{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "99d57579-b85c-4c0f-9641-26c7bd587b4d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "6\n"
     ]
    }
   ],
   "source": [
    "from utils import CustomDataset, TestingDataset, transform\n",
    "from torch.utils.data import Dataset, DataLoader\n",
    "import torch\n",
    "import numpy as np\n",
    "from resnet_model_mask import  ResidualBlock, ResNet\n",
    "import torch\n",
    "import torch.nn as nn\n",
    "import torch.optim as optim\n",
    "import tqdm\n",
    "import torch.nn.functional as F\n",
    "from sklearn.metrics import accuracy_score\n",
    "%matplotlib inline\n",
    "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n",
    "# device = 'cpu'\n",
    "num_gpus = torch.cuda.device_count()\n",
    "print(num_gpus)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "11df53b2-8055-465f-9648-110211d5ea0f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "num params encoder  19395\n"
     ]
    }
   ],
   "source": [
    "model = ResNet(3, ResidualBlock, [3, 4, 6, 3], num_classes=2).to(device)\n",
    "model = nn.DataParallel(model).to(device)\n",
    "\n",
    "model.load_state_dict(torch.load('../cnn/models_8/model-109-99.565.pt'))\n",
    "model = model.eval()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "940dea95-11fe-4da5-ae0c-299bf016cb19",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create custom dataset instance\n",
    "test_data_dir = '/mnt/buf0/pma/frbnn/test_ready'\n",
    "test_dataset = TestingDataset(test_data_dir, transform=transform, bit8=True)\n",
    "# test_dataset = CustomDataset(test_data_dir, transform=transform)\n",
    "\n",
    "testloader = DataLoader(test_dataset, batch_size=256, shuffle=True, num_workers=32)\n",
    "num_classes = 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "312e2267-3c8a-4b46-9a99-5669a9ce8f8d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[6.40000000e-05 1.55505988e-04 3.77845506e-04 9.18081856e-04\n",
      " 2.23073791e-03 5.42020474e-03 1.31699108e-02 3.20000000e-02]\n"
     ]
    }
   ],
   "source": [
    "dm_ranges = np.linspace(5, 1000, 8)\n",
    "snr_ranges = np.linspace(10, 100, 8)\n",
    "freq_ranges = np.linspace(900, 2157.7199, 100)\n",
    "boxcar_ranges = np.power(10,np.linspace(np.log10(6.4e-5), np.log10(0.032), 8))\n",
    "print(boxcar_ranges)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "a59feeda-f188-4631-b962-a4d7f160ba4b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "===========================\n",
      "accuracy:  99.535\n",
      "===========================\n"
     ]
    }
   ],
   "source": [
    "from tqdm import tqdm\n",
    "# eval\n",
    "model.training\n",
    "val_loss = 0.0\n",
    "correct_valid = 0\n",
    "total = 0\n",
    "results = {'pred': [], 'true':[], 'freq':[], 'snr':[], 'dm':[], 'boxcar':[]}\n",
    "model.eval()\n",
    "with torch.no_grad():\n",
    "    for images, labels in testloader:\n",
    "        inputs, labels = images.to(device), labels\n",
    "        outputs = model(inputs)\n",
    "        _, predicted = torch.max(outputs, 1)\n",
    "        results['pred'].extend(predicted.cpu().numpy().tolist())\n",
    "        results['true'].extend(labels[0].cpu().numpy().tolist())\n",
    "        results['freq'].extend(labels[2].cpu().numpy().tolist())\n",
    "        results['dm'].extend(labels[1].cpu().numpy().tolist())\n",
    "        results['snr'].extend(labels[3].cpu().numpy().tolist())\n",
    "        results['boxcar'].extend(labels[4].cpu().numpy().tolist())\n",
    "        total += labels[0].size(0)\n",
    "        correct_valid += (predicted.cpu() == labels[0].cpu()).sum().item()\n",
    "    \n",
    "# Calculate training accuracy after each epoch\n",
    "val_accuracy = correct_valid / total * 100.0\n",
    "print(\"===========================\")\n",
    "print('accuracy: ',  val_accuracy)\n",
    "print(\"===========================\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "98f4626a-1ec5-4d6a-9a50-c2e36400f196",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1\n",
      "freq  1788.128272251309\n",
      "dm  677.4130796511862\n",
      "snr  88.42091624342461\n"
     ]
    },
    {
     "data": {
      "image/png": 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dj8Db5u86oiPvyZGTR501k9oW0kZBRIgaLbbyHJIjfmATiXtQEBGm3ysFEm1gtG/Fc7G+yG8Xb+bSWkS1MCAdUzwfVPTI3PN0EcAbUKYW34vKaJ9/EPejjlvUZBukAkcyiO9pvqAIKeZj38D5WYjghImqDaLxTT7GV+nnHL9z5GeOhOrocA9gDgOIAEQR/vZ8y8RFJTuNx+fGGymWJZ7HFtHmnmcEgLLzcxMa1nWhBwhpNqB6/nTebJB6DgODvGcozHgOHCMKZPz+wjeFga8Vuko6byDQtxAlg6SOKHVt23vj8WkERHXyeeeLs+6dkFKwQ9aDJyFLPdN4Jt9ZfyOPXTbn6edlpQc3yVEhjM+d+ebN2BLzpFzlAcEQKNUhFFkmdDamwp+3PhvBoMS4B++91gxYfwbNeA1aQ1Igy80483tkZ6bDdJ/TAmB1cLIinnHLBBrp7Bv92u9vc6ReJzxj7LS21VFIufU3eWqK6yGDsZZ8bmptS7pmXRt/QRBgnalc7dkaqlx0sEFwRso/0wqcjdncjJ/x+Odi4/23/+1/G//Ff/Ff4M/9uT+Hf/Vf/Vfxd//u38Vf+2t/7dcJrv5xhxVgOMJFQwn55MIoAOtFjY3WCtHQ+Ysag0WRap08P/bEh5ses+cQ+JDXy4p6oGBieOrULIAQFgFEJuWCSGy5rlglfKmOWgZg3Xuu8bpgODJgWC8bRTZLwvK6enRsnf4cG9quYrjnxj6/rlivC4VRhYvt8pqoPj8mDE8JdV99k+WozEcO4uHRQvzFyJQTbL1kTlEbcXIB0HJdUSdGjsMROPzUKGJajdHvwEmlTbc4mmoZ2H+dAHNk0wD4prFecFMNmitT/IRmyKfkAidee538tYrEHbnrvpuCmtGFYi5kKQdGw1owD99YnAsqP2t5XQLx1YmMQkvMow5H+DjhuCmOYocjESZFVMmRMSJXJbQI+KbRgOHRRS2pwZbERfnVClsM+68TEf7ZYEdCuPGB45KbM54t9EIoaeE5nN8QfZgHWetFjetqBwrRxnsKzM5vC8YHimTMxUYMeoB0uQTjww3SWZyFOTNeh4vPRuYMy4HPRQg6Hw3jo/nmxXkV6PyBiEtBAwO5HhApiwFnZZbrhvmmUrQ4IzY/+PnWwRkAA4WIZ2BwIaI2/Zao8Qh0vdl8z28L54uzDuWyQnRtPhnOX60u1OR3lREYPxlzp5t5DRChr3ui6+PvLtSEFOZSqwft60XD+qrEBpJmokXeT+oLyh6xEZcd/05njtXkYrl87IHveluchqYuY3zkXNb4aIksx+GnZA2a8Vqme6JIiSHzyZzB4TUdvjaM9xT2SZtAtEpGyBaLewVwLVhvSrAt2mzzU4p0WDlQRFZHjtE2thCAaa7kkyE9ZI61I9dMWylCHO4TXz9ynUqFeWVbmDZoCdi/MwdJRMTjvTHA+EzH7/gcr45f/MVfxC/+4i/+zJ8TUZUQ0RZNbXIdzJ34JnzuyEAbsRbXPBusJt8UWkRVys/Bni+IEdFetEBDbWyw8wYZNgvU2Yx0UwQFDWiOnuuO4hIrCDVkmg21ccGk4pHns0WvEQF6NC16zXxiCpWXHSlQItkW90h0pjkC2g7YfKSCsRmwXvRIOylnih6d1slpWF846tgj2mAZts+tIWh/2zAN2wgbzXrO0bT5tJ5/9uvUghX/F/DcoDvlgNICVFAlmhonb+S/R88hC3F6Ls+qxRhgDppMha0ItNHgwYzSHQuDmjRbfK8VAKfEnPYoqAcgNdTJ76PuQ/ZxMDAwsYZAItrI0sxNLi1APiXU0oI52KY0bDXeH8BzjYjgpj4NGFYDzsx9NqcvhbzFMFjrG1uaSccLtZYdKccEioLginSp0pWzFVpOycd0bUFjCu2ZeapF+gZ/9mlBXFPNjQjLUU3NDW1nIZhsqaFl5Yf9MzKpZ+k3sM07OmsWOXn072wjYGfEwl6nPqZQJebr806oU4IksT4KxqTwH46c29r0GjyoGhXUIBCvqGAGunAGz4OAE++1LX3s1wmoxTcwR6XYXFqafc3JDW2PWKtYDeGbu6+RdQDMNzRRxprAYjqsGMwT0YG8U79P1bU21hi0l52eeb9/gLNBG0ReKlN9YvFCL+PBfxsYkLQMZzl9fC4G+4ww9Z8LxPvZjtYRqFDbelFR91yo6q46DeMLw9GQzsxZrK9W5oU9Ci07oFxVDA+Gw08TI90dFzRTOYHna+ADVBtYHYD5i8K80djQDiXym8lpm3ziQtNSw/7bhHKzRnmJrU6RDzUo3XwyIDcMDwnDY8Lw5Oj5TIpy+sCNo4GLYJQMVWC8T4zen5iDUmS5XlVMnzhYV88JtZH3pTrdWHa8Jt5Xw/Q+cWMfgNOXlWUvK5GQcpRWOCnbwEmp6LdcVCw3zGtuaXoAQW01z4cOTxY5GX4O2QZtzqK26qGiXpcIPOpEpN+Sl9okRsz5ZLFxrr6wJN+ghyci17ZjKdB4n2Jz5Bhqvtn5PV8AW3hvlssWC8d6UyPHqwBP15IWIrpypbHgP1+B6UNGmxqWq9YRxMCxWw5ET6L60/I8gNR1pTM3kPFRwRNLxaYPFKChmKcxXN19SmQWNmjQKlD3FeOHAWlhbjMfORbLdeE48E1aQQY8xTA+sIQme3n9es1zHp74Z/eRwdryxRob9HDi/W27ynM48XOsGMYHMj3wYLftK9pYQzxXB87DSLfsEPlsBhA+vu8Q9Kgo/Tb4dQ8MgkgbG/fI1XyeuNZg3DyT5CVynsqpO5aVrYeG8xvXRniev+yZC9+K3fKRzESagXRm+RdLDckiEW0yryuqlHORn7Fc12AUlPOvExEkS5eYZrIVWL5cAHBsW2G+frlsofJXiZfEU+MjouxweVWCBVyuiLSbUe/SzDUI+4b9N4Z6WWJeNHP0/sTqAqVfyJYgnlVLZEnSQiZtvDeU25XIOzNfvF65ZuVAxqNlZ1kWYL0qkSrRGpdOFtqQ4dFQXOshjQW1AS+I95/KYQWRplP9bnF5PDzvZpsBEOq5CyAdc0RQdeBCVGfrEdMKtE0OAUn1lBaKVVu5eKcC4D4jOZqO2hYtGA1Yr/p5l51/v587/wGkhwGq/6RKr1NxnTbna9fLFlFlHTv1pjyMctaie+oEtF3Fcs3NWN+bTs833TTzfdlpxTYgxAtpMW68D36+pxTRLPYdpQjx2Zwi7xMo3NkDCTO2Bz9vE2U78mIu0RHMaoAl37itBx1eRy0avQ5cdK36tTsCT8r9NABOqcNcXOdBRJ18s2+etwc3jOoIQMhL91XvE7Og+wkD7JR5X8VgLMwFms7bUaRV5hCFVkUvBtLf6bM3gYg1rIcNIwAyL+bBIgxBdybftILOnMBay2qhUlVpUp0azJ9t8pwn4AGel2DVEWjmwahvDDWDJUkxT/g5HA8N87UjmScfN2NHgWhOqzr1aaf0bPyODxbXPGhzGiuAHPe6HCrWC+V+nF2653c383supsc3N8ADEQ+edC+ZOkEE26qOGO4yr8FLV+rA9YQ0sASDvRa1C4kQwi+q8BOFVEc4BfudYGvwe7j4WuOsUj4bViPQ3+bs7SnzmsFnkx+Tj2tgrS50TF63/UhqO9DvKfXcsZcyUcXsFL2zUOslz1v3u+5IEcf/RwcSpcV4FLugqhCBAHPWR+kF5qF9zRYL1LgGDA85Ak1rm5RWQlSqwPPEChwjpfWZjhfEuzlSAVJh9Do80nzAFpZZwDeKGHAHKmbL1DDfVoyfUhS/1x1NH/JTCgSb5p735UTsSmOVOCQGmbAFOHzDSTLcO0p0Sq7uiJ7OX3ik2Lhpjne+wLhAoiXW3zF46PQbwIVWOSApo5dbKoXqQAQhIUi5Kij7GkYVEnWUfUO+WrF8sXYqsjEnXvYg1XnBz7FK1JLnzhTYyqDCDmuYHIyeK6r7yoh1V1A9NyYqTdTX8JQC5dbRVeG+mRCFMb+pxbAcmE+q+xpoRRMtPyQvJWusAd0znyYaPp86QhQtzA2lMxa2Okr85NdwwSguSbU9NMA3oZr5zOpl4es0CyvVpUp3AHAlMyIFMd5zETBnAqwYymXpNeTNkeTKCD65wlWGICohWl3tK3Gd0gzLtSuGfd1abvw6PIis+8b8tfVNrBkV8MMjr0GiPgkE66FgdMOFNBPZrhc9xRJqYDh1nN3AYWL97XLdsFxyjI33CYMvzue3BS1RmQ/jvZtvW58Xr1cMj8ydD55n1Ljfv3t+TwEAU4370wywyxXzq15e0kYiYLFa+ZQYYEE0rVAgx2w+ETEqiF2u3EBC6Hk17L/x/OiThXZiflVZBz7DUZwH5b7pBOL38a187Xrj71uAcruGsGs4miNzZwSCeTFMnzpNnI+ey2zA+LELv8q+K5LLjvnmfOTzXy8bpo9UfS/XrkO491RJbqHERgMgCnk1IDWcv6hhyFIz0b9Ef+VQUa9X1IsaFDkHEO9F3XFO1YkCq+EhcT4m15c4ZU2Gsa/vVoDpg2F44nqbzt1oRYpqrZdZmoYTtTDtM8LUF8S7OeoA1NSQPLGrzbApz+rlKHX0XK2LrMquReTXxj7x675FLjXqB8VWmAaGI+sdIjJLxbAeuJCMD05L+wLf4BHp6iUJWqRcqSwHnzQnzFEGABdcdZGVaKGWKS7Ij5n/XgztnEKQlB8y6o6UJapT3Gd+X/16B/jGUQcKgorA+WyokUfqORnlXkK9+DQE5QV44ODIsp1zz6kyzgjHGymXKYxBV0tLsTgC5vS1zRa0lYXbj4uUhobmqDbqWleGwlbsmQBOSlNRfIAHQpnnAGsoOxqq2JJgyjmdLdB13ddgENqckJ7SJk/GYGS9aGhiU67oRoUErBWRf617UfgtmAJbbKPspRhJymup6ZMvRsrRKV9qq9HgxFFhVfnFQ94EARyDw0Ni/aWXuw13TF+UA8VfQiR1coX9ZsMv7ujEHDEXvHT0wPPMZ7LcEPnUxGtMJ15/Wj1nOTDoiZTKhiHQcy4Tn7W+Q3NO9+J862jtycu6UoOdea0hgHsYA7mlFaiZ8zJq3itFccqbKr0Ar8OtvnFVUfv+nrojElNefnywYJo0N8uhoQCBAHUNXHeoHVivXFT2xAA7nQzrpSPvqNe2UN2rrE25yzT3cxSLAPD7lApTQKC8PoAIlDVnAu16AIHa5whFT76RHf08Z95Lg3+/9WsX3dwqUNGRad1xLRWTYpq/ifOF2gWmxcrU2aI2ONjNDWXq10bEb1F2RuGdhUmS0k4YeM3jp4TyGcVVL4h3c9QdB2WUo8CpHkPY5Cn/IwWvakPLZe1iF99A656ztuzRaVDdceMEzzMi3xKUc/Ho+FWJgVU8PxmilJVq5nJdwlkprT6pd1T6tTeLi40M7bKgTV4qlDq61oao2t00kzIUVcoI2LBeFdQ91YTDE1938Wvk31r2PNvAvHbLnjv2CcuF3BGX8r1OEQ/3mWpvn6iq/02uMATQxSzJqZ8zN7Dmi//w5OUWQ3NxErpxyajr5UKkxWJ4cBZhap4X1ubabQaZp/N75GVJy5WrVl3cVfYN5fXCxSeRmq0DxXD5zE1COfbh6OejhfrIGtZYcFbrk97Fe+1y5QK9r8zBXVJhXg8lcpbD0WLBik0GvKdhsjEoOOlpFAARBKQFQW1asRgn492mjMKFYeMnp1unClyRsRjvaHU6fiLqJ6rrQWBQ14eu+hflrM06OyODV3PUsKs2WptDOvN5lAMDvTRvNoHsuebCzUCWjVrUdQ51bJjfkLEaPK/XEilrKqp5LoPXiAII7cRy1XqQ2LyG1xXb+cRnHjlJ0eih8FbggGDC6gRMnzjuqjMFaWFQvbxyjYIHxEKq5oYYy01hHvyx50Ln29pLZgQAJtb5ptW1J7vmDNLzMREphsR5XA/V2SWOY5ULDY8cs/ns6YVDv7/DI13MtE6JDq8D2TAh67TC3cga2bFN6WOe/f4/pF5je1E5t70Eb7zrDAHZE65D0wcPvEU7+5pXDjVy6+slmQcrzs4AqDcr1/iZ65tAwnpZsVxX7N9ZVLh8juMF8W6O/GTAAUAitRCR3mawq0Y2nTYF30dans23LVyS6sCJTCVzp4SrSlWOidRvU37VVaiVFn3MEeXwXK5Di/pWoNfY2TG7WheBSu2ReaP2lJFE/Z0S8xeOksouRb5S1Mrw2IVTaaE/aqi1HXGvFw22ZxlCmbgoprOhlez3yyLSTDNCfFIH0ol1apg+uipbgYZvdKLttADb4ov5gwWSVe5nuMuh5lyvWqgjlXcPIcRQYdUX0Oyo+URk2TKYh8+k3rmweHnMZQWcSeiMhSHPDc2jbaGc9iRUqECDC5JVYPpEEUw49IwVbeF9SovT8qKWHd2nsyvOYbB7JoWTP7/k15KeMlR2FQYczoIwpWE9tZBBEaCQp9S3tVPITXW0Xm7VnI6vyuOCY2V8tE79JaB5Laqo4tAKND1fPuu0AM2t9oZH2jHyvvPFLTWnEBvaOQN+XfLdbtnT+wrAHlPkLnXvxgf6+Q6LdZepJtqTr6kX1cvkDIubvSzXLZCyFMaLo8nkC3CafRI4IrXK75hvERsrPd654K9noUNPqVR/Tl7qwjnCcbe4Ocv8ikGbqPMaDAdfH7n1QfoSzg/lqCWSU/mNAmytG8vldi5b1E6rQiGfLYwmkufENSbpM+DzeN/H3OAWodXBQ3HhofL8zYC8GNAYfOeTBJcI61kFNViZRikXNTwUVAo1fPLJm4AydvRuBcDgZUHOxCk/b0sKsZy1FGpvQmiEmQvXxIEsjFjKSWuTAaOvXS853n86x7YOsL1awvkIDVEKoQE+nKic1CKLxlo4DdQ2OBLxAQh4PeiOE5ORMQd0ueBiJQFPuaVydbzrVAjckEHiDCEWKYgBr/utXutZSR+jGtrk/sA+aTHVqLPlhsiofHzc1BEv8DwOniHt9YI1kREtegSaT65glfn5IPcn5ndbBpWtcmEqvC+Kiq05QnJhVyx6VyXo0XxCbBzMX/K8lC8VWmaJF2GkybxEZQONkXqaHVXPXtpzqN0YpDgyFU3uuSNzxDz4OInzcqqPdCeRoByviGb4eXXXYKPnmB2lKeLW86wjI/42Na/JdFHSqTMsQg3Zaw6t8vUAUC9L0GzyN2bumujdtgupRDIe2EUu09ELXbw2m9ZEFyQhJqQWJTMKmtaLRkcg39gBIeouFtK84cZTmc87OELZccGUcUiagbwo+EXMz+GJaZ4IbAvR1tZ0Rce2Br3tqbgdHjo1XK9KlNwV9zgvV0yhaI58F10rF7ncdHcx6Q3K1OuSza85P/EeKCBVfrvsGDgOj4gculT0aWFwm1wQFSY+HpSg8twleKtjC3V5PqEzPQncsC4dQbspRHOhplCxrQo8OksDIO6d2DxVKqxX/d4nD4zXQ+tmMoDrKPpYp8ARITqVyl1lROWyArcLyqGiwUGBOfPS0NXl/qzIhhDR5nMHDthXNHeks2JRJhepFU9HTXe818NDrz8uYx/Pya9ZwtDPdbwg3s1RB3jpEIBPIxes+xQLrjpdqEZwvqU0vQ4J+SmhXNaIqlQyESV8le8bjokF9745z1cN2ReRRZ16nvJz+7cFGB6GoKE0AMb3OWgyqxy4RAgWaJBWk3ThohIzAbNEIRYCJNEvw6NFyUg5eC44AeMHorqagVQpAIHnSYSI5jc1cnKiWVWmk0+G1csu4PS5PJHTmQu8RGzrBZF7WgE7pxCTiELKJ1H+LaiwsmaUqWG6S0gzML/y192xtMUamH/2+lYiLjcBWamwVMckKwgfZ/n1th2QPyHQa555zbyvPi4a0IohzVQeNwOWa15fUPL3I9quoM2M5lXQr0g76rRnI526ZHb7ccosPyWsIzZ1zwDOFIhR9czP0qYia8vzKy7Gsu5sGSiZ5WNtaKi+Uo4PpGenjzQZWK+7YxKpdYTTmT0MYdqgxYllLzyX7IyJDDbM2Zf51iI3qS4+UV/bgHyfIFUpwLGhrjbW0J/nRPQ1qY4+GZ/vZlVTTjGNziI8Zm9kgAhkx2+HKNlJs3fnOdGwYfyUMHiOUddgBVgu+P/sJijLdYvzkhBy202nXLDkLpzainciu+YmvVz5PXlIXm8PzDfefORjBqZGIsEDdAneysTrymfD8npFPQ197fGa9jqyqYiCTiAhz97gYHFgmzcbcaWtrLmYNJ29RMlztdJkyLpRdcBkwZrnZdnYpaCFX0A+Ofvh+dg6dvFYKK0XQxmGcPUSjU5rXkQ52Ol7vDeri7WUHoGjfLsfIkBS5yKpy4XWAWC56jaV803r7MRqSBWxJq8XDa13kv2ZjxfEuz2GRrWciwq0qCtKqvsauc/mSAu7inpVPLfkUVXtkXJzt5bmOZLxDkRfqTsv5ZNheOwIQeKlZoy4kvu7ClkKkUyffND6+QjBRN7YJ2c+WywKySXyGsT5aOHcVHbMz6TiObpdp2/He69VFKV2WYlOSr999XpFG2unOTVJ5RHrfqzNunpXhgEKKtLCDae5qtgWp3sn0fRaPDxKr0wRDK6OtMVLuRxJDo+pWwy621Woigdebz4SnVIE4lSbavxkDDE+NzoRlR15J6E6V0Iqj7deckOV2Up6SrCxRplN29VniFULu61Gla2nAFTPXX2MAv1cADIwVGAnuvD4c5Eae72iOpRUXNvk3lvQyk2lJ56roz+yb/AeQArtaGPdLqJtdKc0R9pCdjLpt0rxYdC4YQwik5AGa2QUyHBYfKd8zEMs5Qiw7rw22+sutTHELtV8DnluNZ8S88RT33CUkw4R1b67O6WCXm7krIBJIOV6gOkewbZEuaAHhmKoykR0quDBavdfr7vqGgif+xLzDQ3pciFbopQP+pySUUebOL/SxdpLmkYv0fLX0mHM1c1+P9aLxvwsEOpobYBtX9x97fnaxxI/Dz6P7rR2sUHhYmD8fZyn/Fs54rRSWNWcMhbTBF+f0jE5UieNrkCpDi1SbuurFXZYKVaMoHyj+H7qjnFpY43ZPNiUmr+4DkJOVkLuMmgJ/3Pf1D/X8YJ4t4fX1alAfHhk9Lle8mFO7zKppbHBXKWa7obIlXEW9Bq+4Ym9PFumvV8dicS0Mc23XHTXy4Y29B6aGiQANwkD63a7kICTl5+FoAHb6Kpaz6WJplQJTzNHnu5+ZPCN3zeGNjTM1xtKxReitnBTrjsO2rJrgbbV9CAVIN0P3jBBm23Pw7DfsC8qWYX5FsrX5GhXhuyig8f79ExhCfRJiuYbtdCQ/9uqSqS4QeWzOW3ulpYXfRHT5EszxT51qhEg5Llb76mONfL1hxYb0nifgu6vA3OpscAU4Py6BiWWFkN7HBjcGDC+p6p7eCDCHJ6A5coXpY8DS8fe+vM6jshnoE5dwAN4FxY0T1tU2FklbSkMEdhggOmEdd9CzJOOtACU3/dyxej/+JVy8YZ2aNEOs3pbvSIadvLay9yQjpkWfpmBwvHnKvJ9ihxtmRpTIG6OL+MC+JhKK9md5cpr2dGNEqiopo0kdQfNAwTWrzaQibGiucsxicVwftUFfaKLq1PU8+u6MQ8hAh3cjjAfE+ZXLdIUNGCwQMYlE4WdX3WBz3A0rBdOkWbOmeyBhH0cPJhzBLmyVPD8BdM66xvAZGk6OXNw3HOOXNETMSXfiLxt4vgxR0BajwOGxYOMAmBfUVz4JE2FcvBpQTwHKcbJZni7yA9qMeUb92OKfHO5rDTFGCzQodBkdqDCee0B5yoq3BXrnpobHt0lzXPHmtsKbsqhxfvKJcd1Wg2YgYKMtvFP1mfSOEO0dw9ih5nNHPLRmay7FJS3+n7X2wX4sEM5eHnYChff4Zn463McL4h3ezTDcOLkaU4/tCwU3KJRutSKUhIq78ZfIiLyUGl6fpQ1Zv6axUI1KD/gaAumwdcQ+cCyazEJlN+hmMoHXwJRtGoyTSUuQjkIdBEF+f7dABcD1gkjomZdj1BPGLiLAlqNgiWPItPJWEqxWlCFKnQXYlSNbeTMzCku5Xk9p67IM5/8NLIzCX5vu9oUUfqk/BEpYyp/68QXSrWrdnw6hNZMLMSeak6hXdGnVjoVquuRWlROXHVAbxAABAVWvY5XlFo6d+GKfG7lOsRNihtjbHYXhaVNj846eG1iDjTgY1TlN6uFkUTLLcpYVEKiKF6ND+Q9nDzHx24wJcxTpMCXWlyvFcqQKC1ygo4s7Hbu41iucA0hpuNz8UVbZXgrEWAEnrv6bFFOZ0QJjLQSMYZ9LrSJeXQrXhp0UXvOzr8PTi3XfXVvZfXWRWzEDNJqfH4IvUzBX0/TRBepWfPKa731zP15xbiaFEzqPMW4wE00WCUxfXJWYFe8/MgpbZ+vMnhgFG1IMqmoPmd9/FO7YN1Mp+o5tCg/isoABw1pceJAjl5CsxJ6ps7uwf+vYBBe6y57SiHqOnWDE5VBBkuwPXzsSj/QBj5TMWR0tkr9s5a+7mieKqhQWWikL1p/FlyLnDrfkZGQdaY6wFEz8Bud5G/+eEG8m6PuG6DFVm4lubHkJTnCVCebhhA9AB4t7iqm97nX9Boncbo3p+Y8l+f1bFFzCX5O2fc2bKKoqhfmT+9z+DcnV9+J+i1Ofw8fB5SpqyYB0cW+uV9VwBKG+xTUZ9jODc2RoQUiHD+5ylAt/cZGhWIitQeALdWMjRXGjwlw5yorVIu2saHAqSVfKOa3BdO3hPLjo7mlIinB/Jh6SZcvBjICmF/TslPirHa5osxjN5VwxMOWcwX5IaPcFG+IwKg5P/J8FYCUg09wY4ux5ZVceuClIw27dzwntfiTuhSLYXAzdStAuWROcIuoy6FFZ6XstnTFXaeUCxz0mYvh9LYzLOWC+f82cKPm5s064dkbbdDSklHVelUxvctuScrxIyRQrpm3ZRmFC0nGTamHK3KtOSp5SN4G0rzECKgXbsBQuQGpfjNsVl0kqHZ47f2E9ZqqcgU8CiYUHJqX3QS13zoTgqMhzQl5llpZNb4cf9oEqwel9kCby+FpwPm115VPQiosyUo/ldGCM0GeGy9XFWflXyvzr/MrCnTyfXIam/fy/EXtOWFnC+Cq/fAL9vr98cHH99Qw3Znn1Pks133Duu/0claJ1Wpou4py6Ghu/TR528BO7aoFqGrlafDfsF772lThWgVuzvMNjTDmm4rjVy7ce5CPvKPV5G55TjkvLqCSl0A+GeybDFnApgVojWuI6nHr2LD7NvOZue2tcs351D0CFKxILDetRuW11/GPdxk1O4vj9fd8LpxfbWCN/nD0ubyD5+YRQcty3WKca01nyq6XSkrQufwaJdl5pmI9NvUVqG5r+7mOF8S7OSRWkam88gByXyr7GjSw5PWyS6ye+1AuSQhTqJgdjRh1KiqWIbuoleaoNYQmfk4hktiIOyLq9rwjETbCwk4BmiYIP6eGkIAOMnw/34DIa+jI3gVJeW2kDhZVrqEOJ1Hi4EYGaL0+Mmz1RF3viqsz27NSojp08QnFHm2DRhkYUXXKPzbW8GGOEhbdD9VdJ37uelXQduVZxC10wRphD1iU29EiMslfu28wAAL1DUe/2R6hb1uyAejKUvT7KzSfVBIW98zpNT9H5eZQeuAiFFX3Ej25paO3SQsK2qN0UaN6PiohEf3MfG/PCQNAm7xW2OnMYEdc3WtrD1yADljCyWrU2EhoYw3WIJ6/oyNqGHRvLJC5GJatK5gGtMqmGp6fv55NmknbwsvmhHS5a7RA8EL83PCNSn/pDoD+HDd2jSEscgU2gEgZNPMSGbEdfl1iGJTD55joG0e56C5x7ALk55dbbwCxkE2K0ryxjyvNfeZU+Z3hx9ws0h3wtEByfUS55FoWgj54njosJeE5W9/YhZxXBnph6KFn5p8h3YHc5qQw1++FxPVasUSRBtjMHelEkHs+O+u5bNbX8Fl3q1fpHqQhaNlr64uCV74/rdR40BnMa/t9noo90TlbBbCZIz/r8YJ4N8dwn1BuOYF27w1Pv3dFesjMM50Nu/eM4spQYYUhL52ifOLPKSKl5bIn6lm6Yzh/wc+Zv6hsNfWgXBI34zQgjBimO6e1pgo7pyj3qJmvS6VH+22sGD/mEF0tl4y0lxuWa2RHXOmY+yopildIxSfvetFCCVjcNxg+MNPJAikApPBOk6iuvuGXXbepU5ceGSysh4b8aWA0fU0h1vTRsFxjIxrhBJm97rAu5v2DW0d9CWiPA7LXwjJ3XdHg7k9Ot6a7AcPRsOSE4VOGCvDn2xpF9vAcfTNAnYEMbFqQzobzm24eoOd5+Anv6fmV6ixb1AHKBzetQP5gmF+3CKxa8jptN1rQvQcQgqf8lMhONIRTmKjpOgHlsoTz03Ck+jItQN1lnL5fsPtpZrP5iYHBctUwfcgoh54+UfCxe58w3/L8pk8co/kxhW5B6u02gKKt6iUjjhyacRFbD55PPyYU7ypDoUxmOzo3y1hdnUqEjUAU6cniPPKZdHxQ57OcsVqYGDAnye/OTymMSZYbIp/hnnOmXlCdOxwNpQw4v3E71xMjybQCrQEQbZla6CnG+4Ryps1kmi00A+PHhOHB24JCjdRzUK/5TLand4Qy5GK+JgBY6XgVSvDCe7FetL4mfBxiQ0kLBXstO0J2hkRNTcyDnWaAPTCCK14CBw/wlL4qjrDTmiPAl+/8ekktwtPvrpH2SGdusuVgwNCwXotRk4kH72cDfGx57taV8KoEQWIzj/WqojWLQEZMx3LdN0cK5hLKdUE+JdgpxTWvB4TwbbhPkd6QLS/gLOFozgo5JR8lYHzNctkw3ziCflMwfegNKdrANWz/bfLzAsaHhPUzwtQXxLs5hDzk0oKN+xGAECiomTeAoM1kAKD2b9G4HgixEmkvj36d7lQ0pTxEqFGl9IMie0T02BIXa9W1xWdB3yf6GM+e8DNUYx1lRS2ob8axEfg+3bSpqiOQGstnXktEoPFF/pdHw1pcVUOqc42+t55/1bkod6boVNejVmZCHrZ0CjYUx+boqXQ3J9ULU93tSF+oZ9sI3d8rs4zmbeLq2NkG+OKcFi5oYb2IzloEWmj9uvTsYNzAGhDsyRZJx+dISbxFFHpmukf5+XusAm1XYjxs718+ubCtbJ4jEGxBOHZ58KHxomcVhhQ+Lrbq/QjOPODQuag2Vjk+PX8tsEB/3lt01e9B/3fyTlzb+6lcuIRX3EQc8S0+yDVXJDrSXPZzk5mCar1D7e3t7LLn3CUkq670Z9kJAyK5pQVC0m7o1xB57Q1SC8EYdC0ax/zM5DanutYwwpCyWuMJm3G8MXjQnIn/a677tdBZq8X7zdcsWirWMLlQfl7snIRp0I+nimDDNmyQ1p3td0jYpnHdnO0Ru9Mm0SIcI6H0dyYNzQKAhGBM90Xzzm99BBQSRfpYVkvFlvFMqR1q+NSfhcY6Uovc8Oc6XjbezbG85pOrF5Vm64uh7ToaZO0qTdkHp48BRni7bzPr2g59wVy9JRwdXZqXJnnNZeUAVo7z/LY6TcZJrdKP8cMQdIocgMKlxsuLbGY+jr6qRCuh6HWHH/N8KeALVla7K6KBTq17fvaG0axySMVVvPnI0p18NoyfMnbfZi50U40Sh3wynF9XL9cx7LwVYPFFkTQu7+v4wJzNetnC5D9sHk9Eqai0iFS9pxZ2wC0bJ1BtfrOy3tLrL2VwsdxQZDL7PZnfuN3gKfmiz8m4HhqmT26afmaOKYzuz15StRJNCVnF4mmAOTLZvTPsPprnheGpBc/H7xtzeF5qpPfu3vP3ci3ig0LUG0dNbAPGj9yRrHCBWq4a5uuG5VVBehhClV+uKuY3FYO3WWPLNI4huY6tl8zlI1FNnVxstR5apCusAG3061bTenTatw4NKIgWgsntMrURKVWRzrzWLHvHk88pIGxY+Uw535Y3BdPH5DaT9MuVKKZOpOzziXlOoTrVzkoQZ8eMdE7Ram/3PnG8evDFVpzwZigUPNaBaSVtMEEBN55jHd2xamgYHxAbl7livhxYEZEWw/mLwjr8RwsjDZlAqBd1sGLFcPr+Gkrx8YHotqlcy9Mixb2eVUajCgI0sikSJanzUcvA6asedav29vy2eD429Y2wAaMzQ2XXML8uWK/YfGF6l6IEihu9pxMyx9N845aq+x5MSniqvsNax7I7uxkQQrvpvTNzJ3NTE2etzl2Yp+BaQZZyxRKi1oHNYdSDeL3QegNH1kwpjI/d7Cc98Vl1bUVFPpEJqkPzBgxdXPs5jpeNd3PoYcHcGrI6leYoRyhW0XJ4CKNPoFDVOTJ59prKz44FzaNbKWS3T6PKDnDZvL9t0Ipv7qojDSWt8nGTIPHmuz1SjG40201M0VwkuVoU6m8jPS1oPEn0/JerLJ8hf39NCoTZnrlu8fv8fFL/fKH5cLT5zjU8i/b9Tcqry/IwmpFXdNcvv57IcxbEh0cUXREoytaeg8TmutWSr7skbe6zFnwPrKQujpx72twz3aO2+d6yud0NoQqP9yjS1zNwFMTn2TYo2oMs96+Oa9Th303BnJ5D6890ezgDoYYhMAQC0jmoZSL0aFx/gNbZGj3bZ8hBjlm5z4vQL/hYChXuRhMB/47tpsjrarGJ9PsmlNQ1BaGj0N+b5xufvwmAnqFH37C3zzQYqNw3HQCdCdC43uZCN89fmzcGz6VumDC+XuvQ5ryc5uc45IVIsQ7/q7NuLb6njc64SCAmZ7CGeP7BpnmuPbmt4/beiF1qfn6cX63Xw6vCQaeXO3IMpgT9//H5GjPSQKC/bvu31O7x+X5esd60fo1bxpDjF1AjCZ0jrOfzVdcfa8Ln23MBvGy8z462I8WSnrILEZL3NO0m7WpePhwZra9vViy3Fee3NTxMW1bNmPKczdEwo7T1qgKJFn7LVadUTm9p3r5cM2oUeq4Xtbs3FZmWAzBguud3DO6hqwHcJm9acElxy3hnGD+5Wvd1wXpDS7agWMDodPKcyHBPNSmVsYnvhUvtjee23lbMr4hEx69H1KlheV2RT0Ru42MXzEgRnmaa7GuRm1/RkScsJxdvn+j5LQUu4yeeZDqzXWOJnOLGoP79APnattSiF2h+1K7On48PrEW0CrTLwoYLxgVouWre9abfl+WGDcTXi+5JXKcWPtZ15OStO6Lv0/caTm8altsapg7bcrN86ouYaPLj94iA59e119ceUxioAER8dVejTVuoh31RGD4M3lLR6dDHFIHacsn8aPREdpHK6uhedqlqI7hz1CChU7msgXaGByL78Z5MS0u8JuU8lbLIM0KsNxzp1KU66mZeo/uUeu2uO8JNn2iXOv10YD3y08bh6aara5GImqMkaUAwN02inQqUm4LTG89J+7yZXcvB3HiLErL8mGKuCF3BqLloXiKktMl4l3B+oxIf77WsTcHVuGKc5tsWAXZa+btywQb2qVBRnGYg3Q2RK+V4a2HlODyS+WELyBptBrXppQ0dmk+G5YuV9PzZMH3I0UyjDTQdGT7lMNNhq073HnAmxiqQ7zPGe+bbl+sWNo0AQpQkqhmNlQEKpMOAZVRgCRx+ymcldg3VFc0fOxNRDxXpIbvNLdcaibqUMgJIFeta697nzWyRFlJTjewdk6yRlUlLr5ZIi4XvwO5dJsvgZjxyyBNref5iGzH+bMfLxrs9anctaS66CTTiUZAWSwAIKKMo0p2RuFk8j8a2iA+bCF3RIU3LO3J7huo8Wo5Iehs5Wz+N6sjH4kvRkR42iGMT/VEh2SM7HdvoF7XnWJRjVF5bNYARKW7PWXm6pOgYYYwglBR5St3S0r93676UZp3TBllt7lGwAZtHo4NF/Aa42CWi3c33PrOUA7o9HTqiiTZ3Tk+3+N5+TcFybPPrm3sSDj+bnyvPC/S/t9cfz0Qowfr7lTsF+r3V2LVibHGI57lojWV935bGE2UXv9/k5PoHoI+jTVARebGtrmCD9J4jU0S+MdiXtvk+Q1ftmgv9tvdC42QzTqvXesd82d4nFzm11JHRVtGv+6L6WFUahPbhGTrr40zjW9ca64f/PJixjXYhcqZeFSFWA9jMQUP0NdY5k87uGoWeA7e+RilnHejQb+yWLdpoRqQs3j5PvY0Kdq9UMJ3AZhxu15KK6HcbyHpz3zSu4p5qvOteF/RGIv4dHV1vKhH8PLb5ZNNYx+azK7882KaEcAQLXcuzAdWfVVSuiNmUVaY6zH2G42Xj3RzT+4zx3hfVscaTkbJPObiWgXVP1WO6HzDcMSJk0+9KhHvHel5RP/NrOiLVqdGBZTGcX2+aJhz7pj88GNtb+QQePmWqlK8rm8kfGnYfeXKntx7V74jM1NB+/Jihhuh13zDftHByGT9mjB9ZU3z+cmXu1YvGl2v3fb2ubAT90KNbtR9cL3mN6Zwi77Fc8zqHT1SBynVmvqlYvf5zeGSOq+4QXtSAz1vvGZrc6Hx4slB+SgEegU+mkpVN1UtQvtFJqXme0SPW6ZNh/5OM3ftEVe0I7L9mbW7+MCK5v/FyXcOd6/QFSz0k6BkeDcuriuWGufjpg0U+dPpkXY1tMheBNzbo7ERavL+ub/o6X5WUjPeM8GXzmU8W5U66P+q5O99WXvOhRQMPsRPa0AAyHTBgvSnuWNYXdysAcsPpS+Yb1T3r/LpivWb+drkhGzB+TGGkoG5Q59c8h+lODlleWuclWFGf7flHbdBEv5u58aZ6Zxn+7Pym4vQln0XZ+dh9vSItnBuBOB8M694bltxbKHbHuxQuZy0D6YFudIMaiiTmm8cHe7ahs08rMH9RNlaunLOn71Wkc6LlpDfYkPWleg+Pn8jmjHcJ5ZI5g3yme10qtH0V+7F7l7D/JmH8mHD6qrCGXxaPru6f3/IzFjncHRoOP87Mn3uZ2PBEBmi8S2ju2azc5fhu8G5A9IouOwAVOPwaHdHKoeH0gxXnNzUEc/Oryjnt6FTzDck3YjevUNtKofzhyVtc+vOVLWtx1zPz95xfO6o+sFRuvS3R/rEc2Ao1ed5ezEk6pxBLtYSoYsiPOeqVDz9J4V9QDt7yMHNcN0et5y9rlCNqzaju9y0R1unLHlyks2H/LZmfclkjZfM5jpeNd3u0Tf5vSc+iO6lkJbCQUjlyic+gZ/dtVX5qmyNgj8oWyNfOiUG+q3afRXvNg3MvuheNs/VkZZ4CgcSA54Ie5ToCqW9zuuiRdFeKIk5YNa7YRKIQ8lReO65b0X77dfnRiI7huZlmke9RbmiLELe5Ui1uW7FOoIsmH2C9foOiPW8aSEv3YYvIpKZVhLzNb2nRaVwAENeLHum3/v+0ypO5Pz8hlbAB3aAwoF9TMCqO2rdobRuZJ39OgdIcMbTN/7+LivmMLa6rjz2DqaGGbT7Hev4sVNTYIKxVSLT1nLIr1OO8HXkoFxqIWyio9T9Slsfcq6Bv+qYywJbUxxv6e0Mw6IGNKg/ILFj/vLT53u8gXXNGJNCukPEmP6i64hhP/jNsc5X6zE3uVjWket1WixEK8814CvX65v+R496Mt+923OKYaTG3xOyIJbNi0bIUQM87myj41oMjHwfB+ljryFRrpC63IZy04vp1DzZjMeakrmu7Npjra6KVo/+VEK0tt/eOjlg9sIpz8Vr7Mm2eEfqzD7ZRz0vzPLXNutfPt7NxFuPjcx0vG+/mKDtgebvCwIhUtn10XPFc0EgEtR68JtV9aCHf0OZNChojcWs9f2kAo+Ajc1b8d8LV/5V8Q0cYk5edR3sLKejzF8wLn7+g6vL8igtddbOD3TtX1H6TA3VJ9KOm73VfY1Cp/+z4KRNhf+wIm6pMurdIbVzcvCIfDcNTirZl5uU28jcm4gEOX9MfmWiVn8u64hadiBSdlxtyWbye1ktsim9mM5XPim7nL5ifzqfelSfNhulTCkWvmiSUHdWW67XnZBvLJRZ1ZslAuSoYjh1ly1s3P6WoPz2/ofPT9IEq2+W6T+75mqYW4yfDeO8Lqi/e1ZH98GSuYrVQlZvnU9WyTGMFRoRSvTZTNHtaicAMeGYuICbCGqjsHrooS+c53PO61ktXnnoXrf23Xi+bvEtQ4pgrVzXQmdBRHXmd+3dkhLKb2a8XDe1yRTvUqA1Puv7rgmbA/Jpwtw5E31LSx70aG9bbgnxMzio1rNdEfMOT4fL/zr1tp1OWdQcsr2rkiy9+4l7OU8N8W9lez9Hfekk1a54tKgPWCyLR8Z7dxcY7w3pTcPhxdvanRglWWnjN5ZKoqUzKq/rmvhLZzrdkefKR2pDlupt7rJfe7MBTNcrdD+6UFq34PEAcPQcrdbBc5eiv7kGYzxU+f0O95Yeqx/Z6WzF94vyePhjWa2pI8om5TztlXPzYPMeeqHD2zejxd9cYB4ESQQSuUro095Z9yyVCAxMlY82bXPg8Uh/s6RNR8fDAmkW63FWkJwc8Dk4OX8v8p2+EUf44kA1pA3Pow5NRu/Jm4ecNYgPbpiStBzUSYbXE8VNHMonUh9SYK2k27L9JYT7yOY6XjXdzKIfY4BPDKTwhBeZ+vdTFnX9C0ah8pPKMiuQ3EXaDJkuLyDZ6pno01l1d2jPEFpG376dICE9i+PlqQEYOY1OPqdzUduGP6E5Sf69x0/mm0hFzV3x/Jyr2/ysXp4EtD2T6BsO9jFu/z9hE8ueeWKISEmH8rmuLnNS4QRm1PwfVZ0a+0hBiE5VhbFW1cjt6dgQiRGwgwSAsqu3la36dElsBjQdM2giFeKJOc+moKvLiUqRmf706Wm3OT2gwPKvB6zcP+EzPTV69gSz8HDf3Ypu/lAsSn3d/fj1Xaptxs50LPrY8eMCSoDrY0CF4qoNq0T6XAjnUThsHA+Njh6YmqdPXWwSiseN53ug6NTIXrGcXCvDFS8fi/Pj9CiQC3Y89YBILFA1DfP4kjVWhTtvk1oWMh8Zrc7WwDqtMP2yRrZS0QvPBWOg72/M5FIJDX49Cj2IIXckzLYenOrZq9GAmfP7VDd2u79B913iN69Oz1zqTEXTutotVzB3r14YN+7QVGyqNZXPqz03140Pgh65nKX2dlLYl1osGtCXFWi7v9v4Q+vjfVnbE+PP7bRJpDptz/XyA92Xj3R5S8SExqhvv6f6DSkXm4D7Cy3VzT1iv+SweWTcwYvPFpez1uf7Ekne7cLeqOjDCWq45oMtEukWTgeo7DpB8koHApivNdQ03qfmmo5JUiGjpq9snUfKouSr3DM8lvao4f7kydyXvU8+DpTNplnK7evSKqJMs3uVmOFoowjVRzm8aTt8rrNW8JdqM5gO1L6RWgMOPc0yo8ZER9HJde92i50JToXn/cJ9i4g0PVCXK+Wa9rKGIVstDKaDT3O8HNp+rzlEAkdF60bDerqGwbgnYvXMG4IobYr2ovI+OtgFGzcevKusZX3lHooHvKQfmjEfvfKO6zuo0uxVEA/V6WdAu1ujgw4icOablRk5ZzH2FGtZbKjKfabHAjN7gO3rw7mv0bc4nw/lt6RaPJ6MtqufvtUDJ11b1oss13bVapkJ8fDAMHwY6rLnHNlX7hvED0aOcl2ylarR6lQBbMjqV5wYXy21FfszYvUvM1Rlw+rIGalIAmI+ck2qWfvqy4fy2hH6g7J3FuLeOhg89/12uiOiWVzVy2+MndiSylahMnw0A6Ziw/zpFSkgdvwap90Wreo57fODz0eaYj4bDN17HOmNjCeltNFuvlwfQ1eoPdM1aLpXjbMFK5VMPBrXRWkEg5/GOavPlyh29jgo6+gZ7+rJF+uv0JXOu+cjc8fQ+eSDjedehd2lKK+fL8fsl0mAAgqkKzcNTz5Wvl63T0x40lQNV+vuvPeeREFqb01uOJwWlVty7+gBIy7FeMge7XlIjMrwf3F4TKK9WrDeFz2VgoKU+w2pNavJ/96ByvKPKOs8Ii931oj3fwH/G42Xj3Rw2I3rZChVZQ9SSqs5SYqaIHD3C1MMm8vPNYumCDkXDyp8AjNDVeSitNMPQQFDfWSHEQBnK85XepixoGFFPqg32DU2Rf526QCfyl6nBlhQlGHG+A7qT1ZzC9zUiaPdSXi8YMChqtCqE1q3jGtBz2LJfVLS78YwuO18Q/LWBtJtHv+cUCuttDilq93TDjMEHrPu8qi55q6S2Cph7uvK9YL/b0m0fdU06d3gQIzelyMt7rssKfx9Mw+q3ZjMu1L0GrZe4CG3amoBTfpbHChOB0q9PCzobH6Dn4f1+SgzSnzMCWUcuWjWMjqA0XuXws2UeRP9pUwc25y0kKTQjRkeOas5mbPUL8gIPNyY5FNUN+lZO0sdKdIEa+nUBPm6zrq9FkEUvYDdvGWR3ujmKoddz6n61uE9CQJx/iGdXQwnufV2nzlAIJaqZhpixciDFj8RSoer/FvvSXIgWNb7KOYqlkeuWsxvbKgfNR1tTKJW3TFEMb6/FjjVF7NbZ15/avz/ez9uK6v2hgxVy9CsKV+g8lc05WUfEgADGhmnZIM5AzdhcGxBq6WdIPm0sOYszEYZIE8kGFl5/HHO9IfqP6/9iXRhcYBNAWJwTwdB3xs7PcLxsvJuDOT5G8PTCRXdZKY5CvZ3d+YvqJSMtFpTxQZ6qfcPKR3aNER2yOGJaL6hunV83egL79wyf2B91ugPGez8x39MkNMgnDpThaBhc7bsVAZV9c5WuNn8OtuHJsNwWjPdy/KlhdjHee63kVfEm8cxhr9cFVumzqkG9XvDz21RRrivSV6cwoDeQPi8XNRSdQQvJsch73drSuycl3zhOb4k405kIM1BOk+dwCg9sWfu1gXnsoJp8cZi/KK70ZV60uMq2heE7g5bxPnURVANwu2C4z9FLdCuyG+95D3bvEp911Cxy3IyPZAz236Yw4B+ijtjdiiqYc3a2pO7dbciFSPk+YfdNjm4odFzqHaka02KMyHcN8/eIzqt/hhy22CcXQcOrhpS1oD4uHHGWyXP+9wltz1psq0C9LKGsHo5kYLoIx6JhRT1UqHmC6ndr5lgNyvSM2NB53x1JeHtMW/vYSPNmo3IBUM2sRy4HdvYpO8SGXbz1Yj4b2tQwPvIcygVzjvNr5kbrq4ULrk+trOYDq7tKKSVQvLbY6zyl3aiDj6N9jZRDuWhYryrZguY+0Tuq5NPsQcTYML9dMb9ifvj0/RXL1eYzdpxvo9cLS33LCcy5Xw41KPCoRY2UQUM6rEhHshblskSTFyvmQSHXuDb2wERM0/TJguGC5/SptPaNcGiwi+JOXy0sJalmTkEXp3NnlsQIzTcVUeJj9D9Yblovc4ySt+5pwH7FiHE8nJwZqZ3+l1+3fAPQ6AA3PJqPZcNwn1nP3vp57T4gegvLVUz2k/OrGqxWWnh/uA8Y6uV36vt+huNl490cjEplvs7dLns0x0bd+HUNkWW9qHZYz5RxSdESF+B8UjKt9VwlENRot2f0fJWbNRCFdaENzKlajyYlJIrodrHeZq26+EV1pZ4LU86KO5L3xaxEWxL8cMOx59fSOAnbWGHefGE9DrCnHIilpV4ao1yYhFRCIcp7wtiwWsX4bapOg7XurQoEmpMoKPLYXOvC+g9Ss24QbOTGi4vcPAqWg0+oXh1pt3OOayYtZs5w+KmESQfCzakzAS3GkpgD5Xu3TSqCmnPEnTaLj9CIhDv53NMW8LEoEVRaLGp1o1bV824SvekeshzEog+qaM42sVyl+Bi2c4p8ttT92w5Tcf9zZ2/UDg9ALI7P/pifT9OYQGwa2z7KzckcBQxp6TnfnhNHIHTlHWGIPrq2kopMi/Xn2xio4JTdBKIHXts8LNDHj85PYiOh0LQp2VEQpM1QhzqSlb2f7mLUMvjSst1sAs15wJgfWQ5lFWGkw17SyVF0R51R5TA21HPu6lvrwx/GucHNFBvmjJtNeAJIAT1bBI2ijK0A7ZRj7dEhJFvF5KlMx5+5mouIldI8jPSH/7zsPHCXjaP/nnOewUraoN74Lv+7ObuyHvx++PUq2DAxkfBx6CkcldHl+TtBJXycbTQ0ak34OY6XjXdz1BE4f1GISn3RzSdfJK8L3WA8egtxxNDzd2Xf84aqO+PiB6/T9Mk2ANjVTrmdlP+gQvP8pqDsgeUasWnUS+ZRhkctrNzw1wtG1tgsaPnEPrcyYl9eV6wHLzXYoMhYkBfmu9glJkVuE7YJCgYNWLel21fs3nHVGb4dsfs2R1lGHVgDqHxSmunSNXi+SyppUTfzq9b9ZndUjtZdQz67ChIIAc16UwIxabMGvGbQOzWJMoxNzrSRe2TviKoeClTUT/MS747zaXCREz8jnRGOSS158/LG9xBVMidIpqBP6OKuQqKCp4+pb1pjZfBSiNZDsbuvIVaTmnm8M9aB+2ZfrgtadmXqybvz+AKUvDH8el0CDQyulB4fiBykji0H/t4u11CDrwd2fdHClJ+4RCi1otaXUpXCAwyhRW2Mer7robkRRItWdEFBVw8eToZyVdD25dmGUi5qsApWEdoGbbjZ2+kpKBienGY+8X4pSNXGNjzQX3y9dGevp9THkvVzlw1l9uBVdbUKrMZ7iy5J8qEORTL4ObsPHGfLTYW0HeOn5J7S/G5SmzW+R8K63XvWxNrC9683NbzCqzpM+XgtBxfi7SvsYXC2YRM4qMRmx9z5elUjnymfdnhwofprVi6Yb/a8r2kxDO4R3sYWmsAo1XGqfVubDq8KCZFn3NdNfj/BO4s1Z4e4O7IzEj+7XHg3LPXD9Xld3HGOXtYcy+cvKlMLOyrM89mw++BjwwPIskcwBuWqYv6iIB99o/bqDB0SztWxRdvAz3G8bLybQ3REmi1ysZErUX1l3iyuA3OjafZ6SAOVke15aYAVChO6u1Oj2nCkXZ8t3LCGh/TsiTCybaH8Vf5HjaUDDXrUKMosFhBvBB4b7GpEpkuPeCOvNZB/0yJE0/aOklTeIaMErBZihuxt34SGWezvn+uXu1w9z69R+av7ga4QX3gvpXYUqhTCkNI0ugUZOkV74nnlo9f2qh5zJOuQFNVW43M6p0CsQo+BKIz3PmwAnehoA4Vs4TBW0Y1AHBFZQZQCAV3kJtSHBNgpRymWzN25GflnGcKiT/kw3g9amuajYbnSBq3nqwCFG6RQT1W3qhFsW+mOSQBQd0CbU5jIi+lQ15bqHY6KNw+oU8NyVaOuXCdbJ6etWz9XofXoUd0fP+05r7vhf35KSI++sKtnau6WiGJ/2mZ+aIxpfoSBCjpqFV0p5BuL78Rr0ua03bBadnS19aZuFiRK8baISpsoIFoPLZgCCQoVYJAWdpeq1uf1cJe7FmDhuFyuWozv8d6QvBFBHYHkY3t7WDGke947oTmbu44jnywU1bb0fs11Mwer08bmwjgZ6lSZ6yjnvGGs8tzRJcV2cJTv9rBn3k+1luTJdlCjNSactvwG56MYQPTfr5s1oHbb1W1fYOWcFYxLkDq/8nEu1kzsobe1tMXC7ldCx7S4Ba8QO56P35/1eNl4N4cV1rYNJ4t2d2WvmjTnKXxQIjGHkY7We6YaJzQa1bnDEyerVXomh/Q/kbaoe3bJyDMH0O7dZlK15zTm8JiCIlRXnChX8BxjPiFab1klWqyHGrnhdCbi00SQx3FLAFS+4vnicqFOQ34eY0N+NXenpNWwvl55v57oQKPJnFb3oFZcUNnzshw2JUIjF762ufdtaLA5RWcbiU9UB8trIN1Wd/1+Vq/PHZ5YNjI++mY691paK7wf5SBDB3aQEWLN7ldcDtWfJb87lM+OVOvYMH9Zok4yLXzWPDn/3lUbLMfN9MEXwcHdsFwNjOoOX1pUz72MAUZP7XrJYKflFkrw6WOKPqJSSMO661fLOpcu2lE9o4RVWrDWQ4Mds3f48bHvdHbdtUAy7ZLf1XYV5dXqtH6/N0KnkYrw56wxKatNH9pIKzC/LUH7jves39XYaBnA0KI7U7ksPbBzulZMj61EblLMRgog9xxuiNEGDyh2De2yhDhIPbEBD+qWjqi/KwBaLxvKTfEuQlyc60RWTIK0+csV7YKq/lT6nJXgkTQ+sP/WS6q8/KjsGpY33fd99059u8kgjA/dC1n30wr7KsNaeDvnk/cazkTb5gGpHNFYB81cOcANdrzzIMGRK/vfEiFKDGiVbE2dxHLwO8f77n9cLrhGyNtbbM5WiIdGVsaWLsaqLtwb7xmosV7ZopY/9AKup8lzp/zZ1EAUNV83PnADP32/dE/r5GJQcwSdgHRKdBeTSGzlmCXFb11I+BmP4R//kv/3HHUEzJ9jcktCITItkv3F8AL6FEhANF8+GZZLSu2D9hFCXADMXnYxNDbmdlpYDcLTam724LnhGZFDZCE40LwuMgaxN1RPyuNKLSqaR4v8xAmfhGw9iLDcE11pgTer3rx+NpSPE7LTjPmYUFCRXPknIwuVQtFgwyPZ6puKhBGV0b36uZZdwzAbLBuyW1DSYALIMEfQred9lRccAByao4Ae0c43RPfDk8WE0yYduepC20IZ0qP1Z794E/qIzCenfcHXpafelH253GxqBuYCswYRF6nlJkF1pqLvpcBVL2LaRPI92kBQgXzMQUdTTGKBnsgSNCw3vKbhCS5kozpeJSPNg8V85jWvly3QKUuREsquI2NrHqB4wGYNsKfM87vLvX3kynK75OenloxmFucxv/LynaS6ZvQc9lMK9XLd1Gf32mAvQxmBYc49aEvc0Otoce+5MHtw5vlgqcDXKw+2JpXZsHlEfj9wDs/Ooow9cKIxCL8vu2CpJYMlIkeAqZWyQyzg+aNUP6CaNmqzETn96WPaBHPOLnjOVJaXtXSUWfYcD9r0pY1IHqyjgij5RvS5IfnY1nhtI8K1SuxPc/SanXJdh4ZmFkFNg4OJyjVC9fW0i+XYDV/yyO2j16qPDW01YCXa1DiKBi8eMNWpoUxd48CAANFLt0hA5iWSYvvKzq9N7IhZqPmXmxZsX0sACiKNJNW7noudVTaEEHJZA6pSULlF4PhSTvRP6ZBISQrOfLJnRePPqKwKYKykowaiqny2QFbLdUW5LUFv2ULVsPmGwDxVQ/nq7IsNJ6Dq58q+BT2dj522Ec2iTiOaJeXQ3V22uYyglYt7545ENkGtTkRGaWiBPimEAlRbnBwVTO9zbKZECOwsA7ga1hgtFo98VZrVqaE+AUSLWwHrHteuDBeln5eu4C47RD6WdJJFjjsfRfcxYp5f874Pj+BumVWniE4fF7AWV+YWohTBHOq2LrNc1NgIAfcavqj0Mr6mUn29JL2r2kyOowbbFXYccuVqS+6Ytb0PC+iydOZ11+tClL7SSSut7BrFXBuc9WixuayvVjoMZW28gJ0pmpJZSpn4Hawr7mmFfGI+Mfk41mbV9gV5tqhPFzswfUhez86Nue6Ztx3vqIyunttVac3yZu0CKG28PifGqENtfWFzCpDPmMg+z66P8OejmtjkSl15PueT90t+Mg/MODfWK55j2TNYGh+So0kGzckXZtXQio5drvjAhydELlkKdqFI1Yi31MKrWOV5SZSpp4faCOzf9wBeeXSpdOtFjfxqHd3l7UBdQ6xNA59xWnuQXgfWndtimO59A1J04yyN8tastW8h6sonD8Av6UOue6b7qfur2uBoTl97UBctBz11Qie12kGBepTXXvNsnt9v7mqldQTNa6e9rWl0EXLgIuZEaau6EZhJfLXckrVSIEXvfQWr2Lyvxdqq4Hw4dmaTDMk2/fIdFd7PcLwg3s2hxVd0b9l35W243iwWJu9YEurOLdOqt1ED85ltbMifMgfb0bA2/oyRoNOgg6E90bA8C8HBkbRvmGEH6Dmr4i3P8pGLzLLvC4+dLJCvFUM5lF6GUFNQPTU3IIPOVL6RlfsR08ZCTaVJQXMNQPaSH/Zw5QQvFz4RVePrOabl0ksWNP+Vm14tjBpkiZkfU0wCKRHTKWHd87PWCyKW4c5Vi75AtqEhnVJ32FEO9Ewj+/XCkZQQgK5vrCiHFMGUcryr56bslAKR0+wkxSIEMPc63OWIvgHEApicdmRLuIyCnju0AuQ7GlzQ1rJieJA9od+vyOX3xfK74p9ee8nzHz4M8QzyU4oyk/yYYgMsh4b66G3bzhsFavJcqSHEMlaA4ZuRJT17p0Hd4EHK+3R2odhikcscTvwAQ7cJtDV1dbVvAj0fx5RENIPwTX948haLQFDNVlyk5nTt+EBEGipaF+MJybWhbxzJS5RUntYGBoSrj93lqrkKnOMqF5b5WeWYaKJCqnnuvYYgUkxVmq1vqD6v6qEh3Xt1gQcCpzcWTSPKoQVylLCR5XUWwkI0IN97Hjj5nrjxDFZt+vhh8NIdL1Pzxi5iWtK5o2iNpzoiWolSnJUjVQRYBHfDAxkeSUrC67pt9A2ewoj8qtvKAugU/sTvE6W79WGWe9bw2J8hqyE4Puvgz9fBxnD0JhXVVf+HhnL2phduXNNr+w21OVuwo/hOJVUqFW3GAKGOAK7g5W9e1uaAa/qwkXP/jMcL4t0cLfXFB3DqSbVmnkvVxqFNmPkN5lFUuyul4XiXon5RRuIqe0kLQlm5pQPr2GLAS2HJ0o8WUvjiEWRaDBgaMBLZoHZ0ZgVoO3dP2tWwd1SOuXnphso68n0Oy8goG0q+COZ+H3SeAO9F2TePaImMFVkSPcC/xCe6PFMXfQ7PK5/gQhWnDYvFZKqjIxZ4ziaQCSJKBRB1wPD8HtFI85pM1Zv6882sw1TnJrV05KbPwOpZfaQ/v/HB87meP9oKhrrBhgcA+4LhyTuorNp4vcbQSxvg7EPLrii+4GIw3fVaVopR/N6LEvdrlg/xdGfu9NMV8lYt6nibcSzUwa/hnnBXv9N4wmbs799LnOMpDFdY18kBwdKpueb54FDAegekcqhBO6bCRVmlRbLiK4faGQsfd8MTIkWyXtUI/FTvW6eG4bi5J0CYS8hWsKUW9cRSsQNkTsqkwJo/Wy9Ul+pjwYD1dmXgte8e31oD6lXhmHYzGtZ8ukAHiFKltish6lJQutzWyLEXqfvlyHTudKY6I1Ev0tNNYioC/fvaMX3U/WootyuV0isRsfLibSQrE+ud1+OmFUj7NX6WHPFLQMhe35Xo3ililhognrVMS2ig4fnkk1/LWam0FnX70m6oBExVGhoHajSTj05HH2oojmPN8PLNNIP9eCfXfnieOq3dYSsaQVxSaVd9DR5Ofe6WPdfP9dXqQjmtSbzW6Q6f7XhBvJujZa/n2nrrukVj9ibdpI68mfqOE+X01kUAZ8P8qmK8c/N+38hZ6uKLgDsvtZFCLuZdWwwEKjEt0E2UJ3kOQjlUoV+shnQ3oO7qM2S8XjWkB1ox5geKZ9TCD0AM3vlWSJS5TF2/rQYbGlsXjj0QKN5oYXndRVttbFgPhrT0RVoormUw6gd67aMo40XlNQY035RX3mchX1s7glgvgLqrmD6w5SLWhKjt9YUAriAv++abgHU3IGcvbE2w8yY/6PXVbV/4mc2Ql40yOjPqLnsFEIC1Fk3D29CYj3wwlj2c/ZloofNJT5rQsLpiON2TEcknvnf2xg0AwowCEBLjYrFeu3Bl7kpy2Rour6o3D9f7HG1MfSObbxGpgqidLBxsRKS8j0REXAABp/CuWuQjiZZdlX+2aKjePF3SElCuWgSkUm1LJJfPThE6LR3Uoz8j3QdUmb00t2N1FLIzjI/APDYMjhTlQ77csEWf2uBpvMc5z5t54FQpPwPRbi8/0ECleMC47d+cnrKnoTw/uKn/HB4M8xunrB+HyKuq9pudsPhRYkLqCKzwPGppEZxX3YsZHqCRSaFlKoKFGx+YS9e4Gd6PHmAiUg9l1zB+SlyLJi4vyuHWEajHAdk3oKrUjK+Dy5XT7+eE2jyl5tdg1dDQ3FxI5kAqFSTboZrc8T6FkrlIAZ47+1EueUH5yWDeOhQ+VmEuPvMgsRyAwdMPbQCSewpEHfu+YfUgfBX7Vgz27cjxPlXUyTDftHCyahNLhpZdDYEWTVR4refb33jf+M0cL4h3c2gAAJqoHLSM7BnNZ7kvHS0Ub6rxTAuRRfZ+qso5qqYxrY7MfMKIilE0vzUXAICtS0vdLE6iikLx/ORCjg0CKzvvd+sLe/OaU4lqYJ5THFpMMCGqrcHBel0CxQIIWrtdrs+M+7d5PeXoivdT5Rt98Q8q23oZhdCEkHriBiu7SP2u7Bvg12Gep1Y5UdCwXspTXbFqWuxd4AMgvFqtGJW5os48Jwro+m1zPp7L9S4mdXAqUNdjTCmIcpPHswN+XyCIXmmL2X5dnTO8969SBaQo+9hU15Qodds1R4C+Yd4sHiT5sxpab83of68XbkYg1N2EyNxNbDMXpIYWuuEz7jS/qEuqTn0j9XrpNPPeCgHH2JjhYj30jciAaCkpC87N2KCav0XpjpoG5CNifEt0ByMDkxYGptoU+eV8HkllfYBHIaQVqUvgWElnlea1QIw6REFm9zFXOYwQkuamFPMKbNNmXvPvHhAoRaO1oY5EX+VQY1623NB2NQIjmW7kk2G9qPHZUrlvG4H0ciGEcUyaiU7DKMWpdKUb5LVcVR5UnBJf+Ay381aGPnp9O9AIp+470yQEnFwo2s1PfH0ZeQ2hB9nRn1vfGdUCvr4NvgbTWMjvaeG114n3rmaiYc1p9fhmCVVnz5C4tgxPBolaGdT6vWgeGHym42Xj3RwRAXrtZnPqorpq8PyG9nPW3Frskrme6WPqwosHRpU1s30dxQakAtOZTjqyZBR1rcL/OrK1nGqAteiWfa+NrQOpH9GPolX2P+55oG3eRTV6QYHKYvGxN2DY9tJcL7xsRWKXsXkpiTtDDUTZ9jh0Ne5TCkGIShyqb+i7DwnYLN4sTULQisnpetE/451vRqeE4SkFpR/mBMWwXBK92+IL/bmbnI8PRtQ3p1isW/Y9RgHTuSMrO7pQqBrSp9HTB8B8W2OxVF3vcLRoDVYOjarXiqCP1wtHeE7baiOWQhoNkVcfPhG1L7e0yDx+r3U63FXy6zXbQdYRYdRg58TFA74wph7YtTWh7ism3UOxF01CHKfXnoiQ6tAo/Jo6uyAR0nLbooxp98Gw3Hgu9oKMRz4xX6wFTIIvpkLY3N5OmerjiUGAylMirwxgfE9mYLntPsCsCGiY3rMpgUq/ooTOS4XWS4RgSLm45HTkct03e4BMQQMicE5S3ibQZtEX4Dr2gEhzYnjgGNbC2wbeH7W7VCokH521cBtWbUy7b3kicrxKrvSV5kAlfmIg2GgCGJ4S1eJS5zZEEwwp/cu+okwN+69z1HEvNzXYEtW/iinbvUshbAu3qaHRLesIfzYKzjbBH6co68dfUZ9BjwDELlIuGOgcfjVjeDdEjXQ6Ayx1Ikqdb1qkrMQGWCVSXy+9EckApDmFzqFOwPk110G1ujx+VYMSHp2WJxBJrI/e+EbTs8BFq/tNtcfq2o7VMH7kepPvM9mF/fMAtVz8v2Tj/eVf/mX84T/8h3F9fY3vfe97+Df/zX8T/8f/8X88e80f+2N/DGb27M9/8B/8B7+p71NkE8gvtUCEdaKnbHT18dygrT1HKRs/IbV2KJGHzCfr7cO8hEf2e1LNEQXBHaB6NKlm92o2LoWzjpaB6R4RsYY5fup/S0FZc68/FZX1TKyhGmW1DkwNedcdhdQ9KZ1lKYfICWmxiVyhdVWyCRUUi3o95XFC8LFBkWlRjlOIDI7OmJdlbsm6LZ1yvb7ByDxDmyaAKJpXTioiZRdzCEm3sUVtsEqegvKTPaOPCQOCxqobBWQ8B0Eln7xCX4MLioQI1quKXp7htatTQ72QWtmvb+nIQWkFOUixK1ALpapUz5EX9r9ZmiHKrjux6RnV0elrDyaHI0L0g6H2WkeJY3xsKFdO7+biVpiIEq5tyY6YnPzkFPWe1w9nF9TBa3hCKIl1/sqL9yYDGleb65O1q9//YE9cSMNgiD9L62bO5r4h6kjnjVOXrw9laq7891pn/+wQK+l5g/cPQBcfuXZAdC1rga3nq73kiuY0ChIZ1Opc4M+peUA8PPFzO0L1MVKJHq1xTg9PfRzB0abWA1k4qo5arJfQn+Zl25WOjDd7kcRp031H16xP7sF4XnqFgjQGMslQPjdqhv1ebdEpKoj6xbp5XbSoYc5HdDrc14xgE5yVCWbP11XlkwlcfK10HUKMBRnGfIbjt/XG+zf/5t/EL/zCL+B//V//V/yP/+P/iGVZ8Cf+xJ/A4+Pjs9f9+//+v49f+7Vfiz//+X/+n/+mvk+OSPXCpfAeuQplDt7mq2ZvLO4WYrLaWz1qVl7YHnJEWXQhopVcfkzcIBZEu6zsJv/LJTC/brE4pZnqVJVeaLDIfrJckaI+fsVN0mpHtKKQSW9bCKTYAo2RpTaX6LQDLg7jo4szPg0oR64I600B5hQGBCpRUv5RytflklTP8JiI0kchpI4s2NLMb7wBaESyjz/HFmaormZeiVKWq0a7R6fNy56LnoQby03lZuG1q6Kezq+rlxD5+V5VLK9o/zk+ODJUvnfvzeArYLNHx2OnAUURK/DQpA+zirF5A3s+g/WaCutm8PZwG2P7laYH6Sm5eUcfT+fvFW6Iu0bf5M18zycqbtNi0fJv/2sZ+58m5I8DxndDqONVfjQ+pHAjoylIL4nJRzaIUNuzcGNyT+d8Njx9n5vwcl2R7ga0i0KP2yuOg3yyMOdghyKDnTKmTwmnty0W73xkULNetAiY5jc13KvKgc9KQi5thKLWtZHlEzBftwiKxjtOCjkpSZOhhiVl3zDeE52rZni9aGEgE4xJISJbL11gdUGB5HJNC1NzoY4YqfUCkbtdryrm29ZTQA0RrM63Xolw4sYsxBalVZmpBgUMKksMEd1ZlooeMLsITHOnTg2Pv8dNNxpg5152BqDngz1Yme7YlnG5qUGJW+F5WXE1fFL5G0KsmFai4eHbEUidnWqm9osJ40Oi2tyDNonW8skFkxMbGSj4ZUMPC9GorRYpFH2nkLH8sPMDfeCHb0eKqnYt9CkNrsc49BaW6YllYyxHasjHxIYHzdkTD5TPbytqblE2JTGhOlvl+8+nav5tLa76a3/trz37/3/z3/w3+N73voe//bf/Nv7oH/2j8fOLiwt8//vf/5m/L5x+1PrMDQqQWBZhnotQv08dMqtorUeHcsTZRll1oQI1zMJbRyVpNZShhc+o6ORUDK20MCpX9BUUiEdvKiNSJB/5qbzJ+SlCNeZPYI4ilF/b2CAqSs6zoa4en42kD7fuWm0AsEG7ipiROKhVQ5g2HWuSU8zfPerE3CyqAcfsTjRO/7sBhK3m+aNeWB9lLtVC/R0If1+BY46ApY4NmMjPixmQeItWgYbmgq9AmsGEKFDppTHKtwl5PTOQ3xiYJC+7Ua4ezRWTe31/R1OYKlqlOE/BjJ47c+c16G2rRpakAeuMzoaYP/dGSh77jn4xaBGnLV5scH7uGiMAF+T1ssXzGR4T6ittHC0EaOpE04VDDBrPb+BGDz1fzk2D11Wn+iwnTcWsAa2F8EZ5QB0SJ8Lbv+WF9zEVi0FoShG4eCqdAVz4dTm7BKHByuC0jBzv840vugOvt91UV+26GLD0ebtlpereVc4KEvy7aFOKoILhCLZZf7YSTmqjU35bzEk9AIOzPLIjNaBvqJeFYsqi4Kc/TzhDofFp8rieKmDezKSZP4tNDlbrwQyYNm8PYiKPvuvn3Fz4pnwvwPWppc5W1B0ZgKXpfX4hqaGa59h9ubHNPNb8DZ2LP9/V+jM2H/stcw0YFqN3+1N2RqZ621X4urkxDDFfKx5yrAVc31SCZW6c8nmO39aI97vHp0+fAABv3rx59vO/9Jf+Et6+fYs/8Af+AH70ox/h6enpH/k55/MZd3d3z/4AABpb+KVj6hRw49+k3uALGsLNiSIfXzyLR9miXJsFOkJjKcHD76lBay7XzBuvV4WOMCAdNN71fGn1B39+45TkJfMop+95jvTRczuiS87MUS6XjS45/tnFIzxF+cNjCtQ03icvg2Cueb2gwbgK04c7N844ZeT7hHRKXIQaou9suaid3nPEmOeuHG6Zub+gnauQiW/Io6uDfWyvrwqj7yOivSGaC9yOzHst1zzH1VWXw9GDonMv2VF3JpUUpXOCPdEon7nzLtzJR28Q8UjluUQqEvQMTxaOXMotywylTJ3eSi54Q/MNyd110mxs2H1VKYgSuvRFfHm7Agbs/+8JwwNXzXwW8vaSml0L5qAOVNGeXzeq091mbz30ek0AUSOp2k2WHCFM/0NQ5vlqIcs0897nI++Ncvnj16OXMCXXN6Aj8Hivn+O+Bm05v+UYHLx8aH7dML3PpPceWVeNysqAZt4+7roFUqJK21GMMw6yJ607RFlOObTesCKDz7zB1dAManfvUpSgSRhYDjWCjPV29XrzFtdOEaGr6F34yLysO4XtK/IZ4dCU3ECmmaPWA+nM/ORlhL65NSNjZRWYPqUwM9lSqLv3soxtgebSAkzvM8ZPCdPXQwAGpIbjV81FZC7u8qB0uSHTVfYOJnysSkEshqDu/P75wCmTOviQ+Zg+ctytly3aGMZmazz/7Cwaxy1/XnPD6csWG+h8WzG/qrwnqrs+EvWulwzK9l+TDVpvSr8nBjbCOCXs3lGRvnpzm3zi5r1eNtbJJ+aZ85Mrpiuw/5XJETwwvU9RSim7WJv9OeTO1nzO43fMxltrxZ/5M38G//q//q/jD/yBPxA//3f+nX8Hf/Ev/kX8jb/xN/CjH/0I/+1/+9/i3/13/91/5Gf98i//Mm5vb+PPD3/4QwBceNQqTejRKheDqIcU8tjkxKRSBNBzSPED9Oh1bKGwA7jw1qkxKtw4xkQ5EXq0J7pNKKO4AEN5kOYekOGG45aLz3KAOndHz8rBCDXq+0nvIVbuiKLL5roj5+oXIwQU38GBvI385WMdR+t/Kx8dP8v9tWqCEOcutOw5OuX4FNXruoIB2NoRVoRv8lYFvv3uZ/WS2FxjQzTl3jIWtrmO7XtEFer6AX8WWRse4h41A8ydcYYnRN6LgrlOTUpFXDdlGGH+kDbPLsZO31iV04sSGymKdW4bxGrNEaQ7bOkP4NS8xtDaEZ7GlA41gIh76KrVcA8ae0rAioXyGh6AaUOUaFCfs20vGMzERh0tYZ+uqec7Ed+1bdauuR354obQMkSlw6YePZq1+1wRI0J17uZeqBmF/5zmFBYubdtnQIFhD+LjuWyCoFC45xbpa+krgoFTsCUvc61Zm7ktRTE0T9CvKcYBEPNLNd+hBnZVfN154JDI1MU92YwnaxapGN78XkfNfK0LrJRHbojqh/A+d0Uzhtp3LOvzujcH6fcEANRXWQF42jRVyGdE3l6VJlzrEWkQXUjycb1dKn7W47c11bw9fuEXfgF//+//ffytv/W3nv38T//pPx3//oN/8A/iBz/4Af74H//j+If/8B/iX/qX/qXf8LN+9KMf4Zd+6Zfi/3d3d/jhD3/ImsQn5iJlTzbcJazXRMGSs3NSM4KUg0obGsrQcJq44JcdvBl1ArxVma1sDYbk0ZqrqLXgyAJuvZALT4tFVErWUlnDN21k8fnMwZ20IVSEsnL6esDyqsLm7mqV5DG7EFWg0vJxvaxInovR4M8nRrtyyCkXLRbcfPZG5juqIun0xUkqw3yqTHmey43XvnqNbnMPV+VS81NCcfonfyRzcPwBR/zwaEF/TZ90n/i5oT5MUhK38PhtZ0O58sYHoJ8wGQxfQNy95vyaOdU6urPWRcVpZyEiKnvmkXYf+2KqyB4N2L8zPP2ANdzLq4o60F7R7gynL3kN66tCb1hvZlB98x3ujYvcIx92zXw24yeP1uV0dFWQjon9mncV7ZhQLpwCfkrRplAq2/mVkA0XlXJRMfg4Gh7dccpZCVuZJ6ePb6P6NfHa6LDEsXD+onoaImG57AFjMkPJzmDMwPy29ny5awzskXXlRSU+TuXleyLS6WPC/MrrVF0sNjxYeBWrBtiK08APRO7pZM82Biu8n0RGRGrKK08feZ+OX5EFWW9X71LluUNnqOzbMZyy8ilhuV1Z792A5v1hGfSwPnZ5XcMfW0YYwxNQWg+YYGQP5F08PBrWS6/H9mBwdcSWZrpQyXhEDQ/EyKhMz3YN04fk6C45RQ6kauEToEBeqK3svBHBjs9nuZFmw4LFiVrigV7KAMfB8JCwvCqYX1NcqM9cbgoOvzawGmLgvZ/fFuR7Vg3kY4q0QXYG0VZDejWj/XRHZft1xf4bKorHD2QE5i8KWvYOcE8Z5y9qpPDyY0K5qDi/4VzfPfSU1nLDAF16B2usGJEm5fxGLQs5T1IB2jExgKhcb9eL5lUrPoefS4t+puN3BOL9xV/8RfzVv/pX8Tf+xt/Az/3cz/0jX/vzP//zAID/8//8P///vma32+Hm5ubZHwChfuvKXN8gUo9kdcfkAAVskI0vJF0xZ45WHNK070Stol1X6whNh8LG2qN2802zbpAST8C/e/N2iTaE3gM5DZuPbx4pDoLkFgi4m1c8/47IaW6/G99FeK2/TueSEEgm0MgmjyRKtzt2+eW7Ew1Up2x4Vk8IfOe6ywa1uKjnN2p4rug62IihBw0qNdrW9G6RoVBtRPfGexWqR6HwzT1pGcBQn6HCLdJCA9shirHQPRaaFwoCulo9c5HbXntscrWfX7A1G9QRKHszjkIBXe1ZrWso2v0+qb0gNog57oPy5WkjiNLL1OFLN9HQ2y76OIF1NeuzZ9aH6PPn8F0Yov+LhXJUHA0qKrBV1GKDXq1Y6AOCLdrmSYtqhfs5AOgG/94wRM0PImeuMaDnFvfK/z/EaQYzpXrUZ2hVGo3WX7dF7Nt1SDW+oZROnbnQvcf2NZovgdj5rMS4AejsAxDtDXXdMaY2tcMSIsaj2dwPzbG4bwnMfQvhB4PVQiSmXuB9zvF76wZBf5fd0L/1HgVBKrOLe+zjbVtHruclrcDnPH5bb7ytNfziL/4i/rv/7r/D//w//8/4vb/39/5j3/N3/+7fBQD84Ac/+Cf/Pn/I8y3RjXrvqih98F6Y+aQ6SEaP+/dUPI93iWrnEwUt07vkzkkpJsJy7dH7Q+rqyzvmMIrXz8lhyhrFWFLLrnv+rlxXV8/yHJarFu5UW4puua7RnUfqzfWWSafspTHZ2w0u16zXNEf1w4kty9R5qbnQZPdtik1d+TDlZnYf3Gd4cqMJ7+W5XkjJ2iKXa5XIV4pquUuxd3E/73Ti/VxuK/PcA+tnz6/gitGKcsXcHBcQTuLVxTZpBi7+n9wVmjMRMBqjWubeHPk5+pXV4fgxhY2dzOvLyEVZJTmq/WRNKZ/T8JDC1Wq5YmS/3lRg8ZaHC6JhBDu+UIC2e8emAG1kvmp505vZj3cWCyLHYIpcnFTFu498Dhc/UR7fsPuQWO4yUhwkJic0CxWuUGaAc/mrht07UtnzK6eGK9he0r2g2XyB93L/0xRCF1pG0lYzu4YgxIYSMc2qW/ex4fW7rItWBED1/7a9IBJ1C+WiRdlWmdBzvB7UJbe5VP5OwZ9ymOc3NFXY/5RzMn8aMH1MQTtG6V72XPirhbnGmTns/bdG1bCLgMJPe+k/U6759D3P2X/TW/Qt12Qh1ssaG0a0+duc6/BEFkolbPNtw/yGIq/q9dXZG7ksNzUUuKv7Rdex4fiDlYYpF64pcAezloCnn1tZRXHNYHD6kCO/fP6C59YMVPfWHvC3zBr0tJA9sBWYPiTsvsmh5WC9NjB6/l59pzWemJ/3f//Kvm/Ea1fHrxdE6odfY+66XHR2JdoDNoTrXD5brH/n1y3WIWtqD9hw/N2Fc+qyRoqjXFZMn5ya9mYiXGP4DJfbgvUCoVf5XMdva6r5F37hF/CX//Jfxn//3//3uL6+xk9+8hMAwO3tLQ6HA/7hP/yH+Mt/+S/jT/2pP4UvvvgCf+/v/T382T/7Z/FH/+gfxb/yr/wrv+nvfaZsBiLvFXkAR4qheoYFnafm9dWN2ANtekQZCj2hHl8szCdrIO7vIssGr69zVATAtugb/D1Omzo/b2wQLkibXDT7brbIXWxr2/qNAFTnF242gdYaKnpvX+XClDvjzzbqy23UvLEhVBSuVnqRL7Xn9y4Qm7l1ZyKoidzUdwiDZyhMrIGepTb7BWEiQtTC3Jly5d9FLs8ZBiqRCe7dqKLas2cWEb5H0kJMtMpr/RyBQMesdd3kKPPmoQj1wSL4eZa7LwCm598LoSD/fXSXKQYrLZ4Tnbhs8x0IqhlOrcsPXLaKcTtqR+O6pq7u33y/N9II5AqgWUecCsiEwsw3te3m24T+pAwuvUyuM00IYwehmkB3QwNmi7RMChWyxVjvuXQAq5u4rB0BxpgFApVtmYM4vy0DshmHvLmbiWZu0epjczsH1cJPyt062vPnq+Hha9KzWnrzF9XNy4Q0/bXVEPQszPPynkrb5tUlvIRMKXS/hcK9/l0PU7lWmePoubT4TL/IitA8CJxoPCiV1wfL9r74s3D/73iPaxw6y6AvB9rABxBzL3XbyrhW3Sitec02+XB8tuO3NeL9r/6r/wqfPn3CH/tjfww/+MEP4s9f+St/BQAwTRP+p//pf8Kf+BN/Ar//9/9+/Mf/8X+Mf+vf+rfwP/wP/8Nv6vuirCE3b0vFQZmfUs/3uBuRaF9r9L+lGq5h+uiK5ddsB8fPcLXrKYUCtrqZQN11m8DdtwnTnUX+KOhVeI7z0HD6smD3bY46PS1u9VCBG3KvUu7ByyiG+xRt1PJ9jhzwetUFJMhEHeriUyZgftUX8eiW4wO77ZjjGbwWdr32msAnoujpU2KE3boABAlUfj70PGOaLRA+y2PAlmqLhSACxqg1zfasVGG+5WY23NOfmNaRXVBRRyLv82tuZGlGtLbbf2Pe37aFgAj+2cMT6WktGspllkPDcELct/Ge6FXuTMk7stDUvTMS8Gefn1IEccWVx5Enq7yv59cVy3VFm3ifmn/G/LoydQEXeyxwg/mG1VGLHK4efh8b1avzkp17raoaBuzfsck64M9zZCP74/ca5muyFfIfl9BkueZiffn/ZGTPtx6/X9n5JjP/P9+yPzDRLfq1ZaL27J1pYNxY81OC8sflwLzwemh4+n0z9t+kzXV0qrQODfObQiXrdet1n95NSDahTPHwu6MPrAfOdWCgmp+Yk9/SwctNZbORYtj9eCRquuca8Ph7Si8Rm9mGT43fdc0AkZIoy9NbIsjx3jB94rlNn+yZsGz3zp+N9yAue3jO3WtSl/65bWhQCz6gB0J0uJIvMbyNp7GrjgfGy42zGKfMQH7H/2e3/FwvnIVaXLHtXboopmqh9qelZYuOPporDGbcFKQq0Oaf3buE9baEbwEArDesw1WQJ31DKszvrpctqgmGR87zOrkS+7K6XqIFeyQntjow91+uaqjkbWZFBoz+B2UHjB8Tjr97jcoH1SZTHU9NxHBy0LHx+P5Zj9/WiLe19o/8/Q9/+EP8zb/5Nz/f9ynCbwixA+CR2rZ2epuD85IfNv/+9a+LTh6KlJXrrf1ztq3SWkX3T22byN9rgS1geI/60gqUYmhL8p97L1JfzEPp7HmqrVqyXzziWrv6sUWkbt72Livy1X3Z3gsoILHOEnhgYKoZXjoSMvMSn+3rN9cVpyW0rcXlO7l4/bsJcfo9jTxeoCsg1R70AOh5zQJE3zOhE0fneq4qx2nYRNQDWOdY+vkAffyEx3Dd5KQTF06Dlzm5wrpux3tj0FHQn8f2UZkjCCQA3u1JTTsARL5LaCXuldyudF8SgslRXWbAI6FzQ1eaNsSzYnC08TFuQiobdKfn53QlhVKOfD01oHGjphnWQKTpqOdZTtXZipI74jMP0uK7nLoUuqu5v10pDbkSCe2YL/p87gwwhIiiUQSwYbX4+5rdIQ19HEb+c2PFGpuSmIoN4lXeWI0kgB40xfzZakAMUO9nXQ+WzTMy1XCj18s33ZPOvLQKrid+OlHOt0WmukebcbhlgJ4xVHoEq17Tc7yhDgd/lwq/XwxUoOEEsjRC2UYpQd2UvMX66eNhq73RtZhYDtdtKNCL9ysA9O9vQ0MrQEv9fukeqktTMCuf4fhtjXh/q4/iatC0shk9Nxs821TC0kwWdI2L3ez5uNMXTts9JWDtaE6GD/lE5W3kcSvde1AZra0XwPCA6M5TJjo2nd8UN35wBJYRvsDjAyO18esxBrfqD9cb5rTW603brSQHF07UtBLZKA9cp54DVF50ep86Qt5VdvdZ6OFLV54UC5qUjiwDcEP5Ewf+4Sc0rgj16xcFp7eVrkMb8YUajNd9FzxZIeqP3LLn3DX5ZN3Zkj+PgxsCzGCAtPPPvmg4/q6C8xeObDw/t3ufwp0nn72/7qwNFECiGlJot47MkbWB/1eu1QqVkC0BeDVHjaNySXVHZ7DkecPltmK96TWraTGko7MUx/Rs0muB1LNBprtSnRrO32PNdn5I4cylvq7M3XdP4+WaXseimPNDwvjQXZmCWnPENb0nMlWf4zYC0yeiGG2k8oOW93PZI2wiWafZnarycWPjl3l++289X7wY9j8eML+iX7UChQb+bveB/ujZ59HuXQoP7eaCyNm9puvAGvPl9QqrbJ9XLgvKBc9huWH+1lawsYZXA6AhUKeuKc3MDY8PXmfqdfidXucGWfYNw33G8JEDOp2pD1nco3i5rt17uxK9LVfA8qYGszJ/b40AaPfOXHDmTmPuklYvaeVarujENn1K7JA18TnViUre4n7G61UFNgg0PyXke24Byg+HeMrz56plVtcq1vhzbg5PVE5HQOniK/k5L1ctGADqIKjZkKnOeE99y3C0CFTDAa3Q41oB3HrduhLa009qexjlgUnBoC/oBqTDGqLJ0Zk/Ww2Hn6QQB+5/MqBNFXXf2OXJn8t4R8DDnLfXoX+m42Xj3Ryq/4sgbtNNp469JRqqRf4J6NHXtrFztDNz72MAsYHLF7b6ZoINIuHG3l+rSNJWA+YUG0FXP6JTd/FvX6RzC3okauc2h8QuEKKV922W/R+ibtU0wBOvTZ2ZRG+h9vcBCLtKAIHeA/1bz8WkOYWqMepIN+hGDISuyxaLGsvOTCDyg9taTSq0raOUvOlW49SkOS0XEXu8340e5Jm9ibC3SJv3GZ0tEYvhrRvbKW8oUkS5hUwx+D6OJwYJFrnQaM9YfGytDP8VqUduzfgZ2NSOkn7DM6esqNn0TbtMG+vCBhcUbu7/hqmJ+eDjtw4tXIukSN+qdqPWdsPu1JFIQyYFz2qrfQOuXs7BHNvGsc1Pa1uao+cYiuUNwguU6A5FQpgSGLGGHjEeo6Ya8DrlHhhvhU8xd9x3mfXyG9SYWsyhUE9nIeTN83BWRohW+dM41c0GItvSOFp/NhJoPXtuQqaqYvDvyI8EA5E319pSO0sRtrQ+ZuTKZ84sbL+LAASxVuj764TI3W/zzaGi9/vX76WzYJqL8GsbWuSW5d1sFbEOR55XlRDr5v3NmarV6eXqJ2Pwz0SssfTQTjEHt5UAz5jBzwd4Xzbe7dEOFeWyBsJJ3vC+7hvqVYka1nxm9ETDd1cMnxIO33Q/ZYDKzPlNCeoprRzIyw0j3nJZooWc+Wa+XlWcvlf7wDTmT8b7hOFTZrcSt0wsbqO4uIJY4gjRaOWihgq5vuIHbssdrBK1JL+m8xelo4QD64zlKEPPXyI6KqF9gb0ssciuB7jjDb2U1Se2Th7ZHzttu14xAt5/TSWvTPmFLlB7AwayCjyv8VOi9Ztfw3DkPStXpQcSoGpc520r2YE6MlpPi7tUnd0RaCG6Xfct1ItpAS7/n56HlvBItaRl39zj2d2EvEaawo2Gs0fH+18bo23d+U3FesF64eXtgvJ6DXQ9vU90grpTHSdV0Xl2xuFDCn1Bcz/ffGI+XQhzeCDisQp3RWOkrs1Y5u/RIcitEMslc4mnL1v0hw7a1GuDq3sNw1wLsG84fVXD49l8bAP+fC9rqJ3V+3e9IkI+/JTjNAmFr7zG5apivSn03r6qQHWHNVcLkwlprv5HzLP5TYlNdPee42K6c4exwan+mZva/LZwDu0r1rdLtMws+wabiYKmDymamqimW3OnHDimh0c6dyEhPL+jCURuzCEeyKistyUCrXLhHbOw8Ub23sTjnUVAvftmiDKl5ZY1rgqorYoJaSivVsidTV7cUok3V6areuLq/7bu4e5pELFCYiEOX1MrMTxwp1xfFaqDC121rMEbMzQ6i92UUABrXzp/UcJXOQRPHhhJR5OdoaCTGoBKb4LBNQFlgnfE8o18bBh9TperGhtolbf1YshHRM27VdCs6H7A/l33rhY9f3pbnanhfBnu6MKmdp5FKvDiAUcD0vnzbZcvG+/msFMKhBjiKdWznruhQJ28BZojBm4qLGGpsk4zSurTuVMaEhvRI3aTl9pE06o7BRCILxCjFnY/JN3vP/jO5xSWptSpuampPq89U4sqwoscERDdUtiiriM40XBSWdpCelA5zrKh0BTJ17Fh3QsRoEe/31G8yiFMuSMFNiFqVK53TtH0IHJ8507JdtTr3zVsrq91hCdVNWnlfv62kq5brjcCNNV7bnP4m3seqm51k4Huc687FJyxmSwHVmbYkvc2jbZ6O0cq/nxES0YXJt8Q69iCJmew4Ogf6CVa32FlJNYrOwYO6j9blfdc+3cKyQiJSnMQObO1j4e434BTgR0d6fyro0A1uAhx0DYnu/nu5OOn58YR4sTtEWzBgu7K1DpylVBRRiAKmnDm2EXp6DKYLAfUaqmJzbVrU5NY71l9rfn5zBzPyYPyrSJ2Wx0A+PWk2FfDDUrdw1C9nGXTRawNDez0jhhHwZi0HoD2ntlMEUSdd4jBLOqH28DgOZgtF6fp/sa9dhFYrFVao3ys5GNCPqWuF/E1iqxZv+a6QzSsqM4Etcw1VHOiuubAfNOrA1k8lU2JsUmzeROTDRL2NaHsEGyYVQV7FmWSGk/yVsjnDWtSlDLDZ7WNfNl4N8f0PlMB6JvC8OT+vEciEkVt6+2K9fXqbf/42v23xn69rxiZtgE4f7VS3etCn/WyQgrOwXOeALpcHYg6RySav8eE98UkPFV9Q1m9OxE/iH+RcuPnL9cV5bogPeYuqhD1NfjE9Agvnyw2OXo+c1IsN14n64IOqa3rviLfszY1en5elViU2A+WC9X8ytvbbWozQ2nqyDWV7oOLBqzXJZzCFGnT0YkKU7XgGx+o3Oz1dxb5QIqOHGk48mSdLq/DKjA8kh1ICwJlzq8qHn+uYPlqcUTAc65yDPKyl20+KS9EBUQIylkh0hdsvUb0baeM9ERTeymEl1cFy3XD+oq1hrLBoz93r8VGoZK27Pl5RHfM5xZHs+OdYfdxI4TzxahccLys1xXjp4TR1bXlwN7T2cs3VtXLLkR85Zorbx0QJUnKsYtmVGnZd3tJL1fi9BjYnN844r6sQQ9zs3U3qWu235RjmL5HXcKkxRCFOd0RqQxH+Djlpj3dg/lu79Vsb85Evl/MGO9Ye6qxK7N++RZb43Mrl7U3kPfgZH5Dxmo4AtMHCwe06Nv8xLp+MRWTsyqxiZ7sWV2oeiNrLSiTe0/vyWzlmZoBsS4A0A7M5VuuURueT4bxnuuA1LnwuVOmRgV66V3RbCFql+iq7BtOX1bkp9SVwWeq8fOZz2A4cr4N9+Y5dnpeU+fBe7H/hpoTc9GfbHKHo6dvKhXyy3VFPVTM31vpKX9BFq/crqwYWJkPT97Ji/OP5768qg6CmBcengzz6xo9mVumV33LXHsUZOTZUC8Kke1F8eoNqp7Ljvd/95FrqJ7T+EgHtd37l433n8rBTaG5GTmiHRzgFIW6Cp0To9nHDDUvXw98fzo5qtnIz9M5Ybi36K85HI0IMPccT1rhA7XF4l4cIUtB2cyRjNsOSojCMh9fiF0RGNeUADvlHmVv8kw0SdgszI5Uk+s6hGwCabryVX6nVjzS9igSFcDa+9Jq8WpJEXs/r25LxwU3Fh6vFWUTghS5YVLWnVKXkAdAKMNDnBU51daDEY+gQ+GcEYyFNhhFzlFTCQBuAxgBCzp1Jts+Icb14KpdMQCuMpfgIwuF7NA71QgVJL6+JTal2D4/AIGEhWr4O+bYFLFHhypwISyj0GrrOX6v6R68TZ7Yh3yyCCbUcUjCGCld68jN1c6egpme/1756uoNIRQoSMW+XFfPS8Lt+FK8r46dpVEJiwp+Axk3Xlc6cdxV7/Erxma56MxMGYH5RgGHi5EWBtXtOETP3+3Yl+Wi5gYV6xa5b12H9AvrRQ/IJKCTWxPV0i2CzWBD3HRH60yolh3NauzyoUtR7iwBfA568JXPhnamxWIqLENcLzr6jM/ReuSdvkLPsRlfAKIPb1Qy+Dnnc2czGKxajGshzi6Sc+TpxkPbnGr1GnWlMYSa+bk+jny9YktQCwYp5nLMZ4v5o8BN8yhwyNDY8GbD5AGAuWLezimu+RlF7xoKjesyucHLHp/teNl4N4eUvMODR/mHHs0LcSARcaVTwv6bhHJJleZyzdrf8b4vtoPXqo0PhsM3RLLDI/Oqy03tHYVm67SVo1iAeVAKTRpU/D88Mk8z3nHipTNzG3UAka2atceGTTUtF1Kvg3XkWPcV8w+WmPw6H1usi6y8LWJ2Y/zh0fuqGsLiEM1V2I00k7q0oCJq9HS+8IL06ZOXvziNXXxQ6xx0raohRALajs+kZn5eUi/NDf0nFMtOKn3xkYm8mIOWO7W7Xnq3myy1sdNixZDvMxFQ6RutnIPWS9IUaTXey1dUz6ZFOSd+J1v4ef/hZlhvCheOaTO+ZBZgwOGn1jdkLwuj2xGjeTW6V75WKu+oRxUSuFAerwXNqobnh69756uWOUalfGa3IXVY8o3Y2xoOD54n9Dwm0Dclla7Rr9gw3Xmts4vzhi9PvrhV1FdL9JRu2XONa79vojutUoXOF/I+jA++YQ+i5RlYzK/Y6Utz+fQDPos6Am1XAKcrx/dc2IvTldpMd+98vHlNeN1XrxelTsNWIjZMrBQ4vyYbhAaU6xpjQ8pmbTTF1fSDN3qXX7Bq4IMhUM7R568C5bTQoU30fn7ifRoeDOmJwb825/PbGpt/lEF5OiX5BprnXsEhNgkNdCQbJGTqqvvh0TbBNiKFw/xr73Vddw3DyahAdn8CbnCug9gTHKiz2/DolHzbUNbZva/fsNJh8k5tyuGrhI6Bu1/PCfEstVZKLDg+cL5UdW6Ca3f8e+qusuTIu3RR99ABDxrXh+W6YbnVlv6zHy8b7+ZQ3VhMdD9iw3BkhLRx+ZkTkYxvRNua3K4MZCQqi8niykqr5gpA33wuGg3zfXNQ82gVy7e8sZzzRRXmuZsGpGNvYC36OZ/t13eJaYxG82NyROeWbAao12zP2/XFV+fATa5FhKpcYh3h+SCLlmxqprBFLdaA4gxBAwDPkRdRtKlHy8mj83wy5LscecVyaFiuOiXUhobxk0W+UOcMR7TMG3WWQDaaoWZO/EOLPd6/dJY4i5ST8k6iuNXkXosv82EpGAuhTZVxkVZ3pTLA0grlVRNCwVt2gLo7hauOsx093+vnntqzxTLqbiqC1jRRuQO8/AJB8Tcv/6qDNgBH5aOjy7WLSuquYrklDWqrIR0tVMSqb47xPzTaeianNRuwPBBmpbMBcwo19hZ5Ap0h0ELJ9IrXy86I2mi+CZHuobraev6+WFCRWN3ABH1c2uJ5X0NXvntFgX6fVuZom2+gLYPVBUUmEZucfub8kfWlmIlntaCJ56l5FOcDMTDdtlLixuo1/GLXJJgre24i+ZSiY5A2xeXSUfapG5YA/p1S0TvSj3t+TshHf9aOBMu+b1jNOD+az5P1UnaSFqhXlRUSQ4pBsMJ7qXVElpQA3Ko1PaP9h7sUY0OlXLFb+Rqm1zeh6qRKAU+JbfQVaSUjkObe+jItfLb5kUYtUlavF4hnunpJ1PBk6Dm9n/142Xg3hygiKgj7z+XCUt39qGYuVslr1oRA8smiFIh+sRYIYLnmwkfVqOfDqga251Kv6JcM8DPysX+3Ivv1zcqeru6528zPtxJdbCc0rEVU+szwv3FRn+7oHFT3DfV6jUgxhCJwCtwXl6DVXfmthSSfETV4yi3XCVEDrHMIqqgxWIhaxsLItF5UL9EAy2R8MyoXlTmWdyk2zfWiYX5NdDMciZQP37gqeuh0X83cMNaDR9raeAf3cPXbLfp4vazhXzscmRbIM5DOG8rYc+HDkdddv1go3mi+0B14Xm0gC1L2/qyVH1Z3FY/aky9WShss3l9YeWKJtNSXVvdFAUNsqk7vG0CTefcYTwvQPGdnjngpXOMzFe2v18IYqLDrk0X6BIeC5YsV5aIy9/WQAtVHiZyjkDoC5y/XyDejAfkTV7N8NNicAlmEQFBjbkanIA2sr3XmR3Msn/pb6Ha0oSyrB26rI0+v1R4CKbuSekV0LbLqY80p+aR+247861SjmkDdjMZHL/valPRYBfvGWgvlLjdVBKpSWdF61bpgsqF7He+6yGd89Pe6j3Tde+35SmZsOLq/+K4HWYCzHz7GtgK/9bJF8GgFsQNIIR++A65NWC/7BokErLfF2R6iQAq1+rXLg7zuN+p4VSjMCDo3encb64kHz6MyPYHIp5Y93bXyycJEIxVD8h653BD7fGgqkRvrMwrZvFoinzkeGVhzLE6fLIKdfLZeZw0q/wfvWPfdkrKf5fht7Vz1W32UfYPtWG4C781IOlTm/ohIfL1wCgmIJt3ZHYwo4deAp+Q9OZUnejAUoE6JshC9BdqVAEo51XWk6KFcNKSnzOjRAGxdr4yvb9mCWo2I8ZSCGgW48Y0PviA+JNRFdDQnepoB2AbtDsz1VFf9SnQDGMqBBhqq60s+CQwAikQ4PXqW0USSWMR4n5WPSXB3nbUj37LzPJYvTrQ/dAr2QMrq9IW7iAEo1q3zUulIB+Dimo+9TWIduXFzE2EbM7VmTG7N+GxyuzoXcLTo7fxofNtgJ34R0QevsU4t2vCtVzWodWvAcunXuG/R4tEamEstHblF/nDogV5zb+71kgFccjXtGsGXI6SFC0wdER7VgG++OyEXYLny2Ci7K5PTohgacMxIc4rNQ6VnMlJYrlu0zlT5RXHh0bYhwLD452+EMc1TIC0D63VHvwCQHnIgXDEEZUKwEQxqtfm1YDd6TaqLhTxdpE2i+jiC5wXXC3+MgwfNj9iYyKTY1POxi750j83FbXXH+RQIz+DtH1vc8zST8WiO6LSmKGfK9yMEcaT6U6R74AETFe3A/LpF6ZQ0ERonmm/KqbbkNrLK5zch+daV0XKp87FVDg3mZTYsX/OAfOljdffBcH7VdRbpzKCPuXxn9HZdtKkgoI0NWHpgDzjKdAveOgB2zHGPnq2fqa+T1uDrY+2ObnrGzmRYsdBDFO9hTRq/OVBKXI4WA5qnAR8ShW4bj4LPcbwg3s1R9xVt0qRFlHjMr1nLVi58wTTmSJZXPZ+kpsz5bGivl6Bc2sAoNZXuU6t6O6BHiHJ5ihIf/V7UpuoRh+q9fflL1bzyxT2SVbStBc0KorawJVA1698xPtAJKK19YqTFHO0C8Elhq4XrjOhdgBMhnbesgIVSm3XKRIeqoxuOHgx4ja7uiWonky8oae2uOHLWKZ5fZbkXN38pnM9vHBV4/lb1i1Rw8lmgAc0XeymA60RFL1/v13FRIwecvWY5iXZXyQp807nnoizqLvmCbNWiUYYclMJb9kAERdUyd5mt362i73yy7uyzQYh1V5GfmIOb7oiy286fqT/fckGkXycuZNMn0X6IxU8bqPK/YiG0qK2X1TfEhvyYmZf0nr11aig3K/IZmO4AtdGUd7JSDCHEMjEfBjh12qYabl3cHCuV+iHmcVewI8dE84VUm+vwhA2Nz3MohxqIUzlRjiHm0dOKoPHpmNY8zwxXzyP0DAqy5HNt1TDIoczZm+YbL72z3SHppMARPVA5cIDkWcwDovYZUNDs+fZtBUJG+B9Pnyxyw8lLXajI75u46t9l0KIxSK0EVfvTPUKo14YWncKiDNAD0eHBostTMw80fQ1gAwOO8/27FuY/WrOGJz6TfGSVQdn1zRzGqoU21mB01Kd4vWxBaYuRCZvO7N2WRgbQZcexiuZ+CAJN0LNsIf60ysCIinHmc9NiWG8LkJ3ONr9/HryMDwyy1qse3H2O42Xj3RzmKsMGRUg+wc+0acsP2UsegHyfqD5tPV+hRSb/dGIJi4sq8qPnUXek85i3pbJUQpTmkTxVrcwhrZcN87VHZo9su2Xvp+6ctPaIU/m6OpIeWa6AwQ3oR5VI+evb0NjeTapl5XLg5TQ+OaqXG+VHqj0XFx4AnKD5kfeFqNLCfrANLcoA1gNR1Hrok4D3peeepHiM3Jt/HgAuGCcLQVOoP526SscUpQLh3AX932Ixk1qzJX7eerkJEBoXzuWK1z48JOa7lLseGIWXHRdh3Z+tf27UgTZ0VCX04O5lMtsYHjK1AY8pUhHNEM47LMXyy/cIX/63EkTBKUmpaYcPQ9C3afbcn+c0sytD5xsfn56+iNpe3xjPr0VbN9YZpw2yf+BAC0cqf242JyzXDfONp12OFqpjBQEy3gd0TxDlbRpDdWzYvcsY7zLTHwMicFP6R5UD2qw0x2Q/mRbjfVi7CYLQT35MTu1zk7FqqAd+JscTGyyM93zv+W2Nz1BOMYRqztycXzv1qdy8awM01yX+kjPT/qc58uii5HVPtk5OOqTlEOquE+enjGnKnqVZqrOl21l/pkqNrNedyreFG+ly6WU0iXNR171ct0gRkYXhBi+mRAi6+mat6z29Mey/4RiR4QRbZSKACpXgjFTGT8y5Dx8HL/8yr033jdpTFzqP9dBZPTSE6YoaJJR9i5RTyw3jR4rOmnnjhOygYmpYrph6UOeu/JiQHnLXCsANdzzAlg3mcP/5tsuXjXdzpI2pBeXrvUaPtaaI0prhiTkewKk1a5H33L236N5jso501Ejv3J5/Exqh25SFGCWUrD7xVCM33nd6NowdNK88QsTVQorHI9LIT6i5tguLlPuJ9/lkTqofHhTt8//lqnahhjYYvx9WwKhR8n/v7lIPlb15nZa0isj9dFOKFrlMCTHCHMMpsjrVLlgDfFO12AS36BnWYtEhpdj6efuiUnYbWrdy4a0XVFIOR0RtZMub3Pyoki4/Dy+LMKCzDn5foGtZ0SNlp/+iU5Qvwm2s8Twl+lC3KzgbIHvC5gKtlrxntAuTxnv1g20hUAmK0XNr6xVvaJ5b0KbwjalOLRzVtABxbPDclUtT2Zh+l84W/ZZZ9+gLdCA9F2NVLWLOyPi5KUhpIzt7DQ/M8bWBqQWJ5cplJSO1CaLqBO9HjLjX050LxAJdezDrzEEdyHhYg/vz1hhnddcwPvC62quls0WeoWGAWt1q07tCNb+m1nP4ytOq+YWe6+59HzvN7RDNEaMqEbb6HfZNRggZudlpveH1rbfODvi8CVZnY7EYaQdf47SulKsS4394tAiSZIMZaYiCMJ3Qxss6/hbMwXLTsPu4yZc332R9fWmHQjbCa6THR7II473PwYLYRCX2I8vkQ9VTTEqV2aqgjPdY4yB8me8MkDDxhs/S3L2qXFS3wuWH5ZO6WfWNly5vPH+N1+zr/ec4XnK8m8MWgx1JJZ3fVJS1hf/ycJ9DfSnjcJVbZC8KZ2TWPZ2zy+i5GflgVl3lvkXdIJzucywXZUx1apieLOiU4TF57pHUzXpVo82VIvJ6XYHF22+NKawtSR9VpMdM6tVpl0GNBgD0Th1cpFsG7InRqD26K5K8bx3xtKGhTn6dx4TltlPY5UB7yXwmmhBdZM0pzH0F7jItC89CVNpcEIrqmmlustxU2InRMkskwHzmtfJ3Qg/ctGw1t65kGgHetk9GJmVyem0l9WmLYb5pQXVL6b1cs8A+VfN6VN4vIhwGScmpvOUGwWxEadNTcrMQRwKeNy07N784Zyw3vik+5QiAAF7P7n0KtyUyDobhnSOSHcsczEVtCW5F6IETVcDozd5zw3pB6m65pmjFPDDMZ6DsNoriBlhNYaohtCpB2HKowJnNFYL5yRq/Tvv554h61r/rCFqmnpgP3X2T2bjB0b3YAVGl+ZGDKs0IYeH4wIVbqHe9anHfWvJUxdznnBCznsHwfuA92tSBHr/kZ+HdGLlGU8A6VuTH7GJCC5ElbUA5l8rQn5vmnbQB59c+L3YMjtTusHmPaaVWlA9XmgWq2x4U+CigTs9Zo13Pb5fbFe1+CIatjkCubt7i032dE9erqSEd0FmJyBFzIxxPCfMNg1JpI5IDAWsAHGk//NDn/NlQ0Wv1y67BHjPzvg+G+YuC5YpK4uXGmTav242AKTW0xOC3XjbUxuBgHViyqOCQ/+Z7l0v+3xa3W32kcr59nEjJe254/MScMZtTuL7BSxPZgtEwvxazwrE2eHrjcx0viHdzBGW5gFSeC4kAor6gMRd08/GGjl5WDX7/3QpvhOD/l9Q+M9/zrOOM5ybrznMYvqnJ8Uae0NuH33Y1VIwR5V6uQDHYvqBe1KDqVBNIpWTf0CQc0vUDcIqtBf3JRbPTPkLckQt0FWNyBbIs4urgeTblV9VY3og22DkEwFiB3ABHM7Iv1HdETa/YBg8crABZ7jj+rIQiFHkXF9WoRjGtiNKBKCFw2tiKhVdxWvu9rvsNVVct6N0ipbA/2xDUjRs62usmh1O/v9Vzsc0ZkPGRG3+buoAjug9VOmvxWSh/5x7bYiL2HVmZ1xQr8pdgZzj6BtAs6NPqgYdQWHhbC0H5fBgkIhKzUPlMkXrZlUrIwko19xyocMLWfKUNDXBNRRuINNXbVSVRQrdiN6ITTQa1GLMFC5XPHQVj8/wVLET9sI/NsmtUJWuzc4S13NTQBZSpMydq3CAdBDUIG9Q1bfLSPqllX6q0yRoBUafQOcZbIE/5NovipF7DYn3Zaj9E7YsVqF5W1gDkQwmlrliXZj4OV/+jMrOR7IlORXMi7v9KlkD1wpwf6GWHHtAtbwrHngcCqhlX9zLpPdpUA8kz791zsMDmviREAFl3NbyrVdcPiOa3MAVR7+8yIXQnw5MFDW/N2ZuKcEbj2ufspauiV+/BDZ+nMAS79DmOl413c4iiaxlIT4zE89ytIwHRnohatjoAeTanUxH0zuCt2spVpV+y10UCCJVo5HmMm2q5LBQnndwtxp1rWqZxu5R8yzUbGAwfB28QT9s8JKA9DBg+DEjfjrEAAa4E9IFbdhJ4Nd+MVLoC1EMNqkhUMhoiMm7+Homhdt8wklXz8eE+M3o/etehTR1qlBv44lrvRtoWfj0iHRNr94wb1fKKFnLrxsQkuYHJetlw/qLi4fcWnN9wQRjv+F2TW+XVnUfRvoEMH4eIvnW+MekjL+boR9H0A43Tk3Le08Y3WJtablHiQ/YjhchG7dRIxXKBUNvAfHQl8CWf0fghYfiYQ5g0PHg945Ph9LZvyFKrzzdE8tm/S9acAJt7Ry9TF/Eslxs0qJKzSqZGFJvGJ+usW2yi59c9r5nP6CYbbnk5v66e6+Of8S6RiVCTcyDqT8cHqpDzyWDHHM0s1r3QvefzRZl6/ld1xlToWyya8zXP9fzay6KyN2p3en5+tSmJcaZGucP1ojehGI69hlTe3sOTRVCSVos6fTJWiPx/fkqRX1fAU706YvWmCnUiQ6WGEtEyr1q3a02dRlZeU/XLRO2IwLclfsb5bQkqOCsAmhrwkx3H1LFvOm3woN9ZoKiblmq/ePmRkfGqHuCUQ4tWk6kg0kZRBpZolZqOCbuvh0g5tMHZl0qKXjqYfJdDcDY8Juy+5TwDEI1A8gPR6rpB4vMNBYkAGTNu3oiAWtegDXJ5xWB79TVYZZloXLNpxqJyrPbs3iuvy8FrEaR+ruNl490cITjxyFb5m4jUffOoAwLZCJWE2tZt2SRoaUNzKfqmHs5808tc/EinGeBWdEJusi0TYolcrncLUU9bK8yLwUB7So+Elb8jTSaDhb5wAv38Y5N28ZgQunip5p7JOh+2rON5Sf2sSBrgpqTP1B8hRuV20ykhn32TWX3x0Xt3nm/0SUTrPIvJWw8FdjsT7W1y1tH1ZOjvFZqTAC1KNZQfF9VunRbk5HSVs6i33O3uhPa+W14U+W5flGl84OYgHr0LheWNIcbw5JSgyjGWjm7LZY1zDA/kAzenEOWkrrpUh5egi13Msw38ou5Sl14ROS1+SPPxi6hf7boChADHKmIx5H3oZTZtVyI/yXmAoFJtBc32PSfcXLQ1nDaMh8gdH8MmtsKRvcSEdfCNpPA+5Lmjze25P5vrvllJzGcbpB8iPPkpC7lvWuqF61fqyFdjqCWyN5HfN8/3jl2n0EYFvOjP0TZoDwjmSN+j4E7fU3cNzZXS0Bri69d43zddBVdx7hLQ+YIUTVl8Q2LOvzrd689Nbm7K3Sug9rmpeTI8+Xrg1rF1x+A21g4JMBWML3zm2Xtmy1Y1Atyxn2fdV7Jj/nOheN0XVVJonW2uC2kbfYjOQ7np8Nj2oEmMnFqfAo66c58rn+N4yfFujvWiYfIoW2hpveCiuB56LR7drSrsLiOtPeKfPibfCPgQ2TYuIa2G8YELxPya+a/x2zHq3JbbSpSypDBBWC+aqzu5UM+3/rNH/kxiH0XzZW8RkakW11xIsdwUqC52eDLMtzQVyA+p0+faPN8PyE9u1DAAzReJeJ27+DRQFanOPqEENbY0W68qqs53aoHMmlsjLqNFrly0oOrqbAXskTsQ0VLr5v+f2FA8PWUM3wwutBHCBMrcSx5aIr0nU4DhMT2r/919y+8gXWeBYqx6LfZMdIbGCZqPHAcsiaIKM/kErWNjXmhsgCU+n0PB+OMR4x0nrbpVSWBHFoKNtse7FEGE6DIKohDq5LKjdeBw3Ijw4OfmBh9SQ6s8bb1wJqb0co7luobrjyjdQM4jRXHyGR+eDGXi4kRzEfJ/bfCGBRMwuDGG0iLa0O2cPV0ClMTN8PSGgYDU80opWOHzWi6AelHRLlbUeYomJXUkq7QeWqDDBiCL/nWlet15u8ynxDE8VdjjwDmxAzuQqeQJvC/63LZrSEdD/mThgEWaFDh/0SIIV1BdxxYU++6d5xNB1kZNBPIxRx5z+DC40YzrFArLg05f8hnJI3s9NEyfPHiJYFzBd6Jhjo/bfBpCWRzWnMceoJarXqYnYLFe0RNgvDfMr1oEokw/0XZzeMhAZUVEbKRjQ5kMw112qj0FE3N+RXZkuUZUaIiurRPXDTRQUbwa6q5ivMsoFw1nR9gy+xjvLWp1s9vc2lPmWDl6Jci9yisQ1PDw5DnmJ2ctntQEg97cKgcre7JUk7NkWtM5X3zwNnvWgW54MLTPuPG+IN7NEVGZIz/9TDJ30b7RiB6ISSxaT5ufRETRy3HpdKUEWWnp0S8MbO9V+7kkL5a32ltYmdeYCbVEjmZP9BzXYj3SxeSLaahENzm4LQ3sCuxUYuwh8rhCTypJciSnRtkw5mtaRvcS3qACWdnFv2vPTUVeM/WoUoi555G5MCVH42lhDWtyN6rwlo6cuovGhp47Mr8u/T+roUXtuSKeiC/MTv2Zv1cLrj5L5xaCIX8WLSs692d97mr5UFPWfr117/dp4ycLIKgxLYptaKzVtc05+N/adEUxq4Y42kLC73MT1Y+I6HXNegahHvfnnbYoXnQcEOrh5M09dB80/lSuEcjaEPqHZyhvO868n20aiLiUg00LkTBSDwL7OEekMFrajIGEzhRskL1yvroOjWHdf2t4hnylhwj1/HfLfxJiHGp8KuWU534/FUy13BskyIY0BI4AzUr8IW+RqjpQaczFmHSkHKpxf64yKZEGIe6ZSnXWzbPZzDVsFNEau9uSRYnfJEgCfFzIDlLrqHKjuSu4w77W1wHZ6NZDCSW9xoWho+zklq3J0bLum3Q2WmuUx9UaIQ3DVkBafX4yZ94btGwbc7D6A8FAfE60C7wg3mdHPrPdWpoN07tMlLJvFEV4wXjRYvSUMJwoxFpugHa5okzuRTsjUKDMMqxQ4s5WfC3a66EB07cZaDKU782dlX+Ufd3wYGgjsIwcbVRVuy3e1Lv5zK/dLcYXzOHbMVoNLreOqO5yqCurO94sV9XddrwRwqZmsmWqsEPwc8zhVbteeMQ4E7GfvqxeqsOdJc90MCoXFcPjVmXNiTSciPoA1v5xt+L3lV2LTaqOwNPvqkFlKgeGRvu64UhBTG40QFleNYzvE5ZXFbt3GcuF05U3LViMtNJ44/ATw/7r1JusNz6n4fF5bLr7YP17nqiothW4+r8STl82tiaTStvFK6IUmb/08g5nTZBYz6tn3HJHwEI720X58CsDo/qTe/XOvuDPgDXWaBb30F09f1wPBflpiMWLJimIxgS0RCTqU4tALV7h9mS9Ht3WXsalBXl+VVnvPjbMr4Bys8KWhOldjo1HzTXKFdkW1UTPtxXj+4TT97lb2mpod1MEnKURbY2PBvuUn+XuVcKTspfCze7uJp/tc8Z6U1DcZak2RI4d5qgsk4VqrbkrVbeSzCfg/NYDpgVh4pFn8/fyuZy+aKE7hDG/mM8Zx7c1qh7k1DQ4uwGQpVETDdml2mKRkojAxKl3Ba7Jfabb6vHOwAfRjXO8dMcDsOkjma5Fa5m3P9y9S6FPKfvq3blS1PVybfEAcWhYncov+0qRI7CZS1TOFxdIpmOKssJyWdFcYFV2zBmvF80DI9Zfy7iEqvUW+WrlkiWqlEf0fFVx+LWMlgznL2tYbZ7fFlahOCMlul25/ep6hegql8mK1R0wvqMS/Ph7Vtg5YXiim9Vy1dCOn2/3fUG820MoBr6QKRr1jQ51g2DX7kxj1YiQFTFujzDu7pF05HAcgURUKbca2yAqzebm0bR/JtAnoLlIRi0Bq+dFVI4jxAAgfIztO1F/oA44bSV0CwQ6Vn0vX4TIj0Xu2hdDdd2RivaZChodpcQtKj2ypLq5BWoQuuH50QUslNHKs/p1Kb+lgnxA7EB7xlYEw6A/HvFG+QY6mpPKk7Wzfs+dzo18tQF5dgW6kK3Tc8+MO8SIOEJRCz7dH1F+6kEcFnUb5JXchYgKeb+OrejDOhsj5f1WMNLzWz4uN23slBfdRvdRpy2mwPr3Rx0w/Jk7WKgTmQai4S7QszWGwPNxrv/LHMRbA+q8FMRKIR4IzZXD27ElQVbMm8IxFegr9e8T4xM/c5vH0GSMYj06ajYPAoPZGlpcczSu95+rOYfy7FvLwTDFGBFsyPZ+t831wHouc3svAbEAiLVnm6vfMgNC+WI74FoVrSnKS/P+b8aT8sJ+bWpssgUOMjp5purWHNfnm9YsXpjy5c/Oz9/3bNzrOsRsVPg6yUBK+fVnaFnsxWZYRJ5+yy6IZXJWUTnuVBCsgxUfSkMvE/0cx8vGuzlM9GfyXO4gIwUXp4zMyUhxKfFLPpn72FJxXKa+QEKLc2PURFWjYbrvtnO2Upyw3LIMRK30pFJVJ6L5lTePdhs1SfJbIvqSKYGs7qaPHHbV+0nOrza5IReOlB2RYh2B6X1iS8Q9XzveIyzpxrvEjUZm+Psubig3q7catKi5DA9fz6dKuavFf3AnobKnIrVNbNM1PCTsvs2YPqRn4hOAJQms0auou8rJUuH1jxZiN94/Iub5FfNZ64W3bGz8bpUlrYcGrIbzF5UKaX/m0yeqOJerijoQKcyvK05v5dYDV0vy2X78/S0UnNO32fNVCLOQ5aaG7/fw4J7J7k29vlpD6ZuPFnlzFfYr759Ww9PvqqGqF2pJK/Pepy9JQw9uprFeFQrtPg1Bwc2vZB7h6mqvNV9uuHJZ87aXrnQl+8KxHApS71edZSQCjmk2Rvf5sST2ZvZyrkiRADj8ao58MIMWz+nNHLdqd0mtAudD+H17h6zqDczLdYm5tvtAxJ2fEtKZ8yYtbJ1ni8G8Jl/2ilAA6s0Hhnu+r/kcVYmf2A91HWLuj59z/opN3IcnsizdtJ+e3Pkxef4WEbgvt97ooJJ1WK4qx9ct593/j71/ibmtS6sC4DHnXGvtvd/ruXyXqoIChPwGbzQkEUgUjNcgdoTYQI0XvISEFsQOCTFGG/TUmIAdCSZiYtQYozZsQCokBjGGxEQ6KgQsEaq+yznnve6911pzzr/xjPHMuU9xKaoOUv7/t5OvTp337Hfvteaal+cZYzzjGYgGCPmqyQ7I+Ym9z9aPNQ3x/tWhuoWtvi9Jhb0xp6o62P6Fymvg2gukP8YX0ZXdx7cKDh/P9Ei379ceoJIqraG8q2YalBqaU6PNlemlKZjTQzJtyw0V5ItaUTYFtLJhtaRsHZdsnqqKJBJ5iER95icV463Vyk8vzYVKnK6qANQL3cqLzC1N0LwMdVS5spzb/N1+YPuEDEhaePTFvz46eLuX7A/16rF/32Dq6Z/Otyx9+MY/FdHLcIKuQx6xo73PMzJlMF3E6urSDvq1CLq5uegAd+6ui85r7DLE3OpLFQFqU1VG49mPspyOxxTXKyONljVUvxcfwxqayjC06zq5b7++bqyZKbuTlTKCAqgW+HMfXssSKlrULPWmrD6t0Tr82gXpqRQG4D2XLlvTs5FLTvrcSyjb4s26JWwKnk1oI0LLBNBl07HNNaEijo44Px08mu+/XApj8VvNfARm7lFbxgp0c1oZoTK4Ho3o3n/yvPh3ZauegennHRcsm8Q+e1FWJqFPz/+rXtcPqO65V7TrqWObT0IqPCNnUBegZwZX+vaIko+/Z69cQNX/OF2jNfi4niAVaM+jr9e1TK9luFrbXmPe/Y4Pq9o7cj569tdl75XGEr5u0e7Xxyq0NerVCrGhJ34Nqc0dDXLMzVxDtdi1W/v+X4fOvP4fOJ5CP6T2jq/NKYPAW8b8OS8prvv7YpmXaww6rYtfT4X7Dfg6fs33uukZ6uk4OoqBVlWif5b+4w29Pjp4u1fZNheq4dEUsevOOI3h3jbsw9vFRUiqpVvPC6ZXxpVML42vFYc23tOOjCItWfnNTzqOdmOKYPXv3LyI5ExbA+r1ihleqNYzk/DWem6ipszMxPqnNsn+ep1tMmbzIBbPLFh1vFU2b76v85OCuilAaRxqyIEqX9BgxGCe4ZElTfemXi0qxGe5zHpRXEgBwO+/RmB+mnF8VpqwqQYc384oG7un+Xk2tXgJGFnj52rZmT1IWdRfCBdJFS1XppYBFLcDnV4FN10vo2UVw4ONaz7Pbi4vlWRSv8/SsrDjW+b4NN6wl2eCqb1liMLyi+37samI6W9bAzmqtV3v8NKUqZnWiwGiEOw9ZbJrHO8ChpsIoS1lozlQgGpK6+U64/DxjHQENu8nV4OrA5B6J6O00pE6mDNbqHBVvrKz8S4QqbG600RVcD4r1gj+qTWJt5pge841VEwvIlRmN5LPWy5sni4Xdv/rk9Wcgo6hccksr4q06xzuzbd8ubCxna+s0YcOleHVYHwtoVNkK91arkycNZDLjcdWshbnZgizXtvaDXPESrQKsOBvuIutK9J5RiAyosbsNQLhMSGyh634yellEwKtl9l919NRB0dFuotsa2c1rOr57Z2oxgpkYH5eGlUyUKFMX/H5unrAM9xbHbi8lYd98OeulonyWnaqILEzFOMON8ggvzq+TO2gC2xjWOBdtNQ8ZPNhwPEJML1sfLLmm5VqMWgslp1K8CVxV01C6egKuLF1GVkiiGBzXLXD6gU8PlB57DXf5p/tXdd4AG8/sOs4vLNiZcs/09K0oCgdWLEg45mDVTSUyc4E1Rm/qddHB+9rL/F5itic11uDT07PrBQBo02gE5Wgy08Z3fccj6Lh1CJLRaOKyD4nMy760i7iLrCWZcqQlV0zA1I27dwuOSAJXsSVGD/KDIIOQYUKU48Qfw2Ow3ySw8nYCWZvEXdtmR35JCnHAQAdpPw6J3ySpawtc65B0WyLTk+ybUJJilbFLbsinEppRd8eXQteTC3zCOTShQ44r8VNzZENtOv2exEqUlrk/fr96XtPMsiT30XTCQSwgUX17C/47wT03K8jKK+No9peetaqLLbnx4rmTssCghyLAO/I5X8XGlM6pynqDJxnrt19dOMllSyIxGie+/VyDvtn8r48O4+wuSd0hAGfc6Xdmu1fYeksUwmPqjOTnkGoMJ9ztHXlugeZbnSfG7rr97Wl74/VOGy07+j5UeO64TCooWlCltq6fX08fT6Kdxda0mV0KJrvaLW7ug7tUQNsbRatazTELLUDTupg8cuFan7tk5oXvSlFX/frWXkHU/Vj6FUh1cahdmN+krlyjBUI2S+07znR12i/KcEowNDm7ok2QgjDUE/nT78Xf5Gvj1TN3UtN7rUpy3QhstC/bMj7oKAcImIJtF2MPindGYmwi7nEcPdIANRSbLXIMVNJmvbBF+x6bpMlHnVhlfwTD9WhYk12WGxeRqQDsP9YsfpW1oeK/w3ZLATLrvndlgFYn7UMW03WJfTS5p+3LFPKFsHOT1t3IqymZh72oNIzuGAiFMvuZIC+TLLHVL/MAEhpyIWUHiPypV3TeB9QJgpdhoqaaOF3VjHd0NGGfsfDPZjBBywXFp3O15bprJENrEGnoMGu8/i8nCgdAavDlF2k1J7LtSmx0z5i+0HA8bmtPDlZhWxK9Dn10Xt1SsDLWmCZ6eZVwLqzrFQirL4vbp5e2xQrnHMGTK1uzTMKyhQatCpv6Q0wvoiu1lzZLceax1eMN+Th2JkpVONMy7awL21F3drcrsw6l6fF1KlTxe7G0Bq1YSyj1WzH2b7r+LRg8zLStczGRvNIWVfoyrbGF4nIQ6VTFzDV5GImcZR+LZcVF5+OmC+D11mHDO+tanCyzfk8VdRNRt5ZUJrPjG+1DDS5O9n5/464+/+spCBMFW7tGg1Z0nOd3k/MWo2TrzUh3cODtnxWURdbs7nr4ATAaaC8Aeq2YPzA6krz0+rlSfEYgDOzgM1sPpCOAeGRftRbYImGMGw/M6AwW13P4Q0/0jEg7dUMgwjIuXG0ate5nlfn4o9DcN94h/43Nm7pfkQ6Aqv6bquhw9oOxfmJhHmWPe7PC3bvRbvPaPd0fG4LoM6mWxjvbd9AaLSX5n/ZVlS2ZNW+aCpr4HCdqSOImK+JII1UVF8VHN9dMdwmV8mjWta8XhTUaJ3GUK3DUJwBLbG4ADlYlt0/s0a/2D4zTxXx7rWo7Yt4fZTxdq/KKNk6CaHxbIrS125T7P5QFCZ+S5uvR5we4rXv6fkI58ICWrai6wHcscmjb/1FAdyg7I3RYO8pWrvIuc8kmf2V1Aws/Nrq6XX0GVlTjdp/JzWVglr12YKBeQ+W0YeWATDaFxfkHVGUOfW1tRpKRtkai9rdu2BTbRAy4PcFXtp9O4dE1TNiGycXEgEtC+74dufBU/d5r42h0A+fF8woXF3Z1eA6p1nb9zifH9rv+LRj9uFOQuKQWVutLCR23+tzQ6hMFiJSDSYWMsBgxzMHZWT6/trdC52Neqc3oD1T55BfyxZU6mL3H7pNro2hDt++X63WoQd/vcaANbx9lyj9qXpNPW9x9EJ+AJy01tN12XwIjUPWc2MDCGWCofARCbHp1oR32tLYdbX6/XM9UfNqXELbOspQgbV9cBT60CMQHVri//81/cUJ0tKtLc9UMwCWBdn3wOe2B3qVDUb6bJjzwLl/ZZc1uFpaiKHfawDFrGj0RrcX+jwLsPI8VSrMClrbHqivAnCic4CyZepbfC/3QCK0daIxDF1ANKscqY3zm3h9dPB2r15NvJ5bx5fE0hGrnaSyLzd/WxlSSBUn9eNyVZ2/9F6xofqBFFbjDHfvGX9czhp3ZBt5deOD4T5gvcoOG0aKg+Jq2fPjJ1fUra1u8wUu3lA+rMFUrofo7eEkZAHgPURNPSxVdvUenoLSDMphh5ypmiWeahMJjeXLtkOlfcD8ViYvFLw5uHFb0ZXh450dfMODXWc+K5ifWWbthgEgZDRWzFfFOh1RlX18xtpZegvPTwqbpgdsP2xZlrh1wFS7ang/3hr/ONNdSFaO8zXHkErx43NTDLtj2M64yvWM4qykzF/CFPO9Va20ng1gCMl0a0tveOgWOLnzGsn30jVLm54Z2wOCbqcbPpttcb46f+KI9Xr1sS2p1ZLPTwrW8+pzaL22OZMOhjKkx2B9TM/stKzRvKc3L63HbumETWVrKMZyXUwH8Rjc51dt4/wgYcBRKB7Ku4rjx4zfDTSJUas6wO53eWrzXW3kxE/P1xXz06aANJOYSi9xdOVWAVgjeWnOgwxsXiRT4B9NBX98XjHcJvPkpilLWCwzsrp6UPVqnzk8Bgw3CdOr4P7TOiTy1gIAt5SNsPlOo5a4WJctBHj9tAdOyTJt+ze4Veh6zmqG64LhVUJ8ZC31Yjz1dBN8fuVtdevNZl5DJTD3CnHhvc4jLsH42cXW6fgyea9qtSi1bDq4Qn2Rax11CjVa8LJc8Rlv7BrGu4A6mrPf8BCwPC0eeK276r7a7iy10g6VyY/6H5/9SnQeePPC1uTyNHuQmR4i3MBjsu9Ij4EaFnK190Q/NqBPtrUnVH25j1mycU37gO0HwasLfrWeyV/o66ODt38RerSFzoh7VIZki6xQAHCikmPG4DVnEebLmlrEbhFUy1w9I9LvSHHrWfZrmTUXTs8pe/a0BoSZohtCqCecjBTL9VQ16r9bOgs8bQRdlNu+yw6GsDAzcm6a48fPU+lVmFuTegBeJ2rcXCtp8pq+DslRuYm6zZxwnanLwIRIEHoQ16S6Oy/PCnBFrAl34KUigu/7l2cRPt724KTW9TKZLntVjaTQEUceAiiasTGOFJr0fJWCNP9+Zkq61hOkgrDoSWZT7bnU1R6eNYSwG2ljFU7/nFtG1zIBNE7RURE4Z7qe83BcIlWpwbNdN/tQ5tE7ifUvfT87QJXE56fsRry9xkIK8Qg/AE1F3NbPCWLQzf1+/IXkWLvCph621oktg+u5cDVFsL/AVd+aYwDcV1q0rjplaVxcLc/sTryn0BqvU5ZPsdbF0p4NqMWQ9kQdqU5QFF2ffJIJv6s3MNBoC0evOPd6asT3jg4N8ACQHtm6H2Wlr8PGmpN1gMHUr9XtShtROrMadHtAWE4zfs9mWeERFriqOTA5cOORNfhaqd3+7ToJaR66KSnqKdRuTznRgrz2C1/k66ODt3uZLV1tMBzY85blIcfn5kq0/cD4FPP8ZHP7A7NCbT4bq9VbrzKkrpTdWetSw6huaw5Jlqmh8WG5yeWHh4j1rcUUnUFZr13X9DJhQ6et9BhY32at+qRCdJg62u8G3tPwwChzAsp5Nu6OXKNckQKtLWVwPzyYAbtUgfIMDrPV0q1nFfN1weZDKjdZt7qeV+fM4j5anXFlH1M65AjGG+4tk1musy8Y76/abZJy/XG7z60pZ9czyxSy6j13VgONYGrs9bxYI3AtUMGrNbiiHADyRWYWx+ewt+dTzjPyRfFMOhRYY3SKxKwLj7n2SBG8nhX3KFYAsp5V7wGqcQSzg+E+YLo1P2Qt/jKgNRAHGyjQPGV4CIivBsRDtLred1fPoFDtHlDbYb79bGrNKRL9x3NgdyG7FHNmq+4gNH9sgbJpzVlX55+rE5eQHSJF+zafdR1hjhjvTTeg7FmQZToCkarckI3zk/J5fbJ65ybrZFN9TNLBOk5VctUh22eUwTJ3VMtKx3sqvHkITTdW12r/Xnng2eG1Xlbvbyw+Oh3pC03thjt9McJRz+zh3j5/uSoegOZdxXqVDTW5KMjnGeulZYkbZsObl1wX98G5W1sjxQ+E+e3cEBcGCqYBoWsdu2KFDORniyF4Fdi8tDnQ+0zHOWChf3vIhjqVCd720ttwFma9Z9mtPAGNCRyVKWpEks37OHG/0NiitPk7P7VKgnxePGgOha0yASYx9gyERi4Xhi6Or8wRb7w1T4CR2XPzNrfaZqmq4wJfi4K2BYsPrnZvQULZWFexfGk1+L+WuPQLeX108PYvRkgODXc2bQj0Vz7Ero1c26CBtuHEOSDeDn6IGDRdXUGsCQbA7dicE5XbjT4ztUwqPCZXxspfNrP5tXPKvI+4goYE8CYHeWucq3s9KzvgQgF/bgd7CyQEf3om7C44DRWoY6XRSD3JPIAWYXomTx7FSq40+ZkhjQ2KKlLScoOogG+4/qp6XqwLzBTAsebReplGt2Ncd7aYZJguDlCZutc3c1FKkKaNunWzif5cy6ZleXa/Bk0Cdsio1Znfi7xylUmo6xKFVn3mWwYYl8oMy7P5rhVhTxUoG44rMNybcYQavTtPrcxSWZo7d7VsyFW9pWVfNQBhn1pGC7QstNp80/i52xPvRZSNc6o0LXBVOLNf9xfnVAlCmiZ+VgmtLrPPoPrvzAHhEFstbTjNdtSuUVlz3rbxMKtTZXOVAsvastUJXiEQeZg3xKX/rjYvWk9tZo2swQ+ztdFMbHPonG+XbRnq0+7L73fufcNl9s/1uNE85JjtzcTCa7a79aYuaa5+D0aFmCKY9FtS0McA/tiCGPN2D56JVq4hn8OsLnBdAwP4Oth1BGoK4jH6erCStw5Nqkb/BKA7LDXPcNKuU12HhOJ5re/YrsVFlR0nLUTA66m552pfDRUfOVf9Vr1qYt3hXfCWbT2/uftssOiYNYV1sFoyiaKk3hweAy4+HdlQOxLKAjPpaqpJbhLrjg82Nz7DPz8CZcPMDMD2vcSI0bKTsqlYrwqW60z/Ul4L69JMHVxQJ4smlyfZmrQftaDIV7KJfdpHP/SHR3PeyeQrtQARKrN9640ZQIXxzlyS8o6baWrwljYmBTRSjs/XBcenhdkUN46tjc16XVrv1dnGwer8mBHwc0OxDFYOYuYUZBlPjcDmldUVjnRUWp+uOLxdLEvrDNjVKUmNK7T5bd/nJsNuJs03OxrfNpnaVhuXYOblyqKNzSvjicT1xgXeUSodeEDubf4sF5bJCxmpkR6xgUEZn1k+K1iZXXogQCoiZnu+w0PA9j31mbXMXZBn3yavDvSmDoaWWEBUHfUQxzk8Ggy3/WxqGx+va35agMKMm0FQ3trnDww6pC7XYTHsTY0qp6d0DMiX7C07dR7VxcZAtdBxH71FncQ1AfAqATkrTS8jPamrB4tltDFfnhSsF9nVxMenVEcVYLyz9SNUYHrZAoOagPUyo2xsTDYvopfOVcHlgPPHmhfDXbv3uBgiVQfjN89+JWB6BYz3XSBV2oFStb7QYGIEa/unIFdI1Mp94/iMtfurZcvb9wbjtXPbyyTeK0MX8NG3fbxvaIrqXm1vtPkw3hiFND8pxjEf7XPyWfE11PPqSlRsvlOlvWsucWVXvJuT1SQHD4wMHQoYHtqBXlN1lKHsbC2kI8/VxT4PpAPUHc21AkFBVTvA+zEoo92HdUcyVE/2pU45vIHXR+VE3SsegBj40FcAqVvc5VQwUhWtdT6ucbaoHSVgvuRnMNrrG1Urw3HuLsL07YFCnBldhBwQ2FvX7OIqgFY7qNo5ReyNB2zXGpZIQ4bYWrHpfmI7tGyBMGpmW0PPUKTYpmVfeozAo20yeVeBzFaCCa2LSGoZRqiWXZTJDofA34uLfW8osNZhytKZGeh+1ACibICizyy2YKxFWQBcTVstIy1wQwQJ2sA2jVJSA6BVnX2P93UFvIZVL4O727/VsaJ6vWYFEiFSMJtQk3MKfMzEPbR5UuGbT6hAHe0AK1N19x3vP1sA0Eu4VipuO35bpgDV9CO2gbATUMxAutfEbX+oJCsu5Az9Rrlhjsz4eBjkEeyAxPnJeVbYLN0y1NZoIOSWDa9nDKxCRR2DiYMebF6a6KUa4sKsMqk5O9o9GnTMbF89ndeAZVcwzFpXzW1JvK2yZoSK5RyIhwAEBan2GQV2KOatUAAeJlt4uWCkUj4e2yEPMIMDUBX4RiAegZACsydm6F2lQ1iiowXifKUZWM/s/twvvHAZZCAykxO6JcQtMejV5Mzb0hT5sHtQAOlIHf8UH24cKVBLNUvWHGBtIjmpYkUo1uAh5IDgHdy4R6w0Gqq0u1WcIASJyJrGOGQL6AOTm8C+e5lNDFDhfc7LGFoAL2SO1xwXlShxTLT3CIlIFeFomhRfS5rTW9uP1snWqzCFOtQTX/6qG3lDr48y3u413psSVgdCzLB+noz8122Lemqq5kM8td8f9qYwzRcFx7dzi/oqUHZNcBH3psDLm+qZjYQRcaaHqUoQVmC6tUNnfWfuDqLQMqaHZgLgYhNCpwA3uNn6BQ+P3DS4seZz4ynHB3G/wQ/lnnMMVEjXZLz2dBNw9llz+KqxIswR+Tyb4rnympwnZybHjirpELB5Yd8zPJBTzsbrnP2fSO/q4ArVGuFuNPK1Xc9Lq4Xe2DiZ0xQMjnyMnnlJjBKPzFRnQCKxSihQcOt6UZopB1GMthj5f5SB0ibShUWj9ADtsFzpzz1JXTmo/tIi/nxuO6gdYI0z1AGfd7YBit+WycRJk3bQl3g1RMUOr+YdHVZg80H07NDmLzMyuhWt56ZJyBeFWRTrN9HuJe+Km1gIfotUYq+Xpn8oAzDdKTsx1KQkOqLtMkC4Xy5i6WiogII51ZUO98EDSMGvynbWrbp72XopLE2yZiCtJK1spPbhOAcgP1kx3kfvtCXOb9ibE5N656qGfb4uREvonf1g6Ml6bT7G0ihIZVyjjalxswxKNtUz7kg71LS3gHO5qDg+Kzg+K677mK+bdaTtARzv1RAMCclCCdajFza/JJQMBaiXK8rFiuVJxvokewC1nldI51EG42ZlMmEe4axBP8uWOEzFYVyJr9aLbHsFA1jvEDUHbN+3iGy5Kq2EixBzZkC5XhRH5fK5dbXKF4XOUZ2Ar5i6X1UE3oZybvM8Heywn6/Z8KMSuSlt7khwJRjc/1tsfRpCYZqYyvni8L7gei2cN/T6KON97SUOJyZb717QDiAMNvrOoUjNOgB1a4srzNHl9QgdXzGb2CaudjjHQ2y1gR2nt57TVjHBIky1C9sA4XHwTdiFIJmWcITJg8qIFBEfzQRAkXgR1zhYhpEeaJG4bVmKAg2VcNQADIeAVeIIKjMXZsBmpwjk8wpQialsC2gHW5ZFW7Rm4OpK5N1F+HNxrwC6couW4YCZb1wCArOPSNtAg42ZNTJrihlusu/POfGQpmGJuXW1oNYj3nDK7ahEI64BdenEXgVId9asW3y3FOoyeIhzC17KpiAeE8DWd/o3Reky+Jc5hnoR12Am717/qC4qzJ6ljq4xsFbVbPTADB1LQJ14jYSoFX6nPVGCTUUIwHBrrdUwqsSj+j3VDXwTVFcoKW+Xc41xaz4+3gNrTVTFVq/BroBTPKI5+vuXbgLc4NND9L+nox2IOnAKW08KGoxz9M3aGndYgFhSdTvBvG22iSqXksBmeOS1TRZshrVlwjYX254RZR6TgbItDKxOTSJ8/shjHXDdh6ulSS9pzbjdY694F4+5sq1dVBbbDpvwOHjWHPdaM9XRDCEp9mdDacS1Y7aGCOEh+bPQnmP2qGDvaduP1vMCrAHLVUtOrPzIrqfSC11IkMol4yHa/dKq96Q3LjjvhXaNFsQmClAlcO1LmtyIiGiGowxQgtMlExUskzPBaGbP8zizBEzUUeV1v67O/yJeH2W8/Ssoq4WbF8RjdO7Vu5OcF1fhBTCqvcpYL7PXu8kTV42r0zGgPF2ML9kWj1SBJr5AqChXK1TaI2hTC3K4ix6ppSM8I4hHuCBJ0LGyIQk3ehMFFzmspk7Nk0V++SLrMgxmSu36hwdu6sooWOu7nNtiVn/TOBs/nukfDMD9X1VPKnWiIlcrYg/+cy8NCS3aFCxvXrsN4ptu4DWJkeU3wz7w8OPCXZr6uec2E7OH5Sqz4wq892whBFupqrQLQiu7WIk6zHAYdHpFPum8WOcelijkrdVhKosvA4BNn+lW8oqCrVuf2DQHdxMLi/3bSAcp31ikCFZ9+BIYVNj753es+1Fhm7tMjUFc2+egGq8/3XATDurExdrl5wukMnZxH+AHq+ZTBVwFXEf4GE831jlmvAutlGSsrkAvu4rKSgCESnctu37Ngbw1/YUQBWVrgWukJMvU6qY6nxsZ0MlFLT1EHtZ2j+WMOG60TFybd1xsbYg/LdviVQye4REF6rUBgpTXS6IHsoMkdCrRVN1YRy7nhr3mC6i70qoLiProAHYagBm4XKpqYObN4DHdRRO7Lc1nuHVDEw0UfPxsTZB22FlHr5Ctzr1cWN2VoNlhz8x4U9pYco2Yl7Vd50g3sjQ3hChfFKi0sUyWndZd8e5OdTwt0UOE9/0uo3G60ke0Gv+mzB8ebDC035kREimATmCmVqrDI/vw3tApb7TDeLyhwNYRzs/7FPm8Xh9lvN1rOQOiWpANhFCSNa7WIRjn0NqXHYILDsIcrYyns4wUBFkSsF5lhPvBs2JxX4ruvZkA6+4qozAJLcZ7CkVY/F54OITKEomXyRXRJjxBE9FUOK+YN/Br0yE67Pkdr8wUfbgPDkcBNvGXC0XV7YAttaqPNVQrCQDr1szt7VCx71dmFbIV38d99FIly8QbDip7vQD73GVbO1VsdXj4+IzcDxp3hWjfD9jGj8WguzzROB5wtXTZ8OBnZ6k8AaEYjK7NTKIrZTOZcJiubd1pg7EyqjQH1DF4VuResazhVmceZDZqr7QdXQOqjAgOfEZrQKXYrtCgJbGF44nQgyKaZohgv5snCuf2iRuZzOsDCjNXbXDpEKl8b6Kv9YJ8aQmo+2RZ41hRdpbVja/MnjIsAeWiIBysYYT8li1D5CQHvEoAwYxaRJfUoSI+RuSL6iVAkbaBdkPkMGm04LWfCU0YxA2+3g0u5PMRqmz/2G3o8xOatrxK5MOrHxQ62AtVsTGZaZK1kCMnG1nKQ7pjYOP49czuRZSL1ljPpRoN0w69GAwG9W5YQyE3SXg6w8uGsNjEjGtFPmv3tJ7Z+hnvGoyttSokLBFRcTSKwZECNAWKGGS/yfW4TwyqLMASRYZqa80pqhqASj3HMSLvbK0Ne2bExUxW1Bs4Lrbm4gMFe0x2CpE8qyLhAX2v/cgCp0JrUOvYZXNleCBdcFmdlhjvzUq2THboBoBVIPDSR6OiLIFBUStT3jvpqDcNNX9JZ7x/+2//bYQQTv772q/9Wv/3w+GA7/me78Hz589xcXGB7/iO78BnP/vZL/j7LIuFR3R1Y5161McxkQdS83k7oAnnMBOrzGScn2RWEi8XO0jXYES/SoBCRb6wSN8FORtBHnAIbXiAi4IEucjQvmysH2bMNmmtS1D1PqMGZTLDoErRe5Gm6s4t463B4oPXe9pss8i6eOaukoC48PBQdMoSjMKNSNlcYXal4v5wPZtT19DqH90MALxPuhyVAciXuRXQ83ANS0B+vhh3CHidcN6Y0MdLAWAH73qdTzmfDC9ZUk10mew6BorGAHjPWSEFeUJXc2oZ0/AQMN7C+euwtHKtvCvNOCQAqK3sqa8BlsIW1WD9Ya8Nis/sIruqW048bg252qYx3DfTjeERzG6Z2RO2TqxDbjy0XY/g7HXb+gIvFx1v9hAx3tumly9sXTgcusLa4xWbT9qUlUGoXKWoAUNgfbTQmWzBnwsPCeVL8FWTuitVh+2bIpXZ52zjN9y1w1MvZWoAn3WgaxcPqjJV1DPL6tRnNhJdUM270KWB7k3SaBR6Xcsqtu4ysy6tIbiATbz48MBDZQn+LBQE1VQRh+LlPqIEFPAp8wwrexj3FRE7e+/waDRDXINrPaKcstZ2goiK0LWHzMSbIr/I96Y9NQasKS5ErkKhOlm0jzQHRCPWs6YhKBRYqluS/OmN2w8n5Yl1wz7Aa0sY3D3rwHk0KCgJLRN/tHmgsroy2JqIK0w/wQM0T3qPhFz2LC2Ltvv0UjChFYAHkG/i9SV98ALA7/k9vwe/8iu/4v/9x//4H/3fvvd7vxf/7t/9O/zLf/kv8ZM/+ZP45V/+ZXz7t3/7F/xdcWFhd7W6seFVQrxLrmiso0XKglYXFr7L8jAU48UyIWlNpOExAO9vPNpPM1vMaQLeR1t4c7SsczIuCkCzoLyA80A97K0uG8en1UuTAMJGh4jpRXJhQQ3AcEtVL3m7kMlxFi7ey8x2gDpsLCrU99hAwQrumUGrqUOioCk9Bud0dM8qBShjRXkcDPLj7BO3JsVjIdeUDlaKM7xKXouqTQcBCPfJxpKfHWk3563cuOF4f84MV5avl8UzMiELiW3I9u+yjk/cGzeg4/PiGZxaJGK1Fo/rmd1rGSu270d3tpJxAwA3SAF4yBAGVUsyQZjLeTu8ZLMZ75NlG6w5VaYTj9Hn2XJlcHWegMPbzEQYUIj3MqVu0wbkicYifK5S187X1TlA+dx6TeMSMLwcHDaNM+tmQ4MC81mjIRBMqbtcWSMPCwQ4vyfw3gHviJMt0AurHSBJZv+qh6UuQHXNZWvjHwpMf0FYuky0IlxtvGXdONwFb+WnzwmzMn7Wl08tkAslILFtokp40s1gh9nebDal6Rg/HJwOGe4tm46LiagUwDnsCTjfm0jRoAbUm8nroof76CJJrWuJ+7y15cQAfVNxfF4dwtW1AnZf1uaOP+CjGfYMtu+il3CF+4FoTgvw3ViIJX5+wIo/nkRzBdJvcG57vagUOzIQZwtRhBbg+HUFYPhg9GBEgX4S7TPYnFbpkSv72St7ubQgNOjQlmsYg3lVWLitK41ZZN9p1rTdeOt5BUDd297E60v+4B2GAR/72Mf8v7feegsAcHNzgx/5kR/B3/t7fw9/5I/8EXz91389fvRHfxQ/9VM/hZ/+6Z/+gr4rMFOw0iCDEFWHKOJ/vSy+Iebz4pylyHh5jwJwFWw6WBchbULmTsXJQZGA2qINdwF16JSEg0XU+axyAyRUIl9XchbrpdXretebwTbe8VbCG5vow73BMyUJWm0q5zwB8Wz1A6CmVrLjWa3gcaID4r+UDQcuFjcJ0cEr6DRZgBHJUdsAVQiqli1m5CG5eVm9f64fejJleIynghIKQ5TBgplt34w7KoPdZS+/MUen4N2olqfF7TCBtoHkq+xiC5moh8yxoOCuJvHOFu3794WWPWscpdiW+tVLjFiDDNjmMeyZGVfSH4FDV4Pb5AFw6LMOBuer0XhvJl+p9pUIq4xAObeH29vyiYuTf63EUHqO451t2MpaFdyAmUXZ2hztN/56llHOrFewgpkyVuNkNx28WQLqzvrYSrmcO1WrREC96Yq0AWVidr2hGxYV8x50VWB8bDWxyjIDy2u8XpoBijZ6aTK8Dtk9toUUwXnxROjVsrM2L7V2JHTU55nOAZ5xDvfR57Mc0/z5dSU8Coa8H+1oNf2uVh7ggXgZDJr2BiT8HwkQ1T9X6nIFIQpuFLiW1PPNTUtg7RSbGr+MLQnIpIqkG3Gemwe1ECv7SKN6RFspeDSev61JrSVfT5GUHumekG29a22I6qqbwrFqB28dOipLKIrGWydkqG2/egOvL/mD93/+z/+JT3ziE/jqr/5q/Pk//+fx6U9/GgDwMz/zM1iWBX/sj/0xf+/Xfu3X4iu+4ivwn/7Tf/p1P/N4POL29vbkPwBAAOYruMJRPE+NzEIGtH5SzIRqMFhsvrIC9fXcojsAXj6yXBD6jYBUrmoJGEqDeaxA3564NnlUy6IByyJAkZWJRGqbWDmY+f4rM+Af71iCdE7xytiK2tMhULBgtyILyLgA4bMbM4J/bNGsWraND8EjxrSPng2Or0wCbnwzOckEry2NjFpDgUGSsPtU39/xJrqIbLyzTd143or5yuCs43NbMA4pUUyFGrwGF4BH4/EYWa9JiPBVslpSuVOtlpXGNWB+2rIje3CWOY139vv6eXxMhl4UeHMIiTlUJ1wDcHjboNnpRYIU4HEN3qpPm7BZBbYMVIeBhDUL7QpXllSoY5b8wqUFsI2dmdVVQz4kpEkP0Zs75G21DI0ZjR/a5y0rRgXSvc0llbBYptuyzeWiuslMZV04ChBvBgtMHqND7spk492A8YPBNvRUXemu7KkyC0rHgLBPfuAs1xVIFetFNqHUjTW2qBFAAsIhuTBNIqPhNpnOYAnuwHR8lrFcFlNdM1PKO2C4SSa+o0paYsTxhllaF4SJYphpupF3gr3NArIMRm0A5A2JwqiULu+KW0rqs1TvvhIhqJFw9CHg8LYtUrm11dRpGLoDM58XxMfkdoll7KxcmSFuPohIChSgYKq1ePSGGj1Cs5iFaN7Y/qP5omQiqPaVSMRwH5y7lzmNgoW8LX7gekBH2kqWuoaO2HpcrkxkZyVZdsNSai/ncnFj8vIQIe3Jem5tUeViJeOS9MCApgDjq+j7CaZiqNVF9baXYRXFll2UGA9v7rj8kj54v+EbvgH/5J/8E/yH//Af8I/+0T/CL/zCL+AP/aE/hLu7O3zmM5/BNE148uTJye+8++67+MxnPvPrfu4P/uAP4vr62v/75Cc/6f+m4m0deoIblYWEDFF1TXxQYGrMYpOrr3uTlZtbpME2GG0Gep8aNFhtYEDY5hbdHRkVUtQgN6JKK0GVeIQlkJ9UFmfZamW3DvFbkZm2xF3pQNhyte4kEqokiatoUCGHGglnAB5qXb2veGW1I1PG6UX0hGvKVj1xu7o7Qasdr2oGA9WzskJv7L6WVIsYaLxUXOEHYSj0g2Y27bZ9DIRW8qfeNIEIgbo5CcoVx6UAwzKLtiGKx10uCwMVzqMOpjNBl32HgjEdqGG1+aFsLjNrVAbmtnbJDkGrZSQMTO9d8Y5KX0Om6Iibh0QlCGi8Ouc32q95b1eVaJkBSgtkyrZ6tljIAwdQwFaF6Gj8g0P5413wigGp4xW0aYMOsjuF/XyVGYMO5n2wGt1gGZIc0fSSqlt8rW/059kycUHvsPXmiALLtbROPDjVAamMJ8BqkoFm3Rksm6oDrxeEpalADgspFdrCSn1sv1s9eANsjUhLUi7JPc+tPExe5XKRs2dpok43Xkktq7c1bCVdIQfTcDDAaraKzclOv2VryMZBDmc9EqM9xuZNdX2I7S/cJzKgBidSPktx7MLPbHXQCp6kC8hnxf9/D7f7vhbhEHj06gLuF3zGem6q/lCpYnok4pKAMFhHN3OXA+rGkqjIOmbpEtyW8g28vqRVzd/6rd/q///rvu7r8A3f8A34yq/8SvyLf/EvsNvtvuDP/f7v/3583/d9n//99vYWn/zkJ00dPLfFWBMcEo2vIieQcZjruW10423CeBuQt9zoBKFNtlGvhKPLjjwHAIk4aqBpOhV58dEwvaVGhPsJsmqUOcJwZ1naPNhmOtwnmywLUEOr5cydQAYAQpZy0xb1who8ZU15C4OKWUqzXFXkLeuHEzAruzizLNNUklays3kRrRRpQ1XhfcRwMO4wHcy+MexDU2jujQcutfgGYZycffbxWcZAqMvh6ABMnxmcO58v4fWWy0V1HqxGowKmD+OJgrYMtpgEu5axYnxhnNZ6XRyy89IrHgzHt6pn9SrpUUaCZKbylaUa647Q/n00L2g6eQlyG+6Dj5PKNNIh4PjMXJdkXTc+WDQPMPPlHB3vbc7JinK5snEcWfJTRpuzmQdFumcGKoU4AxUzTrDPTBQRxruE/GRFGRLdpWyjXq7aAYVKxe6R2evBMruR5i753FTO9p7AQ5gZ4lCxTry3KzsoxfFHHkhlrIj72MQ+Q8X4YcR6XnmYB9QUkc8KluuGLkwfJojTdWhzsiAjLPasU6ZbWDHceHgwXn65pLk/y5WWayvjiRlYJlsXiSU689Pih356DCiTNVefr4rPnel9G1j1tpUCXYKndAg4vs01xAYGdaoYHiNFZoHWmjavywiEYyRHbCU32lcUOCk7G18lDzLWbcVAysc4eFYmXNo4LxeyYYXNTQalRqjbe5Sx5gk4vFNcCAU0MVPetCBguDNUbt3ClcISok0vomsTTHsC7jtyO2MAkCsmVmeoFjusaCKuqWK8s3pbJRBSH5u63cr25OceVtNyxMWMcaZXEbGrCjDHPqDcjCwHo3HQrX1HyAHDh6MHCIt0NW/g9SWd8b7+evLkCX7n7/yd+Lmf+zl87GMfwzzPePXq1cl7PvvZz+JjH/vYr/s5m80GV1dXJ/8BjBqz5P9gCVHwg1IcjAsyKhhlwiM/RciFKliJr+rIjILX4GKjoaJOhV1i4KIrGT5UqasjvDZYQoY+62zGD3BhkERH4p/7JgzKNJRxydO2Uq3Ztx0TpKnNze8pNk9bZXzm+Qzn1RQt1ijemeNIgZQMKVwpvC1YpXiWmTnYrYT8tS1iiX+qZ/+2YZ+OM4AT8YbuV5xpHQ0yRFQmjBNuyjs19dEuxylM2Tm/OhaIv3fBB8cv5ODoAdhuLbEGWPw3oOyDsUZtmTmgZxjITZET1bykG1KgbkDlYzY3gtcven0kJ4tqT+Ns9n/NNJ/3L1c2PoNCv99QbG4Vls7Ztbe54bD/wvrsAFfSeyORru5VELdbqdJ+U2PmTmZer148mxn2oXGH5GPF95m0l5OhnGopjEIofq2iFFz5HoU+2TXWsXpNp+p3BWWKOnAHOT5/M8KpPl7Dvj0fmZ0A8O5fltmS86eoyTsl0aimAq5I13yOEo7pZ0NtWaY0CaRuhKSodaiNOxr3HKor+C39B8pZ9mw01Pa56qPbq9PL2PYDQf/qIgV+ZNAaEhqYhN7AdRaa+6GgjfNogZ99EH8e2j3XAahExiL3xMp9pOlDQntm3N/TvjPtYUAvCkB9u+MC09C8odf/Uwfv/f09fv7nfx4f//jH8fVf//UYxxE/8RM/4f/+3//7f8enP/1pfNM3fdMX9PnDHctqWJJwMjEme4Al0fJOTkeFPNFjgIRWVlNnkfr2s6bgTbfJOONtgy2GR9ryMTqWRVodKhvIG89kWSK5oiObH9DIQa47gshkqm9WbtYoXgX+ZmtYMd0Y/1gm+/3xLnj2q8b1g/hcQmVpHzyCHe6j84eWwaDxRDQfiWvwcpX1vLBNYXGxhiDhTGU0wDF5NSDtrb3gdKuM0bLHyIj++I7tFPO1QW1q4BCPpraV2ryJupi10jP5pJToQapvW7jz89K4sUwxWrFMWL/nSudXk8HKne8tqgls1rOmoBzvgrt2hdmyr+PTgocvK84t2qFmWUjhASwIWtn65qXVkMcjnasAiqXsffnMFJkKnMxcgePAw/ikUTv5sTgH4HZgnTC1A9Egx7CY4xoYZMp+M09cL6QD4t74vrP/Y3xpOhrtIbgVwZopRK6bRB5wvbAmIMbRNQ6xjsbFahM8PjUBVbpPrSb9PKNMcNRHbfjSwYzyQ6HpTAHyuZX56JpRWu3y4RPWYm+4tXufrxolUVlVkB6iH6gI1akaM2cxNCxv5acOqC5WbRPnK2tTCTSUx7h4c4xzgeMWpjkYW8OVGptpRZqZ3ZFa2rywgGu5LG6Akh6Nv5RIMW/Mo8C6PFUsTzOOb68eKMuisQbymAXeyD5kWOmbjGx40O3eC9h8GD3wihQvKdstm4LjWxnLk2w2nNV0FhIaqpNZIcSbyAUvNI6x7kIUQNEfe7yhVkFajNB0K+LLEW1MNU+tNrpi8/7g0LmSjuE+OF2kICseDTEIYPXIjpQQUbA39fqSPnj/5t/8m/jJn/xJ/OIv/iJ+6qd+Cn/mz/wZpJTwnd/5nbi+vsZf/at/Fd/3fd+HT33qU/iZn/kZ/JW/8lfwTd/0TfjGb/zGL+j7TDVpG6BeLidX5AxADan797jSD7CHH0B+zD5XB02N5GcqM5UIhBpapjzA4Tll1Io+vR3ZEiwzicpgdCHwFoB2Xcxcqcr2+1zgWaL6VLo1I6FRib1UZ+vlLxTXANzsWcqg7NZVkLwe58kJIfovdmpEb1rO4MEidELdsSEHPv6MPOXx3KuPnc/sv1/nT5YS2SAlqWOVVdpBZl7NitbdTQptjDRX1Gqw5/oBwafVrSbdAlTvqTDXorPsAYrmSxHPWeCTrOeYgt5f+g2nutuWZy6pcdPK+MRh6jmUrlm8t1bkfNJ8V4mFDm8wI4JsMzUPCa8Oj3itLtWnnZlKKMvrEZFUPahqBGP17BjBDmLPrEpwhKNwzolHFq8oLUHskIawwlvYabwNZTEBTV+GpnFz9W1XFyynMv2pce3FjkA3jxm85sl+uS/LMw60rZnC+lQ3tCAy1Dsu6fcD4GpccZp2j+3zlZ2qLKwG2PqZij97n9NaIxpzqZlL94UaziOzQTUyqW0MFOzVqQKjnmMzeFEFgx+UaPuYVOnaD3yuELHQ8/DP0drU+7t9rt+z5XIVin2nUID+Gfg2quBPe1M8/aw38fqS5nh/6Zd+Cd/5nd+JDz/8EG+//Tb+4B/8g/jpn/5pvP322wCAv//3/z5ijPiO7/gOHI9H/Mk/+Sfxwz/8w1/w95VtBUbjrtz9h4bt1kWHRP4SUFdGd4P9e5kqxtuAdRsANrxermWS0UoZAE26iryzCLOOFcenNhnyrmB4jCi1GSLY7wBgHUlJKguw6C89xuYGcwhey5oDU77KqPmxHZ55W100I9VzKPb7w2PjQWpqtngqGyhDOOFmajCT9uNTU22qabk408ii+fka7mEcF2ZKM1DpgX182spP4gwsF3YYjHvjnSsh2nKMBpuNdi2AIEfbuIa72B228DplUwvDSy0MASjWOOHWVNrjy8FVp8vzFbgxLnZ+Wlr9cLa2bMuV8UZlU83XOBkqsZ6jy+w1uSwTtjrLSju/xF6kgeUp9uzGO4PGxjt2glkD9u8WnP2yNY8XNyl4PB0C5rey1ZDvCrafSd44XGhFVOnJKMef4KjKesEG6PQb92yJoqX1kllRaAe/VLqRma01OTeHM/3+ega2weTvybziormDxaPVKOeNISJhDcAQEO+Hk4BqepGaT3cxP90yscwu2AY5P7HvWc4rxtvkkOe6M3eyvDWl7PDQOM1QgHgzcI0CqKZZUPnLcmk8dpyB5QrOOcsG9aTEa7U2oBLtiTYopAlLYrMP7vDxFdcZ6Y18WRHujHLKNKWQrabsELN67tLRar6ybLeOFcdntsYBzu1ic2B8aGV+cQk4nEWvvFgui7UYTCY4kihLiuqyLUQ9eCAG27ceP2ZZrzpbldFabg4vOZZsflK2BWVXMb4KDfavNtY1AeEhYfOC83wJppsYK0JOTg+I8lF2OzwE98aenxRML2lMlIHx/RHrecGwj8gRQLBrPLxlc3y8D0AJ7hKmfTDONj9tTweyDmeiK+tVRnq/iyK/yNeX9MH7z//5P/91/3273eKHfuiH8EM/9ENv5PukgLOIJyApQ1DmBDjHISVhZeNuj8IA561Kl326kTxaZuTZXOJniQDpuL3+M93Qocu4+0xKh2Gfjr/ecECWfPLAVekUwMgyyumF9xirT1KPKvtx8MFrmZlk/uDbxev6YeicpgaSh/hUEY7tev0z9NmAlyD1WI0O2NBlU/0zUeb+el2uXz+vSRyrOkmB6ITqXZOCIMCht7gS6s2CcEHVcmjjwiy0R1IsO2sRvLd55MEuZx0AQA7GL4XI2tzqoIFKMhCqZ7NpAVaOqSBwWev1z8+QhkCBDLUNzI6lBvfHm+rJPeH18eSjLGwdCJDvoxBNloL+EaHNfzUB6Z9plIqXY5LYmcnbNJLGaPeP5pBGUaSCQoh/TjBf63iawcmByzl+zYkcUFNpPDTN/WsINjXE72sNVljJlTJmXrsfOGiZnaNVfM66Tw1OKNXH6GR/iW0uV6IRWicS7mkvONm7yJWKdpEGoEeS4grkBCJ0HB9mvCrjqbD/bzqT7mFqnHXr4u+VEaO7P72nArJOzVs492sLrJ5kr64H4To62TfJJ4cKhBnARfv8ira2NUml4+jH1httSDEeAbCCxcenW79f7OtL+uD9v/2KK5CfVKs1rQH5ms23Vcy9BuRUvbyhThXpLmChMvbxEzSfP0RMLy0j2r4Xsf+4KXWXq2qiEZZqFNbzqrH0ygwYsKj3+Lz4IbJ5GXB42+wl8RCN+12YzbE8SD1q0z56xjO9jO7xrKxcfFJcgzeA2Lyw71UZjbIffff8hIpcOezANtbxzibr/MQm+nCXkM8Lrf+45seKfNnxZsx66lszys1oLdqYMYx3sQUpDCIO71T23bT7HO5N3a1+rgBcrJYObElG45EytU4++y9fsXmfbkIrEGpAvLeNen6akR4jMjP8MlXE28HhMdWy6kBcz63cIR+aeUI5s0gb0bJbHRLeHIKbmjKahjZUTC8jypkdqOuFIS7LJVvkPQSUOblCVr2Ta6qYL8z3eng5mBHAfURmc4I4c26uQMqWUdsY2sGWN4ZuLGMwuLUkhGqc/3peUWfOyWOjSmIODodLJa4ARNc73tr7lwvLeMabhLCy5V6o2L6XMD+pJzWkcQnmOMpsPB34FXQbiisQjpal1wDLijgXVV+sEjZzObPxEZ/o4qklsO1mcM5V5hrrDi6mk+OUINHMuu6QI+anGaACWwFMnIO7Hw2PVnt8fGalYONtU3AvF9U9gpcLm99CJDYvg4/T8GDPTla0tjZBh7aA4/NsHc4yM9UxoG4Kll3F+OHgAfBwsGd5/ksBB9a7295h1xDn6N25AJCesvu2Ou6I+Ulp6wwACK/v3zF7WGlO0suBbf7s9Cwb7oW3pmmQDgaBdfxc0zr4LJoDOxYZgrLyQA6LjWnlfaW9/V7aR+6/QEFAnayGPm+t8cH8rAAh+P6Wd9VRqvmJPevlqmDzIfe/Cdi8iJivqtEdiWja3YAVb66e6Eua4/2//uJGX4NtEH2NbB/VavL4ryW4EKAX9Kg29/VRrrHVmIUS3McYrHuVcMk/U4cQo9ZeXSj+Q9+hDMC5EO2Rut4+EkZ7n4sTuki+VxV74+3O69Xe0zYfVzJK2Rna93lmUpXRVQRy4X2tnRx8lCn4v1XQUk/3flq76XWWniXYG1lB4tyOeMQ+IldW1t/Tyb2GLlPpMhNlXJoXtePqxDl6dtLdh2fmQkZY/lISE5Ro9+etEJdmZydeS57IjgSUdh0upup5yYTG8ek94vM0no4Y8KAawKw/+Bw4yVo03t33g9yrpNmBzymUADmUoZ8vPng4gfI10P331QD3N/d71fd22WL3B3+GtoY79Afo52WHXHVIjoRhygx1beIn+7mgLNGVv1q7pf1cGZpXLPQohJAaKqG9n60y7m7dOiKm75MaPzZe3O8xnI6HHM36daqA2Oc4Xa/as9B64TXw/vr5pPUixbeeka9Tf0bdswnd/sns2nqC832uNWgK8doFfv5335err0W9p4Z23Y4oRa67bg373tjtDZpj4Q1mu8BHB+/JyzMSKjT7DXK9KN5M3TYJIMymtpVCb7w1ReF4a+rRmIHHL19R6V5VAxCOAce3M+ZLq8lU+cl6YdFjgP19eLS+q2bYbR63cQV2v5Isit1ZxKbSp/mqwPizZkxRNlbXBsB7vir76g/gkIHjOxnHdzJCAY7Pa9uUYfxIpBJ1OOmSRG5YdZJn2Rq3L9HtI2UdmfbWFk7q3DpU1JsJw701wVZ3ES2gMlWrkRwtAg0rsHkBP6CsBk8dl0x5mjfAfF180cTH1Hqr3ltWWKbu4Mx2feu5XbN579rnqgFETUQVMoUfND9J+4DNe6lTyKIpgAuagT6NUwDy/PzMUM1BaLwNqJOpOdfr7E5IEtaMt8FbQC4X1dXYMnEPc/TuUnEOXsa20jBf7RqXc2vjmM+z857jXSspmT5M5nYmOH0JXuOMaChPJYftYjqWgAXYd4+3we0O84bN4O8j15aV1HkbPanaVdqSLBOrY3UlrxyDvPvTRXWnLrUWtExWmyjcYjFRaT/s1SYxuEmI1UObejazlWffzB1oVIIcppbL4s5x423wgwKxGXiEYgjGuoMrt6cPo7VX5IZeJnO4aiYx5OJpXjE/LS6wSo/WwUvcpq5pubAMTVaqebLMb3qZEB4GDPetOmPdVQx7mP8456oqJMxe1db0eBdY12sQ/3pma+rwbqH1ItzeVuM+3gfv0GZdvkxfsXkZMD7YPloGy/zTsSFAw56tCoONxXJRsTwtrPE1RGK8iT72cYHbjMqeM28ZWGitM3mJa6ARjmW7ul41kdAha2Y2xcx45oD5SaEbnVlrqmWqOPP1rIkl38Tro4P3tddJ9w6VbHQRUc+RhcIf9dkGAy1v6KwsslP7+c+BkwxT7dTUeUOLOayhOUbxu07cWWiI0We1PW/Z1yPLREEZNdAmsO6hsFa05/EAWL1h7SJoRa7Krtjjsh/Lnid05aJ6ZPZRZGdALgGJImGhBp41dgGR8+0JqHKAIq8tbrOvZXx9XCSK0b16U3BCw7LSa/wbr7XLDpwffo2X72sXdb0tA64eyZ+iDC26JvDim/bJ/Msto+6/V4K3ntO2mtbq/J7fhzKM3PhlZWJWRtJfpz67lWo5+oCW3ekg11xzFXnU/LD3BXW18u+t7Xd4rxIpKcP0pht69tJX9ChEPb1mV7Xn9rs1oG2i3fw09X57n/7dEaX62t95T/5WIl5Sk4sCUk2pk9b6Q9ld5JofcHKNQJujDSmAz3c9xz6zbdxsQwWaqrn9PsDn1T3LGlnRUdq/92PUq+R93jPLRGjfgQqvztB8dJVyt2coarMAjmgf7FlJLKmSRLsZuyavQhDCqHXdzR/RBH6fqekDfK1pXoZ6sserHSR4LdG/r58YX9zro4O3e4Vi6lzxZ+pcYU25WRvGlnOoYJu11qlGhgPrZXNliYeIdJ+8frdsi3kvF3gN3Hpm2d7mQ5sRy3XG4ydXd0zafJh8M1XHlHKRzeh/NfejurWsMR4iW2qZxyqKXfNIFel4F7D7bMB006l9l4DNi4SB769Di9pVK1wmYOrs/hCql0oosxpfJIu2x2K85U3zmDUTfJv8+48X87yulmmEo20++uzlWWnij2TZ/Loz1WZNzNQIEaZDOzTn62JOSqyvHm8tks8X1lZQGZA4tvXcsqTtB+YCtV7aiVejtY2zGsTi0XJUy7DBMsjjM9tRh4eA+Wm2OtjHCGVKbgVZ2+YgNbVqj2s0rtqM+iOmm+h9g/X+wuxRdbSolh1qbONs6IrEYa7c3do8zJeWue7ei9i+Zw5H44NlQ3E29fzyNBtqsKtYnlhGtnmRkM8K1bpWA1sG48Rk/i8/7/m6GMd7aWU/sqVMR0MR6gCk++T+zcqWFJRa/2s2CODBUibWrxLRWC8z4tE49EgeWN2HXMDTlf8JUlRZXrpPvrkrUBpfJedOjRNFK/9iYCQ0I+0NfahDRZmsJt0bXIxWxRBnuMOaRIWyIhXPqx7PoQCbD01RvF4WrJfF+OfS5sd6bm085Rkv//PDO6u3OhxoULE8zeaWx8yuTMZzLk/MkKYGuPexSrny9WrdoVh2mB5tfciC0RTEAAowv7W6PkTjnS+yj/dynbG+tSBvgePbqzXj6DpKac/Lm9aJKyzmZZAeEjYvVKIF7N6vzLBtTmtPPj4txrUX3svY2pqqYcrwGHD2KwGbD+UIZ+ORr8ync2Wnq+HO6oLrAFc11wiUbUU6yK/Bmp4Me6sNf1Ovjw7e/rX25TstyjqpL1SW0WUvzjkCgM5lZVTKYFgbGqTw1cYgHi28FlExci7jqbrRsb0SLOKnVylYR+m1f7zGuFrY6XWC8jidWgQs7qxXYHrpk3jQAGTaMnrk/np2wsg8ztHHzw9nLkDPSEJbwCHbZ6kkqvHJ8EhZfKWPKzMgect6HbJ4UXUjSUCYo3O6OrjcYEPPkJu314X2fBWYbfH9ft1UWIcCU8vq33WPUQI1DaYyNY5pAjs/hRal0+NW9cGOfhQ7XJVpOf/HbkQ+c7qMw+dvh7R4zTDgDkct2u8yPnGza/MIFk8OznNAnKu+B65K945Iyi41V/hqJTfBS0GUFTp3yHlViHw45wZwvnRzkAhHr2TvD2Fl8ScK5NKelSNCXcasftGnPH6XERHijJ1iWweMu75NBouerF/NESFOnpV3mV33PCVK9Ge46uddplbDiSbDkakEiphsjvU1qoLrxem7wGpoY1YD3GMaud2jIRDVEZvPebbaI7pX6P6Pj3+Bt0BFsDVQB1hZZn3tI0r3/PvkU/sWumc+fO77wkoxZuh+L+AETQrdGaCfyS/65Du/yNdHB2/3Gg5tMsgRStmdt9WjoXqkVZ+cWhCN44iS8xMKFleoBtDTq+h8h5SF6jwzX9vDjYeIeIhYrwuW69KiXpZqVFjHonC0iG28DxhfmqNPXODdfQBmHtX4MVTg+FbG8Smwf7cAVIyWbcX8LFvD9dEmn3ySx9tmjnF8u1hfX0JSsomrg0X5yrCmF9FrgdPBoubNy+Ae0vJ5TrNxeWk2jmp4MO53uIuokf7VcoN6GV25rUh3uSxYnhZXpQoRsA5OVnt4fGbKciv27zaeTXHhyPykWE/ebDzXuqPSfLbrjgtQL1YrV5lb55Xpxu4zVCBss2X1dMfJbFQ/3gcX0LiHNut2113FcpUNzpqtBnSQIT2z3PUiszctnXaS8aeqqx0e2bCe5TBWl2j1jT2F4E3kh37jhD+zMBtmO9w3pzQAxsUVy8iU7XmwES27dncqALv37Dkd37If5Mm4ZXH+J92QinGB8jGOM1rdKkvx1nPWgo7GHwpWTrO9Px2b6nfzkohMCci74jao+ZwaiQzvF6zWnGWw+SsPagQ7LM3f1xCRfFad013PrLJguI+8bmB6ET0wylvL0uXWNj8pOHwso2yK25aGbBBz2VV3oUqPEekxsEm7eg9X1s3XrgkAe4YD3vPZxgNI9+Y/HruAcH5qfPB0Q/RnVzwwGm8iMEdXkI936opFp7mzzBrWgnyZMb1I5FfZPcj77NKOc4nAYms3LM1gpgnCOBdDQwNQArbvGeKz7qwaYL6qePgyBj1dqWM6wl3ePMnIhsZpf87sa71/W/oTeJIwfZCw+bAZnuh5qINSGdkK9t683mswFObwlmkC0sObI3k/Oni7VxHPwswn1JapKfQS5NEi6lbnWvmg/fCSCreccmgmdLKoT/6xgkgAZZmwOrKl/btznSd1g8GvzSNuZkUGc8kMRJOQv6jf5bWlfeRnKbsKnnnJG1qbQOC/eTZBdaerkZnZZXbiKVMbX4cBGeXGY0SvctUYqR4zMJNRRmU1l2j8khIw3q+NO+DdfLiR5sn+LCMtPcltip8KpWVr4svDGjzTRW7e2d47VNxRAureWu1VvT/a87PPQVNSCn5mhpfYIFwqVufG+PmCrtXMQkGGO2q9llVovmnzjXLmqswCOh5WrRh1PW4VqWcbWraNEjw7P+HT8msZIS9HkDBAbtAhFECwq/y+07EbS9Vud45eEi+JVyxTa7Pp82UJTcHO60dgIEyuvyT4HD8Zsm4IzV3Kfthcwtq8Mz1F8e+WN3EgjFr7vVnPXmu4niI3EBo1dA5dya7XnaoIe6v9ntaJ17Pr4kt7Jn1TeYnZygT6qMcmiFwC4hw9QwzduNhz5r7S9csGQIOL9sw1hpF9iK3hSjypjW6q9xZYnqBHfGZuH5u5d8gjPja/fM9ug8asohKOVxAmRMwRSb5vPYf7ZPdObbpXCd5MQFpdtKdrelOvjw7e7rVeNvWx+jmOD515BBjxTk0VaFmwHqrVu+WrFfFgvqnKgNWOzBytCps9w7xWs0Wb5//HJq0O7eExtjZ9B7pdTdUhIFSL0EK3kVnXEHIfR7uP4SGaH/PRlIaAfd5wR6P+VLF9L2K4E2cbmL2zIw69j2u02lW1/KpD46K0QSKykJ8dXdZLi6CbUKmiTnb/FXAHo3xmHGGo5DQPzRDAvI7pEvYQ3B0LEc57SrU97FmHekYFbAHmZxnLdcFyVbBeZizvLIj76FkEYPczvaID2NYUluloKuUyVoQjuxmdmRIWFd5TOe8qpg8GIJqqvJBXisfofthpbxv3esagh1nC7rOR0b8p4ZWxh8XGYfcZe17zk4L5mSlwx1ubW6ciMx6IPCyGB3u2w6N8prkBpzZ/1MFK2Ym1IIRv+iBvFzkf5ytzSZPgT4pbp0gIsSJUbD6I5q+9WsapAKaHTa3lIzA8wHm/OjG7J9pRwU5OdIOLC1DPV6zKyibLRofHYF2LOkGVBZRWGz7eW2ej8VVstATXdW/4Mj8pvmalGk6zjZP1ha2I56u1rNtUzNetv+54h2ZIUZtbnNXDgup6W69lZ3wuqmW+vTe8emk7+jNU51nLZGs8sYe2DkAFyqoVBuzzxjtzNZufFAyPwOaDiPUyO19tKBN9o3VeU93vAfbGojPPWHfZoevWEMS41vQQUQZgemXzSS1I3Y5zqOwwlf16y8gAI1Yc3jYkyv3OLzMWKr2nG3sWzndvqgeruFitpviWQSbgjV40n/Ou4vDJGfkye2eiwEYWsqoViqkqk/WiYDhY4BYPrwW5X8Tro4O3e6n0Raesl4oQJpOQKADOW8ajmZx7I+4EtC461aN0lJZJoZD3YcSs4vR1ZxDYwNZVimIdFmEqZIcOmzafsx9qAaFm2luO4iUpaqITlfssd4rSuKcgiJllnGEHaBdFKtp171hxdKqDY1TZR/0n5Vjn1RsRuLkGI1+pQV3BqEyCKs+yqe4G5byjsqsuOxPvpFZhYQne3cX5rtngMOd6Ok5bz1tclso4ZOrgmRTg3GiN1QVGqBTxsBlDOsCVoGrdJwhVh6CeSR2qJ7CRxhB6jvEQPANT72H13K2xNsiMClpZ+ClDFodcElDYrKG67SiaL/ghulpevVn1M+/+ovIXZZypzd/K9aMSqjS3TVVcmpo/SGksHlTBRzxEBmnVsxtlHaa4B8LD4IFX7xUsj2zn7gKNWobqrQIBOF/dd9wxIWH1+Sx9xbprwYLutdyNLePk/FbTCfG+w97+dDezsW3+JVXnXW3jETJkB4B3/DnGpkzn51ipIzzjbqrgFkB4PTEFY+EYvaysJrjxhndQQ7s/BSSadyEH4JCQXo4eMIV98uBRawFsqRe6taR1LuStX0vKtKVlAeeBrmNWS8pkRilCmnyP5h7mTT749zLZ9yd2lwOngmernGNC49zAg/tJ3nV1wLkTNHKdvKnXRwdv9yrbwmbNAELzLx5vyCftg/Oa6hwy3hlHqHZ+ebJMB8H6e2rixSV482wpkRFNHaumzMentolvXlo3lZ7kzxfFN/6RbkvTTcDy1mpc6ty4smFPz2C1LK7sWhSpMq7BD54aLTqtkf6pgfw2azbL1LhWU3hGh1fjClcCasGMd8EVkpGF8HEJmJ9nOklV1vfZRrNcF1N8J3Z8Wewalgurs4vZOEwtiJDRGkd0G2UdDYGw+mbjsaxDTmsOXqZCdW7ybLekBjkVqsHDbIHNeGeBgC9uibOAJj4ZgM2rNgbDvaEL0639Zw5KzI7PC8rG1LCr3LUS3ClMh3o6mDNPPFrAMt1Er6PObMW2qp/rYBmlfi/OlqVmjoNgbtvQC9ar7OhD3vEaWPM73kTjIs+K93WebsxHt+wK8rb4xree2cGdd8XmbzV1aqYWIU+VnGI1/+LQNsl8Zvxzmm0M1zOa7s9yQjNe1ToT8V4Z+Obzgt1nLYOtPNwlahvu2e0L8MBoeXtxTtzNK4iEDPu2PoaDgmA0ZGNXMT/N3qKyTMZzb39lINwPoLKzF/tdK+CaXrLGdUeB5DajJtNSlIm14kcd+sE51eHResiW0bQb6ncr3nt6yUCyE7WZl3P1bDhy3NKBznj3pvAtqc0n1fLKQjYurGVWQLyzLmRxNZ/si083WHZ6kSxQW+AobWTXn8DgKm8qIh3W4mpojuBo13OIXuD1r+eFfuoV8ycWC7YSndtG8/5eybdbwGpaifEhoBabW+u5rf3hgZOC0yHtA1AC4j5hehWxXht/PTwGRylUR+1jMgebZwwapCJ/E6+PLCO7V8jGo4gbq2D5ULFFmWALME8VqMQzAiO4xVqcpcdWfyYRQw1Urd4PHg16Oy0Zx/tGA2smIH4R1c06tPmsZwaxzFcV4AGap+qq4PUsWJZE/lkZS5loLxfNUQgFGBYuCvC6Vrj/sGz5ZMYf2ChCsLLgSKkydS+CpRRxOvfDV00VkYc4wAX7mIyPRhPuSOQTlwAsOP33ygMS8Iw3LLR6VK/d1Mq/rDF26pTmzZ/X6w9B44dHwsq7dtDaQUEDkpUCD2bBx6dwDtJEIqH1TCX3t54xe9yyUfdDs7KcrytQtIE3wU3zy4Yr1QWhKutU5qFsUByZ1Jl9xuRhNoNKtbxDpoVl4bzoUAuVawAUNrGBeOVzRm1q+riXhacJ59adPZNeSR6yZVLK/sAm5y542djn1iSqwYwvamJWzXmsXtASR80UT8VDdCX5sI9Yx+hdlHCMbD8HolRwRGo5b7Cn0A4bA2ZyR8tAywhEYplSnmuOF0LCCnjF+5ZNRXxMhGcjoc2WWQvFKRTARQbH1uM4ID0GF2qu5x0knJnVjj0i1ym7B7gC2tr8wYWSNQZvUuLaDHBtuGMb0ZoILJfo1OaGttUAlGBVBT52DCR1oCJU5FUbgV26vLy13mSmkiRULAD2CWkG1n1qgX0ExvvobSqFBGatl8HuP84B6xlcqS5EzhGUZGtR9c3OC8Pmj/YSWUbGNWAZK7Bv7/tiXx9lvN1L8I931Vnhrir5vDiMUdjvtJDrtTpeoE6qbaWquAbrpRrsoU8vom/41gmF2WU0n9vhEagjcHjb6hXzmamIExWvWqDrVQESsDxfkR6S8x0SD83XxbnpdGDWNdJjGoKUWOt7Z/0n1625JyXet22yBepnKSeeOlWU80wOihs6IeJ0UEF624iU+UqpDboUhWxRqdyTppvgmaEdGBap2/cyyydPaD7L8MUvyC0dAQzka4rUv7ZIxzvjRR1WZaau+5P6Mm8tU4uZ3sIqC6qKmi0Iqgx00j5g/+VrK7IfDOkoE7PpYi5kqpEELDOd1dVeuwABAABJREFUXgXvjzu/a71RxzsFTpXcevFSLwmhDF6GbWgbNFFYoaKT2W+cW49oPaveWq9uDGVYL+0ZlzPLhiFF/6BMy651vNGhVRsCwKQiZBuv8c4UssPevMiXK6sHrsk2Zyn5HVG5Xi2QJAdcoyE7gk99LozFRWfYZKzqpXxk0LktKG/PWJ6vGO7JJ7Lee7hLjkalvWWjcQHWq2xZMOfi/LSwYTuIdth8HtmzNazsn811Bgghgc8NU/GbLkCoy/AYkM8LqxlsjKQ8rsnEXCEbNB2Ggnxh3YIiYdOYbe6XrfGly5PGl8eFDlGH0CEz8KYXZYRzq+sFVcgUoeWN9cJtAk/4oZfmU6i2JuDwdmEXJkPOhsfmJiXvb9RwYj5Rdxm4XFzXIGTKqRkA5SI7hSfdS1itxjbtA8YbHrykAjYfohMLGp2yXmVgjdaDOdu1C4WUaDBUG0slNMN9cE2M6uFtDdqBG4/BD+awwLQHEoi9gddHGW/3Cpmw2xKQCgvKCSOFAufgarBDFsyAJwpOBAkJRrGUF81isXC2MTtRm8F8ZodF3sBbjAGmDFwvLf2LM6PWYMKKfFH8mi3xIMwt/lRQb7WNMJ/BldgyvFjPK9atwVniZq2wXRldE3ap1AkFCEcr+o88IIF28CvKzztAyt7l0uChNLPx9CE0EwFmZsXVpE3djRrY+cdavakkJ2+AdNT3Fj8I6kBkIAdX0qZD9GzQHWxQUYcAwUvaCMIKxBBaBqzMmFmRIE/x75VCsrhnCYXqkWfboB3ipgo6UuFaWL/rnJEUrxneCSlIW1DJW4mT18Gn6Fuhs8U0FjyusSlGS7uX8SaZKQD1BvEx+XyszG6UMepQk0q/jFYuN71MzjdadsGPiACStYxDDQD5ZSE74hPLWGkzaE0o0jEg7wLytliLQKq8hzn4mgq8n5KA8GBbVt5Vr/NOh4hSRqgePm/t3mTaIrcta6sHF5SJ341rAA7dcyK3rgNBjRx6q0v3YK4Mmilmy3STi+RU5+uCdB8bNzlVHxOJpiqvuT7aeGgdeLa6NRQGhWiB5g0vRZ9dEoN/olx5S6RuHwChOwzE4gxkIiJhAeqZZfUg/SII376ABziRLhmMLJctkC+Ve9iZzYHhISAcE2oJSHxOcQEWCpe8D/gcXVSm8UY0VIlbgFNsJvAzCkZlbbaPEH5nJcq6E2pXPRNeLquXq0UimsNDbNdPzYQolEB4uWklwhs9eD/KeLuXdespXhvnys+5Rfg6aOpUUXcFZWcKOVNCGqw03hMuCYTKmP30DbbLaJ6g60VFvsqER+rncH3xyYz1ovhiss8PtlHWZrwQF3LU3hyAJUvMuFABcAOKObi/bz6rJ+4/eWOwnUQxVrdqXJ5KCtI+tpIFZrh5qq74luhLsFS+Wk9KEMwdx6L9mmwh9AGHMuFQm7J5vcqWDe5MAS0otG6K89OFEL6gagQbQwm0VIJStqzLJhUwPgTfgNOsjayeFPmjkGcvFhFL6JTPWqbkJUKHQIESgzSGt32AIPV5nuCm8rIYdNXxXpms6QHEv4UMr38VwuDK7oVjVzrKg5vX5kXw3qMo6OqkFegY72nexuh4ZbiOYPtBYElLddQCgIt71p2Nn3HQAcOB9xGpSGU/ZADYvIxUz4JKcnsWcbHsRz2Kg/yBk6l8A2Cc86Zlm1Y7Hh3CHu6D+/lKrKVgbzi0gACwcRecK4Fc6VrsyT3LXLzg2Zs24vV6NYqC6BJKezbl6YLxNnqp4npeOoVvgznzplJ70EwipJHIW+MiI5Xwmk/ao5TB1sEc7eTCte4q1idrKxuj4U6jXhgIL+JnucdJ96D5X0VRodVbJ7QuYAN83ZfJVN7D3oKPcIieAcc5oG4Kkwke4kfW0J5nBrZNzCSaBYCv8flJdY+AuNreFpc2V1BtjL2HeAAwWD9dLxVMdvC7AjrCXanyZQGG6r7eZVMt+F+bN8KbeH2U8XYvlYAkKSaZ5cheTwrMYR+wEsOrowzXOdFKwHIB5yHTvol/Ehubp0Nk1Eb45RBbq72p+sIqI5BvR+dtZMYBGN9U9d6VWfMcPRq1yJ9ZVQ3e0DlkWgWeBc8YrHF9x81InchDTE25XdGrbEwcImGvWm08INk965zCEr3MQBDbuoU3pM+7YtaaHcep7NKtA+9agWQ8RBd3xcfk6mOzELSNar0sLv93VIDlLaDaNGagILSACPbMyiQVNYMbblqBtqEnKm/eaiYsmDmOwz0zlKxMqW1ogA4f8qAUxlmbOLi4o4zVxz1vqm+WoVhpj4xSAgMG26lAYwVgqAxomEFpzLQh9fXgCJZ9lAEALRCt/aC9N2Z+xiB43n5XxiwAN1LSLirlWM9AntuEhOq9aqpqO1gAIN0MVK4ySxm77FFuQlLe0sXKs7PuoBkegluGOhdd4ZqEUPiMpDgeK2pqHKp4/5Ia/KwWg+nR5ujxeXFjGinlzVoW/mxdAHc3+HpMM4BozyTNbV7qHuOMk+YR2oe0F4TCQ1OH+qgHBzeBCKwn19/BMjL1ewYPalsvzORVzjNUb0BikDrV1XP/HcB8Ztc/vWK7QzCRYFvT4cEQsrgazL4ORp0pGbED0LLkfFaQ7pNnuGWwmtzAgM7WlJmSgKgQ+H0IcDMRBRNlaJac6ZF73hwQasePl+Cli8N9ALYVReP3mhZlvDFi2noRv7nXRxlv91IEKq4yrkA5Kw5tIFTWmDITZBej9aJgfb64o5E8gJ0XJB+R6I4Tj62GMi6E9xYwQ+34j4EOVYKIcnPUisfAA8TenHfFnau8TKPjos1er6l317PqUHQk/CmlZou44bD4SfMI/lsvyhA3U+kqU/lGmXwMe25q5Go0jnWoqBurnYxHODS/PM1uFVgmeOci46TgJR5pH9yrddh35TUXS7PEY/MGmWJEirCU0bj5O683b6pZQA7MMAEv10JsbmSCogMPO8CgbwAYH9CUuBNo4NCMEuIxNK/lxVAFuaCJ4/bSEBiaEbrv86yB9bRxDs43lsFQgTJYANKXS5kYh6gNgybduw6nvK2uDq6DAoZujSzwoE2uapoTw55+xwww1rNK5MF4ZKlpXRXOw3+8C+1QCA3ia3OrZWxlqpA5iUxWajTlMPiMA1WuCqAVwKi0zhrWd+Vdch3TnEhAfrKaN/p5oX8vvZp3+STzVYYs1at8usvlSk63+jOPS2jlQirHEc1Bv2A976o2lhx3NVEYHgMV4fBa1sjxUdmQlxR1sDlCbaWJus6JiFdmUDNUXx/5zBTuyjxN8W3ZY96Ikw0O5ypYGB94sK2wyoPz1e6ns3F0BHBrehEZ6sigRMIozVc9FwUrZeS9dzH+8Gj7TyJtZplxc5srZ4ZY2frJ5sbGYMeDroWZLUVozf+g7X9v4vXRwdu9nF/hq0zAcBOdZxweIqPCygwDiHQWwhJ9YYx3gfVy3Ey2FnnO17JVtExhfmIwaT7PWK7Veq1iIM+VjraBCipVjd16Vp0fmm6pwisUfrDetb8PiRssSocHFiCMZj7FhGKTwbp5W/g9yqYbbCsuJrNJtTbwYS+1bgctdYeNygLKYJDkeqYI41SBG+eAdJfcZlPQvDUhCL5BSIW9XjRu2/nhu9E2DlpcSmSBauVhgqa83hkmMvNShNpBYTwMB5lNHFnEr42bZVRhgW+0x2fVUYp0hPNKgF3Pes6MqDYOXeIye5M9l+NzK3FLj9FNQfJkUPd6rvfyuZT2Z9xHr4N2Nfw5KQQGjXFmQDBUjK9Sg8r3JkqSPaVBpJU1sQzqEtiEvtWzCqU4PrFSlkibzlUt6PZd+zbxpmf27HwTZRKXt/AIMG+qtwREtUAVRJFUQpN3FePLwQ/6zFpkN8rI7fBaz5tYru+NvV60ZgRxAeKdca7DXcT4MrbfPVjz9TpWDGwhOd5EV7XXRPj7MyMPOq0XeXfb/a+stxaqU1jnPl9VGry0wBho45I3Viqo4FdcvKDv8TZ4CZg6+xzezS6+VNauA1iBlSmcCXVXE0QON8nFduK4h9uE6ZWhNWWqHtBUWljmCU0jcIjA7egq4nBMpLsYyB5Sc73iPAX3Mgm/rIkIXKBYaG4T5oDjs+ruffIIkLANMORJc8R0DpFlXEyIArzG2IWbORCVjFjPK+br2tbaG3p9dPB2r75xuGCs8Z7lQ8UOnspG31oMaYZH2drY056TRMITRmzreSVnYB1vykW2J7BpqmnxKIrS60SugYb2OsgFW6a9/Qw5AHxPb/2GatGzDlygQUeWxcEPxiqLtW22TW1bTPlH0ZbzYoTRCzdCWUbGIzdbbgCBm6wMRRK7qMiKrWwE5RJyDO05DHuqJpkBmJNUE31oUw0lNO6NmZXBcYTiEyAhTE32FcNjaztmNpi8LXZMEawVKHZyw4Wjsif4RiA+1lyOGBgEy0iVYcqXVuNiZTPGHdkBD+/1WgQNg/d2ma3G+WgKeRs/NEEan3F7Lmg1sgENkqjN/UvqV11XTQa5ic8WGlMp1qmpmvcx1cQS74W126gBN7rwQI0CKUHf7s8bCPPTl9kFa2hzt+f862SHiPGTVN1H1nPSxrRM5lpUt9nni2BpAKRrmN2Sz5NgSOtd1oRCu4RIDQ+BtfMWNMdjRD3LXjojpy1lhqqh3bwkfMr17/abKoWSDiCpvMvWeTkrjmDYOurmzVQNpt0U1wYo8BZsP+xtzDAWRyrCk9mCisEywnyZ3bhGQXhcwsneERe7byFMZWgB6HjfgjI/eGm6UqbqkHA8Gs3kQThRCLUnNWtRVoPwHkIJbrISl6awroloF8uk4kqXQFFJDLCl7AfkSVBRN8YfD482L7VmVBKpORBy+17zhgfyRXaNy5t6fcTxvvYyqK6aVd4hYj2HQ73rGdWF1SJqFyQw45CEP28pVliBtMCVmipVKGcF6YXtDHlbkV6MbgAx3kSHJPOuIszG/8ppZr427jKfFaw7w8S8FKDLZN3EQjwuC9wLzQq00R7e4uKP9r68qaiPCZsPkvsbS41cN4BqINOxFctHKqqXS3uvCuprBJJ47lSxXsAaj98OiCsFSql23LhlEGoEvp5ZMBAWQIrk9Zx8KTf1dWuF/mqoHmvjotIDRWAlYKDaOizAem5jsO7gzbZbPaW+M3hdadkU5C1XpzY/wubyhtbYlUvLzLEGLGxTGBc68aBtGEtnjZjPKsZbu4fhPrR5uKmI98mfY7pv6t642r0cnxVvweew6molLekxoGxbgGAqc0Jt5xX1ksrr1CL68SZ4tlmT1URPLyOWy2ABX1QNavW2kutZsUAnEgVZg3fkAQ/yPqt0R6HVWjYCJsBJDIZUBjM82rxKD9EpAW9/uERvIhEXs1ZdzyrGFwObkFRvXVgTUCKdwQar4YyLwaHWFrDVnWtdONfP6gN1iYqLGYKEMlqjizOW8bE8bftedNXucsXSNi+FqyiTZZKHt4sjUHUL96M22NUO3ZJsDxAlIx7TuNngQct4z6CKJXHzFYAMDB+MpkfZVpTbEeMCFI799pdH535VD73uunZ93NOs4UZr0nD4WMZwG/Hw5XCR3/zEAoVwNPMY1RsrsB0fIvdLHvxs/egqZrS5UjY2z+MCZNbRhzUgBAY9s71PjnPji8Hm3UQqYAXWuc1xCyQj8tYClfmpBWrp0co1j89MrLruTH0emMDUyJg1Vqf75us3J2v+KON97eWK2I1FOG5vB1CAFFz00zeRVkmIbBAlqFCG5DBKhdWaEmqpg23UmqTpAP/MMrRym5B5DSqjCEDYmWes3i+/0wBeW+cbGwo724iHYqabL4tzfuDvxWP08ojCzMat+2LjxSy76jLHrhWcN2pnHa6JQSybVu2nomsZURRCvc0WsWW14tMkjOlr+Wxjgmc0yhRcIZza+Bsk37KIvg2fzCBUPqR6UjC77f2G7f7DKYSc4NxoyEImmNF1Smo3MaBISIIs1I7u4AHr3Xcq9QBEHVwBvePECMpwYRvY2FrdCRr2+6oWTNSzDHlwK3NRpxoJceTbm44NlQicco54dKb8agIh848gqJR7linLu809EUIOtXX2kgXq0eZdXFt3LyuPakGSxloqfVNqw9tChv7+BSN3vseuSOf6VRerwExS83a9MORB9eLDAysDmKWKqx72yrThKt0ks5kAF7iVM5bBsQwmZjSKhvaZgtMFl1eW8Alp0DpRKaBadioIHR6aO1baR963fcd0C1frS7xZKTbTPNXYWj015/nlYvf2dLVno7ph7nMSXarNqMqVlLyoz7nPI9W/a99K1SFvT25setjfKfwUkPO5QSec+lDgJH2AhKWFfXYBuEOgEErP+INNUKmp0zG48+CbeH108L72UoF1uE8YbyKmVyzNYOY4sGC9DhXjq4gK0FqMkMZofFMNFnHt3ynOZQE8OG8Ha7RA0/ZKKBHZjN5tw+cCJJw0X7OI/8a4JtWgjXeWgUvgIX73/H8nbD6brHXdAyfxtroi11ydgBrsc6eX/JzFBArHZ6bWlpBBbl464NeL4oX3ZlMXXcKft/Z7avadaZsYZwD3IxtTMwCgrd7KgKAMzepSmbbUvSqOVwZfkzUSFzcdij2X+bqVLmmBK8KWW9NypcwVrdQp2O8CcG4sHSx7FYSdWYc57APyefZ7VMlKpDJ488JqUuNimXykIG9+numWE5H2lqWVLZvI76o7MamUw0w2DA1ZrgxuTYduo5gNTVkJky5XCoBsQ1LwkbgBj7dmSTh9mBD2EfEYMH2YsP0gOBwPcKOhkObx4/ad2/eNN56fFpZgMIvnd2w+jF7ulMlZSgQjZCExiLDa1QIUNnFYm/hNDR2Wq+pVAd6NKNrYyuUtrDZ/lovWlN5bdTLwQzBNhvoZl9E4Y9Vbu2DM3aQa9G1IQcXm/cHq+2WDuFgmKCQmsjxluYAfWtMr1u8GUO3dArt0H3F8VqzC4KhgwYwfrNmEZcsDUQ6VbZkPt32Xgpz1spIGCY3XJjIj6kAdkuJqc2W+hgcfZTIBWSj2ffm8mIB0ASs2KlXbFeHDyetv1VBAGXrIhiKsZza2alqwXPOZbIxzHu4VQDEwPwTkJ6txsHc2x9aLguVpRihmYrSes4xyaIdm2bCBCw93NXSRz7nNJzi/K/8CJQfjTUSods0y1FHdcJ4YbHDcyliB5c0dlx8dvP2LkZUdhOY0o/Z9XjLRRcNqKqAHJH5HzQnqaNwUQvWidx2y5vPboj9ZDOYuexCEDAB10/FSnGi1NN7Vlc/MaMa76jypXxs3RRcVDO2QER8N1vKZGrp4xqQx8Ay3q8vta1g9G0TLIrX5hPyazSOYmXAsKiPX1oaMn9PNUldX8zBNLPrXgqkJXOCvPVP9O8ehRyX6z3eFcxfx92pKz55X2HWn6puIq38j3CFJJTiKxrEpJuYgn1pl5zm2LNhRFH6/Mgf5iPumkmHcPjN/AKhT8WussTYOkDy6/JGHfXBOLx2M+9L4aD4hAEjsxgRmc4DNC85lU54Gz5a9BlNZGrNND36UpQIAodET9MPHuTr8f4IyxJaVgmiIWk8qoLTsvXuOtQWwUkLXBH9uUAbdlcf5eAZbE6o31vcCDChZN68Su56jl/e53VdowSD4DDfsfJUbv1mpENdalsZBz6oQ2TFtiX2XQfAN3fBMX+ViuQ2HOHdlxf6ciF6Exea1o0PUEfS10Gok0s9tr8TwIJjZ7WzmKKoKgdaBsmEiNGEqbuzhpVLStzA4kNmIXrbXWhCvw1E8tBAWIZjaS4V2SGWu4EOBtuaM1PL6nL4U8E28Pjp4u1dYCEVsm9JRblKaxC4CoZuSNktlLsYf8X05YPN+wvAQjRuOYPcVvvcY3SBCgiHZVbYNwmZ0fIyY38rkrgh5vRibaIviku37tkAPb1mtp296gHd0WS8Y8S+mXq3RMgZBycMNuZo5thIV2qtNr4yfSQ8Ry1V1M3RlouqvKjGXInJxo6gWsMSjRcTq1FJGoJ5lyxY/jH4Ajnc2RY9vZazKaobqXXbWM2D7gZlGWLZs3+EqxleWyUtFrAbzCp4CmwcsVzb20230rMGj/DV4FmWZjg1ovE8Yb+368lm1DUueyrD7XM+qC/DyBkivBjMtObNNNx6N80uzoRhSxouGSLNleONtwPgqNcj2rBgyEASvW5vH4TZ5Fj4/K26XV8bqPsXTB8ntA9cLmiDQyCNvbN6rPeFwMyBsM/ZflnF4i8/kVcL0MiDu7bqml4Z2LFfV69HHm1Y3GiqbKpCHQ6zO+w93yef68BBc8DfeWvqxXBg3a8JCe7bLua2vfF5QzrL/jhTFkZnY+iRjeULbyg5hUQu7mmCq5LmV3CzXFdMNqDy2qoHzXwqO+pQJno3L+hKA156v51b3Xwf+/7vgQZcCM7W8awpi1p6fG/8p0dO6o8ZAqA+zUDCY8Z7HxXjcuMKElIVc9WqOTQvXn/jbclYc/lWLSaA71Ig4SOAWj5F12ZX1ulYvrTkiZCPTslHlZiE3Y5zxLiI+JIRsSuTlafbvWC8rwovJVeNmGBIR7gd4CSW7adVkYxIXsG1qV8oVLDHSXBvv2TTmwSpS5MIXZ7rHbeoJLO019szgldSs7DKXHj/KeH/LXoqgFD1WecQykvRG5eU0KvYsTbxFEE/VGebXlsU16BM+463eFG5oUPVPyliGAimblfmYGrm00hVmrtbFA87F6jMkJDrJwgJ8UgvG7U0L9Pueheqzhtoic0WD/EMwUg343LrRouyCY+blEuRU5vY5cWUCOFmfW12LQ2oDHKZTZhTkB13h6vOmckXLApnBK8PpLRB1L3Kwaplg8BIKHyOI06r+q9pkxQXr/t3gRPeujFFzQ6gF2jyTkX3s0AJBnP73YpuOIDMQdvfsObb7lvhMyIWPG99XaQ4PfjcAy86Y/UiQo568ntnL9hPtHvrxUIbcc82Cgv1nvHFv/TjU7kOCZ3hCl3p0oEb/v7auxuKZnI+1gtCOH+4diSS0as/GhISeCYeWkbl6v7S1IF9z5zc75EV/xpXPX4pj/rOgc6WnfZCtLFb16J4taqz7dV44NyscSfHxCTbejmCtwZ+fq3aF4PC7vV6/X9uq+9UzCDhFMKSy7vaNuNIta6z2bIb2GW6vyrWhigJHK0Kb746eic9Vhszx9b2Y60q9g31/LW2MpeRXWVmPlEhX4+Pw2pz+Yl4fHbzdq06WiQZmepkZklk0Wn3rclms4XaFF14LrouHCMHGw2N04l+wrszE42y1aWkf3AghVHJCg6nnvNSAnGRNFcOL0SezKxifmtJFGdL+HTtUlycZm1cB8xPyrGzF1iaaNp3gPJkygeWCC14HGH8n7a2dYWZph1S2PRRfE3D8xIL5eXaet/JAzdvqrQERWVM3B+zeC9h8GDG+pwwe7hhjGSfcN1oCtzJYdG+ZQneoRqomYfe4XBXfkMUTi3MfmJmkh4h0H5s4i7W3YSXndWZNyxMNShCa2cX8jA0RJnYfmmwT2X+s+GGiFn56xUPA8GJwI/bxgbaiPLjSIXhNbB4twl8uWz30umsN0vsALk80V9jbnBxfJZo+2I6Zt9XRDm1M6ji1nsENTKQ+He7s+QyfmSxbochuPS/Wyu9gNbuA2WnmbaXyP+D4tKnefePfFNc6rGcViYptUR2qHCiTZVVAa1EZj6qHbuM43iSMHwzGA1512oKNfWd6NdAWsWX0NVlbOzfeSPYdw6PVpaY54OGT1Q0elouKx0/Y563X2Tffsq04Ps9c9y2zG9iusCZrLrFctGxMHY/ma2uNmR6t9jftDbEZiBDpUKkMjp3flZsUvYfXi8x53bjLdJesHeOmVQ1ILS7UaXpvYOWAPa/1zOaKTU77/9akoTY0Yh9Y/021+c7oCkMqImkPu+bxweaSc60D3f1ixXRLM4qjrZV0DNi+b6ibi+kYGIpOEYK27ipbsdIGl0kEsu0F0phIHCouH8X2AcCqC8C9QJapmw+jQ9U1AsenFqEq8SgUBAoxeBOvjw7e7nXCbzEyBw8oKBpSVK2IsXT/X+8D3AXHsxONtP49S+RUO3Uv/FCVlB1oUb/zXfzPuQhGcgAjXPE8uUV/Xs/IKFdZnB+coWVg3hy+j6RxuomCt+bjpP8qEEY7mB0JEEwY6sn9SQ2s6NZ5rFSbY5MUlorghzZeGle/59quoQ8E+ucamBkqG1EN5EkNt2cSUrDX9pxPEABy07zHPiJWJmlZbG1IhhIYV3pWj9L7jFCBl6Estc0hIggnmZQyEc0Tfo/3Le6uuTDDEPTqP+9/V2gDn8cJCgD4dYmn8+wTbVxdjSo0pAKozWpSlp36Lp/bbMsn7vx17k1WkYHrTX2iVd/s64bdepQRKdOrAe4V7c9ZzzWw3nbqsrjYxIGI7flovHuEyjnEBuB4bbwCWA+aFQT319A/z+4/H4NubusZaHQ8+86c39q7iimnRVEoAOi9v4V+6Vn2HKlNBLvvPsOur+0Ljh5xfFQe1NZh9cPMUR7dLjNb8dRC5l5/7j2C4HoN6kheHwPnr0UFcG5U6k38c7v92/cK7ZVFe3poY/+GXh8dvN3LsjpTonqxO9AMuW8GDPcB2xct86mM0NRU2rsZ5eAR9kp+JG/JHW7aoRQP0UwwAAjOaLV6zZM2LlT/Sh3NjS09BqS72DIqTo50l7BcWLS87iprNY3b2bw0SHW5sDengzqO2OePN9HM6te2GGUyMd5FjK8imzqYICLveG+B5QQvJ2zeT+QOq4skhntT+pZt8Ym8XlQc3mHkfV6srdvcOO7M7xjvAjPY6jZwNVhmPl91GcXWGlwrOw1LQNmVxu8sAef/OzTYFvBOQm5eP1bvVercXoJH6GkfMdxZCZPVCtu9yGRkvSgY7oyn3rxqkbXBXjqc6JzFhvUe4YPdnM4y6tPF1fHpYPWS4jaXC6lhFeVbDe0s33CakFiEY5ub2wkubFrfRfBlYBtEoEF4sGew7oD6dPZ5aypka3843tMecLExsXrbPlgM2L5nY7t5z5oApDkgX68+V9WxyjMY/t7A3tHDnnOMLTjLYPdSpCQ/2rotm2LlcZHlRzOVq9xAlytCmDS9EKqRJ6AOrWRpeGiIR5xtTi9XBfE++eEz3EWkh+QHTZyDuyqZ7zNwfNYMQuYrCqnWZtwhpEzuSPN1sbHZFes5q/HfNiheVQoxA3EfHR0pI401tq0qYL4q1ggA7VBMh9ZFqaYmXFrPK/LTxd2z0hxaZ6+N3UfZVmt56Wrq4lUS6hSUDgH7d4s1lC9cWweaaKyGRpTJntfwELA+yTg+Y73zYut8eAhYLzPnktX/Ti8S1Knp8JZl6eslGy4kq7Ud7m3O6PdWanAk0pNWxwxhjPsuCTi8U7wEqmzMF0BloMOjZcSo9szf1Oujg7d79erPnpNpmwE8OgolOAd7ArVGZi/kPjyz0Ct0UaUy1y6L7SFJf8X2uZ97Ha3+zDM7qRgDrE5QnJ+yT15H//QFOTvXh/YdngnzZ54VCeZMzRQBaHC6DxBdaXrOVa8ynP6uFMhN9diypD5b6jMz0DkLFaa27KPT0LIXbV4ymz/5UkXpGpeOr1VHIc8IFN0XjmuwA96HKKEFZl39qP3j50bznt0pg5BaGboW/rygZSKvzSvVg1ZqFDQeyuYi60L1nf7ZvB7nKFM3ZJ4p64TkM+yQHPHjcbaMxZ8L+dgTdXkJJ2vFuTVx2kJa0LJBIRK9b/GJO5vGstiYCEFQpiLDBVfPdplN6Mb4JHNXZn0yR9re0FM2/lx0mwpSOcX0udKHOJrUrSdXsvf7RT9J9Bmdj7toop568qqKoaEl+igZcBjt1c0D/q5VMIT2cx48/f27hkEZYuzQOv5M/tjeWrOfh/wd7XMnyEHF6X5UGlrRf77maG/zKFOYvvpAivMT7YmycI2JxoeqZq3Vvlqjf64fcby/RS9ZkakRtCbS8qx4Blwm42jiUb9jE0nKu+VJRpksMlTbtzTDI0KZDqi1Vd1my1K4KIcHy2zVSchEDgX5MrvqedgHV4AisKZP9Z+gk82WykUKdoYbm0XrGb1H2QNYZgvjvSmw62g1tep/q3IdmVSsrKnLO/JUh+CeuYqk0wFUN1oEuv3l0ToHDTQ42MeTspPE1nFpb9l5pmd13laML6NnOzXSh5be0xhawwqA9/HhANWj5i0NLWgCsJ7ZAXd8GppoJ8BVyxbNV29Orgxr80H0rGK5Ku5hPN4Hg5ErsP3AOFdxkwowHj6ZMb+9ui+3hC36/sR6bCm9awTO/0/A9EFC/HD0bHA9q9h8EK1d3ivLtJStJGZ3UmLXKH2CPd+BDeCXJ7kFD0tsJRrJOFopcW1iW8Ys8368mkz9WtBqWfeWhdfBWg4K3kZotptxAQ7vGOKzsFVkDSBnHLytYhnI+9KQXnOhYanw8a3J1PCtUw03720mbRBc/Dc+NiXr9n3TCRyfc/4eqTtIlY05ivmon1Uvr8rblgUhVm8komoB83CnCvjMGguslwV1JC9a6LY2s5nKefFn2hTR1dfAcmmuSpuX0emqGoCyMXX2SnRpoJUjAHYXayrksoG54x3s88pYMT/P1unnrOL4lmXWw6Nx/OtlRjjLGD4cjNPfW0Y9vaK5BymLsJontXXF6kxsYrXyxgBMN6ZVCWvTZ/iBSZMWCZ6W6+LzvwZDa2Z61k8vIrYfBk9SfL+C7RehBEPejsG98XtYvrxzBAJMfU+uG9UQg0Su2gO4avO8bIoFIAyq5qfGTS/XxbQpH3G8vzUvb+o+dRFwMnFQlwC5Gu+Ea3ReFlAtbItiuwfccUL2ZcGzMRmmyzhBpg7OYei06iIv7/LRZTOWqYSTbMA+M7pRQc/ROF88WDF8TTBuKqG9v4/I6+k1+ALUPaP9qexcfKnUoCeirEpLPY0tOTlFsVKRis8GeI9SFSsjj+16ihx40EXPoRmCeIYLNIcnjaWed88vBnhLQ+/Vm1t9qHilOAdXtUrcoojc50//sVIrd3NCc0/112Ftc9Mz7o43BVqWpbEQVB9Ky4aANqbit/XcT7I7ZUZd1iQVa4A+r3ZwdLs2OWGFtUNblGVq3CocKdFB6RtnbteqcReUGzo0o89GtOHW3H7RvJwptOp0AT0PqbIdXztS2nef2ZyVbD44F8p53KuuPQnvamq99lfzk9/n6wjtufvndMpqn4M1+Pi/How458rSvNfXJ4CG4vWcZoQrjesaXNOhrN1V0Ozu1dMzAFoDkdIyUwSwVEkLGK1sit/d1n6XjaL7Oe/X+WLWLisR0RgZV96c46zvOSst6KkPSCfSXXvphrxynWqeC53LHCZ+R599v4nXRwdv95KqbXl7sZrPs4Ll2upth/sGw5Zk/Kh1sbFNXpwMYJFuPLbFJ/4TaJnQurPsa7hJkKPScm0ORsODNRx3c419RNxH4yvJ7epgzOcFh3cLnVZ06MJbftUIr1vdfBCxe687uLrNoEbg+O6K3WdbN491Z/waoMwAnv0OD3KVMu42zcFN//Mkr2hG+vRtnW4C5o8vpmKlE5TcfA7vrvTDbcrN8Tb4IVSphg7MqsY7y9ATa/ICM7f1nLW+V6txu0eLvrcfBBdtrHSIWpmdjrehIRbX2Q+AUd2UWOO5+dCeR9lalhZnuycJpdIB2L0XMN7ZGI53Fuxs3husjlElGEN12DMdAzYvDAHIG/v5/t2K5VlmL9jGf67nFQu7GCUaYCT2Uj4+Zyu1AC+fUEa7XFTz2z0YVzXKj5i7XL7MNr+oUQjZvnd+Ur2jEYL5QgOmupfSVYiHOm/NT7Opg/fWwCNvKqZXwYNDcZzySo776ByuMqG86wwTmMVv32/tH828vl2XMut4O0DQrfoyP35ZxvysAJXeyUfqBQa7P7WhDAXYfGi6BLfx5HvDCqxvLd4NaL0syBfZPYmrO7vZgTNRA5G35uu8eanTAraGuX/0uoy8gWsX5OLUDFns58tV9qYmVt8Lrz+vQ0Udi7l6HayjkgVv9pinD5PvTZMqBs4qOcyE4cVonOzW9rL5acH8tPpaiLOhOvmMNfRDxfb9aG54dI2K2WqsEzl0m0fwelqVOqp8a9gbny0KaLi3dS1FdZmMX14ubN6lA5qq+0nB8my1PY/P5fhW5nytKHNCTTYvl+tygor1Qklx+utVRlgixhszTnIufFcw3QZML9NpQPhFvj46eLuXN3tfYvv/gJegyO+2f9mDbz8M6sACuIL25LMD31NP/73/4BqZyZKLkV+zMkcAULNwRYXOZXDBxrlFcp6R9JmPaogBV1OHY/Trfj1i9l6awGnGoQwkoMswcZLBKFsqA4DVvqPQPaq/frU0dLcoRfKhOr/Yq3HVMtA5QrTv0rX5tSjz6tCKqvHzwzD4dWjTU4bh2TwjZIBzQp2NOvWqMom+JKKkxrt6bXFsm4ApYpVB8jlGOPekIEn6gddrN6HPX9v4QVkdNxnNOx9zoi1hjn5NWQ0giE7YQYfWYYlwn9TevbPP52Sqr2XMmpuqlQ08MKW0Rm3j6bWauT0v1zH4/2d2Az0XXVPzCfeezIRs8/Z0DryuIHY+tEcMIoDOOcq41mDmL6s9W6c/uQy9u1Ko7QDt1cmhPSNl8s6JLmzpWLo5R8RKa945TggN0vyFc6+hnCIhrgJG+1x/CS3p1P2BJhKuIA4aw9quV7+usev2LQk2a2w+y6e1uDDDIdVUc2726JP3UV7bfowKm+dLtNsYu/VJ3QIWS1Sk3NYDqv386pGf/sV9QhSGj+8bfH1e3Ylub29/0x98dXX1m/6d3+7X9CJi/Tiw+eyAdAD2W7rOLKZqrHIaYrPkGskH7wOOgx1ywwPh3B0FJ4/A/ATOA5VkquJ+EeQNo3u2azMeC1ifrOxOBJTUavJk+bf/8gXpPtHIPrh13HpWsXlp1358atzm8KD6XPtO8T+RXE/eAme/nFifaQeaVNgIVJTuox/+y3X2LjUAW60l4/0G1gKjAtMMhDtzNSpDxfR+Qj6z2tuyLeZcxJrR5WnG+CIZrKWuKbTQtA5PFkEbZBkQ9+Y3rTq/OhjvulxVQA5SJaCcZywXtnCzSkWKddUZb6znZhnsGcTZrmONAeNN8udsHsC8rgeq1akwT7Px/ghUJCfjPJdzeGnCes466UPC9IoZzsY4ZIRGLXjN9m2yeXFsJvUu1OGm2nr32meUTaFDTzusrVcx6M5UndeqyTLPvKnYfiaxNtT4SVfLXhdgCdi8CNYpKpl1YmVP1/naXJr6sjiZalgLQh1kls2AWX3ema9zGSyjXK6rG6GsF8WDAGscYXOtDIncdfH6bxt/c4cCmAlvCuIrU7iWya738JbxowtRnfhofHy6jW7xKGQKdJWrL21eTDc2luNL0w6sl1yDi/Xpnm6i6SF0aESiRW8vGN4fqeIt2HwQvWOYDpC4BCxbZqw6tELF+CJ5V6Ll0sZDvZ73X75i+5nBa5ZRTF2OZHXRADtEFdORHN/JSB9Gok6m/YhHG8s4MyAkDVBrwHhreoYAZvuVXslcs4jA8mxFukus5ECbl8GuP2/s/ob7gOO7BXllDTTrxtMhANl+d/fZaHNr6AIUGJJXQ8TmZcDxaUOfVPo33gbEJXqGrvKlGoC0AvFVaj7NU0HJpjo3FIL8/w2TgLElLqpgmZ8a4hl2GfMTBm8vv8CD5Vd5fV4H75MnTxDC62HBr/0KIeB//I//ga/+6q/+gi/st+MlAZVF0q3m7CS6U0Q2AAX1hJ8CLHqPobYicEJfiKFTy4aTDFJZWVzId6kWMAc7OJSRVZsUywYAo05Fgr2bjyJdCaPU6QSAb7zGu7AOdbANWMXuDV5qRvTWzs42X6t3pC/u1DJmO+zIrxI2k8WmMr2YA1ZyqHGOPp6hWMatKBnVyljUoEI9NMMK1A2zTVomem0nIULL7hgAEdZ1py5+figBlX/3Zt58ZoJk27PRmFYX1PQ8nHGQtuGpjVze0LdXvCRapux8J5EUwYfKAPOo+cBDkgF7SfVzVOG+idMIX4peb6XYcW/ObQd4u0jE6l1cALQaxqrxsHsRL5m3zQrS0RpqEqRudgoDYLcYZo8rWnnWCPpUN1W4Q4C6XnY4siAQntFUz6hgHa1Cx9E9GhEq6LoM3XgJreCc9i5JuVvrnDsAry+GkyzM1a1qnMLnGclph9XU7eGQ0KtoEWwO501T9UpoiWLBjOsVpGvgYVSJvEjglDeifcjv1oCwWobXG95YRmkP3NdvDI1LZRBnLUNtXhR6RUscJbMaVJbPHQLqENs85u9EcaL6u+apkBHAtA5EHqRDWM8I/3JtO4KVlW3qQKw+h/rsVntZ44CrzzEow15MhOWqZ45zZjc0u5j2nCx4ppXtMSJSF9DrNL7Y1+fdj/df/at/hWfPnv2G76u14k/9qT/1RV3Ub9crn1cMq/EnwGlbNS8i5yG0XtoC2r7POjpu7GVXUBZT/pmi0DaHPDeOtEbjF03ZaErJ9byyfte+Yz2vVicYrHNIHSvSXUI6WA/dLFUs+8quZ80nOM30zX0/kOPlBt8ZR5jlX8d3XmfUZBGzQeAB4wGNIwZbcAFer7s8yaiD1WciwJWC67k1h0hzwnxlWWjIVFurU9ExmEJZ3X0iO/rMwHJpk/z4VqHnrHV/sj6twPw8YzkPWN9ekF6MmF4BMs8/vrtieDUAq2Xyh4+tiHvLbEbWO687bkpLxHDgps77O3x8xe7/DK6ilt9spE+v7BuXy9q6zyRg+yLg4cvMmalOBUdClvEQOxGLHV7rmd2vamD935JF9uul8XXjQzIYUzDtFhhfhlN7PMKZ441xpcen1WmGQt4Q3AzXK1P91rvkCmpE856uEx2/xoJQElDML3l+mk0Fyxrn47OMeAgoA+tWR5t340PAfEW1vtq3ZTaRfwCOT8F5XjDe2Z/5vGBhIDQ8sGZU5b3JuGQ1czg+K7xm+m0fjPPNlxk12nOIa8D2M8mUqM8yhvvkiEnjEaPViz80ODdSgW8qZmZksHVbJo9toEb16o89EPkoG3tW8QhXdW8/k3B4q1AHYr873gTUp239rDsGJhmo3A/8MK5SVNviiEfjHNNDxMLs0ZCihIiKcLSOTZmcayj22ZsPLDMfyLmnqaEJeWPvSXt6kUdDSNLetAP7r1iQbtgPerYOZ2e/EhEWcr0MEJfLiu0H0faSEdby8BXdwZbAahF7XpEVBnFvz+z4ZTPCw4Dxju5lAQCC+UNfZCxXAEogKsUM+bx6DXc6AlGB9RpQzyryVUa6TU6bjDdCQGzBxGNAvTA9gsooW8lawPGTM+LNaJ281qEJw14zkvliXp/XwfuVX/mV+OZv/mY8f/788/rQr/7qr8Y4jr/xG7/EXmWoTSgqTpC8mnhW57vYxUPt+9LBoMPAOrbMlmllUxHUQSgrOmsRr6LlwgBZh4BFyEAZA8UDje/S+8MSDTKcgUqoxGrYWk2mDk7xqSoh8mxZXrChcXuZhhB1aGPQC0FkKai/I9oCS8fgIrN4iFDD6r6MAIEbljIiKiBV6A4ERwAsUm68ZN7Zc0iPxu2ALfHq0AIQdNfqBiRQllURa2jPNgkZUEoKJG7WJQGR1y0uTryrCzSiNmNg3YKK2Yqw53VFEx65axF5MtUhy1BBzRIAcZDVFaPuscxSNy8HYlZjvY55aBC+rpEHQuqeUQBV7Rz3lZCkbDQTJ/5My8MRwGrQdOxaqdWxAPvk3F0o1vNVPJl6L6Mrv1sF5W7EaRuNUPfR6Rv5Qwdehpqz543Ni/QYvZzDOcde2azpyfGKM0vWYnURlA5sCW0qs/Y6AGA5jCtYg9EblaVG0hMggP1vqyvx4zH6uoDQBF5oezZtbnumKf5afP4KQxZjm3Nq+1hTW5dxtrXV0w8yq1A7R92fPteEicGDRmXAQNsnjG+vKENTo2tdqMGJ4GYAjor1PGnMQH29mUBpDQZ6aDrkgPAwuBUsYHNYjUWqbCUfDflLa7cXqQqiRyEi/dL9OUXkwWw1y1Q7B7L2Xx2qt1hdzxg4PlpzBuv9zXGdw686377QV/yN3wL8wi/8wud96ALAz/7sz+KTn/zkF3xR/eurvuqrEEL4nP++53u+BwDwh//wH/6cf/vu7/7uL+i7entFlW3UsVo2cLQOF8NjwHBo7fZUtyo/5+HBoKbl2pSU+by0nrkrfVcDFX1by2bLwM5AwVyMxN0NVJ+mg9XPRbrsxCUAOZgL1Eg1oDxQi9XqyQquTKyx43d48+2orLdBbmVLX+OLFfnSFN3LVTF+l6UtCMaz5XM7YEM2kUk8WmYjV6rxjlw4mkuOYPvtB81oQTWCKv0Qp2UcYcN2QrU61Lxjh6QCDLfJF8bwwM1hKAyE6HdMcUY6chMfqjdFLxsqtx+AzSu7v+0HgV1hauOXl26TTgwA6O2at9Ui82uDtFGsjjGxOYZ5U5NPIwRv42xc2PBgHYEENc/XBXUsjoa4DoAe0JXBnsGHpgIVx7lcWQs/OYZJPGaT2+bJRF7L3NnsuaVDQKC6PD5aBJipKpWewM0ittkFaHkLd/dRyc6wN8RFweK6qzg+NUHYelVc7DTcm/q3TOLc0OqzgzmyhWqK67ozh6xynq2krlhAky96VR0TxcFgz+FewRw1GG9llOvVMryDTomGaEhM5U0fAlyNXc6z1cXzgBwe4crqGlnPDbhTUo8maA5Z/bzV1oPwaJzh6ABSqxF2vjI2N60ysi6WzzHN1tfW1MyGvq1Psjc8sAARTAzgIquQgeVpdmW8oGFRJ3Vg56yhOnWEakgeYMphzcl0NA7d6tn53A6m0neAn2jPeNMCYAmW4gJs37M9db20GvPlsiJ/bDYXqruAemaN6tPB9jh5oauZjbuXrU3DIFOY6TZ4qdN6XpGpRjeRVwXGAgzVOzSFDGw/BDbvJ3u+l4b0VHV1eoMH7+cNNev16U9/Gu+++y42m83Jz0sp+KVf+iV8xVd8xRu7OAD4L//lvyDn7H//2Z/9WfzxP/7H8Wf/7J/1n/31v/7X8Xf+zt/xv5+dnX1B3xXnCEjJxgwzzgHrpF2nokzGDaqWsU4m8OE/Q8bmaR8darFMDd5LM9KY3qEYPtBQgmcMoQg+7mBKeTKLl0ATeXnN2sagr7jnBkv4ySc8s9q4NJ7ZDokB67kFCzhGJJrwmwiDFoEXEkDI5ao2RXRhFk5kYD1nc27xe5k1ldE4w8oM0jI0Js7MwgpLo+KhqThrBMLRBDmxc5GSiGi54Bg+2E3Zwg6APyv4orWG6fb9GE1IocYCZTQEYR0I9Q3ixjhHFmAlry0ThfRomaSVVnCzKpXGBjxAg42ZuwHVFny4oIRjEQ7JTe4Bu0ZlFnrJuGU9a0YqcrzK5Gx7dbn3/1XwRH6rbFomJAhUHGRNwPAqeeBUh4q6Z7DDOaVyp2VnY75udY926CqbqSOaqho4KQcSPJo38HnhQUMJZoI/WlDgyMAEYA0Y7wZHXEA0QZxlXALWXcZybdlPdUtPIhqE/pO0DFJCF2CdKkb12z5ERytCJirBub/ugLjUxmlLJwF4MINiiJgOdwm6VHYDwJ91XO1+rQ6ckPRZJdUVHKVxxT0P8VCtNFGKbf8utrtTu0aAaBS6THcOZhDC60gP1jTAfJ6BPMBEkVugal6PZoiSZqAy2xZ6E2Kbo+Jsq/bVycaj0vCn52SXSwsi8DCwRtrWggSeZVJ/YGb2ytLRysxKMDhe+oOTNp338WS9hX2yveOyOtWwXHTcL2jXqZaS+zaGX+zr88p4+9dXfdVX4ff//t+Pn//5nz/5+fvvv4/f8Tt+xxu7ML3efvttfOxjH/P//v2///f4mq/5GnzLt3yLv+fs7OzkPV+oolqNvOuk3rTwjhmA/Vve0YFHWdOusgMJIBcoOTaV0dydVjYSLxv6h0a+PzURlomELNLXwl2umKEeCXFLhOOCjQaBSK2czwuwKVDIOTwG9t6FT2YtXFc4Pwac/TK5jgoM9wmbl+xhSSebkIF8WVA2lrUMD8F9rR3+3oBqZPPiNYVgcDMJu3fjkQSxySkIhMTrUAnxkMPbFc8K0t4ES4XN49HZCM5PLGsZbyIXqY2XcYRc5KwBNG7OvrOMFfO7izk2VbgCXGhFvign4jZdo+pkQ7ZNKx2puqRIKNJr2GBJu0YhHsq4JPLQpihV7XgfDAnZVM8+hwMdmfjsy2DzSYhEobApzHT6OisO64l6MHidLk1XzFy3hYruAES794HdclANAZB7U9macjYdWE9eGk9YJkOGlkvj3Sy4qY0vHZoDEoK5PK1Xti7ymf6tja1tflTBiqO/tawnZKCO5r+9+4yJD7URqwQl0y8Zm4Ly9my9ll8ZDy4DDK29tJc4Bw4pS5xlKFZ09EGwtSiKfJnZIcsejNVedxQGs0x5R9fBUBBl69KRCP6OM5D2DOjmrnY12pwqzEhP7BVZarh5EVqQxDnrHtcSWlZb74KPa7Lv2LzinFwCNq+C6wrUIOPy04YGhDVYZ6AK5KuVZT+VwVNgDb/9u0rZwiLKQAp9IG/Ne8AEiYZMzc8zylQwvlQnMtMdKAGQIj5vTtHAuNi8jrPNFfXnBuDlUKiGYEyvWvA73JuH9PI0W/eiqiqQwv3esmTpe8aHX//8+M28ftMHLwD8rt/1u/AH/sAfwE/8xE+c/LzW+mv8xpt5zfOMH/uxH8N3fdd3nais/9k/+2d466238Ht/7+/F93//9+Px8fHX/Zzj8Yjb29uT//Sqip4BiOeMh9g6xABeQxgyjL8VciVDA0KYceahuY+eaajIvq//tZZY4qTgHJM2E20o61ltJSSEyWRdKVFGWALAtlgAnC9UVqB2YytNClTPOl/b/SYKqMT7RtaElgmAHxRd5sTSJwnGAG444qZos5eONnZ5w2wlCPqGc0R5osim2P+3kojojakBQvXiCZVRiHPipqmSABlyBJa36FA0iNQ+Jy4B6eUIr2PMzJZWg/LTvUH8iQfDSp4ZHRJggin5Fdu1yKKyRpjiuDT42xqTd8EbMwHV8a67LlMIbb4pk63RYNaw2nzLDCgkmlMGU4d2uFea6PedbhyWpDrVlOSVbQLtWdrBGtpcZSYmXszQBtb7HoJzY4YGEO0p7fukjI1sNjG+im6a4e3tmKSk2QReEALt/VTh/OZ6xvFJzApD9YM1bwDMEbgdHTVZLu37bR3wHneE1XmIyLqybFqgEhiYuLKegYwybfdCB5MlZt8SNWo/cEOMQ2i6EdW6C7WiMh6A1zjHY2iq+qOVBa2X1fluNRMQgiQEw8v9eBj6PkRIO2bjbcVnTrexudTRQjSsAY8fY4DQBdBhjn7gah4pi1/P2dp0rAyGzGxGwX07+KsHBGEJADURy4U94+HRAs64Bm1JXhFQoUzaJqbmRt5aeZ9aMiZ+hprM5C28ciGy1lv0opWHio829CFwb/5tNdAIIeCHf/iH8QM/8AP4tm/7NvzDf/gPT/7tt/L1b/7Nv8GrV6/wl//yX/af/bk/9+fwYz/2Y/jUpz6F7//+78c//af/FH/hL/yFX/dzfvAHfxDX19f+3wkfHcULchElUL3ZIByX/a8NwlGJRno0ziifF3aICd63UjZ7bp7RT1hGpAZFc+M52N/F2WVOmv6QkBuMl1gczQtZAiYthpLapmwRKlCn4kYJ8xPrAtQrlw3KsQPK1McMCOikVGNF2WUvZcpn5kJj6s7o0GYiJw4YV1SYkZs7EHmYQBcsdbjRwXsnNyX7/fG+mfGrz2hzBYP/bpzVvcY2i7IrvvFl1s9aSZPVVau8IebgsNmwNzV1nHkN5M9VMhIXNK9jHhyCDOXdq3pZCaHyWUW9WmyzpACqDgoM7LmWs0L493QeCq2oEahn5tqT9sZBCfZW8DfeBYddVW7mTd4Fvc2hlVwFHpSE19dzEwcqQ/HyI87zgRlFIFRn6FDg+MEpAvUiFoxdmGEN9GPevLBMcD2jD/ljK1dKB+Pe0AnigO7gHRjEEMlxWJ2BRtkWhKMd7oCN23xdvHJAuoO8re60Jq45HYLBjInPQ/adFa1OGvAG7q8bt3iwM7FP7LnVEscFxucegiuaVbOu33d+Xutaa5iuWmkOqJuCcrX6fVXpDXaWoTmlwR1e8Gk7eBulsJ5Xpw6mG+1Ddp3ax/afMLl5XNjVjM+77LKvJXnJxyWgnmdDmEZDS+LCbNPL2FqQYDfNQHrTuF4LvOHdpPqyrpjhiJWPO6mCvDPP/PUyo24zxgfLulX9kbfVa/+F0IFBsLzwHcLPwWnDNymu+k1zvMpqv/d7vxdf+7Vfi+/8zu/Ef/tv/w1/62/9rTd3Vb/G60d+5Efwrd/6rfjEJz7hP/sbf+Nv+P//fb/v9+HjH/84/ugf/aP4+Z//eXzN13zNr/o53//934/v+77v87/f3t7ik5/8JGvpAtIC1BScl81qZF5gk0meoWOFusjUoSI8RiRuvuoFqvrIsinuJFUGK/o/vG1m5aGQE6XiWIvGi+p1YC9okntOPEF9BmMZBGu1qS1TDlLVhi4zJodq6lf7vvTYuC5xueuuInLSxTkAc8B8XczI4FWyMlUednLmKRILZdvM14sK3FvEOt5E3wSi+LSLjPE2meHMpcGqcrmpzPDma9tcjk8Ii1WarKuF4mT2d/N1a6QeMtw6MxEO1kLPmz4raJuXAojplaEUCw+gSIhZY6TXem5lSlJLzk+K2UjO1gDAGqMblHt8anAtjmZ1qYg9rHY9YFae7g1qy1uq5mVST9UvckD4YGooQ+42/kpYb+o3a6IjhEnDymcfLNpPzNzXs2qHOHhwFdgOUe0gz1vCsJs2ZuOd+LWWMUaKhFBhn8f69L5dHgAPhMZ7e27LFYV1hFLTIaHu7D7s36KJEsmhI7TSpbjAmwUIulRTettog2+seccGCzyI6mDzI6yWcaW9HbqhWomb6pjVGlJCO2V+aW8NENJDtAOD8GpYgZA0b+xa1vNqNb5ohwtQneKyQzwgZAum8mXxgANgMDwD8TGhnJmJjUqDUID0kLyOX3XkCuznp/wgrn8Fr959rZjlo8Ys7pNrA7RXBD5nc9IKCK8GtqUMXQkeEA4J8RBQh+B+AMtVM5KRml6BvbtUvTeZoc/OUMNw3Z6T9Af6Mx4ZVKcKDBVxjd7qsleDL5f8bFSsl0C+KIgvowcBYTUzHjMYsUAusTplPS8o4LyZftXj5At6fVHJ87d+67fip37qp/CpT30Kf/pP/+k3dU2/6ut//a//hR//8R/HX/trf+3Xfd83fMM3AAB+7ud+7td8z2azwdXV1cl/AOEd8gZpT3ijGicjAYOETHaAosFLNFlQR5F4RCsZ4qJSBlMH4wv6CKrs7DAzsUt3sVzwodpiV4YY2I5OdbAm2IJPfG1ARYIqbTL8rFDgJSvaTMyvGJ5BBNbcGWdlG3Y62MQNFyvcBpPwrhazSpcEqa/nElXA63KBlvGHs+xqz3xRnFfSRl6j+eOW0XjBdNB1GN6UONaD+LDRYNnAfysDGt/K7NjHObRMScKXurPnLa5Pi7kO7DijzKsCeWdKVaEU9XJ10YcUrsrWlutsGdAcmucuA5w6WrYSVjuIphvRDLxOCqBkjrF5aZ+rPtAy2JBALG87/UBpwi7B2FZvakGa+U4TlRkKYWkiLTv7/302L25QaEZcG1JSWILlweNYvPzKhGvBe7rGxeb08ADLrti9p24K6jY7RxmV4Y02hzR//Vo2BTIc0XMMq/ogw4IdIhrpYC5tlsW3oFkqdPAwEkQ+3dCPm8FPmdQ5DH7QyE0uLkA+N2hG2ZIMcCSazGfFTC3Q0TTMkMtQ/dqkMM4Xxa/dJ10RXB4RqCqPrEUd9nDYumzpiBfseS9XxZ+//hNiJoHkSv1K3tl19p7q3kyDBjdpZkA2wfsIuzaGc0pBmILYsiu2BpiYxKMhNDLQMK9p3sOmWNAeQKqM9MO9XW/SOtJ6ZDKi+ZeIVC3nLQivAajb7AGOfk+KcvXsjXMLtvVsf1u7E33Lt3wLpqkd/b/7d/9u/Of//J/x5MmT31KO90d/9Efxzjvv4Nu+7dt+3ff91//6XwEAH//4x3/T3yGjiB6WGx4DwjG6wtmaYmebVNpceBgXGq+XbcV6Ub3IfL223SIdALnIHJ9wgU/KQINnz6aU5EVVeCPqPMF5HWVeyhIFzdWxQZzgYSq3GxdX7IMfMiC8XKdKm7TqnNF6YYIWO8AY9Y/kR15OZt324QAZjduY2EYuCHN+aotM8JTM9Mtoh8ByVYG7wTfBsJJHFS/LTSQ9RDaoDlgujNtLd6kJk3YVj+/WFuAAXgakBbOeVRcshbUd/DNLvxxaV+Qb4TC3cUFwFXeaiQIcI8VrhA7vkzfYDiV4UFMmM0QZXgwYHiNbFrK0SO0e75NvDvM1lZbFykbKppXGSLCkMVc5WU3whhQowe0ny2QlQTWqVZ3U8W3Dk8goPiRXvZapIN01e0bxcRLEyJ4z9+37uAVIHT59dvAgRnRL2ke3CDw8Bw5vSRlusF5YIkD+UEhNuhm8KUdh6U3I1pw8PkYPPtUpSq5poQLDLTk7UgWAXct6Ztc93CSocTpAlGWXUQO86fp0ayYpGoN0CJheRCC2OuNhHwy5kZ92BRBrG/Ns9yl3L1fLHu3gnF5Goh920sbV9p7EskEFYEJJ4qFVJkyvRKPAg4/IZi3WJrS29TkbCjU8mq2p6pSXi+omHL1/dBnhyIIC6MQmEOsF3e9i9YRAQbdKmSSMQjQ7zHAwm9h81oIyEPJfdxXH59XFjuMtg0IevsZ12x6ZJ2uCABCdI6erdpmAHaCI1grx+JYJDtPLwamZwn1xZcmku6pFBc7R0aHfVo73U5/6FJ48eXLys+fPn+Mnf/InUUr51X/pi3yVUvCjP/qj+Et/6S9hGBo6/vM///P4u3/37+JnfuZn8Iu/+Iv4t//23+Iv/sW/iG/+5m/G133d1/2mv8cFJIQNQV5O1n1a0NgWCiJskkFN77mY62iRndS39Wz1CE0WZ+ovWeVCxA0DIEepUpKKk5pcZZPGs2ojrM4x11hRpuKm5YomKx2M7J6CQ2wB8KL79SJ7LVxh1Ot8x9pg2TizH3C2hRFYGyl7QBdMJRgcli2jr8Ey2joWINkhmM+Kbboqj2BmZCUIDPV50A2qU2a/YhfJ8HBdn1jPYqhcQJsHUYey6TaJHLyUo1DFKGU5KtGMoHux93qjd1iA4CUMUyv7SofoGZg+R0Ibi9ZDg0Q3xeFti7AbZyhuVDy+lZ9VzxJtDjBj3JvS1LKc4jXBzqGlpmpVOY7e4yIu8oKe+QWbBwPHuHBDd1EMs12Vf2lTCvwfZZ2ukK1wAUuc4RnzcmFeu2pYHxd4NmT0hX3u+GCBn7g2lVe5IYYEi6WtJaFRqp2XaA/oDgPANRh50rOqCCwhXC5trg2PFeNd9R0zrFS5hnY9cenMYbh/gPeLyiHl+4S2ALznbJ+n0ht9h6oZTkpzgs011dYbWtUQNssQq/OX6Qin0UQBeQnXtqKOdiAV6gz8MIRdv7I+meyYsBHe6ETXoDp27Wc1SS0PF7KNdw16rlNxhA0V3pFovcpGzZXgOg6J5vqOVcbHFy1dUiyFddHcmkXvXa4ol6vxxg/xc9Znpa4jdPPUdDwNSWnFyV/86/PmeD/fRgm/Fc0RfvzHfxyf/vSn8V3f9V0nP5+mCT/+4z+Of/AP/gEeHh7wyU9+Et/xHd+BH/iBH/iCvqcGTrIJLqYpyR7UcmX2b2WqSB+OrjZVM285S0l4Uc/IzQQAx3TS+cfN9R8CVkZYiRZq6Wjcn5qAO6S2Y1YGcsJdw3WJPg5vFUwfJkK7xgs3S0Zulsx+h8eANVhhu9XcRoPAtDFGu+/DWwVS8Oq1XmVz6IKVeajEoCaDESPVmst5RXxIJk6jZ248BCAosqwmqlib4KnGri51bUpRQaGbF8kFSdowActqtPh0CJgiFRhuom9midmRFMB5a9m0iyeINEiBGwlfJ2ZQy0W18tITJXHA/NQEY6j2eQjVVb7i1tPRrA+1mchOUln1iUMXN8jxLmK+Vus31hwfjO+fboD9xyqGFHB4q7pFpa5DKtQSrTRNEb4ZiFSM9/acD+8UL30RwmJew9W9hfOONovagCiAQbG5a6VvQOCGDGb8+3cN6VEpTqWoRvW0oGLXxpJzcQnAYq3a+vaWAEVs3HylsLXyoorjW9XnsCvtn2QMN8noEZUs2RR0QV2RD3o2OmC8Taj7hPWyEGUBHj9O5OUuOZy/0vAjHe0g2r9TiWxZcJXPKmqo3qDAS/7oMBYyeX4e0ssl749Oc+kYPKDLIFxKjrqyG5WMWQ5vca+ITbMx3bTsTdz/eBvYkjRgfkIBE5sraI2Nd8aViscOa1sjCA09qQMwvYxOichxS2ibyrpCBjY3RHm4b21eRlOYHxlIb1vdejyY77RKFEuqXkpVz5sQzxTyhoxI1DXesZnGzuZEuLMysmUdIQdCmYU4hRRsX1ICs3lhXH0+KxhvoyujZQLyJl6f98H7GzVKqLUihHBidvGmXn/iT/yJXxXG/uQnP4mf/MmffKPfpUwQIbhIIR2BmcpP44ngFmenrbsCUKpvtvaBdoA4XFKAum1woDLmkAMwEM4EHL4LUk0PnaEC0CT0ucuUzwqG9weUidxjgYvE7N5sp6kDrFZwY/6oy6VlGXERV2u7Upit76WbfKgJ/TajIlFpzYyVJFTZFLO5XAPqmDHQcEGR5wkMTK9cccpWdqNAQVkLPADRdddzu5+Y4eI1HV6CyRWFqzPOym5Jrqr0TE/8eAeXAs7nhRJRh+LRsKC2ysNLz3a5toM3cgMofF4+DaRY3RWkg4XjygR1TcpkV75XdozLRcV4H1F8E7cAKs3VIVvBpF7ewnvU+KqmVgIh0JfWVNQZcRn8WiRWqil4ZlBHqq6VwVMxLiGRZa3sIDVq7laslxnDwwCV30kbMRwbLB4yUHj41KlaiV4FIJ9qtDVWBrt3cZ1lV93YoGwL0mM6gQXD2YpyiKibDJTEeWiGJh4Yh4a2YFNQQ0KYDblwfpLG+RLSSckuNCjNpjmQJ3FQ3F2pLq8VNbW1XLYFsbNWDBVYWOKXDpw/0hPU9h7jGuHitshAOu9qU4SnTt/QlYqBXb1kWZq31ftKA2g0ykH7AAiZmxCpgnODgbkhamBgxnGs3djbkDd0ACawClVoCWkwOu1597PF9iVr0GABLlYAEciJz/zQGb2cVYBjbnw74XFalEYGfmUkAqbAfNC+CPeU1v0fn5siPS7Jeq9X05C8qdfnffB+6lOf8v+vRgj/+B//Y3zZl33Zm7ua3+ZXmoH4GFAja3HPNbnMH1hRYGbNpur9Qgmou4IlNw4o0PN2vIvIxVbO8XlxTg6gcGlr6mDxiXGx745roNiCWcyx1csdnzJDSYRXNgCWivFl8kMqHaJzhzXAvVJNUQgv0M+TTd5Uqd6mXWOATfzpg0Tje+D4djYbuTvjdfO5KTnjHHB4zmj/MbJmUXyWZefiOctUzLx+MJ66TAxYVnrpslHEcmlR5vyWNWmv14qOLWuJK80aVKqVqtd0RinAD8E5OGVqrSbTvkPNKQDbIBTdWzlM8INrubQ5omAg7gOWpxnD/YDhAQg54fCuib2skQJtLwmNyIx9fJEw3gc8fkVGuks+PuN9gBTDeVNRdhV4rCgbi/ZKqpjfWZFuk21IU8Xxqd3Huqt+oKjGWh7RABxqH28jQq6Yd9UFPiED03uDb1Sy29QBHBjcxH10x6a4WHnW9CK68l4bWi86HB6iz6e4wu1Na2qWqWY1SZj2EC27kQL6PuHwdvHabWv8YAcMakClaErlP+n91LLdwcxAys1oSvrj6AJIwLLpeIxOHUhsll4OzQ52plsTYdscW72rhFX2y8DjJwrCHC1buipYnhY2n7c3LU8KphfJfdMDTXZCNihYjknmGYDmrw7C3duKTAMVqWu9ckDioDkAQ7HSqmq1+YYk2YGTHqI3U5EZRh0MeTNKy/b2GglRH4BNSVjOK5anBZvPJpQrqciDCxflZRwfowsZ3TxlMh74+Cy4Zub4vOD4zO7B/bfn4LqJtCeSuLNnOG8rYmQCg4r4Kro6eniwqgEEeA34IuvOmVl9Js232n1oL5cta77OSK8GjDcBh3cy5uuIsrNStLyxtana4jf1+rwP3t4pCgBSSvjGb/zG/+da//26r9rgMAmjAAAzvF5TJUbxCGuSQDUukpSgjIJng/ziChRG+nVTUHNEXOxQlGWevIlj7iJGil/qUMjLBecb16sCdH6z6qrhZv/MdDyjTIJteQ8dByqY2toXNjGEuBqrawOWAN+44myGCuWiOqxcrgqQWdrD+kd1/SjbBumAVochMAv2Uobg3FLLAIM1cSCnY7WHLQDJG7DWmRGtFrsOX3FOnZJB8LCJjoKb/rvQiNC34DoJWvT9XmpVAAzFIWtZA/qNFpZWFAZiKt+Qe1PXrNxbRAb4MxLPVINEOkDcrsCrATL5UN9Tt8cEGgLTvwIzl6KHIFTDxtlgu5bx+4ZO1AEjHKKrEcCqucAMgipXHzBqD1xkE/W91c0i3MJS05hmMCG1ORxnOyDxmByhKPpcwsRSc6MGh2H9tjNVtbMNgtfAE2Xqy3QMpQpUyDdjFPXQTXs0o46lBdio2i+KB5plAOo2I+TkAUydCmqMzZyHPacdeRmamlZrVPSIG03ExvX3fL3ml+6n8t7MmxwIuc3BwsBBmop14nNEN284rlb5AOAcdApL/Hw0UR4hZxxx0v2soUq2h3l2TcGjCbqAkrr52FFMp6iXQROhwlt51qvivHE/bxXgA3AbV7UVDRWu8UAyVBMAwiYDGGzfSUS1QkVYo/Ppstt9U6/fdB3v/y+/8llFSuRe1KWDJtqCuUIUDIcG6+WAeDNAPRxlR5cvM9adQTvpYKb+NbRm5zUB04fJJ1AdgTVVLNcZm/cH2O7DKHdnkMvmw4DxlfFOy65iuI8OySznFVu15nu+IhyjGWNkRrgsfh9vLRIc9qaQtIi6YPN+cqgGaByWXF/GF7bwymiim3ykI9dgiyWRJ1HGZFFi8cw/HQIWinqGPSEySfT5x3LOhtsFWLYV8S4128Gx8bo6aA/vFHrHUkQTQSu66u8VB2jKSHs2y5OWhQ4H46ithpEc7pbGB1tmzoTo5AaUN0C8G7y9owvv6GLVN4a3Z1u9NrkMwNkvjKbIJEJhKs7gkXoo0UtpZDWYfmnrB3WmO1pgmUeBxsQaxQt2LJNlE8MxekYaD3R9In+3hmbBlzdgzW5lA4fq9cBgOVvMlgEf3lkRD+YslvaRPDizz0PwLjhpbkYcqp92JTjL4EKuGI8Bh3caImMbv+q+bWytAbpdux2SppCen2eUIWF8CMipsh1edZhYIsEy2QGw+/Todbg1AdhUTK8ClmSwuRzUXExVDaFZLwsC1cIS+B2fZ6T71N0XgJvBrTbjEpBuB4OIR8vYFTTFxbhh1fGXyTKsMlkbwfkpf45oVRAMBOTylbesf6bKeHwR7eDgwQnY+l02FRgrppvofZ0lVsrUMAA215crewaidEIGhheDCytX1lRPN6ybH6x+3bUdbJm6XGWkx4jxNqJQeDre084xAPMza1M53EWYSY812fBmLqv9THMBRB8LHe4qr7ekxBpkjt2ZIXEAD9+xVUjEg9XzKxiNc0B+GJwGUU18fEguhFsvWNefX49ov/BX/I3f8v8/Lwky/BWri3sAtCjMM5v282aO36JY9xJWw20JpcauDlJevvz1msBWfU1he6K0Azy76bkUlS74dQ3GOXr3En3/oFrP6srnmiwCjHNTJgtSrRRr1Ag3+3A1bG7XoSzG713crThaluR4o/TSPt8FO4EHlJTeofU+1djrenWIOqTKjK4CkIqyHZQts/KWa3qmVKb39YASD+mZ6P0q/9Bc6cdIWbAL9LqMmYmRH3x1oAoVngjatcpBige218TSKUvdp/yzpqY+9WvsXKgirUeVldsYK1OtDtGpl7Rn4rmNU6jdc2UAh2LXhA7O9u9nXbLBhlSPK+tFEzK50YI4XCEvOghrU+D2ayi6YQ28zj6swVTyLN1qvHnwbFJZkTKy4dA2c19LRDckIvLsWJe46uHz/1NJrY5IDQ1hNivYG0LMqtdt+32DcOtAnQf3l9p9nzJAuZD1+4k0KVL6ClFR9qnr1V4UFrg/tM1/QL4Eem8hQl7olAZw/igD1fdLgxE7dLC2rLyqK5nqv6Xgp2pdh1/l70kx7c+itJ/1a1HcrldRuGq+zXHwkWuuO5ef9V9oa20xLYb2dqermLGrs9ObfH1RB+9vtUXk/+2X7Mas5jL6BrBc2aiffSb4pj/QaFzdL6wMh4fXPjL7jT6pl6eFzb+ztxnUAZUpUnJIqRqfqvZ9EiVtXkavPZSYxvgSk9BPLyPyzg639OGI4S5ivInW1uy8iX/CShtLwp1pH615fLX6uDLJRq9AbegkGFqeWku7+brQShFYrzP5Wrbsq3CzhLS3VnRlskxw88LmzHJVsF5l8nUc+602B5v008toSsIAV8Au18afCcqMBytFGu7Y2Jy/L2P9OjR/6zgTWgbMiJ3GD8tFxeF5xXJhUbuCLZVJaYEiyOyetpsXxemB47NmfFI2bOsXeV8081CDB0XcEj35otZmo8N7Y+YcA8tM8lklt0iokVZ2aR9x/kuWESlDXM6reyhbzbRKSHRYmIvYcG9zdRF3x2sr9NgN2TyLo0rHyCemfUDYxxM19LqrWC+Ll7yN9xHTq5Y1hwL3RFZZiQRaeVsxX8IV0CoVSgc6a7EZxXxVsFxVKnOtTV3eVuO+V8ui4gpv1jDdRMQ1YL4qraQOrZ68DhXjg63F4zMbW+k2QgnGi/M5ldF4clP8mwVi3laMtxZ9DA/BewvL4jA9Bt8DRCEsl8VLxOanPCRo8yl71vHB2lNamVFwX+d0YHC6rV6/P9ynFjRynpbBMjU1sEC16yubiunGPlcKalTL8lW7Lz6+RhrX0AluPTN18fa9AdNtwPG5avLJg6IFB6HC3MBY4hQzUM5z2+MAjC+SZabMvK2Eh8YltxZkSYOydhQCAufyavuPEJJhzyYnL612XM1O0t7QNt2TmtigsMKDan1XSzMgUImV0JvSX8MX+fq8oeZv//ZvP/n74XDAd3/3d+P8/Pzk5//6X//rN3Nlvx0vXxxdVqeAixu9vY9ZQx8RK0viy/lVvqd2Ea3Xu3GR2C90n5MtgheH1WeRLoDgNSoQqKkFAGYj1yK3k+tkROdN6sXnVfu7XHnK0N2PsswI51tqAqpnK7YgMxeNN5oGs6YF1rg6wGt8ywTjWdC+4+RPMGpXdtdRAJW7jDcn5/eU/ju7rJbyUn9mgswk7LCm5q00yVYhmqF7hR92QDuE+5dncBxHPTPrB1pPeEFlcaHiV39xzvk16xn0Y6W5yT/72lDP2JSZsia3ltOLdh6ciICuR25KJw3VQ3c/ugy6p/VcdeV3uVVlff2zmzmDMk4XgWn8Q8tM5VRVhza2PjZ6LrUFhp7BDu3zwgpgCxMqaB7z30Nu99fzk4506N74vXENjhppPGRA4ijByRgZCHaCpgjqCF1Neen+nXNA5g59jX+DbtB49gIEnxQgt9l9F2wuS7CJ7qNe/15X/DI27Nelvjqw5K6MlarM4FoSXbv4Xf99PmtTeBP9WmHK+g6583nTr9/++kL7fJlq6OdxDVaP22X7vtfpuvSn5hWCj5ejdv582rp2NOUNvT7vg/f6+vrk779RI4L/F1/zk4yU2JbuxA7NDoq732GZzHqZsVJF6FDfCjPNOOOCOFsRPpzYHhCYLytwjAbp7mMHO9t3DTeRytyK7XsDlovijdxVv7deiBO1yWLlJlbLuF5l5K19bjqC7clYAvHBgKHzZAXgHGkMFgmHarWey9MV8SGdwMlhBeaPr1bDeIx+mOfzjFCs9KKwtGa+LhYZymCCUFBmVmsROs0RcsB6XszJaVNd6ZrPC/AYzalLpQaEqOPBem1WAJsPTN2oNm1uekJl73hrXNr4GHB4d7Uo/HbAclWw+5WE9cLKrtJj9MVcxophD8Sb6FnB8BhwfGpmIstF9QMuPUQ6nAVMtwHzVaXAx7KS8TZyU64Y7qw3r9UuG3flBifl9NnEhRvB0cQ6y6VlHPKPFu9VhmoK+dgUrOViRdgn1E1BuhnMx3cH0yNEtO/RZlTALM8Uvsenhfyp8duq/cy7ijKyvIluVWpEEF8le6Yr/LQ7PqvOAdZkQZEO5/gQcHg7Y/teQlyA+d0F02dGhGx1ymENmJ/YeIfVGprPl+waxJ+FB+MFt58dLNPZAdgB6SU9dSNweMdaH+4+Y8932AfsP1EcwUI1QeLxHeMih0dyqLBDb3plz9sa0RsSNj4E1EInNgC7z9o9xtXuaXqZfH6bmBCfE/RJTRvXgHjL3TwaelU2BeNdMgTgmV1/nKM3vXADHbYqVF/v7fsRez6v7YuAhy8vSPe2rrbvRS/fKxfA4e0GybvD3X2E+mCXydZsOgSE2jqr9cH/gcYiUq8LubByIwbmhKB3n7V/T3cJ63XG+Coh7IF82dZqGQ2dOL6TMb6KWM5tro534cRMxrLjgOHDgOX6/8veu8fclmVV4WOutfc+j+91762qru7mEQGBGIkPIBIiREljgI6ktUkEhIhtBxKQqKhpY0BIDAmCQEwr2DERGhLhD4Ng/KcRBDEhpBWCQQWDaDcP+1FV9/E9zzl777Xm7485x1z7u93+rOr+tBrDTipVde/3nbP32usx55hjjKnYbVugLXt7puK8i/GsGtrWWcY8PBEcHvih7Adq7+Yq01nB6nGO+nS3c6vbtVqTDW2H+V1cL/vg/cEf/MG7+9aP0UtYowUWdSaP+gEL1UTs5xbZVYtSPfJbbKIR0TMLo+ez1++4idvn2GoQp/pHxukZ1LIWSkayuSn593n2WzsgexmAh5/MADr72VYLWWRJfvaYNpiZnrYJ5z8fjMhFNI3SCFlk9ILjxTDRF/myFrS0mFtG9iqyyNz8Mz27TyNaBo2WjfD3rdbm2WWkYy0LScVfsXi2FLW9NhbL0LZ2aBmNtiwJQDS9eLrOKSqxsd2qfTKQWWx4AFo2vcxAPItjxhiRvt+evf8mvSmrxf0n2EP6fEXy4clNSxrfw7qWb2pIGjyFWxk+YPA32dCAOYTllkgEiuMIhXYS2SmWWSDnXOi45dafhy49wxqWsP6bF4QssASCluFEdtwY11hOQb5rEiN5v4tXrj4mikUWXCyjVDdYMOcnBJy8zOgtE5d4n7qYv/GM/v61wLJnEvA8g+U6JzLA3tLkHRB21iS3sv4l50IFyAWGaOniXnx/iHfKcVvWuxfPw7q1JoWkxSBxbvDd4fbFebtkj4d1qK/tJdJg9++f7Yd7+7D2nU+vAyQL4OMw5TPxVv3e46MK2tr3Zwk97+J77MYUKIt3eIfXHZ7hv/uv/pHVAvJBUI5KuMfQLGP9QrY/85pA7TWo5pqBdOMtyLICl6YbnDeK6cFs3TomY/DVwdpWWa9cWNPzDtHEOuwFz1tv31tkCHU2n9tSQmGsyllM23tU3ZKyOQIBtnjTaExjyoKoRz48Y2YB6/d1WD0SDI9bRj+dVXSPWt2EzafpLpP3gumepaHDE8HqYY6Nna3g6Ep0uLeoue7NnxZAkC36y2SZnbT6Cpsg1I3dIyFmGrrrYKyqbmcaadaE5q0hBIf71ZiTsM0y71L4RQPcqBH1es3mMT0fWzZdtmpIhTPWlYe8twUc79nPddetGxVhe5JwpgfFtcWIuQMg6meAbRhsqpAmQX9uNdw0NwP3eWMf3+0Ey3Zy06mhMXA9b/8ooxxVq/Nmz7KPanADiCBQx8yuV1IkWPy0QOR7nI7VvMInQxOGx1ajY89VUYRPbprFeQqwgG1EML9VLMMazypSEWx+u2+ynb0hTf2FWK38YF2dOD6agPUj14M+8LaWnT2/OJJA+Vr/JGH9YsJ4z2rY++eqt3izLL6/NFSjf9JqkZa12ZjNx5T4CNaPbEyWVovRcWqwObN6lGHWkxp1+uJzlgEis0E2qD983GTWqe40112Y9zcAbN6fkXbJWtwdNQVAf57QX9m6yHv7TM6/VMwtjL4A3VVCWQF79z+OrC1gfg2mMH3jqbJgnb+sq/nPH9Uoa5h7miA5SiUuE5KKMK5gsLokAPZPmM3XaE86H7s1rdizUR0BtfdKMuq8US+lGeqinc1dQxWN0xANVpKhfocHBfOJM/TXcE2urSO+BzN/kWDak+PQ3Qg2788RfAW57g6ul53xPm3X+L+6fuAHfuAjvplX/YrM07MWMnLdTSoYcTMjYWnZqXqNwUdUvN+ldhoOPDQSjywg+cE4tXpj1BOBiHABHp6L+hgjZ0bG8LO5tN+hg1DNFq0y43qaocc6iHaA7BvRgWb6tbPMgyzG6lkwe3ry/vhY6jcTzMVu8UVe0+Fnhx4Si8zOf1b9QRnckHQFtKxo+d38ikKS1YyIuM1RCUgVocVmjTSIL6llYRGJc1wd2o1sZDGG6t8bjMtDyzzYtrGs0LJrRvq5ZRdLyURkGKXNC8viAbZ9hLNcSRhhrTKsSZdaWW5+i+wPsM8Kpihrzsvsljrdp7KMW3wHHwBqsKUiNNCAz4GopyFYxhHoYHFPunivnmUslQa8T7LsyRFY1oYjY/J1sZxPcCTC1qvrz/t2MPAzlmuLh1PNPhZEODhvFs0L4PPk1j3FeKK5pi11z5SocK2n9jvLWielP/G9SxRs8R64hsy/GkEQWt4Tf5+Et0BwuPctOBLx+V67rp1l0vZ7AqoJ8mHRXnBe7Av0CliOcVbA2+4ptFnDikTdlv3D+RnBiwguASKzjcCmU+i42Fcgbf8kosN32KlLhxJUjKNyKztO7V0L3+PTdeeP4nrZGe873/lO/OzP/iyePHmCx48f/y//+d18zccamth0k1DXxtBcPzSzd/WMjK3h+kuLOntv3p5GYHrWvNWYOVc3+jdWag2TdhSBDhXjWcXqoUW17Jihvf3DOpLZEsKiWLeBq6x7CiJatAgwWU/OYm45Kp4FsDZ0QGQ3mvxzDoLhImE+qc2g3RdXtGRbWb1lOqmYzirK1jTESpeic2tRVjtYL9Nikei8toiSsg/CtmkChsfGGG8ym8aeJBRfVkA6wGu6dlJpp2GOr2L1LpkaAWI6MeZ1dk0zu7LUQaPBA/8bbMnnLmLziRm3UzrFKDffJEz3aiO90ZNb7GfCvEQUq0cp7m338TP6i+TOTxqOR6KWgdpYSDR9L858ru7XPJ26xnO0+VM3tvrTbOjCeGZzdHhin79+IWNwB7P+IlsWtLf7ydcpDAy0825N3hSDml6ozb1yamzh0FkLmoyNlnzsfVvNMnM61Vue3snNV2grCCA4CajA+qEFgeO9CvaVNVTBM3H2zvV3QELc4QECNbH3bdkJ2+91N61eOZ9QZy3Be7B56/pkRxwoe1Eg4Gy21JuPrLuNJqtrjmfqbfBMHpRvbB+YqWEv5uoGNXQFybO6qxSSqeQ9kIcPdnFQ1bUpH5gVs6yTblLL7q5NS8xuX3WFQEXsvRibe/XQ+oqn2REratr9gCoPJvQX3lXMD17rzevZ7LwweplNJdCfJ58z/vOje3jfCFZPfJpUm5c8hPNeYv4q7P50qBgukpcjbL3MR8bEn4/t2cqGtpfGXO4vJe5xPKtB/CqD2VF21wllY65d7IVde1unRO5k9rptb+iZdsaeJrmNGThg++J8pDg8qBbkjgIsgv2P9nrZGe/Xf/3X40d/9Efxnve8B295y1vw1V/91Xjw4MHd3cnHwEXdYu0RDjYqRtxg30pGXoy2qkPDUVPyaDockwSmqUUG2b7idS1VO2CW9QztYLUfbZlM1I2ihuj/nhssogIz8pgXUbzXICFe2+Nh6wdfRO/u0gOvG0ptNH7qMgFG+hLjAP9fat+0ByT6e1rEKYBrF9sEZ7Af9VJF1INvsYd9MdTByVh7admFIGQx9rMWMLEsIM7mlXGZqWgb08Vtyp7yr0WEzM1+MvtJy4QFT2dH/Gzqkpc1L/X7kOIHCmveyZ6BmTEzveqMelSxd7LIvqF2aJVsTFjNYr3g/c85qGyOEb1ri8PRHZ+9OQApfaf9XSTPqGsRgCzYXi0Q5PpgRkv4zQOMRqhZZEyLum6gR0AgF8psRVt2U8l0Z/brqQH9o2lqE7rgfvH5qb0LQvAWYDrqwZvxd0WdNGnH1bsTMTjU7JwACOq62t95p6FAdTjmzM67hjSZnpcDYPdBhOHpGnrU/+emlaeGlod1uLd5tyCFRAZNlIGmE5ERJ1hWzQnJcfXslShNzUCmj3UC8gxvbKKRCRPVWMLVzEbDHGZo71QWTm+GkAE12dyK2n5aWJvS37z4fPA6q2YEh4GlM9bapdr+bElCWiBIEuuXqFt1P4N4Hx7YqzOzicCIwu5RNNZLHXQ5nT/q62VnvN/3fd+H97///Xjb296Gf/Wv/hU+4RM+AX/uz/05/ORP/uT/0T68/zcvWrDp8WzEFe9vu3tduSUkZ1bCOtB8UmPj7B9nDI/yLRh1dTSCOCwJImCT7HW1mqtnCtW1s3wz9CJmzc0ic0RWrckzvOy1OtfFWqeOZgVIf9eyUpQTi1KbPtHIOf2Vw7Gj94M9WFSfL41twlaGMrP9mT/Pwe5r3to4JD8QqWNlOzsGM8wOp1MznSfZiBA3a6h57xnOMwX1qESfXpkQ2tD5uMQirJ311qVOr6xMd1k7y/it2fwSurUsb/XItKL9lWD1yJnhniX1F4Z2JG843l01clRk6h7IFPeo5qEHmF5Yir1H1mqrW2+uX0rhymWZiWXe+WAoxnS00PwCWD1svVnL2no/p0lMG+0H3si65wK5yHvXZ29qHJZphjU+4KY6GJdAtwV1XY2d63NpPrIa3y2f8U1FHq1Gr1mxethY4MxemYVqh+iTCjG2M5RuYwgUAvAMrrcMrttJSFfK1up0/bU3evCMaj6mI5b3rF7ZOPQXKboaVXeJIjrBdTCeOQo02hjMvo7SgQG3sca7HbyF3aIe7rVGG/MS7UDnrSE8gM39/lICdWA7y3Roc4jNCPJeDCG4aj2toybrc3W8743s+wr2s+a8Z5/hvBPM92fTZfs86a7N65sQet4JZG+173nrGu61Z6XO3s47RJBJtGj2fcP2C9fR3iSkg2C8h0CM5iMLYtkjWLNlmsOlzwvXHbPHN3++riv6S2NwD+csmdg4jM6RmI59v3GkLs3A7nV2o+xJDUV4kdseafXf8R7xc7ilr2L32mIoUkW02ZS56fX7cwsSpvsF8zOMoj766xWRq1arFb7yK78SP/VTP4Vf/dVfxR/8g38Q3/AN34Df9/t+H66uru7spl61SxDOOlKl9dyFE3kWTNrEzNYhVLLquBGXjUZEPU9dLKCn2Y38XepulzVYg5okfka0ZUWMkpmhAi3ilOqmDT7PaodwsskOmTC6Dz1jbf8uTjyoK5MrxPMKWtYU9dv2/eG2VBf+v9qyIilub0jnLh/vmi3oCWalZwU004Bn85qcYOGweRlaRlndpCI8iCMbXUTpfoBxjAi3k9FNP2sowtjfSB1oUKnLq1jv57hWb07OQ4bvxzKFRX2us4OF90LmcgR2LrmyVnkOpy5qmcFo9bEnADBv7D20udhqrgxM8k0KZyNNsEbpo5PXiNBwvi3qzLKo5dee80SibML7N62oj4OPfx1aEMO5aJ23HOLeImru8IArIG/W8LxeWXvEASKz2zYu6sWdN7sIDa8jKbo4dAAGhERuHIqcJcoHJCxS56wJkH1Gvsqe6UvM15g3zJTZEtFrmGXlY9b5vPU1WXxtVbc3pd805yzhfAGa8Udq95ImgF2IwkGKGeE++d6CsHGMrLlfjKm/AxrFkG/Cz6lds5YMzoG3w+S8tJ7jPrZVzDRjbnPF/gORtTKwjrqvcxHsIE0RGLGmHT2oR/Gewjb3KI+z3r4aawaOKnA/NqKXgAhEBEzkwqhAxva90cmtW6wfdmyb7y7lfUUH761fTAkiBpf+n2gF+GpcKr4pzMnZr63udHiNZVysp+S9z1uPTsvaFlLZ2EIq92dviK4ol729yDHF93ACsX8oM9C0k4C4uxvLkKgjtjqQeo9diQnG6K6uWo2obLURmNYlMufuBkgH66Ci2TNsn8DFe2IeHhiUNR2rMYlnr7MKoIPGPWnn/29lbavJubvN8FjiALIOIohOPKwtavIAZVOthqNYwMF28NBhJt8kICmm+8U8gKvp+PJN8taGHiBM7TNUPHsa2arOFuh8VIM9rL1GpxOyVQFEf9my9vqeby5S7L3k0ev4O4nadHdjvU7ne3McIOYgpK67tjrtvFGX9tj7IJrAzKdmq1tFcwk/4KqP/fKwZtY03S+LDVRv2UBqNm/t1cOE/qppJ4cnCcOF1ZaTG3zI6KzSlbr7GBvJe4bpvZ6NBVqjFGEdu+xnO3drgthzDU8IHdozmK+yHaKHZ+qix6wFMkREGKD1nhXPx9aJK3knm+5azDZztu9cPXQuxUrDGzpsD1kOccg2u2WkoQt2f92VfR77IbNvsmbr0bp5QaLN3epxC1C6G3cQc/9mzV5z7izLmk4UdVugmxJWhPV0NlXCUcF0Vm9B5sxUy9oO6rqu/nc29sPD7M3cNeqPRC+mI8XqYXbegWdxs4DtGstJDcYviXzdtaEmdTANO1Silhua5M4QwOmkWv9xtT2p+nwW5zls3y/eFax5NqcFGmXucpxDXk8vNtfpww34oe/oUd4ZO3vemNafa7Bme3eAzaX+xt+336+6732UjQ5We+9u3E4VCL8Gjged6uhTD3j3r5uEtFuwBj/K6xUdvIfDAT/6oz+KP/Wn/hQ+7dM+Df/pP/0n/KN/9I/wW7/1Wzg+Pr6zm3q1rqhRjYyG0RiVY3MxijoUr2TQYHgZVwCjN3PepyZTWRdQK0moOmpKiVGeBB2/rJxo5MQjy0J90vfNxMBRbDtoqe/0w1gTkK5z/DfrIYzQ+ye51WvpEe2bpJESLLNnvU+cqBT6v4O3AtsvLDBdqmN9Re37zL6xZfbmZes1HT/0OdbM+pglM2NKo40noiaGqMlzY7f31lrRKezAZ3Rbl3Xq2SL8YDVTCpJsEwmWNeu6rJt19hnR5CE2dDcjmVNkhR0PZz7bQSK7WDJ2af5BtnXNiCyfcy9Y12L3QWlEWSsw+OYMZqQtu7T/Nii5eFejJRpSVp4djeKwZkMvyNzt3eDFUAkbaPoRs05PZigEEYgC3u/Z64GaFyjGMjPx76oZIYGqvY3/eMZUFRHcmsNROzxo1gDYu0s0mBmttEFJGsTXGFGPBBzueYY5wDIwtd/hZ7J5QVn7pt4vEIqyyJKyEf3SLoWEjvpjq+lbG0gogMl+Ll1nUH9O6ZW9GHsH+WDZfr5ONg+8hBUsddbbmam613ntrNY7b7juXZrnsrraO8o0o6EBjioEhwQtELXA1//NGjUQPsc8SaYTRweTgh7OZbD7Yt2ZbTgDBfS9Zz5Sbz1pc4nZeRBHD4aysFe5ZksO8s5IntORrQmzRbWsOF/lIMkRKQlkhfXpvmXnDHa4j9h/mOUlyyF3cb3sg/cbvuEb8LrXvQ5/7+/9PfzpP/2n8du//dv45//8n+ONb3wjUvqIE+ePqYukjbyz54kWeZ61cZKqbwgkvWgyzW133V56urF6XHctTjIQDPcODZ5ZVeudyU0+O6wyAvWoQNQm8HTPs4PeYaTtHIfbfGZZtd08Qmum2dx+ALu31eMUE3W8XwNWzHvB9n9awADRkJdkr0F1NwZLi9rhVZ3BmPeI9mL9pUXE/QWCBTy761Z/Id5Mnh7Qim7PDNalCV7PnE8ayeIWfDS5r6/XlckgZ6TPOnXyZgqAZ5pHJWpI7NRDqIw/l3xj097rvytF3ZqnLxcZZVMk0gEIksnsLEzOnelIsX7J+5I6LDacA6vHbc7kG2kuRO7/S6JHKoLidVjqR2tvzkCU1liA4jXiFy1Dm08q8mYO84g4OHvY+y520Exnpk2eTmrTQnuNj5wAwvZptiBPxe7z6H0IV6LgH+ytdkjfcZkQ8qZyXILkt3+uBOSpnUZv6OXhW9f2vuugmJ+ZbMPeGN9hfL1xJKQAujJEIRq1c946SxsAuksGa5YR9ZdWv4+gdIT5bDtpbv64g23oRzUIgN01ojZJRGu8V03psHb2q6M4ywx9OBcMT1IEz0RuqNEN/+CrjP4yWW3cYfNo8wd7tjw6QjVaJ6B8kzyo9EDGg6TatUCb0LV2htqM9wx1m88KhnPB+iX7uXJU7ZBydjV5IXWwg4dWlPOxeyc/sb63qycSYwS0g5hrd/98MY8CJ6+VrfnT13UNHsJybwqiWVdRHkyRFZOBTAZ+GWwdl42tOXW06vBssX2mN2Rq/aIHWZOt7fVDia5hUmBBkScD5DqU4xo18unUtOWUm3GeygT0T+7u4H3ZrOZ3vOMd+MRP/ER88id/Mn7u534OP/dzP/dhf+53s1cz6fMmW3AohRq4GagrQKpGxlVXtkHb5u/QmP++bqxVW5rtxZejimnf2UYzWG0FszVcnj3t0U6t4bqYmD0fBNrZIci+s/OczO1mEqSbHIuWOTizBELTxnJ0QkcRqMOtzDrGM8/gPWourBWW1oibmtN0ILHHNmMe8gbfojXIvknR7o2BC5nVhR2FyKhcEExuvws7LKdj39jn5cHqTN1qAXOaLHiwJur2M8wk2BYsHwS1ulE8maesI1YJqYA4O3feKpJnl8YMXcDrfmAYLEUiTLWWZsyQeiO8jPD5kZtEih7XoaH0GrC4PzQzmai7O7O9OIyZ98nHBlaTrUA5H4ABjc3JumnA93qr1s7AofaeOXeKCokmEczYiaZMJwLtqvWm3kvMR2rAZbYaXFkZ+UX2ObLuvDfrwvhurz9q53ITh/U4D9NV1+RaHSAXJFcQofD73yr6JzneB2DPWja27hjYZHGDD6oAOC7MFy57C/7QaqLw51bhO3Wf49R+r7qsjYdAOkgc/taBh4iMRL9rQuqaG2zOjI48gbo2DXUgVKXNYTMa8YOfjk0+NhBE0wErs1hpYj5SpL23hRxsTNPOiQ0JODyjkeGLm7IE65rvdrEW8s7nnJcGiMClA6BJYoCSo3C1syYwxuoWzOu238b+4P3LczRv8QNTbU2Lo1Hdjb0nQ/WSHerDYk5vfX8o9h6KIxuRZVPf6+Omna157hPUnSMxuDIZHvkwd3W97I/6C3/hL/w/143o6StqqzvB7qxg3tjBaEQJc4qaRcJft6yqsVxnQmsON42CyaFk3WfT+J0pcN2ZeNz9emVOkLMRNXUNclkZLlI3FavHHcrKI3DPEDGZpk9nY0D21xIHI9SyGghQirEN02R1x5VPPC5KMojHezUi9rRPKCctO7ENkdG8bbhlWwFJTnpo8CPrOXlEuEdpjwbPJtuoDJKtqH2OzK4OLWInjEpZ1HxaIE9yBDisGbFHrGY7BNIBwMoWjahF1VLtXbCmh2pMy/1zfvAXh+1K22zTIVndal3dK9lrn9UPWN9YNWl0qBqeAGVDfXAzE5iPq72/wk2zIh0SpDYiWJphsqCDuBNWgyebWYjDnluyL+3zx/t0RRJ01xnTPetDqjDDE8q/GACxQwvZuLOzb7sXMg4PABFHA9SRATr1VMHhnnvzulNQdy3hgsWDdN4YkqO9v68CYFB0l+ZSRfMZ+HuZe2MN7z5uRr5xTXgyB6gymD3lfFqwfqFrB9rBD141ZOX4vTm8h1l20GS1yrI1bbZoRu0MjWBWvczS+sfev9hh8yD5sbTUW9arR4gyUd7ZuA4j0ZyK7iqbF4A7u5HdXdaARHmJQYqiJK8rO+mJeuz5WKGF8Kv9fFmr67w9E3dGcxjQ+HlnWnsFnLjVXSZMr50wvL+PgLMOit5Zw5oU0/MT5svO3dBwi0lP3kSs3Y4olz1zurY1VwfT74qXqMrG9b8HCzzqoIDD4rM7TIUxTjWdMKqhLvMRNbxtjWgy9Gblrnbq9d1yhOi1K8XKEsMTQZ1sYpatjXF/JeH7HsE0EAlOGq1+nfdNAlW8zMffDbLYHVwv++B95zvfeXff+jF6pdESn9kbkKuzEwm7dJcpCE3TcQ0bPdYbk6GoTpRx4pRnnwAa41QVmP0APeQ4dKGAZHdfYZOB0bLZYCQq71Vu18Y8a8oU2+/N0B5wO7VTg35J8oFn7OF45NmXHFJsOAaBe9uvS9+0D6lBUUDUr6prCydYEwOrZd1uGA5/Du2kMaWrLX7tAZKoQq+YjdRgtT1mfg5hMXIfaRDi8g8ntWgC0LXaTTCa3fihRe4S42mZvtWxRZpWsA5AvnLUwf2H68okF8aARljS1c51r50ZNRQ3VSDzNs0GWVvGqChrG6OytSifhhTq90zTCiPitaYLhMDDTOVg7SiNserjIy2jYnmBfWNRraRiMiI/EJl9RC1MXSImjQHt9WnW4hgEQL3MMjUGPssZJMPw/QCL9wmgPzcrVtbhZ68rdjeCumYDDntf5Z7bPib4ZtkgeQYVvduymrQueSbmh4jX7qmxnU4V2WF8EmtQDU0IFn7XgpXuUddaePbmaBWEvHsWpGunqMk+n43stWtrpPNaejpYgwXyCbLPg+xES60e6HV+gB43YhtgB9N0vyJfJnR7BnvG+VB1280OSOedja/Dw8klNvORrwuHslnP12IkLfJGWrnFWhH2DpeTu0Eb2TqgcTp62OG/8mxTBZlSPF/D4axHxysvfQQqATQdNOzdzRsE27sOQHeZjedyaKYjsV5mtJaGyRFJtzQlhyYUDf481JSzCY1UmyPk4dzV9f9GcfaOLtZYyroRR1gLEzWdGAv15dg7FZ2WIEXxZRXPTLjI6YEaMIbagW7WaSkWBBRIJGI4cYREo2iU7gevNRpH6HB5mHS+QaaDLUySOebTAtpbkpRkkaK0TclZtXzeNKIxN3d+sI8tCgYQULN2NqnLccG8rRFsJGdkdzsnuTiT0Wq0vvlyUXTGWmQ7tNgMgdgA479XDndT5+k9jSnfqU6W4SZJqKuuYA26V63mBLSNlRG7bcKedWY7PLudZdaWjWu8szpYLa6s7dCdN/YsvdeyuhtC5c3MgszPsjE9spGefDPvTFepudWjyXgOXXdC04O6xzAP83yQYEQ3nkKTvBCWS044KvT1XpReSfTRo+KQpR2s3R6h16VOm5toGhESH3IgyAxmF6VM1n6ni4NXYgMEHGrlnKOL0yTRqze6+0zi9WrEJptmwfDEPqe7tvGywEeirsfxTKMEqz9Mc2YET4HkvLKuEVyvHrfDmGvO2PsCuTf6s3FTV8wPpiBIwcsszRUOKKdzc6Vzj2JyRfJBDEHYzgY7H9vvcw12NwId7PkZBBK2lwoM5+J152Rj6mSl0C0fuZRvn4LZXn3+ldM5pJVcJ5rsz8PNTK0OL9XWBg+y6pLBsjFdL18sURAaUpTjGt2V7MV7lsn9ZHGQAraHUAvN76ELHfci8jGWpixlZezmclSBVTFPg2rrZtmaNCSCE6KcJdX2Tvv89rMf7fV7B+/imk81oMqyMnYvrQ9ZA0ietaS9RdJpNBs+mo6bJChF5E/dHxSttutwsQwl6qnwBu3lkGOiji4zqENrfZfGFMSZ2qnXMCTaZ1EuMZ0oDvc1jCzSLtmh41BLOjQyDVLT0obW1GtZnLyMNClDKhu91aNSqiBfmqk7D1Kz+5PbRh9eSw4GLCxLZ4tDKYAONcw4uFnzoOK9pwPJFghpF0k7ZaVMnkDzgewEpenINpP+kX25+EEItAxMc7NKzAcJ04rxDMFETrQDddShrBAaZi7csD10n2Yzorc5NG/dbUhtbPsrifdOYpW68ce8NZLM7DZ6DAapcST5in83HbdDra5cEuabSkDsCQGfx+UZducmFZqAdNmheR+j6XMdVTg8IOQJbwrRjEKyZ9tlZYhEcgiz9jYOJIzNRxq2m6IIk47DA5tf84ktyunU+QHuMrZsNEF+wbxRTKcI0xSgZTPW0MCJeD5OaZecAd1QlOKGGzTXYNanqf2dVGv0oC53kUmgjwaESc7ozOmdl1R6/96DoRLizGpj3bZn6a7YglHNenUUYJ8jYOc/LMWk6xwtHLOvad7fvHFjDg+glySq0Ch7vXle0zbUA+/ZLHPTaO/a5pRAphSf018m9BfZDuvc3l+T3jkvAL7HeJ2/RViIslbeW9mMB2dZ24ujbpzwcHfl1p8OUdeVk/WYpNQWfBzuacz17iLbvvO4bx7Vo6FEJC3mnQVI8yYAMuSDoDvPEeze1fV7B+/imo8Lom+mR88szCfXwcnsE/ew6NBDC7wEsB8spRNLzW5s8LNn031tGTAn6NheST0qDl16xtZpZCyM0mkc0d0IdF1CAlG26kxhO2jzXqL7Ea36GIEGeSqy2FY3ItRZ/WDRbTH42bOSKEQq3JdXIkMv62rj5VCfZZ1tgTQWM0DTf7ZV1JUxpxQ2nml0SNohuTxahlJWGmSQfPBbWcBqlrE65KkwlxptzMo0tQAgJBpOliFsmw52WEwnjSDFzk9mdqDR+zgg5cklTe4HrIKou5nTEmL1lbWiu0Gbe2yq4T9f1xX1uASDnW5ONILI7h1uc8vGeWl1p0ONaJ72nRH0LOwmFZ5ZHxBwttXWidO372UAUk7nmNt1sHszREQCniMqkyYEksEsPTJGrwcCCDh6OvNMY2uoknWj0phDLCOQSZ1mQFfekam7XZOTYgd4aKGLjRMNRagxZrbGASE6w/VANIZrrjpKI7O5ZVE9wLpo2nvnIzenaAQ3RK04jDcEwRPQzjJ/22tSkNzCtKfY55sjGqJrUnfdSgvmgibx7imPESfy0WCE5TDqc8MysTNPas3w3ts+twuRHNf5Ogku+YEW0p1ic94WGsIkhSgTM3OiD3nX5jbJeNb5CVHiy/umAqH8iR2JaLdZB/vs+bTEu+Oh3l+mCFyNlOmB9tACh6WkKE1Ntvd7UPP/oau7sibWee/1MtikODxbnVHaNpI0m2aNNTNmhyQCpAkghb1sFHCJEWCbTr70jOv+CD0uVutNCJ0qfX1FEW5CZBoKI+Ts/Vizw7AqYfK9ZAlz4eWDuCmH0/K39nnDudVly8YyOJNA2e8SUpxcNpMuu3DisYUjfohqZGrdpWUR/UVyQxF41pmdPemHijvj1AFBjJlOFThYBkchvJFX/Ls866X2zhog2L1q8qDCSUR5NGlJd24IQxqB7sJIZ9Ox14MHbl5O6mAtdC9eU9JbTkjVg5/xfnF41b5r3tJUwrO3nR2I4zPW8nE+MuIT7RH7SwmrTZPCIFpOdjeGouRrI5xor5ApAcl1uB7Rx0agtA31MonX6dkCMV9kd8JalC4cCmUjhLI2OU3ZarBONx+0L0j7tqEVb7beXbuJxXnXskivE5vBS5t3Eew5SYjjxgw+7wTFJWhpL9g/axluGu29YTQTfSmmy+QhYoFjM/pXXz+119a6sgLjqct5Lh2JclONNDrzmf7C3GxpfHKizsp2ctNj6tJbjTUMOrTVOClHZFA83nP2s8PE3Q2NN1wfP9h7J5+AbPy8byUD+0CHztmqlGiL1/PpkiXF/oyBTu1sLeaDkS/3z9VQC5g2flHeARw6Fsgux9iFe17UUBFELx78Zc337RaUs0CuujDf4JwkgZV2kxyr8cyRvcW6KgONNGyezkf2+atHKbJ7chM6h9vV/Z/ZN53ruK4U06lZ9CK5jMgbunDfNgmcBS/UkJeVNy1ZwN4f7fV7B+/iSvsGzURtQYF6PNvi4qbvWQPZdHEgVssOlqxhq8FZJJnZuaWrEd2vtyO69QywxdZE7LbdV5hyLP6fEXLARV7/ZL0jYCkganqWfZJ00H622yEWvSbftEJ6YSEwYbu8t0iYdnWoCAF9WBNSq+vdTuhSxRrarZZbHvkz0ytrd/jyaDwyJkpAYN8TUOi8GBsOHYlZk20g3OjC/3c2+Dd5nZx6YEoPeEhQIsMD3djGvrlsS/tvdxQyBx7TSVsXKAGO5oDZGJilEej2njW7pWFZaZgEUPqVRs8+xOcFs2s32Viu3rKpt4JCZkXcwANeJkHNobPaGbpjLmQ1+ALGDPd14XOcWaRmh1fnxdhObezqsJis/l5tcqJZnha0jlmj+Hf7oXdSPMD07H8W1FUNVINZGfkIUeqJd+8Ztx+QZdNcwYgWES3QbPeUnM1t60s8yNGYR7VT9Nf+LPyumZm/hqQGDoMTaYESgUCrVY82t1n7NSVEGyvhmp3QoFqbBtGxiHOScwJAsKZpwRgEyA7uYAWooyfMpongRStHP8Ssd7egbmtkuixP8GKNW8pSoieR9ZMQRyZ3jK20gJn7bKXUylG5CNg8WCRKwky4v7I1BLS1ycw34AHejmfG2lnZpbpZj/a1Wc1yX8q391pqorWvgRjcxfURK5NUFf/23/5b/MZv/AZe97rX4Yu+6IvQ93fIt36VrrJhQ3ONOlv3Uo/hXKxZQm9wBSFgEFIsgum4Wks413qamYZnqEPF6sUOZW2rfrpfrdY7CMqUIJsCLTbR09GMqv1tNxqXtGAWoK8eRZogfzpRlGRZNMkbhMbKCnEA08RBFkEFxNsPem27Y23KoTJCVXVhUIFZkMZsJhiUNnjAMJ1odHKyxtIN4jLtorb78YPWbBc9MBiZ/eaA7dkpqbJ22ynGbYPLx9OGOrCxt6AZVLAEwEwtzYC4HIlQq9Xj/T+ywdxGoLPsswzAvNKA3tNVhzQKxvsmzZhOq9sJSkT+dVCkl3qHKyU2iPnYITXWrbypPevA3NBr53KTmw7djWCfzXSBWarU1jA8mk94pD6fFqS9NUyfNzZmZVuNMV9a43temtT8iBl03QA3r+WhZ2xZ1sv7C2s5Nz6oBm2SSNgBurZ5OZ00ExLKS/LBnLwIPdOmr6wMETKIV5AvMvpzy1ylCOazEggRJXuaK1aPrUUnDUCqBzFmDAEcHhiUTOep6cwO7+7GJFeaEVal45kG63o6qcY7YEDtrOzdcw5z+vom4pWKoIg3FaGvsh+iYV14r0Q9dDpyyDk1qJUyKKhB4jk5anFYRFfVDiI2d6BEjA1QaAuZPMDmGreAzIPiC9aENTLD6uS5OrOdobePdG4EWc1lwX0IVrObzXQ3Nk+mkxo8F81oXAs0mJ7Srf7alRKedGDyphserItLtYjMESUI6J5Br1tbTscM6vwL/d/FG3ykXTJznCubW+v39Tjcr4tmIBpwed7RdtfH+Cajru4u5X3ZGe8b3/hGnJ+fAwAePXqEz/3cz8Ub3vAGfPM3fzPe9KY34Q/9oT+EF1988c5u7NW6GPkRxgtYhJ071g45yCKjZbbZcyG1OkvAsczOZtuIdF2gJUFVoFWsxisW4eauGNtuKdnpzYEGvphJ2mJWsGwczUgPQETD9mzasg/+SxAErRbZahxkhJnMhk+CqELXF6mwKD/IPO7fq4gslRk7dYC3vt/NCZih5VEiGg4GtB9YJCNpsswyanwrf+BAHtDY0g4F8vt5SDHbCULVciUwu3V2rtWJfBP1RtmRJW9q6A3ZZKD6ZluZGZYG8QKIWjuDo2CaFwYAaMxlh6a7HbxG6GPAecoAsDLI888dqvv3Wv21DC1bhmjUgG89s98DSS+E3s1EQmOcsmeYrF0Llu9Yw/Y02mB6vZo180AOHHaM9odO9Elu8cjAFdKMUeivTf9qBkVQvicESZBkHhsDQDclslB7Zo15XVb6IZ7YIbVTu5d5q02ZIE8jXhp9bQNtEo33iaHeqnnHu+YilMU77Wuw/KPGvPhRdtgKrgE5Cto+M5EIx/twpCE6TMUY4FYAoF0NhCrsQEVbFug+ywFNdxqZuALGr0Bbt1jMsXj22ecJ96va5lx/DZNB+h4DIKxHAUeMyNRPnD8NcTB5IwJ9A/zvnXcQQWIG+kt/bvqIe6AXbSUBW1fO5Qn29R1cL/vgfde73oXDwfDRb/mWb8Hl5SX++3//73jhhRfwm7/5mzg6OsK3fuu33t2dvQpXdU9R9n5MDtPNG2MIyywm9OVhNVu0ydrH5oMpWI+aWxYAmCdycWZwXSnykw7iHsqSFfWiR35sRhplsmxPNwXl/ox0PEF6M3RYSo+Q1JuKN2Zg3gnqRqErsvS48do9zVvLbinTAdrEZAZlZAKE7GPeWqR7eK5EqzLLImwsukuLbrudyR+gtnjy6CYGvUXC86kflmKEhd510dxk6sqCg5BGXVsNToozLsGNwGpWrMeWRY0YcK9fAfJNg7NWjyTeS/Qz9RqnscZrkJTylREwuqsc9wUgHGzIOlX4s/vGlfdmz0mWadyTtE2ErHGrw2mwo5UHsAcgs1sazsdWg9w/0+rhjPD5eSwfLEX+csjINymcjqQIhkfZNy4nMqkzvm9aLXk6tvc9b12W1DXUgmSv/QNrSbh6yRi5MlkWtnTFivkVtUB1qROiT+t0Vm1eHFWHID1bTGS1+rhe5XYQJjOZ6C7MNN/IN7bZpuLzf+XvzGFNwI0SHvdxsAQnkDroSSK76y8ShifkIiCg6Salk0BrzP7Td3o/kDt/9u68a03ld7l5ZPu8KJsWEA2Pm4FK/1LnUifLJlePLfud788h5SMBL41WKtJOW+em4vtSbgS2YKYr3F9agumcvd6eD4J8YTXZ6UGxpis+p+bTanri6xRyLvV1WHtDC7hGCCsHMuOBCH+PXJJ5i9ZFTdy+9AjeYtHedyqWGQNmW1lWhjRoBnavqQ6XO7Li5TEpNn+GJwmUhPZXjcSmnoAU91affc6zJWLIDAVYv9TIZQy67+L6iGq8P/MzP4Pv+I7vwCd90icBAD7+4z8e3/md34mf/MmfvLMbe1WuqD22bLOxSz2rUcqEmoyCkR1JAPaL7eUBTpTo1OuWJKOYlZw4kYQmDlpsg0dfkVYF2bPhp2uZYarhf8RNm5tcGKD7syG1DHhZx4jIVFsQEc/ODCMDuqqtvqiIZhGMXJcmDMxWKJJnDRFsSu6LP+4NCDZ1RO1uK7jMVgHbQNItiNije/896/vKKN4zTtrg8R3771UyJjtbuBEp1zYOvK9oWcZ3jiaZ4XeZdIO18TYenAs0EOD7Y/DAv1vC8ISryVQ3FMHrjiTbaWPlkvwHAKA3sv8/9cnRmnKxh8Q8EX/XzuyN+b3Mjlw2RN0rFMGejksXc0h5ANzWi1M5EL2nyZjm7S00k4aISNxjGr0unHwOLsYuSDJdy9IogaJ+NZ7Jtc23UBLPIqnXp2e4Taz2vJxvRBioAVdpJBy2j7TxkAgQ+O6pYWUgS1Z7uCexLSNRDOdCRJs7PvOH4YXAD4l4vuWZ4c/A8STaIJ5NQgCsis8HW7N8H1wb/L5lg5flXIqxS/Gjt9AlmmjE2k9wfgGCjMd75T0lZ9tHn+VNI/HxZ2POecAYWWtdPK+PYSQXDMbZUnAxjvmAto7v8HpFH0fLyMePH+NTPuVTbv3d7//9vx/ve9/77u7OXoUrDpBqtZ/x1CN/Z0gOjxPgTZVllltmEpqB608s0WKOLDySTWgmoL1atlaAuqk4XKxQ911EkACgh4S0nS0TvukgSaHu66yrCnhWqS5C54Z8eMCMUsN3WQVx/+anmlAHz3wDTpLY0DSbfrK/tEiT8PB8ViAHs9bLN1abUc+85o1LKQDITQ5olF1JjOlsm372ZvLzsTN9XWqURon6HRtRT8cIfSbbJpaNehN2BJPVotbayBW+wR2esR1CiuDm9RoSC3ZPIkyVDxI9Z9nqjnBednYzD2dqXLsrqyNTlmE1JrIp7Tun0xJzqfYantn9lZO2aKZQnMThm0LtzJEnTqHkWY3YmNd1Da1ut0MEE4S0WZIIgwpHB6Zj223LWk1/q97ikBaHzsbN9PVOhlhMp25u4radw+MUDlzc7NkKsBxVD1IkAqw0WzZZB9NCU6LUXWT0Fwn9kxTQpLqJCMBNFoEKkIHKvryAs7jDa1fD8S2YvM4mXr9gaJGMCXVbLPN3RQKtNCkVm7eK/XMazxHBmB9i6nOquxTMW/u94dxNOqbkRjOC6UHxbFP84JcILKNdnwct470WsI/3bd72jzPmI8Xu44rN74suDkpqZw/PVnTXpqnlIT2yln3t2b9LffjOysr2rPnIWzSurLbdXzVOCqYU9WWZBKsXMjCLoRT3i+0v24rpzJnfo8cGi0Yb3VUKgiX9nftLd8nykgcNMKLjUEezFgTRiZmxOfe52iEb2kT1gG3gzgHwvTZaTU6GGM1bRXee0V8JVi+ZE9h0ZkiXNb53PsfG9ngosHve1BfduaE7d3W9ooP3L/7Fv4g3v/nNmKYJ73nPe2793Qc+8AHcu3fvzm7sVbt8/ifCEt1t3B/OeFxGnoSY2H83IkBmbwnBfLTP5oaqwJRuRZDq4aKkRXQcWavDIB6Fq+itzIAwClQiogPQyE2eccQ98hdvZb/NISo2G0a7rpMLxqGPU2T/Ebn7OC6jVnduYqs0WvyRJXmLta12T7VrMNWyFVm8J6+9Lhfp8jOizaFvbi0SX7yXp+o2HKPQHM5PfS5Zmay9cb+saMgA0YlFtrv8c9ZNl89KvkDUfQsf4ql3yM1/ASvG5wC3x8jfbRhuEH3wCJ+fyzGWp54H8LnS1zAHAd+5PxNdquhzfivr0sUzkwizcF8LF61ZAmGKZ/RslPDoshZJNEH8wePZ+bOL+uTSmYz19BinRQakPqYK+3zyE0g6XGaqgB3apuXWNnZAq/kCwDJbXnyGAN4Bp82D6ppwHj5hWJI09hUSGEPPK21eM8i65ReguJWNxvhmH98EgN+1QMekonEG/AaJYGnyoK627JMvbTm/jUeAVidfjM8y8w1SJPdLaYHrMjOOOSsL0x5HFmw/XaAXPh6WUTty5GPIpg6NNd2sMW+hLk4MI3q2ZM7fxfWyD96v+ZqvwWte8xqcnZ3hTW96E25ubm79/Y/92I/hj/yRP3J3d/YqXKxrhZ6LXTngm0wPbD6Q0F+kYAOWdY3Fla9yNMUGbGJUt4ss7gwzPMzRyB5VwlGpu3J42RdN2XXQfUZ/esB0PaDfTMbSm4yMBYfvxFvo5Z2gf2LfnW7c03doE2061oDRTRLiGd0NdYHWVos1qpvXa3Q40m1B/yhHKz/zRq5hqp6cJTmduja2t5pfmoHuPFuNeKPIV6brPdx31yY3jucCosUfVCIC7q5bnVmKYPs/E1YvZcxb27wso0fcGx240mQ1TR4YlJ4Ya9e+e96atILt3pJn2psPiNV0xOrWhPPyTtzHG5FdlrXpD2kaPx1ZfarbCYYXM2Q2319rnWgTZT6yDST5XKO5R/Qydji/rJxsNpFl7xvbmNBfWuRExml37d2kkhu+7Gys7X1obJqE/gc3mw99Ohsp3CTzHPZDi57gejRblu4sdsDqz+Oztouql1C6CwskZ2/zR/eu0N7eGGmrrMycYT6qxlZXW2/DwxSHJjwYIWycJkF/bmxTEuPC+9lJepalG8I0+89Z1yC359wLVh/sYn7NGzNGoWSO52S3EwxuEcvDl3reNAOrh2afCbVnmo40DCs027j2L3WBgOS9PavVRdshUXtDECyzc1/0JwnzacH4bLFMdp+QDql5BDjhTtTe13jmNfas4ZEuVbB/rkaTj7JqhhpxYBdAdsnm2CzYP2ucEZls/hg72ZQW1L0PjzLkkCJgrmtDn+ajivmkuIpC0F37Hjm0dQL4PnjsZbmuBZIMWNKCeCW6cMjbFkwnjkCOi8YJ92zPMjtR1r2dme8ZcJrFSXW2RvYPFON9n3Oj4HC/Ro2bSBfXPZMNKyXeXcb7suVEP/iDP/j/+/ff9m3fhpzvkPb1alwe/UbWoZ5tCjMFq61F9MUXIW0DjGhXPbJ0BimSonamIy1Z48+XGV9E2UBkADkrpkU2ICqWFUOCNMNsyaJ5DUhEpbaoWlwIH0zppza3vIxA3f+ZOtJlltupZ/1tzMhSrb2i2y2KOkA4DOkyw/Da1S32NTMU/zn1MWS2KP4epLbasczLcVlkrwstNY0G+MzQFjHzPUXN3DeAYKc+9fe8T2YrUIkapUXqXsdjg4u5MZyXCElE7MuavbaMw56hfX1dkIeqZxJpBgrfR/HPThpAClnlt7IYphOM+IdFtqgxzW/fGzMBZhSKIL5E5qmtJICqkTFEdk1SyvJ5/YuZ7XBMrF7Z0AmiAR/uIhnNiBKLz1+M5RIm5v2z2xNLDahcF9rGgZmrutYX7XOWHAu7DwArBD/CfNV9jP3vudbaMy++i1kfNc7afpatIpcoCXz4yEcrAx94sR4qWnMWLyVxjRFJSB4M0QCHenrx32dLP95z4zFI3D/H096ZtFKL8zNij1qw2EmYJLeB9xjlNvkw75x7MIOyxSPb/JJ2gLdp8NSi8p/vmv6Y+xHgtfShzRvuPzJLMN7v6rqzkvHR0RHW6/VdfdyrcuUb9rv0CD5blGddZ0xTxsVRj4rX/2wI2aWD2UUaBdN9mwX9eYpInCQszcae5UFbs0ehB2cFFgF6RfXsdtr1gMMl/Xq2WtLx5Ib/Gu5PZjGHW0Qn068mY4PeeKuuI6vtHJ4rUY8enlidaHxQoydxmoDhA711/zmuKN53loxgjglgGzmlSN11O3wYvda1tYHrrpvrEKPvpd9xGhEdT4oL/VePjNF783rLnu1ZbXOYN612K7ANhdkDa3bzkTWMH58tZgqg5rXbPe7M3cq1fSrA4QzI195Plo3dN+6sNCEyz+V7l2KuWNyYxgdmrUlJEDvmTMe+kfnCzocm25GC5gi1s5pbOamYHtQwdmFNltDcdFox3q+tEQeak5Gmlp2Km4dkdnsagLpqNbmooa8s44oarQLD44zucRe1wHnbnNz6x9YT2rJJr1UTWem8nvycnUBpcp23s37nbSsDlOMSmxshVc2GvpgjF9nxxpFIkxt8VESNz1rxAf0TQ3xWTxwNOhjnoLuxjIf18bJuxjDdjc0BZubGLLfsdrzvqMhgBJ/pWLF7vuLwwAYoTa5N9bk8HxlLfnymIO8Eq4c25jJaoLB7/Wza49maLnB+QiyYGZ+bjU/xJFtWu/MOVmS6H5njUtlak4GyVfTOxDcTioruUjA8SagraydILgXXheaGAkm1jFmK1WAZDEkB8NwB+TKH7jtNwOqlZPcyJvRPMroboL9KGF5yNG9u9WzuLdZ1y8hKM3kpg4bGdrggsmN7wHTiz3VhdVzZ59if2FdZZkd6hnZQd9fug07iHui7LyHRZABcNxV1W9Bdmd49H5onPN99fyFYPfG9aX13h++dHbz/8l/+S/zwD//wXX3cq3JF/Y1/sIx8gYjCQ1fmtYyoUXiELA19XtSHb8MUZFZKaQuSGV1EkklN45vtpiQ75rWs7SaFinp7ODQWZkI46AgQtUrWzxAMPm3sWs9uCa0tXZz4uVHL8/GJFnzMaIGQYViNaZFGfZh5G3VB0UjVolbErGeRFQRLmv8kjXJA+1B/L6HJbpE0MrWYLUJOLoEJyNUzuqejco75ktUcz5vbGN9+OISGdVlTpPQhPo/zxedKMJTV3tHS7Yv/HZ8Nfr+jCEvgiZlUp/ZefVwZZER2WpsbVVrUEpkxhhbXMyG2XWNt8Nb7WrwHQuO878juPesUanX951mXY7vLNjDt38y8ljVlk6T53+vi3ul/zcyKy2Zu2T+/W9HWQVkhXLZ437EGiB4s7o1KBwYddnhLYw8Hv4Kfp21eZwQhkPMmjQsbTM6r0t4v5+Aye4+MkHOLe5kgnMriXT1Vr4zskdp1rmWVhgAt/hxq+wtdpQKhyY3nEMv9qVOGTlfBIF585q1rcZ8yS5R4nr73QAdKe78sw4S+nt9d25yG74Xy1POx3k8+Slx3mPTe2cH7t/7W38Jb3vKWu/q4V+XSZNmpZYreZYX+xp6NaLZoSA7mb1w37nW7kFjQXq07z9HHdngsre3gogXccCFYfzA3Zt6SmCSKecoYNhPSUKypQqfQmtDf26Ne9ZDBrMzKScF0UlE31GFWy1xGYxLT2Hw+tvZ4mO3Vd1fZ7tV7x1r9KluWduGsSGeZpoNg9cHsGadlUNaQwW3lfMMua8X+NQXW17TZDFrPWvN0ZWZEaQAhPU3uIDPh1gEXTRecdUlZS1lbVmd6SbRgCc3xCuoLaLaAY/VCtrrcWWnyCHUG7/0S2sJu16C2dEhxMJO9zHKB6VE1snvNzujc2/OM902vmkcakZjlHb1oy7rGhipV0N0Ah/sVhwcV3UWyButHlqkdHlRDHlatTt5dJ8wnxR2bBHVTbx2EZaMYH9xuUDF5Y/rxvuJw3zKQk/cqNi9KyOJMN6ztkPcmDd2VMdMHz4w1ITTZcci4k1Z/KTj7bza3pmONbL27ssN79VjQnyekXUK+ShjvGaoynZqd30zf54WRS3WXM9Nz2ruYzqqpEFzbW52dn90Pmxp6a7lnTduhviaTZ+cnNTooHT5uNCcmr3mStT0fmU/w6nFDbeaNeYyXoxpzdvUwYftb2d7vqjWCmLcV6cZqtlKB0rfAiBLD4WE2lrQjCcl1z6tHyXgNDlUL9alVMJ1anRIJGB5lTCdu/QnLHg/P2ZwhC5hNUxgQDE8MkRlfY4SL7CqD9OLgpR2EEc14z9nBzk4fzyy7nLwJxXRSLfP2ZzJpo9ff14r1iwnTvQIkc/yT4v1/wcDT2Pp0PuPndNfe7MBNZLjXMAbqrySaJrDGSxln9bmbDzD3KucGpJtWX2cv4LiqzaN56xaw17eTp4/murOD97/+1/+KUsr//gc/hq+ITj0qtEWJxgBeRnsua0CxSbpkoQbTES06tazSM4kKsP4VXWr49w6hAIBWgU7mbkUWp5AUxYxXqIVkpKnh0xqsxm7BJuWvUXTu+tbITBnR83kX2YJmNAcmr2NGNiAtU4ux47gumZ7S/t+gQWlRLMde25hFnTAjxPK0umOdWgCLjlkLI1S2jG79++SQwXr9LVbzMiv3jN1qgGhMS6+FBduVtV6+B/+7ZVecW1F00pDBcB6QUUlyE4OAW1kwM87cPo8gQSuOom3IvsnZ5+jtbM//RyaTQ9GLm3NxyYJ9+h5owRdIgjjxqaDZkHpN2DJk/yNmWwxyluOZFs/F+wxf3za/ljVbdoGKrD1QHv4QgvFMp66ata1B1uSX+k9Z3BtZvRVhNhEaXt6ztP9f6pAbKtaeh++A7zq0pyrxu2mfQg4X836BJi35F0i+vucF+sQA1QPCQAamxRQhhN+3MQtv+OXetsgog73vKB6RCOOFNBQlNLkqi8+RWwYX9k4pzxLAa8hsQtLQr7YXQtqBT9vL9s409NHaexDDcQjNs39eEWDRMa618JRAfTjWwTPJizo5kYk7uu7s4P1Irn/37/4dvvRLvxSvf/3rISL4iZ/4iVt/r6r41m/9Vrzuda/DZrPBF37hF+K//bf/dutnHj16hK/6qq/C6ekp7t27h7e+9a24urr6yG7IMymobSTrh56RuIE9JzMP2v2zFd1NwuoliQiKTE4eetOxtXWbTxa6ykubzHWo2H/8ZGw913hqr8ZYTQocMuQmY9r1dggD6FazzTlCzlWQTqbYeEQFuq7G8h2cdfugRh0xOazdXdrqGc7d9ehInfjgi4saSvcQlirRUg/evYSt8Dhu5gts0eTR76SoOfeXrTEDnz/vJRyC6AednY1snWtsU6cX9LxVDI9S+LuWjUlchgu3dKvez3NsOj/qMzs3JOiuE1YvePZ4as9SXM9sLHZjiWoC5jNj8Za12YRabd60i3k020Q2ukjeaJ1uS/O92chpK1vk3XWKzMha29n39ZcSjOTZu0BFYJOYLdhz9Je2wSRvopD3nj3vUiASVvuzulTd2O5ZWeP1bJuQ4uolW/qUy80bxeXva91YxOvkUi176G4Evdcc59Pqjl7qrGUEdJecnJZHY5yWAdg/Z/NkuHD9b6AIVt+eTirqqrbWdhfexenGN1XuUmJZHB2gaGBfV4igIM0Sul6p5mPO0gcP5tqb93SYnzhEn6+t73K+EXSPzD1q9Ujs+XgQH7wme+z7wWwHUPTBdW7FeL9Y3VTd0lJsfrPJfaLRRLaxWn8wYf1QYnwnHxfuKcXnErXx4u5jt1rYzUDd1vAK724k1nfeC4YnxkE5PCjhxjZcWNRM9UW6yd6C08Y7ezez7MYw4/0a73o+aXXQstW4B/MCt3cwnNszM7ihvrY/T8EinrcarmjWbMH24DCPWdm83z/XWjpa/djuv64rxnsV+9d6FJ4aosOANd+Yrzfn9HxmPJZ8sLlRNtV9rhn0GQt9Pq5R/pmP7w5rfsVNEv79v//3+IVf+AV84AMfAAC89rWvxed+7ufij/2xP/aKv/z6+hp/+A//Yfylv/SX8OY3v/lD/v67vuu78Pa3vx0/9EM/hE/6pE/C3/k7fwdf9EVfhF/91V8NItdXfdVX4f3vfz9+6qd+CtM04S1veQu+7uu+Dj/yIz/yiu+n1TT9ZbDpNWxx2oaxyHL84kSJWh/rgw57UqTA+g/QiEXwGg2tzcIsPqm7DwlqMV1vnROkq/Zvl44Ig8nEDK7dXCVD0hdmWS9qzQ6TWqelthHQiAACaGVmgWCm1gGLbjXL7MifyyPDsuZmtdg4/eAH7HfZzBqwTYkBDje59mJaxE9DeMJv1PgBCk0ktwnEs6Lk7FtmSuyhGy92kdVbw3O6flkjjOjF6u8ysWWhR8Nxny4d02yRfBolXJUAhPwBoJmJjxv/frSUqKwk/p8b3LIGZVlPq+u1rJ7OULwHxDw1QphEPT5q14v3sWSSiuBWJlmzIjmrWRMAMmNTy0RoWg8gygHi8aAxfGVRB+S4u9xnNmTHOA6pjdcCLeA98x6ZYYWvMHCrLswsyTzSBbNnQHZ/EhuyFAlNLq1LY20CmN36kyl3mi2pZza21IOH4UQBVBZBvLb3FC5R4pahzLjcU1wFzlJvYxkBGWu0PlfSnExCJvYe06HJC1Ed9SA6gUVWF+/Wx8FNNmRufuzMWJmasdlKXXEuaCBPNuAIOZdl+HIrc2yIgqNCK45Hq6OyRhvIEjwg9v1plnYfsliXeWeE1PmktvmNNtfoALbkVwSJPdmel/aLHJRcCN9c6RG//NyP9nrZB+8LL7yAL/uyL8PP//zP4xM/8RPx/PPPAwA++MEP4pu+6Zvwx//4H8eP/diP4TWvec3L/vIv+ZIvwZd8yZd82L9TVfyDf/AP8C3f8i1405veBAD44R/+YTz//PP4iZ/4CXzFV3wFfu3Xfg3vete78B/+w3/AZ3/2ZwMA/uE//Id44xvfiO/+7u/G61//+pd9LwAC+svXgvGe1Q/zweQ/3bUYe1S9TiC2odVOrUuJywjq4E5Xi24+rEmVI6+N3pjurBwj/GF1aPWX+bgC2WwkZYYdwIOi7jrrbXvTIZ3sLcPNFTonSFZrIeYdk8jaS2ReJ3Op2fzP7O3/XJfIGtKNHRTdzvR/tvDtkCjHGpvpeK9i8M4x00m1hV0QVm9pcp3mWrF6MSGlVodJsxmTl41lsWVboV1yNqUdKMYcttq3ZkF19xDCluZQJaYXBSJaZnea+cjY2TM86r+y96adomwssrVxFejGPouwVToIysqi/+48gf1+CZ/ngzSd98rqsKvHdkB3N6aDZG/V1WPB4b7GJthfSXR26S8F+2ecmT3aIT6c27uYTgu6a9OKV/eJ5ubLDZYGD9yUtFck7/CEIlFP5JX3Vku9/nhjxQ+Pc7DFyRwPiDk1BIMbdB0EuLFNV6pYv1k/nPPO1opmy2IUCN0uIOGFTR9sMn8Z5Ei1erGURW0/WdZpzFJxIxVDfOqq9T1WAeqRnVAymU94HWztlZOK/lECMrxmTu9y1307YsP2d93e9KXzoBhG/p3g8HzB6sUcpZp8sEyubD0bc8VDzYYesY5tmuyKznswszYQPYlhLl/9eTL+wqai68UdwqzrWNnafJs3pgYgY5h9rtPBAgOrsQv6KwApYTytUOc/wMtU2nkvW7bg5Dmjjd3dX7R7lWIHOrtfzc9OkH2GbmdUdBGg8O/zaBrr6cwz2IOv2+Tzpngzio1l0ePrR+QnnaE3PqezM9jzzvaQfLD13V+INyIxN7o0CtYveQCfgfULhq5dec2/u2nwdhkQ7nTz1sY/u/9AGWzfGh7b2E0nHlwVm3+GbpoOn+017+p62VDzN3zDN6CUgl/7tV/De9/7Xrz73e/Gu9/9brz3ve/Fr/3ar6HWir/8l//ynd3Ye97zHnzgAx/AF37hF8afnZ2d4XM+53PwC7/wCwCAX/iFX8C9e/fi0AWAL/zCL0RKCe9+97tf8XeSnRcGGF5T0Qyom93z50gqMXuzhUsUiT/Lhcqs0f+srOzzxDPa5PKhxjgUyE0HcXo9qlidt7qj1VAxTdnqulWQ+mrdjbxeh8EaErCNmHotzDaDFn1Hfa2y1mf3FuzYBVsQyYIE9pC1vwBU1Dbi1J7ZBqkRqJKzqxvL2G4zseWgExjMag+hCwXQnLCAOKh4RbRPJ7CK0ApGc+6Vtijfs9qoa00t2g4dJd2y/LlTQcCdmmhd51mxLsbRn4msUv5/ELsEwWidN4gsSZPjIby/yQ+YRfcdmlYESz3QlQXxbZT298vMhRrWhJC/xZymBpmZVLG5RsSGOvN8cAtNZXCF+Hy2cLObcIShbz8ni3mkgjDhoP80TUPsWeVWA3d2jTE9qf07HVqNNO/tmfNNQneTIHur33Psglnv8wGwQ2A5DzkOSw19g7YRDdzTJEFsgrRNmDI+ay/pje2dFY/c9hAiJJQbcq9gPZr7CQ9KHrLUYnPcxDM2eGlDe3UCUVsz0X0rtbVD8qEUmwPLQyTWu7Sfj0YB6oHSPoOueqwNU5pmDOe2l5ApnPceDNZFycCTG3jP7SXHYnm/MWFctVBcj0/TmSUczcya0s6yQqAr9vcSazYIgH6FKsOfnbXhOtj8mdf+M32bH3dxveyD9yd/8ifxfd/3ffj0T//0D/m7T//0T8fb3/52vOtd77qzGyOUzcya1/PPPx9/94EPfOBDMuyu6/DgwYP4mQ93HQ4HXFxc3PoHgLX889oWa3rGpm3dN6g/S94msLu2VlZsok5GaPU6VHfjh8BRhTordzpxp5RdCmIK/XHTbJN6eCkbK3ZbWmN4BXKuWJ8cMO57y3LnhM32gGE1I69tRQ/bCUevv7QscGVaNepJx3vV61AatVDTb9rEn05bmztKVeh+s3pk9ZpbRh8J7r26aNDum/h0Vt3f2H6UGwNbg/UXyXx414r9c/a91JXOXjPqrhZs5Wr1JC7S+djqtMaQRbhLQWwzmu5Vy4yWkK9rOkWN0R2m7r2bhmwsYEHyDHcnrf7Uq7sutZowN5TIPjtt9Ww/IAwZsYVce4vaNZnnNOFIZphkcs5H9vz5hpmw1VKXG4oOxh8ArNbFvqJ2wMIO0ZlOSqYZHZ54YJibNpZt8MJ7fJTQDbNOZ/NGPItrWvF5o4ssSgNFmTfWOD7a/YmNaVmrN0cAdOW61DNnnO6Nnc/m6dQWS7XapSEjAjZvH56IcywSVg+NZa1o67dsmpUpVQPBsk/werFp0adjaqmbdE7FO9yoeysf4HVI8zIHgPmk2BhdwFEToByXWx2Eao/ogGVuZDYdzb9YYg43CZ7XTyeJoGTZeSq5T/l0Ygzw/oJj7u/ggKhdkrBltWobu/7KEBDAvqvbt3kS84tkxmrPMzxMELUEwWq1yZQaswUk3U6CG9C4HTY/2vxvbQ77JxnshtYCQQ8CSHJyyNmY0jZXh3Nb35NzZuYNoiTBtTOdtqb1ejQDlciY7XvLTk3qLQ4Z2MV4H5luf3xQzcNg0wKmu7he9sG7Wq3igPpw1+XlJVar1Z3c1P/p6zu+4ztwdnYW/3zCJ3wCAEQdBPDMc178t8Jqd97WzGBhGz5rqM6ITcD+qqwTlwFmQO8ZKGuYSzadptbcPO/tezXDMmEyIAWoNaFWQcqK3HmmC6DvZ6gCqa/QKtjvBiMFrWrzWvasuq74sHYw1FXbJJiFm3H+QotYpLFeuUjcWq52/nx+AHHysntLGGNM7e/TLCFyNwmHNm0fDz2X49iBpUFOsizWApc0IfSbvC9Kk/KN1wunJuWiEQrfK8TlSDeWBaSdw23OXiXcbIQYJzSx9up+2KyPAybLslq0RgbI98vNhDrQvEstE8vNbhDwuScOabLGCTTDh52jJL5xl8GzOc+EWZdczuPK8XHiDFnBtPkkAsFAgLVZMzWhCYXBzPOxZQGUJ0El3jPXkcnrJNbPzHnh7Oa0T3Y47BoqJJN4huMktK5lIVJ5mNozM2MGgPkI8RK6ndU64YgDUZ7IdDwY4Hslq9vmio07yV2BcDzFaGWgxTaIBy9NIQEymuyHmmftNaxVIU6aE0Qw+LQMjtyCJTO/dq3f7/K55ZCiYTsPNq7VKFEsUQevgY6nVg5SZwLzkIVvNfY9lqnLwVtfTmL2lXvfizy4XOqIaeNqdroIFA9JG1q2qNWLIhACmTmH7WfKSiMbhyM53GM5r/juiLIEC5no000G2f1SEC0p6Z+fb1KQ31TQ/OgX/w5nrzt0r3rZB++Xf/mX42u+5mvw4z/+47cO4IuLC/z4j/843vKWt+Arv/Ir7+zGXvva1wKwGvLy+uAHPxh/99rXvhYvvPDCrb+f5xmPHj2Kn/lw19/+238b5+fn8c9v//Zv2184WcPgHGOuAoiDVIrpyPJBMFy27GveaGh8qUOzGoJpF8tRaezBvvnO0qtYXfxfPOPubppkRnzDV7cErFNCKQkpFwyrCbm31bId7Gb7YUatCfNlDxzN6LcjxH+Gm/B0pLFhpFEwHVvTdOpQWYul5pETdjrR1nlpMFZod2Va3/7SFlzZVtSTGZTs5IPV4+h6VFdAOS1II7wfqR8iPo7MZrudaV21a9ndeFYx3bcMXrNlP4y0b0GGsI1qeHI7Exa1LKuc8SSyxTofWR2pv7Tn6fYMnOyQt84llj30l96tCB60dM0BCGqZhdW+WtYQh1g1SI4Squ6KG7/9fXeDyHpYW57OKoJ4B88wk91vmmBEnCKh3dauGYoQ9uZ31JWPpf+denAwPLFIv9s7Y19t/AiL1sGZ1ReeMQswPmN6Z+MyeD3N9cUMgsrK3iP7vpaTamot/53u0g5166xjdU72ECZjuawNGYAfZNOJZclAWy8Q4MBOQAD6c2muTIrw+Sa6kQqi7twgY0cYPEDLe2A49zFbNUiZn8mDzTZywfj6CfNpieyaQSwJScZotgMsO2uYWRcPvSb30SB7kSWt4dXttV4PJLob0/CKB7Vcv5Z1O9S7gHTp0Tw+V1COi78v90amJEwaG7uuTJOuDL68/qzOp7glcxP/DPeGno4cOZzJyPeALrdgyvo1N77BvK0RPJZNm18CL7v4IZ13CMKUqTd8LR+3tFSzIxZA1KSpoGB5yLy/a8wdGwdp//bSl3YI5vZdXC+bXPW93/u9qLXiK77iKzDPM4bBQotxHNF1Hd761rfiu7/7u+/sxj7pkz4Jr33ta/Fv/s2/ieYLFxcXePe7342v//qvBwB87ud+Lp48eYJf+qVfwmd91mcBAH7mZ34GtVZ8zud8zv/ys1er1YfNztMEwO32WM9Z6g07WvXBJyWhn0mCBCMzoGx4zYPcIzU2iba6J0wi5NGlSoO31FuU8Xe0V6uJVEAlQXOFIqFWRS2tVtMPsznNpAo5mVCrQGtC7ipK9ojcn9MgoVZ7Ec9Aaw+U0vxVQy/ri2Q6tUOcGSQj5lwI3VR0j3rL2rU1iZe5yT9QjIRCFiSA8N0lO7Zm4HDPW9lVAapn7aOYFhe+YJmROSnH/k3o0zdGunZlIN0khy0N0mquTMDsdSQZgbpB1O6oda6D/ZsXI3mgNYwnszZNDmUOXrLoFSHL6qzBRNkaaSaNCGYwoXIaXzBz015R4XyAajVxgJuPEcdIusneGEF7RbpZaHo9qAltrB+IdXDrSq9nsZRA9i+Z3fPWf9ezVTs0fFxEW+3crxgvUZS1ALOhBcV3nRxMbg1UBfA515v2No2CmjwgLAuLVnaCykB1tnnUQzOCNGhztJm4kGBVB0CSuuzF0JXuWrxhgs+HTVsvtVOUe07K8sCTMh3AMiu2M8yjzfVAXHZez/SMdDzRIO4AHuB1LbvP/vMMAlrtfcFMr45QKMJvQIodQPPW3gVhXpY+yG6PTM4VGjILdOVZc9+MZ7RrwYBlo/YrbCAj2hCY+UijRJBvkh/wdphaaS415KHYu6fkkaxtGmXQOhJdk9i1jL2VD9Jo67v6oWqlEWnPWFr2zhLCsiMaSx5S/B6nth+LMsu1d59vBHW+Pb8/mutlH7yr1Qr/+B//Y3znd34nfumXfumWnOizPuuzcHp6+oq//OrqCr/xG78R//+e97wH//E//kc8ePAAn/iJn4i/9tf+Gr79278dn/qpnxpyote//vX4M3/mzwAA/sAf+AP44i/+Ynzt134t3vGOd2CaJnzjN34jvuIrvuIVM5oB39T9IJGKRiP3Tau7tsXIiJfat8GZnTI1aNEkJxqaO7oZsdNOd+U2eg6xSnItnUMs1NIOFwn7Z20Dliqo4nKiVFGroI52CFUVbFYTrncDUq64d7zDo4stak3o+4KSYI5GowALiI2yjHQQj3ArRBNmtMyFG3cqgD4YUa46yM6mTkCqnOzrgvVLPWgwsYSw6YMtszG3V48ypmPD0pJnDtTSaWes4XpU0D3uAvJOo4TXdV0BWpw16/V49vdkzSp7lmBRf0V/mTCtmpwkCF79MsJ29vMhYdi1wGF/onGIC3Ar2q+9O+f4IWSddyxFsg5LiCxZB0U6Tzg8U9Bd5nARKms19nMv0B6YVsaKNVhVga7VPVnfDnhwU7D6rR43nmWOrvfMB3EnrlbTC/MEz4ZnP6ypUyxrQzBMjtXKItOJHZDRDcpheGxgUKK7PvEqKwuaNBnSYF2zxIzoRYPXcHhQIwgIWZ6jQHkEtHeyWLHv5nhTRy41BQO2c3Z3PSrIj7oWtHQ2H1aPHRIf7Duz96kdLgTdFXB41tZrXSkoyQrt7v0Z3WUPXVt2rwfB8Ch5X+oU3ux5J9i/plr/bnjPZHjJaQame9Wdzdyb2F2hIIbs5IsU6ojaqSNudohaZqdQ1lWHxgY2/btiPpuRr7L1RnYfYnaqIuGNVp3LAypVQ4/Kxjtp3QpoxTgJyRKGfLCxKWtbG/NxxfDEHLO6G8HhuQocbHznre8vG2e3U1d8CczrVl6ZjzTWd+qBKv4eHIGRCmg0abBxpfQzzVayKGsJ1Yl0i9INE4kOKAzM+4rauce1a4UBJhnsE2xo4PqlDmz3fRfXK9bxnp6e4gu+4Avu5Mt/8Rd/8dZn/fW//tcBWAvCd77znXjb296G6+trfN3XfR2ePHmCz/u8z8O73vWuW80Y/tk/+2f4xm/8RrzhDW9ASglf9mVfhre//e0f0f3UtW1uZtjfsiYP2jGetg2sEu5hgR9Anj1idqikrtXrWOowkBsg9IgJxUjMyC02KdUjbcoSrPmCfW9CQhUrk1ETt98N6HNBUUHf2+LfjT3mQ4duNWOeWoFKKlmBGhErbfei84g0eCjchwaP/vYZyRsIKNxazus52ivkpQHTUTsQ4Fl1mmHM7BGoc5NaydwaS9jh3jZ6KYK0y3HISTXpTS6mIwwiUOaB1kzgu51lVmwzJtUIIdpZ1guvm8mqQfuUIBhxo0FSNQPV2ypmP6iYQbNOL2iHsIrPJVFAJA4smdpcS6NlaWQLp5kmCZbF09i9u3IZxCEF2W3etBo55VD5InvDCsV07BmDN7JIYbbQIFXK4TSzFqftWTwjDDTGg68Gv/vmKH4IrwHN9sO9w8fTWYUwI5sEJbPGr0Ayk5jSI9rzLTPhNCFsGguNZdDqvjSoMeKbB2viFo7VAt50lQ1+HdQNTuzdGE9Bg4jGMkXtgOnUs7++ZcsG0RvzfHipQ9l6Mw6HQOdjNo5QUP9p70tirPtLweGBure1BLpE4wqZgX4nmI9NyjgfWWRnBiJuV0g5DAPDlSFTZWvBTR7RyJA3Odj/daUofrBSAz+vncyViZgg5gsJWHkUW5COvNAe02woFVJsPpKLQL5LWSvShViTeqItPt+RHHbfU4fexphZPJEwBpU8ZMmLCMVIb3tUmk3uOa8VqYe3I9QI8kHryKt2CJNdnd2Kldd00ixGa7ZEClWsNeIAYMadXS+rxvv2t78d+/3+ZX/oO97xDlxeXv5vf+5P/sk/CVX9kH/e+c53AgBEBH/37/5dfOADH8B+v8dP//RP49M+7dNufcaDBw/wIz/yI7i8vMT5+Tl+4Ad+AMfHxy/7XpcXpSfas78qQCcUqPmxqhv5B2vVMzn4RmZ9b91RZ12DdMXaY3ajbzIrRe3zWS/l5gY4SURbx5pUPOPbJWBMqLMViuZ9h7km1JowdAU5V4xTBx0zUlKUafGaHR4lSYpZdkh8vPZM5x+FPbsOzvg9pOjGw0xZijkl1XXF+qVkjEDvtkKYno5U1nXIni0MIDIawYRkHXFIyqFB1qSVvVn9YIxuQYRcj6rdS4eo3dCcwHp2+r9h/10GDZYzD//5qAY7k1Ky8UwjQKoOy9VYyB6kLdqaUbOr4rVNabAdAK+nOnKyYrlCMZ8smcam+V7OGwCo2xqED9b6+ssUmmb2uEXWgA0N+nd4bdGWUpPN0ygreJs8ysvg9S0eyJp8cy2WPXU7hIsW2b39NRrDHXA3I5vj/KzuxmtzGw1Siy36Nlfy3gOE0f5cfc2QYdrt7GfoJ90v5mV/1SBLohoBjSbc6kPNEgu7FrHcYQSdBr2vHroGd10D4eGBq9sCmoSYUQ2hYxsPaquJ/hCirX6A9Fc2vnlvCghm3Ax4QnPv2WKUhXy+szwD2JqxzFGgztyOw9UPUnbjiXqndxFKB2C4bFkpANRN8zRnE4VAjHjwEonwhKS/MG00D7t8cH31qsnwgIYmam7jyH7lNme45v1emLU6kY+SMzLpuxu/j01zG2SgFfa42QKp7tp6DVPmV06Kr2tH8ZxglR1ZWKI5H+31sg7eb/qmb3pZBymvt73tbXjxxRc/4pt6ta40mrSFmldCjHnvUIY3WDaz9raxNL2bL1gXlqeb5BGrBMR8uK+RTXe7Vj8pg0uQ1CZvXVcc7lsDapoF0DPVfgnm9lOsdnZzs8I4ZuwOPfpcsFmNyNsZOVesthPy/QPy6Yi6rQGrFmcVy2RRfjwz24sJwjEnXydrDOFMVC7K4mSfdLAodfYWZd1Vk5xkj77T6DIZ1meKbZA0zKeRPsfUMi9tG4ZD+9QNcjNixLx6mEJfSOILD+Zb7R47W0P9pW0+1sS8vUvLIi1CnrdWa+TmRwtQbjr9hcR7t/ZkZBKb1AUJyJcpgpyyUatxb11b6e+UUgySqmizR2YoDe6lAuiqbRzexo5XPlhru3yw+ll+1ANiG9Lksaj4uzAfXQ8G2L/Y29vlcdEmcG3Pn9nK8rBg+w5mLlA2Gp67+wfAdGQwXgScFVg57KpuhVkWa8VMSVge0KhRBozvrHvW180+07Jn8izYtrFsWqcuBg5l6zpMtCB42auWMpS8M/i283E2qZfXMnszypFZ0J3nOBjT7NKfy9y83d34xFjp1QwY/B3XXlHOZlMDrHxNbBTjPY21LWMy61JHCcb7Nr6sodbBYPo8Wq29u0qRzTJgMEawzT1x2JSBpY2X/UxxhChY9G7IUQcEWzrtDEJOk80fNiAgAsEgdjpRpF2yNeKNKkzxQda6t1l1OV4oPnweplkgNzkCTyYHtABVElNHt6BdmaxIs699D3oAe+7O2652V9mCUgYBe5dWFYnOcJptv6YvA01gODcguJUdf7TXy4KaVRVveMMb0HUvD5ne7XYf1U29WleagdKrOUUR6nA2pHZAKtokRsWjVo/+0DX41g6Miv48ezQP6Mqjxc6JPZxMznwta19cEOhgLE7rBpNBwf4tcbnA5CReDy37DljPqEXQH++QU8VhPSIlxaofIWvFOHe4HjO0ZiBpOFyJ2x3y8xOZrDs0SJNyqdLIYQBQ1jUma4Etpv4KTcLSA5iXECYJFDamrBVNPSNZd63iweuLDbNlayQbpQKgwDdDQMQ0focHEqYbS7mHDlaTW8Ja3ASKd5jqlhKC5FB0BjJ9el0Hjb5CJbt+Edg/o+hc140izjRGsDS7XcJ4Vq3O6M9T1moZmq9lkjw4JyKrcYJS7Z197BkbgKYxJhehAF1t8F7eA9OZbWIzfAP0w80Ojcb0JWKTPCtNI5zZDGR/9rKqvoka7Kmy2DyLbcDTqbuBOYGL7lT9FTCeoc03Z+DStpLGJTUbz6DzvrCAozIe3FLrPJ4tWgcKMzYEe1W5RtR5C1OOskMQhErLaMgHiLFnZuffa2QrjZ8/nFTIjcPNW+MOROkh+XqabC3PG5e09GZ4k48n5Be7UAbMW+v1y56+DBa5N4zPzRgeNi6A6V2JDFj2Pp3VW5IgO5wTuhs7MGId+bjQTa4OavPbNei1V6g/vykOWn3WulER+XA99tjWVFlZjX3yXrZ8rwwiqc2mNWwdxMtCYjGHM8LLtkLnVnLKLsOas5lhsBUhM/50sH6+83HznKYyYXaHr7JppSTuP9XJYyoAKH2bASESJy24Nweu5Qb80V0v6yT9tm/7tlf0oW9605vw4MGDj+iGXs2rDh4h+v+ngx+u2Q5gNkAn3AaxQ2bKQOkU4ixBOySzyUn8AOpuBPOpIl8ZRZjZVPJsU2JxA93jrnn4uhPT9GDG8EIX8C0mAXq1Q7oK0lDQdQW1Cp5cbXC0OeD+0Q5zTbg+WDhcCvFkO1x0sNlVTgvyeRdZIWswFPvT2DwMxAui2TRNQKYHFmrXQTEdOUzu2dh0bBrEfBBr2D16ZOrs3LJqm0Le26baX/EAMBRCJuLytpF0O7l1mOcx4fCMyXnGe665E/v84VyQXV8LIOqa6pBkdUg7auxZUdxmrvYaUTsj5u5hbw0hjtVKSO7aw6yfBBOycgnxYpYgJVHzHHCi2xB2/j2aYNIKJHR7M+s3SBDoP9AHbDodK1YPzcJTyEIV23CGJ4v6mLT6qjkLOctzA3SX4tIQe2fjvYrVwxQGLGkyGLtuFGUWpMnY2JSXGbpgG9bs1qH94xxEmfGeNpb+jYRMCEIkCSjOtpZZ3CSD9U1fCIaOOzu+BX7GshbkSyMRzY4k1F4DBmYLPpmBlTO/q9f/x0FR7/m82tgGLgUQZ9OWtQVT6SBRx5cC9E+shpl6QLO04MPXD5nqMtu8tTKJP8oH14GejG7WbyUCDfRH3LNdUpsjVn8UHE5NUlVnC47mI/tcBm0kTZWVuvzRfm88czSJqJHvS+lgDPvk2n1mkaZ4kJBtcQwpNYKzrNlJiPVnGg+N97wk4+1Sl41kogFGZ2WckH9VY+cT7bF92dZi7zaxgQx1Grp5OlkBNs7j1tpwsuRjjG2qNRTTxqH5avso0TF+fvEmLWxqMWe97ef8UV7/Rw7e360Xdadk+6YZKC6hUM+EhGhnxwkAkEDEFy+zEa3qqcYGlw9iWccI0My/9gYXUaJBzWreudAciDpjOpoBdMG4i4Mzw1jKSZGSQlUwHTpMw4znj6+wm3tc7lZQFdRotWV1PHSW9abNjPRSh7K1TD2zdV6v0EmQJ2BymIgLmx6oyetqsp2hhwx09lx1QnRpqysFDh7NH2xcpxNbbLOzKPPN4lA/8u9igJB4Yvrn9UAlUccDFlT7vc0HBIdnnMzmmbyxphEZkB1gFUUE/WW2+wdApynWmC0qdmb23qwWlzX3MQM62Dttvs5eC7/KjoZI1ApVHHb3/6aRP8dUvbsUMzt1SRBu3Et465D6E8s4ywDouiBNJtVQeBAgrEPfLkqFdtSfk/fQX5nLlyZp78vfBf9t8h2vmxVnq/rcFMA33wb791eeXbhmVn18uhvB3HnGU9yYpMCkb9oySuozuckS7g13MDYX4O8cEGzYYL2TWDURJbGauSYJe1PNVuM25rtCrzNoCILqJZ7UzE3Us658Y+uiKprMx9GgPCKCNjaUgHIe2wEiLpGpm4q8z1AGZyIRZISc0c1zokY5VGhNAacT9o7DmkSk3iZSckldcXkRrUWJeqQJKNXWK9EYoiBcK2lOcTACaMlCan/G75WiMa75xjzHI8sM9y1pWfeaxh/wOreNdUmWVKgjOvTXjvsogszsu/FH/TNNnaF9M9shqUqZ8WeTfFUhD0EisSkOdS/XwdKu9qO9XjGr+f/py2sheW+khPGeoj832GzeapCE8gikc8tc5o1vcsVhU+9KMt6vFvnOXvPKiv5xso3nyA4D9gXlBlBW1mQ7Tf65vQvkTyr0fAhySR6BNCVMLptJe8HcdZgvBqTjCd1QkEVRVaAqOFqP2E8d5jmjX82oXcWcekRq7wvMMpQchiB15XW7e8WkCltC6xKt8lh7xGVvB0pni5TkCxqClLViOrUNaTprMB5JZ4Ts68ogLfghLVUg57npIj3TC12fWIs7+gdPJ7aQ+8d2GOXRaoRsnlBW/p5gbcLGM8vGpRgTd3icWkYwmx0ovysYy4PisDHoaXiSQMP/NAPzClEHD41wBvrzHJmxaQndntN1oVFy8MyprKzZuMCh8K1F4P1Vio5SgKJ73BmxxE1ApiOrx+a9MWn7S7l1/8kj+3wQjKetdktdrklJUtSzxA+4NArymOPAPtzTYMrWdUVO9g6i9u+HNxuN8PespOL3kwwOZ/crBrVl7XXjwbgDbDDBQLf65xDOZyZFNjo5Ecyu67qiv7DAaT5yeNlZwjYnJGDO6Hbka3L1ODk06kE2JJji7FyURts7tGfQjOARGMsWscnDM9ey9pZ8Fx3GM2s8MqJifFA825cgmfVuWzmemSlFd5mD+2CubD5H1guXLV+n07ExdaUCq0cpJD1la9nwdGrIFsl9YekpQHKv5dt9pxFQch0qhsfZv0Ma8XEGVAHZmcyrDpb9djcStWq+o/7KmolMJw2upyYY1SFkr0PnQiQAIY+ajzT4BtwDaqcYHmXLtCeDrmUW9DcunRsFukckV3XJmxHLwCGG2k1nLaFadn77aK+7y53/H7hCxuIvoqwU2R1daIPGn6MJRaXul/VENkmI3rUI6JAbULRHWwZQAiBrsHsBP7i8NpS4oJ3owwbTdLbCnJB2CVoEOVeIWPZbVTBkO4hFFDlX9MNsblait74rMr7coF9NgG4s5FNvmwYg2K9kBIrXD29neYjNnuNXO41os7qMiRleOEGxz617V+eDxN+zvrQMGtgPNo2Uh2gQOihh0UUNW4pH+s5qVR6oq/a5UiU21SUbOQwa1g7ZLzclZgBze7fMdmnBaTVAjfGMWqhvcHwPy/nC0obVDRGZO8Qzq86yEs4Vsk7LuhkSsFYZTkkOqZMdzVaPzNyXDc8p9wlLSY4V7Hfpc81nD6lVhyBRJbYIzAgoRBfjuWSMhjf2yoiArTWj1+BdVsbvywcbM7bxDG26v4d4Ts+iOQe0b8RJkih537wfvn8FgrVMa9N45iKh3w8TEH9HaUK8Y9bByaw1MhuCMyGzAKvqqoomV2QJwyweNfyX4UQ+k9/YwQc/9G0gWpBqZjCLYJDrbREIKrhXWZYYvtVVAk5W8YxbEKUB5KbkiLmpCAa3BVNOwMvte5X7nTD48rWQ29ohX4N/FygFZY6dBnObczzKfervdrGWA9lyaRcJpfHOpM0jug/ekiHd0fV7B+/iCnnKZEL7/tKal0+eGZCdO2+B3WtaQ+40GvxIj+KyMYZc9Ol0idDhmdp6/NY2qUK+4IQCuu6k2aPLXUJ/mcL4nptHvrbMEBUAIU4Au8sVDlOH88Mal3v7wlU/497RDjlXO3w3jkl2Cp0TyklBOamYHszI1wnTvWoG/UfVOpMkQNfFXX7swF+/1MTnonY/3SPTkRBGpQn6cJ7CGIOHgbppQOvoYs8/njGbMkYuWZeUVnTXyTu9kPzQolTtgO4yuxkGmcaIzZsaP24C/YVvlBkWuCT7zN4bA7DTCQMOa9cHM8Hwlm21p7mB//fY/JzJ1Kb/LhGAfCPoz5PJmbzOxs0/j+JGEE2D211KZCVSDFEx/bTDdNoyJHVTBqv92ibDrMZqjxrPmUcJmJqHxni/RsMQGxxrnTYfV8sqq7ViGy78O/c2DwlnlpXrPmfLaMTncRnU5WSWzQD23ua1Ro2OlpTdlbGH+8sUmuLaK6YzN6rhP8U+w1rb1XjvUK9DitXmksOIdhg5Q7UiJE22ru3f2R3qzI7R3p0FDS0wo31h2TQdPNCCc4gzeAcbl+SBaeccBqhlr/tnNJj1eQQwJYfGJQKheWuIhqZGBOvPXScrTX+anM2enN3OmizRm+nYGeWuBDCFgYaem+Sz7iLbPzd2Hzysl8FmPSqhfhCSND34qL1zPjzQG84Fmw8kh81tzMy4xPXNB2twIX5gpoN5gZd1Nb4Gm0xsNea9VOMiGFpj8577Yprt92l8wgYZTJJC6ghDubI3iQCegtlzWzNS2/5/F9fvHbyLiwxToMEWmqnjk8bU7VqNAEBozoKFSWalR4X2Q7Z5L2sRkRUysyAjsUfAnUFemRHa1UB9FhCJhXQOYbuf82EyfS8AdKli3c1Invn2vesOugpVGFM3K2TFzKmabaY758SXVkSUyMibdRsGE4wclyYTVltqEX9s6r4ZqiAY4cr2hj42VkeS+I7I1ghP5kXEDPv76oQ4wvnRfSW1DEvdMpDPFoQd9dpkr7HZ3jICAEL+EvaLRYJAFJE3mHE9Nc+oQWYmT32n+nMuarA02g/ZDyF2z5ap5YVnrMwOrJ6MmKOET6FtXiY6RfkzxobjdbGn10OwiJk9OdHmFkrDMfDAI/TgPvYxf/zn2SgDPmdIRmTgGUxknyvVUaCoP1f7M76HIPugjTvbRuriZ1p2tShbdHw/fKdtbmMxrryU4xr/s/g7f3ZmadRbi9e87R02yJxmFmxSEmzqrDFniXbZM/n89rnAzyfrmIjc8oZZ/gi2N5+XSE1dfLZrrynrY6YJwJj7nu1GTbm2YAoCYKgxDqmYbp23wkQDToxkZstxTqXpyK3W2tZgzBUsEMgF96Y9mwYCFDKqRcYc75QySs7fZa3Y5zERvJBy3sH1ezXe5aVm5zYfud8n3Mje4VEzB3fShksiaJowOTOPxA6ppuWbgZDQrM4tCy6DH9yjYDor6C5t9Vpt2CYae7Z2VwnzccX4wNx+th8UjGe2qOcjjbqZ3FibrTpb9jPueoy7Hkene/S5mIezKM42e0w1odSE/TBgsz1gd7OCKlBnge4y5uMKcSYru/X0V4L50JsW1duuTSdmTyerinrdBcmDXYO6G6Cs3IZOFeuHgpvXGYzW3SRgNrMKtupTdzSKQ3j2mhk7HvmiUR7Gs+DwoGD1Ug5mY3dph9n+tQX9dXYo1OrA+9cXwMk6Bs0BOjWHoP7aNvH5mNZ17iXrRBxzEDPm9M1RO7jSLJDJkBBuovx5+H3115bVVC+tm8uSOz316gxaOMzfDl86nHU3EhD8eE/RXabm+jQBm/fnMMQvbspfVvYss5vVwy342L8V6nwD11Dng/1uukkhKePmdnDt9uqRuDzF5mo6GJEQcN1nMTMPTd4WUlJofwHTvEYfZTaXAKLMsHu+hpyHdWaym2tW5LkFTtNJa25hAYetI9NsNiRA3PawbG3usi/tfGQ1ejbQqG7uQTN/7glk0I9n1WVdyRi7cQgK4C0UWXekbnj1yBCZ4lKd5NI0WsNaYGTPAAG6ixQBSpq8Dv3Y2NrjswUyWyY6e01XimW5ZWVrhN4AxgURzCdmLQtl1m4oz5Jnwnr88CQhO5+lNY6HlazYQcjJb7Vkq4GeWuC+fV8y5zSv8+aHjXk/9jaG1VunUsYj2uwuQ7+vTSuumW0DYcY8G0WaDGUb71Xrwex8hflIIdwLfY6UReko74zb0FeJfbO7FpRtaiqJbuHhMDsr/FJi/dxld6JXfPDS1vHlXN/7vd/7Sj/+Vb+YSVQgsiHxCCreIusYzIQ8SwDp8svP4yHhMDZhrfh7sisTJ6WG/OMWi9AzDVlkNmQQ0iuZhxEEZq4hQK2CUhOqCnKqyKmFbSkXbIYJh31vi4usP89ybzW2Z710aBmoZgDugqRibM9lRMosijWZiLaXw8QhdYISs814XoVl5LD/Z+0sxiC377HPwa0aHceODe3TZGnLsua5rNECnkF55hS1rEWGHkxTRsqBPLR31zIQaVlnh2AFh+yjCOB1ZnspuBWVEz0g94DuUsntRDkmeTJiFwSIxg19yxbIuA7rRz9Ql5wGalDz3A5C/jk3zTyaaQZrgVKTv38POL1+zGy8NWTwsaUbHN8fx9jXAMmNRIpu1dWILGT+vMY7b0gIEGiJwDTVPrcaVNwcrtSz7HjWpIBIW4N8B7yXRGlQk19FRstDlVNJFvOGV1p8oLTfYcZGjSoW328ZqLS142NFg43IzLNC0bThMT+enr+13YOYWKKhRR4UEF3Ie5/jLpcM4uHi2QOOrpb0sp4cCIUwqGloBJ837p3rbcmzWazhQAzo6e33HmO+zFiXc0ef+hy+L74z32uW6y++e4ECxOfd0fWKD95f/uVfxi//8i9jmiZ8+qd/OgDg13/915Fzxmd+5mfGz4nI/+ojPnYvj3bgeH5/3ryXq7u8DI+tRqVbxEGoJBd5TZOwSb7xQ7AzBuN0ZFH8cJHCyFs7q8XMx4rhccJ0YkzXaFyw9vZlLrHYP9vYjMO5R4UbRXcp2L+uBGFIrjvgbMLN4w1KSVAVDMOM+9sd7q13eLjb4mgz4mgYMW0z5ppQvLvR/vH6FkGjZASkVNcari4AkJ840yTZ/e+fL05eAnbPM2M1otfhvmdUIw1DEHCttQYDDs8WrF7MgRwc7mvA1wIb6/UjwXjii04986uWse6e06ix196zu2OrD+XL7DaNGk3uU3HWeVLst+1wKy5dyWPbCOYjy6IOD9Q8YDltimfJswTE2F8ZP4AM4sM9jcMOar1pKXFSAHVr2X7tFMMlcPM6J84cDDFgbVXU/oxNGTRZFjnBa2euey3rirLBoiexM+UHN8DXRW3+xud0pjTHA85qcjL4xpmKfUbZGot0/VIKWVNdeRbh9o7z1ti3UESdzfzIgeLro7+0uiM1zUaAkWCbrl5KmI9bDVSzRo/m4UIASYESDU+sIfs8GCv78GwxqdReAi1JNP84Kcj7jOxcge5GUI9s3VGytXm/YP+sHdT71xZzQQJC70l27eYF2yOs0bujRg6Hz0cKeFMVCILNy3WVFjaxbOwexKJKBq7Nl9o7b4SZlyMd3bWtn1qt1io+HzlXhsc2hr1zUMqgUJGoZQ6Pfb5sNN4F9bh1W9HdZPTXwN5r1Uw26qBQryWnSbB73gw8ysaCwuHcGdPHFcNDc/oKPa/7K5krFez+u2Xw5A5kvXmUixqLHrA1nsiTcI4FZUB5JxjvV6grIKr7nc8bhawbwVE8kFkiW9NJ9QzYWd/+89x/gkh5R9crPni/9Eu/FCcnJ/ihH/oh3L9/HwDw+PFjvOUtb8Hnf/7n42/8jb9xZzf3f/syiFMsbGM2xKhpET3aD+N25sY/Q4uwRReZSvJMjJmcswSlPJV5qHimpRGVo7Dm2GqZZCVy447My2EluxEF5ox5ttVcim/CMNipyxVJFF2uqCqQziBpuCbZNhCBdtXC1tnuC2hRtMxuLMDIc6EdtX6tLcpcMjV5f6xZM067VZME4tB+OgMhW5j/n/z5iTCkBXOTMGJ8t48xgGBXkkxBUw6+DwsMfDwTP1/DSlM9Q1jWqJmFaucHtLQNFXXB+IY9UyreklAXv5s1flbgSIizom/V+V27yddNIk3jH7TI3+azNvkO2p/LjGhSEPVKlUAKoq7G5gmZN2oP3uphvjGz0QBRisUaIVuWWSIqTFMui81NGpQfD8da5yI7W7pF3UJC+J3xYtr/xjPy96R9Hq94v5753MoUfa6JP3Nd7KLLzwvGP+uX/J4FwiKKqIsvs9Ng7mszbqFrXOh7l2x7X4txHz6Pqf0FEETIGA/OCb39O8ta9fK9xc+lVkuO99ABSsUGh9zXfTRh8bkQRDdtwwkguCPLd8x1rEsEyp+XaBAzU1n8fiBaT32eCvdnz8aZSfPdc19frmHn68iHG5eP8HrFyfP3fM/34Du+4zvi0AWA+/fv49u//dvxPd/zPXd3Z6/CpRkQZ5QyUkclyzVh9dhckWaPFskOJUGEJBgjm3jLL69n3Py+KbI9zRbNQTQg4rwTb1B/exLxvlS8UTwQnr+i9mflpGI6VXTXVpsDAD2aoX7Q1jHbwSiKVTfjeh5wutpj00+YSsbQzQZHV8uM++1kG2FfbQM8nW7b0XXAfGamA4lEptHY32HgMAC6UnOhOrcWaGVlWsKwZpslRPEmmWgM2XDPSVZH7q5ahrZ/TUUZrIY4nZbYPFiP7XbSZAQOiVVvuwcgGg4cnq04PFNdJ2iReDkq6G6MZdldmtUh65N08Oquk2US/nuze9pqRtTqxjNDN8pKMR3XkOPkQ9sMiRysX5IwXLCGDD6n/PmpRwVYF4SjK/bvvLcG9auHpk1ev5iQ93aPRBeQrOm3ZsXhNTPKuvnQssZHiQ6JLearvNioBms4b65kEk0FpMJb65mmuWwU5d4cMrDkJKzqsg+b/022QUkPD+NUWqCUR3E2tNV/ytYmodU4bc71160TUD40dYHBswtpXAdrEL9PYZPKeUGHIhKbpmPEodGdp6jf9tfNUYvtHot7RNN9SdEIXNzoUa2OGQ1GFijK/hPGFkR7xsn1XXv1erIHit74oz+3evt0VlGz2aV2O/vusoJp/5PP9WpzdPXI5517Uee9aZHNgMbui8YnAKwjVjYnOiYBUgTlqGD7vuSWpQjTn9or1i+lILwN56ZBHp8p9lzRm9eey5pUMCB3j+yZtpnmdZ69ixSDRaIvKq03eO3M8UuTqQ66K1sH3Y19HmVw+YbPbXtH9X18PDUdNQQYzo1jwmejlC+IgXd0veKD9+Li4sM2QHjxxRdfUSOFj8VrWUeN7CcWiWkHl3UWVLBk5P+0kMg2Yg8pPRMku9K+rEXHEcFrq2+yhqMAbmnzgFsHIDwDU/9MwLMGFbOVrDAxu9g/CYqpWAidxEw2BHDdr9WEhdE2nYr8XsPybikk9+wsmIgxlhpwbAQSzOiyRtAtngFBNP47nj21Z4nsn/uC18pEm8ayLuDxJeObmcBSHsP3y3/IHuYhw8h3yfy8lQlIe6aoXdf2Lm/VahcZ3zJjsT+Q8FqOn8kaB8CSAWoZjESWYJmEzTFdbgyewVodXlvW6+NEXeNyPGLuaLuH2B0CKUBLUdSfkXWw2mQnCgCzGVZEhi4NTl6ORYzJAhX4EMZ7wK+ILGZ5b40tazVtOjpF/Q4+H318kvsLA57Z+riyZr9cfxxzvqu4Ly9SsiMQrTrp5LWcH7VbjCUzquVH3uqV7M/SL9Y+6+mcB8CtLLkhMT6+4tlh1/awWE/LOct3yCTY9zTeZ7Dc+d3L/WV5LZAG/lM9QEzO1L61Jvnci7EgysTM+OlDLpylwOdoewu115T8EYVY6oEDuQAikeHcuoVAOELGdx5oJe72esUH75/9s38Wb3nLW/Av/sW/wO/8zu/gd37nd/BjP/ZjeOtb34o3v/nNd3x7/3cv1uDSaHWg6kxOZlrjfQ1NF9R9Tr0Gw1aCADwihrfI8qzmfR1Wjxr0xnpIWSvK1qKv/lKcOWvZ0nTq1mu9hlsMFNHS7PCgNumOtgmVdwLZJ3TnXRxcKRfkVDHWjIv9Cru5R1WxHr65oHPS1Th2SA6tdquC4f4e9bJH3RbUk9kOo0GRr21jrT2g3k6sOstWPEIdzqVZ7SWEw07UudQWyHCx0Du6ppAMw+5a0D/OAS3zzzSb61C+TJ7lWvYjpWW7EEMW6P3bL9jjk+s4pQK6qmFQ359bW0PrvKPYP1fDx1g7hF53OjGf2O5qwUhdOt1UY8RXGmP4ITUfadQtqcndP6u3akja2e/mgzUYZyu4fCPYfFCsJubZ2uydlcb7ds/Fa2nMXKazGtmAWXMmDC9ls+70GjMRHjp4kU1b4+Ax0/m8F6wep7bBV69VHyQMOKitXb1gjkaaXRfr3bmyf5dBrOr3qFYD3NSoy7M/cZqBclxbX+EbY8yTeTpcOHyqVrObTg0B0qyOkiBkfN3OWmoOT5ylOxuy0V8JuusGbc9bVyRs1TvZ2Dhpp8FNKJ6p0WVp9dAy87LWaFWXbwzRmU6a1pts2yVha3jBorvaN9MQPZoXxiS2t3Q773O7F+yfLxjvGxJQextD2rCm2RCQ6biaO9nOmtjvn3GrzdS0ypU2uRWhdxUs5qIfXmz9CDEEazzTaNZAe9fu2rPFG8HhNcW4EAA278vmGe1qAttkW8Al1dQIdaU230cJLgaRjOGRuf4xAM+HhhiVtWL3utnXgnEtxnsV01lBEAs788UGDOlih6KyMkQpWhHONg7dja2F7jq1+31KFvjRXK+4xvuOd7wDf/Nv/k38+T//5zFNVrzoug5vfetb8ff//t+/uzt7Fa5WD3TPXEFINKL+tshOOIlF1Rtj+wcxm53ldnQOm9TU3/EzoxaWPVMhXOx1PoDRrbOYxclOjEC9ef0yQ5JpcT+zYD50mPuC3WQM5qlkJNH4Z9XPKCroOmu2IF2FpGqHML+7K9AptYh3EcVT71h9MTJ7leqbzkzXJr+/2mBARro8nJ7OavKhNRZgHVDcXL+uEJ/L2qiKgH7IHDsGMJGVhdONRF1qOabhS+yfTTg8anEuA+EGEvWkZUYORP3IyGmMkFrGEDrWeckYbXONGfgtdjuzAdbTK5AWrHB+t7k+sZ6tMcaE7AhVx+8EJGv3+OFqWlwjtw5P9xcmixUwWD2tOZYI9vCy1sZaIeeQHNIttCPGWhT0SGZGWvtFHd/f17K+ztqf3XTLXIJBnOz3mTHzM4nmWCtKhaaGwMgE4ClOwK2asrTv440xSFm+w+AacC0Q8fFGLAAgB4e7yD5ezI14z9r+PORnbJ3JYSXrn1rUBYqjsbYbJG3oRftvhT1zoA3ZSaSD3nIpi7ou9wK+i8QvRWPSk5Xe8b2i8SS8/sv95FY9f7nOBY3MWHxt6VO/465y1NzToIjjyOSH98SuWfH9vp8Y81ohNx+6Hj7S6xVnvNvtFt///d+Phw8fBsP50aNH+P7v/34cHR3d3Z29ChcddeYTs2gE3DnKD7Fu12ovolYrAOwFD09SGCIwK+ovTENYVhbtl5W/cC4uF8tb1J2sxqutF+otyYkTkXgIjfdrfN/wJBlb9dIPnI7ZuD1Dvszo3r/CzcUaj86P0OWKm9Fm9rqb0aeC1x5d4nR9wDOn1zjd7LHaTBiGAhGFbGbbFNzYortqjbit+4vg8GyxxXU0B4sUan83H1sWwMncXaUwuUBtVnhla6xLAM5uNQi1uwIO96st1KTOjLT6q8K+h240hLjKGgEhz1tFOSqYnpndJtCY1mm2yFqmFPpk+iDXHmHeDgDjg+JyKo0DpPp7nc4WJichm7F6LV2LeOhDzfWrOjlpfFAaPOmbZ38lUb/vrtnv1971fMwaNRuZS+telG0zqW76Qn0ioUVmVPOxzcXdx83O9LWxYinEumYh2Pk8rGnx1+pm5oNLuz4VY3dTE92fs15q77G/TNGIvnp7u7DvK+ZupI7uRCs2r/9pRkDyZauorzmYPnyjwf7vrg3VsD7Fru30+2JrO/PyBeA2ngDco9ickMyD3DJ+9tUOR7LJ1nPYFbovsswS841kKSmO7hy17kPRlu4gwbDlWqcn9eqhbcnr92VE3++C0BrTaSxfp2imYtppQ8ume9UPYE8MHIalY5iKu211Gt7vosDqoQS6wS5dxi1oWSdNcLiWtbOxn45aPRtqNdP+SfbWlj4e1e5JtDmEzVuze+ScE3WUqFfMJ7WVSKSNd3VDDe0NQYPYe+wuUuzTRBe6q6ZHHy4ShnN/LtcJdzctcKAxy3RmiAN7IM9HxsOpJ3MgAndxveKDl9f73/9+vP/978enfuqn4ujoCBpiy9/F1+IREnuzKmCQpf05J29ktfCIirpWWbD2ok4kt0iWH8LaY4QGOMsWLYpVRp8u8I46tH8HN5ZZoia6ZJGyLZ2xLgS1JoxzNgONuUMSdXONiqN+RO+Qc9cZNN11BalT82f1CNws3CwcFh83Zu2YUtQ8zSe2CdpDgC6NIKQuzGeEHFkLs5NikKN4RhQ1YB9HwmKUMMmiNgMgjAyC8ekBeL5JNsSs43uQ0N45rPcv/x+eXS9raf5zkTEtiCKsdWrHTLu5U+Wxvdd0SG3qLbIRZpwkPDH7rp3GwWFQvY1xYYRO5ybOqaVv9Cwhn0izjSfAIEWjdpamlu2aDzT8ndsYRNcnsaCF74x/BrQgK+qqBWFkwU46tK8EEOhMcjlUdIJRQb5OAWfbZqzQfY7sls9c3YLUWNptnQJo7GeOxdTY4BzzNIu5MnGsnGzFawk1kkUcPA7uHYvapAUKt+dd1Ny7xV7wVB3e5po2/oj/fpDIq2friWv/Q+dkdF/yecI6O7uosfbOzJ1zu/YGP7N+z1ag1MY/XYfnOs6jjT33IDpfRZaaWqANeEliZBa64GdwfH0/iTr5sBh/QcDvmtteyJp+oFDgM/kaWbd7J4oBtH2mUlHh8zYcxASQQ27ozB1cr/jgffjwId7whjfg0z7t0/DGN74R73//+wEAb33rW39XS4kA+GFpEzPv3JPYxfUWgStWLzUBfzAP12qZ28p9XemU490+0qFN8nCs8Y2UdQYeUGWrrd5QfJMMjTA39tZJJY+2MXbe5zWNbZPWbNrQIHBNCbUI9ocepSZcXK+RoJg1oUsVz28vsO1HlJpwtBqxGSacrA8YVhOG0wPUW4PN9wrkaI6MSKr3ylRBf26ONgpzAasDrKPOSlG3tlo5nmmynrPMzg0NsAVn9U/L6sYHFTJZfdE6u6jX2xAHbndjET+ZukQVyATvbpJtqmrfv3nBApnifTvTZHWx1pjAxi5RMjVZVs/NiTaaCgRLdzqtKGfzrSbg83GxOuCBto/OfIbd++qRjamZjHh9khDkJCjHNeqj/G5mYFB4XdRqfBB73nzwTUSZ9dic6XaOrlxaxL9+yZb/eN88qavDh8O5b7aewc5b/+e0YDytxgp1Rml/2ZCV6UTj/JmPXJvtGzAZ3drZZp73rnV2dyq6Q/WXdpD3Fy1T33zQdKHdtX9XBoYXOzsUEvXVtnaIcrBLEDdusqFNTdAcpoBmatOfu6JBbAytR7M/UG1cDzKCu704PO3chKcIUHVd48/5Hoobkczu8VxW/me6YKwrcHjO18qCrAU/RJb1SXi9NpoheNmJOt0oX7lPejR/Z+0dVqc/3DMEwurt9nO1M38Amd11zdctktX8oa2bW3/hpaSOdqLSLEv9z+uqRvCUd/ZOrXc5ULc8kRHzSmpbj6NnokvS43Ss4bhmSJQTygC3PfUseW0qiPHZEl7x1X3gARsPQyltX+fzGepjY7V6MaO7fiWHyf//9YoP3m/6pm9C3/f4rd/6LWy32/jzL//yL8e73vWuu7uzV+FijYGRLCMgMoehTdYBeBbq9QPWBxkhp4N4r0uJCKyyXuBQVLDwCHdwUTgEF1Fj9A71jcU3FJoNxGJnNrdri6Cs1WqBYhu5zgnTocNh36NWCZLVvvS4mQd0qeLeeofOXa4EgHrtNw124GJR46rOuKQ3al1EpaxxV99gZJ9t3ZSW0SK5DKk0KIpsXM224UcW6z8T3WEG+z7+wyg86kGeGYrDmWmfAjadNwjiWWQa0saSTFJmm1Ks/SL1i3EA+zzI3sVGDjnMQMzOz+VTHoyRfU09NiN9msZjbpt5XTXuQDiJwTOKg8GyQqTDa97JN17CzkuGNp+PEX5k0rURi5T3RsTGs4s0w+xDJzMGAdrh/vRnB3qhLbOoK28/d2jlmukIcaAsM6n4HD84aGrBgEPGVqujRSDbY8LnlHkZIxiq+ToZSW1svZnTQQIWDoY7Fs9DVEscZsUiext8zi8Z284YR2R3RigiHB3Jb0Y00RCfr+wQVDa2z6Rdcs1ry9rIVOdz23u/rQIg3EolAH2MgWWZRCN747hzfwIcReG75btJDSK2n9fYv6q35WMW34IENEa4r5Pqh38EASOs6cXO3t28vp11BjI4N3g+atDa5gjZ/u3L/F+s7Sqiw1sw1ZPviY4WkMRobHWNwJq8m/DtvoPrFR+8//pf/2t853d+Jz7+4z/+1p9/6qd+Kn7zN3/zzm7sVbl8gdEakYSekBGhTT5G4+a+IgbBTa3G119LOAI1uNB/1pmgbK3G7jymBbSJn7yem2bvsuJQXsDUahkDfaB5uNRs/rCMjqezEhlcOiRgTMBlj/mqR60J57s1Sk24HFc4HzcY0oxPO30Bm35Cnyq6ZBDzqp+x2Yx4zbMXkMFOONtQa9RUAYvyOZZ0K6oDUE6LZVLJNj82koAA02smY5IfF0SDgM6YrtODEtpJcW9nvhfrSMMWck85zCSgbGrbhJ3VbK0NjdnIQ5SQoy5+Nmpgublt9Rep1UQ7jdaPUrybzpXVmubj5u41PPYMcyexUS97p1JzShZzuHoNinoyh7407w0OBGye9ZfGVE17q0937m7GzFE7b3NHs/jkGczeNx73oi2DfWcwRLfVGN+c976Bmk+zMWrHezVKKxEkiR9whwYz0t6RddvpRNHdANM9mz+H18x2aHUtgw/UAwjkY/9ctblwVk1/zK45CpSTEh1khgtxWZuzcJ1BnXeC9SOvqV4bg1nTYv047MyMUwVRT2ZjCPpu89ANBq0fLHSsY9BXB3vX3Q2sk5U7NDFbY0ZOnwA6ME0n1qRk9dic19IogZzlsSE50wkZ4GjGOnxu3w/IDmYQNG81tMfp4AFab5C29s1fWnt19zA/KL2uOt2v7b30aNn7kb1b6l0tELYxogYegHevsg5SsyN7RBbZvWw+sxqNuvSMcyvvXSXhAWo7gO3d2XPphxy+ebRyTpoMXSIEnw/+Xp1xL9VQoMF5CSF9S876r0DZvIKz5H9zvWJW8/X19a1Ml9ejR4+wWq3u5KZerUvFIySxSSNso7ZBHG5ciNUPQ0JIkel5PQLwWphr+JZsOlqvMVNeLsCamd0A0IUjkFp0Fno4Dz458UBHIcAmv/fLZR3Wns2gKAiiljWXhKvDgOeOrnEy7DHWDk+mDbJUIANZKjYrw5RVBYepQzcUzKM149ZNBW6ykSQA/zIE41FmQcqKdJ3bGC90mvkqoXhm3F3mNtnPs0XZq9nIOb1i3vq4kW3JqLa2zEoFEGkkKSw6DhF+MlnHoobk7wE9oJ5ZksFs9ypBqBPfjPNBUOD/Hhyec/KREUTs/qZT23TzQjt6i+HKrKIz5yj2Hy4rRbrq4neyQ9fLKx08VGcpgXVzz1I1exaxbTXm4nOzrBCQWvFSCW1KyfaFHz5hDOEHChKsSXoGMGsgNXVR42Odke+7v0oh60n7FGuN9WaSfgLJ8TaBrGHWBQpkY2iwtuzyLcY3v6+ytu7rpQz2+/PCVtNaOqJ19BklmlKQ2c0m8nEopbbmY34sNvuAQ2HjNh3xvu13st/bkpVsnc4ArRYc16xISileG5NlZpvdBITZsH25jQvblfL+Ak0bGzrCBhjdlQdQHkDQIQ1onZNM96yxd1grRES2z2A0QSJpABD3N3tTFamtiQzg9+WHNwmZrKsWR3May18CIeIzCTxTpo7d1zi1wyTtJZ+j6vcNtHVAVKv2NubF99GmeGjliHqHPKZXnPF+/ud/Pn74h384/l9EUGvFd33Xd+ELvuAL7uzGXo3LslffRDwbJfMxNGQCIGlozNKBB2mLtsyX1DYzc6/SgCsio0qe3Qxtw+l23j3GSSe19/qVb4T54MzGwxK+sck7HzkTEB5xDuq6TN80fbPvbhJQJRbXeOhxvVuhzwWv35xjLBkv7Y8x5IJVnnHcH3C2Mfq2KrAfexxtzWi6riuG0wOQFLqqQNjcIWChNLmz0mNiRhqBhCYNxyVU68VqRiXWyai/FKCvmO/PqOuK6V6Ng5c1bEolCP0SGrOm8Z4B+lcT3g1tJux3yb6ct4rpxOqd1h2lZTEBn7pkg2gGP2deu3vRaAxjajXnZyerzT9lK0h5h20iFv2HhnFv3xVj5hF6cpiUAQD1kzZ3tbV9A2I8pArKSQnokHWs6NByhQjmNBOlsKyJQUBkLdI0qHSLIqyd920dBKnG34dMgu0Hmkc3/YWZkVFTOruXechisDzo4Cxfv5dk//QXDi873Auxd1B7jeeHZ2VSgfmk2mEI+7O6sTllDGN/z1UC+iX/gPVd7WiDKpHBcs5D0MolalnyeK8GkUyKjSXJawwY5iODbWugFPY+OyI9tb1rtqrsriT+nj7ZDOLKRqNRRbSr7FonoOzvYT5SrB47KkBPaEfQAHZ5QtS5WcKajzS4JoDtW/lgfXR5wANUYBg3YD4rURsnmZF11mW91soIhubQxIVE12C5M3AH0F+2+W4ISQV9sPldDORmZ9cDxgewdWP/lMHXodewl++IXAcmVHdxveKM97u+67vwhje8Ab/4i7+IcRzxtre9Df/lv/wXPHr0CD//8z9/d3f2KlwUyqNaJpZKg5BYM2QNlpAFIZ7o9wpExEvGaz60oj8j+TrYwZwAgJvwBJQjW0CJh+yVm/3PAnFRedlo8xgGYqKpOBzWIczLZS2RBYgnNt3Ooe1DRh4qtAo+eHWCIVmThJQqOikRya+7CXlb8dLVEZArVv2MNBQUBaZDB90UwIlXOlSUdTIYdLZdSR12yr6Bk43IaJjMZursRK31HRSQq842kJEHpGd4hKpnujdJy3i1LVYSKYgSLDssaSYpzd+FMynr2gzg0yILWGZ9wcAdJSRiZEGXwX5oqaEWbZujHTLaon2vBQfaomg11KHNMSzgy3wjLoFpBhU01Zc1AlFJnq2l69wab4wNkWHNPBAcIFocBlvUn58bX5oE1bOEfBA7XMVgcJJ5TF7k2Y3XRMdTz+InnlJ2INfODv+cgXKkQGGrQt4PGhsXCPjVyQfWGGGrELVxJ8vZ1qlt7B1aZj1VssWdpHid4p5N/93GBovnYe2SNXA4AtXagCI2dZrg8N0A7R1aswe+s9sHlXZq1q7kO9zqmuRB/ArxLktP0wdBMI6V6BwRDo0Aj3V8g6a9+cSJf77P67xLYYZSS/t5ts6snjEDrX5Lwhr3P1rpluRNCHZW4qkZyN7nPFAaH+sIkMWSGoOHfc2xJzqMcEq9NeuuZQDS7ON6nUCdMdtxRk19waRXn1vL3r/kRFRten6iIUQb7+p6xRnvZ3zGZ+DXf/3X8Xmf93l405vehOvra7z5zW/GL//yL+NTPuVT7u7OXoUrmJDqrDqXstBzlvowRq9SPbt1eOWWoB7waFhbtLoiY3kRGbteDkDIAhhlmj4PYO2ZurOyVtRtDVam+IGSvX5Xe3XGIELKw8zXpDR+qOwzqkuMHp8f4X1XZwCATiqGXLDOM6oKToc9nt9cYtXP2K5GbPoJwzDbob3PyFvif4K0nlGOCsq9GfO2ekcUoDyYQLH+7AxxzRZ5ztsazFnAspTxQbHs6DJB3Be3v7C6nQUw2iA81qEYjBBC9nr9Eq5Psx2OjHQ778HLumcePWoWr6dpgz25GINANyK0oXAkgo5XiW3TfNyJkHS7VocrlB5FdmKfPx/ZBCreQq8O6r7QrpG98Q1nU4Gu1ZPLUcV0r9zK7MkFoDNXHhusZz2ALcLnIS/kKTBY80CO5h/0mbZOQU2SU1z/avPc/j6NS1Zqq2cTGQpd9NTcrRik0WSGdfvY1Mma9a5PUmCdmAbEC6KjklQbEztkELCxfbD99+qJROAxnfCA1UAkjL+gkWGTe8D1yk5OEWyraZgZiNNhqfaOgJw0XSwbpdC8gu+NjS9o+sL7LWv1gNbQouLM6MggqZTYNc4HeQoBvTo/QXtD68Yzm+vMjsPfeJIIXuugUePGwowiLe6bhznnLVUdafT7mVqpRDyRQSBWVp4RRxuie5jPa9aZGUAbsa0FjnWtYY/ZX7lX9Kqa1tfnq8wWEKWDBMycRwsyKRnl3r4khNGjPo8t4LiL6xVlvNM04Yu/+Ivxjne8A9/8zd98d3fxMXQZO9k2xTQJMhpjt3NrMdadpDid/tCyyrJxqM3Zt+ITCUDLXhzam08q+scpsuwa0BzCxJ7N1a0tnDen3ouha9TOwmHFcjuSnk40WmeRKMHNTiZAxgRdC6SrUACXuxVKTbi32WHWhNN+j203oapg1oR1ZwfxkMxYI6WKkhXl4PXbVYWOGaICXHdRD0VSyGUXkhhAg3iTxkZ6mY5ak3Qu7iC2iGfHDpulg0XmyRcP4Uh7OTw0LCOlb2u+sbZftCNcsklZO8x7sXZ2/LviTNDOg6VqdR/CeoBnxGODfWl+kWYgX+eAxsWJcmzGPlwkz7wW0bRn3lIALLTj80YDah1P/ZC/zp5tK+Yj0yYXJ3x1OzeQ8AyI0qvDPV0wc336qI23EZi8fOIBAeumsxO+WEKwYEQdltWwTyWSwfdLjgNLKxBtBDCx8TX9M5CvcpjPWNN7QfENNvN+OkMEhAeNmgQp7yWMPzDZAadoyE9ZtTUSzUY6Y0wTSqcRiBQJFMbqfcLli+ToAqWAjUkvYfF4uCdxOHY37o4krURh0ho4OuJbgxP7BJ7NccM/UNLoWZnXx5fZtSbg8FxtxhweUM3HTyUJnnUX2nxOrIP6e155G086qRVvd3kQt+8U1LkhCtOp3ir7SLFSiEYgYu+E0DYAN77w2rUjPOoNEBS4xTgORrP7YIdznKNaZQ2kUWP8qHNWAfonOfZbXSA2yBaMySSoB6ou4IiRraXxzOxoNdkcpBnJovHaR329ooy373v8yq/8yt19+8fYxQiXUTv1h43Q4KQUhyWYGTTHKonNmZAXaoOLRFtmRpen+O7aOqwwijcWoE3o+aii+qRJE8LXGACC8ewwECPd+bS4ZEIbA3viAeyyCu9aBACH/YDr/YCrccButl3/qDtg5ZnvqptDZpSSWjOFpMaUFgWGCkw2pcgEZO2qu0lWT8saHsW186xoJ1g9XkTP7m9Mk4DYGN3NKBABd/bprwTDuQ2wLODggHh7QqOe9Bc3PqhtMzbykR0e3bUEa5doQUg6FuS2qK92Fiwx4zJZiOlxux1ubc6WvdaAWGnVGKYdjl7IYpXng/2cBRrGaE2jfTbRlNCLe5tG+s/y+erKYVnP6shyZqbLuTyfmu6YbS1DGrJS1KMSGYplY/7fgT60jJKbebQRTA02znsbLx5yxQ8harE5poR66f5FnoX5JWsoD7orq88aackOlPmoQns76MSDTa6lsjFtNFyulveIhu/JeQHRGIL1mXgX0qD8BWOYHhraGU+Ah0e3RxvvXsMX27T8WJheNGcrHsLkSiwDlaWbGGCf3+3sHdhBjajXs390y0x93NYa0Dt1tQDCNc5UHL5Gj4pbs2rA1XSimk9Kq/OndmhS/2rzDpFVUm5oQavXoRVRj2etvKNDlK9nKk0oA+OexzEE0MpuYoEedeCULzFYqr1CNyXQlZBOVfouALg3tnXt48Z3flfXK4aav/qrvxr/9J/+07u7g4+hq6xsgllLLas9EmZigV6U7GN1qLLBQgAigqXDlcAXhdfmpPhGKkB60rd6MUhC8gPgkKK+DNhEZtZb1m2iA26efu1swI1lLWVQa3+mZilJSKtsDBYPF5YpYX60Rtl3qL7wr/YrPNmtcTGtMdYOQ5qxzjOOuhGnqz2O+wNef3qB4+0eq6MR+XgGekXqTQ6EAkynxVqYdQ0Kk0mMGUnij28481Yxntgz9le2IQyPjHDFmiSjXqlWBiAkSFjr8MyCnUg0oncijDstlZW9jyWrmp9PO7rptEGBtyA71hhdusMWd5m1LzcwiM3Yx9JMTxaBkrZnGc8c8g5rTIlgoK7sQLD55fNzsDnK2rh4fTMII+uGAMTKrk3rqmkhPSOCOTVIFQr0j3IzXeFG5Ydt/6gzdCc5lDzDD7eEsja5BY04aAFYNhVsBZcmk/sUz3BZs2aTdK45BjZs80i9PBvO54MHkX7I0I6Vh6u6hpZM7tDqCu1YHUm5TKFBpUqB0OZwIZiPEVaQbCrR+fzMO2uLOB9rlHxszqQ4ONJobfc4bxnMcf3zwErePCDvTZLGe2CNmu88ssuuZZrzGphOrLYJ2FjMG8RnBdrm8yO858XnEu9hbvOSMgipgIxpgSA5adINPIbHllWmgqjH0tedyFUdbD/i+9DO2qrmG0F/lSJwXNbx2cBk3trYVs+SrbUmomED52IaxT7fA47q/AnO/TwK8s6+o6wUcpOj+UFZG+TcXzkRdCfAeR+weNPE41b/44/2esXkqnme8QM/8AP46Z/+aXzWZ33Wh/gzf+/3fu+d3dz/7cuYxMYwzDcGA3LTY5QftbENoGpR+rxxuBEN+jU3Fftv1hjzXmJzLK6pqz1CBpImi14P97022Rm0RaF8OaqR3fIwW9YiTf9p2XLepXCB6m4kPKen04qOBgSwz+2uEqas1jhAFIdDF+YaU8046fYYU4dtN6JC7CDeTjiUDrUmHJJiXwRC2FQF2MxAFWhNYQPI2tG8rpAEAC1bK5uWwdYO6K+A8Z79GSE6voe8E9RTPwjdc3k6IQtUITVFthQysAyAkifuRb4h1sHKCwpAB/+O2d7h7MQMamhrB/STmzpk1pAVtb9N5qLVXolMYQFLejbEDIzwGecMoeDhSjzD9dvuWmZQB0QmwjpjHdQDl9uwN+VP4bVcEfafJIbRPIGuWvMRv9M+xNzJGvoTchJnNE/HijL5Qd2rJYl7gQ5GGIo+1QluQdmkXYXNCaTVjMkgppMT54lUIF0ly5DHNudrAdApCtqBzJJOdRgU1NP6uuluBLPrYfmdMV474HBfwwwljylQkzrYJj2duGnMynFMz0hJ/qLpfsiO/F6MC2BfptLmBXs1a9ecqCp9sPkZfhDQKrYOXtZwIpvZq7q7VZV2j4n7Rjs8ghSVmKHqLRgb6rVZARKliR5AUjbH+c06N8mNUYLL5oGer7kmNdzsIvh3RERZdVvZvkpfb901HgWhbMojqcOm9I1zM5zdPFDLB1uztbfgiHX3OijyhbuqZZuj3U1qjmFYBCa4u+sVH7z/+T//Z3zmZ34mAODXf/3Xb/2dyB3m4q/CVdaKbpdiQ2BhnQb6KgZhTMfqxuieWRaH/LwWXDy74uJLsOis2wNlb2bsy4bT2gEVirISjKce9btZ+bzRqAnma4s+Vbxp+8o2X2oySSrJuxSLuWwUOklICeg8dIuJ6/aMWgX73QBJiloVj2826KSiOhumSwVVEzZ5wvW8Qk4V62FCShXj2EGrAMezwUhVrJOR+mY9t+yqu8wRwdcOBj93YhvnxrK86dSfC7aJlK0TKnJ7TqhlH/O26W77yxSCermUyKDM2UlQskb7QAVaKzUyS9m5xxm4jPKLu2Rp8hqjZxwmBZPICBgIpNkOAB4Y8MyahC8euqvHgvHM3sd8hEBEgjzSE1qWaG+YR6+HO0kq30iQ6Jg5SHWLxblZIxJKn7eWtc9+kBkpxSFfbzBPaE0Fbn/pB02xuTfllq1VBiDO1pVxZTIAAQAASURBVJ2zZSg1K4aXcsiECNly7PLYJCvUmJKoA+cByCQYzyqGxwkpRzIGgR04PJRmJ+KRxZsmg9zL2klqSTE8bvVWQuGEsCmvOtyv1t7xuMm9yNA+3Fe3rbR75Jwh8iDaUJII1Lz5ByF0Q5wIZduDUNoybxSdtgOONVOpCElh8nnP+VkHyg8RBw/bbwI2xuOZW5aOTSkREjlp/9DYJs1tfxE3RamDm62wJHGsYQQiap9VV4CM9t/djZe09skkUm7CkoohWWWjEG8Awv02vJEP/rsHiWQn/Npn+x5qjHsPwsTRMcD37oMEX8Fq+vYMDCxZ8kteljs8o9GUZXiScHiuoH+SYt+vHVCe0tF/NNfLOnh/5Vd+BZ/xGZ+BlBJ+9md/9s6+/GPtCviMRAdGzF53BKymMt63+py64066tOzS7N4Q8KFMguSLhpFimgV1XSDnnWvPnJmYbHObj13T624regzUdTXLO4cQq29s81E1qr4bFaggbPJoe0gjjn7vRJUZUK/9GYQoVnstAKqgjhlpKKjVzDKupwGrbsa2G5H9g/ughgKrXJBEcZkqSs3IQ0HuCsabAa01mN33UtITpuvp9r9rb12d5mONiLzbiTcBMFMIZkEQ9YMF7b35IQ21rHUmI7m0zMICLImMgV7aVh/2QGFdAWlZdsCxog2uqw3SokFAHRRwZnCwaL01WsgpiqDA3/ONReKAR+8HCRMXm5MwJMKJM/aHAI4QNUIrR0hE+gxqmAmTRUwSmRkmAEJvWm3w57g1HkF3QXtNBGmK2UW+EZPvLA4wZu5G7tNWn3c/5mhXpw2FYDmA90YYFVlRIUhwNOOoIs3pFkQO9eenOb9L6G59HlrWrJ1lUdMZGmFKDFEhDA0B6saY+mQuS7xbuHmIxL3SKKJ4wEVik6iR2YWZXO+ZLTy79/q5OjRb/T2yW9ByznFuhU2i+1MT/m1BC+uQ6vMQwVEpxzVIVMt6ftwD944J0DAGagRE2zN8L3EeSRks0++uM6hn1mwDw1pvHOI3dgjKbJmzVGeQp0Upw+e8+rjVlbZGCY5+VDGSHV3GSOirvT0Hx0aKo1S9ortJmFfuSpZaQECfa0r5iuu5tVekF92Otbo8UBTq+/NdXS8re/6jf/SP4qWXXgIAfPInfzIePnx4d3fwMXTdyhRXwOFB9QxEHAY2J5poelDFmj/nBq0Q+mWkCNjimM4U46kRHlYv5aD1Cyxq7K4kNqUwPRcACnQX2aNf30ETmrOWE2rKGkHKkbllOiTI1OyaviJmfO6LgwzKdEiQmwzZZdR9xnjTo5SEooLDbDNuV3pksU3xXr/DpptwutpjyAXH2wOG1QxJFaoCLWLsZsBkA5490IigdtbkXarV2gCARgFmOKGtYYFncf1lAlIj1pQVfAO2TZKZJPfmeW2QIQ8P1ud56OaDm/y71GE8dUmTsJZuyMXksLbMFmHT8IHoBrPGqGt5zXI6BpaMYdb5bPPzJunH9veUOowPrCaqrtmcjxTdecLqscShaU3RWxZP5uZ4z+z4ygoeFFgNEqk1Yh9PNVivtjHanA0URAHx7KhsNdALkyWZ73TtzNyDBz3t96yeasxYbvp1sPXTXUlkl/2l/VMH+1k2P+DzpINA+xq/NzwyhGTpq2zEQM+yF9ITeP2WSENIenaCwwObS2FlSi2o36MFbsntPeFaT1sro8+BMgC7583cgbrs7iqZFaVnztOxQb/jfSPY5SvbV0yzzYx+cYnXLm9svMb71QNszqc2d8lK5rN3l40xTK0t2eSU4TAIyX5IUUdfVr4G/ZAqLsupvQWDZe1QtJPoqOqYtxZY9ayR99b+MN9IjOm8UWs0MDriogtovrd3Mh07RyMsQ/3+3RcBQPRc1mz7XgQUThIlmjJv1dtduobYeSHUYNO4xaB0a45SjoykSMg7HQTdk4zpTNE/seBLfP0uDU/u4npZB++9e/fwnve8BwDw3ve+F7Xe4R18DF2ptI1RveYJIKJzsiPJOKUrSkwMj4TFRfoh/gfhZ5tg7OvY9IzSNj2Pape1ltYFCJE1MNsJRiUPN20/p32NjEcZrapBSlBpTNrCyWwBA4oAY0KtglITZk2Yq/3Da5NHrPOEdZ7QpYrNMKHvZ0S1QQFl1pYaRNPs4tTuDw4RCVowkFo2Rf2oCpq/rG+s4UMsLYuJz+ff850oM3zbAHkghr+u18C0bwEPdcGh43U4K/R8/jNNUtGekZ8HIGRRaMMQY07LPPob0/ta0TbPPEoL9vzZwmyEddNk75vNJVgXDdJf4pzwQMERh6Ucjf8d8hNaPtrrsO/ygDGPLUtk3ZDfyY3MAhLPdBy2DxieCEVpJQipEvN/OS8Z6Kj3MGbDEsFy/jp8uxhjzbclKiQaBZM3IYKmKL3MjbXM90RZivi6q9sagZcUez90+iJRKzJkzySXzxdZbbvVUElY/9t6+52lRnAjOsTf5TjGvcrioOIe4th8rKVocqLNiCZx3jrb15ETFSw6Xdn9sWlLGhvbOhoi+L2QVEmiWDCK/Xspv6LbnSFeCjak4ZzjnhpSIQaC/ufV0Qzwnn1O3pIQAW5+5IMuAHxtx7ypLOM09IJrlnvHcv1+tNfLSp6/7Mu+DH/iT/wJvO51r4OI4LM/+7ORc/6wP/s//sf/uLu7+7988cVmZ95mrwmRIs8NtawrZGMMZO0AnRDRF6O3fGMnbvW6SHXYCUqmpHr0ycby9neUMHQ7wXhPW8SXDO7I3l6NUM14aj9rcE61tmo+2btL00VOxxow4ewwK8kYuTa9HqEWqE3CMmXcHAb0ueB3xnt4dnuNbTfiYlrj+eECH799gut5hbF0mGvCc8fXeAlHqCqYeoPSFQBmwXxa7FAXYN74ohsqpgczuied12UdThdBurQ6JkSNtUknL9f9qqpl1bND0QMgRaOGOT6wdzCeWqZ3uO+HRXKE4QaxaZBpLEUtY8ptkebJ6sTdzurthM6JbuR9CwTKyvR/zIQpFeovjSErsA1h2niN9cRr97NE3Xh4lANuY+1r3tocQTLSWXGzh+S+0mzSvnqxi83e9K2CsrFsluztvLM5nW8EktzSkAGEw8WpwG1OBeLZ2LyxzF9mNjkwvL+7Sg7dI2BPwOrSvWvHw3t6pmRFIvPkhlwI+ftm2Z1nJwr6Bj7boVicSDSd1EAu5g2QDwokR6ZuBFMyVj9g45VHIlIa8qZwllJHKzy4ijow4MGKvce8M+gxXyVbX/tGWuQBSDOW6czns6M2DAjy3soo0Y/Yx4d+1LUDVi/ZxCwrfar27sGLlwV6R4eIhExnLs8bG5qwVA7kA9BfJIz3amhXrWG9w8pi64B1dwZO2jUVgYwL204fn25HbbK3OFzb50zHZglr7HbLOA/P2T7AgIpENNPwM8u2ud1dSfOxdmKbLpAAHoooZjtL8uHktqM96+qDoojP32LrafViBjvK1WwIjlRHsJzIxUuq7e24ubuz5mUdvP/kn/wTvPnNb8Zv/MZv4K/8lb+Cr/3ar8XJycnd3cXHysXMiYvkcNv8gmGmdjBD8yKYKX/wKIubcOc/H5kOoyb4ZGbyKC36DEo+ELAdyHoFbCNnrYb3G0YEdP4Blq3RLFX076PMxLNLgJmWRJQZz1oEdcqYpoypZBymDtMqY64Z1QfiOB8w1g5dKuhSxSrPWPUzpjkjdYoq1RoWqLFiVNt9ItlCx6pA84JCCEQ9y3ydBXVVIR7IhK9wbb8iswRj2QgrBqN2KsH+1V5R2TDbo/eywHtYz5fFe2YkrFUbEYUX0QKCP+L3W9vfkQREGRGwyEbgtXpG7h6Rs2uVLuaBbT5ya2x0ce+cY3lhYAHxgG/m/JNFLVZj6umgwCiAb7BWiFw8q7Yxqb0iV3EyHCLbVN+wi2s/bS0gsgvxei8XF0ksnWdM8MDSog37zjSTaGXm9eLvrfrCUm8CIo5sgAYmi5psvEux77Z3I4DXC3XxjMFBQHs/vBeOFcmA0YKO78G/KP7bx5poStPq+vz0DzVSngaCwndHiJ5jl4pgTkQyvAOT+4izrMBacTS4iOflAcr3xDGx8Qsuy+J5iVzEvOE+4+s3FB68nKjFw5mEKI1NsM1lk1YKVBSya0if/QDAfuiK2/tcsOrQDl3+nfjcryqhyxWVQEAaisl9xYMXX6AhA1zOh+W/gTut7wKvgNX8xV/8xQCAX/qlX8Jf/at/9f/Ng9cn3bxV11E2rRg3O2YMaTRXqXndYD1x388QsDOi6lvGBvhL9HqmjinYmSHU92iXnqzzacHwONukcgtLQtbcmKVajboMigRBf+31jezZjXq9MFh9luV216ZxY/N6jIuN+aUe4yy4EEWtgsf9BjlVnA57XMxrPNNf43+Mz6Kq4GzYYZ1nJFE83G1RVTBOHUQUY4IderuFPi4r5LqDrkuQoqbT6gYF9nxSrDn9QVIQV4gwiC/OwzMa9SdKsupeoEkavOksYfteZzmyngQ/mAXorlPUYstGMTxOZkIwuvGE15jS6OgGN0pa4NVmzp/c/IQNGIoT4Xo3lK9dy8DZ3YguSqEN9k4rEG1ysBOvFbNe7pmS9IvNP5kVoJR0KziQinDAio2kWgu64k0eTDriQee6QmZDDWrXAsPhRfvleeUuXA7Ba7K5ldzulPeZR6AsrCjDLMEzz+ic07lGvmtGJTTNMHY1LFtSd6TyDLiuKuoho3rnIavT+/iNbNRh7N7tB42xTJMLyoUAVyyceJDFbBiIBgLTsVt2emMG7SyrmjcKcXjZmgXYvDs8qMhecugvk2ViFejPU3PAKxJ65elYfdybIX9ZWybJujPUXdLciSvv/z/2/i1Wty0rC4af3vsY4z3MOddp79pUleIHakQvAAuNxMSLIphYRQI3GoPBqAnRaKIm1IWECw14A0a9QqLxxsTEw5UhhgsNioiJSERC/GOMP/ihiNSB2nuvueac72GM0Xv7L1p7Wuvv3FV+H9TSQv81krX3WnO+7xh99GN7Wnva04KcF+ELXWPLk+ZFLzSP2sachohohkWeC8bbZLnYukeslrlRziFc0zJ8bvaEyPVKoqqWufXnp833UiRg866+//CqOCGqjXBUT09FXjJIWuThL1DDjO5+ehg0x9ni9My1nVQRrlomCj0Qnsq3Joy3youYzUNY9w1yp7HdcrRqRqYBwPrfeYFXqHod1/+rGG9//Z2/83f+zzx0ge5gZD6bHRJEibSkO/F4dL/rY6yMSdA16UgICAvbJhEnMtmKPFX8O5yAjKf08VxapyDai2e4xUsrmLfOgcwv0J19ljmoqQJYE+pa0Az1nuuAJgnnNmKRglUyhtww5YoxV2yL1vHdjCuGoaKUhlyqqlwBcOZqsg2uhqCDZMaDzKptsYGj79MULG5a1448e7Rj/862IREBUXXJY8V9jEy6PzCjuFksiYcFYK5Kew/G+zr06zEhgXk4JNJTuhgxP6/jrPfzeUYugRlyFB5xI4LzLsV4cvMliu6RMecY56feO9jejth6NJi6e1h7yznQFPvHD3gO85p8znk7DUHFZgqP2fexWf7d30XYDybXKB3R0H7u66dDXP77Gn/v36sfK76Hz5Gu25xRzMY9XlvdfdhmjkHfl1FNCxeXmBgPsviBzv4mics9brnrt/Kov/gd68+eJ+LIz/vM/sJ50+Cx5MyKZrbPeFtS7A28ad8OSOyN/TpRPgW6NR06Any/vj+p0811pXO2ey7v1w9S5him8CCQ42Ax8VhXiD23+z6FjPhdn5OMQ/ef/xKvX/XB+3/ylZmvOUVwfbkxJGBJ9anBYiLiAftkSjYAPB0kDlYASVxHNYmh5q24zN/6pHpsgkw/yiQyv61u4HEyTUBPzt4D4BtfWpPWWLXY9HBIXkhgfKWxRFWDUUu/DWpVc0NWZinQrFB7WhPW04B6P+D+fou78wbvnq7wufM1/j+vPoqrYcZHd7fYlQVLK3oAl4rtsGIatNrRZrMiZdHavUUwPj+pa3MUlLuC8VX2eFu1Qvd5jpJ+XEDnt5q6zY3Z20ZYwnsKNqOperViLlq6H3PEH1lUvW3UszE/b245c1FO72cPM1C5im685YlctIveCRZfZ/GE8VWOUmwPxdXF6EbsN6zN+0mt700Qncg2ZVELPywlvsuKKkj6Xtv3tCzh+CpfKP9QBQkS7FiBzom6FSxPmvfNuhPX+ZYMZ6f2h0CeQ8Ix1YT5qamznVVcZnRRAuD8IghqSBZrNSRI44UpTs3SfqhVrmpKEjtVCoTNeO/mc5EXzmpRw4PlPVtblQmecPgNzRmuyeK2MpiIy5Z9Dlffqpsoej++0t2XLFp6OgbzPDlx0sa2HPUQ2H1Oc1nzooVLeqZxG8TTEIeHrGt3o7FR8krIFaH3bHnSfDwZL6ZHgHvBcJ+weV9PHGpTpwYvC0mUOJiQRd0B81tVvQtZ9Ls2v9OSML3KSNXqE5thIeaNY9EC16m3sBkJkVoBzJ65VR6Ms9gtoyDPqv1cJxZRscyNmrBeV5X07NK+mKo33qp2dRssxm0HvNcSXuN85nxdrrXPN+/pJj08ZCvoYPnKpkvexo4DsNX96nVdX9aD9yd+4ifwrd/6rfjoRz+KlBJ++Id/2H+3LAu++7u/G1/7tV+Lq6srfPSjH8Uf+2N/DL/8y798cY+v+qqvQkrp4s8P/MAPvJb2OZOSFxEPg3edNUhE1VvuTgCokQjuSJWTCHEPRw2de1DZI+nCWgMurXyiid5ybI+tYTuU3S3eWcC9PJrH4hx1JGU5iwpsLGtRpnPLOKx66o9Jc3mbJIy5oqSGzbCiZFXCyknTpjDowZszGyug8njfz8y7JMr3jZcehMeWPFF/kqiAInEfGXDBSqRlH4jUHsy4VorvEwX17ioPNfUou4tVsRJUz0L34uA98k7RDY6C+W65a0M/p7o5xLb43/0/8FjW5STo/i02nYkkJL5LNM/50t/Cm5Hj846u6E0gsuPPeWDn2Djde2DvK7wPP8Pn8O89Yk6Xv3OPid2LiInoKxjR3byp8V2/3xfbDVO8r8dLy+Xv+H4+7zh3Os9AH2v3F+7RLMNNOd6pH7cLT4n1g8farUNS50G68K4QYXb1sPlzHzN7lPdD5yWj98nHjX3JfrHv9Yx23w9TzGPOkQtPQY6/e3EEenEsXstMEd7D+4TGshVZ4Pv43kultn48LY5MbwqLb9Bj4Pti6trVzZ3XcX1ZD96Hhwd8/dd/PX7oh37oA787HA74mZ/5GfzFv/gX8TM/8zP4R//oH+E//af/hG/7tm/7wGf/8l/+y/j0pz/tf/7cn/tzv6b2SNF4Tj5lZR2zhqqxJ4lGaR0VEy9PLXQ+k8nmAfH/4ZAwP6+aD2dMz+3nsi+4cshePmzzXnZrkgfw5j21mMdX2RP+/RApjEskz0ujFS0FnhM7Wu4uC3Ero1AnXzURCLHE8tTiWeWYVK8VQEqCh6MetjkJllZwrOpyBoBTHfBifMCLzQHPNwdsB435DqUi5YY8NIxXM5Z58HsCGmtpZmXmc8L6dMX57arxbSteXTcaJ3Ot4EG8CD1jU20IXeJy0tjp8qTh/LxbdgLAYvXMIYXAY2uALrj5mdXzZL89mARnhhdvZzx6utV3kQGulHVRk/Wsz1p3gvE+Ys4sMcc0qHUrFgYIdFqNKaqoUA0Yl59MhjIYy64qs3l+bipfK1EX/+h3tOxexFPLMWHz+aKSheYVyGvC+GAxRFPIAuJwZOyOzG3qgJ/eaUCGoxfKZ8qoKFoGYLmOPFjJUIEQGqhETquOPZXBmHKXF4vtbSnAQOUyiiDovHBWLtRrRT3u6SXrvIbiVutEKCQTwSYfY5aWVM3wyNdmzuly07wYSBsjt5RhqfmZ6RXTlQ945gH5CX3Ig3rdHuMcFNmP9zqG0212wl7dNeV1mDzjcNB3qVY0ZfNS5/jAlKwBrlPMOTQ/a5ABqr0Mffb8RD0PF0Uhlq68Y4JLUJazyYkmli5NUf2oqievGVs42/6YFxivoblGPvcubZz+b7lWuUkxoiUROSVbkSNcNxxVz3m5bu51HA7JVQUXy9xIlXnkMDlQXZvafo0B57WreZ01Z/kChH2J12vmav3qrk9+8pP45Cc/+QV/9/TpU/zoj/7oxc/+xt/4G/g9v+f34Bd/8Rfxm37Tb/Kf39zc4MMf/vCX3B6PEYhAkJxZC9hCmToE0iEKpvoAiDqsgKK5DsG4sZ7s87Z40aiHql/zPEsgcs2ADrHAcxQpDt5o5fGPtZul0/x7j1EjP5uSWrVmPqcKJFr1hgrampEycFhG3JYdllqwtoyHdYOctIYv2c25FeyGBcsmY14LhqFBLA9YHGWlcN+4Ba6NpPgGUbzHz7K1q0N8rUfL3qf2ve7AoBIWemsc8DSaPhdbcohLEJw4MpHkxlEfy/M4GJm9BXBpIOv/i7irJEAi9zA1uI4zP++eFCsUALPu+6uPrfL9qaDEd09dfzhCI4J71B7/OedLZn9yTcRUvCgO3iMDehI60575txcIh0iv60NAvydEi8zdRHd/9nM/jvQCCaJiFNFuF5t08mC33tx9nwAsgci0uIQpddnz6c5k3ms/DnqAiuduEyVexLAZv6eLfdVGJ8DTwTgfKQpCd/IHEZ950+iWBjwH9yKGyfflPYhEvVNiHJjK1seVU8XFacG9Ems31kTgzdYp8+WBjmzXrTVA82mNle6ZBdzPLB+d/A5dVymcjoKLXPOY173wDvywZbu5N9RBy/71c8i9jZx7nQftdV7/W8V4b29vkVLCs2fPLn7+Az/wA3jrrbfwsY99DH/1r/5VrOv6hW9g1/l8xqtXry7+AHCFJUpHDvcW2xrE41WN5cuodWvaoeuNVas5WpmuFDJ863Xz3Zs1Tufn6hYl05FqNuteN/z5mX7H0ZxZ9q4UswOoysO4CgDPBeTI0jqtZvEz9tEmQ/Ql3FVl1nfWw1onZBv1MBjuC/LtiHos+Py7N/iFz7yNwzLisE74xfvnKEnwlbv3sc8zXowPeDKe8FU37+K3PH0XIglPr47Y7c+oS4FYWb40J7SnCyCK+rmCykNWNSvbyMpRD2jGhPIMR58AVAf2HMW715uG9cpUkcybkFaNIUnRWr68pIQiT7Px5bV5Txmy6168HioPPlZzGY7JyokFO5ZMc1egooJQVRZ2pa7vGZ5zyYo4m/eSMzG1nKLFjS2mVWaN9zuxpjF2pX+Yn518Q2S/wbV6+d7s2/XGtJRTqFSVk0k9mjqYxkoDTRUrnUc2eTMZzeml5bgeWTnJRCwsFu2iItK14SG7shpzOxmX1PxpRP/n7r3vqImtudYspEHvgSp06emaKdVpsVzJ8Api/g5j5PMWS+sqpnjmKW7Q+D/nSjXVq1Q175RejvHe1K+KuAeELuK8BotXuQkhkLE8a95P1P1W5Bn6y+uVeI1pzdVuvrbrVu/BObXu9fCoUyiM0ajkHkAJT1ifjHcWn7fqbHWjedrI8a7af1Ere36i43N+W9wjNz6QgZ7cc+QFC67DiGzGnk+mBMh11KxuMN3V5ayH+XCAx/HrVlCvm+6ze7FqQ6ZENigvZN2Je/h68Rev712U38N4eN3YPrNo3+r8FlfTeh3XlxXx/mqu0+mE7/7u78Yf+SN/BE+ePPGf//k//+fxDd/wDXjx4gX+9b/+1/ie7/kefPrTn/4fVkn6/u//fnzf933fB37u7t0uV80trtxZXbQE7Q8tq1K5ASlyuNCiXZMturCSJUdI1S1ZIitqydo9WYvV70UrFJ1byhBa2whQLxEGXeJI4opatKLBV+oQuj/LrHMneqzmhm8Jh/OEe3MnV0nuch5yQ266EDd5xTQo2WpeC3LRDm1LBkqCS/wxxmRtEsDVZzyGbSk2qSUk6MJFYdvtHi2s21y1KIJa7+L9xTEkS1y4qQOXqKvFv3l/lk4jmpMcLNoEXHg/+nis9CiyQ9a92lIXvrSDVXxDVPJQ8nsyhi+dsaDjE+iaiMtZohxnU72iOAL6128INbYOvXnf2OEX6kfdOuiQDOcVXdf8vte3Nre55/0C7pXw3FKJ+13EoHl/os6k406SUJs4FggEI91cN+UkHrbeTyZ0EwxsRC3tZgfpADTG+5uiw4v+4TuzTyUhNQkP1qAGp8d9vU9Vz9nrACPa7OIcA99FPw/GslukPCLBfw7ASYe+T2XNCXe03yFyxoc9XYjN65X0TBJSa9Xyix0ipHfMUrn6eeHrzf5PDQF6mHRfM/LckqIogXTvlmLua/uTG5ke67V2wtrex4YFth44F8ybkitUG8AJltx7ku8nfWWnL/X63wLxLsuCP/yH/zBEBH/zb/7Ni9996lOfwsc//nF83dd9Hf70n/7T+Ot//a/jB3/wB3E+n7/o/b7ne74Ht7e3/ue//bf/pr+w3lDxbS1CoK6l5Bq+zggt3JgAJM0lTKvGcwB0jGYAVikmVbi2sgrPM1dMPHZBN9ZwtLbcq4AEAGzfsypHpjU73JuVZspUA5WAni4ox+wxDK05Kur6gWnVVsaoJd5d4PWHi3VfOaVgiK7JhMsTZMl4+Pwen315g8My4lhHfP58jYaEbV6QU0OVhCFXvNgd8BX7O1xNC26uj9hdzbrR7CrSsUA2Ta12y0tNotauFvK2jcFyNhezlCHBJtV4b7J4ILzusWvjmowfi5CrkD9cwnO5aRdEKRce4UZaicJiU1x3YmLtiqoontIm5tcmj2mpHqyx2luIx7cBjthosXOjX6+aF7JfLa+TJe20TCFZ3MrKpkekWjGCZkpCeU0mFqBjLKNgNF3hNml8j7mnZMZOr1K4PAsPEPOaWGx23cHjsYtp8WoWgClh2TtOt/nisN6+lzw2L8lyYgXOlF1vmqo5WQ7tYvFoF5fp3IL0NKzGwM7n5JrVyWKIEHg+NzdTsvUZR27GSp9ujUVtrsY8K1ubc0IRlWB+XlUtzjgC6g2LEqLTSzP85jBklqvgKnB/6CsKOR/A6vkmMyTIZagW11bUSG6JxZ1N251FBTQWbP33pLn6k7Lb0RVICWSfa8J4b2NgbWVBhNGU9RRBi5fU07KHEoxqCRWr5Ua9JVQfW26UtyCjegDpbcmnhHxUj4Ue2DoxxlcJ5aRzJ1OT3NpercZxGxT1DvfGwzDdA2aMpKpz2Q0HyubWiE83I16S76EcGHhueT51FaKYB/0arl/3iJeH7n/9r/8VP/ZjP3aBdr/Q9Y3f+I1Y1xX/5b/8F3zN13zNF/zMZrPBZrP54C9sUWaqKwFuZbE0GIk9AJypGsw4imkEumJc0tFA5wX3uE1HzycTT0h4KvY5dMjWUBjJX0SvztQ7lwuL9uIQYWUgiY3I2aZ8tk1wz7UbTPUJUJfhmtSqzoK6FogkZzi/v+yRk2CVgl3RmfpkOmHKK/bjjNM6oLaGvK12QGS1Tt0ip1WuCCCNEa/sc+uY9pFMfadOEevhmGjb2dm0spUAhzHuR8IbzWLG1i4ILsaulpJcAMUPjDWZUEMCSK4zBMI8WckCDGE598xOGQSwWsXJNnlZUowpdKxcvYrjbOxkjw+vuoEl+1VfuLvZoZlZu3cMFyfnICeJ53UakpdkyK5j7ks25Aa4qhTzsgHbuMQkIpP+zjWrPcYraFOK6jyOQuxg6vNDaTjYYUD1JmrtcowS+43zmV4C73cLNXBNWtspeuII3Ayp1M2dJNAMAwvtSOu8M7YvMJSkfRewMVXYQRZrkQaAe9nIZVhTjK107aSkJwVKWLObCFQi5sn5p6GZQLj5FAiwnLXvaNRcqFFxCdnPSboEjQSiWBuPVBNyHwcnWc3mppZJtfe1Ncv3ZvUrft7rY6fgvdArQY+Io2ab40xX4tpwlN9nBRD1mhFCF7ZzbmydeBiEErIJ7ll7Xdeva8TLQ/fnfu7n8M/+2T/DW2+99f/4nZ/92Z9FzhnvvPPOr/p5jBVJMqsKcKp9njWeopU4TJ3INjHN7U3OqBUKhqcQG9DDTDyHk7+jWg9RD2CapCnifywkv1ipPCr7zE/DR0irrJwSxveK0+jJgOWmNjykiCtPcLc6ALcaU43aq1I0brLe6LQbjgnplJGPuivVU0FtCe+ernA3b/GLDy/wiw/Pca4D3h7v8Xw44DdsX+J6mPHO7g5TqdhNC148e8BmtyDtVqSpAlNTKULGRgdRJHxlurK2IXJTzUtyxZzhIWmVlc4dyY2m7sRjSZIVDQ/UV7ZNanhIqPvmfVknCY1rM1LoziXKArRviXzGu4ThCGzeMw/DwNgmvMA945Z5gccGJcErtIwPNobHyAfOFp9tA3WObbxNIpG6slrVCs6GThUXedDrXtHG5v2YS16asYg/R+eF1XodqLymz1UFJzVcJIXWLg+svCTPr6xXzXIrm2++ipT0QKUhtdw01Ovq8XBQPB8W4+sM2DYqy3k4BGrO54glkn8xPiSvZOTl8BCobLrVOPVyrf7s1FSBa92Lu8brlusj9gHG06eXWbkXNleraRsvT1WFrZknhYaKV9pqHYfC5iYZ09k0kBNM/5uGTuf6dSRm0qL04AwP5k1Zw1gUcwkP9xmbd5PXoZ1eRSWn6aV6vpjTXHssQsNczKvxrOk4L+pZkrH5Ok02pzcvDUis+hwecHlJaHv9PAyxk/WfV/PkWa61FPV6LNdN3c6GVqmrTMWvNqIz4ID1ppqXRWPoyLoVrLb+1fCDex3WqxbhHli8fqfejOXK+C80aszNX3cNr+v6siLe+/t7/PzP/7z/+xd+4Rfwsz/7s3jx4gU+8pGP4A/9oT+En/mZn8GP/MiPoNaKz3zmMwCAFy9eYJom/ORP/iR+6qd+Ct/0Td+Em5sb/ORP/iS+67u+C3/0j/5RPH/+/FfdHmcf92hXAv3R/eruISNiAOjicGap2+bHuAwXknCjm1McxI8ukp3qJG7JXsQgHb3Fz3slltTgpbw8xkULMMcChi0SVlNRDWoYm9fcU0Q9iI25z++EAKd5REqCq2lByQ1TBhajrm7zgkOeMGHFriTsxgVLLUhJcFoGDFPFchgVHjVzfduCosi9FKB2eYCMCUmCp2RoxZLkaIluWI/dQRcjMrycoLsvEwCrTqLhwuT9xQ3dPQ8ZLvIuCVZUItDCugfIqhzMXcrncQgdUZu2toqwpMsKQZ2l7/+mt6P7PQCP2ZL80n8PgKc4MS2EJC0AnnbSpg5x9ohPbD4I57KhnVGiuIFxBrz8o23QZLFmq6DUClDrJW5INaEcsvfpYKQtpOhneiRSSxCwtm/y4uruRrT56Ex+76voH2eqM47ZIzeJfvX+J/KRZHq+Ei7ihIgNChRJp67vbfNnIXnnFdhGTkEd5r/ms5aylKyInuPBAzEQ5+Xc6D0UCdD+65D1eq33phsWsLHkuFqRDWe40+tixp3YOPUM4TzrL1hK1b/rk9z+2EGXD9nnlL6TeNvXbbc/ToJ8zBHTtTHIi6V/sR6xzx9Y2qMS3tBiT85V55wUC/dkI2nSSJy59yXnLDgPp1PXYqgEr+/c/fIevD/90z+Nb/qmb/J/f+pTnwIA/PE//sfxvd/7vfjH//gfAwB+5+/8nRff+xf/4l/g4x//ODabDf7hP/yH+N7v/V6cz2d89Vd/Nb7ru77L7/Orvkxgu0EXP7U561UDcna0RZdV3WqlEh6EGo9IxqSMMmEkYTDfrI0wdKNIzQkoNmGYI0lGcjnEZPON2Kxkogm6SktSV9ty01Tdyg5osiCpDLTcEMUkr4tL5R6NRyevakRkxnzDbEpO2qCE02HCPA9oVydsjGy1toIqGU/LEYc8YZsXFDQ8nY5YW8FUVtyfN5oPfLsBNlX7dTQ/mLNEzVOwbyiWf9hKNzabqNvrJdKaHhzLE93Iy0ld1qupYrHAdzGrmyiCnoaMbhNpNg5iqkOmj+uVgezgqRZPrabdnVZgvLOqPjfB9ESyUn+niEESjdSt/pwbgKNNsXHaCsjbonGEZB4RM/icoT2Ik6rqVj025ZTce8CazO0tPfzXvSIDEs+IPlBDq5hxMQCQqaFus+qIf744ySuvWu+ZSEcV31T7t+315Mi1s1cX6BoSPTzzvf58eaJM2tS035cb8bjvutcCGHWrusLN6sjSAKOilTO/Dfm2jR5AzOmlS7lVrt3sxKF8Vldp3cXYqz675Ra7rGpi5h6GezhLluEFScDmVcJpH33IvhpfaVuRBXnOGO81D1td5rrG2yie6cB0sLqXAARCw0pRvBc9qeLvf367YvvZglZU6YoxWu3/ZAe7GEtY20llKTKpNcZqfXGGu/DHV1FrmvyESD+D68tvP5exPIGXIaROfBvUc5cXmy9PGzafyVEL2MiL6QRX+mO1KAcfZyC1bPrQiduSjuFO97DxIaECwKbzRh6TeyZgRm9m7rvxKJjG1oogc/G9huvLevB+/OMfhzAu8AWu/9HvAOAbvuEb8G/+zb95be1hfIUEhhVmfdrGTgk1RY0mBXhm6aqQQaN1WO1wyEtCHS9VlTSlIaj8keMmnWspEByMZQ2L8fCgLwuceFOniBlrojpQrD3FLEhX1RG11BknUzIBO8ImLkshdmidh5EMMEWtBGlAzQXnacXdeYNlKNiWBfd1g305Y2nFGc834xnHOiJDsBk04F2ezHoA1wQs2Y0MlifLi6Jfz4s0qUgMAuQUNUXtLKJXIK/aVgoe9DE3sfQVhhbYBxobjXuotdwh6UFzvGuJsXTUNFxu+GTBMqaemh04zJuGlTS0zY3P4gFHK5yiA4BtAGtUYSlnprbAEUIbBNlyLMtsKHwAcgJkioPIc0htoyQZkG5mpnHx8Gzm9WkjkI9aVi0bAcbDAESr5vEB4BKJyQoWADzY4PFLFHhKl4dHbLw1LUn7MC8ALBZOucfUoloPL2egGr+BKFV/yTUVbUg1ucgDXZsUgGARCs/V77XMkxqhlLmsNl/5LBmB5dqe2XkcaGhAlPzWNoJ1z7aKP4ckn964Z1yW4ROPFXP5Fh2zanVl8zFH387mRUgmVmKSnakllxZFijVDvkmzOryaamTAxPaRulE5XXICmHmg3pCEBvFCD4Adds4WvtzjnfWe4x0BeNisPVpjLBDBMezT8IAQiVl3gebrzgRHLKeeBCsdt+SesnJOnpZY1oR1en0H76/rGO//8ss2a9Wh1U2xjeLqLSxMjmyDcVZ1H7qeWaycTFuPBVpMjOIJruYy2ndWeHFwP9wLvCKP3iMYePmssRnGzVINpi5STBrPmWz6HKfyM8ldYvOVqfkaoAu7HCNnz9NousMtzxn5kJGPBfmuYJ4H3B03eHXaYG4DXq1bnNuIs/29IuPt6R43wxlDrrgaZ2yGFW8/u8f11Qllv/o4JElo1xWyr+aOZMqEWfbcjIpVIGGKFN2egLs72wYXrkhA0WGz+p+0emXQn2tR83A9UxEHoptT7XKgmWpWtw3rvrlmMxFJnaKoON1evUtuuFcW6XITykd1C3cd0hh096K5zdoIoNhGNUqoKdnGTfej5mOKVwRaTeGLoQVPLZOYQ9lyVxlDpNJQqqE/PNwnyKSoJdLwbO53oRbYxpxM2Y3eieEYlb9I2Fn3zfPhM4lYEtrYEJ3X4722i/FSZ6marKAz023uM+zgh6EZCUxbItO1TnB3vgzc7GFZAR36Iylp1QNfBniuuBvXJgTTRmWdk6Dp/SRBWGI+qtbY1mcxd7yNMQ6+TTW4OpdkuLIZ144YH4BZGeO95kWz4hqr+zBmznXF3F9yXJjPytCCTKobXo7A9CoMjLpXH6wTvKa4d17oBdS5Pr20/fUh9jb2F3kDLD7DeQiEsej9bz931jYzQszbNb5Sg3I46Hpebpp7o9ar5gpkrJ+u+5mymtcrbXuZDWWvcO7C67p+3bOa/1deaU6QHQARrFZ02g8nMSs6tYgFQ0kqmjqUfNIhAy2FKDeAYKtyk5u5oVoqzDZQDcUZ+jJtdCm7lW0LtK2x4dEFRLZzWhQ1tQRkidQhJ4HlEPlIr0q4lW2TkxLGh5blSr6Z5tksQ+YkD4J2LjjbqffecY/zOmCTV5zNB1XQsC8z9mXG7brDq3mHsVR8/nCFlATb7YJjTZBq8mwNphOtfdpP/HVvGxxdcENsaFxEvrAFQehh+oBZzbl3U5u1vO6YS6rP7g2oPOshrOkf+rC8Aq2ykEDndt5RecfQ7Uk3AACeU9nG9OiQMnEKCSONqQyVsXiz9vMxrPMEoFkVlXLKlhIFLFf6nGIeAW4gdOGnNaHMYhuo9jnlN2HvPb7KLszSGwCJlbXscKPLNc+WbmSxZRUugKO9vIaL39nQElKGxeQPSYDzUAznpR3U3L2YU0tCkH43uagEPURS9GPq2VE0xfnDdqw2ZpJ0jtGIJdsf6NYpc9urxil5gBcLAVU76JoxYpk2yLUNI7KlnNxIBDpjwMa9DTo25ZAYrfCUGiQND+ghCSdrpgpUc/UWHijX4h41etXoVuU6IR+lnLoxIzntlG1Om3s62R5yzGhWnKIvv8k5mBjjHzXPmnM4z5o2ue7g5RkZOnLlOQNDzkEZAczRrtIbJUnnlpxt7ARoQ7qIJ0N03nrYxI0rOIFOxyDCMuRovM4Y7xvE211UNGF+orLhbOHkQIK96PtyLW4Z003hLLyOKcoFB+gBTiUVGNnJ1Wjc8opcUXfltc7tZHGiahNIUW0Kyz3FxqD1PgOJODoaIp9xtFiZNhCevlGOZmHm2HCS2OaVA4nIIMC5oJ4KlnnAq9MGv/zqCT53vsHDquyQITds0orfNL2Lt8d7XI9nvNg8AFA36PX2jKubE/LYMO5nUF0kIQwPLrJ63awvA5UkGwMSyNhXdBEDgRK44ZSzIdolOTGJY8g0FjKFs7luGWukoEdeFB2zEhERXl8VBgKLL3bIJNMF2hG7JtOgFiIz+Nj27wDAakM3J8nQbctKOABMkQqRw93nMBeiJ/0Z26sMaPENa7o1Q2OQC7GOPIfKFl2gADzdg56Enl1Ndmm/0bF/hvtQaaL7XmPFel8nExV4VS0Sotx9mzjXbT1tmq8fKcZZmBUJZUO9XnHH3JDqHRDldiQdNx4iQCA7rnnmmPtB3ikvEeX7+pEudGBuzmYs+h4RUyo2L2ak7KujcbJ7nTy2GjIzdJrPxnQ+R+qbVjMTPwA5V8gC57omqmQ+q7vGOd8sp3x5ov3UTMXMjXkWN8lw97e77K0GrhrC4gx+apYjA20XaYGcVzSiOac8PNCInNNFXxDIiL2rE1gz+1/d4J4et1q6Zkf+crJa1YObBNTXdb1BvN21XovqlNpiI4pySrkNejmqaLcKEwT7MCXb/AuQCoySHouJriW6aJiuULeKyHKLRdVGOxw4AWnpkx3Zbcqp0nWqE0RG0aR0HuRG/oHoM2CbMlmVzVxV5T6b1W8oxeJaFKbIZikqClcmYXZmYNaNSgCRhHkeMAwNp3XEfpgxtwHnNuCcB9y1LTZ5wa4sWCXjq56+h5fnHd49XGGwTqhrQSrN0rCyb/gD8zTn6BPPic2AQBzVuWUPbXsmum/c0C0XlEIKo753rurKJ/qhm52uN0Ct5pQjjHAxvkZKyXOU09MyhXD0NjykUDiq4RrNSB6P5DsoAk9RwOAMpI1Z/2Rhpo4lSya6xT2b6T+LueTrJiQH60a8bNtg8y0vCU0oeyiOrlKN92JhBM1/NQlQ87bMT0Ni1UlANj6MH/K5EHOrjnDGqedKI9ASBfQzzGCaI3TTk48o+kBVpeFWJ4B7rqrGBRnuYYqU0dkVoU6C4T5jhQk9rIz12uFmngJu3m2j33Xj0PgA5RjrJa1AWZS8tdyY2EUDUg6eSO1izHk2OUlDjuV20DSuMQzrtJotYGucaYYsYs/SfG0jKvJGBnKigZd8/3Gew5axWO0XErbozdFDS9xI1APP1tA+DIuawnMHWOw7XxrD617CYE16AJaH7OEKouM2qmfIVbgAT+9RkmDyDAwV3YmD2tMJR6Z26sPJZ8mm552ZG26hi8gthmuv0/P1Oq43iLe7iHQkKyOUuWPceBknI1Itc+em4YFtebEaM4m8T5IXuFFmt2p5QNOcZrxLXHOUsSvmr5HR626yGsiWakwk8vSJ5yS8pG6j5vPapK7Q1IKZS/cckQ/Z0dyE8xzudF1QMTHXtUBEKxatknGuA5okLK3gUDcYU8WuzBhSw2+9+hW8vX1AE2AoTRHuqqSdNKoOrWyap+6490DiQGEqES1kF6HvLWE7CMspudgBoIu7TspeZ+UmNITL3jbVuiGqNvfXGuiX+a8yBKLz3NgKIFvsckmAMXW1kgvc/cqUn16Aw9NHUnc4U5GrY+0CHE+mfRjj2gwVzmuST1gLt3cdl6P2m+oaA+M9Qw025s0YxHSDnkkmjD9tMOYs89JJ/qE7mHPYcoUhdjBsVFOX1b8CeZiROIfUJAlgvqlv4YL8TrIxMiDjwZ5e1Bm2bd/cq8FxpirUcIx1T8OIpEV/1zHQPUMcHgrwQxy+sQ9HHvwhiwnyLwCPK6uHwhj9tvbGu3hfMbUo52nYO/O51HSnx41MfkX2yfcL5hYrehaPhzNtksIiqaorXA2PeL9eSEO1n+GI0sNvFkKhQAbd8OodhOngJ+e45DNc0tH3TeNeeIER82C169VJquqBlCC6urdP84zp9SFqdQN6VU8A28oxSCvJjebhSZ236jVcbw7e7uIGmZd04coBALI+L0Q2OoTDa93ZRJoRFYMAQAKRzDeisTc72NISbmIxRh4t9FbUhcX0H9g+ohuPTsbzW82FNvRPRp3MXbRyg0yOLBiLWq54wKeLBeuLy9yhxZDZeiWOGgJVEWEA+VCAmrA+jKjHAefThJenHd4/7zG3gmOdMOaKhoTbdY9dWXA1nHFfNxhzxdv7A3IS7PZnTPsZZWga76VRMjVPdGcsj5KMANwFqUUkxPuI5DUVbFDZSZImFK3ZpnuXPfZIV6qzSXOgodUkEn3jXKOfpGj76kacmMb4KA/W4Whl87oCBO5NOScfd7LkkZUsQ1esstiTqw/RAGujYL1uLrRRnNlJr4eiPZYEHB6SxQdNBvJKnCmbFv38RZ7rCiQjxjhT2NrGwhyq8JZ8rXBuEDU7M9cOu7rVuTy9zCb5p89n/I9kKYY5aFgwxk/URjRNFF0tnuoFQEyQhDn5KqGaXCBlOHT9fta1UozEo8YzXHq05xzkRecA2dOAGThm4NITwjbXbSB9GjSM01JMg142zQ0242IXcrKO6Fhc3kR1JAcBDOg8Xf02RuKSHaSUYK0d65sFWMj0peGhJK9OdYoVs8x1zDbR8G/GiOd+Q+TPmHoyQ97TJz37wNpqmQc0Dpw0auGd/GqIg9SMfzfIxDwKRswk2UqKWCqfHaimv06E6yACYdDwc+X0+o7LNwdvd5FZR8vdY0oG5siEJLLyNJFOPLvRNbPoJqI3ABhzVYu7i7MmmNpKWK8+8Lbh64K6DDDoYtDJVK/VJasMQjsIrKKSW+sCtE27QBJUiUoLnGXZC0V4bJmu8VFAEXPJEu0lSWFWNJfOGVgy2pJxmEcclhFrKzi3ggxBlYxD09zefZ6xtoIhNTzdHJVkNa7YbRaUoeqmxtSdYmo5Y3M0xfgqAEujsDzJjXgfMVULCWjbFtrV9BZ0jFlNMQgEANgY2PhJUQazxxYFYIlIehLaRgBz+9F4Yb8lI2HVTX+YIMalRr87qcQMtOEU7l0n7Rn6ohFUdy0kTZm6Q9Q7WNzWwgZE9mIxTbpFOaZtsoPXSFuK8lV4QJGrfX6MjZoeCZ93zdZVx1WINRHITPXREc9fwxWvY2vva5t8s3zvvKB3tOi/EcilT8liH0QMEr4DOr+jhJHiKJqqcyTUyaN3bbFPXOwXFiIiy7xOCJenwMmOunEg0gdtXvYFE3iY0cVMcqSTjsxQbpvmfZZ8bOE/64V+pEScnIY0EO1FkiBI2bz1+c5xTPF9riU3yodAo6lrkxOYzGDyedcR8HTMxb0JMsZhTaOnZ3u7odOty2TzjLXSfXyNm+Dtp9GTaEyli3fz/Zvplq/hehPj7a60QstDCUIt55F3oY0WSzHyQEJM1NxUaF0lGY1wY+XR1q04WxNZY0ihOypuAWcr/8UUErpiyiGDRKy6EdQdHO2V+6yi8JZmc0G0WJOWIMxAeSg+WaUIpveyohyLbfZ5m2Jkm7HGZhRKNzp5h6OSy+iSAxB5naYv/XC3hUjCVCpyavjF4wvcjCc0SbgpJywouBrOeCvfY5Ovcb9scFgmjNsTPivXWLYDUgLqqeghNrKvLBF/KxhOhtzMEKLwO9NQ0qr5zEjKnGX+6boDnBhmBwxzeP0gFECExowu0nLIioquxRFEs0IN5aTxUXoYHL0csh3wuoopPADAN4dUk0uVKqkDVmJP27NcI3JMU7owDDSUoe+VVwpYwJFEOSUTDFCJxflJqKK1FNa9513SjZhMdN8QzHCMVBeGKvIpIdlBWEywf72y9TIASfTn4ysVbkkNGG8z6oal8XT+EcVSp1tGGPMbF2zhtoHn0s7PQ8EMIoB5m3jPZgcdx5TM6fGsyI4/r5swfMmQRnewkeCTZ2MHi6VS9aEXaAihbiPbgQbpcDDOAEM95rUgAYiZCvQU5BpoT9XZLC921v2BSF+9E8kR8ubzxUNe81PGK41nQP33HIdR3ekJNd4n9yTlOSmL+qR7WWGGQQKI7NMCrE8E062ih7YViIQoBeP+sP2R65L9zJDYdJuDQNpi3ZGVTMMTgOe4+xjBDvmlW6/29zaYgdmif7k/+rq2w1eyqnsxxCjJPAfiZ67ve6/reoN4u4tu4yRwi5ToJyxvbtJmwHMAzTrKJjDAeBrd0DKKW3BAoF+W9ALC0vfUlyIez3FZvh5FAU6iyI+E9x3JmZuGeW7JXK+SLObDydUCzXu6FFG/LThaq2LkEXdJdxeru+RFN4R2GjDPA07rgFMdcbts8bBusHZf3OYFT8sRT4YjnkwnjKXiZtT/l6FinNbwHtCU5aLp4l1EweoCpiSnjhcNKCdVGBOaDHG6QKn2FO/N/mSaVcRAuWl6IQChbnFy5irjYV6pCvr/Ysn6nDee/M84dmcQqOhB8rxDzQnu5iQtc/Oe0K3Xbyw+NuwDc4ETYTrS8Llvc2HsDotkLsop7s15w4OQ8511Zp3UZUaiu/Utzq5zSJzB7IZuklhrhlod/dmmyueQsSx06a+R892PvSNkho3MFYwUVaF6VM5+9f6lh4R9Zgd1j3DduzTGRs24OdF/v0YBXCBfj/nPseF7GpVpEdPTwFPBn9suc6Xp3XBRH3s/Gvo+bmJGCnUGBK4nLUPHAzAUTDczhst6ufQK8T18fnbeHCUahnqXuuq7w5B9P4bGN6wf3INkn/W/dGPG+DCRsus2d3uvhzq68qzu5va5F/fkdeGh+BKvNwdvd7GWrsf46MK0TYpxOwgwvcqejM6YFMkO/QIjUYlJ33kxUf8rta64aVOnl26PckoeexXbaOjiy0uyOJFOqjaGC5EumbpTkou+GNz1Vve6mZVTwvktXYDKahWPL9F1ORyyqxblFV5+i8UFzs/VTUgW8WgxSB4AyECaM5bP7fC5zz/Bf3v5DP/9/inen3c41wGLFIy54mk5oiIhJ8Hb0wOebw4YcsOz3Qnb7YJSGlICytBUrWpqkMkKhm+1DFxfnWR+1pz8w02yF1fPi6G/YoUQ/BABSA7hgcmNkFKOJD6tu86dbYim7gJVsD/cpWfSdUiaUjE/FWc/s0JNGwPd9UjP026oMGboncXS61b8UKCsZ5n1HnWjqETsXQFFzowdygA0S0nKixF/lpirXlHINrPV5BiZQpOkK94xRdk4blosqDAcDe2sYagO99mVs5IY0/scgvltuDxIqK42vcrh3lxDNpUlNklkYqyVfaTIRseBfAc1eKwvUkfGQhiZw9GWWiXahrO2q/1bxS+sHB4LFDwkN+pcxWmi+1b7aHwItjDZucsTUbUrGkFZDXCiyeEhx0FDJG4GL1W+1r2YUXSJaqnORMOADGrXKhB4sYhqXjplSyc/mFUKVFT3oChXhOlLnlduZEYaZppKJLG+zEien0amh0rBslhF9nze6TY5G5+ypgyf6EDp3B/vIsMkUDI8hOHx8o2JYjCU0QGfNijBj+58N8wtBPe6rjcHb3+ZRedxrd5i4x+JRc6qF6TiA/BNwEkhJNXQyjUXNIsP+KB3Fpazj40dzUlEK58Tm6xdRyy9FWc5b860NCuPOclKWGi+wQbq6RL5FzMqeSBZ/JGWLwXGk5FL+kowPARhrtl2HHA6TjjNI051RIMynDMEY6pY2oCSGnZlxrYsGFLDblgwloqcG1JpSLkBWZBK07ivoSKZ9OcwwQsWr3BE0bXZ2aB8FzKIBZ253aEcCWOKc4TuXsnKmAxmuYQnpCU/wDyn1A54PTBj3InIyMz0uC7nYIe8HW0gxoztJ3kLNh+d5c25QtlJsoxhmzrLQxJldwcP5yg9AkSSyeY238ERMmOnfo/k84EGhNBm7EiJAJw05OpjNAQpkmK8AlYZ4jzmc8jedt4FkY2R7th+eip6ROtIbvW/Rn8b85VVrljiEAmuX0zGqzPABcGaZ79269Dn1nr5HnrPmMO8PC6bYm35vOzRJd+zXP6M/e0ZEgWRsuVuZAAteUiFhrjHOtkpXB/GbWCGgI8x21bj88gWz+e728/p4fEMBa5VN3pDG1py9BtBDtcsvQoRTO6e3c9nsG9SuKv52X49tW6dpe59X9P1Jsb76BKzuiBaamp8VVD36lIZbzVuJ2b9rVeiqMZcHnVnuWddihGSskuVRWsItoSrsxV1O2YjdJ1fWE4i0xeo/yyKssYHYyM+NffxbAIQsyEQYyEO9wnL04a6iqNjR1KDxeCyWuX64rRmDQ0/F2zeT6gSQgrrlcqtMf7Mw39+ErqmKp9nyOUhGwu5AS2hrhmH04RP5xs8GU/47PkJXkwP2OYFv3R+jpvhhOtyRt4Kzm1AQ8KLvaYhDbnh4bhBHhvEvA6ya0gWU5YEy4NOynWyDYPiEOWsMTaKn8hsZffMctaUFvMsdPEzxseWa2V/l5NuwnVSxAbAXMRqUbNyDku0ETVRk1uZ0VljfnuVtqOKFLkFqVKQwTbHRcdlIQKhuMJsCA1xmFC4hfMvn3Usnd1ezR1nRqS6sYu/g6cjCd3KgRazeVyWK91EFcXa/016k4xnz2ElqYwuVCsisl5FqCJVZgNoG4YDUZauMUf7GxuHkyK5lZrGdBt3bt7V5Arr1jw8xwRUYLy1sbZUIOae0o0o2bxYVVzLF8niquekVX/MAFDiFJBXRYhiOaBEYOuV8ToWPUjHk43jjT57etC4LV3+rKqUFy2nWB6y8gsMffbxz8372Q/xXIMvoCIuwehWDoau0+U6xoG8BBLYaPiz6L2qtoUXzGP6gI0BUPdNyxPeBxKk0VS3pshnOePU1ZYCrFa+Uc6B3FXOEkiDsubPH7KxXYFyEhfJaIN6ubiXMnNDCjA/oxqa+DtRQKYHLS7EYSmYqYZkrBrLzJu/NNrKQ7znl3q9Qbz9RUuwt4Bo5Rri88LajBvQSusQgV9EsLQoaaWlQDUX1mGCxfDk4ruBtmgdIljXtsh7EoI/EwaYqEvboSbf6DtLG4h7MfibuElbrM5jqCnux5QMj3fZPeJe1o9rRl0LzsuIwzrhWFXH+dRGLK2gSUJJDfs8Y59nTHnFblhwNc7YTwtyFuSub9B5JXwmy+V7uoXM9vmfcMURNXiqS2cte1yJCKL7XI/YvpBFzHkT4Qe7p3kz+B32G9C1PZoQ7emQr8+bziXG+dPfgxsK5wT7o39er1ns/UYEjJjT/TzknHVUJPG9HpWhe0dvv6SLsVCU1fEJGoLQ0uVu+vriv7sxIpLz9+hQmpd8w6M1jPiddO/ubez6vWdV+8D0/Wzv6F4CiXbn1W+phgE11Mlg5zNyPMNT6Ppx4/PpCZD4ju9BEv8nT8R/3zHPgzX0aL0w1MSfCwJtsh2uDSrwsJK1n+274H44mjYDsfA5ydG6roUUe8ajdcB2AI/WS43PBkmtGyLLAfamyBdpI68eBfdj3O+Vr+F6g3j7yw40FhjIx2x/1815ubJ4zpOQO6tbc+HNJuRv6SzVyn+RWdmKMSn3EY8BBNnyB4cHjQMNDx0xxw5+SMQmWVljZFk3U7thbAVZVWJkEJQHRVbIEbdpG2VUa7Ht5BqrdaOIjvGXKDQfiFhje9on697QrW0AnmdIghZF5mfToRVgXTLqOeOcBP/fX/kQ3nlyj1UymmQ8GY5otpq2ecE2LzhPA56NR7w3X2GuBetVxv1pg3kuWJZJmdOTIO1WtMOAPOtKamZlj/edFrapb7W9oNxli5dqLmc19rEg8gSlWIy2Kkt1tFJ3YqXVWJKRcVuWwCPTneXjxlcZw4PFJ5cohyaDCpZo1RSy0KVDfyH4Xy3nNLWIoUqCVyUioaVYHLUVAIZQWK+YLOe6AdBM4WzQEpisG8x0LFbE8TzTZu8/BZIhI7ZtBO2kqEddyab89JAcCUsBjh9p7l0Z75OLjDR75zrovUcrs8n0mvl5BQ66o1+k2ojlJ5+VKd0mwVijXXxWOQLLc+UDyAZYHXkbGrQC9CXhohC836MB69bi8N2hypAGc/Mry9cdE8pKBSUYE1z7eL3WuVJNZnF+qm2ZXqUQpmk2fhb3ZNw0z51AhfFFmvWZokJ9b43t2mFfoZ6mbTDQtW61OMta0bOqsAGGEAFFgRY7ruZ7b2Oosa1XgjRn0xIQlBZzmyp5Ktqh83q9CQSsBmKnOGbzl3tY3YnnVdet4PR2eIW83GQOg4lxZxrQzGVOLSHN6gljyVOmE9GDMN7q+C03AhI0lXehBgX7Y7xPWJ4+tgZ+7dcbxNtdblXawnZ1kxYbU2/JenxIems3WMp9XC4s8G7wJF1YbHy2x6f62A+gFmP3OS+D1lubQJABWiCQnjnNtmVzPRPJRiMCKbkqjFl8rkbD53ZWtiOER0iA5AnG6+qaMc8DHuYJpzrilWk5V2vEmDT1aMgNu6LSklOpmEpVprOlZAEAiiDZvymqoX0nYeX36MqGo2csXrS7QwI9er4Yhw5NoX9vflUQMfskgcY6a579ReYurXBHiUQeROB9/MvMdkfjRPBdey/iwh0Cu4jV9f3gB0ryn7nn5fG48vBj36VInQE6JMH7AY5oJSHiqPwODzR6RnLfVynu2bcj6e9S878GMuZ4dTFi7/Mc7eBBl+xAIhFOnycX/dSzawGOVfqAh8JRIpF1vxcE0A5Um6Iv+zHp9bf5fO4/l96xbm3bPOGc7OfDRTu78bsY3+juy7Y0fLAvElT2srt6TkLqHnrxbBtj/w6f0a2JNsRnwrjt1glROB/PNUHDgu/Uz2l72OP36z0U7iHhx3kf/nt4NNhfwvXm4O2uNCdXlSlmxUduoR6IFKpQi1G/p+XJcBE7YEUQkmjyCi8LV7dWYNto61KMDblp4S6xjcT1eRdadrZ5WDyJE7M/GGQMtx1Tmy6ICYkKVXpvf8fE/Do4oqsbgAXOudE50aNYDrCJdqzXqsZErVdaosx/9MXwckSbC96/vcJ7xz3+79u38d9Pz7Ba3d7rcsI2rdjnGQUNv3H7Pq6HM55tj9iMK55eHTHuFj10NxVSE9K2oj6pqPum6HBJLsVJjdV6VZWJmaFxUgmXuxSLs09q+SqDVVyPlwYGFZ80HcZ+xjJxMy5ENIYHKyO4JbICtp+LXNb5eVUm8E5cRSgbuzhJxFhTMw+KoVcyV8n2XPdiOb8sKB6bMVNmhkPC8qSphc/YmDHyK/PQ5+QsW8brlV0tmJ9JyGxmQwiiz2qT/ps8hb68Ift3uM+OxFJTRjya6UNbDL6Y/ChzSPMMbN7Lel9zk9KIU+F68yqdNX+2jYrAGWtfbvRU3n6uoJyN6T0A63VDm2wsLZ7cBvFsA64l9eooYuV483BerjQmrXVu7QA1JSYZjDtBoqat+WwSjZoRAQ9bNIq2dAfDeKcVf85vVXfdk8xWDOWvVxFWqHvR2CfFbja2ZxkaJntcFZhiXypnYH4SPA7yECD6/usuvDtkPwNWXOHe8sVrcnQMaFupmrZcqwE8vZ81Qtetn/GVTtI2IaoMmbesmWpaXk14xPbD8ZXO2fHB5jczP2x/7mv10h1PtTBVRgulLI6x65SvoYrFeHbIasKFel7H9ebgfXQ9jpN6eTo7sMga5u897tFRIT3e2scRBE7W4GIM64wkBp18jflitMBKdx/eLscB+IH2dzEhZ2saur04oHtkx3zjR/GzPmbtaOnRrLmwIjuL0Q96dJYlzFpdE9qScV4HHJfBY75VMhYpqNB4b06CbV6wKSv2w4ztsGIqFcPQkIbmZQkBAEOL5/P/7EOL6faxR0c9EoaxPH4/3muAhxE8LsWP9LG6/r3l8r0DBeMinum/62L47H+wzexTdnjX/kCol+NEtO8xutox0Ctinnh8s+tL9k2NAb2IY3v8Mnl/sl+cNVvkoi+0r6yxzPHtkWeLTgy2st3TNlHvC/apI8IU7yvx7jwQPa7LR3SIyFGjdEYq29l5AB5zG3rE1XMjnKneLQwiUPJGLjxgj+cbPQH892NvFX+O7h34cxtTLyAvsU9dzC3/fvJ9Svqfd/PKvQLdvExrwuVmiQueAMfTY/Icdsami38N6PdR4NEeq6Eb7zfw/eI+RMvOa7F562PAZvaxYz5r4KHd9VGPpBssQ+CSO/GlXm8O3u6SySqxZCLFsLqKqeFUKzElAzC9VKvP00SKxubGWytsfd0MfRpDs8vlVBWVOITLOWG6zRispJWSFgIdL0+buoZNbYgxknLWuJaTvIppPS+XG8d4pwid9XaZiA/o56eXURWEbFAX5Z9DhYZVVPpFTGnBYuil7hUFMO7CKkyezD4I0qlADgW391uc5hGfe7jGp49PsEjBzx2/ArfrHmOqTrS6GU74v/bv4aufvIvdsODJ/oTN3nJ8i0BOBXloQBHIpqFtVNaRrM22EYy32WJUsYlCjHFZ4KXJVtZBZvtH4Py8YX7WtKyZHZxU+aKijuc5zqESVU4aj5esmtrHdwwpbSJWr/HUyz7lJjtaFSNP02nwObfcRFH7nqRFFFV34rWFlxvB7jPZ2bypBlIXwOPA674zNMXKy82G4MyDIXaGlXPCcJe8xGJekhWigFfKIvKhoaC/0427bgTLk+YbH5J5UM7JhfqreVvGO60uNZoXisU5mMus4yQ+NlrQIjxRjIm2ovWFia7aJsQcxPJ6GWOk92C5bsrefrC8+xYeHuYlj3fJ+RB1I7rWTogiEtADhUh9vhEzBqJeLA0RP1BW9RTUrXhhi9T082lBqOyZu53VzDwPHXCvBr0TZY563UAcNjQs+8IH9C6oxyI54s6reRhM7rMyPU4iX14yvJxiG9X7kJrOB66n9VrfY7zT9yin5Ap8qen757POhzopKl2vtP/nZ9pny9PmfcZ5B+sLHs6phWY1ddu5XryoTNXvq5dKPSeMOVNVLp/eIN7/KRfjVX7l2KAv40fpYoPsdT8bUZHAWXs9kiKq7S1tRy4tLDdHzZ2V75973G5alOZKYgWS+ADbHf8nI9XjQyZm7n+398kdA7dnbzMudnF/Wuqd1fhYLQZkMlZLm1kLas2Y14LjOqqqVStodoNijd7kFWOqmPKKsVRshxXjuCKXhlKaCmv0VwbQElwVp+sToqMPoPem6j4+5p2lnBoc/UnnGox4Y7ynIzMbmz7f9ZI5nLo+1uIW+u9OtCKHtKNf9jxujn1/O9u594R0c5XeE0qfsq8uvBPdPXzsC59pG1iH2pxdyw2bKkk9snv8d8ElEgUuEBQN34sfP0b2ncoY5732cxdXZ9u6tqL/A6KdyAEm4uyfw/s4muV6IFJ+NAf4WbZfrJ0+Xr1nCdEvboTkyzHwz6SI5Tur3trsiM/qAvu7ZFxIgF54pFKP9pKjO3o7+ti2I+keNXOMulxw758cbXvsFXNPCeDeCcqvckx7r91F/LW/V4dyATXo+mwDVznr28w50fVBr851gZw7hPxGuep/1mUHIxcR6286e9DcJLTk1r1WDapXzRf38qxZPdKE6WVytiut2XJMpvbEakFyMema5bgxDkOVKpYJ04MhmQVL7VrRM22yGNdiKlc2WfKqurdU0slnQ1HGEmyD4Px2xWpl0uYnjCuqpRtat72EJLyc2XDigrWYrsWC2qCIq69+ovEdZUarpGTBMg84LwPuzxv80uEZAKi4RmrIqaEi4e3xHiU1lCS4Hs94tjniyfaMq90Zm+2C3dMTxPolLQkY1EOQbdPS+GHyjYasxmZoBzB1KlD9SVxjdjiqN2J6mVHOwLpvzmB2Brzl6TJeFyXrVFkLgMfq3M3WjCV81DHevKftGx4MyVncd7lpXSEIojkAiTHdOKgp0DIcklv39J6c32qKgrc6b1ereMXcXwqzuPLQMaFYru3ypFkOrv5e56d4ikqb9L7Mn2UcWSt4Ja/0A2ixB0DRqytTtXB/SxbVYGatX4vTs8qTeozgngsZFWEOD+bdmKJcJaUp2yjeJyq9yHdVNF1OdmABXqaO5QnHO9NaviKyC8Y32fKsWMVQD3O/keCFCtrAvHKThaUL1whgZU5ou+asdR3wQLKsAay55IYUbT/oDe06hQJXsvj48kQ811rnkXkESrDUtRRkqG1llgekwW4lBhnGoBeBz6T6GZXL+jrebhQNOg2m9yMeOz9rmqP9tBmnIqHuw3JkEfq6Nda9FXaBRKUstmnz0uLjtnbXK8vWYCjNPERc8xS50Qpvxqy2n+k+Z/taDcb367jeHLyPr3Txv4gJSgrkQ+vYLG1S7Klow3hUHw9ySxCX1p7HX4ALFx9/59U9KKjRLTBaxL31Rok/j33Y7xp1bwGPNfe1OZMtDkdLggs9YiRbQNxcHqNF8OcS1nyHoIgwL9AYJ/aaUWvGcR5xt2zwUCe8u1zhUDcoECxihzAEO8vv3Q8zduOCkgXTsGIcqsZ7C58fMph9XFXM1f2YAetjQyJVPzYp3Jh8Ucnw+FQfy3Ui1uO+yXY4k63coa4e1dAa5zyj5+MDMbYWrs2eSMVC3uxfR9x8pxpejLRo/MxTVfr5an1Gb466u0M/mQeJln4TjUUTwfDds841HkS9O7yfm2Qb8zse++3mtr/PI+TNwXIPAw+EHoF1rGZvQx97tHnoqNNLEyb088bjmEliTLq8V29mC+NK+1AuPtPHiHs037piBBdZCBLPZ6oiPR684QUXg2EUwAl5GCSQOzkjHbmzf54zh23f872OnjALv1ywit1Dw//LhYHpXjyOS4rvXUg/ci0QdbICnIVZaFjyvRlHlgTX6kY3Lj37ngaFu+FpZHJO0Jtjn2cJQ37/MZ/mS7ne5PH2l6HcYgs1NR5kzI0jqjPGpqGlzeeLMkkHAPfwhHJWIxFzrTQYS9Ly9sjm5KDnFWidm5NFrIFOgYmMxG5yuX7vogilTYo8qEJD3V+mL7DyRznp5jI/1SohdSNe+ksSUB70HepWrcbhCNS9bba2IOl+Ysm1JklzAP3g0E2ibS7TSdpWINxAzhnrOOD8kPH53DCkhrkVlGeCm90J7y9XeDocNb93WnBsE6a8YpWM+3nCzWZRktZpRC6CdU3AmlCfrUgHy+212HzbCJAC+RKlu8KRVWQB4EpPLO6eTwCZuW00JSvGkAfV3iZSahTPMIu/TYpQkm0idPPy+xqvjP9TfL6cLGfa2osCZ4pz7rRRN+zhPuH8QjC9BNaR6BuOcpw5bEgliVWgOugcIJvambiTQKyC03SbsDyxHF+b93UrOl9tfuYlRcysmQdmUnWu802nimRok7nERE5F4ChaY5XAYjnW6pYXZ4hrbmoYMYPF6T0Wu1WNZcDqH5eomrNuO8H8JsAQpLPSGOMXbF5qf2pBdrWTqJKExHrJ6SKmCuiaWp6qqlMrOmZe/ccOUuVpRDukKL+kHDKonicWoy6tcxUXXTubd4syy/mzyZS1bJwd8e21etf6dsXwOVUoW/cNTrobgIrIemAOK40DHjbMduC4zNcmNbpo3JsHuuYax4FOz1wqUeececDkywxHeIhCNbBtAzTESu+LjEATuQiTZcaELd+enJY+b5nhmmYu9LrVvhnvuvxpEfeiCLT/p3dDHUzKG+Wq/yUXF3uP0HhAMsaXAHdfekzHJgTTVXg4UQ4OdEfaRHM1lxEXFiKtPyJcIh+6dkiGUSKWhOXeWea+UGleCby+pt5T28583gtrvsERPgU/HFmRYMNKORaPU2s0nh90YW1vmcMCTWsCKoA1Ia1Zy/7VhONpxP0yYa4Fr5Yt3luvcGgTTmaBjKniqpyxyStuhjOebk7YDQuG3LSgwlCBUTTm21nVPIDoRpIi3uc6HuLpYOwbGTsLmrmn7tVIF7GjC9bs41Vl39P0pNjk2McXqAqX6MY/W+EQw3NRc4gOEGXx4CZhJJnnwkk03Bxzh26ADobpvEysPJVoaNi42pAGUg/YdsF+TfHMuo35CIG7nyXHHGMbiLYEMHd+97sVjl4pycn5SNY+K3V5f4mSIslqb13u7IVXioZY513w4vA+nxFa5/XSHcz17uUZF3OhI+7PzzNHmAZ0j8A4vr721jD4ARgJKOKwF9Msc48Qd++m1ZD0nOFa4mYs9HoFCbHHRCw6+b5yEe/txjbmQIwvK6UxXNPHRhWgBClQG25jagXsaVg+5k7wo1yTupdysvADIV7kim0dv6OPBQOx3r1oCMfXim885my8ruvNwfuFLkOodG+4i9U263Un7kLLVr2D8QGqG8lom7FtLtQ/zasqJYlVWslVB3/dd5q4VtGFVXQAW+iWDwgoUqo7uWTZFvGNIZu1TEF+bvTl0JEPbNHnc8STuWC4mWvd3eQHvUCRlQyaN+havqaty/iU1zNutJJTMD+Fes4Z5aEgnxLy7QCsGcvtBreHHY7ziM+frvCLx+e4W7a4N1mhMVV8ZLrF03LEb9y9j99683k8sRKCH7p+wG6zYNiuKFcK3yiqIYOg7bSebBK1aOteWefNmKatqB42N6HlSlTVSojodBy0GszlYgympLi7111WdlAsT5XJyTEka1oRDjxBn3KgfkhbmUHOTbE51iZlBecl0KaycCXUiroxJ2N3uW5ahWUTGrXhRtfcTtX81fYPB5uz5q2At4kC9vCNMNIv+H7J2ghQQ5i5sixz15OkWBAB2eJzJ3oULPfY4rpUxQI0tsuQyXBQ9nOxz6Wm8U3mm3ONlY7ZzgO3LP3cV9TKg5cVebRmLSJf1A6HNsIPy7oTDPcJ0yvuH3DXdrK9wJnXpqAGW1fMqOBhMTxELJTrkcxgnjcXBltWQ6ccYxzbBAyviupCGzImjyQ1YLyH73VefH4lZ0EPeK3yEweseoPskGTFo4GGAVB3qklQb6oaPnaIUTGr7lvMaZt3w9He8RzeHBbccHdy1qyJzNrRU+wxZJtX89KpSpZmj9AbAOszqrXRC0GVsjayj8Iggphn6vUB3jeu5v7SIHocPigJjL1cxtG6DYjMTMCRHf9ONmNyBNqp5ogdxicdVJJ1YIeno4Wu3igQmzgrjlzEh1NYcWlNnk6TK+NVPCTVck+sXtTFQpIxbNsIZKJohCVI97cTJh5tXjJ2h62JSegGLkiDudUHQCDBkmxJU1it78+nEXnfcFgmvCx7jefWBYcyYbSGltSwTzPeTw2bsmJTVjRJ2Iwr5s2CWjOkJpehVB1N3ZSkCNI5uzykdlqoS7FfM8KKdw+FB4N51hClWUx50L/3GyIAYAykAVrU3GTZD0Q/KeZK3/8X49SsWAKrzVhsPS8JYgdXs/JnRGoDa9HSvU2Ew9q+fCeGLlLMdxaX94NmCtenuy2LbVA2/xVNWX8McBTthdkHoBx0zuhLwee46dyHe7a/UtxfBg17JKI0+z4XH1G1I207UNKakNEpPyVBK2YApBiPbPFGynYOrKNtz0eDk6dYApRCO+s2wgK+ZxBBAx7W6dGzE8asX/nHPU82Tm0wQRDuOXaYc+9Qt2sc2A5e1ygqIKkzsAoPzQh9Mb7aRnFECNBQCw9ZEGLCFZ9WJW+mU4n4btY+ZliK92Eb2wCAxQvIMh67ghuW6ojcZSisgIzagHKOMJxkNTzaAGBnHpZk42nhw7oxw8GKf/Dw5h6oxiHCOJrx2q43iLe/srh6EZnG61a88DfRIQBnaVLZhJs2f04iAV162VRzOKEgoSmaz6HRnGrEwfwzKTZoNLXM3WW2JrDmJc+Eto0DVeO4zClU5FInUcS31TgL0QmJKIyb9BVR+P7DQfMAyyFhel+VjpQtSoWX0Hem6hZrf1arDqQVi8Td18lQQbK+XR9G1Jpxf57w7nGPV/MWxzrift3g0Car3dtwXU7ISZxsdT2ecTXNuNrO2EwrchGM+xnjbvHDZX1S0ahkw9qr3LwM2SLDq/m44ZB5QCJSq0q8G1mcdWMHsW9e4p4KZZOHASNFfA44Cc7GVcZ4LhEV8zDJOqbhx4vzrJx0s6LmMxK88lKqrBMcyJLemVYYvhA3HF3f+5C6B9G7Yx4WVsMZJXJX7XAqztAPpbDBUFjbSKBMINI36H421NuTf/q+olu9bqwfeRjaeDLumG1stdZweC+Yd87DrRfZ18NAq2wNpv9cZtX25bxWhbPk7Oe6j8NBc5TF1x9JmFyrrCrm8o0dInRkSTW8TWjDM8uibZrrTPPg5tpSlN/AOsRphRMByxnhfoYx6BluMeRHDgBzX3sNa6Rw5dLL0K+NfDYD7KzraLoND1Eb4J6H1NIHXMJtI1ivm6lyNXu2uMY487f7/GjXNIci5rqJnG7qjc9Pjc1t68MV5Sxfu5y7OWMKXLx/tfrJjR7M13S9Qbxf4EpLcqu6zHAZOMY1e5eDFIDC3JQL5GcLDzyLA+clRL7bqK67ugt3UzazK8/mopYop0V3W2pAtcM7NUMRA5EMdJO1VBYpkXpQt7bBLYouSTRhe0GXTgGki7vRPaeWrKBtkm+y+lIR3+JFgho3LzQJdGmECxXUAJJQON1iUnOCXDWcTxNEEmrLmErFQ52wKwtObXRhDUDzezd5xbGOmNuAITVMpeK8DEi5oRTBumQgC1LVOJePV7X4GYkgq4URsu4iPECTxaZJIgO4wcUGzPSMbB4JEjwoOenx0SE2LI2NqSEUruIEgY2NIyhDElnHG5yPhjR5UGrfx6FebBP0kAhlJ1vEhjVeb3M6B4JWyUEdl7zoezDWR7nSZFWFyNYuzWRUO9dnM3cwY3OZ7NQFyCm5HKCjSMDjyETnPLTYd5x7SYdSn8eYYIYf6j0JR9j2ol6KtoGzuZORb8TCKw7gbNxIjkyrFhUhccnZ6bZOgCAc9rm35EDQNc57Dif2sSHYpAeMk9wANxiLyR2656uGN47/ZgjJRXKW5PwNij/oXDEvyQhgNsOLc53GC41xxF6gnoLoTxopHpc3/gBLbyYLNUgSJw6u3Zx2NjP3mnPyAh0kZhGRq0ucYiBd+lyFu6wpyUujoG4sBdRIbg5MWNLUjLy6jcM/NSAfk82fIM4xY+B1XW8Qb391i4gTilam7gTBxHOXmx061VAmqf3cmMvR4lJ094rFS2yRUA9VLJ+WbGZakqzkQnIOi2TT5dzHHovl53oaRIlFvO71GVQhoouFcRx3dTLVhovNtFI5AatVamkj2yOO5LlAaSB4rFOMYWouT4jm8FLhSTZas1cRuh6S9WHA+TjieJzwME94NW9xbgPObUCVjI2ttn2e8WJ4wPWgB/FYKjbDipwEKQHDUHVYE61kPeDb9Yq66TZyiwXXm3ZBOqIwAw0Yd5tRRAOXyGo4hN430UNPUGOfkMWu1WciDsgDzeNds8XTLLzAvFrGf9HMWLB4FF3nzfK2+bzBlLSqeTKq5SK7ipcEugbgzF9FvaFIlMwjRE1p1l9OTecWuQoksDH31TdEyzktHZL0tecbfPLxyhZrS8YkJzLlAeJjRKMxGRPfdLZdptXGh4fDctNchY257C7C0eBonxt8Puv78t6MizNOTP127gseu5aIK5PbwZqyygeA50H74Zy6Q3+IQ6d17l8P7ZQw5jj38jkOpOFB11s5al+uu/C0MYxFNS43gMwLQL1iZznbe+kmCVB3gEhRDTZx8igNMlfJE2h+Lj11Fg8mCbXPvWZevM5hbdN0m8KoG+K9y0k9EyRQUkClbnXchkOwvCHJtA40IyE1asyLz73hYCqFO40PNzP8nKT6Gq43iLe7FJ0hTF6E9ZpELSFa+ToZ4oMUpSCSKKLM0Er5wRrWoxc5NxIUzK3G57L8F60usqX7jYkuGKG0pcX4XKvVNgW37tjOJSxIZ0i35M8hWYIxjroTF9pwN56RGLwknXTkhSYuveku12QJ9mxbFu8PZCAfsko8AkhnAGc9RdrDCNmtuDtsMZaKvR2uixTsyxlNMp4OB5zbiGfDAQAw2Ol/sz1jbRmtJZTS0DYVbZMh2wbMWVmeg2i8p49h2eZC9R8lp1xueNpf4pZ3745HE8CIdM3QXHFXVSDsRKRtxhr7q21igyhndcdlgcY8i6BaPIvxNADKDK+6WRQajWYc0M3MtAlunAwN+AbGDbdYzLShi4FbapO55PI5u6ckLUzXSLp0uvXjRL1m4QjGlLtShpKAlMP9yBhoK8DI1Kez/k5Zy3Aky9QW6RasV2latRRfncSZxW5E7MRFXHoGL1EvAM/x9HCCGdKpAmmIeQ9Ee0K+M/n6W/e2zisga3xPDEEnakObAeXrdNYDtG7pDTGESjS6pjA4DOnTKC52aC9PxYs1tCF5CIUIGyDjG04gjAaYKMlJD/w26DM8n93WwmjoVN3dBB+dgWpGIvkNeVb0yVxy7zO692uE7pgmVTc2bhM8AyFVlh+0MEaNgiJpjvXL8SG6dp6EeQty0vZQNId904cqNNQnSG9ivP+TLrpYe1d+51LSKiVmCRuL1xmRZ8Zy4PUx1U1rli7ZrubmYy5gWgJxAAgLFOaisoPVCVeJaMI2d+b3DXAL3zeEXlDBvpdWTlyEu4bvUcTVjspZK4CsO+jBa66aHsHVTvOVlXm4mWsqhk1mbgpGVKHFy8nPfEvAqoTMxpg8ZMhccD6MuD9tcDvvcLdu8N68x6FucGojbrLKID0fH/BifMCL6QH7Ycaz7RHbcYVIwjhWDGOFTA15u0LGhnzKWkc5Qd2l1LamO836mwcvN0W620heY/lBLk5lt8PSUbTD/N7sf9toG2PAOQwTosNknhFnqzMnt/O4MCWEG4uQKJb0PUgK1PQi+1WXzsW5QKTLFB/OtXy2sTRjoJw1VYfoXAZ15fWShGTDA7FpoXWxyySXYiR0V66XKR/SVVpywpEZG5mhIMC1of29aXxa+2kkcn7zsNVavrERewUkejGYPpPEDe02XeqXs60e6zR5QhKJUjXta77fmqL+7zGY5jqvOrUmG/vhEPOtmnfJyVlM97J/SyHCjzW5PKmeA07OgLOXbe1zL0pVmdC8pEQ4pvcmEKEDeviP93GgkWhFg4CxZGVpw+OnDPcwbEEeDMU1fP7Y3K27FrH00nl3JvH8Ys2DDvewk6UQ+xLXL9+/Dx+WM6wd3Ty2uQ2EgfC6rjeI9/El8LipBuBtEVn8tm3FiSi5c83S7ZHP8I147YQY2qRrZLAFJ7DDi0XPGQdcY8boJq2TWRnC4crSdJCYHHT1cdIwxsP0BylAsRgJrUMyEFnGDYDHW53QU4F0n/XebJodruUcsRAe4CzcDXCiJkhuSLB4p6hFSrJPmePzJMAMh+wpNVgTRArO84DP3V2jWAz3M+MTPBlO+PTyDBmC63Ly2fwwbLAtC467EdOw4jiPEAEWTJCagZbQts1j63QJMv6tG1vE1hmTZz+5e00AYe1kM56I6LnZACYkMWqxcG6UyphVBvJwQGx+5pYj6Y2oIa/apgvXrCNj/RHl8+gmbBtR1uuqSJjhB6Y68SqnOEDQrDjAmvw91fhUFEeCUtuojKUAKGaEBZLoNj1LxVuv1MjMhsjqFIcv45dYzJOyCSOELsI+lqj8hOhbJE3FWZ5aqtCSUJmnnS3m2cV7e9YvN3qS11JLnvesKT88eAR1Mm8QyzXShdp5q2iYUtjCpScBHxteDBF4nVejHnues4Wb1it9R4aSKiQUqTilaAgKPP/c9ZoT3LPCQ44X4+4u5GMx1rTA0Xjd6oRjn/T67fOTzhiw+V0Out9lm0s0PklSZY6zlMh3ZpH7Pr+e41pMBEe2CB7LFPtmM8NxeMjuPqebu1qxjuHBiKXmgfSQmvVr3cABi4/dOWRRSTh7XdcbxPvoShJuYcZc2mQ/M5cpAJCIwBiLMkI7dGPuQ0APF42FBkoGdKG37pCie4oubKbjMOaTus2dk8MnC+OI6KzolVY8jKBi7ebB7Pq/keTeRk5Wc3+uZiwsjFfG+6n6kHhsmu8UJdVicwCgiEzg1Xh4OKklb4e9adGSjatiDhnrWnA4bHBaR9zNG7xcdjjWEe8vezQkbNOiVYzKCTfjCc/GI55ORzy3Gr7ToKeNsG1TA5mjTu6weBSNiBCLt/ab5q+LVqyRX+uWugQyYF+RndqnB/mYrZ3KTk2uF63ubfF5AXOrtsE2cR68gOnW2gFm86WwXTaf82xEEXtu72VhWgvDDGVOgcxJOLJxrNvmfeFuRaanlPAgRPqdvnCdxA1ED5GQQEOjrsEZyGih0QzAOQju7eHctcOV+s80atgOzneqZTEHuZmuua83M26J1OjS7RWjWOeaYRqS5aTEMuS4ujdpBcQUvHxA3EMS8+KCtW0GByuZMe7rlbVqzAm+s4+RGeVaOzkYv9qHcLe0/4w8DIp30Miz+U1DoG6bMe47ozqp/oC3w/5PrWYdf2v3wr4kqQ+eF55n6zPfq+L9ygmYbu3gc7KmGQznFIIq9lkPKZgnsRnjvZiufDXxGLqsdf4j0goRfdQz3n0dvqbrDeLtr2SswlU8vsaYHhm5g4kS4NGEZgyrciLa5kak7IWoze1Uqh08nfi9IwxbZL3VRRc4y3DRomMRZ3UZEo0YpX4K2bxyyFZoXRfGcG9pQZ1iSx8LBvQ+2TZF2GKoO0E2V09ekkncUVZP2zTeJU8DqXsBKwSVo4oplKOiTtL/gyAGsCxfns2QmBPqlc56AfDeYYeSBLthwdoKPrK9xSIFd22LcxuxzzM+Mt3ivfUK+2HG2go2pULGhHKtq722hLypkHNRy74mrNfNCDQhHJCrEVqKlmfjweKyi8xlHQQDSW3Qw4bIl27c4SFhvRYv+M30GjLoZQBwin4VdxPrRNOi8joXE8fG4qt1p+/gIQwRzBepaxrrY1oE0V1eO65Ahuab2wFft+FOZQ4l14D2R3HGLVEp9XudGHNIIQrD2Ha1g8QOisdVampBF5IJ9zav+ZmJaiSJPHkYAdBQFNcJEEZBqoochyPjnMmZzn2JTqaP0JVPolxekgnniMqRbsVd4Pmsnog2QBnnjBWal6Q8ZN8LtFSkzokEIJ+CR8C9JK3h0u2Nee07G8OtINnp5p6mSTBwPQ+RFtYz3mF7lZPwdgBMxpGM83UvnnvMUqcURaE7vU5qMPm40iAoajhQ87pueHjDSXX0som775N7lSj6QkNiuZEoi1kv9yYckpO4kFTWtY2C8S470Wp4MFnMrRkURgQEyXkJgCTkVb1MCQCWMJ6JvKXoz1/X9QbxPrrctWBWH/V3OaHIwiOyAXSCOUO4K7/lG0sSd9E6el2TfwaAMxR7KT/GtPR5gWbpZqIbUi30biMp/F2QhvIaGyjQuaVJ+OitOS7UEs/1zcTqltLKzrM9m1b6KK4KpC7XSDXKc1Lr335GpiDjXtkYpWpo6N8zqywJIA04nUac5hGHZcKrRV0KVTIOVXN8N3nB8+EBY6rYlQU5NYylYsgNm41JSmZBGZqSQcTGYtOCQGauQm00uhi+GRDnpO9sbsJmohlOdqJhRstZGCtujsj63FTmYCa67Go8O3LK4epIPLjpOlSXqjij09PHhsiBzfUSWWTGMImC+EfSBTeA85Ci92IHniIvMwIGrgO9H2OXzB1nnxDFkGjmEqOcdiVQIA0bssHpPSHTVNtk/SW4QOeKnoPgxOdKl3/qoZ3G7yY3dLyvxQ5+U5DjczT3uTlid8KUeUR6KUjNJzVDp6uN6yzhhTn2Mb8YumGf+HygsTeIo2/3ki0xdzQsEfuTzivmlIvHtmGolTruDCW1KYxHGjF9vqzyODrk28XVuVckwI0PJd/pmqbXxWPGFrfNlmscnjUahsEKv0DvlKFMfdjB5vYMXxsXNX5NC5pGvnsUrc8/kC9eoo+5nF/X9ebg7S6mXYyvzPXUuZwZZ5qfaooEkSVauNOaqZwkobvuUs+Vhcc5WUlSomtjepnduu3l8hhbU8YtQoKuAZv3k5Z3MxdWM8ILNyaxtB8I3HpfbsRjXLw8fgvYAatF2FkUuhlxiwWmWTSdLh5A30fLzpl7aU0uUsBFPL4sbiww2b1aOTkaH5t3Y1rWvaA8ZLT7EfJqQqsFdc1492GPJgm/8PAWfmW+1kM3rTi3UVnPecaz8Yi3Ngd8xe4Ou3HBfrNgHCum6xmtZcBkJNenFWmruxsJbUxZ4ea6XJvubIKL5rPfnP0rYeSQ0EEJzTYC46uiMdE5YXoVmzDRq1dTyjRKxJmgFGKIgyR5eyn6kdZkuZO2uazR9/MTwfErxA6SOEgjB13nRt0I1r2O/3plpMBNHCbjq+JkNIpqEAkR5a97ylkikCDJPBSNMQnG5UnnvjVdX/UE2PhPJDfxwE8mOdkdYoa06HVpo3hsL63BSh/fV+5Az9Bf9+JudaKv4cj1TPJO12am6C3Z373uxHfS4cH6v0ul8b2AJB50hz90XdW9PqOcOgY5AiFKgpdxpAHEezgosMO3buDkQMZeXbt50VxkwDxih4zdZ7If9o60jYBJkiig8296P/sp5Fkg3DOGSO2h0pki/UgPUoIUFIzAvAE1vCGM8ZLkOBx6WcowyoeH7HFXJb7BhXx6MiHRKkOBgLHHzcBgOiEJp/RM9UZdMbGTbrv8kq83B293xSQJK/nx4aR1QSVcLBLWM9l6QFjfvZnWW67+vM59Us7w71+UdwM8PsrSWLpZqQVHMQ4Abn3697jBps51aC6w9MVmEtG2xYSbLXwicCI0sdis5/aBrswg5TAHmoYA3YRkP3scxeJHSoaJplAQIs0J+aRkpCYJ5/OA2rIynRfN8S2pYTFIv80LtnnB1XBWLedcMQ0rSm6YphUiALJAhgZMDZkWNGU9qXtNb9QQCMvLo3Fce4TMcTX3Og8QKRLpGs3e0VAmDRHGk9jPjHHnavFXZ9rGAUy0QETAWDPRKsezTbq5+2ZtKJY8BTckhkDOIQsZBwvzJVONd3PyjkT/SIpNlmlFdN+xjxzxEPmTBQ04Ucfjn33MtFz2uZeGM28ObD55bC73c68zMm3j9rAA2dz9ew3dfW0998xtP6xwOd85//uwE8NMHodmf+XwYPCA4ecoxkL02BO0PGUHcPlQMePbn8F202tgYRSOdVqU3Odt8XXQzSPO5Zq0zjfivr2x7t6OBjtMLfzUxZ91DQmnpRdtoYEbKD6BHgHnGUiMBWPErhCXI67LcAOAC2+Oo9chftenPCa7L8eCex5j0q/zehPj7a+kk3G5SY7GyBTNi1qf5y6fT2CWVUIXy4K7R/y2HTln3em/ByMQLVdq+Q33qVuAhqK5YczAcFRrve4k2MZi6T42UZN0KNKKYTMVpA1AMvEEJEWp697a1SF6In2pYhsAkBJc95TEBcDyHslMPGkMbLxLwci0fDtufHXfMNwbM3MDIGs8phyB5SkXkmB+Hi6nPKsbO58zkAXtMABFUIvgv98+Rc5hZTzUDb5ieoUxVWzygqcAMgTnNuA37AuG3DBmdT2/N6y4zXvUw4CyqXoQDwJpCW3TUO41Lrc+aZjey86ABmCWtiIlGNmOLtMQ7xdHw8LNwK66FcymN1u3GvdNqyXyUwGtmLhI0TkoCbp52uEwvZ8dfRGtUWyAngOSgChgwLCDyn7Cy7mR/SkDPBXDETgPyqr3Wvdx8DgTNAPTq6zvYH0hhsSpDe5iHbQfB5NMpFfGjFZ3IQ+KzlW4JIxHokHOKY3NaryTm2M+KzoZjGw23mu/LDdRMlCahVtK51buxHKCzQ3/LqCx/jbAY4fusoXGa+kiL2dbH4NARvMcFYCnIaVhkXX8yzEHe7iGW3fdBw8DgNdHLoesmRWWVpSY821GCuO+FNMpi46Ns5rt4JIRWK/Ce1d3Ok/qBEwvrY0t8omXK/sMK0LxQCtwF3azebF5Nyuq9EOdfZrc6MoHI9Ft4CG9C3YxYLH/UFqj/CoLmyTbkygbWo6aA708EU9L8/ADPQOSkOfw+uQloQ6C8/Pg93B/a0MCTHrzdV1fVsT7Ez/xE/jWb/1WfPSjH0VKCT/8wz988fs/8Sf+BFJKF38+8YlPXHzmvffew3d8x3fgyZMnePbsGb7zO78T9/f3v7YGSWxijLdGXCPyDC++QsuKFnlNekCUWCS0rIjsIn0AYeHXuAet5LC4IlfR0w94ix659giWZf5yPMdZg9YeLgiYtRdxPgSyYqpNH/Ohu7zFoc2+Y0zbGZSOhMSZsOwjusu9VKG9rzPHJSx63wjXDKwZmDPm84B5HvAwT7hfN7hfJ5zbgEUKChpyatjmBZu84mo4Yz/M2I8zroYZV9OCYag6xkkPXMaxvZ1iB6ZcxiIZ33XU2fd9h7D6d3g8V5irzfuwv9lnyi5Nl+jKxoypY84bADcsTqbL5/VoB4Azhy9ctYYcYtzRsdNTjKH1hz4n5jHZtgyf+POszX3IhQiTBKsPlLjjGDhSSvE+QqKPeHyTvyOvgOjIiY017tmHdnxNW587m1cCYTkKszXLIhcXudmO6jrknWL9uuGQYw06AqNBYUj0A8xZjhHnGPOMiZzT5WedEYwYjx79Emgjmu9pV/w+c3IdpTsyj7zzi3KOfLzNF6813XkOABvnftrk+L+nZeZ4JT/UeWjbO/k6Mpc1PY2tWJdwT7Hva0528rnG2s4erkA3j0b54D6f8T/2EP4ari/rwfvw8ICv//qvxw/90A990c984hOfwKc//Wn/8w/+wT+4+P13fMd34D/8h/+AH/3RH8WP/MiP4Cd+4ifwp/7Un/o1tSdbGoUThIyFuDwRZxiyUoarpDS1sDlwjO/IqGXzKK9Ia60cE8Z7zTdbbsRXAuNiebGk9P6QFrMGR1pzxmi2Cef1ORET01modrFQOFHG/ETbxjgmv0N3OpmHwxEeF+w3cCnA9MpkCPfipd60+Llu4tk2yPFO44HTuwWs1pJWk7dbmScILwjhRI8afQpY/OiUkI8Z5V5jvfNhwudfXuNXDle4Xzb47PkJ/svpLdzWvbudnw4HFDS8PT3gq67fcwWszbRi3M9oNUFOBZia9mMWrG8tWJ40pJaw3DSsN6rvu16Ju1DrBpBNA2PigPYF3anDgxWxZ5qNxS89Rp8s53HUWOfwoEUnZAgVo+mlbg4ri57ny80nGWmKzFiyspnHqzGyQHfMLa8bQb1u4dWx/nUmp6gXZrhLiu4yAEkY73QnXq7F3YHU0G0T423icVYiai+laAZb26iyEvuq1xd2EhPiQHWBBsALjtDFTmNUx0Y3fsb9WGihbkMvnNKPHlMXznv9fN1ezj16Xngw09Cg94YsZcnaBhnFNYlZS9fZ7BbvlmL501D+gCRAJvHqTtTvHu70ueWQnPvAtKtUYel3ih7LKQy1Pi+/bgXzU01Do+CJFJOYtHYRVSeTUhzvsxeGZxaFmM789MraIcpX0Niq9aHFjyVrdSZNq2SJvphbyeYNDVX1ggV3gulejV4ZgRfESBaq6YlRPlZVPXlOOBxoCIvfA6JcHc0IEOcHSIHye7jXnG1ucz9lyOE1XF9WV/MnP/lJfPKTn/wffmaz2eDDH/7wF/zdf/yP/xH/5J/8E/zbf/tv8bt/9+8GAPzgD/4gvuVbvgV/7a/9NXz0ox/9VbfJUSAtICIBSWgeMxJIjoR1R6sd8nS06igxXFhpBbC1CUf0YS4Pjw2hm6Sd5Udr/IJm11liPBTRbV5uuQNe5szzkHPXbN6PFjLjPBL36d/TXeiWAuLFHborEF3y+Jwjtw5psc+8/X1snJZ3A0B00YBq6LcBOM0j5t2AB4PLy1RAfsWYKnIS7CxAdSyjxnqHinXMqEsBWgLGpu3PgrypaEsOacfO8mZsn+jD+yxFvBLduzxGMVqnWQBukrTMGc+T+F6uQE1dnD13yIreCutLj1em7v+1eybkMlbdt5/jafFKlrIkeqAalzO3icS6Z9Od7p4b/l103HyS2diygsxFG9ik1P1BfJXiFhcorntWMjRLsqEguVwm1wS5F1LCi5WsiR777jwg7nr2hlg7yYx2FB99wMINvqQYc3cUbSErCBr3Ae47Jfq3l5r1+C+NfNE255qwTpdj6S9l/SODdWcFwKyEerkm2U6GmNqIEJRp3TzuY7tdewCEkdl5MTwm3xA3tPuwnT6mds8PeG04n7tx/0L7H6BGmLjeQKwF904lAEUf4oaXM9STu7UZvvP4yGNvxJdwfVkR7/+b68d//Mfxzjvv4Gu+5mvwZ/7Mn8G7777rv/vJn/xJPHv2zA9dAPj9v//3I+eMn/qpn/qi9zyfz3j16tXFH0BLadUNgBb6yJLNklx1gveJ5T5JbYGQoUt25Pgq8uXSSlRri38x0W/bzGi9r1eKrCh+r5JpgvNbOvhEQnS9eJ1Ks6zTqjmFw4PNsqY/W401mVrC5v2sebwkN3UpC8VKFDK2VieYaAQA6XLiFlX1Gh+SHxieqnRQZN9GZSuveyWkrftIjWE/nj6kaRnlnDDdZhRjXhNB0YPQq3JNr8yIeTUiHQpEgNuXe3z+cIXPHm5wu2xxu+5waiNyaiho+Mh0i49Mt3g+HHBVZnzF/g7XmzOeXR0xTBUYdBeQqSFvqtZ3tTxljr8Tkyy+2wYtMO7Gl82J0RDieh162mQnix3QPHTIDB+YrmIxXWrHnp93cdYGYxjrvGiT9mndqNelbcR1decnotZ6UXSZqsbgAPN2NI0T1slyY89Ebzq360bR2/wsSDt0t+fVSiomfS8iSh1HnQtpUaRcdxY7rvBKTVIQbHczqlYru6ftj42OxQt4XiuZMOY+q/IQeU0vU2ySkhwxlQM5CfpMqqPRoNE5D8uBN7fkYNkF54gt0uVct/A1xfxlRbEJ5V631XLSdUAxmOFeS2mWk417g6Xq6P+zVSKjQaScEHEp2vVa+356qXHmSrRrbtp1y9Q2M4Ysdu0IeYF7QCDwfH8St8jf6AllGtMPl6yWO2xeSUgVvcRrEbtrftT+pziJJBbqsD1ghFXACuOM3g6mAJFRzXCb/66Sca/9kW1v7lPvWPVN2f22PxnzfrU4Ng9k7r265mzPNHe0Fgu5FD56Hdev64P3E5/4BP7u3/27+Of//J/jr/yVv4J/+S//JT75yU+iVu2Bz3zmM3jnnXcuvjMMA168eIHPfOYzX/S+3//934+nT5/6n6/8yq8EEJPtcezCkZkh175wdc8yvLC8BBFD6K1zJvizHqrAJ6izK7s4FW9LV8nFvfpYIsLK7Cdqb43bXuSHSBRbj0XTv4fHVqR7fmf5NtN2diRvv4/2WHvZxg6J+MX4F7uzQxdeoJ2NSWG1J8AZlAAga8ZxHnFaB2U9twGHNmFpAxYZkJPGfEtqGHLFlFdsyooxN431FlFrehAVbG/ooBQuL6KDx4uRCE2i7/z3nXV/cZ9uDJ1YRESVEDJ1Kca2Lw/Hfva5xD5P4i64i5AsrfvuFzRo+nY5ws9xEPhcb/G8Pv7WXz4uneKUj33nvfC+ZT88RhXp0f9xOecv4uddLJyekcfh6MefTd29c7euL/gPvFfnZfC85ty9f4q+eezl8DHq30FsnfLPI3a2cyQAUCDH3y/FS3kclm0ggrS2xN+Tk8HInbjgddh9gwlse5WNnXMaOm+Zdly8D5G6dO2Ll+7+n/DBvuZH2BZfM/ZFvgfRb/cu3G/9UWz347X7GEF3IcIL1M3+7/b21xnj/XXNav72b/92//vXfu3X4uu+7uvwW37Lb8GP//iP45u/+Zt/zff9nu/5HnzqU5/yf7969Qpf+ZVfqagkGamldzVnK6tXVJUpr/BKJrTWE9Si9FjVihAwsIk8HBPOL4L93MbLw8PLD0qU7FOUKcjH7JZeXhMaBOuNFqTPs8W1GFulXGCN2K8LxQ8CGZK7m9ebhkRhiBmOsKnhKkXj2uuNIJ2BYdG/M0cvP2hMZbrN0VfX4jJsjEdDogYxNzFkYHyZPT+RaVrT+9mRUjrZfWpCLXR7ahoESoKMTV3xLeHu1Q71OuO3PH0X781XOKwjvvrqXSVbpYZ9njGman8a3t4+4Jfun+HZ1RHrWiBNq8XUmtEeJmQB1icV5SHrsBgRhoW0yYJd9+KqO3UjyANU4KAllKpsSSVohCHR1xxd99pfY7U+2kQfFRZFz4h6vQmQKQoPcOMqVvpPEV2KDdg2S4qVLDcNkjXdo5yTqw41Q7nMucyLGiCa69ppcBtqzbOiZQAYjUNQtxpLHO+J6lhoPMU6ykDOyh9Q40Tbsl5TYcv6rFsX9PQQgemE0XsvN/D0u9kq8iQxb8ONqLt55Jw0j021db4A9VqwXOnalitb97YUh4cUG37VlK51IxDrL0qOutSlXRpzDoNUDynLQfaUm0sEXzfh0aAbmMi1bo2NPjQs1/A1Ja4W1qNy/ff0YB4P9FK2cOa6bJVbkM8J053WUl6uBcNRTyVJcOU8ZPXQzc/E5y5Z8T24aKO2c37S7JkCom6iUNY4T9A9oBxMR9lU1HRfNIY4q6ulYHd72cyVTGadr5v3uBa7sUiB/PNZ1+dwTFiu1ajIsyLv7eeVse2KcmuMC+gB+f8XxPv4+s2/+Tfj7bffxs///M8DAD784Q/jc5/73MVn1nXFe++990XjwoDGjZ88eXLxB8AHYhcXFldvefeWT2fxO3vTrDm36HjQOPrsYoG2wmnRXsRUiYppiXVtuLDmOsss2cF9EWOhddghZVcsaojShGwL2/bIcvcF1lmGH/hZkg65pWiyxPtfxKmoXsR3fhzD65GDIfn4t7lBTfxB5ox1zTisI+6XDU51xLEF03mRYqlGWq93k1dshwVTqRjHijI05CyaopSNFMUaqCn6xeP3Fu/XH0Z/OErk+Nfuc52V72iQPyfSJNP10UK/iJ2my7Hhc/p4ZHuMir2Pwxvi980fvF/Ms3S5LviedIHTE5IlwFiP7hw12fc76EBk5IgduPCaOHGmQ+G8T+68CXQB9+tKUaYpJfU7XYegnMFsP/ZxSdbVZqC6twaP+ukxEiLi7LIUuPbpNvf2EdnanPHnuYfAfl/kcj+x/v1AnFW65z0ag56z4vtRiv7nvwPVfmG0yuF7zESX/i/93OpY2zwgnavS9xnCmOBe1u+rvEfPq0kWRuN+2q9Ln9+P3oVz1Tk3zBdnG/nsHuky/v4ar/+tDt5f+qVfwrvvvouPfOQjAIDf+3t/L16+fIl/9+/+nX/mx37sx9Bawzd+4zf+qu/PxU1xcmUHBkrLlu8I2GBw8loiOiTQDzfrvFhsY2OyaaZ+04uL5wUeq3MS0hCupeGo92WJL1YvoXJQGzq2n+cSRm6mFHHmKnWAGZPbvFcwvVQmo5TQRc1LKCK1jVrpdauoxJPkV40XcnExJs2JyrgsN4xs0paM27LTN+9qHHU4MC4e8UB3tRLVnWyx2MZfDgnl/VGt0kPBfBrxc+9+CP/97inOdcDnz1d4d7nC/brBXd1in8/46s2v4MlwxNVwxm++eRfPNwd86OYe17szcm7YbheMT86Q6xVpU9Guqu84VHJiyICiFNSY9YlUYiMoR0UTvbuSua5AxK3YX640djQDipvB0FnkNZif0b8aPxweNA+THpBGLW2r4cpi6RTDWK+i7GExpNwfrIwLUtqTjPnzWw3lDBcGWffm+bFYcJm1T5jXKUnz1+kSpMQfBe99jppmsMb0goRFUhtjkeUQtVRdXcrXpTKvs8WcqXCkSD75GhZDXMXie+UEY2cH4l53YizoS2NGZTF1zvqBZn1DiUmyfcc7jXcnq8bD/qobnUN1Lx7XLMcQ8dG1HYddahpfp4AJ5RyZ5gRoIQsa2zTkNF1J8/71M3Jx+C5WDH44cHzN9V7g4bV1Z3vaHLWmhQajZWCUk7HqjS1dJ2i+8TlKqpJZTCODsfLxXsVixLxDC70vLITQeQfpdRkOinrrzpjbnf59XlLUETbtaq61vAQvZzgmRf4zTCY34t950TmrugN4bdeX1dV8f3/v6BUAfuEXfgE/+7M/ixcvXuDFixf4vu/7PvzBP/gH8eEPfxj/+T//Z/yFv/AX8Ft/62/FH/gDfwAA8Dt+x+/AJz7xCfzJP/kn8bf+1t/Csiz4s3/2z+Lbv/3bf02MZlqrrQCZKLJDmp7GcYFk4AjNraxOycnZdOmDSMBjXYh7AkGY4oTzyX2BPiUsXCrVIBbZRbwsdf9u8ILajqYdYfPmYf1JgrIsBXEAJHt0is+4yDs++HwpgIi4JSydRd/HYj6gQCTUbQ3k3x/kbvUaUSvVhFYTlkVvsBsLbs87DKlhVxYcq8pJKsN5ASoU9ZYddsOCpRbUllBbxjhWrPOg1Yz69+ni9q5slXUTbGRjSzYlCW5uyTwaISMoRYLkyQ3b3G9e67VDeNnq56ak7cn2HcbfJZs7tSu68TimmLo5FCg15i+gm1GlvjaRAAc9dZWoLC5MgYZeWeqyOlW8i05uuPs110BE0VAdS6aLkIVNFCPJvpeTuyUVAaeLueXtJorrmP7+zvYOmlfOtZAA6TgP9BQQ8aYU32liY9ypM0Hbn2tCa2o0JXRuy359sR/NrZkS2xseK/cUEMVZnzkTmQZhCWPCC68w7so1yJTDFp/tY7w9Wtbvh2eOB/cHWL5EmL0nqr+MayADQk+6Q/NAvF9vLAD4wP7o75N67kO8DzKUaY7omwt0P+g+lLKlv5mylveVvSczDUh2hFjY7ZET4Eu5vqyI96d/+qfxsY99DB/72McAAJ/61KfwsY99DH/pL/0llFLw7//9v8e3fdu34bf9tt+G7/zO78Tv+l2/C//qX/0rbDYbv8ff+3t/D7/9t/92fPM3fzO+5Vu+Bb/v9/0+/O2//bd/Te3RwVCFJeY89q6/fE7OgFP0lXzzcUbvMQXr1gbd89Mk8uzyojGSYsXGKVTRBrXcKJWYF7XA8wLf3PS7MVnaLqzX5bp5YQHY/1oJC5cLKM8p6qCmiMdKFkvZSI6YmbfaDNkTzXtR7CyYX7TgzpgOr5f9Gy+Ra75wF9tGaESJuntUWOEczMS8aPyYpKt8Tn6Yl3vTuZ4z1mXA4WGDu9MGv/TyKX754SkA4LPnJ3hvvcZt3eE3Tu9hk1c8Hw54MR3wZDrho9e3+PDNHZokbKcFZWhIhwH5UKLEHDfvUVCvmsWhxGOkgB4MZEiSfSwmnj8cE4aHy82eCGx+qihrej90bekqKydlc0+3ipjGO313zd/Vfltu6BFBlHtryZCLuOHYC9yT8UvDJxHcr6F6RAm9NgiWZw3MAx1vMzYv4bmezM1WlKr9RBlUxoez6e+manmwxvglIxWiKGb3OfV8zM+aMXiNSW65pYDGiPnevbSgM8mNeVuOoTqmXpsKQVQ0Kie4oltqJk5iGQx1gqNhztXCIvWG6FS7nRrFOjZp0d+TwT8/bx5bZT/o2hDV7bb1UnfiB72PWRZv03DQOPFq+eKqTa3rnmtivMvu9WL617oXd5mzn4aH5ApcROHMvQa9Zlvx0qh1bzoGA7zEIkGBjmnwONwggo7HctOs2hFckS0MH9vnNmF0Jom4PcU16s5ygieb65ZLn8/w0phpZb8lf0car3WnyoHMK6478aITALx8YK/exmpz08v0xY2LX8P1ZUW8H//4xxUJfZHrn/7Tf/r/eI8XL17g7//9v/96GmRWeDOLk4adxz1zb2HHYcINAQj0Adikeoyae8RrE5ST9wI5d2jE6ewNvkECEnEhs4TdamVcxRaHW6ZihyYPZQpV5Jicfew3npkcvTjbkG0UaD4kNVztO3m1KknVvAfQzbBBrcwsQDPUTkKQa6YKgBVaTWbAZU4eUUVVZOI/G8wirQlt0RPyeB7RWsLDPOF22eFUB5xlQJGGQ9tgzBUNCUOuuBnOuF22mEzTeTuuuC8N66YCKBDGkxMgY/O+SseMNjZFHETtqW+jjWOHQmjEiOUSXiCNFGPYx53Ski6+OxDheczQxsPUmViGkoQuImEaXqXGOPtc5TzneA2xNhWNxMbjrGsaVV0M+XE8LAGKRASO7F38wuLCuUUfSNHxd5RlfZLX5DrELi/YNdDFEvheSVxatZyT1+RNQ4r1UAAxtMp16FyHdBlH5hgA4bbuVapATxLRVo/euEZtbJNOKz3cR/hBQUOLc8bDE0Vvwnx/upZDBKTT0K4Rasprt7bpDehSET0G/oiZneXy8GTRAu2/bqwR95ZBLmQfGWPv9w4NH0n83uduUg+CRJ+xcAPZ485mbpx7ElWUJCE18fb4XDYjBg2q9T7oxL1QhWswr579ntWmSoyZj/Fruv63ivH+z77yatVFOlm4JBarsoFer5ov0GoMzXJmDpnGGKiP7KihwUv1+eKyib7cBJIqczAJyzH5wdg8D7SLJSagbU2r1IqcA9aujaITFpTn5EnVNFctDrbuGAeE18akcpEqDakVX878ty4GVqYZ79Vizmdg874yfxn/HV+RGRsVitZ984o3NFzyqozVupEL7WCqJa20ck1hhvcqZ+svywEWWB8eM+RQIGvG+dUG63nA7d0O/+XuBe6XDW7XHXJq+MXzC2zSikOdMKaK37h9H00S9sOMD1094GY6Y7NZsH9+RH5+BjYN9A2nfdWdaVLvAtEsq79IUdWycjK36KDojpyBuoFb2+o5EK/FTJQcVVzsYGvwnOi6jcMlKsAoWqgWP1MGbKAVxtzynCyGHEpE7EMgNnIpGiP1gyQp0hvvdMtg6cDlSlW1yHJmXFI/FJvXcNC5qNWPbF6TFdwdMsimPDRcajJrbNEOY8tfXbf9murmiWULSDI035S1WmxdEWWTFVu3oSBGhEgjtZySr4fhkLwcn+ZopzCSB1HUidig++Ih1DOnMl4yQmOx+GI5wdcqSyMOx+RhCEV6Gost59AIqHvxA4/zKS/af8uThvlpu3Afpxo5/fNTK2SfDBGbEVYsn7s3RjwneaGnL7n7m/evNs/aRmP9Ym701OJ+5ayIHZ3RmBo8IwScF/Yeyp7WNcY5pfV7Q0VO3wsu4MM2q/6A7jd5ATYvbTwanE+iGgG2f9TwJJJDUYxHc9GG13C9OXi7yy0tgohs7rpHOr0aU0FoMXfkBdgBSoWdHjVowfDkaIbWK0twsQycUwRtBXs94O55gFrgTB1yV56RES5YoIyrWRkvZ93ySpfWe+rQSZ/DjBQCHnXTaatKh5h4/tNCLSaAwM3VDm5HVt3nAbOyeSgQpTGG2+DJ/URaXCRU5NLSeBnpVIAlQ2pGE0W9Syu4W7Z4f9GckUUKxqws55IabsYzdmXBkJsWVCgV06CqV2loVs+1U8Xp0KwjdVa5qVCiB/uvT3Fgv3V1V90Cr7Tq499+uFhfFEuLIbJiOTgljMA8DjoXmG4kRTwlzo00MwQ43+sU4Qg3Gjk2RPGNIZDwQgi6Q3fCBxAH5wQLgDjyI4IfLbzAeWqIDZKcLMjqTXTP0lh070tNUcy9m09i0pGO3hJAFa2e9SrWnxT1D8YxN266WMNz4AZwifHsXdKtz0MHvO9z54liu4gSHxOJePj3sohaexneX5FFgFhrDVHnmlkDZqAQofYSmOUc+x4FWny8rbQichDi3DtnKFgG8Vg2xzD6WMJdvOnyy3Pf7pjPnFeJe2Pr1hjXwaPcahpHJL3WrfV9Fy+ma9739wEXe5g/k1rtjftuAILXdb05eLvLVVQQlnteUpSps02OzGexTUvzSlNX5QSev+oxE8D1jJsVsmbeGqvC0JIH4JsXY8l1Ei8eQCJTOUW+pryYATFmoCFTlu7La+g7h4svJroKYURlm2KbdZ0kcpbtd+tbKyRrDnEbw11FA4V9yJqadQoLvpw0h284IcTW2bXWHirgULEnCYytq4uvbiIWRk1gsorV6lXLebjNyMcMrAnSEu6PG5zXAb9yvsYvnZ6hoOHQJuzzjH2ekSH4yOYWL6YHTHnFlFfcbGbsNzNyaRg2K/L1AowCLOZ3WjV3WREUrXi1jJPlniqLU1mx7p4tdgCe48DOsyEN091Oq6lZrRxP/dxwUFbralrJZJBK1v/TI5JnZdIy3tgmYHlWXb8Z0I3FdYkT3KuQmjI5hwNzKYM5DVH03m/UgM3DHHrb6EIkPIhYi7fM8bM2Cdq2aTtsnhLNAPoOrkdu62S1PPO6EWemZlNlIrIX22SJsJk/LBlerxoaFu2yDLRaGA0Sd3OOutbq3vgTCZ7rTGJhs9xZori2UQW6BDiS1BzSiDlLZl5zKE6VM5xpS9Q13kWRFGq/r3udYx4jN8NF16SugfE+a8aCsc7JUvYsDfMAAKGiB1FPWK90V06KUtuoHrq2Ce8M0XG1KkYab09+AJI0xX1gfVq9gIGnaQGh8NcfvDW594Lv4K7rBV6aFTaPWINasuoTeLjLlAjXKyuAYJNZ30m6WHoYfW5Qm+GW1s7YfA3Xr2sBjf/VF6XFepYnA/huEa1J5wqtYqIRY+3RFQaE1V6nsJBZMJ1FB1LT+KjHl9gWuiX3ZtVaXKVZXV4uRG2jQM5qovOQc0TNz4wwskICjGEcbGZLJTJ2JV1hUmLSsXZuOhSz+sXZ19IEdatxE7G4K5JEfLJF3xIhUJKN7UwCNLN+3Vo1JNN/hmiSm56Ti1hMfhJHIqkmj/meMeJu2GAzrFhbxpgano2Hi/xeAGiS8HRS6+ewTjiddiilIaWsLNUkGrQWQVqyGxpS1PssCUBNqPvm45FMs9dJZAiXPJGJk8pMpKFBOkSQwjo3I8gNpm5u9LHGZvG/fA7iXz5l/16ZExoSkBvykv2g4byqJtjfb1yJ9ZkNHRKtpBaoz/kDY6A1MZTuzPQCi5nbhtZyoDeynO3gFulRrLgnpGdJO7dhkCCl0ZVJAxbR1mqSrnlJTojrDQVnD2dzzXvfJC8FSKET9TZYeGGT/GCmmIror92wbO5VsoYZmgO4vmPf0Xal2GvsM2kF6iiAxU3dq0Gd7S5e7giVKHS00BirAQ1iaZLapuTMZ1zsMz4+dpgyTl8nDWkxFk6jhqxv3zfMiPB3dY8Mxyb53CBZ1Wvg2pgwFNcmQc7kPBinRqDpR6ymxpQxzg/rt2YSuOWcXFCDGSQXhWYsDbMHE//HsJp/vV2OQJZAhW20WJdt9HlVi398ZXlpVVEKUVemLrIhiNSAtmvu/mGeq1YGsb8f4e4MALHxZK0HW7exmXBhErVww8mHArJD1X0lF5shLX8AkaJjz8umO1wspsSKJkRqXkoNGsul1mudzD1ZNPZE9ZwLcpFttsMxJDIZ+3FR/UEsHqnVclZjC7t7J0m8/+aSwTreaX/XXeTh8VDOFUhzBuaMdj/i/n6Lh3nCZ++v8SvnayxScKhaUpBpRosUfGRzi3c2d3i2OeK8DJiGimGoKqyRoCdssZxsuj03zXf4vAJ4sgIlDALPj6bO9xKeCcYyGZ9NK5xIRCTD+qA6Hy2WaDFyGioMIdStjvVyIxcH9XgfaJCMecZmGTceTI2r7gz5MRxCIo7lMa9k0ovNn02gZRpPVIsajlAmN9NsrE10D5OFm+1AIynIcy/PETqhJ6QnIXIdqLZ39IcXR2gA0418Ds30Xol7HchAdvKSIVDOaVYmI+N3vWm65l1Lufo4eHF5d3lLGE7mFgVDAucQkYn62RGy6F3fRMNBQILnbjcLR3FtSZFQhDKWNhC58GIu5bSqkhN5HamZB6kZ14SAw1TU8qoGSzknryzGDAMdG1PnEjhbPdvBS6a8xrzJ2YjKT3XS3GsCDCdeCSwnO95J9RJCZ2F5qtXFSKYjiGL4pZgRxRzd4Wh7D0lU5v53voPH+MU5MK/reoN4H19GlkoS0mNJgqxB9xNdyOtWqf60upupzHDCSdYNWtnAJv/IfNVs1rAtarrX6H5OVQXXKQKuFnggn7YBZBQM97oqHbFXICG5i4sWW+mkAOlKLufkbtA+vSStCYNtWkzF4IbA2Juk2JQoAkLCCSRpjMss5LqV6D/GZrt4mWQ4jb8cchRSMGOF1ulF7LnE3ylMojfs7jkn1EkXd7sbcbvZYRpXHNcRnz9f4zwOGFPDpq3Y5BVjqtiXGac2YlcWvHN9j/tlwnEesZaCtlP4VU+DCmswRYTtMq+EsKCGbWIyCGph/8WYeAx3hRc7Uq+FBELsXfJE/5bnyvuxDBoPGt98JO4fccsgZQFA3Rm6kOSF19XNJi7qwXXQLKbGMoTu0iW5MCUM5sIlcUuSFlt3prAdnBSaaZaq1Mbk6UIeVzNDkO9CtMv1J4bIUwVk1fXHWK+zrS0uKjnZfExGWIxNlodvsfJ3PZLn2gbj8janE123xdZMzaBXZ7m2/s4CGZLHIutWPDSQq64R91bQSLIxIiub80TMW1Q3unbaJCjn7O3v39nHGriogOZhIMBZ920jDjbci2WxTZXXTE6u1MIGapTVSTwXm94GSMSwlTQVec/laMaNFa2n4edeEhoklnZJSVPAvHXNxFeasdVPCVJ4aCclVnbzv7J865LcqON7SwFqMeOP8XQzQtsQutT8ThskcoRfw/UG8XaXWtW62ZRjbJxk52bS27MymgGgXrVwD+U4DOpEqzOsQScwSfyO7rDh2B18Xd1QMoeV5SvB/BsFddew3jRj54W1mi3WyfvR+uU70ZoXi9XUbUj2kVFczlaP9ZhcYYlkj7o1PdwWyLucLOeNm3SX56dIBaArtGfxAgBFKRhDGR6CPQpbQH07+wOEdZEZi06AGx+AuTjXBFRgvC043U+oLeOwjPiV0zXen/cuKbnNi0lJLhhTxVWZ8VU37+Lp5oTNuKKUhqv9GbudBp/HmzMwNWBs8IIYosYQaljywzHezUv3GQLi4eJxeEMJTgSxQwOw/YluSyKhrlKP6/wKQMYsvQbllNzNqXNHPLyx7o0BfwrGa65h8XvaRXcNJ920qPBEY8rHlYezHSbLdaCF4aieIYY1qtVdrRtx1y/RczI3KA9GZ3537uRkMe1ygjG1ESQmhEHHNUciZBtNG9r6XdEnuhQdRIhniDYFAS3uOd4lP1AlWb1XqxTV7ADuPTf9HCUpkSQzoqtqaJTEOSQEN8TS7cjoBnDhGXAyZo71Tg6H5izHmtdMhzBoqimzsRKZos2uqhH7ZDLFPoYfSFpbwyDOFotlxgjHhhrLfvBKtJVrQhXN4K7fat4G1bFOrsBGAhmVz9y1vdE9kgRXhkhIZF2pOmf8FxrqvdhH7/qX13havkG83dUmATZKjmLZLiJTSbTWrSjBxtIwDtnTJPIJfgggQeOLVopKRQYQrpuWkJeI4y032obV0YcteotL9PEmqgMND9lRJPP6UjMkYj+HwPIFOyaxxbOyuX9JUojNUz/DQ9SZs4AfqnUXMVUyUwF4/MsVfgo3bz2UyymFC34EhGL2oyEhSe5moiu8nPRnw8G+u9pmbPGdcjJX2cJ3A4qpQ8FIJFLs4DoWnDYjxlIxrwPWpqtpV2YsUrDJK5pkjKni2XjAe8sV3t7e437e4GZ3wloL1pox7Re0moE166bKcbeNAY7mE5brEFGRzA0lORHp/Nzm15bxN33vPFtqjUkYkmw1UumoxaHqxQPozh8VSXLT5YFKA6eNgrRhewO1aA5wrAeha7Bjbuc5oRrClqLPkSI+tnUrLqpRZvOoNBqeEu7JCkhN5vq1NLUH+Fx0Vzi5Ex3yxmqcAkP57lExI5khknyGu4clw2OgLNzgpLcWB4dkAIOl1rHONOBonYfDSq+VHzQmwn+AFT9IKPdG6unCDXUbRQtcvtLGjfnGdWMIdhQkUclCjp2/5zGblyv54eLxXSK41Qy3DgUrQ1vCM3JIzmgvc8R/06JT24mPpluUWhiFyPAc/mqu2GTerjYqcKgbQamB8mF7WV7UIBsflCzImt5+cBqJMs80/pKTqDQEkyK0wPGjd8A8G8NdcXcyoH3QBmA8JdRtQ7G0LgVIl+eBJJ0HqSoAaa/x4H2DeLurTRGrcovMDl0ShvJiKMo2hXLWAestN49BWgyP7kbkYH/q58xNmYzFSWuUbj1Dw4xlaIwCnnpSDskVkhIXmFnPbvGae8rTEFiomgeiuekaD898GU+klVeorSy6eKqhZeoBu2C+beIux2b9QVZiYV+ZC7sVXGxC5ZxC5MOQAX9GdM24Jq1QVoLiIcI0h7zSwAlxgnLMqKcB52XA/XGD2+MW98sGq5GstnnxakYvhgcMqeJD0z02w6rId1gxlIar3RmtWc530z+a8pT8sGd/rVcNdd8cNeoGB7RtQxtNY9aYtY3pV1Zlypm/+2ZxNmC6i8NZLXa4W5okl1aI0sRRDQBXtCIXwJFbtrFYA922STx04vMLCPWyDEc7YuOkruEYMwBonSoUyYpE7TRSk0liDg8JFIbgYekems5D4IQ9GIrbhOqTqr0x1hdohQhQ4+r0LuDCXc37STHEZBrrlGVllkOhWlKKOZ8sFs75nlc9ePgOTDNkypLOeYRnTeC59yD/ocDj6khyIbtYzh90I7NYBdN4qBWtazLmjJPOxPKTDWVn8xCxzYq0pWsD3EXtkqNMDzOvAPcPYV505z1g+qQiYTiXYN039R5abjcNeK+C1lUrUmW8mA/qOTFDMNsA2nwbDkbOHLjvWTaK7xPhJaA3EbC+YWpgs7g4wcdruN4g3u4qhwRM6XIh2iIhipQrjWMhMx4AJIsJcWGLxQeG2VymCR67YsK3x83MpUd6vxNHqi4+xlHrlkQn/T1zgjWuCsCK0/fMUp9ERuZKqyb+O0lAeEBCF2nLSKsemETqzDntBR1ql49MoX21wpPHeetWUC1WQiahxmm79kHvv141Lz/WKKo+Jz90uCm7q8xifiQD1W0c7DLq5k3Rcy44z5ltikaPr7ZIpaG1hNtpwefHKxzriHc2Khn59ngPANiVBQUNV4Oa9ac8Io8LHuYRm+2C000Gzop6qwk6aDpFQpua9sO+IS0WizM5uzYZYmmWKmWuYSkmfjEp2qWXIJ+LIsM1eQEJzjktiJ5843PVMR5WVoqtnBJWzh0bY6aO+WUuPjRgeMi+gXFMUdEx5MO4K7MhG0tnoreGUo8X7GAbS4/xAc7KrQOZ7oI2KDt8cyo+D/nennkgyd32LOAAXLr20eCl6HQMwl1KY6Bnr+aO3OZcDCNDeShpjMOW69mLkdhh3ErMZbKRyYQWi/ePi/YXlcY8l3oxwhRzau0zMsYze3a3JAC2Hul9ckPVxo657kAcgvQ88XDTjAvxg1kkuXSp5obH3sJDP1tZScA8OdsgarF95C3wsKT4iwuULAliTHNHr5Z9QZ6AZLnYx7jvOOPaDmx61MrZPCGDoBy0IfmU3TNVTgl0J0uRDyLaplwfwEIHr/HgfYN4u6uc4eSly8Udh6pXfUlhGRJtkSHpB14nvKEx20AqvWA588g0Xw2+2ekH4KSpZsnnzPuTIsqYHjpE87icF9DlicIJGj2hwckj5ibtWZSM0XJTFyAIIEVCFzrBEQTFDrjpEV0RifjzrL1tKxebEVMcHE1l8RxEtpkCA+7SZOzbvBD1qvln6ZpjX6AmpEOBnAqW84DDecKreYtfOV3jWEc81A2q7RiM++6HGVNZkZJgM6zICdiMK8bdAurqytT8YHWy3Sia+wu+r/2cLswWrlTqcfPwqjtNR2HlHhYoaN3my9AAyUecf36oOMklNkh+X8oHrfjUkqeAMMeT4QVvewlSFZ9JFOxKQDkOZhJYwG4x4lbq5gHd0BTgIJlJjOkuhq49n7jF3/XwtwpGNsaOhovdykk+CN4D0WqGozpNq2M97PBIkWVP93qvfQ47FJwF26H7C2PBUBZd5DS4gUtDqm2Zmx5uYaJ8rl1ve4n+8mfZrk6vi+9DPFxTjGUywiezD5J5tLIJeQAwZTb9Bw0aPt9Da3b4+f5pc84Ng4FeNASL3BA2lcvKHGEOJwVKdw9zB/fESjc0SUJr8OpMebb91uLNXGv0djCEQAb5haa8zUnOcer2v67rzcHbXS48XrtJbQujmMSYiw+ITSZbXHTXkHSVFyt6D7gF7Au1O/RoQeZzp8SSA1XywC0ndWtSQIJuZxUdiDgfURfdZKmblI6UENYeD1Em9TdDKBpX1Q2KGxklEJlCQpIL35/up/VKiVzDMd4tzyZ6QTIQDw9JQO3QmjGmYeczY8vOOj0FQqSiV2rw9BZdeDFu3GiB8DaU+6LvdVJpyeN5xN28wbvHPX75+BQA8Evn5zi0CdemaJKTYFsWPJ1OuBlPmIYV86qWwHhzRrpaUZ4sEJKEzL3anExjpBgrv0iEgxw5lNk4AZ72ZeSUPo+0mrzm8GCo2oQk5ichckHyCOdSm9RwoTeCQhMUX9G+gbsV6eLzGs+dVnYrujFTfJ5pSUqM0c/QO8I4bb9x0W2rXhUTOzECIcmGaQXKQ1ZS4cvBpTIpF8oDUVGOeYUe58I+OqSXKzEkZLmgzH3mH+gYsPQfMwzYPyz6QFcqx0ayhYnoBq+w9D8l1SGZDO0acXbuD2UGTi801OAZDauuxfE+uyHK4gjZ0tcSU29MZtVR8qoCFsoLEV+bXO/st3UXpCLyIngYrTvB/KQpI9jIb+WQMN3mEC3hmjRDeN3BUWubdI+QEa7cRuTrjrgWfZCX5KUW3atlob4QzYCL6Zxf6FoYXyWX8qWRPxzUo+Yx+aJjMH2+RNjN9h+WZY00OZ0HeTEhmmPC5r1OvKZ2huhruN4cvN3VJsQCIlqw2aKWEkKxx9GFbYqLoclJZ1WqQNs3vzcFI5w9bNZzuI3snmaJ9ojTRRgagg1rmw4nNtGkjGT+iuaa2kHJez4uCUaE7DqnpTvUclib4UJFWO85LERPtAc8f5MxbEXzyePBgG2wrdO6TQhFnQ6FMeVIvxSLtScFOdM56WKqtpjYbojtn4VGEXzMUBPWteA4jzicJ9zNyvx5tWw15msmeE4Nm1yxH2Zsy4oxN7SWFQFvVpSxYbOdgbEpMWdqYEzJ+5+M5m5eMf7EdtLy1gl56U5kWEIGQVng4yyDej54SPTzyOeSHUjccMsckpAAXOEM4AHTHeRE14ZC0Y0R0Wyf8uKuwaS/55xwoqLHIs2gswOgR4hlRjCVLf6ohKjou+RrEBcuaL9P97lmzGlH2X1Ipvs/37FO3cHdPQfm/SHXAQkqJZq6Z1lut+esGteglw1lik3dtzBIJYwt543wQJjJvBVH3zykOD/yCrRtc4OMh82FB4Dz0GLkNEy5v7RRlcR8DmSYOlUYHh4Lpxt5E2NA9Ozjz3Xan1kXfRDv6GNX5FI+t8U6rldV20QtacAPX4aWeknKPCcMh+75ufMa2XrzeQI4A1u1ueG8DWVS47Vdb2K83ZUtBkN2HmMVnBBtjPxHj01ZTmCbdOCGV8UnxXCXFSGc4IeGZKDuNLaoCeO6gMjC7Bdu7VRk6oZumeRWNhmoLiF5zC64ML1f0CaNibAYwroN8kkUn85R8cUOcArru8tPEEjaFvRqMpmFlv8Qi6hYChLJDiytxU25nIBa6CeMTZPEIEUlRHn6s3IGzs9Vcm+5ijQhqmwlWv2IBUeCGDctPm+1EmptBLAktPc3eLlkpCx4f1zxH9tX4CP7V/jM+QmWVnBuA0oSPBsPeDE94L8eXmA7LNhvz5iGituHHZIdxNP1jLlugCxI9wPEhOtlahjeHYw8oohyvFMxkvUajiaYJtHGcM/z806IaQmziWPQXUjVNJ3IkSJROpdhtvzJyPdOFjMWDDYP2qRoYrzXODkJV1rMQ1ynum4ReaOirtM6IYxLrqcszkrPKzSOZgYWi1wofyHGSgYARkJywZlOw5zr4/R2w3iXNS5sbkePJYMGn/ZvPifAFI7yGaFwZJW+2gAMiwmyXOkhTzZyqsDAPHLYvBmBlm1umVxsmeEqd3Tpe3vNyPDYcdJ2jnfZDazUgHWCS2oq6xf+zHUvGCxWKUllPYlIZVAOheYoq8wkEaCjcuG4w7UGlEVshQ1W9VLJXC6U8Xy8lyBZrld6uqqHULRY/JaF65n6ly48Be59ygDW5Ok8eU4YZqJcoO7NALAQ0nhQz0CelaW8PIkUMqYTSgbmp/AMBs4B5qhzLxweEtarZl4foA26doowW4XiLwnrla7J4aSEurVLiftSrzeIt7+6jQuIwePl8VxAN1M7lMhCpQuWE0wPymD30nJjvApAsO3GS1QAQ0K0yMRcfDykvOQe9UrdsoYTdrgIPDZFtNyCOUyWJNOMyNb+wLsXjYGxILiMuhEHeg/LUQ2MIGO5ghbRCWM3jijoz7M/3aO9dq/Aq4Pw/4+f6+lT9gxa9/w+/9DViWQSjacEOQ5o54LzMuD2uEVDwsO6wX3d4NxGZAj2ZcbTov7zqVRsxxXX06yyhlkgAkzTqsi6XPYfSlcyzZCTV3xaY3x4WHiqBpFxv1IlXJ/st9Shgj7+lsxVxoPW516H5txNbCgnW3yxR76tQ3WAumNddB+xuXpaiyEY5yhI1z5Y+1aiG7jgjPMqUiAu97ZwrhFRM0WLazHFJuwZBkTCfL7NKaKXi7mDOPTYV96PlsLnMd3U9XMFmFLWv7+zgceuTQwn2Vokk/+x+/aCewHrJ+bNgm2091mJzDrj11jVniNs8+4iLt2h5eYo2PKazSXPIadBf0HOSsH4JpmM85fIMWLQoveSeCa5I6lpXjjHhnPSD+san+MhylBK79Vplt8c3xfPh/b92YwkV8tqYShxDJjjvVrmBLkvj/fEL+V6g3i7q+4E09ylO9DCHoDpDC80DtjZYFas5peZlTsBbbUNrymztW0E46uE83PxQuapxkHKxdn2gmob6HCvbF0tkZWcHMD0B5Kw/JCyjZqsP03bEGcv5lUF851sY4uybQypNAEKIGTmzpSKA6RjH6YKyASkOblLZ3naML5UdJ/M+Fg3CLboGBuK6lXrX/l8KaI6wjU2kPU6yEdl1Ty/0ol1KMNZvMyYEzpsU2kW32F/KRLXFT++Ki4kQPHzZopFx9OInAWfPdzgapzdxfwbd+/jupywtAFvTw9YxiMmU2j4dHmCzbjg/fevkRKQhoZhqliq7c5VkQi9DOWQPRaeNvr8dS/OfmUsGDARlVdZ4/yHhOVpeEHKOWEVQz6W753NMi8UqbASgAxTkMgFMe8KY8EWowM0HjokK+dongtqCzMdbnzQggI6rnqy5fUy15GxVOwY24bnfudjVmZq0sMxWYrIdJswPw91J4jlYIpAdiZnuVFEOjyUYBaLpRTZYUzkqsXgE1ZLT6IBkcxbQDGH8S6FnrgZ00oU6w5967c8a7x4OGZLH7JUqKPmk9MzpCL/YTw0E/ynkTve27inbtyNAT4/ax7aaaP2FyVqNSRjsq6jxWxbUsPvVdb+mdkngmG1kozbiJuyXXUvToxLB50PyOqZIJeAvBKenCyjqMgVwS5m/2bzxG3EZTvH+2ziJLpfXIzRKJhvkq/J8S5jXdWQqVvBedCwCIscjLfZSXDTbVLvWxYnk5UZLk2aWcnLyJnLlb3TJFhubLw87Gb7zUnXzfiQ/BB2oPWarjeIt7v6HDCdRQkU3Hdm88UXEOQlfoa5svnRfWFIzRYdv+9IgJ9jzJUxPMb3aP26q66bBURF/Dk/y40PvdXOf+tM0kPJ2tvFdBkXZTy7f0ffhNz67axPBBq4sA9TvAfvw8/yQRcxtQ4xks3JNrjb2FCEfLFFYYeLs2ktDJqW3jsA9OIJdS2oa8FxGXGuA051xCoZmy7As8kLNnnFzXjGlFXDeRqq/z5l3QjSIAgdSISXgYg/w2N7LhFp8+wCoRlByYuyp7DSOf+ibFwHU2CbIqUke0OtGxcy150dam5bR1CpO6ytTR6b8/um8FakflzjXkS6vlb4XAmkk9f4nJOfGBsm+9bes3SpLf6uRJyGwBw5ds2kocG8VnRcCze43WvQTWTOfXphGKeucfjzc4/7+OI9uBa8Dy1fmkaxzRVHmd3a8b9IxP7dC2VAwNvQja17h1p3H1gfdGsej/rI1w/bncKAYIpVv59JN97RNkRePecX17GvA/OcMGOh8/S4PChj2aaGRY+d71GNc+uSB+LzyO5P40flNQ21l2Bu+1hyPeTou9d1vUG83bV5N6N+SKy0XHbWZluB81tB6acbeHpp8ZasFPZ06nSVLXY1vZ+xXgmWG419Lle0KCXIB2tCaiz/xQ00NhJaa/PTpm6p2WT+GP+kbm4GluumlvpJ43Qki5QzC4xLGBG2oPJs1vAhIdlG6ASfAV4Wkdb9aFY1N47xZVEG61ljQeuNuHB8s8pMLE1Hir8WhgCG+6zkEpuJ63XDcJ8x3GePdzN5nnFFGEEIUNQ4PKhcpYugD4qE2yaq8/DfZG/DLO7K+qtZVGnsfkQbGt7Le7Qbfcb9ssGN+cLeGh+wKwuOy4R3Nnf49OkJXuyPGEtFfuclast4lbaY5wFSY9Nm2sZwp++bTIhB83x1o+XPZRDMT/RdT283TLcavF53OjYyKAKimACaogvmkI6vdONZrizfuajbDABSgsVPQ2eXXhfGV8vcFSu3uDnjucuThvFVdu1lGkEj47isEMXpc5/VGLV+zqu+N8UlqOLURsF63XCu2WQj9XfDKWG50TndJqAkGmKCdgWfI4Dl8YpxJ3b6juP72VnI1Mxe9+JaxxXKxSinpHHsFJttNnY4RkBMsa5ura+oSQ54etR6RU6IjslyI24slXOCLHDGe75TpK158OL558iKYMfb7NKhkqx8YGHhCVWC63WmvWi8pSKdn1tbEOI8yPrezHPlQVa3upexbGMSRbxe2MOqGTEVZ7lukLOizeVG3A1LMR+qbVEql4ixTublMaOXMV4W3xCmAm4Fy9OKPGcM91GuVGO6ANOWlqe2z6RwrdcN0Kam3r0CJJP/lSvzYBzhsWNJOj/5b2rSUxJ3eSoXwGt8+fpw6hvE2119DpzHa81a8moZ/dVZUnqDsMh7Vqf+Dq5fzH+7jFuilZ4uDncOuFuoRIECR1KPY5zOhOysTH7HEUaHRoA45IMJrBaBW/6P0LWjHrsnY3UR12IH2IHGfuq+S4TU15r1fiuXsRr/PvOk+/cl4qjdzyU54nbrNXXtQGfwIKxkGHsRa0ZdC07L4Mj3Yd3g3AY0JBR7iTFVlCS4ns4oqWE/Lii5aRlBjrG7DS7Hwa/HaJ3eESqMDbFBRr44x7JDan5gBKvTY8T9ePeemNJ1JecZkSvnSkYgUG7WKQw478+OVezookMJfYzzAjXbPdwQdJcmHIX3SNLv0/cd39HuD8AV2sLweTT3+H3gMi74KJbe/9u5EgUXaI23fPxZZLncHiwcRIObLH7/PdnCpYvz989NuDCY9UW75lrMlP3Zx4l9jtk9uG84SmzdXLOf5xpj4e3vL8GFh833rRzv1ntu/LnM/6aISY37u9ANOSXdBP2gNycIlYltQdc35kWjtwbo9kP7vf+75xZ0Y9rvke5xeg3Xm4O3uzQfTRmkpw+pb2zdixYdt9gjrS+Isj5JKElV2cN5Rcj+ZWMfn5MWpDa0OhyUCcnDgWpOdSM4v9UwP1GWZ6rAcMi+AU3vFo+ZFtPtXa+bu6Rk0BiOADFBbYFrriguJi4aPOFdY4bwuIiWa7OcxyKOGhnHqlsxMRH7+66ZGlECZeu4SZejLhi6GQvZiLb4mM+cF8sXZFzWkLfHJW3hDUeNjS3XzRdLNmQHaPxxvTHhhaIfmZ9pCbf1Wi4WV1riGeWugApBbcm4e+8Kn391hZfHLX7p4RlKElRRHeeb4YT7usGL8QFfc/NZbMuK8zpgXgekJNjtzyjbFXmqwKRC7SxiziLnzBunwDtFMlT03di0jLFZzD7ZmK5XzYljlTnDI3xsViuCQMlHj+1Zf5Vzwsp0txzxXeZIDw+RBpTEckvvNOeWSkaMkTqj2LSiR0OQ+jvlGeTuYG5FUR3jhmIob3jI7r6knnPdCcZ7rderKmXiB1g5Wlz4VXbji3G5JMFLKLOxt6005nDUZ5RzwnBKhn5tDGyuRg1gFgux+TtGnnpeNUZK93aZk2UphJgG16CKyOhBMt7rMz0lZgTG22DjyhAHebEcfWpZk6FPljNLQOoaFGUbGwJmoQxvv3El1quG9WlzL8Bw0J/XrXodGDsdb/V9+jWz3AR/4PxC48P0WlC2k3oC4PzpvXcCL2zA+tMkVg0PKYwgHsCJcye5oVnOCAEX2xupv0DmMtMQm6msUZ6ShLZ1T24LEXazfVLbuF6JF6hh2zw08RquNwdvd5Etq7PDEGUxFNG53TwOY5PJrfALqm5nyXU/pqoREQaR0WWcN9CMxzNTPDceEMQYeWRlepzG4j89wu2tWoAWb4jgkyBlj71Ao/5D/6X+IvXvTaQKXKAT/z8RVWdNev/hogt9DHhw855kg9Ny1vuEOhHLkl0YGr2H4hH6o+h7qglpVtSLJWFdBqy14H6ZcK4DjnXEoU7+vSE3XA9nTGVFToKUBMX+5NyQMrS4uFnfMoaoijPWMxFUJ99IdMg83ty/J9yo8XxoM3ZC9OJyHPo41wfGCDF/vH/Zt4++T+Wj3nPgSIHzp0MG/T3j4R/8DoBIc7K54N8lEurvAUSMuedMuGvQ+qTLR3YPCT04PU+hRznABZJzDwNTCHsHBhHwo7nldWLxBa5+DXeg7gLBcz2bMdN7B9iGC35EibYH4uO7XPZzf13sAX37+nckg90+59KTfL7NX+k9UtybbCyUVcwGAT1avvDagXMoyJvuOevaduGZ6PsO3b0kOXcFF/3VjWf+YH99IFZvz/sAx+dLuN4cvN3F2E9eE4a7fLFQNW4kGO4MtR6tusaT0B/VTSk2wvEuFHnmZ6acUyOXcrxNnu4xHFTUgELzmYWn7bCtG8ZEonpJM4m+Nlpsx1xMLNi9XomxBgFKNwJw2j21gWWMvEWyScvJYoSHUJJar5shk+SF7V0J6SE7os0LFW7SZcyvI1FQ9zZZO/QdNI7twu+GROfnurFMtyFo3kbxYvLLTTN1ryj2no+pQ9/A5l1lwE4v4+BYd4ouypnt0fHdvJuR7wvQEurdiCYJn33vCf7zq7fxc/fv4OcfPoRzG3BdzihoGFPFR3e3eGd/h6fbE57tNeVoHCvKUDFMFRgEsqtoT1aszyqqoc3MUnwSuZTrlaFMiiaMFt/bVwioQgSPI473yjKll6CcFZ0yTzwJXJM7iCWdelaLvmiWp874GywNQ5L+jjE18g6Abn+yNC0t4QbnF7jBaMZDLxiiyDVKBdYNc