBjBVWPYqhoR6Qqhgzytn0Bi9jsRgRyZGcClC0sIEw4N9gHu8FoPNjB4uJ9nyb4rPTvcZIpiqQmUrVNaish6m8rBGEt2JBK1SlTcTdQVoHKfJ4axj0olmTln7J1nWOIxEPaox6sZoJmPU8xbzzskCS6rgMQKbBmRrmGoEVCOQrQBjQ3T5kORcD+UMOngvKxg2emoCkM+BKeHT3+xFmqpdUjJkmbVDIpq0cR+ZywT0orI21HiCJPGyacmGIZ3GVWKGK+gqTU8wtJ5pfe3lBZ/+9KcPQByEN77xjQCAF73oRQv7fuiHfuhY18xdZlVVham9QdM0oivpQ8/2GWP7DYQ/j+dWvBqki/hKBGJ9pHWGmlGDjY0JJpP0GU8mGI/HGI/HGI1GUiCiaUSnt1VR54nXnB9+7ZLz93//94u0y3/wB3+Av/t3/y7+0T/6R3Hb61//erz97W+Pvzc2Nq7oWslaTwyq8Zx1JcyoD89aA48Q61lX8EZzV0bHSCa9ZEvOoEtZYk1c3Mc1k/EdXmL2KzoRDz7EddJ3VFdIdMq6rjEej1FVorePRh7jkRFHHBEMMSy6ZCgGRCNfGqxxC+ugtTOnlhFUesc73oFnPetZ+Nt/+2/HbRsbG1dUJbhPjjs4NiCmqH+amlBzhTPXXQMaj3F5to+pZxBvgegMYBswVfDUwAV3p0BNWpMnMWhhMwCLqyVX1Gyn4u9Ma6X+3t55tMy4ofjPgGLKMROmVaag7zGiV8hwms71o4m85LesP7LGYjyq0Iw7jCaPoWkaTCYTjDYsmqYS5gxaqslylopwyCABvbc1CferWjV4Pp/jP/2n/4Qf+IEfKKaj9773vbjuuuvwTd/0Tbj77ruxt7e3sp3ZbIZLly4VHwBwvpUPt+i4heMOtibU4wrb15zDueuuRTUegysL1Jsw1Rmw2YI3m/BUy8rF8GFiMDoIqNxBM87FGZ+TdE25KJFUAuZBRjD9scrWng99NF4gAyYBEubLY48SqwZDJmNc/Z2q+ab+pG8O9+hgDKNpLEajFs3kAsabl7B5ZhcbmzM0jUFTW9S1FGq1VZWVGhRYjsiCYCHJdumJKzlz+sAHPoALFy7g+7//++O27/3e78XTnvY03HLLLfjMZz6Dt7zlLfjsZz+L3/iN31jazj333IO3ve1tS/dzMBIABAs2L18S3JQkke+Uz2cHUAnjcCk5B4TbqjpGBEQ1YhWV/v3FRtTJwJwcD8cNUdNp3doq4sNVYELqHdeD7aNlbq2FJqfpxzZcKV1V5vylX/ol3H777bjlllvitje84Q3x7+c+97m4+eab8ZKXvASf//zn8axnPWuwnbvvvht33XVX/H3p0iXceuut8TezYHSq+/heSJp6Pjh4R67IDuekUi3s0oDkVcw35Lc/Iul0TUQSDL0mCaUMX1U24sTKnH0pqNFN6aWgzIiU2cOYJ7jk/Iu/+At8+MMfXikRAeC2224DAHzuc59bypyj0Qij0Whhu/cOznfilfAcp10PgI0BjAWsBRsb3JOhDSKBlsjAkLjrOOAruTdG07zIb0k+6zOjibJBUepLzyIc7Zhjlrto1YKPGeYObcln+i+zRNAHA9AYQl0lxoxBM/12oztTJKcyqkpWa57gIPwv//Iv44YbbsDf+3t/b+Vx9913HwDg5ptvPvI11CBiZrS+NGXYWLm7gGN6NHAU4jUDczIJ47IVXckjWMRRp1SrPXhkkCAnDa4tHS2ZBFlgljVwZzhfynZn4XLMobLaQQxazigZTgFhToO6SR42Y03veKBvphhDCy+kfSJP6957/PIv/zJe+9rXRv82AHz+85/H+973PrziFa/Atddei8985jO488478Z3f+Z143vOed+TrpKgcRN+y6pRksigla8BO+jUU82gy6ZbDSf3MG1eL8j7lA10EHKMnOUPmNxMqW6jUKu5vRdcX/e5J9+wHzhzU3tAzXQddFeb88Ic/jC9+8Yv4gR/4gWJ70zT48Ic/jHe+853Y3d3FrbfeijvuuAM/9mM/dkXXyZmzXHeIALyrVWkBt+iFKULsvE5xiNb3cRhzlXHU78OqbUUfKL1wYAvbCw8s1AlQfFGXXxzFfkMmYsPpgN59oZ/acbHfy/Yfla4Kc37Xd33X4MDeeuut+OhHP7q268TakLrcFRDYBQQXiqCMN89gy1e4fLFBOzPiaQlrjxgEl8FER4qED5jigX3sGUvHkipc/hi6fKHjFtc7RGcJUfoepZ8nSnJ+rchzxqAmeXs0wZcjg80z50H1Fu7fm6CdWliI35gDluiChOzD6WIf5ZIIhTcoJlk40Ce+vsHSNpdFIK2DKJvSr4ar9Ch0oplzgeK0AiwkOs30SY5HBcqZjoIE5h6K0me0A6b8ow5w3+Jf+M76L67ClGxMI+HXwq9HUGWG7k2Ms9N4zkHVQR6YCcEMKXImDiKHKmYkBgUwLISGDIaj0pVInryf+jvsib+99zEbXozn9OuRpgrHXfH5azQiTzZzgqBj4r2FMqUkVW3AZAE7hqksqnqMum5QhaQJHJcUQ6TFIVzCfW+JokM6FtQHn3PDBkmqX9m9iqOB2MF5KVPjmGG5VG88J2VEEMxQviZsi2vZ1YFJuv6fgh5uBGKLS4pNur9+n5iL2YUDbsqnkhNwXj7MBIcaDAtbSXIFTxvwtgLVDsa1GI02MJ5XMUi2tTamH5BpnOPTV190TkS0qIPmbKB+8GW0Bv3NcQf2HTrfwrsWnWdYrxXjTfjWSkNZqDRleUZZ/O4cHA8MA0cWLZtgRIqf3MHCMMH41PWI1MZb4QV15JQ5A0UoCRSy+xIoFC/VtNhxKg/ZMYDEaIX+eAjJqS5IOQeZQZTY+bhGRO5tKXIUhWsWKy5ZvWLaIaB4w4qGVS3Q9NnhoL7qPdj/3OIvQwlzXUL75NcU13mimdN5D+NcgIRcekwEeCPhYDqQNviNI1ifTcHLHmXBGCt0UKLDcPbhKbokkeGlLC8g+XBPzoF9ur8F588RKX8BVh6H4ek9MaY/1TkL4qTTJVe4BXOFdk6YzySfpdLBEhILOKHESQ489FzSrGpYvT69y6Tdi16hksKUCRdiVzWCVdcCSYpslX4J+fUD0jAYiTBwZNChRssV5o4wnXvUbGFsBYAh6/dzxvXJE4fkrMhDCU+TxwI92EOs9OT6HsG7EfZ3L2B3z6Nrszc6M2aWkUqr0Fr4zusQAdEvdUBb5Tn9ezjEeeGwDg7MLTq0YPkV04uplywV8gpBGbHYq/Y+3BcDzjTo7ARzGmHfj1HPKly67DAZN7DVCNZ2INMin2MoZ1RV03MGHUh4dqV0splTMUwyMJwVZGYU04x3vudc4dWMuWAS9Q0hAFE2lW0t0zmTytH34GiXDsOli8ckzDambo3tlqhuVkAhQxhABM+Mzjl0XYf5vEVV1XDOQSqO5DomL+KgQemNWCsPHHOFdKKZU/3nIjEtmA2cc/Ds4VjWdOsnf2BXybny+BPn+aGA8k5Vh0VxDEFA/Xko1LC7uwsAGI/HYGbUVQYXcU+x7TkHFIA/zZUEqQdujZT9s0jllgEKKaWz6PWQY7rwnef4HS0CSFH1zMdj4Yj8Fy3lfAKQL7c5KhEBPpNOPkpKzf2eYKQcPdCwPiaKabt94DEO2KZO823nMZ3NUdUjzFsHYyCpEDN7rx8ptWBIHdMwy+lEM2dlLJqQKNb6Cp4NOi/FnSxLcn/5eIAc2HRxuhdzIOmQzltoakQQUhJkzp97OdUXvzQJfU699dvk++rEavWi1xg8PJzv4BBAeC8VapiNSE3ILKLMKcv1QjgdAcSChRIT2AMdG3SwkuPTE3jWwV3cQ8cWzWQL8BbnGhPKygS+y+4pqdq50bg+OtHMWeh/QdchIAZtRN96D6frQ4EMURG4HySbS9Y+EFrsy/uUtVpUfetbTcvFSyGdohWfIRGcLOJF9U4t8fQzTxaRV2wr4kcY8F51T4f5vEVrPbrWwhgKGHFpieeqAZHgp5JUYT0seqKZE1DDRx6spKUhGIgXiDzFhAHoyvP6CJCpLMiKIbAunWnxgoeb7/rRTBGiyQF43/e/H8IQWdit7cov5x3ato26p3EGl61FU1eSW4AYPkjOfBEbkTAvg+E90HanyWMhCSs9wASCK6SnYfEY15VBUxnUzqHzs8jMTA55vXSCLm8VL3MwQjNKaID80m0otpWVhFVKq6heZJ5lMqYfES9SLjEjZxijXqo49wCXV2wzU6rZB3QjJAgDTLGeKOEBAR1gFNeJINap5ATgO8DJNGaDzscAPBvUmINBODuuMDYN5m4P1LlgzTMqsmBQjF9Uf3CHDo6dVOfNRtdzBZ89rmh8BJcmm7DGCBlAnR1dYISBVjGmSkkgLXeOHiEvyuYq+Ek9YdLF8CrR4jF6DSICvHigXICVrB3h7NmzMCR9SGuoQplwEEBXj4VONnMGSnZp0rg0CCEyCUsMZFhMBE0BZkKlCe86MElhVlkDbzIsknpyU67K/Yhx9V+DFxgB6GmdCsMM3M+wzpl5YTIFNKoAQ88lAw8idtszyHL/fYENey81651LaUIy3VVupuxbrnqsg54UzKmUr2FxXYe2I3Rdh67r4LoOzolO5ZxDyySWa1iT03V7cDZPMFZJnngoA1BxDVBKriW/UzR91AEPoL6J1CfV63wmzVzXiYTLp/QlzyE3hgavnxlYyqB6rdlshr09wsWLFeq6wng8Bkjyc+YNaPsaV+q8xJmug048c2owcfyt3+xAHvDdDL6dA90+qOtAroVxPpMkBGYSGIZ9TAtjjAVximLy3ABoQjk+AaIYVbJUYxGqxJgFW/BiwdPV95SfqqFomdRUpZjTevHiORCVEjyW8M5VDkZMuxNQT2YH9vJxnRhHQIPxeIQ+5iuX08gon+TqqYcIKYkpCFYHiCVaqXa76OaAv/xVtPt7oMuPoZ5PYXWQjUFnFMBmVLQJplFYr21hqhqmqiJA7/wmnN+Kv5ksmOq0PJdqtHYS++ZBcOHxKhBeuEVXjF9uCTNz9HJxAjblRfKSTFZzuJpeKCAFhqRYHKwn0SnkhYo+VAIcgR3DtQb7e1M8/PAOzpzZxtbWZuh6Wssu/nwn5xnZvi7GBE44c+arBHVgQAhWZIjX8R3YdYCfA34Wi40SqWckSCKqgsIaElN5B/gqKW7Ogl0dVC2STHWGYVg8VGwApib2CzAgSnpw7HP4XjaEw1JTYyR7krPXdnF+0j7iT8p+p/VUuUQPCID3QXICszmjbcfw3if8MnOPpmj4dEenkhMoGLOqKphQBQIEWGtgTMqflGOCrN+cdCUYD5jMQpaD4zltazBvM5De1EA1Slk3rIeva9FFYyqcquzrIcesHz4nBoo7/qCTqiClMVUEN4fn1bYtyDmYdoa6qsR6hwGq3NGAeL4+t1PJGShKzvjRbZIjnowDowXzHPAt2LfBoGYQJK+niV7qDuAWho1Y8OxA3kY9j4R3EQN7UQFuJgXdjQFxA6IOWlVNyk40qbMB6hqSnNH9n2OiavB4D9vtAq6F5z0AU3Bc8aMpG7Xd0jZPumTaSkambVk5IDqm6KcE0nA3dmDfwXGHuW8xb1u0XQcmi6qyqcNQZIIKSXwazwkA0PyQFOI2GDAyndejfYx4DuaH0XUXwe1l0HwujEOEkbGw6jMmgDAFAmOSF/+zTOkhkNdz8FWHyJtOYNZojJCRGu1R1SAw22yYKBpYAMQIY51sE1MlYsn5zoxRJ5FWvp0HY0VmgoacFGMNWK2kkagiYxp0YtXr0wopbDx3aLsOLgL7muuzgvUdiAHnDBw8ZtyiampcuHQR48kIZ+vNhYV8UfJGY/CUOTPYRwc4ySVrGMZ4EDkwOjCL5ARZGQhmqaaLhI0SvARBhH8RIg0GiGY+luMCqJ5hoRpIIsssAPa5YUNAxpwSX6lBGgPTobwRstd7GGb4UGdS/yUdUlPEpFQxKbVsxvIEkZxIKSN1daa8pUFqMgQ2YpGsbddh3raoagvRMxfHodywctgOTSebObNcQTJbJ/2yrhswRBe1xoogyrwhzoTU1T3mHtLHABlMHdDBvhQvCpK6UbSljDBMuY4pUzqn6R0oXoRig/ZBGXSJ+7DfR87aTpIPEYRHmPbn8zl2dnZAxPB+G9YuaR/rrUFyopkTQOml0G8WCaHGirEmCQd9fNFKRxhjxQWDYZBfI3pkEj5IfWdL6goKQc5JymVXR2Y/S3u6Vz1b/WtGJtJpNLlDtcyKtoPYt9JTlVTaNP3KC2OClFQ3rswUOk1779C1rTgA+i9EhgYslNo8Jp1o5vQMOBcGCD5JTkjGNGsJ43GDyWSMvXGNlls4JzCJmEQc65VLKzbqT8oYFPUyGbRkXKT1OfIbsFBjTAu8dgGdCcNsKPwOgHXOdwGDlCNdgKxEbdBgkrJoF8d870nn5MwoDGvOY/8BWXbhAPIgwwCFiE/PcB6ArVCTkxUGFYF9qALczrBz6THUlVayTzctDM8It7am1UNCJ5o5ZebLBo6zzMOhPImUfrHR88POQVa4p5jxyCSF5Zmi6HMZl4zpUrpqcQL9W/G/FK8eZVX2O0liDYAWaafSK0g+lfBIEjH2KxiDqppQxpwxljUKO92fdFX1PDGzZHdmyfRsiOBJhb9H287hXAcgjyfoSebwgE6jkgIlHbDUz9RnroWxqsrGh+a9h0njHc4uzx1SnYp17Jl+1//ouvMyqGKxjVzn618jRkqpJE83XOi1fclJ4PSbKDgJ5DqGymBqlZox2IPKfmtfnHOYTqdo2xbWSnys6KSEspQgxSKu66ATz5xCyWruD7YJBVqj5ESuOQrl0jM0UrQJZEZIJhXVBIlR9/q3nAC1bHvwpSJUcXt6KTKJ23t5so6kP7N+qeWu1yeiiDykA3JpS/EeFcsdeln0mTrn4ELIYXoRS0t9faaQ0JOEOdUokr+ZgTa4+5rJBBsMVBcugOYtfNsFPZVktU0wXFSXWiiEVVxBv8u5TJnSBFYwwbjynHRWCioIKcMGaEjUh+RdEdVTA6fDNVTqwhTXptB/w4kxDRAS5IYaRBz6yIlxLRnU1qIKAdlgSBJdz5JJBASy8YHG1ZmXLl3EFz7/Z9ja2sLNN90EU9mAG+eoxmngR6RkvMQtUB2OARhjYUNNdTKyiI2j0qWZMRCYajnpcZkpXPZj4HfUKzO9OEYWqfkQpXQ6DmqtZ/qiSFIu2pdpNfzmQqj2jkLaGSSyMDCHhXk6e8jyj+AKK2YjdWnu7uyEFa+cX2JgHI5PJ545lXIdCUTwXjw5ue7ZNA2qqopTU37eqmW9gDLa4SkP3u3jl+njM/iIF/bDl32KgX6U0s2wogGq20JVA0oMHjuVW+7pnofwT10xkEtBDgHI2r4hSWOe6+vrpCcHc0apwJkuVT4wkwH28V/OmBiSPIl0mEvZlQ2c6m5Qxuydnw+yMiB4gYljO4zybeD8z+QJirzXOyVdrn9cxpxMi4w50Cd9ptFw0iCP0K54u06ZcynlD9gzi96GjClCfXIKXhdNjaqsKUVNVz3gwHC8JLBBiyaQwluyzkb6AMTAD4ZMpdpeBi0RdFlJqP2+gBoEnTMuOQ5/h6UmzAjXD5UwOd2fBJ3IvVuWcouNYYw4laQlgqQHY4br0vMjY2CNRec7XN7dga0tdvf3MPIjTOwEMeCb5BpEp9Z6QbTs7wzeMVFSpuNyW7Mfqtan3I24AAEZihZ2ISWzHlH+m9N3cvvlxg5l5yvlBlHvLjQSnwENKGG9Tq5veoWJjKSKjdN7gvh9boxBVFBAwhHn7Ryz+RzztoWtqgUJLTPSKXNG6uOMzIwu6JsbGxsYj8eYzWaYTCaC9xmD2WyG+Xwu54PQBKNpGQ3BLPlvLVRVTIMLS4H7mitF+OhQ97mib9F/lbXHSFNu32ARndFC3eTFVA1Ohbeyj3MOFy9eBBHh8uXLcM5FPT4vR7guelIwJ4AoHTTgQh+oZjNWxhyNRpjP55jNZkUQcj3EmLkA4WJsZVNvsHPQfdCCoiQR1eg/tKrWUx2jsUO5xM3+Zo7Mmo5PDAukGSV/sVS3HCKFlGazGWazGeq6jjpoXqlvXfrnkeXvxz72Mbzyla/ELbfcAiLCBz7wgWI/M+MnfuIncPPNN2MymeClL30p/vRP/7Q45tFHH8VrXvManDlzBufOncPrXvc67OzsHOtGvPdwLFOSVz0pK5VnrWQ2Pn/+PG688UZsbGyAiCJE4nxPR2XEaZEzxCf+9sn40RWL+olpF6OFkhQI+ZmgLEVYpTSNlYV1ZEPt9UWDJZk92hnN+1SOQWLFnEpFRrFZE9l1udxTRq6rBoDB7u4+9nb30XUe3jE4rPPPM5Ecl47MnLu7u3j+85+Pd73rXYP7/+2//bf4uZ/7OfziL/4iPvGJT2BzcxMve9nLwio+ode85jX4wz/8Q/zWb/0WPvjBD+JjH/tYUer6SkghFIU/9GEqqbU+mUywtbWFuq6jtMghHCAbXIX7ohXd/51b58mSLVJh9yGqgj8yaQ9a/F5AFLhsJxpSgd+Rv1ypbyjODPoo668SsVhFBJJSjQzMZ3PM5y1c52R9k74ra4SVjjyt33777bj99tsH9zEz3vnOd+LHfuzH8A/+wT8AAPzqr/4qbrzxRnzgAx/Aq171KvzxH/8xPvShD+H3f//38a3f+q0AgJ//+Z/HK17xCvzMz/xMUZv9OKRDqZLMWovRaBSn+vF4jNFI1gA55+L0lm4m3VOOH8Zt0GDcpJ8BpQGmv6VWJWJIWe7yU+ld+u17NxH+znFJAEniRRgo9RkZ7qnXKU2u3qWiYbSasXLds21bNE2DjY0NXH/99bCVlYV+j5fkXEVf+MIX8MADD+ClL31p3Hb27FncdtttuPfeewEA9957L86dOxcZEwBe+tKXwhiDT3ziE4PtzmYzXLp0qfgU1J/pAMRpNDCPAvHxY+W7rirUVQ0iI1OSfjKJqphp/+NjbqFSaubSM8c0weprL6fqoSieKDsXsNhkFQt6U073kUHBxRa9DxG4uQLNGYPn2EUp8COjB4NrOp1ib28Ply9fxs7OTkxWsSog+6i0VoPogQceAADceOONxfYbb7wx7nvggQdwww03lJ2oKpw/fz4e06d77rkHb3vb2xZ3sOps/e06KITK1rC2BjCH6zp07T6m0xnatpXUM+FBll5rHUxA5/f+NO45LSF3XoN8xfo2UQD5kFoxDL4J7kZlNpKg4f5gRgme6W9EKNJ9ip6pkpMjJqpdJiCEBkp9T/W9F/Iz6imIOcZ8eKxJVY5lD5JeGl7c+XyOixcvZi8jYMmCaD1RnWuVnFeL7r77bly8eDF+vvSlL4U9xVNMH0ZgXNGRKitLNYgMnPNo204MFq8DE76BUrLoMonsO/+IxBQDyXvAO5ZPMJi8C/mGvIamKdOKQWQyFWDoO+Kz8XeKG1WbisJbRemW0yOIn9JjVdynzyQqOGNMxUqTPq8vbG4E7u/vYzqdpiUwMAuheVdKa5WcN910EwDgwQcfxM033xy3P/jgg/jmb/7meMxDDz1UnNd1HR599NF4fp9GoxFGo9GR+sJIDxJAyg0PWYVoK4uqqkSCDjcgXzqF94ygfOrWdnOcVVdXRojJGFhKNYYIJAHRmbzWfd6LF50LUUkg9ocwW45G0ZAcTL4lUrbvegUQ4xMUEdFYgXXGc65Vcj7jGc/ATTfdhI985CNx26VLl/CJT3wCL3zhCwEAL3zhC3HhwgV86lOfisf89m//Nrz3uO22267ouvmb3beg+5Y0B3xQk8oWxkk2EHmbet7Cd8/SH9I7VcKoCpEGupzK+4C36pNJ58yMFiw3bPr694GYeM54On30nmvxPFE+E5Xsqnur92kddGTJubOzg8997nPx9xe+8AXcd999OH/+PJ761KfiR37kR/Cv//W/xtd//dfjGc94Bn78x38ct9xyC777u78bAPCc5zwHL3/5y/H6178ev/iLv4i2bfGmN70Jr3rVq45uqRMQF6+sIFXg9/f38dhjj2F/fx+XL13G/v5+Nh0Fyxoq2UoPumfJv+nD9O7Zo4tMqlJHlE1jCORlBbkylweDOoIPUsYYgmEK07MuUQ6/w9Ji1UcjQxNCdjlhJNU5dVrv52SPenRSSaPuCDAcMxzJPTn2UqRVcSkoWCDLNdRwskyRQY33cN5jZ28Pf/L//h+2trbwnOc8B3i8mPOTn/wkXvziF8ffd911FwDgta99Ld7znvfgR3/0R7G7u4s3vOENuHDhAr7jO74DH/rQhySFXqD3vve9eNOb3oSXvOQlMMbgjjvuwM/93M8dvfcq9Vahx4E0nfTOzg52d3exv7+P2WxWAPX5wPYlkw6sD8zo2CdmhQognfJlwVdubRuEcogIsI5GqROBTL4UQ6145ah8ylX8Nd1sPBQ9CJXTH9F1SbocWvb4oIumdZbJIi+eLwDHXtKZZ+qS8x6eGbPZDI8++ijOnj2Lr//6r0dVZ5lOjkFHZs4XvehFK6ECIsLb3/52vP3tb196zPnz5/G+973vqJdeTT0G1ThDQB6kut3atkXXdSBDqOs69jlZ+Mub79NhkqTmOmrXdVE/Myb4ZzI4Kc/HCSSdSzHKo1PSGZPfm3pHZOrPAQpt/ny0vza4fZumiY6NddGJ9q1H/Yx7fmQswkJSnWwuCVidC0uHUy6k3KLNMT3ZyMX1iChVFhzgmohCcZlHyGXQFTMFq3sgpjJO4/2BPniK0L05+lmcRRmT9Zs66HfWhqpBypyyiLA6ZU6lGK1IWCnNgWRdd10XMc48M5oigGnoMmsiG+kE8VAvLnOYSgalACn5IDl1ig96Z7GGPlx4gB8TED9wPf2mhF3qHg/KMFgp8arqSTGdB42iryqElVFRHbHWYBy8boYo/r0uOtnMGR6KjPtyn26OyylzIitar/GUyY5O/hUQ9wYpRPKwrC/Pdc3F66ramOSXHO/AnqL+KUzJIY13ujetuobeJVQNWbhe9r9AUQizQvrtZWema4bnptfNRK3aRrkeK0W3Ah5rCU1dhwS+wKhpQkGt9TDoiWbOSEsGK6e6rtE0zSAGp77oIf92IaV6jChSlDMmXNWDJGFFOpYxk+rjz3XPo7gB+8HKwnTJyOvDbOGglddghAVwPV7T2SDHOTWmc12MCTxJmPOgx6HBHjlzLkbPZAPLSceMA4FcCgaJEnXFkkGXjU8pZVPARx5T2dc9jzJNiuZN+gN9A6jPiKsMwOXXSC2q3q5GnrX2MMDJoelkM2eYa5e9/MwcAxLqpsbG1gY2tjbQuhb7u7toOynrJlOoDK3oXhSXKiTHnvxfMGzBTFwypszWQHZ+nKHDlKnpa7xngQYDBAXyEXAvLWiZMlWNGaw1yUlB0VpBFO6JWCd4aYtRvggZepUeb178U28knOOcw+Xdy2jqBpPJBPWojhjtOuhkMyd00JOkK/YFCKntWtSjGrax2NzeROc7zPb3Y6icGiFRBwMio+ZGUgxVMxLBNBQInA9ML9t6OcaszCM/pDpvuLbXnEYCtMcT5C6TkdQTU4UOGRksSf68HUMGTBKooYHWBBSB9arKpJQzyVgjIjjvcHnnMsbjMbbPbqMOMxOf1iEqqR9PqdNk0zSwlYVjB+ddWu+SxVsutgXoQCialBsGycAZ6seSDQdY9EBah6T98qQ1pXuGiWwJzeZvQ/91SDyd65visRKPkBswJA+jSKiRqXWe5vM5mqY9siqyip5UzNk3JogoBozM3Ryd61DXNeqqgg0+YT2315pMg4tbs2thQXKmoI+jzWv9YApty5OPhlp+/cHzOZ9DdEfZft9p4MDwuX14CKaK71rGnG3bYjabYTQaReNyHfSkYM40bWXfOaNCSrJYSDT8ZGMDo/EIs+k0RsqbkIA11zBBUsdcpn3ZmQY4MZF+55hmH1BPEiyd7Vn0QFUr4iwddE9PHkypUhxTGZWU1tkLUxog1t8sYSUhnxl08Xd8hplwzzSIYQovAoeqG0SYz2XZRt8IOw49KZgTCIo/LUaM6z6BOYCNjQ0wMy5OJpjtT2NqPyZILiXO9EtK7agOmktLtbJjGFxgTP2tlHTActJ1PkMCYl9F59RgC0MAG81k7BMOivJbEMh+wEoGe4FiwYWFvcWzwuDfJQljMgNdJ16v6XSK0WgMzwyzHt58cjBnqQtm2yNjcZSMGoAyGo1Q1zVms1kCoYvzuWDUHEdMbtPDS85ltBJn9B4+a98E/bCQtIWO18MxwYtScBnj5Awar5napIH9zAk/1RnoStSaZXSymTO3lDP9KkmEdKhk/DDY3NzEqBlhMpmUuGfmJcmaK9sspKaE162SnIcdpL6UjQEgnLBPQBOTBYYEegyaeh3b80djkvxFK7cPG45Aiu2UYO5OVgmcSk6hxJz5FFYyV/S/R/zPRyVegzEkPjMxBowB91pRmGaZ+/A4tACQcxhkViseheRUQDJKdkaw1vugFSV9kvS/DBrqMZ4xOYMOxA2EQz3rzBIdvQKPhXz766ATzZzF25yjxyuO997DdR2m+1Ps7u6i6zqAJTaRGSkMbEGSrg7wWCcNRTMRkRQAGxj3GFkVktECmW4MYMED2ceDs82llFRtOA94TqpSYkz55+HRdQ5rWqVx8pmTCpfGAPanxwbJp5k/qrpKa4iYURHFKsRKxXSLNIgyZZfYYf/49VOpJhwaT1yia+bRT8umc9mW4//96V4YN70IVwalLaMTzZyrqJi8Msu7aRpYazEeSVIFzZlkqhp1KKQqOmZPurBKT2XEshDp14JB+0B63xhabusMMdVqphxsI1Pvk7csW0FqqHhGx6UnKXNSxCz1Tc4hdTV+dIC9Z1lTXtm4/tojYwaEUqgcfjEKybluiqA5EN2PDEhGuKg3lta03jayKTk3TBJykR0bvvvIZB9H75+bq/mFGhD041ODqE99K2gJxcy8RCArpUw778HGAE0ldYqcC2m7c0YJgSEZwwJXh0HlhfLhBQoYLiTha85UubcGgMR/FgwaHonJmIszHTTTRVVtMREe6+8ZMDQJiFWSIc9E9ONTyZlRWoWoMEvUP3vTrQYcq64kBpCJD9aHRVu6Tj2dSwVDrlO3WkXLpFj6nfqojDk0TS9KTCq/w0GMXBqWIOmiLp+gNZ2BurbD47b68olO1HvoCqArMymEpPGHTVOj6xowcwLkAaT0GeEnl0PzNWHQ/nzbp3iri/e8ig7SNdM95dJzuB2N6lI/+/7+/oLhdKV0opkzghk6NjzwGDMBoAaEtTamQpxOpyGsroNz6h5cDPpIlvoh+nUMhs3PFWyTcGZ7G9ZazGdT+JBdJO+ZvjhFuNsRGaQA9ns+0iH9uneIQFneo3MtVr9Rh6cTzpweHnlSBN2TTcGUgPcYrU2E6667Hpsbm2jbVqTppR3s7c9RVRbWppxFJS1/6H335TokqgFQVxWedutTsbGxgT//8y9gZ+dytoS4k+k0MKiBZNs4atha0qPTu5y7axkUa4oa1VM5+2aAvZYh3McpcyKTnEhSM9eVcj0rDwghIlSV4J26pDVPlhXbLxhs+IHnPvQcOL+i+xmQToYopm1U2EaOSy5VZMyFQ/Rjld8/Z9DYbjyOM700gfPqwtQg49N4TuQwUYoqzwMjcuMgKe0+MGeN0YgxmUywsbGBvf0ZZvN5AvaPQYcN+ujfS78N9VYpc+o9qMvV2OGXSf39eV/611p1j7nkL/rFiKl30qzi4RxSPgAjKcTXQSeeOYHSbihdb2mbDkj8GAIZAxOq4FprpATh6itiXVPWYYhCQLSxUiJxPJlEo8M5B63RXvTwkJJT91/Ji6gvjqy6lKXBdV1LrOxkcmoQAalcX4yJzKxWKgIYco+GvNXGWpB1sHWNqmlQjRo08ybCSQBK6+fqo0YFERGqpkY9atCMRxhvTHDzTTdjeu4cHnroIezt7WHezkIN9JLylZxD7Q4xbn7sQTqzetrqusbW1lZAPRpsbm7ixptvwqnOmVHEITNGLcHiUormDCtSNE/Qmul1/cFdl+vjACr6F/pmrcXG5gbqusLOzo5M776D926Q4Y6j+66SvCoEVHqORiNUVYXRaITxeCLlX9b0Ip9o5sx1SFXSow84zMB9CRIlZ1ECpgpTu11oO1Ef/B7W5Y5LOWNam3TOpmlw7sx2DE65eOki3Fc6dF27tK1cAuZ6cL6tv+Zq9TSfziOSRGjnzp2LRQtG4zFGowadO119mainCmr8JnqScEjRV6lkopWf44w9CZJZ/X2j4koZM2eUviGlfavrGk1dh8IKktFt1IxiQoO8GseQYTXUvyGD52DmVANMj6OYUtw5qb2U9h2fTjxzahAHKJuWjZGgWUpZ0KZhMVufofStt5WBZwfPDlLGpQ+4X31jSC1yLXvY1A3G4zHOnj2Lc9dcg24+g+u6WI1uPB5jf38PQEorfpiXJGfMIf10GXOJyqTWOME5j93dPUynM+zu7mFzcxM33HTTqUGkFKfBfCPLm8xIA6Hrq/V4WS04j/k6tY44Zz71q0nLmEivL14fOUZVDhcx2iouca6qaiE3/ZVQrm/r74VjkEv3krkBHPrlOCydaObMc7rHzB3MkokiRLmrNJpOp+i6LjLgzs4OZrMZLly4gN3dXezu7q794R6FmDn0D+g6URlmsxaj0VwwTUMxQn8ymcBai63tbbRdi52dHah/+zAJbRcMwgwayg3Dfv/kD/laqLOkH+/BpzinUPQJc4o6ct5FiaiDpUuA9RwtLqq5lPoGgfcM+KEgiGE6rndI+6XqBFGSmNJ2uk6hi4aqvaqyrJqSh7Ytk5hDumreQl7vM79/xpXr33068czpnANYav6AGfv7++icw/5UvlWaXLhwAdPpNKaGzlNwG2PQNLVEbIZBaecd2lkLZA/9alKcypU5jcG158/j3DVnYa2VhWPqEQu69NkzZ2CtiS/XbDY79PWGILWDpKZnBnxabem9x+7uLqqqwmQyQec6MDuchsz1iMOo6tSSb4++X06lBnMAXyVRDiXlVn6uZ62iK3FbLiNDBuPgWpUpu4SAVPdUyamMdRg6SLccCmDJn6/+ViZVlSLp66eSM7jPJK87hcGr6zp4f2xcAuycw/nz5wud01qL+XyemNQa2LDgrW3bwh26zKNytfRTa4FmZHHzzTfhuuuuhTEG8/kclSmlWzMawbOP3pplxamWWeN9xtRZZggik8JdZQCN9z6uwRqPx6JCDTkvrpBONHOWEgAASBiTZP2M1EQnWOtAZOB9Vg89S4ag3iBNbdh1LmKkJZ7JKTa0h4nKRsWfDmLaVa5B0TWbusZ4PMZ4PF5gOrlvEwF5Q2al5DwYvyylfd8/nySoYMH5vn4JbwawplUaJ5s5AQtDVobaimE0qqR8i1Y9koFBgIqk7qXzDq7rpC5QyMO+s7OL/ek+HnjgATzyyCPwrYczWfULn/K/ywD0IuMFHQXAMEhwfh4LGQOji7g07afwtbUW1113Lc6cOYMz22exubEVj/GuA9jD2gqyTseCmWBthapqBl6m0LeBbf39/d+p2p2QvCCMPF5UEYYcKZA03aeSM1DyWgDJPdmHmKpK9U1ZYenrVB5PrWFjDJq6iVndygEN8Yso+Qu9Ixa3cJ8PxdMUG+h7hSiG8QkMlklE77M1PizuzVBw1gRgPEcdDgreyKkvOYtKI5RiDUodvISR4vFrkpxHNqs+9rGP4ZWvfCVuueUWEBE+8IEPxH1t2+Itb3kLnvvc52JzcxO33HIL/uk//af4yle+UrTx9Kc/fQHGeMc73nHkzhMhYnNq0ER3ZJZ/M96sMeL6G42wtbWFs2fPioQ6cwbnzp3D+fPnMR6Phy1X6l97OTRzpUQkXqIbb7wRN954Y7TANSRN+67Me+bMWZw7dw7j8TgacznkdBRYSc4ddvFGSdrDUPPxyw3PxaUkV0ZHZs7d3V08//nPx7ve9a6FfXt7e/j0pz+NH//xH8enP/1p/MZv/AY++9nP4u///b+/cOzb3/523H///fHz5je/+cid7zP4sk9+rFZ+UC+LZjrOMcPBwTvGoB/lXowxkfmAlA+UKMSgUopU0nuIki26XBfve9U1V/VpYGvvO1GfuY9LR57Wb7/9dtx+++2D+86ePYvf+q3fKrb9wi/8Ar79278dX/ziF/HUpz41bt/e3l5awvqwpIO5bJ9+9z0h/UGJVn4IARuNRphNZ/CdYKjHzWIRp8HMoFpG1lpcc801uOaaaxaMkraTEDnrpaSKB4MNYda12JtOMe8ccuF2WERhCHhfNjOEOtwQFUI+Pvt2jrGudetrLWk9RBcvXgQR4dy5c8X2d7zjHbj22mvx1//6X8dP//RPh7XkwzSbzXDp0qXiAyyXnEp9puy76HLqH0NQI4jF6j/k807X7G07xLn5sowcGopTJsuaeqflssN255wA4Fkg5UFSfNnLu+x5lWusKDP4hBTejM9rDXRVDaLpdIq3vOUtePWrX40zZ87E7T/8wz+MF7zgBTh//jx+7/d+D3fffTfuv/9+/OzP/uxgO/fccw/e9ra3HeqafUOoH0Ss7sC+bzj3euSW6nGnqMNKL2MMtra2sLGxISW3L1/G5uZmxGPlvnxM/qD66Hw+i65Y2Q4cNnpqGd7Zf9GTgUToB1zn/nwGh5rrT/B4zrZt8Y//8T8GM+Pd7353sU/LYAPA8573PDRNgx/8wR/EPffcEwsM5HT33XcX51y6dAm33nrrwOpyocPqoUp9XckYmboOYtCc8fKBDHtBdHjmJqKoUqg01JdJ2xUrvWd8ZC/VOl4kpSFsdaj5hWv2ILbj0FVhTmXMv/iLv8Bv//ZvF1JziG677TZ0XYc///M/x7Of/eyF/TpofYol7TLqS86+BFD1oT+YOthbW1u44YYb0M5muHTh4vq8QKTrnEJQSQ9fapoGT3va03DmzJmIGuj6HCXnOzAnie9c0EEDOoHsPg/qd/5S5TrmUYy6HGbS591598TFOZUx//RP/xS/8zu/g2uvvfbAc+677z4YY3DDDTcc6Vp9a3xoX585+5/+Pg1isFV1JGOi7/cGUlyo/qaIQy766Y0xOHPmDM6ePRvz1S+8fI7hfeqr6bkzox9rAH8c6mu+/bAMmht1/ZnjsCrMYenIzLmzs4PPfe5z8fcXvvAF3HfffTh//jxuvvlm/MN/+A/x6U9/Gh/84AfhnMMDDzwAADh//jyapsG9996LT3ziE3jxi1+M7e1t3Hvvvbjzzjvxfd/3fbjmmmuO1Je8GP3QPmCYaYdIp8fZbIa9vT1JSPU1JGutRLyfOxeNIZXmsc89aZd7cjQrnrq3B8HxnhHU39f3q+fXinqlX2RgVT80AOVxk5yf/OQn8eIXvzj+Vl3wta99Ld761rfiv/23/wYA+OZv/ubivN/5nd/Bi170IoxGI7z//e/HW9/6VsxmMzzjGc/AnXfeWeiUh6VVUJLuL34DPQ9PBvEAUddr2zaW3PtaUa5z5syzIOW070EHTMfkiEKKpgcWfeX5NYf86P39sj22XETEK2kyBWPM46dzvuhFL1opug8S6y94wQvw8Y9//KiXHaT+lL3y2ALzQKgpmbkjnYfvHNrZHNO9fbg1Sc40wAtOzAVSZ0B+Xl9yUviGZ1giVMagIgOb1Wo/6sy6jHmj5c9ZOkgAMARTWRCkgFddN7BW1ZD1aYon2reeS5iVinzGmGFSCj+yB88SB+q6Dl3bLg0dO0LvorVOQ0rmwL3kLtfFaytjpvsh/UeSzz5HL1YhDEPPauX9ZYypcR2kUB0sjLGF5FwXXXUQ/olKfamr7kDnnETTr3AKHK7t5fuMrg69wtWcCShPuK0EZgxX2+jrmoemHGXvtaXu0v66ozWpmwBOuOQMitWK/Ut/ZE2U+KYmQdW1MYtT3cESULu2ahonld5hxl86piuvtwgdkUq2fhIIqGTN9nDeTOpPBrAVt5AzOTODibMXxcQseOuiJwFzHlL+6NS0ZLC9l6h5nYavFBbJmQRQ2Ehgn7qq4T2jbedwjtG1QGUtrr32LK45dw6VJcA7mTLByRsT+KZz0r/JZAwig69+9SFcvHgRFy5cwM7ODrx3qKwJCSJ6904qqVcEc0T1h5HerUxlIoQaQx6u8yBrYZoRNjbGeMYznobJZAOjZox2Tfr6CWdOrJQshd6GRXA636+54oeW1l4pdpd0TrlWZSt48mjn0iHvAFiDrc1NbG5uxKwjBE6SFelLF7kphDadTnH58mXs7+9jOp0GSGdYU4uYKzKBST2mzBm356BQHJXCb/YeHCRlXde49tprZalGx3DuBPjWrzYNQi1LphWVhsp8eS5z7z0uXbqExx57DBcuXMDe3l6UomvsrRTk8l48RADqGtjcbPD0pz8d586dRdM0xT2UASoM5hrMonbM53M89thj+OpXv4rd3SnallHXqsuWMNIqOmgazvuSt0ckM8HZs2exHdKCW2NhKqBaUzznk4o5l1nuuRLfH3iFa/b29nDx4kXs7e1hNpvFxXAH0WF1LLmOC6soZZu1wGhU4frrr8PZs2eLWFLV4/K+y2I+E6X83t4eLl++jPm8hXOMul4eaDIExh/2HvJpnQPIYYyBrSS3viZ5MMaAadEvf6X0pGLOIRdc/qDyQajrGtZatG2L+XyO/f19XLx4MVbUOKzUHHKBrpJaxkjKb6WmaXDNNdfg7NmzhWGWM6d+13UFIvHStW2L6XQq3qyQKWRVH/t9PSzlklIu4kEQZGNjvIGbbrwR29tnUBm5J58lWjgunWjm7KdfWQaV9BmWiKLfWiXNfD6/4ul8laRKf6drW5v6WFUVtra2sLW1hf39/cIgy9M0ytoiWYmpx6XKx7reZ7EPy7xER2HSGIegG0gMuVHT4NzZc9jc3BQhwLwwJsehJxVzAmkQ8lCzfJ+SZnK7dOkSLl++jN3dXczn82Jt+3pJGFTViMlkgqc97Wk4f/48iKhIMpZLzNR3YH9/CmaPnZ2dWPFYDCRGVaklPXDlAmoqfeJ9eKh/TEEkyR6appEXalteqslkEvoqK0GtPbXWZYlvNoWs0tdyygMmVG/TekR5bOQqL8thaNE3LX9771FVFW699VacO3cuMqeeM/QBEPonOeHVUSDMKfrrUWbsPpPm38umfwX+NXJrMtnAZDKJ8QDCnBIAsg460cw5JDnV7djXe/oDoEbPo48+iosXLw5KziHmXOUu1b7ky2rTd7p+HRImXHutrE/vL6rrM2U/Amk8llX51trYl/7aqFWSP29/qIT3kFFFRGDPaF2H7e1tPPOZz8TZs2fjys90fOlGPQ6daOZ0LuXq6VM+oMDigO/u7mI2m+HixYvRStf0NKuiypfpbn0jaNEoEgZVfXc8HuPcuXPY3t4u2u/3M78X/WgWkCHmXEZD7R4G1ejfe9t2qKoaT33qU7GxsRnhrzzb3Km1DoSgjZKJ8kSq3vuFqVofnEJGOzs70RDqM+VBXqKDdLS+MUIkYXE33XQTrr32WjRNM6h+LG9PXsaHHnoo6p3LmDNPtdOfXa7UxWiMCSlyRgHXHEJC1ufCPNHMOTT96uIvZUplPGU+Zc79/X3M5/MF5lTKp+/DMOhB+5kFRhqNRrj55ptxzTXXRDhL+7QMgtHB9l6WmTz88MN49NFHo9WuqMNQX68EPlpGsnS6LjLb5S+HXvqUOVFaoTodqy6p+qPigH3JqcyZGxfr6s8i3gkAkiCMyOL6669fAN2PAvg/+uijuP/++yNzrnqJhtrPjz8KI9VNg/PnZU39ZDJBUzeFq3JNPBnpScOcGkmkEItWOVPm7BsAypx7e3vY29s7Nja3XEdNH6lKbHD99dcPGkIHkbomH330UTzwwAOFl2uI+nprvi3PU9o3FpdR04gP/ZprrpEiD8YGeKtv/R/6llbSiWdO/dYU0Hl6QwDFehw9Vo/PAz3WAbyvIiKgqgyqqjQWFEwHVrv9VFVRD1ZyvfLSFah9/fnwfR02huq6xjXXXBONOKnEXJ4jz/M08APAIrMpg2oQbNM0BdMqQ+bMeVSpOaTXHcSs4hgwsVx2fm4s7RIMpGXXnM3mmE6nAISRu241HntQfw5i3n4/67rBtddehzNntsN1S2Nv3XTCmZPjR6LCDSbjsVS2DQ+vqSs47zGbTdF1LuZ+393dgXOyDjzEgUHf+AwvH4CEroyIpF5k0zRxMCXXe5LcQ5a1Utd1eOCB+/HYY49hb09qDxkLMJMEZMBnC/bC/1TGEadEX0sMJdYpWSLa+y7UzY0NbG5tYTSehMgqPmQw7ZXRiWZOCrGPAMMagiGLppZbygfbe49Ll4F5O48Y4Ve/+jA618KzA+AhBdszoyH+tx7SJGFN0xSpGnMGydWRPnVdh7/4iy/igQfux+7ubnAlKhPJMxjMtUGJf1a9X8KsADi0GRavWWOjR2h7axvb22fQNKmE4LoA9yE60cyZY3vqMhvyqnhmjEYNyFCB/y1IwxQ6Gdu4GpSrIoeVnP0+kybNpSX6JKXA4HzbYV64Pm5a1xK3ubm1uVLtWDedaObUFYDqdQEW9aQIynuHKpR26bsorxYTriJmLiAu3baM1NDIdTwpoXhYY6fkzEGjJ/s/Z87RaITrr78+xgGsct2uk042cw5AJfn2BA4zrLHw1sclDVpasA+l6PTmHcelHcuueSWk1rkaQfkLsmqA+8m6iAjGLl/rNMzoi6kZy5MW29BnOBqNpDCs7IAy+0FerePQk5I5dV/+lld1BQbHdTfqvuy3lQb76khU731c79OPC8g9RP1r50iEMozGeebqwWFpmJnKsD6dwq21MfooLRdeHui9LjrRzDnkGVkWzKD61/7+Pi5duoT9/Rnmcwdrly8Ku1p9VkzWOVckUhiKTc3vwfsykEURicOQPpYcMF9kpqSv64uiLta8iNgqT9RpsHGg/ts69NCT7iRMfOHCBTz00MO4dGkXe3stNjZq5Bh21P/Waar3+ty2bfRNKxYLLKZlzO9FpJmL0lZyEnmwP7yEp8x0XyXlFAdumiaGxCmTDrbbQxxOmROATC36IMopvm+1z+czTKf7Eds0BqiqBMMsnH9Y0/aIpC5VIGXJyyVSfxbIjSXxyEi5F03+NOQQyKnAPmkx1UJ+rayRuE1TMS4zHHN9WY28tmsP9zAOoJPNnGGwAIBo+K3Wh7e7t4vLly9hPp+B2aGqGE1DWCIMQpvr1aFUaj722GNFCRegTHabH5/clKFKr+8Gjxu+YMZ8+n9xS4SCQeWk+Ft1zbquI/P1n4lKSo2Fdc5hOj18gdhVdLKZs6BS/8qljj7AfkicBlKkAcl80j2I5rjGUa5rKoSkHqNlASC5tBJpXu7rH1tu0D+GdfC0b1Fi6nF9ozI3lHKsNrfqmRlm1Rt/BHrSMOeywSqkjkvlAocefPqm6PZbl8WeQ0gqZc6cOYPRaBT71cc88/7mL8yV9unAmSBoMv0ILiC94DmkpbEKOc5srY3lFI9LJ5s5SXE+YJmTN+KIPgfdYwPhmPJ8ItVCE+MeBFsNbc9/5jimFuSKiQh6ErKvx6kxVPRTG88MnFXeoCHDcZnkZJQMmr/EOcSkPveckYeyI18pnWjmJJLckAsz2pKBdk7y+AgkA4gFv7iuRg0iHaQ+9Y2W/jH6AvT7pZb2mTNnsL29Had0PUcZNS92mpabtOIYYGS65HIHgUhaOqJNJxydM2b+AQRvzVNs5yl08r6vg044c8qbnzC8EhTO/17mgVlqhEjLg1Kzz8xDU+2guztMfxsbGxiPxzH6fkjV0Da13zFOcgmzLfQxidSlx+UQW39/CfSbQYMNSJIyFwTrohPNnMByHawvPd2Sej19vXNIch4K5F+QvkDfl22tjX7qyWSC/f396BrU5LXMHFdV9vVlv6Qy2mEl1bLjkttWy9GkeIWmaWLAds6ofWbMnQPrYtATzZyLPvHFkstEJIVMSasLV6iqWnJIslMFS9rBsGBaJTn7xy3TO6uqwvnz53H27NliQVre7pBR572PaQ77ycXk/BSlVJxb3Mkqi12OJlINNEluzVlauFnFuY70tLgEBuL+49OJZ85+fcg+g+pxVVWjqUeYjDfgnUc770I5l9wooB6ccjxrPdc7Nze38bznPR/b21tRMuYVf3N9LZdGs9kMf/ZnfxYTxPaeQOiz4pe5Lsoo762Ey8rj0g1L3Xahrutw+fLlosIHhQBjCW5GgE45S+Dea/MYdOKZc0iKDW0TT0wVpiYN8o2yAkAmAwas3FwvHKJlTKzpW8bjBpubkr6lD9UMGXD5tK5Lm5M3LOtf/mL1ngH36lSKjbToj6ds5hgy7tJx6TJ6mMk2xmdkhp/RUelEM6cm7AeGXX/6zcwYjUaYz9voI16392eIiICmqXDu3Nm4pHY8HkfQXSWoGkZ5viTFEDUaKRVdHbrOEGNegfTKnpn2T/VMIorQXR9KAlISB+897Gna7dxS1t/ZvuCq04HTMtH5A1c6LG65bNsqMsaG4ldNMdB9a7z/YuVerTxFzjIJvojDLt5DX01ZQB0yfVPhIl1aYozkmmcuscxclVo3HTlW7GMf+xhe+cpX4pZbbgER4QMf+ECx//u///sXIJGXv/zlxTGPPvooXvOa1+DMmTM4d+4cXve61w3oUweTTmlEkpqPYNOH5Ftu0WBjY1OWGmxuRum1zpo5sU/xviUl4WhUB0PoXMwJmpfV1pKG+UcDofWjv/vTej479D9DtIyBkppB0d8/Go1ikdrz589jMpmgqmo4J9K8DasK+kuyV+WZOiodeXR2d3fx/Oc/H+9617uWHvPyl78c999/f/z85//8n4v9r3nNa/CHf/iH+K3f+i188IMfxMc+9jG84Q1vOHrvIy0OUqSgn9sMCulby1cDo9NBbpomSJ96IQmCMmeOZeYScvEzcOeHYMr0IA6eDRQq0jC58XhceLP65/WxWFmz9TiFzN1+++24/fbbVx6jyaqG6I//+I/xoQ99CL//+7+Pb/3WbwUA/PzP/zxe8YpX4Gd+5mdwyy23LJyjEkXp0qVLiw3TsDfEew8Gw9oKTYMYAnZQtgxp8sqnq6ZpsL29jTNnzsREBLnE9F6WjOQBKXqtPo44pE8fR2fuoxoxEUXwWClTbm1t4dprr41R8AxG180HHRz6t6QCWk/I3FUJAf/d3/1d3HDDDXj2s5+Nf/7P/zkeeeSRuO/ee+/FuXPnImMCwEtf+lIYY/CJT3xisL177rkHZ8+ejZ9bb711+MKFq1iXygqew1hcqzMkOZcxhB53FMqZjajUcY/a9hAvHp1Jl1+DM9wr9w5VVZUCo0k9cqUX62rR2pnz5S9/OX71V38VH/nIR/Bv/s2/wUc/+lHcfvvtMez/gQceWKirrgC1lr/u09133x3zaF68eBFf+tKXekcwAN/7yDbPDs67EGw8jYm7VKlfpZ+tYtSDqG1bXLx4EZcvXw5Td5KOeVKx/lTZ9zilPg5DZspIVyJJ+6pNvgxEmTIP6aOer33IKKvrGnX9BM1s/KpXvSr+/dznPhfPe97z8KxnPQu/+7u/i5e85CVX1KaWeh6iVUyT60KucxGaOaiMy1H2LcNZmblwl/abHLK6hzxeB9HRYKQU2HFQm7nhFo9nra159WE44GtQmPWZz3wmrrvuOnzuc58DANx000146KGHimM0/fUyPfUw1JdyalFqOZTdvV3s7u7GZcHHWedypcYTc4omzwc9l0T9AIvDGTuIxx6HBGEQQ24ymcTUOfqiuauwNn0VXXXm/PKXv4xHHnkEN998MwDghS98IS5cuIBPfepT8Zjf/u3fhvcet9122xVdo28tOuciDNOHafqJDIBh6bNsKtXr9elgJlpubZfXXNyXfg/1Je5duN6SSIHse1iFyIM89Dl4v1wvP64KtIyOPK3v7OxEKQgAX/jCF3Dffffh/PnzOH/+PN72trfhjjvuwE033YTPf/7z+NEf/VH8lb/yV/Cyl70MAPCc5zwHL3/5y/H6178ev/iLv4i2bfGmN70Jr3rVqwYt9VWUBzdoJmMNVJhOpzFfZ9u22NnZw2w+x+XLl0PtnpTDPAetFykPB1nPgx+SnPk0v+wjsiQH2EOvYkzqqr7Rkr/LaVyNINEdaxhTgchIrSNS3X61lF6XjXRk5vzkJz+JF7/4xfH3XXfdBQB47Wtfi3e/+934zGc+g1/5lV/BhQsXcMstt+C7vuu78FM/9VOFzvje974Xb3rTm/CSl7wExhjccccd+Lmf+7kjdz6XmAoKK+NNp1O0bYv9/X35nu5jPm9XpoBJnqahYInjPnEalHxx75Kd/Sk+b+8wut/BOiiQAoz7Bk8qUy1t6As07GkaeqbHoSMz54te9KKVF/9f/+t/HdjG+fPn8b73ve+ol16grnNo51Jq79FHH43rc5xzMcRsOp0G7K2DC6sEh6b2ISoH9vgMqoPfX8qQX+d4+GX/euJuPKh9Zcbcg6V/Gy0b6D2IAPra5Z842b71rm3hXBcz/qrrT9Nua254WfF4kAcGCwN5MA1HBKVth2f+wzJlOowHJFXuSVo17SYJGPXMTH3oL82QW2FNVrNihin7dVw60cz54IMPQks8a+53zQmfmLILFnJwv3kGO99b8JYGdPWDlakv6ahDzJn0P8E2RVcc0iH7sagHU2nkKHYqyEPqSx+66nt02lZmkvG4wcZklBg+9MNai62tLYwnI4BcuLIP/oxcxRhyhSrOfHw60czZdi0QYI6+kZFLAPF+AGWkTt+6PIzkSoEm+bZS6uWR+MsYeBFsPyyVul5/KteXYvj4fJsLLyh6967GUUo/w/F5ybmr+rxeb9GJZs5rrjmPuirjCfuSU8sGPvboBUynszQVPg79HXqBcrD9YOm56PLsvxiHecmsNRiPazDL81Fv0GQywfb2NjY2NjAajVBV1UIiivL6w/DWuuhEM+eoaTAaydLUPK2Lcy4yJyBR8BfNpVJSRhgmSc5VD3qdPuRluuZhpGjfSk4MGjTCQ1jMIh1NrI2ueGYev1lVVVGhbVkf859XOhssoxPNnJONDYwaYUp9IGfOnIlR5BqOZoPFqRhoH0qSRAEHQzPHZdA8WKL/95W0r+eW5x1s0On1rDWwpsb29jauueYaXHvttXjKU54So6mYPdoQhaRTu0JLyZNlIoPqcdWSSnRHpRPNnFI6pczLkyc8dc5JiFwIRCgsdeT65nJaN3YHrA86Uhpi8MMxqAERo2kabGxsYHNzE5ubm9F16VyHzkn4Wz8DdDLqFiGx/krQK6UTzZzzeYtqYJmtEhHFgF8ARcS2rv3SByqfMlJp3Yw5JC11u9Jhpd5RqP8S5n58awiTyQRnzpzB5uZm1DU5KJRVVWWoR5krXmedvF9aIGIddKKZ02eJroBF/S3/MMrgECDz/1xNrX6ADoOlaj+XOQsO6nP50pXMqS+HLhBUXbNfKJaA6DRIevmSDClXYYY50cxpBlZRFm+w99jZ2RF/evAUxQpvWSU1DW44HJy0PuozqTKjBq088sgjMTYgnIHDhLwdRMpsVYCMdCmJMiczh/yhUhQhDwQ5zD2t610/0cw5ZB3232qNTFowhIDeOm1hznW++Yehfn854LYaF9AvGns892ZfemLBXantC9JhogBYFlw8dD+nOmeg/uD2i07FB5sD8sDSBzg05R7NpXllpEypWTam0yl2d3dj1L7042gRP8sMvvRsTLGmCkg5j6y1RakbzYanNGQc5c9/HXSimXPoze0PRn9JwbKAi8O0/7VgUE1B06+VFHqEISA+7Vve1yG4imjx+cT9vd9SIKF0n/b1eunDKXMu0BA0k6/BrsO0laTG6nauVh9zI6f/t07nOzs72Nvbw87ODmaz2SGl0SKTLpt2c2ZnEDrnMZu3sFWNeduhIUJjK0hOpOHnwZzcwKUDY326+4lmziFpkDOp+omtTWVVhiidPjwFrosKpGBgys2TLOSS8zi0TB/33gMBxfDM6JyLn4prUAxKSfXT85xSpTBI/vz+StPj0JOCOXNp0NeFxNI8zOrERb/0uuGRIWgnl5o7OzvRCNrf3+/dD7JszAf3Z9X95mv2dZ3V7u5utNo3NjZw5swZtO0cu7s7sT0GA+yz2efKV34ehk44cw7DMTmDisQsIadlXoxVxsPitY9vNeftDumapecHyKGkfp+GpP8qv722oQsBVX3Q5cDj8Thrd7GuU3+GKvpy9EcySE8C5tQHPcwsW1tbRaGnrnNo2w51U8EsKSs4pCasOqY/OKt0xL701I8xBpubm7DWxuwgyjipJuZQgHHROnLp3/dE9fsry1n2UdcWu7sNdnc3sLu7AyKgaSQvkvjSTQyfA/Q7vPya5c+XCSvWQSeaOYEUFbNMgmrSLvXBO+fRdR62YpApAyb0vGUMMGS9D7kjh84d8tL0JZAmaR2Px1GKlWvfVzHnwUErfUkq5Qp9WEUwjZ+qsphORa0olyzLZfJnHhkdIUv04aL2DkUnmjmXJSwASpxTvxXuYA6BDL6Pk5bnD7V53Ol8GZMCCdYZjUaxiJZOvfnS5+E+DHPFMpUkPRNTpJzRczTLcjGdAzCULPU+vrlupOPEM2e5REFo+CEN52CXY4+PZx7mnFXWem5g1HUdI6rKLHR9K3mRhhCMod8aIpiMRlsYSkMVjcmkXKj5y6/7100nmjmTjrOIrRUD7xlVrZUhZvDeFaFe4ahBCXyYPhxWmvan8RzrzJc354lu++uMrkR6l+ciQD2EqkpBH5rqUKVoXvIwXo8ZuvQk5kaVJW8gpGzHZkkd0qPSiWbOcppbNG7yQamsDcxp4Xx4eOmZH5oxl+mXBzHMKsNKGTSvwV5m3MgB74P7N9R+fr5a/nkOUS3psqy2epxhfNA5symfMhBeJPEpc4Y3OUmTZQzC4CKThfcezjv4JTDRwZe9Mt2zrwf302r3g1OUcfK0MFcC1JSG0LBffJk6MNTG0Hb9XifueaKZUwdYvRTA8oeoKwqjHucADhDNuhX5w9JQ3vc+c+ZrfJRBD8NMSjmIfxhapTocBOzrMetKZ36imXNoyus/GI2NVFemKvsoLHmEdo7fpz6ztG2LCxcuAACuv/76ImGB9lWNHgXfNZXOhQsXMJ1OYwIyvb+cOUuGSbr3MNQkz2kZoJ5T39BMkrtkYA2zUzXgFOdU6lnfaXParkA2cuZcEh95WAl6lGmr6zpcuHAhrmny3kfVIl//xJxiT3d3dzGbzfDYY49hOp1iOp2G8xYDflNfjh5wkUNAfeQgzUhJWuek+/Ul09Wvx40FyOlEM6frOtgAifRnktzISFk/UuoVD87UN61+ceVxm31wPJdOefpFrdqWJy7Iz83TNyrjiHFEyAMqlrsmD048Oyx1EftVQkq++K05RlXd0H7n1Y/XRSebOZ2D9+o3F3hEH47qbyI5u4JpiAjEiOFgRICkEZR2j/KAD9LR+swpy5BTDGW/po+uudd198qczJr+cJnXKknOId97fmxuBPXhrRy+8l7A+DxzinNdDyVJUn9dhpDSiWZOMT1NiDssB4mZ4BloO4+2k4q7rL43UjA5C6A9lCFM4ZgsyjEOUHFUgFoMnGfsT2fY2d3Do49dwLztUNVN1NXYS//azsGz3IfzDOcZIAMyVhonxA7KJUsLPOmDepzuz4JL9G/PEExI2u+8x7ztsD+d4fLuLkZtJ31hqU9vjRG4DQz2XXyJch99DuavS3qecOY0GbMFpgzM6RnwntC2LqQ/VDaUY5hIoKRsa27xDxsUPXxzuFMafhsDeeftFMbu4KGHv4rpbI7xZCPiisyMedstZU59+eKrd6B0Suvy+51V5kzLow3IWrSdw3Q+R7W/j4uXLmM0mqPzHpIwQSout86HOxNjUiWnzgQq4SeTyQH9OzydaObMwWLKFqjpm911Lqsb2QvzOiQEE4nzr+VGVA5G59if9x4XLlxA13XY2tqKsZNEFI029RD1p1ml1XmLlt1PkKhFdroUPZRb2fP5HDs7O+i6LubmtKaK/QcYxF1hMMUyMFehGt6ThDllumVOwSBtmypn5MliS7B+OYMeFkc8iPR6XdfhwQcfxM7OTnQXbm5uxkHV5GMax6n3l9My2OeolOvJ+fU1p+nGxoY4LWyFuh4l+AoMBObMoaQ86muddKKZ0/uQyo8Z7dxF/3QeKKGM6ZxH5zyc5zB99tx86i0W6yj8DvMps2QI6cWIqBQtLXSSks5Eoi8iN0AsnGNc3tnFbN5i3iZjQ/ruCl3TVnVsg5lBJtPnVAeMjIL4TXprhHQPALwPUFZToWaEpF1juQ5VIGNBpoL3hOl0jqpSX3poG4ChUnpbKzNTjiGvC+s82czpGF3rQvKEvbjWWyN6iCgG67ad6HWd0+iexfaiURWs/z5D5oVROU6XCNxA4e+Q3MqIvqjSiYJu3HmPRx4V3HM8Hsd014WkJgtjCRXSUuYck+z/TtYzxLlgU76ofKZQWC0vgKXuUZCBMTWsbeA8YWd3hqrq4LoUlGIMoalMgN3St7UmMqYKg3XQiWbO/ek+CAjrb3bRtl2x3CBnzi4P2l1oiYqvYnvUAHjYB8jpxL6feqi2kGZGVpgrh5P6qkS/vf7fqp/mOjUzF8nM8nOUifPSgVIxY6ifoipp29ovfQkSfCbSOo8NOGVOSIHWLhgSOzu76LoEuCtz6oC188X0h8ByTLDPqUf1JA0VvsrBbDVA8nbzjBv58Yo9qpTT4/TF6zNndDb0ma3X97xKm/a5kPRAdJuGk+FcKFxAigsnndVaGxJ5nTIn9vammM8F3J7O5vBB/wSJPkoBt855Kep4nHzHkSHQZ7yMIZEYOS2RDdGMQaoSib5JEeIycZqPkFeIxCdmcJaAQNEGIoprm2K5lcCcxtj4tzCRT0AYp1UBiTlD+RYF3PVOOLsfpOfD3oMgBbGMMfAkke/6jESV5gi7mmWS/nTdOvDYxYuYTkXH9E4eWioiCugSIUUxAcTprHWdDEbGmOBcklLB1BQYKwm64GUSiEDaMYEJjeKTRoyjsPpTm4vSO8uxSgAsiwu1IklNaKxMuVbhmqou3IuWAXgLUDJCZFpXl+6iJNRj9JOHDfateAJgTZLiRpxw8p6F55UzZvIkHXtoAVxBecGPfexjeOUrX4lbbrkFRIQPfOADxf58Gsk/P/3TPx2PefrTn76w/x3veMeROx+hDFvBZJinkvBNwuSKiJ6egUEYduelCKIUhGuthQ3Tq7VBmmX7yhQvSbr0Ay2KT7orOR5YYJo8INm54XjUiBgMqCF5O/0Y0sHQPfTaV++YtheecX4f66QjS87d3V08//nPxw/8wA/ge77nexb233///cXv//k//yde97rX4Y477ii2v/3tb8frX//6+Ht7e/uoXYGxJq5UbOcd8pLM+qBUB9XImejTzoBktaQNUWbRllIqeqMCcfBC5YB0X8fL9bxVA5jrmX3KGaq/6Cw/Zoj6fv/cus+ZVK9dQmKQpRc2y/Op6lIwgAwRmCQuoR+Lug46MnPefvvtuP3225fu71f+/c3f/E28+MUvxjOf+cxi+/b29rGqBAPAeDSOD6qyLkqC3GJV15pifE1Ti07KHprfHEDUy4w1sLCoKk1jQxFq0fJlwtxYYE7dN8RAfakMJIu3b8DoS9GXwssSki2j/rXyvuizGWovzRYEW+SAZ1jL6Vw5sbimrDI4AQbRgw8+iP/xP/4HfuVXfmVh3zve8Q781E/9FJ761Kfie7/3e3HnnXcupNlT0qgepUuXLgGQ4gR1XYE9i2/a+ViuWgcjeoy6OZzrQEZiDuumQtt16LqQtCDMUU1TAahQVTWqoPNJCkUBqIFh5sxdgkOWcf67/63Mqa5AlfCj0ahwDS6L5cxRgPye+2pEfl7/05f6wnwhEiFuAyqbe9kyfTvcT9d16NwJYM5f+ZVfwfb29sL0/8M//MN4wQtegPPnz+P3fu/3cPfdd+P+++/Hz/7szw62c8899+Btb3vbwnZZdlEFCWThbQpG6E/vVWfgvItMwEBY6prCv3IZ0I9YJ2NidgsiCgV0V2fgWDb95ky0ioYYp992zlD9Kbr/yWGoftv5MotkdSdTUq11a9M1SLdn7a6Tripz/sf/+B/xmte8JubdUdJKwwDwvOc9D03T4Ad/8Adxzz33FNWFle6+++7inEuXLuHWW2/FeDJGEyJ7XMNgXyYgANLDZnbw7OMSiPryJexPpxHEtsZGaASAwDZZFV1bVcHNJ4PhvEfbLb4ESkOM1DdMcomWS95cTVAP0tDCsSFm6M8a+W9rbSxIkBtvQ2pI6BSoyLfpYShBDGLNi66u67PWSVeNOf/3//7f+OxnP4tf+7VfO/DY2267DV3X4c///M/x7Gc/e2H/aDQaZFqlYM8AJmF7ZMTDoW+08wB5WavNzAsDQ6SJBoQMKWaZw0fqy+ThmJHC0RSwT/TUsujXjwglPOt6Jh+sXw/m8Ns7eG+g4GLuK++3Get5BiBcr62M19Q1xqMRbBUQDmNibvw+NsngELmlH3HQCnOG5yyPPM5G0eB8ouucv/RLv4Rv+ZZvwfOf//wDj73vvvtgjMENN9xwxKt4MLsAPMsWW4kBVAVIpWnkgc1mKlUrECEkFDAZNKmMnU+XCboEyRIFgOG9xoL68HEZw0FPkN+E+KJAB9uHBXYBOIf3YCLAh+nYEDx7dO0c7IzoyhFjTbV/RCoqM6doD2VIYwxqm17A7a0NnD17dkFlWUXEeaAHYMlHvVjHAEhqUF3Xj1+pl52dHXzuc5+Lv7/whS/gvvvuw/nz5/HUpz4VgEy7v/7rv45/9+/+3cL59957Lz7xiU/gxS9+Mba3t3HvvffizjvvxPd93/fhmmuuOcatJEpT1DB809e5jEm/+/tz6lu/q6zvvB9J+pp4TI4o9GMjVapXvcQKek/eL07b2p4wZqqfnqsEmm1vSNccen4Byk/bwTDhHGmnDIZRZGRdcNKRmfOTn/wkXvziF8ffqgu+9rWvxXve8x4AwPvf/34wM1796lcvnD8ajfD+978fb33rWzGbzfCMZzwDd955Z6FTHod04FV/09WAfcYxNg1eVVVxWisNhWQk6LSarODFKKF8UHIISD82TJ9DPm9lzuL4LBBYLeGcIfM4VQCR+fR7MpkUOqamnMmf1ZBuHPueLX4R8iB2sS3pW1c8bw3yXgcdmTlf9KIXHfhmvOENb8Ab3vCGwX0veMEL8PGPf/yol11OQQXTqT31jeOUF6fY4rTkB47WN7DAMDkt4Ib5R534oTNxPwFGQ+ci45eWsk7F1vbhHL2+AbPW55SAAfF/p9+AnK/qSf8jbcvzOMiqTi9a+JA+MUR913tNSDGwtHhFEPdR6ET71mXgIXGXXh+qL769Lz01EfowBpWRJbciI4at7XguehY5+/AJWB8HTNBz3M+wMDCo6jozThhEsj5Hva0m+q+T/qu/Zb8woTFVQBcAZgNmK+9FMNRURWkacSLI+U4MRGJ436Hr0upPnbj1PjnGFjhovtoEJYmRaIngfYf9/RCtRMLAem5dV1hXRY2TzZxIkuqolPSq4XCyeIWoI66QnNomevqs6rSR0XPQXfvRu5+4TZEB/Z2QhnyG6KsSqh4IVGSiDltVtrjP3LW5XJJmRh5krb8hA9YXEAydcnIdel10wpkzUZ95hh74EKitg9efmmJkeWyfwJlxMORx0QFS5lAdMgWk9LHX0pc9xDB5f/OI+X4/kkFEEcNU3VMj3vMFdBqnqbBaPymCTuslCE/REmfmEBiSgpE15nRddOKZM9cxVx3Tt8R1SouMIr9KYDxvk8vfcfAyRSxZ/6r7LctrlOAeChht3EP5ZIt4XtJVF9Mi6tSu92V67epldUmFWPulXqkSWYy/7KQFhKK8//y+lunqV0onmjlFr3QlJq6WTfEQS0tUBlqWvhJZSN3xICeCJykZU6FZAKC+LpV0wxw3tLaCtSZOpcWLkZ+tzGSNqBcKbGcpdijo1cYEb0yGxTqnzBJWpId7dS7o2hBA3sjSd1SVRVOP0rKVaFkzxPsjfdb7YvboL6su4geIwtLhq7NE+EQypz6o+XwOcJUZzTrlqK3CxZSTn69pamRtu48Yeb6ic4j6UkGwvSBxoe+EC8fm0UqlFEvtAZ6DhA3GG7kQgudDQIdNkt/Ych07ByC+3yaRAPlV8IV7ZjhXxSIIzju4rpNcSM6gM11INpbCCNW1G+M61ejT64SoJQ0wJiKQcZjPE3x3HCJeF2L6NaQvf/nLuPXWWx/vbpzSAfSlL30JX/d1X3fF559I5vTe47Of/Sy+8Ru/EV/60pdw5syZx7tLpxRIg3L+6I/+CM9+9rOPNc2fyGndGIOnPOUpACSm85Q5n3j0lKc85dj65/oT3JzSKa2JTpnzlJ6wdGKZczQa4Sd/8idXxnme0tee1jkuJ9IgOqX/b9CJlZyn9OSnU+Y8pScsnTLnKT1h6ZQ5T+kJS6fMeUpPWDqxzPmud70L///27tglmTCOA/jXwiui4SLBNLjCIYQgB8HjhraD5nBwaBfJqfoDbOsPaGh1rBxbWoyCxIhsLEJDcMhTGoSCwrBv2/HKG7xYL9wd9/uAg89z8vzg9+W4g4fHxcVFTE5OQtd1XF9fO12Sb+zu7g5tqg4EAojH4/b8+/s78vk8ZmdnMT09jXQ6jU6nM/I6ngzn0dERtre3USgUcHt7i0QigbW1NXS7XadL843l5WW02237c3l5ac9tbW3h5OQEpVIJFxcXeHp6+vbQt3+iB6VSKebzefv7YDBgNBrl3t6eg1X5R6FQYCKR+Hau1+sxGAyyVCrZY/f39wTAarU60jqeu3P2+33UajWYpmmPjY2NwTRNVKtVByvzl3q9jmg0ilgsho2NDbRaLQBArVbDx8fHUH/i8Tg0TRu5P54L5/PzMwaDAcLh8NB4OByGZVkOVeUvuq6jWCzi9PQUBwcHaDabWF1dxcvLCyzLgqIoUFV16Dc/6Y8nt8wJZ/15PuvKygp0XcfCwgKOj4//698Leu7OGQqFMD4+/tfbX6fT+fVhtOJnVFXF0tISGo0G5ubm0O/30ev1hq75SX88F05FUZBMJlEul+2xz89PlMtlGIbhYGX+9fr6isfHR0QiESSTSQSDwaH+PDw8oNVqjd6f37y1OeXw8JATExMsFou8u7tjNpulqqq0LMvp0nxhZ2eH5+fnbDabrFQqNE2ToVCI3W6XJJnL5ahpGs/Oznhzc0PDMGgYxsjreDKcJLm/v09N06goClOpFK+urpwuyTcymQwjkQgVReH8/DwzmQwbjYY9//b2xs3NTc7MzHBqaorr6+tst9sjryP7OYVree6ZU/iHhFO4loRTuJaEU7iWhFO4loRTuJaEU7iWhFO4loRTuJaEU7iWhFO41hemXs2Ih5ZiTgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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cgRG9GiWOuzSbLcqdJlEUUi6FTtj0MooxhrGxMcrlMqurbRqNBq1mhziOCUuKWq3GmLcsJsGrhR1hPYYmhLGJDUip6JpxOu0Omx9eZnllhfu2PMxqY5WIfTGmQ1fWEKLEs46f4owXHY0Rkkv/5Zvsiqcw5Qmk6rPsWY01GuI1iFsEFgKRxDQaoqBOV0ywa61KaSFgA2Wmq8qZi20HpEIIS6VSYWxskunpGeLIIP3nrlCUszAWW8OeMTQhLC4uIaWkazX33Xcf9z0oaTab7Fre6qyN5Tme9Puacj1k09wUZx93PFfdcTvzzQ4IQRCUej1MHkIYjImRUiMUKGt7CMGpg5KVxhpyWwNMl8qGMtVK2Vs6hfNhkMkmobcugiGOY6yOvDZTcII9YWhC0OGBrLbb/OyBRe67b421Vg1rSxx67EEgLFMTG3nti16ERVIulfjst+5gsdkm9nq9UYOt2YoQYRXdqE3UiUGDRIIPk4+NZHLfOqvdBg9urtASAWG5zowcY7LUIIq6CGswRhBgUCoAK3zWts/LTFVfUXCEPWCE3EfFwsIS27bvJNaWX3+eZG5ykjOOewnaGKSqcPnXbqXRMZTLZWQpREiFlInw3+dY8IijGN2NibpddKwRNolsMCAsn7ntJl573Al85rYbQa6w+/4Ys7aT6ckqT9ooEVimJyqUvM9DKQU28BlR1gfLuhA5azMbRIFeDE0Imx9qs3nzGiurkmccewBnHP8SLHD5bbeye3kJrcacf6E6TmwFgfHOJ+PmXzHAhAzE3RZxexUbNZGmg7ASgUyJZmFlgU/ecj2vOfZEPnXLl+h2l3ngLsm2XU0eenCVsVrAU3+9TK1aY24aatUaGOMysj1HcOgNrSvQi6EJodFYY2lphWccM83ZLz6JS2+5jvnGEkqMEQQhJo1RwkcSJ06ohBOIQQwhczQJXDSRdQ4ihEg90vMrS3zyK9c5YvjKDQi7zMP/O2atvYvJiQr3qzYz09MEwuVejlW8q9rLGKk/zCfmFhxhPYaPWURw+LFTnH78yXzy5i8yv7rk4wA7YC3aBARhCaSbQOPzE63oi3X0z1nUgUabCGMN0spMfbQWX9kAASysLPPJm6/ntcc5YiiNLxHIAzBtxU+/ryjvCpjvSDbMVvm1mQ5jtRol20FKi5DaC4vWG5ce83173GFoQtjvdwwvefZJfOIr1zG/soxftlif2CKE8GllWfCHhXTmvfugx10t/PPgTSNDcspCY5lPfuU6znjBi7DWEEjF5f/8ZTpHNtj8r4Zdu9fodmPq0skLwkY+Mjr21+XGScr/FMgwNCGc/Pyj+fh1V7DQ7KaxAq5GgRMCVFkSBC5o1KE3tzEhitQ76QkhEeewSRZUzgfhpLue61hYWeID134GsMxOTPG6F57MpTdfj6ouE4qQhZ+U2SyXWVq1TAQLWGCy7hxWYagKYXEPGN7pZA27lxcRpXF/I9PQEoSFQAXOB5HNcN55kNVRAC8XDP6dVKRIKahva7EZoSysLPGJmz7Pq48+ESkEV3/jVgK1wsKdi3Q7HWS9iTGGifGK94s4NbJIcFmP4WUEk02Iqz6SuXjDsIRRzm1sfFxBzpWUZjjZpHpFDkJIlAyJiSHxMQiTnpub94xAkhw3IVhcXuKDn7+cuclpXvvCU7j81hsJfmsZtXWaDZvmUFJSCSOUyryiRZLLeoyU6QT0GGSstYRhKY1nHDTRaeyCyRW/sq40XkJMSimfyJodb/z31scsZGNn8Qtp3gOOO1z65es57Y+PpVwNmZiYpFKpUq3V0usD0oorBXoxYjEtV54Glzvk0tJUACrAConT3N1xYLMiZ0msSU6NS2MTESgVYoIYY9zDor2yqbKfTk63PbzGbz+OwHY3Foh1jDbQiQxxrCmFZe9ssullCV3ICP0YOfcxKXLptAA3EUkuZCoFJHTgV3Ov/Ld+EqSUBD7BNhUcbS/3GQSLJdNO3Y9IIajXaoQHLaJUQLlS6eEo/TEQBRyGJwQpEUpirE33bSEEpjxBR42lGdDJnFur8+9wMkISZ5AdaYXAILEywMoARIilhEUNDGZd91HuYdB8+p+v5/RjTsEqSzsyqFIFx5qcyVoIC6IghH6MwBFcmlqPwC9ASLeKc4s+fZXmLQ1agVmMqh9foFRSxKLvyz1dkBs9XfEWy3xjmVhrOp0ui0tLtNrtnDzhr7mwMK/D8IUySLZj603IkNRddFuGu8P5Oc/ut+1lBD0HiJSgVFAitIYIMDrC5T56CcDmxhMZ90lyFCyZFVMgGK/W0Aes0OpETElfXMuWvIGpMCj1Y/h00EaVuYnpbM9PkQs/38vpPmC955h8LkMSAR2WSoSlkvMRDMMZcr+QCLSX33odL/+jFxOLDisrK5RKIWEYkITHSlmwhH4MTQg33PS/eOlvv5QNE9PptItBU5/btBOBL9lPhM19mTveTw8u2yUgUBXCUg0ly2D3fonrCMtadi8vEuuYTqeLEIJ2N6ITxUQiJhYGbQv1sR9DE8Lu3Yt84IOf5cxjX0Ke1feYDgaxhESw9G9Fz+d5i0AGl8cY4FpBP/rVa72V05UH9raQghkMxPAygumwsHsnsUm0AT+Bxs+ydPq8K5nRs05zNoS8RSC/KkXue4UVEiEtQgZARJLVnPxqSnnrpL6EqIwfU4CVPnI5qSUNiqJQRj+G5ghGOxPwynaYnZzKzAXGYPI6en5nH+BTsOl//Z8lZ+JsE65Ul3vLMAs5O2p2YgYpJDt+uIo1Nk3gTWo1FaVz1mPoOyJthIlavOcfrubVR78EjHVhZiZ2NoM+67LtnWkyx1OPAJESS2J2RhiE0CBi96B3P+9VUZ19IJU6PAd41TEncsUtNxK3NEJZlAp9OpyzI9hCf1yH4QnBRxbv3LXE8jbD7MQ0GF+NfY9RP5kM0C/UZa+T9zb9Lv/Aml6iYZ242fN7rpCHYWFlxZfpS/Ih89Vhh/2rnzgYmhAqZUmlLAlll/f/45WcfdwJLgdRd0B3PVfQuVny1rw8cis/cSb12Z9zssJgQbJ/vH5Vdm5yBikU238UUCoJwpLICnwIQSDcc4FeDF+C1+viUsKu+UW0b9djjU9QMU5AsyoV6XLIuaEzjwSJcPnoMOg8wauPfjFX3PQloqZE1gRhoEii2ZN6CdYWhNCP4YtylyVT1YCqXkGhaO/osu94haWVJUoiJFIlnO8gSD2CQliskY+4qN0Lm4mG1tsV0q+yZZ8fKtnrU9eBdJVW51d3gRQc9ORpwkoTdMV/n4xVWBb7MfTWUKuU2DA3g7IaoSMu+IfLOeOYkyB2W4Mxbi9fH5KQhKHtSYbYG0ZfuRYQwjJerzI9XQehe/Ike23VBRIMTQhTQZuDN1SZq0JFr7G89X5Wt6wyUx/HmjbCdpBEProoly4v7EAnj3gEGSAXh7JXJOUSlAVlIqQ1jhDGa4yXKqjY0o01sbZobdGanmpwBRyGJoRQGA7YtIGZyTrSxkgT84G/v5jTj3sZ1mh0HKc1DHMehIFjpbWcH0lCEIJhqmNm9gb3u6WwRLVawWpDHEVo7WwdSXRSQQjrMYJl0Tfp6DxIhd3IqMrqlu3OSxhHoFrYSCLKFfLVTtLzE+NhGtnaNz5igK1ausgnKRA2JrDdJIoeC8QqcNxAu1FnJicJBOz+D8l01SLWXFMPU3GVUox0bMYWoWrrMELwqltFndYSig6BVVgTu1VoDUbHxFEHSiZz/NNr2xfpXPuopsRSnBJH8uxJRioXn+DT5mQusMUKQRLk6tuO8qqjT+bym6+l0wBbtZhIg7bEgSvVH4RJQfAC/Rg5rrvdbrsEEdUC3UVYizAx1nQxEZDGGyZD967+NO/QO4Hy3knSMxJCkARKoHSMtBGB7YA1SDRWSuI4dBXXEcxOzoDR/OLrv0DUDkYKCIVCIIhjg5QWi/a9IwpS6MfIhBBFEVEUEwQCqSztHW1mxqdZbWm0iZFG51rlDN4GhoLwUUtSESiJjS3KOkFUklgypS+oKTntmJdx5Y1XEi11UWOuKnvgI55UyWdJi0I22BNGDl497LDD0Nqm4esfe+d7eeWLTkeaLsRtbNRGmghlI6SNyCyMeyAI2/8m90FSxU0FJK0ApI0JdZuSblGJ16iYJqFpgumwurSVmllBogkliLCEKpUpl8u+CFiQ/h0FejEyIRxyyCGMj9d8lxTL/NYtaB0jrAGjibpdbOw8lSKfl0CvDyHNd0hdUXvwHrg06cxIZa3LcrYaZTXSxig0wnOKwEaum5D0fadyRbiTdkEF1mP4iimeZvbZtD/VsToPb9nlMotF1wttfnI7HXRQQioDIkuGtaLf75Crx5y4GtJ/s8+0UFhZxogIIUoIAcq2UuVTIJBWOwKxFmU1oYaSEUS+mrzVEQiQxiYWp8dwyx6fGJojWOFUuVK5wsTEJKVSiNvIE7bvH3FMHEU+s4lUGOznBlkG0yP8sBAYIbFCYVAu9D2tndBrPwBHDNK4iq9WSowQLmvKGJewO4SR6omIETOdwAiJDEuokiLqRETeZGCli2iWQY0gqOI6tov0XLE+RoVkVmwWwpR+7qyKfiuwYDEoOkAXF93sIqZFzmSRpCwoY1DapDYHgc1sU8KNVaAXIxBCFqnsWL37zMiE2zqhTlWqhGHZxxv2DZF7nUQwr49/Tigm52jyqqaUticZN39K/o0wFquTOs+uAnzyvO7wAsAIW4NGOjlBBEgZYq17HYcSKwVWlrCqTFCuIVToBbz88LbnkaXE9AWeJA4qC3MTE/y3Y19GsDqXhpolXWdFQkZWYHKjGiQitojYoKMYE8XoqIuOu8Rxmzhq0ek0f3l38HGC4YP30ol1ia/G4lrsJfzWJ6hIFbg27T4vkmx3WOdmeiSR7VXPP5rrvv49znzhsciUEDJZL3VcJTaq3BaBBaO1bzvkfCFx1KHTadFut4b+s58oGFl9TFr5gEte1WIOS4CVVWQ4hhEKLQRaWHSiTTwaZixAG8PPHnyYWGtIZIJEQOyxB/TasYOgRBxroiii243odFt0oxZR3MbYyGd0F8hj5Aag1lpfhiZ06qKuglCooIyQITqV5vv8/o/23ier22TxBHmf5ToDkfXl+ztdmk1NECjKoau8Wgpd28BHRZiPcwxfOsdXRDDCMDU7xfjkJI3VVbSpgVAEYRmhgp5ANDdpj4T1KkUy0UoIjnz6ftQmswIXwmQ+zN5RhPN7YFHS95sVGoRAytD3tZY95fYKZBihvJ77T1jDeH2csfoEq80WKqy6AtjS9XBIbITDmmxSj2RyQm6SLv/GbbzquX/EVbfd5L7om8EemcOLCqVSQH1igtpYhfHxDkpJSjJ2uQzChb5LMbxo9ETB0IQQmw4AWmgqYyX2fdKB7Fha5Mhn/yYqLKcGJ+uzjHqLWMDe9wbR99LZERZWV/nwjV9EdjtkoSz0vAaYmZxDWsHq3dsZH6syObPM1BTU6671jyJITdqx1mkthwIZhjcx+3gEY1wV9fGpSUSgeMNZr+Sqr36ZLCU2i05KGnali92v6F6b/3r7fw+HSGIXyHo8CStSYgDLSce9ms9/8VI62xrM7D/BWL1LfVITBkmKm/DyhSRAYgo6WIcROEIMWLraS29BAEGINrC7sYYN6yBkSgwiKcRpPY/IJ7WQEcRAZBEs6XF551E/jNEsLu8CXGXVWq1GuZzUTgKX/yj89wMqsRQYjSMYY4iMa4cjgzIqDL1Q772DPg4hX10tH3yWTuPehAhPBGkkgyCt0SylxCbFvtfNZpIyB5VKJctvTI8TaV2Ewg29HiMU3ASdd+SIkNmN+2ERaCtTy94oSJuH9k1MbzhL4lgSuXesJ6SckSnpYd2Pojr7njF8NnS6PN3KtzJkbGLabwLuc9vPzkU2eUPf+7QeEqnZ2Ql6uc+HQP9k598XdRbXY4Stwc1LbFykD8E4sjSBFBKlQq8x4Ni6wNt78zwiMTLljUGP/LsWizYaYTTKWxaTxHvvg/QuComRAbGVGBGgUSiTsomedLuiKPd6DC8samfQiazEWomWIVZWkL5zfOSPWze3IlPzUn3ikShAOONQQljOkGRyCS+OENKX/petULgyHtLJLZ74Mk6VZDwVhNCPkZqEG18UI441RpZZbfj6q3uY2N70lT204+3/LE8EwqmgrmajcY4u8gVdfTi7UMxs2ETjN7o0l0s01gwqCJGy472Z7jpJAlRsQQj9GMnp5KqNKIyxxFFAc3UvUcGpz6Hf50jOM5lzTTKAm5A4qvOxjXmm4Fb752++jJOPP5PygTOsti0LC2u02m5L0VajjSb2Wo/xjcUL9GJojhD6SGKpAyITgdbYOPYTlKw4X43E9nKDxDvgjIaiV30cHLqUQ9ZJPtNMRCIdIIRgcWXRT7pgrR2xc36Jsfok9bL7GeM5h/EBLwODW57gGJoQAm+fN0nsgYDAt8dxrfmcaVmmQqM/MZfQ0qMK+opnGVHkDU7+VP86EfR6ZYTkOFfvICGSrrYsLa+ysLjCbCmkWq1ihGvl41RL1w+yQC+GD1XzTTal6SCwhGgmx8pINMq0wGcVIWtonQWl2jQhLRPuUiYvUpEP/5U/yQt4Iten0fQaqNYZpazrI6W1ptvt0mw2CYJZP5zGGIuUgYunKKqqrcPwbjhfGkcREQiNjdtUQ4lehdlqBaIm6CYm7oCJEFYj0DllT2R1DiVpnmxaapFBxsIsg3lQhTaHLGBmbmaWiSfXiOOYdqeTRUxjMVanjqdCfVyPkYXFUAlCBaLToLOyi4sv+Dgvf/7R2HgZEy1hOvOIeBFpl1FmBWXWUKaJsi2U7aBEjPQEAs4XsW6CRdISwAejmCyusceymFRbx/L5r3yGV7zwldQPqmJ1h06zwdatDzsNwTqKM0YT66gghAEYemtIwtMqgeuyGpo20eoCiwtbsHEbYdewxiJM5DrA+qG1rrpAVxm66CBV8TGNqsfyaIEfXfbZnt+0SQq79ZzFF8GQvqRecm7y73e+/FMWlhfotiIefADuutNFUw3SSt59wcf/daQ79SsMa+0zH+mY4esj+KwlqSRCQqncJo7nsdEKwhqUjTK3s5WI2DEbadquQp5PXZMqwAXCJuV1RdYG2ES9v5k6r3xiSqo8ih7Zwv+xLCzPMzM5y069k7gbE8euC50MEjklNTEN+2c/KrzpTW/ab9OmTaW3vvWtD/yn/tAvEUMTgpQ+fczr9LUxjWUF210GNNJ2vYagkYmKCC7/EZsGjLpYApFWNrO5eszC5gghr3okY/UYGnpdUwCxjjMNw2gslljHlFQ4aID/ozjssMMq559//oGHHnroeLPZ1F//+td3X3DBBQ/vze/xpCc9qXTuuece8LSnPa1eKpXk3Xff3Xj/+9+/+YEHHugCHHjggaVrrrnm6YPOvfTSS7dccsklO4a9vpE6wQohibVBG0257MrTLCjhS/D6+sci66aWWPUAV2ENLysKgRXWa5CJhpGb2B790w+bvdzjFbrfca0HdSlGd2LiOKZUCgmCAK3jvY7wn4Xx8XH5gQ984NCf//zna+ecc85P999//9L5559/sLWW97///Q8POqdarcqLLrro0C1btrTPO++8nxtj7DnnnLP/Bz/4wcNe/vKX391qtcyWLVu6J5xwwo/z5x1zzDHT55xzzoG33nrr4ijXOBIhxNogrEZrTalUYmyshioH5E09TkrPu4YypApDyjD8mQLIVUO54H0X8vDWh2k21zj6j49BKcXXvvFVLv7ER9G+/tFJJ57Ci44/gQ1zG9m+YxvX3fAFbrzlRuaXdzM7uYHP3nAlF/3jB/jtZzyD3/md3+X2b3yNS/7pYk592WkcddQLmJ6Zecba2pr+6U9/2jjvvPPuS67xnHPO2fTCF75ww9TUVLhjx47OFVdcse26665bSL7/7ne/+/985CMf2XzkkUfWn/nMZ04uLy/HV1xxxdZrrrlmfk/37sQTT5yt1WrqbW972/3NZtPcfffdrU2bNj38mte85oAPfehDW9vt9rq96nd/93fHN23aVH7ta1/7s/n5+Rjg7W9/+wO33HLLkSeccML01VdfPW+MYefOnT3m3ec85zlTd95558qDDz7YHXZuYRT1EdKkVWMsxkJtvI4qlcksfZCzGABebSQhApG6p5NwtUSjTAgnwXOf8zwqlQrn/eV/53/+w9/zh895Hq8+/SwAXn36Wbz4+JfwTx//KH9yzll85orLOPvM13HMUcf2FMo66+yz+dfvf58/+9NzuOH66/j93/8DTnzpSVxyycW84hWvuOstb3nLPXfeeedqcvzZZ5+98bTTTtv305/+9NYzzzzz7ttuu23+/PPPP/g5z3lOPX8fTj/99H2/+93vLp999tk/+frXvz7/pje96aAnP/nJ5T3dt8MPP3zsP/7jP1abzWa6D9xxxx0rlUpFHn744bVB55TLZWGMod1up+e0221jreWII46oDzrnoIMOKh1++OETX/rSl3bv6Vr2hJEIIYsdlHS1pjo2RlitEa/FzNRngaymep6VCyGQycQn36cpbgaSOgpAwhWWl5f44Ef/kc1bNvO/vv9tPvPZyzjxxS+lVhvj5Je+jIs+ciHf/8F32bFjO9/6zr9w3Q2f5yUveikAC8vuPvzLt/+FL91wPQ9t3syOHTvYsHEji4sL/O8f/YgtW7Z0f/zjHzcvvfTSncnfd+qpp2664YYbdlx77bXz9957b+djH/vY9u9973uLZ5xxxqb8ffjmN7+5cO21187fd999nYsuumhru93Wz3rWswZODsD09HS4uLjYIwnv2LEjAtiwYUM46Jx/+7d/W2u32/rNb37zAbVaTVarVfmWt7zlAKUUs7OzA885+eSTNzQajfjWW29d2tO17Akjl85xeQGWrtfFAxXwwfe+l/P//l380xf/cd0O7EzEvZ9Yk3gV8Tp+Lj3eP//sP37WE+hy90/volqpcuABv0alUuFv//rvesZVShFFrm917K2gv7j3F8iywviE2O9859u86EUn8LFLPsmPf/zjg77//e8v33LLLUudTsfW63U5MzMT/uhHP1olhzvvvHP1lFNO6SGEn//852nypLWW5eXleGZmZuDkPFrs3r07fte73nXfeeedd+BXv/rV3zbG2G9/+9uL9913X3OQgKmU4gUveMHs1772tfk4jkdWix4VIQgh6HY11WqVqYkJHnzwQbRxFU7TTvG5zKj8s5Ai9STmJQjB3sTB9Z/97Xvewfbt2/w7J4bq9Aa50QMZEFQCopUOWsfs3rWLP/1vb+Dpv3UET/+tI+PXve51B5x55pn7n3XWWT+1I3QOH3CjrdxLo6jFxcVoenq6h1A2btwYAOzatSsafBbcfvvtK7fffvtds7OzQRzHdnl5Wd9yyy1H/OxnP1vrP/boo4+empqaCr/whS/sGvbvyGP4Qhm5YFTh8x/r9TobN25k3333BZtVNM0m352QKhE9JuNksOTRex8PO/Q3euIXnvobh9Nut3nwoQfpdrvss3Eftm3b2vPYvnMbg4jGuc2diTmKIn74wx/wvve9b8urXvWqn2zatKn8B3/wB/VGo2EWFhaiI444Yjx/7tOf/vTxhx566DFlzd51111rhx122Hi1Wk3v9x/+4R9Ottttc9dddz1iavb8/Hy8vLysn/3sZ9enpqaCb3zjG+s0ghNOOGHuJz/5yeq9997beTTXOHLKj7EWbQxKKYwxVCoV9ttvvx5OkAiVvc+2hxBS9raHdTg9Nc2fvv6/82sHHMizfvf3efXpZ3LDl6+j1Wpx7Rc+x+vOfj3HHnM8++23Pwcf9GRecNQxnPrSl68jg0AFqHJAFMc893nP56ijjubAAw/iwAMPLJ166qlzAPfff38b4Jprrtl+4okn7nPyySfPHHLIIeXXv/71+/ze7/3e9OWXX7591PuUx/XXXz/farX0e9/73oOe+tSnVo866qjJM844Y7+bbrppZ6IxPOMZz6h98YtffNoznvGMVHg89dRTZ5/5zGeOHXzwweWTTjpp5h3veMeTv/Wtby3ccccdjfz4BxxwQOmII46YvPHGGx8VN4BRtgYLufKp/rWgUq7SbnUQQrhYxuTYnOs4KaSVTH7it3BRS6S+hTTUEbj9jm8Qa81FF3wYKSXf+ObX+MwVlwHwmc9exsLiAieecBJvfMOf0W61eXDzA1x34xd6LnmttcrM1Abm2UW32WFpaYlXvPJ0zjzrbIIwfNrWrVvb73nPe+772c9+1ga47LLLdlarVXn22Wfvf95554U7duzoXHDBBfd/61vf6rnxo2J1ddWce+65Pz///PMP/NjHPvabrVZL33bbbfMXXnhhakOoVCpqv/32q1QqldQ1euCBB1Ze+9rX7j8+Ph4sLCxEN9xww46LL754W//4p5xyylyz2dQ333zzSLaDPMSwW+Nf/8XrndnHs2ttDUEQ0Gg02LFjB6e88TV87PMXpizGNV5xamZiWewlBJF2WJFSIqTgO9fcCVje/94LeWjLZi76yD+64/svet1790mmd2SeiEAFzEzOsWtxO7oRM16vI6Vk245dPxz2Jo2K/9tMzL9UXwOQxgf4wTHG0Gw2WV1dTQWBfJc3RwhZOLrxKqLwVU6kzSwOMiWhvijnEeXf/sMTDULJAFuydDsdqrXqaIM+ATC8jCBFz1JMOMPS0hI7duxIm2omsQcJLF6u8MZmlyhjUyLR2lkqddpGMP2Fkf6QjAus10gWlnczMzmLrCha7fZI4z5RMLzTyU98kiogcdyh2WzS9o24gZxqmNj+kxS1fm+hP8Zal0Hl5QkhLOe/7c9H+iMeyZsYex9DGIToyn9+Gd4f/OAHjYmJiV+pMKgRCMHHLIrejm5SSrrdbqYZJAKlyFh7KggOGNdpFc5h9cyXHJb1ZhSuXhK++4qPbOt7CH9tzvHVsRqDzYg1J9xumN7IWSe+gUtv+AhPl7/B29/7wUfcN59IGKGYlljHrbvdLhNTE1RqFUxLMz0+A2QmgkQbcC9FNkxuHB9tgEl8GMkjUT1zgarpw28rxjqnuE7zIPquOUewCyvzRDr2HWEL9GMEQkg0yCzJNI5jpmammJ6d5sJ3vIuXH3NWOiE250bKO5oSJP7KNDzd5iY4tTUkWoejnpRo8HKHNelzvvF3v9czQRxFqaZSoBcjm5iVT3KJianX67TjNvV6nW2btziBL6c94J1N2pgcJ1hvfk62EotwOQdJXQPhOUk+9yGXwwiZ0AlJFFQ2Xh6JltPtdimCmNdj5KWR5CQke3mpVGKfffZhvO6db34ee/Zy0e9+Xp8ml0SsGy88amPR3vagfaqdsS7nKX1Yp4n42NRerYbercj6dLdup8sIboUnDEYiBNlTCMN9FgQBExMTTmBra6bGpzPTspfnkxoIeyKCFN41nS/cbXzxbpMW8c5sE728oVcuScrs9EPbornXIAzfGzrtsZzLTyAzF7fbbS74q7/hZUefmamPOT9DhiFWYzLJ3hBlje0REK0XErNwx17iknKQPJIhivbo8HvC4lFLTfkbXS6XqdaqbNu21e3XXrDLVu+QJfnzSAkoyX2E/inNaxLkCDT5nTwnch84lbLIa1iP0WWEPnUQ69RIqRRWCEzXMFWfQXtrYupvGHFfTld98lt5Vp+0aMni3DL1Mf2t3m3B2TKc+bvVKmox92P4eIRkZfZJgtpo4jhmYmKC8fEa//Ntf82pL3h1T7rZ+u1g70SRnBEoRalUAnK2h9yWlITOufA5erPiRG6w5K1wZfZWVpaH/bOfMBihTL//z2qsMGg0VrrJLpVKHHTQQUxMTPDQww8T69htCX0TnqiPe0PmN4RatcrkRN11jRNZeJtNV332yDOcZFtKNpYsMgassbQ7BUfox0gVU1zgif9AZP0TjDGUKxXG63Uq1bLfl5MzByj1ezQ4544QAhUogtDlJMRxlJ63fptxn+cJLR8DaUnUXef+rtf3GGf6hMXwxbS09vmPgn51UCmFDBSlSplypZJ+D4zsRk4gpUAFAWNj4wghWFpaotPJPId7kznEAP+1UoqwFDIxMcF+tf0f3UU9jjGSZdEYg/Kpb3gCiOM4FeIqlYrLjVx3ZsYh9jaBed4hpCQIQqq1KqVSSBxHRFEXYzKnV5I2l6+qtG77Ec64lDQTLZcrlGRplD/7CYERkmB7/Qax1gghWF1dRQhBq9Xy20T8iG7hQciEvEwqDMOQUqlE11oq5YrfIuwe1T+vua4jhmRL01qztraGDQvLYj9GSotPLHLtdpvdiwsopVhedhL44uIiu3fvRuukN/Sjg0uFB6sylU8pRaVSoVqtsrZm0DrnYMpNuiNS6R9ZzEPabNRrMoUdYT1G3ho6nQ6rq6t0u12iKGLXrl0EQcDa2hpBEDA2NoZUytVSsut5w4AYlV54Ib9SqVCrVTHWIIAgDKhWq7Tb7YGWwXwF9/xgTrmwxHGcRkNZWRBCP0biCEEQIoylWqsRlMtEUUStWiOKIxorDbQxVKpVpJbMTswxv+Kjq/sI4pF0BhUIxsZqVKs1knrNSirC0Df7zkkT/X2d3KrPJjpt+ee1G9tjbCiQYHgZAYXytY9qpXKqLSSuXbuvK4G/sLDApR/4EK9585/x0S9cCLYvPcvr/0nhzMQiKDJVn2qlyvj4OGFYcsU3rUEp36JHOh/ynjhLIkjmI6YTYkn9HvbRb12PV4wkLCYBKfmbq5SiVqulFkClFP/+7//ui1qmRv8sTiEXCT34d6BadfKAMYYwCABXqaXUdb/RKxRC3rLYG5Dgt4bccdZCHBXex36MUDFFrnuftP5L6isZYyiXy5TLZWxkmR6bZqGxsH4wP2uDiEIIQVgqUQpDsK5usvG1E7QxRFHUN+G95/pXKJX/Limd47aFWK9PIn2iYyQ3NGRuZ+WLcSevE7YbxzFBEPCBd7ybl7/gzDTGIFuUove5D+VymVIYppbMJPpIaxdHoH353P7TbY75uGtU/prdgTOTcyihiBrdNNehQIahCSEMQ0Jv7k24QGJijqKIOI5TNW3Dhg3Mz+/2pWoyiAHP/cEj4+PjTE1PU65UKJVKqYCY/F7C3vu7zydqYsZhesPZTjv2LK76yqdo/PuibyhaII+RtIaBQZ/WWe6kdN3C4zimsbLihbXRhbKwVKJSLjvG3xOf2BuumM+4FiIvEwgfHp+JJjOTrgLrtoe2UimVshzNAilGLrjZLywKP4jCl9ePNWuNVVcfcS90kLiF112QEEgvlCYrPPF8KyGG6NTnqSUxTFl45XFnc/Wtn2HX97YTBKUipH0ARijBm/h//SSmHuBebUApRbPZZL+Dfy0VInsiichvB052SLKoXDe3nF6Y0/kFIu0XkVkTc23/0p1ApKdZL5too9m9tJMgUIyPjxUNQAdg+Kpq2pBkLCXEIHxIWuaitqyurmKM4c//+q+46p8v27PtxtsOpJJpUsv4eI2xapV8Ya3EFKWNZml5mW6nm+vg1m+oGuzxFIA1mkqlzJFHHoEZvbLM4x4jNQm3udXf/wjDkE6nw/333091chyLZWFpcN2G/DS4RBZQCqanJpiYnHQu7nyfR2totFqsrq6hjSWUotd8bffQHQbSMDYpJQcccACBCnIFfAskGCkeIUFiWMqrlKVSiTiO2blzJ+e+5x1ceculex4sCVv3b6V0dQzGxsaolMuOw0iJ9EYs60PQoyjqFTuSMUSfmytnwJqdmENJhYoEhz3lUKQQRIX6uA5DE0Le0aO1JgzDHmNQs9lk8+bNNBoNtI5YWN7d831q5u0f2EcQzczMMDE56fb1nFDq+i90/O9bpNqbBOplDW96nJ2c44wX/3986uoPox4wzD53NiXaAr0YmRASWaDVaqWfSSlZWlpKCcFYS7/FMGnE0ZPAgtvXwzCkXq9TrVTwP5LJH/68RPDsjX7KqruKHFew/vtXHP8aPvOlS/jBNd/mjW88h3K5TBzHKFUIi/0YKWYR3IR2u13a7bYPH+uglGJlZYXdu3c74rB78Cmse+/8P1NTU0xMTmZ9m3uOs6ytrTG/ezdYi5Iy4yo5K2WqkeTO1CZmfnk3c3OzzuzttRpbOJ3WYSQZQQhBp9NhYWGBZrPJysoK4DjC4uIii4uL7Hvg/unqHQTb/zCWsdoYtaovZzMghqHT6bC0vJyqmZDZIfICI/6zvOVSCsGhhx7K5OQkjZW11GNaoBcjmNicJy8pilGtVBBAp9sljiM6nQ7GGN78d+/kc/98WWb5e4RRlcyad2utMdb2WDCjKKbTbnu/w3rDR7/rKdluZqZmUTLAdAy//pSnEHmP4x61iyc4RqiYAtYayqWA6obZtDfS7oV5KpUKmx96EIQr4b+w4mohD6OkJb4LKaULHPGPBKuNBrt27865nVMLU6YcDJBAX3ns2Vx9y6eJ7l5jw6n70OlGBRHsBcO3+wsCtNbUarX0hmqtiY0LCE2cThlykUCPMAFJHGGW4JrBpN5LZ3XMyYkp+lVKhMBYw2JjgUMOOSQTIot4xT1iJF8DkIV74TyS5XKZHTt2sLLSSMPKehJhhkCsNe1OBx3HWM9ptNboOMZo7QxCSu610sn6eguOeCYnJ102dS4GoaiPsB5DE0JiRs7fcKUUWsds3vwgKyvtkSY/Dx27TisJkSWlcxL1MSGwxKuY/Y5I4xFTJM4qYwlUQLnc20YhqcdcoBcjCIuup4LwrXoSY8+uXTvROqZWE+x/0P5ePduLAakPFmi127RbLUStlno4AS8v6L5g1PzZIvk/e4/3TwgolUvEuf7VUeSE2qJQxnqM7JjP1z9yZt8Ya+GAgw7irX//Pi6/+RNAZkd4pIjlZAsIw5BKpZLlH3hPY6YeMtCt3evOFpk8geMXCQdInpNglwK9GCFmMfABIJkDyhhDHLt2u+e/991cfvMnWFied9I8eW9gn5Ux91GSTV0qlVyXF6/nx6msYHzUcebw6hFEPfIEl1gfk7jKbrdLqVRKBd1ud6R2R08IjJzy1l8RLZHCtdYZEdjeSuv9C1nkoovCQDE2Po70mVQqCBxBkHGLvNVwQMhqbwicgNnJOQIVgHHaThAobxHt+B7RhRrZj5GCVxN9X0pJEASOnZdrTE5Mp8w4bfpMjgASI0CfZC+ADRs3umJcUiISW4LnOI1Gg/mF+dzRMvec/U5mSnD/vuK4s7nqpkt56Kv3Ok1DWBAGIV0T2jSJokCKkWIWk2whSGISpE9ECbNZz4cT5yON+iCASq3C+Pi42xZ8r6hkfO23BmNsahtIxhXW9ky+C1nMopUBFhYWKJfLPeF1SdR1ISyux8hbgxS5UyzMzs4yPj4+tJbgB0NIqFarlMsZEcRxjPZp9nEcE2vtE2X8aWRRUXnismSu51ccexafu/kyln+wi8MOO4xardajLiYWzAK9GD2cN7fytTbrpfAhfQyVSoWxsTHCIOwhgnSSczGS6c8OY6E0MStrS4yPj7PvvvtSrVbpdF2pnMQ+UQiL6zESITgBMVuh2kSsra2lXsg9nNQT4gZuUjsdF2yS1DhKV3uyDaQPMmLYGyGkwixYA6VSKd0a+r2hRWDKeozMERK22u12WV1dZXFpZWC5uj3aD/KyA2SaoN/H831cBmkJWVDr+s8SSCWp+u0qsSEU2DtGDkxZWXET32g0WF5eZn5hibU114bQTZros/3YvvfrIXLfi5xQ6B6uCRh4+hF7Ig3B7OQMgQqQVlCpVAiCElGkETITcAuiGIyRQtWWl5fZsmULzWaTRqPB2toa3Uinq85J8naQvWfPcHuCe5kPNOk5JEdKAwJXErnitGPP5nM3X8bi93Yy95RDvWCokSKJcu61gRTIMDQhPPDAAzSbTVqtFktLS7TbbWcAEoqNG/dBSWe08cs2d2Y+wtgbfn01lfQ9uVjEdZOUaw1kdNYhJn+EtUzUppFCsHvehdBPT09hibAYrE2irf04RTj7OgxNCJs2bcJaS7lcZnl5mXa7za5du/jFPfdx3nv/hitv/VQmFObOe6TVlwae9oek59Fjmxg8jWe8+DV86pqP8tBX7+WpT30qtVptoJpYBKcMxtCEUK/X00ndsGGD0/PjmG7XpZkvLO32XkmZMvKhWHCPhjCII2Rw4/rR+7YIaw2N1gqHHHIIhx56KLOzs6w1G2gdo5RYV8ehQC+GNjG3Wi1v6TOpG7pcLjtfg00CQSDNPB0SeUHRfTBATtgTx0hUU389pVKJubk5qtUq1lrCMERr00MAPe2IC6QYmhCCIMisi94SuHPnTqZnZ7OMJ+8veDTsN1UVfThZc22NZrOZfrdH2KyHQxCGjI2NoZSi1WohpUyNXflrKno6rcfIoWrJRFlrCYKAv7zg3Xzu1sv2es7esE40tK5ba7PZJI6S+svZsXbQedZFWCe+hMQjaowhzBmPEmdZgfV41G5oKaXz7ycTlUaVZucMJSPkM598QEqn26XZbBLtxTmUmJzTABjhwtrWWm1anS618TrGxKltI+tNbfaad/FExdAcQalelp/syRf+j3dx2rFn9Rybz5wepKzZvtf5FLhuFNFqNtOEmnX0lY9qSWQHX8a/2+myvOz8DHNzc27ivcc0KSoeBEGhPA7ACJulRcreBl/77bcfu3Zu9+Fq+UYdOWIYRBCDIpb85yW/z5fL5bSTazqO7SOrPs2h026xsDDP/Pwu5ud3ZTETtSpj9XFKlTJCyUcQOp6YGJoQoihKZYN8beOEMLJYw0H9FHLo/y43yck0qyCgVC4jfdjauvFyLu+87UIqRblcTsPR8teptSaOdZHXsAeM5GtwIe3Z/qq1Zmx8zDXE2Fs8QuJRzAeYpF9lBGCNwfiJSgJh0paB/eP556zxF5QrZcr1qivRVyrl5A7XtFQIgRWF1jAII+U1JHaEvOBYrVRdj4ZHeXNTLcDmmn0a41S/IEgjkgfFIgjhCDCp1Tw7OYeQoicHo1/IzRuWCmQYKWYxmazkBjebTefbN7bXXzDo4ZFn82tra3Q6nXR84VW/ls+0bqyuYqzJws18vKQY8Ljylk9xyrFnUDtyEvCBrzopt5eFtNdqtV/SrXt8YeitodPpgBAEvsqqNiZt1pGf6IHR5mnMQfaRgNREDZnBKklAiSOXtJpfvSln6BncaRZLjUUApiZmCdthes2VSoUo6qSZVEmV2AK9GN6gpAKEVFgkFkkcw+paB5NGErvP8xHMou9dFn0msELS6UYsLS2zvLxCp9MlirXrB43AIBBSIWSAkIHLq5ABCOVjFPyYuEDXKI753K2f5vhnv5TtU0ts27mLldUmi8vOXd5sNlldXU0bjRToxUjZ0EIIrHFRP61Wm06n46TwvVgQ85wgVf/9Q0rJ6uoqUim6UYRSim63m9oQlN+OhlnB1sJiY9Gtely7gGplzAmGpuusjN7cPDExMeyf/YTB8BVTYkscRywuLrOyskLZN+5otfu7r+e3ij5vYj76SCYtdwTNZpso0o7YpCuIoYIQKYMeq6OxxskjwguKUmKxGG0IgoBSqcQXv3Etpx71SjhKcPO3r+fBr95HpSS938Gpo9PT04/9zj3OMDQh7Nixg+XlZRYWltIK7OAsgfm4w16Ige5ogUCKRPBzAapJKnxSfTWRD5RSqMDJCYnW4n7KjZGXO5RUrLYbXHbzx5mpz3Dy80/ji/pqtn/zfq89mIyLFejB0ISwZdt2FhcX0bFzNiGzU1UQMDs1x/zybjf1uSglm5iAU1e1yHo7+2rrxlpXft+CkAKFIggUMghcfyilPElJhMgl2MhUuXQCrOcYaNi5tIurv/ZZTnrey6gcVWHX0g6+fMe1yF+IQn0cgJFkhImJCdqtbmphjKKIcrnMB972Ht707rdihUGpgCtuupSlxpLX8Z0fwADSWL9zZPq9saZHCxCJ5cCCNRaDSQkoSXdPYI3FCmfNNNYwNT7NKX/0cs9ZJFK6Pg/tbpvbf3gbrR+uoMbHC61hAIYmhH322cclh3RiWq1Wamlsd1wg69+e+5e02202zu3DX7zn7ZC06xPOqnft165ifmned2PJwdJjHRTStQIOgxAVqB6iSYpiJPKCNZbJ+hQnPfdlGOOcStd9/fNs/uZDKCWdHiMlpdCmhicgtV0UyDBCqNo4xlh01RlltNZeWNM0Gg127Nrp5YhF3vFnb0ZJ1+QjLNfYZ9Mmzj739VhlSBp9O5uAH9w6DeKqf76CpZVFrMlc3co38+rnBBiYHJ/kZX/8Sq7/6rXs+uE8YRgipWR2dhawCN8CSArnzg6lWFdBpYDDiOX1NEJCWFKEKN+Qs0G1WiYMFUoJAm8FlFIgFVgbs3PHNv7uL/+GyPde7CnobV3pnKnpaf70L89F1X1avJSEQch1t1/D0qozFiUOremJGU5+/ssRQnDDV6/F3q/ZtHGuN+jEJhkWlkBaKpUy1lspi+CU9RiJEBIkZXOazWbKbpNWPxibppklbDwpeJGogXmNIJASJWsI4OILPphpCkoxPTPDaWe+Csa9L8LLCmEY8OWvXU/jJytUq9W0AEb+EShFUu5fEFOrjaG186B2oyL3sR/DE4KwSAVGJ8Wu4vSmSykJVUAgFXHuc1ck0xuEjAatEcaAdVtEECgCJZDSopQlCARSkj6vNha55IMXeRdyFq0UhiHVapVqtQrERFErDVNLLJiRAeETW0IpaDSWSOoiFNvDeozUrwG/v0PmhEpe5/0C+XqGFuVNyzY9LghctTM3eW68hHsk5ybjJcdl1+A8iEkpnEqlQqvVSn0W5XLJX6PbGhI10/lHXHp8JSn+XSDFSFXVkpJ35GopJU07XI0lhZCSOIpzIeOZ2zppK+y6wLvubTJniEyqsbitRaAkKAlhID2B+PJ72hB1DV0lCANJfbxGp9NxxGCNaw4mfAJsGkch0p6URZLLeohCpy4AI8UsFng8oyCEAkBBCAU8CkIoABSEUMCjIIQCQEEIBTwKQigAFIRQwOP/ByGKcMMZghOCAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 51.01x182.01 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 18.01x20.01 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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1RgDVa2MWKg5CHKD3OJ+AHAk+gKaEdeEYHeM4emCWjjmDwUYfPBgc0l+lY6bpOsFmHbLZHnJ4no31foj3MyFDKM386pIleP3EBMbSMlgAKYZABTYcrC16NvwKh/0sB7JZchs8gcPhkN1AE0iAhn1+ym0AJEqLxtOmaQWYiPFDURS4sqyib5LkqC2u8F2WZRw6dIgDBw6wsbbB4sIig36fXrdLt9sls5bShVDvXrcblMoTi5vc2EkiBKBImJ+bYao3xcrSKuvlBlk8tzcBFzAGNvpDTp48ifOe733ve9ziFreokMedTttmgKIoWo4ZaJuCTQri1AcRTxDnvqGReedR5zGZrZwrwUz0GAKQE1UtUraPsYpYQbBkdDDMIjJHt9vDuZKiKPDOk1tDiTI3m7NvX5flpQGGYB2MrgCZkQqCttaSUWcEWp/uEUoPG0Ow6xv8y7/8K3ne5exzzmM30ERLQIqCSbj+lkhwHOymFp7gVGh8SZjhpXMRF8jSl22MoXEMIaCDWZbjnKMsa5exRIbrdjrMz89zcG2DExsn2RiW2GgOeqITCRjGOEJrLd1uF8NqhQgmT7NqMCmHLmQP8f3v0+126U3tjuYnP7w7eMTu9+oDSEMavIYXTmqIV4zBoZTqGxZESYLoguTwNDOLPfUy46Wk9AWFL3DqcLgIBgmZzZieMszNhMjiAbWiF819ugK9rsE4R7mxQX/Qx9g6ONSrhFSyWNNaDfRLKBdW2bd/keW19R/60d0QaEIdYATtG5n+lShv2NVJb2jOUiVIE7FSaf5FUWBN5CcN+obH47VexJswc1EUFGURRH/MOEoXpSh53qHX69HpdJDBgLR4CbUUMMawsbGBGMPaWihqbq1gRagywqIkMMHdEPMI3K6JCp4gJnDzQIza+6OflYbYT+424ntDyXPqKZwj16yKE/DqqoH1SR9I+0fPXxj8crMeooJRx/x0l5sfnqVbDljYqAd+qmeY2zdPt9th6B1r6+sMjME5j4nKaWBGCfZKhIpTqGHwV2z3yd2wadsMkGXtTVsQ78g6HSLBali4TtqmHvy4wKoqRVGw0d8AdZt8+U0GaHyJLx2qbRU/1QwIFwBTvR7nnH0WM7OzLK0PGQyHbDil2+3S6UxTOsdwYy3gEiJIzDYKABe1EhNPbg1kHUOn0xkbc7ATaftWgK9DoNJDsjq6e6z1IynvNyBnVQBtNLE0GuVewuCu9jco1GHXDDbLyEzA/w116peS1IEwIiJhRjYzESX+C797sML+uSlyCzNTjvV+n5X+EDEWySwr/Q1+8P1jwUKwUfHDV7kLafBVAROcRbNTXeame/TyzmRP+gZK22aA6TvfBICFK74WffBZCN+oomfrPECBaqY3HTuKjqoN0SdQUhTD6ljBAWQqBhBjMNZU6WQ2M+R58Mub6KSpdBSor8FIDDELypx6z2AwYDAsGJRLrKyuUWq9OkkjGDCsRNoKMA3xAh2mp6erJNGdTttmgIfe6+l0Oz0u6b6BhaXjXP2hr2NZw1pLp5vw/BJrDZaArolqENPRLacpmaNFYQ47Vwdy1BVIgqvOSEgdy21GJ8+xmKCWE4JNgj6mSJXuE6ILUB8TRsLq71yJeMUXBWvrA4qhIyOggYJUeQeBc5PSW69a1sK5557LmWeeSbbXIoKszbnkb97Igy94HCJwyf43sLB4Ldd86Gs4X5DneYjatXUqVYUHVA6jJB1Gjx5mOepbkTxJVQj7amv79J5St8KrtlREgsNpFFGsHVbQm8rQEoZFSZzwVCZMVGCNCZaB84q1Qr/fp9/vV0jmTqeJcICTyyd45dteyoH9B3nwBY/FGMPb51/PP7/j/+ALxcmArnYgt1iBPA6ISYtptOmjjwifKodUo27r5w810CQx04jaKRTCxzVIAkmDbup3TEASGiHo3nscimQZHckDCOWHVXRxgqtFBEMJCt1uYACVwAAnj13NkYPzeN1j6eFAVIiUk4uBEQ7PH+bh976Qi73nS2/7Wwq3EUyzbsZUr4cZiapNg1ktq81w7co6aG7fAIG8j4GpPkT32ohIarLTa/9CYoDgvnaV9CjLkrIsca7E+xqG9g1pIxIAIFtdVlB+syww19LSGgsLJ1lcXJzo0d1QaYL6AA0PHYDC8ZMnuOiy1/CI+zyJi0r40iWfxJeC8R68I5/OY9KGr3IFddOBRs4T3yv3UbUuxwohNMKxJGC2o+IfiV4FUbyEKmMJUwiYQ0m/GAZmMgI2CCcBrFEy68ljsqADpqYtWcdy9OgZfO+aY3z3u99l4HcHEDCBBBiJg4tS/eTiCS5+z6t55P0v5GJxLCwdZ+ET/xqDQgni25pKDDdpUzmZxvqfzlidTkG1zi5uBp8EvaMGp0bOUn+q8gSFsvRkmSHLO1hbBkngg+s6ywydmGhicuHIkUMcPHyQc845h7kDhxgMBiytD7b/6G7AdHq+gOoJh4d7cukkb33v63j4vZ+IMcK7D7+O73/o83QlIzOWTANaV0SmsdT4iiKxRGytG9CIHZDW0pACSKjqDBkJuoWaWGXMxxxAFKdK6R0OxVtB8gzNSqST0cuyKgGkKAzFxjpqQn5iZsFmIKLs3zfLVLfLzOw055x7FvuOnIH3npW1vcwAAFE8J/hlcWWB17/jZRyaP8KDfuVXefUnfptcpS4G1RT90qjrR227n/JsIphmXaDGzPaqMS+AYLsTyjw6DZBxkhQ2DnpPhG4WgJwEKSdsP1YyQCSgnyJCWRYMh6F62Pz8PKrKwcPd0390NyCaCM+UkVeq25uAm17WYThYJzeWn7jnHZjr5MwgZFiMGgwWg8FoqguSACJq3cCPrzASlDMb4gjjd14Vh+DFUGIZaqj2NQAGquFlhIEBlwnSy+jO9ujMdMl6BpMDmQfr6U53md03w8xsFxEXM5MdRTlAcaytrTEcDiup0S48sHNp+97ACmalYpv0tzGGPMvJsoAQfvgTf819Lng875c3sPjRLyKD4D3LCINWqm8M/ZhzNSJwjQnMlZkABFkT/HrNuoKVWek1RBQTTMwU3JGAgizLmbYdSufYKApKKemaLp28Q9dmZJml7K/jnKOTBcy/2803ef72ZKXQZGu3zLRYZcMAYpRMhAxlY22JD11+Efe+x2P5gH8DJy7/Ar5fxJw9DYUbU48ASZW7pFoibBx0azPyrEOe51gJyKJRQVRQL6iE3F3vFG8ERSgj2hgqjCpDFG/B2Zh65kELH0sGZHRjRPJUFga63MiDZaFh2RArmCwLUi6WutERT+hOpgkkQG2yV469xudR825ldYEPXn4x97zgcbxfXs/Cx76E9Ic0Z7027Pw0q6oZn6XB74TADK1BumQBeECNQWMyaJAuLpSeD7XniL0nIjZAld6V53kFL2dZRk6Am6fyjCzPGGysB4+m0brymTFt5XQX0AQSYDzXa4RbVeqgTo3VwZdXTvLByy/inhc8jg/wBr7/sc9TrgzxsZijj3CrNzYsMLlFjcFbi+Y5mncobUahincuDGZ1vshAEuKAHKFwlBOPGkFtQA/FGkJcQsxTFB+0Eu/DOQ04SsSEPECvDtMxzGTT0SKpU89tjIEMsRG7o0DEZEqgkfrV0MR9fCi1f76e5curJ/nQxy7ml3/pUUiqERArhyWnuxHBWIsxlizP6fZ6TE1P0+l2qwgg54Njx0UwJ5mRzntK7yidC24ga6qS7ibLMNaGlDNrsVldizDPc2xmozEjLXxBRMjyLMT+9boV9NzpdHbNzE80UUiYGbl5kRiDR1LcGstE2gZhcfkkpfcYk2HEBl+9QMJxNTNIZiHL0DyjzDLUCmoUJ0ohUJpU41Mq1K5ZKDKk7IdBxqTUcSWVqKuii03IbPJecM7VvOqDTLJRr8lEYnCooZNlOCzG5jgxQffZJYwwIQ7QKM0YHTQQiz0aqZ00I+RjVEWIGaSqvJlZE0R5brB5jslj7XaJlbwIzZowwbFTmYbBbiRFCWvkCDGmUdXTt/z7aaZXhkyURt571NdeyFGPYkopSlaJi1y+WyTBZDWCWvcsIdSaECplrZDZUJ1zfu4Q9/h/74ePIdsOZe0bxxgsbYR5aAPAotaANdheB5NnOFNn9EIYWIXg2hetchMrhbPyFkpU9NK1bQaDJexYNy+JO6jVoHfEfYq4q1NAPTOxC5WaCA9GM3TPSYC05LfKs8Z3YyQCJML+fYe45+0fyOWvezWriycAOL60ELxnnSxG94TASm8Em+dB9CfbOg1+8gRIw4nU8hRKfQ1Sg0kJ9QuTt64UkhJUKoapDpb8BxEB1MbxVdEyLHNJYjRxhd1Ak5mBhLU0iV5LSMrMM8vRg0e5923uC6p8+LV/werJE0AIu15aXmVYOPJuB5t3sL0uNs9wHYMaQ5kFm95JivjT6pyjUcXh3Ak1JK7dtf6RKojXkHFigmbZGAUxkSHC/km/qZhaBO8UG/3ERQSlKofTKTyaO4kmZgAqZTAqScZw+OAZ3Oc/P4SPvuYvWD5xDOMDyDMY9FlZWaEsy6DRR9DFdnJsluHzYMM70RD/35itzfOGULFGFfIYAxAKRVJ935yY9Vpef64GLekBIzpCizT+1xRLu2jtT7RtBjAi5FEEWsKDzQQOHzzK/X/qIVz+plezsXw1WaZoWYZsYANeQtBF6RxTU50I9IRKIGKSkicVdiCjI5Gyi7SWCq1BUK0GvqmAtgJFpVG3uEEhhrBdDDocM/yX9nNlydzBuercu2X2w0QMEAYuVAAPWn9uDPf8hYdz+StexcbSYhwAxbkQQpUqf3S6HVTDum+tjeOZAJ3mbG8PUK31b37gSbynY43LXBotXLUVVXrhGGoeI/gTsiqSaDfQ9hkgmnmqoT6fNYZD84exx/psnLg6DK4ErD+gaqHnj+RdvA9QbW5zOiajjLOuFHBS5/xtJ/W8GvjwF6DV2px+346YbjFK839t1DaMfwe8wFCbENddLXWn0ARWQFCCvI+KIMIv3fWhXPHyV2JjXgAiWAlRFd57up0u1liKCMNKdKXW2jRtzX5krW4O0uYBjhp9o0PJqNi/PijFE8SriPGEnsFgjxWICA4aS5HCeiJYs3ziWjqZYMUGYEiDKBcRupmSYSGbDnCxhoKRQ9GI5deadyX+tZE+oimpLB23rYwiVajQppk/Lp6gTanmb21uBgeFrzADFIpyEKKPjKEYDiklZ319nX5/jzFAWGeDFNBYjRNViqIMiRwZiE3iMfUHShhNsBzUuSRY4wPXcct7BfOOfm5pao0dE0p3Xdc/epZm4EmK8Yw5JhWljOfl5WV+8IMf0D10gH6/T1HsMR3AO1clSRQ+1AHwKBuuwIkhF6HjwiyyZXDXlRX0m8AUi6KUAoVoq3Mo0BqQRNclykdn/lbbt7OXqRxXTXi5uacAVoSBc+R5ztLSMt/61neYXlvi6NEzmJ+fP/UD2yG0bQZwMTnUmJCIkfrmOe8YFi7B88E5VEpbrY592+oAz4Y8T5skZQs2zeatFMRxaerNv0f7+qTQ8HC8EZNw5N2M6BKdTpcjR45w8LwzERE6nT2WHAo1tCoi2DzDA30PmbGUXlBCK5hKOEZcVW0AbTp5h7IsKK2nNA1HnK/byqa/t6vNpwEdtwSMMkadGjaGmUgeRAInu2D/Z1mGqnLOOedwzrnnUmR1MMluoAlyA0Mwt/NNQEVwPnjd1PmQaSsCpY8NI9uVNDyK855hWQS/gGyOsGnOUqCKC9y8NGy+xq0YZpwEadY2qLyKzeNqXbfQGEOv1wsBITFDaM/hAMm5oqGjUjV9VSyFU8T7kHhBqLlvI8iTiQnv1rI6HDAYDCiNkI2s/2EQTOgK6hw+1ukPLeTG6QVtU/FUpuOoblGBUKqVIaHSYBQFox4t61JwKtAfDhhG6ZFlve0+uhs0TRQSFg3AqICHRbzT6TAcDFENMfgiQhaLO4pR1FpUqSqBOe/x3lT7J8gVqAZlMBjUzR8QjMmrnIC6PMupUb6myG9+F84TGCAVu0zivA54CYyedIgQHdyl1+uRdUKRyMFgjyWGpIFPTrhEhfMU8bmlSFwLqCvIxNAREA0lXZzAhnqKodLpxrNLHW4eWsD6qmgUoigZqoERgkMoBXqMkSAjoj5db9rWORe7kfk6+ygKMxMaGyOx1rz6UMtQC8UZz8z+echyjFE6nR7W7jEkEMbZ0nVvYCXG6zkHGIqiQCUn03o2aW7Ju128TevvZgx+s6hOcqctzrdv9zdrGcVX7GFcuw6rveqLalkxhIhgSbtJFQ2102nC5ND6uaRYPI/B4XClrzRsjw/SwJVQFAEBFCHLOhjboWuDY8VTd3aoSsiH/C5MqtlTvTZjBqOw7/giEoz5bfOyMHqviKLqKsniK1RrPHi1U2mi9PD6s1ZLgnMxKreq9xusARIzaIjitdYGd3DMt6tFfzqWVgyQXLti2vmA2zUNR6+3ed3jyt1t2g5Qn8rX0gIJRoXDTqeJGCDh+c4p++cOUF7bZzgoKH0Zw7LbJpwAxTBU88zzDpnW1bihQuFJHbkqTd4YDOPF/CRMsNW+Ss1YXkOWccVgCD4qrElBtVXrWUYFy46niXwBznmcD4rUr9z1Ybz+eX/IYDAI7Vi9x+EqUCYoZGHf0jmMDW1eSldixEaromYAqAco2P7B/Xy6gMv4ZSH9WN9T1X62cZ+lc7iyxKtio+XRus5wgtO6rhsabV8HiCK6dCXeQ+lKrv7ev6HeUxLbO0TM3/k4kDZ4CI21eBtKsPsEFDQoeQ8T6INqK8z8hynLOhZG1jCYxphqIKtlLVYyl5iD6NShUeHTWEcoOhF3BU1gBoa4vaToJbvfO4cz1EWbaCiKKMaGwo8poyito9JcXBtwbqo5WOkBm+IA2tT8vqntJ/HdRPzS9lVO4hjFsnpFb6Y2ztF0HO25gBANyAnqUolWRcWBBWukarhsDJg8o9Pt0p3qYTMbGMRaNBO8VYyJEqP5EEVBPMaCap16ptqMAtg64KM50KMKa4KXKz1jZOykcTxPTBGr2qSCWFNZJyFhAGSXNA2auEJIk/OzPAuRtVXd3OADyLodur0ethNSrm0nFJIspaQhRAEadkBNm+HcxAxhcKts3S3XYa22T9u1EcEQ41it5VLnEXjvKV2JpN4I1OcLXck35z/uZJooLNwiqLF4guacxz5/kmekYTTGkE11sB0bSrllBvKo1GGqBMwmUNM6zyY0b9S2lxaGs3mb8dRkBmNjPcIR5Y/GtaWKoaoKtk4jE/XVcXYDbVuOpXXQisTSrRk3v8d/is0e4/ptbcjMjYxhrMVkNtT5ja8a2Nn8EKuKIHH/TRebsoonuN7RcyRTry1lqLGJEXTQay2fktvaN/wEO50mWsis1CVb3vfRi3jQ/Z4YFDzizALwwVSs8vd8fMXPsahXrBDU1v6br3FBnpMEfI4ihWOZIR1LawmQri+NegqBCwUmXeu1G2j7EoB6pogYllYWEIHz7n47JMX7E9dRFx5YAt/V+9AoKgZcRnWucbz2qxnkcXrAzykwgPhz67gtL2E8d2SMPM+DFzDL6HRCuZosSrndQBOrstUSYAzvv+KvecD9fpVelpMhWAXjCT2DSl/NeGCs9r0VbT3TU0Xw2tz00ZdfnaO59Yg7eNw5IOQHhmBQRZxHnJIpdIIKSK83TRZLzGVZTp53MOaHb7d0Q6DJKoSMzNjl1ZMAnP1zt67XVoL791Qek1PN6q0G/9RSYHTb9q9tE7HtCJJGbAEEsEdU62YVBCmQooaSK3pTCtsOpcmWAOJDs1Lt+b6PXcQD7vsEzvnZW5ML5I1tiduHPH9fJde4+PJS9/GpSroxzgyskbqqI7gkuyPsraLV8b2EnEPf2L55vPAK8Y2ZCBYh8x5TlBhXYlGsKlY9XgVj8yDQMFSdzMw2xdkNnCaQANKYMfEbVZaWT3LpR97IAx7wRM6+622xWersMQZtgShGmn/T/nuEWiZh9a9xnPh96/jE5UFDObrkbaxNwealxLnsFXWhoqnRepkhmo3N+9Dm/exwmoABFNTHVysygJWVE1z2kTfyoAc9iXPuctuQJxifVItpYoVNjTOUSvzWa7rbBAvVVItdrdDIzeRHXnGP1A0yHWnUQiAUuUqSpjqnKFkWlNzASB7VsnXsnUynWSq24cWLNv3K6kned/mbecCDnsTZP3NrbNZsrVZLD6kkQBqAdGRas2qsCdfCDpozunms8Fv4uwZw0nbGBAnV9DPUGL+vzdfG5Vibtg3MultAIDgNKyDsFDR+q6HHblLMV1YW+OinLuHhD34q5/7MbbCdbPzDaohjbUiTUQQwKJT1kms8iFOkgSc0bfaaaiZJg9+a2WNwgaBN6CYJABbvBO9D40jvBe/lVDrujqLJGCCiZSkkMxhJwW2aHuXK6iIf/tQl3Oc+j908o6sHvjliN1FiiBY2wIiqEGRx/FzP2JY3T5uFKzcz2OZ7a5y/dvpRFo5jx07wzW9+k2uuuYbhsIiJJbtDCkzgDk7VdNLgh8gaoC7yoIIrHEvLJ7HGcvQOt+LEF78DrkA0dBJRDRq2qR50Q7QSXcjaZDAqjCG4Z+v+w0rsSi5KSvVKkkN9MkejQtpYeeo7SXGNWs2EprtYEKzpcuzakyxeu441lumeZf/+efbtm/thnvsNhiYvFg1hxjfX7lodpyhK8izjis++h/tc8Ehe96X/Wf0uEXJNJR+3VvYADaVcM2vJYxNJiLNcgjnmozjwGux3orTQKCGClEjD3dATNOD6qRHV6CqVUMpwGGF5eZU1E/D/VfGsLK/tvd7BiuBiA4hmSbfagkuVuz2iyvLGCjbPmNo3x8qJk6ysrDIzOz0yIHVT2DhJg9dRgxToqNAzhi4W8SFII+wVbHJPyEN06mvrIS41JULpFW/qcvLByiDGABIHv60IjnopjREGgz5DG5NSzBTDIXvPFxDq7YZCiZo8Z9WvdQBHCqhAQjLouf/llhw64wjWZjGkSup/I7gC6dfoLOoYQ9dYMoVMA8jUwdAVS0cMmUp8pc9gfSjtZpGqY/hoCL821ZHWyWVTrEHoERykhKqnGDqKoUP9HpMAea/L9IEDlEVBsdGncGUcqFpZ8xpy/p0I3hgu/4cPcMFdH8KH5J2srGzg+v2oZaeee0FMp5j7sPYroedXqERq8GQqLb0gLR+lhgCdsEeIU/BSBe2ASqUjepPW/rAseA1BIUlJzBoMXS0XCJ4h07MdBj5cryldlDt7rG+gWEun1yPvdpnqTVEMh7jhkKIsUK9VRW+QKCEMSxvLfOj/Xsbd/9t9OfbF77J6coF+f6MRs5cOnmBdqZW/iNskiyMmh4UlCCpxLxpLyojBC5R4vE8LgjYGM/1fN4esaEwAilZRJ57zz/9JBr19eO+55rsnKMuStbW1CR/1DZO2rwOIQJYhQijF3s0ZDnNcv08xKIK/HEL8f7eHGovxhpW1FRDh0O3OY/3v1hisruDckE6eegqGh1zhLBASQmLPYBGNfYTiMiSptHtcvyTZ+GHAvFeKsmSAA2vwJjWTbGCXGiOCK7S3sZi1rAAAz5EjhxlO7QPg4P4gBVdXV0//qd+AaAKfplQVudQqBkNuDJJl5J2yyv611pJN9bA2S3vxsc/9DRfc9YFcNryY4d8XrJw8EVu6thfihM3XbeNrOz544RIELNFEMxgNbV9L9TgHpXcMi4LCeKzNK8YAKgV2yzuUVDQy6iZxacsyyzDGO87M9FDtMjM7tf1HdwOmiTQZL8HT5sXgxKBZhul0yGem6cxM052ZJe9NkdkcEYvELt/L6yt85O8/wL3v/gjO+albknV7iNq4PkcHT5zVoRNYWMtL1ZBzkNq/VFcScLvqFsTgo9Y/cI6BKxn4klJ95WUMHkSpXqNUlaU3proeAJNl5J0uWa8HWUaed8nzLr3eHmSAWigm8EdSBwZMFrp92DyvMPi0ZosIK+vLfPRz7+N+v/Rwzr3DLbG9vBbBDRs/xeD5GJjZhG83o29NBDCUrRsWBYUrcRpyFquuYunyR62Oys8gVdxiHT6uGGPJOx2mpqfpTU3R6/WYmpqi290dBSImdgePPkWJBrbBNmoAm2gm1rghCCsbq3z0cx/gfhc8EsltFOumtU1o3RhidEQFq2FJMNG0yzBYJVoGkXEITOCcY1gWFGVoIhm6iIVGURp1ANE2DySmCzcTzhuApmAp2CxHTIY6jZC3IbN7sEZQoIam1mKC5hYyMmsbrhmF5bXl6JUTfELuquNGCeMVbyKMm3Yk6QgBiQwJAgF8qjCFmOfnid1JiOt6ww8xVgOo4gBjR5BKIgUGUALABYDdPY4gOE1voIy+j2jRmyTtyAPLs5yzbntzbNc2/AGmjvSRMPucD5nIvuEDSCK9qhIiAtbErh9StRBwcf/QxDrMXpPcVym0PF6kxNJ3YqXKF6yXo3hMBDF14KvujnCAyRmgip9Pf8f/Kj8/9braXDCar4997v3c55cfjmSpJPNojGDs/ulDVbKkF1RKo9bpXykmQUUofSj/ooFDqiSUuGHLBVzH+MX3RqJo9b2EfsOJ2RRp5AXsDjFw/eGZ1fhp40UcnAT0BFpeX4oNImqP4jhKun6yDtJpqgpBlds3KHzBJwDeSNXkMTDN6DmCC7vugZuWmprB07nSWl+Fiqdr2yXrwOQMUE1lab9av6XX5oeUrANrMo6ef1Okt7Ua0nTipCMZ6sEBKgaoloaoyddWg1RKYn0LUv/f9GkIrVyEBBgpyRdid1U0EJwOA1wH41ddOqvXmN0ELv/c+7jPLz8Ck0dwaTT4MwaGBP9+7a9PARutZUCpFD5rgzXSWpJgZOCaV5MkQexonqyY2O3E5nlIcUPITK357xZGmLxnEMTnVyNsYYPrfiC1ni+sD1fRqMOP3XD0/DImITvqHpJqE0gz1azuCdTKRhZpYP+VHAmmrJjQWlYkep0CE6VG1xLvc7eIf5i0TmD8XDPCCBM07On2vu0H1lL34gOtijZEk7DWtDXUHogBHwn/l2hwhgEH62tT0GCwNtYBgioQJVxigqAbTh9AxZA6mYo1aFn/NhwWGOMph8VuSQeo6DSKRV9fok9a628K5YIkYEIASOCJiM7hY+CI1Nq/Nvv6BW0+dDOjAqnqJUMrZ8+mu4jeIptZrM9wRVj7u90uIgEHcM5VrWT2XERQNf+bs/50mUHSA4ziO8R0RbcuLfcsNIGX5KlL+kEy4ZKWbhB8bHAVdQnSTB6RSrUQaJxKqvazYg0qGpJCRHBFWSmalTdxF9BkHUOua6MJGKK2x09Rgk2CYpa6jqdztK8lRRfVFkaAe8MBZWSgWiFgkmyBhlkpQDIjk34RJVVmQ9e0dh+hnU0TuYOvcwnYQgfYpHSrsFXBRpEYEibBfWuJRSkYUUQb+1bOm6QbCDHgMwBEiTnG7hf/rtTRhokrEqqdZwiMmIC7RRGczBdwOiJ/C8mxOUu3aVEQodsagAnruVbbh83aqF69eyPWMKGSo+donKta3dLHyATGWnJr28eW6+5PtJPoR5/krmwazHpAk1UeNXxCe9ootFsYYxQk1WxVbah2Ug/kqVLRIUYVSEz2rQ+KsRliMnLbQbQuatm4iV1B168VMM4kbG8wVoQbCc4cfBx0mnGBUnkBK0uxEt0SB3tMQumog2rcZbdggNrIFTGIsVibBVCpgUBUy8Yu8QZNBAQlGqev1T9e19qYQqzDfDXN9VlAJIEyof5ghepq/I0ksUMQqMNTAoUqhbqQH9BiRB/VRBPzCLUh5pt3VFs5tfQRbG6CeIiYxGYrZWfTD70EbAWwhh9H2UQbG9UPXYwgXhrxflEBNGn9b5wsmXRx5ntCwEehPoSASRtQStr9WIZtcXKDAWI0kEDoe4w2pF+KZt4da8BEDNBcq7dUCE+xRIzxDcXjBWZIvkGTFL/KnINKSMeuo14UL41pHD9WY5+YaysdoAFrNvWKkEViMBKkQKfTqRxOxmSounrHXUCTS4DrCQmcm96PDECGWq/REgY8MUBSAKVSuhJsq6iJgJSmjYSkLEitOTYueyv9RNpvCU6WgP/X/v8ajZQm4+1wut6sgElXxbvf4d6856LXo0Ud+hnGUWKl7q3PUQODEqOHQnZRiiZq/DzWXq/AoMZ2wYMgsQqQpxgMQJXhcICqUoji3BCvZSxjvwcbRwItKPiHmQNeHUtLJ6tDjlJauzdJnOZEpi7u3KzoqQoS8z5SEMfmaiJNAKARFYSjHBYM+wPyTif4AbwH8RSlYzjsR2/jHmseDQk+jQ9QdWx8/fapdujU4jlWB6/0vM1mY3UtRCVQNUQD+YTlbSWL0u+JIdrYg1UQB35YMtzo49SRG7BZkAlJZtRlYneHJTCZBGjMMkRGyr0L+6b3c/fbXIB3IYvmo1/+G5b7S/XukhRBqY+RegmMrKsSdQBTMUHtvk3p6SFwtI4GaviM4lubfZqQsGq9hZFQgMK5EjcY4IahDQ6ilGVBUZQMtVluZg9CwS1NubKlw8PcP72fu9/2nqDw6Y9eweryMrNz+7j73S8ACIywsdg4VlD89u3bx1A3WFktKYohMRsgAkFaQ8CVBxCSlPBa1xkM+bqKxtp/adyTMAmWQ/IJJBQhpoET2MAiqDeUzqMueBrL0kfHj0NDk0NEDNYaNtYnftY3SDotHUCDdgWq7JuZ55dud2+u/OBHWF1ZrmbY6soyH373e5id28cv/9Kv8KEvvDdKA4mgjjAzM0NWCP3+GgNjwLkAADEaq1bb3qpECSBVGplLSmDctjk5Ne5nTA0mp2ASiDGGChaLWKGolqCQHOKcq9C/sAIanPMsLW5M/OhuiHRaIWEJxZubmecet7s3n/ibD7G6vLypybOIsLqyzJUf/ih3v9s9YzNpy99941PkLkPK2uyq9AAdPV9j5lPn9YV4/diskpBLWGNMDV2lwpFjXIE2ZVmdvmaQ0AKvLEND7NySdTqgMdhEhbIs6fcHLC0t8f3v1UvbTqbTNgMVuNtP3YOPX/ZBVldWgK3bvq+uLPPhS98DwOzcPu58t5/jbz/6IcTV2xkTUrLwvrF2J+i1HvSoNVYATpUAYont5iRWKKmvExoriMZMY61/Dd3PlcHGgKIo8M5huzmdTjf4A6ylP/D0+/0QhCKGrLM7ikVPVCSqMsmi6Je+sLy0VA366OwfdR4ZgfXVZT76nndTlkNU4xqrAfxPDaPq4r5SlaCrjp0YTASvjlKUUhQXlUaNDNJS0VRQF4NFSfG/po4P9MqwXzDYGOCcI8tyEEuedcmyHOc9qyvrdLs9pmemmZ+f5+ChPVYhpFoEI93tp+7BlZd+ZNu7B62+Ge4dYuyGwyHD2F42a+ALxhhMBQiNMBZBCUzp46nw9KheXjOfwYitkkwllo4xYkGVfn+AW95gOByChHM7HyDh4bDAOcfU1AwHDhzAZoGRZvftMSSwaWbtm5nH9KUS/YlGAy9GI2gaUA2CUgwLhsMh5XAYijp7H3oNUJeHCf4jaewVKn0V3lOmZBA18SWgQYqkYBIliHhD6Pzhyxhx7JTMhoonxXpB2Q9KnVjCdqGpEK70dLo99s0djkkiZby+3REUMlHjyCTSm7P/VPEBo+ibVrM5JGyWZRkZoAiwrdc69Cuo+439pErbdqox7TsAOkayCOTGaAIfGj6ENrce9bGOkfNQxncfsn1EgqafuoN5SVXCDFmWMzs7R6/Xg04X7x2+ApD2nATQyv733rOysrzth1DF3ldmWBDDeI8riljzVyHmCyYmCKh8gnNTD4DIAC5lDqfs4ZgU6ks0Jol6r7gyIncuMrAL8YhGBKdDvCp5HgpbhxIykGRNZm3VLaRQjcZFuGe75/oGRvRr/+wBsuHWxRFGFcH2IWo/u4iEgSrKGGuvoVmjkSiHgwhWIohDKiAHzkNRODYGAzaKgtIphRNSMEfIKQjtX43GSGFfhYWE74RYS9jH7mZ1x9JkJIZgFYtXwfnUTDre27Yf3A2bJtYB7v5T9+CTl364AQs2tjkFPNoKx/YenMcPHH4Y131VrFOsAZtRu4cbnrskP5zzbKwNWF3dYFA4ShfiAUVCTyOkvjRNsQViKg9jCEUPJquVONBGY1ZRYDqPYq1BFXyZytLGHpmapNnOp4mNWefddYr/UUbYVEBCwZeO4caQ4doA60sExaoj6+QhqyfVcjER/YvuXk+Y/etrAzZWh6hmAcqNHcdTVdCWIhrBpvb1pVcAk1PRqQoeMiFLSH2Ckyd9UjuDto8ESv1wmrO/mW7VcuY0f4vvEg9kjWXolZWFJdZXVrE+KGFY6BqL7UjoUShRnEfFywNl6RgMCsqhw8eSoNaGXoaS1u8xlsi4gNYUXVZH/LQZNcuyMYqsPyXz7zSaAAquCyREgVv9Vg++VtueiqyxiArrK6uU/UFsyarkuYFuLBNLisVNCqSgXhgOSwYbBb5UrGQgFhubWYYloz1gowBV656kzhxqJokkZjHGVOhm1XUkLh27hQkmyg0cXfdGZ0fjh2h/t9u3p+gt1VS3JwTcWoVMDF2bkRuLjRXCKihYaslTlsFzqBq0dKJ3zlTxY5sHZlxWEKQwtIak0Pouk8bvVKvqpNW9qe5FBmhTU6QG8779d3MJqF6RgXzpKKP714qhIzDV6TI31WEq7wTxTxPOTSK9bgWfjmnERBOuXtW3SuGqvx+RWI3vqyULgzV5qzFl02G1N5VAbbxLgwmi9+26EkeEGGTpShYWFtDSkRmDBTp5Tq/bpdPJgzhPSlk1W+vsnCSeVZMKH3oTJu9e+5yNrB5tXEnqMqIaC0yElnEqiWkMeWRGlNB1LP5WK5E7n04LCvbqA/K2jUFvV99WNFbvXF5cxLsSKyHrNrMmBluaWopXM6/+s5YoEPPCE+5bq+ujY5P+bugwKT9cNDFNiWBxCF4Uo0ECSNQBXDxOUhh3C03mDEofxmAAp95XE54btG3v8N4h3mOAbp7R63bI8yxU9RC/afeECbTNusouCdclYwZ/G/dUKYMNb2f8hdJ7xATQCgLz75ZwMJg4IKQJ6TZNQCodoM7db3CIgjqPExe6ipclZVmAc3SyjJmpHtNTPTp5SsgIL0/dICpdRQrwSJE+JHg2LeljtP5NSiBNoSC1ZKkvl1RQ0qE1VL0LaSJAu7UMxFbwAUupH9L4Pn6BWUKA5YBBfx3vSgRPZoSZqR69To4NmmNjBpLAWxIXiEgVKBoSRjafcKt08Pq7xppCcBo1tzdiqoqh1YMaaTS5W6TARBJg9JZjTSWS3ZTW5k11GSN5V+JdSX9tBcGRG0HU0c0zslQIKraEDct5oyxE46ASHUZeG5tsk8YOXMOcTWOePIV6qv12AU3o0tJNb37kwVT1eMbgp670ZCZjZXmZ/vpGKPVvJSLvIawzrfEVNWFkIqZ/CnCnLadGfmkqpKRxb2wvCX0OFcZozPQ6RSz2F94l/DBRPEC664QEpkr8om3Qp9LhDIQ6P7GTd+mxRij6Q7R0hH8Gpw5VU7FLgoyVNvzkNXUD3eIa05p0CvA+BaZoSu4QR3Me1A4jUHUNjT8VkI7f6V5zB0Ml6tMfyfKGNipYzWTS9mE2eedYX10PLuAYAGqMrZeParBjexgaFcIS3hBfbVNxnFlSZxOPMwsrW158m3GUEKVsBOc9RTGIFkLog+y13C0QADBpRFA1G0JJN1FLcp1KAmsakK+pINNQ88+XjoWTCxT9AbiE6JlqkLUl2mtlLX1lxJCZgP0bcbGQ9Jhs3WpA21ZLPEq4Zu9DCyQpoyKhhEglQ2os6NQzLPpRIYxNIqTuLbAbaKIycep9S+FLpV41zd0kBbRW3gKmZvCupCxdlXVz5TePBSjYLpDZq1uVuDdTDTGHHgJ+k+4xXuRr439aM1ejFJFUGpZUuSTiDPYEn/zCN6jrDkXAqDIghBf/71f93209vB8jqeodTvX79hnA+xizT/CIaWgghQhe6wy+sG1sMJYcLRjUEdrLFeWm8jqqxNCvsHV7ztaogmq9hl8/pK33puypb6eh1DaWk92yCmxbjtWVMQBCKFUqnbLpoPVEqXQB50uGgwHFcFi7VqPoTna1aiVgap1T68Gpvxs94+b1n00sNGazTTeZ7m2r0nb1kUeZ8E53utPcZz/72Z8a3eeud73rvksuueTWV1555X++5JJLbn2Xu9xl33VcBVNTU+YFL3jBTT760Y/+x0984hP/6RWveMX/c/bZZ+fNbX7u535u30tf+tKf+MAHPnC7z372sz/1oAc96NB1HXccbZ8BfKidE6P0gvjX0Exl3EFNshBEEKN47xj0NyiLIT4yU1hLayWy6gxCe26mKLIEw47APtu6/kpL2C5mUOkjzR0anLkNEXD++ef3XvjCF97iK1/5yurv/u7vfu0rX/nK6ote9KJb3OpWtzply7HnPe95N7nzne984FWvetW/veQlL/nWWWed1Xv5y19+q2ajqjvd6U77zjvvvN7nPve5pW3e0ViaCAhK3JKqs6T6W1v5xitETomRuiXqXUBwqqM2HDTQergVI0QJ0WoBcx1Xa2K+4aYu35Xtn84/GssU7q2GhcOAJ3W2DjS57qt49KMffeZ3v/vdjRe84AVXAXz6059eueUtbznzmMc85oznPOc53xm3z7nnntu5y13ucugP/uAPvvmBD3xgAeCb3/xm/41vfONt7nWvex247LLLFgBe8pKXfDc9i1/8xV88fN1XM562zwBa28hWQ3qVr+Q8LSYYhWAtEmsAemRkHfWqPON3nsUZZ57JRz74AR752Mczf+AA//D3f8efveylLC8toQq3uNWtePyFT+L829yGwaDPxz92Ba/9q7+kKEKixiMf+1ju/su/zJ+99KU88SlP4byb3ITffNpTuebqq3nyr/0aP3WH/8LU9DTHrr2W9156KZe+853hAeQZj33Chfz83X+Rubk5vvbVf+XVf/nnfONb36y6hbznfR/kL/78z7j5T/wEd7nLz7O6usql734nb3jjm0/5zG5/+9vv+8AHPnBt87tPf/rTCxdccMHRrfb5yZ/8ySljDJ/+9KeX03df/epX+0tLS8VP//RP708McH0hk9tfAkgduGi4UBtmeKTkmBkNBG21ZTe1yeijUnfuTc7jwQ97BK975V/xipe9lPNvc1ue8T+eiffKuTe5CX/8py9nfX2dFz//+bzmr/6Ku/z8z/PEpzy1dY1zc3M87Td+g3e+7W0871nP5Ni113LhU5/GLW55K17xp3/Cc5/5TN55ySWtrp9PuPCp/Mp9788lb72Y33/Bc+lv9PnD//2nzB84mK4egIc89GG4suQlL/kDPve5v+dJT34qt73tbbdsHzo9PW0OHjyYf/vb3+43v//2t789OHToUD41NTX22Xe7XQEoiqI1wmVZ6rnnnnu9d6ucCAjyZQka+ganWr5jMZgGqSqhE0vbuZKEauLkgwcP8axnPIPvfCdIxpWVFV70hy/hJje9GQ979KO56qrv8MLnPreCazc2Nnjmc57DW970JpaWwjI4MzPD7z3nOXzx85+vlpRb3upWvP+yy/jUJz8JwBf+sf5t3/793Os+9+E1r/wr3nvpOwDh8//wD7zpr9/O/e73AC6+6E0k7v7mN77J6177agC+/MUv8NM/fSfuete7zn/5y18eWyhg//79Nt5Haw1aWVkp0+8bGxubFKirrrpqAHD7299++jOf+cwqwNGjR7ODBw92yrK83o2P7aMZFRCkVSnXhM1jmk2XG4PcAnWCIrlZiQv0ve9+txp8gL/77GcpioJb/Yf/wO3/43/k01d+KiRwxNcXP/95Op0uN735zat9+v0+X/z851vH/eY3vsEDHvJgLrjXr3Dk6Bn11Qjc7OY3p9Pp8plPXZmumKIY8vef/T/c4pa3qnB/gC9+8fOhoaVXSue4+gc/4PDhwy3N/PqgL3/5yxtf//rX157+9Kff5Fa3ulXvrLPOyp/3vOfdFED/HTxS22YAgUqBE19i1VeuOGlqTVvtL6ESaPMemtr+0uJiy3BTheXlZQ4cOsi+/ft53BOfyIeuuIIPfewKPvixK3jHZe8F4PCRI9VeS4uLm877Fy//U/7v3/0dj7/wQt7y9rfzile9kv9w/vkIcPBQEPOLiwutfRYXFzl4MC0B4apCu/h4xQpFWdLpdLZ8fktLSw5gbm6ulUaV/k6/j6MXvehF3+50OvLmN7/5NpdeeuntRET+8R//cWlxcfF6z0mfuEiUV89wMKTXaJ5cG2/jucDHmEGvIR1r3Fb75+fjscL/IqGG0MmTJ1ldWeFjH/kIV1zxMRg5y9U/uLpxHZtpZWWFP3vZy3jFn/wp559/a57wpAv5vT/4Ax72gPuzcDKUqZs/cIDjx66pjjw/P8/JkydbcYgVyVY2T5vW19f9yZMni5ve9KatdfumN71p78SJE8U48Z/oq1/9av/+97//P93iFrfoDodDveqqq4aXXHLJrf/hH/5heat9TpcmUgJRRZ1nuNHHl2UF4Hh1FUaeYualZd97Yi5ozK6NkiMqlCicc+65nHeTm1bn+693vCN5nvO1f/1XvvCP/8i5N7kJX/vXf930Wlne6plI66Wq/PM//RPveNvbOHjoELP75vj2t77FcDjgTj/z30jKRZ7n/Jc7/jRf/9pXx7t9J3AFf+ELX1i+853vfKD53Z3vfOcDn//857dlu3/9618fXHXVVcM73OEOM+edd97U+9///hPbO/P2abLkUOdQlHI4oOhn0OuF2DwllHsjNV0cbe8Y9b8UvVNV/a5n08LJkzz/hS/kzW94PZ1ulwuf8lT+v//zGb7zrW9x0RvfyJ+98pU85/kv4OMfu5z19XXOPOts7vQzP8P/evGLWV/fXLIrWPjw0pe/nE998pN85zvfodvp8NBHPpJvffObrCwvI8D733sZT3jik0GVq6/+Pve534Po9aa49NJ3jQl2rdGB7dCb3/zmq1/1qlfd+gUveMFNLr/88oW73e1uB84777ypF77whd9K2zzwgQ889IxnPONmD33oQ7/0b//2b0OAxz3ucUdPnDhRnDx5sjz//POnH/awh531vve975p/+qd/qhTO8847r3O7291uJv19/vnnz9zznvf0CwsLRVIet0MTJYZIzOunKKAsEO+xJsOLjYOfBEqYdcG5ErxsIiGFS5rGgNSP8qrvXMVHPvg3XPjUpzF/4ACf+/u/40/++I8B+LervsN//7Wn8bgnPpH/8eznYIxw9Q+u5v/7zGcYDAanvOqvfOUr3PPe9+aMM8+k3+/zpS98gdf85V9Wv7/+1X+F946HPeoxzM4GHOB3f/sZLC4uVgUkICGast2xB+Bf/uVf+i94wQu+/pSnPOXcu93tbod/8IMf9J///Od//atf/WplGopIFX2UaGpqylx44YXn7t+/Pz9x4sTwrW996w9e97rXXdM89h3veMe53/qt37pZ+vuCCy44csEFFxz553/+59XPfOYz/7rda5TtKpaXX/kOfecHXsUD7/VkLv2fr2B2ZgZ38CCdTocyDyVVjWQgYDXpPeHYGcFsu+rr/8LJE8ewwwGf/voPSDPqt5/1LM448yx+5zd/Y6vLZPOTb3639arc2itiDpXOKiBSl5cLRwlMnPemaEKvoyYswDXXnvxc+u5Od7rT3Mte9rJb3fGOd/wcNyC63ryBaKOcuwc3DFU1JcuqkosVqFohgwm6jbCsd0GJMgkRHMHZx5KMvJ+KYZu/NbyI4/aR2ss3zvsnEeGqVNYUnbxb3ICRJosKVsUay+xND+PLAk1ZvQ0azedv7N2Kyj3951j7D9qfr29qX2PLhZBOvQtoAgZQUMeHP34xd3/Mo9Cij/WeDKWxUAbTSVKpFYOIBRRjhKmpIFbVtJ/eS1/yEn7nN3/zerqlzbS14TZONkhLSaksgZYrmG1bAjd0mjiuaXHpePDqaUqTrqnpd29LgtCBc25ujqnp6VCe7d99CqUzNwJIxuJV40cyDLKO+7J+Negzn/nMyg1t/d8OTQwEVd4f9RgUSanejV56FVuY5PABRJiamWZmbpaNpSXudMtzsZ7oKt5cHbg61nb8rvUFUusdcWhT3+GIRxjjsVYQO4jNpYu4bywnLz1slnH0J2+LtRZjO6FmYRYUQueLqr7hq9902SkVrJ1AE/gCwn9V9C8hfr5K14ZqCUjev9FsmryTMzs7S6eTxTIwhvG44PVHzVyASmOoIpDSK0HUWsUP2MySdzqxebRU7WK9c2ysr9Pf6G91yh1FE+kAdZGEqCIFhz7itU7XGucXCA0AybIsllndT6droiQ9NRPoyGCdDrUG2rvo0QxlaJoSxsdAlWTzGyvV396HyqaD/gbDQZ99c3OndS03NJooPRzqpU8jE3iXkidGMfPwlTEmFmU0GCx5Dvv372d1eYlirWBSGleVZDNj1CZjs1RMCGdI+8fPku4pKLNZlpHlWXVc50uKsmR9Yx1UyWzwFeyW9rETNo+uc+fCLAJ1JSohtStU+qdC+Cpd2gS9wKjBq2dqaoput8u6cWMbcJ6qps91bzdWLa22H406VEI/oARTqyidXmgVV5YlzhWsra0xLAtmZ2fpdfJQS3ivdQ4NFIARYywzNzsTHXq8o5Ewsj2y1gb484dAVra7HNQSK8QzqGmIsMSlCRNSqgYRRRmUvY31AWVZsv/APABFEZtF7ZLEkNNKD//QFW/hF574qwzW1xHvUOdbGVhbj00IK3PRk5gm6HbVwFNW+xp51TuF6mJVX6GoD4gSClR6bRyHSuFb31hjZXWZoihClXBrYzWzYP3YXbIETOAOTmaVsLR6EleGgpFJBxCi67dKHkn/1dp3bZVLIzBYK9xgy0E8BY3bbjOjbGacZKFolASjrt+1tTWcc631Pt3fnqwPALW7JEE8/Y11XDmMfoLWhmG7NLgROPHqwpprMhSLNx41HvF27Epw6jTweCq9jo7m0Artau5XwfyVPhCWieGwoHMgmIBlWVKWZUoXjEuFTrzs3VBpQgYgqv9BDzhws7Pxa0UozMxoCAYkDU8IJWb7G+v0+xuUa+sU5RCSZ25k/Go9s5EFPLJQnIo5muXcXKwc7rwPpmsWfRGxQlhVWzY5raK5am0WE1crbqZ2Eu1BKDhZSgkX/+AVf82vPOUpiDeoKxEN66NEdDC8HGhJ6Qasb6ywsHycYyev5poT32e9WEXFBdei9WBc/ZJkVm52KU1KiVFc6SmdJy37Ti2eBEkLqUOhMRmdTpdOp4sxNgBa1gRU0MRw2B8JlP2jodMqFKkoyysn8bGEujoXS71rmFAp8lc9zjuGgw2Wl5dYXllmfX0NPxig3mNsKO9qfDs/8JTnVm3N/oRMjyWpZ6zXpKeEDGPrFaxQNaWI7uFkHBhjQQjlaJOj2xjUu13lFZ64dayIhOA+K9XTF18gvqi6dmhMGnPRlFpbX+bkwjHKYoOiGJDqAJmYRR6aPWiA4xPzSBiccZ68qlIose/fpt9BpV3/35P8DgI+DLSoQSWLimmBKnjnUQ11Aa0JuEZoRGUj8Olj5NPu6Bo2oS+gfpeoB8ydewTwqCsJjyoMrHrHcDhgaWmR48eOsbK8zGDQr0uzRNAlVZpK0GvqIVjrBu25loJOW6uDjryg0u7T7+qjQhoTVJomYbICqltNCGbz9hsSStJSuAtoQmO2duwAfOiKv+ZnH/MojBYYP8RSYCiwlOAHrK0vcnLhGtbXlkEdWgZdISl/GEWtQubRzONteMfUv4dleowZ13jJ6DcauoMZFQwWExvFSpQMPoao182o2tw9zqioXN8qgB2LYO5EmowB4gxLj2t5JcTVz515iLIsMFaw1uDVsbK6zOLiAmtrKwyHg9BwyW+dGJKqdaZm0m0agwu0xmy8QlbBvrVroA7uOMUM7vXaKXjS+BTiBHfJ9GfSvID05BretQ9+/K3c5SEPZXHpBHlHMJljY7jMsZPfpyzXsNbRyQTRsuF2jau3jWllMYooeQ0xJhZnrqHCzR5BQ6jUdYpCgfEaU3sYBXwsUWOMDQtWY6lIh87zvOVEqiKDqBXQLNsdOsDEOIASpLJ6j4pw/MTVlGXB+sY6i4sncd6zuLzEwsJJRDW0ZC+K6GeXOtJ2TJRtJZA15OCJSpU4sgnIISaXNtw74RjjmKEezBYjKVVUcGJMJWQs1/6BCBLFE/go+zfVHdihNDEDJBPIo7gYRePVszZcxR37Hl6VpZUV1taXyGIz6dC6TUN8oJFoX8cjqY9V4RSvddn38FuMFNIxnkAJ/sdU36vqL6GNrCQibkW7uGQo+KjYmK/YRAQVQvq6xrQVSUKvZgQRibmCO58mcgdDW9n2CeL1nrW1NTbEBbNvY4ONjXV6nW7YVdPD1wi+Sa1UGQkdIKNVqRIdbVUHiGgljJvZCTeoHQ8kWTAqL1qz38ceg+mevDZwgDTQo+t8HSDqvWd5y5S0nUWTQ8FASawYZuqKQY6CtdU+zsWK4FriNIsD3UDRkFAqvhpfDchfc8bhUVFEMsIXp0bdaiYI+7auVzSgjelvjc4o7ymdBrQyIUSASmgT45xrJYa4WNfQYKJncY8tAc11Fkk4TQUKBGZwtZis6vCl/Ru4fmrEVB254TNQCMuDr42zrYe/TuDwow6ptMWI9EgePeccYpITKjp3RMgi5FuMtKYJVfJ8qGpuLQerCiI7myZqH68mxv3FoApnYH7fYYwHzQWLDbNELKgLfX9UW1PUe4/a6GSRCCXH3EEf27OEiNGAuCRJ3YQCmjBwpcQng6ERhJrSu+vgVG2J/nRdlbTXoNtoPJ8RqQpTORcYZ2NjA2st+d6zAqT1lnz497nrI3nLy/8wBFlGkeld2WqrEpfx6j18lypzKqaXIVaQpPCtA6WrPXATXmNzHU+mm7U2RPaqryqIpSWheYIsy8izHNvtYYyhPxyEazSh4lhoIRvQ8N1AEzWPbiTMBDLg1LG4cC3GmOBbUQ0zJM+D48VpaADZcKVaY8iyDK8Fh846m4c9+Rn4uNw6V/Kml/5PiqvXAmQ7BnMZdQVXkchbbFvVLjAG8VotA6FZVMO5JMG8q+oRqtLtBkXWR8hkuLYRGGEvmoGVzVXNmNEnHpgkyzKmp6cj4OKDFdDYzccB8Op56JOewWWffiuLKycA4dH3/DUgDVwzP6+hEWiSC6dG5IJxYIKHsmEFNJeACgiqwCBFvVaDLDZ2D4m+gamp3qlL1u8w2j4UbARvwFvFW6oZa43l0Dnnxo0CA1hrybKMbjen1+vQ6eaxRbsi4nAutI45eNaZILCwfKLa3xjLobPOxOQSt1fG96EJVkW7HB3tkDKJNqWYqu+wquDc5pCuECBiMCYLyiFt4ChFBnl1GAvd3u7QAbbPAAIpfg9JSaBw2Scv4iEX/lZlxxtJVULiCYyQZXVgBYD3jtKVPPzJv8Vlf/sWmlPwsk9cxAMe81SyQ1NUsRotGDpdTOPSJEiEqnahpM4iMZaP2jJRHc1hqGMAFCXL8+gGjqVtYhArhG7ieZ63oOKdTpMVihRFTdCSU0X4xdUTeB9i/ULTKEUpSfH2qR2MSHATGwtY5ch5ZyFGWVw5ToXBibK4egJQDpx1FOkqYkvEuGgxpEuuH75PymXDDAxIpaASpURjn+CPSDWHBaWD1zx+NhSlpz8sIgAZw8i0EQ0s9Ws30OQ9g6IkaCZWG2M5fPY5YQv11WxLPXYSEicSJMIZ553HE57xXN7zqYsrTT0dHpTLPnExD3ncb3L0Nj+B5OZUQEAQDKf4uUrzquIA2uJ/FOs30SMJkNmsynFM2MFwOKxeu4G2zQBelRKPQ3FomHnxt8uufDOPeNqzOXzuuYQRcWh8hZXXYawnm7accZNzeNxvPJt3fOINLMTZnzyMSRIsrhzn3R97Aw989JPJz+ghxKrkp4gLGEeSvIo2eB4l1v718R5Sdo9GpU4bfoSA9jXP5/G+rF67JSx8+wzQ6pYlrWm3uHKCd13xeh75a8/m0LnnVj81H9Lhs87h15/zxzziab/Du698E0urJ1sTu5IEWh8TgUNnnInp2Otcc8f97mOWTwj2DB3GjQkBnZX3T+vs4NBGpk4nL8tQlzFlC6XzNGsf73TaPgM4pRh61Adsn1ZEbc0Ej/7153HkvPPCwXs5ppdz+OxzedTTfpf3/O1beMP7/oSTS8fCQRtYcTK/kohWVd778Yt5wKOeQn7m3CkZ4JS/xT4HBiEzWVQMw/YJEJIo5q01lZ8/MXxRFG2VsYE07gbati3jvKcsy/iAaidJlVShysLycd71sdfy2F9/Dpdd/GouePDj8BJKyb3rk29kceV4zLMP5qKRVFSS6hjEDF5BWFgJ5uGhM87gmu+vo/0EDLXAiJG/aEEGQKtDSVjPXTxfG5lUNg+w+lDdJB02pJDryPKwc2n7xqwPjR+9CzMVIGX+qNYPeHH1BO+84nXc56GP5bIr3xy1+rBkeA/D4ZCyDBZBt9ONOXahwUPTRNOoG7zn4xdzv8dcyGuOvxj3rfXgOm5Ycl6acihQ+luVuqcBtfgGcD52HpVoGqq2xHz1HgNVNRbE9hMA0zuBJkIzJLpR01oZKNnw9UNbWj3Jm/7mT+M+VJr63PQ8j7j703BOecflb2C1v4Q3Sp4H0WziQ8bXbLC4cgKvrgZ2KmqCQ5tkQL3VGFHdchilo2iY7a28RKmLXoixLUkiezE7GIhKe2rxGr9qKFLQwIwaY3Rg9hAP/vkn8Ko/egH/+5m/w4Pu8gQ6Zj/DosT5aJNHuz1VGatYy1jmzziMdJLU8TUoNeaGmnhAeI9zV9pSoFUdBMFjQtQw4JJXUGyVLdTt9sjzPHoDr/feDT8WmgwJjFpzbd8HqZCiZEbt6/pv5T4/92he+9IXcs1VV/GD71/N7/3Gb/OIuz+BA7OHAwzbPE8jGBSB9378Yh7ymF/jjNv/BGR1E/vr8gWkzQQqJa+WXA3PltbXm6yDLMsqZglrf4hhyPOcbrdbOYl2Ok0gAaJ9rKP9e8MDLIpyk4dMVZmfPcRj7vGb9DfWWFo4Tm4zciMcv/pqXvLM3+aBd30MgkF9iOevBiZJAVEWVk/wzo++gfs/6lfJbjKNtnIHWydsewnjyyBYhKzqPGrrX2KhqtGo4+RCJkYuO/WhQ6rNyDpdTHa994r4sdBkASE0zDVVyqLEZhlelaJQVIuIkxvmZw9yrzs/HIA3/cnvs3j8GsRlZFmOsUNElBPHrsX7MmTuSoCOYwjAJum+uHKy8sXDJkU/Wg4jl5zizkhdxAxGTAz0qO+nUiGiJ9NISA2rfQoCRhoJoruHJmobhyreeZyAdTYGVwQEzTsoCf7/w/OHuc9/exSveOFvc833vkued0KVULF08il63SH9fBCqbsTlw0cGMDHqSIWYz3OKC2ogyIkhWgK+4eINWUKCFanyCV1Z4k1ZcZERQ6/Xw1gbYeugUWRZhsmCh9OKjWFmu4MRJi8Ro3WVDB+xgQSluhLKwvErP/tIXvtHz+fa73+Xft+xvr7BYJA6hoaZ1OsZlJAtVBQlpQuSoBmMUdni8fzWGA4dOYrkpmGHj9cF6v2bNQYCiQjWhBpFLZDHCDbLqpneVBaNiYmvI9e202n7PYMkJmkg1KV1TAyWrOIlKMvAFCeOHyezPVwprK/B+tqQ/qAAhKmpaaane2HN9jAcxioc3ocu45Xbl8YgKpd9/GIe8OhfpXOzGdQ4fIwpHKcLhDePxAt0LsJLCXzSkFmkZHgyvOSo6YS13WZkWQdr80oZtFLnIe8mBjitqGBRqawA74K9l2UZRVEyLMpKQmRZDgj9vmLMkMwOERE6nQ7ee/YfPYMsy1AfQ7E82JgPkPC2pqkW9ICycTV1ifrrhGc0lrtPZmBj/JKmnwpCJm3fiKnRwTYevPcYACCVRvMKw2GsuSs1HGyzvIJ6l1cGTHen6E1Psd5fZ21D6fRKHEqWlSjKb77gRbzzE29mZiYct2ohn2Z/60+twAU1IZuoSte+ruuOgw8J1IlVSlHAYE1GNtWl2+sxGDrmJKNruyHHIWYOmRixrJEZRHZHVOgPFdeUcPk0UClUWlUZDAYYDbP94EHP6uoA8BRFwBDOOOdciKhh3VV0zDkq3D0WhDCWg4eP8oNvrQRYeNvXWjOAMYIkjFhgZnaW/Uf2c+ToEWYOHAwSrLII4mYNACyFvO0GmkyVjfF1KVgzrs6kLF3vBZt1EGPwGIbDElVhenqOubnpVm+cpzzr+Vx65UXRRRteTeVLUhw5BF2BUOTxsk9exIMeeSG9n5gF40OlsW1G5yRxHq4h1RIwFIOSfn9Ivz9kUAwpYlh7WuZMjGJOAFCe57vGHNy+GdgKvmx64uLMUihdSUZWmVN+WEZLoahyBrKoZXs8S2sL8UFq69hSre1EfUCrdXhxOeEBDTi3Of7b4oVmAmlMbYspbWnQQy5AKjMTawhnWWX97BaazApoOkq2oKREHT3rnOiR00p0pod45rnnkdk8gjIGIxaTOo9VTWm3zvu3xnLo8NGqhv/mW0pLSptpW+loI9fsnCPPNs/slNmUlpAUMLLngkLbVPf+qWJxJfkFlLd/9I08/Xkv5Kyb3bQ1Y0SEo2efw5Oe+TwuvfLicYfdFl328bfwgIdfSOfm+6vvasygHVRSHTrGBoZt633S9RVlSX8wwLl27EDaLjHJxsbYXtE7lrbNAGn9boZ8b0ULyyd464dew68/94WcedPzqvl2xtnn8ORnPZ+3f+wNVbBHk9ph3Y0U8tHjr5xAgQOHj4CtwZwQuezxzQzhNMgSrAovPvoSagpJKjAs09JiYnxgTHVTjWaqr2oGHz9+/Dqf2U6gbTNAW+sdNyyN7zQxwWv5tee8kLNudhOOnnUOT/7dF2w5+AmLbx9Z2x8bf77342/hQY+4kN4t9jOOKuuh6V2EVlxB7elTrM0qKyYpfaOc7r1nOBxy9dVXczL2Hd7ptG0l0FjD1PQUG7FVinM+gDabYnEiKZyMTHDh/3guIsLbP/ZGFlZOIjJa3S9W746DUztqTVX5Y5QWl0/it8rPi17E6uiqiI50B5Ews4OvSEKkj8nAZIjNYiibkGselwNYX1/n2LFjiAiHDh3a7qO7QdNEVsD8/DxFEbqGZZmtF9NT0MLyCV5z6cvaSlgzGC8cva4P2PhWN30SUrzgdvWFVvRvjDesFDoxqISYv7TGJzO0jFZBL+8AMBgMWV1dZWpqitnZ2V0TDzCBNzC4Rufn93Py5ALXaW9JkuqjUiJQlR5e/VrHAbQYq+n3rZBBbe64DdIqhEtijyMJAYGxoqihLD3HTywgvR5TU1NkWTBlh8PgxFpZWQpt76amKih7N9BE8QAi0O122bdvjtXV1c0ieNOAtGdqXbQhenMbgkC9RxrRt4x8au5/vVP0Aayvr/OVr3yFTqfD9HSPubk5DuyfoyxLDhzYHxkj2zWDDxNHBAUpMD09XaVMNX5qbSvV3B8/YJXRFtdhbc7udLzma3RvCZnEBw8dGVNYcvO1N4tFjJp4GrX84XCAc4719XVOnDjB9773PQaDAQcOHGB2dhZoJ4nsBpoICKoSKcQwNVUzgRHTGmipdzrlMavH2LDhqx/GPOPR2X/Zxy7mAQ9/Ar2fnK/t/5F/6fhahbIpJvn3JVoCGtZ/lBir0GXfvn0cOXKEM848k263S1EU8VB1PMRuoIkigtI6aoxlbm4fxXDQejAtJpDGjqegNNZVvb94nHG7tZYAaWcmN6uDhfMniLgGrZo3E1zDhChj9fgieCg73Rn2zc1x6PABjh49ikqIEDaNQBBr7d5jAAipVCmrJ8typqamIkDiqpnUIhnV1Zo2XRuWVW0O8FbgfvqtoTA2DzVy7Hrg6yXJp79S0KfUTJdlGb1ej9nZWebn5+l0OvSLIWVRhNTw2O1stww+TNw7WKLPXkMHThGyPA85gy3YlS1mfpMdGnI+KpghH99s2rJ1XOIAqmmYgx6kbGxnQC2p5gAIeFMNdsVHMTFEBLp5xsGDB5k9cpBOp8NgEPSBLMtiajmVhzBJgd1AE1gBo4BPiPgRGdaK2qaJ0QRjGJndIxIAEJUoyjc7nVp/N4wLoYaON5V9SZhBBf7XxxKE0pV4IMszer0uvampVvUPYwzdbgdrM4hNLUa9hjudJtQBkjMlKFRZNl4cjs7e+u8RCbDJj9+272umGbmWhOam2Wxi5ZLK80gSKUE4UF+3AFZsqDggBhWHtcLUVJduJwPvKIphzApSut0cVd8KCW/GCux0+qHCWpJvvyhkZPY3E0fqzuKjtAnRU20dZkubXxuzm3qAm/uJSEhkjdciDc+fktK+pKoIIiL0ej06szMAlD5UCRsMBmRZViW9tMzfXUCTF4psUCqYtLpaVIpVSrTQxhrfCiDRZgLmqMhuiPZTxB7Ugy9Yk3Hg4BE2zElcGat6aOhkmiKXiVp8kxL069RjXIhKJjKBMaZikFQoIm1fxq6nezIeYPSmy9IxPT3FzPTsSJRQ/d7S55sIbwKARn32I8xyKlKUyz7xFh7w0F+ld/7B1v4pnLxJPtYD3uTrd56iKEIxiBgJlER+lmXMzMywf//+ChBqSoSdTj+ULPMuVOyfnduHGIsYi8aIHK0ieoSD+47wq/d9Bgf3jXrQth7g6xz8qMUvLB/HqYsl5muFMkUMt44jUpmm1RquhrLw9Pt91tfX6Q8HlN61gkVS0ciUFp8YYjfQBAzQjLBpAz61gjRetD/wbo/hXa97LQ/+hcdzcN/h5iHH0nWJ1yoaeav9tJZBTQYwEiuMSKoUEpU5gbIsWVpcZGlpiX6/TxG7nDRFfxL/e3YJaJHU5dsUoTc1g5guSg7kCDmCcGj/ERTlK1/5An/xoudxv5995KZDTQqsbBHaF38LJoI2sn69D5m9LrqGjbGIjbEGqdaAEUrvKIqiYozmwDe1/u3ERu4Umjg9HOoBi1IY74NjJkmC+iU86O6P4ZV/+PuUGwXHj/0AgANzjaVgzCCOY4dNNv7IRiJSJ5aM27/xeZwZJyKYiPQ19Yh03mbX8N2UGjbREgC18hYcLHWatc0y8rxDnnewWRYKK0Uxe+z41XFfeOUf/B4Puuvj2kzQPEsElSrvYONBV4w36jyinpXjZqdqrAAiQmwcWr2cgFpDb2aa+YMHmJubi5XO2xbMaIDobsEBtl8qtvXwG7NAk1NFsJmtSqjULliCWRj3P3H8Gv7yxe2loFnnl7h9eDv9WVbb/FTX0DxcM8x7enqK+fl5Dhw8wNTU1CmPuVtmfqKJgKCyLMNMUI1euKhYq5LFRk8ejy8d6hwH5w5jxWxyEh0/dnVtRjX9BlvhPpuUrrazwRrL/Pxh1iXUGU5hYEQ7XiR0ElUanX6MYXp2DnKY2zfH3P79ZHlnk5KXBjyFi1VXsNd0gGbGTPVQq6DQECNgrSGzFkQoy5IH/MKj+PMX/z5+4Mc/sC2UqSrkizamMO4dQoTw/R/8hBYWMGqNaHMJi4M6PTXFzMwM3W6vinpOAR/jZnpTOdwtS8D2C0U6z9LSMpnNsDbDZjaG74V8fiOhoi8m5Q0EKXHi2NVjj2eN4cC+Q7FRxHhKyGD1Hp04mgY4uhMWl09UreyrCuUqEREMwaupqlCqcaxWcCZ4Dh2CJ1gCo2v/pmsa0UN2Ok1kBm6sb3Ds+DGuPXYtx48fZ3l5mY31DcqioGzMioSgWWs5cvTMav9qZorwmv/1Yu73M48YgQrZ/PdWtMVvI96EsYdN1zKOmkpflU0k4bjXVZVkJ9K2GaAsSwrncF4ZDgrW1zZYWlpmaXmZ5dVV1tbXKctQKcwaQ5bnvOPyi3jqc56H7YVuIVUtPoTjJ66tSsZAXeghmQBxHo68qL5NGYAKVTUxjVlBHheqequLfQNimfjYbbQlvJ3HlyE72Ll67a/NvlTxPFUsTzUKdwcDbHsJKIqEhMWHHtuvFkUJg0GFn+d5Tp4FW/rkcigKffToWVz7ve82AjLTMpHq8J3OejquLlj8fpMUSWI7SgipZ3iWZWS2fgwpuTVFOO0SXW9LmsAMBI2zt2r9ESt74gVfegaDIevrG6xvrNMf9FEV3n75m/m15/4+Z9/s5lVIVegd/MMVWNCoZwR4P7mcibMzztRNLNJY340FY0Mt4djKZpODR9pFofY0ECSmjqwZvwLWtnyEB0CVxeUTvO3Dr+PJz3o+Z8Qy8tcnafO1aYC2QhKS5KmdPac8RwP8aVoCu4EmMgN90z5GKUoX8HWRqjtHpaHHeakIJ5dPcMmHX8+v/vazyGY69UElvW0VB7xdGgkIQSBWAauji7TFtSm8qyiKUB4uwtitma1ts3G3oYBwGhFB1loyMcEMRFDvGRZF6L2rVINfh4WHzwuxL+Dhw2dy7b99l8NHz8KexjJQVSShrhm8FeskyDpxQUoGVe/AuVDJZKbH9NQ0WTePuEZjf9VYDDOFw9fzZbdEBW17BDqdDrNzs6FaFsLh+SPc/+cfQhm9Z2lgjLW85+Nv4+TycbwWce8gLt91xUU86X88l3e+4dXc/5FP4J2feFN9gpFRHA0XUzTUKaw8gVrF/VXGmQrOh36/MfALqQJCmz4FUHV0ezndXs70bA8fS5uHsvV1JrHZoiz8btEBJmKA+fl5UJifPch9fvaBvP0vLubaa6/BaQjJLtVz6NBhHvv0J3DZ376d73zv63UIGLCwfJy3feT1POBRj+UdH38Ti8sTFFlookLpTx3dRCtgqsIAErBDxCFMYK5U+bMsS1zpcOJbNYB2C9R7XbRtOWaMIbMZh/Yd4r4/9yDe8ZcXcWLhGCYLRRU7nQ7TU1NsbKzztle+mXv+9API8hxj27UAFpaP87rL/pSF5eNbYv9NagIwKb+v+hul1WWkclDVCGXqcOYl1SNWxGqsU+yrRI8mxJs+N9f/U4ap72DafqVQVdR77nGn+3LJn7+JhYVY309pDEigpaVFvNb2dDKnYHNwcFOpPOX509qvI9s3YgvrvD1inAJR9CfAKa4c0QpInksfi0GOM/NSjGCTmkvETqeJtLCkVPmUTOnq7xUFE7JxjA91fwXFSujTt3ngT++Cm46ieDmgISBlfv4wi/oDVEMNSRclRrJJwsahhW3Wy7DdjKzXxREbWKUw8YYzadzg7xYFEE4jJOx9f/tuHvq0x7B//kArZKosyyqyNkXXQlyr5boLS01Caa1P8Qio8q7L38RDHvok9t0u+B6qWIQRCtm/Paanp+l2OtW1pcFPLxu9mtD+bTS9fKfTBOnhQYgurS7w7k9ewiOe/jgOHDzY2iaVep+fPxC153Znj7gaTMYM2/S7LC0vVAGeWEE6GdLJ0MwgnZxsaorO7AzT++eYmd/H1MwMYlNH8/FxfgJjYwD2JBJYSV4RllYWuPSTl/DI33gCBw8fjrEXdY2fh//647nsb99ZWWqnvV5u5xlHjkrnNtaGkLTokex0OnS73VDbZ2aWmZkZplIOoBk/w091DRLjylPrvJ1Ok4WEeRc1K1hcWeDSK9/OI5/+eA4fPhL78sDhKBUWVlJrWLNl4McPRVJ/aCqbySHV6XXJe11sr4vpdtDMBknQ6YAxVexhU6RvcgVX3cdt9ar9kLtjCZhMCdRkdgX8bXFlgfdc+XYe8tRHVSFixljee+U7gDjzky7Q+DyOrhMKTruO3UyqINJqfTYZBoMnCxHLY6KW03K0FcKXGKIZZTTOKtjJNCEWG9EyhNjXgYWVBS7+0OvCr9H2VnWVhx8IXsMGONO02+HUOkET+m1TQgXDenxg7gjGpKxfqtw+G7X5ECtQ4jDYVNncWmxsET9aqXxcDGJoIBW/2WtmYFXHT5p9AuPMblDCC4gIYBrkA3OHuO9dHtHwoinWWN798YtYXNkeInhg32Hud9cgbaopH8majHe887VsfOV4GChj4ruN71ndA7ihxHnv6yIQ8bd03U1mGJUMe48BBGxmEB86g6kLaLt3nth6t2XuRc8AB+YOct+7PBSAN/7J/+Kaq75boXeHDp/B43/72ZiO5d0ff/PY+MAD+w5z/7s8Gucd1lreetEr+N4XvhbXYyBCuoaMys0fQ4asNaRG12JjGMPIQI5T/LZK/RpdEnYDTVQgwhjD/Ow8v3zH++NcypNrImhQ2W0iGAnOlTe9/I849r3v48tUxiVsf/zY1fzRM5/O4aNn8Pj//mw03/xQrbFc/IY/4fv/9PVwHRJGN8XrKRJKzhPEs0ERsdHES8er1/3WPUmdI3iqdX3c7N8tDCDbtWc/+H8u1cwGl+llr3krx49dG5cCJXhXA3ZeFAVFuUFRFPR6MBwO8NoPDOKKVooVNBw0WzzPUSw+mHsGkyKSYr+BzORYk5zEQRSIWLx2ovoRCkDNzMy01vpUEma0TVx1roaJ2PxORPjjV7x+x3PBtiXAe19zUeUoKQsf06cApFoCvPehpl5p40CvA0p/MCDN+tGEC1W9bgtgG5QkkEgsbW8zbNbB2mmMzSiKUOn7xIkTVc5/qvc7WveviQkk/0L6frfRtiXAjbQ7afex9I00Ed3IAHucbmSAPU43MsAepxsZYI/TjQywx+lGBtjjdCMD7HG6kQH2OP3/q3lU/hbq98MAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 