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street_quality.ipynb
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street_quality.ipynb
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Istruzioni per importare le librerie python. Definizione di una funzione per mostrare le immagini durante l'analisi. Lettura dell'immagine da file .jpg"
]
},
{
"cell_type": "code",
"execution_count": 145,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x121fb9a58>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import numpy as np\n",
"import scipy.ndimage as nd\n",
"import imageio\n",
"import cv2\n",
"from matplotlib import pyplot as plt\n",
"%matplotlib inline\n",
"\n",
"def mostra_immagine(img, titolo):\n",
" plt.imshow(img)\n",
" plt.title(titolo)\n",
" plt.show()\n",
"\n",
"img = imageio.imread(\"/Users/TeoPro/Desktop/strade/strada4.jpg\")\n",
"mostra_immagine(img, \"foto\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"E' necessario ritagliare l'immagine in modo che resti solo una parte dell'asfalto interessante per l'analisi. Per fare questo in questo caso si taglia metà dell'immagine (quella sottostante) rimuovendo la parte alta ed i lati della strada, viene anche rimosso un 10% della parte inferiore dell'immagine. Variando sui parametri si può fare tagli in modo diverso sulla base della modalità delle acquisizioni fatte."
]
},
{
"cell_type": "code",
"execution_count": 146,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1080ebfd0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"nrow, ncol = img.shape[:2]\n",
"img = img[nrow//2:(nrow-nrow//10),:,:]\n",
"mostra_immagine(img, \"foto\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"E' necessario l'applicazione di un sistema di filtraggio per la riduzinone del rumore dell'immagine."
]
},
{
"cell_type": "code",
"execution_count": 147,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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dLotvvvnm9yXg/8Kbb75p/uqv/uoO8PucVhD+a8uyvvyfe84Xv/jFN1977TX8TiehSJRSpUwkEsMf9DHoDbh0+SLdjsbQPB0eOmUH1WqVyclpbn3wAaIIgiBQrdSoVqt84uOfoFgqoau90yG208ne4f7p0G0I2ewR5nCITRB5ur3FeHIMt8fNkyebtNUOvkCAo4MjBMHCNHRKlTIel5fxsTStdguvx8fQGDI7O4PNZqfX7VKuFHG5Pei6juJwMDR0QuEouqHxwosv82RrC01TmZ2axu31cHJ0jM/nZXJyArfbR71YRvG46HR7lCp1hrrOw/v3ebbzjKXlZYIuJ3vHB0ymxlk+v8KnP/NzCAjs7+7SaDdJJdNYAng8XmZnZnB7/JTLZTY3Nwg4HViiiCxZPHmyTSQSRHY4efJkg4mJKSamp6iWK4yNj6PrfQSbjWKpyNz8ItPT00iyxczsIp1WG70/wBgO2d3bx+NwUqkVECyJ/lAnGAhQrzcp5k949HCdQqkCpoDe65EYH8fv9VEslbh//wGrq2dxORRazTaxaBRjCG+99Q12nu1TLJdIphLIspPDgxOODo64+eqrmKaA2+XGGAwZmAM8Hi+RSIxOu016Mk6t0cbldHKSzVHIFTmztEQyFWN6eo6FpRlsgo1HjzeIxZJY5pBOp4XTeTqMPzjcp1Groel9HC43mcwR7UaLcq3GufMXuHnzJrqhk8vnCAQDWBZcv3qV+Zl5jjKHaJpBNBbH63VQrTbZ2d0FUyAYDBIIBxDtdnS9h672adZbBEMB3F4fgmmxsbmBbhhcv3qBiYkpoqEAutHH5fLQ6w0QDJPBQMfpcdHvDRgfT2MOTVqtNlPTM6idDhsbj7EwqdVrBIIhxuMJ4qkUXq+XZrOFy+3l/VvvkcvliESiVGsVvF4fB/uHFIp5er0enXaLbq/D4uIKA2NAqZQnlUpzkj9BkhQazQr37zzC43VjCSKrZ1co5QpUag1a9RqLi0tomsbB4SG9nko4HKDb6ZJOpzk8PiIYCIJo0la7KIqb5eUzrK6e42B/D9MYgs1Go9FEstvx+104ZAfdbhufz4OuGySTKXr9DqZlo9vWeOu732bl7Fna7Q6SJOHz+fD7/UQiIUSbnWQqRTAYxu12UioUMUyLSq3GzOwEXp+fnqYzMzNHPByh2WzQancI+HzMzs7SbLUoFEuYpsne3lPOnDnDCzdeol5vsLP9lGAoxMT4OA5FIZPNkc1keLa9xcuvvIqi2LFMaLdb9DWNeCJ5GvAWDE2Tnd1ndDoN3G4/w4FGq9PFMk08Xh+yLBMOBzl//gKlUoFUKkG5XKXd7tLutjlzZoWtrSdYQ4tgKMjbb7+Tf/PNN3/3r8vlH4nK2EgkbP36r/86Dx88IBKN0mg0yefzXL58mUajTDKaZHt7h/MXz5Er5Ll2+TpHmQzFfJ6FhTnq9SaarmMM+pQLRQwE5mdm2N7bIj0+xWBg4A8EyWaPUBQ7gini9/p4uLGJz+9BFGwYAwNtYOBwOJhIp9H6bdwuP+1mk1qjRr3R4vLFS9hliYmJSR4+uAemhSLLmIKNo4M9llaWKZWqnDt3jnwmw87+LjMzM6itNpqm4fa42Np+xn/1y/+Ah5uPcCgu9IFGp9Wl1+/z+MED9OGQUrlMuVjk0toqPrcHxesB0cZUPEkPC6fTyeaTLc6dW6NcLuP3e8jlcjgcLlqNBsFQmFAoTDaXQ5JE6vU6CwuzmKYNr9tJaixNu9Nif/+QcrlIKplC7fU5PNzBMAQGA5VUchxJsnP16g0QBN579x3W1la4d/8O5tBGOBIDa0gsHuPO+7fxh71cWLtAs6NyuLeD5HCg6yqiIBOOhnjlldf59je/ieKS2N8/ptttszAzx9T8DN/5zttgDpmanEB2yrgcHg6PT7DZRBqNOgvzc5SKeTy+EE5Fod1t4fV6+MhLN1mYm+N//+f/nGo+xws3r3Gwn8EcCqdf7jtbuDweVlbmsSwnPreb995/l5npGe7df4A/4CQVSzMYmhimht4fUiweIwoywUiCfDbL1evXKZVK1EpFAhEfLsXLB3feYTAQefnlFwCJZ88eceXKeQKeOB2th2y3UyyVyGSOcbo89Ps9vC4fsvN0nmEileLe+mPi8RCJeBy/P8LW002uXrmKy+3m5Y+8zJf+4A/42p9+jXgihN0uoesafk+AGy+8hKr18ftdFAsV6o0ahmGSz2Vwe9zINjsLZ5ZAMMmfFLCJAq++/nH+1b/6l7TbHWRZxulU6Ha7LC6eodfpsHDmDI16lcHAwNQHZPIZ4skkqtrH5VJw2iVC8SSS3cbxyTGq2qOvdrlx9QZv3XqL8XQaTdOxLBsBnw+P20Gr26FSLtHTDHw+P/V6Db/PTaFQ4earr1IuFak3mlSrZRbnF8jmC2xvb/MLv/BZvv71b7G0tMTO1hayQ8bv9lBvtQhHI7x44wb5XJ5yrYbNBvHEGE8erTM+NU67rdFslrl582P8P1/7GsFQiOzJCQNDxy7ZGBubQlVVpqenOD465MqlKxQrFfq9NicnOSTFjjGweP+994gmErz++mvYbHZ2dnYYH08xNpbmYH+feq3GN//8W/zMJ36GarWCaQxZPX+efD5Po9Hg0qULbDx6jKppXDx/HsuCUChEt9fj5OQEn8/HnTu3uXLlCiCQSkUZ9AzKtQqxeJJqtUq9XmcsdXr5DSz2Dw6oVMosnznD0fEJiUSSbDbLb/3Wb/1wevT/f3zhC1940+2Q+fmf/xyLS/Ooqkar1SIUcpNKptjbP8Tl9dJo1HC63OQKBSRJYn5hEbtop16t0mzXcLk8dHoaLqcDURSIJ+IUihVsgoWuG9ix0Wy3qVRq9Pp9krEodsmO2+Xh+osv4PO4CAR8qGoPSbQTTyToql0GfR0EGwPj9Drqn/7br+LxuqhWq5SqJfKFHNZwgCgpyLKdzUePaXaqtJodQqEQxXIFbCJD08JmEynk8zze2GT/4ABJstPptjEMDV/Ah671MTpdUqkUjVqV8XicuTNLeFwequ0GXo+XerNOLBYim8mztnYWUbBTrdU5f34NTdO5+cpLTM/O8PjRQ3q9LoriQFEc9LoqxycHhMIx7t97wBtvvHE6waSq2GwiXpcH0xggiHbmpqcZaDqGaVDMZVlYWqTT6WET7Hg8LraebmIN4fgkQywR5mOvv0E2W6BQOEFxeVFkmXR6ina3QSwcw+N14PcF2d7dw9A01s5fYPvZE3r9AZOTaULhGP6Ai3PnLvPud9+ir6tcOHcRhyTSaHaQZDsv3HiRUrnI3Nw8fl+Ar371q7z97lucHJ/gC4WoVlsMDBNJFmk1q7icHubnFzm7eo52u4tpmmhdleWlRWYXFlCQSIyNUa3XsUyBUMDPyvI5BLuNgdbHHwzicXsolUoYQ4NB30RyKLzyymucP3ceWRnicilcu/YRLFOg3Wqzvb1Ntd7AHBgYQwuHLBEJx/F6XITCUVyKg3KlQjKZwOv14PUFcLqcPHu2w9Aw0QcD/v23v8O///NvsbZ6luvXX0Dr6bzy0isUykVu37nPzs42jx9v4vV4sNls9NUuK2urlEtVvD4vxkCn3VU5f/Eybo9MLpej2ajjcoucX12lVCwyMztDPp9HEIbkCyWi0SChUASP24XH52V/Z5+rl8+RSqYwgWzukFa7w8rKWXZ3djGHJoeZLPFElFa9RbvTZWFunmwmQ7lWodfrUa1UqVSq7Ozskj86ZnJmikq1zAcf3GZifIzjkwPW1i6i9XWazQb5fJ733nsfhyJz54MPuHL9BpLdjjcYIJPNEQ6FcHl93HvwgFgsimkJ/Lt/9/8SiyeJRhMEfD68viCq2uTBw/ucP3+RXD6H1j+d9A6FvEiSg42NTS5dvkAuXzxdYNBpoxsGx8dZZEWh3e0yPj6GzSai6yrlUoWzS2dotVtksycIop2JiUm8Xgc+f5BQOIQxHDI1NYWiKJycHLMwv4CAQLXeoNVu43AqCIKNerWC1+shGAzjcrmJR6M8296h0WrT03roep+Az8/u3h6NZpN4PEYun8XhcKFpfTStz4ULF3A6FGampvijP/7j76lH/yMR9L/z27/z5pnlJTqdHrlcgUqlgtvtYnt7H7/bS7XRwBoOyRXy1Gp1Al4vPa1PLnNIJptDHxj4fEHAoqt28Hl9VGo11h+us3rmDBevXMM0BuhDE5tgIz0xQbVWxelWUNUB/qCPVCpJt6uRLxQw9AGCZdFo1QiFohwc7BIMBPnEx17HNKFcKODzB+moPXxeH0NzwOXL1yiVM1QqTcYnxlFVDYfTgcfj4+T4GF3vE4nGsNttaH0Nn89PMhXHLghUKlU67S4WIvVqlXa7Q7+n0h8amA4YagaGzcZ4MgUIeLw+gkE/G5uPWFu7yM7uLsGgh4HWx2aHhw83uX//Ph/5yE1arS6qqqJICmtnz2JiI3NyhDEcsrQ4z52794hEo1y7do29gwOGA4Pp2RnK1TIHR8cYwx4etxvDhNt3PkTtaczOzeNzewmGgsiyTDIRY+PxU2KJCNFAhFqpTLunIkkS0UCAay++zDe+/mdsbT3F53chShL373/A5as3WFta4eGjh8iKg1ajQ0/TabSKXLv2Im6vwuPNLRxOF7FoHMswGJ+Y4ODgkEz2AMXhJBZLEouEOT55SqvVoVqto/dP5wGSyTjRaII//v0vcZzdZ3f7GZre4+DgmDv37oJgw8Rg++lTQh4vfdOk26wjmAK9wYDNxxtYDClmMshOB8FQCMPQeO/tt9g72KfT0Tm3tkYukyebP2ZoCMwvLKD1u2RPcsR8Pqbm57FQyeVLuFxOsrkCxUKObCbHx9/4BPlcHptNpFKt4nI5sNtMwpE4mf1dopEIbo8PxWHn/XdvkUqlCPr8iAKEowEuX7rK440NnC4nxhCOjg+4dPkC8UQayzD50h9+ifX1J8zPT2FhEItNMj6RJB5JcnhwxIULl5iYmKBayxEMxrADpVqeYDCEy+2hWKxQq9dQZCerK6vkMhnqjTJTE7OkJ8d59mwDh+Tk5VdfIxwO0e506KpdLMM8PWeGJucvXMLrdeL3+fnlv//3aFTq1OoN7t6/x2c+/Snsoh211cLhkpmbmT+9vj41ycLSDN/97lt897tvcf3KNUJhH7t7h/j9XizLpF6vo3U7+H1+ao0KzUaTYrGArDgYDIZUKmU8HidjY2M0mw1+5uM/w7PtHcKBIEPT5GDvgH6vx3Cgo+kDsscnuF0uXnrxRXz+08ue5XKBpcUlsrkCe4cHiOIAQRBptzsUTjKkJ6exmdbpZbmBhjk0abZaRCNh+voAva/x6c/8HK1WE9Mc4nF7CAaCFEplJLsdazjk9t279HoaTqeT2ekZFhcW2dvfwzCGTE9PY5kG4XCMk5MTDMPgcG+HbqPJ3Qd3mJld4Ctf+cqPT9D/2v/ya2/OTkzhUBQcDoVKuUwkGuPk8JDk+DiSLDM2niKfy2INBsRSCVLJFKFQBL/Hw/jYGPl8BguBcChANneC0TewiXaC4TD1Rg1ZkQkGAlgMUGQnmcwJHrebZDKO2tXo91Wi0SQPH95B6+l0NZVIOMaDu/eot1r8l5/9NKVKGV0fMDCHRIJ+vD4XpjHEMEzqjRYrK8tMTc6ws/2Miclptp6sE40mUBSJRDJFOjXG+oMHWCZE4xGi0QTf/OY3kRWJZq1OOZtF1TRkAQZDnam5edITs4QjIQbG8LT31u+jOJy4nG4Gg8HpJHI6zc72Mw6PjgkFw/zsxz/B0DQoF4v83Kd+DrXX4+nWFj6vB8lxulytUi6xtbnF/OIC77//Prlcnl5PxR/0cOHsebK5HF21STIxSSwW57VXbvJw/SEOxcHi0gKZzAmy4mTlzJnTJXbVOnpPpdMfIEqwML/Awe4uhXKVhYVZXG4voiRwdJRjaXGJM4srRONxWl0Vn9eP1+ul3Wnj8XgYS45jmhYvXnuBk2yGufkJpqZm+fD2BzhdCtlsBlG0Uak0GPQ7dNU+8/NzKLIbh2wjnoxx6eIlFNnJceaQaDxJeiKN2+1nbmqaSCKGorgol/M4JQXJodDqdnA57UxMTtNutlH7TRYXz2CzgS8QIhWLYrcr1KsNpmZmcDoVlpYWkRUo/QWhAAAgAElEQVQPomByeJhlYGjMz8/RaqmYWKQmJ7EBzXYftdthfDyF0+nG5XISCLrZWH/McSbL7u4uc3NzxKMRlpZXaTSbzC2eQTeGpBJxqvUGlUqJSCSG2+NG1TS83gBzc/OEwmHsdhHJLpFKJjg+zHLv7gdUK2UuX72EzQbr9zeIxpIcHu5TqVS58cJLjKUTbD55hs9po1ztkM/msDvslHJlLl+5zsnxMXOzs4yPTxDw+Xj67BlgQ7CJGP0+ol3GHwjj9nrQ9QGdVodKtYrNZnFmZZmd3QMioQA3b97k+vXriKLEv/nyl4nE4liWSafTJRpLsv7gIdliAUly4PP78Xm9tFttbKKM23V6nh8eHaG2ukTicdqNJp/59Gd44eoVsEtsbT1hZnoOtacSiUY5Ojri2tXLbD/bpd8/nWe4dPkam0+ecO7sMoZlMpZMki8W8frc+Dw+ovEYDpdCpVLD6XLSajXptjvYJYWpqSlSqSQ7O3vU6y2mpmaZmZlk6+kzziyvUK5WmUmPUazUqFaLdDoq9ufLU212kYfrj2i3TzsgrXqD9Y0NVPV0Xx9vbhCLRnF7XHz2s3+bW+/fwjQtTo6PaNQrDIcGaq9PtVxmoA+IRiKcv3SJaq2M1x8iHo/xJ3/yJz8+Qf+FL3zhzc989m9zkj3i5DjLs50nFPJFxsZSVCpVDENnMFCx2SQcTifdbpvHG5tksjncbje5Yp5KpY4kn67pTUYThONRfF4vbq8LUbR45523sSzoqipqp4ssy6cjAZeHSq3G/TsPmJ2f5+Qkx7kLF+hpfUTRwu/387HXXuXenfvcffiInZ1nuN0e/P4Ag4HJ4dEhVy9foa9rXDh/CV3XKBfLtNptxsbT+Hx+7t69y/mVsyTGEvj8Xq5du8bh4T63P7zD2dVVfH4Pz55uITucqN0unoCH5dXzTExP4XCI1KotLAyuXrtAXzdJxGOY+gC/z8/Q0Emmxuj1+jicEgeH+3SabRrtNvpgwNHxCVPpCYqFAoZh0Gq1kESZ2fl51G6HfDbPeDqNqjbI5wtMpKc5zh4wNEx2dvY5PjhAVVW+8tWvsDAzx7mLlxj0O1RrNQIBH3v7z4hGI+wd7HOSzZJMJtBUlUqtwqONp0xMRkhFx9g92KfT7hLweLFLIg6nC4/Lw61b7yJYJk+ePiORiCPLIt/+zneIhCLsH+9Tr59egz4+PMIu2BAlO4riIhYIUa9XcXk9dLpNFNlLNndCKpVmoPcpV2sMjCFH+3uEI1GarQbtVodmu8lHXnoZtdehUi2TGJvE63ES8AU4PskxMz1JamIcy7LTVZv4PQHCwSCCJDKZTuP0eCkUikTDUVxuL3OTaeqNJptPHuLxBBgaBoXCEclYHLskIQgi/b6G1uui6yaxUAC3z8PO013e+MTPksseItpFyuUKvX4Lt8dPrVKgXCrh9njQBxqtegvd6DOWTNJstpibm6fRbLK3/5RuR2VxaRmPx82Dh7eJBsIsLS0zuzhPIV+k2Wgg2uxMpcdwefzP6xk0TPO0V3z/4WP0nsb8/AKDvs6Q4Wnvcm6BrSdPODg6Op1fcnuYmUhzksszMTlFpVJiMDDweNysP3xIX9f5t1/+Cq12m43Hm7z6yisEAiG+/OUv82B9nXqjSb/fJhQKkoolWV1bpd3ucHh0xP7BHo1GGYdDRrBJlMp5Wo0W8WiMj77xBj6/E8kuI4giut5jYnyMrm6wvn6HoWkxMTlNPBpmZ2eXlz7yAjs7B8zNzTKeHqdcKmEBIa+X/tBic3ODVCrF2NgYbtnB0GZyuH9AuVBieWWZcqWCYRg4XS5UVcUamvgDPlZWVllaXMIcDHi0sYloF2g0yhSLeXTDottu8vU/+wY/+7Mfw2aXURwKrVaHGzeucnJ8wuP1dabn5hgfHwegWCxiF+20Ox0cDieiKNLtqogAokl6YoZmrYFdllldOUt/0KdUrnD79h0+/omf5ejoiPfff5+nT5/++AT9b/zGP3nzk5/8JIrioFgqMTM1QyDgZ256lmqlTCyRJHNwjN8XYO3CGqIgEQ6FSI2l6DSbeN1e7IqMw+Fkdnae7779NuViibGJNO1aA003SSZPZ8gHhokkiaejAb+fTq+HZQ5QHDLVap2/+4ufp1qrofVUelqfqalJAqEovV6PQrHA9MwMoWAIp8NBu91mdXWNdrdDrVrDJljsHx4RiUbw+rwkEimq1RIO2cH+/h4mNu58eJuephEKhqnVa8zOzlAsVuh2VVam0ly6cYNAKEKhVEKWJJxOB81GC2MwJJvNkcvm8Pl9HB0dY1gmdptIoZTD5bJz9fINhqaNYDiEYBPxOBy4XC62trfpaRqL8wtIkp3h0ERxKNglkenZeVaXl2k020g26A90JMnJS9evU6lU+OhHXycajbD55Al3H9zn+rVLPHr0GLtkZ397F8Fmo1SqYgxMWu02mjagq3Yp5Uu43Q62nj7F4/JxcHQIponD5cYyLY4Oj6jU68iyhGlZOB1OFIcNrzfIubNrSA6ByfEZnj3bPi3mEUXKlQpnziwQCkVZXlzk8eYGV6/e4Nn2NgO1TTwVwy7YURwuWu06F85fpFyt0253WDmzwjvvfJex5Bjbu1vkcyUURWJubgqvJ8D647tMjSWQHB4ckp3+wGDQ1xgaQ7r9Fu22ytajDQ5Pjsge7+H2+HA6ZD64fZvVtVX6PY1wNIIiKwSDMWSni0I2S61aRTeGLC4sorU7GEMTfzBIoVggn8ty5fJ1bly7QbvTQREVur0OrXaLlbPnqVQK2AQ7h4cHnD1zFn/QS61WI5YIUy6WOdw7oF6vY5kG/X6fYX/Is4MDLEFAUWS+/JWvEo5EyOez9AcmNpvAQNPI5ouYpkG1WKKntpHsMsViifTkBKVyDUGwePZsh7GxBPVGAb8vhF2W6RtDBgOdQj6PIEI0GuPp1lP8Pi/DocVEepx4PMrcwiJOp4P9w31y+RzPnj3DMi2M/oAr126wf3BIJBBAdkjE4zGmpqbxeDz4/UFarQ5YQ8ZSKfzBEJINDNPGlavnWJhZ4Pf/4A8RBdhYf8RAH2IisL29weHRCYriZH5+EYYGrU6Hx4/WOclkkZ8XwXm9PpZXzvLerVsAnGQzDLTTwsZOr8P+wRErK2cwzSFTUxOoapszy2fRNY1CsUhqbIyhZVKvV1lcXGJpaRmv10EsmiQaT7C2tobb7UPraayvP6JUKlGp1NjZ3cLpdGNaFqraft5R9KFp6mnNwdoyk+lJ9vZ3mZ5JMxyKlHNZpufmCLjdrG9uojgkQsEgMzOzZI+PuHz1EuPpNF/72td+fIL+N3/zf33z7Nmz9Hoqy8srrJxdRlU1sNlIjY1zdLCN7HQwMTnN0Byg6waVahW100KUJTwe7/NqOIVOp43X4yUUiVCtVrCZFmq/T9Dvxe31oetdOt3TwqbhcIjP46Zaq5BIjKOqXebm5snns+zv7+NwOFhbW2Vl5Sx7+3tUa3WMgU6v16Pb7eJyOdH6Gm7FyQsvfYR6o8n6+iPq9TqDfp8r58+z8eQpN158kamJSR5vPEbr9QhFvASCp180t955h067jdPtRh0MsYZDXD4fa2vLuN0ems0OWl8lmUohSzKyolBvNGi1WgQ9PqZmZ+nrBoPBgKUzZ3nvvXcBWF9/wPhEGkkU8Pq8OBWJRruKZYkoDoUnT7Z4+YWXCISCWJaB2uthaDqxZAowKVeLyLLCd99+m26nxXgqjWlZ9Nptrlx7gQ8/vMX07AKWZRGJJnC7JObm5nC5nYRCAaYnp5mZmeP8yjma3TbZTIa+qhGKhPEFXPi9Ad5657ssLCwQCIRwu13Y7RKRcBRBHKBpFo8ePealF18iXyiSiEYREBAlBbXbpVot8+rrr/P48ToCFqFImMHAwDJNwtEwhtFnb++QZqtGq1GnUCpw8dwa+tAk4A9SLpfRehoffPAhMzPzp5eNvGGKpQJr58+jaxrReIp8oYBdsDM9PYGBicfpZGlxmamZWWziEMmmMDU1g00QUSSFnb0dWp0KoWCEVrtNMBhmbXUFp8vB9u5TQuEwgmig9rpcvXyNbCFHwO/n4PAQj99LMp7E6XCjqk1ajTa9vk4o5Cfo9uD0BShXylSKZV64fJWrL32EoamTiiao1GuYloWAycTEBN1uF0WSmV9YIBQMEo5EGBtLUa03EDDxub0IdhmbIJ5WhcsgI5KemqJRrbN67hz/1+/9HolYjD/9068RicYp57JsbG5glxWymSxOl5szy8to/Q4LMzNUKmUmJ6Z5+913UXsaWq+PNTQZGAarZ1eJRGM8vHsX2enkIzdfYW/3GXfvrTM