https://github.com/babaid/alzheimer-classification
Using pytorch to classify different stages of Alzheimer
https://github.com/babaid/alzheimer-classification
Last synced: 6 days ago
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Using pytorch to classify different stages of Alzheimer
- Host: GitHub
- URL: https://github.com/babaid/alzheimer-classification
- Owner: babaid
- License: gpl-3.0
- Created: 2021-06-30T10:19:29.000Z (about 5 years ago)
- Default Branch: main
- Last Pushed: 2022-05-11T12:25:20.000Z (about 4 years ago)
- Last Synced: 2025-01-01T09:24:07.925Z (over 1 year ago)
- Language: Jupyter Notebook
- Size: 55.4 MB
- Stars: 1
- Watchers: 1
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.ipynb
- License: LICENSE
Awesome Lists containing this project
README
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"%load_ext autoreload\n",
"%autoreload 2\n",
"\n",
"import torch\n",
"from torch import nn\n",
"from torchvision import transforms\n",
"from torchvision.datasets import ImageFolder\n",
"\n",
"\n",
"from torch.utils.data import DataLoader\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"\n",
"from tqdm import tqdm\n",
"from IPython.display import clear_output\n",
"import os\n",
"\n",
"from src.model import *\n",
"from src.utils import *\n",
"from src.train import *\n",
"\n",
"models_path = './models'\n",
"if not os.path.exists(models_path):\n",
" os.makedirs(models_path)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Perform data augmentation and take a look at the dimensions of the data"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Training data lenght: 993\n",
"Test data lenght: 993\n",
"Dimensions of an image: torch.Size([3, 256, 256])\n"
]
}
],
"source": [
"#data augmentation and preprocessing\n",
"transform = transforms.Compose([transforms.RandomHorizontalFlip(),transforms.CenterCrop(256), transforms.ToTensor()])\n",
"\n",
"alz_dataset = ImageFolder(\"./Alzheimers-ADNI/train/\", transform=transform)\n",
"train_dataset, val_dataset = torch.utils.data.random_split(alz_dataset, ( round(len(alz_dataset)*0.9), round(len(alz_dataset)*0.1) ))\n",
"\n",
"\n",
"#Datasets we are going to be working with\n",
"datasets = {'train': train_dataset, 'val': val_dataset}\n",
"test_dataset = ImageFolder(\"./Alzheimers-ADNI/test/\", transform=transform)\n",
"\n",
"#Output some infos about the data and datasets\n",
"print(\"Training data lenght: \", len(datasets[\"train\"]))\n",
"print(\"Test data lenght: \", len(datasets[\"train\"]))\n",
"print(\"Dimensions of an image: \", datasets[\"train\"][0][0].shape)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Take a look at the data, classes\n",
"There are 5 classes of patients:\n",
"- Alzheimer's Disease\n",
"- Early Mild Cognitive Impairment\n",
"- Late Mild Cognitive Impairment\n",
"- Mild Cognitive Impairment\n",
"- Control Normals"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
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8Cz7AiAeDuBd2b8pmszo/PzfjOh6PlUgklMlkVK/XracM2YatrS0rp0qlUspms8ae2draMsbPdDrV9va2FouFTk9PNRqNVrI3GM90Oq29vT2Nx2P7G8fzfDyP7zKOckdlIm67LJfLWxlhJhKJpXcS36a8bvb+bWbZ35W8ray5d6DC8Q//5uv1w+u+ryz+6zJk3vT8UU7jm55/3XwKzz+bzW7lhNva2vpR7Oa71sNXzdnbwvpZJzcdn3XB0Ycub3vNuW5tmU6nt3LAburTUpoTxfj0zGb8S9jQACUcz/+x2FU5ki9fB2TgvIAI/jpcy/uQ/j7p65JKpexcXE+SndeDSNwDPiZsFMAk/M7ZbKZut6t0Oq1EIqFqtap4PK5Op6Nms6kHDx7o8PBQk8lEZ2dn6vf76vf7K2xr7hPmOAASY8NmFn5Mvc8NIJLNZo0lc35+bufjefEvCTjxs0na8v78+HpwhD46/h5glwOkeLvvS6h8+4R4PG5soPPzc/uuj1HC+RE2cF6X3Aw/9+e7qdxWn/Y2xZs/tvyQ9TkkNEgylh27Dvf7fSWTSVUqFY3HY9MrqjBSqZQqlYr29vb0+PFj9Xo9Y+v5tSOco28CxmwAnCtZp5sfBKPGT1qPdHtAA4O5vb1tKHg6nVahUNDFxYW63e6KQaKmFZCFHZc80EAJEwYgkUhoa2tL6XTagJDt7W0NBgONRiMNh0MzHn7nJQ8ycQ1PvfQOgW+oFo/HdX5+boh+s9lUKpUy+qgvazo9PbXn8w3hCoWCisWiASUYPV+bPBqN7D6LxaK2trY0HA5tS+92u61Op6Ner6fz83MVCgVj+Ozv7+vp06dGl+U89NNBPBq7Ucx3I68KcN9k8b/Jd951EPO2A9AfGoj5eY6j5MHjqB5NtyXQuy33cZ1EAVofwn3fFrlJputN5GN5B+9qfH4seRMwdt13PqZx+SHid9j0rJeQMcE/aZVVI0UH297P84E/5/PsGkkriT4CMMAHb2t8AhKAgfNwz5S2c20POBDITadTAxby+bwqlYqWy6XG47G63a4xcpbLS7b42dmZer2eJpOJhsOhfTcEpmDGxGIx63/j7affkAN2Ds9HuwBKowgUfWsDSqcosfIlS779Acwj7pPj/H37/jecw79T/13fB8Q3Z47qHeTfpf8coIV4g+uFvS5hGi2Xy5UyFkpSNvJhy5usvdf5R/zNz990Oq1Go2GJ/m63a4yaVCplSXhAm3q9rv39fc1mM/V6vZWNb0KgJiqJ+UNlwxq7lFsP1IQgh18YpatJ4btawx5Jp9MGyPh6W3Y6YkImEglls1mjZkoy6iWAjCTLlqRSKZVKJSWTSW1tbandbqvf7680b+OeQpDJU1X9M/pu976R2mKxsOticBKJhBkuyqegyabTaeXzeU0mkxWmSy6XM9pqJpOxBsQs9B4QIguwXC6tRAuDNRwONRwOVSgUNBwOVa/XValUdHZ2FmmIvFPDMyAbBbydwuL4MTntr1rwX/W83iCGTBrvlIbGat05Nwbo1bIZnw9LPuT1Ikq/f4rysa37byqeBezXas8aDpkqHtSRVgNxzyiGtcH5OBbx9jf83IMvJOQkrbBquC//t8lk8lKiDPYN/iM+ZT6fVzabVaFQUD6flyQrlaAsgsTceDxWr9ez+/PsIZ7Ptw7g3vGVASCkq+QrvjnnADyiz2KhUDB/l1KN8XisQqFg58FX9QEoLQUApebzuc7Pz43RE5Y74btGsVxCO0+SdDKZrMwjz8735wRc8vMCoCcE+5CQSRWCTRv5MOWHrrfrkoKw0ohx8/m8teTwsSS/wyJkXcnlcup0OtrZ2dGDBw/09OlT27U4rJhA3sRn29ibV8utBmpCkMa/0JDlIl0aKYzMcrnUaDSyDEAymdT5+blNzkKhoOXyqvTn4uLCkHvp0sCMx2Pr9xICRZI0HA7VaDTUbrdXerR4KmZY88ozAOjQSwZwBzZKmDmQrmiOvl6Q82HEqCkej8crTsZyubTGcZ4NRNkTZVMYlfPzc9udyjdg8+yjfD6vRqOhra0texYchKisg++4H6XkG7k98qpM7PtcXN/0WiEz41VAzHXHeFAGxyydThtzDtD34uJixQHmOz+UxfO2xN/HxkB+nHIb3uttZkK97czljy238Z4+dPHrPH6fBz/4ncAGf80DNx5YCT/3zAzfyNaDOyHrRVplhHiAgXIiknWJRMISbvSYIBDL5/N278Vi0XZpwvcsFAp2Dkn2zOl0Wv1+X91uV9VqVbPZTI1GY4XVQrkSY8huUvSxwU56O+SbnpJIBWjhPNwjrBqSlYzb9va2stmsJpOJ+fm5XE7j8dgAG+nKD/BbD/uEIvfmE6keIAl/9yUgxBZ8lwSr71Xk3yf3HpZgeYnyS/xxYYnLRj48+SHgeJg0DD9HV6jCkKRMJqNer7eSWEc3mW+sM3t7e8ZU4/v8LWSaeYDobcgmNrySWw3UIFFsGoxoLpdTKpVSrVZToVDQeDzW2dmZUSmhgQKapNNpY9cwiTEEw+HQwA6Pem9tbdmWZvSkWSwW6vV66na7VuaDwcJgk2WXtGJ8eQ5PI2NS0ozYGy6/KxXn9c2SaRjHsT6LcXFxoa2tLXMoQFRzuZyNC71sLi4uNBgMzCGZzWZWFuWVkuePx+MqlUpGn2OcyIz47EIU2LZRxLcjtyELGr7LqPt5FVhxExDhhxi06+ab/3uU0fPOOs5utVo1x5SMH2y94XBojRZDo+af9229t+sM5YcAiN5k/nxs8rZBsx9zzK4DJd8WyPFD9OVV9xClO1Gfvck9vOl7flOdvck1fgr69UPEN/zFH/MBsmc7e5DFf581H0DFB+fSVZNhwCDed8iGka7eF/0M8f3i8biBDdwruzrN53Mr04cRwz1ls1nbdZSSmslkotlsZn1o5vO5Wq2W+cf0nwFA8ffGP5hGPujDBsKMITAMN52IssGMFT1zJKnX6xm4gs+9WFzuUjqdTs3v5H/G0vullPbDhOEZeVeMb8j4wZbzvD4h4339cB309+rngBcfMzA3+NlvcAIYR6yw0eUPX17lm14n/u9RcRbzqt/va29vT81mc+W6HmQk7pvNZur3+9re3lahUFipsvDn9UyuN7Xzt903vQ1yK4EaP9nCBZtFDuZMqVTSvXv3FIvF9N133+np06eGmLO9mGeBkF0AhQe59xRCesz4ZsD0vkkmk+p0OnY+AA5f0oPB9J3c+ZxJSa2wNyKAPPyPYZFWFUq63FatVCrZFoiwgshcQIGlyz2GEuCq2+0ai4j73NnZsYATQMcHqTxTLBbTYDDQcDhUpVJRvV637Ri9s4Ej4Z0cnzn4EJsL32b5KRnsdYu7d6D8+hEyXKJKKD0QA+AoXdGMpatGgcvlUt1ud6UxJFm+vb09JZNJvXjxwup6AXIxdj7g+xCAlPctH/J4RAXztwFMfV/ytjNrb0teNf4h2BTqaHiuN3m+n9I8+JAF34wAxifawmBaWi1h8vaHnoN+Pnm/x3/PAzb0bQEY8P1LYGqMx2O716jNMKTLXUR5DpjS2CKudXFxYTZtMpmo3+/r7t271n8R306SJUA7nc7Ks/IM0hWThHvD7w4Z3j4his/te+z4HkCAU77HJGPLjlUAR2zMgT9K6QeMI6+DsMVns5n1f0ylUhoMBua3SjKfIIxHkFCnAX+8T+z9EQ/khe8d8X/zCZ/w3XPu27bebuTdSwjSeGH+0M4ilUqp0+nY3CGxzlpDyxDv13qWGLGkb3zN/97f9r72Rt6OvHeg5lVOXFTgxOdMvFqtplqtpkqlot3dXXU6HT1+/Finp6fa3t62hZsu1/H4ZVNemDQYO+pc4/G49XphIfQNxfhdkm1VSCbdl/P4CesXeQylb/LLz75ZMdcI+11IWlEIv4Vhs9m07Rd993yMGw3iyPb7OmoPpGAAd3Z2rA4YZhLMAO4HMCuVSun8/Fyj0UjZbFb9ft8MKpkkglTGEqMTRfN81bzYKP+VvI6z/zYDg9dB99/md9f93RuI0Gh5Zwq9w+lmbfG0czJmfieOWOySKTYajTSZTOz7GD4YeovFQt1uV51OR2dnZ/Y3qOX0i+L7OM5+zfDO/DqAif+vYzCs++xdyHWOwts894cmUQynj5k1FPUs60CONzn3DwU4XndtiZrXXkdf5b+8zmc3tWvrnuF1v/8qR/pNxvm2gnNvImG5NrbBlzmFPUG8DeJvvqGtF/+7B2r85gs+OMdm0ITXryfhO43H47arZ7/ft+Qd/hZl6pSy07eQhCM+Njbv6OjIQBpJK+VagFnh9tb4s54tHpVwBDzheT3j3LPRPQM9m80qn8+r3W5bMpX7ANiiVMO3AuC5pCsgyQM3lFENh0Pl83nlcjk1m017D9Pp1Mq4wt4y3o/gGSklA3DiWlzPxzVh3MD3vD/g4wnvv4TgzkY+DnlVYiDq7+ExzBlfGrlcLl9is7FOXVxc2I5PFxcXSiaTajQaKpVK1ptUutLrqAT8x7D+30b50Rg1Nw0mwiCMwCidTqtWq+no6Ejfffedut2ustmsKpWKIeqxWMwWYCiPTFwWTwzG1taWGS+/C5O0upVhLHbV5DcEVnxdsa835nweGMFg+vP45/dBpTd0XGMwGFhn7jCbA5K/WCyMXcOCDnhycXGhbDa7Uh4Wi8WM6sY4P3nyxBpNMQYeZJlMJmq328asabVaNmZ+Ry3u3d9nqNxRSv4xBTM/loSB/ruQdee+yTVvAs6tC6TCgMdnvChbpIeVz04BTOJseTATmrHvNyPJaOTJZFLZbHZlV4tUKqVqtarz83P1+30rf4JR4zOyPhDA2fI7vflnWQfa3HScP2T9eR/z9l3Kq5yW6xyvD0nCbNq7OP91133fsu45bwqkhOvaTcbtVce8y3H4KTrfHviQtAI++MA4KjngA2ofbPtz++/wbn3g7xNq3gcMgfsQ4F8sFhqNRtYvjWfwPu10OrVejL4/IptkxGIxNZtNdbtd6/s4mUwMCPEJP+/vegAnHEsACL8jqu9j6JuZeiCMz2DBp9NpxePxlYByPB5bIgZbPx6Pzd/mOT3rNfQ5YeYwFltbW6rX6xoMBuZPk3D0PivjT9zgfWOSlH4MmEOhfV83T8L+lFwXIMr3Gfkp6unHKK/ry3kfEWE98aAfaxfxIMALQj9XP39PTk5ULBYlXcWknN/PyesSdpt5+cPlvQE1N3UkwknnF7RSqWTd6O/fv6/Hjx/rz3/+s8bjsUqlkmq1mtGzfG0rzBl2NoIlQs0sgRTII9f3xog6XwK/8XhsVEif/fBGK5y8/A0j6a/rvxNmbDxFlJ8xUGTzuZflcmn3SCNkmiujMDB5UGYaC/vyJnaC6na7K86Cp9dKVzsHtFotVatVZbPZle2+KRkLe/gwFteBNBv5cOV1AofrjvUghf/df8cDgGQH+Z86dOYac1KS1bNDB4/FYgbYsI7QdHBra0uZTEbpdFrdbtdYZr4flSRtb2+rUqlYPyjWBd+vyWfB0H+am3vKqadHv+64fsiBfyg/VkC+kfcrrxNsXAeUrHMUrzv3Ta4b6uG7AhKjzruxj+9PvL/jWTEhIBH6d2Hg4sEG6Qrk8Uk8fz1/Ph/Uc6z3mcLvZDIZK3/Hr/Psas9o9uCKZ4vs7+8rnU7r8ePHGgwG2t7e1r1797RcXjJIe72e2u22gQ9+91RJlhzk/IyBZ63yvIyT9ym51/l8rkwmY9+FdQ5TfjqdKpPJ2PMD3qTTafM/C4WCMb7xCyj3JxFDM2HPCsrlckqn0xqNRivlRgBN/B724vEAjm9Q7JkzIYshnGuMhWfTMEcAmkJQzyeQN/LhSdR7e9Okm58H/I/e+x5V+XzeelJ5YJSEPTrB/KNSJVx3Qv29Dqy5yRiENm5j867k1vaokRRp0NLptKrVqp49e6a//vWvVorETkmx2OVuRH6Ro/knrBoCKFgioOVcw4MqsEJ8tpzdoLxxlmQGwN83//sSI2prQ0aJfw5YKFHG3NNPfYYHJ+L8/NwUEOYMRg9WgKQV9hBN6jBCPCc0WgwX18H5wEidn5+r2WxaqQdZGNgG3jiHqCzn3WQF3o6E4/hjGPGo4Hrduw2PW7dw+/N6ZxinCLYLNHXmqHdU0Rfq9b1O+e/EYqsUahpzdzod9Xq9lXvjZxhyk8nEMnMeHPUlklyDdcGDp75M0a9NflyijKIfm+vG+Tbq2McYlEaNd9T7uU5PXkd337bO3/R8r5pXN513r/Peo9aM0El93Xn0pvbnVUDiq5zxddd8VwDlJqi7mXiwPKpUOwpgkbSSgMInC1kYoX8YimfVeBAjBG58YgIbFgI1Pmhjd87RaKREIqFsNqtYLKZKpaJkMql2u614/LIHJIk1rgGI4jfn8ICUf3aeEVuMHfXP7nvWYJO9b4jNJQmZyWQMiKLFAWBJvV63XRgp10omk6pUKsakT6VSVsIci8WsTN/3oxuNRhqPx1YShi87HA6NDQQoFvq0fiw8k4fEpi9FQcIGw/j13l8J50P4fn2ss5HbKa9jH14HvJGiGZu+dFO6Kv1PpVIqFArmp/pNX4gDvR2lHApGHTrMcei2X2vexlxcZ/t+qvP8RwVqwqyUX8Q9K4a/p1IplctltVotPX/+3OiQMGGYMDRLyuVyyuVyRof0NZ3ValWDwcAW5Xg8rm63azs/AYYANnj00YM6fuKA/tPACQND0MYxPGfI6PEAijd2fkykq8bDGBmeH1pnGICiUHTuZ8cnwJnZbGaI63A41Gg0srIN31CP73jjwvNzXUkql8uaTqcql8saDodWJ+2bxfnx8wZnIzeT65z42zKO1wUgiHc6133vumcF6Nje3l7JXEqy2nocMs5FJpC5zH146nY8Htd0OjVd4nysMf5+cKrm87k5gb6u3zvb3qABAsdil4wb1hgcau/se4DphwBxt2Fu+DU/6vePQUIgzc+/13G6rpN3Fci/KVghRb/D685302dYB/xGZfLWOYuvciJDe+4dVv+38POb3Pvr3Md18rq6/ibO7rq1+DpA8TasK29LfKItBGNCn8yXAa0bN997xoM4SNT3PAAQ9oTw7GsAAH9uvxGFBxFiscskpnRZ5pBOp81vw9Ylk0nz24bDoTqdjrLZrE5OTqycKAoA8mAUQSHJSOmqdMw/G8AGjG4am3p/m4AQ285947vSRqBYLGqxWKher+v8/FztdtsaKZ+fn2symahQKKhYLKrf79v9Yk994hS2+uHhoe7du2d+LQmaMInqnw8/3SdovI/Lsb70OTyXT0D5c3lWlE/QhmvgRj4ciUq4XQfUeBsU2j/vL4aAp9dPnxxMp9NWWggIyjnpyUQci67R/8qzv3xbEe/rhM+zbu3zPvV18cDbAoI+NPlRgZpwwL2x85NOugy2Dg4ONJ/P9eTJE6tRBdygrEm6RMUrlYrK5fJK2Q/ACOUN4/FYk8lElUpFuVzOWCMYOG+Mm82mgSKAKxhJnx2QrnraYLBQDBZXFIKdn/i+dNWoN8xWeMcBRaLsifPncjkzanwPJDSdTltfm3q9biUdYb+O0Wikfr+v8/Nzq2GkNKPdbkcGHQBC8Xhc4/HYSj/m87lyuZxardZLGabQsK0Daz7GIO5dy3WO4PuWdUH5uuOQqIU6ChyJxa6oz2QGmI/okC878pRlzyjDWfOGBwPms5hh00DpZfqxB2VDh4vMnr8HdBZQOJlMrjDWuAZGN3T8/DhFvWtPl/+xxa9hUQb5Y9TzdzHu4Rr8tq/xKn2NupfXlZt+77rjfPaQY9c5eaH9DD97netHzd8fS27iEP+Q8/7UJJwfXr/8Ws/f/NrOGu39Pc7jgya/HjN/w36BPolArz++j8+HL7VcLleaAft+KblcTpKUzWatZEiS2ZmdnR0tl0v1+33V63XzCbe2tjQYDGxbbpKQlNpTjoQQyOXzeS0Wl018YcRwPUrtsXPstLSzs6PpdKput6vxeGysd1gy0lX5xng8fun9UMKcTqeVyWSsnInelcPhUN1uV/P5XLVazRK6MIwYbw8yPX/+XLu7u+ZfMN6UePl54sE037uSeRHlH6ybc2FA7dcZ73+EFQcbuZ1yHfDiJcqO8c+DoD5ZFzK1OQexKr4mO7v5Fhez2Uy5XG6lf9NgMLAkIQlD+jdJV8lISXZen8QP57u/dw9OeobhdXY0yr95Hd/kY5F3DtRcl4W57jth34daraatrS09efLEXrpHBqfTqUajkRaLhcrlssrlsjKZzEppD6VAADQwPTCsfiKza8t4PDZEnUXcAyh+EoZ1p9IV0k5gBn10uVyaQpA1ANzwGXTpZQXmnvmOX7Ank4ltN062nuzI+fm5stmsms2mMRDS6bRKpZLdx3g8tu3HfQkG5RyUVoUZI3aKGo1GajabRhfFcLdarZWSFAArX//rt3UMxSvzT0lBbyK3IVh4lawLdqKO87RN7wijY9Co0RG/pT16RY+m5fKyXBJdopGgd3wQ5qNnr0QZGH//3thEOfX+79w7OhxFE+e6XDssa/QZSv4etU7cZnnVfP0Y9Pw6B+M6+aG6/LbXgusCgZs+z3Xfv6k/EPUdH9j4uR8FYkqrgOU6J/G6Z3rTsX3d793UsX9TedNzrbPBH1uw6McnzERLL5fHe8DlOnawZ156Ccui/Nrht9YmaPJAPuA+7BLsoCTzYbPZrObzuYbDoQaDgW3E4Xu3Ud6Pv/b8+fMVFnSxWLQ2A6VSyZ5jPp/r/v372traUq/XUzx+2egXUMSXSVFaD8CTy+VUr9d1cHCgYrGobDarUqmkbrerdrut4XCov/zlL+r3+9YgmYARvxEmzsXFhYE83GO1WlUul9NsNlM+n9dgMLCdGSnX513Tz8YHmsvlUicnJzZ+yWRSg8HgpYSyB+5g5vgA1SdzPVjne1xGzb/Q/vseNyHQvJHbJ9et4+Ha4fU+ak4QI0lXfh5rA75j2C8RQBTSAIl