68.01x269.01 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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99FGD8dOmTcNkMjUYxowZ06DNqVOnmDx5MuHh4URERDB9+nSqqqqu64uI9qPZoaqurmbAgAEsXry4yTZjxozh2LFjnuHdd99tMH7y5Mns3buXdevWsXbtWjZv3syMGTOaX71ol5p95ufYsWMZO3bsFdsEBgZis9kaHbd//35yc3P54osvGDx4MACvv/4648aN45VXXiE+Pr65JYl2plX6VBs3biQmJoZevXoxc+ZMTp486RmXn59PRESEJ1AAqampmM1mtm/f3uj0ampqcDqdDQbRfikP1ZgxY3jnnXfIy8vjxRdfZNOmTYwdOxaX6/zZ4w6Hg5iYmAaf8fPzIzIyEofD0eg0s7OzsVqtniEhIUF12UIh5Rc+TJo0yfN3v3796N+/Pz169GDjxo2MGjWqRdPMysoiMzPT89rpdEqw2rFW36XQvXt3oqOjKSwsBMBms1FWVtagTX19PadOnWqyHxYYGEh4eHiDQbRfrR6qI0eOcPLkSeLi4gCw2+2Ul5dTUFDgabNhwwbcbjcpKSmtXY5oA81e/VVVVXmWOgDFxcXs2rWLyMhIIiMjeeaZZ0hPT8dms1FUVMQTTzzBjTfeSFpaGgC9e/dmzJgxPPjggyxbtoy6ujpmzZrFpEmTZMvPIJq9pNq5cyeDBg1i0KBBAGRmZjJo0CDmz5+PxWJh9+7d3HnnnfTs2ZPp06eTnJzM559/TmBgoGcaK1asICkpiVGjRjFu3DiGDx/Om2++qe5bCV01e0k1cuRINK3pW/V8+umnV51GZGQkK1eubO6shZeQY39COQmVUE5CJZSTUAnlJFRCOQmVUE5CJZSTUAnlJFRCOQmVUE5CJZSTUAnlJFRCOQmVUE5CJZSTUAnlJFRCOQmVUM4wofrX0xYq7h+mdxkCA4Vq3y1/oswuj7ltDwwTKtF+SKiEchIqoZyESignoRLKSaiEchIqoZyESignoRLKGSpU6fYdFP7XMDCZ9C7FpxkqVC/bvuLNu36PyWLRuxSfZqhQifZBQiWUk1AJ5QwXKn+TC0ucDZN/gN6l+CzDhWpEB1iZv4qquwbpXYrPMlyoAKzmIDSz7FbQiyFDJfQloRLKSaiEcoYNlfsXxzmWeYveZfgkw4Yqf8CfiRr7nd5l+CTDhkrox9Ch+kPPFQz8CiwdO+pdik8xdKh6+Ify6475mAL89S7Fpxg6VEIfEiqhnIRKKCehEspJqIRyEiqhnIRKKNfsB3N7k5L6Kt53DkCrr9e7FJ9i6FD94tuf45daApTpXYpPMXSo3FrrnP1pGtIP+x8KLnt/w7zhdPh4R6vM05sYOlSt4exdQznyUxO5HfddNu6TiB/TQYea2hsJVTM5JtVw6Mdv611GuyZbf0K5ZoUqOzubIUOGEBYWRkxMDBMmTODAgQMN2pw7d46MjAyioqIIDQ0lPT2d0tLSBm1KSkoYP348wcHBxMTE8Pjjj1PfCltoC7p/zOm/3oTlhhuue1rmDh049lFvspNXN9km5Vc7KXpF7uXerFBt2rSJjIwMtm3bxrp166irq2P06NFUV1d72sydO5ePP/6YVatWsWnTJo4ePco999zjGe9yuRg/fjy1tbVs3bqVt99+m5ycHObPn6/uW31vZJCbdQPewRQcdP0T8/fnfwb9gfRQZ5NNFsV/wc1Diq9/Xl6uWX2q3NzcBq9zcnKIiYmhoKCAESNGUFFRwVtvvcXKlSu5/fbbAVi+fDm9e/dm27ZtDBs2jM8++4x9+/axfv16YmNjGThwIM899xxPPvkkCxcuJCCgHV5ZbDJh8vPDwtVv/m82uTH5+fn0vrHr6lNVVFQAEBkZCUBBQQF1dXWkpqZ62iQlJZGYmEh+fj4A+fn59OvXj9jYWE+btLQ0nE4ne/fubXQ+NTU1OJ3OBkNbOj11GL8pyKOrX/BV2y7v/hcyv/knfgmd26Cy9qnFoXK73cyZM4dbb72Vm2++GQCHw0FAQAAREREN2sbGxuJwODxtLg3UhfEXxjUmOzsbq9XqGRISEq65zmBTAPtfsFEzfsg1f+ZSR7Ju4YYph7m1gxmL6eo/l9UcxKigGr7J7sjZCUNbNE9v1+JQZWRk8PXXX/Pee++prKdRWVlZVFRUeIbDhw9f82f9TRYO/fSPlKSZsfTtdU2f8esUjym5L6bkvtw98XM+7b22WfVaTGaKbl9O6RDfvPlai/ZTzZo1i7Vr17J582Y6d764mLfZbNTW1lJeXt5gaVVaWorNZvO02bGj4V7nC1uHF9r8UGBgIIGBgS0p1ePQvf/Na6O68re+EVdt+83jiRT9bNl1zc+XNWtJpWkas2bNYvXq1WzYsIFu3bo1GJ+cnIy/vz95eXme9w4cOEBJSQl2ux0Au93Onj17KCu7eDxu3bp1hIeH06dPn+v5Lld1f/hehv2zDtOgvo03MJnw3xjH8jvVBOr1iX+g5rOuSqblTZq1pMrIyGDlypWsWbOGsLAwTx/IarUSFBSE1Wpl+vTpZGZmEhkZSXh4OLNnz8ZutzNs2Pn9N6NHj6ZPnz5MmTKFl156CYfDwbx588jIyLjupdHVRFtCeKbjXnpMvY3OnYYSvH4332X8CO37tZRmgve7/pa+AQp2QQCjg+s4mriVd4lXMj1v0axQLV26FICRI0c2eH/58uVMmzYNgFdffRWz2Ux6ejo1NTWkpaWxZMkST1uLxcLatWuZOXMmdrudkJAQpk6dyrPPPnt936QZin62jKT4KXQ/lMimOa9wg+XSrTo1gbrA3+TCEhuD++Qpn9nNYNI0zeuevOh0OrFarZz+tjvhYS3b1qjR6jin1WM1qw3RD7k0N073Oe6dNhu/vMvPbPAm9VodG1lDRUUF4eHhTbbz2QPKgSZ/Ak2tf5GpxWTmBkswmsV3bsLms6G6mhOuamaV3AHAUOv/khl5SOeKvIecpdAIl+Zmw9l4Tg8/zelbT7Hi9TTqNNd1TVMzm3zmSRQSqkbcuPYh3v7pCPi+uxnzp93cmTaZ4rqqFk/z1aVv8O1byapKbNckVI2wVFmo/9fFvfbu6mq0A4cY98cneNzRsrseDwwMZPbQDRz83TBMrbzrRG8Squ+VuarJccaQ44wh4NTlP4tWV0viM1tZc6B/i+eRGXmIjXe/gtngoZKO+vceOzKWUvv5sx8S2KpzNd7Np0NVXFfFLx+ai6XGhV95DdD4qTeieXw2VIvLE3hlWxq98v6JVld7DaffiWvls32qV79Kpecvd6LV1bbpfM0AMVGG7qz7bKj00tkvlBV/X0HpdOPuXpBQ6eD8YRu9q2g9EqprZbZw9q6hdI89oXcl7Z7PdtSbyxwSzB8WvUpP/xC9S2n3ZEkllJNQXQP38IF889skOip8hmDshBKOZBnz2TkSqmtw8uYgiv/t9z84Q/T6fNp7LT+915i3HZJQCeUkVEI5nw3VbT0KKf2PWzD5XXkDuHyKncoRZ1ulhmGhRRx97BYsUZGtMn29+Gyolid+zgePvoylU1zjh0xMJiwdO5Lyq50cHJnTKjVMCjvNnswlaJ1jr97Yi/hsqAB6+ofw9pb3OHH/jy4bZ0m6kbcKVvPbuG06VObdfDpUcP4C0+GPfEHhf128WdmJh+ywpJo4v1D8Ta1/PMXyu3LKHjHO7gXZow68FreT6NQqPr37xwDUpDn5pNcnbTb/tT3/Rve+DxHTZnNsXRKq782L/oZ5i7/RuwxD8PnVn1BPQiWUk1AJ5SRUQjkJlVBOQtVOJPU5zPGZdkPcb0FC1U580usTXn7sTUwW7z95XUIllJNQCeUkVEI5CZVQTkIllJNQCeUkVEI5CZVQTkIllJNQtSPxlkq+mzsUy43drt64HZNQtSO9A4LZM3cJFT/y7qtrJFRCOQnVJVyam76vP8Ktu++5emPRJAnVJdxodPmwjMrPbDx67PJrAcW1kVBdok5zgaYR919b2T/lRlyaW++SvJJcovW9/zg6hML7EnAX/0vvUryeLKm+V14XhOvgoYtPDy07SdKfMvioOlTfwryQhKoJrhMn6f5kPv//wDj+cU5Wg80hobqKyH/7ltkvZ+hdhleRUF0LecZIs0iogAf+NYJtf++rdxkeR0e5qL43Re8yWkxCBez7Y1+6/Tpf7zI8iu/4Pf4POfQuo8UkVEI5CdU1sG06wcD/fIQyV7XepXgFCRVQnqThHj6wyfGu/QeJW76HctmzcE2aFars7GyGDBlCWFgYMTExTJgwgQMHDjRoM3LkSEwmU4Ph4YcfbtCmpKSE8ePHExwcTExMDI8//jj1F3Y66qDwvmXEvXxIt/kbTbMO02zatImMjAyGDBlCfX09v/71rxk9ejT79u0jJOTig4AefPBBnn32Wc/r4OCLT0pwuVyMHz8em83G1q1bOXbsGA888AD+/v688MILCr6S0FuzQpWbm9vgdU5ODjExMRQUFDBixAjP+8HBwdhstkan8dlnn7Fv3z7Wr19PbGwsAwcO5LnnnuPJJ59k4cKFBAQEtOBrXL97or8kc9Fkkp47hOv4cV1qMIrr6lNVVFQAEBnZ8ObyK1asIDo6mptvvpmsrCzOnDnjGZefn0+/fv2Ijb14dmNaWhpOp5O9e/V7MPaEkCoOpi/lzNCuWGKNcktXfbT4LAW3282cOXO49dZbufnmmz3v//znP6dLly7Ex8eze/dunnzySQ4cOMCHH34IgMPhaBAowPPa4Wh830xNTQ01NTWe106ns6VlX5HFZGbj73/Pje8+TI9Hy1plHr6gxaHKyMjg66+/ZsuWLQ3enzFjhufvfv36ERcXx6hRoygqKqJHjx4tmld2djbPPPNMS0tttjfuWs6L/ccQMLoENDlG01wtWv3NmjWLtWvX8ve//53OnTtfsW1KyvnDDYWFhQDYbDZKS0sbtLnwuql+WFZWFhUVFZ7h8OHDLSn7mo0JruFXXfNadR5G1qxQaZrGrFmzWL16NRs2bKBbt6tfSrRr1y4A4uLiALDb7ezZs4eysourl3Xr1hEeHk6fPn0anUZgYCDh4eENhtbmb6rHEhWJyc8Pk38A5ggrFjmyfE2atfrLyMhg5cqVrFmzhrCwME8fyGq1EhQURFFREStXrmTcuHFERUWxe/du5s6dy4gRI+jfvz8Ao0ePpk+fPkyZMoWXXnoJh8PBvHnzyMjIILCxBw/pZEzQGX705Rrue3guVZ38+GT+K8RY5IS9a9GsUC1duhQ4v4PzUsuXL2fatGkEBASwfv16XnvtNaqrq0lISCA9PZ158+Z52losFtauXcvMmTOx2+2EhIQwderUBvu1rsfe2rPc/9KjmNxNL1UWPvo2d4acaXI8nO+0x/mFEv+bQqIDq4ixyAO5r5VJ07yvJ+p0OrFarZz+tjvhYRfX4H8904EXi8YSNLYE3K4mP1+yqh9Z/f7GA+En2qLcFvnJ3rsI+Gn7Ol++XqtjI2uoqKi4YhfEMMf+XJqb2blTCUorvmKgABL/fQ8vvv2zNqrM9xjmaprbH3qYpO2HuHKcRFswzJIq+HClHF5pJwwTqupuYfjZvPvGFpfqGFSFpW8vMHvffdUNE6rNS95k/7yuepehzAfd81iRuxy/2I56l9JshgkVwLIxf8Sdl+CV/7sbYzaZwOx9/0TeV/EVjA6uY1GP9zk2JwW/7l2bbFf+gB0GV7RdYT7GUKGC8zcO2/3YEo7fFoc5pPEdlvc8vp699hVtXJnvMFyoLvj0+d9y8oN4vcvwSYbZT/VDN1iCeb7XRzz1l8tvYHZn2HIg+PIPCSUMGyo438caPfj9RsZIoFqTYVd/RlCnucHtfdeFGXpJ5c3uLUrlzP+LwFVarHcpzSahasT9/zuSbflJjY6bNOofPB+zp8XTrnCfZdCHczDXXfmxtuEHTXQ80H7u79AcEqrvnXBVs+ns+bNTC3L70OPZrY22W7HEzqDU86ekpAWXEWrucMXpnnHX8rcz0Z7XR+u60Os3+3BXViqqvP2RUH0v88hYSu3nr9JJpPFAAfR8ZAdv0h1MJo7vDePhiO+uON0Pqjrzbu9OP7iAwriBAgOFavCCmYQdbvml8wHlNcDua/+ApvHnh0bzfsiVf0K/s/WYta9aXJc38upQDdv571iCA9E0E10+O0L9v1r3KpsfMn/+FfpcT92+eWWoLpwB3fHne/DDH4BzehbkI+qpAy7+/k3xylBVft/J3cInOlfimyorK7FarU2O98oLH9xuNwcOHKBPnz4cPny4Ta4DbO+cTicJCQmt+ntomkZlZSXx8fGYr3BKjlcuqcxmM506dQJos4tLvUVr/x5XWkJdIIdphHISKqGc14YqMDCQBQsWtKtL5fXUnn4Pr+yoi/bNa5dUov2SUAnlJFRCOQmVUM4rQ7V48WK6du1Khw4dSElJYceOHXqX1GYWLlx42cMPkpIunlB47tw5MjIyiIqKIjQ0lPT09Mtuh9navC5U77//PpmZmSxYsIAvv/ySAQMGkJaW1uB2j0bXt29fjh075hkuvZnv3Llz+fjjj1m1ahWbNm3i6NGj3HPP5VcUtSrNywwdOlTLyMjwvHa5XFp8fLyWnZ2tY1VtZ8GCBdqAAQMaHVdeXq75+/trq1at8ry3f/9+DdDy8/PbqEJN86olVW1tLQUFBaSmpnreM5vNpKamkp/vnedzt8TBgweJj4+ne/fuTJ48mZKSEgAKCgqoq6tr8PskJSWRmJjYpr+PV4XqxIkTuFyuRm/u39SN/Y0mJSWFnJwccnNzWbp0KcXFxdx2221UVlbicDgICAggIiKiwWfa+vfxyrMUfNnYsWM9f/fv35+UlBS6dOnCBx98QFBQkI6VXeRVS6ro6GgsFkujN/dv6sb+RhcREUHPnj0pLCzEZrNRW1tLeXl5gzZt/ft4VagCAgJITk4mL+/i0xjcbjd5eXnY7XYdK9NPVVUVRUVFxMXFkZycjL+/f4Pf58CBA5SUlLTt79NmmwSKvPfee1pgYKCWk5Oj7du3T5sxY4YWERGhORwOvUtrE48++qi2ceNGrbi4WPvHP/6hpaamatHR0VpZWZmmaZr28MMPa4mJidqGDRu0nTt3ana7XbPb7W1ao9eFStM07fXXX9cSExO1gIAAbejQodq2bdv0LqnNTJw4UYuLi9MCAgK0Tp06aRMnTtQKCws948+ePas98sgj2g033KAFBwdrd999t3bs2LE2rVFOfRHKeVWfSngHCZVQTkIllJNQCeUkVEI5CZVQTkIllJNQCeUkVEI5CZVQTkIllJNQCeX+D37xiLnZb35uAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 75.01x231.01 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 37.01x79.01 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 177.01x294.01 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 50.01x157.01 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAGUAAAA+CAYAAAAyNdX7AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy88F64QAAAACXBIWXMAAA9hAAAPYQGoP6dpAAANJElEQVR4nO2bfXAUZZ7HP7/umbwxIRMSITFRgqUCK3V7wFbtQbl3xektt5WDK3mxrFIobqYSXM4ggh4gL6K8qLgscFh1y1uK0j094dgjuAZdCCuwsB51iYrhssiaiISwgYQk5m0m093P/dE9cRLADQaGgZtPVad7up9++tfPt3/P8/s93RGlFHFiC+1mGxDncuKixCBxUWKQuCgxSFyUGCQuSgwSFyUGiYsSg8RFiUFuaVFEZJaIKBHJu9m2XE9uaVGuhIjMEZFZN9uO/nDbiQLMAWbdbCP6w3URRUQGXI964thcsygissLpx78nIm+JSBPwO+fYEyJSLiKdInJJRP5DRO7qdf59IrJbRP4kIgERqXXKpTnH85z6Z13h2kpEVnyLbV8CDwB/45RVIvLhtd7jzcbVj3N3AaeB5wERkSXASmAnsA24AygCDovIaKVUs4gkAB8AicAm4E9ADvAPgBdo6Yc9APOcetuA1c6++n7WGX2UUte0ACsABbwVsW8oYADP9yo7CgiF9wN/6Zw77Vvqz3PKzLrCMQWsiPg9y9mXF7GvEvjwWu8rlpb+jCm/iNiegt0V7hSRzPCC7QmngQlOubAnTBSRlH5c+7amP91XTcT2fYBgC3AlQgBKqRoR+TkwH3hcRI4Ae4FfKqX623XdNvRHlM6IbQ27G/kJYF6hbFt4Qym1QER2AP8I/Bj4V2CxiPyVUqrWqecyRETvh623FP0RJZIvsD2lRin1+Z8rrJT6DPgMWCUi44GjwJPAUqDJKebtddrQPtpyy390cL2Sx19he8gLIiKRB8Qmw9keKCK9H4TPAAs7IkMp9TXQAPx1r3Jz+mhLO5cLektxXTxFKfWFiCwFXgbyRGQP0AoMAx4BtgA/A/4WeF1EdgGfO9efgS3o7ogqtwGLRGQb8D/YAt3fR3PKgZ869vwRuKCUOti/O4wy/QiJM69wbApwBHsMaQOqgNeB+53jw4Dt2I3VCTQCB4GHetWTjC1MM/A18A523tOXkHgI8GvnPMUtGB6LcyNxYojbcULylicuSgwSFyUGiYsSg8RFiUHiosQg12ua5boiIu0324YbiVLqW9/URkWU3b/5d/WH6s/44V/8yE6OnP3iLD/4/oOkJHu6y6ekXD6rHwgEsCyrIxr23myiIkpm+mB++P0fUfb7Ui61NCBKAQrdsvvP/9r3BgJYaJjodIWCzpmCruuYponoYs+QRYHt27en+P3+DoDp06cnTJo0yaWUYt26dcETJ070mAVPS0tzZWZmuh955BEefPBBmTZtWqdhGGrcuHEJTz75pEtE2Ldvn/n2228Hr3y1y4nKmBIyDX51YCetrc3oaOgodABRKLFQWFiiQCw0MSLOVJimia73fda+13xov0hLS5MpU6a4fD5fx/LlywPz589PvMo1Da/XaxmGoQzDUAA+n09bvHhxp8/n65g8ebKekZHR57aO2phiKQuJmFWX8B8V/mGvw5u5Obm8/PIr1NXVkZ2dzf79+9m9e7esWLEiKTU1VUSE1atXB2pqaqzt27ennD592ho2bJjs2LEjVFhYmGBZtlvNmzevIykpSV566aWkxMRECQaDaunSpYHGxka1Z8+elGPHjlkjRozQmpqa1IIFCyLfETF69GjXyZMnLcMwOHPmjJWcnExCQgJdXV097m3mzJnuDz74wHrggQcEwO12k5SURF1dnQKoqqpSw4cPl2PHjvWpraITfSmFUhaWUigB5cijEBBnZHHWkTNxGRkZrF69Cp//n5g4cSILFy5MOnTokFFQUNCxfv364Ny5c7uf3KqqKmv27Nmd6enpUllZafn9/g6/39/R2tpKYWFhYllZmenz+TrKysrMwsLCRABd1yktLQ35fL4Oj8fDyJEje7ik1+uV1tbW7t/t7e14vV7pVcYyTdM4cuRIAOzuzOv1SltbG0OGDEm49957k9va2lRqamqfmyuq0ZcCZzyBSDexP4lQIPYqzLlz52hv78AwDc6cOcOgQYOYOnWqe/LkyW6AsDcAVFRUGAAHDhwI3XffffratWuTL1y4oDZs2BDIzc2Vt956ywAoLy83HnrooUQA0zSprKw0AS5evEh6enqPBm9paVEeT88ApLm5uccMrt/vd2/ZsqXLvgWlkpKStKamJsPj8VBfX99VX1/PgAEDkoPBoMaV38peRlREsSx7bNCUBSiUaQL2Vxu6piFiO6xS9quEsLvk5OSQkpJCR2c7Q4cO5YsvvmDv3r2hffv2hQBcrm/MN037fnVdZ+PGjQGAVatWJU+YMMFdW1urxo4d66qpqekaO3as6+zZs1ebGu8hSkVFhVFQUOB2uVwMGTJECwQCl3VdOTk58txzzyUADBo0SPx+v6xZs4ZAIEBWVpY0NDSoESNGyObNm/scpkRFFNMyCQSCaMp5UCwTTQRdE8TlQtMFEQ3liBdusYsXL7JkyRKy78xm//7fsGvXfwaWL1+eNHXqVLeI8NFHH5lbt27tEdWMGzfOPXPmTLdpmhiGoY4fP258+umnxsqVK5Py8/NTwmNKX+xuaWlRJSUlRnFxcYpSivXr1wcBRo0apY8fP961ZcuW4KJFi8wBAwboSik2bNjAmjVrggBvvvmmevXVV5NFhPfee8+8cOFCn7wEiM77lNJDJeqXJdvRlIlSFigLTdNwu3TcLhe67kJEsCxFyDDY8fNfc1duLs8/v4SioiIMM4QyFZZSUclTIkPiG0FMJI+2V2iIZaHQEAFN0+xF19A0+abruiLh8ef/B1HxlPcPv6vefrcYLAMR0DVB0zR0XdA1nV3b7Vfo9niiuptfAYPSMmlsacBoC9Ha3lF+w429ASilfnAt5aMUfSmwlNNt6bh0HV3X+SbPs6MwAVSkUzhrge5g4EZQXFw83OfznQKYPn16xqRJk+5wMvivTpw40aMby8vLS3jhhReGOe/T1bJly2rq6upC69evvycjIyNB0zRKSkou7tq1q/G72hOVPCUypAl7poj0zL4jQmUJ5y6R512l+7qeGbzX69WnTJky2O/3n1q+fHn1/Pnz7+pd5rHHHhtcWlra4PP5Tr3//vuNTzzxxGCATZs2nZs5c+Yf/H7/qccffzw7MTHxOxsWtTxFxB5bNM1udFscp/EVDB48hOcXLuPc+XNkZ2Vz8LdlHPywjKKn5pKYmICy4LXXXkusrq4OFhcXDz99+nR7Xl5e8o4dO84XFhbmWJalRESefvrp08nJydqLL744LDExUQsGg+ayZcu+bGhoMPbs2TPq2LFjTSNGjPA0NTWFFixYUB1p4+jRowecPHmyLRQKqTNnznQlJyfrCQkJ0tXV1f1EVFdXd3o8Hh1g4MCBelNTk+HsDwJ0dXUpy7K+ZXz880TFU5SyQ13TNDEtC8MwMC0nw3eMV0BmZiabXl/Pgn+Zx9899GPmzH6KQ0cOsXDBs2z+xb9RVFSUE66zqqqqY/bs2afT09NdlZWVbX6//3Ofz3eqtbXVKigoyC4rK7vk8/lOlZWVNRUUFGQB6LoupaWll3w+3ymPx6OPHDkyKdLOtLQ0V2tra3fo2t7ebqanp/d4cI8ePfp1fn7+HTt37vxefn7+4Hfeeach8vicOXOyDh8+fClSyGslai+5NE3QdB1N08DxFMsRKjzAn62tpaOjA9M0+fKrL/F605mUP4nX1q3jp3P+GY/H091A5eXlbQAHDhxoMU1TrV27dtizzz6b43a7JTc3N6mioqINoKKiou3uu+9OAjBNU1VWVnYCXLx4sat3g7e0tBhhLwBISUnp9oQw8+bNyy0uLj736KOP/u8bb7xR98wzz3Q/KNOmTcu45557UjZu3FjXn7aKTkisabjcbkTZmXzYc1Cq21sspbgrN5fEpCS6uroYencetbVn+d3vj3Kk7LdYQGdnsPurftM0FdhP/4YNG+oAVq1aNXTChAkDa2trA2PGjPFUV1cHx4wZ4zl79uzVps179Psff/xxe0FBQY7L5ZKsrCx3IBAwez/xIkJYqMbGxlBqaqoOMHHiRO/DDz88qKio6I/9jWijM80i0KUUylJYloVlGijHQwS6ham/UM/cp57hzuwcDhzcz4GD+5k/91nyf5IPFpSXlw/eunVrj//MGj9+fOqMGTOyLMsiFApZx48fb/vkk0/aV65cOSw/Pz8zGAxay5Ytq7mKaT1obm42S0pKLhQXFw93MvivAEaNGpU8fvz4gVu2bKnftm3b+UWLFg0tKChA13V55ZVXvgRYvHjxsLq6usDmzZvvB1iyZEn1+fPnQ9+lvaKSp+w78q56c+92TCOEZZoo0+4RNAARDuz8b7Kz7mT+vOd4de3LNH/dRMgIoWk6Gd5MGloaMTpCtH7ddkPylMiQ+EYQk3lKU2sL0/9+BsqZ1dXC4bAIIlCxv4aBA72EQiHOf3WOO4YMQUvVEdFoam3GaOvqHSHf1sS/JY5B4p8YxSBxUWKQuCgxSFyUGCQuSgwSFyUGiYsSg8RFiUHiosQg/webrEOyuSdrgAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 17.01x20.01 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 76.01x271.01 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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M1at4UmKxiT7RGCytlRZLzSWWW8t0u13iOMYYg1KST37sT/i1y99OoMCTrPJIMiVS+EVJyfYd2zntRafgeR6TExNMTkzgeR6epxBCECdxH9/3KZdKjNfraK0pBQGlUuWRvMc/0RhaQGRvB/d9r8Pduw/T1WV27JjmaU87hTOediaTM5vpqYBmLCiXfQJfcORQi+VGGxF2qAhNiTYl0Wb7TJVJ3yPAsmG8RDUASYQkRhIh4h6i26ZkIyZKCt1ZcemCQpEkqQ1wGzlSGbn6q1e5aUYJEGCExioLJYlfK7F5aiMbxmfY4lfZWZ3gxPoMpaU2zfnDRO1luOuuh31jHysYXkCERAjJgYMHWWo0UJ7TEhMTEzzjp36KU087jXKlwsGD8xhjmJqSTEwEVCsK34cg8PCUJOz1UEIjAaM19VoV33eeiwV8BbWqx3i9hrWWbreLEAJ1lCQeZ2aIPn92fmkeay1btm7hhJ/fxcrKCisrK8RxnOWf1mo1pJREUYQ1hnKpRK1WI4oiet3uw72vjxkMLSCvfXKTM+S/oOy9bNvUot35Pnv23cahFY+wtJGNu47nxCc/lc7MDu6PxziiAw72BIvUORKV2NuC3UuGA82QZmiJgFZoUN0WszZiuwfHV2FzFfw4ptdsokzERK2KpxSeUkglM4ajyG+wxmdX33QVF7/0UqQQ6ChCGE21XAMjmW+10L5P05a4/3CThzotFn1JVPOJaj5W+Q//zj5GMLSRetyObdx7911UY4Pve8zNHeT++/ewf2mKjZs2s3XGp1Quc+rpp3Pk8GEO7rmbRmOFTtTDaOjSnxWfhuylsIyN+dQrJQJPYbFEcYQVkm63S68dY7Qm8AMEAhH2iGJHeRX5zsx4Tc670JgHAdu2byN4meLIt46wfctOwjBE9zSlUglRF0RRhOfFWGs5MjdHvV4nGrXEyDC0gMRyhVC0ePqT6uza2mCxOcvCEhxe3sBcR7KwaNi6dQubpzQbj9vKxIZt7N3zEA8+9ABh2ENbgTEWrIusKKvR2tIyIKVgLOqgtMYH6gIiFMtdy3E/+0SqMzWkAM9T+LFKTNt+AkyQ/5Jqkuu+ciUXnfcmPvLJD6K0odVoEmuNV6qx58Ahwp4i8KvEfkAYhoSqAqZEZXaUk5piaAFpNBuEIezYOMvKyjLdns9K22WI6tgwP9+k0WjS2x6wedNGfCnZvmMH45Pj7N59P8utDp1Oh1ibJA7iUgF9IIoNWluX4JOaE9biKbjo0rfyhVs/jY41vShExxFKOq8pYTCSKyyG9BwWms7l1drQaDRZWQmpVKt0l1pobdCRK4swUhHHMZ7nsXnLFhr7jjxiN/gnHUMLyO137GNuEabM8SzsneeeewKWojMQogQIjKkxPbuJgwuLPHTwMJunYdeunYyPK558xjjzS/M88MADNJYW0HGE1CrRJjFhbIiwhLhEI09BgGH7c8+gPF2hsbCPsBfTM+TMqEiFoxDpLbCmqUZRUrFxyxbMi+GBv7kfYxUzVWcYy17MSrtJK9TIOMb0LA/+8ABmza6dj08MrUsPH3ZPlecHVKpjRJHFIlHSQyDwlE8QlJiamiYMY+7f/QDf//6ddDodPM9jw+wGnva0p7F92zZXeuD7KKUYr1UYq1WxVhFFjk73PNh+9pN57a+/m69+/Rp8TyFlQpSl7g65HbMWUpf32puu5I0vv5wtW7fwhBceT6u1AlgmJsaZnZ1hx/ZtbNm8mQ2zs1QqZQSgzSjlMMXQArJjQ51Nkz4L+gCHeg/RWYrxTA0Tu9KCyHg8sOcIew8cptPuEWqP+WbID3fPsX8hpq3rWH8ju045jZ0nHk91YgwVKPAVNvBoIWkHVWy5wqaznskr3vIePnvzJ3lw7jBLUUzXWgxQkI8stUwMvLLPhJtmPvWlv+CCc9/oKvik5dDcPPc/8CAPPriHKIw5fsM0O6fGGRMhG2qK2kiDZBh6ipmamkTrGFkf4+Dhg25sClO+AbCWTrebpP5ZOu02vu+BkOzbt5+JiQkmJyTbtm9nw8QMhw4c4vDeB+m2W/gu9ZzZs57Cqy57Bzd89eMcPHyYHqCly5YH0pyfLO1wlRbpi724d4vNBRCCzZu3wEvhh1/8AZ2VEI1H78EuR/btcZyL7hAEAeUf40Y+VjG0gOwJF1g0TX5GH2J6k8e90RxSKmcHWIFkDCEkNvIwkQ8iAKOJelWMnkD5Ne69/yCbNteYmKxTq86w9aTtTG/fSGPpAM1GkyiKeOVFb+eTf/0p5lsNbNUNlTAGEWuEdkk+Rf+2z4vJXOfilTtT9rqbP8UlL7uca276BOZllru+fCcLRCgTQQgeEolF9iI8NaqLSTH0FHPCSSfi+R6NxQUOHdiPjiO0jtFxlJdCWheWd8Ux7rg41iwuLhFrQxRrDh46zIEDh9h/4ACtlTYIgef7jNXrPP0XnkGpXmahtQhSJlFehe/5+H6A57uIsVSCpIAPmXg+aUV2XjMjUZ5CSImQgsXlBa656RNcfN5lbNuxnSe96imM1+qM1yeoBhWkVMRYVqymO6rNzTC0BvneXrhnrkz4gyVOOOEEVNDB6A5KW4QRKFYQQmDoge2BaIGwCHkCR+ba1CZcQk47nIPOIpH2WekcxPd7KKU5/WdP4s2v+xU+c+vVKOVjhM0SQKywrvRTKoQSmTCaRDCz8oZkXnHtHpQTGG2y9g8Ly/NcfdMnuOSll/LJ6/6IXTWFlJJlaWm1omxdkpH+yLGOnFSDNnD4sOapT53A9yNCG4FJBytCCElkQiAEoxP95ExHF7+RbN6yCc/ToGOscSbnyT99Ipe+9nI+fetVLDYWsTZhN9JKOVyWoBQCm7YXAJRxkWH3v0UIl32PdUKS5CVnYX8dxyx3mwgh2LBhM/KXDfN/u9s1qhkD4hht9KjtUgFDC8hP//QvMD6+kyMPfIc775jHCzugNZO1JcIwZNHsQEcxmCUgwlM9fF9Sri9RKsfYUoyQOE2jNaCREk792ZO47HW/wnW3/iWLy/OAzAwKay2IpN4lkZJiEhBSFatxnfZIfrrf8x8WkL7TKp/5+2u44Nw38YVbriT8RY382r3UyyU2mRIWy7IdJS2nGPphue22b2KM5bTTTmfnjl1MT02xdcsWXvyiX2Lb1o0IYUEK0mfe8wS+r/A8iVLg+4qg5KGURErBpjNmedqLnszlr38L1339apdTOlikkP1aEIzCNJJqiey9q/tPfl8d0BOJAC0uL3Dd167kZb9wAQTSKRqlqJRKlDyfwB8F61IMrUHufbDMPbsbPPGUgB07drJjxwLVagXT+2uefFqPu/adgBES4VcwRhMEglLgU67NoTyJ7/l4nocxEac8+1QuecWbAbjub/+SheZ8fzuHYo1DMthZyzNEIUOIZHohc38BtLVrur/ZaYXg0MoiRirqG7YQv0Qw/62DjAmfbqdDaTlcxy18bGP42lwjAcnuBx5iz979bJtpUKttpRQYqpWAcrlCvBIm1fsegW8IAh9PASJtHWU47azTufSVl3Pd336KxeY8q5bNE2v8Ygf7gRTiwkIUOBGbbV19rvRzJykS+PzfX8frfvli/uL6DxMZQzvq0u310CsdRnBYVwsqHce09TaM0XRaUB7bxWnHK5aXlzBaIUVAZAyVapXqhEApZxwiBJvP2MSWrZu54MWXcN2tV7OwvIQgqect2gpFYkOAsPkONmNO+/NTi1NRWjdH3x7F81uEdu+XmgvOE1ICrcD4AT3TozFaWjHD8B2GhCAolbAhSOkhRMC99z3ECZvnufPOB+h0TkAbQVApIZVicmqSKOoRWRfX+JXz/wvVaiURjvl8aihSXcl0AoWeY4WYvkjdmaPmHBY1SzH7JI0Q4zoVpa5wsl1KifI8FwfyfbSwq079eMU6Cqck3V4X6XURAnq2TLujueUbGwjDKZSKMCZkYnKGOI6IZA9bith+xhY2bthIpVLhz7700UIx9YB4FJM7IE8jzMY50Q1FgSlKirXOBXZm6uoTZt+TuMrC9VyTUjE1NUt0lubgP++Fso8sj8j2FEN7MX7gUyqViOMexsTU6uNYIQmjAKnG2Lx5C0p51Go1arUaK+0Wp519Gm+/6Dd57Qsv5Ia/+4wjtLLVjOiL5xRWh8ph+6cPUZyLBjHg0az1SnkV931O5D73d9fx6he8HlFynQnSLgYjOAx9J7Ztm+Kuu+4Cu0LgV9i28TAVb57uSpVypUJtbCtWtInMIjIQeL7kDS++hBu+/mnmm/NZnkYhFFt0KxJBsEV3xW0arLFMseojSzYziFyLrO6GmMRzEswtzxGbGIOhl+xq5IgqSzG0gLTbKy6aiyXwPaztUqkoSn6VUqnMcqtJEPgg2gghOOP5T0YowcLyAiIxHvMGL/2F16n7uh6Ke7DLYdH8cDusPmattjKuFXeO1B4ZwWHoOzE/18RqhcDQWm6w4I0RRhbBEl3fJ7I1lO+BVWAlF7zkjVz/d5+lz+ToG58CcZHtwBrx+3x3t3nt7Uf7fHCfY3WWttaitcYwYlJTDC0gnU43I6istTQarn7V2pZrAaViarUxpFI89Zee6LRHcyFJB7AMPryi8O8g1jYv14eHs1hj2j16hHUIiEn6W8Y4kiCOYqQUmFBSKY9hKweZ3byFyMKF51zEDX9/Xf8JftSoJ3yHZZUZ8qhgMOFICOFawgPdaFQ4lWJ91ph1ZQvpy0VdPXy/xOzsBNWa70L+RrO4vMDqeWVN9yOxPkTfPnnW2DF4j2NglQdDUav0GysFRwmwKE+t/wsfoxi+iV28D0yIa6arsDYEA1W1xOyYYWJ6guVWk6f/4lNckjGpNsgFZA1esyAXj5LK6OPdi4bxIA8vkAmzqxgJSIrh80HCdqaXrTVg46TvaEy14lEfq9HttrnwpRfxuX/4DDBIidv+MRLZP0U9X9D9D+fP6ocdCO4VvzL/sjzx6GEbQI8hDD3FeNa9EBprXcEz1uILC3GT5eYKpz7vdJCSheVFilPGjxrrzNFM8z76Z5uHhXSZrGONuZKKmfFZtv3sNoRQjFZqyzH0nbDWYNOigwLRpBR4SnLiWSdyySvezA1//5lMCQyw6quRBuQGJaEgJBl/sg4U157Pzpe+KcR70s+u//qnOf8XLsCv+snfNJpiUgxfm0tSTGQ8N/LK1cPUp8eoTk7wupdeyDVfu4pme9llEifuyKqhzaaTAYukwFE8LMVhcUZ04ZsHr2HQVF1qLaKNTtIWBbXqKJybYnhd2peelT36KF/xhOedhsWw0JzPEooz2KOp+CSglsRQbNFgfUTgrnE9uif1eMZqtUfyQn6iMbwXg2vNYNFOQ0g3oD3P45XnXMRnv/7pZKzjxA2mLxqXhV1IK2r7JC7f+ih5M7nB3K9ZhICp8WmklOz7zn6sMASl4FG5hp9ErCsfRElFbGPXcM53vb6kp4jimPmlOTe4Nn9uBQVtInIRWVtVHMMFfRgYJsJz/gvewPV/92nC5WTpVfnoCOlPIobv1W5dDcr4mIfvB8haiWazSS8GkxBoUkhEFsdItEcxegtr8h0/ikpbNwT9gpmE9teabixu9Yr55nyyLJlhcWHEpKZYV9jS932MDunpGOlZwl6XlbbCWtfDLGdFE6+nkCJYNAx/FOO+Ogd1OPR5O9nhgxqruE+/nZLIEjoeBetSDC0gQcngl9JBt+iwR7kU4HUjhAEVudIBRLJ2rQRsUo1vDZlRytGFJC1L+HFwVFc40R65TYTzoBJpkAmTLyxYbZBKMT1yYjKsY806Q6fTQiYUgdEaKSVxHNE+2GZDfQPNToNEFDAFHmK46GzaIcg1vU1RHPgfS6sk/+QTzIArvUaUeXqyvu7veaxiaDd308YpZqbHESYi6nYhDLG9HkrHfOLDH+HVL3wtwoQobfC0QcbG1e1qizA2J884mvZIfq7zD1gzVbF/D3KfKflpLcIYlLFIYxDWooylEguCnibwRq24UwytQbZv38bExAQP7r6fBx54kDA0KM9DAYf278cY7boAJb1XRMEwTB3bLCP9qDlBqzf8qCSfo2Ete0QUYjL5ZeQOt7KgtcEfJZRlGPpWHDl0P6edcjYbp57BcqNBq7lCFEXoSGPjEGdwGIxwNofBumkmNRKtl+V7HG3CEQU75Vj4cQTGRfINURgxJjyEkEjrKv+VhnJsKVlDGEc0u6NYTIqh78TS0hxBIKnVamzbuo0NszMoKZioV6mWy05BWINNBMNYt9SGTYXkaJpj4PM1dynkdAyLAkmbZLXhZFhrROwa0igLKulpIo1FATaOaS6PKutSDK1BZmYNyyt30l3ahY00G2emsHFIWbj21k5/G9ef0hiMdb1MDSBZHSBbLQnDC4A4ihG75vmKFnK2b2JK23QHA8Lgo5EmpNEcxftTDC0g9XFot4+wNFdn/759jNcrVCtlqp6l0+nQbwy6gTPWYmTilYi1hCKHYP1eylrCcXTh6Tdm3XtDkeGVwuJJgbGjaG6KdYT7FYgqS0sLaB3RXFxAGoO0BpUxpk5IjE3ywkVqZGabckO0z4Z8ZKnttTwbm0yBgrRbos06NjtexNJtNzFRh03JOnwjrCervWtYWelx4OA8URRRwrDSWqaju/i+n+dtOGvQvVLNgeNFxI8gytaLQQ9n8Pc+HsaaJMmJRETcNUyMTyOQrPzf/VTLJUIpUO2RDZJi+FbcvU109/gsN1pUygGBBzbq4WnNqS/8KZTyEgM1IclIjMtVVWpHC9Y9fNgi2VL4OpGmICTyGxtH8lkEL//li/nCLVfSO9iiXq9Rq9QQpveoXN9PIoYvnFqMKZc9yqWA+tgYZSJ0HFMJAt5w4Vu48W/+0iUIWbJqtcxByUv2kx5jPFoyUjA8s1/cvyaPLBfJOm1iGs0FOisdfE8xOTHJ1MxoUcMUw2eUNZbotDymhMFEPfySxPMVgRIYE7OYLF9qyDsii8QGGYyVCVHo4pFJ0o8nMauM0nT+EkmQ0JqC4NKnXYwgW0DAV4pgJSYKm/T8UT5IiqGN1MmxMkJ3nbo2BiUEJd9f2zkRZA1M3eqTaYTXZiZKql0e0dwPUSBVBkK0aV3w0VpdecrDiyFudegsj6j2FEMLyKknHs+2zRvBaISN8KXFE4bjfv7JSM/LksgMYBPbI7c/BoRgYIzSyv70P1a9hodY4/zFxGeLa6eZNpEBwFiksWhriXRM0BmF+1MM36t9cpJatcq+KGR5uZG0q7acf+Fb+dKtf+l4J2uTVc8T/lLK/qkja+pSbGdp+/JFHgkIBLaQFJ0vG5LyNLmWEQDGIIzbI4pjRDyi2lMMLSCe0JSqATt2bGF+PiCQ2sViTMxicw6DwCQDbfP5AyEFRdPAJklFj6admmmd/oshE04cuzszMYMSHr07DiCsxjMKGRsaRI/alf2kYWgBUcIS9TqMj49hTEzcWiSO0wQc+n8CefMWp8pTgUgnjfQpLnIjjwj6HJiccUmvwWYiCq/85Uv40t/8JfbQCkq4eIyHIBwRqRmGFpBer0upFKCsREovWdgnNT4BnEA4z8Bpjqw7YXqSVBgyaXj0dEgfGScECJklVafQRrPUnEMJgZWuMteXEiNHsZgUw/co8z08z622kHsLg6qjaEuITFsUd826CT3a/R0G4IzS1CYSTE/MoqSi9d0DFBOKPCVRo6z2DENrkNrYOEIIPO2UtLESg2Mj01fKgaQUu5vrUxSE6T/q/heEUkqBTpTa1Pgsr3nJm7nq999Lb3+TepLkNBFCHIP1RwKSYngj1S+55BoRO/siG37308Xq3BQDg1xmrjn+w+ACMGSuihSu4Y02vOpFl/DZmz7O/n+7B9/zUMbtUtGgTZ6ZP8J6KuukSyqWnkJbm9kdQCGSmzOTBSYsNzr+M+57kWkVgsnxWbCW3d/8N9IV8JR2gcSSthjrGuCM4DC0DaI86VS1UgxEWlZhTRMvM1D/4+wPV0YhsksVQvC6F13C5776STp7F7OrldYRZZ4F34L3MPqbPdawDg3iZEkiV7VXyAiyH4FBwRAZcfYoouBbz0zOYo3l/n/+Xt8ukbBIAaFyXs6IJsuxrnsRRRFSStfQroDU/nj4Q310rcQxtxT2OYp2ssBrfuFCrvvqlbQfWuzbFhlNqDU9qwlHfdr7sC4Nki6GnKUTJknJphhBSdX6Gq9BUn1wKFI79mhdqIYZurXaeafQxrDQnEsTyDDCvRqJzVG27to3jNzcDEMLSKlUcsuZZ7XZ/ZlbxXYOaeBusD+6E4DBm5+7vX3E1iP4IPfJjBRI67pX2ERAVpK/qWksQlimRx2GMgwtIL4fYLSBSIN12kCbXHMY4TTJWvojlwGbSk7/yfs+W79krM4/tWsYw3mOQao5SgY8A1Y6Ier67jIO6FHlVIrhYzHSQ2AwsfNgLGn9LYBwy5hSiK1k3m2xZUwed+kf0gGNMaSGXyurfa3m/f0QWatXZV1jPr/qE0UxWlqMgbneyExNse5HZVUT/TSMLkRSWSkyl7KYTNR3VJ+RsYYnYxMRLM5NabwnDb4NnmuNc+Rzl+37TAuJQKEBKXw2bfbQ2kPFPoePNIl6o3yQFOvqMJRFZQeFRIiscV3KmMrEWF0rgSt7f6yYv+3f1/Z9brB9B9q+ffuuO5Wz5KfrdaMwwoUKDIrqhKFUqhDYOocWmkSjZVEzDD/FJEE6K+J+AbEFbZH197AIa5yAZJyaSAarn1XNLZaitKwhHX0dEC2rpcsUDnCkXlb2WWisZ60L6UsL5SCgVqviyxXGqjV8XUHaURvMItbl5goh0maYGdLpRSa5p04WCil9ybSTEmkW4dxj1poaLEpKhEjJOPeZKWoIUewf4qTHjX/+WZYDS5LMXthbKYUvlXtv3Usi8ISEWOOxtm3zeMU6NIi3qu962o5UCIHvJRXziWCkCyhnqQEisVeMxRid1e72dWkQrlFeVo2HGyxtCu2shEiEKFUsadZ68anPV42w1mK0xWi31KWnJH4yhehui5WwQ1it0jGGuNVC9IBoNMWkWIcGyQdgkBwDlxVeNEydgMjsM9J9pcVFf21CiqWSkMdqcuPSGaXaGLTW2XYpnfA5qHz6yTiX/BzGGOJQU69PoZDM33WQchTh+z6BsBgd0jys6CwabDeEXnKJIwDrWS/GxsRRTK/bwSYaINYxKb8gCq/kCDduQmRapjjlpPkiReOzaGq6KoXUdkhe1oKQYB154RLFZJ/77N7IZPYRrldabHj1z7+Ba7/yCRr3zKGtoSygLCtIBd1Gh67tElhNkDCsIzgMv9pD1CMMQxpLi1ij0UYT6zgZun47Ii+eM1i7BmGV/RD50UVFUqjQ01oTxzrRIDbpY6oyVxpbrNBPYRK5dby9sAZjNPPzh/ClRJcCQs8jjBXWGEqRs0l8YfClGAlIAcMvzZ40rVtYmCeOI2IdYSnO1ama7/9kkDVhwI5ZzV+IzED9+pXfyeI+aWq8QBSmLdH3BUf1mI3l/970IIfmDhA1e0ipkML1mjfGIJOyTJkIXWw1Qoj/Pey9+UmGtfanjrV9XUSZtZaVlRZRFGKs4cQzz0B5SYtua1zOZ8Z92NUDVlQVFN7bnACzyfdYk1BwhdSC1ENKM9OdwIlBOVkFxwILdC/xwYRAKOWu1RisdjaOSIRkZILkWBenHIYhsdZE2i0mdOnbfoPPfu1ThUHMNUjmdK4Rfs+K7bNXsXbWvckixYW8k2Iq4OAgHm1QrbVMjk8zv3QE3Yn7vlhKhVIe0vORvo8RgsgY9KPk5t58881nvOpVr5p5VE7+KGFdGqTX6xHpOAv1R3HEYnPOdWBOIqEZD1EkzvrmnYFJJzVCbS5M1rppwfYJR47V09bRVUgqgFEU5c6RscRWo4RCSYVVrgmwxeW88B/IpJ5wwgmld77znTtPPfXUsTAMzbe//e3F3//939/bbrePehHValW+9a1v3XLWWWdNT05O+gcPHuxec801B2655ZbF4n4XXnjhhnPOOWfjhg0bgk6no++4447mhz/84b2HDx8epLOOiqE1iBSCsNcjjkKwBm1TtxNIp5jCtJJOB6m3MohVmgP6tEhWbJ3uv+oEa5xz4OOUaOvPL3HCpLXGGksUR+jEG/N8D9/3SZq2P+qo1Wryox/96Claa/vWt771rt/93d+9/+lPf/rE+9///l3HOu69733vcc95znOm/uiP/ujBiy666M6vfe1rc7/927/9hOc973nj6T4veclLpi677LIdN95446ELLrjgziuuuOL+E044ofb+97//Ceu5xuHD/cqj1+miowibLD6caorcHXXItMZRhCNFOoCFT7A2beXRLwF/9ME/5sDBAzQaS/zyL74Iz/P4p3/+Bn/+yY+5px4450Xn8pIXnsOmjZs5MneYv/uHv+WLX/4CAtC9mBu++GW+fuvfMD4xwfN/7gXs27uXyy+7jJe89KWc/9rXsmXLFrrdLvfffz/ve9/7/P3790cAL3jBCyYuvfTSrTt27Kh0Oh39rW99a/EP//APs6f8gx/84K7Z2dngH//xHxde97rXbanVat6dd965/L73ve+BYz2t55577nS9Xvd+67d+a3ez2dQA5XL5oQ984AMnHnfcccGDDz64agHfUqkkzjzzzKk//MM/3H3bbbc1AXbv3n34Gc94Rv3CCy/c8o1vfKMJ8JSnPGXsoYce6lx//fVzAA899FB4yy23HLngggu2HmNIVmH4wqlSgBf4eIGHtho/8FxrB0gY04L9IYpU1Wpk08qAGsiZT0MUxX0UOcBZzz6b8fo4v/nbv84ffPiD/OxPn8klF1wKwOtfcwEvP/dVXH3dp7jsbZfy8av+jBf+0ku49MLLWFiaw/RiBPCKV72axcVFfuXyN/N7//0DnHzyyfzGb/4mn772Wl7/+tfza7/2Nv7mr/8mu6YnPvGJlfe9730nfv/732+98Y1v/MGHPvSh3c985jMnrrjiiuOK137CCSdUn/70p9ff8Y533POOd7zj7p07d1Z+4zd+Y8ex7umTn/zksbvvvruVCgfAN77xjaYxhmc84xlrdrHxfV9IKUWv1+u7eWEY2pNOOqnmeZ4AuOOOO1rbtm0rn3nmmXWAjRs3emefffbU7bff3jjWNQ1ieB7ExASVErMbZ+mGXaYnp1xcw8sr7pSSGRMqEz6jv8FLUTMkDErCh2RTlXHMaRhGq45fXl7mo3/+Eay17Nm7h2s/ezW/8qa3cs1nruaVL3s1H/j93+X2/+u808OHD3Ld9ddw+aVv4U//5x9nBu6///CHXP2Xn0qMYDj77OfS7Xa57bbbaLfbANxz971ooyOACy+8cPPu3bvbv/d7v7cH4J577un6vr/niiuuOGHHjh379uzZEwLEcWzf9a53PRCGoQX42te+duS8887beKx7OjU15S8uLvZVisdxbFutVjw7O+uvdUyr1TJ3331364ILLtjygx/8oL1nz57w+c9//vgzn/nMSd/3xczMjHfo0KHolltuWazX6+qDH/zgiUop4XmeuP322xvvfve7H/hRY13E0ALSbDax1jK7cQMLSwts2rIJFQk2b9jKcqeB9OSqKGi/A7NaW/TvZwu5rjZvnVnwYf/9nrswxmRCc+cPv08QBJx84smUS2Xe/c7/1ndepRRBEDBWrtHougfnrrt+mHB0jkT713/9Dvv37+eLN97Iv/7rv3L77bdz2zduY2FxAYCdO3eWv/vd7y4Xr/1//a//tSyl5KSTTiqnArJv375uKhwAR44cCcfHx9cc5IeL97znPbvf8573HHfDDTecYa3lwIED3a9//etHXvziF2+0yRP4rGc9a+ySSy7ZdtVVV+29/fbbW5s2bfJ/9Vd/dccHPvCBXe985zt3D/td62BSI8bHx1mIWlTrNYQSfO6TH+N1v/7rfPqv/yzrJHSsSGgyJqs+y5HwH8a6OM5a+STHMGp+7w8/wN79e90fJhX16gRHjhxkeXk5W0Wq2+lkBrAF2p0Ol77xjZzx5CfzzJ/6Kc477zze8pa38Ju/+ZvV7373u+1h70+ctTpI/hJrs1KRo2FxcTGanZ3t63fleZ4YGxvz5ubmjtqDYs+ePeFll112T6VSkRMTE+rgwYPRO9/5zu3tdlsfOXIkBrj88su3/cu//MvitddeewTgzjvv7LTb7Qc/8pGPnHL88cfvv//++4fq1De0DVKtVvF9n1qtxuzsBgA67WUy+nuwMOooA1m0U1JLxR0rsdalAqRlFTlb6vY7+aRT+m766ac+kTAMuW/3vfR6PTZv2sKBg/s5cvgwnZUeP7zr++x/aJ8L8CXazZK70CmMMXz3jju48soreeMllzA/P8+LXvSiaYCHHnqo+6QnPalvfZBnPetZdWMMd99998Namurf/u3fWieffPJYvV7P/qjnPve541JKbr/99h/ZB6vT6ZiDBw9Gvu+L5zznOVPf+c53ltK/q1QqycGHVWu9boJn+Mo6pYjjmMnJacbHJ7LEYITIhKJoLzg3txjAK2wTrtI+y3pPPCFrXUsGYwqGf0HQ6vVx/svlv8aO7Tv56Z/6GS543cV87W9vod1p87kbr+fiN1zCS194Dqee9ETG6jWe/TPP4bLLfxXpeU5ARNIaKxVm4DnPOYvXvOY1nHLKKWzatImzzz6bjRs3snv37i7Atddee/AJT3hC9V3veteOk046qfz85z9//G1ve9uOb37zmwt79+5d5WWsBzfddNPC8vJy/KEPfej4Jz3pSZVnP/vZ9be//e07v/Wtby0WPZgvfelLT7zooos2pL8/97nPHf/5n//5iV27dgVnnnnm2Mc//vGTgyAQf/Inf7Iv3efb3/720s/93M/NvOpVr5o57rjjgmc961lj//W//tedDz74YGf37t1D9/kceooJoxApJV5SG5OG34tYq7tx4Tdg7WnGWovVCXtq8tA9pOE8h3/+9jfpdDr80Qc/gud7/NM/38bVn74SAdzwhc+wuLjAS190Ltu376DX67Fv716+/vVb+wQ3re+J4xhjDK3WMs9+zrO54MILqVarHD58mGuuuYYbbrhhDpxq/m//7b/de+mll2594QtfuKHT6ehvf/vbi3/wB3+wd9h7dzSsrKyYt7/97f/+jne8Y+fHPvaxU8MwtP/yL/+y+KEPfWhPcb+tW7eWJycnM3tmbGxMvvnNb94+MzMTdLtdc8cddzSuuOKK3QcOHMimpT/7sz87YIyxr33ta7e87W1vO25lZSX+3ve+t/zRj35033oSosSwO7/nnW+ySikCX7B//34OHngIgEt/5z189taPD0R0V0d4s3dZFDcRjOSnjp1rG4Whm7+V4ls33JlFhv/gA3/E/oP7+JM//bC78ERFDc5kMxMbWVpeJF7pkZZpGZMTbzJpiaW1Rms3ncWpsGd+tUAbc/tQN2YduPnmm8+49tpr93/hC1+Yf6TP/ePiEQvWVSrVxGLQSVA2f7aLjit97+3qDckHuVwK59omAbM0h+RYdszRPlfK/Tk6jHKtkdCzApBKZiFmz/OQKtFaIVnsZ4R+DL+ooRc4N9RYSBrHuMSe4W/q6n0FIilSMdqgY7f0qpKqb906UXiR/VwtJZNj0yw157GhzjyqrIgq0SeuTXieZK2UJAgC4jgmjuMkKj0SlBTrWDfX5PW4uJubehv9GmS1Pkk/Tx7e4lmzKSD1XvoN3vyId777N9a4qP4TpglG2cLIaQxmIMk5FY50inPpkT5SCsfg2kenP8iXv/zlQz/84Q+Hdp3/X8DwCUNWZxFcY82qKv/MtBg0QJPPrT3K9kQrOQ8s926EEDzvDU8tpBHmbrRSKsl3JclRhcn6DC999mu4+tN/jDdvHF3fc6uEe9JzgT+j6Ha7xMlxXeOmFqxjgiWKpaUl9h94gPseWjrm3Px4wfCFU5AsgxpnS6JmyAZ/dXwlO34NEi2N3Gqts64+Uoos2XnwXKnrnMdx8syyc846n6/ceh3x/jZC+UghKQWlZOCl036xQPm+y6o3qSZx59U6Rgioj9XYsnnTsLflMY91CIhTAyLL1RDYQm5HWiA1ENOluIyhKPi4znY0GOOETmuTCF2ROl3DJyYPDKbCMVmfAQMLew9iQg2lAOV7lPxSUmaB6zGvQAkftEccx3gYUBKsuwarI4zWjNXK67iFj22sI2EoiZWkCxVaw+zxW1HSy7avdczg2zTCb62zPbq9Lr1emC+rWtg9K5skTyEY2IPJ+jQvO+t1XH/9n9O6bwFjLNXKGL7no5SHQSfTkEUkTK2UFqUkKk0vMEnBlkltrVHxdop11OaClCRPu5sSXnnBpXz1m9czjHC4GSgfccdFQLcb0utFSAm+n2/LSjbJbY+i65vmkpxz1vl87qtXsef/3EPJLzE5OU7gBwR+gEC5mmF3BidwiWejtUYlXpjW2q2tl2jGeJTWnmEdGsQ9fY3mElEcYXEVcouthWT7ah8lF4bitOJsC6MNURgSRxqtB2M0/cdlBiqpR+Je0+MzYCxLh45Qr9eZnpwmCEqZoWs1aGMRiV1jCwKSBewEgExSC9zXjWpzc6wjmut4gvlFRwKu0hki/3QNUXGfW5sE5CxhFNHp9NDaFNIORWLbkPAX/ad3dbmuKGp6fIaXnX0BX7zxSkoNmNy6BV/6WWZ9JpTGEEPemiI9nxBJd9dEM0kndMYY5IgwyzC0gKTJNJBS5Gvxp/0f9S8wmLySMsoojAlD4wxIkXMVebZZXp+b6Y+CJjnn7Nfyxb/6FI37DjBenyTwSwnpZkFIV+PiJZyKcQScSYTBGJP3WjPG2R9A2khLm1Ftbop1EGU2u7GO/+i/iYMao3+gE6/HWIwRLu4SanTsjJPcfU2PTcZZFM+evIRkuj6DMLA8t0CtWqc+No6nvDyMb2WibcgEAEAnRmoxeKeUQliLBrAGK+SoLqaAoQVkYmKCdruN53mESUBtEGtr5twqdQahSyeMYsc7CJkKgxg4RqwSknSKOOfs8/nKX12LWjDUp+uUy2UnfNaAsFgrE0/J9dj2lOcqA0mnkqS9REFTpAlK1lpK3qOSCPYTiXU1kFFK0ev16Ha7/cERKPyy9vOX6pMwDDMBSxsGyCwbLdU8g8KRY2rMNcNtHFmg6pdQ0sPErgWEShKPHPvitIKr0HOCIEVSkSfdVJRNkmm8RtgkE2zkxaQY2uEPw4h2u0Mca5dQXMjvSDmS/g7MebVd9rkxxHFMFJncvhB505liALaIIil23nPP5yt/dR32SEgQBG6KIGkJIUSWs5ImUkspUVIiRULNF2p3pOibvPIYjRlNMimG1iCt1gqNRhPfC5CiR1pBn0d4UxTiMwlXke5jcbkXqWGaDVAiHEd3HtwQCpEuArSAJyW+UigpkIASCmtdRFiWfax1tTz4LsyvdUwUhxiR56AIcNNS8j71xEb9QXIMvzR7p02v18Ua41RwIdmnP3KbU6Y2Mz+SOltt6F9IYXUQfy2kGmS6PotEIiOXn+J7fka5pv9FOsKErlORC8S5FhSpjVGcAYt5tOnfs2rmfJxjeA3SbhLGXbSOXHxlVWBu8LFLp5lkijGFzC7IMsL6DQ2x6jRFYuzc557PjV++GnOwQ2VDHSUUGIsRLtLseT7lcjlzZbWJ0UYT9TouQUgIYmMQzlzN2NksKp2mO478mAzrKt52EdD0qevftnb+qcimmXSf1PgcfEozH6XAqKZ2R/peG027s0ytVsPzvCxCLLMTpuSY+yJr3DSoEmvYWpsUaYtMvoVURGku7IggW4V1CIh0BU1S5qH+QSWy+oNC9pftVxipcQp5jCXN/BL5052G/6fHZ1FCUZYlamNe3iAvocxdrMcghXBJQ0nsRTJAnaskj0WANc7bMVZkeak5qzoCrGdJMs8jCAK6OkQI16f9mBD9GkFKxzUoJbGug08hc6yoQXIrIBcUybnPPZ+bb/4sQUMwNunKViVpLqmzcYSxLu8Ul4XvSz9LbCryNumK4Cnv4a5LYUYM6iqsiyir1+vsefABBAqZtKsUadq5KCxTVqDOXRa5s0GUhFLJT/JA6I/QpRqkoD3cJvfTGE2ztcSUXyMIyoBNV8rro+ldGwqcVil0TkwFwFqbT2NWZNrF9UJz8aYRcqyrFbe19kdEOgWIvFWU+yT5KUFamfATscsgswZSfkL0y0sK5yLrJHdUZd+fusZS5O02Xc8PgU0EAu3SE/JCrYRddWnL2VSZCo8Qgm63h1caMakp1hGs67ql2ItzNbngOGMypz+z6UIAhqRVhMD3PeLYS0ocTN6hWYh+QUlexhpnfyBRFoJSsqgR1nW7TCO8uGkQnDYwWoNJstSszLQYCFTBRE6nHs/zaLe7NBpN7MgGyTC0gHz3u9+lUqkwXq+ks0gCl2/RlzEm8vepNnEPq8RKm2gRnanzTBvIfGrJjV3By5/3er74pavRh3qoLSpphSlQKpnGEsM2Je7Sw61MmuIWgnTFHBMn1wKjNd1ej4WFBRqNBp1w6MrExzyGptqbzSatVstpiXwJ5QzFpx5wK0CQpwakhJoQoJTA82TmoeRaJNcg6amkAGM1jeY8aYdDjYZC7YrBoq0ltobYGKwR7k8TClvIkhe+cI2ZhSLWFiskSEWoDc3WCo3WMqGOkXJd3v9jGkPfibGxMXbs2I7RHcdqbtmyur1BojL6FHQWFEse8cQ+8DwvSVROtUeiSVL+PTvZWr0NV08R2JQ2z3fL2nYXosUC1yjXCaZLXu52u3iex5YtWwjDkCgaGaophhaQM5/1TJRSPLDnPqQnefWb3+LyUZNxLzIeRZ49p+PJtgvpNIjWIg3sk6406DRH4glJN+0gQKpkRQlAkNgVRgzEgRL3NYva5j06jDF4WmClxSh3TXHsgodSSiYnJwmCtHpw5O6mGHqKqdVqKCWZmpqiWq1irGFxeaEvLC/6nnb6mckCxS6FQCrHPaSdhLLZaYB6d1pAMTOzAeHnrRvyU+f75wVVIlmKXRZsGrcotEqivEKILHWhVCpRqVTwfT+ZAkc5qSmGFhAhLUHJZ6I+7pYUNSbnPQaI8zwDvRjK798vbei/9pcleiQ57qv/dD3nnXMR/pZq3zHpg54+9WlLByNc0NDZJgZtTbZOHQkvE0UxYRiilKJWqyVJza4fvOeNyh5SDJ9ymMRhSqVSEsdIBhBbTBorTDlr/ATSuH7WOlP0b0+H3xmwzj5prCxijM7aXLlTJqvwZt+dx3syESraHsJR70IIoiii1+viecot9SoLzfcKq0eMsJ71YpwzibYCz/Nz/sGmIf7kZQeloqA1xNpBvWy/VOv00fCCybEZpFAI7YZOa+1yUDPvKM+GF6Lg4BQIsnyKk3S7XbTWjI+P43kecZzbHEqq0dLsBawrFmOS6Kjn+VnQzui1DbpiFJeUpyg88dmAkXsbxa5CxSnp3Oe+lptv/gwcCTGT1vEniTymhVxCCHzfx1OKONaZtyQLV4ExdDodojimXq/j+37GDjueJBH2UVA3w7qiuc4jiDn+CSdQLpeRUmUCktNbA3PGANzWnBOxOKNVeSqPziZ7Zl09jGFlZZlxr+JSB60ljkK63S6HDx+h2+1Rq9WSNAAf3w9c6qHnZfmmANIallvLeJ5b8SqKosQgtQhhXP3uSDr6MLwNkvxMLXxpJZNj08wtHuq3NRJNsfpGp4bnQE6JTenyJHkn2SCyo9xxaRzG8zyEFTQaDfbv38/CwiLdbq8vTiOla+7rJ7mp5XIZ3/cZq5SpVqsoJTLSbbAMop93GWHo6TZ9ttJB+OaXb+Ylz3416bThSiqF4yhIq/TXeqWOiBMgmfAdzoJMCbN0d8Hk+AyeUvjKxWCiKGJlZYWlpQatVhtjbGJHxKysrLCy0qbdbrO8vMzS0hILCwscPHiQubk5wjDE81QWs7FWY2ycJVe7a+vv1vh4x/Br1mVPmk1aNbkBLTary25sSrfbNW50Mo2IJArrDMt0ISKb5I+6QZqqT/OK572BW7/2ecbaLoO9vdIm7IX4vs+JJ56IMYZer0er1WJlZYU4dkuYmaSCz6UiepRLJcrlctLHzHUzyhoR2bxTUkrGjeCwrrqYtE1U3vsroa6tyYzQHEl0N0Pq5Tj14CU93i1mgA1NhETAuWe/lq/e9GnEkR4T45N0uz3CXkipVGJqqkoQlNFaE4YhExMT2fWlDGnKi1hrHddhDVEUJXGgvEORk1lLrCHSMWJU9pBh3aWX/dlZxcDL8Km+/SpcIqUZ8HocjNUstxrUbYlOt0Ov67LZyuUyQVByiciJN5UKQ3rO4lQRJcugmtgZpToOnRZMUuxTij2ONGL1ZTyusa5e7UCmPbI1cV3in9spM1LpD62vgf6wvjuHWyHTxVIm61MoofKeHsZQqVTwPD8RDr+QIZ+7yU6zqSyNEHIB0Mk+aa2uta6oWyTCKaXNos8jOPxYce3UdZSFgTE2SRReRYYNYA0HJ5+e8g3nnv16vvTFv0QsRPj1GkGpRLVSc12DBqaANKUwNTZlsmxqymmktoizbWQWi5HSucE2aajreSppRzESkBTD92oXFkyMsBYvSQRWQjE76VqIp5qlWPuyGjntnf5MCbE8LdBt00azuDiP0blbnA70Wl5GqkWUp/qcKCssQgmEEkkubEyoQyITZfEbK0AoifAE0hd4/ohLTbGOO2GzAU0H6Fs33cJLz3p14o2kfuJg6K4fq32EnGVNzz1Vn0EJV08bBAFBEGQxE8iFEei7psFXuj0lzfzkPEEQZPaL7/tIpbIm/57yMjd4hHURZSZZFT2/8e0Vt86O53nEOml//SO6FA9S2S7cl3o8rnXDec99A1/47CdhPqK0sUzgl7PiJ6dB0ryPQU0ECLEqB6UPIokrFY61xoCxCKuyc4zgMLSAZPmj5DcxDemnc3qRBylGV3OklfVpTkeudVKpmarPgLX0em2mp6ep1+sZZZ6dxdq+AU6RXoNJ3q+V+ONSRfoFwCZRvpFYrMY6lkX1kKIQ2xAJlyEV0xOzqGKdTBpxWYet50g1yTlnn8/nP/MJ5JKlVqvj+3mWl8uEtwPH9bedMJlg9q93lx9AH5eTTVUD5xzBYXgBkRKl8gUMU/7h9r/+O174rJcntkf/gIg8gp8hozuKcbFCTofRhubykrM9/GANd7kgDIWBTo8fTBkcFJLUhU2PyYJ69Ns2IzisK5rrNHGiKRLuY2Vl2SXzIF3ScJpPKmRGYecurHW5pNmnA094Nmg+gSqjlI/rRZh0CCokSacaYs0BHZh2iscUUVz+bER9rI3hBaR4o/MPV+3WR4jagX0GPx/gRNK3vu/j4a2KsqbfmWeuDdolafWcO1uxJLP4JZZUsyUCVgjUjTRIP9YtIPntS5/m/jlEZAaoTOIuCbKIaVo4nfcSS09vdAwIKpU6JVNNbB0JWZtKN/jGWuIozoOGuFhR0RUedHfzPmQSgcH3g4Qdtu5KCszuSEhyrCtYZxNWEnKZqI2Pu0YuCQbvbXqzdSHzLG2GW3RH03xXKRW+5+OZ/pU0UxyLqe2bMmCVgKSsr0ymrHSNPD8ICittjnyZIoaPxYSZHs6in0LAM37p5/jqNz9PpvoTuBwRiGOdVM47FtT3XBxFKZct1u2ErkmvsFQq5WTQHN+S5pgUkX5HMdaSb+s3QFOSLP09FQJt4kJRt8i2HdXzeRxjXdFca0Eqmxir6UoJhubKUrZPfsNdVb7rahgVFhaMcKypG+BKpYIxhm63k00Zg4l/g4PmVohyr7VW3yweVzRs0/dxmNcEuwIqVwIRx3HfGsAjrCthyAlAFEVYa/ED5+parAuOkWaVu5sehmGSyNPB8wRB4Hqa+n6JIAgolVwaoDGGUqlMGHZpt9uZ5knXoylqkTRhKX2fDuagu1tEbnskkV5cdDeFzFpkiqNyLY9nDC0gd9xxB0EQMDFRd2F33/EiqW3h+36iKUyWxOOSgslySf0kodjFV/wsO14IQRC4nhxuIPs5iYToXDWFpPuvpUmK+6ZTi0yNXWGzSHRaaJWeqz+vZIShBWRPssT5+MQYY2NjBIFLBtaxW95LCmfEYl3T3TjSYAXBgMbwvCCpq1Gk5W5SKqSQTmCExGiXvBP7BoHrfJx7yBaKRuYaQgOrvRgKx6eMq0iEME7yUqXvIbHYY0xbjzcMv6hhctMWFhZYWFig221Tq9WIdZypcd/zabfbxJFrPwngB34SjfVWz+8CYh1jrEGn2WqFAVxr6nDdhlZ/Phi9Td8PchspRwJkBmyclGBCfxejEdYhINt3bqTX67HcXHGaZHzM3Ujr+q8bbYh1jOd5RLHLPsvsBJly7quZzXQA07k/5VGiMCLy1apAXaIDst8GeY4UxdSAfi3SHyMS0PcdI7KsH0MLyFOe8hQAGkvLLC4u0mw2MyM1CpPkmyjObBApJZ7yXBAvHXab2wRCJJ0OEejE25memM0a3uaZ8YODlTekWSsek2oAk7afWnU0fZHbbOoaCcWaWJebK4Rgx44djI+PMzc3R2ysq5FNXMUojjLq2jXVT+jydLALT741YDCuj3rsBOScs1/B1750I15TUa6WKZfLWc1LhoJBOejGrpkfwsDgi1wHpUuxYtPfzer9H+cYWkDC0GWULywsYIyhXC7z0je/gZtu+zxRHDnhMO7WCynyWEo2rfQPmEkWAzCxsz1mJ2eRUtFqNfGlh1Syj+RKj0veAUc3RNeKwRRzT1a1z+oj+JyLPoLD0AJSKpXQWqNjk/EhWscsNOawxqKkQgvttIcoRF2NxSbZ4mnj2nSez5d2t7z07Fdy8+e/gF2wqErOb6yyCaxdFSM8lt2wVv7I4PRlC3m0WmtWVlaGvS2PefzYyZdrsY1SStfzvLBJG40wAiMNaEC6PqUZ+YVgemIGIQRLSwuUlJcF3YoCkmmF5MjB/NM0qx3Ist7dtjxam01xIp8yHbWfx3CazSa93qjLYYqHnZ2bP6GOPh9cbCWPrYARNp/302idgBc/5zxu+fyNqGWJV/az1lSDAbRi3CT97iybPXNNBWkaSnFqE5lh6noPpeF+0u5DxBjrCqsmJqYe7m15zGBdRirk6lxmVdY5+rSKHfhZ2JByEUa7jbGOWVicp+wFq7iSYpLzWoZnGnRLtY3WJhMQIIvZpMdKJfsMZyFEsuCQzs7r+6NOyynWrUHSJ09Kia98xmsTzC/NAQIpVKa+01C+yyqTZIsdF4iqgqmCEBbfVy7Go8D1ftfFL81yjCCPv2RCY128SGtLo9mg0WjQbnfxfR/f96lUKpTLAaVSibFapa95v7UxvbBDt9tlenqaNbzjxy2Gb0GVPIWxSXqdC8Gtn/4ir3jd67HWctNtX2ChOd9XvztoJ6yFIlWeBs6OhSLfMUizW2vpdjtZy4dms4VSKqmDUSglKZVKBL6iVCplLajGxsZYXl6mXq/3BQRHWGcz/9ToSxN92ystvvixq6iN1XnVm97AV277HHOLR4iiKEvsCQKVFSkBqzyTlOQKw5B23EYqgfJK2bbi9w/mdRSb+KdG7cpKm8XFBp1OjzgyYCWduIe1Fs+XLC+vEHjOzjlyeJ5SqUS9Xmfjxo1MTk4+Ijf1sYR12yD93oJjK+Mo5NZrv8TLL3otN/3T5zk0f5Aoci0lIbcD0vMMRlpTt7nbE1Sq5WSK6q+RXSsZqCgoxlq6XTelbN26ldnZWcJeTK/Xc33JoghLwt7alO/o4Xke4+PjbNq0MTvvWgzs4xXrFpAirZAKi9aaZmOJm6+6gXPe+Bq+fNsNHJ4/kjGg6ZMeRVEfK5oKSyogMgQdp/kYdpWAFLVIuVzO0gtSDRRGXfxAsXVqc5/gFb83zcifm5uj03a9zWZnZ7GWzEAeMak51m2kDrZGKHIPzUaDmz55Pee96Xxu/IcbOLJ4GCBLMiq+irmlKa+RxnaMMQiZ75syqtZal9wjc2Gz1tLr9ej1evi+T602hiqsnO15HqVSKdN2zsQw1Ot1sDKr8QHnEQVBMGJSCxi+R1k2uBq3AIwbROdxuPcIQ7OxxE2fvJ6XP//8jACLoihT81EUZlxI3ixX4Ac+pVIJL+Ez0rxUbN6X3dUFi0wzpNorDMPMTY11TBh1ibXTKMbGCOnsDz9Q+L5H4JeZnJhmcnKSer2eL9AsxKhwewBDC0i73abX660yHAfna6Uk7ZVlvvKJGzjv7FfnWVtm7b4bUjqNUEp6iEmZt7pKzz+YQyJFvsRYel2pIax13Nd+Kp1a0ihvUAqo1+tZZX/qAleqFSqVClprqtXqeu/jYxbrWA7E3bS0K3ExGccNYj4VACw3l9DGLT0mpUgWM8wzwYoUucAthCylzBYlzNzeQucgd7BNVzMkDkOiXg8lBJ50/VPRBi9wq2ICIBUCixKghERYiOKe836KqYW2mOc6skFSrFufuhuf8hquXUOpVAKrszZVQgiMNnjKo14d53Dn0KoIazolTI3PZKtQuhwSR7Zp3W+gph6P9JwgpUnRLp81yNbRTfcvejhFOwP6BTS93iKOQtk8LrHuRQ1FkvmTu5vO4yiVXHtJ97FbD+Yrn7yBcy96FUi48e9vYGl5gdT1tdYyNT7D+b90ATd/7vOoliBUIWHUI1+Jyg1qsZ1ltVJGCkmvG9LpdLKW2pC400plI1xsvrtqqjrm3zlKWk6xbjc3hSgMgrUWbdNmcUnZgjEsLS3xwV9/DzOzs7z5Xb8GCkSyBFka/v/EH/8Jh+87QBC4Sv5qrcLYWI1SqUSpVMqefmtt1i9+cXGROI6Ymppy2gunFbIyCPJM+qJmKV57kU8pwmmX0RST4scWkEE4lZ3vm7Kts7OzxHHMn733f+D7PtVqhVIpQGtNu91mcXGRTqdDo9FwBmKtQr0+lsROylnoX0pJuVwGa+h1O4yN1SiXy3kQLi2rVAqbMKuDqQLD/S0j4ShCjEihEY6FEac8wjExEpARjomRgIxwTIwEZIRjYiQgIxwTIwEZ4ZgYCcgIx8RIQEY4JkYCMsIx8f8DnTWUuOD2tdoAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 59.01x188.01 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 23.01x54.01 