2eVEczY5XhveZ5zjN/5hQo9UKGJ3ArJ4T5er8SLTxAx+mZPNquJNtStYHmini5mHUgRnD/UcH4uOD/TdTtYbJrEJOpWU/gDYp6HvXQF4s1jNoZxxJKOMoijSgDOuiUL3RnnnfE8HJJzL8opshWG+2zlIY3lvde1sxp7d7jTurXlIYP243qlnhRFx9nzvefn4jKzw0HHxBH4olwCssSp0pXEPBDmRaAnZd1ZilrSOC1g+5/A+lVjqhS/yaZoxrGm6lg5J8vvNolP2EHb9DPki7Dv2hiGF4VeOLfbrnmJxOEhlNTynNzTxLV4frt5ycrXcb05eLsr+X/gbkoiTQrff8CE5SLmRmIukd5CpqXl/6cV1t+G1nRFuIp7VOIIXPzfkeJgD+mtOjx6xiNr7sI65H0eI9q+HQikEExgWo7izOCEzljp7suNqY95e1903fo4JpisbJejBItFEdF4jIq/7kQlHCmmsMgf9wPzMz3Wky/HO9WE43FCPWl+7928wf2y8ZgvAFTJ2OQVU67YlBW7YcFQGobSFAEPDamIlhgrTeNXXQH0aHtnlPiB0I3Fo/7t+QJ+L4nv8gC5iAOyLywW2HMIyIB2+U5Ada3t3mTeuhdF4nOU/ePcd8Tde23YXKZZsb0ZoXzGOB1ZvjXFWuznLvdAojm+o/XFB+J0j9BQ6v4u/XtZn1BnPJmusliaDfcDz0+lShLXL+Usre/JpCfi671YFALpv++XjXGP1h1V25r/wFppdDGnQJGdR8Lv03Tee0WvBudD9HOSsV/m5LLDuMZ6hO79x7YR9TJWSx5LizEhUHBUanuFVzZDjDMJWP2e0Y8nx6b39DlHRaIv3IMDxNyx4hD9HLr487gPX8P15uDtrnxOVgpN/71e6d+Hh4TxXi08WkGr5dAx58sFyWtoEs/Pm+XAiYp7u1XWHGFwBJYbnaD5rAzJaopHdYId5nrv9To2xnw2DVcrgEB2IdVcGMdiDiU3wURt5NEscU681ViXA7x6jKPVBEwvs6oN2SQkG3q5kXBPNxZW1004sYShxZpGs2JJPqP2MGwzmF5qTJsF1YcDsHlp9TDH0KQejsyH5h+18E/vNGexrlf6dxorbTIFJlE0k2dg+56KjUwv9T7LU42dDge1/tM5If/XHfLLAS8/e4P3Hvb4/OEK//fdW/js+QbnNmisd3jAi+kBH9re49l0xFv7BzzdnVBKw24zY9rPGvMdBGlsgCH2um+euF+vNRas1Yk0hr3cEIGpV4ExKaKnPCes++hPlkw8va0xbkVG3eE5qVdjZZlBSwtxyVFjzzPswngZ1cyWp4K2ac5WJ1u6beAoB0njY4whOiKzdJLxla4VjtP8XIxhrvNG313nvyIsZemWc4q0GyJ7Y3KTHcw1qHrEpucrEetLxlTuJU1ZVo56v6kZk3pRL0s+Z9edphhM6/onr8p74Du2QVHxaLFneiYAfeZ4H+xqIjmtZGR9Oeq+U06BitXDg1CP6oxs9QSYFCg1uLPuOco0FmdqVytIMt4n1Gvm02bfHxjHTcY+Ty1hel9jxG1Ug21+q2o82PK4ywysV3BGPAu2QHr9eJ0DA/WOk44RdaPXrWB6pWuQjHqqBALqPaSqVJ9qyIpURN7c/7yoS+qMT5v/XG9UARvvsq67Tq+e70DDnBoCr+t6c/B2l6a9pEvL8lEctUd9ucZm0rvU3C3E+3baoYkqMzUqFQEdSrHPEy1SMvAi3gsEkuisXmcpdnELIiuPY/SxPL5z50Gh241WIi1IzYvs1aviux5vYpvtIA/mrS4aRy0S33drEt37tcs+471J1GB6krtMrQ8cMaJD0nYwExVIgrE39R3pbnOEuKaLjdXbZW1Y1oK1ZtSWcaojzm3EsU5YpCAnwZAahlwxlYrdsGAaqqa4JKCUhlZV6MB5BDTsqTHbIdcYj0fzgmiKWsE5chDJhqYLlQeLI7FO+5ou/d77IOYtcDUsMUTYqQilli7ikn18k3OLJETOPY6HF1Ag+c6+42X67J0clXXo3ZF7Nyf1BvF3nwOce9XWqSDmrXmIiPAv+iPF3HDkb+gencOEBwnXpRs2pgFM3es26XphcQwIPkjSoeeG+a8pngEatIif09NAjwIRuhdLkPi8ErbM2La5zz5nuKDndrDP+T7ksLTue6iXSLw/4DwW/QU8Hazqxou5yo5qa+xhHFN6zr4Qw53rRRDPYuohn6+hhXTBfYgGdH/lmsvxXH8/8m1eo1bzm4O3u9KcML2yTccsalqU6x6m/AJnfQ73iiaGh6xayxbH2byviyzPycS27RAZuu+d4EWgAX1e3egiHSw+mRdg854xOReLq1rcUoXuuwXPXMVzCKSnprEm5nnCNji6rV3KzyQLkYC2aaHnCwDZYtsHzZWtm3CR5QUaZz0nLWVmB+ZwnyKmN6ob8fyhqqhgiEk9HFlCDsbgZB4pvIC5egi0neuVOIobDop+6r6z5i0vMrWE+v9r782jLrmq6/B9762q994396DWgCUhgc0ohJgUgc1gFAmZZeNAbIKFzWQxBJvJYC2MDT9DgpSwPBBiY2AxZTkLJXYYsgI4YRKDEWJSgwVYQSAhG7fGVn/TG6rq3vP74wy3XrcwCLW6W6HOWr26+33ve6/q1h3OOXuffUYcKRYTZrra9UIYtbKRzHZyJKdYTrnOmsX1jmgbJHkgDTlFPJuUmNYl2uSx1QxwoBnhnyYrWG9HKF2EdwnBcSejHcMx9ixtoW4DiIDBoAFNgjE2FTNSVm/Y9sZ8Vh1lKhO3fhRJQhc5ugtjJ0pA7Om3S4zTxYWMUcYRe+/NcrKNqdzK2Jt2+yHJcOgBG6aYa6LQLnAGp9pg7FhZ6jyJdIPjSaxM1WY1Y2JxSIY71jujKUpZc/mWuRKMwfJn6jOmQpi0tUILEi0POthmhGVi4igfknqfxbbo8KowiGVI8jxwJNhtxQeVF0U0vlYyp9I2+G7XqMaJmpqwgqW5Q6oI9VpCKojXseg4N6vsAWZHncdAtY6B7Hj4Wup71YERJ0QjsiBtGNuVhEbGtuv8NIuEdjlx04UiO2ipAsKWt2dja1efrWQJ2gVCu8wdlJhNzdmMboSsimzahUmbDHC9dj4Im+WUJXdJa5qTcT/VwdB9lBnnsNrjQrBlfQ6K2cIxx8HY+DE/k+qAYOuylrWuX/koLolzJM5nEo6MV+0C0SLwwkI/XNYfvB3rYiLa0KDbFaSrPKP4hD5E3nB4ssYqR5hJNU1NqACG36jcpHpevnWWMkyBLAUGwfO0lZ56lZoShuP3JKnD0zRz14Oeixw6XqMXaUu9NyfX0NWXVW/ZcCX5DHKa4tY0PYwMYkIdOgadqNTqT1MeJwDW5oyvO4+PKoFxehXm8QN5E9WUObdqUxk/Z+l3jWKAzjPVqKET7Wkay8+8YXQAcnlCE5CSw6wtsDEb4kA9QiJvEW8pv+A7aYQiJFRVy92MhpEJSxpNiB63yo+qxqzhbtHBzXTS5Y0mVeLUNM7Ghhzgap+vt4OnRWlPqCUrrtXI0s1FJhZ5a2RgY5bnddb/zpGTPgtNg9rvHhQJ8yDqXMqypBbd+s7vhM7/k6aEO9wGzGc5bD4o1ulga7IDKedsiEaaqojl8u+F2pkusmVNZP1oJNxlcBuRrBMNmuNWwAhFSHl4rHmHQ87yaGamk7VKhX623E+lN+IyfCQOOXQOpw5DXlpO6gAo/GPPXJ6BZiMOxm/zvMnP1ctctSyUPjN14nS/6ijEZTa+lJi1Dq7x+fmGztqV/cWgLpkz3X3MshH6Wjcj4HkvSZVco7xu87bz/m40a4e5PPduNq6bobyr1h+8B5k+kGLMC7LccJn9KxuePgxl0XFXI/67XWDvUNNaqleq+GRcyF1nSokM1SMsN/hEV+3mZpnZjmEGq0F0qdMhROr3kkRzcSHlOtwGVlerzRfm0nkyn8utPKmoyFG+YsmM08GILsoK1Q2g3GAvuTrAijbltniygs84iCcvbO04FCaxRFuqrQtw1KMsbO0JrO3RlCWtEY3WrmpNYDFmD7nYFix4nHtptgtkhCwQj3uYcXRjvX+F3a1RSbXupYEBjzXrKzug9mjbgK3JALduLOKfNlbgXUKbAgISRqFGkwIq3yKRQ0seq6Mpdi5M0LYeu3ZtIQw4p+aGEW4YQVLnW2wLx0CyF1SwhnW54Szlm0T3ullJ3GVFog/lJ5QbfD9BarF5UvP7M8eg0zGoFpY0eHySYIDWkg08HuWmQ70jMUYszTdUKF8xM19npqp24smEFTInzovMn252heCS5Mnwa/JyEHghugl3QJWPcj9oOcA1omn4O5Td7lrO+iiDntPBue2cFwUrr9HcpjxvyZRoFsk32elTB1GdvSSKUlwNAINzeK46pEHCbIc4ZMIkdyQKY6IW5pKzKNqRYJbiVLRLwjWZOKlFT9khlOiOOQkBmu7uwmC2jhysA1HQhvVyEIWpQ7uaTCHLxrPNHJF2OZoj7yWzlkZpzpFtlqQPcMHrudjm/VObQWhHLauOGGfCWRQ4qhjLdWlfZJejYWXMM0yUr1OZ7VpeR6XsJ0vJqkn0e6ymuuOIhBk7LsyvkP16pocCTHv6cFkvGdm1jhcfxavUJgPM7uO3KT7rZPHHIcFPnXUA6WKCJi2n3XpsA3UWuWptHMud8QampR96CLGSi6TiOp42p3OJSUCzTPdnDzvLUvKFc3inJCiWp9OfARbti7CANuHWA9ilPPkImh7jzSKAN6FmERmjSSxtZwxqJThImUjyHa9csSmLQuR18Ziz05CflZanJBJhdmXrOo4GtbjfxE8qdUAIHvzdmqrVFKT1Ak4AqZOl0UbjgQjEaQFKDs4TmhgwjSX21wtIcPByWtWpQJs8vCMEn1DHgIVhDafszkCgqewaZQI5z+0TgRwFq5vunWGitoEkgJKUlLgs1wioQAmyWy2ZDBUZUGdCU3rKXnUOgGZdCgLEyfIzbtihaTqScWZloU4KWCLGGACQsxRqF1vWZgg25/SgENiEJHsD8KafSjI4wlGnWUeCkaW0w1FOHxIouDxWEumoWEkcckTot2HZGnbm5p1WJnc5pCSbeupE4ZC5Z/h3TnEmAYMZtyWEsefvsGgUtiasBl9EHrjRhYNveC4kFb6RKK0Vx5MxaELsYLoUhOQZ8ms6hTRdWkyd8RoydiySnprOF2dC4R64DvTkZBwlg+cnPosKQcZaZGEzjMGSmLYXScZCDz9d23FIh0SjIFjAUWinrY6am42lZG40a+U7pZldfkAS0Qx9P4ue8P6ha4iFPtwcuUsj58NlfcTbsTwZyJh1iv0pZgAnC2SQ+7w2y9zPlCeORAyyaYWxy4QdnYxBcLNB9u7DlPtEtgs8k4LoLdsCLfi6VJ/VS4PmFMD4KnEHkHLLodrUQ66Ttu2QClRVKIlXCuiGxX+X2w6D2zr6p4pxtVzLGweEuMBKL/VaQrNMpqs725XyWMkiNlq/pOHSiFVjmqWMPWpdblBN3IqZ4xrpJsG0vDB0u3rY7SKh3smfpZFwO+IxaVaS9e5lrJLMWYBE3Ixdc/RXbGnatHNQB8HStj3CxMNtBaStEnFaoK455bxvvIJ/HK/xAUwO47bCNHI7wcInTOoSJyxvWgraB2Jt7+2AsNACVUKzJg+pTNKVCjZvuviel/vxtUO1Qag2NDLhcS7GzFpW8QgKZN1pvGhEk2cFp4MxMz3YdDMEcrRbbuZuLbGiDH2kHIFq/ayTuR8k0tL620JqzDVtripWOj/McZV5qtrDWvpSbmRSYiqzelW7lAzDZVb8fL0zCFLr7RAXE+JaK6x77v7kEtCuxMxnEEWoYgxTarKoNxCoknUw5O/0cugqW9pqbz0z9asN7bPcceBTjr40K8TKZbB1rtrrmrlqdkaDAlIpmSnNxhXosP07jqxk4rj2ViJo0S1XyIzvVeCamh3XaiPvQTyWuYNQqngsq3WPNEp2UOoa4l6/+l6gXZCaWXHIre+3pLA5oiZzLqwkKDm0O1vpVZ0xY5WbVGeTMWVn6W/m3jgUm44zC5JubxfIyqPChLWbtbZctaoZ+2eFLy9Mcq7L7myid9H6iLdj5PMGwaLsZGIVAEDKcHawKIlJKhJJkAMJLulIMVo5uCXtN8fGBGzCKkFBW4Hx98lbkoOfeOvIYTVrynZuMgYL4kbxmhrW6IlxLP7AKLhJ9pTBEbmX9G9FiCN+b5I0WCrle5N69TAZRAfNEojQgzSdjhUxtqSRvbTyigVjLq5xhnGHmWA8km3gCMAZe9RIJxIVpSDp0pBxOS1NQFD8zNnCVIdIN3cloMF1pP2cHm664TtzsFJHiUjvm8ijLQM2pwMMSlauqnyLwif+2zm0PqBNHrsWx6hE7NX7BEoetBRBir/J/IIH0Hgp1UpAAKCCEhWnDFRq0RFQr2YReZ2/qWCMWh9wmOSGHxwBsCOTCjDPzrEj06pghZCeNPUHB/gpp/n58OI0PJFuVLqAgFZaWTqJ3lqRDoTszVy6JtGc4IPFREE1WKqfCiCBrLE9abrRdSJSSclqVE5lJielQHAeiANn2KsKOIRtn4lfI7JsgInAdEh1xipPAA0khTv2c9dkrP9SMkp6QOuhj4yPquOt79XXXHT82dFZyZtVUWgU1/A+4CQ61zQywONl4iChI47iyCJvihLFtTIHBvNyokoqddEhBkKzmGVKY0lc053yPZiTJOtXy5B0zBLynuRnHsbi7xy+Os6WxZNrIJkPIADRGQRmbOcW8KSyk5irRHCty1wR4UEotKDXw0FUhg8AGK/HAhVyliXhsT6Yjv7jWx/xdoy8YIZTjQrYw4ojxltUQ9gWpqijlJvOHo62nNMenUqqCLOcenGN5lxkcYE9dpCTNBOMFawpK63XzeUZZBG0r52RMgBR05JDWQlYVtvrJD1cde67mFd7iUM+vAEY3pg6pCeNuGIlDGTpDZwqAkJmaysJROuESdLzThwIjYp9LZkBTZ+NuIOLpvcpUO4/DP6bu7nw9xdjZ709Na0cZrI4G92MckSi0Q/J5qlesWLJjljxh1PrzIaxxt8OLITROISxR5oU2B4PMJ5V2K4r1BKOLRQ1lsoZlooZFooaP71yCwo5eIsiwYeEpR1jjHZMkJpgGzQCp+98DVBFoGGEklkU8+s2pZ/uYk6Bkv98zffA7HtnEbDeP6dDMVe7qgcHldSBKbK2rdZftgvMQuUuNTqPIfWcZApMyjjmqBFGhtJ6YRCXI5HMqXJL5qED4mK08ihVEtK0uXbL0W5cAEyDPIyzo2xkIGGrq1YvcyikHn2LnZF2UdP7zGjXyFIjQV072tTdiyqYjalyHqSGWRnkFMgOUiA71nqwtyuRVbKAnPaUPaLeFe0eFLZSuKfY5jUTlxhvLTckCpUexQyfKNYNyyToQRmHsBRsHPKc4SoLZ1rbqqZX74iIy1wL3y4n2eOcZUUoiKObHIrt+fryVJF1MGOIQAIE5Eg8zObTwbp2zdkQ39HNPCsAyjzVLkk6V9Wx0EOUa9lzNkxZ+YaLk3RHk8yIZvqUy2NiQJKRAPg7y3XdgO669Qdvx3QjAMSLd7B0VFerFNBDOk/odoGMsWzem0ycVGXMGJAN1OoI+TWNTk1WT7xiS90JFjXH9FPIQaPAijc69eq4HEFKmra8MXYVB7aovc4biR6mVo+n9xs6HrZTJ0I2ZmFAu9bBT/lPVxnJGKDaO1PSp+qtwinuBmndJXj1NEfyOk7alDtM2HsPE45krARHmnqnig9Xxd2V2aozvthi3FSJI/osFH/UQyqMPVRwnqMIQnF7Yc8CySGOC8ymJda3R5i1BW6ZLGGrGSCRxyg0WC2n2Gr5NHOOUBQRg0GDYck5RyeRgCMuH6IBH15IAGpvfZzdzNvz0hZxWV9c0rYL+f/KFeBOPZqylftrYWU9SmIK4474QQeHbBfInrlTWceUox9VndL1oetAW7zpHNUNtpjAot9i7NAs5WyFrznaV+hDSViaNk7a6GDM8zBI+0mVLbXr0Pklzqaua12rgDqRWfYQLmeD9PsZX3TGzDfWvtXryv8Hedy5/C1jzCboImQrrcHWNaOyjFFb3k09fFRWv6RkCzIiInnA1d5gLjugJKLVMjzbX0hKGon3M71Ok58VSEcjxnaZjDHvZvmwsQyQOM7qtPlOy08lsCncoCl6m6MDFgLR/U1T1xSy46HzBbpnpLzuTRjDqhryZ3eZz+qQe8lgKlFKqz6Yod8tFcvOnOLQPHYuk/CU1X0YrD94O5a6B6/gTsaq1EPO6PCsFqMbehxlNqDrTAAXeeGlQS5n0UXbLeBXHEtTJort6XdzqQagZUVzpClk761dShZheDmIuIeuHDAQFamxfFbIuAwVZDiYtiWjzudrZKELXSNG05VV3ESwqny/ZJ6olQSU816oRuRhygQQzToAsHQzAVZHHKa8YIsJRFWHBGcTDHKYeBPSsRQhAz3Ayy3OEujGrYxIxcu8KIFxDajLOKbj2mrthexaBzcOaGcB060Kk7bErVuL2G4GSOQwCg3WyjG2moHhu4MiYnFQY7HSD8kP0g0iaBi5vjGxapL1m53ygRsmfO2kB69CIIFs3ioxqJs61dIqzZK0y9EwOPKM7ZtiT8rXFRfIGLGu4WhCo3A9FA1/8RDYgizq5UPMQcUQwkQzHTy+pmssjuLBHYIUl+a1xApfquOrzlkx5uvniwcrEIkzp/8H8lrVVL1F+FrH3tlclQVu5YJyz0ngFC3loSBlcDIEyi/Q6gGNqrQPrm/AtdwCfxiuXuaI0rI1cuhkHW1epxqhtispR2kxKzu1i2T7i9W3itPL65kyGWygWDOEFxEz50IcbXKSxRqkuayCZlJiJexvJdNZFDsPs6UBdz/SjB0cIY2SYcYWlab87LWCQtnoSaJt+znlA5VfJJtbXjQKVFkQUg+vmgkqLqOZAitVo8531LAM1OGyHuPtmMo1KmkqDgmDdc8esniOw1scaiUkddwW9t6c1SMqgcFLOkWxYcMh5fftYbesbqRpD21kkEpCkvSQkoKU/KAlJNnjBABnGIzV/UmErc0IujV1Lgntf8z4UZgxkaDoHLDw2bM3TzcwocxFAJ2okW+Mf79ZIdtAYyfi0IhNr6NdymkiR/M4kW+ARlJijEXCBM29tGFTjIcjABgGrdi6a3O6VQ8lbcWoh7JT7LrDKE5BIqvOc1bRBstuJDAOOwtwoxY33r6MsozYaiq05JHgsCintHeE1cEU07aEc4RJU8J7AnV0aWkiwGtyQCCkKlkk5qJDGiakkt/v6pySa5eS1S7rnGpFIP/gemndlLUZfBoSXPRIWvcc5JZJNlIhFZK0LCRA0owuS/g52IYcpi6ngAUGoUBwdRYv0MMvDhjbJMHVIanKat1zZFSqcI0TmVX+HIDnRrvIDlezgvnsSnRwE0mtylxulrMCEQXODvkaIpaQJSfjEJ0SKWdEMsjBqtgmp/550y62nTUx8XYwcUtDwxVnEKU1diQ03W+lYiIPq9CO1lrb4SNMcm6pJ4dnLeNn5UhAWkDWVpY0NWQviAPA+wwzBHluacTOKDmg2ApGuHMRCOse9Srfdxj77LgIIY+MO8Bjp3CArhGSa/At4LaktelADzaH8kCwedmOmNDGjSjEyZ5kJnuzklCuc4MHbswg5ZkKt4lDp9kdzWjFkRBTU94HugesnzKEoAQrbZXJZUryepebcxetj3g75mcdGTjBY4sJoFR+EDC8jbLX2MHaswoPL5a4QMbe1HQvPECDlCnuTiIW0knssocuggdJMVMnNbsymbqkIo0kfa09PrNEomJV6iVDxSt4znMKbJEZykG0XeNiMs1SPqDJmJrkBRutyHR8LTqWwxEO3GNTv0MbWGtQdFBRfSrB3XvKrJNtaXAtXZFxdq3gMwXQxSpJFl27mLKMp0QXPrqsHiaf01WN4uiYTIZSSTXq/HQbcocOvKCRHHmODpwnNOsDxOgxqUtsTIc4MBths+W0swdhpZpioawxCC3qNsD7BHTGx088Y376jApiFm1JfCAP0nw6XEg0tBDteadOlG/dcDRjSNp3GpY6pGEUmKFDxAGMNWokmALGKreSHmHk6nfm8iMyTWRCdoyMdTxgPeikOt0pE6tSAZSbQJDvtfuRzVqjHF9L2rvlTlpGPATPmzBjR6WQDEFc0JIsXh9xIVntejHJFQSaegdgdbaaOdFxNL1z+X8QDWIt11IHuhjDonVf5z1Da8RV3EXxZGUW6UGva9RIVH4+gvStm1OLYjGcHN2TRPtKGtJ9SvcE8opfZx5FmDjDeV3L+K2mbL3Uv+t1qcOq0aaWBHnViNfDVzNmUr9v2Sfivr/GgF5I0Fpe1arWvsUuAbQYYR3PKN+fZqN0fKwEUfYC5S1oIGEQXydaLsY5m2jjIo64OuqHy/qIt2NGdJIFWmw586Z0MY6P74g6VGSi9EHq2VTEQKUU9SGq1+dmHmlIKDayGg5pmZEnpJFsdtbEGwBcJioJWUEPOl9jDvNqljKpyunkDOAaRGm5Vq8RyzpGntiDW3k3sDrBpCUpIhAipCQlOIQpRFqPrGxDU3BeSoZaYV2iM7EBQJujQyLcdsQ/C9scGXSZjsxehpV3eEm1Zvwd0lDC5Uio47T4RsTuQyanUQHEDsM7VVxnCc8HdBL8qZhwZKcOTSanSJpv5oCVhGLdIzaBYYr9AzhPaNuAJgZsTwqMygZEDgkOk7bE6mCChaJGIofV0RRNDKiXC9TjCrTQggo+eEmxp8Yz7lsSYiC4cbCaVa3zJoD7BzsRGpGSrFRx1FxsS/Qg2RGv5ToqFkDBDtkoB1sxZrJaHElDgdqBBCfWaEIlPLVczp6zOJvNWmJGdSAQAalxUqLhUG4Ec47SQAh6xJFFuenQLMMahQDyXZEZ2prhgNM5yQL37WJ2GFIAfAL81ItEKFkzc6+sXsBqvcNUStmEmwFIql5KWKKMmc09qRVVZ1gjpVCzY6hM78nxyVo2hpmDJ56zzXJCdcCbROVgv7d0r6ZorWuSzDsqCSk5gERkp9A5DJEPzZi6OgLFxFnKm+eTMxLUYL9nh0UcSG3d1y7wOk6B4JwwqAmWzi4aZ4QlZTK7Qp0iWMlOUjx1mLkc9Y6IcsOL5Gm+fvJAGrJsKr8PJu6iJLkwc/AbBcMSeh8k+P7UIS1xzXc7Eo8fMAdIyVeWBRwRkpN1UvI1qAPpU87MFBve9uf/Z5SrPvOZz+AXf/EXcdJJJ8E5hw9+8INzP3fO3eGfN73pTfaee9/73of8/NJLL/3xLqiD85DnyWtek3hp9RoZtqVMQyUiKCsWxJub1lVa+U/I5RqKr2iaiQA5NJIJTJDLEYduNIadWMTKToGfye+LMpSpz8j3Ms4FI4xoITn5eVapYh4qJam1rHAkuKek5yQdnCQT4GeYI4SkClYmA/B3Afkw5tUAi3jss7Xut9NAQHVTNcI3sXWJTJXcZV+lZQURoKqTeVCMOSBnLSRytghZGal1JzKP+edGKBEsS7FoTTe6xiG1Hik5NLMC07bAdlNh0pTYbiopOeImCsvVDCuDKQtrhIRiwEpWrMQk7nXUOURAkbtXGYEPOq4SBXXS5hwl8PWp89CViGRFJgc/FaenheGY2le2O5ZAnn/KpDVnMOUxtVTsAmOFil9SIN7wJFtSbDNOqb2BTe6z5m41cSFrKWvqWp+VHkiKd/s6ZzHQmT+aFaEgUaPPEalv9PvlmluYgAYAi/p8ncdKG9xb3bvU9aoohdXBCkwTV1vGUDtjRQGgYZoj9pWbcukyN71mrWSep5LmJUY1anWSlpZMgZVXaTq+diYg4kjnN19HuQXhWkiULQpeRlQS59aec8rzCeDfbZXbYuz4nG2DHNbGewFHrCotyxE2WUSuzgyBNab1GVBgNr0+byshkrmh/YGViJeEKKb3bGOlLHENRqS8kfk0NKfapRkCdew0E3S47KhGvNvb2zjzzDPx3Oc+F0996lMP+fm+ffvm/v/Rj34Uz3ve8/C0pz1t7vXXv/71uOiii+z/y8vLP9b1cHE8b6DNarLi+HIzF+Ir9lluKaYDwB6ult7we23Ct443zUbLhZwtJkAYx4Vifd4wTp1IPrAajqbs4HhCtiP29MsNaSI9ICFJoVNY7hDB11VobXLsXJcntIuCpUgqzG851Kss+8gYEaEtMEfOAWTjm3IJRbnF3rNt2AUAz+UOGgVpy8DuhuhbiEyhM3ZsEuGHJLJ8zQoZY7ddTigPMOvTOt10FMXKTUk7Ol5IYeyZ9VxkjV9tWUee61mbNUKx6e2AdSnj+Gq62YeacaZYZ4/dMPxCxpuA8e0juDLh1ltWsLZzC84RFqsGbfKoU4HCRWzWA1Q+wjnC2to2iBy2todoRh6IcvgmMOGq8fDrBdKIox3XOmDbw9dau8q4qil9iYhAIzKYaSDRyJAQlzlSV+UnT+hEChwJN9ocXXB8KrgMp13IpLk5QX+SkpZWcPKS4KbBBFSUDeyEtQ5Ayo6yE0chQzU8wcAbc0WoDuTsExUiONE6a0nZLBNHliWM/KVZj3YpikNNVtIURxIty0ZrdfR1TpFy6R/P5XotZaJl7Ny7VBv4CCQvUXeRqwP8ZiGlPrzmw4Sd93J/gWYl8z3akURYUq/qWiC0zpTz0gBCFtOyqYwFK9ZsKm1RD2oAkZ+5b4Bq04GCs0i6WYTVwmtW6eB5r+QyDQR4vBw/8ORQTvT6Mwkt1M7mCcugCnEzAG47WPMLdcpc60we1SUmyTXSmEElXYutgEL+DZczcoBGqrmkMA2SZVS62LxKTZKDEMdgQY7i5q4Fl8xteq4GKDp7vXIxDoMd1YP3ggsuwAUXXPADf37CCSfM/f9DH/oQnvCEJ+D000+fe315efmQ9/44Zt5mkz2kNCBgk5+cA9nPWD+58yAsApUDWOevbEpE2WP3LW9yKeTIOHreAEllFH3+XfMeAZtErEeaAGEAz5YS0jAh7C/Qek4RWVQkQJQedoYfys+12NxPOZ0YZnzwGh4kKd0k9b7K6FXiR7MjIU15wrvopYRKIlaSshO5L2MvzzI7VrMKplAhkZPivYrxURIRCe8BjRwcAJcPVdcCbgjeYEoyrCmOON2pAiAARPIzcV2uqBdxSzwmHCmupeURvCE6pEEEBYcgwg/KQG0kigE5uGlgKchxQLPKDRQSsX5zHQMQgDoGFJ69mJXhDE0MmMwqxCoiTQMgYve+SIgiItAsJMCTTQflBWjNoTlFAXBTGT/Z9IqZAw0T1wave4tEGMsDaCgbfs0kNQfJ2niNGKVUphP9doVbNGVpmKKQXBz4cGoXJLLtyFJqWZJ2x+qWMdlN6uasGDQk2mlg2tF8OHu0euhL9K4kKEc5fchOFDt7rTJrCycLUGplVXrU8XclJZGRR9AGBLbGnEV33AVMiFoiW9gu8zo1ERDPzs3suIhCSqCok2maY+hCf0fmrKwX1Q0AYKQwTYkau1yvvyRuTdl27x+mCkeOUEz5cI8DWAZHMx5eGOnqhCs2qzg7l/mQRfN64PlW9rcWiCrBOfUCg8DgM6twkpp7LYNTtS2FoLrd1DQbZdGs565JKQDw+ZC0PQKANsMwDLpVZwVzEJ413pB5r7Xn3SqSu2r3GHLVTTfdhA9/+MN43vOed8jPLr30UuzatQtnnXUW3vSmN6Ft2zv4hGyz2QwbGxtzf4BcR2ZsWIlmm5W84FVwX9PRs51SAzlzdsix+kz2kNtRFrfX5tFKLALxa3Ehv57r43hTqleTTepimwkx6mnXUk5ABaFYD/N6tLopepVt42tnaTheVJp2ViIZEzBgIvuK3ympRkkwmhpOFaFc94L9eiMr+NZZyQdJyZLiZepdgrJAPgCpQ86HpWJeYeKQFhKqdYfytoIJYUOJ7j0/i+qAz3g5YGVUFMBNK5TEpZtHyKpF5f5CvG4et2qDpeaQOOWlTc415V5uBJSb3ppXNCtk3rtvgHAz5x1pUgCBMJuWmExL3LqxiJvHyyDZCWLy1rO3iQGztoBzhFBEuDLBBYKvIhOwWhZ8CJsBiNqcnVCvJjQrCdPjkh2iUQQnVFZPSWpKRMLMW2q4XSR7bxg7e7Y+wtj57QK3t2tWhWHaIaeo4IrOa3VswpQbwZcizqCZkqDOwEBkQyXqS4O8pqKoXVXrnlnCYy+HJ88ZlvrjMawOMPsZiaN0JddoGtIROJJqsooZHwouy2IKe7vc9CKsAmnRB1FkSvBTrhPWkjxN6cZRFvvowhQuMgmJAASZKxQIszVCsSmcBNF3dq1s9nIocEUEPzctx/I1Zx/8TO65hUFcqkzGc1DKsmbO4JJyw+dxlSwAiH9fe/jOduS2plrXq7K1cBLRJmGsj7iMD9B6YdE68LCqDi0PqldgNdDlVm5i0o7IvgeJn6n2h26WYTwLfZZdHJ2KjLWbaEbj0C7K2t8OqFdYylZbETLWzWPBeD5nMRQuUigD5FCsh7yOEl+Pys0eLrvHHLzvfe97sby8fEhK+iUveQkuu+wyfOpTn8ILXvACvPGNb8Tv/u7v/rOfdckll2B1ddX+nHzyyQDYq86i2xL9iCyZet8kNH4WZhDsQaLTrldEEvEZS9SLpy7eWTeKtWJyn98PYO6znKTdumVAvnEmrgCIZya5lIPxCPXc+X3iDRbymnjG1gFEIneLjAHzIPX6uo3qNTLssqVZdSofvN3CeG092I1S7RpDToUrlsWfQ6YlrGOmJRPkOqkwGQvFZK1ciPTgzAcoi0oIE1x+rp/lG5HCLDtjpDXX+nMhx2laXccpTFyOhByQkkeKAW1TYNYWSJZLBQoXERxHsIkA5wjeE5z9AbzOF8ebuzaqZ0IK10DSQENBjty07IUfOI97hi9cZz5LWl82bPh8wAEwac1UJZHd63yu3K+qVtnYyzM1nFw3ZUKOdj1/V27zmJnEViHQ6O/kg16jWCtdqmFRs/ERUn5WAH+nzgfNqDghUWkNZyY0wVjGimtqfa0pzun1S0RoWRH5fHXejWEtbGOei7CmD5Z1Svn+dD6lDtao60Y/RyNCZQq7phOBg69VCWQALIq2bFeyj7TIWHFcJUPqOOranONN+LyHGD4u+6Zdh1MnXQ5m0nWFPF/muiDJWMiYct04jJQFBxPD0X0CgH22/p6RIUU9S+VUXXfshK2t4jO250owpH3ONXOpQjVdHsldtXsMq/ld73oXLrzwQgyHw7nXX/GKV9i/H/KQh6CqKrzgBS/AJZdcgsFgcPDHAABe/epXz/3exsYGTj75ZKbUt8B0T7IoLNSASrrp5GlHLPptajkud9AgD8z2tKwHKyQnxbkKaUKuCimhhjFUIXWMpXjDfpsxzDiAedrFtmdGsjTGDjOJRFuWu3PJmSJRuc7XpcL4VpMnovLNMrEQwQbLscUFQjtUj51ZpZWKbgSe0KlCR7gAmO3i97ai4ausZ266rd8NU7XR9KIST8oNZwzKWDD70489QgPMRMhDSWzl/gKT40Q4QyJVLfvRXrEaxaWSuw9pKs3KYjrCJNUBh+HNAe0ioVG5zpgXunrXWiutm4JFISJkrxkE8oSyyZtiueH5+TmH1Hj4KqIoImJyODAZoakChkXLZUaOuItRxayeyaxCNWyZoDUp4QcElAntarRDU6VMEQioPcoD3hqp6zOhqUMc8YFcjBnLcJIKD7VDdGQqY+1ygiPuojPdJc9621lEV2wGk9t0EcwYlmxOMRHWdJfcI12Iom6WEg3FAb+/mPD3AHwglJsescrNHACeoyotqBGHawEIY75al4hKomkqCWkpImwGvl9wZOVnAJXOItM4Sig3vJEfg+P7rNeSVROkitCsAlHq8OMwoRizpCQcMLhNGysAiDyfqOD361wspbaXpWY7ghGFQ7uUU7NJsjRxyG3synVvv1OtO0TBf3mspJJg5tAutyhvD8ZZMOdY5nGznKzpCJcNEkY3OrS72FlQp0V5F1H0CqoNGTvBzeMoAZ7XhLK1NfWbKgIk3ZyGhAiWYB3ezHsVeaBoBfOeQNjD4hyILG+7wHOCOJmDaiNrALjEe45qKTQrNNfi0EuWpZF6btcAzgPhdm8VF601WGF8XSsCygMcDSUpFQq1Mx0D1S0IY94brU/1YbJ7RMT72c9+Ftdccw1+8zd/84e+9+yzz0bbtrj++ut/4HsGgwFWVlbm/gAwPIBKTfvw33PsXHHruqLnc4xOT0CV2DvWt6fOn9iJzKjDOFSvizSy7ESLkoJxEUaIMXxJW6h1yB7keBJ1hTT0veocqMfpIuzA6aYQ4TvEsU5TbYscAPNE7XCGOCeCeWkESdAIBxZJKfNbIwv7XcF00MG5SHD3NEiGuzh5Xvp73dpa+95uk/RuAsBnBSElDmnEpaUoc9GzRkqUo/yuApCXFLqpjElUaQ3UE/8JIYHIYdoUaJKHc4SWcuvAMkSUIZmsZAgZ6HOeD1+tvQRyZKgkPPu3zA/DTUPn3uX6YHNSIlYlukROA6uzpc9a79EyGyl/j2udOZfdyFTnRjdCzlFZvg4K1Kkb7Vxq93c7n2Ws045IhH12yNESXzhMg9ikWBUL1V+TaM0yI/J5KXRwc8lYZdJWd1115q3wFOyZ0PxcyvdGgHT70c9mhr6U5IUc9adONsCibQDK3Na9ReEc45UU2dF0+p3oPCPJnKjpvO9KL3YzQUmgnEPWhV0XWZSoCnKQdpYaWfO9SHSp9c7KatbMAXX+dOeKRKG6H9s8pEPXumrlu0YuUe6lmy4OWpPeyfJYRsfx3DJcV6P5w2T3iIj3ne98Jx7+8IfjzDPP/KHv3bt3L7z32LNnz53+nnYlIVUcBfqWpex8BCAUdWXRsixixhmq25016aYBszm1UUJ3smurQS4L4AfJESgTQxrxgouxtw4vQUTbmWkthJBFxse4TRt75sWYI7xi7KyYnLttMPuzHfKOq91jwtQBW4EbRi/qDIfVZwapiwTYMw6i4KQlFO0iodz0qFeTMJL5/ZopUHOELF7hOWp3kWtpZzsZz9VIPEqZQXLsNYeaIwPrxStdkhQnMhF2+RO1V6ku6JJAM17krI5Fhg9yPS9yBCdMTJDDbHdCmDJOnwYO1QFvSkFIQHW7n2vYDgKqA0C7IFGah9QHMqu6LQgpAWngsT0JaKclyhCRSodpW2Cp4rrewiXUbcCwalAGbiVYlwl1Lf1/pwE0inAhoXWycZJGHsogd6YNHEesLtZKLW4KOcWcKmGGLibE5Qi/HTLUIYfQbFfikp8mb9BR1Njgc+2tloHFWg9+uYaUldXCVLIbteB7EjkVE4fp8RHuNp8dlxZcPzrgKKxdShjcFkSBDbm0iYRxOuIoJYw9kujqarqVW8+xc1TvTJaWZaKXYsuiBoU8Hwa38ulUr0k2ZOa4LVwAyv2ZGBi2PX+PJtcEvkiBP1tLz7T+3bc8/we3BZDPmtyOOOtQrAcTjwlSoQCFS+SgLyU6DJvsgbYLkm0KjNkWY4d2KDXPBFPH8jOH6XFkpYLkSWQo+dJJZCLrHQlh5lAdcMYBUJKa1uY2y3LdTVZKUyyZPPMq9NBuF4Rhv5zngjk+M49mJYG8qOUFQr0jtyxsljkaVkegXJfxXgL8JDsPQRjJ2oe7XeDPSFWW8OTSP96L6hWyNpdaZtYucUbApEpnPmsezNycs3ZX7agevFtbW7j22mvt/9dddx327t2LnTt34pRTTgHAaeC/+qu/wh/90R8d8vtXXHEFrrzySjzhCU/A8vIyrrjiCrz85S/HM5/5TOzYseNOXw85gjaRnsvn6//Fc/XRgYi4UboYe2GCZzR5g5v7fI3i1ANW793lqFMjlqR4XAc3Ui/fIlYlz3gCOTcfWXSuXfE9xE6U1EoA6gAU+fOB/H3aCFrxXotcIVGndPhgbEtdVeQaR/mCLvZrzbfF++zKXMLBWtXNYYHIhx7AG7uThhKKw89jXJgbf7t2jdYAk98zfE9xOScbsWrUanTZwQwtyyHXAqjXPR+V5QjUgZxH2wSk5EC1RxMDnGO26ULZIBErXzlHFvUGn+B9QowaDvAXORVkUWlJw/T1PZ3n2IBZ3t25QfI5nfIIa1SvHyPRoyMHSDRtpWzytTa2nQiKlFHveT3pIaLPl2EFsshmLvKUdWZRp6UP5p+n4dOK1RI4i9HMOwnWls8jr0nKzgVKziBRQcDUzY1Bzipp2KdjQDJ/hJEtc8CagnQiI5sz6td2xzvOjyc6kRdplEidKBT5vboujGcR8j6iz97IaOCxQePmHQTJhs2ZjA1Hpe6Q15UjonMhNLkci4ifrUtZLOjgZ6a1sZYd04i7E9kaBwYu75E+35fNl4OyCJpqT455ETYOnfVLLh+qytuYu303/5oXaAQu8wAOlx3VVPOXv/xlnHXWWTjrrLMAMF571lln4bWvfa2957LLLgMR4RnPeMYhvz8YDHDZZZfhcY97HB70oAfh3//7f4+Xv/zlePvb3/5jXU+xHeBmDvVObtlVbrvceL1Vzx75IANPhOnxCcrmdJJyhGMvvFnh6JQZr7xAtYk5EjA7ngvsqQCKqZtTJQIE9xmRRZ/GaG44Ii+2vDE8OaqQyQJY1KEHtZ4+1e3eGINKgIhDMmq9qrnEJW5+rvdDgTES3WCKKd9/oVH7urcDodzkTUkbXpuylYgLBOmXq/iSshjrtWSEm3qNm7lXB5yRoLTofrBfVIhEjk+ZkyQ1ifBAcSAwi1qY05x+5/FoVpIw0Z0t4mLL2RhxZO0Zb+uksRyxZ6zzoZJWYdNdwOSUhtmcE42e+ZpczTrY8ZYh0lYJtA5bty9gc2uErfEAt2wtopHSot0LYxQ+YTyruPZ3YZa/eLEFokOaiIbmMFoP2VQAsz0RzXKy+akCFRbxK7dAmpq3grVVNxemZqVz2rVOaqBFw3YANJLdUMJas8TPtt6ZMD0ucgeZgUaZPMZUMCu8WRSW8FQkGrcyFFJs8GIylr1UALDWucfg1oB6LRnRSYlrzRIsopojdiVYwxOv3ZQiMLyRa0iLLcUwU1Yhc8Dw1tz9qV4ly+Co/rWfevip53sUzLldSAgz6fQ0yOIaTLDLOu2cTSLMdiZh5ZJh2JaunrJ6VbtIXDbnOGru8g4oANOTIurVNOeI16v52cYR7ztmxPNU22eqKIlyNqx+e+KYhT72IE+YnJCsSQjX3nLJTu4iJsIiNeO71qNY9gvlGyhm7BKvV+2KpbBH0WkJSkXOAsYhY9xaDueIx0D3wnaJcXlWNZN+yyKEEaa5prrcylCIl45Y/N68d+kSa5ZghCxu98oZAHUgD5cd1Yj38Y9/vDXT/kH2/Oc/H89//vPv8GcPe9jD8IUvfOHwXZA8mKQRW8cb5Z87w1kBiGuc8RhmNrq5g5k8wZm7lrEMw4U7OsB2GZry88jaxcYMlsMCHY8WsML1rAKDOe/NdRa4eZ/6+90AXaIL3kA6TFOff6bsT/3cbhSvQYqOZxfDReezjImoeKxlASRrkCRdqAxnLykhdfl5X+KDxedr0elEes/ymLoYXTebkWshs7NjDEuVCxTSkl4XyTWmMstQkmgq8yZJRlIzbFwOsxTkoG8d2ibAB0KMEW3iKNjmAADvgFBEhCKyCH4gxBRyhKARLyB4Hx0UHbg81w7y5gHk8p+WpSIBZEa7qrPpGpB7tmcqB4l9js4j+Z5D8DBZK4bddZ65zR/F2PX5EKzEhHtFM2FQ5QxTKTrSmknqLMukXACNXPUZxPmLs7pXdK6rk9XxghFa3ahF0y5HVcpxEGfSUrca2QEs2er54lKnPl7XnpLVyBNj8p31oNemaVxyxCp9uqbn9qjO87D15+awa2WYH5wlsc8DuOStSPlZKlkD3TF09v323Dss8Tm81gZcxy/fY85uZade79WenwerWEkmwDIGnfux73MdXLwTNHWNP78jDyn3Hq1NIAzC0nlChzHVfI8gVx0p02il2AgY3uKN0QloakmwQPFU1XMNY2/9LLWlmda6ham3ZtXtCNyKbTEa/uQmwdi7KnOmXUpSAcRFZiZG8U7LdWc1gcWWF3k0oNmZ5fn0+5W4oBiqb501NFePWD38IO3YcvkIwdces92JWbySOhrc7lBtam0mssqPJ46IRJlLvVLNHCgma5qoheA4EnHCcYODYtvbuI5ucRjezNFWGiZUGzyGXpjOYZLF1R3BmlG0i2RlVlozPNuRGKMDR1JaA6xlSHEpWfu26nY/hwexli/PkTDlRRuHwPSE1sgr5AG/UaCSblYk92c6z6QHmjhqrQMOlIizgJQ81rdH2Le5jK2mQiSHlDyqosVC2eCEHZtYWJqhGjTwVUS5PONNzmcJQQoEN/M2j7mRhrR5nDkMbmX2uvVClpIOHp9O+ZFEa8W2Z97AAqFZhEQU+fMBWN2tnzkMbguWrudnIXh+4ghDOxlp+Um9QtykQOVMK06DFlsuk4xmHsUmz1eqkh1ofsYRZ9T6eMEH7fCVTT2rpPFntouC9Qr+qPrgVHA5V7skc3Y1SfaJDC+v9ovAijDXq3UnY8U8B8j8K8ZOtLE5MmvWkklO6l6h36PZoDiSfWdL+AcuH26pBLQ7mGaGqtsDvDR28NEhjFm9Th3MWDEnI0y49SOnjyF1rWQHWpJMVzHh0hrNFCRpeepqVnBTRSrVvVbVKKsBV12CVlp0iiCOstNVYUpr6ovNPEZW4y+Hs46JVXuAn2kqVKGNXy+2OXovtrztP+2iaG5PHerjIjsE0tO8GAvuLpF0s5bQSjtKFjPi+2yXeE0oV6bcdNbqtNC2k4fB+oP3IFOvy3CglL2vOTymw6gFcIjXbSSfmL16q7kTbEOVrBTHUg/NsEf9HNWONU8ac1+u06GbCjEsSrFGYRrP4Sh6GFC+T8OZ9TUn7E7VivVAlFSgSmqq1m73Gqy7ijrsBQByVrBvHm03IpRowdKFIXum7I3mqIPks3WBGoOX5r/XPlsiG/OYNQruYGXKhNX3d6PH1MHz57xnjdIDjFGqWJb+brem0jVaD8rfjwRE0XZOEvUSOTgnko3Cdma8l6SNYHfgMP838tgYS9/BtHTtsm0edxizOn91fFx+D38wMgNV3t+t97YskdbddiMH/T7td6vRnszPFMjWgd2aMM75wPN23fZZLo91lxXro2L+ZPeVQocM5/Pr3efYjRQ1nY3O5879QR4nTvnyM50j4Bwc7ckl6b5ikZhmzIBc+jfLGKeJ83fGxcn/rf7adcZDIzWZ26wP38nkGDTD0Ff3Eq2uVq5D2+NZVonyWst4bGdf0b1O5o9NT8pjY6pSkgHQNd7Nkuic61aPkDDWqdu5SafmQSeZE4gFSbW4CfBZ+1u1BEjfq3tkZxx0Hdn8PihqvivWH7wdcyn3KlVMoRhr6648GbhXJFlKLkk7OyXkuMhekm+yBmqYOVTrDsNbAootZnCWm966b+iBpHJrasXYo9zOKUsqOVpwrTNmZpgIhjjIiwCQQ1EUrOxAE5EExmC4Zk43zyjerDoIqkAUF1gdqR2x1zw9kTHw6Qkt2tUWrfTv9VNnmrZad1luesSB1FM2XBtIEokZNifRQrXOKyGM2cOc7UosXRmAMPYYn9pyI4LO5tYsM56svTt1o1d1nlRxdFsd8BzdCaNb63HjiL17P3Nct9zZ6PT6XASmJzIbLQWuz3QJKDaDlba0SzE7H9IpSbuuFNvOWKHlpkO1PwCDBKw0QOvRTPkLg09o2oC6DSgDP0SWmnQoAms6l1WLdquEG0ak1s8RxEzOT1Z1FAH7OCRMTmoNd3YEab7hrGevg2y2nd7A+sxM8ctzHWWqONIJ0rFKJTnD1Fmkr/euUb+KjtSrKZOexHEiiGPjMttYmybUa9z0fnArs32145fyGgB2XlWVjQT394rfkwhWlLlnrkEmyAe7SqKCYL1ktS5dFdXIwbJKcZDlDAHIHCTDoV0SLHvTG8eC5UR5PoUpZ6/KLcEzhV1dbjMmObyF0+pIQLvWWmYKQC7RCxyxhansWwXlyoaGlbyq/Z5rgQfMlVCct15LsvewPKp+LusVOxRbsPErN2BSjL5mHXtV5lJ1J46uk0SMgDbjcBHWFrEYc5SuRK3uWGq7U9Is1Yj5AdPdCS65jNmWhGZHi3YkGDn40E4FrK0rOaDcz+znYsIZjFTxXGtXuQnJ4DZvTUFKYYSHKUQCkz87qbazODCHwCd3wfqDt2OGNwjIb5GCet2iVATd3PRBuE4kIIen4oWaurWomTqHdXGQtq6m0uoONqebk0awJZn+qeG4siF1O9J0u4TQHeDI1me0G2lLFNaNRDVaM29QI3+tU515O9QBWFThxNvkMaCs8COevhFKzEmgrKzjhRgmvWbNadDxB0RgYD7CUBa1eacaraojQ/kZW8TUYY1aZKP3aPiOm4voU8mpSa2dBWA/TxX/O8gma8SNDt6cSuImCONC1NIY743Jo5U/MXlEcpg0JeoY4B1Q+MS1vQXBK89ANi54cOQkdb5dMt1cNyO9XsVxNYMAjWSEJKQ4p9O5S4a3GmksZZhBI2yXYDrCGpVZRx058BW+Mc1sSxG7uWds2sMSzdnY2TOaV5jSOlItb9HP1tp34xa0nQhZIludz4bberI1zj1uYfdInh1gw6g7daWx6o69bNxdngPm162uIZ0nUWCmbtbGzbzBIsYpCPl7rYdsYCfDtOaNi4KckZN1otUNSFrv6mxecPlS5/0d6VFdD5CMgpPPDzVnciyS1LXVZVyn/PzsmXS4KOY0Jiaa2ZrzZPuZax2rbHRMcWU9SPn+Om/oRqyke4s4Z7p/uE50Le/tZuZ0Xh0u6w/ejjFuys2ztUVUs0TWXYT70JLpp+rGAwBplERVRmpFBQNtl5Lhm9xFg73DZoVYvUYmcSpz56Nq3RleTI6jOousFhkjKTedtBDkdFO1Ifiv1Mhp020VMbeyC1nQ1QHRtg0ZW7ZItQK0H2ixxRFLkEiYwIu03HQoNjyGNwfbQBVTJc+1nkGUaVIFpIWEJCxCw5vHnU41Q8aDXWLvvNmROALVdFkL7n0rDMx6R5LnAmtN2HV6VMaSnHi83dZjMz3EyfBZcowxkpeDVZjZcNLZZb/o4VbcNQUeuXk6cYcpOL6HQjA333LUSE6YxKIP3K4muHHA6B8L7gVMQNosMZ1UmM0K1HWBNnrUbcCtG4vYmg7gHGFhUGNUNSgXalQDBqepTHA7Z0CZ4EYRtMCReVxMnMpMAC1EhAkz2bU8xTfMSldcXHWxyQubvFCOgGw6FasYaaQcRKxBGara3cjXDuVW7n/M2D0ZDl9uiGoTciZAJTuDsJ4V+9UoWjV9fS3fV0jfaKflHqLnXfJ9NMudg1bqmYPgkmHCc1mbHnANt0Rj404JS8F64MrEZYcNoDIZm1kPtyCHoZe68ziAtbdkPgDNOxTDaBkX33BfXMVDWe1Jui9Jqnu0jzMr5RZnhdoFlqr1oqqnuG2sgGqdG7ozwzxJNq3jXMr3kmK5M6DcYh4KoN2EJNKUg8x6fFfJshhWHib3HiasPlZuQ7qa8TXGSloHihOlNbuqKqV9zl1UfJnn0uBWb5G7pckh2u7CglenUYmAYcb/p5LQrEa7X9WmZya2R7MW4SMwOCBkWclkst44ScTP46CqfHHA1364rD94O6YkDD/hTbSLmWrdnkaHSqPXcgHF7VRfNFVCcIp5kgI56ggzl1Nu4AXcJUeZzqvgY9qCTr1oLqXxc5GHpsk1clVsjRVk+DUViFd8RDEy1hvOqVW+VmfYpqYjQz0fKfLBD/PI+aJh1P04ELk17WUqkYrJ/AWye+2Ot+uk5ew1jbYAYwxblxMgM1wlUtYaTt/15jsfNs9AzY3d9bA33EijoiTOjGBlii/PMSrljxGP9Fr0mRDgx35OfxjC1iUCYhMQW8Z5W2E5B+lg5OTfzgEpObiQAE8IBTdUoCjRgERSSdXJJkEY1bBIMZUSXXWCB1OEsogm37uSxFQ/WaMK2zCVwdvCyowsohRRC/0ObTCvbFvFUbnzE6C1yYY5a3SYpMGGKEw51dOWCFTLV3RD9rIZu8bNzS0WOHF2wFpUrTizDnb3uUnWxdc+f49Gzy5+ppZ3AABAj0lEQVQTBm2eAob3G04oKmdcrqYplzxGisNrWrRbp6rzTVOy2tSDD8T8+SzbyfuJn3lboxDHUsuswra3MVApTRWo0W5bQF7j5MA4eyc6VViGHVK55SIfZE5Z3rp2OrW9VkEgzWh8txY6yXhW+VkoyU2rGTQC16jeN7npBUMbOVVvJtkbX3u0C7JvCaSojpUyy60mX59fxEEP5K5Zf/B2rNhknHSw3/N6KJMddFH0YTmdxh5RucmRDZXCxpUD1UfWSW12RBOK141DBcvLDWeyjnAcMbcjXhixIjvMwpjrDMutTqoFohy14U14PFWEZncrC0sw5wlja1G8c+3wYYxkkXVzUSZ6yTdrzcUlogFY3xaJsSwEUfEqCe1iQpLPL7adkbFUrq1di8Ii9izoLws1LiZzUJLIE3Zl37T2T5nFutC1rKPc5M27XUpoF3l1VaLk5RutYRZMdl1SUeIYaPprrunCIKHdU+fDtc7pKsXGtR+xRmhRMFAWyMjOhkZ5SWsShXWsGOLwNk7Lsag/IWwFQOZa2ioRG48YPeqmgHPAoGwRk+NUs2ORjbYpUFQRriBUgxa+TMAssLqVZw3mtMANFAa3Bh6TRY42FKutV3P9KxxMNtJL1kRLrHzDqkTawF7LyZQRmxaipeHC1GF6XEK9M5pzV27naFKxRi0N02dFJUdf9WrKm3EH09TUf7khGtXJWX/WVIrG8TbzJngjZy5GtUHMqh/krE4Kwp6WDIY6KV1HxFLogPE3nDKIt5wpsKnj3axF612rJD0+TCiT9XRN1s7EaWzvEbwV4MqHrmynlkW1i5wlK7d4T1BFpriQzJFT9bSk3btkrQKizy61wKObvO0p7SLZtavKFGd7YBwBCmTrGzJuWmtLBVmkzjgsP7Rynfcnzo7ktpAgZ1UF2r3KddasS0Czg/FiXfftIuUOcMiOpXEJZmBN6yTZONWNb/NhqQTRcsNhuof1E5iw6Sy7V27k7knq6DjpqNatdb+r1h+8HUuDeXKEn3mJnDQ8hJF3FAulIJ6g4jmeUzMgSEG8evMw4hQV7M1p6hng93pjOfNk1RRNTgXy9Wn6g6S7i0od+nEw7Mche5Wu8YYnK8uaS4Y6UU7kNIyycVUBSJvTaylJO5JII8E69EAwU5Xf60ZRbuYtevVTb4ctJJ3Gb5JNSOoz9cDLbcBySlhTylqapHidNvS2aL6DZ85hhm2+do2OHPieUDOWlgSTtG435ExgxDAfp3MmlzPpM2YHCSb24aRkyUofdfMqkEkbjUfaKqFKXETMdo7RYVqXmNYlZhIBe8FifUgIVUTTBMRalnJ0Uk/sDLdLJdkGpNGiRr9Oxl+5B11ugjH75TOUcGUt2TRtPQl2yPqoDqO3rEG3flTvn6GXvIbUGVRCjkYbvnbzu5RE4EBeV3By3xItOZJoHkCz6Ozg4rnGY2djIiQgjXz0sAcwPxcEE00Vi4HEIRnL3oH3ijB1tibigKQ5vMsZJbADz5FmTsGmTmcg38KES9S00QnJeGhtsXEmppnIZHuK+rDyMbqvKPNeG1p09yYtPdRGHBop68Fj3A3NwMnBppiuPRMJBPS5Wfcv4QDEUR5LyxZUEAhDPwjmQPk6R+B6D9r2NAXdT+XZyxhYZYR2LIoqWsTPQ7MBWiaoGQQlVCme7mveiy36PkzWH7wdaxc4FRRHufbLSCVyOCh+qN5Wko4qAKDU9Xp3hIvs8cXFBGaAOsObovTGTcstb+ZgD9zPnDFui22HdiWamlQ7ylF3u0wcvZTs7TZrXLM2uM3ndKAc4soI1AjXS8o3FbLwg27MHE2oaL0XZqLWrpUbvNDqnUkY287qaMOUccJmKeU2iQDg+T5UmUYj9CjN3JWVyAc9Or03ebHozzVS1+iEWcQ8Bqo6VG7yIegaGE6kB24ciG5wmb1mP+NFp+krP3Pw28FagCmuqIScdpnQrsRMrhIngOsZk7FYNaNRjBmP00PFyDk+H96qQgZJP1e3BmiTeUoiMRkDtscDTCcVpjV7adpAoSgSFhZmaGYFMAk5lVkm68nKmDmsZy0NmZGaBhz9ammW1qjrhp+U3Ob4OcYhv6ddJsSlaO8BuD+sOju6wVe3SzpdoATNhKjTFxfyeGpXLu0X3GUZF+NO9KlpSinB0zpkY/xSPrg1U1Pv4EhK680BHXuY6pmW17g2R8KQFLhGnhxZcUevdmeLdjUiLid7fsW2s36zvpZ5sdba/NJDpllOdoi1a5FV6Rb0oOA1Va17jjjFUWsXWROA+8p2IB05qIttb2p47RJnOZTYqDwtrQ/u9ty1Ouea13Oq8oEDx1kuzuLBME913pWNre+1DD3BtAK0lLHY5mvV9duuMks7LjGXoF0SPH/GWLGRNxvJ9m0741Oo82G1wRLEaI228g6013Ec8KHrWs4qKPGv2JJ9Tf7WrljtImdhtE94MXbSoenwHrz3iCYJR8rUW1cmY6w4slTWMJA9Ki/SinHEv8spY+KUc+kt/Rs2udVaF5ukghCDgxsHqMIR4zUcBQR5v7EvC0mlDFlD1UWgvF2in5lHgpCHhrqxOzvoAVjTBE0jpWFeIBZBUAenMVk+GI4HwAgK3DidEAX3VfyDu8z4ObUpjTxjBThJAyM5+M2CF/zMQTHHYiKfI5FRmDjrE1rI5KeC0A74eZB8T5hx67RUEELbof0ngERrNQkrkTd0IWw02XNWTD9MOYK3umLJEPipAzmfyWOaOZBNotvPVOdRu4iM4QvW3C4QysjEs7YrEqBCCY1D8oTYelDtQYMIBAIlh0iOg7rkuWevI9RNgVAktKqGFMDRcwDSiA9W1zhLJUIyF8bEVXxN5pmSUSzrINq+QVoCcqmN3G/BacVUkh2a7RC5TEXZtmWy8iAtH9Fr8LVDqXWlLkfcPG+5PSUfXi5Hfg5IQ5IKBFgDg9j6ufaTqZLvHMLEGjiD5GyNh1nGSKkEIJKmWscepj472xUxPi+NFlRYRrNkseJn2EqpIWbiaA54arCTQFl4puK11K0I4DEnCyFTB8LxrUOzCOtClCqwylciFHWGojSyDDPG1lt1WknHivK9KwNcggLnHRzx9+vz4bQ4GWdDn2+Xza2OOnUyg/AARB9a+93CAWErGC9Gx0J1pC1NrxBTQaz2pnNVYI6ccgYAZzKtzEWQND0g5EvWb2bpz9zsxs/4eqxcVPZ+nvMyR1W/u6sBfhisj3g7pukcE48oCTRIjJdsZ0WZuJiEus+/Z4QkB1QbMFZzHBAGBxwfKOCfh6mkaJN089BUsqgHtQscbepiJ1HPUcYzlbz5jG5yshHC2LLNSrQIRfvC6mJTNSnu4METr9xwll50lBmiqWLMTMsjlEzkW2Z2s6AGEJe1OXpmcKoKF0jwVk1xjhJ7uDK+g/1eyGmaQeANn2sAYaxiTRtpn+JUAs1qZHb0lBdDscUMbS3dsmYKlO+VSj4AkqT2NL2l9ZnkAIiWNKsgdUgfoowUppmFbW3nnGxIi2kugqCC0KwkZqZ2PPW4lKxLkqXA5LP0Pc4TaBqAxnNXIgdQy7hvIoe29SgKrutt6gLVoIEbRosC3YzxWFpopWyELApQLoJibZx268AZBaHagCkhxcXI+KukCwvR7uY6S2atphKgIc+9donXShww/h5HhLjWIi6mOVU3AHDS/7Q6kPFNX+fSNd8A9c5oPAatDQcAWoimLOVrgEaROy3pHC7JMgoU5Dn7DklHHMtinLvXxCpDDBwJcxRbbThU6/w55abH8FZWVPOi+oXE0SFnswjtWuSM0NhbRkbrRDXyCzPGegmw6NRJtkCzLQC/V9n9vmaGfhT2uPFBBmQtNn0jKlRSPzvYz3NLuyAVk+wQB2Vxy9pOkkGLQ0hXKWc1te2C1HQvcAYvDmAQk4tSnxuRS/9Eoc2lPPZO1pJmSLyqeUnddVxM1vs2yLilAia64ptO5yBxwFQbv9ju6JELfGFOZAnD1EkhPiFyKRucoSse87iQrOOVYtmcPfyxjpU7tD7i7VgckHkiTiaU3+ZymXZZhAGk1Rt59dAcrCNHELFyiXyoYDwo1Hnxae2s1eEmTiNrRMzYL9BKSrJUCT1JVwOw0hc97FnyEdzmT/voAmgW5b5UlEBe100/lTypg5JUFhk39g3jpVEJKbIZKE4StOeplCqRFNaHmZYySdPxErYhOMVThTRj+JZEQU6uRyMf9oT5Zq2+TuT6/MQbIcsYpwR7PiRRmqYs44isxrCLP7caNUGe9RYv0uTIJCmVFKcbOTcAl8+RCDAVIqYhr6Ui41txQAhJMS4R1igAr5GGeNg0ILgxl6PQemUKQTQN0MzidFKhKiKKIqFpAkaDBj5E1tUF7Jpcy5slOq8bC7zMGZY4IKQ2E4T4kObmAyCJFIQ4BhmjdonTmH7qeeMW4phrvDlehocHQjH2aCufM0Yt4Lzg8iIvCJJUdit4p6T+7V7KjBkmcVTdZsGH5ECkRye5rC0VXN6lm76PAMUcpVnKOXDGyqI3lzFd3QOUsIQFmOPMUXtnDQcmZhpWLBkk/nypGZV7KbYdl83JIeVbALo2ZS77zn7B0p/Ih/ckp6C1QbyfyZySLEzY9FK/DMQVfq7FtrfMEiCZHmFCx4HL0SR1SoW0p27K4kA8wGBt6TYz3dVh0cMy1ECseC4M9nsueSp5LJKIZ7jWAUJq846MMFbAAUkcKinF9A07qcr1cBHwcJLtIrSLMGfJy7WaoAby82aZUN4vFRJIwzQnGATn+Z7rvE92HcbDYX3E27E0SJkIIiUJilG2i0mEIJSpSqZepQuBAlmXEEdgcYOF3LVDPXSgE10njir0d9Qja1bIMFIrjhf2n5YcaDSleJ72vVVyRCskL8VytUNHse1yOlBwGu4aJO8T7y4NAC15SJ2Uo2o7+xkzujX1w4cSrKxHPUiN5IJoy+oGG7X2WaMG8d4JsIPbET8XHTPVYjUBEz1sJHrRXsFJIgYEQlqIsujzIQLidKU2ynaR2bdJxFMsknKwNGQa8r0aJIHcWUUVtZzK8AVYdJP7mTI0oFkMJnoIllZx3W0aRZQHPBNmSMQVJuwfp3GBaV0i+ITYBnjPOC8AOEdzB68bZQqmlnrpuFupSJWsvEThA3Ls6VsaVTSDlYSjeLafOgxvzSViTuazpm5pINyGGd+zHqTaoByJnUpmmvIYWNbFCxNWHLVUiq6zJ9MULjclbStQQdj2RiZThbBulsc3sEhQxSNIeQ7CqrZUfcilUBS4X/VsR5LnrYcxGRSU9PuUQSuJJyUQBik/8i1QbvNbdK5wFsllIluaZ/Lb4Y6cdlaSXrHtxBnIZUAAz2N9rVmRPUt6JyucFKUMj4LMaxGpMKIVgAyB5b1F9yntMKVrWxnASbJL5ugJdsuQA9nz4bJGvSb5/8yBhtGyKAq5ZZIjcpmeRL/62fyclb/h5PplnQp0lQqu53bK6WjY4aMqGTkyTCUrGXVNZy3zODp8IW9/8Has2JS2YZsup5JlUw8TbweMblC6ySohK4yZou9blnWkoKUKeoDkqLMbgfqp55Z6niNDjRxMFk9SlcUYxhytV5O1DATkIBsQyi2PdpFbjxVbeWG6loU5YpVZhXqQkXhzxppUj91B6nD5UE6BMNmTckRTEsJ2sFSeRbGyuMOUU8BhKkSjolMy0DCL2lRxylxUr9kG8qow47nR+RTGOGccD9Ikgf/dLsiD7JZhTD28ZAK8pL+0jMQaGMh6akdCwtKNbiDs25EIgmwGY6YDkv5cJHMAeLNjRyKK96+QgzaQ9zFHcfC5bttNuZTNNT7XWkfZYCYcrThtUkDOtJ2TqoPVAeVCDay0iMtxrqaXSrLnC22AXhCKzWDZiVgRwmawTV9xT80UpJLQLmeSEh9aEKEUqfPVjdUT/MSj2AgwwYWYoyLdNNsFMqlPFXqx1noeVrfrG4dina+12PLmPPmZR9jyWcMbsDrhZpnH3xGsxMVPvWVwVE9aMxi6DgBuH8j3IddTEIesCZjtBGa7kjmFmnXSGtxQc4qZnQtnpC/GFiGtGGElaq1IlpLOnyo7daaNPug4oRXfgNbXBsFslc1spYMDlpNkZ0cOrI5DoREfyz3mY0DHOwhpirMZzjJsQcZfS5C0+YOWTGo1hgqe6PPhyN5ZUOAkYnaUiVrkgeL2Alr3qyl5dTCaFVnXQqhSyIvKnGVslnl+FTKWmjlS51mzh3B5vwgbBcLYyWtSLSHVF+1isoPf14fvuOwP3o4FwRgLSScpdqllNaawIpslgHy4DmWiaSeWRcl/Sj0kxJtXAXddfAB/T7kFI0coO1UPIa0Yz9R3ZgTGitMkgKRpS2aBJolwFVvmWmKHakNwPKlXdJJmNMxGPGzX8dgVI9VoIO5sbaNOhabehPU5yCxpAIYPhSl7+ia6kGBlAlbqo5uyRjqa7hIMmjsEqfAAzBnxjTOJwzjSA1cOAEmxWiZACR+yaenmq8Giksq0iXisyHA07SWrEoTquGgpEZDTkEri0u/X0g1fw0okSAgdSVi/fuo5/SaSiizn6KyUwzk+aJwjpORAydkBDABoHUbDBoPFGn6xYdxQCH9U0Jxmt0a3qqOcCs60GGPW6Qav4+/EsUlzQhgWzc2cdIySgZBDRHkJ2v9XsVetiY5DmPqa3rdGnlYqIxEyO7QOxVgWqxwoRvSxg5cdnDjKh0waJS41U21llw9M3zqJdHJEN7xNrkEcFGVmq/JSXIlzUqCakSLPGRTt8+y66cqiizs7G9s4SjbmSsjMzdvlsJT5pJ/DXywlUXLwJemORlViImGRSWwmgxvyXqdZKy6hyvuZ6WorSc3zfOVSRllLTnHofKjbeMqaYPKidDwTR1K5JAoNdaEvzbpU685KllLF16aM7HYpWj20/mHRIR4bB1jnNz/L+xA7nDD1Om2SERcIcGSsaYCdba6qcDnTUrHjpRmVw2H9wduxZi0hDoDZTrL0GkgwBCk1UiUibbism6rVsUqEVGx6xr2KrGfqElCvJGYZSsqkVKnBJdjENZas40Nea0PrFYkSBsxqHtzOjblBHN2GqbTxEoH02Q7ZCD1PwnYEawOnbb3axdw4utgSbFek0lzjpKEDcnQ488aW9J3DwbWAE4KE4oLkAT/xaFYJ45PI6gS1FEBJZlbOUzuWpxOv2KIvYaJqS7I0UKchk2WcEMBcBMoDwXBBK3uSdKeKQ2ijiFKyG5CoWyNErS81Va2O/q+qljUrCUrQ4BZ8chjMRGBBIpRQc7OLnOLSshOJ6CZOHBGVyMvlEHpIuNtLxKWIyW0jtG2A84Tt8QCxCUjJwS+2mEwqNE1AmjFo7gYJbhrgxx6Q1FkQPBDkUO+I1iSBgpR3aYanU7epKXffOMPLNAqZiXQnCChv58yEOaiFHAgVmWQqHIzc5meyjhaTzbFinaNkzWykQHYoWj/Wg3YtFbqxzXiQv8dLlNUlH+lGr5rpXM8rJUEbDtNdubRJZQuLdQ8tc6luLJj4p+skqbykzFeRYNUGKVTwBp4xYM7ScMbAox1KKlz4DXFE5mhqTTDj4MK50Eh4IWdSqv08KIObCpunXkqt1DFQ0p9CErHKJD9VbYsDsmxBmOX3tYu5LllV9+JikghTMO+ZrFVxIKJkL3Lk3RHRkAMUxPutFzWzYiKN6/mRIlUso+lbjsy5VEr2RHEwik1vyn9h7G1/VSXC6oCHdkdTqEzbgQKw93eJYUpI9FPWIeC1cxcOl4OsP3g7loaiw7pIWS1HcYVODZsKqGsKwvC8UtVOyLR5TfRBve9hMqYcEwBg5CXbZBOMhNUVjWgXBAMtWWWlGMPwOp1QijunQbJaRhPMkCjPvG9lRZZkniUkKtX+p1rrqtrNWi9o5TaWNhLPutM3lSRyb0esnaqbjpGlpMbRiffPuLIcpITMHPZZ2EQJHz5mHVdrTyfppmLbcamLHPShyZG8Ogs684tpfjbWdkzbnnlY9KFygCBnzNs0yuMLwfosglJ8qsgpfUCirqRRoF6Ts+hOZS71XhT3K8YOGCT4cUCKHs4BcVpwhyJyKMqItg5IrQdaz59RJFEO4ogz1HJ4BdnAF2Kuu3YcGepzMWEKec48N7PHr6xTWmwtxawKUepkakTCuJ9Ej5JtUKcInteWtshTEg91yHPGZD1YkEMyQTZe2uRB16OWnUTd6Em4CM4iWJ2TTp5JMWFuhCpOaZcjy5pEjspMkUwJW4I967yBRJLW2rISyVnoGmAtZa5oUEdFDxuyua4HrTmGpPNS9h9pmqLYMXf4yhG1OphaeaEHMQApU3S29xkcMMzRvB30g2QBhq5LKhNj8wK/8UFHxmjWkjSNPF0EaJBsrVq7z6Vo6zPMtLuRzMnA9fqs+udM2MVS/EE000N2LrSHse7VhWTlAOQgQTOR6ETNEmkrHJEGyQIhdgwOX8Tbs5o7Zhq/sseqChN7Oj7jXtEhbDNWFmrkpvJF9ggVkA/SMUgXidLfFWfitC/ZauDJI+kVqZX1NeM4hBwZxgUCvJTYkGOvsNbaOyB4aaMl7GhAW4fpps7ePbe/IsNLw1RSPBOuVzTB+Y6KDSsTcSaARQ74u/wM8JtByh2ErQ0+xMOYxUTcRsBgv7eG1JqOVKIXRFaT7w2WhgR4I6lXScQfBPuhLLoRxk5SboCfcOlOvSuCAjcOV7IZFVxfXW5ynahidOUG46vlgWA4pp95lsaUrECYaUrfobo1oF5LqOTA4dRynk++diJ1x3OGClHpERa3YYMA4iKhWmfHI2x5gyioSii3Ama7IiDXEhsPrJfAKMENEoiAZpuB9WqpRgyEatBgsn8ELCXQ1CNVCZPj5fAkKQsbeiDxv6n0QhiE6CXz9aUFQqqSYbtcx8u10CkAbruA1tgW2zy30WRntNwUWqmUvKHICmxxgetiOerl+aMRcphk0YJ6lSxl2y6RpZhnO2SNbWWFOJAzJ1AVylKZo8VWuAJaGugaMv1n8sB0l8BFrbdmAIpRh6kDhoR6h+CIYwffMpu59Zk0qHtHqnLU6zqKWKzjnlCu+7l6YPJaouizJrpjGAJgpra+FwQMbmPBF+Y/sFxms8QHdrvE31lueoMEKChMRogL0t5UpBH9xKPYdjzWyvsYyj7kgbDO/BUunZKgYRyQVlrQdmZ08zzwgPcml6uOm7al1HIo8ix8U24XmO1IoJJQbwXLmihbujzA+4Uy49ulhMGt3mrMu2IavuF5rNwXX/P80TahGlhoeZHWETcrHMyoU8FiRc4O7DgkNKEnV9091sFjARgQr8X/KWQvTVWh+CDK3jkAK2IHYKxnEi/eGfamHrekfuRrlVSSSSzI9WNy8AXB5WIn4jYhCBI8ZZbTvfr52iVJLdR6AOTDWSeothhU71F/3hXlUO9bBTq8XlvgeyDRfoaTw1OiR+3XqcQ0ZVFq4b/VUaunrp6oRMQmqp/y+AKYazHoBSt3ozZnATqF8lobGqsc5SoRpqvLqgIapI0m5MB0UTB0ieptrDvmIoCO/rThv4qbIz8fKlNOz1ukr3NGIiaNJKLnrkYJzGYmx40WkmNFq7LFoGy5zrJMQg7i1KBFH23OWHhRCeLG6Oz9K66fSgIJm9u0gxV7FKdQs0LKG3BS/+Qol6oZX0IFUgi5Blw0sK3NoESmWWYx4576PlXFskjL5+/MKmIS3XTw567wPs+pTPyy8h9JtWudvmZjFM5g50lKXBTPpU4EDR07mJKZssOdzE8yFTVn5Un6Pt/kUrbuvA4zYcwXEunOZK+pmO/BKd/8jDg7I/cp0Z81mC943qaQ10uWmIWNtTowQZXeCBbJ+sbBFSlnjLQqQjImmsmxtayQnArHOFHM2+KfkXRTMg6KdGfS/si6V2g6W/fFjOXmUkpNPcOJeE/sXKPj+1fn17ewygknkpJUELT9IJcCyvUfJusP3q4JQYdxIn6JG8fDsFxtkaUHaSoJg9sCC4KPvZGc0oAyZif1rGHimYJfKmYiRdpCVDDSgSxiTYfEkQjLz/hnmvbUFHgaJYuiowjj+4axjTiQCE9Zil43C2C6OyEuJi5ol8/TKJSjBZ6UmrIOY8fCF6Iy0y5JqkwWgq/5XKo2GI8NU8Y6wza38/Pizc7W+CZdFJyrlebyLbOfk26AxJ+l7EYVLC/3M/t8chxhuocPExcdZmvC7BzwxlXcXnDPW4mYq3XPYyibAndk6qS1ZGOY7YqyefDmV2w7YfdmpvvkhIRYSRQiOLPiiEqQSaLYEyYc+TbLyYQ4ijFj6kr4Gd5cAJ5lPwFpZThMKDYDOw6iLQ0Hjh5F3YjWKzQbFTsZZcJ0XKFtCmxujXh1ewKNIlAk3gBl044jgpvxfdWrvOmYkMmW5G7lYCpuKzi7M+bnmJa4KULc2fD3ioNhc1ikD8tNkU9czGlmJRyphrHieYW0ndRDMg55DbXSurJeyxBGkiYgFICkYvYVmaiKKmYV45zGLaTcSPkSmlJsF4Xc1aoAhMN0D+PWLnLkyBUKeX1oRUO9Igz2gRDGiMdQy/XCVPYTOQDaBf7MctMzD0GyPNocXpm81WbOfmn5nJLawlRY7gSMT255XMSpaRfYwZrtTvL7/EwUWqISRgQtxrzOGBIRbekFmGSt6ke3gjVDsmrWkStKnf/tVcaUIz9z3UPVWYLjvcLNGC7R/S1WnC1shzDHT51k3V+RZI8URrLWbc92CjlxkBAXkvAumKAYh9qe0pnyXhS2eBQ8HbIPhqnDYL9DtT9A4QFN7Rci36nciGLz8B2X/cHbNYLhX90WX4r5wYlH13F8NDWsEaJGF8oGVJKAbuTqnVtkUWqEQXOR3txlyXcoeUOvlSO/Dj7hCJANCZC0p7X6c7bZKANQe5Jm2cZcr3nwmFgkLQdFbhTubEx0XHTzNFWsxgGBTFVHMSQ9CIC8mHVR2D1IHaMJDJBilnz9ilFaqYVmFloZszYLAjjpJKQRNCT7xMCay+ztKj97vYauPB4zZTXaypE6Z0zkGlzeeFS4QuuVda6odw4g93wV0kdSJqXevwj652vlz3LdFmieQK1Hig6p8UAgOE9wRfbmIdel6V4nDGu9N1VI4onA96p4rtUvF9wv10mUzhulRKXUYe3LYURaK6xRpmYpOv/WiFjHN7PdeWIpS9yua25t6rzNhDRjLmsGSVVIZAzsGXXWC3T9Sb9crv3UtdqZl5qhUqEUJeBpFkbqlLUVY47W9V6RyYo+j4GOv2GoDnPzRPF+m4+jyJwKbRoh+G0apow3B7I9gFweM4XVLMMkDG5TUdPxL3IUqVKLkMwFfE7/dlnRmins1sybsIgexuB71wOVn11HObCTQdJyLo1WNUWs+D68rm2Ys6lYPiHfHyD3nlweWw0wZnledZ8j/xHHqMFhsx7j7Vgx9qCK63jjkF9TzMMlxgCLbfa2HEEk45h1pxGTLjL1phQDBQAS71qJVWHq0A46hKUIlFOpQRTvl3t/cs3ZbCdL0VW3e7gy1w4D/O/UcnN6K6txHPlpRFBuOaSpQ7OcWNB900N7AJNneb7RPxWiBJMQpoFb+m1yDXOznADnjTxW/FNgwRAnknkD7qqifYgBFh9wiTEkrun0aJciyAUEIYPVa/weFleHpcVS4UwBSdPqfsafGSsI3h1MBKLa8CAv9aURaGSsXQJmu6MpB2lj8iQbMIuzOzSrvMFXtwXG57adddHhVo+U0+lSn6hOgZY6RWm2rtGcb5mpzdEqP9vBfo4eVFRDawYd8VyKo4Ri06ORzIlGyO2IUK4HqWEmQIkkUrNbDlrUbQWaBLhhhB+15mBgK+R/E6cnKTlWj+pg6EmciGICzPZErsMciuM1cygBNKHgTe3WCmkhIdxewFGGQDjl6FAv8XOiMiEN2HE4OH0728meppZ2wQHV7QGpYNnKegfrPJfbDtPdnJ2JI4LbBKr9HnGBN9GgqWfhHzjKfYFZWtQhLkQUY49mmck67WJWfwI4m1FuO7RrOnf5ehj7pwwLyIFWHchj064wK843DpBSnmLi4ABWuiuI2zSWwXSjuZsW1/yHmtm8sx2E2U5l7xOSRH/aBCCVhMF+rmmOsyozcaNDHEVm7089y9F6iRClBMjXwt8QzFhTxCo64URD3Dd8HV5S57FiEmIaEFoi02IH8vgqRFC0LEHaLhF86y3bV97Kzy3OuO5fJWJbYXBX6w5Y5zw9M+31kOe5HwccrQ5v4WsrROXNNZy1Gd7mMB7wPRVbHto1qZgoTuswuM2hWWbvQwl27Ygw28X7dL0zWvUD198DcSjErhpIhw/i7SPerpmXnnKUBFnMWvCtTEHDHtUb1+J0WZyKR8x5lYB5/VCN3sT/NhxXI0z15AAogUjLXOauWTEJ9fR0Awo5ZeIA65GrNYP8u7B0qpZpKN6Fjtdq+IiQmIy1KZ+likJa/2pesR4QOrYa0QCZtethbHDf5M3TPlcWn3rzxrLsYEk2FvpvLQXTjSWBDxotF/LyHt+5ns6i8qahK49EMfyQtYK9QBCK0WvEryIkej1OykQsElLPW1if2onJGJYVZy0UQ7f6Hb1OObC0vRk85SyGpIc1KnTd6ILytSrubkzPDlvZARmTLFIeLw1fOvPVWrhpBoF0vPS55udP+r2d97qUsyUWhfo8V7SPqzLcqUr5s5Ajle680mfJzglsrhrXIeXn1uUC5PLBzn0UZMx8i3QT8t5Anc9XFq9OhA63gqN4jUrJelLP6dNSZ76p8hlg7Rt1H+I2pZCytYxl23MH7P+WgdLx1a+L3f/k1zTjlu/P5XUs16vZERsnvXaX/3QzcxalRl2vLmfLOtkNF/V55+siIYI5zfQAJtTBFREuZ7R0Tum+pFku/TzNNCiOTepAdSJ5n4MiLTnUYKpb4XA4rD94O0aOccBmJVnKTzVfvbSNqlfJaOUq4MAN5wXTEm+pWheWY8gLSaPa6oDH8BZmTRbb3vAwriFOEl0IwUJxOQfrg9ssE+o1TvfFBW1UIPcg31OMeVI2O6REajUaucrPOApTHVuV7Vu4oTCyFiKkiYEwqOUg1AWaBoTZLkJ1OzMnIezPVqJt30IUazotCaUusNgK1k2kWYsyPqKDHDstv0puYl+tC8NV+g+nQepgX9yCrtzg39Pn06ySMFK9YVSFsJZVTSxJU/Z6lTA+KcE1HOUaplwJC1aILjoHmmUy/JK0xnKggiIOw/3Z6WH9aWWdSqvIkTA/wR65pqK7xLdU8VgN9nvBO3muaWMHr0z5xchjv+0x2654MxpGjvA2S6Q6INUBtNhisHsCGkVOpSeABtxsXEliiq/VO3OJUVyKXIc8cSzQP8wHIACETc6KIDphowquKJrL5YZHsV4YA936ooLnk2Hay8xEbZcS6l3JHKYwY7nWyb2YgVfviiZLqXreysPQuvBW5jZ5Xh8gaccnYx62mR2u3Xa8sH8BYHpcMgyVPBBXWMKwWWaMvNxy1jpwckrD89cDYSuIuIuInkwzpqvQSNgWXFc6BbEYCz9jHgN+5r7mfaBa91ZeV97O9fNh21t6nNs4wrrsjG70UjPuMNvFhKtg0aLg+gkdEiKsjjsLkGTVPd/ycy+FZ4EIZrjPMlGuGHsTvQhTJ4ptZJUdLjq0KwnTPclKclx0aAXDDzVn65pVzlQVUyGROUmZt5yhc+C12SzBDsly02FwO6/l7Z/iPUrJepa2lzVIXrqFgR2DFMievZIahzcWkt3jLJcqjw1u83KgdxyWu2h9qhkAEW94aTZFah3icmSilAihpwJIE4eoHo96wMrebAGqgDRzSEhwEwfaFmWeGaFVHCQSYhTvUohIeqimCR9wyXHphht7rkV1+TvSmCc/iAkmVDt+/8xbDR1qh5QIaexBIMRBBM08UoiIdQkiArVAFPeQ5QiBSAA2uL1enPJ1pClLLUYnQuwuIU2CRTHRE4otjzQEaByRxp7bJEqheSK5norgJrzxkgqpTySVNmtB08AHycQjerm3SCARmkgJiFXiDaNxSLOINC5s43Ki6MUlHLzAW8H1UgvEqUOatKDtIGl4x8/QAbTtkJooJKhg5BM/lXKuJvGGOSRu6CA4bbnNjRriKMJNA0g97AjQNhBnAGZyj4kQJh5uxk5YXOBSj+gJmMCwwwiOBCgS4tSDigTabhFXRMQ98iGeHPFYgYBhjTStRMGLvUWXRDJyEgBhlrsqwVcz0Cxx56MEoEqgOiCMA2KROOMxcWgLFt5IE56kaVJC68hdAtJU5oZkr2MD0ISQagfMgOT5uetzJiLQ1CGBENXRiJKNmUgpTyB2FurIfIBJwc+tANJiBBUJruUxD+PA9wdZnxDi0MQhxSxOgxkQZxFxViDWCW4smQwHpEGLNCnsmaWpQyJCHEaEsUdSHkHdIM1KpDohTbyVxqSKQKkG1R5pKlraQ34uRor0CZg5WaeyxyCBGsd7RNGZg529JbYOcRiRxgFxmODFsVdGfxS+h2t5D0qB06BuzGsHtUNcbuFnAW7sEEsCJYlMVedcBFJ0T/MN+JnNRMBjxnMwRYKX5iPJc9YojQskIiQQ0tiBxnIwT2V9R4AU368dYtPyupoEpEmyuUGS4o6DCNQeVDP0wTrSCcnxXI0gYOLgxjIfpryn+obHK00jkgPC1CNq97AEpMhzQHsht21n3ZfEqWMHXrseoE0HGhCSysAKX4HGnIpO9XTuvLgr5uhwfMo93L773e/iPve5z9G+jN5666233o5x+4d/+Af81E/91F36jD7iBbBz504AwA033IDV1dWjfDV33jY2NnDyySfjH/7hH7CysnK0L+dOW3/9R9f66z+6dk+/fuCefw8/yvUTETY3N3HSSSfd5e/rD14A3jPGsrq6eo+cNGorKyv99R9F66//6Fp//Uff7un38MOu/3AFZj25qrfeeuutt96OoPUHb2+99dZbb70dQesPXgCDwQCve93rMBgMjval/FjWX//Rtf76j67113/07Z5+D0f6+ntWc2+99dZbb70dQesj3t5666233no7gtYfvL311ltvvfV2BK0/eHvrrbfeeuvtCFp/8PbWW2+99dbbEbSf+IP3z/7sz3Dve98bw+EQZ599Nr74xS8e7UsCAFxyySV45CMfieXlZezZswe//Mu/jGuuuWbuPY9//OPhnJv788IXvnDuPTfccAOe/OQnY2FhAXv27MGrXvUqtG2Lu9v+v//v/zvk2u5///vbz6fTKV784hdj165dWFpawtOe9jTcdNNNx8S1A8C9733vQ67fOYcXv/jFAI69sf/MZz6DX/zFX8RJJ50E5xw++MEPzv2ciPDa174WJ554IkajEc4991x8+9vfnnvP/v37ceGFF2JlZQVra2t43vOeh62trbn3fP3rX8fP/dzPYTgc4uSTT8Z//I//8W6//qZpcPHFF+OMM87A4uIiTjrpJPzGb/wG/umf/mnuM+7omV166aVH/foB4NnPfvYh1/akJz1p7j1Hc/x/lHu4o/XgnMOb3vQme8/RegY/yn55uPacyy+/HA972MMwGAxw3/veF+95z3vu/AXTT7BddtllVFUVvetd76JvfOMbdNFFF9Ha2hrddNNNR/vS6Pzzz6d3v/vddPXVV9PevXvpF37hF+iUU06hra0te8/jHvc4uuiii2jfvn32Z3193X7eti09+MEPpnPPPZeuuuoq+shHPkK7d++mV7/61Xf79b/uda+jBz3oQXPXdsstt9jPX/jCF9LJJ59Mn/jEJ+jLX/4y/Yt/8S/o0Y9+9DFx7UREN99889y1f+xjHyMA9KlPfYqIjr2x/8hHPkKvec1r6P3vfz8BoA984ANzP7/00ktpdXWVPvjBD9LXvvY1+qVf+iU67bTTaDKZ2Hue9KQn0Zlnnklf+MIX6LOf/Szd9773pWc84xn28/X1dTr++OPpwgsvpKuvvpre97730Wg0ore97W136/UfOHCAzj33XPpv/+2/0d///d/TFVdcQY961KPo4Q9/+NxnnHrqqfT6179+7pl018vRun4iomc961n0pCc9ae7a9u/fP/eeozn+P8o9dK9937599K53vYucc/Sd73zH3nO0nsGPsl8ejj3nu9/9Li0sLNArXvEK+uY3v0lvectbKIRAf/M3f3Onrvcn+uB91KMeRS9+8Yvt/zFGOumkk+iSSy45ild1x3bzzTcTAPr0pz9trz3ucY+jl770pT/wdz7ykY+Q955uvPFGe+2tb30rrays0Gw2uzsvl173utfRmWeeeYc/O3DgAJVlSX/1V39lr33rW98iAHTFFVcc9Wu/I3vpS19K97nPfSilRETH9tgfvGmmlOiEE06gN73pTfbagQMHaDAY0Pve9z4iIvrmN79JAOhLX/qSveejH/0oOefo+9//PhER/fmf/znt2LFj7vovvvhiut/97ne3Xv8d2Re/+EUCQN/73vfstVNPPZX+5E/+5Af+ztG8/mc961n0lKc85Qf+zrE0/kQ/2jN4ylOeQj//8z8/99qx8gwO3i8P157zu7/7u/SgBz1o7rue/vSn0/nnn3+nru8nNtVc1zW+8pWv4Nxzz7XXvPc499xzccUVVxzFK7tjW19fB5AbOqj91//6X7F79248+MEPxqtf/WqMx2P72RVXXIEzzjgDxx9/vL12/vnnY2NjA9/4xjfu9mv+9re/jZNOOgmnn346LrzwQtxwww0AgK985StommZu7O9///vjlFNOsbE/2tfetbqu8Zd/+Zd47nOfC+dyT85jeey7dt111+HGG2+cG+/V1VWcffbZc+O9traGRzziEfaec889F957XHnllfaexz72saiqyt5z/vnn45prrsHtt99+hO6GbX19Hc45rK2tzb1+6aWXYteuXTjrrLPwpje9aS5NeLSv//LLL8eePXtwv/vdDy960Ytw2223zV3bPWn8b7rpJnz4wx/G8573vEN+diw8g4P3y8O151xxxRVzn6HvubNnxk9sk4Rbb70VMca5QQaA448/Hn//939/lK7qji2lhJe97GV4zGMegwc/+MH2+q/92q/h1FNPxUknnYSvf/3ruPjii3HNNdfg/e9/PwDgxhtvvMP705/dnXb22WfjPe95D+53v/th3759+MM//EP83M/9HK6++mrceOONqKrqkE3z+OOPt+s6mtd+sH3wgx/EgQMH8OxnP9teO5bH/mDT77uj6+mO9549e+Z+XhQFdu7cOfee00477ZDP0J/t2LHjbrn+g206neLiiy/GM57xjDlB+5e85CV42MMehp07d+Lzn/88Xv3qV2Pfvn344z/+46N+/U960pPw1Kc+Faeddhq+853v4Pd+7/dwwQUX4IorrkAI4R41/gDw3ve+F8vLy3jqU5869/qx8AzuaL88XHvOD3rPxsYGJpMJRqPRj3SNP7EH7z3JXvziF+Pqq6/G5z73ubnXn//859u/zzjjDJx44ol44hOfiO985ztHvb/wBRdcYP9+yEMegrPPPhunnnoq/vt//+8/8uQ8Vuyd73wnLrjggrl2YMfy2P+/bE3T4Fd/9VdBRHjrW98697NXvOIV9u+HPOQhqKoKL3jBC3DJJZccdSnDf/Nv/o39+4wzzsBDHvIQ3Oc+98Hll1+OJz7xiUfxyn48e9e73oULL7wQw+Fw7vVj4Rn8oP3yWLKf2FTz7t27EUI4hNV200034YQTTjhKV3Wo/dZv/Rb+1//6X/jUpz71Q5svn3322QCAa6+9FgBwwgkn3OH96c+OpK2treFnfuZncO211+KEE05AXdc4cODAIdem13WsXPv3vvc9fPzjH8dv/uZv/rPvO5bHXr/vn5vrJ5xwAm6++ea5n7dti/379x8zz0QP3e9973v42Mc+9kPbz5199tlo2xbXX3+9XeOx8kxOP/107N69e26+HOvjr/bZz34W11xzzQ9dE8CRfwY/aL88XHvOD3rPysrKnQoofmIP3qqq8PCHPxyf+MQn7LWUEj7xiU/gnHPOOYpXxkZE+K3f+i184AMfwCc/+clD0jN3ZHv37gUAnHjiiQCAc845B3/3d383t6B1w3rgAx94t1z3D7KtrS185zvfwYknnoiHP/zhKMtybuyvueYa3HDDDTb2x8q1v/vd78aePXvw5Cc/+Z9937E89qeddhpOOOGEufHe2NjAlVdeOTfeBw4cwFe+8hV7zyc/+UmklMypOOecc/CZz3wGTdPYez72sY/hfve7392e5tRD99vf/jY+/vGPY9euXT/0d/bu3QvvvaVwj+b1H2z/+I//iNtuu21uvhzL49+1d77znXj4wx+OM88884e+90g9gx+2Xx6uPeecc86Z+wx9z50+M+48X+z/HbvssstoMBjQe97zHvrmN79Jz3/+82ltbW2O1Xa07EUvehGtrq7S5ZdfPkfNH4/HRER07bXX0utf/3r68pe/TNdddx196EMfotNPP50e+9jH2mcoPf68886jvXv30t/8zd/Qcccdd0RKcn7nd36HLr/8crruuuvob//2b+ncc8+l3bt3080330xETO0/5ZRT6JOf/CR9+ctfpnPOOYfOOeecY+La1WKMdMopp9DFF1889/qxOPabm5t01VVX0VVXXUUA6I//+I/pqquuMtbvpZdeSmtra/ShD32Ivv71r9NTnvKUOywnOuuss+jKK6+kz33uc/TTP/3Tc+UsBw4coOOPP55+/dd/na6++mq67LLLaGFh4bCUs/xz11/XNf3SL/0S/dRP/RTt3bt3bj0o2/Tzn/88/cmf/Ant3buXvvOd79Bf/uVf0nHHHUe/8Ru/cdSvf3Nzk175ylfSFVdcQddddx19/OMfp4c97GH00z/90zSdTu0zjub4/7B7UFtfX6eFhQV661vfesjvH81n8MP2S6LDs+doOdGrXvUq+ta3vkV/9md/1pcT/Tj2lre8hU455RSqqooe9ahH0Re+8IWjfUlExHT+O/rz7ne/m4iIbrjhBnrsYx9LO3fupMFgQPe9733pVa961VwtKRHR9ddfTxdccAGNRiPavXs3/c7v/A41TXO3X//Tn/50OvHEE6mqKrrXve5FT3/60+naa6+1n08mE/q3//bf0o4dO2hhYYH+1b/6V7Rv375j4trV/vf//t8EgK655pq514/Fsf/Upz51h/PlWc96FhFxSdEf/MEf0PHHH0+DwYCe+MQnHnJft912Gz3jGc+gpaUlWllZoec85zm0ubk5956vfe1r9LM/+7M0GAzoXve6F1166aV3+/Vfd911P3A9aF31V77yFTr77LNpdXWVhsMhPeABD6A3vvGNcwfb0br+8XhM5513Hh133HFUliWdeuqpdNFFFx3i4B/N8f9h96D2tre9jUajER04cOCQ3z+az+CH7ZdEh2/P+dSnPkUPfehDqaoqOv300+e+40e1vi1gb7311ltvvR1B+4nFeHvrrbfeeuvtaFh/8PbWW2+99dbbEbT+4O2tt9566623I2j9wdtbb7311ltvR9D6g7e33nrrrbfejqD1B29vvfXWW2+9HUHrD97eeuutt956O4LWH7y99dZbb731dgStP3h766233nrr7Qhaf/D21tsxYo9//OPxspe97Kh8r3MOzjlr9nAs27Of/Wy73g9+8INH+3J66+1OW3/w9tbbUbA7OmTf//734w1veMNRuZ6LLroI+/bts8bhat///vfxzGc+E7t27cJoNMIZZ5yBL3/5y4f8/qWXXgrn3BFxHN785jdj3759d/v39Nbb3WXF0b6A3nrrjW3nzp1H7bsXFhYO6Yd6++234zGPeQye8IQn4KMf/SiOO+44fPvb3z6kfduXvvQlvO1tb8NDHvKQI3Ktq6urWF1dPSLf1Vtvd4f1EW9vvR1he/azn41Pf/rTePOb32wp0+uvv/6QKPjxj388fvu3fxsve9nLsGPHDhx//PF4xzvege3tbTznOc/B8vIy7nvf++KjH/2o/U5KCZdccglOO+00jEYjnHnmmfjrv/7rH+s6/8N/+A84+eST8e53vxuPetSjcNppp+G8887Dfe5zH3vP1tYWLrzwQrzjHe/4kfupfu5zn0NZlphOp/ba9ddfD+ccvve97wEA/vqv/xpnnHEGRqMRdu3ahXPPPRfb29s/1n301tuxZv3B21tvR9je/OY345xzzrH07r59+3DyySff4Xvf+973Yvfu3fjiF7+I3/7t38aLXvQi/Mqv/Aoe/ehH46tf/SrOO+88/Pqv/zrG4zEA4JJLLsF/+S//BX/xF3+Bb3zjG3j5y1+OZz7zmfj0pz99p6/zf/7P/4lHPOIR+JVf+RXs2bMHZ511Ft7xjnfMvefFL34xnvzkJ+Pcc8/9kT937969eMADHoDhcGivXXXVVdixYwdOPfVU7Nu3D894xjPw3Oc+F9/61rdw+eWX46lPfSr6Rmq9/b9ifaq5t96OsK2urqKqqjtM7x5sZ555Jn7/938fAPDqV78al156KXbv3o2LLroIAPDa174Wb33rW/H1r38dZ511Ft74xjfi4x//OM455xwAwOmnn47Pfe5zeNvb3obHPe5xd+o6v/vd7+Ktb30rXvGKV+D3fu/38KUvfQkveclLUFUVnvWsZ+Gyyy7DV7/6VXzpS1+6U5/7ta99DWedddbca3v37sWZZ54JANi3bx/atsVTn/pUnHrqqQCAM8444059R2+9HcvWH7y99XYMWxc3DSFg165dc4fQ8ccfDwC4+eabce2112I8HuNf/st/OfcZdV0fctD9KJZSwiMe8Qi88Y1vBACcddZZuPrqq/EXf/EX+Pmf/3m89KUvxcc+9rG5yPVHsb179+LXfu3X5l676qqr8NCHPhQAOxtPfOITccYZZ+D888/Heeedh3/9r//1j5zK7q23Y936g7e33o5hK8ty7v/OubnXnHMA+JDc2toCAHz4wx/Gve51r7nfGwwGd/q7TzzxRDzwgQ+ce+0BD3gA/sf/+B/4yle+gptvvhkPe9jD7GcxRnzmM5/Bf/7P/xmz2QwhhEM+M8aIq6+++hBH4Ktf/Sqe9rSnAWAH42Mf+xg+//nP4//8n/+Dt7zlLXjNa16DK6+8Eqeddtqdvo/eejvWrD94e+vtKFhVVYgxHtbPfOADH4jBYIAbbrjhTqeV78ge85jH4Jprrpl77f/+3/+LU089FU984hPxd3/3d3M/e85znoP73//+uPjii+/w0AWAa665BtPpFCeddJK9dsUVV+D73/++RbwAOxSPecxj8JjHPAavfe1rceqpp+IDH/gAXvGKV9zl++qtt6Nt/cHbW29Hwe5973vjyiuvxPXXX4+lpaXDUkq0vLyMV77ylXj5y1+OlBJ+9md/Fuvr6/jbv/1brKys4FnPetad+ryXv/zlePSjH403vvGN+NVf/VV88YtfxNvf/na8/e1vx/Ly8iE1v4uLi9i1a9chr3dNBTre8pa34CUveQmuvfZavOQlLwHAKXEAuPLKK/GJT3wC5513Hvbs2YMrr7wSt9xyCx7wgAfcqevvrbdj1XpWc2+9HQV75StfiRACHvjAB+K4447DDTfccFg+9w1veAP+4A/+AJdccgke8IAH4ElPehI+/OEP/1gp2kc+8pH4wAc+gPe973148IMfjDe84Q340z/9U1x44YU/9vXt3bsX559/Pr773e/ijDPOwGte8xr84R/+IVZWVvCf/tN/AgCsrKzgM5/5DH7hF34BP/MzP4Pf//3fxx/90R/hggsu+LG/t7fejiVz1HP0e+vtJ9oe//jH46EPfSj+9E//9G7/rvPPPx+PfOQj8e/+3b+7y5/lnMMHPvAB/PIv//Jdv7DeejuC1ke8vfXWG/78z/8cS0tLh+C2h9u+9rWv3eXSoBe+8IVYWlo6TFfUW29H3vqIt7fefsLt+9//PiaTCQDglFNOQVVVd8v33HjjjTjxxBPxjW984xC29J2xm2++GRsbGwCYeb24uHi4LrG33o6I9Qdvb7311ltvvR1B61PNvfXWW2+99XYErT94e+utt9566+0IWn/w9tZbb7311tsRtP7g7a233nrrrbcjaP3B21tvvfXWW29H0PqDt7feeuutt96OoPUHb2+99dZbb70dQesP3t5666233no7gtYfvL311ltvvfV2BK0/eHvrrbfeeuvtCFp/8PbWW2+99dbbEbT/H1r2tPmwVRzZAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "idn = 20\n",
    "# plt.imshow(np.log10(inputs[idn,0,:,:].cpu().numpy()), aspect = 10)\n",
    "plt.imshow(inputs[idn,0,:,:].cpu().numpy(), aspect = 10)\n",
    "plt.xlabel('time [64 $\\mu$s]')\n",
    "plt.ylabel('freq [0.5 MHz]')\n",
    "print(labels[0].cpu().numpy().tolist()[idn])\n",
    "print('freq ',labels[2].cpu().numpy().tolist()[idn])\n",
    "print('dm ',labels[1].cpu().numpy().tolist()[idn])\n",
    "print('snr ',labels[3].cpu().numpy().tolist()[idn])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "8818c29b-13de-4e28-bb9e-96c8e565e114",
   "metadata": {},
   "outputs": [],
   "source": [
    "recall_matrix = np.zeros((dm_ranges.shape[0]-1,snr_ranges.shape[0]-1))\n",
    "for i in range(1, dm_ranges.shape[0]):\n",
    "    for j in range(1, snr_ranges.shape[0]):\n",
    "        end_dm = dm_ranges[i]\n",
    "        start_dm = dm_ranges[i-1]\n",
    "\n",
    "        start_snr = snr_ranges[j-1]\n",
    "        end_snr = snr_ranges[j]\n",
    "    \n",
    "        dm_index = set(np.where( np.logical_and(end_dm > np.array(results['dm']), start_dm<np.array(results['dm'])))[0].tolist())\n",
    "        snr_index = set(np.where( np.logical_and(end_snr > results['snr'], start_snr< results['snr']))[0].tolist())\n",
    "        label_index = set(np.where(1 == np.array(results['true']))[0].tolist())\n",
    "\n",
    "        filtered = (np.array(list(dm_index & snr_index & label_index )),) \n",