4z3brdDqaTCbK5/PKZDJGZOAYv8088eJyubT4ULpKSPp7CZMiIUgZ2mtvW27i/0WBOx+zHrxToOYmAxmFMhOIUQ+6WFzuXvT8+XObeL5vA0h7LBZTuVzW/v6+sUv8JPYlOyCNgA/0nJGuHD2ooN5AsgCjaCEN1E9aP2F5Lm8EUAYUK+xbw2T2wJAPYrmGJCud4Ho8LwAIhp1SJJqXLhYLM0Qony/vQsiERDEEPEV1f39fjUZDg8FAW1tbOj8/N2orWRKezaOwfnzWKdxtyWDedokKZn7Me5Fu3u/Clx3SrwlHslAoaGtrK3KeehBDusru0VCYJoLpdNqcW7+O4LT6IC8EWrh3//M6oxKOP3rpQWD0n13Y/FrjAV7//bCJYDie4Tjf5iDqugzjdZ9/KBI1J94FkBL189s6503Ou27+vcm1XkfQ+XXssld9dp3+vo37+xjlJuN0W9eb15Hr7GcYHIdBif/di1+LfQ8SX57uvxP2EmSji1jskkGC/YC9QuBGI10PDA0GA0lXfRCxd7u7u+p0Otra2lKhUNB4PLY+huwKir8MYLOzs6N6va5MJqNGo6FyuWwJTXpASlcbTSQSCfPjue9UKqXd3V09fPjQAJVcLqdyuazPP//c/P3FYqHf/OY3ymaztjV3s9k0v5Jz8uz9ft8Sltvb23Z/9+7dU7vdVrFYNBCK90Tw6TfYYKw5JyUf2Wz2pVjBzwXPnveAm0/E8D0fxHpQxpdf4/v7ORLOpXXzdCM/nkTZ5fAdhQkGYtHwPH5DC947xATpymeWrsoji8WibcONn8ycB9j04M7FxYW2trZUq9V0fHxs18YHBxCNxWIqFAqSrnaJ8jEs8xiQmXiY9YO4j3vyNjxMoqAbIYsxTILdZh/3bcmtaCZM4M/CBKiws7Ojfr8v6bKcCYTP95GhNo7tpIvFojUO9lRGFsFUKqVMJmPN1KjRm8/nxrQhyCO4Y+H32/OFNa6hYoYBmme++Ka9vs+OdDXpPajDeWKx2ArYhMEdj8crpVJQXzGIGBY/4Skdm0wm6vf7BtT45me+twcMBk/HlWQN6WhKVa/XtbOzo9FopFwup263q8lkomKxqGQyqeFw+FJtrQdrXiVRmeqNvCwfouFmjvrFG8cS/aZ+3QN+oSGErZXP5w3IxbllhyccXK6Bjvps56uyVeucee+k+bnqWTreOSPruVxelUOyJuE4hsGod/JCg+advptkJ96nfIjz8jbKOjBlXWD5OnLd8WFA/kPW4psGGuscMu8UerDfO3RRgKnXGX/+m4A7N7nf9y1R9/Im9xcFZEV9/ib386GJX7OlqwSZ93ui1ljvt0UFE+uCDs+2RPCNKAHywRaJM0nmF7PDZ7lcNvYJ9m9ra0u5XM58tcFgoGQyaRl2grXpdKqzszPF43HbGAIfbjqdant7W4VCQT/72c90fn6uTCajyWSiP/3pT1YaD0ATi102AKYHTi6XUz6ftyCRpCF9JMfjsbLZrO7fv696va5qtapms6mnT58ae6fT6VgSsFqtGpCSTCZVq9XU6XTMZ5BkGwI0Gg2VSiU9evRI0+lUz549s7IPxhBGASX73q6en5+/5PuGoIz/R4AblQAOGTnhORHPzgKI4vcwmP1Q2LQfq1yX3AjtjX/3xJqUI3lAzpMJiGOJw4j98GvRKXZn2t/fV7FY1HQ6VbPZNIYb89XHuAC+5+fnyuVy2t3dVbfb1c7Oju7fv6/j42Odnp6ukAdyuZyBm7DDmJe0C4DRQ2mhj3N5Fp7bA9t+XeWaUUA4Y+jH+bb4uW9b3itQEw6kN36hIQS1A6nr9Xo2kSXZYsiEKBaLhtzzD9DDO3HUr0pSPp/XeDxeQf1zudxKUyVAEBTEo/c+UPSLaoh6e8ULAyuMKQbcOwB+3NhRhsCS/hl+0Y9yUn0juWKxaBkNtmSEAupRV7Ip1CizixQMGemKvgvwtbOzo2azqV6vZ6VUi8VCu7u7evbsmYbDoY0t2R+PvPJsYSCwkY9LXuXEe5pmIpFQsVg0wPD8/NyAFr8FN44rawI677eJB5gJaedkLX0pUVSA8iojsO65QoMC2IqBnM/nRhmn55bPeAI6AaL6UqcQSPLlldyvb1x4m2Ud6PUhSzhn3uazrRuvt7FmRt33uvO+jzV63Tj6jKR39HyJU1TZShRTbiNvLh9TZj8Mej2Q4n/nZ77D7x588ccDvPOZT/L5clbpyi8Oe7twLvw0ekWwkQQlUOzcxGcwZIrFotkcEpQkP7Azy+XSWgLgIxKMTSYT9Xo91Wo17e/v6/vvv1ez2TS/+sWLFzYeyWRSuVzOGKKwbHxi7/z8XKPRSK1Wy3xZEhWUL/3yl7/UYDDQv/zLv+j09NR2YeI8BIve5l9cXOjhw4cvJXfa7bbm87my2az1d8TeY19hD7BTKglaSer3+7YLKuwCn4Tl3fnYgN+9Hx4CeD4QDcE66eXSkBCk4bofc6B6myUEZcL/w599rEsLCj+HFouFscYBNPic73sfEaaNJxrQi2kymejo6MjOh65wDXb2XS6XGgwGisUuG477xt71el0nJydWHphIJHT37l2dnp5a+SA9Fpnry+VVU3PWANYuYj7AVF8SyFrp7XRoU9axaBnTj1EH3jujxg86i9I6uhcAApPG9zDhJWYyGestw+LpUTqP8Hl6Vj6fX1lcaWDmF36MhqSXGiaFi7FH27kHwI3wWQnUlsulSqWSYrHLPjL+WX3TOd9AzC/MoJggl9LLWzhCO/PbCXoAifP58eJvoLOxWMwU1Nfb8h7m87nK5bJSqZS+++47o7TNZjOVSiXt7Ozo6OhI3W7XKHBcj/cRGik+W6d0H6tCfqxyUweeRRgWzXK5XNltgndOBgGQ0xsvT4nmOzi3YRZMejl447N1Aci6TPN1AUuYRWE9icVi5hgz5zHMvjSTtQcWnl9vuH/GLxaLrYyBP+4mEvWu3oWuRZ0zyjB/iHJdhu2HSjhP39V1/Ple97w3eY+vc05/Hz7xEiZJPPvMJy1CmnlU6WCUjnwMc/GHSlTy5GO3v6FP4gFvv96GvuC6oNr7O5zH7wjkr+cbAXubAPCC74gN8P0iSGRwbYB/yqH6/b6dB394PB5b0AdI0e12NZ1OV3ZYohckPV92dnb07bffqtPpmB8KAx2blUwmtb29bdtbS7IMeyaT0WAw0NOnT5VIJCxAJHlSq9XMVy+Xy+r3++p2u9ZzDl/y9PTUQBfO3Wg0zH7y7/j4WM1mU4VCwRgBvV7P/FUC5kqlort376rRaKhQKOjZs2eW4IVl7wNZxtn7ED6Q9AmUEFDmf59E8j64bx7t2ff+Otz3x66Tt1FeBdKEx/gYzJc/hmxr5ga6gM4zp/3vHrRl3vV6PT158kSLxUK9Xs/Oif7SfxUbytzBjy4UCrq4uLCeTNIVaYLvwDrzycZEImEsPQBQvuvLszgXzyOt7ojs/W+fmFlnq9f55B+LvFegJhxYv2h5tJlu0r5cyE92eq4w+XDWaJYE6wPKIhOQIEe62jKRz6Fh+t43GAOUy1NNvWEGvPBIoJ9sGEvf5yadTiuXy6lWq6nb7VqzM5oBU0qEkIEPr+GvxS5OfDcWixlNNJPJmGJCiyXjsFwu1e12rVnUZDIxZfO1yoPBYCULQUM4+m2Uy2Wl02n1ej3t7e0ZTbVarWo0Gqndbtu7C3ttwBCKcgo3cr28reD2OqDhfQjXZG4CsuK4siZ4p5c1gLmLQwW6D6tGWqWz41R5hyqKyebF09aj6O1e1gV83K938nzGBLDWBwmeqgojjs9Z01iPcGKhqbPjRdiI0IO/6+45NJRR8iodjbrGTyH4fZfPeZ1DHl73dZz3MJC87hh//nX3GHV81Hm8rfTzPirg9fqzzlHjX1g37x1gf86oeR91/1Fj6e9zHZj7UwqgPpbn9ExsabVchfXfN3/3wQx2JKo815+PpJ0vv+X8JBfwOWOx2EqpvA+8pFWGuc9o09tisVio1WrZOdmWm3Kl+Xyufr+v7e1t5fN5222JkifP/sEWs911p9PR9va2KpWKOp3OSik7SYh4PG67QU2nUxWLRaVSKXU6HeuPsVhcbq89Ho91enqqdDptz42vWSgU7F663a5yuZz1x4nFYqrVarbVOJtmFAoFHR8fm08gyfolksChP1w+n9fh4aEODw81Go3MzyXpCLATsuP9GuDXMx9w+7WJ+8AX9oz5cF3CziPMPx/X+HNu5P1J1NqPeL32bJlYLGbgIe/Ss6p4t97PBZCTrnY4ns1mFpv5Mqn5fK5Wq2W79sZiV+X/2EJfFeIrT2gsfHFxYe1BisWiisWijo+PlcvlNBwO9fTpU4tnaU9C+eVyubSNa9AdjmXMPIBD6RebAcFYk67AbH+PHujkGdaxbz4WeWdAzU0HzDtPTGgMER3gpavgKkQiQROhZg4GA9t+j2N4wePxeAWo8dlptupDQSi3uLi4sHv1wR33zT/oXTwTGXPQyVKppHa7rZOTE6O7lctl7e7u2uSuVCoaDAZWU8jE9gobnt87in5BABjyxtWDIYvFwnbF6na7K4AX7CQosV6hURjAprt375qhl6T9/f2VMpLz83Ntb29rb2/PDGg2m1WxWFSr1TKjiyKHOz9d5+RuQJ3Xl5sE3+/rPryB844Nzi5zFoeK+Sy9TPsNGzGGzdPQF3TBZ925vqdUhtkQr1tc0z8Ln4XgadTzssaELDzuGyMMU5DjLy4uVnamgkLun3OxuNz1rlAoGKOoXC5rNBrZ775W2cv71qcfew5+qPI6maRQ3697r96R89/xf/PzOkpHEO+YRp2D4/3cD9cCry9hSUB4zSgAKQR+vA8R3sPrij+3l3WU7HXyLkGcm9jNm3y+7pibzKkPTaJskpeQVeMBFx8w+OOjxskzKHypvHRlA2BT+N4V8XjcSshJ3jGnWf/5jGufnZ1Z8jKXy9nx+Kewpev1uqSrQHA6nWowGFiSb7lcGpgBgJHP581PJSF4cXFhwRvX3Nvb0yeffKLhcKgXL15YQmE8Hlsyhf6T2D/Knnu9ntrttt0jO9UMBoOVXVyLxaJyuZyV4A+HQ2v+S3IS5jzlxIBW+As7Ozv61a9+JUmqVCr69ttvdefOHX3zzTfWxwZ/nbYF+BfYfm/X/U5Xfk75njO8Y/4n4ernEnber81hudPr9HrcyNuRcL3wMZkvaUKfKUP0ZAQP4nlbxdxB76Sr3clI/sOCu7i4sA1lAO98mwq/Y3HIrOEfvUp9CRP3XywWNRwOtb29rU6no263ayw7+jAtl0sro+L8sOp83xofL4alUZ5lxvh6VhmxgPdBotbXdcmWD1V+lGbCDK53chhUP6FZyH03bN9/wW8vyDmn06lOTk40m82M3oiiUGMryehjNEqLx+NWfxpSrDBE/O6dQ85DNpuAkDpaFMoLZQwowWg0UjablSSVy2XLFNCEDQTWT06/ANBsyi/kAE04p+wq4w2G79oNtRbjRaMplNYbDrI3NG/24FWlUlG/39fZ2ZkhufStodZxOp2qXq8bTTfMEHhn92NQsnchPzTIjQp6fqzAGf0lq+Wd23BXJ+YzLBoQeV+z69kivpcTc8074KED5TNdONAYGkDbMLhbB3BcN55cyzcO943k/LOih/7aOG4exIXS3ul0lMlkVjIah4eH6vV66nQ6klZppFE69jpA++vITw2ceZfP+zrnjsr8XQfIXHeN8LMo0MKDqOu+y/2EOumDz/Dew8TEdUBH1DPzuT9P1HeixiN0Dv34hSDUdc/p7yFKXhe8uemas+4Zb3Le6879LsGm9y3hWh6ukbzzENQP37vP8BKYhP4b3/elK96+ecCF89FbpVgsGgjjQVGftPAbbuCzUeaEn8v1PdgACwbWSTqdVrfbVblc1tbWlsrlsobDoV0LljbHwobl75VKRbVaTYVCQfl8XpJWGu0S1BHM0Qey3W6rVCoZG4idngBZuC6gET4y/iz34ktFSFYAzDAO2HYYucPhUDs7Ozo5OVE8Htfe3p7tNpXL5TQajSw2ka7KuTwTi2fCj/D2PQTEeXd+7jDviIn4XriuwdInptjIu5dwLfR6Lsl0jPeCr7e9va2dnR2lUik1m011Oh2bF9vb2+a/4teiG35t8Gvt+fm5kRQ8kcEDqqPRaKXsn/vJZrOW0PM+JfEmzzUajdRsNrVYLDQYDLS9vS1JpoPZbNbAUtYoQCOOIV5nDDxQSdmjZxcyjuG1Qh8h6n28afLlNss7A2qijLw3Zjh2fuEB5Ein07YNn6c7+SywzwhMJhOjSfp6W142JU1MAgAQUMeLiwsDhpjMTFQQSyadd0qpp+V6II+JREKFQkH1el2lUskauTUaDf3DP/yDBoOBnb/b7Wo4HJohlWTNeDFiBKUeiPGOAMrlSyYYy2w2a/cKqEN/D5DZTCZj4wtoRSZ/MBissBMYe5QcgIuGbcvlUvV63cqcLi4urC54f39fy+VST548sZ0IQFOjKIJR8yj87GNTyJ+a+IXXM988OAmIwXyneSLzFCcNZwbUnTkftfW2z1yE84ntENEhdoPo9Xpm9KLEr3H+mDDA5LOoMfBBHVuSs0ZhwKn79zovXdUx45AyloVCQd1uV9VqVZLM6Pprb+TtyvsGaN7ken6+hgHATQAM/zcfIIYAUMgeiKIpRwE6Pti8Tq+ueyb/bP7v/p/XhfDZoz7jO6Euh+cNv+8dTb/2rAM6ot5BlIQgUdT3N3p+c/Fzxfuo/M2/Y8908eC7tNqgns+9LQgBSR9o+cQkWWm2h55Op9rf3ze/izIFyimYz97HI2CMxWLW+5EkIfdJhh//2LM7vN2tVqvml3omCJ8B5nDP9XrdgrRKpaLt7W2NRiN1u13raUFjUx9wDgYDFQoFVatV7e7uGmhCeQeACezT5XJpZb71el35fF7D4VCDwcAShtwf40284PWj1WrZBhlffvml/tt/+2/a3d01djjlZOyEwzMAUGGnmS+MixfWMV8eRwDNewr1OexLx8+ePbWRH094Z4AsnhmeTqdVLpe1WCx0dnZm4KwHTfHtpKuSnxD4BcT0LDzPGPdzo1qtamdnR4vFQn/6058sEdrtdm3tarVakmT6WyqVNJvNdHZ2psPDQ33yySfWxJv1gFjXlzLy7CRMuRfu0UsikbBqDuY7QKmPd8N1kftnzvuEi/89tLPr7OuHJG8dqLnpoPASfOYgFosZtXA4HJqRmU6nBiD47AJ0xul0aosr6Dg0rkwmo2KxePmw/32CA9wQ4F1cXBijhUx0PB43QCWRSBj10xtmjBgZfe47n8/bjkmnp6e6d++evvrqK1WrVf32t79Vq9Uyw4lhInsQj8etcRrikXL//IA9vmeOB3V8IIvRLhaL1msm7HcDICPJtnzziK53OJPJpO3MNRgMVq6fyWS0t7enZ8+eKZ1Oaz6fq9FoqFKpWHkXtdLZbNbKMpgXHqx51XzyjtOHrozvSsIg5VXjibwPwx86vf66GIBwfmezWeuLBNAH8wbDGPZuQX98wzI/Fr65GQYW45dKpbS7u6t6va5Wq6XBYGAOogdZwu783njwXD5zxnrCz1GBARkI1hdJtmaUSqWVEsfpdKrhcGg7VbA2dTodZbNZ27WCJo4bfbnd4oM6fg9BiPBY/zvHvY4eoy8hgOPPGd4bgSX2lb95YBQd9Zm98Lr873XQAzPhvYT3FQVUeD8DibpHDyB5yjfigV2OBwAO781/j+/44Nuvd1ElMzcFjNaJnwdR7+6m8jo2dd28/NAkBCzD3xHWeP/cfm4wxzzD0793vh8GFQAJIVsHu0dwl0qlVK1Wtb+/r+fPn1twiL/MdWBSY5vCrDr2g56E7NREE1Huj5KGYrGoer1uduX09NR8dZ/Qy2az5kvncjkraYd5DthCMgUAiaCWMZnPL3dp+uyzz5RIJNRoNOwdwGBn1ygSjSRPec5ms2l+AsCJJEt20CB4a2tLlUrF+vPE43FVKhUVCgXzyY+Ojmz3LPxnYpZwvfHrCX1EPJAT+juh7vh5E87RKIB5w6Z597LOxvC59wFhMxcKBR0cHCgej+vFixcaDAZW1jebzdTv982fpT+otLrme+DPb/3OWkIZFPdB/yl6zFDaNB6PLZ4E1MXHnk6n1peG+dRqtXRycmLPk8vl1Gq1VCqVrAyKtQJ9RkLfwzODSCQSAwME+d1cieV5Ptj2rDPh+hnOfw/SXGf/PgSb9aPs+hSFlIEgEmT4LLp32jzSRrf7dDpt2/KRJWAB7vf7Oj8/Vz6ft8UYcIcgCGVqtVrK5XJGwxqNRtZYiYmNQfaZBOr0pEvQwi+w4/FY1WpVi8XCMvNhRiWXy2kymdi21TBw/LbEvhko341a6GH5eDopio5hoXExTBrGGwArFosZgOUz9kxoACXpqoFUSMukhIvvsEAUi0XVajW1Wi1ls1kzWtx7VDYrdFg38sPofeu+96Zju86hv+5z7wT7bLyklbmOs+NByGw2a03UPO2T+QKw69cZHOCwzjs0tByPnrBDRLFY1HQ6VT6f1/n5uZ4/f65ut2t16zTh9s3LuR+v815HuAfPpMF4+XWFUlA/nt7h81RuT4PmmMViYcaf3lj0i4oK8MPg7ofq3A8JFn8qEjU2UfoT9X6klwHWEFS57rreyWcu+vOx1nsd9YEpNpxSA+Yk4CH22JcQoxOwALgeusy1/L8wOF43fl631oFcIW3aO3zhePLs3Le/Rmiv/P/hGPkgzoM2HBdmCcPnuonD6deH8P5eR/9+qjobpTuhPjDOng3Dmh/+LVyzOSdzhIDd6xilSPP5/KWmo9Jl7xTKBfb29mx3FwI37ALJC87lWTrcB0mA8/Nz9Xo9bW9vq1wuW0kGJfy5XE4HBweqVCqW1Dw5OVGz2TQmDCW6i8XCGhKTJCSpOBwOV3Yvuri4MJuJ7cZ+STL/HQCHdQH/3CdfiR9Yf2DXANL45CQBH6UVjNN4PLagGVu6vb2tk5MTPXr0SL1ez8rADg4O1O12V+IY3jesHeICgFoffNPvkfeNv7+uFx8tE/wc8qUiG9/43UoUSMP/6KfXM+ZFuVxWLBbT8fGxhsOhcrmcHcNOZz7O4z1zToBHP7d9r1FfbodexeNxdbtdjcdj818lrbBpuEeS+PF43PrQkNiDiYYfyq5x/X7fGGroE/M4TJDyLNw7egsY49cn368mTOIzvn5spFVwnd95LzfRiZse92PKewNqQsNPcMYCyzE4K7w4urqHjpZ3ikDnoWOBLgIigLhjYABDyIpLVxk/jI5HBpkUlBz0+/2V52ESA8YQBHFPy+UlJROji9M3m81UqVSUTCY1Go0M+aTpGRNoe3tb5+fnhjr67KUPtjyyyu/0rMjlcrYAFAqFFaYMAkNoPB7b/aEEfBeEljHHQcDh8FulswsA9FrfsI2yjq2tLZ2dnRlQxtwIy8yuyxb8ENDiQ5f3/dxRQfzrOvXeqcXB4R2zGIcGiOvQ/I9u81AxR6OR/ewbgEf1l4LNJV3NNc+CwTGlrr5QKCgWixlwi+OG45jNZg1oxlFm3kpXteqhcYkK3jwAE4tdNuym1tmvCxg33/QcJ1nSyv847cPh0L5TLpfVarWMqejLS0L5EAzZhyDXAaQh0LLu5yjgxp9HWt0OVnp5W0s/5/heFGDJufwx3u56Hc7n82ZfmetkqiuVijlwvkE+c5QMOyzWfr9v+hmWboSstTBI4X44v7dbALvcN8xTTzfHvnrHkuuFbBrG0wOl/I7/ATvAly6yBoUsHq4TsurCd+/fm/8/nAdRIEN4Lj8vuP66eRUlUUDSh7xWhAwp3o3Xp1AnfGkLz88Y+PXev2OvS2S2PdtFkgVo0+nU2OKU4vokYSqVMt8Qvw9f1e9kio/Gd2BX+hJ+Epi+aSm7LT169MiaB1MeMRwOlUwmrd8h4KskAzw84MS4eFDJZ/Epl+dY/APs7nA41Onp6QrrtVgsrmwJLF2VUHD/vV5vBeiAEQ5Agl8Oc4mfM5mMSqWSvvnmG+3u7qparapUKun+/fsql8v6P/6P/0ODwcDunfeGD0JJliRbf/iZQJV378Ha0IfwYJCfXwS2gETryrI38vYlXO9C+zkej63MD2CD9QC99AxT/vd+HccTD3kf01+XOcQciMVidg4AHj5D3zzzM51O23XQe5qMA2hSduXtfDKZtH6qHoAMxfv4PunKupBKpdTr9cw3HY/Hto7R/NsDNOgVIK/08o57H5O8N6DGO4Ie2YfRgmPE3zKZjBkTX/bkjRGTAuOSy+XMoDHZ6UPT6/U0n89Vq9Vs8rIosmBC+QRwWS6XNkn8dsE4aUx+lAuHjXNOJhMLsgBGisWiXrx4oXq9rsPDQ+3u7hryj3FlC8Lj42PL2LMtIBMUJefaKCGB6sXFhSqVivL5vBqNhrGHyHwQ9MG+ka7Q/3Q6bSwin7HHUISoMRkPGAts2Q3tFqcU5W80GkqlUtZwmIUEpo901WDPGy3p1U7jh+wkviu5KYByk+PWZRWuCyCjxKPwLL4+GIw6H8d6vSMA9DXyADaz2cyYLtTFkgWQVpsv4iThZEqy0jwcXu8UM6dx5nx5gweEpKvGcqxZPnPowWkE8KdQKJhTnk6nbbe08Xisdrttv6O3rHUhcOnvDV0nsPZOfBR1lLG/7j2H2eZwDvzUQNQf+ty8v5D1EQaB4fvxgb938sJMrv/Mzz3O74NOn/nyfd6wN75RPnqB7S2VSsrlcgbSewCCdb3f71vWGzufzWbN4SSA9EAq9+jPx7P5Pk0eLMLBxEZCMfcOqs/q+S2J8SP8WHF+zo0v4p/T22i/5ah/Dp/p5zO/Lvn37ddFr+N+TP179OMS6miUPkedO+o764TrfMj67nXX64K0uhOJ10+CEO+X+nfhkwV+fPAZPTsZO1Qul21usJvSfD5XsVjUnTt3VuwPW1L3+/0VPxsflGsyN72eUnaAb0qSjUQmz4QO8AwvXryw63EN/HA25eA56dfhA1Hf19H7gIvFwhIw9Kqs1+sr5b2MG4zsyWRizKCtrS31+/2VRA/NSxeLhSqVir2fTCajQqGgRqNhz0opRy6XUy6XU6lU0t27d3V0dKTnz5/rk08+0ePHj1UqlQwkgslPvxvvK3uw2Oua9xP85zRLjpqXrCUe1PHr4UZ+HAkBE3QNGzeZTNTv91dsi/fFmJ++FYYvv/X2IvTR/N8AJzyIQ9z59OlT+9z7AfgNMN+kS9Ybf/csWvQbsBbASLoiOng/np/Rf+J94nRvx/EZLi4ujMUXj8dt7WON8v5IOAahH/06cttjx/cC1HiAJgRsGByfDc/n8yoWiytOp3RF9/cLvAcRvLFE2Hrv/PzcaGecyxsyAq7RaKROp2PZMJA8MgDhgogRY0H2YBMTFgBDku7fv69Op2Nb6BJs0s3/7OzMmjdBE0Vhq9Wq2u22JBkbyWcsWMxRulqtpmq1unLv1NryTASB3vnwdEq/CMDgaTQaxnRKp9Oq1+s6OztTr9ezsrF0Om3N11iECII7nY4ZTIws4+ipwN7Z9ON5mxXqfcmP7Qz764fOedTPUQE8PzMvoEH6hd6vFThezGeyb5wDHcxms0YjJVMPU84bpfC+PQOBDChzknJED4xwf75Pji8/4toAPujo+fm5NTj07BnmPs4uASs6ynjxXDQ9hmGUTCZt69IopgHZQ+kSlGVXPF+iyDXWBXYbublEBcQ3Hcd1wCdO+nVBtbd/PiDwa7wP7kNH3wMWnnnmgR3AF+8QEpww38noMb+xpegeiYlWq2V0aD9vPTCELeKfD1S5Z+/4efYMYCe2CL3xQR965oMggGTvY/AucFq5B471yZwQwOEavCPvXDK2ntHCP8YhCnRZN19CiQJeoo7xDJCbnHsd6POhSmib1gFdnqUW9bvXK8/A8TrkdcrrtW+MC+Bx584da64LEwQd9P1X/DXQAY7BZxyPx