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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dboc3vvI6bm9uMwgqlSeCI31VzVIBoOKYqAAzupQ4tokoZ8o8YZY4ETQCgb3HEDy470HNCu31BoYDGhJQ3BsjGh0jlZBnmLhuS65T62YOCMhcuSLWhkwaSwsDNnGc43IPwYuxEZe1GTAMgo+cshGutMTO5rAeNmMlxJSzu6s814SGg6gSZGGK1uHm5ka0JYOPeAGOBpBINsPhcBgt/DS48cQLujnjaRVkFaSNbazFYuGwaFYIweO6ZTx6/BjBOpi6hnUOgzHoug7LYcDN9RP4zSOswiYC1zWsdSAjWAYjG4Qx8iSaSDQ8HNq2AxerJmMymX0ubSjShuOx0ZkxWWQEkMZKy5Trm+IGQkzMSMwqgUXnXLpGx1eJQRbTTOq34mh975Odi95jrYX3Hm17AIGxXC7RH3p8+ctfxuFwmACa+QSmxAUV4tFkDU031HTjzJnVZw5Nh6/AOkhxJBLDTecQvEffdXBdhc51QOVgF03Eh6IBncx+xJLmAeqkJZqYMZTtLDe/XldiNzr28lnFKA9GwDAM6f45hUO9qOCDmgnI8/09QZrnmtAM/SAL1ojMe+g7XF9vQOSiaJHVibIBe0iXQ1zEHayrEOJ1zAE9M7ZhAd4EXF6t0TQLwDGCCcJ+syyNwTDICGtPgbFoGry1CXjr8TW2WILDBZyzYAaGocF68yb6HWAGAtEA6g548zrg7MzhbNmgsRUq69BYjlgQCTvrHKiSZWiaBwI+Dzcg7kGG4EgIgPc8IjBqJwMIIJ2IhhkTjfECjbY1nO8ttSCltkLvq+s63T/CaDAmZDoP5bMjypQ+13UNV1EiBvp9vzvg7be+ipubGwzDgLqqYALjsN2BmOFILYZD1kyx9q0AoWc27zspOh6lPoyVl2GCIwcLhgOhMRYv1w3odoNAQNt28F2PxhicnZ1hCD2YZdML8H0MTd+XcxgB3QV3Waq3R/NuDIIP4BmsJds8EZjFlmt/HbV5cAAsiBhd9wEgNH3XRc2GyPdd12G/3wMAKucAl61oRT2bjdCAsUyqhZmx3+/Rti1ctYICcbYWlbiLZuLeyqatnENtHTabLYZod6Lsa8klWGOBqoKhGpYtmAN+/dd/HZeXl7g8W+Hy4hwX52dwtdhcKGAKY9J5qSeQstcmAZ7y2RX9LQlEiVXotfq3XHzaXkOUTNhPGezJ+I1B2xI4zuOccZdSvBIxjo7bBJNdLGLbDocDNpsNttsthmHADgAGj220m0qEbaQmxqjed6vMchrFGkqnf11j0VRY1k0yV+j6DkPwqKwBdV0mVgVYZsgksLV8ZmnsWIq1eqDMaRBLgH/aflaZGarAyNeUdYrrQwT9AfR9j+3mBre3O+x2W1HZ36M814TmrUdv4yV6CU1TRwDSJ/sYNWAzUXSRRc5HbCdBmHtPBFgLbxw6VEAAfFdhYSwcL1FhhYVZwFqx0+n9gDAE1D3jnHpstw6h34CCB5NwPRYBy3CL/WGPK34LVe3RUYe2rwG7xJP+HLdPCG8dAs47xsNQ4aWXHmJNawAM8nHrRMxk5Q8gWuHKHFBxG/Ek7U8GuoHxiUZcsPt0jJeohiYv7jEBmxMvZJEDSkhyMWCW74zJHE0mZoVLg8mqbzW6Y6RHI4SA3W6H119/A48ePRY/Lz9gv9/DDEGIjA8RL4n9ntlU7xaxOVUPgZLGiphhidA4h7O6wbJpsFRNZOcFeKUO2LUI1QG0dqK1MhCFBDNo5vCbmi2UbSk5nrn5mop/YyIiaweUDwiVAPQajpCBcxa73Q7b7Q7X19d48uQJ2ra719g914SGiGCsgbGC4HPUgOhpWmoZZLJssk5V7YcWjoMaiNAFuWfTMzrysCTix4IMLEXVKlv4ADjf4eD3CAGoQgB7j0ACksICDj0u1zUuO4I/HNCHXoA4JvRUox+Aw57RUoeO9thjh2aTuSIQg0g200PTCQfUGBhjQeCshKTMAZSLzVqbwV1k7c9UfTw7thNfoxILyfeXi55gzLFmT59TcpN6fVnX9DrvPa6vr/Ho8WNstztUzoBDQHto4bzWdazOH7fx2YjMKcxmOl5HRGcM78ESiUW6MXBGzQyiVmjw8G2P4dCCVuJkmisA5tTdc20s21K6kUyvmxKaRESgHLLHdJymoD1YnFU3mw1ub2+x3W6TJfZ9ynNNaM7O1miaBpYMQEHsMUJAKOxDrM2q17qqUNcNiAy87+I1whoqaAgACL2ctv0OwBDtpRgBHSjUABi9MRh8gO/3qPsNmqaBrKGAQAMQelh2WNOA8/NzuCeEQ99j6HvAVAhhAEcgO7AA2bebW/RBwE82an3K8bBm8CJgsV6Bm6nvi/g1aznmWOKpG9mFkoCMF3SGTLPopda9WbulgLqM3RG8KngDmSSaTolHYv1VpCKCVwIUWfoQPNrDAdvtBn7wiXhlrYxyciZrlLSzqSVZNHsWVWyp9ZnbuLP3xKEgcBZptY6oHSUWl5YQxBFz6DoQr0DghJPMasImbZj2RTme0v1geu+UGKtInYnxtG/6HMFwiAibzQ1ubm+w3W7QtgcwBxh7DJbPleea0KxWKzAzur4DfIAzFmEY4oJjWAvUdeZgKreANQ0Q1bIAIF6xBgQbX0CNAyxZNN2bqLmGpSUqs8LSLuG76De1uEQXAsxwQBM6LGFx4wkeFQz3cLzFCg7fUG1g2h1+4803RJ1uLUQJ5tF5oKodgGhezoxu6NDYBgNZeACBDUAOBEZn9vAubrJo8TxEQuTIjPCRcjGqdazaAClrXF53dD1logOQODQiuxmkjT/hUpTdVmwgBFFJ6wIvLVITTDDS5AZw8Bi6FpvbaxAHvPzyQ3Rdh8N+j8N+LyE8bjZJ5NPnHi/5vKnCM4hP5WZ82ve5DapuBoiil7wfEPwAJid4XhRhBx8wtB3YHUB+AIjAJELwcd04+bn8/hROUxIYnbMkvobYFzquS0RZPSDk4H785BEOhx2G0IFMgHUA+fvZVT/XhAYQADSAMPiuMALjBKbmBS+4gW6MUi1LRKJBmrD8latweXmJZn2OZnWG9XqNQytE6rA8gz904KFNfmWbzUY2bwRRKVrO/o//8T+wUnWmepJXDuzVEnmQySSgsoSmaZLP1tAPGIYOTV2hqmq0bYsOLXozAARwFFWgnBnlxZLUnEA2+DDCvjOQDPSASdgAjO0uSqCZhD2S64pNMVWpZlzhGEwuuSXlmMoHtm2LzWaDYRjw4MEDLKoliAiPHz0SAz2+Rq/iAEnfBGsrCOroDRW4x/0IziliU/Zj+l4I6tiCdyTSFNiTWg/bYZA1zCERmlGdOmZQ0Hke2FVCMm1/+b78nGCtzHjFUSr91zII3UZn4svLS6xW5+jaHofDAV/96tv3Gs/nm9D4ADDBwCAMAW+98RZ2ux0cVbBOtSKy0QKA/eEgVsPEGDwQYOF0UCNnYxhohj2cc/jmh0tcnHWozZtY4at4efUK7JWEafjKwLimDo/6Hd48dDDUiNjEBIsANxzg9wN2lUezvgBxj9ALPoNgETyh4cdw7PCS3eGyZlyuVvj4y2d46SWDi4cOb331bby9D9iEBdruGsAaH1nVqJkReAAxwXgDIgZrYJYIEhhyUG/gKPDImHFU8zKLEaAufh9E/IxaLWPy9Xm/FjBl/E6dLdPXRODgIxc55nRycDEV76IVSWJMMrEiIlxcXGCxWCAMQog+/NqH8OEPvYxHjx7hP/3bL0Vn1bwREw82sW8B5g3qSxKi4te0ZE7oFJalqukoqjPDMIP9gMETAjsMPMB4IwoHMDwIJvTgoUW/O6Bar+UAQAxOBY4xaEphVtsp46VuJfcpSojmuFccEWCdDKMKe/DgsbnZ4iOvfRh1VcEaB+FyA243W/y3X/25p7bh+SY08ZRQ1fZutwexuAmU3sS6GNuuRdt1KchQrkY2Z6L4AKwxuH78CL47YOkYQ2UQhg59iGLXy98ICgTD6l8yYOiHJPuKQeAebz15K2ITHbq2hScLY2vx7AbDGMKyqXC5rnB5tsJw2OHmEcOHHTZPnmDfWfia8NLVFTZe4sno2ihVlGlTR+5sGhogLa64QP2E5ZWqskYuax0iBjQx4NL6xqLQsdpV6ys5zVMLXk0LvPcp2Fld1wgugEOAhWAcao+TCE3ckOpqkTRAE7xCynw/5jzPdWBG4hFy3fk9QIjjpd7u7GEN4GsvAcQ4ACGLlojY1BDj3lDE0cTvixNXOQrgUILEE7pXirBzIlSJ26V5SZyM/B+VS0mcLTkvMNDU4iojh7Kuq+MhmyvPNaEZAqEPYufCzLi+fhJPAhKfEH1pQCE28EEALqTF78BsIlgaIIbeAU2zwG53C4QeprFomgq9NRgqSm77+wC0YQATi7rbGLi6RoUWJuzBfYfD9iYZju17iVHmKoANgahDBQsbBoQuoN142P0T9M7B789w2O/Abg3XnIO4R00OJrRQS05CJiICrkL6VWhzpidZqSo91rBQBiXVByaCuhwmi5whbSjquA/gWopWo7az2Dr1XQdDQF1XaOpKuAUW3zItBCTvZBPjuZSERpukYCfrBaMadJNMCEbqj14TRuJiepa+S0QuYlcUIoYGUGBQ2U/lLcnAEKEyBp4YhrgQWeTwkDE5Httsi8SjTT6N8VPiV6o5UpEpXzg+hEwUAUII8NFcpO86tG2L9XothpLJ9iweNPdM2PRcE5ont1ssPOAQsN/tsN1u028qRYhTpcqcThYBZ7mZ2YDZJmRSfu9g3bnE6A0D4AEHh8ZZ1OeNaIiIsesH7IceTA5DGGCcE0OtvoPpOni0MCz396jQ9h7BGCAYmEAgbkGDAaNDHwL2B0a1uwY7B1pUWJFB1dToaisEa7EG+RYBPQL56OeStTFAxldUvT/FUcrX0ckHA92Vwi0BIYLNzIzJ5Sc4k6K+AhOYlmm71GbGe7H8rZyDi6C1YB9RXCjwBlHdR4KCTGimzweQQjSc+v34s4rUlAhN4sqm13MmPobkHjGJUPUCCtBV7GQcifrbEMMagA1ErI/shGj5Jtxo2boTotPYdAEY+/hNJ3AmpEice47cTNeJTdrl5SVc4l7LOj8AYPCv/tr/F2fnF6gNo7t5Ms/G8Xiiy9MpvSdEZ0WBw4If0LYHvHJxBnCANUBVOVxcnGNYGfihgx869F2HYejFNI8DmrrG2fkZ6sMBMAcECzi/wuFwgO9jrBYjtj8iCgcc9jv0iwC2DsZYGGtQNzVeeukBVqs19s0abwaD3/qt38LCVuDg0Q4dAg2obAVVI7P2J7Lbc6zy9O+ceKNlDBzOEJRizU61XGWZq2fut7Ztsd1uUblqpB0pgU7DBKaQQi0Ip6VBvgkJVpqKbJAA8kdLI/2HxJmMWRdKAHO5bgxlLQ+prFGEt3DOoYp/bQobIi4lqV1G2yUE05NJB2CIHEgaV9b2UXQZYGnXBBsb9S0emjSZp3Rt0flSvA7Fmhj8AO8FrK4ql+riDKrduzzXhOa//vrraBZP8PJ6gZcqQtcNElyZAsAOFAxMtDAJwyDfEcWFKixxsB3YGDhbY7FYoKkN0Hfod2/jyeAj+x5wa2us9gB1BzxYrdDhCUwVwC7grSeCwD+4ehXt9hrL8ARLuoE3HjsGDl2PQ1ih4waWKsBIRHlHYvD01YOHfXCFi1deQg2DgA43T76C4M+w75bYw6Cp9lhSB+o20RbHABXBwyOEHotFjWEYsgEjCgfNexCCstxHBIpXPtN8TbkY3ajGGAHxI0dIRCmMqLNWNmP0RA8Uzw5hHSQkBjJXM+1TEiFmWPxpz7ObEacg3aKunt4kHJYtJCpTfG+MgSNCBcD4AANGZQnWSmgLHwaAB+zaLQzO4jiU4xQfxEgHpXppywV0xL7Nja28H3McI1E3DPG+QpSOmqau77DbbQAALz14CBBjGPoRUfLeo58JqjVXnmtCwyzpUK6HDsYGXF9fz1wEBA4xLEQE4iZspw6aqsCNMVitVgjdNZxzuDxf4kFM53J2fg7nHBZoQLXDAQPwRBLcvfXWWwCAym0Rwhb7/QHdRuL5DnFS1Wjt7OwM+y56zHYDNpsN3jbA5UI4ja++/bZoaFyNernAer0G6CyKCw4cJEC2ihNtK3W7ysFRDuJV9rEspwjMVDU+d13aGHS36DSte1rUl+pwOMAYg8VigUUt2S6U2/JBOBgZu4l9kDGAiRoaZPX2XF8D3YPFVyYhEqcS55gdBxSW2HIjbIzrUlmLpqqwWC6SNboSoRA383a3xXl4JdZvIsdDcCb2Ycait2hqbO/82M+Jxvp9uif54mnsGUbVyIG130tI2bqqi3hDRUaHiR3W08pzTWi6KIZ0HLDdHnA49DAkke80+mHJ5Ql4iQmVcSAQPBsc2gD2AUswTEVoVpfwZLBngw0IPQibbY+mMdhXBgMsuhDQeoapFxhaYPAej1qDmhfwvYUJe/QD0CEaehOhNQ5YrHAV3sTZskezBpZNwLpp0dOAB688QHs4wDugDwPafoAH4XIxoDIGqAA/iOaIyMC5bP2sGjglnF2XYykTSSR+IkrOqMfaC6AMHTmVR5kKa45CC3Kk3bpH6fsObXvA4XAQz23nIodyHGAdQNTsCB1omgqHQwBbERUTThNB/xHYDM5EKOUmmhaSkCNRvWuiaEEcxnXrtVAuSsRt/am2Eh6isQaLymJRWVhw9EkTQ8ZAwGZosTnssAwDDt0BXFVAVGmb6OYyxVBGgd1pPP5zh4MSZ6Lc5rJwAq4yyKRapsPhgOVyiap2MJbQD10BUs8bet5VnmtCY5wFiMBe4ni4qoIfWnBaVBloZM5IeRpeLqLPRZcCHgYYdPBDQO3EsnXoCG1b4eJyDc8dXnnlFXgG2r7H/tBKypdhAAcJ2uQDYYgR7wx1COqRDNm33eCxO7RYhB4WXmxs/ICuG3A7dGiWjbQrTvzO79GEAK49OAxix6yyP3LohekJlhwVWX2/KIKMAPmsZSiLstLFEhz/njQOY/FkTvtUfj+3IIdhwOFwwDAMWCwWuR8JvB8boAUWc4Cqcri6usKjR4/Qt32ihYk8Fs+c4hGno0+KsZ3Uo8Qju6bMAcWZAKrbBcEaRl1XWNUNFlWFunKwMY4yQWIXD0HU366q0A89dvsdyDcgV8EYC55wMvOcif6HhGfNjT+zzlVBeJMIFglZIuA0ioCgxN6rXdTgj54z9Rk8VZ5vQlPFE7CXgbPWQo1dvZdAymAvCdrSYpuw1fHlIVHbBs8AieqRdsK+71tGFxhYOJimBlYfAqqH2HVb3LQH9H2A9wCFaCcCEidNI24EgwJ8kLUxeMZ23+KMCCEQBgDdEHAwQMsW/fWAy4tzVHaN3i4R2CFQzoxgjOAWxspZqSw+RQ6OSIKoy0AgGslxCvMIYAS0jgYDBE0MB8yDjOnyyLrfFey8qLg4mYFh8Oj7DsMwpPQt+XbdFBpiIhMtY8QF5OrBFfaHA8KwHQffptGfrC1L35+kNPkaWQJJc5neI6+eEQ4EwBnJgtoYYNE0WDQ1Fq6CNQZmCImzGoYBgxeTiGXTwA+D+OZ5D4IBW4iqPEbem9rSZGgmA8Y6twp8Z0KDeH/8Lq1BJTRqahAgLjsW/TCgbTs0ixquqgAiSO6zHERegWkQJzzwaeW5JjSoLah2oL1iMDkebdcCfiBYx2BiDD7bJrCEoI+ytbDGHVt4lkHsrMV6uUa/3cFZSfYGt0RtHuDi5Q+BX/4Yej7D9fZNPB4G9EMPUAOC2E8ENvDkQMRohx4DGJ45TRR7i7Yn7KiSNhoLdV5rVg/x5GDBr7wGri9QL8+wrlYABzhzDReJjJ7cUmfk2NSDOyq1ciQ9FpEBhe9PwYLr4tONLF8X4kGhZQGMeCEzoMkTT3E0CWhMn+P1Fui6A/pewMXlcoGq0lS5Pl+X6qUUK0e0OhXW5+c43+3Q7tuceRJKANRmZfqatxDO9+kH5XQZlrLlbxLBA8MWYowhoLYGi6bB0hLqukZjLSoLOEsA25iilxHCAD/0MGSwWDoMgdFUNYJ18ADYB3DU9BAY3mc8xJg8lpr1Uo3qxK6I4vrP9lJyj1h+lwZ9pblCYDUaJLTdgABCs1zC1ZWEYw1C1Ix1IJcPIOGIPwCEJvgBPEgw7RAJTckoeu/hg5ecwQDSMqNCjo0knwBZMSGGNixEjr7rECBGTBuWoNutvcLjm60AskQYDi0MWdFoxXzYHMQr21oL9gMQA1IzM4a+RxtaVJXD4AcYYjhXp7zOuhicc2gWCxz2O6zXZ1AWXMUBX2xqVeEzjsM9JpGkICiyUMbXa11l8jgACeextkp5m1WjoQsdQMFKU+IERu0DsN8fsN/vQUQ4OzvDcrlAcfQicM4FpfcZYxJ2U1UVaLXCer3GTX2DvuvBPhxZ954CRBNXM9LcFLwOZQdNZ6JxoIpgDKh9i86RpWxA6JyVxH+WYGM8HgWBPYcRUR6NeeAi4BVFa1whsFPuU0K9ZiWHtkMwO2nXXMCrMoB8af6g9+8Ph2Sct1wsUdWC62HiSlL+nQt1Oleea0Jztt9jSWs4QxgqA0NBApMXC2VcQuQnY8AlQ9EgTQKQW5CoNW0A+h1WjcfV5QXIELzv0fsNrt+yqHiBQ7PErjMY+gY09EDXgWoDA4vKSrZi3wdc1g0G77FlCQkNS/DOYEDAdV/hcnkB099g6Pfouxbeb9DtD7jdtTi/2GN1NmB1znj44Areb2CMFYAlntqizgeoZItZvW/jiZvgTAgXVIg/zCVjnotRdTLE871re7zx1tsYYixmayyuLi5wdnYWcZM6Lli531pCYq2K09cYg+vrG3G9WC4lHQiJuJZsZ2fwpszuy39VVWG9XmO1WqJrW/RBw37kjZCwCwV2MV4XY1M2juMkti0mhmmto7mAJSqIphAA7wfpE0Eyl1YOq8rCEeAIMWN19E0yDOMNnKmwqC2qymGxWKB3VTS+4+Q1H6BGgiZlFi250GEYYkgSSWxojJE8ZQBEe2WP0iFLWNl8KJU2VAwJ/B44iFh6dQVjnIwWc8K8NPfTdIzvU55rQvP1X//1ePDwJewfP8KvP3ky+u2Ucdm4ZEFc/6E4Nfpuj2EY0CxqWFuDfMC2j+EM/Rb7jtEdDhJLJfreqB9ObWvAOYR9gy5mTpT1Hln8GGYxREC6qsQ7m4xgMX3fY7vdIqAC7AoX52dxzjNaQEQxXk1O9VFOvC4m5QZ0XEYnWzE+Y/xFMCBVtd7c3ODNN9/Efn+IJyfhdesSsVitVsk3qWka0VhUFYTIZFXo4XCAtdmzHhCAFIVrQhlqVU9z4SpyP4gIq9UKy+US+90e7D148Im4jE5eIhBH8/1Er+SASddAGBy1BK6czE9louGdMSl9jfecfK36vgcHD2uygZ72Q7Vh2hcOmlEU8JVDVdejcLMMwUJsJBQchFqVRFPxqMEHtF2Hm5sb3N7eiio6+iKpn5iq1adZTMs1AEi0SN97tG2Lhw+vRgA+KVCVVCzzhp1PK881ofmdr72CZrHAV64fgYdeHBxZcYVIgROOMV8oDoGoPQXTkKj7A7pDC7rdoGodKmdRL5ZYVEuwB/rdHkPHCL5PGQuN70ADQNRLShRmdD5E/6ooz0ZxhQBUFcHYAOMpagDkM8XA5wSG73v4rhNwunBmQyQyXKCWUXISMlQsJsLxyVOKjidtMULA0Hvs9zvc3mxxe7PFoe0i8GjQosdu16FyW1T1jbgNVBWqqsJqtZRAY02Fupbv6rqSsKrWRDEsyvcTLdWcyjYRjxJKIcJy0WC9XADeo4dwNTFJaNTSRzxOvZH1N6CoS8bbcoyzawwqJ5u9IoKzQmi0Xd5ITOC+70DMGAbO+Eh8UlQ0yfM4chcqqhlCiEnnNAOGgYYoMdH6j5One4agc9RIhIBh6LHbbfH40RMJ2h5NBGSsazSLBZbLJZq6hqtcPATFytcaC2Mku0TX9SkMRBky9FjTNlGk3JPIAM85oXnl4kyCSQ0dfN/HU1EFBQVejjdRVksqQ02RaQ8w1qKuK/Q90ItwjcGLyHXWLNDUF9HIziN0HhxjBJMBLAdYDqAQRItA4togi11FCdXQIKqbPULwYC8GfQ5izdvUZ8JGew/fDxJFEJmTVYFnFKOkWAsj9rZk7qYEZ0Z0Kjd3ezjg9voWm80OXTfAD9GokcQ3x/sBfTeA9oeE+xhDqOsq4k0NFssFlssFzs7WcurWOaTq0ZwUWMIUNwoIMFCjMU5Acr9egUPAnkWsYMUqinFRe70c6r3oLyFZHztj4VwUf61Fpesp4kfGGJAlVM6Cg8VgDUK0R/HewxOBlSjF+dBnl9IfA+AYj9cYC7I2HhqUNIejvnOQ1CZs4rzssdttsd1usdvtcTgckq2UAOYucZYa30iJUOkZz8xo2xYhhGSVXc6JMcWiCuF4/XwQOBpXVTi0LQ5tm+TWJCLgDokJmaUGRxVdDJtqjEHdVHBVAxM8rh48AMeT5PLBSwjmHJvNBmS8EDOWaDfGGDhLqCsDRwzLHoYITkFBn1OBlDiA914yQ3oPE8Sor64NLldrdP2Avg/R9FtCURhTZZUmAyoLqPg06l9ZEtcyBkDTtRGEFHBc1PF+GMSB9PYGh/0ezAEp4PiECxLpRzUkkBxMRNjuhHAvl0sMQ4/XXnutwHOKNhUn6LzFqQKo4pQY4qZfr9aiqQmMMEjmUO85JqTPdyp3MEpnonSoyOzprI0cTORkIG4DIQKixhrYykUOS3MjCTDeDz0cWLKVGoq4DsnBE/slHPYYELbOAtaJewUj2dEo5qVENwTpZ9/3eHJ9jcePH2Nzuxnl3lbi3Pd9nLvbxD1WkdtUhcNqtRLiYglVXWGxaIRzi2OiOFUqM8DvB4LQkDF4/OQJvvroEQ59h5SujKNPzNw9JYDFAOBBrGELA4bg4N2ZeGGfvQxTVXB1hWaxAJoFNjc7DMaA/RbwHUwYQNTDGYu13eCsXmPFe1ReHCl77NH5DQgNGA6GGS4YrFyD1UIWBFwNZ8XPx0ZX/POHH8bt7QZhu0WFDgsX4Ic2hyGAildINheUOznZqHlDj7ef/NUT1saF3oWoFTu0aPcHGBCayiJ4F62Oh7jo1Yu6KohEPgFVfJPTtcb6bAkbQ5H2/ViTQlEjM42jkzGpyBUibsY4BsvVMrkodIcd+g4gzyDyKC2cU2zbxPHlTWNIMAwBcQ0cCC4YmEG8930n9j4hukO4pYMhRjAMNh5sAnrfwyIAIcCShwsWFUniv6y1MZGoWbi6AYyFq5zYQ9ki3EXa0BnfoSgCBhj0/QG3t1tsNjv0EQwubZlKmyMgG0Yqfqhro2kaXF5e4uHDBzhbr7CoGnFLiKErKITIXY1F27J8ICyDle3ruiibG7GRKYWhU0U4ADnFhRsBAhlo4vrNZiNaKCJUTQ2z2cR0LsKKlqi+mvOvlyucnZ1hMRDCvsfh0N7Z7sb0WC4XWC1WaGphbzWc4zAM8rmu00LTReKjmAUCDOfNWfZNxiNvrlPnTql10nq6qNoGM1arFa6urkDWpbHe7/fYbXdo215i+R66qNYm0YoBYO6Tlmm5XOLi4gJ1XaPrOjBPg2hL3JYyXGi5eVJbC3BV2344tCBk9bJ1DsQhmidky14txmjWgTRaacym4or3HvDiq6Z998FjEZaSOC8SdAFxCxA4fhdYOBCr2ToRQAEpWJoxBlyAssplF5D8qE2ucug7UWmvV2sAwHK5QnvosNlsjqx0SzF0yi0Ow5BEqNVaQHVZX37kjEtxiE5pmD4QhMYzxGzbVlFOVuvS7M9SsuglpacowiB4EZF4g8YCC2pwttsBADoSzMa0GvOF0IWHML0B2S3OVz2YCdaKwRn3O6BndH2PofXYtwPaLqD3ggVZBqqhg6MtFm6Bc1vDBcLuqze4HaKalETk2tRLuMph8B2GivDk8W9h/UBitJAtnQQgogNFgzxkIC8EOrLc1PjBgQt2Ppa+92AWbcbhcAAzsmuAASrXICwrXJyvMPgrbPedhBJovWRgjJxO27ZouwMARtM0OD8/j4RGiZBPGrT0sjHUBSIgCo2BnNuvm1fmMorHlcxvtaxxcXWJNmaaYNWUqC8HdD1o1gtIvqv4q6Fs4EZJRQCQuIojBELfM3jw4FoAfDYEYslj3ZEA5AEOhg0qMvDR2dMmfEiAYg4E9kDNhMOhQ1U1whUaK4xbeSxM8LX9fgfmgJdeeoAPvfqycKCdEPzr6xscDoLX7PcHdF0LghWueTLX1lqs1gssljWapoJzcxktMLqPiCffpxX11PJ8ExofUrK4XMYq2vJvWZTQqOGZI0ZlgJoYFQ9x8ROsFZsQIoIPDI+AylqYqkIt0ApABm27R3/Yoj3sYfoBoe3Q9T36gdOEEItFaVM5LOoKi7oBs5iiozYwBNggXBBFq0zvBe/4zS//Oj5y9fUwtkrCjtjMjDdgNKYBgBGnU27qU+AvR7X64SDGdJWrCj8qyYulJ3eFCq5ZSt2BUsZIVcEe2p0A9cZIdLa6hjHZI7ok/qOwq5STyk1P9DzDE+IBweuWqxUWiyaGA2WotcL0sAEwcjPI9dDofRL9rI3AKVB5B1fXEVYqDzAlohrbSFoqBm+xzqgOY3DEeCSejvcBhrP6ODWjmCjlsLbbbRJFq5iOuK4bhBDQNI1EKYx7ou97DH0k/JEj6/uc2fPs7Bzn5+cprXEIPpkSTF1NtG/TsBPjPF2ny/NNaIYeh90e7eGQfIl0dqLeaaSUOyI4RDDwQBjgKSCQRSCG71sYa7GqDIgHGDYw1oANoao6NI3BdTcg9B0CEzo22By2aPcM5gGu70BDDx8COhaRzIJRGcbCBZw1HsvG4zzcgBGtT2N4R0OSKjVUwqHcWo/HXY/f/PKX8cqFw2//7b8dtVOWHUBi1UP6PKd5wswYTA33EDz67gDvBzSLBZq6ggK/ZBQLzNiOjcGQDCx4WY/q6rpz9H0HgGGdg3MWlLIhjp9PpAaFlAinlpFmClljkx+GBOJXdY16sUBrYrbMaAdClIOMm8m9SohUdJJWZM2Uiqx1TbDWSbaKxhUEOxIZo0GrpGof+1kqbdT+QAOswRrYOnNzU4BdsnVlvEsdUJumSTiOaK0IxjisVkuEsIDaLXkv5gl936ONRGbohfsJIeD8/CwRGT2sx+IWjsqRsecHQXQa2g77zQb73S6ZrZeqa9kXd6vjDA8AAx08jCc48ugOezRNjUsN/QmJvmddBXvWgqjD7e0efteiZ4tDDRyGDtt+AWZG3QdY74UIIQDksLCMxgYsbIe1C1hVwPn+bRgiLOBRgWEswTVxo9I5REaq8DgQHn31Tfyf/2mDq4ev4OHVSnxoYpmalWs/VWYvgcLSOnT0PgSEoUXX7mGdExV0LX4uIWj2yXLkGEyKtbCIdFEsMcagaWoMQyNiUtosSGx82XYAMSYxCneRcbvTnFIGr4kopsSNGyRyHtYZhBjj2JDeL88xGvuY8rPVyM5CAHEDpFi/BErGlbHX8DbH7VVzBVZOJYa5iM0SY0TVMMVO2kRoxKfI1hWY8sGo/SlxFe89drt9UlETsmOsjlW2/s2uG6EGgGW6znufuB7lJDVBoD5TXBw8NGhpimI4UTJ8YAhN3/fY7/cJDJ6CXsC82KRF4qJGU+zA8EMHdh1qEJpmgcurM4mTaj0CPDwzDsx4/PYj7PaEth3Qk0NwLEZQ1oiJPkdWWANrew+KgPEweOz3A5q6wX4nm7quCLYWgzbbSLtdc4a+9wiHgK4T58Pr62v8p//0f+H3/j9+F15+6QrOyvRpgjzlcsoel8Rmmihe/4Zo/NXt92BmNEUOKkvHieK1aEhNIOdmIlIbmMgtGJu4CsUqNdKcbpRhGGCQwfVyAavWyjmXnUmL9itHp5a/ddPInDkHMeYHEO9j5NAP8WZk8az8HmntKJicNj7NxB9O4pl8UKYyMzKMwXsYWFjrAWtggohNVV3BOgfPQpRG9k/x5aOrgfcDzs7OxW3D2dFcTg3ssuhJ8D7A+0FENGOSfY1aDDPL76V/G5nspkDR+lwBdxT9+kAQmrcfvYnN5gbD0ENP0rtKxgHiBAEIoUbfD+iNaDxuBuCmMrjhNXhj4axFHwZ0vkcIjN479P0KjzY9XH0GU1XotwHdIaDpAmzvZXNF46c6BAwYMBgxzOoG4Ml+wFvbHT5UnWFpFiDnYFcLmNUSvgaGvseuN7i+vcUbNwfsDgOYCLs98Cv/929gfXYOmAYvv/QABh2ss+h9NwryVRYlJlPNgb4fhgHb7Q77ww4PHz5E5WoouSoJUnk/ESFmDQGRTbI6kRraqU2OyvYaw1bud84lQuP1+EfeYKqSDSFEfyoj3sOkBnsD5HyIyfo4wPgBA/dYkIUzIsZy5JBi6wrZiSMgXQjYozx28QQnjm4eRoBcokRoBiIMzBhYsnGIuBbjGEcNmSES63AmkA04+BZoO3Bv0DnC1VqIqKtqGOtGTpJADtq+3W5RVRXOzs5G9jLlfIxxFQKiOG1icDAfBnAEjBjC9anhpLViVexDn8RINSHQw1g5K2ttIv4fCIzm//7VX8XNzU36PI36Py3TzabgY1VVGAYxrQ9GPGefPLlGdduDwBggObBdRdgftoLyowEfJN5wT2LKbQcBPrt+g6HIAmmtBUi9cMXo7LA/4PG2xb45wHQW/d7BVQ5tOKDrBrTBom0HbIOFZ7FTsUY0DP/jf/x3CYBFvwOX581sX8sTTtXM+r1+p/46h4NoKFRe9yGMTveSyIw8pNNJikQARkZ4xf1HeBAwqpMn8ZNMFFeYOWm+1NdJTloloJGweY+h7/Dk8WOs4+mrcggzw/OYaBYSDRJoW5T0mfJ71nunXCGQCCbF5yjWw0SwsT5rDKq6gqsqmGjEWLlKnHuDJAXUuYmjEM0HDmBmnJ2dFRhKXstKZKbchiKVqn5X6+DUR4wDpllrYZ3OiRDf0nOciFLCQCU6h8MB9ynPNaF5+9ETEStgYElsOEKcAA4S/0OtZdTC0RJFGVxQ/2AEnxCbNwKY0NkKAznwENlpIoAYPAT4FhJ7uI45cHyAD0MUNZ6g67aCN2iYCTDImBRcOgTJkEnGYkcNOlj4nvAkRG/yIHYsQI0QAE8MMmKRW9UVfAjY7zv81m+9jqaq8Lt+x8dBSxvPLrUziSEh4ziVoLGy5zle7x5tK5quytUYhgCirsBFMk6ihNxoKAzvo1hiYYxwMcBxVDe5Pwt1yq6XpTSgU07DOZvqkLYHcKw/sGYLiC8/IHQdLOKiJhGc1CM8eUaHzOEkJUHsoyOKgHxcI0YM5JQ/0ev7yEm1kEybgcTHybOsK0RRLsLbGglIXCgIsJWFbRrYRRMBdfGNYi4JdTa0U2JbVRVKQq4cY0xeBtVYcSi1kEokokc9BFsSMSpGBgSQ/VQykeG4f8CcMkxYQ9F3T9qQAqw9pTzXhKbvOgDx9IoOcclAKxIQPa0S1TaUMAOhCACI4ayDc2JA1UKIwQEayDxqQ4KoqI2rAcsI7IWthvxm0MWYvA6GxDMbukzVcxYARYtajxowFvsA9CDAMzg49D3DkKRSIeMBdKJathLvBr7H7e0Gv/mbX8HFaoGPf/zjINldIAhRA0RLJCpwToRGl4iqobuuhfdDNE13ceGWqvPMKY68opkkt5QRbZnYMelrisFPtCkRE0kndwQ0xjiDzhlFLlDtvnkkOnAUnfwgWkBrSIKzQ8/zFNwgPlvqNMRxfjKRsyZ6yhXYTKmH0v0VAPjAaH0vaiVr4VniFZEGnULeu0qkwUDnBxjvUVsDW1WZS4r4TumxLriMTzgVkDG3SOKkrTwWo4RITP2SSu4HaQ+kvTApqrnSyZG3OUiu/p5SJz+lPNeEBpFFZgM9NgTRNxoFTixEU1hERAe2uBChhICii78T9L/3A1TTpOIOELUeFqgrB28kMRwTwTgnKL418mwIt5Oj1cV7jeYrUtA2pLZoqFFJgeGjRgcgCjBGFq9NoqFD33s8fnKD3/jyl/Gxj308ZQIgUmKrltIZ1BuJlZzVpaoaznY3MTYM6yIbE4oQhEAHRGzFhMT5JbOCUkRN/+vmFoJBoLTZpUkFgK8EEkiuFpr3CHFDAyzm/cMA7geEtoeDmCJE6oTAuR0MFlVyImr65PE8lWITcwSLI8MQWIKNBTD6YQBZIbQ+eAzeg6K7QeAiYLqJ6yLeHwBY5wQEjkHkiewIbBWvarV4z64EQZhIGXvighjqllBwe4zXTOdwRCAodTbNd/CyBhJfWq4fzlzTBwIMBjmADAgBbEpnOQaTBbMVz+poKSycjolqO4piFqCTEoYBAGNVqFjJjuVxGMDzPufdjhva2gpAFa+VwFREBJMmJyAMDJCBdaIlMhhALBbOHnKKWGLY2sBQCzBgTUBlRTtmqJYg6BC3f2MI19dbtJ3Husp5xkcEg8W8HyGf7RyEFd5tblAvFlisNHZMLMrFRY5IAURZjAYSDlX65SmAzXAENBvjhPBk9hGA2AvJdORwGVo1GZswDg4BHFWwzsZ4KtGXKPgAEzkHHsQ2ZDgM8B3HtotYYVGKj5mjS6/IRaQ2I64RQhJF2Uj+An0xgB5iuMnWIhCh9wGd9yKOaECpSGiE24ZEJbQGi9UKZxfnWJ6vYBuXuDPZ+DZxP4cY7U7j+iRtUBpTjmsvY2YqsgrHkudolO2zPABVlGTKHuyk2JeXqH9R9JxiWNYYUAA6PzZXOFWea0KTWfkxVc0s31g9WVyBzJrrPc/+/FOq82RjMWrP5JqZdkve8DF2MQwefdtC7KnE+pPhwCD4IAHYN5sNVqsLOemSWJEdKLPleJa9v/zl38RytSwCVI16dtQ2INptBMVixqVUgSvXRlE1XopeCvLqczR7QPo+RA4sbqCu6+DhE7ibgMp43W6zgR8GkPdIaAFFDsgYUBK74lyM5iP3M4Qo3h71LBdmyTPFJBzHfr+HcQ7GuejDxTAhRM4oWzXrpi/HIucR07HLYPowDHj8+DHqepHmR79PRb2HZ9o4LSJuZfA452mSuQw6FJE4AxC3FhW1CaO55Ri18AOj3jasupEx+zhzZaTyd6Wx4HtRm1PEZe66UhRQ4keQmDOlYVq+KbaEGR42suoNglnALCJLXVUgvwPYCzzgCD7sMQxr8RRGflaU4KD5gjwHtN2AJ48fwy2XaNZnsNGRcVSUo8HYskTVnfJ+fIv3XGwsQGiJRKPLqljxYUriCCwIUZtEwi2Bg+AkDJihx36zS3iGo2gry4zhcAD6Dq49wAQFYNWmJorJ2g8yEqoSDBNUQtCzWiy3wVEcizifpmXRKABDejHawDj0PXpA4iANPQLF+ooxSOmPLcEuapxdXaJuarGdsVYHOg06s0ffD7i9vQUR4+xsjSp68+u60GRvGFlpj9MJ5QNF6lVMLM8jJ06GEGP0JGhMCQpHApNmPP6vfoRSr6s+ADGDgVL+ny989NvxtYkQJNF8/pr7fHeyncWCGn++864MZJKJMXd6VBTEjd/I6bTf77Hf7ZP6MvWHlYMQnIAHCddonQPFKHc0C+YVozo9zQpNjxCNY+Ks1xujjpFZLT7mniTq4NTcIOiGYUbXdtjvtwCAxkn2R+ccuI9+O0MPVSfrbWWPFDOaroQIuUS8JuS4K/EUz6Ea9OsQtVxiQLnb7YBIBELcfCXYno5Aky2WL68usVhI5kpXyzy13T56ymfQu+u6FBo1zUXiyiMXViygbCR5bCtVqvSnxVBh4Yxp6p2IcRbPStrELHcmxcPTynNOaO7YreW4FpwCcEwg7sv+vVvlFMt5zGFFLRcAgyCYTgBgBuE32GDwjNvNDtbeRGvPKjk/GsMSiAsABo+uG9APAa5qYJ1ufp6chpmbmW9Xvmoqfuq1KgaJSGBHhpJ6OsvfiPcU99tIzLrDAftHb2N7ew2/2wJg+KpCiGFBLQD2PqbLQcGFFeM3aW0e8uPfkp4qcgEpB5aRG9X5cYjZQa11qJZLMAH94NGFAQhDsrExzsG5ClVdoVmusD6/QN1IChMRoURIMeSSX5QCwMyEplkmAqLaOOGC4qYv1rSG3ZhmgSixm+maI6IjQlPeIwNmEqER+6GIgRWpkOcO5bnyfBMaFpDvro0gLOQ4XcR0k//PJjSnStkOEx0Q1RrEgFGZIYoGEZti+eV2s8PgCctlB2sdjLGRu5FYME3lELzHMPQIDNR1hbrOgarTc0ntZ8fBp7SMFzEwcVFM1+imEKtTN+FYSm7HSMgETi6hUqP3OOx2ePutN9C2LdzQCedAAR4e8D1I3S8Uj0n/RRB3VhwEyk3FEUexaezVIhYpWDooAtPR58sPHq5psFqt0Zyt4cE4tC36PdJhLw1z0kZbwdUNbFWj9x6hA6wNqKz6j1lYq5xMj67rUVUN6nqR1kRpmDcyHlQNUWFUV86TEvVpSNSE05A5sXdU5KSR6BR3U+KzEQWv+5TnmtBIp0ssRH+h9Pu03GUy/Syi0FPbdoKYzRG6uRLC+JQhRIyDcu+MMVitVjgcWrStyvYSZsE6i7pyODs7wzommreW4FwJxmZxRXaiBr7O7Sgj50+LnrhTPGrM0Zijha/jQfF60NgWRGPa7GJcIBcJlzWC54ALa2cVdUYAdvG3EKdmh101UcyRu0MUgyL4Hd0ryqRsA0tAsGa9whAChhDgN7toJCct6boOfdeB9nv0g8fh0GLfrcUp0jnUVcxYsKhQV1XUMnXouh5XVw9TEDAdKwWQjYnjmLCgse1N7FIkmGM8TeeaSMw8xtvjNJc/hR+UAw7h6etYy3NNaHIRkJJZKWx5at2/3JezeRpBmooip4tgGClgCQDNBiTxUuJvrL5Aau8heZA5AD44kHFw0aoYJPYVvhcDsrZ/gt2+wmq5xMXFOS7XFxK5jw9QWxKV/TPbPHY5KPscNbeTccj3K5HRiPymzNyAAogEUMaeYc6OoYBoYupqgb7vYEkMMsPA8EE0UAqmxyfP6V9ShkUAQBARtFDUQ/H/7F2eg4EprfVBwn34ADCLvRFVFldXF2gNod1tcbvd4tGTxyJikKRRUUfXru2wagPOzgLeePta+mYsaifjs1pLyhpnDeqqwvnZFSrXYOgDGL7QrEqDxVl1vLbLdT8mLmMPfbWxITKRG0bUIuaSuaK4jllGixkFdpbH7r5n8/8mhEbL/xwRaGzB+h49A6oCn4ZnkKIbWYHDvtMsBDaZhStXsWgk79KiWRQLycRFh4LYxCyIQc6waRza0k5Dx0EdKFVlqvmaNK+Q94Jv3EXER6en4hHRsNL7ANtU6becGjeHKTWJIOYNmeotgMt7jXuh0i3FSv1b1zWa1QKLxQJtTOvrYwrbEMS2Rvtf1qlWviEE9Nyj5RZEwNuPWjRNjQeXl3jllZexXC7TPT74afNynWV7J22c4jFPG/uSGy0PD9VWMSumo8AQgWPb7ju09xOwnqH8zb/5N49kym/6pm9Kvx8OB/zFv/gX8dJLL+Hs7Ayf+tSn8MYbb7zj53EE0vJgzvQ8+jClVyheynxMr3nKiwPueEns4vIFZPBT/hpISMthcq1OvEfgAUySzoVL+xoCxCgwYLVeIrCXuMXWpJOImcHeo6kqrFcLnK2WWDQVKGbmVASLmCRcJUf3Bdi0cYU7UZzFQNXTpGljjBU7EitclbUVrGvgqgUAh8GLxXMAxXgr8oKx8iJCAMNz4VIQ7W+qusHq/By2qjF4EV08s3hLx4wHHAQ/CSHETTzIBERgVs3sxAN7JugksbwQAPaCy0TClDZfanUAmQDnJHZvYLGnWSwXOLs4x2K1RL1oYAwweNGU7fZbCW4ebW4ksLsfcXSVq3B1+RCvfOhDuHr4ALZyYAoxLEnUdEXVt5oXCAGlwoowz196sYm/K7GVV+LkQkDw2fVBCYr3ir3E3muAdzLj+inmo3pKxAQt7wlH83t+z+/Bv/pX/yo/pPAY/ct/+S/jX/yLf4F//s//OS4vL/HpT38af/pP/2n8m3/zb579QYl3G1N0YIwbHKu4URixJTkAd2qxnq1hR3U9HaOZXI9sE0KQBaFZFo0lWOewPlvjwx9+LXn4Tj1tnSGcna2xXCxivBw7fn5qJqV/wJSTyZHcaDRG2gchnOJoaRNBCpGbyAaVlDQYo55GrKacK2MsmsUCl5dXGPoBvN1I36RReTxHB0x8b7IaIAtFSQJIzS5/KdEdpHYUIgcUCxG7mG7o0Swa1E0N19RYrFZYnkm+r0NMxjYMGtS8Aw/icV7XdfTLyiEz1+sFLmJqYeWCGIV5P42aVfQ9j79yGoGnh1GeIUCBc0r9yUQm18sJKyvBZXN0flPitt9HQuOcw2uvvXb0/fX1Nf7hP/yH+Nmf/Vn8kT/yRwAA/+gf/SN88zd/M37xF38Rf+AP/IF34em6e+7AaHh6OY1ow7NooZ5VhMqbPBuM0Wjv6haJfwML7hJ/o8gZVHWN84sLvPrah1JWgr7vY8S5qFkgYL2SiP3O2miFCzCLJmsqk5Wsc15I0/6VuAynzaC5kVQWK+n4dLiPSnFYCMNjUTcNzPkFeh+w817ySoGFMyKx8YguV0VSOIoc0fhhz65VLK/XCF7CCRoDCfptzrFcNjDOgYzBg5ijfN92yYes6yQwW38IOBwOWKyWcijsD+jbHmSB1XqJ1dkSdVOluVH2oxRpS6xGc0rpephqm8aHGaf+UMzykTG1osfx+tIlIuN003VSAsvvYzyaX/7lX8ZHPvIRLBYLfMd3fAc+//nP42Mf+xi+9KUvoe97fPKTn0zXftM3fRM+9rGP4Ytf/OJJQqPBlbWUMWiOi3b82H2do/GBnKC6z8wcA3LvMq+NuesGjE/Q8U8QD9Fx/Uzq7R19mciAXBX9lBo0yxovPbwSg75+gO+HFJWtdk5CY8TATSH6phDlINRTIy9diNlUPXOI+SSUQSMiBMSAwtYCZMFHhnyx7kkUfZohBBwdQWEt3GKF8wcWoe1x8EDwQ5J2TRjAACxELLIR6EyHRXrslNuNz6bsPZ65qfG4FzXFNMVAzHkM5wyqZQ1TOQAS5sF7wNkKF+saNgbp8t6j7xi73Q7GWewPB2w2W2zjwXD+YIXlWQ3jAMTQqFrsJBfVcR/G/ZmaEZSESf2kxtlBx/3VawSU1/nP866/l9pEY94nQvOJT3wCP/MzP4Pf/bt/N77yla/gc5/7HP7gH/yD+M//+T/j9ddfR13XuLq6Gt3z6quv4vXXXz9Z5+c//3l87nOfO/r+WK1d/jZXE6ffkpdx4nzo6KZ3Yl9Depq/g3vLNup7ju3QhSPikUFd11iuVmnxVNFIj40FqjqdTHVdAyyset93AGX/MGXftd1TeVvrOCZCGUwGAEMxhEUp1hR1ADg6FctClE3+VYzSBb1cLlG9/DKstdjdXKPb78AhwFE82ePBwhrXOaVtEWI6x6UqhlWaEGRRLI56QRQTEBqJ7tn6LKWfLeu11sAYSTPbdT36XuyeKreUNW8NLq+uoLGV2/Yglt5VBUtjYlG2ExwdYY+slceGeOU6GROU49xfp+Zheh9wbBKi2kFVq9+nvOuE5ru/+7vT+9/7e38vPvGJT+DjH/84/tk/+2cJUX/W8tnPfhaf+cxn0uebmxt89KMfRcpjO8uO3MGmpJNOxBca/yB3v0NCwRFTeedwjz43eoaDIF69BhoRjRFgHaGuXc4VxB6GOEXXtrAgtskr2CTRRu0tQuJ6NGqacjCrSMB04RGROBBGcPhILtdrZ4jVfccsiYwc4VfDQB0xI3uB89UC9myFzePHuL25QWhbSV3DThS7JLiGIYtM07gQUfNmDAn0LY/0CZ+ZmImIQYHAgdDuWtRuhQqEQNkhkQgx/IdsPMkvbmOYUQDcgwdI/JoowqwWFsZUI6dTxdlCCOJHpcchI8WmkbkJKeRJSUhKYl+u4akIPHcY6HXK6eprDh7QtvbD/yLe21dXV/hdv+t34Vd+5Vfwx/7YH0PXdXjy5MmIq3njjTdmMR0tmlHvuDx9NyuAqTYj0/tnLTDeMTdyuowAWHl0at8YZE0/jO4riWGIqkXJEy0WuMH3SPY78R5nbKqKlLgmAzpOXsFT9ai+H4Yhfde2bTzFjZzcUWNEuXIA47Chx9zQfBHOYAKsFO8MERaLBRbW4myxwGq5RPv4Mbqug/U+Mh9CPIZhSO3S6HAke/vU04unjbEibVtZyk1pjEmpUgKHgqhHVTtTImghxkVSDlXFGSUe0/EwxkSxLHJZXHJiMeZNyFa+JReobdYgWeWB8az4oz6vHId3YtrxnhOazWaDX/3VX8Wf/bN/Ft/2bd+GqqrwhS98AZ/61KcAAP/9v/93/Pqv/zq+4zu+45nr1sBRQPbYBXSpqA+MbISjoZksbC42ul7NhVFYpg+FdWv6TouGUAjKg5cPlJMPCYoreK7iOUpg4OP10jfDIq74MKCuLFZNg+WiGUUMlE2PmF0xig6I9jgkz9TGHseXzeUUi65R+ZjlGuOiuJY4GZoFn7LmaVwER1GNhm5wPRhCmhMyDjAEZx2WVQ3TLHBoVthuNzBth6Hr4Icexg+xKi9jq9wly1zKmPvczGgJXIbpVCBbJaccemLcAyKChWJSjEEzaho1QjRpHUkALo5gb+QUorWx94MEZytxFY7L1qp18JhLKe2ZFFsps13MEYKTmSxIw6pmQpuNKMsDiKF+a+UzvH+fRKe/8lf+Cr7ne74HH//4x/Fbv/Vb+LEf+zFYa/H93//9uLy8xA/90A/hM5/5DB4+fIiLiwv8yI/8CL7jO77jnWmcCrnemCL4OIByWYwNzvSOKcegi01YZXlXsJR3vtOS47RONxYhjJ4l82oTNnB02lAmPjFMFwwCAgc01QLr5RKrxUL2ZQrgFfvK+ZlaSV5kxz4x+uyjPEqU7XrUKxzIEfZMFOVmQbJ7FZ2Hst/6bJNgrhCJZDARt6lrVK6BXa2BQ4t2v5ewEa2o+K2PucB93ECK00CFZUW/AJWzxiGMC1V/AmIpHgJ5TCScBYHJIKSgug5JIwN1kRgiwSpClxoV4caiiazDGJ1PAe4TY8ecRRjFTab5t2UsM6Bbilb5sxKS8QGl3wuep5+zeCUA8ftEaL785S/j+7//+/H222/jlVdewXd+53fiF3/xF/HKK68AAP7u3/27MMbgU5/6FNq2xXd913fhH/yDf/COnqWAnCGJGBcKwKy0W9HkZ2NFgoa5jAF+SDxVBSg2Ma2pFXaX4/cEiKFdrnuqSiwnrtxEgRVwVMKCGIxcNR9IdQJIbLbau2q9xhAWC8nL09R14jRMjD2jqV6lh4rLaPPGoOHoeSPiEn12Ck5psVjE32PoB5NjNIOyJop07CkDwGlTz7Htc5z8iNhwGsrAwpUYMqiaBudVBbse4Psew+GAfivJBKm3aLsW6IdkYs/RREB9lhL/SiLinNrPyQQhjidAYB8w9D3MMMASAUUITka2V9HPeY0IGZHQpHJ9TkcbEgGbao90zvQwkO/GXKdyNboelOiUGsOSEylF3CRWx/dzIu/YxiZrJO9biN8LQOI9Ljc3N7i8vMT/85t/+0j9NncSl9RaN0l5DSCDaK1Np4NS6xBy/mqtz4NHbGq+NoiqtWBv1QqUOcfnDd4jeHnO1cMH0d6iS3Uyj1WT0vb4NjDW6zVeffUVvPTSS7i8vMBytZBnU7Z9KIuGgtDTs9zYU3Z6eqLNsdrG5IyUIBdFJ5OqHYkARZldZmp1KjUf/w7d6JkrAWIMlKSR8bDGxMDiAV3bgmLS+2F/QLs/SCaBrpPvrq9hiVAZAweDyjk4ZgTvoz2OeJIP8XmeIhdkDIICsW4lmr4PPUS1WqJZLnB+dZnAdV1PGReRyoZQ5ohX48ox8DpXyvWcCQ+AGfKoa7GME12uw+kzUgCuOIPD0KXvcwzjqQbLRYtxg67r8bf/3v8H19fXuLi4mG0/8Jz7Ov2O3/HbR16uWsqJEeKheYVt2lw5UHg4ukdZw77PJ4IxwvGEyXP05b0HBQH2lNPShVeeMF3b4bDfo+97nF2cJ38leY5kuiw1PtaqT5JolwQYl5xAq9USrrLoum4W1C7baC0lQpOJ2jFBGbPTxyWfbJSyGQY1agOe+aT7Wot67ws3C8m/7Sqcn5+DfEDoB3Rti+FwwJMnT+CdQ9+2gA+wcSxcbDe4FGXG/Q8hSNwYAOxbOOfQ73awQfCgs8uLdJ3OecosgTzW2cv62Jmx5DjKuD26NstQnszHROaY60FK+FY+e/6lbhx+cgBlTeJ9Vdlz5bkmNMtljbpyaaDKBS4JuaJDn8+ZFI1uJE2TEm/xGEQ2NhpLheCsLQY3LhSVRJJ4IqeBswTDGkTbxwXLMBWBYcEsCdeDD7CWsVgscbFeyiJYLxJQm6aSKLHrJpr4W2NgnYOzkowMfpB4ukV75NasotTARsxRrio8lNUAS+/JRCKHEyhL5gjH7LxH5g6V0M6pRZ9VW0FRBAkj73YxjhMDVwJYQp4yCH2cJza5Lagd2NVwyxXWiyXw4GV0bQcEDwSPzWaD3e1W0uV49XdiCYQOpDxNDoCN4q8hgjMGXQDggwS1D3KvjcPD3mMIHl7iOmQ7oiDchY/iiYow4ozq0nVyuIyjD5YqbOVopqJvOS9TjeJUpZ25nlC8hiT6ApLULgyqVrcjIqb13qc814RG7TZkgHKg63RSM0lUMACw9mhQZDPED0EHHJFoyWabimaEkn0tAGfExaH1RrxC2U/ve/SdLN7FUrypq8h+jmTn6eYGwbBJ10nAovy7VevddLKH0ck1AniZwcEfjcMUCyifPi55HBQbTFqSYiGP8j89I3EZPe2IWEXSGwe6FLwKYEpIBEdIlSCaAgLq5RLkGjQrCSRGHLBYr7FzoioPhxah7yU3l3IMvhgP5kj2CRbRbih6q/edBOeqnIONhmzZJsZHZ0XpUyg2f/ouckJjTuZYO5jnJ3O6U27oLiIz5WKFu40jGQHs8TUE1dCqWKiSwZw0cao814SmXGgKXBpSrDfnDKLo38FR7cyRBSaor44QKQ6AH3zKgBhCBtFUZg0IT7Gy5PQMIkqxZ8XJTk6Guq7RNE1MlRpPO90n6W38gkWLRCbaehUZBe/awnObvtQa6N85TKVcO+U+54KwKNeDOI5z3MvTiQyfeF/WMf5J57m8Zr6KqcrawDjxzRFiLelyTNPAkEF7aOEPBwxth75rwX0UZ4cBg/dg72P0fwb7ADKSx8kFzfh5SKE7VPRQjiWMVVrRBimP0VSs0u+IsrhyTDSye0gZKnUOcysJz+ggJg2apUC1jFNBs+M40qgOLvIXDzNarrnyXBMaS/JStWPWciCtRk5AYvSCJtX8sLIfABiVNUAvrvl9P6BtW+x3YgSngZzqpgZTSEHAjwytFLrkkAJXKRCs0eKEyNQwRgzqVIwriYBqQoByUbAEJFe8xkifUr4fk3fZSZyEOeWpmoLnY45m3hYjtSsmq1MrOFPEkJ2951SJ85LYo0lRXGwaAFtFyuPvxu80ggKBMqdoAjzptjKAc6gePgQNA9APGLoO7eGAbruRjRk5HX9ogb6Xg2iQ2MDtocVg5WRgTfIXT/q08U20tynGJ2kTT3KSiN+FKMll7lS5HyAghMzlTgHokqCcHH4qNbLKEU85qNy2bOKQbXjatrvzGVqea0KTxRmgNP0cs+0Guud8ND2fToTiFQAShd9sNtjcHrDdbpP1Zl3XMBXh/Pw8ufUrwbHWwvvI+gYNLWDgY/7kvu+xWq2wXC5R124UDEqJR9mntG0oiz6aTmV0ekUWqNQ4ley09k85m6nL0TxXk59fst2KmaSxpby1dbFPxZ05rOa+ZbRRRlWoXQcmbR5fc+rTSBgjgqsquKqCqTy4abBaLjEsF7J5e5m/YX+APxzQdh38voO1Fp3LAcVNbVPmSYoc03xLkPymStB1fpwyYSnXag7yle+dy4AwVVaU9ch6PRajU5tPHBryytrbpqln75+W55rQpDLlryEqUDZyKkxFhuJG+RcB4BACDujQDwc8enyLYQC6gSHxlAIO+z0CBbz91VtJmRFfVVWhrmssavm7Xq6wWi4BNth1GwzDgLOzlRCq0rAwikJznAWUhkQ5PW/xQnyKMlUpap3a1InD4XnNwXihnxaDFKIu5ZfS4vhrwWTuWxJWeVTKdWAEh4lfK0cTSAyOytYr88+1AwcLrh1oFTdQABwz6sEDXY+m7dC1QmjIt9jud+iHHmwqMFmQa1LgdEDELH2vigOkg6T0hD/e3CUGI5+pEIXzITIVkebmoORyFQ/Sw0gZfHm+K8JQjMVUQDHHMuHd7EQcleea0ORJ4NGIMEejqCh+qG+QoXH4Ag4ME828dfC7aG8hHE/kAqxN8VbY5GhwObiRqDu3JBOxWiywWq6wWCxAFWO5XGK9Xo84DRFD/Exfxpu1JDzFn7hW5y1HE7A8BWXvuypm6polNGmBz9tovBvlHbRY/k/tRnn4x6aPB00RCsR1AzYJ1FdlgHMEF7NLNHUDYwwas0KzXGB/2MPDQyPOlWNlLaXsnpTiCpX9GuMzpfbOFgoMXR9llk8VradZDqbEpxwPLWNul0dLo/SduuvguB8OJ+W5JjSlfMojd4G8KxOACUB02VlOJmJwIBBZdMMB290eNzcb3Dy5Rd95BO8TpEgEWGcxRHUkq1sTC8YQPAMk4SR3CPA8YAgdLi7WqJ0Fgo+J3mOu8KDgrhILOe00I4EGKCLSTZA6NxGL4tdRXS/tKSZfZaWpd3Is8wtRx7LcoUqs4j3MyYxeEqnG38DgINqwUiuVnne0xY4/lYQSyFIxM6fLNF6KmPDETVXGu4l0MPYuzaOJjo5q0SycRiQMUUlgAFCR04giR9QbBlsLOAs2BMuMpZP8ToGjkiDG4yn7O9qKI/N+aZts9GyBroRP8UWKXNh4mLIzhSocxJxDIhEaa9LsESnHGd0bos0QRc2JISvYXXx+Tn2sY6swQ7ZNU06cT3DI0/JcE5oRReXx5Oo7Ut4ZsjjTvfp/tFXoB48+qu+cq1FXjI4PIABDNMqSnM+5Bqm65KSE+vgwwAcDJkZdVXCl9SUHsPLxI1wptz7VT9OtPtfv8ohUIloQj0Ron85xHKuleebp5eNKlj/bdnCSEMrnR06zqC9efq+iHEZ5Y6ovNpNL04Oi7YlYTx5a/q9PESfMbMOUxiI+hpnBNlYaWGybYvZNxUJoxDlzIeoWPU8nVSSIcQyV+MUhLHCRaEFcEmSoCj/3TQHocoyPSHvihrWHQl5H2q/AxfxSxDBzn/Kcf0AITfn3FJs4vT4tAhKuyMeYLESE9XqN5fIsRkG7lTiwh1ai8TsD8rIAp/YuWqFyWZVzWC2XWC6XUa4dP3+sIldfqmyzk8HbzIVN+5UXaKyF5/s+JTBzn0vgULlEFJhHBiHlwUpkrbUYuizTT0Wodw2zUQJxB7G8/7PGfYt3Y066nBNnlfznQyye7ii9p5UMIOEZSkTAnAN9xXrzmCOH30jtMiOwHQBKvyMUBPFZxJmsoULUcKnmjJAydHL2DxuvtbvdJqbluSc0s3jGiWtL/4+MwA94cv22BI92LtlCnK0cjBFfpO1uj22MYl/tJAd22/s0AUCUqcnBOYumtjhbLXFxtkazqGCMhH4EVCYet5V5TDRKginqXbV6nvI3ebOoQ+no3nssgrlryjgmWjSaWsqGQOO2HPnSPD2g2/0LqxwkXICy8WljQTmOuzRcyj0m6LcgzCZdo2IsFcT9qE6OnVMGBOkjSA8QFS/VCAoQcQVRxGMd47Fty1jUMpHIZLucvEaQxsCYZ9/Gx0TJADHsio6vElNjOI3T1CD0vuW5JjTAaa5m7hrNvZMDBwVsNhuxkYkERgmSBtqqqgrr83NJKUKEvvOSRXHfYbPdYrvdJvU1+w5XV1e4OF9hvRJupqrU+heJWMydEKfwE46svHJBd/WzFH1Ku4u5e8pxm55Uc9+PQ3KOWeiSQL5XoPD7UZ7GGQN3r7f4CYysjFCOpqRQRGML4FCIJsCY8GdlQrYMLgn+EdA9Oby0PNUfrYS7CoKk76dpeJ9W/rchNADu1XEiSqbTXdelzbtaLWCdA5CDEQ0pNmqAseJsZomwaBa4vFghhAsEH5ItxWa7EctQQ7AG8EOHDgMq50DOioVoXGfGWpCNScfYH7HsacMjy+rTxTLVNpR9vO8COHXtVAw9NbbT5z5NTLtPmXv23GdAOACmjP1Mn6YtLs0c5kTs7BMmp3lABOsnINI7Gle9RUNUkBgLSpsyVqNcSvnIksioFkpwIC6ITr5+jtCX9jOlImF6z3j+yrWFODZlTipKDr/3Kc89oSnLXSe3fq+Dqersvu/x8ssvw7nonR08jCF4RlRtxnuj965azTprQVSl+r33WEYjL0B8itRzvO/7VK/K3MycoiqVosBRPB2546gfJXA3PW1Oyepzp92cX9LcfaXPVMYg7iYkz3Li3afMErKoNdK/Jf4xwySebJ+8V4kwE61p66dteHr/eDROeSwZ3muMHUAzcDIzAnLGglIcVtsXxCYSqcicn3aKU5lynXO/nebgMnZVtkf7d5/yXBOad7qImTmCvAes1ivJqYPIIRhZcIY0F3SIydA4rTzxTeJ4qsR2EGGxqPUB0Tt2wDAowFtOdMyd4xT0Ra5n2rc4jxon5y4M5mmEpuz/9PNdxGa2nnjaJ8LK/2uITpz+K76bEJRjUTGLgkfjlqf9JCG+61llIcqHhs4fF1qFfD2l15RbKRuWOY3jeEzl9Rnw1fnJ7zMgPLas55K6FN9P+/qBAINBxye9fD0PhOq1IYTEZVxdXUCXkiGKSekNYAFfeOEm5zYlNCJJQ9cpR+BPrHgNLIuxlklR9EIxybmtGh1PQc6SzZUH5lN1joDMEZbpNXNjUbLLp+4rxyzXIy8TqeN08WopI7i90/I0sWyuTEnAqdN7LCpkQqPPStdPwd57iObT56VxTXMpArExBiA7EkcYnEOkYh4fkXpFFEzS2YxIpP1TQqOlBHRlGscZFOS9AWPs+jAVPT9wYPBT8QRlDiJX0rYtuq7Dyy+/UsjMUL4Zir6XUffEMI1TqtcEtsg78YciQvBhtNjHp1QOquWqCv3gYa1Jlst6rfqlSN4i9XEa91n/ZnFsQnBGjShOs2QEN7b+NMntXbsnhl3WxLhzsf/ARC4viMwcQPhu8TZzi7vk8p5GiI65GP2bNyEzxn2bq6d4n9fMzFVp2tXVNmM+yr0aa2AnB4yITpzWqjEmZwFlpLpkzZRrS8o0XMQ0hUvJdU5jy0gb42drYhywbHms+NDcmD6tPPeE5uklU+IQPG5vb0FEOL9Yw1WlkZ8SCBFtdAx1ExoTfUCi2//YcApwhaVuCF7EL2NQ165waNPsfuJl2zQGQBXvG7PcwnGFmIw9a8l0kYiflRgC5rUyBhLLvikQnYhJjLwW80xGzyD9MRLuzH4JmQyS2B7GZUO5dEs2GzDGYOAAp5qREzNDwNdMiEoi805E6TIDgGJPs9ehCHqm353oGxe/z30/tlKQWDlirStjbaKWyg+RsJehNPUuUxrLiWjO7NH3MfxXQWSSTdYk9lHZMIrxmFUVzzMq7LvEwqeV55rQ3CWTTjkJANjv98kBsmmao6BQc/Vn+VUmKofBBJRDyUXBu5AWwVREITJwroqxbfLm1OeVkfFC9DY3k400x56nCG6MaKcxXmyA4E5lCANmTnF2iGgUdrTs/+yiIsoaGeYjT+CRCHgXtnHPBTvlaEoxuAx3OfeMafunISlL48mSWJYl1Tut/hSlictuhKr40pn2GLhVTpRgEnHQSHj6e3oZFHXl8S1jXCtEUBKZKbFhZgl9EQ9DTJ41bV+5np6FsD/XhGZapqKTypUhBLRti2EYsFgsUFXV2PmNCAThDuY3dAbn8po0M6y2bkx5P7doy7APzjhZiU60D8Pg0fc+Lp4YbCuGHMjeshzbWb4PKXhR4mqU0DDA0b+HScyyqsrCWpOIg4og00Ds2s4yc2FI7LPkWSqv17ErT9L7pGL9WsuU+Oj7ObBySkj1/ilBvZPYnPh8V/u44ApLVnCKv+SXhTFjsaUcY7H6VI77uD06r3O43rRoQkBmHmm2puUDGzP4FPtWDlQIMnjb7XYU2f1o8KMMPB3jzE5nk3P9bv5aJSbHi1k/p+dHi1ayBggEY8aETiLBmdlUs2N52yBHPStPXoIBJ1GPGSlcpGq+yuflqPd585VcjWIa+oy08Gi8saevuXl5J+W+GMwpIlP+Vn6ea9cYSH16u+c4vymXpatCDokCkylEm7lEbyXQmzm73O/yfTkeR4oFFERvQuBGOGZx7RwGOiVo9ynPNaEBxnKjFh08PVXbtkXbtjg/Pz9NaPjpG0HFJX1u+azxJCinkdO4zBGazGNPvy83eu7n1Jal3EzMGlZzvAhkwfnk2Sv2Qx4Mn/pDMV1KhbygNZBW6hfEXsOQiXK8WDgHzn2YPnfKGb2bZSomlxviaSLUlPOZ/n0acXkaZzOaQ/lC6mTBvYTIy3cqrur1U7B2KurkaAWKL+W/c30t/5b+UiMiOuFe5wxBdX0qUZzW/7Ty3BOaaSknWWTUDtvtFkSE5XKZIuKdCnU5QepSXZnAAHI2+aNr8qLPbSknGMgbWCKcZU3QkYiibhKcgw6U7PxYHCOo93q5Scq6ROyR6PvDMCAwYfCS3paIEQjw8KgqA/YqSknArRDUetXCkku+Nx338EHEqCnxU87pWcNLPmuZEpW7iMwpDqd8X3IP09/nPt+3jQByBlHKWIpzWVngvYC5Gp5Vw4LqtcbkVD4EAk9sX6bzrpEh5/o9OqR8OCkWlQRJLxlzYx8QQnNqUWnA6M12CwD40Ic+lLCZ8sRIJxiQcI2pCu8uFnzuZC0/6wRmEDafUM7FtK8mL5BpSlNdVKcW+PgEHp/Gmk4lbSAyqK0FReWCLmjFavq+F61F4ON7C6Jhoso7bcqjxSbs/BTEfDfLKZzllO3OVIQF7uHvM7n/aX2YP+lptCkJCgTnuspcY+qPp3Wo9brWr0HZxGaL4oEw5obLOVMCpu0pwdzUTs5H6xzhLcdV2sLwnk8Sp7nynBOaHLu01AAREQ4HyVBYuQovvfQAVREzZI51NsaJ7Ow9jDXwfpDTvHCfBwBnpwBxqkk2MI2/Q1Q/55w84o2biYJWdYKQSNfuLEpkSlWzfj8lkimXU+RySjN352Q5DF0/YukBpFxNwqXHcbay+CSXEQMUTQOKJpeczLtFbKY4Qh6Du+85hRe92+0q/5ZmECxu+xAMrwjCVrQtaRtju3Td6meN9dv1AgeUphT6kgNhnLguv8+zUxKgRFQ42+Lo3xAUE1TfPxvXcYC/XxKE553QAHkzZwKiGibnHBaLBovFYoTAA8cEZxgK57U4YYrAl5yGalr0+tQKIhBxAagKEamqalYdeEyQjtl+a60YUPFYfp8+V2ugyQl9DAQigsIMUDi6Jnto5yRwZVvE7saoSF/apEWOiTBdd1Pw8VnLuy1qlfVO2/RuEMOj9k7GcO6ZI8tzHmsqyw2vRWywajinAcbHHIv3ASF0qT85e4GW8bP0PTODGCPO1caoBYLt9ZNUv4y+L9P8ni7PNaHp+yEOCMGkUIQe3dCBDaNyFaqmhnIVWtLkgXBkVYVjjUsp50bNNUzyOxJcJ3EzVOQTUgISRTONhsaI8q7ew7liDhxPPQCcE7WxXCzPkU7kJ2gdeh8y3BQ5Y+1ZrCx7KXN8gP5VTm0ayb8M6KSPA0+DWE96Xsjy44Uen118Lrdngp+LL+8iOHPE8mnXzW34p4lS035MxefTbTWgKJ9IaiDOBB95jtRIbu5ZZd1yUOR1GZJXuOInpXsCo20P4MipgAhd36Opa7H6LkKIUly7PgieZxhgeLFoNgauqiG+f5mX/0BgNI+fXGO5XKCqHFylwYgG9EMvlrO1g3XCosqgT7iZNEZjVXXJxpYLUCZYrjF24mVdckgFsWElIEAiMoRMQPRerUsfQSRpX0oOLLV2zrozC9mxb5yjRWbpEhQXeWZLJvYZ4EQQp5hPIpR6L7EYjoWiM7FOqSrM1J8aAhTjOaIqsf1j0bSs/v5czlR8LNsxxdROPeu+XM48wcnuLYqHyAPzWx6txeM6S/V3yblkbZPMWzokKGdtBYC+7+C99GMYPB5f34jRajQctdbAOnNk3hC8hw+ST6yqKlhnJTY2MsHruv5eY/NcE5pf/43/H87WZ1gsG9S1oPGuEtbv6uoKdV2nQMyAnronFtTksy4O5VKAYuFMTrXTQKEugLTcnlpKwjZLZApW+r5YxRxWM1d/eZqWombZnlzPMXcwL97xqSG/VznFLUyB+LkyD86+c3HsrrG9T52jsZtyV2RAJvdLxzwUWFqpKBhxtTS3JjOms1gsMAwBbdths9ngt37rK9hsNlhUNdbrNc7O11itl1g0C9R1japyKA1L1b6LOw9rxfVFxaltVLY8rTzXhObtR4+xPxyEo7EGTdNgfdbgox/9KFarVbQJ8NGyVnyMTi0IFYm0pPjhzoJ8vIKON9e0CDdRshH5+zl8aEoEynSqqW2Tk3fu3ml7Ztnuo1aN024kTk7FFo7GfhHPQdm22EUignVR8eQ9GINkBKAmNoQhqQqArzW+55TITInNVPNyqpw+GE5ff1d7TrXx1DVJLIyijSSUo7Toyj7MWWvHJ43Er+maUO44BI9hCBh6j/3ugJubLTbbDtc3e9xQBzzawCAfKIuFw2q1woMHD3BxcYH1eoVmQQgQ3yrLHn106ByGAbv97l5j+FwTGkCi5HEIsMsGTdPg677u6xKQqb5CIBxxCfcpem0yo2fZNPMnSPm51IaN6zoNCOMI9JtuJiVC92Hnpyd4xpPm26zPF01JxJQmm6VMOmYMJbpRcjSqybBG2zufXndaTnFdc/06BYzPXVvW/07KKYI/95xTxOVkOxOOxuLAitNrQOcrG3+ONVrj9o6ttDXI283NDd566y3c3t6OrYaTuE7wvsXhcMCTJ09ErHIWVWWxXC5xfr7G2dkZqtqh9Pa/T3m+CQ3L6VtVVUrSVooVCpABMYyDOS3m3CEmp80VjAFOgI3jOmkkKt2H2wCO8YPpZpqKNNPNOScqHMceuVsEUOxKMaXy967rMPheArA3i5QjqfedeIMTUDsbT+tIlJlhWIhvwqmYojQ7FquehRjMbW7maXaJGWIOpBNcZ4lSU1h+S9hZBGkLruFpxGb63V0EsVyfcyJ4qa08Fm/HdSkRmjxBrLdDwO3tBpvNBm3bJbscwApeaJD0EX0A+sAReAsgdDAE2Jsd3nzrbRhjsV4vcH62xsXFOS7X69m+TctzTWgIQF3XWK2EyJQe2eWGzJMd7uRsppu8/C6DccfqxuMyFlKedvKWp8uxE+b4OXednlPx4eia0/jq+DkkYOJ0k/R9j65vEYJkiwBbIT6DGHERUeQmgcDTMWJkx9CMXT1ruWvclaOadTHR+0siMzpdZHAYwl2MfptU8zRsaO7a09+LiCNEOP82vU/XsdrZMGikpTq9njlmX21T6BFrrVhu65oGkvK15J7ksxj8DYOo0WVcAuqqAsGgqj8Aubebpsb52RqXFxc4vzjHYrEQL9QQ464CMLCjQRzZKJzYdXOcAqDil51lb5+lTE/FcmGVC+cuvKFki/WakRp+jtOZcDNz4pUCieVzlfVOz5IbgMDoDi2GroUxQmRsJWLjgBhFRevlgtUvxbg7hk5bmvZ7wVGcErXUfioR6+klND82p0UkhgaemW7qUyJS+fdUO5UITIn/dE7KNup7Y0wKYDa1ueEI/sh7IV593wMELJYNrq7OYesGm81G8oyz+Kulg44DLNkINsdplsYkjtTamBp40cTMDk8vzzWheenBJV5++SEuLi6wWq3EbyT00XlQuPcAAtnxwkyTE0dzJPTchaEQpbw95WI7WqSFGv0unODolCraZyfPmQf7MrEp/aTKa3VhxtZhbmcfsfg85vqGYcBut4MxBquFmBMYInDXo9vu0O12qJyDaRq4RiLzGVvBkhHsIRpeBNX+xWBbdxZW8UCp3njjlha0ZVHNjLU22o0TilpGfT7FBYw2dtQcSlPmCcz0uzmOeL5I3cJhRVFtRlwuP6vxHcNAvPbHB1M2wMtmHcweTeOwXr8MMhab7QFvvfUWDnuZV98P2eGWAbCXfnPsVzrMDKyxWC2XuLi4wNn6TOy+7lGea0LzDd/wDVivV0n117YtrBt7mIYgXsrqoDY9jXQZUTRmUqY+n+pA2pyEEREpi36eJl+7S0QDMkg95/w2V8cc8So1E/p3TGD0NwZh7KMyBRmZGSjcLpjFB6pt2ySe1k0NArDbiZvHYbdDHX10RHSxQC3E3KLkzLQxOqJlf+8WRcuh0frUHL/sY9M0eRy01nuKOGNsbyJ6cVEjzRMbreeuz3NFCM0xJzP9PF03RO7II3vSmojLtFgsFlgsFrCuwvrsEh/+8GvgYNG2Lfa7PXabLW5ubvD48TUOh8PIB06fW1UOdV2JSvzsDGdnZwhd99T+Ac85obm6vEBTN2DkgEw+CF6g8nrwHn7oJZmbdbDGJitMWfDKarLkLCZCpjYFX0siwT8NWhBu6b5WM9lHRcvUx2ha7su+TzmgkhhVzoBMMUZBMlAqLgMYUHSs7LsOMIR60cDVFSgmuOcQwINHf2ixffQE2/gMEzVj1eUVLi4v8PJrC+G25OnyfyE1aKHJu2Lb3TnkUwI9xeA0/CZhnuiXG+lpXIguh3AHkXnnwaGOcasp56ptU+516iBZ3AkJhh/QHVpU1sEZG/F5DzIeztSg6J2/aFZ48GCNj/ArCJ4SB3s4HLDb7XBzc4PtdgvnRPX98OoS68VS6runX+pzTWjygsh+RZbHISlDPPGGYcB+vwezOA9OndU0Cl06ASd4hjA2dHQ4zoo2gcFmbFF8SozSRaQbZsqdTMu0rlMYQOnDUv4lIglFEPqR17BygQDAQTaoYjOHwwHr9Vp+V0yDsyo2hAA/DGjbNhL7gCay1Fcvv4KGaEwulH7PUZokLnHCCJ5WTo0BSIHf05xoOaZ3PiNffISpTJ895RhPPUM/Kk5CGBOWaXhUJS5VVUFVYyVHQ0Qx7MSAtu2w2+2w3++L/O9mdADqesv3S3xiPfzOzs4AIIWv0PWgc35oDyC6H2F9rgkNohFdeQYakhCTHMMgBiJULoep1MkbBnUGizK5F5WfsTmuLpJ1JIpFOxVHMkCn70tqdCpY0PQkLRfnKfxh7rnT704RoDm5f4p5pOuI4H2XRKYy1Ofo9Jc4oajIgD1LHBsGHFkMbYfDdodhGGKdcz1R/IQyNpxEFNlLhDJnYu7X0/Cv0XjFOig/BkS53mdJCpMYXQhnowR0Dlsp2zv/nXLPCkhlzK1cE1MxbhgGMDQf2LFKXAnC7c0t6rrGcrmEBjMXDDEGQo8B+QnCZXJhQV9VgsdQ5F69dwgAhr5P428tYfggYDTGGlhr8qRBQDBj4+YlQqDsVQ0cb05xsyf44MFAQvTV3T49y0hkOTZjbmJahKMRhr8MMD2Ng6OLSdPzanvmcJmnyfmnTum5UuI3c/cZY+Bj+NOu6xBCSHGW1ZtcwMiolg8MRybq+MQZ0zmHWx/Qtx2CD4l4HbdvTLjjL+nPEdMzEQdPa4pm+l2wUdp+OpZWjuo7ImYlMcE8cSmJzlTsKa9DAudp9tppRMXxc3Ljy4NMD9G+7zH4AWfry8TlaFofK5WksdCqZJri8xHfp+sAawhEbtSX4X4QzfNNaKyxRwZaJaiZAdp+RDj0tzI4t5xOKvNKzA2JHwIgmnYZY0BmbDA3NRCUzZfXo7LAcyESlauaA6mB441V/v40Vv+uYoyBofmpF8Loo32MqIrPz89TZLcYAWPk9C5xjQ3Y6ElnwQWYmBbyO7CdSaaPJ0TWsswS1wJmO1WEiToWdUtxcvqcEZfGmeicwszufPiJvpUZK7QkOzH2iUNRsUaLcqKr1SqB494PI+Ip70+OBphVsVGgayE7J0u7MPLwv6s814TGB3+08aaBgyRqWY40pt8rZ1HXdQrqE4LiDwz2A3qvEeElWJHCByIL1zms4kQOp5izuyR4pfq61JSUAcJPAbxz5T7XnCq6WBg8wllym3xqY13X4pyqxFWMY0AgOCPqawvAEWWVaD9gGHrRRBHDF2z5szf2HXcz2lHFviqmfxfXM8MVnRI/AcjGiw9657MxLuWhMo0jU7bPkhEdIqtX9gDvPXa7HTabWwxDjwcPHqB2VUrtnDgYKMEac1TjXox7pOKVtLFkUD8AohOYR2zjNJ5I5jbyApsLlTmNwzvFS5IIXdxT1qfxcfWzoezjU9avC6j0yC25lul1466+W0t5XEqi7JzDfr/Hzc1NSk1zcXExA2ISTBFSQL+bcnbia/betPu9LqdEsTmOhRlzYY2e6VlgjnBNrj9FQyxKWtOKSZocIbGu66Tw0LCgWsp1dorY3okN0jGRvquuaXmuCc0pNeN4APKE6G/z7K1QeEXix8RAXlKBiGzGVSOsQADlgHZ/gDEO1mUbh6ZpToZdKP+W7b+vmnQqapUvYF4DUoKt6X4jITy3my26tsVyucBqtYRzBs4aDJGNphDrCeIL430f2XIPir5NDFlYjbOwzDDeg2liphfZQy7aUnJa9y1TvOYUQU71x58JKJ3xR/dOOdRpvenAQCEOzjz2WTYis3IXxXc4XgMp42jxDCUq+/0+hW3QqJJpek0+cI/blLWp5WGrXFLqiz0ONv+BIDQ+Rm+fAptzG/euz3IqzW3I/Ll8WWsT71gSC+tcNH93cDEQeh9RevXBkXbLSaWiV+7P6bzGU7zmLrB3rszhPaP+gbA/7HHY7yORWUmMn1hnOSL6nS5GDoWRIik4CVQF61/+f9zo+EvBxZdE4VRftL9ln0Yn9+SphsYc46hP99gwT+Mq76sFm7uPZjrLMXJZWVdptjA9tHa7HYhIjCrralJbjlFzvL7l97Iopjk6DM3xQXbf8lwTGtJYJxAOXdOC6MDpwMr860Kcqyd6FE9OinHR+yd+TkhBFRCYJeufNXDOJjlYskIK9pGsZ0mSt2ctjlrlpgbIn/L/JI6Z+HMO4/hUWbkEL7Xl8T4hhAGHwx7D0OPy8jI5qJZqVmaGJQJ7j75t0R4O8MMACgHgkNXRLClinDHC0YQAGAtvpB1379fswjH6c2JdTzma8Y/lcNLR5HO+bDJUx5zMdITngjQ86+ZT5VFSHCCKT4WuP9LuNCZTpUCpadputzCGYl522dqGSlA7g7ja80w0jsexzF5KRCmF8zvp83NNaKwV1XUZnHksnujg3l3PnKp0ckV6N8VS4vSDA8c8xzF7SkyaXlcyxM4KdxO8+JWwYfSdT2E5T6o2o8eOiHEuAoSlh7aPastj2xxACZNP3chdC8hExkdNxQFEwGLRjNJ+TMdlaFtsb29x2G7AfkD0/43iCMOAYVhelhkucox9shsBTlEOFXEYp3GPuziasgQdDwJARvzesow2S2hOYjPgaGtyP7Hu3kRH0xXHhjBEo5TuD2NFAU2eryL+fr/H4bCLxnkZt1ECJZk3CkyJlcgcBz7Xw6UUkZTrmhfFn16exVYJAPALv/AL+J7v+R585CMfARHh537u50a/MzN+9Ed/FB/+8IexXC7xyU9+Er/8y788uubRo0f4gR/4AVxcXODq6go/9EM/hM1m86xNgZvGOA05h80p7OJU0XumBGue1RyLaTo5epIoxtL3PbquS+KTil3ZIJCSvYq++r5PsrH3HoMfIiEYUnIxzb+k1+niKftx1D+U5HKMN6ifGDPj8vISEq84JIBSmKcoKvW95Mu6vcVut0un7misizG6S8x7N8qzchFPqezkOpk6lXyt/TpaX5TXsK5jVTTofE/Xtl7fti1ubm6iyFSn9aj3A+N0LHpv2RYVlXQNl1hM2d7ynmcpz0xottstvuVbvgU/9VM/Nfv73/7bfxs/+ZM/iZ/+6Z/GL/3SL2G9XuO7vuu7cDgc0jU/8AM/gP/yX/4L/uW//Jf4P/6P/wO/8Au/gB/+4R9+1qakAZpiNCMHwXuWZ7m2NA0vRYu5OvX3UhOgieyU8Mxpyww5ECw4IC4yWXCHwwFt246I0hS0O2rHnX0ZMAwdmD1Wixq1M0DogTCA2MMxw4UAxwzT9+C2hd/t0N7cYPfkCUwIqBhyHQc4MCoCKgAVGJY9LAfYO1tx/zLdoHcdCMDcvNLRi0EpdOt9yntDOKMT8CgL5BA51iGC7j18GKDcqBZN+Xx1dYWzszMsl0txomzEkbJpmkRAqqpCXdcjYqKvaSK78ndpIc2mjLlPeWbR6bu/+7vx3d/93bO/MTN+4id+An/9r/91/Mk/+ScBAP/4H/9jvPrqq/i5n/s5fN/3fR/+63/9r/j5n/95/Lt/9+/w7d/+7QCAv/f3/h7+xJ/4E/g7f+fv4CMf+ci926JZH/XZJQs93eAjUAvzi+W+QKq+RiztCCvICP8cQMjyYzJ2Gk0miYxtyKU+iPWwpLZ49OgR2raFgsnOuWjr4gBku57SkBCU06KYmZNZuZfFYgEiiZRvDMOSAQpLUQDpBN3t9xJCdWQwmftDfM/MYs9QpnNY9uGuwqzhEjjNy6iOqfrpHu2465mnTv4pYD2u73Q9o+sTCCya0a7rUggPTVWsxdicRXRWAUCnLcSnz7XWYgge4HG40anB7KnyrmI0v/Zrv4bXX38dn/zkJ9N3l5eX+MQnPoEvfvGL+L7v+z588YtfxNXVVSIyAPDJT34Sxhj80i/9Ev7Un/pTR/UqxdZyc3MT340xjTnOQlnI6aTNTeLcQphjHadYyDERmwcpRxNnTJL5p3WM3hsb5XjGze0N3n58jf2+BRkjWp1odFfVFdarFZroLuCsRVPF6Gc0IGEohMhJURKZ+r4HAdl6OYLqMAJ5jghs34O7DjQMaFyVgF/tmYEYLJoJWPkuCjjvqCRaYqabHEg43mSzj+YYKTsTAo5xnKd9PvVd8ascnKDoQhYQOCoLTMyxFcXSwIQwiMZPQ3OKvVM+OKbEaa4dc5Ecyz0wXefTPfY0OKIs7yqhef311wEAr7766uj7V199Nf32+uuv40Mf+tC4Ec7h4cOH6Zpp+fznP4/Pfe5zdz57yj7PofNz199lJDdf9zxoPL5//uSdlqloBWQwTm8lIgSWpF/XN7e4vt2gbXshFsaAo6+Wcw673SGmyxBOZ9UsIhFCAgidVaKMaNyV/bpSHxgCWAOAHTuR+mGA73sgBFhbAT4GSYoor27Ikuj+L1FKoj86GFTzdozDaEn3TTbhuPrT3MrTrslrNHOMWoRTAdiIptEYgd59P6BrW7SHDtZaNE0DCQ0xWed8jMecalf5/dF+oDw+/1NEp/ejfPazn8VnPvOZ9Pnm5gYf/ehHR9eURAMYx+GdqgKn189N/BzHcqrcRaSmMYDLNpReuqWFbgghOYYyxF5I44Ls93t4rxsDQFQHWyunWylvL+sGrqqwXFo0jeTrUU92ooDD4YCmqbFYNIUvlmw+ZgZp6AyK30Yw2A8Dsu2LcDQp1njkEEbjc+fovbvllFjDYPHHOr4Dp1p4isNVrrC8bm6zPq0ctZMl++rbbz+CMZI+yForKZqjqlnNJoYYlqPrOqzWi5HT7pQrGff17v5NIYg58b880Kf44qnyrhKa1157DQDwxhtv4MMf/nD6/o033sC3fuu3pmvefPPN0X3DMODRo0fp/mlpmiZS7Pky5WSUzSs38ZRzSBu6MOGe4i5PK3NiU2wRFNxT4Li0uEzaAzpepGXdIQQMnrE/dHj06BGur69jMC9hs0HRPQIAsUXfeQD66rG3cto5O6CuJTqaM5JXu24sFosmtlP4kIKhASBevhKKE0Dw8G2LdrvHcOhgA4O8h2WGZQLF9L2GTOJqND+UilfvpBxv8tNYW8nuT8c0xNPekBs5Ao4I41MoIlHh9T3z7Ln2Pq1kGyVROfedx6/8yq/CWosHVy9JwLaqkhi9TYNmIdxq1w3ougEhiOtByRFnDgzQUCczvbmzXdOAYl9reVcJzTd8wzfgtddewxe+8IVEWG5ubvBLv/RL+At/4S8AAL7jO74DT548wZe+9CV827d9GwDgX//rf40QAj7xiU98Tc/XhagbfPrbVDWo35cYzn04mLLMXa+gnBIUVVUCOV5I4DBr8JXbPwgns2/x+MkNrq+vE57iPWDIRq2AqMpVjVmy+aqR6tCi64yYAxBwdnaG1foSy+UyGXaVPSg3a4mviB/UNbrDYRYTK0+7d8JevxvlLmKjv58UD96nUh6I3g/YbDYgItxc36Kq6hSiw1qL9ZlolAwIdVVhvV4VOKTYlt235Dm6exxOjeWzlGcmNJvNBr/yK7+SPv/ar/0a/uN//I94+PAhPvaxj+Ev/aW/hL/1t/4WvvEbvxHf8A3fgL/xN/4GPvKRj+B7v/d7AQDf/M3fjD/+x/84/vyf//P46Z/+afR9j09/+tP4vu/7vmfSOE1LyTZOT5q6rpMty9RbWglAeSJoFDGdYDVqUqOqhEbogp2ICz76oxAB9aLJC8l7aMhMKgJLz4l5Kqvv9zt473F+fo5hiFqGwz4CfgJNqmHe3JgAgLMVEK2IjVU3iioSqYhRSe+TiCE9ogiiMtD28LsDuB9gGHDGwgxDAr6PwGxikFFZ6jih3rtZ9Jml+Pm0jTEer7Fm7Z08f46zOqUMKNehao5UDNput6hcI4cUQeyoYrgSZsZme4PVaoWri0ssF5LCFlDOKCCEbBMj2j8JeDXf/1OhIk5z2qq1LKPc3qc8M6H59//+3+MP/+E/nD4rdvKDP/iD+Jmf+Rn81b/6V7HdbvHDP/zDePLkCb7zO78TP//zP4/FYpHu+Sf/5J/g05/+NP7oH/2jMMbgU5/6FH7yJ3/yWZtyVJ62uPRUmJ7YwHjhzcudxahOQOGTpzdRAiGTjcJEnJtyUtomP3AEa4GLiwtUVYWLiyvsdjvcbjfY7/fouh5+UBzIHfcnAsXsWzkB6xpn6wXOz89j1DVT4A2UtlvuT44E1x4O6Ps+OpQ6wWbIpMwGo3mI/485SKR+5nr1KV8bEXoaF3MatM8tUNDprrake2fEt1Pg6n3ao4Z1+kpjlkBqObjEDEFC1p6drbFer1PgNDkwc6A1NYuorMNcl8slOwc3TLlS5fqJxIcsHSz3nLtnJjR/6A/9oTs3NBHhx3/8x/HjP/7jJ695+PAhfvZnf/ZZH/2OSrkI53T+0w1f3qODrmEQ5aTWRQaMN+Xxopp+zhqlbE1cOluWbW3bPQBGUzssVktUzmG1XGC1rLFaNzi0Lbqux9CLj1Lf59xLaVN7aZsPSODixcVlWqBZzFGOqAhdCiTtU2BGv9uBhgEOAMd2GkJ0tJuIj+VGAiNA3BL+lxBVmDOXlghHJBonaJB+/bWEgri7SdIWjhEL02GRvJwiIWTAGoemWWC5XBVWwENZ24ibcuZ+di5TIn2KQM6FBrlPeS60TqdKiWlMv58SjzlwSzd8ScGnIthpFpiOnj8d9LnnzV0zvV9OJY+qlkW1aMQT1zkHZ4G6sRj8Et6HpJHabQ8Rv8mpUtR83VKFqnJYLBZYr8+iwyRPrKoJUKfN5LskG2Doe3S7HTAMAg6z2uQwpnqc6XwEipkI3h/IZlSYWQzYjLpWlI6R8w2MUG2+6j3oiIy5iCMGMs/DMAA8NhMgGNR1g9Vynax9hT7q2h4T8+ADBhpG62qOky/7NI0COdfvZwW8gf8NCM20zG36qdZnOrilWbWGPpg+J3FDo/zddw/yfbCCqqpGGI21Fvv9PmFLTdOgqhxU3LDWwLKEqbCWETyjritcnF/qUxGCuBYcDi1ub28wdB2sMVguFymLoxKaEb4CimE5I6EJQmzUEtiLC3oaUwIkgdiIgxn/vWtsjm56j8p0TbDs2vRgBiXimUC4ubZFxuI+0sKpw6csOvaKqVhn4SqHhw8fYLPZou+HFAoFkDhJFxfnuLg4R13XEYcRgz4Bkvtx9EYW/EefUf7V66ZR/KZc/ynO5lkJ7nNNaIAxCHyqHAGVxb3lNXMciOI6iWU0Wtex1/XTnj1tN5AJn75XB7n8XIIPw2gB2ZhkM4QARg8wwxqCc1UEcgmAxeX5Cq++8iAFQwKAMEioioqqBFgnuTsqpTVkhQWDeMDudoPQD/D9ABuCECBGCgsBYjA8QBYZ6zHwMUYT03sndtxVyjlN2JeNPmFQz3+IvRAkkD1QhKkAMDpOIpEJ9yAiT2uXtk1F2qqyWJ4tccmX+LqvezVZw+/3ezx+/BiPHz8GALz88BIPr3IM5/IQ9T73OQXEjy4IU+t4E80c7mrjtI9PW+t3leec0BxPdLlxTy2Euzih8veMYRT1zdx7ZwjEE89U0K7EbQDg+voafd/j7OwscVoloVOgTz9bK17iqlInQ7BG8Rc5na6urjIArVkJwNFRc0BgSSDX1NHPStNWx3at12vs33wzi5HFmCm+EL9IU0IkAZjMnC/MKTzkXS7lIaRjpuvDgJJL8Zi0PLXWUf13rbH7aL4SXgcDw5BDgyRCnqZKuby8xEc/+tFkg7XdbtO91lksl00ytiwhAgJANhOUU0DvvXr9NeJrzzWhEZEjpy45RSyA8SBPr5mj1GMiU7rzHxOMKUg2V1f5V0tJoNq2xXa7xeFwwMOHDwut0HFqW80uCWb0gwcCo2rGcWpyCNIJhmQktQzBwDiDwBYc0wbDABxz/QCAIQF8DRiWAgIPCb9JACYzTBCgkgnwHP2j6gZXr7wK1ywRyMrzWFXpZoSOxJ7hvSol95jHnIp+mrkzS+6ZYlA80bQUhHdaKCLJOu1hEqwDRGJPxxLcXXOea7AqcIA1BO8JwyC4nVuK4Wpp7Kle/Oq/BiBxLE21gHMW3kvmSgkOWcazLpD/e5R3ysU914SmRNiniPmp02YOBCvZ63kt1PQNUK7Mp4HA5TVzxEbj1nRdh9VqhcViMZKd57ih8qVEJREXHHNiotYXoNhS6eVrRS/EDHAkVKRgad5SlDANBlivTz1O8AWD4UOAcRVWZ2fgqgYoWtTG2vJ5m+9/r4tykECcZ2YY1vbcH3OI9Pjua6bgfuprmBC0wqcNdDTfAriLn5q1PhKTmFmS8rMyzkOjGEXee3TcIQSXrplGCsi9wui7dxKz+q7yXBMa2VyCCwQ9ldNvpXSt2wDAyfOnZLUVu5gYwk0IEEeV46h6zGvCipu0gfE0pBjUagCBsF6tYa1yJ+O2lX+1DuucRLIzNhGaaR9zmwU4JGaQ5gcngGK0mBDleRPBRw4Bvu/Rd62cvkQJDNaOp/GK48AQYi3gpgM7C47RDueBYhG3xsN1jLjeha/N9fXU7+l7JnAoIvAhb9pSPDxaLgyMDeAyGTmGxLU9mcxy7NoIByKAYnB8vT6JxrE/1lmQkeSGSuSJxArdatDw+Nn7AcEHIBJX71XUlonSvPPGRFcW5DZx2ajiIEHJGRe9vO8R8VwTGusqVFUdDZ5OL0xWuUC1DAyMYb6cAYFZTxWN72HTdczR0RAAChEjT1C5oe86IU1sinAzfSeqzLpewNpKMBbxgQYXQY5KTiudYjEbQ10tjsMDaEuVOFAEZSm2WIlpDIBANlrWxkcOXYv99SNsrp/I4pQHJ4IbOCYYi2Cqhtj2HABDMZwCEoCe12224E1fFe1lzEJhs2UqCpfc7EjVGyaezQygIMojsRuAZmyc0bmM9x+OG5s4JBpdHRVdOcb0+ADQK+K8ANA41krMrbMYBqFUJn0f0Kt7S1wTtWtgm4jrkU2a1BAC+jZrptSHCqSc1SmQO8+fcrxJnX5PUvNcE5pT+Ms0GNZcmfttahH8LPJovvR0uhAi3em5qMhkjMF6vU7YjLZxeriX2iciSr5KgrvMtTfzEZzqmhPtxMqXYr3ee3Rth912i/ZwgC3Gi5kz4YFwQtaMn55E0FPj8D4VJbo6xorZJHsizs6uoo2bjBZRnuvosj7mMuXPKTOL8vt5WxYCc9aMJe4nEq0UziNki+IS8C7/CiFxqY+li4Z6fx8OB4Tg46Eh6m0NNVKWMTSR3k1H52R5rgnNdrsFh0WSR9UG4BSyfurzdDHo/XNhNu9TTMQk5tn3TDmGYcAhOihqeEVmHtvx0DhW0xG4my4b52kuMYmjzSCsjCyRKB7KnjGAMbDUCzfCHpY94PsYdwbxJIVy4QjxVBee0CAwENig5wBv7p8y9a7yrITpLtG15HbSNVE9TyzjQpGlYmZBnxJxVi6H0n266xKZYDUUkODsIILXfO0RwGcAPLHHypx0yWkjHkyF2B9PC8knnw+FKcemXAyZIeF9ZUpo5WbU4Vfv1c+77hCVHARrXbTlYgxegqgZo0DyB4DQaABwHVRF2o+B0uOFOhVBtJSczqlgzqeLaqaOn5UwFqkMRIQnT57Ae4+zszPxyJ2Lj3MizOQRAeTc5rLvo5MMSLFxExssD0QCpmKxcSx9VY02JaeYtlkU0PEJsQ5rLZaXF5F11/7fY/juKPclNndxsFORaha0P77z+NvYJ83vplgdEcFS9KXjPFY+Yl+lh72J15XrK89//k7ryH2jBBKn9Tbpe7n+pyrt8lXep8/Q/VP64+lB3g9ttMfhFMj8vuW5JjSl+rcMpKyDCyA5qqlFbIm+A3mQ5zigspwCGefvO6b0pSqbmWPWgYBK48S4eNqAi80r/+nGzotO6y/FlSwiSZtk8ZvIbnCsVr1v5/Z9JjzjxQpmBHXQTCd7GOEHUDTJWBjrcP7wIVBVclIHRJFDx3BuhKcA6tdWSmIyZvtDHr7AABsY5UJIODahyKp9lHsNUQRPSfJYQe+PbF3M4Gk4cgghgINHPwzYs/izsbWSSthaEI8NPucOmbsBb56dxJF4W7zmftfPpw7iMk6TfNcg2IDAksu77wd0XXt071x5rgmNLUJQlqq7MmWFvm/bNg2ctTZlIlC2ci5C2dwkPU0ckzJeAaOFHgKGIWC73cI6cQuwLgcBT6wCI4Gmo3aw/icXFTVLexKHT+n72RbOcF2j95O+stZTgoCccaQACUPhDVDXFdYXFyAnrhMl56/1j/fQ02PwvpMy3WzMDFBOKStD7MEsEexErBFgVLSYDKOqf2NAxoIIIBVTfBSFAgODqPURJNxp8AP8MKDtOmwRRFQ5W6NqGlCRlG2uvfcp5VF21z3HhPbu+k8RpzLyQQgDBq/ZN+6nBn++CY2VAN2BVYUnJ7xNpwMACCfz5MkTGJLYu4KJVJH1W4xErJIbQtRMlaeAsqy5fsTf8vdA3IqJKOQJHLzH/nDAfr/H5dX5SGRSJH9anmXTTYHx8tnaFy7aPq472mSQmOMTFQZdUSySfmUVawghaq0kdkoXGIvVCnXTwFonqm3Fg/5XKJzJs4/EhI1F8D6xfdI3L2JgJDRD5HiYxUAxBDGUZB8QfAD3Hl3fg6OLBwcvObDaFn5RY7lYwq1X0gbKKWeB8eafCyZ2ohuj66fzrZ9DdD0oLcv1cRompLxv2p7MzeTrjDGoTBXDv94v28VzTWicIfH7CYjqwbxRnQHUtIo54PJ8De89Khe1DASEYcCu3wjhaRrhpoNsSLFLMEmJrdgLRVVgBvGAKBskTiLuwSRmlHKuBrMCBZydnc0spDzJJqo8k63D9MqZBTqVzefqptSfEoBMoEviZvIlAWAP4hj0gQKYlFMKCAEgQ+g9oyWCrRvAVfAkbc/tN0dteb9KCAyEAD8M6DtR/Xb7PXzfIwwDTOjhnEOj2imBuhG8h4kZCDCEbNeikROHOMZGnBq577HEA6yMA8PDmwBLWVQfg/ZS5sD+8vv4aYShzHJHxft8kOa1ot4hU3HrdGGQUaZbzSvqe433c01obExyBeBo0MvBK619qwhuApoITlTEPl4jxEAStYENVqsVVqtVChRNZqzRyPM7M0HF6dn3vYRz2EnEvNdee212gZTFmJzWV541XhDlvffNr6P13LWcStEpEaQTC5ALLsBai0W9wHK5TO0nNda7cwHfX3vxTsuRJqpYFxy1f5vra/Rti+AHoBfswbHGdZGDzRiDKkROLnCSeE18BiLeo+DwcrnEEMb5xaaKCiU29xWdmMW8YM6KXfuqfQQVGqjR4YgUC+lpHHOJ3ZUH57OU55rQlDiMlsQyzphQl6i8/mWWSa5rie8yeEbwhO3mgOubDawR133N9Pfw4RWWq2VE3QXEtZZgNcBQhkbkTxBrzd1ul1TZ6/Va1NmGIusZuQeMt9swDAARjHUFEIus9Rh1DhnfAQQ3CAU4ErkLjoZ1JV5SVBA/BxgDWEORqxLwF6AYjyY+I+K8AQzLAaZqsFqvcXZ+XoiD2exeU38QHVv8jGxtJwfFs5S7NkEisIk4EAIznLPgysE7C9sRfGDQIPUsg5c1YCmGzwgJOzPTx0QsR7TQMs7BMypUqDyDNeEhzVtw5zbmgOVP66sa4gFjjVEa58gVDwMXaW6TlBgjAChmF8FvFaESl5vXS8ltMQune5/yXBOakqoD84j9eGDm0qhQcqdXdjAExmazxe3t5kg1+Pajr6aI9BJIaoWzs3VMri7EpgwoZYxN8WCZOWaVrKXdlAMWJfFisrjmNtwcR0LgEfGQRZZDcaroN+WO8vuxyKQnsn6eW/NJPGRZqFXlsFivsVguYdQnJ7Uvjrl05ghoLttSin9z5SRu8SxgaiE6VjE0qa9qsOtBIYD6HgBQQzA/Qxmj0SeYgmCmDa4bMl0TNVYgdMMAeA9nZU5CyFqtNM8FeM+M0/2hDNJOx2QkNse8XYYkjMQYv4uHgcjS8ZvM2esesdamDp0KjPW08lwTGu8DnOOC8pc8Qd5k4wGZbjRRBUtUOgIHRNGpRdtKzmsF0Iwh3NzeggioqxqL5QLr9RrnZ2usVitYZ1A5AZldVaGuKzRNjf1+j2EIqJxDXYlhXvAeHvNEUIuEDzgOfD1XMsCXAWwi9Z9RbGSKy5RFMRklUmZkVDYa4jjM2q4Qv6sqCTtaLxt4I6f5u1G+Vg1UHJFo8WsQIsegAaMMGTR1jVBV8Fb8vozRcKViCikYTQT5VeWdMC9KGCEnMUMItyHAWYAQ0Pcd4OsRdqIhYscHinKuNBrncjz0UASyTdVUtJawIB4EG+2nYoiM6Efn1WeLAI7zj0hMy1zuuV4Fko/B4qeV55rQhMACROoIAcXfqeg0FkxK8SkERvDAMHjsDx02tzt0rYf3DO8BnzaMAbMsr4Mf0Pd7HPY9njy+iWpyxmq1SpHxVqsV1mfLqIVgVFWDuhasRy0wT8nIaQILeOSYG5v2T1j2/z97fxZrW3bVh8O/Oedaa7enu/fWrcZVbjAksWMTvo/4AwsJORjZBisSwS8oiCZBoKAyEiARZMQDTYIVFClRIkJeIkgk/BIpBMlBhC4YEZzOkv80ThxssKvsqtvUvafb7VprzvE9jDlms/ba++xbVYac1H9W7Xv2Xu1sxxzjNzo+J4HH82sI/QtXiIy8RyFOsux6BUDFxUZEsPw66KpAORmhGA1g06Hw39WVWE23TrlH87Z7dz1TKQXyxIKlPvEzcyB4+xVHrL0sS9RKobYWRtTb5LVqnvtgpjBaXEvXaKWhTQwroQGQskxoNEGjZVeTJMg3b2AxdAUR+WDv3iWip53ZGCVOv10OVSnFmT8csUYNUfvklAlcPHlxW+YFdQxBU+4ouEYkG+O+Xt7Xm9B0I/CrZFVuOS4dJNwOvGjgnMNsNsP5xQVWXv28Xq8DNrPJlvPAtq3l3NVqDSKLy8uZ9xUpYAqD4bDC008/jfHYh37w6mJRxfctkvRdPBH6M2r2ldQOYmMSKAUo0zmkwikhxALwPkopyxKj8RjjCXufM1cQjRS3YRKvtKT91LfzA5LULlcUkBcNjdaAi2EtWRTp+A55nInTx3Top0pjugR+OZgQpKCvs9GfqCzLkPpWcEZrbSA0nPgvPjcNeJYC/6lZhvQDi+5CzHRINcTPISjl0LYN4LWrzlEkukDSR93+jI7J2/p8W7nWhEabwoNvm4Z0qQGeAtsTOPJm8r5ztOZgTOu6Rt3WsGjg0GK9XmK1WqAoSp+Qi0HjjAA4wLai6i5gigLKWO8/0jCRsgWm4xEUAQfTAxTGQGlAJc6L3bJt8LrR53cVWSQhI2YABjku7VVFCE0X/0o1TI4IDRGcUmiGJSYnBxg8doLq5iHqwsBn0/XmAeKLfnXp57ZeXQKllOJ5IwaRisU/0gq6MDBVBWp4IbqmgfE+PQFjUqkNSuQ8gRgjwHjxVfv4QOTDNgggK6E1iZAZljI4662Li5imR4oAwBwSIp/3QtSds2xw6Lj3GYMSfygb8rXzpucYa1ImsL8yd4RI8vzhtqbzcF9uBrjmhKb0wGpaZEF0dzqrFKjNI8JrreFsMnhaYzqZwugK0+kUF5czLJZLNI1Ndma/4LSC8xkHtGZvWELj3R10CMN4fHyM4+NjlEXpJwZlISRSorLP7rCPKJGKPOnupzq5pzfEogQzSjnArH5CeICwYKqqCgG72P5IBS5SaRFVctF1nzbu+v5Ki/LcbMbhEmtmqrIElWXwqgcEBN6mSqbANIu+Jl7HokvY7Ly4BMBrLtk6PSM2lMeITtseuCz/zpTDkY2FrZr5OqMUbNv6dwqeucmxOOfT/vi5uQkyx/HbNfe2lWtNaMQYjDtXtDep/IpAjXO5OEYlIyKs6xWUBoajAfREY3LAFH06m/jEaS3ali0/F8sFbMu2NhZsdu6cBfz7tFYoSoPhaICDwwkODsYYDAso7dW8yeIW48A8k6O3OpVB1bkcvu/CS200ACEYOWizoa0Ligq202itRWu9NaTXxmUmdwqAVhiORxhNxiirMnAHnYFiUeLVwYazum+LwZO/H5s0TjGeRdBoFbsSQCm4ooAaVKB1DWodnHIcKMxzZI4UDAFpfCMIseGaIQaTkiMOloB6vUK7XsE1DZQZQBuv6tZsjU2OxTQHL3KSzsZPsD0R58RcIGymiRe2EDvHWowQR4kfp7M1EjsJeagAOZMRm1j2scGRcq0JjdYGWhs/2Vyg1kKxlcdfWLri36naTimFul7A2hbD4dDnO4rA3HAw9DsNoWl8/I6aY3jMZ0vUdY2mabBa1UE2LssCo9EQ0+kE0+kE48kouNjHEgmN1DEnCAkAjD7OY/P67rm+XWfnOicKhMZ5i9m2adFa5+1uNAgWaSBvAnMsg+EQg+EQRVV6O5WEC0o0M9uLwp7z9ZFKTpS7O7EQgUS5rgAyGjAFlClAuglEEsSLNoS9EBAGYcYF1bSKL/T3E0AObVOjqWu0TQMMGGSWehI0SEeCxmDtJlQW8Z6onUrxpKT1nuC5UOeoNNke1aCP0MQ+3DSG3ddQ9JoTGp3t3N0dWo5rLSBZ7lvC9jIzlGWJ8XgcrIaFGJXlwPtNKVjrUDcNjDGYzWdYzFdYrTgdxny+wHq1Bqt4S0ynI0ymE4xHo2BRLD4h/ZqjDF6E1iYR/9KJLROPsonuXLIAFPLF1F1YOzU0CLultZadBANgzpM23cXllVVVMaEpSrRRePDiSNI8FauuwwJ+FdmcrC2d0JOq/5xoXODtiKAUlNFQhfGLbpMdik/tA589YOwxEIk6SERAa+HqBq5pQOS8S4d/ZiLuSzqXyJtE6VN5bZTOxrnDmWb1iQQmnk6IjOpsASmwvcFB95hgmDwH2rZyzQlNnl5iW7GWJOYQlOIYq845LBYzEBGOjo5QDQaAQjC60oItENs6aEMYGu6uo8MJDibTIFI564NVKYmP4+OOIEaoF7wkOrdZlImfSFwUnCROCB7jJQqt/14UYugVY762zTpgVWlKVR0WCvyC7u+nwEUpn0xeKZSDIbR1aMwllK4A1Pwk8pax/nlEhMF0hGo8hK4MSJFXHHMoTy0EidgyFkaxoaVKFgCQT3Y8Gh6zAVh3nuFkQRsN5TE5VtE7kFOwPjQlaQVrNFxhUI4ruGYJVWvAKch/8ITDQaGITEtYxATnf0dRXnuiO2kcxos1qtUacA1AgFGFvw+BICnJPBkIDsVsDP49xsSla60NBEhqIeE2FUWOI3aN10j6tUAqmRs9/Re0dz3pdZV6LXA0SdqILlgmJYC+SbhGIo4Hc3Z2luShjsuwj61MJ7E4XGptUBbsVKi1xnDE8YubZs0ExrYhD48ECgpm4FBoXNP77LTeguukQYYENBTiJabnQOSUerU3fbtz4Kzica10yLmttcZwOESzWkJSgPhNO5wTri2tH/Zkqf88yj7gZVejFogvEvFVNElatEE2ITJC7HIVcFYP/1d8j3guxDp2+dtddZZ6pUQ2BaAJPo938rysrfzFc1LMqXaDqXXf3wWoe00otpRrTWg45MMmQZCJFRYrIjrfti0WiwXm8zkGgwFGoxF3mBWtkl/kSoddJF3EgcVVFlAO0ASjgaLUAFpoTagGBcrKbKgJBYyWlBgKJiMWLGJtgpvdARdiJQMtcXVScSwFvuU3ZQhLigeF/RQA4HzbLRSsLkBFBZgKbeM4eyV4FySjYAYVSJdoSMMQmws4R3CC/CZNeRS7i1er9GnptPbWwX6NtAAsAYoILRFaYq/stXMYEZvvEyxb/SqFQkt4ksi1hPeIJ7//rqD5edaiUATTruBWC7TLESqlmKtVXsT13KAmDZuNDTa+O4quCl3Og8I/QPqVkDtEstqdiSVUnEvd9+0keHuO57UmNNsameMf+SSz1mK1WqGuaxweHmacQkqkSIC/Dv6TetmmYpvWKsrmEFYzEpc0ql/wn4IJEQClpE6iRCHQBIgoGA92iYxoI1LC2sWrHmWBS9c557VqRBH4VJy3WwFo4FBVbO3cjWwI2pTn0/rsfv/+YtNVz+i2u8vdJCiOB4ZzY73A7IX2J5EdlYaoqiNXk2MeKacEr+pumwauroM5AMDuANb5IFoianbB/OSY9nXqgrPCoVAnh1SXyw/qesHSEOd3tw+v6uN9yrUmNMAmUUlLKk5pzRaSl5eXqOs6OEb2iUkpIemqieX8rr+piJYe63JXSMI5pgaGwvE459jmRuVqeWlbl7NJjbv6dkIipDqWns4EoASD4J29cQ6tB4UdGL8hKFgitEphcnyMYjgEinLDfJ1FrCgQ7JqYrwZxuaoo5TcD5EBxGCe/0AXnEjDe3xYwJekjyG9KjPnkqWqTSAihaZoatFphOBxuXMOim90Q3zY4w3ACm8/YMcYptw+S75ucyzZxc2MdvJY4mhSXiMBVvtiVUlgsFpjNZiiKAtPpNKSUSK+TT5paNO3clItJn53uguk93fjEGdGiPMqacDqpeAXF2os0TYi8QwiLpNxI6ykcToZdiWalt8iiYSJjidA6h9p/DHGyXEtc15aAVhtMTm5AD4agomCwFwz2Suxdxhn94vzS05K9SsBbktXrnOM4wV5rEDhXviNwD0AqZALC8nD/d90sIockhIisY7OBkOpExjxyPRLMPMwzL1n1LfwuJsfzg0HpbRvho5Qu8Xm55VoTmr6Gp1yDnC+KAovFAg8fPgxEZjweZyKHlJQL6XIkqTjSl9Il/d4XYlF+M2GKv9PB7IpbAiin7218CIOiKDAYDDKRJRXx0j4IAPIeLgiilbDOwfoA2wgm8sSciga0ANyFibt8/piwu/55cCyPVBL8O3I00Q1A82rliHraeBpMwV6Gb5RjPcWfcz7sp3MOKDz36cUn0Uiylz4FwtYNZO8f1yEUO7j4hFsJ1emIYlEBsN+4dIHiRy3XmtDEQD45p9AlHNZanJ+fQ2uNo6MjjMfjoAGSfFAywYTDkAmwzbAp+oBEUSXVvFwNoOUDLaJQlpJDc2xWGaTUuVMGXowGy7LMsB5JBJZer5Ta8Gnv1ouIYJTnWlyLpauxdGs45bCkFiPSKEmhdYSVVlj6NAuS0vXl7Jp/noVFhs3jRMQWwP6jiW1/17aFA1Aq/kAxhmxB7LPGMhW00pvPJcZwlFIojYE17JcH64C6hW44tOtwOIx4S8JNR2ITvcK3FZmL1lqk2U3l3Cah8XUJ+NN2LOuVEhngmhMarVXIYiClu/jZXmaB8/Nz3Lp1K6izBQuRJFpd9rILrHbB1V3fu3XYR72a1jfnpNgRMtWapVhM0zSBK6vrOnAyw+EwEJqkkhAfmC43lhZHcWcXwz3rQWtLBpoUyOgQ4lREEGHvc+Hh/4wSxdWc2GQhYOEXlY/4HzR3mtCV+0TMyaDfbL3GH4orAKMlLgyF/g0bmgI0if1U7uskOF23PYIvdYNRMXfUOZZ8eF4L/sT17MIDr3a51oRGKcMpMBjh83YD3rTb78p10+L+/QcYjsYYjsYovDpRkHnrCDYqSuAc4CyxTwvYFyWAfltgtmzBEiIQmEAiyrPe/n+kk7A7yNbagB9Rcr4bjEgpFTJc1nUd1ORFUWSxkeMk83XxWEy3Nc7L9cYAo8kIRBazy3O8ePcu6vklZzlYNlAEjCdjPGVuQg+HIYWsWG30iRMc0rN/Au8rVm0j9leBmNkxSsYhweNiDGD25zKkUChW4zvl4BQrq41WILKRoCrpO4+ReDVx2rUW1tt8eTthpzguFlTgrJ1S0L6PJkWVKQQIXivlYxgVRQE2yEPG3YY+Yic0D9RucjYxsyV3iGfKYvqiFCMiwfsCaYLSygPqjuMr71GuNaFhuRVh8yB4R0VN0EqjrmvMZnM4IhxND1BVA44cFybipu9LuvwcxeDTKp1VG2XLrrax2uT8dtl4QyRLatSH+4jIBYg3cIxvDKBDbLa3QVS7zjkUJWMSrW2xWC7x8OFD1M0SAGG1agFo2IHBumlgisKnN4qEjIlNlyPfgSl02nQV99cFvnddn2pZ+jCL9MPbSYSJNRRacszh+YBnMhZElDQpiQcTyG3eavF34oPxfbK4nVYg0j6NrglivXMOlhiMT0Vj55PXdW21pM1h84UNhCNVeoSQFMLJKYA6Htvd/kn7VEpT17uGKpRrTWgkzGYEWKNtibUWy+USs9kMo9Eo4DLdXVF2hK482gVV03ukPCrAmakW+SUb5zcNpuLO1S1dcU/EK2H70wUmLHL6rI32AHDWQasC63qNi4sLPHj4ABcX59CGQ1y0FtCa+7m17ZV9IARH9YHFj1h2qVwDsdhRH6UUGxq6lPjmYjGDqXkWU+ssnAaIWKOjUh8oT1UUFKdXiS+LewpExCE2D5AdktgptTAGpBPNJ2JGVQam2ZYpjWUDt0kou6YYffO2qyF1PmaN2ICJKBfrnIvy3b918xrgaOp1g7JoMnsSgHf28/NzXFxcoG1b3Lp1K+AVXYMkyb6XTjbp3DRGSBrzowsQPwoAmi2EnjWREhtRW/fe60uqUk/B63TRRS3GDqzIT37ybb64uMC9l+7h4dkDwACFt3SGYs2TI2A0HocMlSk3kz3Ws9xdp+Bt+Fb6e99+faTrE5EJQLazA35x6mgI6cDilHPEWA2AEC7Vq+0VWGvEwcrlWRReKNWSpBSKFLQD0DoU2qAsSjjFyQVTwhT+UpwXMo8VIQTnF02kYHQpBmeK3FNbjufcTy7qphqvPpee9FzKZe0q15rQAGlUsTg5Tk9PMZvNoJTCyclJyDO0bSKmx1PxpMsByYJNd42XTWQoAjjbuBVjDMcR6Rns7u7etRpOz8f69mMcaZUAYLFc4qWXXsL9+/dxeXkJYzSsdaiqEiCbxFCOO/VG+/bth0csfUTpUcagW7o7tFIKKrFRCsdUz32eFYjPEBFJOFGxrOZ7nHI+z1Wst4D5KPwGkbgwpIu8y4UqIMQqChpKj8vJJlnXNeq6Dthed74I4VKIYlh6XcrNyJwKVtF+LRSviZS4AqR5OdUYw7Fi5nM0TYPBYIDBYBCuT2PRbAuN2RVdurtfuju8kgm+b1HI67pxPlkMXaO+lCClxFG4sm5faM3T4fkXPo8vfvGLePjwYWL4R7i8XHtMga9fLBYZAesWSojpn0e5UoxLcBWxWwEAWAaCw3Xg4F0OAIwO6Ui6z3dEQOKbxnhHzCwgtjetzCOtAfLERDk07RqFB/AdCG1bY7Vac4haJESwx2xANFkAMpMMmQPGGJ7/qszmr7UWbdsG7kcpFVLCiGSQfrocTVcq2Ldca0IjYSLSgb68vMRiscBkwilQgkybFKH4/AydLdKuU2MXCJNj6V8p6XP6yoZKeQfuEm9CrkLteWb6N50IXRldHp0el53QGIN79+7gT//0T/Hw/CW89NJLWMwXAAHGMPvfNIAqCYBD01yNz6QlxbquwlJeTnkU4p8axAEI3It2nPZXuA7BoFLOIeWgMkxGnq1ccg17ggfxTBkOGeE8x9E0uJzNMD04AA2iB77M2XgfNgmdx4DSY8KBZ7iKyrkimftFUQTRx3l1emphnkUa6LbbEywArxXRSQIyEbRmNnS5XGI45LSsoiKOk4rSW72KDslnk03tIzRp6QPJuoto68LaiyNitr3LXWVXdIiNlK43bvLiUCeOfeNweTnH5z//eXzmM58BaRtyUWmViA5eTCoKg9FohOl0urNvugBwt19fbWJzVZH3OYrqZ97RtQdDiTVCAEhrNJ7oaKO9LQsFjRGDqLQxhhqpnQqLTmRdmGQSJlVZC6prLGeXaNYnKEsDo1QWKjXzvheRRQw8e9qX4pS8YfoaJX5XKRdrrYNWBk4bOGNDu0T1ba3Pq+5V8wTZyBSs2PxsxG3tL9ea0DR1i7ZkHb/IpESE6XTKhmQbhMIF9aRCHuGNOh12lezfZSe7nES6w3Yxk+TGjXfuetcuIrPrGfmipkC4+Hqgrtd48cUX8LnPfQ4PHjzAYFJFLtDjmvJq5zii3o0bJzg5OfHX9Yt2XdHpL4K49JUu0Q7B1BXLOwTO7mDB+baV1jFBHLwWynFalG5rGKfx13rDx6DlcswNwjnAcvrA9XIJW9co3RgGCkaJacCm2CuEZtfc7BJz+Z6WoDQAh/xAUUAM/FLxKryD2Bdr3dTMARFAvj7tnkkCrzWheXh6CmtbFAWHypzP5zg4OAhe2YCfOwLSQcSQHHdhZD9ev2sxpEZu0QAvx3D8Sf88P0n82wNh6zxXdZ698d49iVJf6ZuYRBREiMvLSzz//PO4e++u78s8RAIvynjvcDjCrVuP4fj4mIHgXeJd+tpHpDH7AL2PipNt62Meo8SPKR03Xw8H1sqJZk4JFc6fFMQmscK21kFJSAlSUTXtyEdk9MTIR0yUdwdtqkrrE6NKbnC4wn1qBpgi0Uu6PhHBjIHXujqQY49x7fIAcYCCVmyRfvnwEpeXl2itgzIFBoNqbyvia01oPv2/Po3pdIzJeISD6RTT6RSjwRCFNki5F2+7FBaLYILM+gl+EzEbbUzGbUReIP4rDwwGXCCYwocUiJhjWICRu0Lf04LV5T6l6yy5bbH1TYKUPQaAe/fu4U//9E/x6U9/GgDnHpoMx1guCavGeiNI3xbF+ZtPTy/xhS+8iLe85W3clx2v5RwcTc506tO343aJy6sNvDs4WFg4RO1hyC6Q5EIHNIpygNpdwrYuJKpQAIw34lM+Mp1wGuRyu6Wg/WkdylKjILYIdo7Y3wkKtmlhFIPEIA2jC7TIvfRjX2468W5y7JzOhZPeieJauLW8KB9XiEVFeKdS8dtitxPnLKCtDxi3wuXlHMt1zSFsnYN9LWidmrbGfE4wWuPw4CBDylW62julD3vJZdvdmp70npe9AGjTUW4fLiVlo/vu2cYud4tzDnVd44tf/CJeeOEFvt5X5+LiHG3rkEo+6eOKgoO5vxrl/wRRalvJYzw7WGETnLgguLBhRZV0bty2Ac4mnIi1NixA9i+TONBXi5l9c89Rx7jOb1/bHIOVcPZiD6Q0eI8lDIecAaRpW6zrNWazWcjgulzXkAwerwlCQ8R4wXA4RFmWIZAQB2vuE4MiPsFsbV8nke9EAwFi85JjL5t14h2xy508KkHapr1K49vsmoxdDRcTV5+pkBysa3F+forLy3Os1ktY1wTRjzke+Ikf4Qv5VNV+hCYlXr3nHqFs42z2Ea+uem6wC/HijNNAWyrYUYlCG5C1fmMAQEDrMRftfJ8AsEowjlSrGMOB+AMAOY4Aa30q3caCmhawDrowgNIwyvuddcYv/RuemGyQETtK2gbls2bmubyJKPiJKlUAzoeT15HrNUaBSKFRDotFjcWyxrpxaFrylsoa7Z6a7mtNaKqyCu4FEl9GCIAGgjnqVSArkIsjKXD6yMDCjnfse3362UVI+u5N27A5Kf0up4DhcIDZfIblaunDidqQfYE1DvAah/wdRaEwGJQb0eG2tXmbOLhP214tcWlXSTlX5xvMUowCaYWqLNESeYfLnBN2RCHAl+B+mvJ4P0E0Jq9t0hrwzpVakh96rZRSCkZpWDgo2hy/tHRNMLJ3St9S8ptydCrjfD1HI+MvxIqzhxDqusFivsBytUbTtLCWeXHuuj3F/b2uSsrv/u7v4m/+zb+Jp556Ckop/Pt//++z89/93d+dsfdKKbzvfe/Lrnn48CG+/du/HYeHhzg+Psb3fM/3YDabPWpVMBgOMBlPMPHhCoCEXe0sWC7bVcTApliSPq9Py/RqlnRn7rLb2eROwxp0iEqfWLVtsjrnMJ/Pg+EWA5apxXP8yG+AF2bqtPl/suizT0ndNoLNCCKXY6rSG+15AsToMBxJTGX+iFtGRO14nUu8ZUISfxke1FUawjoqQtA6dcexOw+2ax+7eCB57tV6bif5kEvmUuo2QeG7cxZNW2O1WmK5WqKu196/0Hbuu7o8Mkczn8/x1/7aX8Pf/bt/F9/6rd/ae8373vc+/MIv/EL4nVrnAsC3f/u348UXX8Rv/MZvoGka/J2/83fwfd/3ffjIRz7ySHWZDBkETl0MUmouciQgHMs2UScu4L4Fm1wcbAm6A/5yF1yqxpR6dOOLpKWLIWXA6w4xoovdnJ6eYj6fB4OrVFLj56eElT+CkW+0fUf7ZMMn/6AvBWF6ueJT1L5ETjg12CzLElRoOKOg2JjXx5NRIQuBZ2Y4fKmPK8PTj8UmyXosArUI1ZpleDYStC0KIp//CYDxT07sTPcxBNU+PEQwPhVogACifJ7wD8/FM6sb2h8dk1vU9RqL5RySPFCF9jkQqS3ww2Z5ZELzTd/0Tfimb/qmndcMBgM88cQTvef+5//8n/i1X/s1/Pf//t/x1//6XwcA/PN//s/xzd/8zfjH//gf46mnntq7LuPJOKiyxZJSQiUIUQB4IMTuQco2LiXVRGxOXhXMwfvYVcATtN4gSR1i5DUVUDmx26VFEi2ETIiut+42whe/SxwR9qOS7JzGaJSlSvqPcxZJ4j1fXV44CSEM7/U90+2rvvpn911BePoIyFVERfpjXzP5LrHhuRTPB/8x5ZXZiVUsE1BK5aPNZqvwD2uqnAqhSqxzgMSdEXG/U/bhnqUNRVEEl5E4jxKnzoQb1krHuhMFa2Xyeioi43OUMXb39NNP48atGg8ePMBsvsBqvUZd12j/IuPR/M7v/A5u376Nk5MTfMM3fAP+wT/4B7h58yYA4OMf/ziOj48DkQGAb/zGb4TWGv/1v/5X/K2/9bc2nrder7Fer8Pvi4sLrnyh4VwLa03o5LDTa+0R/DjpuoTlUQqLYxyY6OqBj9jENqxFAQGMS3fTqzgS8dcSgtOX+3grRyZbKxAwLQn5qTVniSAiVNWQ2eamQV23HRGqj9BGR8CN911RriI2X6rSfWfXx0cpAyILbQo4z8EwIKxgfL19VnJA+WyUABrHPnec+yra5bQkkGEUUSDYiZ9bFhZKb0YTAPabr13XEgBomxoSikzqKDopJOuCQFCacSQoBUct1vUS1jaYTEZ4+umnQaRQ16/HYrnCclVjvV7h3v37+NPP3726blde8Yjlfe97H/7Nv/k3+K3f+i38o3/0j/Cxj30M3/RN3xR2gTt37uD27dvZPUVR4MaNG7hz507vMz/84Q/j6OgofJ555hkAwHg0DloScRTrLljhTvqsdbugqyy8vsUrYF56z3YOZPcuvQsL6n1vclwsN1NfmL7nS8m5npzL0VqHJHqSbVIphfF4FIiP1tH8RanoXyZcJFGyo+9RdnGDfx6lTxuXitdiR8ULlbkPCYuacwrJM5GLX7Jw/Qs8B5NsKNZl+bxSZ0igX7OWjmOXKMpzY+S8ZF6HOnbmHfW/S57ZNA3W6zUIFPKfSTD86fQAN2/ewOte9zr85b/0l/fq91edo/m2b/u28P3tb387vvIrvxJvfvOb8Tu/8zt497vf/bKe+aEPfQg//MM/HH5fXFzgmWeewWA8QOXTwSoF6EKhtWwA5QiwPijPcDQCeaScwoITYM7/IrYb0UqzwZ2K8idPEsdZBH0dugGBMgAWbWZcpbzBFP/V/m/kEtLJ0+UYUgyniyFJPfqIVq9YpfJ6PvHEExmRFqK9XjeeiACcEJ5z/7QtMBiYkObXWY9T6D5i0WcaEOuX9lnfuauOXVW6ItY2MSz9Hj7pMa2ZFfF6fglMDoA5G/jodP67t5ODMTzGAgRDAZYUG8SBRU0ec8NgMnEOL1MY2LoFQMEiuNt8nodpgDZvkkA2zp0QzS/lihDQAxJoIXQBt70oC7QN2860toUx0ZSBFEEZhVIXkPH9kmE0j1q+7Mu+DLdu3cJnPvMZvPvd78YTTzyBe/fuZde0bYuHDx9uxXW64R6kVFWJwaAKv0uUWK1WMIXkO4och3UObWt7F62wktLnwaXAj7BwL0D0/N3G7odrk+drraEcT1bJMJgCdCnL2ydCybsy0bAHEN5VlFJZTjOlFI6OjnBxcYHT09OAbYmfixAapcTxlFA3ABRhsVjj9PQM5+cXOD4+Rhdk36c++wLp+xKZXYRFvmebQefY1vd7IiJER2kVYiQripa1zlvjkvNWveA8T0rHDYXHmzVWynlgVRvWWEmebJ27Qfg7PVHwBMNRmEPhPLGrA7s5xPkHnW544FDCzm98CX6kkGCAIKzWa0ApDAYVqsqvMSUbaeSOt4SB3ihfckLzhS98AQ8ePMCTTz4JAHjnO9+Js7MzfOITn8BXf/VXAwB++7d/G845fM3XfM0jPTtVs0oZjUYhM4IsHBEx2pbd/uWYBPIGAE71umna39VGpGDxtmLbNsnlnWuUUtBYQjZ2uZRuGIN0gXT/XrlQejCV7iIsiiLYxUjOqD7xrrVAM7cALTEYPMTnPvc5vOUtb8FwONxeF0LY0bsi5Z+nyCQlJf5dzG4Xh8VWswWMKeDaOnAEvEDh55cFWb/BaAOt5JkKUOS1Qr6f/HFtDBxxwj4ep5zw9vURO0TGa9LoBOw3ZVmzpT13nvguZfOP+J7wLrBLjjgoD0dDjCeTMNelWuJyQhRDalxVHpnQzGYzfOYznwm//+zP/gyf/OQncePGDdy4cQM/+ZM/iQ984AN44okn8NnPfhZ//+//fXz5l3853vve9wIA3vKWt+B973sfvvd7vxf/8l/+SzRNgw9+8IP4tm/7tkfSOAGROPD3qD1Id3uZQMINCMGo6xrL5RKj0Sjs2s7F+3Ir2QiadbmKvqLLCqrMj6XyMwDWOHiLTdFsALldR5/8LO/dBRKm5zZA6IRIynkhNM5xaprUc1cWZFEQxkPuh6JwmM3m+JM/+RNMp1O88Y1vjLveRvE6KVmVf0ElJc4pkUk3ATmffXQBZUqokjkS5QC7XnOuDWpDm8iCDfrgg4grDQNOssdClmdCyNt4wacKKis0BNStw8ABpTIoPJtgsSmah/Zgc1zTErluaYuB1jwORudzx6mYp3u9XuNiPkNLDtVwiMF4BFV4jVx4V/RtK8x+JOSRCc3/+B//A3/jb/yN8Fuwk+/6ru/Cz//8z+MP/uAP8K//9b/G2dkZnnrqKbznPe/BT//0T2eizy/90i/hgx/8IN797ndDa40PfOAD+Gf/7J89alW2YgBA7GghDkopTKfTIBaMx2MopcIOvlzOA3GRe0aj0QbLndrb9PmQBLylc1wCDQUwNyFeabK6R9nl97k2x5JiWwS8fOyxx1CWJe7du5dxbV0OiNvqoHX0+p1Op3j++efx1FNPBYLtXL8GKuP0/5zKLmLcd20fd1mUJZwfL9IWhTGowz0iSgguE00irA8DoZ3PKtGpE/zmd3lxgcFggCqJeJeKOvu0IR1TAN64UID6uGEIJ2Tt5gamPPGRwHHT6TRwqkQU0vmknPw+IrKURyY073rXu3Y2+j/+x/945TNu3LjxyMZ5fWXX/OnTbqSBxeW8BHsuikM4Z4M2QEKEps9httaG/El9HAOz1A4usaVJ37dLs9S1T3m5WMdWrY6KDntAJBYAG2LevXs3I7Zp+7g/LJqGYC3BGGavB4NBzK6pFatHQVDwLJ3iyU4AiPrDp75aZR8AOH23tK8LsrNfkIFWQG2AdVF4TbCBNSUK57BcLmEtm1wUWqHwvkaA89yrt40xBtA17/w+m6VSCqQBB/Y7Wzdsj+JAgI4clwagutosmYsuavu6onZa4n0uMcrc3CBl/tV1jaIoQkZXYwrYNgboZ/hB+4/6i7Wj+fMruYzd9z09lgHAHU4FUMHupjtwKSFYrepAiASklkh+6bPi9806yE4jUGJXJNqFvWQ7ntrfMA2hVmk9EcSmoihC0vnJZBJS7QoXxtcTZJNUYMvZxx57LIh+RWGgtZgCJPYgf4EiU7f0jUkf5hXmSfJRWkOXBcxwCEsEs+ZUKPAYlPbsXjYmft5YZTlLgopgLy9WL5J7bCRXUlAAdbt44ZbWefwHgMxxCBHhKJS9IpcCrOP0vLPZDMPhEIPBgEU7KMDP9ViP2He05/y75oRms+zittIdoUtsBEsQm5sUl4kDTKiqXK5PY6YKaq+VhvGsapZadcvuGsStjt9N2p603imxTDGl2Jb+mC6ihE0Xm9RRgHPh8uS5EqWfNRqs5S0KjbKsMBmP8fjt25iMJwAR2qYF4FhMJAXrnF9IiFa0EHxBvgPphpHpXF8GgboKSN3n2qyPlUIIBeCtvouqQukctGtBPuZu4zlBKM0EyYG/q6jOZpWz19oQG9DZ1qKta7R1A9dyvqYkYW0kGB1uNP27sUEp0SoJ6Jw2GuiTYdmsga19Dw8Po4ik4gYs70sJjYhcV5X/qwjNVVxNF/DrlvRYCpjKR2tCVTEXk4pVYlEb/JA8oSm9jU8a10SeKYBaHzbQ9STvm1Tb2yEA4Ga/SGjJrjpdKRUM91arVQhMLcVa3u2IgLJQGA5KjEZj3Di5gZs3bmI6mXC8kvUKShEn6zM+jYeKBFNHW/1sZ9WIWIJEzSW8OpjONnGyu9H0nWdC49Mua46OR0TQZYGCKqBp0FpCSy2cz+Neau01Tr41msM+GJWucAZlNTH4WhcFmtUK7boGtS2EKbE9InQg3NqFQFuhH4nDOgihkeh8m5xyBwwmzgu1WCygtQ4bTbdvuvONiEJGjKvK/1WEpq/07+zxdz9u0m9sJveLqJQOhNifAMByvkDTNBviVQ72RjVMt16pH5OcD+/K7kymrtYZG5upHf3x1lqsVktMJpPQRiGOh4eHeP3rX+/xqiLjsjjr5xrWAoNBgaqqcDA9wOtf/3qMRiMGNS8vcX5+hqatMRqNcPuxJzyYLmOQ9nG+6MIWqTqtouTKvkbvKntyQ93NKVtUyIm/vLfyO/xqNoMVcL9tYUzi0e7vF0LDVYpjKM9t2xZNw2lWFosFZrM5qoNJaGRX1AG8pkc5kI42V8YYQPksCF4odx1juggLxD4kIrSuxXK5xMXFRcBmuoHfWk9Iuxz1l0zrdB1L386VdhYXOd+9W8kGsdNQTykVzNRHwzGcjwdb12vUjeVPXQdbnuFwGEDlVGQqiiJc4x+cLRrGdxDCFWSCiFZgi6zOWtTMjJcVW1Jz3JV88RdFgaeeegq3bt3C3bt38fDhQzRNg6ZpoLXG0dEBhsMaWjGnVpQFlCbcvHWC8/NzLJYznF+coa5rXFxc4uT4JqqqYvxGKViX1siGpunQjiIjOApgDgJJ8/dkcbZdto176R5TYG7DJfcpo2EMj0+lNdxqhcHhAawirG2NFgbG82OkOIe29nFnuLkJ9qIJBLZ1OT46wNHREabHhzg+OsDx8SEW1gJQ0D7ft1iSx9ZRqBsTBJ891LHoCrEqpqT+WdvlBE+UerXCar6AcpSLTdJ+DZSVgRhmqsSOp0uQtpXXBKHZVbq7WCzCTSRHMhY2n7TdDhdV4HA4RF3XnCTMYzoiakksmBTnEdDNWssaMVAWLrFPXKJ4UrbLvJGBfQYMvEYJ0VxdNG1FwdzKcrkMu+T5+XkwARgMKkg6WCGWaftFvbter3B2dhYcNsuyRJkYT8q6iYjSRnVBW85dVa4iMvI91TiFe5NNRykVyLiEfzDwIrXHscaHB6iMhlEKs6ZhHEvHeRM40s774XEO5xxc0+Di4gJNWaEYjzGZHoCEc8DmWAvSJXVnsL7td4nROrxbqTh3ePz5utYyN1PXNcYTNvkQDVN3I07bA/TPxW3lehOaKxqZ4isbi5OiUyQ/qt9ArktQtsryHZZbvmuP1aSga1VVwZ5GBlYcJefzeWBRiciHd9wELSMLa8LvbeBnd0HzfVGFLZwH+eBXIGBYDTAaDjGoKjzQBrZ1KAoDowsUZYnDg0OMRhPY1sHoAtPJAax1GAwGWK/XmC9mABymB1OMR2NU1QAhwjeZSBBVHkBbAYwzBGviV162LYatY6o9q6UVtCMUmoOHM7yhYImgjIFSAxQjQlm3UOWM1f1g4kQqcaz0RQOc10kRRxummF+d5gtcnl/icnqJ0ckx2+8gDdvKDq2OGuZYk7rL/KEO0C/fU45ZfouT82q1wmKxgLUWBwcHMEqDrIMpfEK7PggBgPiz6J4YT33lWhOadKfoQ+P78Jf0+lQTtKnu7iciW+vSGeA0FVg04U7kfUS7HsF3lFKB2wHAjo7WQBm9+fwEQ9lFZNIS9iYRVxSy+ijiSVjXNeD7QysN21rUa65fWZYYDAY4OjxEVVZwjjAYDHF4eARtNIbDAVarFS4vL3F2foZ1vcZ6usZkMsVoOPV9IfyMRhZAIOHGKKvxq1e6YKb83QA8U5xFsXgit5JijRq1Fo4AXZQYjMZsLexk/ChpQ87NwHMU5DlXAFgtV7i8uMTZ+BRmPMJwMEDrvE1PUmet8vzvfXOyD4vsA3LFElzwxLIsY/18uIjuPYH4iPS1Z79fa0KTwYs75G85vymrdp53BUHZl1VUYIOm9JldzqqrzhZuR3yvgkhjWyjKxbL8GW7TYrMz/GGqU2C8gc5ORBTTeQiILfVt2xbrFeM1ZVlhMhnj6Og4YFJVVWE6ncIYhbJkWf784iHmizlWqzlW6znqegWcsHar0FVg6ykASqK+Dcjpn2vpbkpCgAMmRhqBeBChtRa2qVkdbQyG4zFIKZiVj1oYwFZEToMSLk0B8AHynQNsXWM2u0R1WmFweIDJZAxHbLEbTf43OTARiVgcQnJ8c56n81u0pcvlEgAH+U9DXcjG1+Xq06gA+2xuUq41oQHyDk0JQZcT6dqniBwq98rfPmKTWsruqkP47p3nUuLSvTc9LudE2yO/y7L0Dncuk8Hrug4GdQDHlDnw6WaMLjbsHlKSTOI/ozaDgTkfZU1EPcksUZYl6nWL9XqNquJ4JMfHRwHQtpatpYejCo2dY748R92comkXsFqjuTzDfPES5otTHB4e4uT4NobDEUgZXntKAaThHAEQ4ptzO91x2aVNfKUlEzEUeHeX1xGHdHAKMEXFriYFW/gaEFS74nQsIUqf514AOCXiF6AU+egAGo4UnNNo1gaLeYmHD+/BGEIxnkJrA62NH1cN0jGjJM+JZG70GAXInOG+zSMKSPwmEedTnDH19Uv7JeWm+lxwtpVrTWiEI5AixKMf4MMGYemWtPO6HFCXKHTv2/yteolVWlepS5+Yl7arbzAbDyJeXHBQ97IscXJygqOjY0zG0wDm8Ye1EB5iAMRuJePoyScMi7Y2wmFpreEsoW0tBoOh/wzC8wVzQsO7oPOgr7h3+Dfg8vISTdNgdlljPB5jOj3AZOJ9amBCv1FXa/YXXARMDaKdzc9rw7Ynbdt6YqIiB5M+JzwPQTyTv+SIbZXOz4HhAJPJBAVJEC4TNhBoxpDSOcPaJsC6tleUdk7Evkgg2rbFSy+9BGMMJpNJ8FWT9vZtriknk3F8e5RrTWiIosNkWvqAX/m7DbfpAsZ9v7cBwek7A5HBfn43UlJ7iOy5/PLs2svLBS7OL3F5Ocd8vvRHVzh9eAnnPgelFEajEY6Pj3F4eIijo0OUZQGlYhJ6p5KdStpovf2O//AkL2CKAYwporintId4uF7OrtlPZj3H7PIhzs9eAqjFcFDB2jpkA1WqQdMu0DbnqJsKdT3Ben2A8XiMwWCKQVVBqQG0KqCVAau8OXxmF3NU2KCVsS0JhtDt8S6Bz+7tcqbwITq7uI7R0GRAcCBvX0OqhYNGTQ4tvHFiQlAcgEb74Guac0cREZxmDsHqFmQMrGnh7Dmq8hZggIvLC1xeztE2DoeHh6iGxzCmQFFVMN6wUumKMTWtMp6GLZBt4BhlKrWNw2K+Qr1ucOvWMUbDIROxpHS5FfkeAp/7DamuG+xTrjWhyf1wYun7vamu2yx9wPBVpW8w0JGXpWzbJVIxagO466nvarXCfL7AcrnEel0nzm4quBG0bTTCeumlAQaDCgfTCW7dvMFqZrUZmU85ChhRih8pZfJ6dZQRbB/UYD6fYzabYTaboaw8QfOm9tw2gEUJi6ZZ49JaLJcrb9Q4wWAwwHh4jKoaoiwHKAtfBxJmIl3wOdwRjsPDT2p/rqi7WQAIImE38RqI2H0dAMFCQ3HcX8VxhUWFH0IqaHEo8AiPr1eM0RMj3SnNHSspURaXF7h//x4ePjjFet3i6OgYg9Ec0+kUjXXQxmA0HGE4HPvYShra+I3AF61kDBnnYVcDzjg5mUw5QH1VAIhaWOdcsJ+Sfuly2I8qrl5rQpNaNwKbeE126RbwtwvSpqXrvJZeJ8/rV497oHMPtrIPR0rbIkm9rCM4S1itVlgta6zXHDhcfJCck4XMRTRZrFmYoygKzC5nmM/nGA6H0EWKwRQg59A2LbS4H3i/HXmopAoJRUXI2doGl7NznJ4+wMX5WXQpSLCNLpEn4iBR1rZo7RqrNbs+zMs5iqJCWVaoyhFrufxC4pgqHvh2skPrjfHfp7/34WqBFFinIHtqcBQ6cv68k4DexFm9Ff9VClA6BrVqlY3Exj/W+Sh8HKGKM3U0do17L91BDYt1PQdUC6IGFxcPUNTAYDTAxcUcbetQVhWqki3PqwHbK/H3CqPhCEZzYjhJ1eucRWsd6qbF5GCKwXDoz1so5aCU5NS2MduD2vTFS3Gafcr1JjQ986qPw+gSlPSaFJNI7xOxbNuz0+d2j2lloNTmAPQthA21anKtUgoODtrbcLStxfn5BRaLJdbrBk3D4Tbz/MfRCU4p5ePvKM42uFji9OwU0+k0pBI+OJxiNOK4I03TYDydQmlOzcoey7IAI+ERjEFq66jFYjHDxfkplvM5qrIEYQ1ytpcji9Qnuka0bYP1GlhgDkC0cGzsd3h47IOnVyiLinfhYgIAsNajq0lfIogB/ZqabSJwV4GglIpuHSohs14ckrAPBBWTy4WUsgTnL1F+LjVoI1AmHg0Kvm99HB9lA6FByf1fDRSAAovFEu16ida1qOsGy+UamC8hAeCqqgjA7ng8DgqCNCgZkUNrG1giDEcjmLIIltBKR9ebbuD7PkXJa4bQaKU3GtqHmaQ7VRd3SY/tmozbSvceIvIxRXbb4KRijvzutsU5BweORWuMwWo1w+npKS5nc6xWayaEsmbFFyfZgDffywvg4uICZVl535pLDEcDjEZjTKcTjMZjTt2qog0HE5WUm4mEhpCKWVx/YzTE7yZ5dbg+QZ/Ct6jU4QXXtgw+1+s15rM5cxK6xGg4xs2bt/DYrcpnF+DVLWCnrxHTt5wB85qX/vEGYlyXjbFPAG0CvG+ThXJehPOBxZVS0EazWhrMYWqjAesj2CX1CU8UMTRIynGDa631QfM14AyqqkRNwNnZGda13ahn03Bq4/W6xmw281lFOO5vmsmhadfB343FPBU6SSdjHjVbOcaZBpUTq/GryrUmNNtkxV2cw7bz3eNXseHbtE9Xya/bds6++3KNGl8vlqSM9wDOekJKXsyJAr+8MUwegKA8+AitoEwF6AJQJcpqhJMbt2GtgjFFlOu74VJ9JHylPTbhHMaTMSaTCcpBCdISR9awBS0pGHhNoMpFUSFeLE4IZUy5yCT0aWvROIV6pTGb3cGdu59DWZaYTg8xnU4xGAxhTIGqGqCpFbQ2gKqgdcmLHxzCkpwKYoTUgtuWG1WKX48moTPsu0REcK2FsxZoORuB0oAeGKBSaEsFKoxXZwOt1qAaaBVxBkrhenRso/N9Cg04RSCvG1dGwnoaEFj8KajFan0G58aALllDRxqujW4vPC8c6rpFU6/QtufBzaWqSty8eYwbJ7eglIa1rBZXCWYkc08wxb741Y9arjWhQU+j+1i5bSBwl+u5+nU5IdqltQD244r2IUwgYLGYY73mnYiowHpVo64brJZNCMS1z/OklGWJ0WiE4bDCZDLBzZs3cXx87OsccacNL3It3Iz3nTIGhWZjLwlfqn26m7wfdvfVZsmvD6E2PLixWq2wWq0wmy38eSYyjOUM+Xs1wXA4YXufqvR+SjlroRRAJMaCorZVHnZRgNY+HzYTStYMxp3e+fzT1nKQsLLi0J+KFIzyBm4+GiPpBATOuC3lRVIV94pOX0i9lNOJ8iC/KuVAUh+6lFgURYHj42NMp9OosVWKpU1mz7Kx6bovdMdvV5D+tFxrQsPi7qZI1BWP+gDAvvv2emfCdneJTdCAqbxufe9JAbZusdZGC2FHaBqL5WKF8XiEyWSMprE+906N5WKNpq6xWKzQ2hZtY9G0nIidI6RFTiKtk0w+YwqMRqMQGqC7g3X7SivlLZ85Lq2XnYImRWmCMQrK6hDaMi4qyWnlNsYoltSQMOIj6TnfS/467iPbEuqaNS4OzJGZYoSq8nY/o6FPlcxi1nA4wmQy9URTODamQ+QIRnM2AafYzYCN9jgXGNkazjawrgVZzqdkbY3GLjnbI1EkKJo891jAWU9wpT91eLM/pjjAuVa+YV5M0YBSAszayHm4PAhVtz+1VrAuKizEgls8tB21/vlM3Yh4/PqUEtswxNcERhOsXLvHewDa7vF9RKm+kloW92mhQs16gOfu4spEks47BMNZNzWWqxWIgPF4GHyFnKPgGsDOmEufCK5B07RBa1DXdUgnzLBFrjHg3FiDkHqGcaN+4h05GS/+AQGvgfz2x7RSkSx4ECL4fyWiYtoP3X7Mh7HDEWUEicJrrLOwrgWg0LSsyp3PNYrA0TBxHwyGGPlMp2IsGMcSsBYhiH3btrBtC3KMi9Qt42O2aT3Y3sIRj0MFBwnSytolea7kZFeR0KgU+erMwWQTIxeS78YYMwkxAcXc82k7tNZoElX1aDTC4eFhSBQQ2utcHKstm/K2TXrftXO9CQ31E5Ftu+U2UWdf4Dft2L57+0SnK8WinmPCWTAh4bzjVVmFCSJ2Eq4sMagGIEeYTCZoWwmubkOC9svZJeazeSQ869p7kg8wqCqMR2OMRkMUXvRxymMnKopIvAlHG5rYtgiSIld+h7ZIXOTkViAhVj29kjwzfieBEILIIOPO8Ve0Zk0fWet/KxAxEWgah7oROypegPO5iUaIMCEkpfKEwFkGQ2/cvIX1eo22aXxKZIe6XQNEaBsWW5lzYzFEl56IK7GP8Va8im1thKuMbU9zP3nRqjsdFYL2S3ncSmuxy1I+eHjDfRSe7cNI2BZt02A0HuFgOsHR4QEKk9gGCffl66qQz9tUW9udz31a123lWhOaPuqbn94ec2QfQPiq0hWjwnE8ukFT97lN02C1WqFer1EojYPJBIXmwNcqXEfQBbenqEoQFbC2CKzyYDDAbDb1hn1rXJxf4u4L96CIMKzYgO/wYIrxcAiQg20b5val7p7LF0ghS1tGEbQktFASpNufS/sHoT/2m5QUVEbRmjUSHnmOiFVSB3j233JEO7KAUjCGFyXIRXEPAFkFnzG5hwMGyNvpWLdkzQpJoG+HuuZ4PdaxiBqxHY3SsM+QUVL/iONkWItScf4it4HqCiPkPFgLBYCVAcORhikM2tZh0axBVENBe/GMn+KcQ1uvUBUKk2GFw+kY0wnb1ih4lZkfZEpU2/k45BxNyqn3mYBsK9ea0BCw0QEAeglL7/195/ouv4Jm9BMVmRipdqPv4emxWH8O77iCUgrj8RjD4RDWWm9PwgBca1u0Pmsi72A5QFeWBU5OjnH79m22FF6s8MxTHK5TmQIE9pk6OztDURQ4ODjIcvn0FhLXPYqLd0cfC3eUy/L5BsHPcJmo1BVF+6uSEDRKfXriXQJax0H0fZxwWJucqIIjtqE5PT0FwMS3MAZ9O3qIFa1VsNBuQTCJDYtzDkUS8kGIy4bZAD94oxfDPIfDcrmCxRzVABhUQzz55JMBKG+aFqvVGvP5AhcXF2jbFtPpFEdHR2F8nWsD4UsJB3Nb0rZkDJKNJ/Y7R/Wrm9dAupU+LGZfTmLz2u2glpKdVEA4bMqtPW9gEDOoTVNRwAOP4X7PLiveXaqqxOnZClCOQcvxkHdoOJBrYcmGiVJoTgimwKx5UeiNiUPWwkBhOh5jOjoIbZc4JCZZQAYKpJzHApSvEtvCanIgYqyCA1ovMRwO0bg1tAHKQkM5y3pdOK9h30aE+W/cKNLj3dLFcFIDTMM5jsDGzCmOzfyEvN8HhvJjuX2WiCihYOEwKP2VCgBEi2NhnfVEnq2fFQBoBWt5bpRlAV0YOHBWAzFz4mDhMWe3WCjtgKPCld6KB8NRAaI52vUarjVomnMcHh6gKg5RlQqjwQg3T46g1JNQikKw+aIo0DRL717R+D5LwpkoFQJy8RwysTq+jdLXHqtGJyzx1nKtCQ16ZMSXg4sAIi5cdV8/ILarpKez3ZYo2z3gCY9znJxsNrtkC1gfAlRY7a7xlA7mM7n8z5+IszAGwcChlNQDexewJ7ssAd4zWz5sUb1arUM4SGGnWftkEtP3dEbuTna22YddTlX1nt/sY4RlTNjEkPqGO3193OEVtIkci7h2SH2JeKNw1oKKKFZEjis8Lb6nh5PdVqe0cqTS8fcbjvKxgoxjF43CoCorr9Xs+q3lfRlF8e48SGpIvD7IbY7NvuV6E5ot5Socpv8eQGTofe97pThM36Ky1mI2myWJ6cj7oaSOiULkEpmZj/T6okhmIaUyS7EsJ4/gStookNNsQEYIAKHWrNFpWnagJHIojIMxQFuvMZ9dYrVcxMXX6yXd/ZuXfHH29W1q7GjABCvXFqlkIabiUgxE1vvqWK1E46aUCtiTkdzVnkOULV0yRhLYFcRZ7kvn2BaH49VI36d1i06mvoqhvnFYVIBRWFSlpAtbL8JqwBLqtcawmkJrhcIoVJW3O0o2G/6fvJgqLAo8B6oCx6eNZjFR5hJy+56UwL42wOBXUDYnsuAc+4tfj/L8rqp4m1peQOAYjZ4nRlw03YUY5ecudxJ2siTWSy6+desIv5j6xUgi5501GwCEsmBQsalrLOdzrFcrBBuSDlCY2cVs6Zf9Jm2y43qxLq1/Wtcud+O/7Xx295IQE5cc4BDsaUDEzXF+4fkbvX8llGVfJwsO31AUGkTi+0WRECqKQxLeFd4exapAj5yncc4fV3Ag1DXgbAsYzhZaFkxoKBHRs3pSGsxLZZiMahWoKDJOCIlh3v9LaPYofZooVsMmS3kH+76t7KPF6vuevstai8VisWEPwSJStLnpcl183mMPKnI1IbYN4jlAZ+9PS5cb6tXWackNZANhXCzmIfYsX4ygaYnPYc6s2zf5++T4Ri8mx+LJtE8e1URhv0USLXDTDBZKxVTEsd6eswngMNC2nsvxtjsUnF958+BcTNtJX6gf+Xb7v+nGQxQDlnEmCw4qHqI1KmQ+ddvarZUKrJS1Loxl0KZ18pKFDfn/JTTbS589QEcqzco+RORRru2qC8VQTnIfHxwcxKh1yB1Ct5mDO/DuLuBuJpdL9gEAISZvUqe+5230j3BJqeaECM8//zw+87//N+bzGYhaFGV+n/hmZWJC5z0p8AjfDqIut7PZd331l3MpyLmNS908Ju0SVT0lxwAOM1qAfEZI8uExtWJOBkrDWRZPHQFKU+AS2wa+jUxkFBSMLkCw4V19Gx1zGmyP5FsN7cN6WmfRNC0cKcznc5wcNaiqAYw2PgysCz2+yV2mRd7PY1FURXatcw5NvYJ1ef+GQPZ7lNckoekvKU/zpS+yYCRh3Gw2817VZUi34q/MFn4foMfHY7yQ9CPPyFWTLw9fUkrBFAZEBZxtsVgscHl56a1jLbqatXT3FK4mLZlqtVOffU3bX9US8CidhA5RIQxHSrC01lCFEAImNGkgNsFuAKD1gOxwWGUgsiMKWSz7SjBb6DnH1shMyMhxnKK6rlFVDRz5ujuw1qtjzR6fLW2KGJ20LQ0TEcwldBGOi9X5ar3aq2uvNaGxtoVzxd6TMrfb6HA1yEWnVwOnkdLlZroLS3LrNE3DeauDKwABilWOMhEcfMQ6j1EQOMGchGPUwtF4zkMsTaO7hkxbnXxXybG++vuzWrE8b5h9f+GFL+D+/ZfQthKNLfr5pC4asT/3H6d9tIePIi7tcwykA1fL3IeDbQFy/l3ehaAwFayz4VoiUa07WAJagV28yLVwNVonWj4D+OR91lpoI+/rrXn4V+YnJZsML3oCWYf1skFT13BtCyQR/oRX10pxnCEiOKVZQ+bnV+Te+A4eT4VsWSnF3Jcif6704tlrwNdptV5zUjMvKuzrSdpbPFDW5RZ2TfZ0MewSmbYRGqUU6roOREaCFnXv918ynQ0R4MJki/FjtP+EegX7i/x58bHbQevkKOC1JILREAinp6dYLhcwSgVCAzg467L+29ZHvRjQFcRF/l4lDr18zi11cQhQLNJFD8VuIKRj/UV7T0jFYu+yULP4aN2E1cQJMB3WelL/nIh6fA1xHoS7AyALWEuo1+voLuFxPZ4bPiKgnwlGRVcDqUefWMvviIB7CiwDm8kBdpVrTWisdcGmIXZqLmL0yfRSMtFji9iUiyd8ZbwnvbP7Lrlnc5Gli0FSpwDAaDTKjOf6cJIu4i+4TTD6EIKk+JATLYc/ljIByktUsV0qrCTBA+LlLURDUjc1Li7OMZ+zD1VRRuIDuOD4d9UkjO2R/kx7lCuXxtztli5Hc9Xv7ru3l837uiBoDowKHqOhfUdbZ0GO4IgDUhVFAWcdJwOE50yUghhp9rcx+i2pRNXtyHnRjCAWc0QIKXga7+gpwHDaJulz9gVLz22ukYit5f1G8sItfdVXrjWhKSSerncYlLgskgFSLCLFLLybN0mKaA6U2pycG7tLAkqyTO93V2+rQeSQhuzfBrQK6ytEZjAYYDQaZTuRlC6hTLEP4eQklGQIKYk4fVIiI9yN9hMmJzayj/PkjpwQwRKLR+QsLi7P8YUvfgFt2yaaH/hF4OuahBPttmOjXVwjXy/PjREAlXhXJWPTpznp+72N0OzD5aS7fVeVuzGHVIRydehHzX1BwrXIvFQcgVFxcrjg0L2rMtIfYLsdZy0TGEcgS94oEmHTdd4EgYn/JjEJ3Gl4qa8E8ugEsR/8JucnkQqXEzbSU2wp15rQDIdDDAYsaqSTkMMl1CG9rCSwH41GgdjItcINSZ/vEiXShdPNnyMEj6+L1+ccUf5stgCeYTQaZT5MALL8VEHjY4xnXGI9xLQcysAURUbIuiVwP1zj5Hh//6bs82q1wtHREZb1GvP5HBcXFyFmDmAhycyguvfye3pDZMY3+QncR5zgJZjYz2nZJkLti9/sKsJtBfA2UWn3tkJFrSBZCxV8oDQWiwUGpYbWY1RV4d0zEsLZA5TzX7lONqfE2xsIx3wNWE2dbpjynD05j7QtnQOsKevAE0VZ7vW8a01oCq+h6cr6XQKwXq+DmJLmtk6z86ULYRtxSReqTLo+8YDje+QDK5yHPKttW1xeXvpUI4OgaUrrwSKRhtLGixCKU8kK4RHtUlGAMwR0HRc9f5LNGfF6lvalE3K7qFOWBaxt8eKdF/D8Fz6P84tTHE05QLizefzaCAznZvp9XEbEkkxO+BNCmtU9acurQUx2FQFb0zQkm3WC11T5Ovn/lGL3ECKOalfXNerWYkgKTGUsRDRlrZZ3BWDwDQB88j6v2vYqddv68dOxHvV6BU3sp1ZoA0MKsA6KUv60izbFEmbKDu6b2a5NkX7fcq0JjZR091RKedN9hGNlWQa2Uo6J3Yr8NqaE0WbDTqXbqSGkJPp3af7tguZFtEccDJqLtRYrb0Ur3EzQQnQN87SB0jnYne783cDgOVDanThACL3QTbcY2PO+/gUODqaYzWZ46aWXcHFxEepirfUT2tcr9F8ieFFcrFvFmQ5gnRJkwAOP3t8oxae6m8qjEJ+uOCRicMrBSGyfVIuWGlSmGEjALzrtSDcoNvoDikL6wwaOmsCuG/VqjbZtQzocUygAOsQYUkqhqCRYl+QKi+9z3oKbPBAcCEQ6oGk/YJP4dNdUSojSv8a8BsDgbtkG9nKHmADgpRNGCIHzGQXSBFqS+FzKRvzcDreTVCSIAml4TPms12vcu3cPh4eHgZPpErdAQLSBNkX2jpRF3wYed6/3PeL/FRfMtLOQAzWdUtc1zs/PMZvNfMQ2hdZ67QbiRFUqAg6ycNPx6E34F9T1/WJm+O6JZx8HK9+3ckwdUa5biCiArORBLbGNYUIjc4k1TDquXx4PWYxJnRjTikn5Qr4kp6GI0LQWRK1PCcykxpHFat1gtbKoKgeCwWBQQBt+b103gZjowjD37KIdT13XWC6WmA1mUEphMJ7sxn96+qHbf4xBYisR3adca0KTNnTXTpbufjF2iM4IDig63nFozDnOzs4CsREz7PF4HH73YTZp3YCczSZik/3ZbIa6rjmRW0dMSOvHu7j2YlMsck/3nV3RbyuWIP+q3f0WnwvU6zXOzs4CJ8Zq2i0xAjzRymnv9kmptNor3ECOR2ziM+kmsvGOHmLUJUxCZIjAtjOZ2BTFUL4vKhC2FcbV2NxAOF3nfNxhL4pYyzFdyqKAUWwh1bQWqzUTHW0aKF1ioMqgeWLNUuNT4opCBIFLny/mKMsBiqLAYDzxbQV2aoi2NCT0z44+3adce0KTfu/udNvOhUlP4PTOBIgNiuQTns8XuHPnDqqKk5iVRYHBcIibN26gGgxQVZWXoQUUdonYQxA1MRME/itpaheLBcbjceJmENuy6dK/ya52iYxoBrp9ssEhpJNN8swmh/J5mNwLQlOzSrtp1ojVCnv4xjuVijYeQSzRnqMJGi3uG600hxDtjGfvRO6sFSIJnRDr0dUOZePvmy19ltLZ4IhCUSyOn3hVIEae4ASCnYyRvNdo9mdiYiV15o8xBZq6xmpVAxWgygo+eg0Ah7ohmNqiKCyM4dg72hRo1zWadY2q8qKVKWA8hsd5ndZsKezFrN6O63brNpE2cLkJASfpB7rqsaFca0KT7kzbSpfIiFm58mlNjScOolJer2tcnM/x8ME5Ls7ncO4yPKcoCrz4wj2cnJzg5OTE5xMaBE1WUXhUXhPCFq0A6whFqXF5eYnFYgGtNabTaSAqfUQwyPU9i63fUCpK2n27urC/SoiN4Hvp7ej+8IsRhMIAbb0EUQOl20T0IsRwmvxcIgqYszg683cFBebwdIf11nq76Bd+bxMCpE1dabB3fuikrWI8p5K6Rtsea4nzHgV7ExXuST+JzCQVT8Q9cApd4l1NAqS71mMuNW8YrS6hFGOLpjpC0S6wXjdYNwa6NlBeC7luNFpXwrkWhRngYHrsbXTu4fjoGEpplAVz4YOO8edWsRHopRcb0kKQDPwNrifGz5byfwWhebkl7UgJOHV+foEHDx7g9PQUTdNkHEfTNFgul7i4uMCf/dmfBVHq4OAAo9EopLIYjiqUZRS3AITAUM65YDMjolLalj5RrE82fjlFiM0j9FB4e12vff33ixHbD5JzSQHv7t9tbXvVNEyUE+T0sLUuBOoiyjWA3XpQ8pxdRVxHxOJb5pq1MYCWzC3nOFiY5Nxq25yrWq/XWCw4j9VgMMTh4SFu3boVApjdOH7MP6PAdHqAo+PjPbpDjDn3mRn7tbmvXGtCg468LaVPbhftBeMrCX5A7FHLcWDWmM3nuJhdYrFaeqLtAKVj2lAAtXeya+sGtZ1hua59YvUzlEWB6WSM0ZBV1kfHh9BaYb1mbGM4GuDo6Ajj8TjiQ0Bnd+/gPczrQymfI9mJ0VTSTiCbA1l/UP43EJCuOCWaKCVgJmAKXhh/8Af/DZeXF1C0RqmFXeHUL1BRFErBlq5Wh4i2mq0HcVPlQDWF8/Jrf3Y99EPKtWR4dzRKtM7CEXEe8KaFtQwOh4xYKr62cRZGGxApPx4AUo6MUote+P6JQd+Z2PBzrRWbqQLWaVgneItBWXLY1bpRqNsVV0CPQARUgxGUnmBdGxyf3MJf/atvwMHhsR8DClyVzGGXrhNi623RFsIbD0LamhGU1IIYYFY1zk+3Z9S9a01oAoN/hegEsE2CTHS5WwVAlLUq8/kClxeXmC8WUJodz2QxU/Ks9J2yK9VNg+VqhbIssZjPURgNYzTuv8QE5+BgioODKQbVIDhN9i+4aDXMxEfHiGvdZiYiEl2xI6nsmxCFzbPJwz22YHF5eYGHDx940NxlquiI+aggOmwj+l0APX+bjXQzBZG7172cTVWpQGEo/Ks8VsO/RZUtObGyyKMJThHrm38nJzGB5PJUfOqKhJqT7CkN5xocHIzx+ONP4vDoGESEF164w9yU0xELUinX5TAelBgNBxgMRpwgbzjquBzwfZYIsDmEIIHJ5LcjyyZKnbHJvP+T3gv99whc5rUmNMCmHJ52aArKye9MXCIHrQyapsF8Psf5+TkuLi+xXK6C/M2aqAjKxhfH387yLmEVRz9rUUOBk90vV0uMRiMcHR2GROuifeqqy6VeQmgAwGgOct3XZinbAOBwPmUCki9d/AoeVOUobqx1sahxenaKplkDilOnRnogAZjI06Xt9UqP9YtH/cdfqSgVQPCkf7ndET8i8HfBZK7KIJKDxMni3fL+LqCafoiAo6MjPHb7cTz22OMoigJlNfKOqSYBnRkrE0JYaKAqS4xGQwxHYxTlgNso88m/O4StCOuAQps5PKAHqsG5sYyOc00cMiVnVTpGFHys9otOfu0JDZCz6FK6BKdrv8EqQQdlOJbHxcUFLi8vsVwuk/gjETze3Eb7f1vL1qsMMmtoZVAWFSaTsdcQRN+rNEhV2o70I6Ek+8DdvJ20Vc4OTECH2uR9RtlHwnaumwXOzx960UYyMPLi5bp1MIyeuoYe6hDVeE8Ul7oAZHfMupvHZjv6SxeP8Zt64FysBdqWRZrNx23Gku468ELn9dvWbvkIFjMcjnB8fIyD6SEOpkeYTKYwxTBwNIDKjB0bn7QO5GCMDh7/ZVlCIjbIbKXknVHp4K2SfScQWI0uzrfpOHB7KKm7yY5J3+xTrjeh6ewqfGiz4QJ4qeQ7wEREXAHEPoQBXnaAq5s69COFdSzssDw9tRchvwPwTcYYTCYTnJycYDgcRdDPW4OOx+Ot9d5mKyPXvlxAWNoi9Q2FOyfssgCwrtc4PTvF+fl5IsMLcUnfT9nTukQiaNCS0s3vHetGvdel928juo9SsqVC8OKS3Vqv9L2ycYmxZ9fvre8erTUbNiYLnw35dFAOTCYTTCZjON8mcia0T6yTQ5AxPw4p8UJElPzGQoGoCZcc88MrBA2hF3vZ9GDTnytserpAWUbj0W1t7ivXmtDsMmlPuQJVGBAYxEtN9tumxcOzhzifneP45jFObp1gva6xWLCG6MGDBzzIrUPTcLxYSeTWNKlZehoq00J0O8YwMZlOpzFqngKMZkdI59ym34wfQPE8l51Xzr1SIpP0ULfDEA34xF2DF9HZ2VlyYQMv0AM03nhWOhzp2MSIdXlbNmq1Bd/Z5dC4oYbdvGDHxkshRu4uIpMSzy4HmrokyHUpHhVcR5LNQxsDZQoACsoYQClvNewwHA75+U4jTVfDxn6eIFrrDQzTIPARf6MwbzYbHrhox9w1nA1gdp8JQWyjhXPKS2gy5/cTnR4pXuKHP/xhvOMd78DBwQFu376Nb/mWb8GnP/3p7JrVaoVnn30WN2/exHQ6xQc+8AHcvXs3u+a5557D+9//fozHY9y+fRs/8iM/ErRCj1KiebjL2Mu0qI4LQNM0IfH9crnAbDbDdDoNO8qNGzfwzDPP4Mu//Mvx1V/91Xjb296Gr/hLX4E3vvGNePrpp3FwcIDBYIDKJ41PwWVj2B+pqiqv7j7AyckJjo+PMR6PggOlfMQ0vbu4RKQSYpOy7a8OkdksRHExiybh8vISzz///OYC7odYkmfli2PXTi+37qPizuu7yc128Y+twHNchYFL4Hru/85Ue9YnuqdtT3HEsPkpWbBMYC4vL3F2dobLiwssFjwv5/N5+Eha46apPSgf25zGiE4JXJeYp3NLuJr8vujWIiFlxShV/r7c8kgczcc+9jE8++yzeMc73oG2bfFjP/ZjeM973oNPfepTwWnwh37oh/Af/sN/wL/9t/8WR0dH+OAHP4hv/dZvxX/+z/8ZALOo73//+/HEE0/g93//9/Hiiy/iO7/zO1GWJX7mZ37mkSrfpyrNJrCKzmBddp6j9y9gCoXxZIhhWUFy75B/dqFLaADDssTRdIK6aeBAmF3OcDmbY71aY11zVDPnXMhNbQwwGBSYHoxweHSA0WgAbWS3oTCg3UWQikrCnqcTqq+Nadm2o2fGdchtaeKiIwAWZB1Gowqz+SUuzk/x0v27aNbr5B42OMt3s2RXUxEcTt/R3fnzdiivdcoBWyAXmbrA/1UlBVxJnksemSAKntlploB+Krr7+QA/cwO3SUpXvI8xkiosFgsMqyUm45qxEr95Kg/Ik8fH/It8OyI+FiQhivVPOavu3BdpSSkCtPZ9Iz5NjC0qZQIkoANAnGiqwqb0JQCDf+3Xfi37/Yu/+Iu4ffs2PvGJT+Drv/7rcX5+jn/1r/4VPvKRj+AbvuEbAAC/8Au/gLe85S34L//lv+Brv/Zr8eu//uv41Kc+hd/8zd/E448/jq/6qq/CT//0T+NHf/RH8RM/8RMboSx3lW07VkZYANhkVxVWU4zvJBske9BGxzjZZQujoQreAcZEsCCUZYHxZIz1ug6hJ9brNWzdwFoLY4znaCYYDgcwhSQ7Q6hDH9iZTVzZ+RB9sF69Evsm2/H8ubIwWMznODs9xXq1grWtZ63lqk2cKkFo9q7FNpFnF3fzqERm8wQCHdzkhHcTmT6gWsThR6mfLE4O1MaRBVbrFXtmAz7ouPJKQJV1eff5ffMo/d1vTc0ZLKEiZwOJi4yUMHWzW9oNLtXuKYm8ohl8fn4OALhx4wYA4BOf+ASapsE3fuM3hmv+yl/5K3j961+Pj3/84wCAj3/843j729+Oxx9/PFzz3ve+FxcXF/jjP/7jR67DNlY5A1J9pxitQV58khg149HIa4iE25AFFVlcYR3Zv8lgPBrh+PgIN2/ewOO3H8NTTz2JJ598Ao/dvoVbt27ixs0TnJwcYzIde6e3dHBkN7XZgHUn8YavDWJwJMq0Q3FnC4J58lHp8SsLt3e1XuHhw4c4Pz+DczZo4ZDsmKl2QuvuJE+e2NnJ5W9X9OkS3D4QfJc4tNGSnnfw8dBUALGftz9Thf/SdodzSoUF2b0rfU+3Tml8G+ccWtEmpe30TrVBMaBS0Sh/bj6X4hh0iWKKGxkvEUQxvegVB/s2hG4briovGwx2zuEHf/AH8XVf93V429veBgDBCfG4Y/r8+OOP486dO+GalMjIeTnXV9Y+6LKUi4uL8P0qcFQpoDQaihyMNnDKol3XqJcrHE6mKE2awybvNAKzrIxfeG0BCFXJrgNGaTjDdRhWE7jpCEAU6YwxILRoWhtcEZhtdaxa9+rC1OcpBQ+FwChvCBNEQcSZRD6AUo+mmdvvp7xM/O0RePlpVVXgc5//DO7cecHnapKgTN5tgA1m2Fep730qD74t7ZAioHC+MwuR7xcnw1Vbxrpvl8/xiW6cGQqB3fvwFe6rHmPKQGx0Qn6kXzavVcQgtCKx0u2Pl0NeXCciWOdCGFQR4VVaR4rj3+1XIBGVetoV6ib3JsHSFBGUcr0ERELldrN/psD4VeVlE5pnn30Wf/RHf4Tf+73fe7mP2Lt8+MMfxk/+5E9untjRkfkl5FV8DovFAqsV56KR3SHsJFtYZ5G/dWKttt2UPgfYursYQMGbG0CwEE6Jk8jvXYO+XURVJmoONkZT+KuKAqCNwWKxwIMHD3F5eYm6rkHKdSxeheOioK7drEnUTHTBSABJ/ZK37xF7dhtO5Tqicfo3XhPrzbhM1CQSyfVRJJS5sCEmocdXC9uJd8DawPNI6c2xEEC6rms0dY1yMPLvdXAtp45LbVfScc7xJR+ITOokfdHXh2m7EOdtylGnQHn6lKwv9sw88rJEpw9+8IP46Ec/iv/0n/4Tnn766XD8iSeeQF3XHXUocPfuXTzxxBPhmq4WSn7LNd3yoQ99COfn5+Hz/PPP+zM8GLIbdktcrAZKGTRNi/l8DhBhOh6hKgzgLIza3hGMw5G3L9icTumCjmyoQVGwmbk4YBPZUFdgc5eX4Op1XQdNWhrZ7SrZn1wulsgEzESrHUVrjaLUmM0v8ODBPVzOztm/phM+M3lj0h6XfBhkFHFiM+xF33Ou3jB2He8S6s0x0RuGkTnWEDmfbe9LnyfvjBjNdnGuK8L1aeKIyIeLWGG9jpkfg+UyARJ1npNoMikJGTN7OLrAJXWOB+4kbV/STs6Cafxf/hhToCgG0LpEWQ5RliMUxRBFMYQxg952d8sjERoiwgc/+EH88i//Mn77t38bb3rTm7LzX/3VX42yLPFbv/Vb4dinP/1pPPfcc3jnO98JAHjnO9+JP/zDP8S9e/fCNb/xG7+Bw8NDvPWtb+1972AwwOHhYfYBBKuIZZf87pzD/fv3s/xJ3TANquezq3RBy23ApVL5YkjPpxMwzebQNE2wAs2JRn5vX526gPIuOpNev1oxNrNYLtk2w98nHE2OGUk9unK6D0fRaXO3b5xzsM56Z8Z+84Rt7Uvr3fcRghM/BYqiCLZL0r8ha0DiGLhLdOv2V8rRdOu00V89xED6KxWd+CMEJhf34nGEsUnft6FS7xC37hzrSgRyn9bRvKIoCpRl5f+WnghtH9dt5ZFEp2effRYf+chH8Cu/8is4ODgImMrR0ZH35znC93zP9+CHf/iHcePGDRweHuIHfuAH8M53vhNf+7VfCwB4z3veg7e+9a34ju/4Dvzsz/4s7ty5gx//8R/Hs88+i8FgP+oYSyQHG2JFStXJ4fLyEuv1GoPBAMPhMGAmV4FZuRjmPMayG0vgZ+6esL6KPcfIp5eNKu5UvJIJ0D/A8VgG6gnGwxXJ7ihLflbdsPbsueeew2q59P0Jz7Lne2NgrwOmJefTfmF8K30bS7EJZ0hcqXwRRoxHxD7p86ylHYCyT6xKF74kduuzvZL9Vnk87ioQet/F1RVlCRFri9bEPCRiib5cLTGaHPh3aC/GaT9sClF7GdPcEHzUPk+cRBQCfA6oRJzsctKCBQWeLiHWRAI55Grtq7jrvvJIhObnf/7nAQDvete7suO/8Au/gO/+7u8GAPyTf/JPoLXGBz7wAazXa7z3ve/Fv/gX/yJca4zBRz/6UXz/938/3vnOd2IymeC7vuu78FM/9VOPXPl8IiIbVE9hQCC0tsH5+VlIuTIYVKEjc6vKK4oX43dNtDgg/eBmXv9IbLaBhAA2fKNSew3RiHFAqXzRxQmGcI46z+bMkwrUOMznc9y/fx+OIkaELSIjsknbsdqVPxvwjVC77eJStjBJApLlhHN3n+YEJ+0L5zjnUXfn35NubOVcu+/dyXmqfDEDsnhbLFcrzOYznNx4zG8QHGKWhOgg1pUf6QloALs9x4M8JEW3dAlPHA0FrfvT3mzDwfYlOo9EaPZ56HA4xM/93M/h537u57Ze84Y3vAG/+qu/+iiv3lkEKAWiViPYNzleQIvFArdvP46qGkD5kJ0paCrcUQRt8+cD8CbknWPbZil58M8Do4EaIu3H7eFH00GMC49COFAhNlVVYTKZwGi1scjic1ywD+owy6jXrOWwbYvnn3/eZ4ywUBo+++L2Mc/WTyCa5A28+kDi9G9Ph6V//M7srAXgs5D6F6UEOm2r3Bc5KzHFj17PrbVo245PUzL+cS7k5VG5mY3W9RDIdKMjarFarTCbzX16lgaNrZnYKsXxhJWCKWJkJCLijJidtDaxrjE/WD6neSaEGDVJN6SifLeuztnsPXz8teC9rfQG9Q07n23gnMW6rjGfz31QcQ3nWt4hEe0J/MO2v0aer1R22VawUp4mtCUheoDfHaKQnS3MlGgCKYcUsZC2bTMiOZ/PURaDrK6pqBWDOQioHetvHcE2Lc7Pz/Hcc58DB7uKu+du7k2++fCoYXHTFjGE904OwZ0ejTZCALL0LVx4Z5fOJEqJah/MaABScOB4Lm3bYrliTZNtFXtF+2D02iT8lZJ6RZFPIwd+9yE03TFM29nVZsVsn4x9VFWFohpCFxVKSwmO5NA0Naj2GlDucWitoI137PTpdiNnGdkfpdiGDEKwfZtVRrX72xYJC0FA/+4rrirXmtCksi6QcwSWOPzDfD7Her3G7du3wzU8QPsnKL+KXd+npKx6UHcqmZRAmpeprz1SlIoOl5I8b7VaoTWbXNhoxB7jhU69gNssRYu1FrPZDPfu3U3uBbCnylmygKbvlXftwrFSUwIFBUuu9zq5Ii17jwcxiCocTF3XgUgHwphwml/yImxlqB7XT2tJuJeLIlqrDUt5AXLbuob1Oaesy00kUowlvsdn1/COul27m32klQzzesQ1ca0JjafpASxzPu+1dOxyucR8NsPhdIoCgPVR3HjfZYO5KMuCB8Dv+gHDAOfs8Yx12OuU/xUnaYzYJxI1D4S47rfM4jriZO/+jPLObJyLWcO2NjwfYsTmDbS0VsFJVCkFeNueyWgIKBNrphBqa9sGpFpvC2R98vcCrU88f3l5inv3XsSLL7wAUO3r3oY29XnnqgQLyIgMwGBvimUlaXIlBKTqWXBGFclD+ovwPfkEd74uGgSDOFIKSpUwWqMsCpyfzXlUVAnbNoBSKIzx4+X5qZSTFN5GA5ZsyAmeciV55RJCGUAqwAkHAAWlhODztda2PAc8d+WoRWtrGNVCKQcLHdvrNX9Gse1KaYY+p5ODozbTJnXFm0z1LxuzUxxci1kg9qvyeA1UKuhSaAugwvWJqm37gCXlWhMak3icAgiDBSDYo5RVheFgAEktCsiCIL8IomUnJecSqR8I0zct8biUYNgmn0TmDViJR+yU1uE6yQiQvjcQi45YqJTK8jyRk5ANLkxKEVk47GNuHNi2NU+6wuBydokHD17C6elDrNZL6EAUU9B2s3SP5pxKsvPFJZz3nvJkcENE2l0EA9p+PYs+tcRwLg0Gg5EP4wo8ePAAWmkUZRXeS6Ih9GBq2krRyAiJSwlIp2adX3lUx3h/0gFIiJm3vmaul8USzsipkoUfxRelAGUU2LJXwVFUCnTV2PJJxenA+ehYR6lzIDbShrAo4sbHyjCxLt45ZKFca0KTLkL57lqwmnC5BABMJxMMBhVzBBJUOdu5ut+6f5PpIf3eeWdaH77DZwhKgM18h/E4ikrZUbl/U9xI39fnzZwCd5vPSb+zBonIoSwrTpJ3fuZdDSiKSqrbB7GkLPamhievY8BsskUWl1lOL66esWpjbABkql/lsYwWg8EQo9EYR0c3fFqcMc7OLuHQQHi/ADj7TOkBGvXcWowyFK/P6rNB8FLCSZ1xTeotHIMX4Th1LW9A5NLYNqJp80mWs/cLEWKCLuJwqsK31qJpmYslx+4N1jF3pUMSxJQ5SfolI5TxnVw3qZfDvg6/15rQSFCgDG9R7Oy5mM8xHA4wmU5QlT7Ajx841cF1hMvgIkAmJRNGPsKS5x+gMyABOEud3WQSwvuyAJTej4Qj2hjc3Bo1nFHbo7p1zeT5u4ZSRRCh6nqF5XKBdb3yKV27HE1erlJrdjEzaVfk+3ZxMP2EZkM1nDwne4PSgZMj0hgMxji58Rhu334SR0dH0GaIwZ89j3Z+mT7dPzD1rI/cg0ri56aLbxOfSPnhVNVP4TgrE0SMTLgVaDjroE0BsWgJNixQnsiweGWUgvUcO4kYQxpK5fiWrIeiKFFUgs1F0YptdhKFAghaIZhPEFGG48WSx+BRSkPr/dLvXGtCoxQy03LBZR4+fOjZZs4oCbLsCZuw6imgFSYz5YspJSaR5cxDGUrJdvqkjtFWgbJnQcX9WXWISWxfXETdevdfiy2/kzcpBSKH2WwW09tqHQgtLwiFdDHvCxTuy0en6v3NOm65R67utDPZH0L/DIdDjEYjnJyc4LHHHsNoNMbdu/cxmUywWMwhualCPyoNUhGk79/NY903+1rawrXc8IVKNpONRskztUJZlhhUg2Q+q7BnSbre7uaiFBOhvEIIGLdWHHQ9Ep88j/t6vUZTr9E2dYhoIPZmVwW7+pLZ0fyfVnSSK1so9Z07d6C1t/y0jQAAhRFJREFUxsnxMQ4OpnyeKJvG1CE4AKCNDoSmGzogckwKtBGjY7OzHVkQpc5uBIUYiFwmpt3CimcEqYMOdQlcet9VRWnAaN7xLx+cYrm8BKFFUbCdCpzXVsBiz/mTvZ8BZ9oIT3rF3diHyHAX9PmeR2zFOdaCVeUhnnziGTx++3U4Pr6Jqqrw5JOvwxe/+GLQRFrbQGkG5tN2bNs8ZF50DQc3xCJsZt7obTNJ6tsCzMWUMGWFohpAVPaM0/g2Ku5b5VQy5zwe1yVhPjcLpdwU+olkVVUYVCVAMVtCjEC5zCQGyUOf91FP83rKtSY0hDxo8+npKdbrNW7dupUlaEsJS8qxpPYRmnRYz2nIBrkv3L9DJo2q6yiKkWfPjTaZWMEYzWaoxXAuXBsJzd4EZQt2ICIcEdtnNG0TMAGtFFQI8Vggj6FzddHa5596FAoVa/wKro2LSFS40+kUt27dwmg0gvTfyckJXve61+Hy8sIHmuLNiemXCos13Ti4Hze1bt0Fq5Q0O8Vm+vC7fBzkeMoBhdjSANheiG2+YDaJSdzHtmBFQbxK6xBL4FbIZc8Yj8cYjUbZBi5hcFerVcbh14kT6K5yrQmNbS2caWG9jURd1zg85NQV2sikQQSsVE48skHuAWH7SsqlxL9RpR7jt8RrjTFBPZpqyZi7yLUdXCfj8Zp96qSyiZvUdKOOSgEEtpu5uDxD06499+VAiIZc4inMOUSiVgYAxMaYsp1bwcmi0NpP7lQwROgjORZftUVdjI1Lew+IPpC8iFkUBs888wxu376NshqFBTEcDvGmN70Jzz33OZyfp6KN55KSx2bcqkv0ZpldUc5dKRX7oo/r7GsLEUEZAWYNyrLCZDwJxE4CgBNy4sebAXoJSB8R3FafuPHmonjKyYsmS+Z3ag8mRGifcq0JDUeps2jqJmiZjg6PUFUDELUgJ2o9v+hVRPQ3dxsElV13UFKtkQ0DHuECUV2LibY4IqYDloPIAkqnhCa+sxtWYbcaWCb8DlNwJTupQ92scX5+isvLc7Rt4+vsMhwpYONSLwoICT8HHjBN+wgeoPT9GH1AtuEwiXXw3gxNHw7ExwpToqg4APwTTzyBg4MDOGcAFYNxHx0d9RsXZgQj4mA5N5c4LQbuZPO+9Ll99e/AX1CKjfKqcojJeIrp9LAjulPs7wwHVIFb7j4vn8O0waGnRUQwIUh97emKwqLVKooCTfsaIDRQLJOvVissl8sAYmmlAOV3VtnJKZB/34nIN3x5ZGeyREIgFJ2v42Dj6c4XM49RQoy6YBo/yg+61KVDaLL1tG13TLtBKc9KJ+IaENrNDIbDer3C6dlDnJ4+xHKx8HWxgDckJCXty31n0mcSpc/PxQ2es6HiocXp8sjJE8L9fYR/80LhXrLWAwCKssDBwSGOj49wcHDARomtgvKpbdq2xWKxyJxoldqsTxe4JRAzPMmmopTno2T8EDWGfW3YAIOZtYQQgcFggIPpYYiCECzHJRukb7pCjCcMIQwkV/QXYS6lnpC/aVuUFp4wuzOhVfENntMqS41SAvrvUa41oSGyWDc16mYNDYXJaIyq9G7t1ifDUunE9HkKIoSSTIjubpn0MhKqTZ5L8tYYohpXyROct+h03ieHuSAHsrx7FEUZHOWyVyVvjMf7J9EGCKm8gZyPluT91vnfusZsdon79+/j+ec/D+E9otDBH+HMIO0Kb6DAL0WCk+/mzFrz83gHVKFekcj3NHavovJPRtD5eatVDcIlvvzLvyIEmy/LAhKAW2uNu3fv4vz8grNWeIvlrtgKIKj6jUYCFrMNugmidmpns0ks+5uhoDPn1yiyTCYTlGWJ2WzmF7CC8hx4L8PaMy26eBol85KcGOBFTasC/CxODfXg+0Dn7wh9juRaQtu8Bpwql8sl2rYBWWA0GmMymfjwDGCKj0S+2VJ2TZAUPE7LNpVfOoCBWZKBdTkX0H3ndrZ29zVSJHwETxpeIAS2nXjp/n3cvXsHZ2enW+//0pcOj/9qPNHvxm3bQvusoAcHB9BaszWs5mUkyoKyLFFVPg6RddB7zP6Ip2lviZ6PX5/4tX/dvZGprx+rlrdr7NJ3cPiM3erlbfN3n9K1G+qeS9uwT7nWhObs7BRaa4yGI4xGAyjN/iPMJuY4SQT+pINiHNm+0rWjEVY7Jt/yMrpisUkk6UDgRKxKYmClaH0KvOWZLsVVIdQko5WiLYuAIZ+8uDjHeDxCWRZwRGjaFS4vX8IXX3gB9+/d4cWo+nx1BMyW7/E9WX9sETHS6wkAkUZQdaj0WoLwAP2Tf8tYEBA9tCPGxaE+LLQyaJs1poMpnn7d6zEeTTGdHHrOVYNIoWkt6rpFWXCkxocPH6Jpanjzy4RfQxRpkRMSrRnri9fB/86B5P4GpCC4iCRyzKJtV1itODuq1uIIQjD+si6G11fXvk2JUu4lGa99iU9XvQ/kVuivGTua2WyOo6NDZpWTtCZKKRhF6BMfI5WG/7ub2KTq8MzUHxTMwnMiw2dT2bVP0xW0M/76Ti3RXXjdushfeXZZskd33bCY9PDhA5yd38X5+bnfLV3UK6n0DeIesKMfOqBnWqe8fl7MUgSlo2AvhLrvGfKGblu7RWX3R42IVgWU0rh56xaeeuopDIdDVFWFpmmQEmkiwnA4xOOPP46LiwtY22JVryDgd/4urpGMldQ5rXcqAl251BKCGz9xw2MNTuPxozCJvMaLxcMw1qqDiSV91kcY9uWKu9xLn0nIZgyn3Vx2Wq41oRHkuyjZ7sPaaFbN1uOKgc6wO+U7d1er0P3XefyFwyH6D4i9bcUEIRngOAAaUHpjEFQqo3tQrqtN6GqY+hZdGupTMBWlgdV6idnsAg9PX8LDBw+wWJ5yUjJZ9BR9jgK6QZtMf+8k3WM+SVustdAkfQ4OJZq0aZMbkhp1iZLUUn5HnIYBTIXxeIzBYIDHn3gSx8fHKMsS1hEoxK/xlVAKw9EItx9/HKdnp5jNLzFfzWG0hiMJqqU7JJ4ywtDXBsE99tnXt4nL4h4QQeC4BSgkRJwILhDOhOsVwtMFcnqwyL2wpPQRV3AsrwmORnJYG22Cqlt2Id5dBeiSRS9iwibLp1RU2MaFFk3VHXGCdfinKLc5WPJupQxSdiod3GBHQ+QNOFPWOj4n7iRc766Gh6+LcV/reonLy0ucnr6E07OXMJ/PAN34MAVxZ9dbMjttk8MzwnfVBCUO1cF1j8QdnUXaF9Q6svnpQu4SmOQ7KbTW4eDgALdu3cKtxx4PMafXdQutDZSIagC0KVANNG7cuIGTGzdw594d0APriaMNhJ/HLaKvEY/r5+r8gUeCuIliVwphFrB2Q0vpiYzz9jyBC84M9sKXcI8UCYPaxVz6+j9v0nZxrI+7vqpca0JzcuMGhsMhuw8AIR2t5LYJIky2cLfIln5+9VnDdq/v2xEyPCdZWDmRyYlFFJ36ny14hBA8gLUBrNWJrhLWWpydneHBgwe4vDzDcrXg3bE3zOLLAwf77hWODBTZfBMmY0Jo5GJ0+yRyLiKKAhIISmXvYfqSi6BFUWA8HmM6nWI4HHrwH2H3pyQfkeBrpijYB85rpiLu07Wt8jWjWItHYAQ2+io+N3JIQlQk+PxwOMR4PIal7jNSGUk4RwQuNdcO+T+JoWE3ad82kLjvfM5tuyBXRr3Ta4DQHIwnmIyiq0FanO8T1tLZjUXeLbblSbktXnD6PXJNfWLTVcWbymudyi/yJRlgCZfIM0rgSV6fPtwDLMjVABFe+OLncX5+DmsbRC/hvDBTJ4G1wlFE0GaTIMar+iYUhbMmcDyUnwqAAyBByeIZqYUO+DHjXspzXpxonlCG9pNXLI9GY1TVAEc3HsOtx5/CZHIAsgYCFAM+EJq3L5IkgW3bBg1PxF+EIKbZK3hMPPP5iEQm6YBAJXdc6V/AURMLUN0ikSY3MCTyxIW6hCbK89yW5L48lEi3PpGApAqT1MmUQvaKLvF7Dai3CRRirhrD3tpB1iUbBoL/5GlM0uIc20wAojbs77xtnMyu0odHpIdiapYoVvCOn4pV3mqXxMFToa5rnJ+f4c6dF3F+fo7Ts/ucNL5QKEuTT+10e05oQboGQkL5XW3p/Kb0mBAZlZ5Qnau79xMkpSyEC5He8Nxc0zTBZ4nV0xUGgwGm0ykmkwlOTk44sFVHg+iINpLqNU3jcawZVkmKZQFmN4sQm9hpOaArfPMW/iV5ZN/zecOJUQqXyyXOzs4xHk/CM5lrjcSGwlBmve9f1w00lnIj/d+l/SlV2yZGI+VOKfbrPuVaExpQPvCpC7y13orSEQSp72pMcvwhqn21TlXfEQ+JoGVK4eHv6cEdtlSa4HyuY4W4i6ruZZ4wOBBZTnxnOEzF5z73OZydnmK9XqFuVmiaGlWlURYlMydBevOexqn6dtu8UEC6o3NMGvJ9vOWerE2eKFLKqXRfkOAsfiN2Ku7OWms4Asj5eC2kQFTC2hKTyQTHx0cYDtly1hiFg4MbGI0OofUQznkR2flnAiDhoBSgjEKzanD3/l28dPoSlqtFWGBax51axK9AjMmbSlxBNLrIV4YoqYQbDThhJFIc+9nCEW8Uff0LCCejIhMsIlQmnoojSOIkQvI7r1uoTdY8i3QEs+myQ9y6qlxrQnOV6k46UasImm5V7wUZXHaxXaJCh0jtKr2n+wcnfxZlH6UAa2tYW+Phg/t4+PABiBxMwf1QGM3B/7NdpocD213bWDcl02274VZU71LvJNz2aH9zcpjQWgdNBEcKxhSA1igMxxOaTo5weHjkM1lwEDNjFAaDMYypoJQJokb0DPKvE0xIKzRtg4enpzg/P8dqvfJVUJ1OoWQuMMHt2tR0S8Cdusf9Oa26yzbd8FyWEqUvgmJ6r3iT8fnwLb8u1D3emWsQ+zCaztxLuOB9wOOryrUmNOLcBfCANk3Tm6+aUfs4oLtLFGGuymKZFhFzWKOEfVZ0vnMq4c78bxG9fX2N0VjM2adrtVpuYDgp5xUJw3bNQXfSd8HuiE0kGEtScYX+yZZf30fwPGeTiWoKxmis12uwE2SB4XCEk+PHMR5PMBodYDgYBO/hsqwwHFWco6sDHJN/RRA1PJFWSqNpG8xml8GiXPkFtSnl7TuA20tOACiL88yv8HPTRQPMvlxK/fNVNsMOidlz8e9z3U7FSVJeG3Y0PkZGmslxE7yNHSYYTXo+cjm7O3Q/e4K42AGBKfoXOzvhEVRMMBm4KKXYTse1FtY1sLbBarXE6YN7ePjwIVbrOaAse3/D5mIPRRFF2uZS7RNtWhqni2oTj9ABI9jYsZXcv9mvIq5GZ8/EiJGM7yS2hSkKg4OjA9y9exetdTBlhcefeAr/3//P14GIcPrwErPZDEoThgPWGo0nQ0wPj6BNJSa6sU2At92RiiuYQsG5ljVy1EYireK4dVrXc6xfRI79lh5wUNoFsZwB1zyxnojizjmQTsWcbSURodSmoWFffbbhLdvMC7rHthGaVNW9T7nWhIYDF+VizOHhYXYNo+c+zuoOcYfCAsx39kdhEZnL4BQeEmWesDnom4Zbm5O3MAZNXaOuG8xm5/jc5z6H+eWpP2sBH3FNP0owu96yWywIV2iPq9CmPYaCThCAvFjH2o/cloMCKE5g9e75+TnqusZTr3sab/qyL8PTT78R4/GYOdFbA5ycnAAgaM1Y3GBY4ujoCKvVasPQrVsECH748CEW87kXURRcsBpIWMsvQdnetwnX8Ijv7wODt737UcWcUKfOfN0bLugp15rQHB0ewhjWTEhysPV6jdTwidWYfH0Xo5HOlBCbqefyLkq+f0ldEbrJ1sFpZ8EEKjVUU0qhrtf43Of+DBfnD2FtjdnFBadDSSQPeUdePBhICGY0QTToiD+xPZvPkL+MPXh9hkJCjLtWxmIfIzYe2qd00kwU/aI2RoFCkGsv9vgHTaeHOD6+gePjGziYHqEwQ5AmjIcDX+XIjSlFqNctyGlP6ELXwKJNNDBxLN/85jfjk//Pf2cDuSBbCVfz8sou3KarnQq9mompQcZ7RIKzfR7msMH+XEcfV/NqlWtNaKBi1kbJ6McaJ5uZdUsuo6qqQsBlsRPosvxx/lH2d9sA5IOowsLkX2Fl9rC5MgEipyDPIyI8/9yf4eLi3ONODYuGQjyDtW0P259NrBjSANhFnLaVBOyVI2l7gogoRKZzdyBiCszomUBgWKTjFCDcNoPJJBrfSbClbLGqbVxnJKb5Tp/3Ded32vQT2htTu6K8vEXKbRtPOPqA7nPQ631Xv5T1KOFX+8pVeMyGKLYnYbzWhIbTPeR5kQX0FSLD4GEROshah7aNO1pReFxHIgt5tj6aZajs7yZOkUbJ84s8DEZCPBxFLCacdX6ReqJEhPV6gfPzC5yf3uMsBd6FQGsKwZVcsgPTti+UHYzXC/gZD6Q/Nq6/StMS7+sSPckZJFyLglYGKQcl/joKCutVg+PjGxiPpxhUIxjTE4E/HZPQBz7YO/GkD9wXEibOh1fl8ZFwq9uwmZdXUmwr1neD/ewlaEopHB4c4uDgICR1u+pd7FbTeZ1jTCzF4CM+tpuIbBOTuue3/b6qXGtCk4ZbSAmOMSbsXnLOWssBj3zsDyE27CPlUBRFADGF2KTvkVFVarvsGghLwq4j+SvzQmwuVHKcd3iLi/MHeOn+fTTNArZd83VGQ8Uq8AJKWG45ppAQyM7O7yvMIGJ6CGHZ93BvObe3zQ4JEAPD+JoY2oEBUElVk4KI/G6CMQWW6xpVOcRwOEFVDWFMCaNNh52X2hJybi2Gv+AYxIUXSa0/BpBrfL3F9yuO1SstGTFWfb27nUspCp6rYoC4myuKo5WGIpFCmWUzMloq7Xy1RaN9vbyuNaHp6zNKTooNAxtEEaqqAhFbE0tKidVqgba1qCrntVYyKLnPTQh3qNjGJmcgBOCUxahyQiOr3y+ubtB6yZywWq/wxS9+EUVhgv8L+f/SBG/iXyQ4CWMir3zJBEvXjKhsXySx/zsxT4Io4sUmpX3A9WjeLmYJYtFNSgdP7LIsYUwROU3Is3p5Lj8EcSePdElDOe9tr1RwPcjv9v9esePvpWkKcyXWI21z39PHozHG4zGGw2GIDJiK0kDKbaTvSTnD7URk05xhc4NMf/e9Nx5AwiY+WrnWhMYSQvoTn0add+ykAx0Q/FzSZOdizi6ajSxIt3NwjnP+FEUBkIazHCu1Gk68t22y6BXHE2GupIAmceJUbJmcDp5HaXloLZy1mM3PcH5+irOzM9SrSzRKheeHMJsqGqEpT1jiQ/cH/K4qQmRSlnt72cRKNmQDxd7sOlGPDaqRt5khmKLEdHqAN9x+Am9605twdHID1XAIUgakusRFwPW4cDj5qK+v5+JkSRPJmAMEgz/+4z+EoxrauECsiXavG9aqcT26QePlfPybAz+Rw0vE7q52sSxxeHiIalB5wrqjMtnT0QvSpD54OSHJ8ZV8nJPnJr83/P5gMtzRv3Gv+l5rQpMPcn/RfgJ0J0eaqxiILLXY20hOGynMCdVYr6NDHu+8vIDEwI9tdTQkNEVXrILXLBAR2mbNiboWS6zX6+x9aSHPraR+Lio99yoRme47gX6ucb+iIvCLtJ8Jq9WKwfmyRFFW0MbgjW98I27fvo3CG+EFlvxl7qB8K4tUbdvi/kt38MILL/iAWI/23FcibghmCETisGneoEIfyXbSNTrdKBnonb+vv2xvMEMI+xunvpxy7QlNH7HJQMSwI6WsZhQLlBLnNhMWlS4KGOugi5aBYefgrIUiwKhoD9J9d6rRCDhEqJcAkBZwNWNFzRx1vUTTXsDaSzg3g1ItmO9JLV5VtvXmoT63lT6wM1W3J9clIGvEsvnduQdvR+zoOeZPQKPwRJ4N/qwV4BcAOJwHOWA6OcD/72u+BpPDE4xGU7jAj8ji62tbintkoFR+TCko0rC2xksv3cPde3fAITd83wSjvr53dJu0j+jUrSP/Df25RY2ePoeDrXUt27u4D6HLoVxZf99nXuIO/crTivuBCc4WFXe4Lhe59q3DtSc0qb2MHEv/+it7v2+AmxDipWEKDZWwoaLBglMbXuASeiBVl2/sWvIeEIg4SJe1DWzbwLY1nGtA1CJmXBDcI/F9ecW7Ts5OqxTBxSb31e2frD07MI2IUTCxlMR65ES05YX05JNP4M1f/pfwutc9jVXjGAfrYDL8nr4F3eUK0npGwJTARO6lBy95twN/rcqf9epzhWk7dnNEUQmBPcTgfk5m3/psu1N5TI31BZvjrnoMNsOa2KNcc0KzpVPSxd7Fs5KOyoCvzs4m4pVcR8JRkAoGXyJmSYcL4evK8cnbebcCq1mda+FcA0fWR++jjbq8+kZUfRzAlispBreW0k98enb7rkbEh9ckIozHIxweHuL1r38DvuzLvgxlUaJxbQfjiQt0QwuWjWnOyXRDJbDkTFiv1z7roscmXtZi3bOk3RKANU/Ut3BG+2pvgJyYbh7ftQFsWSuSlVR5b470foWYquUVzMNrTWjSsg2kS0vfwokLWfWyhvmzFZCERhSCI3iPGA6mISTis5K4w2RBsHBYgVQNqBZKOY7t6xPReVwTBMp9lfbvEWxOxj5xKvbDPsfjZO57X//9RBTiw1hr8cY3fhmefvpp3Lj5GKwlzGZz6HLk2XjdM6FV5wNE9bYc8+x/RkLYD8yYAoeHh7hz506mhemCpq+8dPpcCAwkyFkqtm6+cxsBkXMbhKJnE927ptlmm5oKdKyTSeZMDBL2qO8C/i8iNPuWbRxNel4mbjcqWZf5FEBYbHai0SCn601ngrzLkQvqdX4uP7soClRV6fEMC+flZR7maJD4ihdFMpc37X+Q/d5VlFTeXy6yv2zcrWuBFhwXyDFuZcwAt27dwld8xVdgOp2iGoy4XT7GMz94U1uzX6N2H+tymyImhz6gzdu+hDwPuiKQYHv9SnC5Js6X3E92NyfTR8BSqTkSj1xKiAxYuoHn8Ye76XK3ldccoQG2EJgeHCfHBvplXJnARATjwT5BWZyL0CaoATkL2yzR1BewbQughqIWg6KEgYJBAdAay+US1rXe/kb4WQU2fntlhS2Qke1a3d7YiKbfeQI8UCvR8WLfeZU+FAiGYwCLtzMBjgze+01/E0dHh557UYDSSJ02aONdV5W+xeV6zxVFAaM0tBfReNFEYF1Cc3AL2WBiX5eAXSVgdzqhZonfln87QEIAg0knmPOSRZ+KkzlXud8GlBK29DiFOmVd1v2diLJhY92THF9rQrNrx9vFuezSliQ/tj63vy5yT6KRIl60RASyLZyzaNsmAseIuA7b9hAGnqNp6hUsCFCbYuGufthpcCVtB7obahfq2KtQzyQEmEPRqgC1LQCF4XCE27cfx9v+6l/DcDjM+in2eYK/qO4zH6FccYtYjTsLhFQ1SPslppGVjtjHjGLvqvHLENqPaJ+TcphdrZMExQp1UPkS386d71MrlVPZcCbFu4DU0vRR++RaExokA7GfMZLEbNnkkxV01pFhQsSNBaIxCacpgR0VIB7aShG0IrSwaJoZ2+U0M5CzcK6BdTVfl/C/bFhmoJXlHM9Ke9FeJbuZ1KEfN9naTelO1sEQGHiOns7dOzcBX5/CRCnA2wqV5QCOgLZp0FqLYVGhGoxxMpnAtuxl/7rXPY1btx+HMoaDRYbsnBEZSCrlx6/LWaUYCGW1ykvK0bD3/mQyxmg0BNwCgIOzCs62gDNwrQuEJvSA9LliPot2LSxCH2gFUSYp7Xk24WIUt1cpwmAwRFkOoHysGiI2FA34kcilHrTlKez7zBMsSlosnRKIVPLvxviG8LWut/4b8ypkZ1VhSbgkQ8eucq0JDRvdbgJ62zgWR32LCYH7UJ3fYbJ1xPjsXsAPkooDQVGrVDcL1HUNamdgGw4HzmLgB7JT70IbFIY/Cuzh7LYsp6tK4Oj8AhUAMef0rmJlIqFRSnlfKp704jRIyuf91gUG5QAHh4c4PrqFk5MT2Nbh6OgYtz2RUcbAEbyDqIhZnf7cWZ/Oue7Cz8adv2utcXh4gMlkDFtfAGThNOA0W5Y4FU0Y4pD4zSrj+nZwlVuqqBSH8snEJf9ba2A4HEXXAz9GNiU0JPmeEpsi8oQv+GvlonBoeYK9bBMxo6iIjTXU16AwY7zs9togNEkoz+5xIHI2uwIjBaJ0ZScjwzbCvkqJQyE5T+VbFpGaBrZt0TY14FqI0Z5SLnlGfK/Wiv1+QGgbQtO2sNb5ASXP3ewp1+wovftbvzge2qiN9lxcJAxKazhrsV7XgFI4mE5x69Yt3Lx5C7cfexKDwQDOwucrmsSwm8oHjvff+R1RfOlO+m1l24ZCHWKjtcJkMsF4Msb8skDhLJwCSLOm0Gn2g7K29cA1gZxXjaei3VYCnU6fhGcU8TngGZFLEpF4NBp6h96YX7yvLUIIQ9F5fXbbkfX3S8qt54qBHov2UHIxvWn6rdm75VoTGkpib2wY3+2YgHGXSJJqPcp7iWAT4mSMAshBKcuAb7tGU69QrxZo6wvGKmiFEKozkbWjV61/NhyGwwpaadR1jeVqjeV6DdfasNOmbdkwDEzExq2LlbxIhm0Lx6WXxl1P+1S/MCjLCuPREe7evYuTm8d44xvfhCeeeAKHh4cYDAYozDC3KVKcp4mFVxED+XkkvL+SHulvW3fSZyJldlyu84HCNOHgcIKyNGibNYgsioJBYecUiAo4o9G27OVvnWM/OhJluQr9xe/ctK4m6g9OzqYJPnVzoTnZoQJ7mSuFqqq8eYSGMSXKUsOa3Eg0nbeysTa1zfpJog/0zYt+GAFC0bNNU8Z+E/fzHKhKj7G4vE+51oTm5ZR00Lq2CfveLxxQuuE5crBtzdH+mhXqeoW6XkOsYDOxbI9SVl5trhQaaz1ns30Xf5Rnb/JlfGxb0VqHVDbOMheglcadO3fwlV/5lfirb/8qjMeTYE/E6tf4HfKuLYQB2E44X40inISEY3DOMj7m2KeNfJ8Kh2ytxbr1hpjEhNB54iyq+u3vYjFHiKw2GsowkKsNQaApUhScfJ1z0Mr3qzYha0dKaLocjTLsTmCtxXLJvnIpYRcFQ59tWVTpEwJkuQVWiGWTi7PWYrFc7jUG15rQqB4r3F1A6cZgJWym7KNB+4DA+YLIJiAwizLkrAf0FBQB9XqF09MXeLK6NcgHwC6qBmQbaCXR+OUjg55HRItNMT65mEZRGLQtYK2Po0K+DgAEKFQ6RqTjekbOwXX7YUv/9PZx4JB4Jze6gFYVBoMx/spf/kt40xv+EkbVTRiUAVMkJRgMkCSLDu9LJ3wEfPPMn9vq0S3djSO/SdALBnu/4iu+As3yHGdnp7CNCxELVVlm1t1KazjF3E1rLXcxeURDEdrWJu/nf7QClDYoNNdVKwejFYpCw1QljNFwRgLJq41QIX3tTf+mhLjLmY9Go9A/Ev4khrZtcHJygsFg0JPKxecXV0msJI3s2RG74r5MieN6vcZiPt/dEF+uN6FJJl+q29+1eLZN1uxwEGMC5oVwJIhMFBaKtS0uLi5wcXHOC0xZKOVQFAZaqxAbOK/DbotUIXJFUWA4HHguyu9y0tbYgE3uTEX1p0qwpUctwglU1RBN08CYEsPhGMfHN/CGZ96Ik5ObMLr0WhNELUnagaHswFN6FtJV4nBXTNzsTyE0fDwNEZr1f8IFKKWgHUEXnvgEvQ0D4bzoupwBQkJADSayWgFGC0fjxXTjfBjWFADfTXF2wQDp8TRvmXAyy+USDx6c4vT0FFVVYTQaYTQaoSgKHBwcBCJP8IQyItVZ+1KuVAhP0zRYLpeom3pn/aVcb0KTfE+pPJATHjneZSM3WPvOs8L38JuxBnKMlxAA21qsV0ucnp3h4vIcVVWiKICy5BzQhdGwWgNkk+fI5E2ih/csEp40GoNBBYCglUui/vslIMG2PBvMj/MIX0Ix5Vj2lk6fsTaMDdlEHcsXcEyZ4bDCwcENHB3dwI2TW7j12OOoBiMABtG8PnqwxxK5LAh3lPZ5t787Y7CrdK/fADxDi8WEXkMrAwuvPidiLlXJpuI3BqWgYKBM1LYRCddbxHd5tlIFRtlGgqN8+BCv3qZCB23Qq+1rxcAs4yUcRdJiPl/g4uLSp402TGiGTGiOjpcoCoOyKFAWhj9l6eMGJX0Ymshcs0SkbJoWdd2gKqu96netCY3rUPVdyHuX8PReJ5OpwxlxZL0YfsJZByhmH+u2xdnFOe4/eAnLxSnG4zFGowKmqGCKAQqtYbWCdbK6okowWxQbuCef0xooSgUoBhNbW6O1MdOBBPoGCCFmeRT+wr9CekTcygUaJGcJClXiFW/hnAJQ4vbtJ/DkE6/HjRuPYTI5hDGHUEpzkKrwZhYvHHlmJiFyoRLc6Un799EebZYr7/EOrPxunupaldC6hFYNiKzfO+JmouQZHkMxJWMuIj7kZnJxk4pcow8tKz2iKKi3rSdmzNE8usVxOofFJjed03XN9lmr1RoXF5e4vJyhqVkrVDcWq+UlHtKFD137Ig4OJphOpxgNBxgPh5hMJphMR1z/DJZQPva2hrPOhzixaFu7kd5oW3mk1n74wx/GO97xDhwcHOD27dv4lm/5Fnz605/OrnnXu96VcQtKKfy9v/f3smuee+45vP/978d4PMbt27fxIz/yI1uDPu0q5GgDNANygrONi9nwsu7M2a7sn7LZEp1PKYXVaoUHDx7gzp07PLBNg6IwGA6HqMoyDH5XZJPdcVvhugGiBi2KGBFwNBphMOB0sVVVQSsOWXq1SjNBbjxRVQB0CPIeA04xAGxQlRWGwyHe8pa34Ku+6qvwzDPPYDAYYLlcdu7pe7d0LYW/kadLj3XJXTxK6X+J5LrtA6jN48m92hgWLbQET1eAx5QExC3KAqXPrgFCsGuR+vW9eGM0s7mmsuenn0ct4Z4OR54+b7Va4eLiAtZalGUJgIHbuq6xWnG207OzM7z00kt47rnn8Cf/+0/wR3/8x/jkJz+JP/zDP8Tzzz+PBw8e4PLyEqvVKoRAlbncti0D0KsVBoPBXvV+JI7mYx/7GJ599lm84x3vQNu2+LEf+zG85z3vwac+9SlMJpNw3fd+7/fip37qp8Lv8Xgcvltr8f73vx9PPPEEfv/3fx8vvvgivvM7vxNlWeJnfuZnHqU6SC1HX7m2IhE1wvM9wZJ4twpQiqCMwReeew7PP/8c7t+/j8VigbpuMRkM0dYV1muHdVOjKA00tQFslre4zsLqX6ZREWzgrVYVYVhpUFti2VpYn4pFG5M8PT4tEkhB+ApoO/R1KeL1KnmnUjAFUFUVDg6OcPuxx/HMM8/g8PgxKK+iLgqFslQx1GbIjqkAsb72Ylh3AUoY8bT9/kT4kfNjm7+vLoKB+YeSCl3w2K0n4Cxw7ixWyyVy8YrflhokOyiv1ldJHV04m14JeE5GKLkCO4wqEzjiQGjp1ZizeRmPx2jbFpcXM7SNw3KxRlkOwIoJg8JosA+Xg1aOc22RBikF64C6qXG5uI8X7z7AcDDAYDjEcDjAcDjAeDzG0cEEo9EIi8U8bDTVl4LQ/Nqv/Vr2+xd/8Rdx+/ZtfOITn8DXf/3XZw1+4oknep/x67/+6/jUpz6F3/zN38Tjjz+Or/qqr8JP//RP40d/9EfxEz/xEyE/0z6lq3Xq0zht01bs9fxEtErtXmaXl/jCF57HvXv3MJvNUNccMa/RPlYNCharmgaVFvN2wWPUBmWR4OW99UylK8UB1hUKGFNgVayxWnJmB0sOAQBADAgmGqMcuVE+7YqAykIQ2ImwLDn39XQ6xcnJCW7duoWimrCPlvWERZ6btiMc8Is7PefJixDE1I9mm4i0Ye3afeHOEltLoMD9DgYDDIdDzMsC2E8zGzEnhX4ny06VIueMMN5aaziINk6Dgx2/AkLT02fOOSyXS8zmc6xWK5Rl6XEnCvOI3y+B4l3vnCMitNbC+TzvAKEoChxOx94nr8BoNMTh4cHe1X1Frqnn5+cAgBs3bmTHf+mXfgm3bt3C2972NnzoQx/CYrEI5z7+8Y/j7W9/Ox5//PFw7L3vfS8uLi7wx3/8x73vWa/XXqsTP0BkF7eKQztKKhJ1P+mzxR6BU9xqOFJ4/gtfxPMv3MHD80ss6xaNJawai+XaYr5q0TSEtgHqtfVhEhTIcRxh8v4q5BhrZVxFdtU+r2k5LoZUCAM9nY4xHg38DuWxJHKsASHH3JfHCAJt8y9VYI0ZESdxI2LOTWmDshphND7E9OAE48kRLBk4a2BbDWcNyBmQ03COzeUtOVhYuPAf+Y+4iTBxih/tDeW05zpifu++8UhF41RU7n42xzGySERcb61KKBi/0KXY7R/lst9ELeBaKLKeOyBoclDkPC5Dvt8ZH89sahJRKRAiPxddx8xhXzA8LU3TYDabYTabYbVaoWnY0jl1rZD+VspAqwpaVVCq9AB3Aec0yBm0DWG9tlgtWyyXDRbzGqcPL3B+NsNisQKRwmg0+dJH2HPO4Qd/8AfxdV/3dXjb294Wjv/tv/238YY3vAFPPfUU/uAP/gA/+qM/ik9/+tP4d//u3wEA7ty5kxEZAOH3nTt3et/14Q9/GD/5kz+5cVwGsVuvfdXbWSdRfj79G2wHiFC3Db7wxRdw/6VTWNuiKDj3UNNa1EpjXbdYrRsMa67XoIj7uPKbWUBJO1qodIfjU90dX4iggvLsuBtWaNs6WrI6if/CxmGym4m6XPgEEkIDbyHsd92iLFFVQ4wnBxiNp1C6wHK5hi0HgaOQjTpwHHrTmlTq2w+eShsjh5IP2RYOJ9Fm5bZH+ZhtFsUiAklo1DRJVtfbqlucvyZUIjwz8ohCyJM6aRknhEwdkSvebCLJmEF88q4u3XneNA0uLy8xn819REELwHPZLmJXYtms4I0q4bwFM3E/QcFaBGKtlIIlQk0NxBm2LEtUgwHqZrVXXV82oXn22WfxR3/0R/i93/u97Pj3fd/3he9vf/vb8eSTT+Ld7343PvvZz+LNb37zy3rXhz70IfzwD/9w+H1xcYFnnnmGQdBOzOC0bNM+yfWpDQaEmSc/QbzBmQJ/V0qBnMXl5SXu37+P+XwJY1QwTJPdlgE3jdWA72krDUOKOQutfEzcyNJH24Vu/fsmW7xP2lJVFabTCVofJMs2FnXdomkb5sCcDeub4AmEE0O5KBKIuMV5lSqMRmNU1QBta7FYLGElnbAHp4VYMmvuOgQl7euUmGy2qU/c3UZoMtqMfAz77KdSy4XEqij8y3OHoKCDBmejLj3EMz4nERUD3sXETHsQmLKxFVMEFZ4bOLCw0/U3fVtJlRZirGdtC60VrLNomhrWtn6zEUthb3ODuAEpxI23S8SFYMqGOxgMMBgMYBIXnqvKyyI0H/zgB/HRj34Uv/u7v4unn35657Vf8zVfAwD4zGc+gze/+c144okn8N/+23/Lrrl79y4AbMV1pGFXlT6bCjFgSo9LScWsyN3I5IqYilIajlqcn5/hk5/8JBaLBapKZ+/gJHWtJzQlVkN+jFEOVVWgKnWY0Ep3JrRM/lT+zzJR5otEQlRqDahSoyhHsN6Yb71qYJ2FIwVjFFoCWvGxEhAQFk3LCeqa1sERee3VGMPB2Fv/GmgYgAxsCzSwIKehTcTGBKQGKGTOTIl68EjuIRy5mOASMaKfI+XdfldytXwz0T5qnxLCiKilaZoGTZZMznN5FE0bgjiuBI+i7PronJUeE2LB5g/xeNciNxLHkCPepiIgOu/rKx3RyzlcXl5iMmHAdrWqcXp6itlsBkILgoMiryVUAkpbxE1AxPOuiCdt4OPD4TAY/TVN04sV9ZVHIjREhB/4gR/AL//yL+N3fud38KY3venKez75yU8CAJ588kkAwDvf+U78w3/4D3Hv3j3cvn0bAPAbv/EbODw8xFvf+tZHqQ5S8t8Vdfom4C5jsD47GwCBS1ksFvjCF57HZz/72V6QWCfg6tnZGZbLCxweTjF88sS/PD4zsqT5+19OkfuM8uljtQrhRdu2ZR8lZziNBgooU8GtVjg6OsJiscC6aQM7XZYlhsMhTm7dxHQ6hfH+TRwsqsy4QSLaCNjUCyxic5Pe3DkpGZvt6V04C0R/P6VjJwsP8FxkNjd8KIbWegdFgsRETPG52MF5X78c7CStI5JnkCPMZpcca7psUFUWxhSB0FzxtNDOtm0DLnNycoLp9ABlWYW5+/DhQ1ycz3FxcYn5fI66bv29Fs513xOjHWyahwCj0QhHR4cYj8f70hgAj0honn32WXzkIx/Br/zKr+Dg4CBgKkdHRxiNRvjsZz+Lj3zkI/jmb/5m3Lx5E3/wB3+AH/qhH8LXf/3X4yu/8isBAO95z3vw1re+Fd/xHd+Bn/3Zn8WdO3fw4z/+43j22Wf31slLYdYvZ8u7k72P0HTPiebFeNsKthjlndhah4uLc3zxiy/gM5/5E7i2hikKFF5k0p67AAFGWZBr4QA0NTC7XOHyYA1thigUOyJakPcF0jCw4DS6JooFXAHEHTLXTmSTPdO4KRhdYjSsMCglhAY/w6EEQaEqB5hOT2CdQzk8xIMHD70XMHN9ZTXG4eEhjg9voihLePtWAAptW0c22i9e6zSMNgApJCnfpGqMBHv+nIjA+lTEXVAWnB9M8iCCksFNr90Yvxybywkei4QMjiveySF8COeTamqH5dJCYDMoJrZaaxTGQAcH0Wimz0RQwwm3KxxT4FW1R2607ztBcbzbAxVAMAUwIAIePDjFcDjh+zyHo5W4SaRidfzwfOHvIjJdXl6iKAr2nC80oDgsSaEJjz92gts3j2FbNrJrGosXvvhFnF/MMV8s0DQtyEUCa531ayFy0AoKZTHAdDJAVZigfNgJbyXlkQjNz//8zwMA3vWud2XHf+EXfgHf/d3fjaqq8Ju/+Zv4p//0n2I+n+OZZ57BBz7wAfz4j/94uNYYg49+9KP4/u//frzzne/EZDLBd33Xd2V2N6+kdDmTHIfZcR/ijmctJ4wzZYG6rnF+fo579+7i7t37HL/E2pwbAcAWoMon4OJ5IPiGMQUMBqhcCVNqaN/rTGTCE/xB+R15gV3EM1xDHlci7SdJDPjtqIAjYDI5wFOve4Z3dAxwcHCItiWvmSBA8UQVTibiJXkfKrAPD5GCIwdNEVyNoKnQzPQ+JM9Ny6ZH9FXjtR2ToyAyhee6SBjEeM8RoW04H1dZxJTJLGazWMi2UynnKX2cvjuKtVHzKYaMcj7lBPl2IVbr9QpN0yQA8FUrN4pMmbf5eo2jo6PgPEk+9pExGk3ToDQFioHBYMCEsCoL1A27LcznC1xezrBcLrFcrn1sHnEc9VyeUsHcYTAYZJv8PuWRRadd5ZlnnsHHPvaxK5/zhje8Ab/6q7/6KK/eVauNv7LQBbPkaicytFxJ8T7B57QxKMoCq9UK9+7dxcOHD3H37j08ePAAbdtAG7+jqY0HgZSCNuwrYh2hXbe4vJwD0JiOKqBUnnNhgsB263kYzTh4qfx/dYn4jvagn/aqS8UcVVlhMj3AaHwABaBxBQaDEaung4W1X2gq9aQmDyaKPZDmbJ2OVdhKGY+ddOrK6Go47JEw/p6Cn1lLeRVubXUCFCtwHcgT6kxzFB5IGaBLzoEcUBQltDKoa4fVqkZVAUVhYIxm7kOxEZtBYj0M8riZAkTcCJkn2S6JoL2JABPegPv7ZUaOuRjrgKblfO3rZQvbkOcKdcLNgCdl1iw/VwKCr/xmtoAxhnN4+3Q/HJM6KiEYANYBdzo4mAAoAcXW7YvFgv8uV1gtV1itVuwF3tRo2wZlUXiRaeStjVMu6+pyrX2d8oZ2MY/uNX2dEjEbpRTHCDGMcZydn+Gzn/0M7t69i8tLVheWZeGtRChopYjEoY4Xj9YGRBZt69A2DrPLFloVwGMnENUgLxCPIwkL2tkcIqezi5tBcj6y5MyWKwAViqLEaHyEyfQAw9EIzrE9kDEltCZo42BE8+FMIDDOiR2MCyb4LO7J8zWUU9CqBLQJYp8KcQYQANbo5iGcBW1qeRJgc1uREB2MhblAyJT2ZCbBFqAS8iWSmjd9GAyGKIoh1jVhNq9RNgrDoUFVGRjSsKRgiGAMoXS8cSiF6GzpbXCUdmEMHRQTCa0BraPVNAAiITQFnAPaxmK5rLFYrLBaNGhr8n3J4nXkbqRTIpGJfyXVsMVsNsPBwQGm0ykAcPZTMdQCoSwLkG0h6YAt+UDnYA3rdDLCdDIEADTWYT6fY7FYhL8S62Y6nXhcJxWrXgOERiZyfiTlYvZ9SixN0+Ds7Az/63/9L7z00kuYLxZo2ybsjF2RTLZPAvvEsKes8s6QXI/1usZqtWZQtTIwhZfkDeDBAWwsCkoIZyKWhHr4I1yDOKnjDsxs/Gg0wsHBAUbjCUxRoI3SEEQNq+ADYicpgHlBEchG7Qj8OWttEDOYEyIWD00eE0c4IiKvvSEhqCJCULqWkn9y3C2MFFFClFOOL+78uaqbsntFdBkOhxgMB3COsFwusVpbFqHK0rdDBc3g0XTsjTU5kqIx2ptCSYyeyBkTsQ1TjOmCSLSdg7Uadd1gsVhhvlh7rqH2WTGkAbG+3banf5UHteu6gbUWBwcH0Rq8KAKHx8+lgJPJvBLzBg4v4bl5rTGoKpRlgZOTEyjFc7qua8znc6yXC1xeXkDymT0KpnqtCU0uNvXJ7N3vKkzCbqxhYS8XiyWee+7z+MQn/jsG4wkWi0XYzaHgE9fniymyyB4SJVlTBtAKygxxerbAau0wHJYYjktMJpPgzcRxeHnGRohTh9glGfCBSEhUhDIBDyhDlYAqYbTBZHIDR8cnGI0PoLWBJc/1B+tQFQhTngeM+9M5h9I5Nt4qyywVMDmHFhYGBtpq7+FMcEkmz5RoGaNhFHxbCdb5/OWyJMiHvXQ5t8OLNVpF8ye2mzcbn4PJj4tzXnWdZAyN80CzQeL4EMPREZare2gai7r2Vr9+LpgCPoXuAFVloI1iDlADhQa3p/AW4554Ng5Azd+DRTCUJ0DAxcUcy9Uaq1WN1bL2jo4N/16vPddcSjTzZCND8puL8wSgbRscHR1hOp1GLkMxuM/97/vCZ0r1o+37bunnqc8AogwMCmglDikKhVEoRgaDaoJmWoU8803TYL64wGq1xj7lmhOa7SX2ucqIDIBAZNLFYIzGarXC/fv38dxzz2E2q2GhwrWpCXlXzRvpQM6VKMVaq9VqhXurS0zGIxwcjuEwgtYKw2GJsiy9VabL14RyCOBlMGCOuX3EUFBUkOQYX1LQMKbAeDzB0eExA3cJ96WENc/Yc8raJrGNhWBIGE/ZeZ1Pbeu2YIECUmZW2NZBGyYyqduAvNMpEUNpg0hJX8sCzkJU9gCSKTEUu5y0HVVV4ebNm3j66afxmc98Fi+91OLWrXXwUmasDhgOS1jbeIBceW0WQZHFcDjEcDTwluEObdugqio0TRPeFUKbokTbtlitwURtXWO9FkJTB/DVWgsohaLcviylz9b1Oog1Jyc8zqLujur9ZIMNhq2xj6TvZayFaHJXUxDhZI5VVcXz1Y9d27Yw5jUQYe8q6ajPnSDusBGPsNbi8uIcL774Ij7/+efw/BdewOHBkI3gZJUn+G+wGg47pg68RlY/zzq36waKHEg1cGqJ1hLa1mA6IRSlQ2E075BGg8SYT6K4ZUCxAZRJwF7Ob6mUAnkCVBZDjIYHODg4xHh8BK3YpyiKI76eCegq/SLEJrW2Tl06eOGIL48KWQSMLoI/WMotZjswCG1LGVck79ZaexsZCu4TKSFMM2eyn5RjTjFgP9wk67kfFRZb7r9mHXmwW2EwGGMyPULdsHnC+UWD4dCgMOIMSWhaoJ03mM0bD70o38ca67rGYsWcDRGhtTVrr5Ron1po5ScNcZttQ6ibBk3doPUxia21+OIXv4gbJ7cwGU8xmUxgrQ3zU/qxOxZN06Bp2CUgjY4gRTYkY0ae6HI4WudYo5qFtAX7xslUU2AbGzH7gGYu3YXxkr7nObtPudaEBog73SaLvGmA190l5RoOefgA9+/fw8XFOUAOg0GBdd2G9LaMTwjRCchl4DqwUQPBVOKnblrQnNA2bChFbuxl3QpVVaKqNEyidQpgcaaJ0oHIcCDr0osLzOqPhhNMJwcYjcYoDO8+PId8LXekeM3xjf6+TM3RSeKrqOjcKtd3Cy+qttcYLIo5OSca+jZYSftQkr5DlR+DtM7knUqRYDKMpURfH+4GHVwtBoM1jCm85omBZgLbIQUNjq+X1gq2KtC0BL1qghuDdW10vlV5rBjxs+J46LkDqNYas9kML774IiaTAxapJYUubc5daedqtYK1FpV3DZF4TpT0TbSI5vaSc3DKhjkdCBhxHxM5kPdbS+sYuOakXalWcp/yfwmhyTnofrY752zkuxg7nZ4+xGIxh9YKh4cTv1uwqBFiqwphUenE3Vyc4Rg8nuKxHesc3JrDIFrnQM6hGlSYOAIUq0ahjcc6BYdhEhEnL6eb1apgVwFdwhiDtnUYjUaYjKcYjScofYhFmUg8Jbx6tKcf0rqnxqLU6Vxpj9QxPCPy5EwOlWAoXnzxOykBvYsxinaemPmXO+cikOmfD8cm/ts2Et3JcNlntCn33rhxA6enZ5hOh7kLgOeu4PteiJ61Dk1j0TYpi8vtVIgibd6pXjxRJhCAkK/dA+p3797FdHqIJ596Esp43IfS8fn/t/duwbYdZdnw093jNA9rrsM+rX3IzoEEMHwEEYuwL6z/gkhCoR8l8BdSlESLkhLRC1DLokqNWqUgVGmphXCJXoAaq9ASCykMBgqMETEU/Jw+4AvsJHuvfV6neRpjdPd/8fbb3WPMufYBCGGF+SZrr7nmnKNHd4/ut5/3TMzAGHKem06nsNai06GyNnVdh/WNmNGEORBCeCQoXPJ1YyiVAM8HI854Pvl6G6kP2gjrWvQsYjThRNW6hrXGQzxWUEoZNiw/nN3dXRckuQtjNLIsQZIU2NraIosL+7zYwLsFv+XRymyovH8AjmEYC+9/oTVQD2vUeoyisLAyA5SBlQJQrs4PWMehIaAhJYktUiVQSQ+J+55SqUseLtHv99HtEJOxFqiNJvM0dcQjL/fn3nPqbRYITMaDuKCQFsYpc/3mjD6PmK2FhXGpLAB4r9vGPIFEIqV4cznrjQDIMTAgFACAq0RgZWRSB4ihzXkebeJNtr6+jq9+9ZvIsgyj0cgfMF7EhPDhF163pJ0HbSN0IVi64g0KAEoQQ0kTyvdDuh66Nk1TVFWFre0tXLh4DpcvX8RgZZlqhbG8ElFdT52uiWLout1QAYEel3CBu9FDgwOMLAoJrgPl9EKWKjbQgVV6dBQr9UlclZ4R3QiTAZ4FjCZGE00lrYExgdEQTA3BlWVZYnt7G0899RTOnTuHRMEHio3HY5dXNW2kcWSy1gKGIXzcmeYLj5wtZk4YAC7tZ4LdnV2U5RRFUWAwGEAphTxXLsZIIJEsujjvVZ8rR/kCZN1uH51OB1IEk7MxnB615a7vOjdPxOH+8ljmfcefeGB9Sti4xlCgnheluEwwAoJhM3isJwipKCO9TgTf3Q2J4dtYnAIsWxCFd61rPI428gFIIby6uopjx46h00kwGo1aCuzAYFnnZEyoieBh3ZwpjNEaW9t8X8HMkp4nK4G73R4mkwm+/OUv4/bn3oHjx497JDXvOfR6PSRp4pX9UsrGwOc+WVYMU/4QcNkUZpLMYMjaFsrlevHKKaub41Pz7jRD+57RxJw15sCAcP5bwR9FuXyxdV37vKrD4dAtcvrOLJwHwoqKdiAw4+FKJlrn3OWQDC8qC6rKKIWAYviqJEoNlDtT2O0JsmwCKVLkeeE0/B0IoVHpKZSiBOfleIJ+ZwX9fBW9Xg9pUtBCSwzKGoR6fAqmQPHC8yIIIubsfuZC//jaSFcQ1T0Iz8HrZ11lTacfiZlbkPulcxcQ0KhdP4UXmZhhNmQ57j+LNNFn1FQru0wkBsTj7XQ6lGnPhco89dRT/vM40NBCoJoJPCR8CEsxTVJwsftZc7qTq2b7DUbfFoDEdDp1iaoMXrp2N9KULFVe/+fmsdYlTj/xbSwPVtDrdKBcqEMQsqP7RneNX7F7hBWGnI8j5VU4U1n0JVFbJQpA01JIRfGe5sRXPwxU1zVNr5N1m+hGurpKEtaS0iwWl65coXo3jF6gmtn5kiSBTgzqmk7ZAKUDsacmvQ7v+ldefxM+YxRkrYVz23CLluTvzc0t5PkExpYoyxJZLiGlQVlapJlCv9/H0tIA/d4SsiwHLCsgK4SlHC+YOdQQ66LT0nnYNpHhrK7LddqnIJ21MgVRwkN6KYLeJjoMYmUlQJ5IlpWhjrnvpWPh+zYU0dw32NbTal7PAYhra2tYWlpCWVokCTNa2vw8ksagoxEC8NYyLlLX7m/zujYyDgdlXWtISbFH0+m0saG96AL4iPyiKChVp2s2iLTwYizfM35uzfUI7x8Wl5eOmXJzLPOyBP4I1N7WtfbQTmv2UKWguFgXA1C2OWNrjEa72Nq+giubl7C9s4nplBNUp75dn8IzkUgS7cSn+YmBPEXohg8IAdIhOGssOK7JWOMRBAAIdxJqY7G9PUTR0RBSQGuBvFRIU0Jjvd4SBktr6PdXkKddUh5bF0HNiMvB8++V2srtmILyl5FMyOUT6YT96Dj0wperaXze7C/xcwpelFY2xAc/PkumaliKNGbrjVdUOn+XOL9f0zIVxAQA7hBCQ4wIMCRyKvS9DQyVdXTGGqqLFMnLAoR6KXVq65BqbWpqi0TP4XAXvV43uDxYiosiq51Gr9dFmiZeOcwqgXhGw7Owc58fuRSwyEXqY9t4pvPXUJv57CV+t2lfMxoOBAwnKiD8qckLxwJCw5QaVTXF9s4mtrauYGdnC+PxELWuoJTySi4PCaUr/pZQ1UmKyhYNZtM087VSMFpQvItlz1fhkUb7GXrwaQ1G4ykgFPJcQynyfahri36/j153GUv9VRR5DwKpyzGjIGUaKWINompm10V7Wc5imr+gbPQTvzf7vVhHJRyK8aJVpKgmqE7fivMKcdN8sADWmWvDM/AIyosqzQ0et8XerZTyMkGeJ76cSIN8/jMRWZsj5Oh77kIS/InvcjeD8cw8pBOjB7g5MRgOdzGZLCHPUwiROuc4yp4HSHS7HSjnKGisoARlEQXxNKy1vaywfGgw/rO26ecUt8kH+Oz716Z9zWhEI8qYiF+zl6e1BtqUMEZjMhlha2sL2ztbGI9H0Lr2zKM0JaxpWqXSNHEKQu2Uq4QyYhNgODHiPkRg2Uf6wvdnHrFFxdpgzgY4/y/Q7fawsrKKouhAQEC7vCJSWhRFgaoug46ktVf8W2Ke3iZiksavdv8JiTHSV2yM5xhoJolqP4tYadgwZ1sWrlx/orUaRIA9RCY3DqW4fG0oYcLt29jLWoTr522KuDICOdHp1jdYxGuOK25TRvPKB5FsP4To+/PWa5xEbDweU2qHNPFzymVolUpdYjNCsfxZO3e2P/xaycP5fa21y2ssPRpncXZezBpnS4zn4EfG6iSjbHJMHPA3mY4wHg8xmYyhDYW913qMsqRgttpMUZsynAZGAS5VpLBAIiVEqmChUFdwbvcAQUvyjuXANHbZZ/mYKzcJK/yJOi/hNC8u43abEECWETrZ3qZs81Tu5BhWVtZRFAdgbYqyZmcyqnAwmozg0bMVoEpQAm09gwC/5bdFQ8Rx0Iucuxh6WUtta0MpPBFQWQPHRKckb6i2A5tHHsxg2lzG9QloMmt/j+gdY8mPJUlVZJ0yXpHrrSUxg4v6SeEUBgcPHsThw4exvT2GtRqcgc/PioQ/HChLhIjmkw+YCLewuAKvArsm0cEWENyFCxewtrbmmEnwXud+UZiD8MYN/jxmNjHyjg+Ahv7NWSabep7A+Pj7ganMikzx3rsa7WtGwwOPFzM/kOlkgt3dXQyHuyirIXZ3d9HpKm+G5QjUELCjwqbzcMQSI1Opj+9xUXM+pqV5ireUq3sw/Lbfg5LKL0ryJVEoS1IGHzlyBOvr6+j3+0G3YBNKFO6y243HY1/K9PrJopnGMUBj9kyd55zV3rTx+NvK45lyOAhtX+s0FHOQ2bxrZlNRzn63LTbEm24ymeA5z3kOfvzHX4CvfOX/YDweI8+DW8ONnNoAi2t7jWm+6MG1kugnxXQ6xebmJtJUQaklGEPxcvS9NIpJckpiYSJT9fw5mDfnbUdUFgZjRTSA6NmziHedHDSifc1orKFoX5aTHShEmiRIEkGJuE2JqhwDtobRFkpKqCyBMYoym1WkyDOC0ncKAR/bwYvGpxlREkKkSFKBpASqWqCuKlR1QDv+gHPODBwRDP+28OVYjdHQxjhLhzt5QeLWiRMncOzYMRw9egxra2sQQkLXAJRwrvLK+9LUmh6jtyh4tNFcaCQexWimvYlCHEv4oUoKpA8LIgvT1RTkzPQpTEGEHDwOfcSoyIjQrzYjbpc89s/fkrUHkVIWgCty1ww1iX/7k1u464XF/3rhnbh85SJOn34Kk2mJPCeIWFWcV5hnSPCExinHyS+YtP/ucxPWgVOI0yZ1QqMIStk0TZBlKdI0gUoSWNTYHW5hbW0JFjWM1TC2QpYoj3KaOFUgZGtEo7/xuGfnzq0SLr7l5t9/PqPXsRBivoh2LdrfjCY6Sfm3ELRxszRFlqVIFCnN2GxJD5ir9DkOzWoUr54I+pfYz0QKiqxNsxQ6p5B5KnHhcopoZ/1y3IZ1Lp6ECPcU8SZyNZ8ThV6ng1tuuQU33XQT+v0++v0lFEWHmKJ2IkW0cIQAiiKP0AXAWst4fbH+JsxV2Lh82nHlgFgpzgGUPB8+Dqc1721ozu/7aGIhoERAQOQQFtlvvP+OYxZwGYvdSd1GTjx3HOLQ7E+ce6VpZvenvpdz6ZqDBw/itttuwWg0wdmz5yNGADQyivgUClEzIAbC4RnRrPuHED/zmPElCaEY1rskCWV4rKoSw9Euig5H3xNqmR/EKFq/6d7tZzEf1bh54v7OoTD3ds92rkX7mtFwCmgLhn8WgEZdTqDrElbXgNEQ1kIJQQzF0EkmjIW0DnpbS853sb4iYjZA2LRSEqLIsgTGJK6UikJZUY4RwACG5fiQWyX2sZBu0UEIyCQBrEWSJhgsLeHE8eN4/vOfj8FgAIDSTgZVBjELY2kbWlifSLqutZuH0Gdr40XeXHTtjdjexDEx02luePIJCjMViSrxLLp5jTeXNpr8NoCI1biTmaG7e2YcCzTL1DiNwTwRJ2SpEwhojl4HS5RwqhXjYs7Wjx7FhYuXsbm1DaD2uhNWyIuYj8Riifs3/pzv62fEoZkQlCqcBzghmSRV3pydpQrG1BgOt5Gm0setUQhNsHI1RHQhmnziKtKNnyvbGMb1XYzZYOXroX3NaJRwtYWs9Q5HBlPs7oywu3sFu8MdTEcjKGOgAAhjifE46CJNYDiBURF7oEUz5ymQbEOR0wpQUiJLc5SlgK5LOFcMcN4W8hoFMTNQDn0uLiYgUBQFrLXodrs4duwYXvziF6Pf72N3d9dnMCsrqkAABUAScyHdLZ1uVR0jrxjyckXCWWe5tqUiPvnbkNlX6mwjC+jm2hYh3STPYyDpKyFBWO/rwveA5uspD67RGkpI50SHRt+11tCmwjyLFzHlYC4X/MhaybGEgxgGgLYaUkgU3Q7WDq7i0OYqLly4AAMDlbCYG480HEq83wSsr6JB/YnGTk7hkJLSgyopkCYKRVH4vDUyEZBKOASpAasxmmyjvDhEp9PF8mAFEDXpY/xhJcINoqJ0TdGKqWlNo7mXaCYHCyJ886CNvZlFq43ro33NaPikJaDiNoGhukqbW5dQlhOwuBQrvNqKwnnUVKT5V26DBy0/l6ctigJKpSRKla5aZFlhOq0isSL0ma8djUZYXl7G+vo6brvtNq/05XQBZF1pw+WgsANC6EUTtdD3eJ7iTU26E9O4pn1CsdK8/X6T0YT5tDaUKGYLRePSSN6I/WPCb2IGtY3DD2hzJIlsiCVCkLVjnhgQDb5BDUWsDQyZyRiKfh8MBuj1etjc3CQzr0O8TUQVZRr0bYSMhdxRrwsCM2vrajil6HY66HY7Ya5UGB9nwiMXDYNEVd74sBd9Nwra76WdHynRSQnKyM9hwRoadTXF9pWL2Nq8AAhDiMF937aUhJwxjpCQW+wISCFQrD8IRxlnvFdSQmuLFIL8HLIEVZ2irlNMxmQ9YgThS3EIAaNJIby8vIxjx47h0KFD3v+HbhGfUtEiENYploxnfLRR2zub2omZUjj5uUohbwpCPgJXk78D85CCTlEWKwDak0YTc1JKwJpo40UIKShG4Z8D91WBxEWRZmEeYmwkBKRUsC66fUZsitAjK9elEytcttZoPl2JHGugyxoKFr0ix8pSD5fzpi9J8yRPnCc6J5AKB4lU1G6MKEgHqJGmCYoiR6cokKUphLAw2hkLOCWEIFcIKUl8gpAwVgGihpAaQlqPhoXDaG2v4++Frk8sujEmA+x3RqMU2fGtgXXQu9ql6OtpOUWSyJlTC2hCcOMz2QFXl02b1H4YSklfi1gZgTSjxM6J4nrIOrqOEntXpcZgMMDhw4extLQEIYR3jc/zPArXn+f2bRmg8bszKGGvPu8VorCXUjf6Bjxjat0nRkYMs/dCQ20zbNTDhsLUIx/vROcgvUAQz+aOlZlZ6AMzG1YiAyS+KSW9NTDLMnS7XfR6fR8bJ0QbzXBeZAOtRXQ/ajtJQ0pM0sVIYgVuPFmWIU0SWGNQVeQqEYuAUkiXGJ2UQtx/Rpg+Wtqfd46JzjFv/zDRvmY0TMKfmBYbGxvY2dlBXdUQQjUSAsVwlxd8YDQs1wsYmMbG8YuZhH1/37gtRivWWkilYF1+FQFaeMHhimN/gERlOHLkCNbWVpEkVEvKWso3GydPjxlA2y2/qVNxkEw4uB9dH2TsSK8gaOSBW81Wf7zW37HFKr7XPJFsVml7bRJCuJpJrg3BYhYnw2o6N5CY7O4d/YD1T94lwsWXWQuOZ+KQAdK7pUjTDFU19SIQrRmKm3Oyon+mgIWSpNBlsZhFSSXYgmcgpYFFBSsMhNQO7JESh5EeddfAamp7Oq2ws7OLLNuENTmyLEOeZWRJjZjud2MN+kHRvmY0xhiKdNU1rOP458+fpw0LDWWEK38ya/tnvQIr9qKwQFjM1u4mGO6Une5UnM327xgBgniUpsIzj3B/ei9LCxw6dAhLSwNISakC2OTZEHdakbxtCso765mh95GIxtrQUwTVbDwzYaxXgc/zxIm9mNC86/Yewx7XuvwpvioE99Y2WIxjMlFbsURFsmHzsIFxSaJCbhajKXwhTcg1oq543psjZsEljCfocuiQoDUAaylAVHJAbU0Sr7BODCJXC+4uo1RC22Sw0LV29bIBXSv0ej0sD3IUeeKDLn/YaV8zGl3XmFYlxqMR6pLEk62tbVRVDamo8BlBTq7WFxZjeDbNxc+K5ZgClCd5Pjb3xtdKxYufF56D0yrxtxJuARpjsLQ0wOrqGrrdri+9kWWpR0Z8UsaF7+P+xOhhHmO4mqgS59/hzsU+M/HijS1OPI9tUW2ef83sHM7OWfgMfszxeBqWsAiRGUT5h9x/QagLeife/DNm/Gh+2EkwVpBz3qJ4HqkPDvcK/3QQdGEapqKMAkYLGCVhlILgSpWgUspcu5xN3NS2i1ty6U6NMaiNBjT3e0re4lOqdS9FB0IkKHIJAevXbOhP8xn4UUfLpPmc4tdiznsWmDmYrp/2NaMZjYdIpEQ5neDMU0/iO9/5DobjHUgJpJmD0JYCDyl1YZS7xMYPI3rNv1q6HSEE1TdySkj2zG1YZmztZWbeNKxkBUj+VipBoiip0crKGvKcrFWARJpaJEnqrovigyKlbkNOBzzT49dMzcBPpjDOkJQubGx2CouVxNxWmAuC99KlfojzpHB7HA3fbBuITawxOmMRrvkbjT5wug/LjN7tdK6K4EUoET07D/DmMduYSQYrklIpiqKDLMuwtbUF9tMhhbSrUgoLKSwgjUt+Fq0ko538Jj06mhrtsgE4Ra5SlPNZJcgkodfKuMTtTrkjpYStNdjCWdc1laid0lxL1YGBwGDJoNOhRGesTA4jtCRGR3Pimaulg9CAqkY0WUhs8rYIeP9HlNGkSYIrly/jidOn8dQTp7GzswtIIElIf8gZyzhT/NWIrA+zytSmGZMeXPzQGiVGWvlTWPHLr4UQUC7GSgiBwWDgxR72Do3TVcQUb5b487YvTNzneCx7iUJXg93zlL17fa/9Q16sKmKCwF4LNdaBxCTEvMqX8ecxIwvX+1gdgDZTy0xPYpQTfgTlC6qqynlnJ+h0O1BKYTQaodMhX6aAmJrk7+/+nvc8+ICAtV6HE6NNRt3MAKRbq0ma+rkkPZ/x2SE3NzdhrYSuKVUKl8P9YaV9zWh2tjexefkCdrcvo64m5BxnAKvp7CTkaWDrEroy6Ha6kAkrjglpsOe7BkdhUxiD5/qCNwFI3jYh1QEMSG8AwBoLLZxlyYGCoDsJSCpJqUrl4cOHUXR6xIYM+WYALmo82kDGhpSk0lVk4BI8tPLnn9TNjRuLRyESN9781ooIzUiwKMWVAIi5BaZB+CGOMwqMkNFMHIg5rxxLYBBxv6WfN54TEaEna9mrlvtqo99OvIuZilO2xnxScvuuTZUmkImitCEKSNIEKk0At56EQxnWJSzzjbkUC0II8jwXNGe0VIxHokzGAsKQNZJSjxhYyZkh+VkE50oljI+hEsp5wmcZlpeXUFYlynKCNFfoLXVhEfoWosoR6aXaaUb5O85FwvLsw6WCNYhXj8PnkK7aA90Hjbm+Gu1vRrOzjZ2dbYzHY7e43aNiScYwWKdcHnU1RFGkwRtTykYhMt53UnCcEiIxyCEDBNHIiKZegnUcwkpIRXFDnEKCiU2cVPQr9sJsbsI2scOaEKGwGIsasVjA73Gf+D13iJM4GekwvBQJRiOxviTcPaYGWhJ836beiFFe8/1m2s35aMr6fjXv1/6uiH5zfxA9L/jF0GZ0fB/jdVyMMAhtdrpUrxwiVr637u82GrfP645fm3a/EJAfoRiai9rlQLKkvKG5N+HwCqNtordOp0s5o9MU2oQUEW29Ueh2c01YWG9kiKdRRN+NNTVt/Vc8+9dD+5rRbG9vYXd3hyxPvJDnjFw7Rz2tK2htkOfGRctmLv+IW9jRScsnMv8NuAcYrbcYrscoRMI4E3l0kkpaLEpIpEmKNElRa2f5sVGuXssnOIDW/mrfi3hPtHA8OpgVN5jJzDCyRpEy92PC9WG7ILK0BGbFbbeV0nF8Em90LqUSi35B3GJxR/JMu/HNF+HaCt6GiMvPTTIDkO51GwHRfQiYWFBaVIlup4OV5RUKyOX72yjvkGeurscCvm0Pdvx8Wqespfs1rYmEqshMrUhBLwUxGOHWRRz8yrNjDDp5jiLLIIxB7SpoGBMzfporE9lTA8dD4MrzKJw+/ODd39fLVmZpXzOanZ1tDIe7qKqpYxQRF7bN+eJNNJ1qtw7JryFxvg5eoEdYzKzs9UrfaKL3Oo0BiouRTuyyjHIM5cBVIkGqKMdNrSt3lXBm1khsaZwn4TRimZ0UolFSKegoFimMt2lx46UaqMGQbGB60Tci5tSE9gGeN31naA7aEdcU6xPPX1vhzneIO9BwTXDMdZ6Vq5FKgj9zfFxI6xCBvwONAwoWFlIoelYuZYeSBVaWl1HkBSbl1KNVXkyB0TAMYBFcIE6CBlZRO+7NW57HaoRAIgj5clA2iSIyoIvYGR2CyvxUNUxdYToeAc4knyehOJ1w+idijqzA5oOS++fTj4X++nFZrxKIZ+x7oX3NaHZ3h869P7ZUEFnbZDLxe5RjZAILiwwpiqJobBIbMZwZy5KIT+HmSesRjaD8NlICcTiDEBT57bPXX4M8JAetNdkyD/OpLtzpF5/wpHyEXyXsUEj7Ytahrs045ymR5+la2uU39pqX+Dq/0SLUE/slwYlygGh4VDcKxUX3aI6ZHnKMmvj5sbUudi50LTTGrpSkqp+9HiblNJoUzOy6MJcCYYl4iOwQjWPOPvI6tMembhbBWFzj556oBMZo1M5PbDqlPMfnL1yBtRJ5luPwkaO46eRNWF1ZofCNKKeQEVFBPcumedHYIFIISLdOZbReGvML20C/N0r7mtGw2GOswwFz5qENPKwF6hpOgz9GoSuUZYkkT5BkKaSSc1l4zGjo3rKxURr3cDeKs5+FDUMWhDgL/9UonFJwMLvpJOjLmoIRDEsODpUJSutpDaEBKcPGD3OyB4QGGht2hrkBfvPG/Yjfb+qTQqrNGPEwimHTdbh3rHvayzGtmfeH5z7u+zwrXjwe7jbFL7kNqoE0zQFnzvcK1oYoG4mRLPbGynlLcUhUD1zAGkKwQiovhlrrEqq58XISfDhRT0qHzCqNcjKhRG3GwNQS1gClBXbOXsK3vvD/4fY7bg8+W74LTWOBlBJ5kaNTdLByYI2CgYscKp1XXiaaZSH9GOO5vV7a14wmyK7t92fRzDyqa2A8riFljUQr5EYjyzNABY7eEAEsy+KMTmJvXwtvjoUAewazeMNpGPmaxqmPJsqI2+QTKGgW5meOixlA7Ew4XxE6SzEaAloiS9yfFlqYpz8Jli3M9DVWJLO4I6WMko/NzoHWmuZNiAba5NmLGc28Prf72RbZVDT38fcTlTjRirMeNfs201eAyqvwHCAom9nRk9ZEEI3jddaeOx47/9R1DVM5xmEUHR4Ia3Lj7IY/1FgRz4yG/MhEYy2qJ04jyzLc+pzbcOLEiaswGREN8LtDNfua0UBKioOJwYYNPx6BR+RlUfe+rskyVVsNayvAAlmRBRHDCM9gPKSNoDIbE4EozWGkO5FOKyiVQJJIV1PZpUDgeuEcje3lYpKguZtBhze7CXmhMtKJU0bMMq9YRo90FUIG1aiD+iLaV8KGextnit+LIV0LQbSJFeDxd9oMq5FWomU9acdnwTqxZR7SnMN0jDGQVra+Z9w4WdcRmgbg/Q6FizWCjYMIwuaPdXpCCEjWu1hqkwIuCfXEOibvW6P5PUPuE4ZcGwDH0Pxy0RAQmIyHfuz8/Hhv6LIi4OXWrZQKwhVYnI7G+M63Hqf5aD82EfjLTSduwWCwhF5/iQ5k/sJ10P5mNH6DMANpLbA5LJr1d3wdKwxtDZRT7RuLT4C4vcbi8YuKG3YbxyFpvlQq6bKoJSSaucYayjgRrg3KO3fyu81nbCtDf7QR4/f23OwWsG7A/n6R4tHPJY8lQm/wwadBH7IXSopP5Xk0o/+5ChyPn4GNrt+LaZESeO+SNvPeC+8Lx2TYX4esUN7z2IZn6vvLDDgqogc49tcYiyRvYteOhUumJUP9bWYw/u+6naLUghGcRPAX4tnRuvZ/S+5X1IV4bqU0EK6W9qXJFBCXZr7vx8nMqrI4cOAAVtZW0ev3SbcpfwSqIPQ6XUzGI+i69mVUTbxr9qAY1cSoR9cWU0tZzNKULBDsxTtLtsng0BQTwh4iqw+l/6So2yRREL78LNA0m/Jici5xNpisCUrHTnDMzdzijsy4nmnFkCialCaDEv6+YYL4I7oHW5pMnDpTtDYvX+flvPh+0cy1N3zr9kFlSvcWc64Jf5uIAfhUfOHyeORxs/5rTabl5xjw9Z7G4zGMjtFmeF6+DVZw802EpXI7jTUh3JoLzLqGcB7sLB4F66FLpOiHFHRF1L61LmRhzlr3Xu68tpxzoR+nCes31vG29b3WzRcAnD17BpPJGMPxCKtrazh48BA6vevzSN7XjOb25z4f+elv4+zZMxiPhu40c0pW6cQEC/gwAKe8C+7kFoxFrcsDZQxQWQM9nRJDyCVleONTlfeiAFwYrkcHQrW09TAwVqOqaxhToN/vYnVt2eU6ESh1SJQdNgrtujoyVQsh/eKWitNKWideCWiOVREExZnLNRy+Wswy5LrhsQUGZcCpQh2qEQDpAgVgBOqa4oMSqWbqVbUZj0c3lkSRNsNoK9kNAkpoAB7e1e7ypm6DTfo0n9KbmJumes8g/IQzwogRjfPSFRJLyyuYTqc4d+6cL78cHyxAsJIFazCZq7UwEILThzox1olMImI2o9EEZVm6sXDNMMcTTOAh/J4AKKmY1RHzZMV7mEof6M4XmchXi9/WlZvbUBxOzjxDQShHCBgIjEdDJHmG3mCAJMswqdoF9+bTvmY0q6srEDiJbqfAlSuXsbGxsed3eTNdDekAACxQkXEAVaVRVSOkqfRm6aAviJyzXIxMLFKw/kbrGqPRCOWUguIuXryIQ4cO4aabbgL0fIgPNB+2h+iC6kQD8MrBhr7BwX6ArD57iTZ8TV3XoWxLtNhYkenvHbXDykRObxBbdq6HYqXnjVgtYmokimqlBQ1CVnhvnsL6ajSjgPYK8NnvNckx7GiZsUKfPdcpB5KFtgbj8QSmom8miXSlVOgaTjY/0zcAWnOirfl9IdGqOdYZsdTG1zSV+w2nQuJssMZgPBpREjch0FsaYDweYXdcXWUmA+1rRgMpcdMtN2P96FGc2ziL6bTC5pVNTKdTeDdsx2C0pSTkgNOOWGdN8PA/nJYeVru3KmNQlwalrCgVRAiy9SJMlmVIMidmSQMhKYakLCcoywmsNbhwcQvWPonDhwfodHJkna4rBMc+Ftq1HbxoOfbHWosrW9swxiBJknAdT4WgdAF7ufgHCB9EMzrNnblcBFVz4/oYejMCFM24mXmpH9qvWVQjA871MZmrWZJiX5gZUz0zHhMfCLGpXMx9zVTXNYbDITqdDjnzQQK+vrWAYBM0IzUg+pxJRWiLflSRQhuLuqK63+OhpXzz0lW2UC7BuYVLOxsPmvtLv5vqa904QBldecUxL1ZGN23yicCa96LRBgZepBmm0yl2tndw4cIF5HkBmRRzGpylfc1ojKFoVguLfn8Jt99xB779fx/HxsYGqqqKTk0JU1VAy7rAWnh6GetCArPR2u0r4XK4RO4vrFMRwqKuS6S6dptJ+YQv2lLS6zwvYO0E0+kEOzvb+OKXvojn/dgL0Ov10OtR2khda0r/mQSLBVkIiHmsrq7CGIOyLH3aAI46ztMMWZYh9pGJnd1oQ9Lvdqnaa236OHbGWOMVl+wrE7sAtBFOm1lw0bt5n12tH21kEmdOnKe09216vdNs2/NOfJ7Xuq6xvLyMpaUldDodVGWJ0r2fJwHRtfsW2qTNa62FsGxNqqGNhq5J0ctGK2qDGKOBgXLIO/7MD8HuwTOiMc/y52BcmJebSAguXOS+HfuHcRY/t6bSNEVV17h8+TKEkDh6/NaZ9ubRvmc0nB0+zTIcPHQIk+kUo8kYly5toqprqAT0YEljAvgpJ9lZCeHfCp80iedcX0UctTY450Hq6OgRsFKhFCWkNEhTElEuXbqE8+fO4cCBA1Ay8d7JiVKU7By8+HlzSiRZCmsslExQVRUqVUFK5RiURlVV0Fr7msztjcsnLKdwaMNtRmhWBHTH3wnJ1ZvOfnHbbeYyz0IGAMYG615gBLNzH8eWcZULVqbShnObwM4yzNg6OH9HzmFqAqi1xrQsqVpBlrm0DqFtrWtM3YGCyNIU9GksOjFzduV8YKHriCkZCjvwuh2HYny8UuDtQTfEf0QHYntUDYrnWARl8DwFfhxyYISNFPKAsJz+lFKzEMeyqKbTuQBpHu1rRsOyNEAm5KzIcfT4MewMdzGc1JQ72GgXIRsePlsKpIUzNwtn17N7PLF5p0TrQTupwljTUOJBSdS29rWZyNdGYjKpcH7jHEytoSuDwWCATqeLPCsgIXzFpIA6JKRQsNIiTTNKmmRycDpTqillfD6beT411N580/C8gc8ThWIkdKPJsLlfWtczaIoZg0ULaXhdy7xCccydeCtyW23fGkQ7tXU9AhM0xlD6hapEp9Nx+YFqlxgrKOer2nn4zoiHIXNh1HwQukTjbV9I0Bo01gxbrkSEWvg89DPuJEQbNxgT64ksXKdYqWPRKLVjHZOZYTSMmmzw2bGAdYhUKYUsSaDaEuMetK8ZTbxoeBGurq3h0OHDqOsaGxsCV65sodtNXCWCEHBoDCnVujnPlIFxn8eZHeIH2Txt56LxJjmMSzoYUrCW0xrjSQVrgTzbQlWWuHJlE8uDZRw8eAhraweRZxlEljYsK+0NTkpZ6U9e2OCLwcmRtNaYTqfIsswn/2LxiUUoWpFNnY519cwbzGAvZe+c9/nQlaIdoIkGI2xMXyQGtT2ZvVgSfc//jYgx2fC6yZDmM1YvHTiGPB6PMRoOUVUVlpeXfTuUZpWqWdRVFZT4jDoi6Swu2OC7GroXUHOETGZ71vw85qM+sN+E8bfZfdx0W2HsTeeWGKVfDyEcqrFHAEApXsoa47FGDYGiCyRKIc/y+YNo0b5mNNq64FZrvVxZ7ewgy3OsrK0h73Rw/KYadW3wta99DUbXUIkKlhYpoVzRdDMxTk/TevrRYmp80mIyQjh9jlsMPlO+BazRyPMO6rpGpQ2UADpdibqsMIFAOS6xe2UbG0+egZQSJ06cwMnbnoNOp+MUzAAMYLTTO0mXu9aEVc7WIICcDXu9nu9bVVVe98AnWVEUlNUvyaL4KfZvJRHLKxFZbKha8VmcN0UTtEZk2RDcJxmU2V5pzFPbgPKRfkcEd/02cbuI2rDagJNj7cX928KeF2wi0XC4u4u6KlFkKbJEAUYHBg0AuoaI4soYcQjMua27QWwdir8ieGPz5xEz8pdTkSi/VgnfOUQi+BYWzGpEpIvhqTA2ElXjcYPWq4IF6/mNoT0lBKD40QNI3L1Y8YDawkwpP7K6TkizrxlNTLyQp1PKzZHnofC9lAluvfVWfOc7T1Be4SH53GRZhtXlJZRliYk2KLVG+5ixXs5t3xCNN1nH0b6W08AOh2MAFNTY6dCmIDNmjVSlMDbom06fPo1zFy8hLwrccustuO322xvKVt9DJ38L4bw1WmIRI6KQADs4ik0mE0ynUyiVIlGJ1+tQFQft5xQIG7ut9+G22lHYzDB4g8zzVG7rdFgEbitWm2LffCZC/dDgY5ktczEK3BM+uHYnk4lbF0C/3/duBGmaNsctEFQz3yXN8CQncsUIzRhKOC6FanzPzuCXvYmXAq9DRigOYCPLmuiFGU2SAEkSyjYLPgBcSpXxRAMwqJz/z/XQvmY0gfuTht/Y2iW3qpBmaVhsUEjTBLfffhvW1lb8CX/58hUot7CKw0egqxqj0RA7W1uYjGkjskdJW1RqL9va0CmgJCnMkiRxeYhBnqWO4cBQHIpSAqhr1HUFiLqxGcuxxXQ6gQVQTSfY2txCt9PFyuHDGAyWId3CF0KSKR3C1TuyLmMgZ1sLDAIIp6uUIcesrskfp6prjEZjh5hEJGrB98uYkICcGSXJ+8Yt2KAQZWonKQeaDIzbTtPUXxMjoNiSFYc9zDIdfkqITlmWg4VDpLbx4ITzrq2qEpcuXcR0MkGv10UepfFYWRngxInjELB4stTYuriDXsc1jSaakTLMOX8h/nyu24H7XJtwKGWZchYqCysMwWOKaYBBRl7wklNihMXYQEwRk+G/FdDw/NW62XcpCb0krjyv5efm11EKJSWKPEGn28Px48dw5PBhXA/ta0Yj4B6aX/AWcakUSmLEjmgCnU4Hhw4d8krTwWAAOP1HkWQwWmMyHmPrymWMx2OcP38e4/EYtatVHVNbwvJqAkvpBqj6AnvFxhe6f6LjxlLyYfcnldzQrtzq5pUrqGuDbreLUV1Da41ul07cJE09I2xuIBZfmpsxZjRKkc+PSQwSnSCpa+8wxmZzY7TLzYsZKxWLOq2BNUQ4Hk/cJ37dtly147Xi/MNxO22002Bac3R2sIIMLg2Fh/8ShBAYj8fY3d1BlqYo8pz679otigL9fg/9fh+dbgGpdpAkCnWtvWgUUm+QJdPyM90DRcWiUqLohQRgLEV2K5VQwjIV9GSKo/6NC7i1cBAlFp/hmY9o3Y/FKcs3i6YinhJ6TTocyejZIdM8y926y7Gyuorjx4+hH4noV6NZO+VV6P3vfz/uuusuDAYDDAYDnDp1Ch/72Mf855PJBG9729tw4MAB9Pt9vPa1r8W5c+cabZw+fRqvetWr0O12cfjwYfzWb/3WdedmmUsWYTOzXAyKzYkz0DFnzjPKxcEJwtfX17G2uoalpSUsL6/gwIGDWF8/iuPHT+DIkXUsLQ2oVnKWRqbO6OFEJwpAsLquDMpphcmkxHRS0UmFpkzPmJUrJ4f36LcwlDKrrkrsbG/hyuVLOPvUU9g4cwabV66gnE4AtoSYpg/LvB9u3lgDbYy3pAgpkKQJ8iJHf6mPTreDPKcQCfY+jn/zT9t03RaV9uoD9aPZz/ia2ITedj6cx2za9+SHsoeUxT1u6GiGwyHKqkKnKNDpFF4fApDolGUZiqJAt1ugyBnNhbaAUJUyTjp1tfuzMj9JJDqdHL1+F4PlLpYGPRSdAkW3g063i7xTIC9yZDkdLKRXTCDdj1AJpEwgVUJrXkqXhoJ6Jt2PkvSTSH4toChltvuhQ5kNBMrlMWKWpVSCwfIyDhw8hOMnTuDEiZtw4MDBq01yg24I0Zw4cQLvfve7cccdd8Bai7/+67/Gq1/9ajz22GN4wQtegLe//e34l3/5Fzz44INYXl7Gr/3ar+E1r3kNPvvZzwKg0+lVr3oV1tfX8R//8R84e/Ys3vSmNyFNU/zxH//xjXSFyK0Wq62voSNBDCb+j/mpW57+WuEMoaPdEbIkdae2QJZ1kCQ5Tp68FVnWwebmFQyHu1RXp5y4m5oZBsOpXuedKJyYS1iXtlFHdYzYwuOOG8o2T101RqOqR6imYwxHY1SjEaaTCZQEOkUOjoMSMnC/mYXOSlvXYWMNKl1BQc0wA1NrZHmKLEtDugL3m5kN5zOJ9S88ToCVyryZlFc2s+gTwjQCE5nHjOaZ4du6ntgy1243vA4bxjMrALUmvdj27g4ggE63QFEEK4oxGmmW+2x73W4XWZ6intbwZ6Orkx3f08aI1a+BZp+FoHxGaS6xsrKCrMg9EqwNKfCNlV4kreua8tFIZvL0fKQxULUr0WMrd18NGE26HzdyyQgQcApoCkCmdBjkWZ6mGWSiUJYl0jT1omvqKnecuOlmrK6uotdbQl4USLIMozgD4VVI2PlOFddNa2treO9734vXve51OHToED70oQ/hda97HQDga1/7Gn7sx34MjzzyCF72spfhYx/7GH7mZ34GZ86cwZEjRwAAH/jAB/Dbv/3buHDhglfAXYu2t7exvLyMX3/z65AmrpSp0x9wCdw8z12qh8BoAPgH50lb7OxsI00S58ZPW11KiaIosLm5iQsXzuPSpYvY2trChQsXiGHImbVE7/PrVp9jLb5y6947gjFjYkYTNWSEKx1jLQwUVJJg5cABnDh5EidP3oyVtQMOivM1onE9NeIb98J7rLAVgueFA0xnERIQzMDT6RSTyaQRa8V1qYLidO9kW2xl4pmK22/rd2KRNZ5vvk8QuWzj87Yup42GjLUoqxJXrlzB5csX0el0cPjAGrqdjmeeWmvknQ5GoxGuXL6C8+fO48yZM6gmU5w5cwao47ANgOtt06g4HokePH+vjd4OHFzGoUOH0O33aM2mKeAUwBYKxlhMJhPs7OxgNBphe0hBmD4RVl1DVOQdL23tHqSGMJqskm5t8VozFqi0QZoqFN0CxhiMRhXqSqMoEiBRVC3TWvT7fayvr+OOO+7AyZMnURsSJbU2qGoq2btd1Xjg3e/H1tYWqSL2oO9aR6O1xoMPPojhcIhTp07h85//PKqqwj333OO/8/znPx8nT570jOaRRx7BC1/4Qs9kAODee+/FW9/6Vnz5y1/Gi1/84rn3mk6nmE4D59ze3gYAlNMJdO0Un36BSl/5MWT9D74CM8zBAt1On+p3R4uaHsAIeZ7jxIkTWF8/gkuXLmFj4wI6nQTa1LNtzen7ngB6D/buU1CxDtPwoUmVdpJEwVYVRtvb2Lx0EUWRo9vtubQy5NXbiFKmRhvjpc3GaTWV08PEmz/E6GhNr5Mk8fqSLEuQpj0XdFr5RV+WJaSUnuG0rVRt8YZ/8zxS+6Kh74onqol4NKj0jJ5haD4B2RwKCMx6nyMhBPI8R5blPgMii/N1VSFNU6yurqLb6eLggYPYOHMGWZZRidqydDqeXVSGnNscvyeRRFqfUW9aGqSpRbfIMFjqY21tDbfd/hwsDQYeIUopkRVUwE5b4RJgadRlhd3dXWwPRyTqlSWGwyF2trcx2dnFcDiE4QPGOrOSu7e1FhUNHrAWGhZlpTHeGZIrxPISsjynw0NbrB5cwU0nTuDwkSM4sLaGwWCAWmtoaTCqazc4WqlouzzsQTfMaL70pS/h1KlTmEwm6Pf7+MhHPoI777wTX/jCF5BlGVZWVhrfP3LkiI+q3tjYaDAZ/pw/24ve9a534Q/+4A9m3q8jc3Qsr8fEi9UYA2tmvVllC+G09z+d6uTctry8jJ/8yR/HF77wJVgEM2F8cZuxzGM0QQ/sUEOsL7YOOTgRzLmngM3aHHYxHo2ws72N3mCAoiggkxTMnYRsb7ygHFb+hJ8tmdv+m3VRfP8m05DIMuWj1mPdDTu4VVUFpZQPAuVN3DaJx7oZpdpJzAPaieeMXofP43FebUz+e9b5zgyHKIoCg8GAmHjUvhCUggMgBNXtdpHnOZZ6PZw8eRKXL1/G5uYmhsMh6rpCVVXeUdJa7VCN9CjHGKpUWeQZ+t0u+v0+cueKwXmPeP6MMTAOFSYqQdpJkOU5BqtrnglOJhPsbG9jvLODra0tXDy/AU7QLpz4xsmx+BiJ51ZrjTRNsXbgAJZXVmmM/QGWlpZ8zSillDOGWL/YRSMY+arKME83zGie97zn4Qtf+AK2trbwD//wD7j//vvxqU996kabuSF65zvfiXe84x3+7+3tbUqzEJlAY58RJtocYXFSvo9mFK+1XA416FdmPC3dWk2zDIfXD+PW59yC06efgNaVX0QAnONY0/rBKWEYM4RQvPAiiE2uHWNDprOYCWGWMUynExijIS3nK6Z/5yEJp7aMxh7rQdq/Xb+lcvPY9K2n9gkN0fwrJAnPsXabIRSyByjBk9bG5c8FhEtPwc6HSjmXM8cI4Mqh0FhZz2I9WmBzelNHBAjRfoIB5cSmcnZzGAz63qoWey7z992IAUHWn7zbRVrksFIi73ZRllOXuMr5Qhl2eIQ3SABArStvVcrSFMvLyxisrPlsjs6MSk52tYY2IVRDMsNJyVWDUVi324U+cABH6xpnlpcxnUzoefjnz2sS3rwv3GSlSYK8KEjpXBRQKkHRIWbqk8vDZS4VIZ+N4vI9rcPnanTDjCbLMtx+++0AgJe85CX43Oc+hz//8z/H61//epRlic3NzQaqOXfuHNbX1wEA6+vr+K//+q9Ge2yV4u/MozzPkeezrs4hSdCs4jDeQLwYzbzvwfl6SLkn5I5No+REdzPGkykuX76M0inDhMPLxtKCEQ2Y4hTFCN6VQiC4fc/c0HpzpCev1KSXhBSUY3RxENzsCd8QWWw4lYQI6IKYx156jnYHQ1+Y6fB3yDJMBewpSjs8o6pyqSpdom5pGeULAOxWbUIeXYfmhBDeYzUwuSYjiCavMaN7bYS6qjEej6GUQlFQqgOtdXCZAPwG5VY9SQEhFHpLfXR6XY/ggKCDUc76Ex98dV1GKECg2+0izXNwqV2eRxnJzf6QBGUCkJbHJLx4Cu/lnWLiGE3QTbnyxGBGQwia9ZhZlkFISQnHhICUCSBl47BlxuTwclRx5PrSfQDfBz8a9sZ9yUtegjRN8dBDD+G1r30tAODrX/86Tp8+jVOnTgEATp06hT/6oz/C+fPncdg5+nziE5/AYDDAnXfeecP3rjXJ6Uo5k58rCeFFEwTYz0XUSZKyQSbgExQhyfjeRNf1+30873m34/9841t48skzZPESFpkSqLUhq1LLV4FvS2+ihVQCqmlknrW+awjpyunbrAvpdDpzo6l9u4xmWOks4jYEuPxJo2ORkiSctM3++u0SMTG/6YVweVYkjKkdM7NIUzKf1i5tJV9jrYV2lhOK61LgkAJruS6S8O76wZLEKSmoR4w9Qqa94BBoo/mz1mIynWI8HqHvlLDW2ihTofC/AThrVqg6yqJe4ax+dV1jd3cXAClLlVIUhc/pOHicMLDGuLIu1N/plIofqiTx1RikUshbZWyMYbeEkJ7Dz51DYYPlZQyWl8NBRb33ybaCyi7WdVmHtGdRXPwdTu0BEZ79DBS/Ct0Qo3nnO9+JV77ylTh58iR2dnbwoQ99CA8//DA+/vGPY3l5GW9+85vxjne8A2tOgfTrv/7rOHXqFF72spcBAF7xilfgzjvvxC/8wi/gPe95DzY2NvA7v/M7eNvb3jYXsVyLJtMSUnWgZIIkzYMZ1VpoV3URQpDXpRUe0VgbrAUaFjJLyQMTcBM5f/KsBSwEaq2higLHTp6AylOcPXuWLADGQiqQI5UllKFFc6LbJ6QQLJqJufdlZGP4y0BjY7OVzTNREWGNSEHegEfuNrq2LjiPRBTaxNLPT6MwvIP1dAMWv2hUIso66CdKOpguEghhwFUqFQBljCuiJ6E1HVSj4Rb5HVU1kjRFkRfI8w6JFRaQKnETFfrgN77rq+GIRlceRTvRmX1brZMbxuMxhqNdVFWJ1dUVr+iOwzyFk6UFYmfFgHQAUpRLh8h6vZ5nQB7FCNFC0c5xQQpw5ctM5R45GQTmWNY1qorzB9NPkiRI2TJrnPgpAKVc1kXW0THiEwIWCtoC2oR4p1AxlOYxrI6wP3icpGMKKVutdUhzD1F7L7ohRnP+/Hm86U1vwtmzZ7G8vIy77roLH//4x/HTP/3TAIA/+7M/g5QSr33tazGdTnHvvffir/7qr/z1Sil89KMfxVvf+lacOnUKvV4P999/P/7wD//wRrrhiTk5p9IUQnhFWayXiSnm2g09Bh/bjZNy/iQymlhZWUG328WRI0dw7tw5PPmd09jaqtHJBIqM7+d+oyUJXcf4GE1wJLWN+p2mKYpOx5sUPSJnRtroP5upMbMuvGnZrdp4TthtoFmDvMns4nb4nlJKQgfR3/w8/OdOYSqFQq/XQ1EUOHv2LC5duoTd4RB1rZGolLLuLw2wvLyMbs9ZY+YkBop1NS1c6MQHWn+MPsqy9IGlgDOXWxkhJsysgevx92FfnjjF6Lx54msTJ2oZa2Fsc/OyYtxa4c4ui9LlylFi3nOYZ9UjCrW+4j1BaJAZXHM+rXNfIGe9JE3D7ogY0fXS9+xH80wQ+9H8v//7/8FSv4c8L5DlGaQgtGG5RK5wZ5kRjYXeJpowjrtvyvhAtIAjPY+Pw3GQdjwaYToe48rmNi6c28D21jZ0TcnEpQRShv3+niypu83bSj+vWByKzdXOqra0soJjx0/gppMnsXb4IJRSMKGWKYRU3nIlIKCkInEkuo+w8xdK7HDmRRLL1ReMl9MZ/fA17baaG9R40dU4HwPr4Bdfuzsa4dvf/jbOnjuP4XAEpRRWV8hju1tQ5HuapsiLHEWeo9fpOCtRmE8OidYwDu3YIBlDIM8y7O4Ocf7CeVitMVjqY2lpyU2bpPwwHE6AvccDsEVsVmSVMvHManZ+mTm4viGIn57FWAtrWawMohszfGZ2iVRODxaU3KFMTOSA6apEuNa9sr6BXCBcbpwgktJhEPR3SinIJGuI4kIA4/EEv/vH73v6/Gh+GChJU6RZBuksHwbuoQl3OjCUNLPoZAYiRtGzexEjiga5Sc/yHFmaQiqFVAks9XsYjSYYj8nnQbuMavHC9wrAqHKB748IcN+4hQdrkWUZBoNlrKysoNfrgi0olhXZcf5Xl4bRi4uMtSM1zFxmA0Y3PF5nEbJNE3N88se/45OfXiv4yHJXbcJGzMZaoKwqjMZjVGXl9BAJpFLExCcT8nnR2tW4khBuYyUJR55LSOWQhAukFD5cxPmS1DVG4xGMMUjTxFWjCLXVhXO4Y0YTP+t5CM7a5ngBROitiW5mr2+uqzBXATXyb1L4B1SotXYVPUKq1rjdGLVbESN3J7Kh+R2wBks09XaEqDjYcx7Cj0Mxrk77mtFkCWWa27suM6LTk/+MHkK0YXwxrmgBNLLB79F+LA5ACHS6XaRJgqWlJYzHI2xubmE4HGK8O3Ley6xLEYSQEE4SPt0gA4SXQkCKxKE0gbUDB3FkfR2ra6vIi8IXl2NrhoX1m1CIYKLk33FSr2tB3/ZGizfDjOh5jdfxQm3OKztHjjEZT1Fr7UThFEJIGG1RaYrJEgaoao3ptERd1dB17X1zpJLI8hRpksBAoyhyJMI5DFrAGoNahwj1LMuRphk4ETwpbtl65vq8x9HDY5ldEmGs8+qyt8Wa9uaNnyOLu0SScsaAmAvp4ziQWETIst0f6/5vitLxs5z3nGKSUvk4Li5t1RYnr4f2NaNJ08zn6+DobXp9dabQFqGstXysNMSFdnvzUFHjb5D1IEkSFJ0OlpaX0R8sYzgc4sLGWYxGI18fCCBzJV3nFosQzswunFctJbFiPUKaprj5tttweP0Iut0upFKofGClU8C4hFsWiEyh7tR1TAjgsTZl7WuNN6Z5lq5rMS4+3cuybNyzrmtsbW5jMqEsiEmSIstyCCSwVkLIxM+PMQLjSeXvP6ko852QAr1eB1mWQVcT2IFAlqdUm0sEB7VyOkWWZ8g9o+FSxe3odPB+b+gl+AOv8wozMpNjZ6/1EqPJ+XMtGj9CsOlZBYuc0zvxT7sNfs9Y6w+p+DnEf3McVPtQ4PfI4iTm6nGul/Ylo+EB1rVBVdVkNrSmNdHRqWSCx2VbZGJSij1qHZS8BqPxDMtZHxoex15sA1SSor80QKoUuXiXFTh/y9DB+LCoOIWDQp6SJYT9HQZLS1hzaUqTNKVYk7pGzX1jmUyy2COgEpfy00f1ypk60/E8zDupYsQ2X+9w48pBbtMYoKxKXL58GRcuXsTucAipUpe4jHxbyNxN1xlrYLRTbPo2jLNSZej3++j1urh0YQNnNzZQVVOoRKHf64MqVdSYlFNkRQFAYFpSxsK63kunggajYV2ZbPlbsRhFqT2a60spSSklGnM9qweM5y88B2Y01BF+XxvjcoZaSKl9FkNOluWRugsTaAeb8j28zgdNZhMzGWIwnIqW/o7XyWRatvo8n/alMvjJJ58kz+AFLWhBPxT0xBNP4MSJE3t+vi8ZjTEGX//613HnnXfiiSeeuKq2+9lAHHLxozBWYDHe/UTWWuzs7ODYsWNXdRzdl6KTlBLHjx8HAJ+E60eBfpTGCizGu1+IK0ZcjW4ow96CFrSgBX03tGA0C1rQgp522reMJs9zPPDAA99VjNR+ox+lsQKL8T4baV8qgxe0oAXtL9q3iGZBC1rQ/qEFo1nQghb0tNOC0SxoQQt62mnBaBa0oAU97bQvGc373vc+3HLLLSiKAnffffdMHuL9Sr//+7/vY0z45/nPf77//Hoqgf6w0qc//Wn87M/+LI4dOwYhBP7xH/+x8bm1Fr/3e7+Ho0ePotPp4J577sE3vvGNxncuX76MN77xjRgMBlhZWcGb3/xmn0Lzh42uNd5f/MVfnHnW9913X+M7+2m816J9x2j+7u/+Du94xzvwwAMP4H/+53/wohe9CPfeey/Onz//THft+0IveMELcPbsWf/zmc98xn/29re/Hf/8z/+MBx98EJ/61Kdw5swZvOY1r3kGe3v9NBwO8aIXvQjve9/75n7+nve8B3/xF3+BD3zgA3j00UfR6/Vw7733YjKZ+O+88Y1vxJe//GV84hOfwEc/+lF8+tOfxlve8pYf1BBuiK41XgC47777Gs/6wx/+cOPz/TTea5LdZ/TSl77Uvu1tb/N/a63tsWPH7Lve9a5nsFffH3rggQfsi170ormfbW5u2jRN7YMPPujf++pXv2oB2EceeeQH1MPvDwGwH/nIR/zfxhi7vr5u3/ve9/r3Njc3bZ7n9sMf/rC11tqvfOUrFoD93Oc+57/zsY99zAoh7FNPPfUD6/t3Q+3xWmvt/fffb1/96lfvec1+Hu882leIpixLfP7zn29Uw5RS4p577sEjjzzyDPbs+0ff+MY3cOzYMdx222144xvfiNOnTwPANSuB7md6/PHHsbGx0Rjb8vIy7r77bj+2Rx55BCsrK/jJn/xJ/5177rkHUko8+uijP/A+fz/o4YcfxuHDh/G85z0Pb33rW3Hp0iX/2bNtvPuK0Vy8eBFa67nVLq9W6XK/0N13340PfvCD+Nd//Ve8//3vx+OPP46f+qmfws7ODjY2Nq5ZCXS/Evf/as91Y2PDl+hhSpIEa2tr+3L89913H/7mb/4GDz30EP7kT/4En/rUp/DKV77SJ15/to13X0ZvP1vpla98pX9911134e6778bNN9+Mv//7v0en03kGe7ag7zf9/M//vH/9whe+EHfddRee85zn4OGHH8bLX/7yZ7BnTw/tK0Rz8CBl/G9bWuJqmM8mWllZwXOf+1x885vfxPr6uq8EGtOzYezc/6s91/X19RmFf13XuHz58r4fPwDcdtttOHjwIL75zW8CePaNd18xmizL8JKXvAQPPfSQf88Yg4ceeshXw3w20e7uLr71rW/h6NGjjUqgTO1KoPuVbr31VqyvrzfGtr29jUcffbRR5XRzcxOf//zn/Xc++clPwhiDu++++wfe5+83Pfnkk7h06RKOHj0K4Fk43mdaG32j9Ld/+7c2z3P7wQ9+0H7lK1+xb3nLW+zKyord2Nh4prv2PdNv/MZv2Icfftg+/vjj9rOf/ay955577MGDB+358+ettdb+yq/8ij158qT95Cc/af/7v//bnjp1yp46deoZ7vX10c7Ojn3sscfsY489ZgHYP/3TP7WPPfaY/c53vmOttfbd7363XVlZsf/0T/9kv/jFL9pXv/rV9tZbb7Xj8di3cd9999kXv/jF9tFHH7Wf+cxn7B133GHf8IY3PFNDuipdbbw7Ozv2N3/zN+0jjzxiH3/8cftv//Zv9id+4ifsHXfcYSeTiW9jP433WrTvGI211v7lX/6lPXnypM2yzL70pS+1//mf//lMd+n7Qq9//evt0aNHbZZl9vjx4/b1r3+9/eY3v+k/H4/H9ld/9Vft6uqq7Xa79ud+7ufs2bNnn8EeXz/9+7//O2fkbvzcf//91loycf/u7/6uPXLkiM3z3L785S+3X//61xttXLp0yb7hDW+w/X7fDgYD+0u/9Et2Z2fnGRjNtelq4x2NRvYVr3iFPXTokE3T1N588832l3/5l2cOy/003mvRIk3Egha0oKed9pWOZkELWtD+pAWjWdCCFvS004LRLGhBC3raacFoFrSgBT3ttGA0C1rQgp52WjCaBS1oQU87LRjNgha0oKedFoxmQQta0NNOC0azoAUt6GmnBaNZ0IIW9LTTgtEsaEELetppwWgWtKAFPe30/wOMd0UVbN6uqgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 