    "        pred = np.mean(np.array(results['pred'])[filtered])\n",
    "        recall_matrix[i-1,j-1] = pred * 100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "563a2cfc-ad8c-441b-a082-d8e505b964f4",
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'plt' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "Cell \u001b[0;32mIn[1], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m plt\u001b[38;5;241m.\u001b[39mfigure(figsize\u001b[38;5;241m=\u001b[39m(\u001b[38;5;241m10\u001b[39m,\u001b[38;5;241m10\u001b[39m))\n\u001b[1;32m      2\u001b[0m plt\u001b[38;5;241m.\u001b[39mimshow(recall_matrix, interpolation\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mnearest\u001b[39m\u001b[38;5;124m'\u001b[39m, vmin\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m80\u001b[39m, vmax\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m100\u001b[39m, cmap\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mplasma\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[1;32m      4\u001b[0m \u001b[38;5;66;03m# Add text annotations to each cell\u001b[39;00m\n",
      "\u001b[0;31mNameError\u001b[0m: name 'plt' is not defined"
     ]
    }
   ],
   "source": [
    "plt.figure(figsize=(10,10))\n",
    "plt.imshow(recall_matrix, interpolation='nearest', vmin=80, vmax=100, cmap='plasma')\n",
    "\n",
    "# Add text annotations to each cell\n",
    "for i in range(recall_matrix.shape[0]):\n",
    "    for j in range(recall_matrix.shape[1]):\n",
    "        plt.text(j, i, f'{recall_matrix[i, j]:.1f}', ha='center', va='center', color='black',  fontsize = 15)\n",
    "\n",
    "cb1 = plt.colorbar( label='Recall %',shrink=0.7, aspect=15,)\n",
    "cb1.set_label('Recall %', fontsize=25)  # Set label font size\n",
    "\n",
    "plt.xlabel('SNR ', fontsize = 25)\n",
    "plt.ylabel('DM ',  fontsize = 25)\n",
    "\n",
    "xtick_positions = np.arange(0, recall_matrix.shape[1], 1)  # Custom x tick positions\n",
    "ytick_positions = np.arange(0, recall_matrix.shape[0], 1)  # Custom y tick positions\n",
    "xtick_labels    =  snr_ranges[:-1]# Custom x tick labels\n",
    "for i in range(len(xtick_labels)):\n",
    "    xtick_labels[i] = round(xtick_labels[i], 2)\n",
    "\n",
    "ytick_labels = dm_ranges[:-1]  # Custom y tick labels\n",
    "for i in range(len(ytick_labels)):\n",
    "    ytick_labels[i] = round(ytick_labels[i], 2)\n",
    "\n",
    "\n",
    "plt.xticks(ticks=xtick_positions, labels=xtick_labels, fontsize = 20)\n",
    "plt.yticks(ticks=ytick_positions, labels=ytick_labels,  fontsize = 20)\n",
    "plt.tight_layout()\n",
    "# plt.title('Retrieval Rate', fontsize = 30)\n",
    "plt.savefig(\"8bit_recall_dm_snr.pdf\", format='pdf')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "64026c49-94d5-4c71-a6b9-7233903281ec",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[6.40000000e-05 3.02637315e-04 1.43108351e-03 6.76717609e-03\n",
      " 3.20000000e-02]\n"
     ]
    }
   ],
   "source": [
    "dm_ranges = np.linspace(5, 1000, 8)\n",
    "snr_ranges = np.linspace(10, 100, 8)\n",
    "freq_ranges = np.linspace(900, 2157.7199, 100)\n",
    "boxcar_ranges = np.power(10,np.linspace(np.log10(6.4e-5), np.log10(0.032), 5))\n",
    "print(boxcar_ranges)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "c9a25056-836b-4f76-ba3a-a38d6bc56511",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "===========================\n",
      "accuracy:  99.535\n",
      "===========================\n"
     ]
    }
   ],
   "source": [
    "from tqdm import tqdm\n",
    "# eval\n",
    "model.training\n",
    "val_loss = 0.0\n",
    "correct_valid = 0\n",
    "total = 0\n",
    "results = {'pred': [], 'true':[], 'freq':[], 'snr':[], 'dm':[], 'boxcar':[]}\n",
    "model.eval()\n",
    "with torch.no_grad():\n",
    "    for images, labels in testloader:\n",
    "        inputs, labels = images.to(device), labels\n",
    "        outputs = model(inputs)\n",
    "        _, predicted = torch.max(outputs, 1)\n",
    "        results['pred'].extend(predicted.cpu().numpy().tolist())\n",
    "        results['true'].extend(labels[0].cpu().numpy().tolist())\n",
    "        results['freq'].extend(labels[2].cpu().numpy().tolist())\n",
    "        results['dm'].extend(labels[1].cpu().numpy().tolist())\n",
    "        results['snr'].extend(labels[3].cpu().numpy().tolist())\n",
    "        results['boxcar'].extend(labels[4].cpu().numpy().tolist())\n",
    "        total += labels[0].size(0)\n",
    "        correct_valid += (predicted.cpu() == labels[0].cpu()).sum().item()\n",
    "    \n",
    "# Calculate training accuracy after each epoch\n",
    "val_accuracy = correct_valid / total * 100.0\n",
    "print(\"===========================\")\n",
    "print('accuracy: ',  val_accuracy)\n",
    "print(\"===========================\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "093da588-6af3-47c9-9284-818274c3dea2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.032512"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.array(results['boxcar']).max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "f945bc77-c99a-4ee1-a9a4-7d62ce8b38e3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "98.31932773109243 6.400000000000005e-05\n",
      "99.35205183585313 0.0003026373148810165\n",
      "98.49246231155779 0.0014310835055998665\n",
      "98.95104895104895 0.006767176086019615\n",
      "98.63945578231292 6.400000000000005e-05\n",
      "99.81684981684981 0.0003026373148810165\n",
      "100.0 0.0014310835055998665\n",
      "99.66996699669967 0.006767176086019615\n",
      "100.0 6.400000000000005e-05\n",
      "100.0 0.0003026373148810165\n",
      "99.79591836734694 0.0014310835055998665\n",
      "100.0 0.006767176086019615\n",
      "100.0 6.400000000000005e-05\n",
      "100.0 0.0003026373148810165\n",
      "100.0 0.0014310835055998665\n",
      "100.0 0.006767176086019615\n",
      "100.0 6.400000000000005e-05\n",
      "100.0 0.0003026373148810165\n",
      "99.82638888888889 0.0014310835055998665\n",
      "100.0 0.006767176086019615\n",
      "100.0 6.400000000000005e-05\n",
      "100.0 0.0003026373148810165\n",
      "100.0 0.0014310835055998665\n",
      "100.0 0.006767176086019615\n",
      "100.0 6.400000000000005e-05\n",
      "99.7872340425532 0.0003026373148810165\n",
      "99.3993993993994 0.0014310835055998665\n",
      "99.65753424657534 0.006767176086019615\n"
     ]
    }
   ],
   "source": [
    "recall_matrix = np.zeros((dm_ranges.shape[0]-1, boxcar_ranges.shape[0]-1))\n",
    "for i in range(1, dm_ranges.shape[0]):\n",
    "    for j in range(1, boxcar_ranges.shape[0]):\n",
    "        end_dm = dm_ranges[i]\n",
    "        start_dm = dm_ranges[i-1]\n",
    "\n",
    "        start_boxcar = boxcar_ranges[j-1]\n",
    "        end_boxcar= boxcar_ranges[j]\n",
    "    \n",
    "        dm_index = set(np.where( np.logical_and(end_dm > np.array(results['dm']), start_dm < np.array(results['dm'])))[0].tolist())\n",
    "        boxcar_index = set(np.where( np.logical_and(end_boxcar > np.array(results['boxcar']), start_boxcar<  np.array(results['boxcar'])))[0].tolist())\n",
    "        label_index = set(np.where(1 == np.array(results['true']))[0].tolist())\n",
    "        \n",
    "        filtered = (np.array(list(dm_index & boxcar_index & label_index )),) \n",
    "        pred = np.mean(np.array(results['pred'])[filtered])\n",
    "        recall_matrix[i-1,j-1] = pred * 100\n",
    "        print(pred * 100, start_boxcar)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "67004c8e-cbb2-4589-b0a2-8cdbcfe0e5db",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[6.40000000e-05 3.02637315e-04 1.43108351e-03 6.76717609e-03\n",
      " 3.20000000e-02]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,10))\n",
    "plt.imshow(recall_matrix.T, interpolation='nearest', vmin=80, vmax=100, cmap='plasma')\n",
    "\n",
    "# Add text annotations to each cell\n",
    "for i in range(recall_matrix.shape[0]):\n",
    "    for j in range(recall_matrix.shape[1]):\n",
    "        plt.text( i,j, f'{recall_matrix[i, j]:.1f}', ha='center', va='center', color='black',  fontsize = 12)\n",
    "\n",
    "cb1 = plt.colorbar( label='Recall %',shrink=0.3, aspect=15,)\n",
    "cb1.set_label('Recall %', fontsize=25)  # Set label font size\n",
    "\n",
    "plt.ylabel('Width $m $s', fontsize = 25)\n",
    "plt.xlabel('DM [$\\\\frac{pc}{cm^{3}}$]',  fontsize = 25)\n",
    "\n",
    "xtick_positions = np.arange(0, recall_matrix.shape[1], 1)  # Custom x tick positions\n",
    "ytick_positions = np.arange(0, recall_matrix.shape[0], 1)  # Custom y tick positions\n",
    "xtick_labels    =  boxcar_ranges[:-1] * 1000# Custom x tick labels\n",
    "print(boxcar_ranges)\n",
    "for i in range(len(xtick_labels)):\n",
    "    xtick_labels[i] = round(xtick_labels[i], 2)\n",
    "\n",
    "ytick_labels = dm_ranges[:-1]  # Custom y tick labels\n",
    "for i in range(len(ytick_labels)):\n",
    "    ytick_labels[i] = round(ytick_labels[i], 1)\n",
    "\n",
    "\n",
    "plt.xticks(ticks=ytick_positions, labels=ytick_labels, fontsize = 15, rotation='vertical')\n",
    "plt.yticks(ticks=xtick_positions, labels=xtick_labels,  fontsize = 15, )\n",
    "plt.tight_layout()\n",
    "\n",
    "# plt.title('Retrieval Rate', fontsize = 30)\n",
    "plt.savefig(\"8bit_recall_dm_width.pdf\", format='pdf')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "d4d33917-0016-47dc-84b2-d47565ca244e",
   "metadata": {},
   "outputs": [],
   "source": [
    "false_negative = np.zeros((dm_ranges.shape[0]-1,snr_ranges.shape[0]-1))\n",
    "for i in range(1, dm_ranges.shape[0]):\n",
    "    for j in range(1, snr_ranges.shape[0]):\n",
    "        end_dm = dm_ranges[i]\n",
    "        start_dm = dm_ranges[i-1]\n",
    "\n",
    "        start_snr = snr_ranges[j-1]\n",
    "        end_snr = snr_ranges[j]\n",
    "    \n",
    "        dm_index = set(np.where( np.logical_and(end_dm >np.array(results['dm']), start_dm<np.array(results['dm'])))[0].tolist())\n",
    "        snr_index = set(np.where( np.logical_and(end_snr >results['snr'], start_snr< results['snr']))[0].tolist())\n",
    "        label_index = set(np.where(1 == np.array(results['true']))[0].tolist())\n",
    "\n",
    "        filtered = (np.array(list(dm_index & snr_index )),) \n",
    "        pred = np.where(np.array(results['pred'])[filtered] == 0)[0].shape[0] / np.array(results['pred'])[filtered].shape[0]\n",
    "        false_negative[i-1,j-1] = pred * 100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "456eafce-d193-4b39-81b8-15d7102f4df3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0 1 2 3 4 5 6] [10.   22.86 35.71 48.57 61.43 74.29 87.14] (7, 7)\n"
     ]
    },
    {
     "data": {
      "image/png": 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GCIuG/v2boGaNsjh3zh9Pgt/AvoQ1evWqjw3rh2LsF94ICYnIsa0gAIsWfozKlUvi11+vIiY2ET171MPyZQMxavRWvHwp7X92+mLimqFo0aM+Dqw/iZdP3qDDJ80w/9evMLXHUty/Gphn+1UTfkFyQorqZ6XC8P6CNHnrWLTs2wR/rDyMl4/D0NGrDRb8PR2T2s7F/Uv+ObazsLbA0tOzYW1rhd2L/kB6mgJ9xnfDsrNzMaruZMRFxevwLuQ3cfWQrJ+lPV9has9l0j5LE3cY/GcJ4OdJikG9GuGDqi444xOAoKfhsLezRp/OdbHl+8EYOWMXgp/n/DscALp61sT00Z3gdycEG3ZfgFIporxLCZR0tNHRHVBh+umnnzBr1iyMGTMGb968gYuLCz7//HN8++23hR2azrDgANC0aVPUqlULDRs2RMOGDVGxYkWkpKTkePzJkyexcuVKODg4wMfHB+7u7gAAHx8ftGnTBkOHDkWbNm1gZ2cn6fpbtmzB/v374e7ujgsXLsDZ2RkA8Pvvv6Nv374YOHAgHj58CBOTovfP9Tj+CR7HP1Hb52HjBgtjc1yKuCrpHKaCCQZW+BiHQo+iX7leMkRZ+Pb95osFCw4iPf3fLyxnzj7E5p+H45NPmmLRokM5tm3Vqipq1iyLOXP/wPnzGX8JO3v2IbZ7f44hXi2xYOGfssevK1XquaJNn8bY9O1e/L76OADg5J7L2HBpHj6b2xcTOi/O8xwX/7yOWAP6ovNfHg3d4PlJC2yYvB37lmV8bk5sP4dNd5djxJJBGN9iZo5te4zpiLJVXDC20TQEXAsCAPgduYlNd5ej38Tu2PKN4fQsVqlXEW36NMKmb3/D72tOAABO/uqDDRfn4LM5fTChy5I8z3HxzxsG/VkC+HmSas9f1zBn5Su13+GnLvlj+/IhGPxRI8xbdTjHtqWcimPi8HbYd+QGVm49o4twiyxDm6VKKhsbG6xYsQIrVqyQJyA9oP8D6bRg6tSpmDdvHrp3745SpUrlefzy5csBADNnzlQVG0BG4TJq1Ci8ffsWmzdvlnz9zPN9//33qmIDAPr06YMePXogMDBQ4x6YwtTMoRGUohKXIqUVHN1cOkMQBPwVelzmyArP/Qcv1f5HBQAvX0YjJCQcFco75Nq2dauqiIqKx4UL/3a7x8Qk4ew5fzRr5g5TU2NZYi4MLXvUhyJdgSPe51X70lLScWzHBVRv5AbHMiXyPIcgAFY2FnKGWaha9m0CRboChzeeVO1LS0nD0S2nUKOZB5zK5vx5atmnKfx9A1VfDgHg+aNQ3Dx1F636aT4UtChr2f2fz9L2C6p9aSnpOLbzIqo3qgxHF36WAH6epLr3KDTL7/AXr94i+HkEKpSxz7Vtr461YWQk4OdfLwEALC1MZYuTqKhiwaGhpKQknD59GgDQt2/fLO9n7jt0KOe/WL8rODgYDx8+hKWlpWoFyoKcr7AZC8Zo4tAAj+OCEJESmefxDmb26OHSGXue/Y40MU0HERYtJUpYIyYmKddj3Nyc8fjxa/z3kSJ//1BYWpqhbNnc/2enTyrXKo8XQa+RGJestv/RjeCM92uWz/McW28sxh9PV2P/s9WYsn447JzyfqBPn7jVccWLgDAkxql/bh75ZgwRqlynYrbtBEFApVrlEXA9KMt7/n6BKONWCpbFDOfLdeVa5XL4LIVkvP9BuTzPsfXGQvwRsgr7n67ClPXDYOdkeMNf+HkqGHs7a8TE5f47vGGtCnj6MgpN61bC/g2f4+SOcTiydSxG9G8OQf//2E8kSdEbo1PEPXr0CCkpKXByckLZsmWzvF+vXj0AwJ07eT9sB2SsNgkANWvWhKlp1r96aHq+wlbLtgZsTG1w6YW0HplBFfohJPE5fCL9ZI6s6GnfvgacnIpj67YLuR7n4FAMd+4+z7I/KjJB9X5wcLgsMeqavbMtol7FZNkf9Tpjn0Mp2xzbxr1NwMGNp/DQLwhpqemo2dQd3T/zRJV6FfFVu++yfPHUV/al7RCVzUOqkWFvAQAOOfzl3sa+GMwszLJtm7nPwcUeLwJCtRdsIbJ3tlV9bt7172fJLse2cW8TcHDTaTz0e5LxWWrilvFZquuKr9ovMJjPEsDPU0F0bFkNJR1sVD0XOSlbqgSUSiVmjO2MXQf9EBjyBq2buGNI36YwNjLC+l25/z/AkChhBKUB/K3bEO5B11hwaOjZs2cAkG2xAQDW1taws7NDdHQ04uLiYGOT+1/E8jpf5v6nT5/mN2SdaubYCOnKdFyJvJbnsdWLe6ChfT18ey/7hXIMWbly9vjqy464f/8Fjh+/m+uxZmYmSEtVZNmfmpoOADA3N5z/jM0sTJH2z329KzU5o/fLzNIsx7YHN5xS+/nSoRt4dD0Y0zaNRLdhnti78oh2gy0k5pZmSEvJ2huYmpwKIOccmf+zP/u2aWrHGAIzCzOkpeTyWcplWMvBjafVfr506AYe3QjBtI3D0W1YG+xdeVS7wRYifp7yp7yLPSYOb4+7j17iyNn7uR5raWEKY2MjrN1xHjsP+AIAzl59DJtiluj3YT1s/+MKEpPfvx5+er+wRNNQfHzGA4RWVlY5HmNtbQ0AiIuLK/D5pJ4rJSUFsbGxapuumRuZo36JOrgTcx/x6Qm5HmsEI3xasT8uRlzBk4QQ3QRYRJQoYY1FCz9GQkIK5szdD6Uy9+mXU1PTYWqW9TkNM7OMQiMlmy9V+io1OQ2mZlkLqMwvh6lJqRqd7+zvvoh69RZ1WxfdqaU1lZKUClPzrF+WzSwyvtzllKOUf/Zn39ZU7RhDkJqcCtNsinHVZ0nDL3gZn6UYg/osAfw85Ye9nRWWzuiN+MQUzFz6Z56/w1P++SPKyYvq0zGfvPgQFuamcHd1zq4ZkUExnD+NvucWLVqEuXPnFmoMDezrSJ6dqqVTU7hYlMLmJzvgaK7+UKKFsQUczR0QmxaHVKVh/Q/L2tocixd9DOtiFhg//hdERuY9A05kZDwc7Itl2W/vYK1631BEvY6BQ2m7LPvtnTOGUkVmM9wqL+Evo2FTwrqgoRUZUWFv4ZjNQ6qZeYsMzX6a5LioeKQmp8K+dNYhMpn7IkPzXhNGX+T9WXqr8TnDQ6NgY2c4nyWAnydNWVuZYdk3fVDM2hxjZu1BRHTuf1wDgIjoeJS3tEfU20S1/dExGT/bFMt+dWpDpBAFKAxglipDuAddYw+HhooVy/jil5iYmOMxCQkZv4DyGk4l5XxSzzV9+nTExMSotufPs475l1tzx8ZIUiTjevTtPI91NLeHiZEJ5tachlV1F6s2AGjl1Ayr6i5GLdvqcoesU6amxljwXV+ULWuPb775DU+f5v1QPQAEBb2Gu7tzlocLq1V1QVJSqqSFA/XFk7vPULayc5aZgTzqZ6zREnTvmcbndC7vgJjIvHsb9UXQ7RCUrVIaVjaWavurNs6YMS/oVki27URRRPDdZ6hSv3KW96o1ckdo0CskxRvOswlP7j7P4bPkCgAIyua5qLw4lzOszxLAz5MmzEyN8f20j1CutD0mL/oDIS+k/Q5/9CRjgVan//zhyPGfn9/G5v7QOZEhYMGhofLlM2bJefHiRbbvJyQk4O3btyhRooSkgiOv82Xur1ChQq7nMTc3R/HixdU2XbIxKYaaxavhWtTNbHslHMzs4WLx75TDPhF+WP5oTZYNAG5G38HyR2sQGB+ss/jlZmQk4NtZvVC9ehnMm3cADx68zPY4e3trlCtnD2Pjf//TPHf+Eezti6FlSw/VvuLFLdG6dVX4XAlEWlrW5zv01YU/r8PYxBhdvFqp9pmamaDjgOZ4eC0IEf8scuhUxh5l3dWnsLZ1yNoL1G1YG9g5Fce1U7mPsdYnF/b5wNjEGF1HtlftMzUzQachnnh4JQDh/3wJcirniHIeLuptf7+Cqo3cUKX+v4tslq3igjpta+L8viu6uQEduXDoRsZn6dOWqn2mZibo+EkzPLz2BBGhmn6WWhvcZwng50kqIyMB8yZ0R80qLpi17E/cDwjL9jgHO2uUd1H/HX7qUsaU5t3afaDaJwjAh541EROXhEdBr+UNnqgI4JAqDXl4eMDc3Bzh4eF4+fIlypQpo/b+jRs3AAC1atWSdL7atWsDAO7du4e0tLQsM1Vper7C0tShIUyMTHIcTjXabRiqF/fAgCsjAAChya8Qmvwq22PDUyJwLfqWXKEWitGj2qF58yq4fPkxbIpboH37GmrvnzyZ8SVm+PA26NypFj4ZsBav/5lN5/x5f9x/8BJTJn+IChUcEROThJ496sHIyAjeecxwpW8eXQ/G+QN+GDqrN+wciyM0+A3a928G5/IO+PGrbarjJq/7DLVaeKCz/XDVPu/bS3D+wDWEPHiB1OQ01Gjijta9GyLwzjMc3nauEO5GHv6+gTi39zI+WzgAdiVtERr4Ch0/bQ3nik5YNnyd6rip3l+gdpsa6GDUT7Xvz7XH0GV4e3z313T8tuwQ0tPS0ffr7oh+HaNa9M1QZHyWrv3ns9QUzuUd8eO47arjJq8dmvFZchip2ud9azHOH/BDyIOXSE1JQ43Gbv9+lt5ZI8YQ8PMkzZeftkHLhm646BcIm2IW6NhS/Vme4xcyns8YNbAlunrWRJ/RG/EqPONZygt+gfC78xSDP2oMWxtLBD4NR6tGbqhdrSyWrD+OtHTD+aNRXt7Xhf+IBYfGLC0t0bZtWxw5cgS//fYbxo8fr/b+vn37AADdu3eXdD5XV1dUq1YNDx8+xN9//41evXoV6HyFpbljY8SkxuJuzIPCDqVIqly5JACgWTN3NGvmnuX9zIIjO0qliOnT9+Lzzz3R+6MGMDMzwaNHYVjy/V94bkDDqTL9MHozvGb0QruPm6CYnTWC77/A7E9+wj2fx7m2O7PvKqo3qozm3evBzNwUb55H4rdVx7Bn+V8G9/DqEq/VGPKsP9oPagWbEtZ4cucZZnVfjLsXHubaLik+GZM8Z2P08iEY+E0fCEYCbp+9j/UTvBETofuJJuT2w5gt8Jre85/PkhWCHxTgs/TTMexZftjgPksAP09SuLlm/A5v0dANLRq6ZXn/eB65mv79AYzs3wJtm3ugq2cNPAuNxtyVf+fZjshQCKL43+XEyMLCAikpKcgpNSdPnkSHDh3g4OAAHx8f1WrjPj4+8PT0hKWlJYKDg2FnZ6dq4+vri08//RRlypTBqVPq03f+/PPPGDFiBNzd3XHx4kWULJnxi+2PP/5Anz594ObmhocPH8LERHp9GBsbC1tbW/Q9+SlMrQ13akJtePVNpbwPIpjdzLrAF6lTvNX8ofb3kXGJvFf5JkARnf0D26QusXfjwg6hyEtPS4bvn7MQExOj8yHXwL/fST4/3wfmxfR/pfWU+DRsaPV7oeVTH7GHA8Dff/+N+fPnq35OTc34C1aTJk1U+2bNmqVaCbx9+/YYN24cVq5ciTp16qBDhw5ITU3FiRMnIIoitm7dqlZsABkPhT969AjJyVkfohs2bBgOHz6M/fv3o2rVqmjXrh0iIiJw7tw5WFpaYseOHRoVG0RERERFjSgaQSnq/+PDogHcg67xWyyA8PBwXL2a9dmDd/eFh6uv5LxixQrUqVMHq1evxokTJ2BmZob27dtj1qxZaNasmUbXNzIywm+//YaVK1diy5Yt+Ouvv2BtbY0+ffpg7ty5qF7dsGZrIiIiIqL3B4dUGSgOqZKOQ6qk4ZCqvHFIlTQcUiUNh1RJwyFVeSsqQ6pGnusHMwMYUpUan4aNrX/jkCoNsIeDiIiIiGSngAAF9H+GJ0O4B13jIDQiIiIiIpINCw4iIiIiIpINh1QRERERkeyUomEsmqfk088aYw8HERERERHJhgUHERERERHJhkOqiIiIiEh2SgNZ+M8Q7kHXmDEiIiIiIpINCw4iIiIiIpINh1QRERERkeyUEKA0gEXzDOEedI09HEREREREJBsWHEREREREJBsOqSIiIiIi2SlEAQoDWPjPEO5B19jDQUREREREsmHBQUREREREsuGQKiIiIiKSHRf+e38xY0REREREJBsWHEREREREJBsOqSIiIiIi2SkhQGkAMzxx4T/NsYeDiIiIiIhkw4KDiIiIiIhkw4KDiIiIiIhkw2c4iIiIiEh2IgSDeP5BNIB70DX2cBARERERkWxYcBARERERkWw4pIqIiIiIZKcUDWRaXAO4B11jDwcREREREcmGBQcREREREcmGQ6oMXET7GJgIpoUdRpFmjBuFHYJeUBR2AGQwFNHRhR0CGRCbc48LO4QiL12ZWtghAACUohGUov7/rdsQ7kHXmDEiIiIiIpINCw4iIiIiIpINh1QRERERkew4S9X7iz0cREREREQkGxYcREREREQkGw6pIiIiIiLZKSFACf0fjmQI96Br7OEgIiIiIiLZsOAgIiIiIiLZcEgVEREREcmOs1S9v9jDQUREREREsmHBQUREREREsuGQKiIiIiKSHYdUvb/Yw0FERERERLJhwUFERERERLLhkCoiIiIikh2HVL2/2MNBRERERESyYcFBRERERESy4ZAqIiIiIpIdh1S9v9jDQUREREREsmHBQUREREREsuGQKiIiIiKSnQhACf0fjiQWdgB6iD0cREREREQkGxYcREREREQkGw6pIiIiIiLZcZaq9xd7OIiIiIiISDYsOIiIiIiISDYcUkVEREREsuOQqvcXeziIiIiIiEg2BtXDkZiYiOPHj+PQoUO4ePEinj59CmNjY7i5uaFPnz6YMGECihUrpjpeqVTi0qVLOHToEE6dOoWAgACkpqaibNmy6NChA6ZOnQpXV1eN4wgICMCiRYtw+vRphIWFwdzcHFWrVsWAAQMwduxYmJmZZdsuLS0Na9aswa5du+Dv7w+lUgkXFxe0aNEC8+fPR5kyZfKdGzmZmpnAa97/0H5QKxQrUQxP7jzFtll7cOPknTzbOrjYY/RyL9TvWBuCkYDbZ+5j3YRteBX8RgeR6xbzJA3zlDfmSBrmSRrmSRpTMxMMntoD7T5ujGK2Vgh+8BLeiw7i5rmHubYbNLkbBk3pnmV/anIaepT7Qq5wiYoUQRRFg1m/5Oeff8aIESMAANWqVUPNmjURGxuLy5cvIy4uDlWrVsW5c+dQsmRJAEBgYCDc3d0BAKVKlUKjRo1gbGwMX19fvHz5EjY2Njh8+DBatGghOYbLly+jQ4cOSExMVMUQExODCxcuICkpCa1bt8bJkydhYqJe60VFRaFjx464fv06SpcujSZNmqhivHv3Li5cuKBRHLGxsbC1tUUb9ISJYCq5XX7M2DkOLfs2wR8rD+Pl4zB09GoDj4aVMantXNy/5J9jOwtrC6y7vgTWtlbYt/wQ0tMU6DO+GyAAo+pORlxUvKxx6xrzJA3zlDfmSBrmSRp9z5Oxg71OrjNtw2do0b0+Dmw4hZdP3qBD/6aoUrcipn60DPevBuXYLrPgWDVpJ5ITUlT7lQolzu7300XoSFem4lTUNsTExKB48eI6uea7Mr+TtDo0BibW5jq/vralJ6TgfPe1hZZPfWRQPRympqYYOXIkxo8fj2rVqqn2h4WF4cMPP8TNmzcxfvx47Nq1CwAgCAI6dOiAadOmwdPTE4KQMSYvJSUFo0aNwrZt2zBw4EAEBgbC1FTal/YvvvgCiYmJWLRoEaZNm6baHxoaipYtW+LcuXP45ZdfMHToUNV7oiiib9++uH79OmbPno2ZM2eqFSRPnjwpsh9oj4Zu8PykBTZM3o59yw4BAE5sP4dNd5djxJJBGN9iZo5te4zpiLJVXDC20TQEXMv4Ze135CY23V2OfhO7Y8s3u3VyD7rAPEnDPOWNOZKGeZKGeZKmSt2KaNO7ETbN3off154AAJzc64MNF2bjs2/7YMKH3+d5jouHriM2KkHuUImKJIN6hsPLywsbNmxQKzYAoHTp0lizZg0A4I8//kBqaioAoHLlyjh+/Djatm2rKjYAwNzcHGvXroWtrS2ePXuGy5cvS7p+fHw8bt68CSsrK0yZMkXtPRcXF3zxRUbXqZ+f+l80fvvtN5w5cwb9+vXDnDlzsvR+VKpUCY6OjpJi0LWWfZtAka7A4Y0nVfvSUtJwdMsp1GjmAaeyDjm37dMU/r6Bqv9RAcDzR6G4eeouWvVrJmvcusY8ScM85Y05koZ5koZ5kqZl93pQpCtwZPsF1b60lHQc23kJ1RtVhqNLiTzPIQgCrIpZyBkmUZFlUAVHbmrXrg0go/ciMjIyz+MtLS1RpUoVABm9E1KYmprCyCjvlDo4qP8C37RpEwDgyy+/lHSdosStjiteBIQhMS5Jbf8j30AAQOU6FbNtJwgCKtUqj4DrWbuh/f0CUcatFCwN6Bcz8yQN85Q35kga5kka5kmayh+Uw4ug10iMT1bb/+hGSMb7NcvleY6t1xbgj+CV2B+yElPWDoOdk40coRZpmbNUGcJGmnlvCo4nT54AyCgK7O3zHu+pVCrx9OlTABnPd0hhbm6OVq1aITExEd9/r969GhoaijVr1sDU1BSDBw9W7U9LS8PFixdhYmKCRo0a4c6dO5g1axY+//xzzJs3D7dv35Z6i4XCvrQdosKis+yPDHsLAHDI4a8+NvbFYGZhlm3bzH0OLroZl6sLzJM0zFPemCNpmCdpmCdp7J1tEfU6Nsv+qNcxAACHUrY5to2LScTBn89g1cQdmD90PY7uuIRWvRpg6aHJ7PGg94ZBPcORm5UrVwIAOnfuDHPzvB9Y2r17N968eQMnJyc0aya9a3j9+vXo0KEDpk+fju3bt6seXD9//jxKly6Nv//+W9VzAmQUQsnJyXB2dsaPP/6Ib775BkqlUvX+nDlzMG7cOPz4448a3K3umFuaIS0lLcv+1OSMYWtmltnPyGX+z/7s26apHWMImCdpmKe8MUfSME/SME/SmFmYIS01m3v95/5zyhMAHNx4Wu3nS3/dxKMbwZi2YTi6DWuNvauOaTdYoiLovejhOHz4MDZv3gxTU1PMnz8/z+OfP3+O8ePHAwDmzZsnqUDJ5OHhgYsXL6JevXp4+PAhfvvtNxw7dgzJycnw9PREjRo11I6Pjs74S1BkZCSmT5+OUaNGISgoCBEREdi8eTMsLS2xYsUK1TMoOUlJSUFsbKzapgspSakwNc/6QL2ZRcYv39Sk1BzbAcihranaMYaAeZKGecobcyQN8yQN8yRNanIqTM2yudd/7j+nPOXk7B9+iHodg7qtquV9sAERRcFgNtKMwRcc/v7+GDRoEERRxA8//KB6liMnCQkJ6N27NyIiItCrVy+MGjVKo+udPn0atWvXRlpaGk6fPo3Y2FgEBwfjm2++wdatW9G8eXOEh4erjs/szUhPT0eXLl2wZs0aVKpUCQ4ODhg2bBh++OEHAMCiRYtyve6iRYtga2ur2sqVy3s8qTZEhb2FfemsXe4Ope0AAJGhWbvbASAuKh6pyanZts3cFxkapb1ACxnzJA3zlDfmSBrmSRrmSZqo1zGwd846W6S9c8ZQqshXMRqfM/xlFGxKWBc4NqKCio6OxqtXr5CcnJz3wflk0AXHy5cv0blzZ0RHR2PChAkYN25crsenpaWhX79+uHbtGlq0aKGaPleqqKgo9OvXD2lpaThy5Ag8PT1hY2ODihUrYv78+Rg7dixCQkKwdOlSVZt3FyJ8d6rcTEOGDFHdS2BgYI7Xnj59OmJiYlTb8+fPNYo9v4Juh6BsldKwsrFU21+1ccb6JkG3QrJtJ4oigu8+Q5X6lbO8V62RO0KDXiEpXr4Pvq4xT9IwT3ljjqRhnqRhnqR5cu8FylZ2zvLMhUf9jMWBg+5p/v9c53IOiImM00p8RJpIS0vDhg0b0Lp1axQrVgyOjo4oU6YMrK2tUbFiRYwYMQK3bt3S6jUNtuDIXEjv6dOnGDp0qNqX/OwolUp4eXnhyJEjqFOnDg4dOgRLS8tc2/zX33//jaioKDRp0iTbVcH79esHADh//rxqX4UKFVSvK1asmKWNlZWVaqHCN29yXrnV3NwcxYsXV9t04cI+HxibGKPryPaqfaZmJug0xBMPrwQg/EXGjGBO5RxRzsNFve3vV1C1kRuq1K+k2le2igvqtK2J8/uu6CR+XWGepGGe8sYcScM8ScM8SXPh0HUYmxijy6ctVftMzUzQ8ZOmeHjtCSL+6QlyKlMCZd2c1draOhTDf3Ub2hp2TsVx7dR9eQMvYpQQDGbTVwEBAahduzbGjBmDixcvIjExEaIoqrbnz59jy5YtaNiwIWbNmqW16xrkQ+Px8fHo0qULHjx4gN69e2PTpk1q62xk58svv8Tu3btRpUoVHDt2DHZ2dhpf98WLFwAAW9vsZ6vI3J/53EbmPldXVwQHB6vtz6RUKvH27VsA6r0hRYW/byDO7b2MzxYOgF1JW4QGvkLHT1vDuaITlg1fpzpuqvcXqN2mBjoY9VPt+3PtMXQZ3h7f/TUdvy07hPS0dPT9ujuiX8eoFqAyFMyTNMxT3pgjaZgnaZgnaR7dCMH5g9cwdOZHsHO0QWhwONr3bwLnco74cfwvquMmrxmKWs090Nnpc9U+7xuLcP7gNYQ8eInUlDTUaOyG1h81QODdZzi8/Xx2lyOSRVRUFDw9PfHq1SuIoghzc3PUrl1b9Ufyly9f4vbt20hJSYFCocDChQthbW2ttpB1fhlcwZGSkoKePXvC19cXnTp1wu7du2FsbJxrm5kzZ2Lt2rUoX748Tpw4oepR0FTm9Lk3b96EQqHIct3MBf/+25PRo0cPrFy5EmfPnkXHjh3V3rty5QpSU1NhaWkJDw+PfMUltyVeqzHkWX+0H9QKNiWs8eTOM8zqvhh3LzzMtV1SfDImec7G6OVDMPCbPhCMBNw+ex/rJ3gjJkI3D73rEvMkDfOUN+ZIGuZJGuZJmh/GboXXtCi0+7gJitlaIfjBC8weuBr3fB7n2u7M71dRvWFlNO9WF2bmpnjzIhK/rT6OPcsPIyUp68xXRHJZtGgRwsLCYGxsjGnTpmH8+PFZ1oaLjIzEjz/+iMWLF0OpVGLevHkYOXKkpCUlciOIoigW6AxFiEKhQL9+/bB//360bNkSR48ehZWVVa5tfvzxR0yYMAGlSpXC+fPn4e7unud1fH198emnn6JMmTI4deqUan9YWBhcXV2RkpKC6dOn47vvvlMtBPjo0SO0bdsWoaGh2LRpE4YPH65qFxISAg8PD5ibm+P48eNo0qQJACAiIgJdu3aFn58fxowZk+dMVe+KjY2Fra0t2qAnTISsM2sQEREZAmMHw1nvQy7pylScitqGmJgYnQ25flfmd5LGB76CibX0mT+LqvSEFFzttarQ8plfHh4eCAwMxNdff53nowYTJ07Ejz/+CEEQsGPHDnzyyScFurZB9XCsXr0a+/fvBwA4OjpizJgx2R63dOlSODo64tatW5g4cSIAwNXVFQsWLMj2+OHDh6NFixaqnxMTE/Ho0aMsT/OXLl0aS5cuxVdffYVFixbh119/Rd26dREZGQkfHx+kpKSga9euqgfBM1WsWBHr1q3D8OHD0apVKzRt2hS2tra4fPkyIiMjUa9ePSxZsiS/aSEiIiIiAzN//nxMnToVZmbS1rx59uwZAKB79+55HtujRw/VGnDamIjIoAqOd5+ByCw8sjNnzhw4Ojri7du3yOzg8fHxgY+PT7bHt2nTRq3gyM0XX3yBmjVrYuXKlbhy5QoOHjwIKysr1K1bF4MHD8bnn3+e7RCvYcOGoVKlSli8eDGuXr2KpKQkVKpUCV9++SUmTZoEa2tOnUdEREREGWbPno1ffvkFK1euRJcuXfI8vlixYoiKisKrV6/yPDYsLEz1Oq/RQlIY1JAq+heHVBER0fuAQ6ryVlSGVDXaP85ghlT5frSy0IdUGRkZqSZFyuyRyG7G00xdunTBsWPHUKNGDVy4cCHHCZKioqLQqlUrPHjwAIIg4NKlS6rh/vmOtUCtiYiIiIhI565cuYK6detCFEX8+eefqFGjBubPn4/U1NRsj//iiy8AAA8ePICHhwdmzJiBEydO4P79+7h//z5OnDiBadOmoWrVqnj48CEEQUC9evUKXGwA7OEwWOzhICKi9wF7OPLGHg7tKio9HEDGIpwbNmzAzJkzERUVBUEQUKlSJaxcuRJdu3bNcvy7D4PndV4nJyecO3cOVatWLXCc7OEgIiIiItkpRcFgtqJCEASMGjUKAQEBGD58OARBQFBQELp3746ePXsiJCRE7fhly5bh559/RqlSpdQW/Ht3A4Bu3brB19dXK8UGwB4Og8UeDiIieh+whyNvRaWHo8Ef4w2mh+Na7xVFoofjvzKXUrh+/ToEQYCFhQWmTp2KqVOnwtz839wrFAqcPXsWV69eRVhYGFJSUmBra4uqVauiXbt2uT4Lkh8sOAwUCw4iInofsODIGwsO7SrKBQeQMRxq06ZN+OabbxAZGQlBEODq6oqVK1fiww8/LJSYOKSKiIiIiGQnioLBbEWZIAgYOXIkHj16hBEjRkAQBDx58gQ9evRAjx49EBwcrPOYWHAQERERERkYe3t7bNiwAVeuXEHDhg0hiiL+/vtv1KhRA3PnzkVKSorOYmHBQURERERkoBo0aIArV65gw4YNsLe3R3JyMubNm4caNWrgr7/+0kkMLDiIiIiISHZiEZhdShtbUR9SlR1BEDBixAgEBARg5MiRqmFWPXv2RPfu3fHkyRNZr28i69mJiIiIiEhWqampOH78OK5fv443b94AAJycnFCvXj107NgRFhYWAIASJUpg/fr1GDFiBMaOHQtfX18cPnwYp06dwpQpUzB9+nS12ay0hQUHEREREZGeWr16NebOnYuoqKhs37ezs8OsWbMwfvx41b769evjypUr+PnnnzFjxgxERERg/vz5+OWXX/Djjz+iR48eWo2RQ6qIiIiISHYiAFE0gK2wE/mOsWPHYty4cYiKispxIb/o6GhMnDgRw4cPz9J++PDhCAgIwOeffw5BEBAcHIyPPvoI3bp1Q1BQkNbiZMFBRERERKRnDh48iHXr1kEURQiCgN69e2P//v24desWbt68iQMHDqBv374wMjKCKIrYunUr9u/fn+U8dnZ2WLduHa5evYrGjRtDFEUcOXIENWvWxLfffovk5OQCx8qCg4iIiIhIz6xbtw5AxgPh3t7e2LdvH3r27IlatWqhdu3a6NGjB/bu3Ytdu3ZlaZOd+vXrw8fHB5s2bYKDgwNSUlKwYMECLF26tMCxsuAgIiIiItkpIRjMVhRcu3YNgiCgatWqGDhwYI7Hffzxx6hevTpEUcSNGzfyPO9nn32GgIAAjB49GoIgQKlUFjhWFhxERERERHomISEBAODs7JznsU5OTgCAxMRESee2s7PDmjVrcO3aNdSqVSv/Qf6DBQcRERERkZ4pW7YsRFHE9evXERMTk+NxMTExuHHjBgRBQJkyZTS6Rp06ddCrV68CRsqCg4iIiIh0QPxn0TxD2IqCDz/8EAAQHx+PXr16ISAgIMsxAQEB6N27N+Li4gAAXbt21WmMmbgOBxERERGRnpkxYwZ27NiB6OhonD9/HtWrV0edOnVQsWJFAMDTp09x8+ZNiGLGRL52dnaYPn16ocTKgoOIiIiISM+ULFkSx48fR8+ePfHy5UuIooibN2/i5s2bqmMyi43SpUtj//79KFWqVKHEyoKDiIiIiGSnFAUIRWQ4UkEoi9A91KtXD/fv38eaNWuwd+9e3Lt3DwqFAgBgZGSEDz74AP369cPYsWNhZ2dXaHGy4CAiIiIi0lPFixfH9OnTMX36dKSlpSEqKgoAYG9vD1NT00KOLgMLDiIiIiIiA2BqaippmlxdY8FBRERERLITxYxN3xnCPegap8UlIiIiIiLZsOAgIiIiIiLZcEgVEREREcmuKC2aVxCGcA+6xh4OIiIiIiKSDXs4DJxxCTsYC2aFHUaRpoiOLuwQiIgonxSRUYUdQpGnENMKOwR6z7HgICIiIiLZcUjV+4tDqoiIiIiISDYsOIiIiIiISDYcUkVEREREslOKAgQDGI6kNIB70DX2cBARERERkWxYcBARERERkWw4pIqIiIiIZCeKGZu+0/d7iIuLQ0xMDJRKJcqXL6+Ta7LgICIiIiIyUM+ePcOGDRtw+vRp3Lp1C6mpqQAAQRCQnp6e5Xhvb2+kpKQAAIYMGQIzs4Kv58aCg4iIiIjIwKSlpWHatGn46aefoFAoAACihO6ZS5cuYfPmzQAAOzs7fPzxxwWOhc9wEBEREZHsMoZUCQawFXYm85acnIx27dphxYoVSE9PhyiKkooNAPjqq69Ux+7atUsr8bDgICIiIiIyICNGjMDFixchiiJMTEwwevRoXLx4EW/fvkWnTp1ybVuzZk1Uq1YNoijizJkzqt6RguCQKiIiIiIiA3H16lXs3LkTAGBtbY2///4brVq10ugc7du3x8OHDxEfH4+7d++iTp06BYqJPRxEREREJLvCHwqlva0o++WXXwBkPBS+bNkyjYsNAKhbt67qtb+/f4FjYsFBRERERGQgzpw5AwAoVqwYhg0blq9zlC5dWvX69evXBY6JBQcRERERkYEIDQ2FIAioWbMmTEzy9/REsWLFVK8TEhIKHBMLDiIiIiIiA5G5hoaFhUW+zxEXF6d6bWNjU+CYWHAQERERkexEA9qKspIlS0IURYSGhub7HO8+t1GyZMkCx8SCg4iIiIjIQHh4eAAAHj9+jLCwsHyd46+//lK9btCgQYFjYsFBRERERGQgunTpAiBjVfGlS5dq3P7ixYs4ffo0BEFApUqVULly5QLHxIKDiIiIiGRX2FPZvi/T4g4ePBi2trYAgJUrV2Lv3r2S2z569Aj9+/dX/Tx+/HitxMSCg4iIiIjIQDg4OGD27NkQRRGiKGLAgAEYOXIkHjx4kGObkJAQzJ07F40aNUJYWBgEQUD16tUxcuRIrcTElcaJiIiIiAzI+PHj8eDBA/z8888AgM2bN2Pz5s1wdHRUzWIFALVq1cKbN28QHh4OIGMYFgA4Ojrizz//hKmpqVbiYQ8HEREREcmvsKeWel+mqfrHhg0bsHDhQpiYmKh6O8LDwxEXFwdByBgWdv/+fbx580b1PgDUrl0bV69ehaurq9ZiYcFBRERERGRgBEHAtGnTcO/ePXz++ecoXrw4AKiKi3eLDACoVq0aNm7cCF9fX60WGwCHVBERERERGSx3d3esW7cOa9euxe3bt3Hv3j1ERkYiISEBtra2cHZ2RpMmTVC2bFnZYmDBQURERETy04MZniTR03sQBAF16tRBnTp1dH5tDqkiIiIiIiLZsOAgIiIiIpLRy5cvMWjQIDg4OMDS0hIffPABrl27Jsu19uzZg+TkZFnOnV8GV3AsX74cvXv3hru7O2xtbWFubo4KFSrg008/xd27d7McP2fOHAiCkOM2bdo0ydcOCQnJ9VyZ27Bhw9TaRUREYPPmzRg5ciTq1KkDExMTCIKAbdu2FTQdOmFqZoJhs3tj5/3vcfDFaqw4Ph1121TLs92gKd1xNHJjlu3Pl2t0ELXumZqZYPjigdjzYgP+StiJVT4LUa99LUltHVzsMXPP19gftQ0H3npj7v4pKOVaUuaICwfzlDfmSBrmSRrmSRrmqeBE0XA2TURHR6N58+YwNTXFkSNH8ODBAyxbtgwlSpSQJc8DBgyAs7MzvLy8cPz4cSiVSlmuowlBFDVNW9Hm6OiIhIQE1KpVC2XKlAGQMeVXQEAATE1N8ccff6Bbt26q4+fMmYO5c+eiefPmcHNzy3K+Dz/8EP369ZN07YiICEyaNCnH93/99VckJydjy5YtGDp0qGr/gQMH8NFHH2U5fuvWrRgyZIika/9XbGwsbG1t0a6EF0wEs3ydQ6ppG4ejRY/6OLD+JF4+eYMOnzRDlboVMbXnMty/Gphju0FTumPQ1O5YNXEHkhP+nRNaqVDi7B9+ssb8LkV0tE6uM2PnOLTs2wR/rDyMl4/D0NGrDTwaVsaktnNx/5J/ju0srC2w7voSWNtaYd/yQ0hPU6DP+G6AAIyqOxlxUfE6iV9XmKe8MUfSME/SME/S6HOe0sU0nMVBxMTEqGYq0qXM7ySuW7+BkZWFzq+vbcrEZAQPXSA5n9OmTcOlS5dw4cIFHUQHGBkZqaa9BYCSJUuif//+GDhwIBo0aKCTGP7L4AqOS5cuoX79+rCwUP9Ar127FmPHjoWzszNevHgBE5OM5+UzC46CfLmX4uHDh6hevTosLS3x6tUrtQ+oj48PduzYgQYNGqBhw4ZYtWoVNm3apBcFR5V6FbHqxAxs+vY3/L7mBADA1NwEGy7OwduIOEzosiTHtpkFx8fuExBbiP9j0kXB4dHQDauvLsKGyduxb9khAICpuSk23V2Ot29iML7FzBzbfjy5B0YsGYyxjaYh4FoQAKCchws23V2OvT8cxJZvdssev64wT3ljjqRhnqRhnqTR9zyx4NAuTQuO6tWro1OnTnjx4gXOnTuHMmXKYMyYMRgxYoQs8dnb2+Pt27dq+zILEDc3NwwaNAgDBgxA5cqVZbl+dgxuSFXz5s2zFBsAMGbMGFSuXBmvX7/OdWl3uezYsQMA0LNnzywfzqZNm2LNmjUYOnQoatasCSMj/flnadm9PhTpChzZ/m/VnpaSjmM7L6J6o8pwdMm7u1AQACsb/f8FlJuWfZtAka7A4Y0nVfvSUtJwdMsp1GjmAaeyDjm37dMU/r6Bqv9RAcDzR6G4eeouWvVrJmvcusY85Y05koZ5koZ5koZ50g7xn1mqDGEDMgqpd7d3V/B+15MnT7Bu3Tq4u7vj2LFjGD16NL766it4e3vLkufXr19j//796Nu3r+o7ceaaG4GBgZgzZw6qVKmCJk2aYM2aNapVxuWkP99stSBzeXYzM3mHGP2XKIrYtWsXAGDw4ME6vbbcKtcqhxdBr5EYp/5w0qMbIRnvf1Auz3NsvbEQf4Sswv6nqzBl/TDYOdnIEWqhcqvjihcBYUiMS1Lb/8g3Y8hZ5ToVs20nCAIq1SqPgOtBWd7z9wtEGbdSsCxmOMUa85Q35kga5kka5kka5omyU65cOdja2qq2RYsWZXucUqlEvXr1sHDhQtStWxcjR47EiBEjsH79elniMjU1Rc+ePbF37168fv0aW7duRYcOHWBsbKy24J+fnx+++uorlClTBl27dsXOnTuRmJgoS0zvzTocv/zyCx49egR3d3e4u7tnef/06dO4desWkpOTUbZsWXTp0gX169fXyrUvXryIkJAQlCxZEh07dtTKOYsKe2dbRL2OybI/c59DKbsc28a9TcDBTafx0O8J0lLTUbOJG7p/5okqdV3xVfsFWYoYfWZf2g5RYVmHbkWGvQUAOOTQE2RjXwxmFmbZts3c5+BijxcBodoLthAxT3ljjqRhnqRhnqRhnig7z58/Vxu1Ym5unu1xpUuXRvXq1dX2VatWDb///rus8QGAjY0NvLy84OXlhdevX2P37t3YvXs3/Pz8VKuMp6en49ixYzh27BisrKzQs2dPDBw4EJ06ddLaqBuDLTh++OEH3L9/HwkJCXj48CHu378PFxcX7N69G8bGxlmO/+WXX9R+njVrFvr06YNt27ahWLFiBYolczhV//79Vc+OGAozCzOkpaRn2Z+anPbP+6Y5tj248bTaz5cO3cCjGyGYtnE4ug1rg70rj2o32EJkbmmGtJS0LPtTk1MBAGaW2fe6mf+zP/u2aWrHGALmKW/MkTTMkzTMkzTMk5aIgt4umqfmn3soXry4pGc4mjdvjkePHqntCwgIQIUKFWQJLyfOzs4YP348xo8fj8DAQOzcuRO7d+9GQECAqvhISEhQFSWOjo743//+h1WrVhX42gY7pOrYsWPw9vbGvn37cP/+fVSoUAG7d+/O0mvh5uaGpUuX4v79+4iPj8fz58+xc+dOlClTBr///nuBh0ClpKTgt99+AyDvcKqUlJQsYwl1ITU5FabmWYuozEIj8xeqVGd/90XUqxjUbZ33tLr6JCUpFabmWYsvM4uM/9GkJqXm2A5ADm1N1Y4xBMxT3pgjaZgnaZgnaZgnKoivv/4aV65cwcKFCxEYGIhdu3Zh48aNGDt2bKHF5ObmhtmzZ8Pf3x9+fn4YN24cSpUqBeDf5z3Cw8OxZo12liow2ILj5MmTEEUR0dHROH/+PNzd3dG6dWssWLBA7bhBgwZh4sSJqF69OqytrVG2bFkMGDAAfn5+cHBwwIEDB3DlypV8x/H3338jOjoaVatWlXUqskWLFqmNIyxXLu9nJ7Qh6nUM7J1ts+zP3Bf56q3G5wwPjYKNnXVBQytSosLewr501i53h9J2AIDI0OxnyoqLikdqcmq2bTP3RYZGaS/QQsY85Y05koZ5koZ5koZ5ooJo2LAh9u/fj927d6NmzZqYP38+VqxYgYEDBxZ2aACA+vXr48cff8TLly9x4sQJNG7cWOvXMNiCI5OdnR1atmyJw4cPo379+pg1axb8/PJe46F06dKqtTKOHs3/0J7M4VRyPyw+ffp0xMTEqLbnz5/Ler1MT+4+R9nKzllmmfKo7woACLqreRzO5RwQExmnlfiKiqDbIShbpTSsbCzV9ldtnPE8UdCtkGzbiaKI4LvPUKV+1qnrqjVyR2jQKyTFG86zLsxT3pgjaZgnaZgnaZgn7SjsxfoKa+E/AOjWrRvu3r2L5ORkPHz4ULYpcfPr+fPn+P777zFhwgT4+vqqreOhDQZfcGQyNTXF//73P4iiiEOHDklqk/lweVhYWL6u+fbtWxw+fBiCIMhexZqbm6vGEkodU6gNFw7dgLGJMbp82lK1z9TMBB0/aYaH154g4p+/+jiVsUdZ91JqbW0dsj4b021Ya9g5Fce1U/flDVzHLuzzgbGJMbqObK/aZ2pmgk5DPPHwSgDCX0QCAJzKOaKch4t629+voGojN1SpX0m1r2wVF9RpWxPn9+W/960oYp7yxhxJwzxJwzxJwzyRIYqOjsaGDRvQunVruLq6YsaMGbh37x4AqJ7pyG6pifwwrCeY8+Do6AgAkucbjv5nQThr6/wN79m7dy9SUlLQqlUrnT8YpCuPrgfj/IFrGDqrN+wciyM0+A3a928K5/KO+HHcdtVxk9cORa0WHujsMFK1z/vWYpw/4IeQBy+RmpKGGo3d0Lp3QwTeeYbD3ucL43Zk4+8biHN7L+OzhQNgV9IWoYGv0PHT1nCu6IRlw9epjpvq/QVqt6mBDkb/rm7/59pj6DK8Pb77azp+W3YI6Wnp6Pt1d0S/jlEtQGUomKe8MUfSME/SME/SME9kKJKTk3Hw4EHs3LkTx48fR1paxrO2764DbmRkhLZt22LgwIHo06ePVq77XhUc586dAwBJKyuKooj9+/cDAOrVq5ev6+lqOFVh+2HMFnhN74l2HzdBMTsrBD94gdmf/IR7Po9zbXdm31VUb1QZzbvXg5m5Kd48j8RvPx3DnuWHDfIhuiVeqzHkWX+0H9QKNiWs8eTOM8zqvhh3LzzMtV1SfDImec7G6OVDMPCbPhCMBNw+ex/rJ3gjJkI3kwPoEvOUN+ZIGuZJGuZJGuZJC8R/Nn2nZ/egVCpx4sQJ7Ny5EwcOHEBCQgIA9SIDAOrWrYtBgwahf//+KF26tFZjEMT/Xk2PXbp0CXFxcejYsaPavMFpaWlYv349xo8fD3Nzczx69AjlypVDeHg49u7di08//RQ2Nv8uNhcfH49JkyZhw4YNKFWqFIKCgmBlZaV639fXF59++inKlCmDU6dOZRvL06dP4erqCnNzc7x69Qq2tlkfrM7JqFGjsGHDBmzduhVDhgzRPBHIWP3S1tYW7Up4wUR4j6bcywdFdPYP+xERERmCdDENZ3EQMTExOhty/a7M7yQVNs2CkZX+L3SoTEzG0xHzCy2fUl25cgW7du3C3r17VaN7/vu139XVFQMGDMDAgQNRtWpV2WIxqB6Ox48fY+jQoXB0dET9+vXh4OCAiIgI3L17F2FhYbCwsMC2bdtUMzglJCTgiy++wLRp09CwYUOULl0a4eHhuHHjBiIjI2FnZ4d9+/apFRsAkJiYiEePHiE5OecHvXbu3AlRFNG9e3dJxUaTJk1Ur4ODgwEA8+fPV61CWa9ePaxdu1bjnBARERHR+2PWrFnYvXu36vvkf4sMBwcHfPzxxxg0aBCaNm2qk5gMquBo3bo1ZsyYgXPnzuHOnTuIiIiAmZkZKlasiL59++Krr76Cm5ub6ngHBwdMnToVV65cQUBAAC5fvgxjY2O4urpiyJAh+Prrr1GmTJl8xbJz504AGdPuSnH16tUs+548eYInT54A0N5DO0RERESFQRQFiAaw8F9Rv4cFCxZAEAS1QsPKygo9evRQrSCu64WoDargcHV1zbLORm5sbGywePFija/Tpk2bLNXif92/r9ksSwY0so2IiIiICpEoijA2Nka7du0wcOBA9O7dO9+TIGmDQRUcRERERETvs4YNG2LgwIHo378/SpYsWdjhAGDBQURERES6wgEdsstumH5he28W/iMiIiIiIt1jwUFERERERLLhkCoiIiIikh1nqXp/seAgIiIiItIjbdu2Vb0WBEFtIep33yuo/547v1hwEBERERHpkbNnz6rW2hAEIdv3Ciq7c+cXCw4iIiIikp8Iw5ilqojcQ25ruBW19d1YcBARERER6ZGtW7fm673CwoKDiIiIiEiPeHl55eu9wsKCg4iIiIh0QPhn03eGcA+6xXU4iIiIiIhINuzhICIiIiIyEPPmzQMAuLm5YcCAAfk6x969e+Hv7w8A+PbbbwscEwsOIiIiIpIfZ6nSiTlz5kAQBHTq1CnfBcfu3btx8OBBCIKglYKDQ6qIiIiIiEg2LDiIiIiIiEg2HFJFRERERPLjkCq9kZCQAACwtLTUyvnYw0FERERERAAyVim/d+8eAMDR0VEr52QPBxERERHRey45ORmBgYFYtWoVXr16BUEQULt2ba2cmwUHEREREclPFDI2fVeE7sHY2Djb/aIo4tixYzm+L1Xfvn0L1D4TCw4iIiIiIj0kiiIEQYAoZn2wJLt9mvD09MSgQYMKdI5MfIaDiIiIiEhPFbSweJeFhQUaNWqEFStW4OjRoxAE7fTmsIeDiIiIiGQnihmbvitK9xAcHKz2syiKqFSpEgRBQKtWrbBt2zZJ5zEyMoK1tTXs7OxgZKT9/ggWHEREREREeqhChQrZ7hdFEZaWljm+r2ssOIiIiIiIDMTWrVsBAGXKlCnkSP7FgoOIiIiI5MeF/3TCy8ursEPIgg+NExERERGRbNjDYeAU0W8hCKaFHQYRERERvadYcBARERGR/LjwX6FQKBTw8/ODn58fXr58iZiYGKSkpEhqKwgCNm/eXOAYWHAQERERERkYpVKJH374AT/99BPCwsLyfR4WHEREREREpCYhIQGdOnWCj48PAGmLA2a3YjkX/iMiIiIivSGIGZu+04d78PLywuXLl1U/t2zZEo0bN8b+/fsRFBQEQRDw7bffIi4uDi9fvoSPjw+ePXsGIKPI6N+/P6pUqaK1eFhwEBEREREZiCtXruCPP/4AAFhYWGDPnj3o0aMHAODu3bsICgoCAMyePVut3ZkzZzBhwgTcvn0bf/31F7y9vdGrVy+txMRpcYmIiIiIDMTOnTsBZPRUzJo1S1Vs5MXT0xN+fn7o2bMn4uLiMGDAANy5c0crMbHgICIiIiL5iQa0FWEXL14EABgbG2PMmDEatTUxMcGOHTtQtmxZJCcnY+zYsVqJqcgVHEqlsrBDICIiIiLSSy9evIAgCKhatSpsbW3V3nv3IfDU1NRs21tbW2PEiBEAgMuXL+PJkycFjqnIFBwKhQJbtmxB1apVCzsUIiIiIiK9FBMTAwAoWbJklvcsLS1Vr+Pi4nI8R6NGjVSv/fz8ChxToT80npaWhi1btmDJkiV4+vRpYYdDRERERHLgwn86YWlpifj4eCgUiizvFS9eXPX62bNncHBwyPYc1tbWqtehoaEFjqnQejhSUlLw008/oVKlShgzZgyePn0qaY5gIiIiIiLKnouLC0RRRERERJb33NzcVK9z67kIDAxUvU5PTy9wTAXq4Th27BhOnz6N4OBgxMTEwMbGBjVr1kTv3r1Rq1atbNukp6dj3bp1WLRoEV6/fg1RFNUWGqlXr15BQiIiIiIiem/VqFEDjx49wuPHj6FQKGBsbKx6r2HDhqrX27dvx8iRI7M9x88//6x6XbZs2QLHlK8ejuvXr6NWrVro2rUrli5dit9//x0nT57E/v37MX/+fNStWxeDBw9GUlKSWrtjx47Bw8MD48ePx6tXr1T7RVFE48aN8ddff2llnBgRERERFTGFPbPUezJLVcuWLQFkPLZw5coVtffatm0LR0dHAICPjw/Gjx+P5ORk1ftxcXEYMWKEatFAY2NjeHp6FjgmjQuOa9euwdPTE/fv389xCJQoiti1axc++ugj1b4pU6aga9euCAkJUTuuVatWOH78OHx8fNC1a1fN74CIiIiIiAAAnTt3Vr3OXAAwk4mJCaZNm6b6Dv/TTz/ByckJjRs3RuPGjVGqVCls2bIFQMaMVoMGDUKpUqUKHJNGBYdSqcSnn36K+Ph41T5RFGFlZQUXFxdYWlqqbkAURZw4cQI7d+7EzJkzsXTpUtV+URTRvn17nDt3DmfPnkX79u0LfCNERERERO87Dw8P1KtXD0ZGRvjll1+yjDgaP348evbsqfrOnpCQgGvXruHatWtqx9auXRurVq3SSkwaFRxHjhyBv7+/6pmL7t2748aNG4iLi8Pz588RHx+Pq1evqlVW8+fPxw8//AAgo9ioVasWzpw5g+PHj6u6fIiIiIjIwBX2MKj3ZEgVkDEiKS0tDW/evFGbChcAjIyMsG/fPixcuBD29vYA/u0QAAALCwt89dVXuHjxIooVK6aVeDR6aPzAgQOq13379sXevXuzHNOwYUMcPnwYvXv3xoEDB/D48WPVg+HDhw/HmjVrYGJS6LPxEhERERG9l4yNjTFt2jRMmTIFN27cwLNnz5CWlobSpUujUaNGsLCw0Or1NPrmf/36ddXr77//Ptdjly5dqipQBEFAixYtsGHDBs0jJCIiIiIirTMyMkKDBg3QoEEDea+jycGZS6W7ubmhYsWKuR5bqVIluLu7q7pnJk2alO8giYiIiEjPFfYwqPdoSFVRo1HBkblUutT5eN89rk6dOppcioiIiIiIDIBGBUdaWhoAwNzcXNLxZmZmqtdlypTR5FJERERERGQAdPb0tpFRvtYYJCIiIiJDIAoZm74r4vewffv2Ap/DzMwMtra2cHR0RM2aNbPMdKUpThdFRERERGQghgwZAkHQXlFkZGSE2rVrY+jQofDy8srXVLnsdiAiIiIiMiCZ62r8d8vuvdyOF0URCoUCN2/exFdffYUPPvgAFy5c0DiefPVw+Pr6om3btnked+fOHdVrKccDGVPonjp1Kj9hEREREVERJYgZm74r6vfQqlUrVQ/HvXv3EBUVpSosTExMULlyZdja2sLIyAjR0dF48uQJUlNTAWR8D7e3t0fNmjWRnJyMN2/eIDg4WLWm3tOnT9G5c2ecPn0ajRs3lhxTvgqO6OhonDt3TtKxmTcs5fjMmyEiIiIiIs2dPXsWSqUS06dPx/nz5yGKIv73v/9h1KhRaN68eZYFuNPT0+Hj44P169djz549iI6ORsOGDbF48WIYGRkhMjISW7Zswfz585GQkICkpCQMHjwY/v7+kp/R1nhIVW5dLgXdiIiIiIioYKZNm4alS5fCysoKf/31F3bv3o3WrVtnKTaAjF6Pli1bYufOnfj7779hYWGBZcuWYfLkyQAABwcHTJ48GT4+PihevDgAICgoCHv27JEcj0Y9HF5eXpocTkRERESUwVAWzSvi93D16lUsXboUgiBg6dKl6Nq1q+S2nTt3xrJlyzB69GisWLECffr0QbNmzQAANWrUwHfffYcvv/wSAHD48GEMGDBA0nk1Kji2bt2qyeFERERERKRDGzZsAADY2tris88+07j9sGHDMH36dMTExGDjxo2qggPImAHr66+/hkKhgJ+fn+RzGvwsVZGRkShZsiQEQYCbm1uOx4WGhuKLL76Am5sbzM3NYWVlhVq1amH27NmIi4vT6Jpt2rSBIAg5bkePHs3SJrfjMzepD97rmqmZCYYvHog9Lzbgr4SdWOWzEPXa15LU1sHFHjP3fI39Udtw4K035u6fglKuJWWOuHAwT9IwT3ljjqRhnqRhnqRhnkhfXL58GYIgoFq1atkOocqLqakpqlevDlEU4ePjo/aetbU1qlWrBlEUER4eLvmcgmjgD08MGTIE27dvhyiKqFy5MgIDA7Mc8/jxYzRv3hzh4eGoWLEi6tWrh+TkZFy+fBlv375F9erVcfnyZdja2kq6Zps2bXDu3Dn06dMn27mKJ06ciA8++CBLnDn5+++/ERERgW+//RZz586VFENsbCxsbW3RBj1hIphKapNfM3aOQ8u+TfDHysN4+TgMHb3awKNhZUxqOxf3L/nn2M7C2gLrri+Bta0V9i0/hPQ0BfqM7wYIwKi6kxEXFS9r3LrGPEnDPOWNOZKGeZKGeZJGn/OULqbhLA4iJiZGNQZflzK/k5Rf8h2MLC10fn1tUyYl49nUmYWWz7wUK1YMSUlJaNGiheRJnv6rVatWuHjxIqytrbP84b1du3Y4c+YMjI2NkZaWJul8Br3w36lTp+Dt7Y2RI0di48aNOR43depUhIeHY8yYMVi1ahWMjY0BADExMejcuTOuXLmC5cuXS/6yn2np0qWoWLGipGO3bduW7f63b9+qHsoZNGiQRtfXBY+GbvD8pAU2TN6OfcsOAQBObD+HTXeXY8SSQRjfYmaObXuM6YiyVVwwttE0BFwLAgD4HbmJTXeXo9/E7tjyzW6d3IMuME/SME95Y46kYZ6kYZ6kYZ5In5ibmyMxMREPHz6EUqmUPJNUJqVSCX//jCLazMwsy/sKhQIANFp93GCHVCUlJeHzzz9H9erVMWnSpFyPPX/+PABg1qxZqmIDyBj7NmXKFADQaJyaNv32229ISUlBkyZN4O7uXigx5KZl3yZQpCtweONJ1b60lDQc3XIKNZp5wKmsQ85t+zSFv2+g6hcwADx/FIqbp+6iVb9mObbTR8yTNMxT3pgjaZgnaZgnaZgn0ieVKlUCkPFYgSYzSWXas2cPIiIiIAgCXF1ds7wfFhYGAHBycpJ8ToMtOObOnYsnT55g/fr1MDXNfUiRubl5nudzcMj5l4mcduzYAQAYPHhwoVw/L251XPEiIAyJcUlq+x/5Zgxdq1ynYrbtBEFApVrlEXA9KMt7/n6BKONWCpbF9L/bNRPzJA3zlDfmSBrmSRrmSRrmSTsE/Lv4n15vhZ3IPPTs2RNAxlIWX375Ja5evSq5ra+vr2oWKgDo1auX2vvx8fEICgrK89no/9JoSFXmX/vl9v333xeo/Z07d7Bs2TIMHToULVu2REhISK7Hd+zYEdu2bcP8+fOzDKnKjGXYsGEax7F582ZERkbCyMgIVapUQa9evVC+fHnJ7Z89e4YLFy7A1NQU//vf/zS+vi7Yl7ZDVFh0lv2RYW8BAA4uJbJtZ2NfDGYWZtm2zdzn4GKPFwGh2gu2EDFP0jBPeWOOpGGepGGepGGeSJ+MGTMGP/30EyIiIhAdHY1WrVphzJgxGDlyJKpVq5ZtG39/f2zcuBFr165VPZfh6OiIMWPGqB139OhRKJVKCIKApk2bSo5Jo4Ijc05fuRWk4FAqlRg+fDjs7Owkn2fRokW4fv061q5di8OHD6N+/fpITk7GpUuXYGFhgR07dsDT01PjWL777ju1nydNmoRZs2Zh1qxZktrv3LkToiiiS5cuhdbDkhdzSzOkpWR9YCg1ORUAYGaZdexfZjsAObRNUzvGEDBP0jBPeWOOpGGepGGepGGeSJ/Y29tj27Zt6N27N1JTU5GWloZVq1Zh1apVcHJyQtWqVWFnZwcg44/r/v7+ePPmDQCoFuI2MzPDtm3bYG9vr3buLVu2qF53795dckz5emhczomtClrQ/PTTT/Dz88PWrVslf0kvVaoUzp49i08++QTHjx9X6xHp3bs36tevr1EMrVq1wvDhw9GsWTOULl0az58/x759+/Ddd9/h22+/RfHixTFu3Lg8z6PJcKqUlBSkpKSofo6NjdUo5vxKSUqFqXnWIWtmFhm/QFOTUnNsByCHtqZqxxgC5kka5ilvzJE0zJM0zJM0zJOWiELGpu/04B66dOmCv/76C59++qnqmQtRFPHmzZss09lmfq/P/A7u7OyM7du3o0OHDlnO+/XXX2PcuHEwMjLS6PuxRgVHq1attN7D8fTpU4SEhEAQhAIXMs+ePcPMmTPRunXrXKeZ/a87d+7gww8/hLGxMQ4ePIhWrVohISEB+/btw/Tp03H27FlcvnwZHh4eks43b948tZ+rVKmCGTNmoEGDBujUqRPmzJmDkSNH5vp0/40bN/DgwQPY2dlJqiAXLVqk8Sxa2hAV9haOZeyz7HcobQcAiAzN2o0MAHFR8UhNToV96azd0Jn7IkOjtBdoIWOepGGe8sYcScM8ScM8ScM8kT5q164dHj58iCVLlmDr1q149eoVgJw7DkqWLImhQ4di6tSpOS4FkV0RIoVGBcfZs2fzdZHsvHz5EvPnz8elS5e0VsSMHTsWqampWL9+veQ2aWlp6Nu3L0JDQ+Hn54d69eoBAOzs7DBu3DgoFApMnDgR3377LX799dcCxdexY0c0aNAA165dw9WrV9GmTZscj83s3ejXr5+kh9qnT5+OCRMmqH6OjY1FuXLlChSvFEG3Q1DHswasbCzVHqar2jhjRq2gWyHZthNFEcF3n6FK/cpZ3qvWyB2hQa+QFJ8sS8yFgXmShnnKG3MkDfMkDfMkDfNE+qp48eJYsGAB5s2bh5s3b8LPzw/Pnj3D27dvAWTMyFq+fHk0aNAA9evXV5utVZt0PktVREQEJkyYAHd3d2zatAkKhQKiKEIURdSqVQsHDhzI97n/+usvWFlZYdSoUWjTpo1q69+/P4CMIidzX2aVd+XKFTx+/Biurq6qYuNd/fr1A/Dv1LkFlTm1bWb3VnYUCoXGa2+Ym5ujePHiapsuXNjnA2MTY3Qd2V61z9TMBJ2GeOLhlQCEv4gEADiVc0Q5Dxf1tr9fQdVGbqhSv5JqX9kqLqjTtibO77uik/h1hXmShnnKG3MkDfMkDfMkDfNE+s7Y2BgNGjTA6NGjsWjRIqxbtw7r1q3D4sWLMWbMGDRq1Ei2YgPQ4cJ/MTEx+OGHH7Bq1SokJCSodedUqVIFc+fO1cpMTG/fvs1xVcXk5GTVe8nJGX9RePHiBQDk2HWUuT86OvvuUk1lnsfa2jrHY06dOoWwsDBUqFABLVu21Mp15eLvG4hzey/js4UDYFfSFqGBr9Dx09ZwruiEZcPXqY6b6v0FarepgQ5G/VT7/lx7DF2Gt8d3f03Hb8sOIT0tHX2/7o7o1zGqhZUMBfMkDfOUN+ZIGuZJGuZJGuZJS8R/Nn1nCPegY7IXHImJiVixYgWWLl2KmJgYtUKjQoUK+Pbbb+Hl5aXxKojZyWlMWkhICFxdXVG5cmUEBgaqvVeqVCkAwKNHjxAXFwcbGxu19zMX/JO6YnhuwsPDceHCBQDItjclU+ZwqkGDBulkVrCCWuK1GkOe9Uf7Qa1gU8IaT+48w6zui3H3wsNc2yXFJ2OS52yMXj4EA7/pA8FIwO2z97F+gjdiInTz0LsuMU/SME95Y46kYZ6kYZ6kYZ6I8k8QZZpyKjU1FWvWrMHixYsRERGhVgyULl0a33zzDUaMGJHnonzakFvBkZycjAoVKuDNmzf49NNPsXHjRtUzE6GhoejcuTPu3r2Lb775Rm2a2/3792P69Olo1KgRtm/frtp/+fJlvHnzBt27d1frmgoJCcGgQYNw6dIl9OjRAwcPHsw21sTERDg7OyM+Ph7+/v6SH1T/r9jYWNja2qINesJEkD/HREREVDSli2k4i4OIiYnR2ZDrd2V+J6mwaAGMLPR/oUNlcjKeTv+m0PKZH3Fxcbh8+TJu3LiBiIgIVSfA5s2bdXJ9rfdwKBQK/Pzzz/juu+8QGhoKURRVf6V3cHDA1KlT8cUXX8CiiHzgLCwssGHDBvTr1w/bt2/HqVOn0KBBAyQlJcHHxwdxcXGoV68epk2bptYuJiYGjx49UvWQZAoICMDQoUNRqlQp1KtXD3Z2dnj69CmuX7+O5ORk1KhRA5s2bcoxngMHDiA+Ph4NGzbMd7FBREREVORwSJXOPX/+HPPmzcOuXbtUjxMAUH0/z67gaN++PR48eABBEHDmzBlUqVKlwHFo7aFxURSxfft2VKlSBWPGjMHLly9V79nY2GDu3LkIDg7GpEmTikyxkalXr17w9fXFgAEDIAgCDh8+jEuXLqFy5cpYuHAhLl68iGLFikk6V+PGjTF69Gi4uLjAz88Pe/fuxb1791CnTh0sW7YMfn5+KFmyZI7t3x1ORURERESUHwcPHkTt2rWxZcsWJCUlqSZpymtw06BBg/Dq1Su8evUK3t7eWolFK0Oq9u3bh9mzZ8Pf31+1TxRFWFlZ4csvv8SUKVNQokTWOahJPhxSRUREREARGlK10ICGVM0o2kOqjh8/ju7duyM9PR2iKMLU1BStW7dGzZo1cejQIQQFBUEQBCgUiixtExMTUbJkSSQlJaFq1aq4f/9+geMp0JCqv//+G99++y1u3bql2ieKIszNzfH5559jxowZuf41n4iIiIjeD4KYsem7on4PiYmJGDp0KNLS0iAIArp06YKNGzeiTJkyAICHDx8iKCgox/ZWVlbo0KEDDh48CH9/f7x69SrLIwSayteQqjNnzqBZs2bo0aOHqtgQRRHGxsYYPnw4Hj9+jBUrVrDYICIiIiLSoc2bNyMsLAyCIKB9+/Y4dOiQqtiQqnHjxqrXd+/eLXBMGvVwXLlyBTNnzsSZM2cA/DsNrZGRET755BPMnTsXlStnXU2TiIiIiIjkd+jQv+u7/PTTT/laeqJq1aqq10+ePClwTBoVHM2aNYMgCKpCQxAEfPTRR5g/fz6qVatW4GCIiIiIyEBxliqdePDgAQDA3d093zNMvfvsdUxMTIFjytczHJnT3Lq5ucHIyAizZ88ucCDvnvvXX3/V2vmIiIiIiN4XEREREAQBZcuWLexQVAr00HhgYGCWhfQK4t01O4iIiIiISDM2NjaIiopCYmJivs/x+vVr1WsHB4cCx6RxwSHTwuREREREZMg4pEonSpcujcjISDx8+DDff8y/fPmy6rWrq2uBY9Ko4PDy8irwBYmIiIiISB4tW7bEvXv3EBsbiyNHjqBr164atU9KSsKuXbsAAObm5mjevHmBY9Ko4Ni6dWuBL0hERERERPLo3bs31q1bBwCYNGkSWrduDWtra8ntJ0yYoHoOpHv37jA3Ny9wTPlah4OIiIiISBOZC/8ZwlaUtWvXDm3atIEoinj06BHat2+PkJCQPNvFxcVh5MiR2LhxI4CMiZxmzZqllZgK9NA4EREREREVLT///DOaNWuG8PBw+Pr6olq1aujevTs8PT3x5s0b1XF//PEH3rx5gytXruDgwYOIjY1VPfcxf/581KxZUyvxsOAgIiIiIjIglSpVwuHDh9GjRw+EhoYiJSUFv//+O37//XcA/y5x0a9fP1WbdyeG+vrrrzF9+nStxaPzIVVKpRLh4eF4+/atri9NRERERIVFFAxn0wP16tXDnTt3MHjwYJiYmEAURdWW6b/7KlSogD179mDp0qVajUVnBcfOnTvRunVrWFlZoVSpUnBwcIC1tTU+/PBD/Pnnn7oKg4iIiIjovWBvbw9vb28EBwfjhx9+QI8ePVCpUiUUL14cxsbGcHBwQPXq1TFs2DD8+uuvCAwMxMcff6z1ODQeUvX999/jxYsXAICePXuiXbt2uR4fFxeHfv364cSJEwDUu2uSkpJw9OhRHD16FH369MGuXbtgYsJRXkRERERE2lKmTBlMnDgREydOLJTra/TtPjY2FjNnzoRCoYCRkREmTJiQZ5tPPvkEx48fB5AxXkwQhCyLB4qiiN9//x2fffYZvL29NQmJiIiIiPQBF/57b2lUcJw9exbp6ekQBAEdO3ZExYoVcz1+z549OHz4sOrBFFEUUaVKFXTo0AE2NjYICAjAkSNHkJycDFEUsWPHDgwZMgSenp75viEiIiIiIio6NCo4fH19Va/ffao9J4sWLQIA1fRaM2bMwPz589WWWA8ODkaXLl3w+PFjAMCqVatYcBARERERGQiNHhq/ffu26nXnzp1zPfbu3bu4e/euahiVp6cnvvvuO7ViAwBcXV2xf/9+GBsbQxRFHDlyBElJSZqERURERERFXGEv1ve+LPxXFGnUwxEUFAQAKF26NEqVKpXrsSdPngTwb+/GlClTcjy2WrVq6NatGw4cOIC0tDTcvn0bTZo00SQ0IiIiIqL3hhyzSf2XIAj49ddfC3wejQqOsLAwCIKAcuXK5XnshQsXVK+LFSuG9u3b53p8u3btcODAAQCAv78/Cw4iIiIiohzs27cvy8ghbcrsNNAGjQqOhIQEAICNjU2ex169elUVZOPGjWFklPvoLXd3d9VrLgpIREREZGA4S5XW/Xfm16JKo4LDzMwMSUlJqsIjJy9fvlT1hgBAgwYN8jx3sWLFVK8TExM1CYuIiIiI6L3i5eWl9XNevnwZjx8/znYZi4LQqOAoUaIEEhMTVTNK5eTq1asA/u2KadSoUZ7njouLU722sLDQJCwiIiIiovfK1q1btXaua9euYebMmQgMDFQbRqWtIVUazVJVrVo1AEBkZCRu3ryZ43GHDx9W+7lly5Z5nvv169eq1yVKlNAkLCIiIiIq6orA7FJamaFKP0YxSXL//n307t0bjRs3xokTJwBkdBiIoohu3brh+vXrWrmORgVH8+bNVa/nzp2b7TFRUVHYu3evqiKqW7cuHBwc8jz3uzdUuXJlTcIiIiIiIiKJgoKCMGjQINSpUwcHDx5UFRmiKKJt27bw8fHBn3/+idq1a2vlehoVHIMHD1YVEocOHcLYsWPVnucIDQ1Fnz59EB8frxpONXjwYEnnfndWq+rVq2sSFhERERER5eHFixcYOXIkqlevjt27d0OhUKie1WjatClOnTqFkydPonHjxlq9rkYFR6VKleDl5aUKbP369XB2dkbjxo1Ro0YNuLq64vz586qixNHREcOHD8/zvP7+/rh16xYEQYCbmxscHR3zcStEREREVGSJBrTpmTdv3mDcuHFwd3fH5s2bkZaWpvo+X6dOHfz111+4dOkSPD09Zbm+Rg+NA8CPP/4IPz8/3L9/H4IgIDExEdeuXVMFnflUuyAIWLt2LaytrfM855YtW1Sv5bpRIiIiIqL3ydu3b7FkyRKsXr0aiYmJajNPVa1aFfPmzUPfvn1lj0OjHg4AsLW1xdmzZ9GtWzdV0O8GL4oirKyssHnzZvTp0yfP80VGRmL9+vWqn3v16qVpSERERERE9I/4+HjMmzcPrq6u+P7775GQkKD6vu7q6gpvb2/cu3dPJ8UGkI8eDgBwcHDAn3/+CV9fXxw4cAABAQGIi4uDg4MDGjdujIEDB0oeFuXn54eePXsCAIyNjfNckZyIiIiI9JCeDkfKogjfQ3JyMlavXo0lS5YgKipKrVOgTJkymDlzJj777DOYmOSrBMi3Al2tUaNGktbYyE3nzp3RuXPnAp2DiIiIiOh9lZ6ejg0bNmDhwoV49eqV6vEGAHBycsL06dMxevRomJubF0p8ui1viIiIiIhIK5RKJby9vTFv3jw8e/ZMrdCwtbXFpEmTMG7cOEnPVMuJBQcRERERyU61cJ6eKyr3sGfPHsyZMwePHz9WGzplbW2Nr776CpMnT4atrW0hRvgvFhxERERERHpmwIABqtlhAcDS0hKjR4/G9OnTJS26rUssOIiIiIiI9NS769+dP38e58+f1+q5r169WuDzsOAgIiIiItJzL168wIsXL7R2vnefBykoFhxERERERHro3Wc3ijIWHEREREREemb27NmFHYJkLDiIiIiISH5c+E+r9KngMCrsAIiIiIiIyHCx4CAiIiIiItlwSBURERERyY4L/72/2MNBRERERESyYcFBRERERESy4ZAqIiIiItINDkd6L7GHg4iIiIiIZMOCg4iIiIiIZMMhVUREREQkPy78995iDwcREREREcmGBQcREREREcmGQ6qIiIiISHZc+O/9xR4OIiIiIiKSDQsOIiIiIiKSDYdUEREREZH8OEtVoQsLC0NERARiYmKgVCrRqlUrnVyXBQcRERERkYG6dOkS1q5dizNnzuD169eq/YIgID09PcvxixYtQlxcHADgm2++gbW1dYFjMNiCIzw8HEuWLMGhQ4fw7NkzWFpaomLFimjXrh1++OEH1XERERE4ePAgrl69Cl9fX9y7dw8KhQJbt27FkCFDtBJL+/btcerUKQDA8+fPUbZsWbX379y5g40bN+LatWt49uwZIiMjYWFhgerVq2PAgAEYNWoUTE1NtRKLHEzNTOA1739oP6gVipUohid3nmLbrD24cfJOnm0dXOwxerkX6nesDcFIwO0z97Fuwja8Cn6jg8h1i3mShnnKG3MkDfMkDfMkDfNE+iYqKgojRozAgQMHVPtEMe/umaioKCxbtgyCIMDd3R1Dhw4tcCyCKOXKeub69evo1KkTIiMjUaNGDdSsWROxsbF48OABXrx4oVbNHThwAB999FGWc2ir4Ni2bRuGDh0KQRAgimK2Bcfq1avx5ZdfokKFCnBzc4OTkxPCw8Nx6dIlJCcno3Xr1jh+/DjMzMwkXzc2Nha2trZog54wEeQtVmbsHIeWfZvgj5WH8fJxGDp6tYFHw8qY1HYu7l/yz7GdhbUF1l1fAmtbK+xbfgjpaQr0Gd8NEIBRdScjLipe1rh1jXmShnnKG3MkDfMkDfMkjT7nKV1Mw1kcRExMDIoXLy779f4r8ztJlUkLYWxuofPra5siJRkBS2cUWj6liIyMRKtWreDv769WZNjZ2SE5ORnJyckQBAEKhSJL25CQEFSqVAmCIKBdu3Y4fvx4geMxuIfGw8PD0blzZyQlJeHgwYO4d+8e9uzZg8OHDyMkJASXL19WO97Z2RljxozBli1bcPfuXYwYMUKrsUycOBEdO3ZE+fLlczyua9euCAoKQkhICE6ePIndu3fj5MmTCAkJQc2aNXHu3Dls3LhRa3Fpk0dDN3h+0gKbZ+zCpim/4PCmk5jcbi5eP43AiCWDcm3bY0xHlK3igpndF2PvD3/ijxV/Y1qn+XAoXQL9JnbX0R3oBvMkDfOUN+ZIGuZJGuZJGuaJ9M3AgQPx8OFDiKIIGxsbLFmyBC9evEBUVBRat26da9uKFSuiQYMGEEURFy9eREpKSoHjMbiCY/bs2YiIiMAPP/yAHj16ZHm/UaNGaj83bdoUa9aswdChQ1GzZk0YGWkvJePHj0diYiLWrl2b63GVKlVCpUqVsux3dnbG1KlTAQCnT5/WWlza1LJvEyjSFTi88aRqX1pKGo5uOYUazTzgVNYh57Z9msLfNxAB14JU+54/CsXNU3fRql8zWePWNeZJGuYpb8yRNMyTNMyTNMwT6ZMTJ07g+PHjEAQBTk5O8PX1xeTJk+Hi4iL5HJlFSUpKCm7fvl3gmAyq4EhKSsKOHTtgbW2tlfFmBXH06FHs2rUL33zzDSpXrpzv82Q+u6HJcCpdcqvjihcBYUiMS1Lb/8g3EABQuU7FbNsJgoBKtcoj4HpQlvf8/QJRxq0ULIvpf7drJuZJGuYpb8yRNMyTNMyTNMyTlogGtBVhu3fvVr1eu3YtPDw8ND5HnTp1VK8DAgIKHJNBFRzXrl1DXFwc6tatC0tLSxw5cgQTJkzAmDFjsGLFCoSGhuokjoSEBIwePRpVq1bFlClT8n2e6OhoLFu2DADw4Ycfais8rbIvbYeosOgs+yPD3gIAHFxKZNvOxr4YzCzMsm2buc/BxV57gRYy5kka5ilvzJE0zJM0zJM0zBPpk4sXLwIA7O3t0adPn3ydo2TJkqrX4eHhBY7JoGapevDgAYCMJPXq1QsHDx5Ue3/GjBnYvHkzPvnkE1nj+PbbbxESEoKzZ89q1DPx+PFjLFiwAEqlEq9fv8bly5cRHx+PUaNGYeDAgTJGnH/mlmZIS0nLsj81ORUAYGaZ/f2b/7M/+7ZpascYAuZJGuYpb8yRNMyTNMyTNMwT6ZNXr15BEARUq1Yt3+ewsrJSvU5KSsrlSGkMquCIjs74a8Gff/4JY2NjrFmzBv369UNiYiJWr16NpUuXwsvLC9WqVVPrKtKmGzduYOXKlfDy8srzoZz/ev36Nby9vdX2ffXVV5g/f36ez5akpKSoPdQTGxur0bXzKyUpFabmWWfBMrPI+AWampSaYzsAObQ1VTvGEDBP0jBPeWOOpGGepGGepGGetEQPhiNJUsTvQalUAgCMjY3zfY6YmBjVa1tb2wLHZFBDqjITnJ6ejnnz5mHMmDFwcnJChQoV8MMPP6Bfv35IS0tTW4dDmxQKBYYPHw47OzssXbpU4/YtWrSAKIpIT0/HkydPsGzZMmzbtg0NGjRASEhIrm0XLVoEW1tb1VauXLl83oVmosLewr501q5kh9J2AIDI0KzdyAAQFxWP1OTUbNtm7osMjdJeoIWMeZKGecobcyQN8yQN8yQN80TasnjxYgiCgPHjx8t2DWdnZ4iiiGfPnuX7HHfu/Lu+TKlSpQock0EVHMWKFVO9zu6h8cx9586dk+X6K1aswM2bN/H999/D0dEx3+cxNjaGq6srJkyYgK1bt+Lx48f48ssvc20zffp0xMTEqLbnz5/n+/qaCLodgrJVSsPKxlJtf9XG7hnv3wrJtp0oigi++wxV6md9oL5aI3eEBr1CUnyy1uMtLMyTNMxT3pgjaZgnaZgnaZgn0gY/Pz9s2LABtWrVkvU6NWvWBJCxnkZQUNYJC6TYv3+/6nXTpk0LHJNBFRwVKlQAkDHuzMnJKcv7FStWBAC8eSPPyp6HDh2CIAjw9vZGmzZt1LZXr14BAPr164c2bdrg6NGjks750UcfoVixYjh69ChSU3PudjU3N0fx4sXVNl24sM8HxibG6DqyvWqfqZkJOg3xxMMrAQh/EQkAcCrniHIe6tOxXfj9Cqo2ckOV+v9OCVy2igvqtK2J8/uu6CR+XWGepGGe8sYcScM8ScM8ScM8aYcgGs6mqfj4eAwcOBCbNm1CiRLZTzKgLe9ONDRv3jyN2+/fvx9+fn4QBAE1a9bUaDrdnBjUMxx169YFkPFwS0pKCszNzdXej4rK6LZ8tydE20RRxPnz53N8/8qVjF8uUlcxFwQB9vb2ePbsGaKjo+Hs7KyNMLXG3zcQ5/ZexmcLB8CupC1CA1+h46et4VzRCcuGr1MdN9X7C9RuUwMdjPqp9v259hi6DG+P7/6ajt+WHUJ6Wjr6ft0d0a9jsG/ZocK4HdkwT9IwT3ljjqRhnqRhnqRhnig7/31e1tzcPMt3z0xjx47Fhx9+iPbt2+O7776TNa6BAwdizpw5eP36NXbs2IEPPvgAkyZNktT2/PnzGDZsmOrngsy2+i6DKjjKly+P2rVr4/bt2zh37hw6duyo9n7mUKrMwkTbzp49m+N7FStWxNOnT/H8+XOULVtW8jmfPHmC58+fo3jx4gUapiWnJV6rMeRZf7Qf1Ao2Jazx5M4zzOq+GHcvPMy1XVJ8MiZ5zsbo5UMw8Js+EIwE3D57H+sneCMmQjcPvesS8yQN85Q35kga5kka5kka5on+67/Py86ePRtz5szJctyePXtw48YN+Pn56SQua2trLF26FIMGDYIgCJg6dSqOHz+O8ePHo02bNlmOT0pKwtWrV+Ht7Y2dO3ciPT0dgiCgRYsWGDBggFZiEkRRLOLP2mtm165dGDhwID744AMcO3YMpUuXBgDcunUL7dq1Q1RUFPbu3Yt+/fpl237UqFHYsGEDtm7dmmMvxMuXL9GuXTsAgL+/v6S4cis4fvrpJ/Tr1y/LQzmPHj2Cl5cXrl69ii+++AI//fSTpGsBGVW3ra0t2qAnTISss2MQERHR+yFdTMNZHERMTIzOhly/K/M7icf4hTA21/+FDhUpyXi0YobqD8KZsuvheP78ORo0aIATJ06ont1o06YN6tSpgxUrVsga5/z58zF79mwIgqC238TEBGlpaRAEAdbW1khISFC9l1kWuLm54fLly1r7Y7fBFRxAxnAlb29v2NnZoVmzZkhKSsLly5eRkpKCESNGYOPGjWrHN2nSRPU6ODgYb968QaVKlVTPgdSrVw9r165VHRMSEgJXV1cA//7D5CW3gqNixYp4/vw5ateuDTc3N4iiiKdPn+L69etQKpVo1aoV/v77b42GgrHgICIiIoAFh7ZlFhxS8nngwAF89NFHalPUKhQKCIIAIyMjpKSkFGj62rz8+uuvGDVqlNo0t+8WINl9j+3SpQt27Nih1WdNDGpIVaatW7eiefPm2LBhA86ePQtBEFCvXj18/vnn8PLyynL81atXs+x78uQJnjx5AgCwsJD3P44FCxbg8OHDuHbtGo4dO4akpCTY29ujQ4cO+OSTTzB48OA81+EgIiIioqKlXbt2uHv3rtq+oUOHomrVqpg6daqsxQYA/O9