/Z9n+DAZuEXwrDhPPSH2d7e1tHRkfnOrAcEZbFYzPrp+MBVku0SOhwO1e/3LQHitxqnh6MkY24nEgm1222zmbwTEo/YR982Ad+bnpOz2cxAn7OzM00mE92/f1937tzRcDjUs2fP1Ol09Nvf/lapVEp3797V559/roODA33xxRf6x3/8R/X7fRUKBR0dHZmuY7uJNXzvKsaT8g3GJ4xtvM/hARzfRiEEX6POs/GP342E62eUj4udCuNc4rt8Pr8yZ/wOuz62DcE7SS/ZbL+ueBvBfXhf2ttUH5N6vb24uNDOzo4BS+l0WsPhUBcXF+bzchwALbbex7usG5w3TOpzPHEv9ytd7VrqAWEAHdYangvxNt/H/mHS4CY6cZt1560DNese1KN4/M4EorQApgfb+MVil53fWYQpsQmdGD6j3EjSCjjCYg/7ho7TGJHxeGyfkdkD1UylUtagk8DLL6gezEC4HmVMlB2NRiNVq1V9/fXX6na7xnzhHmazy8Zn7XZbnU7HJi1UTPpljMdjm+xMarL+KNNisbDzU8q0vb2tUqlkgRxZPoJcnIREIqFms7kSIPsAmp9xBthy7smTJzbZuSa7YD19+tS2NsRIZzIZSZd9CbLZ7ArwxByRtPLZOgfztirYbZDXDRJf55w/5Joc44McHzhxDHoOzRL99Ew0ypBY9AE30GPmD6AkBsMHfOgb+oExSqVSxnCp1+uSZBTSSqVi9PFSqaRarbZCZUeHKI8CnCTzhyPsM6sEsOgdgBHPnU6nlcvlzDknuzefz22t8uutDwq5BkCNp6T68X6deeD1b6OLqxKORRRged2Y+fcY9V7830I7hAPD331yIwrMQTyQAqMV2jN66qnIbGnr+75xHV9TT9DhA618Pm87wESBL/4ZfbbOl0PhrPnghe+gRwRrvmcEZcwETx4M8qUHfgyxsdhFz1Zi3Pg+iYp0Om19syQZ+EUSxvs0/h2FtPiQ/bSOAXedvMp+hvrsx/91zvmhStQ65ucVv/tgxJfz+ffIsV74W9Q664NzfLzZbKadnR1Vq1UNh0Prd8FmFSQgvO/rk3j0YGGO80zYTBhhzEkCyVQqpZ2dHUlX6wjsm1arpW63a2UStArw+sAzsDagM4vFZY+KXq9n9hvAiN0NsVMvXrzQ+fm5CoWC9vb2rLyK2EC6XBOKxaL1XRsOh1osFup2uzo8PFStVjPmy9nZmfr9vkqlkn7+858bCEvZ9MOHD22X0sePH+v09NQYPZ999pk6nY6+//57ffrppyoWi2q324rHL7fufvHihSWKfG9H/vl+HKyjsF+9r4DOh+uzn08+4PbJ7o28G4la/zxgxjEhmIseJBKXO6X5OIoqBIARgFTsWeiPsc74+eKTK/ycyWSUz+fV7/dfYtMxPxeLhfmS+H/Y+FgsplqtZnbpxYsXNi95Pkr9lsulCoWCsdmwrb7EEOYQPj73Qs9EnhMb6PsyYvtIGLFW+DEOx3qdr7TOD3ubMdG7lHfKqPGDFg4ghq9erxuowKK+WCxUrVb17Nkzy1ATMAEC+Ca3HpX35REshvH4Za+bdrutVqulvb09QyPZCluSgSEg471eT9JVPSnnxEhPJhPLSIToNiVAvqkadXc7OzsajUZGt4R9gvGbzWZGlWPSs+sUisw9pVIp5fN5UzTv1MEkgoHAZPelZjAPfKbTjy1OL4sIz7+1taW9vT3t7u6q3W7bu5xMJjo6OjLq7Pb2tvb29sw4p1Ip7e3tWadzxo2G0MyNqABQ0ooRe92g8mOUm4zB+xyjqAUyBGk5jrnE7wCSHhSUrnoCoF++LI6gEQaA79PCZ+fn5y8BtziqsNESicsGaWQLFouFOYq1Ws3AEDIPh4eHisfjevTokW1FikEbj8fWa4PgDB2EFu4dZcoyfYYeg+bFl1VKsuwiW7b6gNvriF/fWF8AsVhX/JhFvUfOFfU77/d9Gr/b7JzedF1aN37hecIg+rpzIX4e4NR5ENOv6z4jJl3Os0KhoFKpZAkOD4pwjM+oeRYMGXjveHowVlrdfrRSqVgZFHaKkkMSGCRHwnIiglk/zzk/zw+YGYvFdHJyYgGfZ9hhy0lgoIuw2rCvnn3jgyauzRrDGPvEEdf0zc8lWQJIumo6yqYKfObfu19P/Zy4DvCLmh98FgI+131/3fp+3bU+FInSw+v0mCCZ+R/1Tvzv/A8D25fRAz76gIp58eDBA9t+u1KpGBs6k8lYQo8EWCaTsV4u8/ncSv9IJsDW9AAiQIYvt1gsFrZbUy6Xs2x7r9dTq9Uy/eMz77vH45e9pmCZ0L/i4uJCvV5Pg8HAsvV+vOfz+UvbjF9cXKjRaKjZbFqz8jt37hhAFY9fMs3L5bImk4ntQEPilRYKnU5Hz58/V6VS0Zdffqm9vT3NZjMdHR3pT3/6k8bjsT777DPlcjnT/0ajoW+//VaJREIPHjzQf/gP/0GDwUBnZ2eq1Wq6c+eOgc3FYlG/+93vDBgbDocrc4iAkzWSoNbPC+nlHSPDNcYz/jjel01u5O3KTey4P8aDsMRg5XJZW1tblryWVrdn94xJfFbf4gOb5OdAmJDwZfjpdFq9Xs/OV6vV1O/3NRqNVq4DwEJv0uFwuJIw/+STT4xBg5BwgPXX7XaVyWRsPvtyKGJm31sVUGq5vGIOevvm2YHo4mKxWNnNzvsVYVwYjs/r6sR1NvTHlPda+uQdCiZkqVTSeDxWpVJRv9/XcDjUo0ePdOfOHT1//tyy1v1+34Ibz0ThZWF0/Iv2NCyyg+wORc1vMpm0UiC2/V0sFjaxMRg4bjT2JXjEUQSZ9A3TaIxENt7XnjLhCQRhxDARMYTL5dKMDhkMBAe0WCzqyZMnKwgrIAjKSUAaj8dXdqYhE8/7odu/B0R8ppP7o7dQv99Xu922kjXYMmzhSCf9XC6nRqOhTqdjTsFkMjFmAM4CzoVvMs2c4ZlD47aRV4sfvx/7+rw7P+8AM1OplAEcoQEEWPABEA4uAAnz0s9RSh3G47E5Ycx/HFYCNXSerMf5+bn6/b6BNbPZTPl83rbt/PTTTy2Qm06n6nQ6li0ka+KBaMowoGz7gM6PEcALTCGOZ+5jhFhHwlIUb7AYJz6TrijijK2n3fr3FaV3oV6+rzl1W43o25JwPfPOupeoMXhVxihMJHB+/375HRCFkjhsqM/EURq8WCxsp0MPMkhXvTsAMbk2jhklr8x9v+vfbHbV8BvxwAX/Y5+xG35dYFfDarWqWq2m+XyuVqtldv/8/NyewZcrcL/oD+CmB0n9O8Ih96w1zyRCl335lH/n6C7OOePjnc8wUOOdrQMV/PHr5stNdSkEC6M++9hscQiGhc8NGCldBVsheOf9lKjzoZMe8Nna2rIdBkkwZjIZff/997p///4KC2xra8uAD5IcOzs71tOh3W5bQpDjF4uFarXayr2xlTasnHw+v+LrLZdLs6005yUrHiYHuRYAD71zYJACVGLHpauEw2KxsMQiZYrFYlGxWEzdbtc2m5hOp9ao2ANP2GD6Y6G7BJIAOhcXF9aHZmdnR3/7t39ryZpnz57Zs47HYz19+lTlclk7OztWAvV//9//twW19Xpd/X7ffAz8B9ZMb689cw5b7tdHf0wUiO9BHL/OhHN0I+9evD578esz71a6ZKGEsRv/ezvvS+E9I1taTdSFQARJT+JEgH7WFgBT4j3iykqlooODAw2HQ3333Xe221O/39edO3f0s5/9TL/73e8sfvS9aHzixNtdPw+x0f45pKs1kzKrxWJh9t7rBz6uX4v8XPfnDN9LqEd+3D80e/VOgJqoQWCAWFgwCL1eT+VyWblcTmdnZ5c39d+p/+xMUq1WDcmnNAq2CNdiNxT6pjDpl8ulbQ/KROh2u9rd3bVJBABEiRUOHo2Fmei+5IDgCWW4uLiwIJDAbLlcKpvNmiEql8vmyI5GIzWbTdulCoo2QSvZCVgvTFK2UkylUkaDPT09tetvbW1ZbfPFxYXtrMT4h7sA4EjCRsCZ9IGjtLqLDHRXMjdQ3efzuZrNpoFfhUJB1WpV5+fnZkDJNGSzWZ2cnFgGgqyMz6QCKHmDF/7v59ZGosU7hvwuvezYh5+97jXCzHyUUx86LvP53OYPwAlz0X+2XC4NwGOO+mARZhsOUrFYNDYaxhPD5xl6OHy+3w0BFo7e+fm5OYkwdCRpf3/fgM9Op6Nut2uNCX3mYja73HEJXalUKpapwHlGfEYG4+THD/3jfGwXzrMXCgVjpnkjFgItPKMHdKKAEH9vUeDNm8wTf45Xff4hyus+y7px9OPss0RR3w/fXfizn4+hLnqQjuMIRtFRbAYASi6Xs0QA5/L2zyc2sG2wekgY+Ossl0sr2/MAp3de0WPOW6/XFYvFLMGTy+VsS0/WjdlsZr3aut2u3QNrCI4gvgC2EAYCPgDPgT/ga+kBaqSrMjJsli+L8f20wnH3iRPf0NzrbBSQ6n8OgT2/1obfCefcdXP1dfT8Q7bFrIF+DQ7BKB8gMBfD40N9DXXTs65CJjml8r1eT9lsVru7u+r1elouL5NyrPlsEnF6emqltPV6XY8ePbLzlkoldTodvXjxwuxDOp3W/v6+RqORnj9/bnO9VCqZP0d/qfl8bgwVAAjmJ0kMH8AxHpRcUNrugUh2LyUOICFKQ37eA0GcbzkAI+f8/Fy7u7srzFD8WEBX2H6wBba3t3X37l3zkRmLXC6nu3fvKpFI6E9/+pOOj4+VTCaNoQMQTHnmV199pW+//VZnZ2f67LPPLNkyHA5VKBSMfeD7VUlX/TeYX6xpzC3WA18R4BNZrMXMG79uhHPXl4ds5IdJqPd+beVn3kUI4qP/nU7nJf/br/28aw94oAu+JQC+IOs8c92vOf4crEF+Aw3P1t7e3rYNbabTqcXFxNB//etf9W/+zb9RsVhUo9FYAWM8yOznMmCzT1AC1HDP7ICMf00yFV3DlvJs+Ad+FzufRGFMQ9CGe70u3gl/vq3yzhg1IbLl0eTFYmGLOI4fW16Xy2UrB2C7LuplCdagJAPE8MJYsKXLCYNBoDGSJKu5bzQaBnRIsk7WsF/i8bharZZRNAuFgtGgAXxwqJgkBFFkFFqtlur1ura3t3V2dqZisWggDYEaRq1cLhsiL8nGhAmZyWRsrPyWfDQk5tnJTGD4B4OBKXq329VgMDCQRboyooytfxaejUWFhWi5XKrZbFpWYm9vz3bFunPnjuLxuPr9vo6Pj/Xll18qk8no5OTEFpTRaKS9vT0bi0KhYJRSmBW+D45nQHjAKCqw/KnJuwxso7I6/P4mINm6IAMdhnGCw+iP9++e++FzGDWDwcDmMmV3NPMDKORaOJzZbFaTycQYMN65ZM0ikBuNRmq325bRoxnveDy25t9k9QjKAJBwZEejkYrFoiStMOg8OMMa6euV+ftkMlG327Xmq4PBQE+fPjXQiQys39UOIyqtbt2Mk+kdv5uCMP5+fwwdvM2Ajrd9Xvz4hsf7Y8LzeIc86pz8H+W8e+fF65oPMMO5R1LCbzvrHTPmIWtwLpczNgvM1Xw+r1wuZzvJEBxJV6WH3A9M08FgYKUcPkNN4sSXNtPYm+akp6enevbsmc7Pz1UqlTQYDJRKpbS/v6+dnZ2VLXpJdsBC8GMDgEugSsDJM2APfc8ZnolxDJ1l3ocvcyH7ib3mHCRPeG/eDoegaThvQiA1nF9et1+lP+vO8arPPnQJHXgf+DJXAB3Cd8S7550TaJMI8Ls6UYbu9XCxWBjQTjlTpVLRH//4R2N90hNtMBio0WjYGi7JgILZbKZSqaTPP/9c8Xhc3333nV68eKFisaj9/X1L4lUqFfMHfUN/Gp+SKPMBE89Pyaz/GyAkdgs7iO4zZ/E//VbABI+MF3YKtigMc2w6z+z7PUkyxir2FrYR/e0ODw+1s7Nj8cXBwYFKpZL57TzPvXv3TB9LpZIkGfP/3/27f6f/9J/+k23XzXrCmLINM3rOu/WBtbe73pf1u0H6OYSPwLwMfbNw7m7k7Qvj7EvNmKc+vmUd4L16YIE5DhnB2wrOS4zpGaKeLeMZeJIsgRCLxWznMQ/40O/KzxlKkjqdjunLcrk05g9xIQl0X13BmhiCI7BSfSkyz0xrEnpQ+WQo4A4JeuJh/NvZbGZg9nA4NAYvgCzjHcYloW8TlZz4UHTmnQA1odPgs8J+8KbTqcrlsgUwhUJBu7u72t7eVq/Xs92BoFPu7+9bzTrBDy9WuqrHJ+PNy8PpWiwWVkoAyOCzYoPBwBblWCxmjQ4JfPb29myCsOjGYrGVUiiCuMPDQw2HQ2vGFIvFrDZ3NBpZRsI3F2NnGMCK4XC4EmQRXNG4kZIiel0Mh0P1ej0lEglTbAwhABfXY+HA0HHOMABHkQBqGHtPhU8mkwa80PCYEpZOp2NlI4xNo9Ewui1OS6FQsK3QY7GYAXFkKELncmOcbi43cbpv8t3rgka/GK4LMKOyPzhdZBKZuzgwnvlByQXnAGjxwB6BX6fTMbbMYDBYKXfkXpjTOMbhvWKcPAuQ8ikcQl+qh7NGDy1v0H1wzHE+kPY9O3hGAgLAH/SNXQQ8qwED7puu+eAdXQckarfbRgnHyY3KvEf9/i507mMM+kK5Ltj1uiNFNx329nPd+cJzhyw3r3vhubzdIIGAg4WDSaCEg0lNPPYcG5xOp1UsFpXP51dsmnS1XT1ABSUU0K7RNxieACfsACFJ1WpVh4eHtjtkPp9XoVDQcrk0AOXTTz+167OrJHaOEg7fvJSfKacgs1ipVGxcfABFjzn0PAxQQ3bSfD63unvYBTASlstLtiy92nwfOUkrjn84J6Qr9lwU42qdPl83l37K9tX7qF4nfamBpBXd4lh8LelqTff+aVSQwlrNdtSNRkOz2UyVSsVsRb1eNzBhOBzq6dOnajQaNkcLhYJt6Q3AQq+nu3fvGntzf39/pewW0JF74bhqtWo6js4Q9MGK4b4J6gA5mfsw2/DpYaeRaYcxg13244hwXt4BPuhsdrmd+OHh4cqmAcx/gNR6va7Dw0P1+33lcjnt7+8buNLv91WpVJTL5TSfX27+8eDBA0sQ12o1S+KQqL24uNC9e/f01Vdf6fHjx+ZjI4VCwXpbenDF9+FgXcWfgUHM+0DPCeh9KQ2AuT/mp6ij71v8uusZJNIVwwkg3/dJDNdjv54QR0laYXcD4Hp2FXrlwRHmu1+XvB8crls+2YntffLkiYExkCVisZgKhYKGw6FOTk6USqVspznmtgciGROeL0wq4Cf4Ei6O9SAW/VILhYIODg7U7Xatr2mpVNJisbBNB/g+78Trvh+jMKF/U9/ptsk771Hj0WAGCep0t9uVJOv+Ll01Izo7O1M8frlbCgsbJT27u7u2YDGpMSRMSiYHSF0+n7f+KyxwOGg092K/e0AV2CvxeFy9Xk/dbtf6VNDIkEBP0gqQQVDFBJxMJlYeQWDF82IIcOYo74LyilPtd6/y5wX5p8wKVgDOJ/1f0um0Op2OpCtkFMUMqfFhll+6WgRQSkCjTqejarVqdf84854FdP/+fXt/vV5PZ2dnqtfrxoSAeXR0dKR+v2/lcL7xGu+XeRVl2DfyZvKqIHLdOIegTFSmh99Dqq8vhaB7vAdNMH7Qhj21tFQq2Trgz8f8li7XlWQyadRwnCXmZj6ft3mOYfTZjdDg+Xv2+o1h8tkvqNje2eJ5fG0/z4TzyZqCM8B5WRvQOQDnWCxmINFyuVyhXuMI8HzZbFalUmklq4fTfF3mISoTse5vG7m53NRZuC6wvs4JCf+XVrfr9mt/SJeHsuyZZbAFfNDB+fyua9j3SqViOra9vW3MGN+EGJsCa0VaLZWAGcucB4Q5OzuzOb6zs6OdnR1z5p4/f65arabPPvtsJdmB3UQXyWhms1nNZjNjEFG2ha6zVvjvYqd9SQJ2n2AZvQI8ZrywaWRM/bU4J2uKbxLux92/b6+7of6um2NROv6hOa9vW9atf57xIq0G4D5g9ll2Pyf8WuyP9czHbDarO3fuGDgJOPj999/rq6++0qNHj9RqtXRxcaHhcKizszMdHR1pPp/r8PDQmGMAL9PpVKenp9rf31cikVClUlGlUrEEGP5VsVhUs9m0MiIYpuy2BMu0UCio3W4bSOOTB4xJmFQkgYntJrHq+8mwJpCk8z5CPH7V78r3isQG3r17Vz//+c8lyfxrjgP83NnZ0d7enpUusp7g6+PvL5dL8ymGw6G63a7Z52azabulwhD69a9/rb//+7+33oxPnz61c/vkjAeQ8D38ekviJ5xj2GYCYc++4u/Mv3D+buTtSejDelCAxAXVBL5k14MS2EwPrHjGpSRLyOEHwiCjHQd6QK8Zkvt+TuLrAfox96RVMJlrpFIpA3oBS2Hf8Ky0ssBfJUaMihP5nVib+UwZI34+axjxIevCYnHZwJy+rmzmQaIlvA5jGbYHYFxDdo9/n6GNvO1+7DvrUeMXjdB4ZTIZoyxLl4Oaz+dt0er3+zo6OlK9XjeEjZcCe4TsAGBEv9+3SSHJJivIITXnTDgMjm86lkgk9Pz58xWUPJvNWr3w8fHxSr8XMhZk0DAuoOIoo8+Ke3ClUqkYlev09FR7e3vKZrOSLgNREEWugXNINn46nWo0GhniyjijAJ5FRNYB0IusvS+RwGmENsq78w4MC5U3JBcXF3r27JmKxaJqtZparZba7bZ1Gz8+Ptbdu3dVqVR0enqqdDqtdrutXC6neDyuZrNpNHW/K0A+n1epVFKj0VhZHFkAvPLddkX70CQ0UOuOiQoGWcyl1eykd0Y82r+9vb2yfS7H04fCZ9Fwand3d21dILvH2tDpdMyAJJNJA1cTiYQx0AqFgvL5vOkVTjSOFPcOkMT6BT0ao8Z9s9Zw7wS5fNdTU8ks5vN5CxJ9c0Vv7FlHWLtYp9BvAmiCXPQZxiH6mslkVK1WzRlPJBJqtVrK5/OSZNmU6yQEbt9E537qjuQ6sPO64/14RzmOXpdCcJWf15VA+Xkbj8cNHMc5YvcYzo+++FIGX67KOUqlksrlskql0gq1Gd3wdtLf28XFhWXiyTDO53MVCgVjsSwWCx0fH6vb7erk5ERffPGF7t27Zzbes81isZhtIuCDoPF4bLX79LWB1UOQSRYzFotZObQHOLHLjKMHVcfjsZ2TANSzFxDPbIIJyE6V/N2Pj88c+vfOsQSHUcyadXMv6vOfoj3179F/5gNv6SpD7UEK/oZu8E6xA/RtWC6XK31VAOYBc5rNphKJhO7du6ejoyMtFgvt7u5aqfl0OlW73Va/3zcwxQc7kmxTh06nY60E7ty5Yz0SaX5bqVSUSqV0cHBg8zadTms8HiuVutxN1AdwbAcOww5/G4CRsidfzkcis9frmS4AAGH7KR0O3wFsbewuAE2lUtG9e/f0q1/9Sp9//rkGg4GVOvrglR1Hk8mkTk5OzGfG518sFvrrX/9qcQTXAwSu1WrWD240GlmPOfzecrmso6Mj/cf/+B+N5XTnzh0ro0bwl8OyFdYDP9d8b0reCX/zoHCUTUD/N/J2JRxT3g+9nPDLvF3kvQGgxGJXu70BunjgLYwhwxiMmJG2GqwfnAdWFrq3LtEoXe0yiO2NxWIaDocaj8e2NlCZAShEbOnBZj8/PWuH6hCei7nOdyn7wjeFSZ/L5ZTL5Wzn4F6vZ7EBdhw/N0xU+XjDx96efeaP9/8jt9nmvXWghoU2RHcJmgi6aDZLKQD0pkwmo+fPn5uzJckWXwIPFEO6nHQ4RN5xhanBtf2knM1mVmbE4keWvd/vq9Vq2X3h5OG0sU0gO0YwkSStNFYEvQcYQunIorHYe+pjt9s1Fg87y8A2Agn12Xky7ASDy+XSaJyUNJCtXCwW6vV6Vu+XSqXU7XZt3HydI8401+SZGDtvEDBuONfQQ9PptDFmTk5ONJ/PjdVDU8d2u20A3dHRkWV4KJlizvjgPlw0NyDNerluEfLj9irjHmZuw+9wrlch157e7NF5gIPZ7GonCQKhg4MDM344hh7UoWzOAxNc11OmAYFp3g0DACATHWFdofzKgzO+t4Z3UjE+1NrzrB5w8ZkTdLJUKtlWipJM9/198Zxk4T34y7j7Dvk4C4wBABNlpbAUtra2XpoDGGKcyXXz6Sb6Fs6p64LB60DBD1G3b6pX1x3j343XLR+0h+cI348/nnkaVQ/PsThb9F6iv1l4D572TKaa4AfgBpCmVCqZjUPnfckTJbyj0WilnIKgkV0hqtWqbflLv6npdGrsgmw2q1qttsJKIfjjZ19yyLMAIBE0wkagJ43fHtyXUEkyhxA9Y3zPz8+tRxYMNwBRX0bmddWvJ74szCcmvGPv/ZnwXYfzIJxLfBblrP6UhTHxYA3roQfUWP+ll9k2fDdMKhEcEWgPBgMLOgBzYMx8+umnymQyajQaevjwoYbDoU5PT22+kbiinPz8/Ny242UHUewUyQvuC93CB2SHpMViYX3hSHrin02nU52dnVmjfMqmfGmvf3afaec+Go2GhsOhYrErJngikTC9xB55+0YfKfSPpuTlclm1Ws16WMD0WSwW1m+m2+1aYgK/d3t72/zK3d1d7e7u6sWLF9ZLkmw/fYJguyeTSdsB7+7duzo/P9dgMNCdO3f09OlT/fM//7MePXpk7RsODg705MmTFcCPclJf8owOo7s+TvH+rh9fDwhHgfaeMbmRN5cw4eHHkzlIU23+xvrMfIWR5ddveor6eNWzuQFrSJb4zV+kS5a49ynRF38M9+DBC/4PfT4SnLVazcqKfINeD0KTZPB2w1+HeyK+w1ai25Q2SVcN1QuFgorFouLxuG180+12jS3I36kSgYDBmunHXroC0fjc21e/Vvl3fF3MclvkrQI13gHyToMfTCYzkxMAJpFI6M6dO1oul2q1WpYpYKH23dXr9boqlYra7bba7bYtxOE2YIvFwpgzZJIl2YuGzjidTm0yNBoNtdttlUolU5jFYmH16PzPVt5+gSUrAnUUtgloK2wc7wTgHF5cXKjVallN/M7OjmUb2u22Ze9wLsnmwxCQZLX3oJfn5+fWJLnf71tmb7FYGBXbB8z87Fk4vibQB9i+ltZnUHZ2dqxXQDweV7lcVrvd1osXL7S1taVKpWLzodvtWk8CtkHe399XuVy27BFlazgPnl4bOpq3UcHep4SL0HVOeIi2R30/6vModDoqCPBBHX/zmR/+RrNR6tVpbphMJrWzs6M7d+5YIEW9OIbOlyCm02kLgEqlkgGHOKn0TcJxhTlDhnN/f9/moC+jRDf4B4ADKAJrhkB0e3vbek95553MIDu6xWIxA1UpFYH5wnnpyYFB9Bn7sI+PL+uQtHKfkpTL5awPFGNDE28fPIfv/U2COK+P60CEUEInIjz2QwJwrhuzqOdYF0gjIYPiVdcO9dIH9GGmzWe6+J0+GAR6fvtt5jFgKTYIwIZkDD1j8vn8yi6G3BuACKB8u902ppnPQsZiMdMD5jq2Fp3sdDqWjcMu+9LD0WikTqdj7CDfS4fv8DO+hHTVSwcQiaak2Wx2JVnCGAMeAQr79+D1AGfc+0IeZAWwXSwWK2AZts8z97yz7+dTOAfCueXXiiiA7ybz7Tbr4JuKH1P/fLxr/Br8KD73QTI/+2RiPB43YL7VahlQ4pmW2WzWtnx+/Pix9f6DoQwz1Dedzmazqlarxn4h+7xcLg0cBAyh2fzOzo4BNJVKxUqO8XfxOWOxmO3QQoDEPJVWgx/GCt3ywNR8Plev1zPwgwQmdi0Wu+qViI9KQtefO5fLKZlMWr+L8XisbrdrfiQl84BVW1tbpj9ff/21rQvcO4BMo9FYycJXq1V7tvF4bH2w/I6lzWZT5XJZX3/9tf7hH/5B9+7d0+Hhoc7OznRwcKB2u21l2JyX5CfX94AgOgyQ4+diKFGArAfa+dvHqJ/vQ/z4M+