190.01x310.01 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 42.01x77.01 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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uAGAIGQuJZ599VjNmzNDdd9+d1nLxeFy///3vVVxc7JwnGAwqPz8/ZQIA2MtISCQSCT377LOqra294LPrtWvXqr6+Pvn4Bz/4gf7zP/9T//u//6vDhw/rr/7qr3T8+PG0j0AAAPYycuL6zTffVGdnp775zW9e8FpnZ2fKybwPP/xQ69evVzgc1hVXXKHFixdr3759uuGGGzIxNABAGnye53ljPYjRikQiCoVCurN8kbLG0dVN13B104iMz6ubJpnUsby6aXDQ5uqm/v5+kzqS9NG4vLpp4OIzjaSO5dVNOTYfiVte3dRy6D319PRc9ON67t0EAHAiJAAAToQEAMCJkAAAOBESAAAnQgIA4ERIAACcCAkAgBMhAQBwIiQAAE6EBADAKaOd6S61Sb6Asn2jW6XYKJf/tGhPr00dw3s3KWCzfn5fjkkdScoJ2Ny7KcuXbVJHsvvryWd4a7REwubeTVZ1JGmYrsRpyc626QQoSUrY3HdLnt17Qd9gwqROXv5kkzpKo8shRxIAACdCAgDgREgAAJwICQCAEyEBAHAiJAAAToQEAMCJkAAAOBESAAAnQgIA4ERIAACcCAkAgBMhAQBwIiQAAE6EBADAiZAAADgREgAAJ0ICAOA0odqX+v1++f2jy70vfOELRqORss7ZtIn0DFtg+o06fGZn27UKDQZt2pda1ZGkuGfTbtLyZ2dZy4rVfjAwMGBSR5Kysmze1hIJm31AkmL9Nu8FPqN+senU4UgCAOBESAAAnAgJAIATIQEAcCIkAABOaYfEnj17tGLFCpWUlMjn82nHjh0pr3uepw0bNqi4uFiTJk1SZWWljh49etG6jY2NmjVrlnJzc1VeXq533nkn3aEBAIylHRJ9fX0qKytTY2PjkK//6Ec/0s9+9jNt3bpVb7/9tqZMmaKqqir19/c7a27fvl11dXXauHGjDh8+rLKyMlVVVen9999Pd3gAAENph0R1dbWeeuoprV69+oLXPM/TM888o8cee0wrV67UwoUL9fzzz+vUqVMXHHF82k9+8hOtX79e69at0w033KCtW7dq8uTJ2rZtW7rDAwAYMj0n0dHRoXA4rMrKyuRzoVBI5eXl2r9//5DLDA4O6tChQynL+P1+VVZWOpcZGBhQJBJJmQAA9kxDIhwOS5IKCwtTni8sLEy+9sfOnDmjeDye1jINDQ0KhULJqbS01GD0AIA/9rm8uqm+vl49PT3J6cSJE2M9JACYkExDoqioSJLU1dWV8nxXV1fytT82ffp0BQKBtJYJBoPKz89PmQAA9kxDYvbs2SoqKlJLS0vyuUgkorffflsVFRVDLpOTk6PFixenLJNIJNTS0uJcBgBwaaR9u8Te3l61tbUlH3d0dKi1tVXTpk3T1VdfrUceeURPPfWUrrvuOs2ePVuPP/64SkpKtGrVquQyy5Yt0+rVq/Xwww9Lkurq6lRbW6ubbrpJS5Ys0TPPPKO+vj6tW7du9GsIAPjM0g6JgwcPaunSpcnHdXV1kqTa2lo1NTXpO9/5jvr6+vTXf/3X6u7u1m233abm5mbl5uYml2lvb9eZM2eSj9esWaMPPvhAGzZsUDgc1qJFi9Tc3HzByWwAwKXl88bjTerTFIlEFAqFdPetNyt7lPeSj8Vs7vsuSV84121SJxqNmtSRpPg47CeRP3mSSZ0pU6aY1JHGZz+Jj416Llj2bkgYNSixHJMCNv0kBgcHTepIUlefzftKcXGxSZ1oLKbm/b9VT0/PRc/pfi6vbgIAXBoTqjOdBavOT5KU8Nv8NZqVa/dj+sKnPvYbDcsjCV/Apk40bncU6AvYrF/C6IhEkvwJm6OSgOFnB7H+j03q5Bj+3vUZ1YmPssvlp1kdAUyePNmkTjSNT0w4kgAAOBESAAAnQgIA4ERIAACcCAkAgBMhAQBwIiQAAE6EBADAiZAAADgREgAAJ0ICAOBESAAAnAgJAIATIQEAcCIkAABOhAQAwImQAAA4ERIAAKcJ1b7U5/ONuv2oZfvSWBotAoeTlTX+fkyWY8oO2tTyPLu+nNF43KyWFb9RO81AwKhfrKTJ2TkmdQYGBkzqSFJ/f79JHct93Oq9wGrdaF8KADBBSAAAnAgJAIATIQEAcCIkAABOhAQAwImQAAA4ERIAACdCAgDgREgAAJwICQCAEyEBAHAiJAAAToQEAMAp7ZDYs2ePVqxYoZKSEvl8Pu3YsSP5WjQa1Xe/+10tWLBAU6ZMUUlJidauXatTp04NW3PTpk3J23yfn+bNm5f2ygAAbKUdEn19fSorK1NjY+MFr3300Uc6fPiwHn/8cR0+fFivvvqqjhw5oj//8z+/aN358+fr9OnTyWnv3r3pDg0AYCztrhrV1dWqrq4e8rVQKKQ33ngj5bnNmzdryZIl6uzs1NVXX+0eSFaWioqK0h0OACCDMt7yrKenRz6fT1OnTh12vqNHj6qkpES5ubmqqKhQQ0ODM1QGBgZSOllFIpFPvojFJI2uO1l8cHBUy39acJRjOS9gVEcan93NPk4kzGpZiXvjrzOdAjZdExOy+9l5Ppv9KZGwG1MibjOmuOE+7jPqcjdo1DkzmkadjJ647u/v13e/+13V1NQoPz/fOV95ebmamprU3NysLVu2qKOjQ7fffrvOnTs35PwNDQ0KhULJqbS0NFOrAACXtYyFRDQa1V/+5V/K8zxt2bJl2Hmrq6t1zz33aOHChaqqqtLOnTvV3d2tl19+ecj56+vr1dPTk5xOnDiRiVUAgMteRj5uOh8Qx48f169//ethjyKGMnXqVF1//fVqa2sb8vVgMKhgMGgxVADAMMyPJM4HxNGjR/Xmm2/qi1/8Yto1ent71d7eruLiYuvhAQDSkHZI9Pb2qrW1Va2trZKkjo4Otba2qrOzU9FoVF//+td18OBB/eu//qvi8bjC4bDC4bAGP3VCeNmyZdq8eXPy8aOPPqrdu3fr2LFj2rdvn1avXq1AIKCamprRryEA4DNL++OmgwcPaunSpcnHdXV1kqTa2lpt2rRJ//7v/y5JWrRoUcpyb731lu68805JUnt7u86cOZN87eTJk6qpqdHZs2dVUFCg2267TQcOHFBBQUG6wwMAGEo7JO688055nvuSzOFeO+/YsWMpj1966aV0hwEAuAS4dxMAwImQAAA4ERIAACdCAgDgREgAAJwICQCAEyEBAHAiJAAAToQEAMCJkAAAOBESAACnjLcvvZRisZh8o2z1mTBspTmS+1hdauNxTFbbfKL/7HxGY4rH7VqzRuNRkzqWY/L5bN7WsrOzTepIkmfUCtVn1L40nTocSQAAnAgJAIATIQEAcCIkAABOhAQAwImQAAA4ERIAACdCAgDgREgAAJwICQCAEyEBAHAiJAAAToQEAMCJkAAAOBESAAAnQgIA4ERIAACcJlRnOr8S8mt0nZsSsUGj0UhRX8ykjs9vl+XZo+zcd17/4IBJHUkatGnaZSrbqFFaLGazD0hSdOBjs1pW4qP8fTvPshOgl2Pz+5LItlk3SYpn2ayf59l0X4z5R76DcyQBAHAiJAAAToQEAMCJkAAAOBESAACntENiz549WrFihUpKSuTz+bRjx46U1++77z75fL6Uafny5Ret29jYqFmzZik3N1fl5eV655130h0aAMBY2iHR19ensrIyNTY2OudZvny5Tp8+nZxefPHFYWtu375ddXV12rhxow4fPqyysjJVVVXp/fffT3d4AABDaf+fRHV1taqrq4edJxgMqqioaMQ1f/KTn2j9+vVat26dJGnr1q16/fXXtW3bNn3ve99Ld4gAACMZOSexa9cuzZgxQ3PnztWDDz6os2fPOucdHBzUoUOHVFlZ+YdB+f2qrKzU/v37h1xmYGBAkUgkZQIA2DMPieXLl+v5559XS0uLfvjDH2r37t2qrq5WPD70f/idOXNG8XhchYWFKc8XFhYqHA4PuUxDQ4NCoVByKi0ttV4NAIAycFuOb3zjG8mvFyxYoIULF+qaa67Rrl27tGzZMpPvUV9fr7q6uuTjSCRCUABABmT8Etg5c+Zo+vTpamtrG/L16dOnKxAIqKurK+X5rq4u53mNYDCo/Pz8lAkAYC/jIXHy5EmdPXtWxcXFQ76ek5OjxYsXq6WlJflcIpFQS0uLKioqMj08AMAw0g6J3t5etba2qrW1VZLU0dGh1tZWdXZ2qre3V9/+9rd14MABHTt2TC0tLVq5cqWuvfZaVVVVJWssW7ZMmzdvTj6uq6vTv/zLv+i5557Tf//3f+vBBx9UX19f8monAMDYSPucxMGDB7V06dLk4/PnBmpra7Vlyxb913/9l5577jl1d3erpKREd911l5588kkFg8HkMu3t7Tpz5kzy8Zo1a/TBBx9ow4YNCofDWrRokZqbmy84mQ0AuLR8nuWN3MdIJBJRKBTSny2+UdlZo2tO0N/fbzQqKTdmc2luTk6OSR1JmpSbZ1InOzvbpI4kDdBPYkTGYz+J6DjsJ9Gdk2tSx/L3Lp4zyaSO1XaKxWLatfsd9fT0XPScLvduAgA4ERIAAKcJ1b40GAyO+uMmv2Gr0MkJm1aDgYDh5zFGR/XRaNSmkKTBuN0htBX/oM3nTZbbSQmb9bPcnxIBm7cQ1z/bfhZRn836TZ482aSOJGV96pzsaFh+HD5SHEkAAJwICQCAEyEBAHAiJAAAToQEAMCJkAAAOBESAAAnQgIA4ERIAACcCAkAgBMhAQBwIiQAAE6EBADAiZAAADgREgAAJ0ICAOBESAAAnCZUZzpNCkpZo1slX7bdJhkw6m5m2SQ+3m/T3ezjjz82qSNJsZhNBz/L7ZQdtxmTz+czqSNJWVnZNoWMOrdJUsyooVy/0X4pSd39PSZ1soM5JnUkKZiba1LH6kfnS+NXhSMJAIATIQEAcCIkAABOhAQAwImQAAA4ERIAACdCAgDgREgAAJwICQCAEyEBAHAiJAAAToQEAMCJkAAAOBESAACntENiz549WrFihUpKSuTz+bRjx46U130+35DT008/7ay5adOmC+afN29e2isDALCVdkj09fWprKxMjY2NQ75++vTplGnbtm3y+Xz62te+Nmzd+fPnpyy3d+/edIcGADCWdoed6upqVVdXO18vKipKefzaa69p6dKlmjNnzvADycq6YFkAwNjK6DmJrq4uvf7667r//vsvOu/Ro0dVUlKiOXPm6N5771VnZ6dz3oGBAUUikZQJAGAvo+1Ln3vuOeXl5ekv/uIvhp2vvLxcTU1Nmjt3rk6fPq0nnnhCt99+u959913l5eVdMH9DQ4OeeOKJC55PJBJKJEbXdnK0y3/agFGLz/7+fpM6kpQYsOk3OTg4aFJHknxGPRmzRtm69tOs2o4GAnatQq3GZPmz+3gwalInGrWpI0lRo66jlr93PqNtbrUPpNPqN6NHEtu2bdO9996r3Iv0d62urtY999yjhQsXqqqqSjt37lR3d7defvnlIeevr69XT09Pcjpx4kQmhg8Al72MHUn85je/0ZEjR7R9+/a0l506daquv/56tbW1Dfl6MBhUMBgc7RABABeRsSOJn//851q8eLHKysrSXra3t1ft7e0qLi7OwMgAACOVdkj09vaqtbVVra2tkqSOjg61tramnGiORCJ65ZVX9MADDwxZY9myZdq8eXPy8aOPPqrdu3fr2LFj2rdvn1avXq1AIKCampp0hwcAMJT2x00HDx7U0qVLk4/r6uokSbW1tWpqapIkvfTSS/I8z/km397erjNnziQfnzx5UjU1NTp79qwKCgp022236cCBAyooKEh3eAAAQz4vndPc41QkElEoFNLKpbcoe5RXuMRiMaNRSdFzZ03qcHXTyFhe3ZSr8Xd1k99v8+mw5T4+Hq9uOmt0ddO0adNsCkmaNO2LJnWsrm6KxWLa9dZv1dPTo/z8/GHn5d5NAAAnQgIA4ERIAACcCAkAgBMhAQBwIiQAAE6EBADAiZAAADgREgAAJ0ICAOBESAAAnDLame5SO3XmQ2WN8l45lvdJ+r8PTpvUsbzXzpTcSSZ1cnKMbpAjKTc326SO5X2SPpZNh8JYzO4eV1a7geV9t6Ixm1u/ZWfb7AOS5M+y2TdjCbu3x8FBmx+eXR+dkR8fcCQBAHAiJAAAToQEAMCJkAAAOBESAAAnQgIA4ERIAACcCAkAgBMhAQBwIiQAAE6EBADAiZAAADgREgAAJ0ICAOBESAAAnAgJAIATIQEAcJoQnek875PuWPF4fNS14nGbjmSSlEjYdO1KeDZ1JCluNKZ4wm47WW1zTz6TOp+wGZPpdjLaDSzHZFXKckw+o1oW7yfnxWI2tQIBmw5357tdeiN4b5kQIXHu3DlJ0uH/1zbGI/k8ODfWAwAwTpw7d06hUGjYeXzeSKJknEskEjp16pTy8vLk87n/moxEIiotLdWJEyeUn59/CUd4eWJ7X3ps80vr87q9Pc/TuXPnVFJSIr9/+LMOE+JIwu/366qrrhrx/Pn5+Z+rH+jnHdv70mObX1qfx+19sSOI8zhxDQBwIiQAAE6XVUgEg0Ft3LhRwWBwrIdyWWB7X3ps80vrctjeE+LENQAgMy6rIwkAQHoICQCAEyEBAHAiJAAATpdNSDQ2NmrWrFnKzc1VeXm53nnnnbEe0oS1adMm+Xy+lGnevHljPawJY8+ePVqxYoVKSkrk8/m0Y8eOlNc9z9OGDRtUXFysSZMmqbKyUkePHh2bwU4QF9vm99133wX7/PLly8dmsMYui5DYvn276urqtHHjRh0+fFhlZWWqqqrS+++/P9ZDm7Dmz5+v06dPJ6e9e/eO9ZAmjL6+PpWVlamxsXHI13/0ox/pZz/7mbZu3aq3335bU6ZMUVVVlfr7+y/xSCeOi21zSVq+fHnKPv/iiy9ewhFmkHcZWLJkiffQQw8lH8fjca+kpMRraGgYw1FNXBs3bvTKysrGehiXBUneL3/5y+TjRCLhFRUVeU8//XTyue7ubi8YDHovvvjiGIxw4vnjbe55nldbW+utXLlyTMaTaRP+SGJwcFCHDh1SZWVl8jm/36/Kykrt379/DEc2sR09elQlJSWaM2eO7r33XnV2do71kC4LHR0dCofDKft7KBRSeXk5+3uG7dq1SzNmzNDcuXP14IMP6uzZs2M9JBMTPiTOnDmjeDyuwsLClOcLCwsVDofHaFQTW3l5uZqamtTc3KwtW7aoo6NDt99+e/KW7sic8/s0+/ultXz5cj3//PNqaWnRD3/4Q+3evVvV1dWmPSnGyoS4CyzGl+rq6uTXCxcuVHl5uWbOnKmXX35Z999//xiODMiMb3zjG8mvFyxYoIULF+qaa67Rrl27tGzZsjEc2ehN+COJ6dOnKxAIqKurK+X5rq4uFRUVjdGoLi9Tp07V9ddfr7Y2mkJl2vl9mv19bM2ZM0fTp0+fEPv8hA+JnJwcLV68WC0tLcnnEomEWlpaVFFRMYYju3z09vaqvb1dxcXFYz2UCW/27NkqKipK2d8jkYjefvtt9vdL6OTJkzp79uyE2Ocvi4+b6urqVFtbq5tuuklLlizRM888o76+Pq1bt26shzYhPfroo1qxYoVmzpypU6dOaePGjQoEAqqpqRnroU0Ivb29KX+hdnR0qLW1VdOmTdPVV1+tRx55RE899ZSuu+46zZ49W48//rhKSkq0atWqsRv059xw23zatGl64okn9LWvfU1FRUVqb2/Xd77zHV177bWqqqoaw1EbGevLqy6Vf/zHf/SuvvpqLycnx1uyZIl34MCBsR7ShLVmzRqvuLjYy8nJ8a688kpvzZo1Xltb21gPa8J46623PEkXTLW1tZ7nfXIZ7OOPP+4VFhZ6wWDQW7ZsmXfkyJGxHfTn3HDb/KOPPvLuuusur6CgwMvOzvZmzpzprV+/3guHw2M9bBPcKhwA4DThz0kAAD47QgIA4ERIAACcCAkAgBMhAQBwIiQAAE6EBADAiZAAADgREgAAJ0ICAOBESAAAnAgJAIDT/weY0PSm8dRrtwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 18.01x20.01 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 35.01x126.01 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 68.01x270.01 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 56.01x163.01 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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uyT7J8RcH0q5Yo93/twfqHNe9vYS7GYY4KxETbGzu8eE37yKRe7fbSphi5KNua2jo6mDQrsnEr4uCuut/HbSE+yqMHTpQO6Az5zua+F77nUQazP4uKSSFKUbCFCMmgwot/Ksp4b6Kxh5p3Pr8fn7a/v/oHlYPRPq7JNFCEu6rcFkMDIgpYXC4AQl2cJJPR0K3pOW+jGIyoZjNqGYDRrnEHtQk3Jep/34fTj6okXrTeQZFlCDv/gteEu7LXOwextbvv0aKKRoJdnCTPrfQLQm30C0Jt9Atn4T79OnT/OQnPyEhIYGIiAhuu+02du3a5V6uaRrz5s0jJSWFiIgIcnNzOXr0qC9KESHM6+H++uuvGTx4MGFhYfzjH//g4MGD/Pa3v/UY//21115jwYIFLF68mO3btxMVFcXw4cOpr6/3djkihHn9bMmrr75KWloaS5Yscc/LyMhw/1vTNObPn89zzz3H2LFjAXj//fdJSkpi9erVTJgwwdsliRDl9Zb7448/pl+/fvzwhz8kMTGRPn368M4777iXl5SUYLPZyM3Ndc+zWq1kZ2dTWFjY5D4bGhqorKz0mIRojtfD/eWXX/LWW2/RtWtXPvnkEx577DGeeOIJli5dCoDNZgMgKSnJY7ukpCT3ssvl5+djtVrdU1pamrfLFjrk9XCrqsodd9zByy+/TJ8+fZg2bRpTp05l8eLFN7zPOXPmYLfb3VNpaakXKxZ65fVwp6Sk0L17d495WVlZnDp1CoDk5GQAysrKPNYpKytzL7ucxWIhNjbWYxKiOV4P9+DBgykuLvaYd+TIETp16gRc+nCZnJxMQcF3Yx5XVlayfft2cnJyvF2OCGFeP1sya9YsBg0axMsvv8xDDz3Ejh07ePvtt3n77bcBUBSFmTNn8tJLL9G1a1cyMjKYO3cuqampjBs3ztvliBDm9XD379+fVatWMWfOHF588UUyMjKYP38+EydOdK/z9NNPU1NTw7Rp06ioqGDIkCGsW7eO8PBwb5cjQphP7gq89957uffee6+6XFEUXnzxRV588UVfHF4IQO4tETom4Ra6JeEWuiXhFrol4Ra6JeEWuiXhFrol4Ra6JeEWuiXhFrol4Ra6JeEWuiXhFrol4Ra6JeEWuiXhFrol4Ra6Je/n/pbBiBJmQpOR+HRDws2loUIu/qQ/5wY56XXrcawyLJ8uSLi5FO5zdzooGfHf38yRcOuB9Lm/pWj+rkB4mYRb6JaEW+iWhFvoVmh/oDQYMcbHocTGYLK4/F2N8LKQDrcpJYnDT6WT3uMs/5G+xt/lCC8L6XBr0ZFk9y9mecZGf5cifED63EK3JNxCtyTcQrck3EK3JNxCtyTcQrdC+lSgCHx2tQ676qKuwQya2qJtvd5yu1wu5s6dS0ZGBhEREXTp0oX//M//RNO+u+tO0zTmzZtHSkoKERER5ObmcvToUW+XIoKcQ3Mx/ItJjHnjaTr8JQK1qrpF2/tk7Pe33nqLpUuX0qNHD3bt2sXkyZOxWq088cQTALz22mssWLCApUuXukczGz58OAcPHpRBn4SbisrFLzqQMX8rAC29Kdnr4d66dStjx45l9OjRAHTu3JkPPviAHTt2AJda7fnz5/Pcc88xduxYAN5//32SkpJYvXo1EyZM8HZJVzDeegulYxKpvUllbsIWnx9P+IfXuyWDBg2ioKCAI0eOALB3714+++wzRo4cCUBJSQk2m43c3Fz3NlarlezsbAoLC5vcZ0NDA5WVlR5Ta1R1T+DZqR+y94fzmRTT9HjzIvh5veV+9tlnqaysJDMzE6PRiMvl4je/+Y17HEqb7VKYkpKSPLZLSkpyL7tcfn4+L7zwgtdq1AwQY6gj2iBdID3zesv917/+lWXLlrF8+XJ2797N0qVLef3111m6dOkN73POnDnY7Xb3VFpa6sWKhV55veV+6qmnePbZZ91959tuu42TJ0+Sn5/PI488QnJyMgBlZWWkpKS4tysrK6N3795N7tNisWCxWLxdqghQDs3F540qJxztCatUbng/Xm+5a2trMRg8d2s0GlHVS+coMzIySE5OpqCgwL28srKS7du3k5OT4+1yRBA64mjkJx8+we+ffphOq87d8H683nKPGTOG3/zmN6Snp9OjRw8+//xz3njjDX7+858Dl4bGnjlzJi+99BJdu3Z1nwpMTU1l3Lhx3i5HBKEK1UL8Po2I1TtozfNRXg/3woULmTt3Lo8//jjl5eWkpqbyy1/+knnz5rnXefrpp6mpqWHatGlUVFQwZMgQ1q1bJ+e4hVd5PdwxMTHMnz+f+fPnX3UdRVF48cUXefHFF719eCHc5N4S4TVHHDU8dvRHnL5obdV+GqosdD1R3+p6JNzCaz6t7YLzd8ncvPlwq/ajaRpaXV2LL7dfLqTCbcroRF3XDlzMNJJgrEbu+PUuFwaMdS5crbyC7C0hFe6v7ruJX0z7O7daztDH7EReeKlvIRXuRiv81HoYqyECCbb+yd9loVsSbuEVDs1FgxoWUG+CDqluifCNRRVp/HbDKCJOG+lccganvwv6hoRbtNrKr/qS9eppnF+dxqkFTtMt3RLhHaoKARRskHALHdN/t0RRMN6SgbNDDPXJTozc+P3BIrjoPtyGyEiKH09kyrCN/DrySyIUOb8dKnQfbsVoJOymGv6tffE3c6QnFirkJy10S8ItdEvCLXRLwi10S8ItdEvCLXRLwi10S8ItdEv3F3EAnE4j5101RCphRBrkCmVrVav11GvfvS6n1hFGFI1+rKhpug+3WldPykoLd+17ipjvlbO51wdYlDB/lxW0zjqrufOz6Zj3RbrnWUtU1IozfqyqaboPt+ZoJHLVdiKBU2GDqL/dKeFuhXOqCeuGCBL+e6vH/JaNVtM2pM8tdEvCLXQrpMIdadOYUTqcNy7ejF2t83c5wsdCKtxJfzvCuamp/HnxCHY1RPu7HOFjIRVu1/kLqPsPYy1xUFDZg231LmnBdSykwv2tqN2lfPbCQB59cwaLLvb2dznCR0Iy3M6zNiJW7yD1kzJ229OoVRvdk0Nrzbv8RSDR/Xnua7rwNV8uu5Xe6U+6ZyX0KWf9bctkGD8dCOlwuy5cpMPiQjr8y7yzvxpEVQ8n0SH5N01f5Ed4mbjjTu7Z/hjjjg6nxFHt73JEK7Q43Fu2bGHMmDGkpqaiKAqrV6/2WK5pGvPmzSMlJYWIiAhyc3M5evSoxzoXL15k4sSJxMbGEhcXx5QpU6iuDowgRf5jLxmPnub8gs58WtfZ3+WIVmhxuGtqaujVqxeLFi1qcvlrr73GggULWLx4Mdu3bycqKorhw4dTX//dGCcTJ07kwIEDrF+/nrVr17JlyxamTZt249+FF2kNDbguXCTS1sCS0sG8dD6Tl85n8vL5W/m/+kC8g6JtlLtqeNueyu9suYRXBMf/g6JpN/6CN0VRWLVqlXv8SE3TSE1N5Ve/+hW//vWvAbDb7SQlJfHee+8xYcIEDh06RPfu3dm5cyf9+vUDYN26dYwaNYqvvvqK1NTUZo9bWVmJ1WplKGMx+egmKENMDNot6agRlz6WaAaFk3kah+5cglEJvd7cooo03vuve4k/UI3xyzO4zl/wSx1OzcEmPsJutxMbG3vNdb36UyopKcFms5Gbm+ueZ7Vayc7OprCwEIDCwkLi4uLcwQbIzc3FYDCwffv2Jvfb0NBAZWWlx+RralUV2ucHULbuRdm6F8PWfWilkRxwNPKVsxqXFhytV2vZ1ToONday3Z5Bwv5q2LHPb8FuKa+eLbHZbAAkJSV5zE9KSnIvs9lsJCYmehZhMhEfH+9e53L5+fm88MIL3iy15TSVjNW1/PzoLC5kO/j0B/PpaNL/Jfxfn85lx/JeRJ9xYS051qoRfdtaUPx9nTNnDna73T2Vlpa2fRGahrJ1LwnvFBK/Iwy7asSlqe5Jr7afTeemvxwmeuX2oGmxv+XVljs5ORmAsrIyUlJS3PPLysro3bu3e53y8nKP7ZxOJxcvXnRvfzmLxYLFYvFmqa2SsL+WsStno4ZfCrVmUXly8Hpmtjvh38KEB6+23BkZGSQnJ1NQUOCeV1lZyfbt28nJyQEgJyeHiooKioqK3Ots2LABVVXJzs72Zjk+oxR+QZdndtBtVhHdZhXR/flS/vzlAH+XJS7T4pa7urqaY8eOub8uKSlhz549xMfHk56ezsyZM3nppZfo2rUrGRkZzJ07l9TUVPcZlaysLEaMGMHUqVNZvHgxDoeD6dOnM2HChOs6UxIQNA00F9/2RrSaWqr3ZvD9yDFX3STM4OLRjpu4L6q2jYoULQ73rl27uPvuu91fz549G4BHHnmE9957j6effpqamhqmTZtGRUUFQ4YMYd26dYSHf3evxrJly5g+fTrDhg3DYDAwfvx4FixY4IVvxz9cVVV0mX8E5Y8RV11Hi47iufyx3DfggzasLLS16jy3v7TFeW5vM0RFUZzfk3k/WEV3y2n6mo0Bfb68qKGRfQ0deWHzWLKeOYKrwu7vkoCWnecO6Run2pJaV8+tb9tZ+vf7OPGAwr7RC4lWAvPOwwbNwQ+3PEqnD4xknq3GVRkYt0a0lIS7ragu1P2HMe+HqD6D+NIJqcYa2hkiAq4Fd2kaYV9ZMK8rDMhXNlwvCbcf3LShikn1s6nMdLJq+EJ6B9BpTj0JrCYjVOzYR/L8raStg+OODs2v7w9B90nsShJuP4o6Uc3Tf/8xWf83ib/X+r//fdZZzbCD99Hjn4/TYU8wd0gukW6JH6l7D9FtjgVu6cyf/ziI0Rkb/FrPUWc01UtvInPl52hOZ9A33tJy+5OmodbXY6ioYvv+Lkw+9T3W1fqv/61qBoyOSzVpTqff6vAWCXcAcNnK6P7SWWzTbuKJXQ/7uxzdkHAHAM3pxFn6FdqhL1FPR7Ku1sKBxro2u9vQrtaxpR42Vmdh0tHTRtLnDiCa08Etf6nipcKfcTpXY/voN0k0Rvn8uO9W9OD9P47AesJJzK5TBH+H5BIJdyDRNLTPDxD1OVhTB3FuhIFopdHno0EU1yaRsvki6heHdRNskG5JwEraVsVDb/+KHuseZ1t9MD3/Ejgk3IFqxz46vryVjBUae+rT/V1NUJJwBziLrYbXNt5L/90PBcSFnmAi4Q5w6sGjZM45RIenYcHJ3OY3EG4S7kCnunBVVsK5rzlyLIV/K7udgjqjv6sKChLuIKF+/TVZr1+g6Je9mLb1p7p+4t5b5FRgkNCcTlxHvwSDEeNXAyhqdNHBUEu6KTLg7gcPFBLuYKO6uPlv1UwvfoJzA11sHvUG6SHwcqAbIeEOQtrOfbTbCaoxh3PDzaQYXYQp0g+/nPw9C2IJ+6r58fInufV/p7KpTn6Ul5OWO5jt2EfnnQrawNvZ2DuLoREH/F1RQJFf92CnaSjB93aONiHhFrol3ZIQdqCxjk9rb6HwTGc61jf6uxyvk3CHsGmHJxL2uwRSy2vRTp32dzleJ+EOYWUXrHTdchC1piboHwZuivS5hW5JuIVuSbckxDRoDiaVjGDnwZtJ2GFCa3T4uySfkXCHmCq1kf3/uJVbXy8Cl0sX7ye5Ggl3CFLUS4PJ6p30uYVuSbiFbrU43Fu2bGHMmDGkpqaiKAqrV692L3M4HDzzzDPcdtttREVFkZqayk9/+lPOnDnjsY+LFy8yceJEYmNjiYuLY8qUKVRXB+fb+0XganG4a2pq6NWrF4sWLbpiWW1tLbt372bu3Lns3r2bv/3tbxQXF3Pfffd5rDdx4kQOHDjA+vXrWbt2LVu2bGHatGk3/l0I0YQWf6AcOXIkI0eObHKZ1Wpl/fr1HvN+//vfM2DAAE6dOkV6ejqHDh1i3bp17Ny50z3++8KFCxk1ahSvv/568AzXJwKez/vcdrsdRVGIi4sDoLCwkLi4OHewAXJzczEYDGzfvr3JfTQ0NFBZWekxCdEcn4a7vr6eZ555hh/96EfuYdVsNhuJiYke65lMJuLj47HZbE3uJz8/H6vV6p7S0tJ8WbauhStGTNlfc+bpQdTfOwDFpN+zwT4Lt8Ph4KGHHkLTNN56661W7WvOnDnY7Xb3VFpa6qUqQ0+0IZwt/f7EP6e/xqnxLhQdDzblk1/bb4N98uRJNmzY4DEYZnJyMuXl5R7rO51OLl68SHJycpP7s1gsWHT8Q2hrVkMEVgMYzfp+94nXW+5vg3306FH+93//l4SEBI/lOTk5VFRUUFRU5J63YcMGVFUlOzvb2+WIENbilru6uppjx465vy4pKWHPnj3Ex8eTkpLCgw8+yO7du1m7di0ul8vdj46Pj8dsNpOVlcWIESOYOnUqixcvxuFwMH36dCZMmCBnStpIiaOaM65IXFVhoOPnL1sc7l27dnH33Xe7v549ezYAjzzyCP/xH//Bxx9/DEDv3r09ttu4cSNDhw4FYNmyZUyfPp1hw4ZhMBgYP348CxYsuMFvQbSEXa1j2OYnSPzETNeSOtR6/d5j0uJwDx06FO0av+3XWvat+Ph4li9f3tJDCy9waCoRh8KxLtvq71J8Tu4tEbol4Ra6JeEWuiXhFrol4Ra6JeEWuiXhFrol4Ra6JeEWuiXhFrol4Ra6pd/HMEKAKaMTFf1TqOhioFt4008xhTIJdxC7MDiFn/3bGvpHlJAVBmD2d0kBRcIdxJzhCoMij3O7OdzfpQQk6XML3ZKWOwgpYWaUcAsus4JRl2MieIeEO9goChd/3Jevh9fRJ72YVKOE+2ok3MFGMXChj8aRu/6EUTEAkf6uKGBJn1voloRb6JZ0S4KEEmZG65tJbUoE4WlV/i4nKEi4g4QxoR3FTxh4td8HdDfbMCrS126OhNtHDJGRGBLbo5mMVy60V+M6d+669qNYLBgTO+DomED3m2yMj65EPkReHwm3jzQM6U7VE5WkxX59xbLDn3Ql/fXK6xt0qectHH3KyMBOJTyetBFo4pdFNEnC7SWKyQTG74JXnRLGwu4fMDD8yjB2OdURQ2Qk1/MayvrESGbf/j88Gnea1ga7QXNQpWoo+n7/pZuE2wsMUVHYJvei4vbvBixN62Sjk6kOiL5i/cm3F/Lu60PApTS779jEagZFHgdad//IF431jNvyOJbj4XTcWteqfQULCbcXKJGRKD+4QEm/Dy9bcmWwAZ5rf5jnRh5uwRFaf2PU4cYk0laaCF+j/9eofUvOc4eSELtSL+EWuiXdEp077qjmb1W9+GdZd8xVjuY30BEJt879tjyXfS/3IupENYbjx3H5u6A2JOH2Bk2luiacLxrrSTa6SDRG+bsitzO1VmL3luH88kRIBRukz+0Vqr2KjkvC+PlvZvH9ol/g0EItRoFJWm4v0ByNhP1zFwlASZcc1P4qciXR/1rccm/ZsoUxY8aQmpqKoiisXr36qus++uijKIrC/PnzPeZfvHiRiRMnEhsbS1xcHFOmTKG6urqlpQhxTS0Od01NDb169WLRokXXXG/VqlVs27atyRHKJk6cyIEDB1i/fj1r165ly5YtTJs2raWlCHFNLe6WjBw5kpEjR15zndOnTzNjxgw++eQTRo8e7bHs0KFDrFu3jp07d7rHf1+4cCGjRo3i9ddfD/rh+mKPwff3P0T/9id5LvEz2hnlDj5/8foHSlVVmTRpEk899RQ9evS4YnlhYSFxcXHuYAPk5uZiMBjYvn17k/tsaGigsrLSYwpUHT7cT8yURja8O5CjzjB/lxPSvB7uV199FZPJxBNPPNHkcpvNRmJiosc8k8lEfHy8e0DWy+Xn52O1Wt1TWlqat8v2GrWqCudXp4k54+S9899jRVU7yl01/i4rJHk13EVFRfzud7/jvffeQ1Gav+Ptes2ZMwe73e6eSktLvbZvX4n+vxKOPNWd11+bwFL77f4uJyR5Ndyffvop5eXlpKenYzKZMJlMnDx5kl/96ld07twZgOTkZMrLyz22czqdXLx4keTk5Cb3a7FYiI2N9ZgCnevcOYybdtNhVwUn69r7u5yQ5NXz3JMmTSI3N9dj3vDhw5k0aRKTJ08GICcnh4qKCoqKiujbty8AGzZsQFVVsrOzvVmOCHEtDnd1dTXHjh1zf11SUsKePXuIj48nPT2dhIQEj/XDwsJITk7m1ltvBSArK4sRI0YwdepUFi9ejMPhYPr06UyYMCHoz5SIwNLibsmuXbvo06cPffr0AWD27Nn06dOHefPmXfc+li1bRmZmJsOGDWPUqFEMGTKEt99+u6WlBAXDeTsFa/ty8/qf88bFm/1dTkhRNE0LulvYKysrsVqtDGUsJiXwT7cpYWYMcVa+XJTM4SF/btNjjzs6HMfkCJxfnmjT4/qKU3OwiY+w2+3NfvaSG6fagOZoRKupgcPR/Ljkbt61J+PSfPuU7sc1kfzkxFD2HuwEdfU+PVagknC3EbWuji5/+JKKnyeQv/Z+qrXreK1DK8ze+RAXpiXT/TencZZd3ztS9EbuCmwrmobTVga2MswViag+7g26Ks1oxQdxOhp9epxAJi230C1puXWmVm2kQXNyXW/80TkJt4587arlrqIpOHa3I323E80V2k8ESbh1pEJVMRS0I31h6Lx451qkz+0H8Ydd9P/0ce49MpJTTnkCyVck3H4Q/fHndHu8hAt/7MSehsTmNxA3RLolfqA5GnFVNBJWp+LQ5EfgK9JyC92ScAvdknAL3ZJw+5MGDs0ob6jyEQm3H0UfreDFv/yIbmseY1lVQvMbiBaRj+p+5Dp4hLRDRzF2vZmPevZmYkyBv0vSFQm3v2kaaBqqduNvCyhxVPNM6VgOlieTcMLpxeKCm4RbB9bXduPsG7fQaesJ1Irjcs/UN6TPHQCURgdfnE5l4ded2HM9Y1NepkENw/K1A6etDLU+NJ+6aYqEOwC4bOV0yXew6slcHtn7M3+XoxsS7gCgNTSg7j2E+dP9VJ4PnFEZgp2EW+iWhDvQtOKsifAk4Q4gmsNJ4qcmMj6exr1HRlKtyofD1pBwBxLVRdxfdnDrjD2cWpPBRVXOWbeGnOcONKoLTXWhyO0mrSYtt9AtCXeACqvW+FtVTwrqjFfte591VvNxTSSbL3bFUC9N/eWkWxKgktZ/xerT3+fd28L4z6nvMy7qygeJ/+3MSA4t7EH0mUbMh0tCboTg5ki4A5TzZCmWk6V0cPTF5rAC34W7Vm2kVnOwtzyVlIISnLYyCXYTJNxBxqWpPHDkfk4VdCLuuIpaGfjjA/mLhDvIqGgc+zyNLi8XXrpV1t8FBTD5QCl0S8ItdEu6JQHObG/kj0e/xxepJwBwqEYiT0ubdD1a/L+0ZcsWxowZQ2pqKoqisHr16ivWOXToEPfddx9Wq5WoqCj69+/PqVOn3Mvr6+vJy8sjISGB6Ohoxo8fT1lZWau+Eb1SDhwn5WknJb/IoOQXGXw1NY205ccvPZ4mrqnF4a6pqaFXr14sWrSoyeXHjx9nyJAhZGZmsmnTJr744gvmzp1LeHi4e51Zs2axZs0aVq5cyebNmzlz5gwPPPDAjX8XOmSIicHUOR1DuzjU4ydQ9x66NH1x+NIIDaJZrRrNTFEUVq1axbhx49zzJkyYQFhYGH/+c9Ojdtntdjp06MDy5ct58MEHATh8+DBZWVkUFhYycODAZo8bbKOZ3YjqH2ajTDnH6TPxZL1agav4WPMbhQC/jWamqip///vf6datG8OHDycxMZHs7GyPrktRUREOh8NjpOHMzEzS09MpLCxscr8NDQ1UVlZ6THpXk2Lkncy/MLbXHtTYCH+XE5S8Gu7y8nKqq6t55ZVXGDFiBP/85z+5//77eeCBB9i8eTMANpsNs9lMXFycx7ZJSUnYbLYm95ufn4/VanVPaWlp3iw7ICXuquH+93/Fxj8PwHjmgr/LCUpePVuiqpcuKYwdO5ZZs2YB0Lt3b7Zu3crixYu56667bmi/c+bMYfbs2e6vKysrdR9wZeteOn0zQILc1X1jvBru9u3bYzKZ6N69u8f8rKwsPvvsMwCSk5NpbGykoqLCo/UuKysjOTm5yf1aLBYsFos3SxUhwKvdErPZTP/+/SkuLvaYf+TIETp16gRA3759CQsLo6Dgu1eHFRcXc+rUKXJycrxZjghxLW65q6urOXbsu0/uJSUl7Nmzh/j4eNLT03nqqad4+OGHufPOO7n77rtZt24da9asYdOmTQBYrVamTJnC7NmziY+PJzY2lhkzZpCTk3NdZ0oAvj3B48QBcro3pDhxAN9l4Jq0Ftq4caPGpUh5TI888oh7nXfffVe75ZZbtPDwcK1Xr17a6tWrPfZRV1enPf7441q7du20yMhI7f7779fOnj173TWUlpY2WYNMoTOVlpY2m5NWnef2F1VVKS4upnv37pSWljZ7vjOQfPthOJjqDqSaNU2jqqqK1NRUDIZr96qD8t4Sg8HATTfdBEBsbKzf/8NvRDDWHSg1W63W61pP7sARuiXhFroVtOG2WCw8//zzQXf+OxjrDsaaoZU3TgkRyIK25RaiORJuoVsSbqFbEm6hWxJuoVtBG+5FixbRuXNnwsPDyc7OZseOHf4uyS0/P5/+/fsTExNDYmIi48aNu+JOyUB/SPqVV15BURRmzpzpnhfoNV/huu9WCiArVqzQzGaz9qc//Uk7cOCANnXqVC0uLk4rKyvzd2mapmna8OHDtSVLlmj79+/X9uzZo40aNUpLT0/Xqqur3es8+uijWlpamlZQUKDt2rVLGzhwoDZo0CA/Vv2dHTt2aJ07d9Zuv/127cknn3TPD+SamxKU4R4wYICWl5fn/trlcmmpqalafn6+H6u6uvLycg3QNm/erGmaplVUVGhhYWHaypUr3escOnRIA7TCwkJ/lalpmqZVVVVpXbt21davX6/ddddd7nAHcs1XE3TdksbGRoqKijweMDYYDOTm5l71AWN/s9vtAMTHxwM39pB0W8nLy2P06NEetUFg13w1QXdX4Pnz53G5XCQlJXnMT0pK4vDhw36q6upUVWXmzJkMHjyYnj17Ajf2kHRbWLFiBbt372bnzp1XLAvUmq8l6MIdbPLy8ti/f7/7GdJAVVpaypNPPsn69es9XqAUzIKuW9K+fXuMRuMVn9Kv9YCxv0yfPp21a9eyceNGOnbs6J7/rw9J/yt/fg9FRUWUl5dzxx13YDKZMJlMbN68mQULFmAymUhKSgq4mpsTdOE2m8307dvX4wFjVVUpKCgImAeMNU1j+vTprFq1ig0bNpCRkeGxPBAfkh42bBj79u1jz5497qlfv35MnDjR/e9Aq7lZ/v5EeyNWrFihWSwW7b333tMOHjyoTZs2TYuLi9NsNpu/S9M0TdMee+wxzWq1aps2bdLOnj3rnmpra93rPProo1p6erq2YcMGbdeuXVpOTo6Wk5Pjx6qv9K9nSzQtOGr+V0EZbk3TtIULF2rp6ema2WzWBgwYoG3bts3fJblxlYdalyxZ4l6ntQ9Jt4XLwx0MNf8ruZ9b6FbQ9bmFuF4SbqFbEm6hWxJuoVsSbqFbEm6hWxJuoVsSbqFbEm6hWxJuoVsSbqFb/z9vWQvKPgzlygAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 31.01x75.01 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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jBgYGAAB9fX2YmJiAzWbT9i0vL0dpaSl6e3v1q5goiWIaQaqqqrBnzx7cfvvtGBoawvbt2/H5z38e586dg9/vR1ZWFvLz8yPeYzab4ff7r3vMcDiMcDisvQ6FQrH9BEQJFFNA6urqtP9esWIFqqqqsGTJEvziF79ATk5OXAW4XC5s3749rvcSJdq0TvPm5+fjtttuw0cffQSLxYLx8XEMDw9H7BMIBKL2LP/ldDoRDAa1xefzTackIl1N60r65cuX8ac//Qlf+9rXUFlZiczMTHg8HtjtdgBAf38/BgYGYLVar3sMo9EIo9E4nTJoBkv3q+sxBeTb3/421q1bhyVLlmBwcBDbtm3DvHnz8MQTT0BRFDQ0NKC1tRUFBQUwmUxoamqC1WrlGSyasWIKyF//+lc88cQT+Mc//oGFCxdizZo18Hq9WLhwIQBg586dyMjIgN1uRzgcRm1tLTo6OhJSOFEyGFRVVVNdxCeFQiEoioK1WI/5hsyEfc5cv51NOkv0P7GuqBM4hoMIBoMwmUzivpyLRSTgdHdKqXRqyKPhCEIkYECIBAwIkYA9CCVNuvcb0XAEIRIwIEQCBoRIwIAQCRgQIgEDQiRgQIgEDAiRgAEhEjAgRAIGhEjAgBAJGBAiAQNCJGBAiAQMCJGAASESMCBEAgaESMCAEAkYECIBA0IkYECIBAwIkWDO3jgu2k3M+EiExLrZP990usEcRxAiAQNCJGBAiAQMCJFgzjbplL7S6dHQHEGIBAwIkYABIRLEHJC//e1v+OpXv4rCwkLk5OTgrrvuwpkzZ7Ttqqpi69atWLRoEXJycmCz2XDhwgVdiyZKlpia9H/+859YvXo1HnjgAbz99ttYuHAhLly4gAULFmj7vPzyy3jllVewd+9elJWV4YUXXkBtbS3Onz+P7Oxs3X8APfHqOl0tpoD84Ac/QElJCdxut7aurKxM+29VVdHW1obnn38e69evBwC8/vrrMJvNOHDgAB5//HGdyiZKjpj+ifXrX/8a999/Px599FEUFRXh3nvvxWuvvaZtv3jxIvx+P2w2m7ZOURRUVVWht7c36jHD4TBCoVDEQpQuYgrIn//8Z+zatQvLli3DkSNHsGXLFnzzm9/E3r17AQB+vx8AYDabI95nNpu1bVdzuVxQFEVbSkpK4vk5iBIipoBMTU3hvvvuw0svvYR7770Xmzdvxte//nXs3r077gKcTieCwaC2+Hy+uI9FpLeYepBFixbhjjvuiFhXUVGBX/7ylwAAi8UCAAgEAli0aJG2TyAQwD333BP1mEajEUajMZYyaA5K1VT5mEaQ1atXo7+/P2Ldhx9+iCVLlgD4T8NusVjg8Xi07aFQCCdPnoTVatWhXKLkimkEaWlpwec+9zm89NJL+MpXvoJTp07h1VdfxauvvgoAMBgMaG5uxosvvohly5Zpp3mLi4uxYcOGRNRPlFAxBWTlypXYv38/nE4nvve976GsrAxtbW3YuHGjts9zzz2H0dFRbN68GcPDw1izZg0OHz6c9tdAiKIxqKqqprqITwqFQlAUBWuxHvMNmakuhxcKZ5ib6UGuqBM4hoMIBoMwmUzivpzufgNX/4EzMHMLJysSCRgQIgEDQiRgQIgEbNJjxCnxcwtHECIBA0IkYECIBAwIkYABIRIwIEQCBoRIwIAQCRgQIgGvpOuAV9dnL44gRAIGhEjAgBAJGBAiAZt0mrGS8Vg2jiBEAgaESMCAEAkYECIBm3SK2c00x3rPJOBz0onSEANCJGBAiATsQRJkrs/wnc7Pn6p+IxqOIEQCBoRIwIAQCRgQIgGbdEqpdGrIo+EIQiRgQIgEDAiRIKaALF26FAaD4ZrF4XAAAMbGxuBwOFBYWIjc3FzY7XYEAoGEFE6UDDE16adPn8bk5KT2+ty5c3jwwQfx6KOPAgBaWlrw1ltvobu7G4qioLGxEfX19Xjvvff0rZpmpHRvyKOJKSALFy6MeL1jxw585jOfwRe/+EUEg0F0dnaiq6sLNTU1AAC3242Kigp4vV5UV1frVzVRksTdg4yPj+NnP/sZnnnmGRgMBvT19WFiYgI2m03bp7y8HKWlpejt7b3uccLhMEKhUMRClC7iDsiBAwcwPDyMp556CgDg9/uRlZWF/Pz8iP3MZjP8fv91j+NyuaAoiraUlJTEWxKR7uIOSGdnJ+rq6lBcXDytApxOJ4LBoLb4fL5pHY9IT3FdSf/LX/6Cd999F7/61a+0dRaLBePj4xgeHo4YRQKBACwWy3WPZTQaYTQa4yljxpnrU+BnorhGELfbjaKiIjz88MPausrKSmRmZsLj8Wjr+vv7MTAwAKvVOv1KiVIg5hFkamoKbrcbmzZtwvz5/3u7oihoaGhAa2srCgoKYDKZ0NTUBKvVyjNYNGPFHJB3330XAwMDeOaZZ67ZtnPnTmRkZMButyMcDqO2thYdHR26FEqUCgZVVdVUF/FJoVAIiqJgLdZjviEz1eUk3EzsQWbiBb9PuqJO4BgOIhgMwmQyiftyujvFLFqoZ3poroeTFYkEDAiRgAEhEjAgRAI26aSLqxv32dK0cwQhEjAgRAIGhEjAgBAJ2KSn2GxpZmcrjiBEAgaESMCAEAnSrgf57+z7K5gA0moiPs0WVzAB4H9/1yRpF5CRkREAwAn8JsWV0Gw3MjICRVHEfdLuC1NTU1MYHBxEXl4eRkZGUFJSAp/Pd8MvtlDihEKhWfV7UFUVIyMjKC4uRkaG3GWk3QiSkZGBxYsXAwAMBgMAwGQyzYpfzEw3m34PNxo5/otNOpGAASESpHVAjEYjtm3bNmduLJeu5vLvIe2adKJ0ktYjCFGqMSBEAgaESMCAEAnSNiDt7e1YunQpsrOzUVVVhVOnTqW6pFnP5XJh5cqVyMvLQ1FRETZs2ID+/v6Ifebag1rTMiBvvPEGWltbsW3bNrz//vu4++67UVtbi0uXLqW6tFmtp6cHDocDXq8X77zzDiYmJvDQQw9hdHRU26elpQWHDh1Cd3c3enp6MDg4iPr6+hRWnWBqGlq1apXqcDi015OTk2pxcbHqcrlSWNXcc+nSJRWA2tPTo6qqqg4PD6uZmZlqd3e3ts8f/vAHFYDa29ubqjITKu1GkPHxcfT19UU8DDQjIwM2m018GCjpLxgMAgAKCgoAIO4Htc5kaReQjz/+GJOTkzCbzRHrb/QwUNLX1NQUmpubsXr1aixfvhxA/A9qncnSbjYvpQeHw4Fz587hxIkTqS4lpdJuBLn11lsxb968a86M3OhhoKSfxsZGvPnmm/jtb3+rffUAiHxQ6yfN5t9N2gUkKysLlZWVEQ8DnZqagsfj4cNAE0xVVTQ2NmL//v04evQoysrKIrbPyQe1pvosQTT79u1TjUajumfPHvX8+fPq5s2b1fz8fNXv96e6tFlty5YtqqIo6rFjx9ShoSFt+de//qXt8+yzz6qlpaXq0aNH1TNnzqhWq1W1Wq0prDqx0jIgqqqqP/7xj9XS0lI1KytLXbVqler1elNd0qyH/9wm45rF7XZr+/z73/9Wv/GNb6gLFixQP/WpT6mPPPKIOjQ0lLqiE4zT3YkEadeDEKUTBoRIwIAQCRgQIgEDQiRgQIgEDAiRgAEhEjAgRAIGhEjAgBAJGBAiwf8B3D41pxqBhQAAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 45.01x153.01 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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lTCf930Wo3+zVLYwggRSXwaV5+H/5A1iRfQXmbDsdzuSg6rwNCaRosgqthg++GEzXOYehsgp3aanu25BAikbtrqnky4pOuLSzMSn1hBN50oSn8DSoen5RnyeBFI2avG8iyl/aYKn8/otZhdSDeXi8FEaQQIoGVGsuqjQ3J47H0v2/e89ePvue96J4lgRS1HHIVcbtO35G6YEYkrJA9fEdLgmkqOOQqzWW5a3p9I8sNI8HzYtfzw2RQAoAtlS7+MfpoWwtTMOe70Zz+WdMJAmkAOB3OTdTMieVmO9KUXL2e/1YsTESyBBX4CmnWIVDp+Jov/Mk7tzv/FqPBDKEnfKUc+2WyZg3OIg94kE9c9TfJUkgQ5lT1TBtdpD8hw0Aut8GbI6gfh5SBB4JpDAUCaQwFAmkMJSQCaRbNePRjHDYLi4mJAJpLnDyzcrudPp4Mj8/fhUuzV+XfcWlhEQg3d8dJ+2P2+n+1CE+/aov1ZrL3yWJRoTGdUhNQ62qQnG7UVzSJsTIQmIPKQKHBFIYigRSGIoEUhhKSAVSUzWiD8P4fXfy+ImB5LjL/F2S+IGQCiSqh6T392PLDGPjGwNYVd7J3xWJHwiNyz4X8Jw6DadOY+/YmlJVn7YlQj+htYcUhieBFIYigQxhDpOCdpWTE08Npfy2wZiiovxdkncCefz4ce655x7i4uKIiIigd+/ebNu2rXa+pmnMnDmT5ORkIiIiGD16NAcOHPBGKeIi4s121gx8k39NeYniiWWYYhz+Lkn/QBYVFTFs2DCsVisff/wxe/bs4Q9/+EOdFsUvvvgir776KgsWLGDz5s3Y7XbGjBlDVVWV3uWIS0gw2+litdMp7hTlVyRj6tMd8wX/Vr6m+1n2nDlzSE1NZeHChbXTMjIyav+3pmnMnTuXX//614wfPx6Av/3tbyQmJrJ8+XLuuusuvUsSTTAj7d/8/bmzAwVYX+2E7aP6nXx9Qfc95IcffsiAAQO44447SEhIoF+/frz11lu1848cOUJeXl6dftkOh4PBgwdLv2w/6m8LY27yNmZ0+g+V8f67Gqh7IA8fPsz8+fPp3Lkzn376KY8++iiPP/44ixcvBqjtiZ2YmFjn9y7VL9vhcNR+UlNT9S5bGITugVRVlSuvvJIXXniBfv36MXnyZB566CEWLFjQ7HVKv+zQoXsgk5OT6dGjR51p3bt3JycnB6C2J3Z+fn6dZaRftjHEmsso6g5VNw3CdEU3MJl9un3dAzls2DCys7PrTNu/fz/p6enA2ROcpKQkVq9eXTu/pKSEzZs3S79sA+hl1Xj1jr9y54sfc/Ce1pjskT7dvu6BfPLJJ9m0aRMvvPACBw8eZOnSpbz55ptkZmYCoCgKU6dO5Xe/+x0ffvghO3fu5N577yUlJYUJEyboXY64TDbFQp+w0/zIvg93tAdF8e0rH7qfTg0cOJBly5Yxffp0nnvuOTIyMpg7dy4TJ06sXeZXv/oV5eXlTJ48meLiYoYPH84nn3xCeLg87OBv+11VjFv3OPZd4aTvcqFW+vbasFfO72+66SZuuummRucrisJzzz3Hc889543NixY45m5Nm89sxPzt7ABU+jWNa5qQe/xMXFyKxUnBEA8e2xBa76/C/NVONLfbZ9uXhytEHd2tVj66cS6vTJ/PoTvCUCJ827RU9pCiDqtipntYJF00FVq5fX5SI3tIYSgSSNE4RQOzGXy4l5RAigaZFROjumVz8KluFGQOwZKR7pPtSiBFo/7U9nPWT3qZ6x7YRGXHeJ9sU05qRKMiTWFEEkZCWCma2Tdf27KHFIYigRSGIoEUhiKBFIYigRSGIoEUhhJygTRFRWFpm0J1jJlIk396Qgcam8lFdWsLlrYpXh/dIrQCaTJz6vZeHHutNcmPHGJkpIyW0RRj7HtIePQIR19tzZn/6eXVW4khdWFcMSkU9YAdg96mlSkcsPu7pIDQPSyS5Z0/xdmxkoEHphGjmMBLvX5CKpCaqhG3E65MnUynxFP8IeP/6B7m25eYAtHumkp+cfh2DufHE7tTAy92RAupQKJ6iP3Xt8R9aqf42g6sndmZ7mHH/V2V4a0q707p/HZ0WncErbQMVfPeiw2hFUhALS+H8nLCStKp0qz+LicgVKtWwko8ePILvL6t0DqpEYYXcntIFAXFbEYzKZh9/k6duJTQCqSiUDVuICeHm9HSKhkYcRjw7VAh4uJCKpCK2cyJ4WY+v/slYk1h2JSQ+vMDQsj9i2hmiDFZiDSF+bsUw1tXBSuKruTTY91p6/TNXa2QC6Rouid23kXsq3ZST1XA4Ry8d/XxPAmkaJBHU3EW2UneegCPD0cslss+wlAkkMJQJJDCUCSQwlAkkMJQJJDCUEIrkIrp7ABKwrBC4jqkOTGBwnEdKUtV6HTlMayK3L82qpAIpJYcT+K9R1nW4X1iTBZsigyub1ShEUizQqytnHaWVv4uRVyC7seQHo+HGTNmkJGRQUREBB07duS3v/0t2gWPvUu/bNEY3QM5Z84c5s+fz+uvv87evXuZM2cOL774Iq+99lrtMj7rl20yYwoPR7VZMMvJzGVTzCpKZASKzeazUXR1/8resGED48ePZ9y4cQC0b9+ef/7zn2zZsgXwbb9s97V9OTrOiimpiilxWbqtNxSYFRM/6b2NJb+9ivDvOpLxTgGe7INe367ue8ihQ4eyevVq9u/fD8A333zD+vXrufHGGwHf9ssu7GNj2a1z2XPN29xir2jhXxZ6ZrX5hv1jF3DXrV9QlR7jk23qvod85plnKCkpoVu3bpjNZjweD88//3xta7nm9sueNWvW5RejQLjiwSpn1c1iVkyYgXCTC81H497rvod87733WLJkCUuXLmX79u0sXryYl19+ubaBe3NIv+zQofse8qmnnuKZZ56pPRbs3bs3x44dY/bs2dx33311+mUnJyfX/l5+fj59+/ZtcJ02mw2bzaZ3qcKAdN9DVlRUYDLVXa3ZbEZVzz4AL/2yxcXovoe8+eabef7550lLS6Nnz558/fXXvPLKK/z0pz8F6vbL7ty5MxkZGcyYMUP6ZQvAC4F87bXXmDFjBj//+c8pKCggJSWFhx9+mJkzZ9YuI/2yRWN0D2RUVBRz585l7ty5jS4j/bJFY4LvXrbJjCWtLarDTlUbDasMl9Js+13l7KhO4fPCLlgqvDMe5A8FXSDNcbHsf7QtfYYe4LHYDSSaZUCA5np4/91U/D2FyAI3EfuO4otIBl0glXAbMT1P838dP/t+igSyOTyayrHj8XRbvhtPSYlPwgih9sS4MDwJpDAUCaQwFAmkMBQJpDAUCaQwFAmkMBQJpDAUCaQwFAmkaFRYZA1aRlss7dqeffPQBySQokFmxcRv+qyk5g/l7PlNMvTo5JPtSiBFo+6KKmJ1jw95ZPBaqhMifLJNCaQwFAmkMBQJpDAUCaQwFAmkMBQJpDAUCaQwlKALpFZTQ9G+WO49NoI3nSlUqL7pYir0EXSBVE+foeu8kxT8PJWXVown3yOBDCRB99ah5nbjPnIMgIjrhuLCR+PINVOFWsNJTw0eFFLMZlqZQnv0jqALZKBZUNyNP68Yg7lK4foJW5ibvM3fJfmVBNLP1p3uTId/FmEqKmHtgE4ggRRGoFVUUrO5Pf04P8Z6rL2CZzt8yIgQ+haXQBqEp7iY9Pl7URaff6qmqlsyi58fzoi09X6szLeCL5AmM5a2yWjRdqrijDnYlEdT2eeq5oCrDQdPx5PmqgZNw1NUBEVFtcuFxTso9/h/KBiHuYKyFCttenSBwiI8hYVe21bQBdIcF8uBzFR6DDnMI3FbDTnYVJlWza2bHyZ2RSSJeS60Ezn+Lumixtiz2TdlK3vvSeLUe52If+sMqN4Z7SfoAqmE23D0Os3yzp9+P8V4gXRpKhy0E/3OFlA9qP4u6BIyrK2Ym7wNZ2IlAzOmEe/FbQXdhXER2CSQwlAkkMJQJJDCUILupAZNo7LGSoGnnEjFGPeGK9QayjRX7c+FHhMmV+P32BWLBSUiAk9kGBbF6Kc8+gq6QKrOEqL+L5Vrvn2KyP6n+LTvQuLNdr/WlPndKDas7lUbQsUNKRuqG710UjOyD0cnWAhPKueJhE2+LNXvLvsre926ddx8882kpKSgKArLly+vM78pzdnPnDnDxIkTiY6OJiYmhgcffJCysrIW/SHnqKWlRC/dRNqsjdSsjeeMn3cwHk3li11d6fjSHtJmbSRt1kZSn9+IZU3j7ZJP97Sx/KY/sXPI3xgXqXMPcYO77ECWl5fTp08f5s2b1+D8pjRnnzhxIrt372bVqlWsXLmSdevWMXny5Ob/FQ3RNHzVs71CrWHO6c6M2XsTswp74FQrKfCU83R+X27YN55W+8LQqs7ejan9XIwCZjTMSugd4l/2V/aNN95Y2/v6h5rSnH3v3r188sknbN26lQEDBgBnu3+NHTuWl19+mZSUlHrrra6uprq6uvbnpvbL9pWTnhr+umI0Hf9eyHu3jWT8Q19T4Inmk8VDaftRPqnOg3guqF80Ttf/BJvSnH3jxo3ExMTUhhFg9OjRmEwmNm/e3OB6Z8+ejcPhqP2kpqbqWXaLeVCwFSl4sg9iP6HxZUUX1pV1I+o7D579h/DkF1x6r3gBS6XGV5Ud+apKrff5tqYqqF/L0PWkpinN2fPy8khISKhbhMVCbGxsow3cp0+fzrRp02p/LikpMVwoz4nfWMg/5oxF8WjEZZ3E3Yx1JH55mr9Uj0e11p/n7AR/uHUxt9grWlyrEQXEWXYg9cv2ZB8kJvsgQLPCCODZs5/WexqeFzVmANnjksF+qJlrNzZdv7IvbM5+ofz8/Np5SUlJFBQU1Jnvdrs5c+ZM7TKiceHHy1jw3x/R/atJzC1q7+9ydKdrIJvSnH3IkCEUFxeTlXX+sseaNWtQVZXBgwfrWU5Q0vYdpOtze+nwqxJe/2akv8vR3WV/ZZeVlXHw4MHan48cOcKOHTuIjY0lLS3tks3Zu3fvzg033MBDDz3EggULcLlcTJkyhbvuuqvBM2xRl+Z24yl2YlY11BpvPgjmH5cdyG3btnHttdfW/nzuZOO+++5j0aJFTWrOvmTJEqZMmcKoUaMwmUzcdtttvPrqqzr8OSLQXXYgR44ciXaRSxhNac4eGxvL0qVLL3fTgUFRUCxnT481t+uyLveIADnLDiTakCs4clMkJpdC++VOtK93+7ukgCKB1Nnp3pG8+eM/k+d28KfsHxP9tb8rCiyhd7PUyzQFIk3VhJtcaF4cxUXzeLAdsfFgznDmFrXHqVZ6b2M+JIEMUGpFBR0W5XJ8Snve+sdYdtUExo2DSwnqQJpqYF9NG3LcZVRf8ICsL1gVNy67grlNG0x2LzyPqWm4j+WibdtFq+Mapapv2nZ4W1AfQyZtcDJTuZ/ydhpP3byCyY4TPtt277BTpN9zkF3XJRP1uZ02i7ajyRM/lxTUe0gtazeJr26g47slrC/2TSeqc9Isrfig0yr2Xr2IMwNdKGHGez/ciII6kL4SpWhU9K+g8JEhFA2uIc4ke8LmCuqvbF9JMEeyatjrFA6xEWeqpr0l0t8lBSwJpA7MiokMaysyADh7l6Zac/FNDZxwt8ZcbAE1tN4ebC4JpJd8XW1i4vJM2mRBxwPlqJWh9bJWc0kgdeTRzu8Fj7tb0yYLHEt88xqrBwWPpgb8i2ESSB0UeSp48Mh4vt6fXjvNXGSl4wF9Xu29FMeBCp5YcT8kV/HrKz/i/uiCS/6OUUkgdVCoamR/3Jlur+88P1FVffY1rWzeRedvw1Hat+Ovrwzj/t7LfLJdbwjs/buBmGvODlJQ+ykv99qgnvWoHtTycpTiUnKPtOHZwp58WB6JS/PR9nUkgQwinoJTdHu9hK+mDmbqp5PI9wTeAxfylR1ENFcN2q59mAF7/6F8547ArlTQymTDqpibvV6PplKmVZPvUVGa+yplE0kgg1TSpgp+Gv4Yle3czLnuXe5s5Wz2ur6ssvDAuocIP2aj7YYa0Lx3TVUCGaRM63eQ+pUCg3uz+soe3NlqY7PXtbmiI+nvmbB9stHrr2RIIIOZpmEuquC/X/diQmU0tyZmMTGqoMFrleuqYMHJaylx1R9Pc29uEp0LKy/6LpVeJJBBTj2cQ4/ZNVQ7Ynn28QncPuYNIpX6Tx79/thYqn+bjC2vtN68blVFqCfyfNLxRwLZAmVqFYfdsKMqHbNB7wxqrhrcR3NQrGGE5fVnS3U4kQ08jXSoIJ5OB/Jx537nhyrPk0C2wEJnV954fxz2XI2kzWcM3W9Gc7tIX1nBL3IebvBdn+QcN+qZovozfEwC2QJbS9JJX3H2VVcjhxE4O4Drxm+Iv8i5jRH+BrkwLgxFAikMRb6ymyGruoYdVWl8ndeO1GoXgXfH2LgkkJepQq3h7i0/o817ESQV1KDl5vq7pKAigbxMKirqMTutVmxFc7sNcSIQTOQYUhiKBFIYigRSGIoEUhiKBLIZPDYNc3wc5uhoMDX/wVdRn5xlXyabYuWOEZtYltAH04FIOr79He5jculHL7KHvExWxcycxB3sv2YxA0bvxRMb7e+SgooEsgUGOI6Sc5ODovuHYO7Z1d/lBAVd+2W7XC6efvppevfujd1uJyUlhXvvvZcTJ+qOy+jNftm+9IBjL3//6VwefnoZJ6+J83c5QUHXftkVFRVs376dGTNmsH37dj744AOys7O55ZZb6iznk37ZPuAwRdDfFsbVkYfwBMcAtn6na79sh8PBqlWr6kx7/fXXGTRoEDk5OaSlpTWrX7YIHV4/hnQ6nSiKQkxMDNC8ftnV1dWUlJTU+Yjg5NVAVlVV8fTTT/OTn/yE6OizZ6PN6Zdt9AbuQj9eC6TL5eLOO+9E0zTmz5/fonVNnz4dp9NZ+8mVR76CllcujJ8L47Fjx1izZk3t3hGa1y87kBq4i5bRfQ95LowHDhzgs88+Iy6u7uUQ6ZctLkbXftnJycncfvvtbN++nZUrV+LxeGqPC2NjYwkLCwuqftnnBmE64wlHkfcYdKFrv+zf/OY3fPjhhwD07du3zu99/vnnjBw5Egieftnvl8Ux/fM7CD9pIXVrhb/LCQq698tuyvgvwdIv+6Mzven6lwq07Xt9NzhpkJOnfVqgmz2fHSN6EZ0+gOhvC/EcONzgcuYeXSjp0RrVfHbICEXVcOwpxrM725flBgQJZAtMbr2dK39+lG8q03jvtdHENxRIRSF3bDyP/PTftLGcvaB/xt2KeYvGk7JH8frwdoFGAtkC8WY7N0RW08G6gyVRP6o702TGHBuDEhFBZaLGj6P2EW8+2xW2yHOSl5JULO3aolVW4jlTLF/535NAeoklOZGDj6QT3ruYu9qvJ8p0fgi8SJOVe0Z9yfIOV1C1O5VOC3L9PuqYUUggvURztKLj8GN81PWj76dYa+fZFCuz2uxmVpvdTGg9hup/tga5+QRIIHVn7tmVvKtjqUiBB+K/9nc5AUcCqbPCwbE8PvVfDI04QorZDNQfIlk0TgKpM08Y9LAdp4vV7u9SApK8UyMMRQIpDEUCKQxFAikMRU5qdBCuaJRleKi5YSAlnTSiFBcXXnf8IY+m8p+KVqwp6cE3B1PpUXFKxpn8ngRSB8nmCBbc8Fd2jUyla/gJOlgbDyNAiVrFE188TKfFLrqfKcFz/KSPKjU+CaQOrIqZ6yNdXB957uGKiwfSg0ZYgQXThu145B52HXIMKQxFAikMJSQCaXJW8NXmHozcNYF5xal4vNjvWbRMSARSPZpLt5dyiHzMwsvrbqRac/u7JNGIkDip0dxu3MdPoFgshOcl8N/KWFItZ+huhcgLnlM85Skn2xVBlXbxk5Jz4kwVdA8zYVOatnyZWkW2y8QhVwqWMgVkT11PSATyHM3jIX1lCS8cmURxd/jj7QsZF3m+r/DvCq5hzdJB2M407bWCoh7wl1v/zMiIpgXro4pEZrx7NzEHIO3bYlR5faGekAokmoa2bRett0Hk2IEcuDkJIo/Wzt5WmEa7FSfxHDzSpNWF/89gDt2UwMiIhsck+qG9lW1p93kNljVZciG8EaEVyAtE5JQy7z838mrS+Wbm9p3hRDsPNHkd9qNlzP5oAnPaVvDEFZ+TGdPwY98vnOrKX3cNwXQsgk7HC6U34kUoWlNepDaYkpISHA4HIxmPpYnHb/WYzJjskSjm8+d1Wo0LtbKy6W8CnltHYjy5L0Wwc3D9d809mkrnz35G9//NR3WWoJZXhOQLXW7NxReswOl01hnr6YdCdg+J6kEtLdVlHeYwKxXHEnmpc8f6i2gmrLk21KJi1PLylm0vBIRuIHWkOkvostDJR59c1+D8jjmn8VRWNThP1CWB1IHmdqN9s5ewbxqeH3pf0M0XEhfGReCQQApDkUAKQ5FACkORQApDkUAKQ5FACkORQApDkUAKQ5FACkPRtV/2Dz3yyCMoisLcuXPrTA+WftlCf7r2y77QsmXL2LRpU4PNkIKlX7bQn679ss85fvw4jz32GJ9++injxo2rM0/6ZYuL0f0YUlVVJk2axFNPPUXPnj3rzZd+2eJidA/knDlzsFgsPP744w3Ol37Z4mJ0DWRWVhZ/+tOfWLRoEYqi6LZe6ZcdOnQN5JdffklBQQFpaWlYLBYsFgvHjh3jF7/4Be3btwea3y87Ojq6zkcEJ12fGJ80aRKjR4+uM23MmDFMmjSJBx54AKjbL7t///6A9MsW5+naLzstLa1ew3ar1UpSUhJdu3YFCKp+2UJ/l/2VvW3bNvr160e/fv2As/2y+/Xrx8yZM5u8jiVLltCtWzdGjRrF2LFjGT58OG+++eblliKCUOi+ly18qqnvZcu9bGEoEkhhKBJIYSgSSGEoEkhhKBJIYSgSSGEoEkhhKBJIYSgSSGEoEkhhKBJIYSgSSGEoEkhhKBJIYSgSSGEoEkhhKBJIYSgSSGEoEkhhKBJIYSgSSGEoAdnr8Nybu25cEHAv8YYmNy7g/L9dYwIykKXftxVez0d+rkRcrtLSUhwOR6PzA3KgAFVVyc7OpkePHuTm5obM4FMlJSWkpqYG5N+saRqlpaWkpKRgMjV+pBiQe0iTyUTbtm0BQnI0tED9my+2ZzxHTmqEoUgghaEEbCBtNhvPPvssNpvN36X4TCj8zQF5UiOCV8DuIUVwkkAKQ5FACkORQApDkUAKQwnYQM6bN4/27dsTHh7O4MGD2bJli79L0sXs2bMZOHAgUVFRJCQkMGHCBLKzs+ssM3LkSBRFqfN55JFH/FSxvgIykO+++y7Tpk3j2WefZfv27fTp04cxY8bUa8gUiNauXUtmZiabNm1i1apVuFwurr/+esrLy+ss99BDD3Hy5Mnaz4svvuininWmBaBBgwZpmZmZtT97PB4tJSVFmz17th+r8o6CggIN0NauXVs77ZprrtGeeOIJ/xXlRQG3h6ypqSErK6tOxzCTycTo0aPZuHGjHyvzDqfTCUBsbGyd6UuWLCE+Pp5evXoxffp0Kioq/FGe7gLuaZ9Tp07h8XhITEysMz0xMZF9+/b5qSrvUFWVqVOnMmzYMHr16lU7/e677yY9PZ2UlBS+/fZbnn76abKzs/nggw/8WK0+Ai6QoSQzM5Ndu3axfv36OtMnT55c+7979+5NcnIyo0aN4tChQ3Ts2NHXZeoq4L6y4+PjMZvN5Ofn15men5/faDfZQDRlyhRWrlzJ559/Trt27S667LmmpRf2oAxUARfIsLAw+vfvz+rVq2unqarK6tWrGTJkiB8r04emaUyZMoVly5axZs0aMjIyLvk7O3bsACA5OdnL1fmAv8+qmuOdd97RbDabtmjRIm3Pnj3a5MmTtZiYGC0vL8/fpbXYo48+qjkcDu2LL77QTp48WfupqKjQNE3TDh48qD333HPatm3btCNHjmgrVqzQOnTooI0YMcLPlesjIAOpaZr22muvaWlpaVpYWJg2aNAgbdOmTf4uSRecfY+y3mfhwoWapmlaTk6ONmLECC02Nlaz2Wxap06dtKeeekpzOp3+LVwn8jykMJSAO4YUwU0CKQxFAikMRQIpDEUCKQxFAikMRQIpDEUCKQxFAikMRQIpDEUCKQzl/wN7DRD4IZCQTAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 54.01x92.01 