9PUUwEAYBjo9PGB9PEI4E6Xc13v/gfaLRCLdv38MSbJRLJa698CKZXI6pmRkuX77A+r3HyA7X84nVDt1e97QwqlpjbDxNKBSi2aqRzWaR7CKhcISdrSeEIiF8viCNVgtJkklPTFCvl9D7BplMllAoisfjod5ocHKSIRDw4HJ5sCEg2kS6aptuR8ftdiHJApqm841vfINkMonP6yKRSD6vbjXoqiqGYVAq5FEcTkqFPEfHWT75yU/SaXep1Er4/T7GUhMk4gkePXqMKAkcn2SIxkIY+pDkWBqHw4HH5cJCYHPzCbdu3frxCfovfvGLb05NpZkYG6NYriCLdgKhEJlMhkAggGkOaTY7VCpVzMEQ0zIYH0/Q6/WRJQeNeg1V02g8773Nz89xcHiArvUZmhayLDK3sIQkSdhFmUazwubmFh635/mwSaZcLjGRHmdzY4Pl5bPk8yek01O43V7u3v2Ara1tZmfSiKJMOBTGH3SjDwaYpsDS0hKVapEnG08YSyX5xc9/jmqjwb2H9wEb3W4HTdco5DJcunKFXk9lff0hjx5uoBsaNlGi223z+muvEggE8Pn9RCJxqtUaQ8NAURwkEgnUTpehoeP2eJDk00pXXVMp5ot4fH4ku8jY2DgXz18gk83hcikMDI1Wo83Gk6dINpFytcHywgIPHz1mcXmZB7fvsHuwh2BYqAODarXC3Q9vo6pdiqUq/oCPyakJao0G83MLvPHxN5iYHGf76R5av8/ywiJDy8TjdeF2+ej3dUKhAIV8CVVTyeQyaP0Bn/ovPoXb56PfbXD3/n1isQjRcBytr7K7u8v09ByVSo2NzQcIyIiWSVtVadfqpJJJDMtifn6aR+uPwQYdtcX6/YdMjidYPX+Zg909PF4XXbWN0+mm1ezicjsYS6bxBUI06w0y+SKVcpGT42NMfcD5S+eZmZnG4/GjyAqmZaJ2u5SKOUqlKltPHqD2egSDfrw+H3pvgD/g5+T4kGa7xac+/kmqrQbZgwPsikS91WR/dxeHS2HQM5iYmsDpdGMX7Zxkjwn6I7zxsTfAEjH6Q3r6gP2dXXb3dhlPRwiHEnhcDrZ3trAJCiury8zNzJ2uOInHkJ//HII+GFCslTg4OAbTQnLK3L5zm1RyjGw2S7lUIpfPcHH1PI1Wk3azyY0b12m1u7RqpytztL6GPjBYWztLOjlOvlBmfmGRTqeD2tfY399iIj2Bw+UjlUrwZOspmfwJxtAkHA6fFkVVs2iawXBoUi6VefHlj/DkyRbRSJhIKMhwaOJyOxlLpLj/8C7RUIT4+Bjj42N87at/giTJ5LJZHE43Dlnm6PiI3d09pqamOTk6pFQpMj+7QK3RRO2o+AMeXC437XabdDrNuXNrLMzP43C72d7eJhaNEYvHOTnJoigKFuB2O7CLEpVKDUWWkCQ7jUYJUVLQ9T7j4xOUymW8Ph+hgJ9+38Do60zPzdHv9+j1miwvn0GySxSLFRqNCuVyCYYmaq/HweERak+lUW/hdDqZnJwEy2R2bgGbaMPv8ZBIJLh48TyiKDI5MYXT5cQuKSQSMXw+Dz1Nxe320211cLrdNGpVBNFGKBRGkhQMw0R7vsCgXC5zks1Sq9e4evUSf/RH/+bHJ+h/+7d/+81rl68iyjbS6XFOMjlcTgcOh8LkxAR3792jr/ewWadFIvOLy8ji6VrgeCJBwOujVK1g9Pskx8fQny9DUnsa/x91bxYr23lf+f32VLVrnueqMw/3nnPPOXeeSZEUJVK0bEuy4cROOnA8NNzoNJz0QzpJNxABebGMlu0GGuh2EATdjqGO1YlsS6QoiibF6fKSdzz3nnk+dWqe53FX1c5DsY1GXuxX1VNho4DaD1Vrf9//W+u3TGaVZrNFIpng9PSYnZ0djIoJBBGDQcRms5HN5ZElkdFghNvtZmPzOQ67i4ef36dWr9HrDei2W7g9PkRpRDKVodnsUCoV8PsCCNKIv3n3PVSTGafbwWeffkan3RmHP0SJZCpBp9WiUq6iaQO6XQ1VNTEajtC6PcxWGxcuLCIiMEDk/v1PadZqbG1uYFBNXL16Fa3XRVJkcvkcoqCztLxCrVFFNdmwOx1IEqRSaRAETuNxyqUSaxcvs7d3RKFYIhqJMjE1SSw2QaGUZ2pqmnQqSTwep1qtk05n0LQ+qioyOTmL0+VmYjKESbWyf7DHZCRGo1rl6DTO++9/gMttpd3qYrKq9Lt98sUy5XKRp08fUCxW+fX/6r+mUikhiQonR4e0m03y+QzeQBRFVBgNRhhkGV3QCQS8+Hwq6DqpVJGJySl0RggiNNtVGq0uBkVGZ0C316PVbLEwu8jNW7c5PomzsbmOPhqhD3UajR6Vap2ZqUn0wZjJkkil0AYdFheXmZud5/bd2xhMKv3+EJ8vyL179zh3bo5oLIrPG8Dl9uH3uMlmC7jcTvb3jtEHGpJR4cGDz4jEZsgk4/z1j9+iXCzR6vVptlqMRgKTU9PY7DbMVgcOm0Kno9FoNrFaHUxNB/g3//pPKVfL2CwWOq0WiknE7vCiafoYQzA1gc02drCYVDOnx0cUSiXMZjOyomAQRLTRALPJzPzCFL1+j1azAwxw2mx43F5WL65RLhcIhCPY7CqZbBGr3cHjRw/xBVz4/RF0XR/7y2UQZCO5TIrj+AGj0RBREsikCwx1sFttbG48w+NycfP2C+SyWdxOG1aLmW5vQCmdZe/oALvTQaXaIBYI0B0OcbrtGGWZerONIEqEg2GyhQLdbo/F+XkEaYjF7CASC5BNZbBaVf7xP/4nVKs1nj9dJxSNMhwJNJtNJFGkUqtjtdp58vgJ5VKBO3fu8JOfvMNHH3/I+vo6169fo9vrs76+jtNpIxQKUcgXiEZivPXWm2M2kmJgd3cXt8uPxWrj5rUb6IJOJBIlFAqxubWJ3e7gzp1brK2scu/+Z4BAvd6k39dQZJmDw0PsDhfpbBZJFolFYxiNKvVGbWy5tI5F/OTwkFyhwNWrl3jzzTep1irUq3Wmp6cQJRmbzUq1WqfZbBIMBuh0xvykZrNBpVrBZLKgSBIGo5FWq0an0WQ4GhGNRbGazRhVhXy+xHvvvffzI/Tf/e53vx2Lhclm8uzs7GO1WvC6PePVRatFu9vFarYyMzPHzOwc1VKJk+NjRgKEgiHqzQa5fI4R4HQ4uXTxEonkGTa7g6nJKRwOO4NhH7vdgc1iRZBEzEYVSZHIZAuIosDKhRUq1SrLKwsEgzGq1Qp9rUU+P+ZeWG1Wtre2UI3m8bb7yhUKpRLpdIZer0coFEFRDOTzGdrdNqJk4OrVVUTJQK+n0dc6DEZDFFnE4/XR7/bYO9jjwoVVvvHNX6BWbTEYDGg0ahhkBW04ol6v0dcGfPLRzwiGvfh9IQZDjUwmTzabo98bkM9lAQFJktjd3SeTSZPL5bhz9y6Js1Mq5Qomk0o2m0XThphUlYODI3LZM5LxFNFoDEkSMZkt2C1mXnv96zx+9ACjquDzRbBYLPQ6XUqlMk6HA5PFhD/godXqIunjP0Emn6PRaKAzQlFUvvWtb/Dxx59gMpkZAZ1eC5PFwvTMPNVyCR0IBvz4w27mZ86TzhZQFAPxeAbFoPO7v/uPyBey6CMBCQFZECmUc5TLTX7tV3+Fuy++QCqR5NnmBs1aDaPJjI7G4dEe167cwGaHVLIIkszi7DSSQcfn86EPdc4SY4yFwWCgXMpTKqVZWlpj2Ovz6MljfB4P2UyaiekY3/jGt8jnS3R7PWwWI7KkcP7cMs/XH2C22DEZTQSDAVxuK9FQgGvXbyEJMOoPCIbCCJLKweHOmHvUqNJtD9AFgX63T6VaY+XiCiajhbn5eQ4PDpEkicFgSK/bIeR10ag3QB6h9TQa9SraoMezp8949733mYxOcH52kXd/8g7PN5+CIHL3xVeQDQbi8TiCrhMMRQiHY7jsdgyKgmpW8HuD5Ao5Ll1cw2AwUinVSJydEQr6CfnDDHUBrT9kdm6OK1ev0mgWmIrO0h1oVAtFdFHH4w3Qbnfw2m1YXW7a7S5uuwOL1Uq5VmFpaZ5yrsxAh1g0RimfY2JqCkkaQ8C2tjdJJnNYrRaMRjPVeh1JVvnrv/5LGo0mXr8LRVGZmJhg/dk6i+cWuHr1Os+fP+Mb3/wFBkNwOl0IgoDTYadWr+BwuFEkCZPZjMft5umTJ1y7dhlZNjAcDVlbW8Prc+P3B1EUkatXLjLUBdLJFPVGg1AgwGA4pFars72xwf7RIYVCjuPjOK+99hp2q5XT01NESaBRr7N28SJ2+zhtXCjkCYcjWC1WDo9OSJzFQRR49dVX+eDDj/B4fczPzWGz2tk/PMJutxM/OUIQBQ4O9rh+/RbDwQCHw4nTYafV7jIaDSmVigyHQ4LBCNV6jaE2IDoRo9PtUigUMJtV3n33b35+hP6P//iPv33r6rW/jTD3+xq5fBqfz0+j2SAVP+OlF15kdmGGZDxBqVYlHI1isVp48e4LdLtdjk9OURQFQRCJJ85wu92cnBxycnrGaDhkpMNEbJJmq8VkbBKt30cQdCLRMPV6k1QqRSQSoFyqMDszR6FYZG/nALvDRSadofVFGtPj9TIcDWl1elSrNXQdPF431Vqd/d1dwsEQpUoBk8mAKBqRdLDb7RwcHuFwWHjzrZ9ydHTE7dvXiQQj6KJAJBKhmC+NKY2qFUGEWGySSqWI0WDEbndiMBpp1hvkcjlcbieiKPHSl77EpStXx/A2vx+ny4XJZOLu3Rf46TvvEI1FaFSquL023G4vtXqdWq3K8tISQX+AuYUFeloPp93OtRs3aHV7fO97f0av0+ef/P5/x8W1S/z47bf59V//DRbPnePDjz5iYXYObdTj/PlV4mdxEokz5uYXkIFoLEShWCGdSVBvtNjb36eQzzI/MY3ZbuEHP/iP3Lr9AgaDwuTEBG/9+G0ePHpAJBKj0+ywdGGJfC7L6ckZyWQKu8NMxBem1KwQ9oXwBfykM1kq5QqjwZDPH37GcDCi1Wxid7hQdIl2T8OgmHC5XZycnLK9u4uoa3S6TfKFMl6ng1K5SL4wnqMbjBampqbG83SHE6fbTblY4uNPPuHh5w95uv4Uu8WCyWplIjbFxESEcCyC2WwnHA5z4cIS9+8/oFqscppI0m02aXSaHO4fks2cEQpGsdsc5PNjgJwuDsnm0ni8foJBN6VyjadP17l69RKKItKqNBig4Q/5kQ0GRMFAuVTi3Pkl0skULq8Ts6qSyaXoaAOsDiezUzM43U6ePXtGsZCjkMzQ/YIM+eDBA1ZWVzlLxNnd3UHXRQR0vD4PmWwet9eDwIhmu8fW7g7tdo1gKMivfOublMoF9vdPqTXKDAc64ViUWqXC0vIclUqVfLHKcDRid2uTfKmAzWah39fY2t7iLJVAMUhkM1lExUCrXSMWmyIWizEzMzvOdhhlgsEImtZDVVXyhQIOpxNFkOhpGoeHO+i6wMLcLJ1uh+RZAq/Pz8bGFs+ePaJQSGO3OPB4Azx+8pDjk1Nu3bpFNpWm02yxvvGcWr1Cv9Ol229w6dJ15iYnSWVy9LQOz59vcHpygqoozJ9b5PHjJ9htNmq1Gh6fm1QyzezUND6vF9VsplDIow00pqenUVURrT8gEAzhD/gYagPu3B2DDq9fv0GzXufho0fs7u7yj37v98jn8rSaTQbDLtVylbu37+Dx+vC4XdTqDVTFQH8wQJSkv6Xq+vwBatUag0EPvz+ApCgoosDx4RHD0Zho8MEHH/78CP0f/MEffPvWrescHZ+ysraM2+2lWioxPzOLLkJPG45te50Ou4d7GI0G/D4fzVYbk9lMuVKhUhm7VAqFAt1um8sXLyEbjOTzKSTJwKVLF6nX67SbLYrlApVKlZmpGcrVOkNNw2A0MBjofOXVr7CxsYHP6+HcuUWsNgvLS8vMzi1Qqzcxmy2UywVq5Qr+oI9XXnoZbaBhtzsQRB2704PJYAJBJhgI8uTZY05OzyjkC4RCEXr9Pnfu3MFqMZNMZ7FbLGSSSY4PD7l24xaHhztUqw1UVaHZ7GI0Gnjhxbsc7h/yzW99na2tfYaDMSbh7OyMcrnM5ctX+PGP3iRxFmcwHLHxbB1RktnYWOfc0gpaf4je1yhVqgQDfoLBAI1qnVQ2S7FQ4nd++7dwuj2886MfMTM7g8PtRFFMvPvuO0RDYT78+ENkReDs7IyD4z0cDi/vvfc2QX8