dZL5PJpDWxJ2GAT0bPP890DnUDhimxTCx2xTAlTkSHADqJr9A9D/T5/lFhmZwUDUIw94ipiTlZB/ClfQluaEv83MXme2CS3lPYslQqpWazacQDfGFJ1q4jFoup2+3aLsaUS5PgPz09NeCU++H+iH1Zgz2oBOuJ6/q2H4zNbdeVd8Ko8UGid/6SyaRRkqfTqYEAMEiWy6WOj481mUysLAD2CplzukB3u12dn59b53q2z/WIsndWoIUB0HAPGIVYLGY7Pj179kyx2GUzYYJBsnPL5dIak+J0oXTQRqk/59qU8WDAYA0sl5fZS08bo4Z3a2tLjx49UiKR0D//8z9bQJXNZs14MoFzuZxNTJxsD4ZRIgUtlWsDFGGQUF6AE5xd3qt3VLxR8L0EBoOBZTJYaAisnz9/rmq1qmKxaGhxq9Uy54Iu/LVazfr5gMzyTB6dxph6ue0K977lTcdj3fd8Rj9cvL2E7ybMOuCgEsixFrCbUblc1v3793Xnzh1zGAFu0QN6TNDrijrW2WxmwAyIOou7dNUDg0C0WCxaZsSDnYAj3Ksv3/TBjg+IOYbnJGvJzzD5eHbWE/QbBh8ZRwKB8XisWOxqu1/fc8cDOZR48DvrIfrGc9brdcvChus18iYgDe/6JuDpq0CLD1lCgMrLTZ4vDLj9uXy21WfNfJDp7yPMvnE8zh3gf7lctrWfevJOp2MsSdZ+giXARXqqoW+wVHw2nywfThXBYLPZVLvd1tHR0cp6T2BEPw2AXEAUz1CDsj0ej61c1veK6Pf7ajQa6na7Kztg+LIkzusbFuN7jEYjY9KSJfQsVj8ufktg7hP/AltI4smDOBxDMgNAmntAx32Q5udACGpGBXl+rkTNQe98+3NFHfsx6GgoPjMcBif87sfV7/Tl2TL+vWJLAAKXy0tmyCeffKIXL16Yz0Q51FdffWV+8JdffqlYLKaTkxMLpghgTk5O7Jx+p0LWfxiiZORhmV1cXGhvb0+pVErlctnKMSRZQMN6wPP4nVqYq/jDvkQHRhz2zYONBJOU9QGM+H5VkizgCxlNHgAGWIVNNBqNbJtyALBf/vKXGg6HarVa1ptya2tLe3t7lvVPJpM6ODhY2XGGEuDFYqGzszN7zoODA0my5GEqldLJyYkePXqkTqejf/3Xf9X/+D/+j+p0OspkMtaUmHJMn1whAGZeoWOwckPdug44ZV2Pins28ubibS2gOjsPxWKXDDHGHiaV98M8sIKdRY9ojO+3vIfV1m63TWe9z+pL8onTaOKPrfEN7AF4QrvgEzQIMTcJGA8O8R2ODysc8FHxoakKIbHqy51YFxhPCArE48SItDtZLpcGQpPs98/vmUWMN5tpSDI2PD6EJFsfYfdE+bu3UXfeGlDjDVjoRPDiCU6gE4OMk0V+/PixOUQENLxUED6/cwvNa30zLj+ppCvkWrpc9Fnk/TZglOcQVNVqNauV5xxMSprDMdk9esmzL5dLmxAElTjAvicEikQWnuccj8dqtVpmQO7du6cXL17YxKJBI03eYM8Q0EJPBQjiXaTTaVNwXx/Le/NZTGm1EZbvE0KAGFL8aBLFcWyHWiwWbdu3WCxm/XdQchxrzlkqlVStVq2sCwXk+16hNkbpSl43sPbHv05AHUqYqQ2/SyDjnRHqzVloY7GYlSbQQ4ZG4iz4kmzuAtyS6ae30WKxMCSeLD+grM90+J1fZrOZUae9EyldsRl8kIVOY9R8sEbgytpA8MrnzHm+jz6R2cjlcjo+PrbxAWgNWQn+ZwJGWHKwJLhXxh4Dxq5UsVjM+hGgv1GATTg/QoPmAXF//OvMxzcFhW6jvO6zvOk6FoJBof3l3P5vIYjmdwujYS47HabTaTWbTbue143z83PrMQYDEzvogRDmKbRu7CrbC7MlNwxU6YqBQI2632HN6yUOI2DNcDi0BsaAQQC57XbbAFDumQaklKFQisJ44ej1+311u11lMhkrkybBwrP6JALrCQxYAFp0En8FkIjvUe5dLpdt9zi+v47Kvm4++XngWZBReuyPvU7vXyW32dF9lfC+pSuKv08uhOuiX3ejxpGAjGOYHyScCNDQO9b6Uqmk3/3ud5Iu2cnMgYODg5V+apQBAr5LV0xx3y/KB3iAGtVq1TZ/IPHpS3L4HoEV5ULYN+yEB/WwV54lFo/HLSDC5nr/GZvhWSXcL/fA2PIdAKZ0Om1BWDKZtPLlWq2m3d1dZbNZdbtd63NHv0fpqm8IABZMU1g/FxcXarfbNt7076C3TiKRULVaVb/f14sXL/Tv//2/13/+z/9ZzWZTxWJRnU5HpVJJBwcHOjo6WnlWzzIiGGaO4AswJuvmlre1Xtd80uhD1MHbIOEa6MFrkn/oDOSDWq2mTCajbre7AiBwPvxbEnLlclnFYtHYN9iqUqmkWq2mdrtt5ye+AuDDhlJG5X/3DHCfVI8C+phbAKm0+QDc5RmYqx40CseIhAL+td+9Cp/eA17YdA8k0dx7NBoZqBKLXfaGa7VaevLkiW1G48tRsbHEmfStbDabK83JK5WKarWaFovLFiBPnz61Ko2oZMdtk7cK1PifvVPBxGGRH41GKhaLtpgyYRaLhW2dBxWy2Wzabkbj8VgHBwcWKE0mE+tY7xc2n3Fk0WNBBNm/uLhQLpezhmHNZtO2AmOSslUhmW8YOCCZOHtss8n5/XbBxWLRGqFRU79YLFSr1awGv9lsmkEjmKNB2nx+2dWfbcyhq6EAPmBbLBa2q5Qky3J2Op2V2nyyByCfKOJ8PjeaJwsF9PV4/GqbY7KVntrH83a7XX3//feqVqsGEpF9Zfvwer1ufUJQ2N3dXTOSMIby+bwFAzCVfHbYO01h0LiRKwnH402d8esyq1GBYfhe+B89LZfLK6U+vneDdGkAhsPhylbBOJD8TAb+4uJCvV7P+lwx76Bx+hIlAAt0jQyG37UF0INAiUw6Ogqt0wdoCL07MHQ47KxpOIDcO7rH9+iVxZoF2OS35vbOOEaazGWlUlE6nVaj0dDp6anpaCJx2ZG/1+vp9PTUnEIC2le9w1BCgGCjd5dy3Vq0DsS5TrfC810XdEdlY8Pd+iStOEnMX88WIxOMPqI/6BLzhW130+m00bp9Rgu9ZQ4ul0trnn9ycmJbgMKi9WwwMnxc19OZJa30jqFskh2i0OnJZKLRaGT2kiCTtYPjZrOZ8vm8gVA+ARGPxzUajXR2drYCkrIG4F9gE9kggKai3LNntElXvQR84EqyKJvNmv3nHfh+AVFBrv+cv0UFd6+aM28iHwPQ6su6pSswJgTjPGuEeeKBNOkKWPCMEHy8vb09mwckpGazme7du6dGo6Hnz5/rl7/8pWq1mv785z+rVqtZuQ19En3jUEqgPLBIbyd8T+wLuogfB3Dk1waSpwRclKczlwB2w+bBjAcJtljsqrQJ3fN93giC8TX9mIfvhPcgyfpJep+cVgUk9p49e6ZGo6FisWjBZqfTWQmw+X6j0dDJyYmtA7wvwObz83MdHx+rXq/bujEajVSr1fTNN99oMpnoiy++0NnZmfXSKhaLunfvnk5PT20N8HMBwMqv5z4BLa0y3zyAwztiLvq+eVFg60ZuJiEQK8niJUrHfVkSceiDBw8MhGFOYx/w7WCSwZQslUoqFovmn3mG+e7ursbjsZrNpukZiWxiYUBf5oPv2bLOl/CfRwFJPBv6LF3ZWD8no87N2oYvCkjCuZmf+LPMfb4HAMYOi51OR/fu3VOn09Ff//pXi/3YKa5Wq6lSqajZbFrCJxa7JAHg1z979szWN95nLpdTPp9XPp/XH/7wB+sh58Gt2yhvvUcN//OzD6rJWhOEQ+P0iz7gR6lUknQ5CUCl2Slqa2tLZ2dnevr06UsZNn8ffG4P+9+VhtrR4XCoZ8+eqVQqqd1uq9Vq6d69e6pUKur1elaDyCKLcvI5ASRouHdiyZClUimdnZ0ZbXUwGOjRo0fa3t5Wq9WyzAYNdWOxyyz3kydPdHZ2ZiAJRsPXs+P0+h4+3pmTpE6nY/1pMLA4sIAl1CeXSiU9fPhQxWJRklZo7YlEwgCadrutp0+fWqd9UEpkMBhYc0cP+BB0n5ycaGdnZ6U7P3Ol2+0aVRDHu1KpGOPAN3v1gcYmWLy5hJmaV8mrgnXOxzFe50IAFyMGGIs+wQSDLYOBqNVqVrbAXGOOY9xms5n1tpFk2X3KpCaTiRlb9AeAhmwCOuvpmr5BG/cNmOJr6D0DxzuygIre2ceQUQtcr9ftOOnS4OK8s7546ixONGwjaO8+0IT+HYvFVkrKpMv6+nw+bw1YOR8lk94ZjAIC1r3/qGzLOhDvVfKxOppRIIr0so7wt9BpDMU77T5I9A571Lv0c8rvWkTwSF34s2fPVhhcnl4/n8/V7/ctueHr89HhfD5v2W9f8shuTcfHx8auwbkDdKGHhd/h0PfJ8MkZ9JZeHLFYzEp92a2FRA/j4NmgBIv5fN4amUsylk+5XNbJyYk54lDd9/b2VCqVzDaen5/r/Pxc7XZbp6entiMjeildZvPJ3DMeOOCUJXOvBHaMp9+YwCehQjAmKrO+DtTh93UO/k0ltAEfosRiMVs3GUNsgGc+EGwD+klXCUnGkfeGnvmyJHZAosxdukwa7O7u6v/8P/9P7e7u6uuvv9Z3332n4+Njff755ytAOok31nrPcMnn8+YTokeSVCwWlcvl9PDhQ5vPs9lspak+c4kkA//oj0iPFrLaACCAJT4B4X/mGBg32EsPAnvWgO+/5r8Po431ijlH0gb9wD+nxH48HmtnZ8fuk6Qf/gQgLmAwvxOvxGKX2xQfHx/r8PDQdLlYLOrg4EB//vOf9fXXXxvwxbqzs7OjWq2m58+fr4BSgLGemY6sA1Q9gOgDT74jrYKDHnjbyKtlnQ2mND6VSq30LwT0PDw8tGQyJfz7+/va39+3sp3RaKTf/e53arVaZjfn87nq9br29/cNLMAfLRaLKpVK5tNi230MBIvU96VhHq1b1/288okZQF3vC3CMT7TAJmXt4fueLcPcxl4T37N2+n48rIGVSsXivrt372owGFg/qufPn6/0+kokEtrf39fPfvYz7e7uajgcqtFo6F//9V/VbDaVz+e1s7OjR48eWXnZaDRSt9tVpVJRsVjUcDi03pf//M//bOPPmPl1/LbIWwFqWEhCJ90DB9740eXZT7JkMmkGDLSR7/V6PWPa8BlbFFLDTV8I36hPuirnYfIxyZkIZAOLxaKazaZarZY5npVKxXam8HRJnE2P1jOBJVm9cTx+2TStXC4beki/GAw3zhlOIcYC2hi1tJQ+UOYBQ4dFA6AEgw3wheGQrpoRYqC5dqVSsW2Qa7XaCvWa69CXQLpk6qTTaR0dHanVahna689PA0bGgmaPg8FAZ2dnKpVKevDgwUpJSiaTMTCnUqmoXC5biUpooD0YwHNvJFrWOdCvE0Bfd2x4/nW/e6o4CzgMO9hh/A2HDiZWo9Ewo4FB8Gg9640HSLgHMtTUvaLHoPmeJSbJAFfvfKPP6CHHhUAt1+RYn7Hg3snAQkUn88kYsb0xQA3OF6AnQEwikTAQ03fDHwwG1uuHrVq73a6Oj49Nh9EnHHUcex/Y8y/KKQzXey/rQIbr5uHrfP4xyE2ey8+/677r52qopz6A9kCqz3ChT8xzQAOYjT6JAnjiA9jlcmlbXROcesYYTbylS53p9/tqt9vWcwbwEyGYYb1gJwjPuMOpJMDjM+w/+sy9+qy/F4JD7DhrBzbMbxiAjk2nU/V6Pc3ncyvvhQGL84n+A4KenZ0Z+CRdzW3WK4JuEhmApqwJ3JMPcgmuQ8fa62aUHl83r24Kkkbp5oesq/ihfsx8ZtkD8gAvPsAOM7L4cKytgHzJZNJ6nyQSCe3u7lrfmEajIUn68ssvdXJyou+++057e3sWXAAS+h0O0VPuudFoGMuLRBulxPV63RjkPuFBcoJ5hX2TLu0EDE+vb54Zw3nw5fi+Z8oC+PigE0CGUly/BnEOz6ghQYINRL+lq+b5hULBAjTGB2YD9xSLxWzjgNFoZIyh0WikFy9erAA3gNeLxUKnp6d68uSJ6vW66vW6+v2+ATFHR0cqlUp69uyZ9fQCrGk2m6arBKiw8gCWPDM2ZDeFes58ZN56wD5M1G7k5uL9GfxQesewgzA+WLFY1P7+vu1sG4tdJtj39vb061//2np0ElvO53P96U9/0tnZmemsJNXrdWNPLpdLi5v29/dVKpXUaDSUy+VUqVRszp6fn1vlA4k2dlLz4H84N0L7x2e+xHC5XFr8R3KP9U7SS3OROZdKpUz/6UP6/PlzWz9YcyBlkEih3DqVSml/f1+z2UytVku1Wk2PHz/WxcWFxQn48FRa4Fvfu3dPpVJJ//AP/6BWq6VKpaJsNqtPPvlEvV7PyAU0bOfd7u7u6uDgYGUXad79bbNlbw2o8f9j8HFCQLx9fZnPhiWTSTUaDVvAoG/G45dbOJfLZdXrdRtA378BkAPh2jh5vo+Ez8LhUFFegTFkgee+uCaOoW9AzGfeYBOAQn3j+gAaiUTC6G4ehJBkWwsycebzy7p+siHdbtc61OMAwjrBGOKESbLmdSFQRjaIpsh7e3u6c+eOKRJg0mQyUbFYtJpB7r9SqdhuU6lUSt99950ZRL+DVSaTsSZshUJBvV5PJycnisViOj4+th2eXrx4oUajYT1HeHZ2f6pUKjb2LBSSDBzzmcIQwNnI60sYjHu56SIWBvcepfa9Y+jJ5HUIp4zFH0CBc+IA4mAmk0nduXPHalhZwDEo0B09OOkBFgJGDC7zKMxcAfjglOMcSldb9eKMsUYwVvzOmkKWAWCSZ8awJZNJMy5k4lj3AHnpxyFppXEywS+OHzvZNRoNlUol7e3tWSYxnU5bPT56F4JsjMF1TKnwO9fNGT+/OO/rOpcfmzO6bsxCXYwCQMOAHPEBug9CEZw0qMQ4bNgo1uBUKmWgJpl1ynLQoX6/b73WfCace0BXAYYABePxq14tBEuSrH9TKpWSJNMpn4HnXrHr6LL0cmNUrw/eR0AXsWXZbFa9Xs+eh3PCZuN50Vt61eB4Uibpk1Ewj7gffKGwxwaZWZIurH9c01PgWavwoUK2zKvmGO/Fr1/r5l4UqPMxCmt32I+B/30PEd/HIeo9APQgAG74uNPpVDs7OyqVStZ09unTp7p79652dnb029/+1rLN6Mp0OrUtvAmQYENjV2OxmG3Csb29rXK5bKzoarVqwAiADD4mc4HPfDDmS5E88xObg+75xKHXxcXiqm8cCUsSLZ6B7u0X94KgB/iBxAnhjq9eV1iP/LsJ/XdJNp71el2TyUS///3vrS8c7yyRSKjdbusvf/mLtUTIZDKazWb67LPP9E//9E/G6sGOt1otJZNJ831Zq7g/xpiyFa/XzBnWK+ZP1BrOO3odoHUjVxLly8RiMVWrVVUqFfX7fUuAsStbrVaznYkzmYzFdI8ePVphUFJ1UKlUdHBwoOFwaMAq5Tr4cf5zGl+3220tFgvt7+9bdQR9zCaTiW1fDcDIXGKueaKC1xP/nPjWxIO7u7vmE6JPHOt9NeZvGOdTwnxycmJr5XQ6VT6fNzB2uVxai4J4PK779+8rFovp7OxMy+VSJycnBvLO53NbP1KplA4PD21nV0+8+Pzzz/W73/3Oxp7zD4dD/c3f/I2Ojo704sULs8/JZNLiWB8/h0mN2yA/GKgJjT+LOk4VwT+NuHipoOG8VLJNvqTg+PhY5+fnunv37srOE2dnZ7bLU5hdYJB9Bo1F2v/dlxHRqR2UnolOo1GYL9QBAxD5mncMJBlulIIFGVCBLDqZu1arZWMGwEMGBJS21WpZvSLPhnFBOWhIhWOLQfYNlXw2ksl/cHBgSk+NM44vu+icn5+rVCqZ8xyPX3b5hmZWKpV0dnZmdfnpdNoaNrHgJBIJFYtFVatVxWKX1PTHjx9bSQo0cYLQ5XKp3d1dYxWl02lrouxptSi6fw/MxY1cSVQgGP58kzG7KUjjHV0fEBCYMM+YjzjBGKHd3V1Vq1XrPYHeoTfoNjpcqVS0t7dnDphn1oHAeweUdSFkIzCHuI7/WdKK0YIFw7j4c0lauZbPPKC3OHThGoUTKMlKKcjC0kCObCxMBHScXSrQVQIB7ovtiBOJhJWJ1Ot1dTodW5fCACPqnUfpWmgL1s0Jf6wfv3COehDiY5DrwK11x4WfXeeIh4CXt4V+Xvt5zrpMSUa9XjcWJOs1Nhy7ifPFPPElOxzjbRNOI6wAwH+cw16vZ+ydi4sL1Wo17ezsqN1uG4OU8qgosMEHiqwv9HDiOA+6YiMpq8rlcisgrG86HO6i40snseXoOfYfEBYmRbPZXAFGvPOcSCRs953t7W0DXgnoKVP03/NgKjYznB9eb8P/bzIf/e+vM08/ZPHrcLju+VIbD8hECfMUOxAC0ovFwgKs8/Nz7e7uqtfr6fz8XL/4xS+s/ObnP/+5sbq3t7fVbDatd5nPcNNPBmABRgg/cw/L5VLtdtuy97lc7qV79hlwEige+EcveD50ibntExZcl+SE9+99GRl2lHsAWA0ZgtybdMVs4N141lmv17O/4b/DFCSZyK6RsFETicvmrLAAf//731s23zNtj46OrMn5w4cPdXZ2pq2tLQukK5WKTk9PVa1WLRHCZhqMo2cSel328ZN/Z/yddcazJBhXz4r9WOzl+xTGkTW+VCpZco/qga2tLT18+NBiIewiIP3Pf/5zVatVK0nyoOdwOLRyu7t372o2m6nRaFhbimq1KumKiU0jbEr/fd9DbBGgB7Ep7ToAbWGbYTOikhXYPeIuHztzv5JWABvpqvWEt0swX2k+TvmWJAODYMIQ387ncxvPXq9nJf00N6aqAoYP5caLxcKYM/SpqVQq1rbEN3qmpOwXv/iF/v7v/97Wgnq9bklR+raGz8Sz/9jyWkDNTZxmJrxfZCk58E3GPHPFd2PPZDKq1+tqNps6OzvT7u6u5vP5S42acPJgpUirGUQmo8+SS1fURwwDgf9wODRa1Gg0MqSeveWZqKB8YYCBk0jmEYPlFwCf1QRUIZuHY0t9OrX/PgNAVscDNoBKBL4YOJgKAEW+fweKXKlUdPfuXWuShXg2ACVLPgMBUMSE//TTT3V4eKhut6tnz56p2+2aATo6OrLsxvPnzw1ggVaK8Y3H48aiIlOBQe90Otrf31etVlO327UaT8Ck0EG4DYr1vuRNsiheH65zwqOCaf/3qO/7gMEH8HwOSOMBCqi/pVJJlUpFDx8+NBBiPB5bQ1DpkrEGSw0HzQMyZNEoMwQ1J9vlGwajp1GUYT7j/j247MsjQocyfF7vROKo8o+SJ5/9YE1AZyjnpI6W56WsgjUOfeT5GNPJZGJN5zzYRbaBLvuHh4eazWa2lemr5s91n/k5EQXiMD4/9Qzgq4CtdWOzTudCcNT/3dPmWSO3ti635Aaoz+fzVuYAQ9IzwZbLqx2I5vOrWnt0aTAYqFAoqFKpSJLpl3S11TU/VyoVLRYLdTod5XI5S3rk83kVCgVzKpfLpQEn657X/4yjBQPNB7U+g++DZ+6T4I4m/4BRsGNIQvheUTw/gBd6jv2DDYH+8TmsQqjclIYtl0sVCgUNBgMlk0kDWrH5ULn9s3p9ipofUcJ8WJfc+CnZUIT54cdXernMk3G/zi7yuQcXl8urhvis8QB1v/3tb20u/P73v1cyebl1NABlPB5Xo9EwO+iDnFwuZ+V4mUzGmADVatUy0ZVKRclk0jabINgjQep3ofIMF8AZ1hDmoffP8O19EgU/T7qyWbQ1YHy9j+4FZhAARDabtUQLjBVAYcoifHCMfw4jhziBc5IIRWdhEOLvP3jwQLFYzLYDPj4+liTzH6bTqZ4+fapsNmvlU/fv37fSCp4fXxsgjXfn4xjmCEIg7eckcU0U+Mpa532Sn6Luvql4f5WxLpfLOjg4MCDz5OREi8VCv/zlLw1g8OXAzWZThUJBOzs7Nud9UoIKBnxfdgX1NgGQAn91OBwa4Le1taWnT58aM7zX69lmMNvb22o0GtbTkDWMRKXfwMLHkwCQ2A9A44uLC3U6HTsX5bjounTVGsDHo7VaTblczvpi+SoXmOyAS74HVSaTsTJ/+rZ6MMrvFHznzh3dv39fZ2dn+vbbb3X//n09ePBAe3t7isViOj09VaVS0dHRkWazmbLZrKTL3fMajYYajYa1NiE5fPfuXT19+tR2Ifa+wnVg/PsGcd56jxpvxKD3lkolNZtNW7Cp72aStNtta+hZrVYtOAcgODs7M1ZNq9UywIPJCFjBJOXvOJfeMZOukGnuR5La7fblgPz3xd5TRAFBJK0YLn+u5XJp9YPQQX3jW880Qnmge6NYGEsoXkxqEEXOgXPJfXrnYjKZWNa+UChoa2tLnU7HtjzHUO3v79uuUGTSMRIsLI1GwxaEra2tleCX2kI/1pREfffdd0aNn81m+stf/mJOLV25QZhBr0Gfu92u6vW6Oe9kW6bTqTUk9plUz3wIHdaPWd5FkHtd8Bw6o6FD6tkP4fcBGck60yDbI9e5XE71el2Hh4cG0pANA0hl8QXE4JyAFpQDgqZjHH15BE4UARM66O/ZAyt+sYb9Q6bSB7B+HELaNs/qWQZ81+9wRwCHXuNQ8g9dgZ5Kc3XPmMAphL2HnnnnGmcO/Tk/P7dO+OzCdxNA3v/sszR+LkXNn3C+XSdRoMSHoN83AVluqr+vcgoYdw/I+M+iAstk8rJJbqFQkHQ5t0moAPBTxgtDEpYoZUKci0AN/YKhwm5LPpCABr6zs6PBYGBNwrE/MMrCjDjj4NcZ7tsH1ARzvr8EekdSxoOW6A/XRO9wfNHX2WymXC5nSYVkMmmNXM/Pz83JxmZJ0mg0sp1mJBnoSvBMPzjAGZi75XJZx8fH1uSR7Zsl2TroM3+vciqj5pNn/fHZTxk09eIDmDBIDgExD9Iz/7xfyVpOoLS1tWV+bTKZ1N27d9VsNtVut3V4eKg//OEP+v777/WrX/3K/D4Yy7DIsVfpdFp37txRt9vVcrlUvV7XvXv3tLOzo3w+b/OwVCpZtptkGIwzyoURH+h7m8F6gC+GDmFbpaukhAcRsLEe0PRJRd8vxzNX+b5nopLU4BqAM1zP+9wkPTg3Nur8/HylJcD9+/f16NEj/V//1/9lcQZN0B8+fKiLiwv94z/+o5WjkDA5PT3V9va2PvnkE2PBEdTev39fjUbDAlQAcTL2rEPed/VrO8GiBw/43QvPADjFWHwI9vE2SDiexD6wrba3t22Tma+++koHBwfqdDqW2CZGTKVSFtdIMnbngwcPlMvlLPa9c+eOarWanjx5YuxoAB1YdOVy2fT14uLCAIRut2vVD9hi5gl2jnkQj8dXejdhc7ATnlmDvSQGWywWKpfLVraH/ocsUOYuJc2j0Uj1et12X6NxcrFYNF/dlzkyVrC7JVkrD0q4Hj58aHr+8OFD3bt3T4lEQt99953+/Oc/68WLF2o2m6anyWRSu7u76vf7Ojk5UTqd1nA4tO3Tm82mkQCIodPptO7du2egrPSy73Qb5LWBmnU3D/rtMwiANLwUAigmARMF4wBy/vjxY41GI33++eeKx+NGNcSR6na71lzQL8JkJ9j2F/oXCzQ7TOA8MhFB72DtQIeieRMLayJxtVUuBoFMmHRFAfeZEwIYDJQHesiIYwgBK3BcfTNRjJUfb0/F9osMCwWGrF6vG5pZq9W0t7dn26oyhn67YQzY4eGhzs7ObFtS3yfEb1PnnVm/vfo333xjc2U2m+nhw4dKJBLq9/va2dkxQG5vb8+2ufv2229N6QFyAKtwoKTVxsg3naMbWV8CFZWNX+cgrDtn6MjyOQt7KpWyRtQs3CDylUrFgEXmNhm/4XBo+oeBoGTOl1dwD/SagKlGFoy/oy9+Qfb//Ln4