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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AWCNlwb527VoNHTpUDz30UFLrRSIRffTRR8rPz084xuPxKCcnJ24BAFyQkmCPRqNau3at5s6dq/T0+NP4c+bM0dKlS2OPv//97+vf//3f9T//8z+qq6vT3/7t3+r48eNJH+kDAC5IyZenW7ZsUWNjo5588slLXmtsbIz70u1Pf/qTnn76afn9ft1www2aNGmSdu3apdtvvz0VpQGA9VyOqa/sr6BgMCiv16uJt9/S62+fb+aqmB7jqpieiUbNXO3x6aefGplHks6fN7M/2X9VjJl90+RVMTv/+6QCgUC3p6D7Z4oBAL40gh0ALEOwA4BlCHYAsAzBDgCWIdgBwDIEOwBYhmAHAMsQ7ABgGYIdACxDsAOAZVLaQamvXZ+WqfRe3pMhPWzuPhOm7hEiSaZu6GPy1kBpmWbuf+FJ9xiZR5Ky0szs0ukG76AUiRqaLGyug1Jnp5l90+02FyED0szsB66Ima5HktTSbqbT1MCBht6bE+nROI7YAcAyBDsAWIZgBwDLEOwAYBmCHQAsQ7ADgGUIdgCwDMEOAJYh2AHAMgQ7AFiGYAcAyxDsAGAZgh0ALEOwA4BlCHYAsAzBDgCWIdgBwDIEOwBYxqrWeNddd50y0nv3ltLPG2xnZ7ANndtQc7xIpGettXoivZfb+iKPx1xrvIyMDCPzmPzZhcNhI/OYrMnUdjI1jyRFHTOtFl0ul5F5JMn9qZmfnanPinr43jhiBwDLEOwAYBmCHQAsQ7ADgGUIdgCwTNLBvmPHDs2YMUM+n08ul0s1NTVxrzuOo2XLlik/P18DBgxQSUmJDh8+fNl5V61apREjRigrK0tFRUXau3dvsqUBAPQlgr2trU2FhYVatWpVl6//6Ec/0i9+8Qu9/PLL+uCDDzRw4ECVlpaqvb094Zzr1q1TZWWlli9frrq6OhUWFqq0tFRnzpxJtjwAuOa5nF5cHOtyufTOO++ovLxc0oWjdZ/Pp29/+9tavHixJCkQCCg3N1fV1dV67LHHupynqKhId999t1auXClJikajKigo0Le+9S0999xzl60jGAzK6/XqwaJJvb6OPed8S6/W/zyT1x1HFDIzj8Hr2DMMXX9+/fXXG5lHkgYOMFOTyZ9ddwc1V2IeSWqPmPn/Gv3xOnZT/29Akv73/4JG5snOzjYyT2ckoq0H/1uBQEA5OTkJxxk9x97Q0CC/36+SkpLYc16vV0VFRdq9e3eX64RCIe3fvz9uHbfbrZKSkoTrdHR0KBgMxi0AgAuMBrvf75ck5ebmxj2fm5sbe+2Lzp49q0gkktQ6VVVV8nq9saWgoMBA9QBgh6vyqpilS5cqEAjElhMnTlzpkgCg3zAa7Hl5eZKkpqamuOebmppir33R4MGDlZaWltQ6Ho9HOTk5cQsA4AKjwT5y5Ejl5eWptrY29lwwGNQHH3yg4uLiLtfJzMzUpEmT4taJRqOqra1NuA4AILGkLyFpbW3VkSNHYo8bGhpUX1+vG2+8UTfffLOeffZZ/eM//qNuvfVWjRw5Us8//7x8Pl/syhlJmjZtmh555BEtWrRIklRZWam5c+fqa1/7miZPnqyf//znamtr0xNPPNH7dwgA15ikg33fvn2aOnVq7HFlZaUkae7cuaqurtY//MM/qK2tTd/85jfV3Nyse++9V5s2bVJWVlZsnaNHj+rs2bOxx7Nnz9Ynn3yiZcuWye/3a+LEidq0adMlX6gCAC6vV9ex9xdcx57EPFzH3iNcx94zXMfeM1f1dewAgCvPqg5KaS630ly9/V1lroNSJNJpbK6MTDM/qoEDrjMyjyS50810qnEb3OahTjPb3O02d8zjdpk5+k8zeBjmdsxMFgqZ+ZekJIUN1WTyX1tO1gAj83gG3WBkHncP92+O2AHAMgQ7AFiGYAcAyxDsAGAZgh0ALEOwA4BlCHYAsAzBDgCWIdgBwDIEOwBYhmAHAMsQ7ABgGYIdACxDsAOAZQh2ALAMwQ4AliHYAcAyBDsAWMaq1nhut7vXLc0s6O3drfReNvv+PM+ATCPzpKWZaWIsSWFDzbpNNv12ucy0EDS5ndIN1WTqvUlSZ6eZz57Jpt8ej5lG66ZypafzcMQOAJYh2AHAMgQ7AFiGYAcAyxDsAGAZgh0ALEOwA4BlCHYAsAzBDgCWIdgBwDIEOwBYhmAHAMsQ7ABgGYIdACyTdLDv2LFDM2bMkM/nk8vlUk1NTey1cDisJUuWaPz48Ro4cKB8Pp/mzJmjU6dOdTvnihUr5HK54paxY8cm/WYAAF8i2Nva2lRYWKhVq1Zd8tr58+dVV1en559/XnV1dXr77bd16NAhPfzww5edd9y4cTp9+nRs2blzZ7KlAQD0JRptlJWVqaysrMvXvF6vNm/eHPfcypUrNXnyZDU2Nurmm29OXEh6uvLy8pItBwDwBSnvoBQIBORyuTRo0KBuxx0+fFg+n09ZWVkqLi5WVVVVwl8EHR0d6ujoiD0OBoOSpM6ODrkinb0rONrL9T8nzVxzGWPdc3rbYerzIoa6wkQ6zW3zkGOm85HJTloul5m5oukmvxLLMDJLNBw2Mo8kdTpRI/O0G/zZuQcMMDJPNMPQ9u5hx6qUfnna3t6uJUuWqKKiQjk5OQnHFRUVqbq6Wps2bdLq1avV0NCg++67Ty0tLV2Or6qqktfrjS0FBQWpegsAcNVJWbCHw2E9+uijchxHq1ev7nZsWVmZZs2apQkTJqi0tFQbN25Uc3Oz1q9f3+X4pUuXKhAIxJYTJ06k4i0AwFUpJadiLob68ePH9f7773d7tN6VQYMGafTo0Tpy5EiXr3s8Hnk8HhOlAoB1jB+xXwz1w4cPa8uWLfrKV76S9Bytra06evSo8vPzTZcHANZLOthbW1tVX1+v+vp6SVJDQ4Pq6+vV2NiocDisv/mbv9G+ffv0b//2b4pEIvL7/fL7/QqFQrE5pk2bppUrV8YeL168WNu3b9exY8e0a9cuPfLII0pLS1NFRUXv3yEAXGOSPhWzb98+TZ06Nfa4srJSkjR37lytWLFCv/nNbyRJEydOjFtv69ateuCBByRJR48e1dmzZ2OvnTx5UhUVFTp37pyGDBmie++9V3v27NGQIUOSLQ8ArnlJB/sDDzzQ7aVgPblM7NixY3GP33zzzWTLAAAkwL1iAMAyBDsAWIZgBwDLEOwAYBmCHQAsQ7ADgGUIdgCwDMEOAJYh2AHAMgQ7AFiGYAcAy6S8NV5fikQjcveyM5rZlmjmeuOZqsvk+zM1VzRqpiWaJEVlZi6j+4Ghmkxup1Bn6PKDeiBssDVeR8hMW0OT2ynLUEs7Y/tTD+fhiB0ALEOwA4BlCHYAsAzBDgCWIdgBwDIEOwBYhmAHAMsQ7ABgGYIdACxDsAOAZQh2ALAMwQ4AliHYAcAyBDsAWIZgBwDLEOwAYBmCHQAsY1UHJVe0Uy5X7zqVfNrZbqgaKS0tzdhcipqZKxzpNDKPJLnD5jrVmOLq4041PRHp7DAyj8luRRGZ2Z+MbW9J7gFmuhUNvC7byDySFEo38/4iMvO563T1bB6O2AHAMgQ7AFiGYAcAyxDsAGAZgh0ALJN0sO/YsUMzZsyQz+eTy+VSTU1N3Ovz5s2Ty+WKW6ZPn37ZeVetWqURI0YoKytLRUVF2rt3b7KlAQD0JYK9ra1NhYWFWrVqVcIx06dP1+nTp2PLG2+80e2c69atU2VlpZYvX666ujoVFhaqtLRUZ86cSbY8ALjmJX0de1lZmcrKyrod4/F4lJeX1+M5f/rTn+rpp5/WE088IUl6+eWX9d5772nNmjV67rnnki0RAK5pKTnHvm3bNg0dOlRjxozRggULdO7cuYRjQ6GQ9u/fr5KSks+KcrtVUlKi3bt3d7lOR0eHgsFg3AIAuMB4sE+fPl2//vWvVVtbqx/+8Ifavn27ysrKFIlEuhx/9uxZRSIR5ebmxj2fm5srv9/f5TpVVVXyer2xpaCgwPTbAICrlvFbCjz22GOxP48fP14TJkzQLbfcom3btmnatGlG/o6lS5eqsrIy9jgYDBLuAPD/pfxyx1GjRmnw4ME6cuRIl68PHjxYaWlpampqinu+qakp4Xl6j8ejnJycuAUAcEHKg/3kyZM6d+6c8vPzu3w9MzNTkyZNUm1tbey5aDSq2tpaFRcXp7o8ALBO0sHe2tqq+vp61dfXS5IaGhpUX1+vxsZGtba26jvf+Y727NmjY8eOqba2VjNnztRXv/pVlZaWxuaYNm2aVq5cGXtcWVmpf/3Xf9Wrr76qP/7xj1qwYIHa2tpiV8kAAHou6XPs+/bt09SpU2OPL57rnjt3rlavXq0//OEPevXVV9Xc3Cyfz6cHH3xQL774ojweT2ydo0eP6uzZs7HHs2fP1ieffKJly5bJ7/dr4sSJ2rRp0yVfqAIALs/lOAZvqHyFBINBeb1efaPwNmX08h7o6Z/+n6GqzN6P3eMZYGSerKwsI/NIkju9/92RwtTubPJj0R/vxx4ydD92k9vpfKaZ+7G7XC4j80hSaIDX2FwmdHZ2asf2DxUIBLr9brH/fTIBAL1CsAOAZaxqjTcga4Ay0nv3T8wBGeYunXS7zf3edBwz/7yMRs21s+sMmWn3leg/r13JuTo7zbUQjEZCxuYyxckwd0rOlI4OM6esTJ5u/Px3g71h6nPX09NMHLEDgGUIdgCwDMEOAJYh2AHAMgQ7AFiGYAcAyxDsAGAZgh0ALEOwA4BlCHYAsAzBDgCWIdgBwDIEOwBYhmAHAMsQ7ABgGYIdACxDsAOAZazqoKSsAVJ6795SxDH3uy5ksDOQ2s10l2lrbTMyj2SuW5HJDkpuQ3OZbIisDDNNmk02R49EzOznproeSVKry0xj7PaQuS5h1w808/7M/ex69t44YgcAyxDsAGAZgh0ALEOwA4BlCHYAsAzBDgCWIdgBwDIEOwBYhmAHAMsQ7ABgGYIdACxDsAOAZQh2ALAMwQ4Alkk62Hfs2KEZM2bI5/PJ5XKppqYm7nWXy9Xl8tJLLyWcc8WKFZeMHzt2bNJvBgDwJYK9ra1NhYWFWrVqVZevnz59Om5Zs2aNXC6X/vqv/7rbeceNGxe33s6dO5MtDQCgL9Foo6ysTGVlZQlfz8vLi3u8YcMGTZ06VaNGjeq+kPT0S9YFACQvpefYm5qa9N5772n+/PmXHXv48GH5fD6NGjVKjz/+uBobGxOO7ejoUDAYjFsAABektDXeq6++quzsbP3VX/1Vt+OKiopUXV2tMWPG6PTp03rhhRd033336eDBg8rOzr5kfFVVlV544YWU1Nze3m5srvPnzxubK9JmZq5QKGRkHpPSe9nO8PPSDLW0M9mGznGbOX4y2ULwvKH93OT+1JFm5mcXjZprjWcqD7KysozM09N9IKVH7GvWrNHjjz9+2TdVVlamWbNmacKECSotLdXGjRvV3Nys9evXdzl+6dKlCgQCseXEiROpKB8ArkopO2L/j//4Dx06dEjr1q1Let1BgwZp9OjROnLkSJevezweeTye3pYIAFZK2RH7K6+8okmTJqmwsDDpdVtbW3X06FHl5+enoDIAsFvSwd7a2qr6+nrV19dLkhoaGlRfXx/3ZWcwGNRbb72lp556qss5pk2bppUrV8YeL168WNu3b9exY8e0a9cuPfLII0pLS1NFRUWy5QHANS/pUzH79u3T1KlTY48rKyslSXPnzlV1dbUk6c0335TjOAmD+ejRozp79mzs8cmTJ1VRUaFz585pyJAhuvfee7Vnzx4NGTIk2fIA4JrnchzHudJF9FYwGJTX69XD99+jjF5eYRH9tNlMUeKqmJ4yeVVMZn+8KsbQ+zN5tcf5cNjIPCb3pzZDV8VkZGQYmUeSrsvNNTKPqatiOjs7tW3rhwoEAsrJyUk4jnvFAIBlCHYAsAzBDgCWIdgBwDIEOwBYhmAHAMsQ7ABgGYIdACxDsAOAZQh2ALAMwQ4AlklpB6W+9r+ffNLre3y0twYMVSOdO3fO2FzpMnNLn+uuu87IPCbnSk8ztxuG3P2vC0+4w8x9WUzWFHUMbSeXufuydHR2GpnHnWFuf2oPmalJbjPzdHb2gw5KAIC+R7ADgGUIdgCwDMEOAJYh2AHAMgQ7AFiGYAcAyxDsAGAZgh0ALEOwA4BlCHYAsAzBDgCWIdgBwDIEOwBYhmAHAMsQ7ABgGYIdACxjRQclx7nQXSgS6Vl3ke5EjHapMdP1SJKihjooRaLmajK2rSLmtrnLVGcgg/tBxNB+0C87KJncTobmihjcn9w97Fh0OT3tfNTTeZzL7FNWBHtLS4skqf7Q0StcyVWgxVzrP8nkXAB6qqWlRV6vN+HrLudy0X8ViEajOnXqlLKzs+VyJT4SCQaDKigo0IkTJ5STk9OHFfYOdfetq7Vu6eqtnbp7xnEctbS0yOfzye1OfCbdiiN2t9utYcOG9Xh8Tk7OVbXzXETdfetqrVu6emun7svr7kj9Ir48BQDLEOwAYJlrKtg9Ho+WL18uj8dzpUtJCnX3rau1bunqrZ26zbLiy1MAwGeuqSN2ALgWEOwAYBmCHQAsQ7ADgGWsC/ZVq1ZpxIgRysrKUlFRkfbu3dvt+Lfeektjx45VVlaWxo8fr40bN/ZRpRdUVVXp7rvvVnZ2toYOHary8nIdOnSo23Wqq6vlcrnilqysrD6q+IIVK1ZcUsPYsWO7XedKb2tJGjFixCV1u1wuLVy4sMvxV3Jb79ixQzNmzJDP55PL5VJNTU3c647jaNmyZcrPz9eAAQNUUlKiw4cPX3beZD8jJusOh8NasmSJxo8fr4EDB8rn82nOnDk6depUt3N+mf3NZN2SNG/evEtqmD59+mXnTfX27opVwb5u3TpVVlZq+fLlqqurU2FhoUpLS3XmzJkux+/atUsVFRWaP3++Dhw4oPLycpWXl+vgwYN9VvP27du1cOFC7dmzR5s3b1Y4HNaDDz6otra2btfLycnR6dOnY8vx48f7qOLPjBs3Lq6GnTt3JhzbH7a1JH344YdxNW/evFmSNGvWrITrXKlt3dbWpsLCQq1atarL13/0ox/pF7/4hV5++WV98MEHGjhwoEpLS9Xe3p5wzmQ/I6brPn/+vOrq6vT888+rrq5Ob7/9tg4dOqSHH374svMms7+Zrvui6dOnx9XwxhtvdDtnX2zvLjkWmTx5srNw4cLY40gk4vh8PqeqqqrL8Y8++qjz0EMPxT1XVFTk/P3f/31K6+zOmTNnHEnO9u3bE45Zu3at4/V6+66oLixfvtwpLCzs8fj+uK0dx3GeeeYZ55ZbbnGi0WiXr/eHbe04jiPJeeedd2KPo9Gok5eX57z00kux55qbmx2Px+O88cYbCedJ9jNiuu6u7N2715HkHD9+POGYZPe33uqq7rlz5zozZ85Map6+3t4XWXPEHgqFtH//fpWUlMSec7vdKikp0e7du7tcZ/fu3XHjJam0tDTh+L4QCFy4Y+KNN97Y7bjW1lYNHz5cBQUFmjlzpj7++OO+KC/O4cOH5fP5NGrUKD3++ONqbGxMOLY/butQKKTXXntNTz75ZLc3j+sP2/qLGhoa5Pf747ap1+tVUVFRwm36ZT4jfSEQCMjlcmnQoEHdjktmf0uVbdu2aejQoRozZowWLFigc+fOJRx7Jbe3NcF+9uxZRSIR5ebmxj2fm5srv9/f5Tp+vz+p8akWjUb17LPP6p577tEdd9yRcNyYMWO0Zs0abdiwQa+99pqi0aimTJmikydP9lmtRUVFqq6u1qZNm7R69Wo1NDTovvvui91C+Yv627aWpJqaGjU3N2vevHkJx/SHbd2Vi9stmW36ZT4jqdbe3q4lS5aooqKi25toJbu/pcL06dP161//WrW1tfrhD3+o7du3q6ysLGEfiCu5va24u6MtFi5cqIMHD1723GFxcbGKi4tjj6dMmaLbbrtNv/rVr/Tiiy+mukxJUllZWezPEyZMUFFRkYYPH67169dr/vz5fVJDb73yyisqKyuTz+dLOKY/bGtbhcNhPfroo3IcR6tXr+52bH/Y3x577LHYn8ePH68JEybolltu0bZt2zRt2rQ+qaGnrDliHzx4sNLS0tTU1BT3fFNTk/Ly8rpcJy8vL6nxqbRo0SK9++672rp1a1K3IJakjIwM3XnnnTpy5EiKqru8QYMGafTo0Qlr6E/bWpKOHz+uLVu26Kmnnkpqvf6wrSXFtlsy2/TLfEZS5WKoHz9+XJs3b076lreX29/6wqhRozR48OCENVzJ7W1NsGdmZmrSpEmqra2NPReNRlVbWxt3xPV5xcXFceMlafPmzQnHp4LjOFq0aJHeeecdvf/++xo5cmTSc0QiEX300UfKz89PQYU909raqqNHjyasoT9s689bu3athg4dqoceeiip9frDtpakkSNHKi8vL26bBoNBffDBBwm36Zf5jKTCxVA/fPiwtmzZoq985StJz3G5/a0vnDx5UufOnUtYwxXd3in9araPvfnmm47H43Gqq6ud//zP/3S++c1vOoMGDXL8fr/jOI7zd3/3d85zzz0XG//73//eSU9Pd3784x87f/zjH53ly5c7GRkZzkcffdRnNS9YsMDxer3Otm3bnNOnT8eW8+fPx8Z8se4XXnjB+d3vfuccPXrU2b9/v/PYY485WVlZzscff9xndX/72992tm3b5jQ0NDi///3vnZKSEmfw4MHOmTNnuqy5P2zriyKRiHPzzTc7S5YsueS1/rStW1panAMHDjgHDhxwJDk//elPnQMHDsSuHvnBD37gDBo0yNmwYYPzhz/8wZk5c6YzcuRI59NPP43N8ed//ufOL3/5y9jjy31GUl13KBRyHn74YWfYsGFOfX193D7f0dGRsO7L7W+prrulpcVZvHixs3v3bqehocHZsmWLc9dddzm33nqr097enrDuvtjeXbEq2B3HcX75y186N998s5OZmelMnjzZ2bNnT+y1+++/35k7d27c+PXr1zujR492MjMznXHjxjnvvfden9Yrqctl7dq1Cet+9tlnY+8xNzfX+Yu/+Aunrq6uT+uePXu2k5+f72RmZjo33XSTM3v2bOfIkSMJa3acK7+tL/rd737nSHIOHTp0yWv9aVtv3bq1y33jYn3RaNR5/vnnndzcXMfj8TjTpk275D0NHz7cWb58edxz3X1GUl13Q0NDwn1+69atCeu+3P6W6rrPnz/vPPjgg86QIUOcjIwMZ/jw4c7TTz99SUBfie3dFW7bCwCWseYcOwDgAoIdACxDsAOAZQh2ALAMwQ4AliHYAcAyBDsAWIZgBwDLEOwAYBmCHQAsQ7ADgGUIdgCwzP8DON6M1y9DySQAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 17.01x20.01 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 36.01x141.01 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 71.01x273.01 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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IRCIcOkQzDDpSiNgfi4J+Au8j3MUkHLqRr9VqAQBhYWE2j4eFhVmf02q1CA0NtS1CIkFwcLB1mV8zGAwwGAzW+3onzW1FOs8t9oNlZmZCqVRabxEREUKXRO6RQwOmUqkAADU1NTaP19TUWJ9TqVSora21ed5kMuH69evWZX4tIyMDOp3OequsrHRk2YQhhwasV69eUKlUyMvLsz6m1+tx6NAhaDQaAIBGo0FdXR2Kioqsy+zduxcWiwWJiYlttiuTyaBQKGxuLIiu1yM6fy6KDC1M2vdGdm+DNTQ0oLS01Hq/vLwcx48fR3BwMCIjI7Fs2TK8+uqr6NevH3r16oU//elPUKvV1m+asbGxmDhxIhYsWIBNmzbBaDQiLS0Ns2bNuqdvkCyZKqvQ64kqfHFiKBK6FQtai6ewO2BHjx7FuHHjrPfT09MBAHPnzkV2djaef/55NDY2YuHChairq8OoUaOQm5sLX9//XjV269atSEtLw/jx4yESiZCSkoK33nrLAW+HuJpO7QcTCqv9YL8YccL480WxPMP8ilEo2joYYW87ZvITwfaDEdf0fuQB1Pe2CNI3BcxL8BIeIrnc6f1SwLzED9P/hslHnDsBMEAB8xpKkR/U0htO75cCRpiigHkRMWcBJ3XuNZkoYF5kilyHNee/h3nsfU7rkwLmRaScGMNlUuifq0dt6gNO6ZMC5oUOD92GoGk/gR85BOA4pn1RwLzUtwN24J2cLIj8/Jj2QwEjTFHAvFg3EYeStYPA3T+QWR8UMC/WRSzHxUffxfWBgcz6oIARpihghCkKGEFdchNuzNUwaZsCRnD+N1ug/v1FJm1TwAhTFDDCFAWMAAA0wRdxZZEGolY/znEEChgBALzQ9QIOrPg7RF2DHdouBYwwRQEjTFHACACgyNCCGeeng281i5Ej0BytBADwSsVU8A/+5PBrStIIRpiigLUiieiB8g/j8bDiB6FL8RgUsFYswYE4/5stSJA595c3QsvWh+LExR5M2qaAEWxYm4Lop4vuvmAHUMAIUxQwwhTtpvBiRt6MD/Td4VPPbmonCpgXKzc149OE3vBvYnd9AgqYlxpzajrkKwLA3zzNtB8KmBcaemQWRLu7wO9IAfO+KGBeqEtWAKTfsA8XQN8iCWMUMC+yvxkY+4cF8D3ivCvg0irSS7x6NQbvF4xG9O4jDj9joj0UMA9m4I24ZLp1WZwPdo9D9IvO2e5qjQLmwVbXJuAHza2py3ubjkCIK27QNlgrXPlPGPHcImyt7yp0KQ5h5MWwNDfD0twM3mQSpAYawVox6/VQbi3EigenI7tnDfwkRnzedzfEHP0ddhQFrA3R848CAExhoag43IQeEj9IObHAVbkn+tNsh7mmFqkJj+Cx0slCl+K2KGB3Yb56DTdNwl1UvTNmdynET58NgCSCzdmq94IC5sGGyGQ4PWIrtJMjII7tJ0gNFDAvULRqI0oWCvPNmAJGmKKAEaYoYN6im4HpdOV3QgHzEmUPbsaCnC+c3i8FjDBFAWuHyN8f5Ws1SFEfE7oUt0WHitohCgzAsTnrESBy7LSS3oRGMMIUBYwwZXfA9u/fj6lTp0KtVoPjOGzfvt3m+Xnz5oHjOJvbxIkTbZa5fv06Zs+eDYVCgaCgIMyfPx8NDQ2deiPENdkdsMbGRsTHxyMrK+uOy0ycOBHV1dXW24cffmjz/OzZs1FcXIw9e/Zg165d2L9/PxYuXGh/9QyJ5HJYwhw747I3snsjf9KkSZg0aVK7y8hkMqhUqjafO3v2LHJzc3HkyBHcf//9AIC3334bkydPxptvvgm1Wm1vSUxUpQ3B0T/+HTKONvA7g8k22L59+xAaGor+/ftj8eLFuHbtmvW5goICBAUFWcMFAElJSRCJRDh0qO05EgwGA/R6vc2NNV4EyDj3PE3HlTg8YBMnTsQHH3yAvLw8vP7668jPz8ekSZNgNt/6sZRWq0VoaKjNayQSCYKDg6HVattsMzMzE0ql0nqLiIhwdNk2Gh5LhGFwE9M+nO3tG1F4/lCK0/t1+H6wWbNmWf89aNAgDB48GH369MG+ffswfvz4DrWZkZGB9PR06329Xs80ZEkrDmB1t2Jm7Qvhb99MQt/lhU7vl/luit69eyMkJASlpaUAAJVKhdraWptlTCYTrl+/fsftNplMBoVCYXMj7oF5wKqqqnDt2jWEh4cDADQaDerq6lBU9N85Qffu3QuLxYLExETW5RAns3sV2dDQYB2NAKC8vBzHjx9HcHAwgoODsXr1aqSkpEClUqGsrAzPP/88+vbti+TkZABAbGwsJk6ciAULFmDTpk0wGo1IS0vDrFmzXOYbJHEcu0ewo0ePYujQoRg6dCgAID09HUOHDsXKlSshFotx8uRJPPzww4iOjsb8+fORkJCA7777DjKZzNrG1q1bERMTg/Hjx2Py5MkYNWoU3nvvPce9K2LDwBvBOXNCilbsHsHGjh0Lnr/zj9C//vrru7YRHByMnJwce7smHTRlzv+g39FisJuJ9c7oWKQXkF5pgqW+XpC+KWCEKQqYhzPzQqwY/4tOOPRgr13tjwNPDAF//qJgNVDAPNgNkxzm4hJBa6BVJGGKAkaYooC14fDcePTetkjoMjwCBawNluNnIK9274/m8YvjsXOnRugyaCPfU53d3h9Rbx4UugwawQhbFDDCFAWMMEUBI0xRwAhTFDDCFAWMMEUBI0xRwAhTFDDCFAWMMEUBawvHgeeELqLjhD5NujU62N0G2b4wfBr1JgC50KXYTWe5icdnLETEudNOvTb3ndAI1oahQZWI9XG/cAGAhechLtfC7IQpru4FBYwwRQEjTFHAPIxC5IvHvzuBawuEP5sVoIB5HDEnwjxFLQxK1/gaTAEjTFHACFMUsFbE/XpjYJEIi7q0Pds1sR/taG2Fl8vwl/BjAAKELsVj0AjWCmeyoLjlJgy8UehSPAYFrBVzcQme6T8Wa6/GC12Kx6CA/QpvMMAC1/iK7wkoYIQpChhhigJGmKKAteGbtaMRc+BJocvwCBSwNig+LITkWKDQZXgEChhhigJGmKKA3YE6vxHRWxbTXv1OooDdAVdwAv3+fhFG3hV+OuG+KGCEKQoYYYoCRpiigBGmKGCEKQoYYYoCRpiigBGmKGCEKQoYYYoCRpiigLWD53lcMvF0wLsTKGDtMNfU4tlBE5By4WGhS3FbdgUsMzMTw4YNQ2BgIEJDQzFt2jSUlNhedLy5uRmpqano2rUrAgICkJKSgpqaGptlKioqMGXKFMjlcoSGhuK5556DyWTq/LthwFJfD6NZLHQZbsuugOXn5yM1NRWFhYXYs2cPjEYjJkyYgMbGRusyy5cvx86dO7Ft2zbk5+fj8uXLmDFjhvV5s9mMKVOmoKWlBQcPHsSWLVuQnZ2NlStXOu5dEZfB8TzPd/TFV65cQWhoKPLz8zFmzBjodDp069YNOTk5ePTRRwEA586dQ2xsLAoKCjBixAh89dVXeOihh3D58mWEhYUBADZt2oQXXngBV65cgY+Pz1371ev1UCqVGItHIOGkHS3/3uX1wNexu9j340CD/roEakZXvDXxRuzDDuh0OigUinaX7dQ2mE6nAwAEBwcDAIqKimA0GpGUlGRdJiYmBpGRkSgoKAAAFBQUYNCgQdZwAUBycjL0ej2Ki4vb7MdgMECv19vciHvocMAsFguWLVuGkSNHYuDAgQAArVYLHx8fBAUF2SwbFhYGrVZrXaZ1uH55/pfn2pKZmQmlUmm9RUREdLRs4mQdDlhqaipOnz6Njz76yJH1tCkjIwM6nc56q6ysZN4ncYwOzQ+WlpaGXbt2Yf/+/ejRo4f1cZVKhZaWFtTV1dmMYjU1NVCpVNZlDh8+bNPeL98yf1nm12QyGWQyWUdK9V4uMn+LXSMYz/NIS0vD559/jr1796JXr142zyckJEAqlSIvL8/6WElJCSoqKqDR3Jr1WKPR4NSpU6itrbUus2fPHigUCsTFxXXmvZBWtqb+FZY84Tcl7BrBUlNTkZOTgx07diAwMNC6zaRUKuHn5welUon58+cjPT0dwcHBUCgUWLp0KTQaDUaMGAEAmDBhAuLi4vDkk09i3bp10Gq1WLFiBVJTU2mUcqDBPr4Y0qUKJwWuw66Abdy4EQAwduxYm8c3b96MefPmAQDWr18PkUiElJQUGAwGJCcnY8OGDdZlxWIxdu3ahcWLF0Oj0cDf3x9z587FmjVrOvdOiEuyK2D3ssvM19cXWVlZyMrKuuMyUVFR2L17tz1dEzdFxyIJUxQwwhQFjDBFASNMUcAIUxQwwhQFjDBFASNMUcA82O+DvwfyekDSM1KwGihgHizWR46vY3eh4rEe4BIGCFIDBcwLnFq+ARfmCDMtOwWMMEUB8xLzx3+L8+8Nc3q/dMVbL/FSSAn6j63Ge+jt1H5pBCNMUcAIUxQwwhQFzIsEiRvBjxwCUaDzdllQwLzIeD8zvtmWDYOmv9P6pIARpihgXqhirhm6OSOc0hcFzAuVjtuMuocb776gA1DACFMUsHaIuwaj/1Ep3u77sdClONzWYe+j28EgcIx/TU8BawcnleI11XeIlvoLXYrDJch8sLL7l+DEbKcHpYB5MTF4iFShTEcxCpgX6yMNwLb9n+DGzPuY9UEB83JykQ94himggBGmKGCEKQoYYYoCRjB0yXGUr9UwaZsCRvBujwLEaS4yaZsCRpiigBGmKGAEALCgez4ubLkP4iClQ9ulgBEAwBR5M06P3wTO37HHXSlghCkKGGGKAkaYooARpihghCkKGGGKAkaYooC1gzdbcKBZCZ3lptCluC0KWDvMV65gffRAzDz/qNCluC0K2N1YzOB5F7k+MWMyToI+O67g+u8dd+oOBYxYiTkR3lIfQWO44/6gKGCEKQoYYYoCRqwMvBHxry9B1I7rDmuTZpkmAIAiQwteujgD3beWwHz1msPapYARNFluhQvjq2B2cNu0iiQYmbkM4pR6Jm1TwAikjTzMdTombVPACFN2BSwzMxPDhg1DYGAgQkNDMW3aNJSUlNgsM3bsWHAcZ3NbtGiRzTIVFRWYMmUK5HI5QkND8dxzz8FkMnX+3RCXY9dGfn5+PlJTUzFs2DCYTCa89NJLmDBhAs6cOQP/Vj8WWLBgAdasWWO9L5fLrf82m82YMmUKVCoVDh48iOrqajz11FOQSqV47bXXHPCWiCuxK2C5ubk297OzsxEaGoqioiKMGTPG+rhcLodKpWqzjW+++QZnzpzBf/7zH4SFhWHIkCF45ZVX8MILL+Dll1+Gj49PB94GG6LAQJSsjcMrPT4VuhS31altMJ3u1oZhcHCwzeNbt25FSEgIBg4ciIyMDDQ1NVmfKygowKBBgxAWFmZ9LDk5GXq9HsXFxZ0px+FE/nKcfOTvmB3ouP1C3qbD+8EsFguWLVuGkSNHYuDAgdbHf/e73yEqKgpqtRonT57ECy+8gJKSEnz22WcAAK1WaxMuANb7Wq22zb4MBgMMBoP1vl6v72jZxMk6HLDU1FScPn0aBw4csHl84cKF1n8PGjQI4eHhGD9+PMrKytCnT58O9ZWZmYnVq1d3tFQioA6tItPS0rBr1y58++236NGjR7vLJiYmAgBKS0sBACqVCjU1NTbL/HL/TtttGRkZ0Ol01ltlZWVHyraLZfRQnHu+F6Qc21mYPZ1dAeN5Hmlpafj888+xd+9e9OrV666vOX78OAAgPDwcAKDRaHDq1CnU1tZal9mzZw8UCgXi4uLabEMmk0GhUNjcWKse6YeyWZsg46TM+/Jkdq0iU1NTkZOTgx07diAwMNC6zaRUKuHn54eysjLk5ORg8uTJ6Nq1K06ePInly5djzJgxGDx4MABgwoQJiIuLw5NPPol169ZBq9VixYoVSE1NhYzxRQGI83E8z/P3vDDX9pmOmzdvxrx581BZWYk5c+bg9OnTaGxsREREBKZPn44VK1bYjDqXLl3C4sWLsW/fPvj7+2Pu3LlYu3YtJJJ7y7ter4dSqcRYPAIJgxGm8tOBWDnoS8wKvOHwtl1JhakBc5amI/DQJZi0NXd/wc9MvBH7sAM6ne6uaxO7AuYqWAdsxAkjVndzrV0mjpatD8WaQw8h+g+nwRtb7HqtPQGjY5GticQQh4VCxnn2YatyYwPWHHoI/eYesztc9qLzwVoRDeyHD3dvRgAngyf/7T29ZDmiv/4Bzlh1UcB+pv3jA7jviVNQivyELsVh3tep8M9Xpt32eJfDZTA76eQCChiA+lkjIJ9Yg82R3wldSqcZeTOmljyMZpMUly6GIjqn8LZlHH3Wanu8O2AcB1FAAP7v1WxMkTcLXU2nGXkzyk3NEM1sgezKT4jGj0KX5N0BM/42Adn//Bu6i+XwhG2uqSUPQ5TSBPONK0KXYuW1AfvphQfQd3IZIiUBQpfiEL2+WIiIXMDvxmGhS7HhtQHjh+uwvd/XQpfRaU2WFiy//Bv0+swC6TdHhS7nNt4ZMJEYdzgo4TaM/K1N9ZMtYlwabYHU4HrhArwwYCK5HHN+KEGyfD8A970W97j/XQJlUTVgtoA3VAldzh15XcDAcXjA9xJCxO697eV3tQWmHyuELuOuvC9gPI/1V8ahu6wO4dIbeEpxVeiK7HLD3IT36uIhbjQ6ZU98Z7n/d3M7WZqaUHK/EXsH+WPzsulCl2O3zxp6Y+8gf/BHTwtdyj3xvhGsFd/9xZg06QmHtjn8g5PMzsTo9cVCxK6/DqCUSfsseHXALE1NwImzDm3zs3/9Bv/qPvqOz08bfRh/CT92z+190SjH8i+fAgBE/scCc4n7hAvw8oCxoH7jYLvP73hzBB54+N5D8kbpBPRddvvxRHdBJxwSu9EJh8RlUMAIUxQwwhQFjDBFASNMUcAIU265H+yXPSsmGOEWB+Q8jAlGAP/9f2iPWwasvv7WjMgHsFvgSrxbfX09lEplu8u45Y5Wi8WCkpISxMXFobKy0imTobgyvV6PiIgIp30WPM+jvr4earUaIlH7W1luOYKJRCJ0794dAJw22447cOZncbeR6xe0kU+YooARptw2YDKZDKtWraI5xeDan4VbbuQT9+G2IxhxDxQwwhQFjDBFASNMuWXAsrKy0LNnT/j6+iIxMRGHD7vWhB+svPzyy7ddyS4mJsb6fHNzM1JTU9G1a1cEBAQgJSXltmsSOJvbBezjjz9Geno6Vq1ahWPHjiE+Ph7Jyck28+57sgEDBqC6utp6a32lleXLl2Pnzp3Ytm0b8vPzcfnyZcyYMUPAagHwbmb48OF8amqq9b7ZbObVajWfmZkpYFXOsWrVKj4+Pr7N5+rq6nipVMpv27bN+tjZs2d5AHxBQYGTKrydW41gLS0tKCoqQlJSkvUxkUiEpKQkFBQUCFiZ81y4cAFqtRq9e/fG7NmzUVFxa36KoqIiGI1Gm88mJiYGkZGRgn42bhWwq1evwmw2t3m1tjtdqc2TJCYmIjs7G7m5udi4cSPKy8sxevRo1NfXQ6vVwsfHB0FBQTavEfqzccuzKbzVpEmTrP8ePHgwEhMTERUVhU8++QR+fq45O7ZbjWAhISEQi8VtXq3tTldq82RBQUGIjo5GaWkpVCoVWlpaUFdXZ7OM0J+NWwXMx8cHCQkJyMvLsz5msViQl5cHjUYjYGXCaGhoQFlZGcLDw5GQkACpVGrz2ZSUlKCiokLYz0awrxcd9NFHH/EymYzPzs7mz5w5wy9cuJAPCgritVqt0KUx98wzz/D79u3jy8vL+e+//55PSkriQ0JC+NraWp7neX7RokV8ZGQkv3fvXv7o0aO8RqPhNRqNoDW7XcB4nufffvttPjIykvfx8eGHDx/OFxYWCl2SU8ycOZMPDw/nfXx8+O7du/MzZ87kS0tLrc/fvHmTX7JkCd+lSxdeLpfz06dP56urqwWsmOfpdB3ClFttgxH3QwEjTFHACFMUMMIUBYwwRQEjTFHACFMUMMIUBYwwRQEjTFHACFMUMMLU/wetQ678BVR7XgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 46.01x138.01 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 33.01x62.01 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 58.01x180.01 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 47.01x114.01 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 17.01x20.01 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 41.01x153.01 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 75.01x271.01 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 56.01x134.01 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 34.01x54.01 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 72.01x214.01 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 40.01x123.01 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 18.01x20.01 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 69.01x270.01 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 33.01x55.01 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 103.01x257.01 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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FADBv3jxs27YNf/zjH9HU1ITFixejrq4OY8eORVZWFtzd3U0/s2PHDixbtgwTJ06ERCJBYmIi3njjDQa/DukqKYywk03tbksQRVHkHcJSGo0GCoUCEzADLoLrff2M1M8Pfzv5GQa4eVo5nX27bmjCLs1A/PvpR53mxpp6UYdc7Ed9fT2T7XX6L4mYCZR6YbnfJei86NkVnUWlIoQxKhUhjFGpCGGMSkXa1NzDBS4hbR+MJx2jUpE25b74dzRs8+Adwy5RqUibPCVukLnQQ0o7g0pFCGNUKkIYo1IRwpjTlEpsbcUT3/0O2zWBvKPYjYf8K/HTPBWkvnSHX0s4TamMTU0ImnEBa3Nn8Y5iN14JPoXDL70F8YGevKPYFacpFSG2QqUihDEqFSGMUakIYYxKRQhjVCpCGKNSEcIYlYoQxqhUhDBGpSKEMacr1YCN16B6Zgmaja28oxAH5XT3oTKUlsNPKoURRt5RiINyuiUVIdZGpSKEMSoVadc2TRAe/OhpSKpreUexK063TUXu344rcej334Wg279YhpZUhDBGpSLtWhGRjR8/jIFLBD1j2RJOWSqhVYf0n6JRpqMnK3ZkmmcLvh+7FUY/H95R7IpTlkpffgkHo70w58zveEchDsgpS0WINVGpCGGMSkUIY1QqQhijUpEOSSCg9AkFtNNG8I5iN6hUpENSQYKS32xB5Rw6r+J+UakIYYxKRQhjVCpCGKNSEcIYlYoQxqhUhDBGpSKEMacuVcBqVwx59WneMYiDcepSiSfPosepFt4xiINx6lIRYg1UKkIYo1IRwhiVihDGqFSEMEY30yTteq22N/754WQAQM8zdOnH/aJSETM/GZrxefOt+/xtOT0evV84wjmR/aFSETOvXh+FolhXAEBv8TvOaewTlYqYRO5bjPDPAXfjt7yj2DXaUUHwk6EZiyrHICxbgHsmFaqraElFkNcShMqxOnjqCnlHcQi0pHJgr9zoh1/MXYDXanvzjuJUqFQOrKpVAUneSVS1KtodZ1VNNFbmz4FoMNgwmWOjUjmBJoMMzcbWNof9a/849F94HDBSqVixuFT5+fmYPn06QkNDIQgC9u3bZzZ8/vz5EATB7DV58mSzcWpra5GUlAS5XA5fX18sXLgQjY30WBtruTTTH3GbVvCO4TQsLlVTUxOGDBmC9PT0dseZPHkyqqqqTK9du3aZDU9KSsLZs2eRnZ2NzMxM5OfnY/HixZanJ+0aefLXyNk9EgCgv3IVsjqRcyLnYfHevylTpmDKlCkdjiOTyaBUKtscdv78eWRlZeHYsWMYPnw4AODNN9/E1KlTsXHjRoSGhloaibRB/FcgQrfS2RA8WGWbKjc3F0FBQXjwwQexdOlS3LhxwzSsoKAAvr6+pkIBQHx8PCQSCQoL296lq9VqodFozF6EdFfMSzV58mRs374dOTk5eOWVV5CXl4cpU6bA8J+9S2q1GkFBQWY/4+LiAn9/f6jV6janmZaWBoVCYXr16sXmGbSXU0dDWHWNybQIuY35wd85c+aY/hwdHY2YmBj06dMHubm5mDhxYqemmZqaipSUFNN7jUbDpFieY64je8CnXZ4OIXey+i713r17IzAwEKWlpQAApVKJmpoas3H0ej1qa2vb3Q6TyWSQy+VmL0K6K6uX6vLly7hx4wZCQkIAACqVCnV1dSgqKjKNc/DgQRiNRsTFxVk7DiFWZ/HqX2Njo2mpAwDl5eU4deoU/P394e/vj/Xr1yMxMRFKpRJlZWX44x//iL59+yIhIQEAMGDAAEyePBmLFi1CRkYGdDodli1bhjlz5tCeP+IQLF5SHT9+HMOGDcOwYcMAACkpKRg2bBjWrFkDqVSK06dP47HHHkP//v2xcOFCxMbG4ptvvoFMJjNNY8eOHYiKisLEiRMxdepUjB07Fm+//Ta734oQjixeUk2YMAGi2P6BxC+//PKe0/D398fOnTstnTUhdoHO/XNSjcYWRB16EoFn6Jw/1uh6KidVbdCjd7Iahmt0nI41WlIRwhiVihDGqFSEMEalIoQxKpWDinv6BEreojNUeHDKUknc3aF/NBYRilreUazmrZ6FeEz1/6eCuf9kxJ+rY1BvvInDLUasvzoV0LV9iT3pGqfcpS5EhGH/9nR4S9x5R7EZr48KcWK/Gw6cC8YfvvmvW/elIFbhlKVyVqJej4xFiRhwTQM65Gs9Trn6JzQ249HvnkRWs+zeI9uxaM/LuPGUCi7KYNNnkryTMJz7gWMqx+eUpdJfuQq/aSVYfWEG7yhWtVChxvHnt6BpWDggkfKO4zScslTO5sX0f6Dsg2jeMZwGlcoJjHGXINifbpZjK05dqoZmGcp1dBNPwpZTlypywUXMT06594iEWMCpS2VsaoJrEz3LlrDl1KUCAEmLAds0QbhuaOIdhTgIpy+VUPAddg3shb9UxfOOQhyE05cKAGA04Ic1g9HnwyW8kxAHQKX6D7esYwg8IfCOQRwAleoOQgd3iSLkflGp7uD/xQ/4xewF+HeTJ+8oxI7RWep3MNyoheRwPWoN3gCaecchdoqWVIQwRqUihDEq1c+JRmzY8TgmX5jGOwmxU1SqnxNF9HrhCCqzI3gnIXaKSkUIY1QqJ/Fsn69QsTcaLmE9eUdxeFQqJzHTqxGnRr8LUeHNO4rDo1IRwhiVqh0PfHgVo1OWoMyBrgyWCa4YsL0ElatG847i0KhU7dBf/BG+n59Dg9GVdxSm/hZyAsEPX0HD7FEQXN14x3FIVKp7MMDxzlz/etB+vL9hIyT+vryjOCQqVQcMDQ1YNeO36Js7n3cU5sJdPJCUX4SqFFoVZI1K1RFRhPH0Bfh/6YFBBUnQiY5zs2RXQYoknxtoVfBO4nioVPfB770CRDzXjGbR8Z6SYZSJkPr5QernR9tYjNClH07uUNJG3Jhza7tx3rpn4LetgHMi+0dLqvt1vRaj/vkMVtU41u2Tg6ReGODmiQFunlA8eRkVa2kbq6uoVPfJUFeP8HVHsKMoDvktvNNYR/aATzH/8WxIB/SDxN15nt3FGpXKQv0XncTzv/sd7xhW81xACf6VvQM3H3GsJbItUaksZTRAojPyTmFVnhI3hK8pRmNWb9R/3hcukXQZjCVoR0UnSBu1WFE1HMsDc9HH1TFPUN0ekQ8AMIhGxMUnw6eiR7vjujbqIRw+ZaNk3Z8givZ3Xy6NRgOFQoEJmAEXgd9pRAGH/bAz8mtu8+8u/no9Ct/E2O82mF7UIRf7UV9fD7lc3uXp0epfF9SuCMPALU/zjsHdQt/jiDkh3PW6+LKKdzQuaPWvC8RjZ9DTfRhUoxOxc+B7iHTQVcF7CXHxxqvKk3d9XjnOD2W/UyFw50kYWxx0l2kbaEnVRZJvTkI+9SL+1TDEoU5jYmF35EF8tn4jJCHBTvXMYSoVC6KI3OmDMXjrMt5Jup0AiQdSDmSiYlUc7yg2Q6ViRF9+CWFftyLys0Wo0jvOhY1dJRUkmOhhwID4EpS/pEL5SyqIo4fwjmVVtE3FkEtOEaKOeuHSGQ+E0Ddr5uO+2UDfbADAoManEVHSA4Zr1zinsg5aUhGbO7R0IwZ9eZ13DKuhUjEmarX4/RvL6Q63HfCTeiLErZ53DKuhUjEm6vVQbjqCioMR2NEQAIPo2Kc0dZa/SyOE4YMhxA6CtH8f3nGYojMqrMjlgXC8980uBEq9eEfplm7/h/PrsgQ0jee3fcX6jAranLYm+/v/yqakwq0VpTW9MrEu77F7jn+uKhiRc890+++VSkW4GyqTYV+/L+853mc93ZE2ax6EDtaovcvqYTx9gWE6y1GprIy2qNiZ5tmCaW/+o8NxIvcvRv+lNgrUDtpRYUWGK1V48tdLMf7Mr3hHcRr/mvwWEr7XmF7Sr0NtfooULamsSNTrgaOnUVNPV9HaSqzMDbGyi6b3oz1LsHjlcoRl1sBQXGqTDLSkIg5tlLsUp5/ZjJpxPWx23w2LSpWWloYRI0bAx8cHQUFBmDlzJoqLi83GaWlpQXJyMgICAuDt7Y3ExERUV1ebjVNRUYFp06bB09MTQUFBePbZZ6HX67v+2xDSjp2rN8L4WaBN5mVRqfLy8pCcnIyjR48iOzsbOp0OkyZNQlNTk2mclStX4tNPP8XevXuRl5eHq1evYtasWabhBoMB06ZNQ2trK44cOYL33nsP27Ztw5o1a9j9Vt2MItMbvbMd92Yx9qC/qxf+O+IASjeNgrRvpFXn1aWDv9euXUNQUBDy8vIwfvx41NfXo0ePHti5cycef/xxAMCFCxcwYMAAFBQUYNSoUfjiiy/wy1/+ElevXkVwcDAAICMjA8899xyuXbsGN7d73yXVXg7+3kmIHYQ/7dmFYbImKCQevOM4tdEpS+D79UUYqmsAdLPL6evrb52/5e/vDwAoKiqCTqdDfHy8aZyoqCiEh4ejoODWnU8LCgoQHR1tKhQAJCQkQKPR4OzZs23OR6vVQqPRmL3sjXjiHF4ZNBKLfvwl7yhO76uNm1D1tr/Vpt/pUhmNRqxYsQJjxozB4MGDAQBqtRpubm7w9fU1Gzc4OBhqtdo0zp2Fuj389rC2pKWlQaFQmF69evXqbGx+RBHGlhZcfb0ven/ye95pnJq3xB1rB2bi8keD4NIzlPn0O12q5ORkfP/999i9ezfLPG1KTU1FfX296VVZWWn1eVqL10eFCD3IOwWZ6dWIY3FbIcrZn5fZqeNUy5YtQ2ZmJvLz8xEWFmb6XKlUorW1FXV1dWZLq+rqaiiVStM43377rdn0bu8dvD3Oz8lkMshkss5EJcTmLFpSiaKIZcuW4ZNPPsHBgwcRGWm+FyU2Nhaurq7IyckxfVZcXIyKigqoVLduV6VSqXDmzBnU1NSYxsnOzoZcLsfAgQO78rvYDfmhcoxfuhi7G/x4RyFWYNGSKjk5GTt37sT+/fvh4+Nj2gZSKBTw8PCAQqHAwoULkZKSAn9/f8jlcixfvhwqlQqjRo0CAEyaNAkDBw7Ek08+iQ0bNkCtVmPVqlVITk52mqWRoboGHvtrUPmiP4CfeMchjFlUqi1btgAAJkyYYPb51q1bMX/+fADA66+/DolEgsTERGi1WiQkJGDz5s2mcaVSKTIzM7F06VKoVCp4eXlh3rx5eP7557v2mxDSTVhUqvs5pOXu7o709HSkp6e3O05ERAQ+//xzS2ZNiN2gc/8IYYxKRQhjVCpCGKPrqYjTifz8KciuuEEwApE17C+9p1IRp/GToRkHbyrRb6sewuHjAABrPFKCSkWcxmr1IyhVGSDoT1l1PrRNRZyGEcKtWxxYGZWKOIW360PxVUmUTeZFpSJO4Z20GejzxCmbzItKxdGBp8ag764lvGMQxqhUPB09De9L9FfgaOhvlBDGqFSEMEalIoQxKhVnUq2I060t9HA4B0Kl4qzHO8eQOmoGDmvpr8JR0N8kZ6JeD33NdfzPa09jwvczecdhpu/OJYgufIJ3DHyr1WHw359GwDHbPbibzv3rDowGBL11BBfDVcBg3mE677Nmd1zR+UMnStFvWx1qRvvhnSglfiOvhIzDnYQPtxjxt8tT0fPVQhiM1jh1tm1UKsLMy8/Og+e+/9x+TryAwO+Bj/Y8iKEnKxDL4Z4+i/+5DGFpBTZ/nCmt/hFmBFG89Q/4jn/EBk0jVqQsx7Bjc2yWo1zXiJGpSxHxUQ2X5wNTqboR70sCFlaMhU603aoKCxX6RswpfxSy6613DzQa4PlJIeovKWyWp0F0QeD+czZ7yNvPUam6kaD0I1AnynHdcJN3FItsrxuOn8bUQnLoFO8o3QJtU5FOOdpiwOoFT0FoNULa3ArgPO9I3QYtqYjF/lwdg7kHlkB6+AyEgu9g/O7ehQo4KcFDx2dbfdX2lRv9MDM3GWKrzqrz6QiViljkuqEJH2WOQf/Fxyy6itZ/awFC/qcFjUatFdMBGd88gn7zi2BsbrbqfDpCq3/kvlXpG7Fgxu/Ru/R70ElV7aMlFblvBgBS9Q0YGxp4R7mLVtQh8t+LEXZA4B2FSkXuT5W+EQebH4Bo7MIySm/AwZtK1Bia7j2uBWoMTfii2Q8DX6mG58eFTKfdGVQqcl/GHVqGXUP7mh4+3Rn6ysv4Z8xAxBc9xTAZMOXUAvwjejD05ZeYTrezaJuKdMggGjHonWSE57fC2NLS5ekZW1pgMLD9v9xolDDJxgotqUiHjBAR+XE9XA8UMZtmS6UPMup6MplWRl1P1Ffa7myN+0GlIjbXd8VRfPxUPJNpfbR0Evot478ddScqFSGMUalIuw63GDHp3CxINPwOpLbnlFaLX5yfDpcb3e88SdpRQdq1rnwG3H5xCVa5+7h469iSpRcv3j7NaWNVAiQTK7vlQWgqFeFCcuICZk55En3eKcdbPe9vm2h3gx/e+6/JgChC0tgCoM6qGTuLSkW4ELVaiKcv4Hqr/32N/0T5Izh2KAq9vysAgG65hLqNSkW4unbTG2W6RgBAuIsHXAWp2XCDaESFvhln9w5A701HeES0GJWKcCWbVYflbjMAQYLH8s5hie8Vs+FnWnX4yyNPIKSqCLa/ML5zqFSEK4NGY/pzRsYM/P1na4PSFiDsynGIujYu1e+mqFSk2wh+o+3VO3tZQt1Gx6kIYYxKRQhjVCpCGKNSEcIY7aggbYrZ+DR65vzUrQ+ydldUqm5EVA3BpfFe8JRI7z2ylflf0N3XrcfI3ahU3Uj5rzxR8pvNADx4RyFdQNtUhDBGSyrOxDFDUT7j1pJp2OgfOKchLFCpOJIGB+HSw7dX+YijoFJxFJ1Vg1099oO2oRwLbVNxIIyIxo8fxuC3fgVQSKhQjoaWVDYicXeHMaYfIBFwdbQ3isfRXj5HRaWyEWNMP2R+su2ui/CI46FSWZE0OAjGXa7wdtUi1OMCFcpJUKmsRBIThepRfjjY/zXabnIyVCprEAT8sMAXZbO3gLabnA+VijGJpyci84x4KfANAG684xAOqFSM3FikgtZPgNEF2By0AZGu3rwjdcq3Wh1+c/Qp9LnSSGeodxKVqjMEARJv7zveCnhq5b/vuBOQfRYKAD6qG4HIud9RobrAooO/aWlpGDFiBHx8fBAUFISZM2eiuLjYbJwJEyZAEASz15IlS8zGqaiowLRp0+Dp6YmgoCA8++yz0FvwUGbu4qLx19M5SDt9AGmnD+Cl77KxQPEj71Skm7BoSZWXl4fk5GSMGDECer0ef/7znzFp0iScO3cOXl5epvEWLVqE559/3vTe09PT9GeDwYBp06ZBqVTiyJEjqKqqwm9/+1u4urripZdeYvArWYc0wB8X1vQHXES4BNxErMy+t5d+MjRj+EcpkLSYPyPXs1qAEvZx08ruyqJSZWVlmb3ftm0bgoKCUFRUhPHjx5s+9/T0hFKpbHMaX331Fc6dO4cDBw4gODgYQ4cOxQsvvIDnnnsO69atg5tb9/vHKg0MQGt0BE4mvm5Xu8frjTdR2CJvc9iPur548IUfYLhRa+NUjq9L21T19fUAAH9/8zsg7tixAx988AGUSiWmT5+O1atXm5ZWBQUFiI6ORnBwsGn8hIQELF26FGfPnsWwYcPumo9Wq4VWqzW919xxA0ZbuLCmL76f9SY87ahQAPB89RicHd3+UzVELRXKGjpdKqPRiBUrVmDMmDEYPHiw6fMnnngCERERCA0NxenTp/Hcc8+huLgYH3/8MQBArVabFQqA6b1arW5zXmlpaVi/fn1no3adFPCUdL8laFuOthiwdONyCEYRHjeM8NZ2r6cMOoNOlyo5ORnff/89Dh06ZPb54sWLTX+Ojo5GSEgIJk6ciLKyMvTp06dT80pNTUVKSorpvUajQa9evToX3BISKYyjoyEL6n4PPWtLVrMMf7s0CUEZhYDRwDuO0+rUpR/Lli1DZmYmvv76a4SFhXU4blxcHACgtLQUAKBUKlFdXW02zu337W2HyWQyyOVys5ctSL298Or7/8D5Me/bZH5dlfLeQkgmVlKhOLNoSSWKIpYvX45PPvkEubm5iIyMvOfPnDp1CgAQEhICAFCpVHjxxRdRU1ODoKAgAEB2djbkcjkGDhxoYXwy7NgcKP7hAwCIPH/FOk89JBaxqFTJycnYuXMn9u/fDx8fH9M2kEKhgIeHB8rKyrBz505MnToVAQEBOH36NFauXInx48cjJiYGADBp0iQMHDgQTz75JDZs2AC1Wo1Vq1YhOTkZMpmM/W/oAFZUDcepG22vERi/9ofs81u7wKlQ3YNFpdqyZQuAWwd477R161bMnz8fbm5uOHDgADZt2oSmpib06tULiYmJWLVqlWlcqVSKzMxMLF26FCqVCl5eXpg3b57Zca3upEV0gUE0QirY7iJpragze3/09eFQfHC0zXGV+NEGiYglBFEU7e1JJdBoNFAoFJiAGXCx8EHMFhEESKP6ovgv3ih7dKv15nOHs603kTLn95A03vE8pktXYGxosMn8nZFe1CEX+1FfX89ke53O/euIKMJwvgQ9skYhUvuU6WOfgCacHrmL2Wy0og7R+U9B1+wKoVmK/idPwXjHcTliX+yyVLcXrnrobPJEMK/3v0HvO3YAiqOiodnO7pTTemMrIlNroC+vAADo7jE+YUv/n2+c1UqbXa7+Xb582TbHqYhTqaysvOchovthl6UyGo0oLi7GwIEDUVlZabPjVvbk9gFy+n7aduf34+Pjg4aGBoSGhkIi6foOKbtc/ZNIJOjZsycA2PRgsD2i76djt78fhULBbJp0M01CGKNSEcKY3ZZKJpNh7dq1dBZGO+j76Zg1vx+73FFBSHdmt0sqQrorKhUhjFGpCGGMSkUIY3ZZqvT0dDzwwANwd3dHXFwcvv32W96RuFi3bt1d91iMiooyDW9paUFycjICAgLg7e2NxMTEu666diT5+fmYPn06QkNDIQgC9u3bZzZcFEWsWbMGISEh8PDwQHx8PEpKSszGqa2tRVJSEuRyOXx9fbFw4UI0NjZalMPuSvXhhx8iJSUFa9euxYkTJzBkyBAkJCSgpqaGdzQuBg0ahKqqKtPrznuGrFy5Ep9++in27t2LvLw8XL16FbNmzeKY1rqampowZMgQpKentzl8w4YNeOONN5CRkYHCwkJ4eXkhISEBLS0tpnGSkpJw9uxZZGdnIzMzE/n5+Wb3Xbkvop0ZOXKkmJycbHpvMBjE0NBQMS0tjWMqPtauXSsOGTKkzWF1dXWiq6uruHfvXtNn58+fFwGIBQUFNkrIDwDxk08+Mb03Go2iUqkUX331VdNndXV1okwmE3ft2iWKoiieO3dOBCAeO3bMNM4XX3whCoIgXrly5b7nbVdLqtbWVhQVFSE+Pt70mUQiQXx8PAoKCjgm46ekpAShoaHo3bs3kpKSUFFx6/KRoqIi6HQ6s+8qKioK4eHhTvldlZeXQ61Wm30fCoUCcXFxpu+joKAAvr6+GD58uGmc+Ph4SCQSFBbe/63e7KpU169fh8FgaPO+ge3dM9CRxcXFYdu2bcjKysKWLVtQXl6OcePGoaGhAWq1Gm5ubvD19TX7GWf9rm7/zh3921Gr1aabEd3m4uICf39/i74zuzxLndwyZcoU059jYmIQFxeHiIgI7NmzBx4e9nU3XUdiV0uqwMBASKXSNu8b2N49A52Jr68v+vfvj9LSUiiVSrS2tqKurs5sHGf9rm7/zh3921EqlXft8NLr9aitrbXoO7OrUrm5uSE2NhY5OTmmz4xGI3JycqBSqTgm6x4aGxtRVlaGkJAQxMbGwtXV1ey7Ki4uRkVFhVN+V5GRkVAqlWbfh0ajQWFhoen7UKlUqKurQ1FRkWmcgwcPwmg0mm4Ke1+6vp/Ftnbv3i3KZDJx27Zt4rlz58TFixeLvr6+olqt5h3N5p555hkxNzdXLC8vFw8fPizGx8eLgYGBYk1NjSiKorhkyRIxPDxcPHjwoHj8+HFRpVKJKpWKc2rraWhoEE+ePCmePHlSBCC+9tpr4smTJ8VLly6JoiiKL7/8sujr6yvu379fPH36tDhjxgwxMjJSvHnzpmkakydPFocNGyYWFhaKhw4dEvv16yfOnTvXohx2VypRFMU333xTDA8PF93c3MSRI0eKR48e5R2Ji9mzZ4shISGim5ub2LNnT3H27NliaWmpafjNmzfFp59+WvTz8xM9PT3FX/3qV2JVVRXHxNb19ddfi7h1KyCz17x580RRvLVbffXq1WJwcLAok8nEiRMnisXFxWbTuHHjhjh37lzR29tblMvl4oIFC8SGhgaLctClH4QwZlfbVITYAyoVIYxRqQhhjEpFCGNUKkIYo1IRwhiVihDGqFSEMEalIoQxKhUhjFGpCGGMSkUIY/8HVSEln8vgjqoAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "ename": "IndexError",
     "evalue": "index 0 is out of bounds for axis 0 with size 0",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mIndexError\u001b[0m                                Traceback (most recent call last)",
      "Cell \u001b[0;32mIn[17], line 17\u001b[0m\n\u001b[1;32m     15\u001b[0m \u001b[38;5;66;03m# bog2seg model\u001b[39;00m\n\u001b[1;32m     16\u001b[0m result \u001b[38;5;241m=\u001b[39m inference_detector(model, check_image_path)\n\u001b[0;32m---> 17\u001b[0m img, mask_save  \u001b[38;5;241m=\u001b[39m \u001b[43mshow_result_pyplot\u001b[49m\u001b[43m(\u001b[49m\u001b[43mmodel\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcheck_image_path\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mresult\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mscore_thr\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m0.3\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[1;32m     18\u001b[0m plt\u001b[38;5;241m.\u001b[39mimshow(mask_save)\n\u001b[1;32m     19\u001b[0m plt\u001b[38;5;241m.\u001b[39mshow()\n",
      "File \u001b[0;32m/SSD/cvprw/AIC23/BoxInstSeg/tools/mmdet/apis/inference.py:243\u001b[0m, in \u001b[0;36mshow_result_pyplot\u001b[0;34m(model, img, result, score_thr, title, wait_time, palette, out_file)\u001b[0m\n\u001b[1;32m    241\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mhasattr\u001b[39m(model, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mmodule\u001b[39m\u001b[38;5;124m'\u001b[39m):\n\u001b[1;32m    242\u001b[0m     model \u001b[38;5;241m=\u001b[39m model\u001b[38;5;241m.\u001b[39mmodule\n\u001b[0;32m--> 243\u001b[0m img, mask_save \u001b[38;5;241m=\u001b[39m \u001b[43mmodel\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mshow_result\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m    244\u001b[0m \u001b[43m    \u001b[49m\u001b[43mimg\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    245\u001b[0m \u001b[43m    \u001b[49m\u001b[43mresult\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    246\u001b[0m \u001b[43m    \u001b[49m\u001b[43mscore_thr\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mscore_thr\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    247\u001b[0m \u001b[43m    \u001b[49m\u001b[43mshow\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mTrue\u001b[39;49;00m\u001b[43m,\u001b[49m\n\u001b[1;32m    248\u001b[0m \u001b[43m    \u001b[49m\u001b[43mwait_time\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mwait_time\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    249\u001b[0m \u001b[43m    \u001b[49m\u001b[43mwin_name\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtitle\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    250\u001b[0m \u001b[43m    \u001b[49m\u001b[43mbbox_color\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mpalette\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    251\u001b[0m \u001b[43m    \u001b[49m\u001b[43mtext_color\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m200\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m200\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m200\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    252\u001b[0m \u001b[43m    \u001b[49m\u001b[43mmask_color\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mpalette\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    253\u001b[0m \u001b[43m    \u001b[49m\u001b[43mout_file\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mout_file\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    254\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m img, mask_save\n",
      "File \u001b[0;32m/SSD/cvprw/AIC23/BoxInstSeg/tools/mmdet/models/detectors/base.py:340\u001b[0m, in \u001b[0;36mBaseDetector.show_result\u001b[0;34m(self, img, result, score_thr, bbox_color, text_color, mask_color, thickness, font_size, win_name, show, wait_time, out_file)\u001b[0m\n\u001b[1;32m    336\u001b[0m             show \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mFalse\u001b[39;00m\n\u001b[1;32m    337\u001b[0m         \u001b[38;5;66;03m# draw bounding boxes\u001b[39;00m\n\u001b[1;32m    338\u001b[0m \u001b[38;5;66;03m#         print(\"Check return\")\u001b[39;00m\n\u001b[0;32m--> 340\u001b[0m         img, mask_save \u001b[38;5;241m=\u001b[39m \u001b[43mimshow_det_bboxes\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m    341\u001b[0m \u001b[43m            \u001b[49m\u001b[43mimg\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    342\u001b[0m \u001b[43m            \u001b[49m\u001b[43mbboxes\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    343\u001b[0m \u001b[43m            \u001b[49m\u001b[43mlabels\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    344\u001b[0m \u001b[43m            \u001b[49m\u001b[43msegms\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    345\u001b[0m \u001b[43m            \u001b[49m\u001b[43mclass_names\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mCLASSES\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    346\u001b[0m \u001b[43m            \u001b[49m\u001b[43mscore_thr\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mscore_thr\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    347\u001b[0m \u001b[43m            \u001b[49m\u001b[43mbbox_color\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mbbox_color\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    348\u001b[0m \u001b[43m            \u001b[49m\u001b[43mtext_color\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtext_color\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    349\u001b[0m \u001b[43m            \u001b[49m\u001b[43mmask_color\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmask_color\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    350\u001b[0m \u001b[43m            \u001b[49m\u001b[43mthickness\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mthickness\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    351\u001b[0m \u001b[43m            \u001b[49m\u001b[43mfont_size\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mfont_size\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    352\u001b[0m \u001b[43m            \u001b[49m\u001b[43mwin_name\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mwin_name\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    353\u001b[0m \u001b[43m            \u001b[49m\u001b[43mshow\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mshow\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    354\u001b[0m \u001b[43m            \u001b[49m\u001b[43mwait_time\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mwait_time\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    355\u001b[0m \u001b[43m            \u001b[49m\u001b[43mout_file\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mout_file\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    357\u001b[0m         \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m (show \u001b[38;5;129;01mor\u001b[39;00m out_file):\n\u001b[1;32m    358\u001b[0m             \u001b[38;5;28;01mreturn\u001b[39;00m img, mask_save\n",
      "File \u001b[0;32m/SSD/cvprw/AIC23/BoxInstSeg/tools/mmdet/core/visualization/image.py:358\u001b[0m, in \u001b[0;36mimshow_det_bboxes\u001b[0;34m(img, bboxes, labels, segms, class_names, score_thr, bbox_color, text_color, mask_color, thickness, font_size, win_name, show, wait_time, out_file)\u001b[0m\n\u001b[1;32m    347\u001b[0m             draw_labels(\n\u001b[1;32m    348\u001b[0m                 ax,\n\u001b[1;32m    349\u001b[0m                 labels[num_bboxes:],\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    354\u001b[0m                 scales\u001b[38;5;241m=\u001b[39mscales,\n\u001b[1;32m    355\u001b[0m                 horizontal_alignment\u001b[38;5;241m=\u001b[39mhorizontal_alignment)\n\u001b[1;32m    357\u001b[0m     plt\u001b[38;5;241m.\u001b[39mimshow(img)\n\u001b[0;32m--> 358\u001b[0m     mask_save \u001b[38;5;241m=\u001b[39m \u001b[43msegms\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;241;43m0\u001b[39;49m\u001b[43m]\u001b[49m\n\u001b[1;32m    359\u001b[0m     \u001b[38;5;66;03m############# \u001b[39;00m\n\u001b[1;32m    360\u001b[0m \u001b[38;5;66;03m#     plt.show()\u001b[39;00m\n\u001b[1;32m    361\u001b[0m     \n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    367\u001b[0m \u001b[38;5;66;03m#     print(\"Check num\")\u001b[39;00m\n\u001b[1;32m    368\u001b[0m \u001b[38;5;66;03m#     print(img)\u001b[39;00m\n\u001b[1;32m    369\u001b[0m     stream, _ \u001b[38;5;241m=\u001b[39m canvas\u001b[38;5;241m.\u001b[39mprint_to_buffer()\n",
      "\u001b[0;31mIndexError\u001b[0m: index 0 is out of bounds for axis 0 with size 0"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 22.01x23.01 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# import cv2\n",
    "for camera_location in camera_locations:\n",
    "    camera_path = os.path.join(VAL_DIR, camera_location)\n",
    "    channels = os.listdir(camera_path)\n",
    "    for channel in channels:\n",
    "        channel_path = os.path.join(camera_path, channel)\n",
    "        image_path = os.path.join(channel_path, 'dets')\n",
    "        image_file_names = get_image_file_names(image_path)\n",
    "        for image_file_name in image_file_names[600:680]:\n",
    "            check_image_path = os.path.join(image_path, image_file_name)\n",
    "            check_image = cv2.imread(check_image_path)\n",
    "            check_image = cv2.cvtColor(check_image, cv2.COLOR_BGR2RGB)\n",
    "            plt.imshow(check_image)\n",
    "            plt.show()\n",
    "            # bog2seg model\n",
    "            result = inference_detector(model, check_image_path)\n",
    "            img, mask_save  = show_result_pyplot(model, check_image_path, result, score_thr=0.3)\n",
    "#             plt.imshow(mask_save)\n",
    "#             plt.show()\n",
    "#             break\n",
    "        break\n",
    "    break"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(mask_save)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[False, False, False, ..., False, False, False],\n",
       "       [False, False, False, ..., False, False, False],\n",
       "       [False, False, False, ..., False, False, False],\n",
       "       ...,\n",
       "       [False, False, False, ..., False, False, False],\n",
       "       [False, False, False, ..., False, False, False],\n",
       "       [False, False, False, ..., False, False, False]])"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mask_save"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Draft"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from mmdet.apis import init_detector, inference_detector, show_result_pyplot\n",
    "import mmcv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "config_file = '/SSD/cvprw/AIC23/experiments/swin-l-640/swin-l-640.py'\n",
    "# download the checkpoint from model zoo and put it in `checkpoints/`\n",
    "# url: https://download.openmmlab.com/mmdetection/v2.0/faster_rcnn/faster_rcnn_r50_fpn_1x_coco/faster_rcnn_r50_fpn_1x_coco_20200130-047c8118.pth\n",
    "checkpoint_file = '/SSD/cvprw/AIC23/experiments/swin-l-640/iter_10000.pth'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "load checkpoint from local path: /SSD/cvprw/AIC23/experiments/swin-l-640/iter_10000.pth\n"
     ]
    }
   ],
   "source": [
    "# build the model from a config file and a checkpoint file\n",
    "model = init_detector(config_file, checkpoint_file, device='cuda:0')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'/SSD/cvprw/AIC23/BoxInstSeg/tools'"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%pwd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/SSD/cvprw/AIC23/BoxInstSeg/mmdet/datasets/utils.py:65: UserWarning: \"ImageToTensor\" pipeline is replaced by \"DefaultFormatBundle\" for batch inference. It is recommended to manually replace it in the test data pipeline in your config file.\n",
      "  warnings.warn(\n",
      "/opt/conda/torch190/lib/python3.8/site-packages/torch/_tensor.py:575: UserWarning: floor_divide is deprecated, and will be removed in a future version of pytorch. It currently rounds toward 0 (like the 'trunc' function NOT 'floor'). This results in incorrect rounding for negative values.\n",
      "To keep the current behavior, use torch.div(a, b, rounding_mode='trunc'), or for actual floor division, use torch.div(a, b, rounding_mode='floor'). (Triggered internally at  /tmp/pip-req-build-pma2oi4d/aten/src/ATen/native/BinaryOps.cpp:467.)\n",
      "  return torch.floor_divide(self, other)\n"
     ]
    }
   ],
   "source": [
    "# test a single image\n",
    "img = '02040_037.png'\n",
    "result = inference_detector(model, img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import cv2\n",
    "import matplotlib.pyplot as plt\n",
    "test = cv2.imread(img)\n",
    "plt.imshow(test)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 49.01x161.01 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# show the results\n",
    "show_result_pyplot(model, img, result, score_thr=0.3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(result[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(result[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(100, 5)"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result[0][0].shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0, 5)"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result[0][1].shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "100"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(result[1][0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(result[1][1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "torch190",
   "language": "python",
   "name": "torch190"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.0"
  },
  "pycharm": {
   "stem_cell": {
    "cell_type": "raw",
    "metadata": {
     "collapsed": false
    },
    "source": []
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