Iq8WGy+3G5rBwdhLH5XHRbrdRFAlZlpidmUGUZJKpNL/+6/+A3Z0NotEJ4ifH5LIZhrrA0tLSOAgzhO2dHcQRVGtVBv0RnV6Ho70trt15kR//+C2cVjuFbJpqq4Xb48akGllaWaNRrVBrNxkMOlSrdRr1BrPRCZZX1whFJqlW25TyBZwuD2aLmclYhHQ2jd7poksC6+uPyWWyPH36GJPFSrlcwOlw8Eu/+Etj0JcIS8vLfP75ZySTGfSRzub2NoIA83OzNDtdisUi0ViEvjZkqI/odLs0a1VEgxG3zU4wGkBCYmZqmlwhjcvmYTAaYDKZKOTyqCYV1aJgMTkwKGYmwzF67RalagWXy4FBUQn5Q4iSjMfr4d69j7hwYQ2z1UQxWxyfmSydI1+u0O/3EXSdkd5ja/spsgFamXgAACAASURBVGLi3Pw5Wp0OgUCIne09Ou02A01jMBxhNAiUCmUEXcRhc/Ds6bPxgatq5PadF+l2urjdLkwmI7ou0qw3ODuLIysKS8vLCCPY3t4mVyhy4cIqrVYHWRaJhmN4fD6SyQw3rl7GZLFSKBTodJpsbW2yv7NHoVAkX8jj87lJJhM4HHZ+67d+m0KhTKPeYGtrh36vSyaTY29nm7mFeQwGE9VqDdkg4na58Xk9DHp9bA4rw8EQXRBYXbuIx+NjONLptDukMxmcHg8woN/X6fU6zE/PICkGSqUSwWAAj8fL2toqW9u7hIN+MpkswVAYi0Vl49k6qtmK1uuzsblFJpPlK6+8wsHREfoI9ne3cXmclMsVTOoYV+3zeNjY2sAfCNLrdTBb7Pj9Pn720fsYDAYi0Ql6vTbtZhu7w8HOzjYXLqxis1nI5QqUijneeOMXqVRriLqO1eEknUlRKZfpdLs8evTo50fo/+iPvvvtmzduUm+1ODs9o9ms43Z7aDYbJJIpHHY75UqV/Z0dStUac7PzpDIZ+v0+mqah9TtMTc1ht9gQZZmAP4g2GNBqt3DYxtxoRZFo1JtYLBamY5N4AwEeP31KsZCnXqvgdnlA0BkMOlhsdjrdNql0Eq3bx+qwk0mnaLcbXFhe4uQ0TqXW4MUXX+LJk0c0my3a7RqNRodkMkEul6PXbqOaTFjMVrw+Lx6Xi1Iuh6TrOJ1OLGYLqslEJBZD1wbYvW6KpSz1Wgt/wIvN5sbldBIOhzk+OMTtdmOxOskX8vh9fiRZZDTUqNUaJE5OxoyUl18ml0lRbzbx+3xcWF6hVMzh8QboDbqcO79MtVLBYDShDTVU1YzX7ebhk8/Y2zskOjnJiy/eZnt7n63N59TqVZxON8VSmaOjI+rVGi+++DJer3scHpmexudys3+4z8sv3+LK1Zu0223q9RpOuxun3YlRldCGGgvzi2w8f0ZPG3Du/AKyKAISXqcLu0nBaLKRTafxeH0g6CxfWMbt8aBKMsFYjM/vf8ZoqGOyGBEEgUa9Rqfb5vzyCg8fPsLjcY/5O0MBl8fNRCSKrKrEJiKcnZ3QarRofjHiU00G8pkiE+EoA3GMLrh18w4nZwkkacjaykVG+oipqVncbg+JsziyoFOu1inlS3S64/T19NQUkgydrkYxl2IE2BwO9BGcJRI4XWbsTheipOD2eikXylTrVWqNBonEKSaLnc8+u08qEcditVPOlzCqFlSTkdPTU1qdNqFIBI/TzsHxGbVyiQEDQqEIlVKF1197g2q9RLlcRZZlwpEIdrOVSqWKxWIhFI6QLxQwG20EggF0XUdRZGw2O6qq0mg2qBSKIAiYTFZ+5ZvfpFTNEw7HaLZaGI0KNruTfquFpo8YDofs7u5RzuSwWmw4HE7q9TKyJOP3+ZhbmKXZ6nB6eEhsMspwMGJubh6nw4EoigiSjFlRaDTrmEwWQKLVbgECNruDWCSGJMn80i/+Mj/74GdcWFmh3W4wOztDJpPH6/MxOzeHro8Q0DEZVWTFiK6PyBcrjBgxGuoEgkGajTrDwZCZ2Vk6nQ4mk5HhcIjFbCYRT3JucRFJNmB1WJBkGUkW6LZ7nMbj7O/t4fZ46XTHvQXNVosf/tVfcf7CKpOTE/T6GteuXefSpctUajXQRyhGlcdP11EVI+eXlnA4HYTDESw2C61Wi5OTE4yKgmIwIkkjyqUaimIkGPBRqzc4iR+hGk3AmPffarWpVKp0uj3MBgP1ZoNUOkPA70NH+IKmmeTp042fH6H/7r/8l9++e+cONouVpQsXWF1d5dNP76MNh5xbWGQ4GPLCiy/g8fnptdro+hCHw8q1azeIRqM8ffSIwUinUMzi9QaQRZH9/f0vLFOTbO/sMBrodDpt4ok4drsd1WQik0qhKjIejw9tOMRiMlOp1Mlkc2SzaWw2F8vnl6mUi1SqdXZ3djCoZtzO8Q/XZrNjUATKlQaaNqTZbNFrd7h96xaj4ZD9o2Ncbjcmk5l7n95jaWERCXiwvs7CwgLPN9aZiE0iKhLNVocvf/mrHB/tY5SMjAQoFgpIksxgOGBvb4/T4wOuXF3j/fc+wKyqRKMTqKoJp9tOf9CnXq6QzqapVepcWJnHYnUiyzJbm9u0mk1AZzQa0Ov1ARGH3cpwNCKdKZCMn1KvVwn4Q9TLFSRFoVarUalWuXLlCvF4nNFoSKNZ57WvvkG30SIci4wRAgf7xONZDvcPsVlsVOt1dATC0SjXr99ic2ODTq+Pz+dnqHX5+JP7mCxmhvqQYq5ASxuSiB8zMz2JxxfAahgHThxWC4+fPaPT1dD1HvMLC5wlzrDbnSyvXKRaraJKCpIBZEGh1W5jsqjoI6g1GiCInB2fUq1UsNmsdHt9bDYrqtGEbBSZmZtlYnKGre0nGBUDWl9jMBgBI8qVBg8ePOD4eA+ny02n38frcGJSTUxMxUhlkuRyRYqFMsGgj9PjUxBE9JGAxWzi7gsvYrHYsNvtzM7O0+200EZDMqkkOiK6Dq995ctYzVaMZiMLi1M4XB5MZitms5n1Z89IZ3J0Wi2WVy7SaNb4B//Nb9JqNvnZh+/hdHuZjEWpFMrUG008Pjcmk8TPPnwfUZAp5PLEj4+xu8w06y1C4QgSYHM6yGRS+Hx+Hj96xJA+qVQOWRbw+QPMzE6TTKWJRMOcX1