x71KVw5hIpGwZ/FgFPfpHUg+Y1wYD9+UUVrdzYwyMFhvvk63Xq9LkjENfIC+tbVlO8d1u127B4BW6TJreXh4qH6/r06nYyWYno4dstN8QLJuXlwHIL4tnfyYdTsEQMNMPsGh/90HkVEBu7fJfJddmYrFooHx0Ijb7bbpqSTrrwLQ79lh3AdO2GAw0IsXL2znMlg3zGu/ni+XS8vkdbtdK43GOYN1SxIHW+/XB/9MXJ/7IYvuj/GBNXOce+EaBFg0DidZAy3bvyuAzVgsZkkEHE5o7bwbQBX60cBywOnHcV8sFtrb29OzZ880Ho+1u7trPYPIxvLOcczDObROR0Iwb93c+6mBNt5W+TIgD2TxP2t7mBxifvOuvY6wzuOTTqdT9ft9ZTIZPX78WPV6Xfl8Xr/5zW+0t7en/f19tVotA/K+/fZb9ft924EpFovpzp07ltTa2tpSvV5XtVq1pAU2it5GAH/L5dISadKV3uAHAjpSEpTNZi0BSKYce8b4oCe+LN2vE35cPAvE+3WMn7QKQpB88MGlJCv18eCNdJUNJ8D0+hEmUfF/P/vsM/ND0+m0Hjx4oE6no+FwqJOTE/3TP/2TxS/o6+PHjzWfz/XLX/7SfOvvv/9e9Xp9JelJWdXR0ZEx9/y90VeEANI/CxL6VtIqyOrHK8p2b+RSotY1n+SgHyh+0GQy0a9//Wt9/fXXxqLyiXtsGKxvdg6MxS5ZIC9evNBvf/tbHRwcWKPrcrls7NVvv/3WgFZJ5tuSBIDlnEgkrDyYUjrsJPOI9iJ8jznIz9wzc401iuOxVaenp/YMYSLA+xecD+Y3JfQ8TzqdtrLe5fKyxQjblDNnGYd4/LINiC+V+uUvf6nDw0MDtuhjiu/P7omHh4e6uLiwsk4YqYwlRAQIIsvlUi9evLAeqKVSSYVCQd1u97WTHu9LbgTURAV3UYuAd9J5eTSIzWQy1l8BJSCQwpjcvXvXtu6kG7YkyzYBcvhGbqD1bHV7eHionZ0dQ9NAPD1jpNfr6ejoSEdHR5bB9jRpjBIv1VM86VDP4g/lE0VnoQTYwCgzbvyO4vAzgZQvhcIALRYLM7T+2QFuuH/G3Ru/Wq1mC/fOzo71BgCF9dTS5XJpuwTQufvs7ExHR0dWh8l79SwljC41k4VCQZ9//rna7baePHliWdt2u63d3V0rU0kkEmo2mxqNRgZiFQoFQ2kxavQn8plez4pg3D2A9rGDNT/UkV6X2V+n1zf5LMrRZx4DqKBPgKQEH4AtvEdAGnZeoVSHcgHKI+bzufVl4Xo0UvTUZ3+/HiRh7fGsPMQ7kASGnq7M/XuQFP30jnzI+vKZw6gsGQYG0IqyETLoPAsBLKw2MhU42b6RIpkRmqDSD4NzwLphnXvV+h7Ogaifo479mHUSuU43o9aldfY1CqhB/Du6CXDmQcN4PG4MKhiVrNGdTseYb9hfmgwCAAJGsFuFZ58tl0trvgh4j0NHkDQcDld2eeIayeRlU3Cy/9j8qGf0c9Gv/YAl6L4HaT0Q6dmYy+XSyiUJ1Mi8cw7Es0qpm0ePWNcGg4HtauUBW/wUfCHuGWecAJmymGazqeFwaCWdzWbT6OUw4fz5o+Q64DR0SKNAwp+Cvkpa8eGk1fJM/zs/e4q8B0iZX7FYzPxOMtqeTdlut1UsFq3s/7PPPlO329XW1pa++OILS9Kl02k9e/ZM7XZby+XVphaHh4e6d++eBUO1Wk137941UIaEhbc70pUt5P36oFOS2V1sip9fNB73oAq+l0/aeQCXMWRcAXzxa/29hIkMEn7Yae+fs2sOIDBlILD9PADr3wlBo0/wsFYVi0X7fqlU0s7Ojv74xz/q3r17arVa+pd/+RcrvabEw5dq0KT09PTU4g9KTGBSNRoNmwvcI+AZ4kskmWPrbAb23TP2PRC1kfUSrov0hKHEaLFY6MGDB/rZz36mVqtlGzigzwCfiURCJycnNrfa7bZevHih4+Nja0pfLBZtrb9z546t+X5u4ssNh0PrJRgmGafTqdml2WxmhAX6q7EZDHrneyHxHe+PSnqpwS+xqO8vF/ognnnHudrttvWco19bMnnZTN/3QB2PxyvJelipzWbTdkyUZKDLwcGBvvnmG/Mrdnd3NZlMdHp6qmfPnunPf/6zKpWKVebg08ZilyVdnU7HfNtWq2X99GhIPBwOX3q+6+xeGOe8Dxv5SqBmnfPn/+6zXAQXgAgYAhZ4GiMtl5cMGnYSgqlycnKiTCajzz//3Oo6oRSOx2M9f/58xRkjeLtz54729/dXOkuDxvsgjPPduXNHmUzGqMmxWMwc02azuRLwS6soPcEnf8fQ8MwoHAs4il8oFGx7Nqht3sChQBgRHEYCMJBB7onshv8uQAYNqtg1oFgsWi0ghhhD6LOkLCo4lPfv31cqlbKMTiwWU7lcXqGVe8AMI7m1taUHDx7o5OTEtjEEteW56BDugS+axVHbTwd1tmfO5XLW6M4bd/7/qRmp1wVswuDupouMX5DWBezhMTh2MNT8TieAlNPp1IAa/vkdXiQZ8BKCrRgSjiMrTsDFtalvB1T1z49jyULuQUgyf34MvFPus/qANcy9MIvna3ND8CYEcmAe4XjSUBKgFmNEEEz2gyCTQJJAmvvByYV2i0MKc5B3BoMwNEg+SxeVlfdzyjvg4Tz6ofKhB5A+4Av10I+Pzzx50IY5FwaR2KgogIe/xWIxK3vK5/MWcJVKJfX7fc1mM+3u7qper1vZLAB+LLa6w6HXZZ9hn8/n1s8FnfW2ArYnoAM2gVKsxWJhTVPD8eKZCXT8mADUkF2UrnZjYzy5vp+ji8VlrxxfMglIxIYC0LuxPYC7ksx++cQOyQbuzYNCsH1IfMBU6Ha7lnFNJpPGqphMJtrd3TWHEn+Itcozpl4FAnKMD8LD+RLOoXW6Fur+h6yT6Brz2M/zMBj2443vCCjidYx575NLvqxvZ2dH/X7fmBx/+tOfdOfOHe3s7Oi7776zHn6wqbivBw8e6IsvvlAmk9HDhw91//59TSYTZTIZK3X1yQBsR5goIBCE0Y0O+Sak/mfKkQkq6Snp+6NJWkmQ4DMDWPgyRhgk2GCvz4Cq/O99Y1+yhc3Gv6AhML4obEF00zNzYPmwO+mTJ090cXFhpdcHBwc6PDy0a0wmE33zzTfGOqKfJH3eJGlvb09nZ2c2VoAwXGe5XFoimMAbMCpk1QBee5sLMMU8RFhnvC//Ievju5Iof4U5VygUVKvVDLzDb+t0Omo0Gtrb21sBzShzZScn1vuTkxM1Gg0DaQHoSqWSyuWyVWl4ksJ0Ol3ZwY1G3rDwpMuYqNlsqlgsSlrdsEeS6aQ/D2uRZ2FKV2s8tt2PTcia8XbB/43vTiYTHR8fazAY2Ll2dnasQgO9Z5yJLXd2djSZTNRut9Xv99Vqtey+KDv7f//f/1elUsmeDcZroVDQeDxWt9vVH//4R33++eemS+gOCUk2KQD4wQazEyp93/ANvM91W+RaoGadUx1mGqKCDunKQcQx4oWUSiVNp1MNBgMDH7LZrJ49e6bpdKq7d++akrCX/WQy0bfffrvSXI16OkAagBZeNpl3FuhsNqvj42N9//33Ri8uFotqtVrGvvF0RW+UeBZfaoRBYZH0310srnZvGg6HevHihc7Ozi4H3WUgWKwXi4WBWQRjvrFbmJnDSaSkCUcBVHd7e1v37t2TJJXLZe3s7FjmkHvEWLDl971795TP51fGkfK1VCqlP/7xj9rd3bXfUQZfC8wClMvldHh4qFQqpb//+7+3Lt6dTsfovBxHKRsZorOzM52fnxv93lN4PTDk2Q3MOd7PpqnazWRdIL0OjPUBTihhVgiKIosl3eXJCDPvvWPmAYGonhjSZWDEvGO+c5/cG5kJmpWxxTtgI99Fb/0Wweiazz74v3lH3d87WdBwPQyNMtcOs4Vk/AhwAZjDQJGMQRRATKaxWCyqXq9b3wsMPw1SuRcMHuekhtevcT5wC+eKB6rD+fSqrMSb6OfHpNNR2Zuo4Dcq+GbM/d88kOb/7pMNgN3oJGXFsBtZ72OxmFH/YbMxP6FKD4dDc5woeQD4Qc/97lCAsvS6gL6dSqXs3Mx1AlP//CEojy5KlzaVpA/JGQ+SRI1D6MgCDqEPjNNgMLCAjK15CcB8uTJOMsFoVDaSewZQ8g1f2cTg4uJCe3t7unv3robDodrttu7cuaODgwOdnZ1ZaRbrTFSZQ5SeXLfWvwtd/ZAEEAB/jvVXumqeSSIMwMQ3qPUMY8aL7xM44ONRzpZOp/X06VPVajU9e/ZMo9FIn332mc7OznRxcbHCaAY4on/K3t6ePvvsM6P9Uxbh5wWgAKCeL9vx/h/ZeECZUPcYG3Q/BGXxE2F5AdzCmvX+QywWs95P6J4HDsm6w+jzLRL4jp/HHE//KO6NANLbrjARig/C1sbL5XKluWmn09HBwYH+7b/9t/Yue72ems2mgSW9Xk9//OMfVavVbIMO+tEwF7DPrCeeSe/ZDp7ZwM8+rmAbYQSwK0ya/BT09U0lKqaNxS57JB4cHBhjBsb2cDhUr9ezbZwBA0iSx+NxA1W/+OILAze9zsGOicfjBmgcHh5aMs7HKpPJRI1GwwgHgK7Ek9IVeEJiRZJVJfgYya9DIcDi5wrzz69/JDf9DsXonmfbMT9h8VHqTOWGZ3njcxSLRQN4m82mer2eut2u+QPSJQkB5lypVNLe3p4lKkjGDodDHR4eqtFo6JtvvtH9+/cNdKUEi/vALwAcohUKRI3Q52Ccbou8cTPhMKBjkeUF0nwPmhM169TUekoXwRjd1en7gPO3WCx0enpqqBwTp1qt6ssvv9Tu7q4tnN6A+Kw216nVauaUQbUi80+2GfCDbJpXlpDW6p0/SSuIOJPaK+RwONT5+blRKHEIOD/ZxWKxaErvHUrO74M4r8QYBbY4Pjk5WSnvwilml42trS0dHByo2+3qX/7lX6yzNs4gSklpFEaG98QkD/sB0ATv66+/Vrfb1b/+67+a8sGw8DXbbMF9cHBg9L14PG7Ot3TFVCLob7fbKw4V8zEqA7sxXjcvYQyPDccz/J7/u3doQbdxjDBwfB+2mDcm3rmiLMoDOD5DzoItrfaeYI0gGJzPL5uUY2hxmn32yWftOHcIsvh78HXxfIYTyM+sEaHDS7bGZ2gJcMO+IDwP7JnxeGzBL+cE7AX4YjcpSVZ+6YEkGDQ4wmQZPaWXd7NuvtxEr9YB/W8qt9GAvm3x4ypdZbf8/A6P8Z8hHuTx30ulUiqXy/aeadI+GAw0mUxUr9eVTCbVaDQ0mUzM0Wm328Yy8U6Uvxb6gJ7ggJKICQPg0Whk+uBtrGcEsB54gBRd5NzeaSTAwdahE55V4+nmYZnGcDjUYDCwoA+HELuN3UJXaCzJfbLmse6wDhBoYrP9jowIgSPjXCqVdHh4qO+//95YcDjC+FZ+bfFzIQpwj5pn/v35319H3rae/xji11LmhU+mcQzrvfRySYr3+/x3mX+UzLBLULPZNKZLs9k0v2s6ner+/ftqtVp6/vy5+aScG7bygwcPNJvNdHZ2ZqxlSQYCoCuwTNguGrYZgMrW1patBdKVvQGI9KXmzFnKGult40viPXOUZ4flKclKRjyLSboCXXzvNs+29UCNZ9/4d0hZfTKZNLYorEDP0MnlctZHiuSkD46553a7rVKppF//+tfGQPwv/+W/qNls2lg9e/ZMnU5HDx480HA4VL1e11/+8hdj4aCbMAlIngDAMEaAXdh65pdna3lfmLWFd+XX4I3cXBKJhHZ3d431DwubUhsacMdiMfOV0LGzszNr6ZDNZq1FhCQdHh7qwYMHK7uWVatV7e3tWSLes7OWy6WxOr29w8cl7plMJtZSpNfr2RoD+cHrRgjK+M98cpR1D93Hfnvd5DreL/Zr3HJ5uUMjCaCdnR1JMmYg8SPjR29ESBJ+zWXNq1ar1j+xVqvZs/mNL0ajkdrttsUK2Gl2ZCNupsIEIJx1i7jyNvuX1wI1r7phHxj5fzhj2WzWAjNe6p07d5RIJKx5YLVatb40i8XCGqJRyzafX+4E9OLFi5XBzOVy+vTTT/XgwQMzNPRZYPJgXDDCnhaGQNWi98xisbCyCSjRfoH0Bsgv/mHWBaMjXfWS8FlHgkUWYRoXghp6qlgsFrMsJJ9LWlE0SUaVA1Wk3wtOsiQztDjC0+nU+g+wAwfgDEwo6TKTwx723qlB8XzGBmUna/j1119rPB7r5OREw+HQdvRC4egyTrYQY0VNqM/SsoixkEqrmeQwe7qRKwnH5VVZ1HBhjwrcw+N8ZswHU75nBQ4MQIRnRgESTCaTlcw1jk0UKOivHd4jaxEMHIAQv+sCc8o72ThXOJLoNHORnQF8M0MCMq9fzMeQys01eX7WC3Qf0BgWAuA17wzKOvcE8Or7gbDmkQ3yIC/XjcVi5phQJhU6wFFgTBRY8Ko59SbHfYgStf6sGy8k/NwDM/z9h4wZOkzzPrLjyPPnz7VcLlWpVEy/oGpTykOg1e/3zU5hu7CdklYyfwRle3t7Bmh68DWZvGx2j20jsRP2yPDAA/aBcxHYoJeeoQqA4ksSmf9+ngMycy0cchxv76BjU2HDTKdTNRoNK5/i2vSz8cw86aqvnXTFWsV3KRQK1reEtS+Xy+ns7EzZbNZAtUwmY2Cud+rDuXKdfvrjo47lffpxug7Q+dCTIR7Mk676fYQAZGhj+A52yvtn0tX6zjvLZrOq1+tqtVra3d21oO/hw4criYJvv/3WdoxB94rFov7mb/5Ge3t7Wi6XK432e72eAZ+xWMwSolyfEnzfkBp7is3ypXS+3ww2DpY3vhiMVuyPZ7BhfwCj0EPGENDJM2YAagAtPJjjA0R8U/7OGkDyBntfq9UsWQFoxXjQp424oFQqGfBEknA0GqlWq6lUKulv/uZvlEgkdHx8rH/4h3+w5MZyebnLDT2C6MHT6XSsKoCyLNg2+LN+PfPsI3x56Ur/SM76Ncz7HFEx2EZWxQMS0lVJHzuRzmYz7e3tSboCGNiNCbuGzk2nU9vRdnd3V4vFwhriZjIZ3b17V/v7+wb2ZzIZ5fP5lZ10mQck9AEa8UWxNyRSiOUajcZKY2/pqlKDecnfvF+ML+oZMjw3axf6QHzqfW/AWj9/SVp4ADudTqtUKtnfOJaG/DBpBoOBYrGYdnd3VSgUdHJyosFgoOFwqO+++07b29v64osvVpoJJxKXmwbV63W9ePHC4upms6larabT01M1Gg3FYrGV3ZQZVw/+DgaDlfJOn9y6TfbsB2/PHQYkITKHgeLzWq2ms7MzTadTq80ulUpqt9vK5XLa3d1VLpczB2k0Gunx48fG/tjb21O1WrVyHo9GEpDFYjF7OSzuOF28GBxPyrBA1bk3GvVhaJjEPgBF2ZnAIOTSVW28VxQaCfPycTYxVgA6KFs6nV5hF3hHgoXYGzHuqVKpqFQqmcPoHQ0PKoGaHh0dSbqcqJSmIb7s6MGDB7p7965tqxoi+N6x4zq5XE6lUkl3795Vr9ezOmoaFp+dnSmfz2t3d1etVmvF2W21Wtrf3zdEtNPpKJ/PG2PA9wkIUWOcV/52WxTuNsk6Z96PoT/Wz3m/0KMPOAvoXjJ5tY27DzyhSnpnRLpqUEZDslwuZ71UPOXXl+55p5J78cwbjBhrBJnD0KnxjikgjqeSs4Ywp8h8QJnmXGT0GUe+5//hiPpsBs80n89tnUDnCTa9I4d++X4blD5BPS2VSup0OpJk7BmyLn49wVFpNpuWsY/KJEcFbIx/GEzfJiP3Y8hNwOIQEPOf+c89GHmTMQ0BHn4nk8y8w6Z2u131ej199dVX2t3d1dHR0cqxw+HQApl+v28AAduI4jyi1wRSBF44jjApF4uFlQgBzFIWiW1m/cbGcA7Oy/ji5PqSPRIInD9syMhx3oHlXOgmfbESicvdLGKxmHq9ns7OzsxWDwYDy/Tv7+/r4cOHlvE8OzvTycnJCjgavj+e3ffIoxcXTZ1pEvv73//e+iSwrrFjFuvVq0BT//fQGY0CYpAQuP4Y9Zr37/WMdR974hldy+VyhbkSgnF+jAAhADN2dnZs3u7u7urp06c6PDy045fLpZ48eaKzszOzQYlEQvfu3dPf/d3f6Ve/+pUymYwGg4F6vZ7NVdhx2WxWqVRqhQVG4g4flV2n0OVQn3h26SoQJKlBxnu5XFqAFvr62HafqPFsEPSCcn/PGPLrBvYS++gZBz75gY6h2/P53AK+YrFom2NsbW3pxYsXtuthLBbTH/7wB33zzTf6H/6H/8F2JmUr9MFgoOl0aqUqX331lZ4/f67f//73ts7F43EdHR3p3r175ndXq1W1220Nh0Ozvcvl0pK3JHm8f8GYed/Lr0/MIe8rhKVP+GFRYOJGXhZ8Ns/AbrVaxoIZj8eqVqtWDsc7ePr0qVV5fPLJJ+r1emq321amWCgU1G63tVgsVhhtJNpzuZyeP39uDYUfPHigWq2mBw8e6ODgQLlcTi9evDAg8OnTp/ruu+80GAys2sH7rt639vGh94F5VvQJ5hjPTqK0XC4bKyZsIYE+SlclWFzT76TGmjcajdTtdjUej63ciUTF/fv3tbu7qwcPHtiud8vlUt1uV//4j/+o//bf/pv+8Ic/GDsHX4NnLpfLFq9LMuCnWCzq5OTEyqno6SNJ3W7XwCLf4Fi6ArGQV9nF9yk/qPSJieIdSSYBQjMl6XL3pmq1ak27crmc1W02m03V63VDIEGYQdhSqZQ++eQTPXjwwBohSrLMs78mRoEsFTXrFxcXFjji4BD0DwYD1Wo1a8BJjSn16qFjh9HyBl66Am182QfsIMAa70ziDMKYgXo5Ho/tbxgwHFUCN54VY8cY4BADWpHB9KwfylC4d4AzAmW2KiPLP5/PdXBwoNlspt/85jeqVCo6ODhYAZFisatMpA+iQVd3dnbMsLVaLXOMZ7OZPvnkE6MFw6KB/QQ7ZzabGTqNU0sNZehE3TZE9DbIusAxDML9sSzgUZkIfwzj7NcDFvTpdGqlfOiWB1dZvIfDoTlh6A3nY057B8aXVvh/gDrcO7+jY758Ed1i0fa7RTGXeHaMHzrJvPPOkgeyfEbSr5X+cx+IhsCuBzzCci0cVnSa+xwMBqYj8XhcpVLJmrKzQwC9QLhvyglzuZw6nY5lPT1Qc90c8n8PAb23qYNhUHnbJRyHdceEcywEZfxa9irnIeo6fJeGwMw1nKdut6uDgwN9/vnnOjs7U7PZNBYXdpTMOT2eYOVgo8jikyggeFwul9bgNJPJqFKpSJJarZbNaeYsQR7nYo6GjiK/e5YloCT3wNbg0tU2oj7o8dl56YpZG4/HVS6XjY1DRhAbiJPM2gFgUqlULEj2/QnYrRHbhf2HXeDBY+4Tp/fZs2eqVqu6d++e2u22Tk5OVKlUzJ+oVCo6Pz+3ZoiI/znUTT+f/GfhfPNj7T//WO2pfy4/T6ISAbw/jg1tJd/zzEUyu+l02vwg+oMB2PC9RqOh58+f2/Uomfi7v/s7/frXvzYQhnJEgBl0GzZ4IpHQ3/7t32pra0utVstKOdjppNfrWVae+cj28LlcboUZQ9IFH80zwgFptre3DRzy9s6zVgFq0RF8Tmw9z8y5ve7594Hf7v1+fAn02rPyk8mkut2uBZW8n0KhoIcPH6rT6ejo6EifffaZMpmMTk9Pzffs9/sGtOTzeX399df6+uuv9Zvf/MaYqo1GQ3/+85/16aefGqPAtzvwPa38WuP7YpJAws9g7D3w5QNjwB3mHr7NRm62VqEvAImwFRuNhu3+dHFxoXK5bLEXQN93332nVCqlR48e6eDgQMfHxwakAFB8//332t/fV6FQMFZmPH5ZzvvnP/9ZT58+1XQ61SeffKKdnR3bYapYLGq5XOrevXs297/77jvt7u7qL3/5i1WXYP94Dth0rCnhWuXtnf8Mn8L3iKMk3veF4TiAFgBSdEOS6SsAM7498XYsdllF8fnnn+tnP/uZvvzySyuvpn9dJpPRf/gP/0H/9E//pP/yX/6L/vmf/1nNZlM/+9nPbP5TOvbgwQPrR+Pbd+zv7+v4+Finp6eq1Wp23zwH/m02m13ZFYo1yIP2t0F+EKOGRYXsAoMNKkWjWAaJxdU7WqVSSWdnZ0bRb7VaFjR8//33trvL4eGhDg8PV8qF2MKTxTqke7GFV7/fV71e189//nN99tlnms8vm2Y2m03FYjEzPJRrgXgmEgnbzhbj4h0X7oWfURYWVRQHho6nLnrk3KOhkuz56N+CoYeKx0Lue3+wYPvvAr5gMDievjuUSnhlRXCwmaz5fF4HBweaTqcqlUq2xWiv17N6e8Q7eDigi8Vl8+ZOp2PjSrby4uJClUpF1WpVz549s/eIkavX6/r000+tQzgNVT19nnvGGPpA87r5e1sU8W1IFOCyzlFHwkAyDBJ9JjGKYi9pZRH3czoev+xVRGNAmoePRqMVJgjgoyRjTFG7640B6LcHY3j/AIq8f/8sBHsAwN4R4vvoiX8e1hEWbRZz6aq0iPvHCHuAhTWAcYoqeeI6GA//s/8/fH8e3MU58zR0SeYwUzJBGadfj3i/BNKUsXhD7A11FAjqwYZwrl2nX1Hz8VXyIelsqIfXPee64DkEaV4lUdfhd+Y3VGTq7xeLhR4+fKjxeKxvvvlGklSr1azMgWAH0EFabchL8DEajZROp3V4eKhqtWqAg090wFZhrlKWgL74NQF7CnCIXrN24FTic2SzWQN+cKxxwr0eodf8Qy+Xy8tmorVazbLvOJvoErsU4q9QDlwoFCz5gc9SqVTMFuNz4LPgSNM/g6wtto2M5snJiXZ2dnRwcGCMNxJPlFLwHZxY3vlNAJaoORfOyZvOvVdd6zaL1xlfvsqzs+57hrMfF5/F9nrr550P4DudjgqFgk5PT1WpVIxhMR6P1el0jNmIPfjqq6/0i1/8wrb5HQwGBrDDupS0snPpJ598onK5rOPjYx0dHZnPiA2AuRaLXfVmwmeUVhka6An+In4kdg+d9QEa94W+enCLcWDcOYdnz/Az9h47JMn+5v1vn7zBRsJKZ0eZeDxuZffsAlOtVvUf/+N/1J/+9Cc1Gg09ePBA6XRa3W5XkqzpKMHrwcGB/t2/+3fWd7HX61lTYsraSC4BSHNNer/BbPAMe+mKwc74e/0jyepLNz2Y4+fxh6qH71rChBq6nU6nlcvlVKvVDEQkmch7i8cvdw0+PT3VYnG5dXcqldLz588tDmLceUfoQix2ycgkVoO18+mnn2p/f9/YNwAQlPjEYpdJ9N3dXZuH/X7f7gcGF4AfsRa+qPdJPejqgT50hb973dre3n5ph18S84ylTy7yPdpuUP7M2pfL5VStVlWv13X37l2Ls3lO/IxUKqV/+2//rQ4PD7W/v6//7X/73/Ttt9+qVCqpWCza93Z3d9XtdnV2dqbnz5+r1Wrp2bNn+vnPf658Pq/T01N9/vnnti56oHi5XFqc7OfD6/hd70vH3gio8U5O6LTj9HiGBdmuTqej+XyuSqWi4+Nj5fN5y/5irP70pz8ZFczvKrSzs6PPPvtMpVLJMnTL5dLqAaFySbLMFhQ1zjGfzy3o//rrr/XnP/9ZJycn1h+n3W7bPZOl6HQ6Ojk50Wg0UrVaNWAHsAOFAQxh8vrMKArhG5+SjfQlDrBpFouFisWi/c5kwTGVrjrEU+6AIuA042wA3PjSDb/Ak4GA5u7Loryx5LyxWEyffvqp+v2+LQ7z+WVzw8XicttkKPEsAmQmk8mkCoWC1Q8OBgPdv39f7XZbv/vd71Sr1ZRMJnV2dmbZVRg2BwcHarVa2tra0l//+leNx2OrK0XJWBC8or3KYK0DNT5keVUA7IO50DFfB+zwtyhgx3+PTBwZvmw2a32Nut2u+v2+LYwewSdIAtTxDpwvY/R6xfym9pTzQAn2gYt0lVn3lG4CTbaFRyd8qZVH2tGfWOxqq2LviGN0fIaDNcGXPPEZ3+c+cWzDkj7G2mchPSWd7BzrHIDNxcWFWq2Wjo+PLeAdDAbqdDoqFosv3YcHkhlLD8izbkTNHy83DRTfRD4EJ/R1wCeOjwJ2rnMWrlu7QjCWd+qdIkDTBw8eaHt7W//0T/+kbrerhw8f2k4VL168MEew1+sZsIN++xLhYrFoWw0TdPEPPYvFYgYIkmwhuKInE4AMawMBIE5WLHbVDN+zOVOplFqt1grI4/XEl1x4Rowks4H5fF6FQkGVSsXWldFoZAkkWKrZbFblctnYN9hG3hWNSbl/wB2OgS3a7/e1vb1tWXv8jtPTU43HYz158kS5XM4yh0+ePDHfgcb8vkeQnyvX2b/QIY2ar55Gz/p0E7173bl/W8SXoSC+7DYEzqWXmaesk555jS+VSCSsCSg6eHFxoWq1aut+o9HQ06dPzVdkY4lf//rXxjZni3h8Kt4jjUT7/b4xeHq9njqdjmW0pdVEGsGd9025V54THfPALCx5bx8o1To8PLRgEvCJoBdgxdsQAGT6sXnd9MmL+XxuyRaY8eg9IA5jgo3FvoXNyhOJxEriNZfL6de//rXOzs5WYhhJxpCALVSr1axP0LNnzyyoJ+ELK4N3Q1JEkjHDubft7e0V1o8v3/IMIw+EeV8sDMjDsf0pS5SPEpXI8D7Q9va2MVpgqwECbm1t6ejoSL1ez5hV5+fn+t//9//d1nP82oODAx0cHBjYgV19+vSp/vVf/1Wffvqp/vZv/9ZabhSLRduZFzCf98s8xTZsbW0pn89bhQh9lbzf6J8r9CXQZfwBxopYrtPprJQk4q/7NY4x5Pm4Bj4vZZm9Xk+x2GXLE3z8vb09PXjwwNpaEEcyxwGoAaz+5//5f1a9Xtd//s//Wf/4j/+oX/3qV6pWq+bjFgoF6733xz/+0UqUi8Wims2mTk5O9Nlnn62wWfHz/Rrnx8HPidCX/THkBwE10hULhIfjRbHQZLNZo1Dj0IGGwbag4zrNBKFOs6izwwQTxJcGlUolQ9x9BptJ/ujRI+vlgJPT6/X06NEj3blzx5BQQAS/Ba50uUhXKhVzUHnRnsUBWBKLxazjvKSVungWYbL/HuRZLpcGVhWLRctEUHaF8QQV5NzUs1M7Wa1W7fosLIBdBNCAWWRgisWidnd3DTBjotJIkncGCnx2dqbhcGjZRt4ZSk8gifE6OjoyYE26BNFwdHHUYTelUimVSiUDwnhvAF3dbtdo+HTO90guc5F35+frbQ/s3pasA2GuO95L+N2o83kHCFBvuVyazuI0xeOXZQQw6wD3vA7haLE+kHHK5/Oq1Wo6PDw0QNM7Vt759UEH94aT55/Tgy/eEfIGzVNJMWiMi3eKAGo8A8az5AgUeS4YMDQW9OMbntPPa2m1lMFnN8NMGusBesNa2el01Gg0VgJWtkRkrFmPCYijnPpwrnDv64xXCBZcBya8jnwounydgb9OR8Ng24/zukDcOxgezPTHojM++7y9va29vT2dnJyo3+9rf39fiUTCdmTAPhMYch+syYAluVxO9+7ds2a+gBSAoKwH+AgA8WxXzHcoOUYnmYue1UZAhv7REBTd8SURBE8+8PO6gy7hFPo+Or5XB+w+ACbAHPwbgFJsvSTTea7darVM5ySZbWY7b4AidguRpGfPnun3v/+9tre39ejRI+sPxzpTLBYt2PPNoa+bf+Ha7v0579f59Z75w7q5bu5+qOL1kefya1sI0ITrYlhe4Fk56B1JCPTOl7djG58/f24le8yjTz75RD//+c9XAEoYVJKMPQa4+Jvf/EbxeFx37941fwvAKbSJgEXebvFs6ORisTAGtLeXfmth2DUw5nwwF+ol40p7AHQalo0fY8+ywyYTYOHz0yDZM3d8OwL/PrkfwFP8y+FwaP0xYeLBkADU6ff7ajQaKpfLun//vh48eKDHjx/b/ZNsrVQqevr0qbHkAMQ9uMS2w4C/HiT0pSXhOu7BWPQXnQzB142sireVftywT4vFwuwXIDg+IXOdKoxCoWA9nxh7zvXJJ5+oVqspk8koFovZrkXdbtfKWf/Nv/k3+uyzzyyRwRyEtQXrA7CTOXLnzh3bxpreL/StISnoW1rwXDDRQ1+B+cb8o+cU233zmdcr7Hjos5Lol2T9eNjYhp2ZHjx4YGwh+tPCuvE9FxGAoL/7u79TPp/X//q//q/6zW9+o1/+8pe6e/eu+QcXFxcqFov64osvdHR0ZI2Hq9Wqjo+PdffuXQNpKVckDs3n8xbfs177dfI2yBsBNd5Z8ws8TWCn06llmXgBGCsWx1gsZgshE7rX66ler+uzzz5Tv9/X8+fPTXnYI/309NSuDbLPC2YSsYjv7+/rk08+Ub/f1/Hxsdrttv6f/+f/0V//+lf97d/+rR49emTOFoaIYMZvT0vfCl4m14fqjAOLUcFpBJSijwrgBsYhRL75DsYRJWEieuqmZ75A2YOFg0OJ8ZBWs+WJxFVdPQp1enqqeDxu28wR9A0GAxtTgCOUm7nA2GCkyLTSJ2AwGFiWNZvN6vDwUN999501srxz546SyaR6vZ5RewGLlsul/vKXvyidTqvdbtuW3L5HEe+NBZYgYl2A+bHKmxrnKCc+DKyjnHnvoHq2CCWEMKvm87llCRAcNgI36ZKunclk9Pnnn+sXv/iF9vf3bZ0AWMRJ8xmzkO7J2iDJDIIHHliIPVDjs9+S7LwYNlB+DwZJsgwges+5uQdfm+8ZBmTOfA8OgsMQIPLjzfW5J78WEnAuFgs1m82V8WY9YB0YjUbq9/sGGtHrih0JfHDLOnMb5EPS5Zvcq9c9xph3HsViCANv/7eoTKp3ytAdAM/5fG6ZrqdPn67s/rVYLAy0GI/HtoUm9tjv5kKWrFqtrmTMfaDvn42gDXvFLhpRvdRwkP3ONOiNz+CRMEDX/Fj4kmPG2R+DTUylUiuJJZxQXzYMG6dUKlmGE0YLdp0dn5bLK2o1es6x9BFgHfAM0ufPn1swmM1m9ezZM/1//9//py+++MI2XmC8fLm3H2c/X94kG+gDxKh5+DrJgA9BvD3g2Tw7JmxA78dFehk0ZZ5zHhq2ExSSZcdOjcdjS0Shq9wHZYgefAcYwdddLC4b2A4GA33zzTf62c9+Zrrl7QA2hmw0YKRPdBEk+t5OXM+XB/vEQDKZ1JdffqlkMql2u63JZKLt7W31ej2b44A4PoHh72uxWBgb3AM5njXny6lGo9FK+RRrGu8Lu+bBIMAUAB96UCWTSfMdKdeUtGKf8WPG47EKhYI++eQT/df/+l/tnfM9v7sTQS7jEZbGYbc9AOPXLj8nvU6GQI3vb+OB9I1cSRRwzf8wYi4uLtRoNCyA7/V6RjigLcO///f/XoPBQP/1v/5Xa8ZdrVZ1584dFQoF7e7uWqPhWOxyg5Zut6s//OEPevDggf6n/+l/0qeffmqMZmwXcxM7gk4wrzgGfxXfmjUA/9WD6d4P9r5pmMxBbzg/64z/DL31QAY2Lh6Pm13Db0wmk6rVajb++/v7SqfTarVa+vzzz60KBmCbNcfbKfR0Op3q17/+tWKxmP6X/+V/0ffff69+v69PP/3Uyr9gpLJ7GxuSkCSGBMGaCHM/KuF42+zaD+5R4xccT5ViQZaugA5YG1AhycRRHgU9OJ1O6/Hjx5Y1ODg40N7enmWNoINChSRzRUaLzBSABS+v2+3qz3/+s/7yl79YBuOXv/ylfvGLX+ibb77R6emplc+A8k0mE6tv9cEaAR3PR3YvFosZdW46nVqdKxM3zNJIMueUGmFALgwmQA3H4nzjAO7u7lrTKl8zTGMmrocjCrI4GAz0+PFjff/999re3tb+/r6Wy6UBItQUptNp2yGAmkUAo36/b3vY1+t1YyUBwrEweAr8vXv3NB6P9fjxY8s0VKtVM+iwfwCQ+v2+7R4FvR0lI6jw4+qDhI1cL6HBCj/nZ59VRRcYY1/PSpa8VqvZAk4jTLLl3snAEctms7p7966+/PJLff7558aUgwEHhRJj6mmbvG9QfcQbFgAKQEbPPuAfOiVdUbq5T67jWTPz+dwoolDNMZBkMb1Tig7gdBPMce/+XwgyeufNvw8faOK0FotFW++ePXtmDjC6wr3TAR8DT2+g0WhkQakHrkLA4HUyd1H6+LEFe9dJ6CSG4Nu6sQ0z4Ov0VVpttOuv5dlnkiw7t1hc9g0DRMWRYp2OxWJ6+vSpms3mSm8K6apMBLtB6aufk8wZz4jhc7Y6la7sny+n4vwEID677H/3SR76loVlDTy3B++lqzIP1i+SL77c1wfcZDv9P2/L6anG7pKz2Uzj8VhnZ2fmt/D8NB0GCMIm12o183WGw6HtJPXs2TM9fvxY+/v7KpVKevr06cr6w/P4eRIF2kTpbDgf+SwE2MK5F87bD13CoNjPM8TbknXP7td03jWlQrHYJZtCutxRaH9/X8Ph0Jp0h4G8T9wBaAIoSDK9YQ7DDPnkk080m83UbreNoYMt9CAFzy1dsdcARaWrxAi6iI5gw1KplIEa9NlgXGCoSbJz8kz4Bjxn2FPKNxH2TFDGZ7FYWDKV76NfnJsmvoCgPAeMARh8gE/cN+xCYhbfE2s6ndrOpH/zN3+jer2u7777zvSfgPru3bv/P3tv9uPalZ53P2TNnFlF1nTmSUPLrW633baTGPmQOEgCI0Byk/yJuchdkIvcBEgCx4kD2z3LkjWdsebiTNbM4ndR+L18uMQ650jttHQkLaBwThU39157rXd83mHpF7/4RcgQbGXvCcJcHWDGuecd3T7BqUVu8UxsKL7nttn3YzxeZrPgx+D/lUqlsH8KhYKGw6H29/cj87Ldbuvg4EDD4TD6p66trWk0Gqndbod8Ho1GcRLnT3/6U/3zf/7Ptbm5GcGAwWAQpYm+r5ImZHipVFKlUtEHH3wQfTr99Cf/nvMgchx6clACfejZqpImfHm3NdNSPq8ccdlCj1mqIMrlstbX15XNZrW+vq7l5eWJzDHmLI1PQnbw2LP+3n//fRUKBf3N3/yN/uIv/kJPnz7Vo0ePovnz4uKiTk9P1W63I6Nnfn5e+/v7YbsQ7PesX6cJ7ONv0vitSp88qsCLolhYCKJOdIQ/Pz+fKDciCoyRRhbO0dFRKIW1tbWI7DlxOHIojXu/XF6OjwllDmtra9EIsNfraW9vT0+fPtWNGzdUKBRUq9WioRrEeXZ2plarpU6nE4oZMIHMATdOAacoz8EA9QggSoX5QtykUiPsWReODgMcmpmZ0cbGRhjRw+EwAJJCoRBHq1FaRB8XMlwoV3r+/LmeP38ex/cSRSdNDiFDA1iMbRzxXC4XDEvKq4NLoPkYFSilubk5VSoVzc7Oqt/va3t7W/v7+5qZmdHy8rJ6vV70z1hZWYk0wOPjYzWbzVCc3knfaQE6gy7dif+2jZcZzNOin9OGO4rXGewoDBf4bsR6L5bZ2VnV6/UwkLLZbJw44QP+yefz+uEPf6g/+ZM/0YMHD1QsFmMvuSfZU4C47G8KWjJHN27hJWnsmHkEAeWF7OE5juS70+m0vLCwEOnslOulWQ3eEBF+JnrHc3mWZ68A6rAXOJSuePk7QDjfo3+GdKWUnj17Fk62O82ko3ISD5FXL0lzw88jMNfR1LSoxLRrUyDwu2JYuhOYgirTrnG55X+f9r2XrTdBCwdSaJpJSXCxWJx41uHhoQ4PD6PsGP5B5nOaBc17/VlOo94vCuCFhrnu8JJtwFHb6BKuQVd6I3Ho2KN/kiacFXjc9YQbs6PR5GksKTjGexP0WVpaCr6GP5AV6FmiixxEwPrQpJhASafTCYeTRrK1Wk03btwIh5LTsg4PD9Xv98MgZS3SZsL+3h45nUYz6d9eBs6kdPVt4tmU11IHArAAevbgULouADRcjy6DViVFsPLs7EyffvqpSqVSZDQy0BW3b9+WdNXfhOej09hvdy6q1Wo4gd40Ht4l+Oe6hHt5SRD0je5ABvAu3sfF9QT2H3bh+vp6HM3Ldz3zwwM/bkf4dZIikOu23XA4jMbLvibeFoDfHWTGtt3d3Y0WCmQlYO+6zIPP5ubm1Gq1Qh9Xq1VtbW2F09tqtdRut7W+vq7V1VV9+umnoZPxSdgL1s0zC1xueoVAqlfZcz53vv0+UDl9uL/oYDYlqI8fP1a1WtXq6qqksV0yO3t1Yliz2dStW7eilxT8yeEqgIMfffSR2u12AAFra2v6l//yX+pP/uRPlM/n1Wq1olIBX9gTDqSxfezZzPPz87p161YA/61WS/v7+3Gd23jwRmqzOc974ILr8HvhHxIqUrtZGpf20oZiZuaqzxtrcXFxoZs3b+rWrVsRlFxdXdW7776r9fX1ibJJLyWVxuWJyAvpypbtdru6fft2VF78z//5P/U3f/M3KpfL2tjY0FtvvaVbt25J0sQpXBxYJGnC1h6NRgHwAgZN05Uv86F+F+MrATVpZM8NMyd+SSEsEXYYKJ6OiBF1fn51opAjxGSAkObo0TCUhaQ4Y126ilQMBoNIUWZ+KysrGg6vmiX9+te/1l/91V/p9PRUf/RHfxTNnPr9fsyP5n+Xl5cBwrDxNN+lvt4FAFlDMzNXp1oBPPG+vBuKkD4xlUpFo9FoomYQpFW6Uu75fD5OSGo2m5Kk27dvq1gsRnotDaqItsBcnU5HrVZLh4eHajQaajabkS5GPd/y8rJKpVLMGUFF1J134khzlCoCAsbDYJWujNNisTiRYVAqlXTv3j01Go2IUtRqtUg37Ha7qtfrymQyarVaWllZ0eHhoY6OjiZOx5DGx7EDsk0DZV7mDL7pSu2rzD/9jtMvIzVC3RBwFJrfh8NhNNyen59XpVKJI0RRAsgIouo/+MEP9OjRI+Xz+XBipHHKI8ITOVOtVlWr1SJF2Xve8Fwi2V7r7eUODu4yf4w4kH4MVQAVj/5R7jAcDuP4a671tNB0rebn5yPCmALdDjo5cE0mhEcKU0ffyx48NX1jY0P/3//3/+l//+//rd/85jchexinp6eRJefOMFk/GJZpuqvTkIMG7KvTCp+5oTCNXq8DH1ID1aNMb9q4Dgj195n2OeNlBrvfB93qEVnoj73OZK4a/NFDjPIKdHSz2Yz0beZBtIyggnSlk+r1uur1+kRTQfQAuo75ArLQ5wyHxWmdzJW071xazprSJVk93BO+QJ/63wBOiWz6D3yKUwiIw3yJZDMfvkd/OHrCNZvNsH04VhubhpTwFy9eaHd3NwzTwWCgJ0+eaHZ2NhyG0WikYrGoRqOhRqOhzc1NVatVdTqd0MusldOHy7lpIMs0PkwDb+44uo5IDXyn1zdNn/Je0IiDW+gB5zHnQ+c1eAT6g/+gITI4AC08EEizaNaOQNva2ppu3Lgx0ZMvXV/KatAdHPuNXUR/mhTEhOewD+mJgR6AV90OZq/Rl5KC75nX7OxsZBFcXFyoUqlE1h0lCWTDYzuTQYP+oo+Pz89pDLuAz8h+4XpKELmG0ivfO/Rfv99XtVqNjCKy+9MSlNPTU83Pz6vX64W96T0pycLHLqnVavrwww+DRtxmRi6578T8PTOCvfIMA7d3kIvuhDtNfxfHtGDRddeNRqMoAe92u1pfX5ekAAmga3zKs7MzPXv2LDKyzs/P1Ww2o8T1yZMnOj091crKio6OjnTv3j392Z/9mX784x9H0DmTyQQg6w2A4TlAljRrbG5uTqVSSZubm5Ku9B2ZpNwPWnS7gPu77IAGnc8drOG9eTY0ib7zQBL/LxQKAWJnMpnIAsK+pgky8hGfAfkqKex65umZuDyPI7f//b//96pUKvqv//W/qtFoRAD37bff1s2bN9Vut9VoNMKmbzQaUW7mLVgAalLaeRX9/C7HV86okSYVtqfgoaCIco9Go6hpJwukXC6HEKKPiaRAnhGS1PVmMpkJonblyfUYaTAYiDn9LfgMw3J7e1s///nPw2Esl8sBFLhT4FE8ejkAOLhDdXl5GcZioVDQ8fGxdnd3Va/XQ0nV6/VoBsfaUW/LSRuzs7NqNBo6OzvTzZs3NRxeNf8EqGg0GioUCnr//fc1M3N1xDXRC6Jvc3NzOjw8DEcZoiU1e2FhQbdv3459uLy81OrqqrLZbERRLy4uVC6XY75zc3MTddYAMX7k6snJSaR9A2jhYMKwGOI3b96MWkNJ6nQ6qtfrqtVqevLkiba2trS+vh5Rk1u3bunp06dhQHM/oqlkUbjxdJ2D+HUjpP9Q41WO77S/vc46pNE2aXwEvRvsOFbD4bhmHX4/OjrSzs5O8LZ0ZdQBKv7Tf/pP9e677wYC3+v1omeGn37EHqI8cSihqdSZI0ohTTY+dgPIDRu+L02e8ATPe/+MVGlyikc2O+4dheGE0oPmAXcpJ3JjHwPVZRURfAxldzIxHlPj2YHZubk53b9/PxzMv/7rvw7lxHdoYJfNZgOAxQAhS2gavUwDVF7FU86L/reX0aE7g2/6eBmvpe/3KjCLdXQjBrqYZmwA0khXNFYqldRsNtVut1WpVCKIcXl5VWKxu7sbTQvRpwsLC9EkEd7/6U9/Go36JAVwgN7E+XKghag1mafYDfAb/Mi80bUpeEj03Z/jkXnn1WkZd+hL/u8AKWtME2GyghlEDJkreg69c3h4GOVR9PKRFGn0p6enEXBZXFzU48ePYw0ajUbYVOjfubm5aIxIqTEyaXFxceKUEDewp9GPg8QePUz5MwUW00jjtyVy7+vktgMAHCAdp1fidHt2NcfMpxlJXjrF91dWVsLZn5mZ0e3bt1WpVPTZZ59N2NRzc3Pa2NjQ4uJiBCTYI+xgnBpA+IWFBeXz+bgOPvDoPHuG/kBn4mRBn4AxBN2gdeQNvMHcUiBPUmR0P3nyRNVqVSsrKyoUCtET0tcJmocH3WlFHlA2RhYKAJT/n2tHo/FJc6wRPOxZBdzT15Rnz8zMBG9hdwKqVioV/eQnP9Enn3wy0Rgch5BDU+Bf2gJI4zJM1hXZBs/52riTmgKizrNpJuN3bTgffxmbAfuNVhGs9+npaZToAqJymtnJyUmA+fPz82q1WgG4r62t6Uc/+pE2NjZ0+/Zt1ev1AE0lRSJDGnRAJjMnaJZr0JWbm5t68uSJut1u9MWhxN3pJQ2WQSfoQZfjft3FxUX0KcXHc0Bmmt+P3MOvhVc6nY5u3rypbrerjY2NiZYInrFHQoLb3dgFzJH1u7i4CLvl3/ybf6ObN2/qP/7H/6hnz57pk08+0WAw0KNHj1Sr1WLfLi8vo79tqsccyOJZ6TUvo7nfBa/9g2TUOJILuk1kHMGGsQWavrS0FMc0A3AASuzv70saN+rkqEuyWYiW12q1QDI94uBKhshCNpuN2r6FhQVtbm6q3+/r4OBAH374YUSw5ufnVa/Xo8787t270Tn/8PAwHCAYiGOiIToiIfSJALXHKGRtHjx4oKOjIz179kzFYlGbm5u6d++e9vf3dXZ2pp/+9KdxtCJIPkqUGrs/+IM/CMOZPjk0fINpKXPa29vTYDCIJlnMk2uXlpY0MzMTUUDSNXGaUYBuMLPepO2SytftdmNOOJnZ7LhW2x2KGzdu6IMPPojmppz2MxqN9PHHH6vVaqlWq6nRaEwAQABqKDAXJK6oU0fzOhp+UxXbNIf5q7xL6oynGTb+Nxf27jDi9EjS7u6uDg4OdHh4ONHnZGlpKbre/+mf/ukX9hMQclpZE006G41GKASULDyOEeURARQWCoDv8APYxDXQEMb48fHxRE8N6coAvXXrlobDoZ4/fx7OWrvdniihQEFj4Lpxxf8xrjEKvWyT8klJYdizLp4xwT0xtokecvzrn/3Znymfz+t//s//qV6vNyGv+Z1UboxKAC+PslxHcykdpU6efz4NsHgdoOK6Z74pA7k3bQ2mrWH69+s+TwEbz9LiX0DGTqcTp1UcHh5G1ikBg06no93d3aAJHABAGoBJ+rv94Ac/iMxP72chjUFP+AFDi2g6mS6pY+ERO183ty3cuM1kriLsR0dHWllZCaADgEbSRNNUDEXuzekWON44uA7gkAGIg0iABH4hgwAZRF889K4byRi3ZAH85Cc/0crKih4/fqzt7W0Nh0M1m00Nh0M9ePAg9C5Zh/A9ABKll356z3X0lNKIO+3p9U5b6fXTorVv6nDA3v8mTWY10LOv1WqF8+3XQO+eiYIdTAaZN+heWVlRpVJRoVBQp9NRt9sNGqdB98bGRjhA0J7P6eTkJJ4DD49Go9DF6EOAp2kZZwAT9L3AbnRaIiDW7XYDoMG28iAcGTKlUkmZTCZAo+FwqE8//VRnZ2fK5/MRkEAusf7+fqwp82Nf4HnWkfdA9xI4TDN92Cvu4TxIFpwHILGJsX89I5Xyrtu3b+v27dsBdFGiz2mVuVxO+/v7Oj4+jiCs2y1+GIakCYAIXeG2GHLKdQjfnwa2fj+mD5dxZFdIYxtxYWFB7XZbmcxVH8xWqxV9pjj0ZnV1NRrXPnnyJILtP/jBD/Sv/tW/UrVajT1xO80z3Dww4DrJs1E9GDoajSKbdXV1VTs7Ozo9PY0DceBv7gdveW8k5yenNWmcAEEQhVYS6Bp0vGfvYuMSHCUQg2/89OnTAGkuL8flvF6JAYjNHNgb51cHbcg+nZ+f149//GMdHR3pP/2n/6S9vT3t7++rXC6rXq+rWCyq2WyqVCpFaXEmM86iAaidpv++SeO3aiYsTR716AIXJ2N+fl7tdjuyMihPAh1EqC4vLyuXy6nZbAagAAjA6RBLS0sToEGaDgn4QL02x4BdXFxEdBjnaW1tLa45OjrSkydPdH5+Hqc+eC1suVzWwcGBdnd3NRwOI0MAhQoRkcoqXSkE6tlJdwX0uLi4OpHqwYMHkf55fHysFy9eaH5+XhsbG5qfn1ej0dDx8XEAPpKiQRzvydHcnNhRrVa1sLAQTjL3oJYSpqJ2Wbrqxl0oFHRycqJCoaBSqRQKhQZo7thhqHNf9pQ0UpSgp5KTHQCzs143btzQzs6Otre3NTs7Gyn4q6urarfb2tvb071796IWcn19fQIk4Dh1hJAr+BRw+K5GGtLhIAG/+2fTnEhfRy+fYa09a0pS0B/KCCeIvV9dXQ0QAoG5vLwcDhxyhH0cDq+a37bb7Yj4kR2C4mN+DDdocZD43J1Bf1/4w/tquMPKs9bW1lQsFvW//tf/0mAw0L1798KZcwfGecAzB/jcI5+sEw3tuA/z6Pf7YewvLCx8oZlp6kRhfI9GIxUKBf3kJz9Ro9HQX/3VX00492TsSYrTeIrFYhjUpH1Po6OUVlIQIY0A+jXTjEk3xP36lEbfhJHS1zS++jLyyNeG3x1wTNfL/1YoFKKMb25uLrI8vGkn/duIMAOOrqysROkO1/zBH/yBfvSjH03oNUnRjNijdtCjZ73hfMLD0jiS5Yakl/M4b2JcE72bn5+Pst1WqzVVxmHwYsh6hJrf3TlygMJBae6BLqaslyzgXC4XYA485HXxNFZHLs3Pz+vtt9/W/PzVKYjeK2N/fz/S8dG1ON48jx8HbJ1epoGDKZD6qqBF+veX0e2bwp8MnBUyNUejcd8QbBkCfAB76DHvJeH9FDxw5JH5bDYbchw7K5/P68mTJ0F38/PzKpfLunXrlm7duhWOFFkjKc1K4+b1OJzoCHiEucA76GwyQLkHvMc1rIM0PjSDwAV8BDjiutWz1mZnZ/XDH/4wjjzGBscW5v7M3wFc9DR/R6dT9g7t8zvAGNc7MII8oJzN+2l0u90IlLDWjLRXG2BULpdTtVrV22+/rQ8++EBLS0vq9/vq9XqxD/V6XS9evNDe3p7W19ejB6ekcBDhW69I8OwLHG78Kp8bI83IeNN48Hc1XNbBb+gY5D3XwMMErBy0uHnzZviblKRms1m9++67+sf/+B+