//0OnTp2wYcMG7NixAw8ePMi2yLC0tESbNm3w9ddfo3379tmcqWAMsoeD2MNBREREGYpMD8c4A+rhWCmthyM7uhpSlZ3o6Gjcv38fkZGRSEhIgK2tLZydnVG7dm2Ymsr3fdEgeziIiIiIiEhdiRIl0KJFC51flwUHEREREZGO5DarqaFiwUFEREREssvvonlFjSHcg67xSWQiIiIiovdQSEgIRowYgQoVKsDCwgIuLi745JNPcOvWLa1ehwUHEREREZGBCAsLQ7FixWBlZYVq1arluITDrVu3UL9+fWzZsgXPnz9HamoqXr16hb1796Jx48bYuXOn1mJiwUFERERE8hMNaCvC/vzzTyQmJiIlJQVDhw7NsvAfACiVSgwYMADR0dFZ3hNFEWlpaRg2bBju37+vlZhYcBARERERGYhLly6pXn/00UfZHvPbb7/B399fVYx4eXlh//792L59O6pXrw4ASE9Px4wZM7QSEx8aJyIiIiIyEJm9EnZ2dnB3d8/2mF9++UX1euTIkVi3bp3q586dO6NGjRoIDw/HkSNHEB0dXeBVx9nDQURERESyy5ylyhC2ouzZs2cQBAFubm7Zvp+amoozZ86ofp48ebLa+46Ojvjss88AAAqFAr6+vgWOiQUHEREREZGBiIuLAwDY2tpm+76vry+SkpIgCAJq1qyJSpUqZTmmSZMmqtdBQUEFjokFBxERERGRgUlPT892/4ULF1SvPT09sz3G0dFR9To2NrbAsbDgICIiIiL5FfbMUu/JLFV2dnYQRRHPnj3L9v1Tp06pXrdu3TrbY5KSklSvjYwKXi6w4CAiIiIiMhBVq1YFAAQHByMkJETtvTdv3uD8+fMAAEEQ0KZNm2zP8fr1a9Xrgj4wDrDgICIiIiIyGO8Ok5o4cSIUCoXq52nTpiE9PR2CIKBJkyY5FhM3b95UvXZ1dS1wTCw4iIiIiEh+hT0M6j0ZUjV06FCYm5sDAA4cOAAPDw8MGDAAtWrVgre3t+q4UaNG5XiO06dPq17Xrl27wDGx4CAiIiIiMhDly5fHokWLIIoZlVFwcDB+/fVXtVXDmzdvjkGDBmXbPiAgADdv3oQgCKhcuTKcnJwKHBMLDiIiIiIiAzJ+/HisX78eJUqUgCiKattHH32EgwcP5th25cqVAABRFNGlSxetxMOVxomIiIiIDMzIkSMxbNgwXLlyBS9evICFhQXq1auH8uXL59quQoUKmD17NgCgb9++WomFBQcRERERyU74Z9N3+nQPJiYmaNGihUZtpkyZovU4OKSKiIiIiIhkw4KDiIiIiIhkwyFVRERERCQ/PZhSVhJDuAcdY8FBRERERKRHtm/frrNrffrppwU+BwsOIiIiIiI9MmTIEAiC/I+vC4LAgoOIiIiI9IMgZmz6rqjcQ+bCfvqABQcRERERkR5p1aqVTno4tIUFBxERERGRHjl79mxhh6ARFhxEREREJD/OUvXe4jocREREREQkGxYcREREREQkGw6pIiIiIiLd4HCk9xJ7OIiIiIiISDbs4SAiIiIiMlAPHjzAn3/+CT8/P7x8+RIxMTFISUmR1FYQBAQFBRU4BhYcRERERCQ7LvynWy9evMCIESNw/Phxtf2ZCwa+u47HfxcRFAQBoihqba0PFhxERERERAbk8ePHaNasGaKiorItJoDsi4xM2l7FnAUHEREREZGBEEURffr0QWRkJADAzs4OX375JRo3boy5c+fCz88PgiDgzJkziIuLw8uXL+Hj44M//vgD8fHxEAQBI0aMwIABA7QWEwsOIiIiIpIfF/7Tid9//x337t2DIAhwcXHBxYsXUaFCBQDATz/9pDqudevWqteff/45fvrpJ0ybNg3r1q3Dzz//jBIlSmDx4sVaiYmzVBERERERGYiDBw+qXi9dulRVbOTFxsYGa9aswXfffQdRFPHDDz9g7969WomJBQcRERERkYHw9fUFAFhZWaFPnz4at58xYwYaNmwIURQxc+ZMrcTEgoOIiIiIZJc5S5UhbEXZmzdvIAgCqlWrBhMT9acnjIz+/eqfnJyc4zm8vLwAAEFBQfDz8ytwTCw4iIiIiIgMREJCAoCMh8X/y9raWvU6Kioqx3NUq1ZN9frhw4cFjokFBxERERGRgbCxsQEAJCUlZXmvRIkSqtfBwcE5nuPdKXJfvXpV4JhYcBARERGR/EQD2oqwihUrQhTFbAuF6tWrq15fuHAhx3Ncv35d9drMzKzAMbHgICIiIiIyELVq1QKQ0YORObwqU/PmzVWvN27ciMTExCzt4+LisHr1atXP7u7uBY6JBQcRERERkYHw9PQEkLEA4MmTJ9Xea9CgATw8PAAAT58+RceOHXHx4kUkJSUhKSkJJ0+eROvWrfH06VMAQPHixdGmTZsCx8SF/4iIiIhIdvoww5MURf0eunTpAmNjYyiVSuzZswc9e/ZUe3/ZsmXo1q0bBEGAj4+P2gKAmTKf4Zg+fbrag+b5xR4OIiIiIiID4eTkhLFjx6Jt27aIjY3N8vB4165d8f3330MUxSwbANXrzz77DFOmTNFKTOzhICIiIiIyICtWrMj1/UmTJqFFixZYvHgxTp06pXrWw8TEBM2aNcO4cePQq1cvrcXDgoOIiIiI5KcHMzxJYgj3AKBJkyY4cOAAgIw1OdLS0uDg4JBlsUBt4JAqIiIiIiI9Y29vD3t7e/zvf//TyrmcnZ1lKTYAFhxERERERHrn7du3iImJQVxcXJ7HVqpUCZUqVcKwYcN0EFlWHFJFRERERPLjkKpCExISAkEQtLJqeH6wh4OIiIiIiGTDgoOIiIiIiGTDIVVEREREJDsu/Pf+Yg8HERERERHJhgUHERERERHJxqAKjrNnz0IQhDy3efPm5Xqe9u3bq4598eKF5OunpaXh+PHj+OKLL1CzZk1YWVnB0tIS1apVw6RJkxAeHp5j28TERHz33XeoUaMGLC0t4eDggC5duuDs2bOSr19YTM1MMHzxQOx5sQF/JezEKp+FqNe+lqS2Di72mLnna+yP2oYDb70xd/8UlHItKXPEhYN5koZ5yhtzJA3zJA3zJA3zpAWiAW2kEUEURYNJm7+/PxYvXpztewqFAjt27AAAnD59Gp6entket23bNgwdOhSCIEAURTx//hxly5aVdP2TJ0+iQ4cOAICKFSuiXr16SEtLg4+PDyIiIlCqVCmcPXsWHh4eau3i4+Ph6emJa9euwd7eHs2aNUNMTAyuXLmC9PR0/PzzzxrPmxwbGwtbW1u0QU+YCKYatdXUjJ3j0LJvE/yx8jBePg5DR6828GhYGZPazsX9S/45trOwtsC660tgbWuFfcsPIT1NgT7juwECMKruZMRFxcsat64xT9IwT3ljjqRhnqRhnqTR5zyli2k4i4OIiYlB8eLFZb/ef2V+J6n96UIYm1no/PrapkhNxu3tMwotn5mMjIwgCAI6deqEw4cPa+1YORhUwZGbI0eOoGvXrihXrhyePn0KQRCyHBMeHo6qVauiQYMGePToEZ4+fapRwXH69Gls2LABEydORKNGjVT7Y2Ji8L///Q/Hjh1D06ZNcfnyZbV2X375JVavXo369evjyJEjcHJyAgBcvnwZnTp1QmpqKgICAlChQgXJ96urgsOjoRtWX12EDZO3Y9+yQwAAU3NTbLq7HG/fxGB8i5k5tv14cg+MWDIYYxtNQ8C1IABAOQ8XbLq7HHt/OIgt3+yWLW5dY56kYZ7yxhxJwzxJwzxJo+95YsGhXSw4NGdQQ6pyk9m7MXDgwGyLDQAYP348EhMTsXbt2nxdo23btvj111/Vig0AsLW1xZYtWwAAPj4+ePr0qeq91NRU1XurVq1SFRsA0KxZM3z11VdITU3FihUr8hWT3Fr2bQJFugKHN55U7UtLScPRLadQo5kHnMo65Ny2T1P4+waqfgEDwPNHobh56i5a9Wsma9y6xjxJwzzljTmShnmShnmShnnSDkEUDWYrSnx9fdG2bdtcN02OfXdr166dVmJ8L6bFTUhIwMGDBwEAgwcPzvaYo0ePYteuXZg/fz4qV66s9RhcXFzg5OSE8PBwhIaGqnorHj58iMTERJibm6Np06ZZ2nl6emLhwoU4ePAgfvzxR63HVVBudVzxIiAMiXFJavsf+QYCACrXqYjw/7d333FN3esfwD8nbFGRoSKK4qDugbg3FqzaWvdAQHBVrbNWrV57tbX2Wq1aW9xWREWtW2q11joQNyrWCSgKChUUlY2MkPz+oMnPFJCgJCckn/frdV63OTnf5DnPRciT74p/UaidIAio16I2jm05Xei5yCvRaPNBK1hUNMerjGzNBK5lzJN6mKeSMUfqYZ7Uwzyph3kiXZacnIwzZ8688RrFl+3qXKsgl8uL/ZK+tAyih+PAgQPIzMyEi4sLmjRpUuj5zMxMTJo0CY0aNcKcOXM0EkNKSgqSk5MBAPb29irvDRT0ghT1f6qtbcG3JjExMUhLS9NIbO/CpkYVvExILnT+RUIKAMDWwbrIdpVsKsLU3LTItopztg42ZReoyJgn9TBPJWOO1MM8qYd5Ug/zRLpKLpdr7ChLBtHDoRhOVVzvxoIFCxAbG4uQkBCYmppqJIY1a9ZAKpWiefPmqFu3rvK8YghVUlISXr16BQsLC5V2MTExyv9+/PgxmjVrppH43paZhSnycvIKnc/NzgUAmFoUnU+zf84X3TZP5Rp9wDyph3kqGXOkHuZJPcyTepinMqIvKzzpyD34+vqKHYLa9L7gSEhIwMmTJ2FkZARPT89Cz4eHh+PHH3+Er68vunfvrpEYrl+/jsWLFwMAli5dqvJcgwYNUKNGDSQkJGDr1q2YOHGiyvOK+R0AkJ6eXux75OTkICcnR/lYW70hOa9yYWJWeFK6qXnBL9DcV7nFtgNQTFsTlWv0AfOkHuapZMyRepgn9TBP6mGeSBdt2bJF7BDUpvdDqnbt2oX8/Hx4eHioDGUCCpbKHTduHKpUqYLly5dr5P2fPn2KQYMGITs7GzNmzECfPn1UnhcEAXPnzgUAzJ49G1u2bMHLly8RGxuL6dOn48iRIzA2LqgLJZLi/+9asmQJrKyslIejo6NG7uffXiakwKZG4a5k2xpVAAAvnhTuRgaA9JcZyM3OLbKt4tyLJy/LLlCRMU/qYZ5Kxhyph3lSD/OkHuaJ6N3ofcHxpuFUq1atwvXr17Fs2TLY2dmV+Xunp6ejb9++iI2NxdChQ7FixYoir5s6dSqmTp2KjIwMjBkzBra2tqhbty78/f2xePFiWFsX/FJS/G9R5s2bh9TUVOURFxdX5vdTlAc3YlHrvRqoUEl1KFij9s4Fz/8VW2Q7uVyOmFuP8Z5r4Qn6jds548mDRL2aRMc8qYd5KhlzpB7mST3Mk3qYp7IhyPXnoNLR64IjIiIC169fR8WKFTFgwIBCzx8+fBiCIGDr1q3o0aOHypGYmAgAGDp0KHr06IFjx46V6r2zs7Px8ccfIzw8HL169UJQUFCxPRSCIOCnn37C9evX8dVXX2H8+PGYP38+rl27hlmzZuHly5ewsLBAvXr1in0/MzMzVK5cWeXQhrP7LsLI2Ah9P3FXnjMxNcYHfm6IuHRPuWpHVUc7ODZ0UG27/xIatWuA91z//75qveeAVj2bIXTfJa3Ery3Mk3qYp5IxR+phntTDPKmHeSJ6N3o9h2P79u0AgEGDBqFChQpFXiOXyxEaGlrsa1y6VPDLwM/PT+33lUqlGD58OEJCQtCpUyccOHBArcnorVq1QqtWrVTOhYaGIj8/H507d1YOrdIlkWHROLPnAsb+bySqVLPCk+hE9BrVHdWdqmLFuHXK677YOgUtezSFh2So8tyva/9An3HuWPzbPOxdcRjSPCmGfNYPyU9TlRsr6QvmST3MU8mYI/UwT+phntTDPBG9G937BFtG5HI5du7cCaD41alCQkKKbe/k5FTqncYV7zt69Gj8+uuvaNWqFY4cOQJLS8tSxf46f39/AMAnn3zy1q+haUt9V8Pv8Qi4e3dDJWtLPLz5GP/t9x1unY14Y7tXGdmY5bYQk1b6wWv+YAgSATdC7mD9zK1Ifa57SwC/K+ZJPcxTyZgj9TBP6mGe1MM8lQGuUmWwBHlZL7SrI0JDQ9G9e3fUrFkTjx8/fuOE66K8qeAICwvDqFGjULNmTZw8eVLluenTp+Onn35Co0aNEBoaqrJzeHGePXuG7Oxs1K5dW3lOKpXim2++waJFi+Dm5oZTp06VKv60tDRYWVmhB/rDWCi8OgYREREZBqk8DyEIRmpqqtaGXL9O8ZnEZeS3MDI11/r7l7X83Gxc3zlftHyWR3rbw6GYLD5y5MhSFxslycrKQlRUFLKzVSd6BQcH46effgIAODo6Yvbs2UW2nzt3Lho1aqR8fPfuXfTs2RMuLi6oW7cu5HI5Ll68iISEBLi4uGDfvn1lGj8RERERkbboZcGRk5Oj/JDu7e2ttfdV7CQOAH/++Wex1/n5+akUHPXr14evry/Onz+P33//HRKJBA0bNsSsWbMwZcoUjW1GSERERKQt+rLCkz7cg7bp7ZAqQ8chVURERATozpCq1p76M6QqfBeHVJWGXi+LS0RERERE4tLLIVVEREREpGO4SpXBYg8HERERERFpDAsOIiIiIiLSGA6pIiIiIiKN4ypVhos9HEREREREpDEsOIiIiIiISGM4pIqIiIiINI+rVBks9nAQEREREZHGsOAgIiIiIiKN4ZAqIiIiItIKrvBkmNjDQUREREREGsOCg4iIiIiINIZDqoiIiIhI8+TygqO804d70DL2cBARERERkcaw4CAiIiIiIo3hkCoiIiIi0jhBrh+rVOnDPWgbeziIiIiIiEhjWHAQEREREZHGcEgVEREREWme/J+jvNOHe9Ay9nAQEREREZHGsOAgIiIiIiKN4ZAqIiIiItI4QVZwlHf6cA/axh4OIiIiIiLSGBYcRERERESkMRxSRURERESax1WqDBZ7OIiIiIiISGNYcBARERERkcZwSBURERERaZwgLzjKO324B21jDwcREREREWkMCw4iIiIiItIYDqkiIiIiIs2TywuO8k4f7kHL2MNBREREREQaw4KDiIiIiIg0hkOqiIiIiEjjuEqV4WIPBxERERERaQwLDiIiIiIi0hgWHEREREREpDGcw0FEREREmif/5yjv9OEetIw9HEREREREpDEsOIiIiIiISGM4pIqIiIiINI7L4hou9nAQEREREZHGsOAgIiIiIiKN4ZAqIiIiItI8ubzgKO/04R60jD0cRERERESkMSw4iIiIiIhIYzikioiIiIg0jqtUGS72cBARERERkcaw4CAiIiIiIo3hkCoiIiIi0jz5P0d5pw/3oGXs4SAiIiIiIo1hwUFERERERBrDIVVEREREpHFcpcpwsYeDiIiIiIg0hgUHERERERFpDIdUEREREZHmyeQFR3mnD/egZXrZw3HlyhUMGzYMDg4OMDExQZUqVdC1a1ds2bIFcvn//5DExsZCEIQSjzFjxqj93teuXcN3332HQYMGoVatWsrXKC13d3dl2/j4+FK31yYTU2OM+84Lv8RvwG+ZO/DTxf+htXsLtdraOtjgy18+w8GXgTiUshVfH5wD+7rVNByxOJgn9TBPJWOO1MM8qYd5Ug/zRPT2BPnrn8D1wP79+zF8+HDk5+ejdevWaNCgAZKSknD27FlIpVKMHDkSO3bsAAA8f/4cs2bNKva1du/ejezsbAQEBGD06NFqvf+AAQMQHBxc6Hxp0hwYGIjRo0dDEATI5XLExcWhVq1aarcHgLS0NFhZWaEH+sNYMClV29L6z47p6DqkAw78eBR/309AL98eaNi2Pmb1/Bp3zkcW287c0hzrri2FpVUF7Ft5GNK8fAye8REgABNdZiP9ZYZG49Y25kk9zFPJmCP1ME/qYZ7UU57zJJXnIQTBSE1NReXKlTX+fv+m+EzSyeNrGJuYa/39y5o0LxsX/lwoWj7LI70qOKRSKWrWrIlnz55hx44dGDlypPK5iIgIdOnSBS9fvsSpU6fg5ub2xteKiIhAkyZNYGFhgcTERLV/oJYuXYrMzEy0bdsWbdu2hZOTE3JyctQuOJKSktCoUSO0adMGUVFRePTokU4XHA3bNsDqy0uwYfY27FtxGABgYmaCTbdWIuVZKmZ0+bLYtsNmf4zxS30wud1c3Lv6AADg2NABm26txJ7vgxEwf5fG4tY25kk9zFPJmCP1ME/qYZ7UU97zpDMFh7seFRwnWHCUhl4NqYqMjMSzZ8/QsGFDlWIDABo3bgxvb28ABUOuShIUFAQA6N+/f6l+mL744gssWrQI/fr1g729fSmiLzBjxgxkZWVh7dq1pW4rhq5DOiBfmo+jG08oz+Xl5OFYwEk07dQQVWvZFt92cEdEhkUrfwEDQFzUE1w/eQvdhnbSaNzaxjyph3kqGXOkHuZJPcyTepgnonejVwWHmZmZWtfZ2hb/iwEoGP60c+dOAICPj887x6WuY8eOYefOnZg/fz7q16+vtfd9Fw1a1UX8vQRkpb9SOR8VFg0AqN/Kqch2giCgXovauHftQaHnIq9Eo2YDe1hULP/fgigwT+phnkrGHKmHeVIP86Qe5ono3ehVwVGvXj3Ur18fUVFRyoJBISIiAkFBQbC2tsbAgQPf+Drnzp1DbGwsqlWrhl69emkyZKXMzExMmjQJjRo1wpw5c7TynmXBpkYVvExILnT+RUIKAMDWwbrIdpVsKsLU3LTItopztg42ZReoyJgn9TBPJWOO1MM8qYd5Ug/zVDYE/P/mf+X6EDuR5ZBeFRxGRkbYunUrqlSpAi8vL7i6umLEiBHo2bMnWrRogVq1auHkyZOwsXnzP27FcKoRI0bA2Fg7KwcvWLAAsbGxWL9+PUxNTbXynmXBzMIUeTl5hc7nZucCAEwtir4Xs3/OF902T+UafcA8qYd5KhlzpB7mST3Mk3qYJ6J3o3f7cHTu3BlnzpzBwIEDER4ejvDwcACAqakpPDw8UK9evTe2z8nJwd69ewFobzhVeHg4fvzxR/j6+qJ79+5v9Ro5OTnIyclRPk5LSyur8N78vq9yYWJWeFK6qXnBL9DcV7nFtgNQTFsTlWv0AfOkHuapZMyRepgn9TBP6mGeiN6NXvVwAMCuXbvQrl07ODo64vLly8jIyMC9e/fg5+eHFStWoGfPniofzP/tyJEjSE5OVq4UpWn5+fkYN24cqlSpguXLl7/16yxZsgRWVlbKw9HRsQyjLN7LhBTY1CjclWxbowoA4MWTwt3IAJD+MgO52blFtlWce/HkZdkFKjLmST3MU8mYI/UwT+phntTDPJURuVx/DioVvSo47t+/D19fX9jZ2eG3335Du3btYGlpCWdnZ2zYsAEfffQRwsPDERAQUOxrKIZTaat3Y9WqVbh+/TqWLVsGOzu7t36defPmITU1VXnExcWVYZTFe3AjFrXeq4EKlSxUzjdq71zw/F+xRbaTy+WIufUY77kWnhzfuJ0znjxIxKuM7DKPVyzMk3qYp5IxR+phntTDPKmHeSJ6N3pVcPzyyy/Iy8tD7969UbFixULPDxs2DAAQGhpaZPuUlBQcPXoUgiDAy8tLo7EqHD58GIIgYOvWrejRo4fKkZiYCAAYOnQoevTogWPHjhX7OmZmZqhcubLKoQ1n912EkbER+n7irjxnYmqMD/zcEHHpHpLiXwAAqjrawbGhg2rb/ZfQqF0DvOf6/8Pcar3ngFY9myF03yWtxK8tzJN6mKeSMUfqYZ7Uwzyph3kiejd6NYcjPj4eAGBlZVXk84rzyclFd33u2bMHOTk56NatG+rUqaOZIIsgl8uLLYIA4NKlgl9Ifn5+WopIfZFh0Tiz5wLG/m8kqlSzwpPoRPQa1R3Vnapixbh1yuu+2DoFLXs0hYdkqPLcr2v/QJ9x7lj82zzsXXEY0jwphnzWD8lPU5UbK+kL5kk9zFPJmCP1ME/qYZ7UwzyVDcUqT+WdPtyDtulVwaHYaO/q1atFPq/Y8M/JyanI57U9nAoAQkJCin3OycnprXca16alvqvh93gE3L27oZK1JR7efIz/9vsOt85GvLHdq4xszHJbiEkr/eA1fzAEiYAbIXewfuZWpD7XzqR3bWKe1MM8lYw5Ug/zpB7mST3ME9HbE+Ry/Zn5Eh4eDldXVwDA2rVrMWnSJOVzly5dgru7OzIzM/Hnn3/C3d1dpe2jR49Qt25dmJmZITExsdheEgA4ePAg5s2bh3bt2mHbtm1vjMnc3Bw5OTl4mzS/S8GRlpYGKysr9EB/GAuFV8cgIiIiwyCV5yEEwUhNTdXakOvXKT6TdOn5FYyNy/9Gh1JpNs6d+kq0fJZHejWHo3Xr1pg1axYA4NNPP0WzZs0wbNgwdOnSBZ07d0ZmZiY++eSTQsUGAOzYsQNyuRz9+vV7Y7EBAKmpqYiKisLjx48LPXfkyBF06NBBeeTmFix39/q5I0eOlMHdEhEREZUjcj06qFT0akgVAHz//ffo1KkT1q9fj2vXriEqKgqVKlVC9+7dMX78eHh6ehbZbseOHQAAb2/vd3r/pKQkXL58udD5188lJSW903sQERERUfmwZMkSHDhwAJGRkbCwsECnTp2wdOlSNGzYUOzQtEavhlTR/+OQKiIiIgJ0aEiVmx4NqTqt/pCq3r17Y8SIEWjbti2kUin+85//4Pbt27h79y4sLS21ELH49K6Hg4iIiIh0jyCXQ9CD77lLew//3tYgMDAQ1apVw7Vr19CtW7eyDE1nseAgIiIiIiqltDTVVcbMzMxgZmZWYrvU1FQAgI2NjUbi0kV6NWmciIiIiEgbHB0dYWVlpTyWLFlSYhuZTIYZM2agc+fOaNasmRai1A3s4SAiIiIizZP9c5R3/9xDXFycyhwOdXo3Jk+ejNu3b+PcuXOaik4nseAgIiIiIiqlypUrl2oS/pQpU/Dbb78hNDRUpzd01gQWHEREREREGiKXyzF16lQcPHgQISEhqFu3rtghaR0LDiIiIiLSOENdpWry5MnYuXMngoODUalSJSQmJgIArKysYGFhoYkQdQ4njRMRERERaci6deuQmpqKHj16oEaNGspj9+7dYoemNezhICIiIiLSEO6xzYKDiIiIiLRB/s9R3unDPWgZh1QREREREZHGsOAgIiIiIiKN4ZAqIiIiItI8ubzgKO/04R60jD0cRERERESkMSw4iIiIiIhIYzikioiIiIg0TpAXHOWdPtyDtrGHg4iIiIiINIYFBxERERERaQyHVBERERGR5nGVKoPFHg4iIiIiItIYFhxERERERKQxHFJFRERERBonyAqO8k4f7kHb2MNBREREREQaw4KDiIiIiIg0hkOqiIiIiEjzuEqVwWIPBxERERERaQwLDiIiIiIi0hgOqdJT8n+6+6TIA9jzR0REZLCkyAPw/58NRCOHfnwm0Yd70DIWHHoqPT0dAHAOR0WOhIiIiHRBeno6rKysxA6DDBALDj3l4OCAuLg4VKpUCYIgiB0OACAtLQ2Ojo6Ii4tD5cqVxQ5HZzFP6mGeSsYcqYd5Ug/zpB5dzJNcLkd6ejocHBzEDoUMFAsOPSWRSFCrVi2xwyhS5cqVdeaXsC5jntTDPJWMOVIP86Qe5kk9upYnXejZEORyCGIP6yoD+nAP2sZJ40REREREpDEsOIiIiIiISGM4pIq0xszMDAsXLoSZmZnYoeg05kk9zFPJmCP1ME/qYZ7Uwzy9ATf+M1iCXPQ10oiIiIhIX6WlpcHKygpurvNgbGwudjjvTCrNxulrS5CamqpT83R0GYdUERERERGRxnBIFRERERFpnhyATOwgygDHBpUaeziIiIiIiEhjWHAQEREREZHGcEgVEREREWkcN/4zXOzhICLSY9u2bcOiRYvEDoOIiAwYeziIiPTYli1bEBoaigULFogdis7KyMhAWFgYnj17hooVK8LFxQU1a9YUOywqR7KyspCeng6JRIIqVarAxMRE7JCIdAoLDtKI58+f4+jRo7h58yYePXqE9PR0AEClSpVQp04dtGjRAn379oWdnZ3IkZIuO3r0KE6dOgVTU1P07dsXXbp0AQCkpqZiwYIFCA4ORlJSEurXr48xY8Zg2rRpkEgMo+P2woULal2XmpoKALh48SJe33apU6dOGolLF0VEROD69evo1q0batWqpTwvlUoxf/58rF69GtnZ2SptPvzwQ2zYsAE1atTQdriiadCgAbp16wZvb2/07NlT7HB0WmZmJgICAhAcHIwbN27g5cuXKs83aNAAbm5uGDduHNq0aSNSlDpIDv3YNE8PbkHbuPEflamUlBTMnDkTQUFByM/PR3E/XoIgwMjICD4+PlixYgWqVKmi3UDLocmTJyMyMhInT54UOxSt8Pb2xq5du5Q/Q4Ig4Ntvv8XMmTPRvXt3XL58GQAgkUggk8kgCAKGDx+OnTt3ihm21kgkEgiC8FZtBUGAVCot44h0l5eXF/bu3Yu4uDhUr15ded7T0xN79uyBXC5HtWrV4OTkhJcvXyI2NhZSqRT16tVDWFgYbGxsRIxee17/mapZsya8vLzg5eWFZs2aiRyZbjlx4gS8vLzw/PnzYv/GKQiCgNGjR2Pt2rUwNTXVUoS6R7HxX89Wc2FsVP53YJfm5+DUX99x479SYMFBZSY1NRUdOnRAVFQUqlatin79+qF169aoVasWLC0tARR8KxQfH4/w8HAcPnwYSUlJaNiwIS5fvsx/tCXo2LEjwsLCkJ+fL3YoGhcUFIRRo0ahRo0a+PTTT2FiYoJ169YhPj4eixYtwtdff40lS5bAx8cHNjY2CA0Nxfjx4/Hw4UMcOnQI/fr1E/sWNE4ikUAikaBDhw5vHL7x119/IS0tDd26dVM5f/r0aU2HqDPq168PW1tbhIWFKc+dP38eXbt2RdWqVREYGIg+ffoon4uLi8OkSZNw9OhRfP755/j+++/FCFvrJBIJnJyckJOTg4SEBGXx0aJFC4waNQqenp6wt7cXOUpx3bhxA+3bt4dUKsWIESPg5uYGW1tbxMTEIDAwEJGRkfjxxx/h4eGB8+fPY82aNbhy5Qr69OmDI0eOiB2+aFhwEAsOKjOfffYZfvzxR0ydOhXff/99id/m5ObmYvbs2fD398eMGTOwcuVKLUVaPhlSwdGzZ0+cO3cOkZGRqFevHoCCD4HOzs6QyWSYO3duoYnQV65cQfv27TFw4EDs379fjLC1auzYsdiyZQuaNWuG9evXFztEys3NDaGhoQbxc1OcChUq4OOPP8Yvv/yiPPff//4X//vf/3DgwAH079+/UJtXr17B2dkZFhYWuH//vjbDFY1EIoGfnx82b96MEydOICgoCIcOHUJ6ejoEQYBEIoG7uzu8vb0xcOBAVKhQQeyQtW7o0KE4ePAgDhw4gI8//rjQ88OHD8evv/6K27dvo379+gCA8ePHIyAgAAEBAfD19dV2yDpBWXC0/EJ/Co4bS1lwlAILDiozTk5OqFy5Mm7evFmqdi1atEBaWhpiY2M1E5iO2bZt21u1W7RoEWJiYgzig6OtrS2aN2+OkJAQlfPu7u44ffo0oqKi0KBBg0LtXFxc8OLFCzx+/FhLkYrr9OnTmDhxIh48eICxY8di2bJlsLKyUrmGBUfBz1OXLl0QHBysPDdx4kRs2rQJKSkpqFSpUpHtBg8ejCNHjhSa36GvFAVHQECA8lx2djYOHjyI7du348SJE5BKpRAEARUqVMCgQYPg7e0Nd3f3tx7eV95Ur14d9evXL3YOVVRUFBo3boxvvvkG8+fPB1CQw1q1aqFp06Y4c+aMNsPVGSw4iJPGqcwkJiaiY8eOpW7XtGlTHDp0qOwD0lF+fn5v9cdZLpcbzB/1jIyMIlcJcnBwAFBQ3BalXr16iIyM1GRoOsXNzQ03b97EokWLsHz5cgQHB2PFihXw8vISOzSd0rRpU1y4cAE5OTkwMyv4sKOYPJ6YmFhswZGQkFCogDM05ubm8PT0hKenJ5KSkrBr1y4EBQXh6tWr2L59O4KCgmBvb4+RI0caxNCz1NTUNw4rUywyEBcXpzxnbm6Ozp074+zZsxqPj0hXseCgMmNvb4+rV69CJpOpvVJQfn4+rl69qjKRU98ZGRlBJpNh3LhxpVpR6eDBg0hKStJgZLrD2toaycnJhc4r8mVsXPSvLlNTU4NbjtLMzAzffvstRowYgU8++QSjRo3Cli1bsG7dOjg7O4sdnk4YM2YMxowZgxkzZmDdunUAgJEjR+Lbb7/F/PnzsWfPnkJtDh8+jMuXL2PQoEHaDldnVa1aFdOmTcO0adNw//59bN++HTt37sTDhw+xcuVKgyg4HB0dcfnyZbx69QoWFhaFnj916hSAgly9zsLCAjk5OVqJUafJAOjD92YysQMof1hwUJnp378//P39MWLECKxZs6bQL9x/e/78OT799FM8fPgQU6dO1VKU4mvWrBlu3ryJ6dOno0mTJmq3++uvvwym4KhZsyZiYmIKnZ84cSI8PDyKbRcbG2tQxevrmjdvjgsXLmD16tX48ssv0aJFC3zxxRf8kIOCXsXdu3djw4YNuHHjBqZMmYKOHTvC398fn376KVq1agUfHx84OTkhOTkZISEh2L17N0xMTLh/STGcnZ2xaNEiLFq0CBcuXMCOHTvEDkkrBgwYgBUrVmDYsGFYt26dyjLLx48fx8SJEyEIAnr37q3S7vHjxwY/4Z4MG+dwUJlJSUlB27Zt8eDBA5iZmaFr167KVaoUkwuzsrKUq1SdPXsWOTk5aNCgAcLCwgxmadwJEybg559/xpYtWzBq1Ci12xnSpHHFJMu///5b7T/SKSkpsLe3R79+/bB3714NR6jb4uPjMXnyZBw+fBhAwdKchvBz8yY5OTmYMGECtm3bVuLQRLlcDjs7OwQFBaFXr15ailB8Rc3hIFXJyclo06YNYmJiYGJigrp168La2hqPHj3C06dPIZfLMXToUOzevVvZJikpCTVr1sTQoUMNpjD7N+UcjuZ6NIfjFudwlAZ7OKjMVKlSBZcuXcL06dPxyy+/4MSJE8XuGSGXyyGRSODl5YVVq1YZTLEBAO3bt8emTZtw5cqVUhUccrm8xDXf9cWoUaNQpUoVZRGhjp9//hm5ublwc3PTcHS6r1atWggODsb+/fvx22+/iR2OTjAzM0NgYCAmT56MjRs34vTp03j48KHKNdbW1mjVqhU+/vhjjBkzpti5Hfqqdu3a3Iy1BNbW1jh//jzGjx+PI0eO4N69e8rnzMzM8Omnn2LJkiUqbbKzs7Fp0ya4urpqO1ydI8jlEPTg75g+3IO2sYeDNCIxMRHHjh3DjRs38PjxY2RkZAAAKlasiNq1a6Nly5bo3bu3QXYxv3jxAufOnUP16tXRoUMHscMhMlg5OTlISUmBTCZDxYoVDa7AoHej6K3PzMxE1apV0a5dO37bXQxFD8f7zeboTQ/HydvL2MNRCiw4iIiIiEhjWHAQh1QRERmIhIQE5OXlASgYPkNEpFVyecFR3unDPWgZCw4i0gv8MF2ynj174t69exAEAVKpVOxwdBp/ntTDPBGROlhwkKjmz5+PhIQECIKAzZs3ix2OzuIf9ZLxw3TJFAsPcCRtyfjzpB7mqWRNmjRBVFQUc0QGjQUHierAgQPKX8QsOIrHP+ol44fpkhnSLuzvij9P6mGeSiaTyZgjBQ6pMlgsOEhUU6ZMwfPnz8UOQ+fxj3rJ+GGayhJ/ntTDPJXs1KlTyh5qIkPFgoNENXnyZLFDKBf4R52IqHxycHAQOwQi0UnEDoCIiIiIiPQXezhIa3JycnD58mUkJCTA0tISrVu35jc/pLaMjAw8fvwY6enpkEgksLa2Rr169SCR8HuT0hg0aBBu3LiBBw8eiB2KzpFKpUhOToadnR0EQRA7HCL9wzkcBot/qanMHD9+HHfu3CnyOX9/fzg4OMDNzQ0jR45E//794ejoiEGDBnEOBxUrLi4On3/+ORo0aAArKys0b94cnTp1QocOHdCwYUNUrlwZvXv3xoEDB8QOtdxISEhAbGys2GFonVQqxdq1azFkyBCMHDkSO3fuVD73+PFj9O/fH5aWlrC3t4eNjQ1mzJiBrKwsESPWLenp6Vi6dCl69uyJxo0bo02bNpgwYQKuX78udmha1aBBA4wZMwanTp0SOxSicoU7jVOZkUgkGD16dKHVphYvXoyFCxdCLpejTZs2cHZ2RnJyMs6ePYvMzEw0b94cYWFhMDMr/7uPqsPY2BjdunWDj48PhgwZgkqVKokdkk4KDAzEpEmTkJubW2iyvLGxMaytrfHy5Uvk5+dDEAT07NkTe/fuRZUqVcQJuJzo2LEjwsLCkJ+fL3YoWiOVStGrVy+cOXNG+bMkCAImTZqE7777Dq6urrh//z4qVqwIGxsbxMXFAQC6d+9uUB8sO3XqhA8//BDz589XOR8dHY0PPvgAsbGxhf4tSiQS+Pv7Y9KkSdoMVTQSiUTZ+1WzZk14eXnBy8sLzZo1Ezky3abcabzx5/qz03jECu40XgocUkVl6t9/jOLi4vDNN9/AwsICBw8ehIeHh/K5pKQkDBw4EBcvXsT69esxffp0bYcrCplMhjNnzuDMmTOYMmUKPv74Y3h5eaFPnz4wMjISOzydcObMGYwdOxaWlpb4/PPP4ebmBltbW8TExGDz5s04evQoZsyYgc8//xyXLl2Cv78/9u/fDw8PD1y8eBHGxvr/q23RokVv1S4+Pr6MI9F969evR0hICJo1a4YvvvgCJiYmWL58OdatWwcTExM8ffoU+/fvx8CBAwEADx8+xMiRI3HmzBkEBQXB29tb5DvQjkuXLqFRo0Yq5+RyOQYPHoyYmBh07doVX3zxhfJLo3379mHVqlWYNm0a2rVrB1dXV5Ei1646deogJycH8fHxWLZsGZYtW4YWLVpg1KhR8PT0hL29vdgh6i4ZAH0YrSgTO4Dyhz0cVGYkEgn8/PwQEBCgPOfv74/p06fjf//7H+bOnVuoTWxsLJo0aQIXFxecP39em+GKRiKRoHnz5rCwsEBYWBiAgm9bbW1t4enpCW9vb7Rt21bkKMXVt29fnDp1CiEhIejQoUOh56dPn441a9YgPDwcLVq0AAAsXLgQixcvxsqVKw2ieFV801qaX+GK6wVBMKgejk6dOuHGjRuIjY1F1apVAQDJycmoU6cOMjMzsWLFCsyYMUOlTVRUFJo2bYpevXrh6NGjIkStfUX9Dv/999/x4YcfomPHjjh37lyhuS0bNmzApEmTMGrUKAQGBmo5Yu1T5Gjz5s04ceIEgoKCcOjQIaSnp0MQBEgkEri7u8Pb2xsDBw5EhQoVxA5ZJyh7OBrqUQ9HFHs4SkP/vwYkUSk2qxsyZEiRzzs5OcHV1bXYuR/6ytXVFQEBAYiOjsb27duxc+dOPHjwAP7+/li9ejWcnZ3h4+MDLy8vODk5iR2u1oWFhaFDhw5FFhsAMHPmTPj7+2Pfvn3KgmPBggX4+eefsWPHDoMoOExNTZGXl4dFixbBxMRE7XZr1641uF6Ou3fvonPnzspiAwCsra3RqVMn/Pnnn8qejdc1bNgQrq6u+Ouvv7QYqe5RFBnffvttkRPpJ0yYgGXLliE0NFSE6MQjCAI8PDzg4eGB7OxsHDx4ENu3b8eJEyfwxx9/4Pjx46hQoQIGDRoEb29vuLu7cyECMmgsOEijZLKCfkdHR8dir6lTp47ym35D06BBA3z99df4+uuvcenSJWzbtg179+7FvXv3sGDBAixYsABdunSBj48Phg4dCisrK7FD1oqsrKw33qviG6Vnz54pzxkZGaFjx474888/NR6fLmjVqhWuXLmCjz76CK1atVK73aFDhwyu4MjOzlYpNhSqV68OAKhdu3aR7erUqYMbN25oNDZdp1jU400/Y82bN8cff/yhpYh0j7m5OTw9PeHp6YmkpCTs2rULQUFBuHr1KrZv346goCDY29tj5MiR+P7778UOV1SCXA5BDwbW6MM9aBtXqaIypVi6VHHY2toCKFgZpzgpKSmwtrbWVog6q0OHDli7di0SEhIQHByMwYMHw8zMDGfPnsWECRNgb2+PoUOHih2mVtSrVw8XLlzAy5cvi3w+ODgYQMGkzdcJgqAscvVdu3btAABXr14VORLdZ2tri6SkpELnFd84F/fNsyAIsLCw0Ghsuk7xO/xNzM3NS9XLps+qVq2KadOmISwsDFFRUfjyyy9Rt25dJCQkYOXKlWKHRyQaFhxUpvbv34+6desqj2+//RYAcOHChSKvl8lkCA8Pf2MPiKExNjZGv379sGfPHjx9+hQ///wzunfvjry8PINZ/nXEiBF48eIF+vTpg8uXLyvP5+TkYOPGjZg2bRoEQUD//v1V2sXExBQqQvRVu3btIJfLS907aG9vX+w3+vqqdu3aiI6OLnT+yy+/fONQoOjoaIObAHzu3DmMGTNGeZw9exYAcP/+/WLbxMTEoFq1atoKsdxwdnbGokWLEB0djXPnzmHixIlih0QkGg6pojLTrVu3Yr8pvHfvXpHnDx8+jMTERAwaNEiToZVblSpVUv7h//vvv1X2DtBnn3/+OYKDg3HlyhV06tQJZmZmsLKyQlJSEuRyOeRyOaZNm6acvwEUrIh2/fp1+Pn5iRe4Fg0aNAjNmzcv9bLKBw8e1FBEusvV1RXr1q1DbGysypyoBg0aoEGDBkW2efr0KW7cuAFPT08tRakboqOjiyzO9u/fX+RiFvHx8QgPD0ffvn21EV651alTJ3Tq1EnsMMTHjf8MFgsOKjMhISGlblOtWjVs2bIF7du3L/uA9EzNmjUxe/ZsscPQCgsLC4SEhGDu3LnYsmULsrKykJ2dDQCoUaMG5s6di6lTp6q0MTc3x6lTp1C/fn0xQta6ChUqoGXLlmKHUS5MmDABjRs3LlWbvXv3wtHR0aA+SJ8+fbrY54qbU7V//37UqlULvXr10lRYOqV27dqws7MTOwyicofL4hJpmZubG/r06YM5c+aIHUq5kJeXh4iICGRmZqJq1arFfiNNRES6SbEsrrvzZ3qzLO6J+z9wWdxSYA8HkZa96VtEKszExERl6BQREZVTMjkg6MH33DI9uActY8FBRFSO3blzB6dPn4apqSk8PDxQt25dAIBUKoW/vz+Cg4ORlJSE+vXrY8yYMRgwYIC4ARMRkcFhwUGko44fP47ExESMGjVK7FBEkZ6ejpUrV+LKlSuwtbXF2LFj0a1bNwAFK+YsWLAAoaGhSE5OhpOTE4YOHYovvvjCoHb2/fLLL/Hdd98pdxs3MTHBzz//DC8vLwwePBiHDx9WXhsREYEjR45g5syZBrcXgLu7O7p16wYvLy+DmeOjTYsXL0ZMTAw2b94sdiii+/vvv3Hy5EkkJCTA0tISrVu35mRxInAOB5HOcnNzQ2hoKPLz88UOResyMjLQsWNH3L17V/lhWhAE7NixAy4uLujSpQtevHih0kYQBLi6uuLs2bMwMyv/Y4RLcuTIEfTr1w8VK1bE8OHDYWJigt27d+PVq1fw9/fH+PHjMXXqVPj4+MDOzg4hISH44osv8Pz5c4SEhKBr165i34LWSCQS5Qp6HTt2hI+PD4YNG8b9f8pIx44dERYWZhC/qzZu3IiGDRuie/fuKudlMhlmz56N1atXQyqVqjzXqlUr7Nmzx6CLXeUcjnrT9WcOx8MfOYejFNjDQaRlT548Ueu6nJwcAAWbJr7+vYCDg4NG4tIly5cvx507d9ChQwfl5PqlS5fi888/R6dOnZCVlYUVK1Yod18PCwvDZ599hmvXruHHH380iAn5a9euhSAIOHnypHK50kmTJsHFxQXTp0/H5MmT8eOPPyqv9/PzQ82aNfHBBx9gw4YNBlVwAAUb2KWnp+PChQu4ePEipk+fjr59+8LHxwcfffQRN64jtUycOBF+fn6FCo5p06Zh7dq1MDU1xeDBg+Hs7Izk5GQcOXIE169fx/vvv48bN24Uu9oXkb5jDweRlr3+bWtpCYJQ6NszfdSyZUvEx8cjNjZWuc9Eamoq6tati9TUVKxatarQsrhPnjxB48aN0aBBA1y7dk2MsLWqevXqqF+/fqFNNbt164bz58/j1q1baNKkSaF2TZo0QU5ODh48eKCtUEUnkUjg5+eHH374AXv27EFQUBDOnTsHuVwOQRBQpUoVDBs2DF5eXujSpYvY4YrmTZsgvsmkSZMQGRlpED0cip+lgIAA5bmoqCg0adIE1tbWCA0NVfl3l5ubi+HDh+PXX3/FV199hf/+979ihC069nAQeziIRCAIQom7qycmJiI3N9fgdoUGCjYf69mzp8qmdlZWVujcuTOOHj2KIUOGFGrj4OCAjh07Frurvb5RzF35t9q1a+P8+fPFLh/83nvv4fjx4xqOTjdZWVlh/PjxGD9+POLi4hAUFIQdO3bg7t272LBhAzZu3Ig6derAx8cH3t7ecHZ2FjtkrerRo8dbfRmiKNwM1eHDhyGXy7F48eJCRb6pqSk2bdqEU6dO4ddffzXYguP/6cnGf9CHe9AuFhxEWtazZ0+cOnUKjRo1wtq1a5WrCv2bYg5HTEyMliMUX35+PszNzQudV5yztLQssp2FhQVyc3M1GpuusLKyQnp6eqHziqFBpqamRbaztLSERCLRaGzlgaOjI+bNm4d58+bh+vXr2L59O3bv3o3Y2FgsXrwYixcvRtu2beHj44PJkyeLHa5WKIoGDw+PUhUQly5dQlpamqbC0nkxMTEQBAF9+vQp8nk7Ozu4uroaRM8rUXFYcBBp2YkTJxAYGIhZs2ahWbNm+PLLLzF79mwYG/Ofo4KjoyPCw8NVvjmVyWTKP9hnz57Fhx9+qNImNzcXV69eRfXq1bUerxhq1KiBx48fFzo/ePDgN26OGB8fj2rVqmkytHLHxcUFLi4uWL58OU6ePInt27fj0KFDCAsLw5UrVwym4GjYsCGioqKwZs2aUk1wVkwaN1RGRkYAAHt7+2KvcXBwMJjeV6Ki8GsuIhH4+fkhMjISAwYMwPz589GqVSucO3dO7LB0xgcffIDY2FhMnz4dz549w7NnzzB9+nQ8evQIHh4emDp1Km7cuKG8PjMzE5988gmePHmiXDpX37m4uODOnTtITk5WOf/RRx9h/vz5RbZ59eoVrl27hqZNm2ojxHJHIpHAw8MD27Ztw9OnTxEUFITevXuLHZbWtG/fHgBw9epVkSPRbYmJiQgNDVUeii9F4uPji22TlJQEW1tbbYWou+Ry/TmoVFhwEInEzs4OO3bswNGjR5GZmYnu3btj7NixhT5AGqL58+fD1tYWa9asQY0aNVCjRg2sWbMGzZs3x65du5CXl4c2bdrgvffeQ9u2bVGjRg1s374dxsbGmDVrltjha8WQIUMwcODAIns5irNjxw5kZWWhR48emgtMT1hYWGDkyJE4cuSI2KFoTbt27SCXy0vdW2Foa8/88ccfcHNzUx6rV68GAJw6darI6xW9r0XNuSIyFBzDQSSy3r17486dO/jvf/+Ln376Cb/99huWLl1qcH/EX1ejRg1cuHABc+bMUe6r0atXLyxZsgTW1tY4cuQIhgwZgujoaGWbatWqYcOGDWjZsqWIkWtPv3790K9fv1K1GTBgADw8PDikiorUr18/5Obmol69eqVqd+jQIeUy3vrO19e32Oeys7OLPL9nzx4kJyejQ4cOmgqLSOdxWVwiHRIeHo5x48apDBcyhKUm34ZUKsWlS5cQHx8Pe3t7dOzY0SA2/COi8iUqKgqJiYl47733UKNGDbHDEYVyWdw6U2AsKf+/p6WyHJx4tJrL4pYCeziIdEjr1q1x9epV/PDDD/jtt9/EDkenGRsbG/SeCep69uwZsrOzDXJ5ZSJd0LBhQzRs2FDsMIhExR4OItJpUqkUL168gI2NTYm7Qb98+RIZGRn8cP0aNzc3nD171iA2jHxbOTk5uHz5MhISEmBpaYnWrVvDwcFB7LC0bvHixejatWuhXbSpsDNnzuDKlSuwtbXFwIEDUaVKFQBAXl4eAgICEBoaqtwrZ8iQIejZs6e4AYuMPRzEgoOonPj999+RlJSEUaNGiR2KVjx//hwzZszAgQMHkJOTAxMTE/Tp0weLFi1C8+bNi2wzevRobN++nR+uX6PYz8WQh+YdP34cNWvWLHJ1Ln9/f3z11VdISUlROd+/f39s3LgRdnZ2WopSfBKJRLkpqbe3N7y9vdGoUSOxw9I5Pj4+2Llzp/KxjY0NTp48CScnJ7z//vvKJb0VBEHAhAkTsHbtWjHC1QnKgqP2p/pTcDxey4KjFFhwEJUTirXuDeGDY2ZmJtq2bYuoqKhCk+dNTU2xfPlyTJkypVC70aNHY9u2bQaRo/fee0+t6/7++29kZ2er7KsgCAKioqI0FZrOkUgkGD16NDZv3qxyfvHixVi4cCHkcjnatGkDZ2dnJCcn4+zZs8jMzETz5s0RFhZmMHODXt8QUrHUa+vWreHj44MRI0ZwsQEAgYGBGDNmDGxsbODt7Q0ACAoKgqOjIzw8PLB8+XJ89NFHGDZsGKysrBAWFoZVq1YhKysLu3btwrBhw0S+A3Gw4CDO4SAinbNy5UpERkbCxcUFa9asQcuWLfHw4UOsWrUKAQEBmD59Oh4/foxly5aJHapooqOjIQiC2quZvb6iV2l2kdYX/85TXFwcvvnmG1hYWODgwYPw8PBQPpeUlISBAwfi4sWLWL9+PaZPn67tcEXj4+MDT09PbN++Hb/++iuuXbuG8PBwzJo1C7169YKPjw/69+8Pc3NzsUMVRUBAAExMTHD+/HnlvIwJEyagZcuWiIyMxIQJE7Bu3Trl9f369cOHH36ILl26YNOmTQZbcBBxHw4i0jn79+9H5cqVcfToUXTo0AEWFhZo2rQpNm3ahMOHD8PKygorVqzA+PHjDXb5YDs7O+VQjfv37yMmJqbIo3379hAEQeXcw4cPxQ5fdIcOHUJeXh6+/PJLlWIDAKpWrYqgoCCYmZlhz549IkUoDiMjI/Tu3Rs7duzA06dPsXXrVri7u0Mul+Po0aMYOXIkqlevjjFjxhS774Q+u3XrFrp27aoyCbxx48bo2rUrcnNzi9wHqEOHDujYsSOuX7+uzVB1k9ib9XHjP9Gw4CDSMiMjo7c6Ll++LHboWhMdHY1OnTqhevXqhZ7r27cvLly4AEdHRwQEBGD48OEGOWcjMjIS3t7e2LBhAwYOHIi///4bderUKXQovon+93lDd+/ePQiCgCFDhhT5vJOTE1xdXREREaHlyHRHhQoV4OPjgz/++ANxcXFYvnw5WrZsifT0dAQGBsLDwwO1a9fGvHnzcPv2bbHD1YrMzExUrVq10HnFcLPiFhtwcHBAenq6RmMj0mUsOIi0TC6XQy6Xw9TUtFSHIQ2Dyc/Pf+O42EaNGuH8+fNo1KgR9u/fj/79+xe76Za+srGxQWBgIP78809kZWWhW7du+OSTT7hTvZpkMhkAwNHRsdhr6tSpg8zMTG2FpNPs7e0xc+ZMhIeH4+7du5g7dy5q166N+Ph4LF26FK1atRI7RK2oWrWqyvBEhfv37wMA7t69W2S7u3fvwsrKSqOxEekyFhxEWlazZk0IgoBHjx7h1atXah/t2rUTO3StqVOnTonfmNasWRPnzp1DmzZtcOzYMfTu3RtpaWlailB3vP/++7h9+zZmzZqFwMBANGrUCNu3bxc7LJ2TkZGBx48fKw9bW1sAQEJCQrFtUlJSYG1tra0Qy41GjRrhf//7H2JiYnDmzBmMGzfOYD5Md+7cGeHh4di9e7fy3K5duxAeHo66detizpw5yMrKUmmzfv163LlzB66urtoOV/fI5PpzUKmw4CDSMkXhcPXqVZEj0V2dO3dGREQE7t2798brrK2tcerUKfTo0QOhoaE4dOiQdgLUMebm5vjuu+9w9epV1KlTB35+fnj//fdLzJ8h2b9/P+rWras8vv32WwDAhQsXirxeJpMhPDz8jT0gBHTt2hUbN258Y+GmT+bMmQOJRIKRI0eiSZMmaNKkCby9vWFtbY2DBw/iwoULaNSoET755BPMnj0bbm5umDx5MgRBwMSJE8UOn0g0LDiItKxdu3aQy+UICwsrVTtDmhz98ccfQy6X44cffijxWktLS/z+++8YMGCAQeWoKC1atMDly5excuVKXLlyBS1btsTNmzfFDkt03bp1K/Yorig7fPgwEhMT0b59ey1HWz6ZmpqKHYJWtGnTBr/88gvs7OwQGRmJyMhI1KtXD4cPH0bz5s0REBCAp0+f4ueff8bKlStx5swZyOVyzJo1C/379xc7fCLRcFlcIi3z8PDApUuXYGlpWap2CxYsQFJSkoai0i29evXCpk2bStxZXMHU1BT79u3D6tWrDX4OgyAImD59OgYOHIjJkyfjyJEjBjX/pyghISGlblOtWjVs2bLFoAqO06dPw97eXuwwdN7gwYMxYMAAREZGwszMDPXq1VPuYeLp6Ym2bdvil19+QXx8POzt7dG/f3+4uLiIHLWO0JcVnvThHrSMG/8RERERkcYoN/5zmKA/G/892cCN/0qBQ6qIiIiIiEhjOKSKiIiIiDRPDv0YjqQHt6Bt7OEgIiIiIiKNYcFBREREREQawyFVRERERKR5XKXKYLGHg4iIiIiINIYFBxERlcrEiRMhCAKmTp2K+Ph4TJs2DY0bN4alpSUqVqwINzc3hIaGvvE14uLiMHfuXLi6usLa2hoWFhZwdnbGiBEjsG/fPi3dCRERaQOHVBERUalcv34dAJCTk4MmTZogPT0dpqamkEgkyM7ORkhICNzd3fHHH3/Azc2tUHt/f3/MmjULubm5AIAKFSrAzMwM0dHRiI6OxpUrVzBkyBCt3hMRaYFMBkAmdhTvTqYH96Bl7OEgIiK1yWQy3L59GwCwadMm2NjYIDg4GFlZWcjIyMDRo0dhZ2eHvLw8fPbZZ4Xar1ixAtOmTUNeXh6mTp2KqKgoZGZmIiUlBQkJCVi5ciU++OADbd8WERFpEHcaJyIitUVERKBJkyYAACcnJ1y8eBH29vYq12zevBnjxo0DADx+/BiOjo4AgJMnT6JXr16QyWTYunUrRo0apd3giUgUyp3Gq42DscRU7HDemVSWixPPfuZO46XAIVVERKS2v/76S/nf69evL1RsAMCHH36o/O+YmBg4OjpCJpPhs88+g0wmw6effspig8gQcZUqg8UhVUREpDbF/I0WLVoUO/SpevXqkEgK/rwIggAAOH78OG7duoUKFSrgq6++0kqsRESkG1hwEBGR2hQ9HIMHDy72mpSUFMj+mVRZvXp1AMCvv/4KAPDw8EDVqlU1GyQREekUFhxERHpGEIRij9eHRL2NGzduAADatGlT7DVhYWEAgEqVKqFu3boAgJs3bwIA2rdv/07v/zZmzJhRbD78/Py0Hg+RwVIMqdKHg0qFBQcR6QU/P79iP1QaGRnB2toaTk5OaNmyJYYNG4alS5fi1KlTkEql7/w+Pj4+pY63X79+hV5n1qxZpX4dbXry5AmePXsGALCzsyv2OsU+Gh4eHjAxMQEAPH36FABgY2Oj4SiJiEjXcNI4Eek9mUyGlJQUpKSkACj4tn3v3r0AgBo1amDs2LGYPHlykROg1XHw4EFkZGSgYsWKal3/7NkzHDt27K3eq7S6desGCwsL5eN3WVHl9d6R58+fF3nNkydPsGvXLgDA5MmTleeNjIwAAH///fdbv//baty4scp8k+joaDx48EDrcRARGSoWHESkd6ytrdGuXTuVc1lZWUhOTkZiYqLKh+WEhAQsXrwY69atw4YNG944N6E4mZmZ2L9/P3x9fdW6fseOHaXuWXlbW7duhZOTU5m8lmLCOFAwCbxv374qz+fn5+OTTz5BZmYm3N3d0bNnT+VzTZo0QVRUFIKDg7Fw4UJlAaINEyZMwIQJE5SPv/rqK3z99ddae38i+odMDkAPhiPJ9OAetIxDqohI77Ro0QLHjh1TOUJDQ3Hr1i0kJSXhwYMH2LRpE1q2bKls8+LFCwwZMgRLly5V+31e/yC/bds2tdsprhUEAXXq1FG7ndgUPRxWVlZYv349AgICkJOTA6Bgbkfv3r1x5MgR2NvbY/v27SptFcXYzZs34enpiejoaCi2gXr69Cm2bdv2VsUeERHpPhYcRGRw6tWrh3HjxuGvv/5CYGCgypCjefPm4eDBg2q9jqurKxo3bgwACAkJQVxcXIltbt26pfzg3qVLlzLrfdAGRdw//PADrK2tMXbsWFSsWBEVK1ZEq1atcOLECdSsWRPHjx8vNDytf//+mDRpEgBg7969cHZ2RoUKFWBlZQV7e3v4+voiPT1d27dERERawIKDiAyar68v/vzzTxgbF4wwlcvlmDBhArKystRqr5gwLpPJEBQUVOL1W7duVf53edr8LiMjQznvwd3dHRcuXICnpydsbGwglUrRqFEjzJ8/H3fu3EHz5s2LfI21a9fiwIED6N27N+zs7CCVSmFubo7WrVtj9uzZWLFihTZviYi0TC6X6c1BpcOCg4gMXufOnbFo0SLl46SkJGzatEmttt7e3spN7v49jOjf8vPzsWPHDgCAubk5hg4d+pYRa9+NGzcgl8thbW0NR0dH1K1bFzt37sTTp0+RnZ2NiIgILF68GFZWVm98nYEDB+L3339HUlIS8vLy8PTpU1y7dg3Lli0rtlAhIqLyjQUHERGAadOmqXxY3rBhg1rtHB0d0aNHDwBAREQErly5Uuy1x48fR2JiIoCCIUYlfTjXJYoJ46/PeyEiIlIHCw4iIgCWlpYYMWKE8nFERASSkpLUavv66lRvmjz++nAqdVe00hWK+RssOIjorcnlBSs8lfeDG/+VGgsOIqJ/dOrUSeXxuXPn1Go3ePBgWFpaAgB++eUX5OXlFbomNTUVwcHBAAB7e3v06tXrHaPVLhYcRET0tlhwEBH9o3Xr1iqP1d0cztLSEoMGDQJQsCHe0aNHC12zZ88eZGdnAwBGjhyp1X0o3pVUKsWdO3cAFCw5TEREVBosOIiI/mFnZ6fyODk5We22r684VdSwqtfPlafVqQDA2NgYr169glwuh6urq9jhEFF5JZfrz0GlwoKDiOgf1tbWKo9fvnypdtuePXuiVq1aAIDffvtNpe3Dhw+Vw7NatmzJYUlERGRQWHAQEf1DJlNdW10QBLXbSiQSeHt7AwByc3Pxyy+/KJ8rz70bRERE74oFBxHRP1JTU1Ue29jYlKp9UcOq5HK5cn8OIyMjeHl5vWOURETllEymPweVCgsOIqJ//HsZ3NIWHI0bN0abNm0AAJcvX8a9e/dw7tw5PHz4EADQq1cvVK9evWyCJSIiKieMxQ6AiEhXXLt2TeVx/fr1S/0avr6+uHr1KoCCXg7FRn+K54iIiAwNCw4ion+cP39e+d+CIKBLly6lfg1PT0/MnDkTeXl52LZtm3KYlpWVFfr3719msZaV0sxTKQ/kXD2GSHfJ5QD04N8of8+UGodUEREBSE9Px+7du5WPmzRpAltb21K/jq2tLfr27QsAiIuLQ1paGgBg6NChMDc3L5tgiYiIyhEWHEREAH788Uekp6crH0+cOPGtX6uolah0dXUquVyuVwcREekeDqkiIoMXGhqKr7/+Wvm4evXqGDdu3Fu/3kcffQQbGxvlXhx169Z9q+FZRET6RC6TQS6U/xWe5PLyfw/axh4OIjJogYGB6N27N6RSKYCC/TQ2btz4TsOfTE1N8eLFC+W37g8fPtS7uRLaEBERgeHDh6N+/fqwtLSEtbU12rdvj23btrE3g4ioHGEPBxEZnJiYGJw8eRKrV6/GjRs3VJ5bunQpPv74Y5Eio9fFxcUhJSUF3t7eqFWrFnJycnD8+HH4+vri9u3bWLZsmdghEhGRGlhwEJHeuXnzJnr37q1y7tWrV0hJSUFCQkKh/TYAwM7ODhs3bsTAgQO1FSaVoFevXujVq5fKuSlTpqBfv37w9/fHN998AzMzM5GiI6JS4ypVBosFBxHpneTkZPzxxx9qXevg4ICxY8di8uTJ3JSvnKhTpw6ys7ORnZ3NgoOIqBxgwUFEek8ikaBSpUqoXLkyqlSpgoYNG6JNmzZo27YtunXrBmNj/irUZVlZWcjKykJ6ejpOnz6NLVu2oG3btrCyshI7NCIiUgP/yhKRXggMDERgYGC5e5+QkJAyey19tWDBAqxYsUL5+P3338fmzZtFjIiI3opMDgh6MByJQ6pKjQUHERHptAkTJqB3795ISkrCH3/8gfj4eGRkZIgdFhERqYkFBxGRHvP19YWFhYXy8dq1a1GvXj0RIyo9Z2dnODs7AwA8PT3xn//8B926dUNUVBTs7OxKbL9hwwYcPHhQ+Tg6OlpjsRIRUWEsOIiI9FhoaKjK47S0NJEiKTsjRozAkiVLcPDgQYwfP77E6yMiItReRICINEguB6AHm+ZxSFWpceM/IiJSERcXh7lz58LV1RXW1tawsLCAs7MzRowYgX379qlc6+3tDUEQMGfOHOTk5OD777+Hi4sLKlasiBo1amDcuHF4/vy58vq7d+9i3LhxqFOnDszMzNCwYUNs2rSpVPG9evUKQMFqZEREpPsEObdrJSKif/j7+2PWrFnIzc0FAFSoUAEmJiZITU0FANSrVw8PHjxQXt+8eXPlJnzbtm3D7du3UbFiReTk5CAvLw8A0KlTJ5w/fx6bN2/G5MmTkZubi8qVKytfEwAOHTqE/v37q8Ty7NkzVKtWrVCMo0ePRmBgIE6dOgU3N7cyzwERla20tDRYWVmhp+lQGAsmYofzzqTyPJzK3YvU1FRUrlxZ7HDKBfZwEBERAGDFihWYNm0a8vLyMHXqVERFRSEzM1O5YeLKlSvxwQcfKK/PyclBZGQkAODbb7+FpaUlLl26hPT0dGRkZGDmzJkAgAsXLuA///kPJk6ciNmzZyMpKQkpKSl48OABGjdurHzvf5swYQK6d++OBQsW4Oeff8bSpUvRuXNnBAYGYvDgwSw2iMoZuUyuNweVDns4iIgIJ0+eRK9evSCTybB161aMGjWqxDbh4eFwdXUFALi4uODixYsqG/FJpVLY2toq542sXr0akydPVnmNoKAg+Pj4oFq1anj69KnKc7t378aWLVtw8+ZNPH/+HObm5mjatCl8fHwwYcIEGBkZvettE5EWKHo43IyH6E0Px2npPvZwlAInjRMRGTiZTIbPPvsMMpkMn376qVrFBgD89ddfAAo2VtyxY0ehXb+NjY1RvXp1pKWlwd3dvVCxARTs9A5AOfzqdcOHD8fw4cNLeTdERKRrWHAQERm448eP49atW6hQoQK++uortdvduHEDQMEcDcXQqNfJZDLEx8cDAMaMGVPkazx69AgAULt27VJGTUTljlwG/VilSg/uQcs4h4OIyMD9+uuvAAAPDw9UrVpV7XaKgqNfv35FPn///n28evUKgiCgb9++RV5z8+ZNAAWTz4mISD+x4CAiMnCKD/3t27cvVTtFwaGYx/FviiFXDRo0gJWV1Rtfw8XFpVTvTURE5QeHVBERGTjFZG0bGxu12zx69AgpKSkAii8WFAXHm4oJRcHRqlUrtd+biMonuUwOuVD+1yriekulxx4OIiIDp1jt6e+//1a7jaKYcHR0LLZQuX79OoDiC47Hjx/j5cuXAFhwEBHpMxYcREQGrkmTJgCA4OBg5Ofnq9VGnaFQJfVwKF6jdu3apepdISIqb9asWQMnJyeYm5ujffv2CAsLEzskrWLBQURk4Hx9fQEUzOXw9PREdHS0csjA06dPsW3bNgwePFiljaKYKK5nIjExUTlU612GXBGRHpHL9Ocohd27d2PmzJlYuHAhwsPD0bJlS3zwwQd49uyZhhKte1hwEBEZuP79+2PSpEkAgL1798LZ2RkVKlSAlZUV7O3t4evri/T0dJU2JfVwKIoJBwcHVKtW7Y3XcDgVEemzlStXYvz48Rg9ejSaNGmC9evXo0KFCggICBA7NK1hwUFERFi7di0OHDiA3r17w87ODlKpFObm5mjdujVmz56NFStWKK9NT09HTEwMgOKLBU4YJyICcnNzce3aNbi7uyvPSSQSuLu74+LFiyJGpl2CnFPtiYiIiEhD0tLSYGVlhS7oC2OYiB3OO5MiD+dwFHFxcahcubLyvJmZGczMzFSuffLkCWrWrIkLFy6gY8eOyvNz5szBmTNncPnyZa3FLSYui0tEREREGmNqagp7e3ucSzwqdihlpmLFinB0dFQ5t3DhQnz11VfiBKTjWHAQERERkcaYm5sjJiYGubm5YodSZuRyOQRBUDn3794NALCzs4ORkZFyEQ2Fp0+fwt7eXqMx6hIWHERERESkUebm5jA3Nxc7DK0zNTWFq6srTp48iQEDBgAAZDIZTp48iSlTpogbnBax4CAiIiIi0pCZM2fC19cXbdq0Qbt27bBq1SpkZmZi9OjRYoemNSw4iIiIiIg0ZPjw4UhKSsKCBQuQmJiIVq1a4dixY6hevbrYoWkNV6kiIiIiIiKN4T4cRERERESkMSw4iIiIiIhIY1hwEBERERGRxrDgICIiIiIijWHBQUREREREGsOCg4iIiIiINIYFBxERERERaQwLDiIiIiIi0hgWHEREREREpDEsOIiIiIiISGNYcBARERERkcaw4CAiIiIiIo35P2MHecRuuiYSAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 800x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,10))\n",
    "plt.imshow(false_negative.T, interpolation='nearest', vmin=0, vmax=10)\n",
    "\n",
    "# Add text annotations to each cell\n",
    "for i in range(false_negative.shape[0]):\n",
    "    for j in range(false_negative.shape[1]):\n",
    "        plt.text( i,j, f'{false_negative[i, j]:.1f}', ha='center', va='center', color='white',  fontsize = 12)\n",
    "\n",
    "cb1 = plt.colorbar( label='False Negative %',shrink=0.8, aspect=15,)\n",
    "cb1.set_label('False Negative %', fontsize=25)  # Set label font size\n",
    "\n",
    "plt.ylabel('SNR ', fontsize = 25)\n",
    "plt.xlabel('DM [$\\\\frac{pc}{cm^{3}}$]',  fontsize = 25)\n",
    "\n",
    "xtick_positions = np.arange(0, false_negative.shape[1], 1)  # Custom x tick positions\n",
    "ytick_positions = np.arange(0, false_negative.shape[0], 1)  # Custom y tick positions\n",
    "xtick_labels    =  snr_ranges[:-1] # Custom x tick labels\n",
    "for i in range(len(xtick_labels)):\n",
    "    xtick_labels[i] = round(xtick_labels[i], 2)\n",
    "\n",
    "ytick_labels = dm_ranges[:-1]  # Custom y tick labels\n",
    "for i in range(len(ytick_labels)):\n",
    "    ytick_labels[i] = round(ytick_labels[i], 2)\n",
    "\n",
    "print(xtick_positions,xtick_labels , false_negative.shape)\n",
    "plt.xticks(ticks=ytick_positions, labels=ytick_labels, fontsize = 15, rotation='vertical')\n",
    "plt.yticks(ticks=xtick_positions, labels=xtick_labels,  fontsize = 15, )\n",
    "plt.tight_layout()\n",
    "\n",
    "# plt.title('Retrieval Rate', fontsize = 30)\n",
    "plt.savefig(\"8bit_FN_dm_snr.pdf\", format='pdf')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "9b19a5f5-3b18-4eb9-b76d-21d8d67b6431",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'False Negative (% of true also predicted as false)')"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2000x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,10))\n",
    "plt.imshow(false_negative, interpolation='nearest', vmin=0, vmax=100)\n",
    "\n",
    "# Add text annotations to each cell\n",
    "for i in range(false_negative.shape[0]):\n",
    "    for j in range(false_negative.shape[1]):\n",
    "        plt.text(j, i, f'{false_negative[i, j]:.2f}', ha='center', va='center', color='white')\n",
    "\n",
    "plt.colorbar( label='False negative %')\n",
    "plt.xlabel('SNR ')\n",
    "plt.ylabel('DM ')\n",
    "\n",
    "\n",
    "xtick_positions = np.arange(0, false_negative.shape[1], 1)  # Custom x tick positions\n",
    "ytick_positions = np.arange(0, false_negative.shape[0], 1)  # Custom y tick positions\n",
    "xtick_labels =  snr_ranges[:-1]# Custom x tick labels\n",
    "for i in range(len(xtick_labels)):\n",
    "    xtick_labels[i] = round(xtick_labels[i], 2)\n",
    "\n",
    "ytick_labels = dm_ranges[:-1]  # Custom y tick labels\n",
    "for i in range(len(ytick_labels)):\n",
    "    ytick_labels[i] = round(ytick_labels[i], 2)\n",
    "\n",
    "\n",
    "plt.xticks(ticks=xtick_positions, labels=xtick_labels)\n",
    "plt.yticks(ticks=ytick_positions, labels=ytick_labels)\n",
    "\n",
    "plt.title('False Negative (% of true also predicted as false)')\n",
    "# plt.savefig(\"FN_dm_snr.pdf\", format='pdf')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "03633b49-5a61-4740-bd1a-491553b4bd78",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "from tqdm import tqdm\n",
    "# eval\n",
    "model.training\n",
    "val_loss = 0.0\n",
    "correct_valid = 0\n",
    "total = 0\n",
    "y_true = []\n",
    "y_pred = []\n",
    "with torch.no_grad():\n",
    "    for images, labels in testloader:\n",
    "        inputs, labels = images.to(device), labels\n",
    "        outputs = model(inputs)\n",
    "        _, predicted = torch.max(outputs, 1)\n",
    "        y_pred.extend(predicted.cpu().numpy().tolist())\n",
    "        y_true.extend(labels[0].cpu().numpy().tolist())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "e761def7-0288-4074-be7b-4e3874b28109",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "AUC: 0.99535\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "from sklearn.metrics import roc_curve, roc_auc_score\n",
    "\n",
    "# Example data (replace with your actual data)\n",
    "\n",
    "fpr, tpr, thresholds = roc_curve(y_true, y_pred)\n",
    "auc = roc_auc_score(y_true, y_pred)\n",
    "\n",
    "print(\"AUC:\", auc)\n",
    "plt.figure(figsize=(8, 6))\n",
    "plt.plot(fpr, tpr, label='ROC Curve '+str(round(auc, 4)))\n",
    "plt.plot([0, 1], [0, 1], 'k--', label='Random')\n",
    "plt.xlabel('False Positive Rate')\n",
    "plt.ylabel('True Positive Rate')\n",
    "plt.title('Receiver Operating Characteristic (ROC) Curve')\n",
    "plt.legend()\n",
    "plt.grid(True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "e6809ad1-3f08-44aa-9cb2-575dcc692e35",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[9935   65]\n",
      " [  28 9972]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.metrics import confusion_matrix, ConfusionMatrixDisplay\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "cm = confusion_matrix(y_true, y_pred, labels=[0, 1])\n",
    "print(cm)\n",
    "disp = ConfusionMatrixDisplay(confusion_matrix=cm)\n",
    "disp.plot()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "c7c62aef-38f3-42a3-b0f3-dc9fcc414c16",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "False Positive Rate (FPR): 0.006476038656969214\n",
      "recall rate:  0.9972\n",
      "False Positive Rate (FPR in percentage): 0.6476038656969214 %\n"
     ]
    }
   ],
   "source": [
    "# Extract the number of False Positives (FP) and True Negatives (TN)\n",
    "TN = cm[-1, -1]  # Bottom right element (True Negatives)\n",
    "FP = cm[:-1, -1].sum()  # Sum of last column (excluding bottom right)\n",
    "\n",
    "# Calculate FPR using the formula\n",
    "FPR = FP / (FP + TN)\n",
    "\n",
    "# Optional: Multiply by 100 for percentage\n",
    "FPR_percentage = FPR * 100\n",
    "\n",
    "\n",
    "TN = cm[-1, -1]  # Bottom right element (True Negatives)\n",
    "TP = cm[1, 1]\n",
    "FN = cm[1, 0]\n",
    "FP = cm[:-1, -1].sum()  # Sum of last column (excluding bottom right)\n",
    "\n",
    "TPR = TP / (TP + FN)\n",
    "        \n",
    "# Print the FPR\n",
    "print(\"False Positive Rate (FPR):\", FPR)\n",
    "print('recall rate: ', TPR)\n",
    "print(\"False Positive Rate (FPR in percentage):\", FPR_percentage, \"%\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "41b6767d-b6ff-4633-8505-e9795586c956",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "F1 score: 0.9953585866147627\n"
     ]
    }
   ],
   "source": [
    "from sklearn.metrics import f1_score\n",
    "\n",
    "# Calculate F1 score\n",
    "f1 = f1_score(y_true, y_pred)\n",
    "\n",
    "print(\"F1 score:\", f1)"
   ]
  },
  {
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    "min(results['freq'])"
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       " 8815.552356020942,\n",
       " ...]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "results['freq']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "0afade0d-bfc3-407b-848b-2bacc48e6494",
   "metadata": {},
   "outputs": [],
   "source": [
    "accuracy_freq = np.zeros_like(freq_ranges)\n",
    "fp_freq = np.zeros_like(freq_ranges)\n",
    "tp_freq = np.zeros_like(freq_ranges)\n",
    "for i in range(1, freq_ranges.shape[0]):\n",
    "    end_f = freq_ranges[i]\n",
    "    start_f = freq_ranges[i-1]\n",
    "    \n",
    "    f_index = np.where( np.logical_and(end_f > np.array(results['freq']), start_f<np.array(results['freq'])))[0].tolist()\n",
    "    y_pred = np.array(results['pred'])[f_index]\n",
    "    y_true = np.array(results['true'])[f_index]\n",
    "    cm = confusion_matrix(y_true, y_pred, labels=[0, 1])\n",
    "    # Extract the number of False Positives (FP) and True Negatives (TN)\n",
    "    TN = cm[-1, -1]  # Bottom right element (True Negatives)\n",
    "    TP = cm[1, 1]\n",
    "    FN = cm[1, 0]\n",
    "    FP = cm[:-1, -1].sum()  # Sum of last column (excluding bottom right)\n",
    "    # Calculate FPR using the formula\n",
    "    if FP + TN != 0:\n",
    "        FPR = FP / (FP + TN)\n",
    "    else:\n",
    "        FPR = 0\n",
    "\n",
    "    if TP + FN != 0:\n",
    "        TPR = TP / (TP + FN)\n",
    "    else:\n",
    "        TPR = 0\n",
    "    accuracy = accuracy_score(y_true, y_pred)\n",
    "    accuracy_freq[i-1] = accuracy\n",
    "    tp_freq[i-1] = TPR\n",
    "    fp_freq[i-1] = FPR"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "95769c3b-6b82-4515-86b0-6c36b114bab7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Frequency [MHz]')"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams['xtick.labelsize'] = 14\n",
    "plt.rcParams['ytick.labelsize'] = 14\n",
    "plt.stairs( (accuracy_freq*100)[:-1], freq_ranges,linewidth = 1.5, color='#b80707')\n",
    "plt.ylim(91, 101)\n",
    "plt.ylabel('Accuracy %', fontsize = 15)\n",
    "plt.xlabel('Frequency [MHz]',  fontsize = 15)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "70e05b26-3c93-457e-b1ec-e02ea315fdf3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams['xtick.labelsize'] = 14\n",
    "plt.rcParams['ytick.labelsize'] = 14\n",
    "plt.stairs( (fp_freq*100)[:-1], freq_ranges, linewidth = 1.5, color='#b80707')\n",
    "plt.ylabel('False Positive %', fontsize = 15)\n",
    "plt.xlabel('Frequency [MHz]',  fontsize = 15)\n",
    "plt.savefig('false_positive.pdf', format='pdf')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "43bddd1e-4d9a-4a64-9fa2-b8476c475b2a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x1200 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.gridspec as gridspec\n",
    "\n",
    "fig = plt.figure(figsize=(8, 12))\n",
    "\n",
    "# Create a GridSpec with 3 rows and 1 column\n",
    "gs = gridspec.GridSpec(3, 1)\n",
    "\n",
    "# First subplot\n",
    "ax1 = fig.add_subplot(gs[0, 0])\n",
    "ax1.stairs( (accuracy_freq*100)[:-1], freq_ranges,linewidth = 1.5, color='#b80707')\n",
    "ax1.set_ylim(97.8, 100.1)\n",
    "ax1.set_ylabel('Accuracy %', fontsize = 15)\n",
    "\n",
    "# Second subplot\n",
    "ax2 = fig.add_subplot(gs[1, 0])\n",
    "ax2.stairs( (tp_freq*100)[:-1], freq_ranges, linewidth = 1.5, color='#470202')\n",
    "ax2.set_ylabel('Retrieval Rate %', fontsize = 15)\n",
    "ax2.set_ylim(96, 100.1)\n",
    "\n",
    "# Third subplot\n",
    "ax3 = fig.add_subplot(gs[2, 0])\n",
    "ax3.stairs( (fp_freq*100)[:-1], freq_ranges, linewidth = 1.5, color='#140000')\n",
    "ax3.set_ylabel('False Positive Rate %', fontsize = 15)\n",
    "ax3.set_xlabel('Frequency [MHz]', fontsize = 15)\n",
    "\n",
    "# Adjust layout\n",
    "plt.tight_layout()\n",
    "plt.savefig('freq_fp_recall_accuracy.pdf', format='pdf')\n",
    "# Show the plot\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "f0717ad1-8387-4262-b148-32fc6a84fe2c",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pickle\n",
    "data ={\"acc\":accuracy_freq, 'fp':fp_freq, \"tp\":tp_freq, 'freq':freq_ranges}\n",
    "# Open a file for writing binary data\n",
    "with open('8bit_.pkl', 'wb') as file:\n",
    "    # Use pickle.dump to write the data to the file\n",
    "    pickle.dump(data, file)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "3792fe6a-8d29-4e08-83ad-e0c45c08206d",
   "metadata": {},
   "outputs": [],
   "source": [
    "# # thresholds = np.power(10, np.linspace(-0.3010299956639812, 0, 100))\n",
    "# thresholds = [0.5]\n",
    "# thresholds.extend(np.linspace(0.6, 0.7, 3))\n",
    "# thresholds.extend(np.linspace(0.7, 0.8, 10)[1:])\n",
    "# thresholds.extend(np.linspace(0.8, 0.9, 20)[1:])\n",
    "# thresholds.extend(np.linspace(0.9, 1, 30)[1:])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "ccfca291-2788-4623-a67e-19e458fce163",
   "metadata": {},
   "outputs": [],
   "source": [
    "# thresholds = np.array(thresholds)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "52f4f838-ab95-491c-b8d1-3096b9b784a0",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "# from tqdm import tqdm\n",
    "# from torch.nn import Softmax\n",
    "# # eval\n",
    "# model.training\n",
    "# val_loss = 0.0\n",
    "# correct_valid = 0\n",
    "# total = 0\n",
    "# results = {'pred': [], 'true':[], 'freq':[], 'snr':[], 'dm':[]}\n",
    "# model.eval()\n",
    "# fp_rates = []\n",
    "# accuracy_rates = []\n",
    "# recall_rates = []\n",
    "# for i in tqdm(range(thresholds.shape[0])):\n",
    "#     y_true = []\n",
    "#     y_pred = []\n",
    "#     threshold = thresholds[i]\n",
    "#     with torch.no_grad():\n",
    "#         for images, labels in testloader:\n",
    "#             inputs, labels = images.to(device), labels\n",
    "#             outputs = nn.Softmax(dim = 1)(model(inputs))\n",
    "#             selection = outputs[:, 1] > threshold\n",
    "#             predicted = selection.int()\n",
    "#             y_pred.extend(predicted.cpu().numpy().tolist())\n",
    "#             y_true.extend(labels[0].cpu().numpy().tolist())\n",
    "\n",
    "#     cm = confusion_matrix(y_true, y_pred, labels=[0, 1])\n",
    "#     TN = cm[-1, -1]  # Bottom right element (True Negatives)\n",
    "#     TP = cm[1, 1]\n",
    "#     FN = cm[1, 0]\n",
    "#     FP = cm[:-1, -1].sum()  # Sum of last column (excluding bottom right)\n",
    "#     if FP + TN != 0:\n",
    "#         FPR = FP / (FP + TN)\n",
    "#     else:\n",
    "#         FPR = 0\n",
    "\n",
    "#     if TP + FN != 0:\n",
    "#         TPR = TP / (TP + FN)\n",
    "#     else:\n",
    "#         TPR = 0\n",
    "#     accuracy = accuracy_score(y_true, y_pred)\n",
    "#     fp_rates.append(FPR)\n",
    "#     recall_rates.append(TPR)\n",
    "#     accuracy_rates.append(accuracy)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "66ca0a05-d6bc-4350-976c-c84ff3abbbf8",
   "metadata": {},
   "outputs": [],
   "source": [
    "# # Create a figure and a single subplot\n",
    "# fig, ax1 = plt.subplots(figsize=(8,5))\n",
    "\n",
    "# # Plot the first line (y1) on the primary y-axis\n",
    "# ax1.plot(thresholds, np.array(recall_rates)*100, '#b80707', label='Retrieval')\n",
    "# ax1.set_xlabel('Threshold', fontsize = 15)\n",
    "# ax1.set_ylabel('Retrieval %', color='#b80707', fontsize = 15)\n",
    "# ax1.tick_params(axis='y', labelcolor='#b80707')\n",
    "# ax1.set_ylim(99,99.7)\n",
    "# ax1.axvline(x=0.992, color='blue', linestyle='--', label='Threshold = 0.992')  # Vertical line at x=5\n",
    "\n",
    "# # Create a secondary y-axis\n",
    "# ax2 = ax1.twinx()\n",
    "# # Plot the second line (y2) on the secondary y-axis\n",
    "# ax2.plot(thresholds, np.array(fp_rates)*100, '#140000', linestyle = '-', label='False Positive')\n",
    "# ax2.set_ylabel('False Positive Rate %', color='#140000', fontsize = 15)\n",
    "# ax2.tick_params(axis='y', labelcolor='#140000')\n",
    "# ax2.set_ylim(0,0.2)\n",
    "\n",
    "# # Add legends\n",
    "# ax1.legend(loc='lower left', fontsize = 12)\n",
    "# ax2.legend(loc='lower right', fontsize = 12)\n",
    "# ax2.set_xlim(0.9, 1)\n",
    "# ax1.set_xlim(0.9,1)\n",
    "# # Show the plot\n",
    "# plt.tight_layout()\n",
    "# plt.savefig('profile.pdf', format='pdf')\n",
    "\n",
    "# plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "c4c77301-2a1f-424a-861d-dbac4a57decc",
   "metadata": {},
   "outputs": [],
   "source": [
    "# fig, ax1 = plt.subplots()\n",
    "\n",
    "# # Plot the first line (y1) on the primary y-axis\n",
    "# ax1.plot(thresholds, np.array(recall_rates)*100, '#b80707', label='Retrieval')\n",
    "# ax1.set_xlabel('Threshold', fontsize = 15)\n",
    "# ax1.set_ylabel('Retrieval %', color='#b80707', fontsize = 15)\n",
    "# ax1.tick_params(axis='y', labelcolor='#b80707')\n",
    "# ax1.set_ylim(99,99.7)\n",
    "# ax1.axvline(x=0.992, color='blue', linestyle='--', label='Threshold = 0.992')  # Vertical line at x=5\n",
    "\n",
    "# # Create a secondary y-axis\n",
    "# ax2 = ax1.twinx()\n",
    "# # Plot the second line (y2) on the secondary y-axis\n",
    "# ax2.plot(thresholds, np.array(fp_rates)*100, '#140000', linestyle = '-', label='False Positive')\n",
    "# ax2.set_ylabel('False Positive Rate %', color='#140000', fontsize = 15)\n",
    "# ax2.tick_params(axis='y', labelcolor='#140000')\n",
    "# # ax2.set_ylim(0,0.2)\n",
    "\n",
    "# # Add legends\n",
    "# ax1.legend(loc='lower left', fontsize = 12)\n",
    "# ax2.legend(loc='lower right', fontsize = 12)\n",
    "# # ax2.set_xlim(0.9, 1)\n",
    "# # ax1.set_xlim(0.9,1)\n",
    "# # Show the plot\n",
    "# plt.savefig('profile.pdf', format='pdf')\n",
    "# plt.show()"
   ]
  }
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