rWq2q2WzGqVH4VQCaVI44COG2LrTuPMD+FgoFbWxs6OTkJPolFYvFiZYZ6BvXWW7zMVzuw1uAI/iIZKoi75gbc3UbBPoGQKZaZm5uLoIJ0pVPLU0eNw+tS5qw26WxHeA+hgdQHz58qD//8z/Xf/kv/0WdTkf9fl9ra2uqVqvRGBz+ZN+kMW+7reb2p9PK1zl+q9In6YvKIm48OzthPEhXTc5AuCAAeqNQV4sgPDs7U7Va1TvvvKOVlZVI9+VkJMpscEYcCfUIHsRHxA0EvlKpaGlpSZubm9HQr9fraXl5eSJF3A3QcrmsXq8XCobyBARusVjUxsaGFhYW9OGHH0bqGEL97t27mp2d1W9+85uocfzDP/zDOHXDIwg0yx0Oh6pWq7q8vNTz58+jJOn8/DxOxsrlclpdXVW1WlU+n4+6yUajof39/RAulUolDGSiN6TvebM1Rx2dQVC+lDexLpeXl1GaNRgMtLS0FIKJ73ikhnILIgwrKyt68uSJjo+Po3kxZW8HBwcaDAaq1+s6ODgIh3Y0GgUtgAKzL2lanzPiNCfx62bCrzpe5sCm73mdU5ymyLvCSu/L81hjnAwizuyDl/+QlcI+XF5eamNjQ5VKRYPBII6vp6GalyxImjCgAVYzmYwajcYX0kO5njnyLn6SBUa5gy+euulOGKAK8oDyh8XFRdVqNb148UJHR0e6detWnIYGv3g/HM+EYQ2mOYAYDjjPvqYY6a5A4CkcC4/M4RxicEtXgOwPf/hDbW1taWdnR5LCoISf+v2+arXaRK8DrnOwMwUhXmYkTgNfptHsNPqc9vs3nV+d53yNnKek1wOPp/Gx/y398fsCiFCOe35+HsYite8eGUf+QjNzc3Pa3NzU6upqOJydTkc/+tGP9P7776tarUZ0ixJagg7SmBc9280jZPCp8wR8Cj2jP6FxSZFB66c80ZNtd3c31oagDuCUl6Hwfugnaexco2P8lCYvzWCcnp6q1+tF1hpzoeSJ90FGuUMIEEPvg9nZWb333ntqNpv6m7/5mzAkW62W6vV6yAFKqJGLvt9Of26Me8TU6QSZ5/dIaek62mbP0mu/6bw5bSCvpbGjDw3ijEjjSLE7FPCQ7wW0Io2z2cia8VJ5SdFTELsOh2J9fV03btyIfnzQEnvrDqU7nEdHR9Hom+GBFUkTegW9lWbHAOCzJuhB73EFkOWZSIAfntXMfSh5hhcI9rls4N3cZpDGwAvyClvBeyP6IQDoape92IpkeRP8hT8Gg4G63W7wPuvB9x0c5fvlcln/5J/8E/2P//E/tLu7G2D20dGR6vW6bty4oe3tbR0cHEQ2EmAV8uTs7CwyoJChbhc4vxKgZl9dHzi48z1Q8+rhAIGvORUb9C7yBt8nJycql8uxjzQZvry81E9+8hP9h//wH3Tv3j1tb2+Hn3tychJ9GsleZTjwCk1A/8yRf9l3gE5aYVCd4nThMgi7kMwV/gZ/QefwAbzPexNkpBUBfOYAEwfM4JdjY1QqFWUyGW1vb2s0GmllZSV0MXyLL4i+dluZvzEP1gI9TLuExcVF/dN/+k81GAz0n//zfw55isxhf0ejq35vHFpCAkHqJ0pfzIBOddvvUtf9VqVPqZImas3CE1nynhHUAaJUZmdnVSwWw9F2A3NpaUm1Wi0WDHDAm4SRyozQR5BOi85581lPcV5dXdXBwYH6/X5kZ9CYlpTkg4MDzcxcNQWkzwvEuLy8HEyysbGhUqmkx48fq9PpaGFhQY8ePdLa2lqcHb+7uxu9cs7OziLzpd1uK5vNRkqsR7GXlpZ08+bNqGFfXFyMbJm7d++Gguh2u3r+/Hk4kf1+fyIDCSGOQYyCYv0bjUYchX12dqZerxcAFsq/2WzGOfSLi4tqNptqNpuBlpIhRXNk9hWjVFKANABnKEbWADSU7xDlZ4+Xlpbid8rpiO7wXtBAis6+6Ybllx2pk5ca9dOM7Wk8ngIoo9E4xZoI4dzcnLrdbuwzTgnRuXq9rh/84AcRkTs7O1O73Y7USZwuMupSQ+/09DSaaLtw9yiUKz8AFwdMkCdptoxHHIgQAoq63CqVStrf39fPfvYzbW5u6s6dO2o0GhM9MjzDCH5zQIbrMARRoihhdy7ZCwwKgLDLy8swnHkO7+zREJ5J1szNmzfjaEkH5XhXIj7lcnkiYoMTP4022AN3EJ3mnLbcCHV6mwaivuxe39ThhpcbQ9OuSf+VNEEn/rf0Ov7u/CpNGhhkeRHZo5k1gQCy2sgUxXGSrvgLuX9wcKB2u61Hjx7p/fffj7p7ouxE9NB5OEC8y9nZWZTLSprIQEBvuKyApjECWUecNWmcIg2d4/DQK4o9wHB0usNJYw18jzBUuS7tc5Eabtwb5971Gpm5nn2AnUTwhwarCwsL+tGPfqQnT56o0+kEvzebTdXrdUmaCJakxizzdjntNHEdrfE5n6XfTen2VUDOm8CjPngfL7fl7w6yYcd4pFuadPj43T/DTuL4ag8mULZGqREnEFUqldCBfsohe48OgKY9m7xarUYkGVpDD+B0sUccQIF852RWeIJGxThWACSuM72nC5kyDh7hGM3OXjUZptwHkIUoPZ/B52kmGNk82PEOhPK70x4yh/nC08gHz9qRrgKUrt+8lMNt58vLyyitmp2d1YMHD/SP/tE/0n/+z/855BuB0FqtpnfffTcCwWTau/xDjrFentXloJ478OyP2yxczxp+P6aP1O5w/4B1pQoCmh2NRiFzCWThL/X7fd27d0//+l//a925cydO0/QEhtPTUx0eHkZvG+xhehY5DXumpActmOvx8XH4dgBK+K6exSppojwT2nW6SW02zzxzOUWwBV8NPew2O4DuxcVVU+1yuRzJFYVCQTdu3NDy8nIc8ENQJ5/PK5/PB88R/JDGDYeRY8yBNSPTB1//j//4j/XRRx/p7/7u76IaY3l5OXrGIX9zuZx2dna0uroalR5kn7suvG78rvnrtz6eOzWwPX2YzAsiSRhUi4uLE/1GQJFJLSOjYnl5OQiNNCqcKEAJb+jk6V0Qd9rQGKaZm7s66x2Hhia52Ww2slFWV1cjrZJMFZwWatIBbCqVira3t7W3txdNpZaXlzUcXjVOrtVqUQZF7ap0JdAp6SBlslAohFNENlG5XNba2loYe6Sjk4JHitn8/Hw0EQbZX1xcjP4DZD9wBCqK9vDwUDs7O5qbm9OtW7c0Go0mjlUmSkiHcfrmDAYDtVqtMDwxCkAq/bhS1hrFfH5+HoAYNZaAehgrKysrsR+lUkmSJpwJngWCCi0cHx9PoMPSl2sS9aaO1NlNgdSXfW+ac5ga8Ahw+AlHpFwuR3ZMu90O3nagZG5uTg8fPowIcS6X097eXigYhCiZLMViMSLl0L3vpTROicSwg069zAqnz7/HSOfHe3Nf0tyz2WyUUhIZ+Wf/7J9NKFuMKpxjFCH3x4Ejw8eBlOPj43AucYBnZmZC4fNOOI/836NzGLg8ww1sjP21tTX1+319+umnUbroGUn9fj9AJxqkSgr+dPry/6fOW+rIpQ7Qq+j2ZXT8JoxpYAvjZZEZX0e+n94rjbZOexZAH/ROOR3APXXt6C9ORYBvM5mrjK1CoaDt7W11u13dvXtXP/rRj+KEFBwVolWVSkULCwuhM5C/GGTeQwWDmPnx3Gw2G8fjYksQBeee8Jln29D7gqbInU5HhUJhooyCZ/PD8/gcmUTZX5oFJ002eYR/y+WyMpmrVHF0FEAv38Xg5Z29NJIo6+npqdbX1/Xo0SP97Gc/C77GyMTAxah0kNfn57Iutc9c/zk9uS3nAOOrwJo0Q+pNHCnQ6c4KclYaZxVOM+TZW3dwpMkTmXgGGRuXl5dhp5ChPTc3N9G7JpPJTNi98IQ0lgM4fQTjAEbgbT6XxuCmpCj1IcurVCqFw+MnH5Llii03M3N14hH6GjkB8EmQIp/PBy/Ba7w/+o6/cX9aBxBsQGYAaiBrZmdnQ6axlgR36XFHFgMlZk7XZJHjNGMvA6Igs1La9jJ+ovLdblc//vGP9X/+z//R06dPw9YlY2llZUW1Wi16G1Wr1bCl3SFPMwehI6c3rsVGcXCB7yI730TQ9Hc5fH3QifgQZIkSSEQOcOCMpGjNMD8/rz/+4z/Ww4cPI/CNDStNygkyQcnWdLnrwAjz4/vIIvYfn/H09FT9fj/AT3iE+2EzQ4+AHNIY2PTsHQcG+YyMFACOk5OT6HNHG4/19fU4hIBMmo2NDWUyV1nw7733nlZXV/X+++9rfX1dv/rVr7S/vx/4gHTly1F1AxiFTEyzxLArhsNhtEqhv+w//sf/WJ9++qn29/d1+/btAK1paYLO/s1vfqN8Ph+BZgewHfT9JvDRV86omfY7C7m0tBQLQyQCMITjtkHmvXM89WZExgATIFxvTIZDcnFxoaWlpYlmUCgFCI+oP4oJJQOStre3p2KxGP10OPYSJ5F6XxTfaDSKFM9ms6lOpxNCmS7ThUJB6+vrarfbWllZ0bvvvhsRC2r2tra2dHx8HFEyjvrF2ERB7e3t6cWLF3r48KH+0T/6R5GRs7m5qXw+r52dHe3t7anZbEZ5E4KFk6ROTk6i+RJOH0xwdnam3d1dHR0d6cGDB2Ecttttzc3NRe0/CojID0AQRrIbqTAfSq/ZbE44mYeHh+FM4xQC1NCLyJVvr9cLpj86OlKn0wkDYH19PRx+jAAUljs9qRPow4XA182UX2W8Spi86rOXrU1qyPI8DLKlpaUoqej1eoGyS5PgEMJ7OBxGs0HP/vBMFv8dYI+eTCgc53UMvtFo9IXTipwW3ZEBREEBcY/UAObkFmgV4yuXy+ng4ECdTmfCCcS4ZZ1IXee9HKjhGfAC9+GafD4fR7kChrIn3seDjBwcbO7BvElZxbAFKPasGpyCjz/+WJeXVyVqhUIhZBoRE94rpbtpNOQggn/uf3tduv0mKMzXGdOAK+nVpU7Trufv6fecTrnWo2bZbDaACsB/6sL39vbCuUEPcJoFjmg+n9etW7e0srKi4+NjbW5u6r333tPGxkboQ+iF0lQAEk5NTEtumCe6EoDSswXc8YKHU3Dn4uKqASDRcgCjSqUSGaqXl5cRXKGE2DNeGESf4RlKT8j48winNJk9gx1Afzf0KWvq9ErAhyg9sg97grKHTCajW7du6cMPP5zIdD04OIg5AZIBMru948b4NH65jofcIXTg97swoDH2TdJEBqSD+5414//yf3eq3cHAsZYUjgVOwt7eXsj3crmsu3fvhm2Mc4H+g55nZ2ej9I+gAFlYZDJ7LwkHCr2c3bOcvTQRPeX2dqPRCBsYfsa5Oj09VaFQCBC3WCxqfX19osSK7J3RaKRGo6Gtra0AewhettvtiUwWQEj+xvXcl2weSvfJAiST3zNjJYUOn5mZiYMt2u22jo6OdOPGjQggHx8fR0kiehgfgkwB9Ha329Xs7Kw2Nzf14sWLsPHb7XaARJlMRvV6XZ1OR5LCd2BPCPA4ICeNg9/sD9m2LmMIxpANy/e+q+Nl7z4twATNI5+9fA7/7uLiQoVCIVpmQMOtVkvvvPOOfvKTn0xk/EuasOfwm7C72D9kBkkE/HCPTGacIYX88IxM70vlNocHpclW8dIpB40JjkoKvw69h81YLpfjPUg82NnZCT5Cf29sbETQhnVdXl5WrVbTysqKlpeX1ev1dHR0pPv372s4HKrdbmt3d1fPnz/X06dPVS6Xtbm5qfn5+Sg1TatByJyVNJHVc3Fxoffee08PHjzQRx99pP39fd28eTOAUXyJxcXFqERJ22VgP6UZfV+nPvytmwmnET3ffLJPut1uHCF5eHiocrmsy8vLOMKOqC4136PRKJw/hDTCDOEI2j8cDqPhLb976jLROYAVSbHBgBmXl5eRQnZwcBBlPYALxWIxHKvRaBTpWghszoantICa5Lm5uWiGvL6+rk8//VQzMzOq1+s6OTlRp9OJKDupr3SqxsnCUX327JkWFhb0p3/6pyoUCtF0udPpRLM6jxawFhimpVIpmjzREZtryQio1+sqlUrRjEm6avpEl3FOpCLKDjp8eXkZTuLa2lqs//7+/kTauKSIyqPMK5VKXOunV/R6vSiPWltbi3pPDBWUvHSV7VOtViMag4Ht2V2vGm9qRNDn/VUEyjQj1J1AHEB/njvYOCsIeD+5AieRBrg4ft6olr3yrBrvhyKNS5y8GRnyBZpgOHibzWa/0APD+1x4FMOj6qwj8oZr5ufnVSgUwnj2tO52ux0ZRshAFKxnCQF24tgxMOQdTMJR47vuhI9GowB8ScMllZ6SC96bI1L9uPRKpaKZmZmJPYBXaGLKaW7IV+qP3YmZRo/8m2YvTbt+miMPfTmNvSkgjfTqk62uc6DTa1nDacbltOHBCacbyofy+bx2d3cDxBiNRtGUG2OUe5DZkc1mdf/+/Yjw4yAhX5H7FxcXkYHpZXCAH5zAAmjofEmvCbJkpmXAkQVLRMwbmHrq8+Hhobrd7kR/JbdLPBuJSOPFxYXq9fpEQIcMO4/q8x6sLaDMwcFBvMuLFy80Ozsbx26zb14akpbW4KTjWK+tralWq8WphqPRVdSeI52dDjwbzv+eprg7/TmN+T65sZrSa0q30z5Lv/cmDU+v93R65LnvGWvrEVgCB2kmAyAFoMvl5VUJP31kstls2I0ExSjxJauaYBUHR0DrgO+UqZ6fn+unP/2pfvjDH+rDDz+M+UHPOPMAFQ7U0mhzbm4uwFa+w0mg6Hb4n9KsXq+nSqUSWW84uQRakQG+puVyOQ6f8KPtz8/Ptb+/H9ktkiKQw/zTPfEeNd6/yoFZ5syBGYCqZBP94Ac/0O7urj777DPdvn174hQ37Gu+R2B4b28v/JGdnZ2QDYBm7XZb6+vrqlQqIcfq9Xq8h3TVowi7wPmG+QIUoQtwqD1LD5mS2jpvks78XYw0UMQAGHNA3ts6kLlJMHpm5up03P39fS0uLuoP/uAPtLq6GgEE75EEv/gpnNiDnrmH7Yidhz9HkA7aJSAxM3PVw/Ptt98OneuBuvPzq+PjoXGa0HumKmvAXCSFzUnWiZ8KPBqNe+zgs3JIQa/Xi5OVpHEPHGxI3nlra0uFQkE//elPVa1WtbW1pWq1qgcPHqjRaOjJkyd69uyZPvroIz148CDKFH3eJBdg3wNmAVotLi7q/fff1+PHj/XixQvdvHlTlUpF+/v70XNobm5O/+7f/Tv94he/0McffyxpXPKcBjpSff11jH+QU59AdUGbnShRJt1uN6LhRGj9mD9SFQeDgRYWFlSpVCIiBmJGmZMr0MPDwwA0UBSAJKRFgXLiDIKko0AqlcpEaiRO1uHhoZaXlyMFFaXE+2Ikrq6uhgPZ6/Wit04ul9Pm5qbeeuutIOzRaKTNzU09ffp0IhsIsKPRaMS7UvNP3XCv14vo/aeffqpMJqN79+7FCVaSArhBwWCgLi0thWJkT1h30m0LhUKsN9EJlDqGw/HxcZR0kSKLE+eKAuZ1hcp3qLNE0bsjwRpxVDd9cfL5vJrNpp4/fx5R3YuLizhS0RvJsRfu7KSAw3dlpEZ8OtL0+PS76WfTgFmMIZQUxotHDWq1mn7wgx9obW0tSh+lscGBkPToEamPNPWGTzzjhTnh6CALXMhiQHOt99bgmRiwvBtZboA0vCOGr2cTra6uhtKFbz27ged4WZJnFRDt8zVwUMbnl7471+IoDwaDKMUYjUYRbfVSMAxPIhAe/Uem0S8AHvdeGw7AvCzyfh348DLn8bqROojf9DFtntcZiq/zXb/HNADM6Z3PAQPPz8/VarU0Go3UarUCcIGvAECh94WFBd29e1dLS0uREeqpzjgC0DCZNDg37hwCJmBI8bvzpJc2oX9xPgBXvIE/pSN85+LiIhrszs3NBTB5eXkZssDBX3d64AkMPIw9dzCpuXcgl8xUjFbPzvOsW4Ia7FMul9NoNG4iihNK5hufkV7PwMGnJAs5ke5JmrLtGR7p/b4M3fnnLwMZXwYkfpMHe+flaZ7N7TyLjEwBGQAUMp/4m4MFOBg4W8PhuEExZdyUIVUqFbVarbCJPaOMeV1eXkYm9a1bt7S0tBQBKy8Vdn3t8yoUChNZQvAS2dfZbDZK3T3DjeALJXlkmJLtQwDDbXMcTfo+1Wq1cLQAX9G1fnKSly66TsXngCcppSeQ4L3e+Jz7kR2Qy+VUq9W0sLCgvb29yBjiWm8ejR59/vx5VAkQTG6329Fbj6ArQeb5+Xltbm7qs88+C7uCrMRKpaLDw8OgLWwH9poBiOBlKryLlz7yb6ojvh+a4FUfgH/5fD4yL7CNCKZLmuDrg4MDHR8fa21tTffu3YsMN+Q4NI0vQlYcgW7nRT4HwKSlBI2CyXiVFJUmVA7cunVL1WpVn3zyiX7zm9+EDqex9crKSmRZAhLhE0vj1gHQHwkQyAd8QGxmEiMIGiAnScTo9/taXl6OvqJkuqC/SqWSfvzjHyubzeqv//qv1Wq1IrtwNBrp5s2bWl5e1i9/+Ut9+umneuedd1QsFiMjCTmEnoOPhsNhZNBls9koL+x2u2o2m1peXlaj0YhKjX6/r+3tbZ2dnUXD4Wm6Mg0Yfl3jKwM1TNojMjhlGC+geJnMZC8FmoeywAgnQAZp3GwWo0lSAAIYcqQoomQ98prJXDV9wikkHZFUUa9Xo/M9UYJ+vx+1djgni4uLUdpDkymMPAiI8igcpJWVFd29e1c3btzQ559/HgZxsVjU4uJiNPyVxqjm2dlZHN/Z6/VCeUOQH3/8sY6OjvTixQv98R//sd5//301Go0wSnGsyBLyrADSThEQvo4IBKJ4KGKUFj0GHP3HMF9ZWYnve8dvmsr6SQGSYo85ylvSBHBEXSglYJKi9pm55HK5OAmM75fLZe3u7k44hP7vm+Lk/Tbjy77jNKM7zW7wAa+B+MPbXncOUMd3l5aW9ODBg3D+4Gmeg0Jz5wFDCeMX45TvubGJ80eUW1LQPg4U13qGghvcGH9E7TEYPQqPgYfsyGQyoUC8m7+nouKEwY9+RDKGF4YAxifvxvPIHuBdPPINL5EZ4ym0/jnvXy6X4/QRFKBH8+AXz+JxAMkdQU+rd/rxf6+jMX/Wqxy/b9t43ewDNxKkL54QxvdTfnW6wfnitCCcKJwI9h+6Qy/jWOXz+YiWk4GCo4FRhOHHswFqPLNGmjx9BmcYxw5eBbQHjOR5GMDUkgPq01gUW4GjstFV0DHXwCMEZjwjASMY/kKn8+6sM8EeeqHBI8g+z4YjGOHHpeI4AoaSRQjQcnZ2pvX1dT179iwcRQzss7OzKGnDPkFmeYDiOoBmGvAuTabDp/Q1TYe+jGfftOHyzLMf0xR4D/ikeiTNYkAX4RQ4eIj9x3NwwrLZbGTUXF5ehs3p+gkwD15aWlpStVpVoVBQt9udAAD5HiUxHnQAuBgOh2G7wU8A9JK+sB7orpWVFd24cUOVSiWyrpE7xWJR5XI5bDkHVkajUYDCNCmnZ8fMzNXJpDy31WpNBBr4LryCbk7XGn7k2WSPowOxsy8uLnTv3j1lMplodwAwi91L81dJwV/c1+miVquFg8/aHh0dRTPVtbU1bW9vq91uR4kYp5i6486eedYDf3MAnDnie0iT2V7fj5ePVGcSdINHSqWSut3uROARcH4wGGh/f1/D4VA3btzQ+vq6pDFdoLsAODg0B1vWgTV6q4xGowAJ6dOSyWS0v7+vX/7yl1peXtZ7772nubk5tVqtCChge965c0ebm5v65S9/qdHoqiyrUqlMnHC0t7cX8gkfzdtWYF9T2s+ce71elE8BlKytrYXdsLi4GCV96+vrIUPSShSC6s+ePdPW1pb++3//77p586YePHgQ/EhW+O///u/rZz/7mR4/fqxbt24pn89HtY0HbPAbCUoRgIXHGo2GdnZ2ou/X9va2ZmauWq28ePFC3W5XlUolKkmYh/Oj9MVG5b/r8ZWbCTtBYhRgfODwUPeOcpifn9fe3p5OT0+1trYW0T5J0XcEZ52UK4jR0yohJpoHeo0mBijRLM8WoQ9Lo9GIEiCcEknRzZoO1aCLGGt8dnl5Ge9GX5vz8/MoHVpaWtLDhw/19ttvR8PU58+fBwGjtAeDgZ49exZlVhDa0dGRer1eRAdJe+12u/rZz36m09NT1Wo11et1VSoVPX/+fOJkLQxqlAlgEBlM/DjA5mi9o/swJ1GCbDYbCn0wGETfkWw2q1arpUajIUmh7BFCrCWGuDR2whGGIKAILaIU0JukOKocAYhyz2QyqlarOjw8DEZ0IwtadYP726DQXtfpu+6704x27jUNWYaX6ZVSLBajCaFH3hw8JasMAxVFAl16SYCDNYBwPNOzbdhTB3GlcdkbhqVHH5FTrjwweslCw/jzzBXAH0BIHL3Z2dnovO8RN+bgfQXIpgFYTss2/N3dsYU/WXuMNHjW+wjgSHi2nzuHGPGlUilSVV1G+z4DjtXrdS0sLEQEiTm4s3IdEOoggt9bmjxBzL+fOorT6PJNGdcBUunfPbXWhzvbzn++dtLkWvreEJkDcMRhJEIHSCCNSzdmZmbiCE2cKeQ216CDU/7ztGHmwfw94wPeQNdLk8Cs991Aj3B/PsdBbTQaAdI0Gg0Nh8MIEOGQsWYELbieLLV6va7Nzc3Q3UTmMVRxcp32PCKJjGGdXHbgdHnpE9exBsgE+I7SqdXVVW1vb09k3NL7z+Uc2a8pmOTA2DTadMcupb0vqyOdxt/UzFXWw23blN/clnBZ5fKQfV5ZWdHp6amOj4/V6XTimF6abEqa0B9LS0taWVmJACKOH7oC4NBP8vS+NRyR642Avf8ZDhoZG9i7ZGx7AIDroCnK1AlCAmqurq5GNBwerlQqAUAhH2gR4IAkEfvBYDCRjefBVOQMvIiuQvZwL3Rhmp3KXvkAhEG+EeTIZrO6efNmZONjj0vjgAdrhHNIFs36+rrOzs50//79iNxTNgMYfe/ePX300Ueh/wFwy+Vy9AnykmlpHJyGrqA1bFnPiIYW3af5fnxxpHoY0AN/k7+12+2QsfAWwezT01NVq1X94R/+oer1egDp3N9tO+/ZSXaoZ1+inzOZjLrdrra3t5XJZCZ6i5Jtdvv2bS0tLWk4HAbfUYny6NEjlctlPX/+PIAWTmc8Pj7W/v5+2LnIKBpqk31Gr1YqKMicyeVy0RIjm83q0aNHQfNUTgBYvXjxIuQXlTEchnN5ean/9t/+mz766KPw39Hti4uL6vV6Ojg40I9//GNlMlcVM/gGLpNcHlA5gk7NZrO6ceOG3nrrLT19+jTKhsn4A4AtFosTJWjIScczvinjK2fUuOHoCkq6cjAKhUIQGBEgUq1pzIXAwSBjA/gZDq+ODAUomZub02AwCMcDQbW8vBwZKJRMoOC8HIuGpwAPMBdd9dfX18PAzWaz0fQIZZZm7qAAjo6OQsGenZ3p9u3b+vM//3O99dZb2tra0gcffBDGoSQtLy/rwYMH0RMH1L5QKESUjtKEUqkUUUPqhpeXl3Xnzp1o4Li1tRWChp4zGKgYsByXxjMwltkfGtHR/Azn1YEajHeatYLWugNJh3SUEYa+pIlUVKI6GCPFYlFra2uRPgegBsgG/VxcXKhSqejGjRtxahcOJz1EEC5Ok+yVOw/peJOcwFQxSy/vIcBInWCuxYhzA96f4/8HqBiNxicqkA7pTglK6OHDh1pfXw9Hg74QRBq84zrgHhFvovoAtcwNJzNNEZYUtIgABuyQxuCjNHm8J84W9EIPASIJAJ/ubCHY0zUBlEHeedkgUQh3AHzNeBdkoKSJ8o/U6fcoDUYuPOZOBO9P36yDg4NohEqk3veZdyPy6+/nP04z1yk2Bxy+DF2+jI6/ybzqOpFxnTOc7qd/Nm04uAOPSWO5hg4ge0xSgP9zc1cN670MDtoAaAAIp18FhgylFx5192w2twX4HZ6FPlOn1ht9Ou2hZ5HvnJRI1Iz3KhQKE6elEUQgwg6/ASoT/XMdDtBMUCfdC+9P45FQyqHcifJ963a7ETwBAHL5QSkzR/aSBYRMIDuI/nCdTkczMzORPo7zx1qR9eNlFymdTaMln3OqTxgpMHgdfaa6500Z/t4AV8heB7J8vabJI7cJvczB6QNwAlDUezqRxUzQ4/z8qgl4Pp+PhrXoPA9idjodbW9vxwmgvIdni7qD43yPIwrfSQqbDRCIoCdBADLeXH/i/CB73AaERtF7ACzwH0dX08wcu5NneFCDoIln8Pvv7AEnpLFPbmNwL/gMYIyGpxwOwrXobO4HCAx9XF5eRsDy/fff169//Wudn1+dtNhsNnXnzp3g51KpFJk5lIuXSqW4X5pp6/TnPO29rrh+Gj9/l8Z1upQxLRDiuhTeAwAgaDwajSJD4+Liqh/RaDTSW2+9pbfffjvstzQAOBqNTyrFXiWLlOuGw6s2EFQXkPUsXe3r8vKylpaWtL29rb/4i7/Q2dmZ7t69G+W2AAuDwSBKC+/cuRP3XF1d1ebmZmRvEaC7uLiIRAXKHdHn2KrHx8cqFou6ffu2Li4u4jTj1dVVLS4uanl5OWz5Tqej/f398NMBgJCjlOx2Oh39/d//vc7Pz7W5uamLi6uS/dHoqoxpa2tLJycnWl1djQNjOLQDWwOeA5hF/yHLpCvb4Pd+7/f0i1/8Qjs7O9rZ2dGdO3ficAwOnMEe8Gx9pxXfS6ez3/X4rY7nliYnjfAFaV5aWtL6+rpmZq6aL+F0oQRYYFKwLy8vA6Gmrs0jxmw6aZqkd7NZMAwCjiP3jo+Ptb6+rs3NzQACut3uBKhAbaKXaIFuHx8fx6kZl5eXQVikhxP1K5VK+ulPf6p33nlHhUJBH3/8sdrttmZnrzrCcwQ3xtudO3fUarUik8gdQwQOpTwweb1e161bt3T79m3V6/XIIOGINqKElEGRXk3WCkYiStSJ3dFVlCvv50oepqIEhGfTJDUFnrgfjh73c6N8ZmYmFBkC5+TkJMrkSAXGsLl7967+6I/+KE6pQdlLiuZ9GMGp0fqmRvymjddRxqnwed3veCRf+mIzVEexqe/GscNAW11d1Y0bN3R5eRkCkmgWCDmGmTc8A/AYjUaqVCrhmBANA7gAtAVQZHiEjXfAUEOge6NQaF1SADGFQmGi2Z+DEtK4+z4GJwJ/fn5ejUYjTsQB6PWsH3dwMaJ5Bs6fpEjh9vfzpqqAndB6sViMhoX7+/vhJMDzs7NXjcUxCEm9ReEj+4bDYchHjG+cbwzNdD1SYGLa/9Phn/n3rwMUX2aIfZPGdQDTdeNl1zn/Ac6kMsz3AJlH+Q3ys1KpKJfLxTHc0B10kc/nVa/Xw6hygJ4G/MwDsIeBHsYBJBMNRyeNMqITuIeXVzivevlHs9kMR5UfHB/XWWTj0B/CQWOeBWBCsAE+YE0ciPTIvIOOXqrofDw3Nxc96kjN9qAUgMpgMIjsBO+FgU2SyWS0sbERDRVdv5IZ5RlzOPTImWnA/cto67rPvyzPsUZvymD/oAv4i7317Bl39t2JdhBSmqQPgM80qpvJZCKd3wMRyHu+X6/XlcvldHh4qKOjo4lTn3Cy9vb2oiRR0gStn5+fR0mfNAYXsIU964zod7/fD7s0zXQhYIfDybsQdCELnbJ9adyYH+cSG4D7eRAIvUrgjSxcbyoMzSND0E/IDMosAD/ZQ5dBo9EogJJcLqf79++rWq3qV7/6Vdgv2MvMFxsEGxtwjXK1RqOher2u09NTtdttPXv2TDdu3IhnAXYPh0NVq1Xt7u7q/PzqKOh2ux22k2fVsDZuL0zTvVyXBgm+H1fDA0vpGmUymQke6fV6arVacUIw/Wt2d3ejb82dO3cm2nukcsKDxdCdZ9I4YIq+9T10MLZQKGh/f1//9//+3wi4TKMHDsB55513okpjNBpN9DcbDAZxqiO2LZkyS0tLkRnEQThkm3Y6HTWbzbCr6UEDr1GmXKvVQo5Q+bG8vKxWq6Wf//zn2tvb04MHD6LMEdsUuTY3Nxe9WKvV6kQAg8xwaYw3IFc8w5QA8aNHj/T8+XO1Wi3duHFD5XI55B4tNLB/PFDK/T0IBQ19HeMrATUeYUFZQVSctoDgW1pahc3ELgABAABJREFU0snJSaBxlLfgAJHG5VFfIgrdbjdqPaWr+jcMMLImcMqXlpYiWoggJk2NdGHAFpwemmqScYOSQJDiDEE8EANZBPv7+0H0zKNWqymbzerFixfhxJXL5WiA+6tf/UovXryIkx0ePnyora2tqKO7d++eCoWCDg4O9Hd/93dhwHHc9+3bt/Xo0aPokk1974cffhhGqffiQKGTnUBkBEet0Wjo/Pw8aqNpYsh+gCoDShFlpynsYDDQwcFBCDSyqdbW1qKPgKdoMhCaoNg4ioA5zBvHHnCI1N7BYBDRFgxuSkwAq3BsHYF9E5y81xnTInov+3zawFi5TrlfZwjwLPomsR9E6dnDbDYbYJ2X5sF/Xn5HpAyA5PT0NBB5GpGiFDhCM5vNBuDrwIakiTRo5AoOk3fSh0ehUYBejFAENc/nfkRCMOZ4X2QFqc9kIBAt9B4yrCWyShqDP6wJvJG+IwauAynMgaiEp7sTUcxmr/prkDbrUQ93PmZnZwNAJ0rLfYiYpgrsZVH7l9FfSnMv+/1N4F/nK//5suNl33P968/1CPloNIrTDjE2pfFphyk/k6mB08//JQWIiB6EngEjHBQlOkyJD70q+DuGKf/HqfXeTtAagK40Phqbv2MQY48sLy9HWTS17nzHGzyyVjSwdweWeXi0mr9j6DrdMh+u4fu8IwY1mcCSQh9jNyDfkHsEKnjO5uamWq1WGPL9fl/VajVAU0AuaXy8qgNK0+jGaea6/7u8+TYFN3ykACf0ij5AHrp8d73h+tMzMuFdtzl4FllenII6HA7jAIpyuazj4+MJuYz9V6/X40CJo6OjCb47Pj6OLMlarRZBAzK1yP5y2vDMcvgRoAhdBch/eXkZ7QYAYDjFiow7ZIE0zjgD1CBAd3p6GvOnJ4ivl8skLxPE1uceno3KNe64woeAO/7u6HWyerH9NzY2ItvJM23QwYA1rAsAEj7D2dlZOMo8Y3t7W61WK/rk0MurUChoYWEh+izOzs5GYMSBQ5eT0ALr4xlF0lg+8vM9WPPFcV3wR5La7XbQcafT0eHhYfisCwsLOj4+1t7ens7Pz/Xee+/ppz/9qWq1ms7PzyPDFPkBzbqv7MAbALBf4/4vdEVvUHrm7Ozs6LPPPtNPfvITzc7OqtVq6ejoKHqjkilCUgS80Gq14nQ5At23bt2aaITPPCiFlBSBjGq1qhs3bkTVCr4VfUSpduEIc0ola7VanDj861//Wr/4xS+Uy+V048aNaG/i8nRlZSUC/+vr6yqVStrf35/Q/Q6GIaOxTZABtCn54Q9/qL/+67+O0tNaraZmsxn4AgcBlUqlLwCkkibk+bTsyt/V+EpAjQsBFtDTiXHqQeVPTk6i4a0bFTTb6vV6kfqFQ4/xgkO+uLiodrs9oWQcEaPREyANRgyRfJBAzoMn7d9r6zFyUBBEPzwNEmWO8srlclpeXla1WtXs7Kw+/fRT7e3taWVlJdYrn8/HcZ2Xl5f627/9Wz158kSj0SgaKM/Pz2t9fV337t3T2dmZnj59Gqmk8/PzunXrlu7duxfK/OOPP9ZgMNDdu3fVarXUbrdVq9XCuZMUWUIYqKSsEnGksz6Kl9RxGKHb7QbDHx0dBREzJ7JpvAt4tVqNyC1riJHn9Z+cjuNrzz66E4KyRwCtrq6q3+9ra2tLZ2dnOjo60vb2dkSXoA/em9/dIXCH9E0eKYhy3ef+Wer8uRHpwIGj9A6yYUAQ2cMYxZBBUGKgcTSlN9520NMVlqSImEsKnvDoA8YnBhiKTho7VczFo6OewUXmWSp8Efz0hZLGpy2wFtwbpQj/8BwcQuQctfrwOGvBe7MHZAgwNxxR1owoJQoJQAhDcmVlJd4T2YizgfIFrPZT9ehvASDrwAL10fTUgpdw3uG3r8JLL4tQ+Dyuu+abboSm83f+4vNp/7/uHgznxWlAF5kxlUolykFx+gEXoSu+D11SxkqDXdKCPYqFfMawQpYDgHj2CfyF0+L877IL3na5g6yG9rPZbARkiJ6jb9zQJcuOUiX4AAAEB5aAAjYD32O+zI1n8eNya1pU1jPSADrJHJA0UTa2tLQUJZIuGzx62G63tbS0pLW1tYk+J0RI3fFEv3rQy7NbUj0w7e/XgTWvO77pfHndQIegU6B5503kO3sPvaYZu9A0NEWAifugM9AL0DpZ0vv7+5I0Ae4DlNTrdc3Pz8cpa/1+P0D509OrU0MpXSIQigOCrIZ/0SPOH05H6BZJUfKE/kBHsy7oGt4v7emCbmu323EyE0EGZIuk6OvmwUTkBjzC3vgR3GT2Qvf4EwRJGAC/DhzDs91uN/p4UG7lvAQIzLzgX35nbjdu3NDBwUHwa6vVUrVaDVvp/Pxc3W43spB5FuWavJPTpNth0+wypz2Xv9/1kepg/u8yXBqfPEhAlwwTbCwOmeFkoffee09ra2shI9Ar6FrXc8h774XjNh0gPvzm9MkeE6Scm5vT559/rrt370ZpMPfLZDJxSm6z2YyTj6TxYS3Hx8eROEBmtTRuAyAp+rRlMpmwhfG1sTPJEqzX6/H9tbW1sD9qtVokJzx58kS//vWv9fTpU2UyGd2/fz/aWXiShgdJATNdfjjG4AkZ0rjPJXvI3r/99tt68OCBfvOb3+jw8FA3b97UwsJC+LbIFT8cxX0C3g2a+brGVwJqXDjgPEH4OBmg1YAN0rgcgZInajOJxmez2QBoiACD1gO8QED0cOGEIOrMicS7oUnkgNIL5gNY4+9FlgfK2lMmeS8iAkTByBoYja5KlUg/3tvbkyTdu3dP0lUj3LW1Nb399tva2tqKlCzudXZ2po8++ki9Xi8U7ubmpubn5/Xw4UPdvXs3mBfE8eDgQOfn52GYAx5hGNDVezgchoKkIbKXW62srIRDh6CgzIgMAdLQqaFsNBo6ODiIXkT0wHEHnnUknc6jQKw5Sp9UdhQjDTC9ATPHIe7v7+vi4kIvXrxQv9+PFHKU3GAwiHvTtNEN62+DEnuVIT3NAJ92/cvAG4/MwouFQiFANUkTJwd5CnKxWNStW7dCSXiWF4LZAQtJwesAajg09JFKQRjmhaFEKYWXOfE+ODlE4SSFsvDoIc9www9jdDAYqNvtamZmJnjPsw6gV4xiAE7WE75Dznk2C2AN/0f5sGYOzqROIUAngCXfYV40Qka5VavViN7Ss8ajrRjs/X4/lDOgjvfm8fWd5rS+Dm1+20bKN/4v46u8f8q7KZAFLxEFa7fb4aThvOHwYeig727fvh26kH5rGK/wFnTsZRWk89OEkFIOnCBJ4Uh6KQm0iHHI+yA/PMMGvcOc/JhUN+ZwwlgXgEbpis/RtZ7OTNSSd4FmSYMnmIR+R+YBjtDLx7NZ4TEOAMAgdgeYZ08DqiVFBs/R0dFEfwtkLb1qyFhG5kJ73NsjuteBM/x+HWj6bR+smdMse8iaOTDjvUMcxHHwDiCBKDDZXb1eLzJWABDYe7IuAHegcZw5ekBQ2sN8cMDoz4cDNRgMohSQLBRsQg/E8E4+J5cV0BC2okewHcSA9o+PjyeyPXA0HdDxMiKCGmlGAY6sZ6nBL5wkyj3RjdgN6HWeDb97lhKyACcNPe4gB/Yv9wWoYX5k2QGKZTKZOEWu0+no+PhY29vbunHjhqQr3m+328pkMrp586akq35W6G/mwlpOewf2kTkxT9by+4ya6cMDJqkvkMlk4lRfdB1ZNOVyWblcTs+ePYsmtOvr6xO0AP1Ch9AogyxufGVpTGeXl5eRvYVOREex99JVxivlcr/+9a919+7dCAbCG/AK3y+VShOHrtALlFMOAV0dIIXfoTPA5EKhoLfffjsA1uFwGIfePHz4MOTUxsaG7t69q8PDQ/2f//N/9Ktf/UrNZlPFYlGPHj0KgAtwFd3t8sKzZ5ADHnyUFDY0fIsfQKknGMHv//7v6/Hjx9re3tYPfvADFYtFbW1tRV8f7AmnBw9YeyDIdcTvcnzlZsLSZGaNR8Lo13Lr1i3Nzs7q7//+78N5gCgrlYoKhYIODw8lKep2PQLnGSUQMlEyIoMAQsPhUJVKJRBGNplnsdG9Xk/dbjfABCJ1CG4n+HTDut2u+v1+1PUC0szMzIRBR6o5TuHFxVUTJoTAcHhVm0pKWz6fD4I5PDwMBVMsFnX//n1ls1m99dZb0ZAMo+zevXthKJKaBlrvRgUG7vHxcaS0HR4eKpvNqlwuq1QqBQNzf++ngWCpVqsRRZiZmdHh4aF2dnbUarWUzWa1srIycSKTZx0hfLLZbBiaHpWH8Ykc7u3t6dmzZ5qZmYmmXuVyOZjaUxM5yWQ0GgXgxX2lSaZLf97kcR1I49lfPqZF593B9nXiPu4I8vdKpaLbt2+HkCQ6lGaezM3N6e2339bDhw81Pz8fDpN/DtrP8zE8QNsxSjFEoW/PpnFwyJWcR84xOv10FQeXyPBxeULJoaQAPYlS0guJEk6ihcgs0kx5hkfhPauQFHiPTrLOlIbxTOZC5AMFS4kHZYoYv6xleqwxa0TWBXsKUOx7nclk1G63tbq6GoAr6+V0kTozr+KvLwMgTvvON31cN1eP9LzKiPa1TdfhuiwO6IWUaD9qmkDG5eWldnd3gw4JatTr9dB5gB8YSfwfvqGPmQdn6PMyGo3UbDZDh0OvGF+AKfCmy2tsBwxGDF3uwb8ANLlcLvQthhZlUehzeJDjdyXFfODD4XDcy8L7ikgKp8kzx9xoQ+6RbcE78xxJcTwquhGHCpnFZ8g1HGeAGsDa1dXVODLWG+tzColHFZEf0Mjr0qvz48t47k3lzeuG26/TgBtJE5kKvocu//iXPSMrmGxITpKRNHFCai6Xi0gvwUgcLWy0Xq+nZ8+eaXd3N4JvACTe+6TRaGh5eXkiWOagDO/q9E9WNSe4wEM4QjMz435m0Kivj2eVYNM5r8CjZBcAHKHbHBjxHy81dDlEOQo2pffs8X5rDmCme4U94VmABGJcVvPOfEabAILEALhk17daLa2trUUwkUbJ2WxWlUolymf+9E//VHt7e/qLv/gLSYoycmSQO6CeNeGONMBV6ki+jo75Lg13wj0jyYOK+Xxed+/e1eLiol68eBF8QS+XRqOhTCajSqUSFRSSAtAkAQG7FpuTvYCm0SfS+Ehv/F/mCDjY6/XitLT5+fk4yvrzzz/XaDTSvXv3JgAPMugymfEBPehxTvBcX18P+w+7FvvcS2gdbCa4SlbdYDDQ0dGRdnd3dffu3egjScbf3/zN3+h//a//pe3tbUlXbUtu3LgRYDTvfX5+HgEh/EL0n59QhXzydhgeEPOgj/fQOj8/1/vvv6+/+7u/09/+7d/qxYsX2tzc1OzsbPjy2E1gBO4PSZqgk69r/FYZNW6Uu2AYja7qqF+8eKFcLqfd3d1o+Acxeb08ThXGJgYaApf7kxIFEblDQNbM2dlZHCMGYggxlstlLS4uRj8VP50FMAiidOOJVE6i5dzP+0IANABQAOZcXFw1e3v+/Ll6vZ6Wl5c1MzOj1dVVra2taXt7Owy8ra2tEPK1Wk2Li4taWVnR2tpaGGdHR0fa398PdJf1IavFlVcmkwmHbn5+fqJ8yWtvW63WRG0tjZxQQGTRUNfX7/cjO4noDs6w72Umk4nTsqYZCdKkwUdksVqt6smTJ+E4kMaK4EKJ0XMHgUlUicgv33En15mPv73JYxr4Mk2g8L5+jTt96ffS6A2GwOzsbACNZIaQwg39ZLNXTa8fPXoUGRjwC0IPfgHc8BTjTOaqrxPletCQp3m6oezvxt/dYSL9GUEOGIkCQJExP3rusCZk6fT7/fiedGVoA4KidLrdbtQLw6+sHRlEZCEUCoXoAQMNe+SM9/GMI2mSjtkT1pT1GI0mTw6B76QrpUbU7+TkRCsrKwEuw5cYyF7+2G63Y58dzJ42Ur5KwQVozhXgywCJdHzTnUN/t9dR8te9e6pf3eD0PZUUjvvc3JwajYbW19c1GAwmjhalR4T3Pbq8vNTh4aHK5bKKxWIYnXzm0XEGIC38hn4nqsycPSIMf/FODtpg1LoRhtyQxun//t5E5TGMvcQEnezNUj0CinPn/WV4R35n7jyLH3gkfb5n9qXgs9MA65HJXEXfaZ6ITEUWeaYfZWm7u7s6PDyMgBWRUQxMSrncNuCZ/q/T1sto8mUgzjT+/KbzZTqcr3gv9pHPAcT5m0d1uUaaBGK5DvoiqwynDCARHgEo7/f78V1JkZUFH9Aonn5vAJhExbGXvLG/Oxo+V2gbWYBz49mv0CPgrdvr2M2eyeZBE6cFeNzLFgkiIGOYr+9LCviwxu7s5vP5CdBEGmcpUWro5VUO6KLfmT82skfRXX9zLWWNXkKF7zEcDrW+vq7Hjx9HCRRZRjj1Jycn+uijjyKbhvuz9+yN2zPTaJX1dODMQZ3v2nhV4CflW/cvJYW9iSylUTQn52KbUoKLLkp7p0DvgIHeF9HpyrNCyIDDT5IUOgudVCwWdefOHb148UJ7e3sajUZaXV2N53vgI5PJqNVqRXkeYAkHX5DYgH3LPPB9JYWsIjiSz+e1ubmps7MzPXnyJNaR93z69Kk+/PBD7e7uKpO5aga8srIS4BB6je8AVGMvIy9ZO/YU35BgDskY8IdnOqKXKX+mHPGXv/yldnZ2dPPmTRUKhciwJWMW31n6or3huvLr0HG/1alPLjAQqhAgxgK1bQAjMzMz0fS30+mo3W6H8CMKQU0gTYRxKtxwdNTeMzUASnCAMIQwykA8WXwaZUoKVN7LIughk0bZisViHJ2Gcjs8PNTh4WEwDEbb+fl5nBQFsDAaXZVJ/fznP1e1WtW9e/dUrVb19ttv6969ezo8PIzULQCSdrsdhho9JQClOD7OU8lIwwMtpnyM05QwjmEYhAKp8t7Vm3p5nk2nfU5+Yv9hGhQlShJGYw/8usvLy0g795RjFBEnZWHMICRHo9HEXnoqLvvk5R9EWb4tI3V+X2V4p4LG+de/Ny1tlmuPjo50cHAQfES/BI9Ezs7OamVlJZqIQYcoOubg0WqMI8oX6UeBAecZUtAShiP385If/o5R6xktJycn8Q4bGxsTTcPPz8/Vbrcn+rmMRqMoR6TcET7zd3dwhvJHDCn6xniDXi/zoqTCZQz74hFJyrLIyAHkgQdRbjy/XC6HEnWFl81mJxoKr6ysqNvtTkT6WT9A4JmZGRUKBXW73QnDmXd33nK6ehUAM42Or7v2TRrTePFV7+NAzHX38PvzOfSLDqDHknSVMYVcpEcEvIqT1e12Q+a78ep7AC2z95JCDvT7fR0cHEQ5DvyHEQadeWkQ70A0zB0f5gW9wtPQ7fLycpTZUpbEKRPQpDdP5BCDi4uL0F+Uafh681xpnOWTAs2eASeNm4u7PEsdKbKBj46OwiZJy0U8ksjaYHwSEa3Vaup0OhEMwl5x58AdP+b2uqBnCs68DGy8jjbfJLAGek5p3nuYefp76tgh9/w+OGTz8/ORFbW3txf7guNFBgj2LsE1wE70FbpRGh/vzQlBOIBOt17yh+OCDYvd5dkY8COOioNVnrmCzcW6YXfhVDEPPmdO8FA2O3kEMqAxdh/rCM07zbmDzdq5PUnAER+DwKTrfQffHEz1d4bnWXffB6L6o9EoMgooFfNeV5THlEolNZvNAJHo4cF8sedPT08jA4p1YL080MgauDPvWUd+zZvEg/8vRmo7XCf/3FedmZlRr9fT4eFh0C4VEwS4l5eXox2FpLCluBd9M6E7+khRXeHzgH8pn3OZ4mCiZ1hdXFyoWq1qYWFBz549U6fT0Wg0ipPLmA9zog9prVaLCpdWqzWhN+BLZBfyBv8ZecL8FhYW9KMf/UgPHz7URx99pOfPn+vjjz/W/v5++LkrKyu6efOmarXaRA9H7FDWnTUjewme9GxVeNOzxzKZcVY81THwLe/UbDbDP97Y2FCtVgtfslar6cWLF5G960CQywffD+bxdYzfqvRJmkQlKVUh/ZYX4+QD6jgR1jjfLC5GzfLysm7cuBGGltd3u0AcjUZxOoU3Lzs6Oop+LRhpPAeUFCIoFAoBVszPz2tlZUUnJyfa2dkJQwkFhID0a/P5vHq9nl68eKEPPvhAR0dHWltb061bt6KBGKBUerTm9va2Pv30U21ubuqf/JN/on/xL/6FDg8Po2/E8fGxXrx4of39/UjRWlpa0qNHj2JNIEavvUeprKyshBMMigqyz96hMAFwQEAdocXYHg6H4YRSnsVJIZ4KTuTB64WhD49MSuOGpBi/OPY4w/zs7+/r5s2bE8qKeVHb6ag1NOnZB85k/vc3caSK51WR0Zf9ft31aTSV/iiU8tVqtXB6oDtAmVKpFEfgSZqIOEgKoCGt83UHH8Hp+8n84E0EON/xFG+UAEa3pHD0Hj16FCUclAXB4/CERz+QUZyMhrHWaDSihwYOb7PZjOblgCesEbwGzTJ4R9+bNLsP5e3GJO8PsLW/v6/Dw8PgIU8HTQFUr6Gu1+t6/PjxFyIKOJe1Wi0UO0c8O3jtAMPLIg+v+jylT/b1TePVLzPfac6x88p193WAYGlpKYB1Gq+jR8jGOD8/18HBwYQ+o3wIYKVcLk8AMm64+FwdPMzn8zo4ONDjx48jaoej4zxJIMZ5kaxWN2SZG3SOLcFnZOQWCoUw2Cg7KJVKoVMkReanR8VIc3ZnDecok8nEqWgewSOgQwTQMwjYi1wuJ2l82lUmk5nofzE/P6+Dg4OwOwgw0aMPG4i1BdyilPLu3buq1Wra2dmZaCJLw0cismRGUMqdAqYvc1qmAatOk9+24QY+MhJbx/uESJO9oHz4+rqjDZ9QVo796c4J0fjl5eVwzL1XWFqSB80RVPB5oUMdMBiNRmEfcww8+hLHh5OIcJS439zcnCqVSmRsod8pF+I+/I5Oc1CT9YDv0Gc4xgDM8CDP9awCadwjDvp2kJneVTR85Vnsozt/XobGfLBPAVDQ7QDGzN8z9CXFWksKvwebgn2nnKnRaOjmzZsxVzIp0MGsr9Mk7+3+FXTA/nl2l9ttb5q+/H8xUnuRv7ksc0BRGge4SCygxLDZbOry8jIybABD2AN/Dr7tYDCIU8rgY/jFQXiXGcwNniCAgU7goJ7FxUXdv38/KkKkca9I7EzpSlaVy2XdvHlTf/AHf6Ber6ef//znUUFBCTFZ3m5TAEYR9Mlmr0r36EVHaRXvznOwKQiiA0hT5g8wDJ/gK1JaiR/HyXCUYLn/SGAfW5p5S4oWH5eXl2o2mzo9PVWpVNLdu3f1V3/1V2o2m1pdXZ0AjvyEYA9suJ/4dfLUPwhQ4wqeKDpKAIFJnwSElaPApPxKk4LJhTzN2HBYME4wCD2FGUMMpJQUVBQKGwFDZrNXR+0BPLRarXC86IciKcp8AFza7XZkBM3NzWljY0Nra2t6991349x7uoQDYtDbhRTtmzdvRr3r1taWPv30U3W7XTUajYh8SpoQJH5qjXSVcXTnzp0wBA8ODuKdM5mrLIhWqzUBeFWr1eijk8vlVK1Wg1kqlUowO4yEMc06uONOwyqEEmtMSh0KiGwnSWEIu1Ag28AzcPgMZJpTu6At9p+9xNDxVNvU4XVh/V1SaNcZ2qkRn64J6+jgK/uHwHQZAJgBvZA54mi/Z5DgxOD0cG9ARowr+Jd5ci/oDCXgSpG/pwLYjxNFeQKEwDM0Y11fX1e1WlW73Y6MQJRGrVaLHhT7+/va2dlRr9cLpUS22MHBQSgMDEYcV+jS3wuj3A30NG3W92o4vOpXNRwOVSqVoly