qh1aqxd3iELCvIsoJZNVFtNhj0ehjNMoFAlKXlCzSaJUBkcXER1WxhOBzgdnk4S57R7nSJxUL0+wP+w/e/h8lsolKpo/X7RMMRZFmiVqsx0jV0fTQ+mxAE2p0OE7Eor3/t6/zgBz+g0+lweW0Vq9VOsVQmfpagWq3h9/k5OjpE6/VIJVOcJZPMLywgiALDfpdcIU82m6Xd7o0tj6MRVpuNUMDH4dERdrsLEYFCqcS5xXNcunyJw4MD6pUyxXKZr7/xBoIkEY1GsdsdHB/uow2GVCoVzGYJvy9EKBzm8HCPk/gZq2trjEY6lVIRo2omn8vx4pdeotFoEg4F8Xh9GI0mbt++ycOHnyPoAk6HC1ESiUQmePr0MWazFbNZoVKpYTQYcbrdHBwckEwk6HTa7O/tMTU5y8effPLzI/R/+Iff+bbf5ycYDvPs2VMUeTzDHWh9vvL667z9k7dRVSPVSoluv0ssOonFasdgNNLrdjk6OabRrOH1eMlns1SqFURJolIdF3l4XE7MqpFzyyvjef7RMctLy6iqEclgoNVucefOXUa6zsbmJhPhMH1tgMvlpFIrI0gKXocTxWTg5PiUkQ4el5Pj4yPK1TLBoJd8PkPA5UNWjbg9btrdOiBgtdpIJBL0ul0+/ewzjpMJhsMhJvN4Ne31ehFFEb/fh8NuJ51Kc3B8jFGUMKgG6o0mqkHGbLPxtdde4+DgBIfdgUE1EI1G+dn77yGLErIkUa7WMBgMTM9MgS5yeHBILpvjzo1rlMtV3B4Pw76GiECr08FhtzMcDpBlHavJhtli5ujkgJEuEPAHUBQDkgK1WhlBH9FutZmemuP+/Y/JF0swGOEPBEFQsJhNNFvjB16lUsVqUZmIRRnpOqORTjx+gmpUObd0gUwmO24h6vaYnIrx5ZdfodVtceniVU5P4+zt7VOr1mg0W9Sbbd5446vYrU5y6Sx+n49yrcbizDQgEIxGGQ4F8oU8axcvEY2ExjTSoUar1aZarcIIFNWA0+lAEGBufh67w0Eiecrx0SnNZpdQIIjTYcMoj22WV1bWMBsU3N5xA5bd4UYXR3R7XXQdRkOBc3MLGCUJvz80brUySJjNViwmlaPDQ5wuD/1+l62tDWRZQBRl2p02sYkwz9fXEWWJTCbPwvQs9XqPzefP2d7doFFpYDSZyeXS1EoVFhYXaXdqWK1O4vETWu0uzUaN07M42lDD5XCSz+coFGtcXrmE0+vC5bHj8QUZDgUsNhtms4l2r4OKyKeff04ul+elF14gk8miA/powERsgs8//xyLxczKhQs0m01MZiuCDrdu3eKjDz+k06tjNppp93u0Wl20wThBHgpNET9LIkkyVtWIalDpNhvMzc1RqVZ580dvEgwGCAbDaH1tbJJwOjk43EcQIBqbQJIk6vUq773/MwrFLAsLC2RzBTrNJogiJ8dHOFwOdHRCoQA2mw2rxUqtXsflsBMIRTAajTicTux2O8GgH9Vsxe120+2ORf5HP/oh8Xic9fWnFIpldF1gKhZjZ3ePwaCPQVZotTskUynanS6tVouj42McDgedTod0OslwBO12G4fdzvr6JpNTMT7++B4zM9NIksLDhw8RRZFyqUw0HCSdTeN2ebBaTJRKZRLJFCfHByiKkWKpQK+vsbp2kevXr9Dp9PB6/aCPiMYm8fn8nJyOuTx3b98mk80QDARwupzYHFbefffnyHXzb//tn377n/+Lf0G32yEUDIwFvN8jn8vx05/+hFA4wkDr0Wy0YaijjYY0W3Ua9TqpdIJcdhzukRUjkiRiUM0osoTJpBIKhrDZx9vE45NjtMGAYDCEJMvY7GZsVju1eolms8nKyiqdTge7006t1qDbblEuVanXayytrNLtdpBkBVU10G61sdqsWK12fN4AbpeXy9dvIAkiWztbCMicxU8pFku43Q4kWWEw0PC63ciyjMPpxOf1oaOTzeXQuj0+vvcR/oAPxTAGco2G4ypC2WBkYWGewXDEaDQgncmiD0fIkkS9Xqfb7zA3NQuCQCwcIZ3Nks0VaLdqRKKTiJJEMnFCbHKKerOFQZLY398nGA7h8XowGs0oRiMbm1tMTsZoN9qsP1snmTpD1GFueg6b1QbozMzPMhiMq+JU1YjL42F6agqvz4PH5YTRiOvXr3N8vMvlKzdxu930ek16rR6zCws8efSIRrNJKBzmyrXLuDwehgg0W220fp/3P3ifkaahGFWmZsNMTUyPQ1BeF5VqHX9wHBzL5rIM0Rn0e1xYWWUw6NPptGm1aiTP0uQLWQaDPqI+fqCoRplKpcFwNMBktiIhUCjWUAQBp8dFT+uRyWawOtz86je+wfPdXTz+AIeHx9QaTRrVEjdv3iWfzTEcjFg8f47j+BH9fgfVbGVyehKn1YXb4SCdyRCJRjk7i/P5/c9RZAWzxYHX6ySXK7G4uES33WF752A8ezeqdLpdFOPYleLxeXn9lS9RKlUxW61sbj8mlcjz2eef43K6UAwiyxfOE4+nsJktTM8tcHxwRKmUIx4/xmC0MNRGyAYBkfEiYmNjk36/T3fQQ1EkVNlIPHmGL+Dj5s0bXLp8nUa1RrlaZ+PZBg8fP+LqtWtsPHnCs81Njk9O+Oqrr5DKpDGZrej6CLfby8ryCsORgNvtot9pYTCqmC2msd87m2F7a4e5hXm++trXKBSKnB2fYLJYQB9RKWfx+kL4/X7SqRRf+cpXCQX8XLl6g2azQz6fByBXKKD1O1RKFXb3D7BZrFy4sMz6+lPcbjeqKhOJhJEVEUkcI6LbjTracMTm5gazE5McnZ5y+fJlXn/9dQwGCYfDxuzsPEOtz4MHDzBb1PGqWh5Xkuq6ztzcHE6nE0HQMRpVzGYjoeC4Tc5iMiKIAo1qDQQBp9PF7NQ0VpsNr89Ho9HA4XAQDAeo18Y4ErPFQjQSZtjXWLm4RqfVJByNEYnESKcTnJycUSqWePDZZ5gsY5bV97//PRYXzmNUJcxWO5o2QJYkGs0m4XDk5ysZ+4ff+c635xfmyOXyTEajlCtlDAaVYV8jky9QLOaJhKMMBxpGVcXv92GUDfT6fVLJFB6fn2g0xrmFWYqlEosL0+OihGqNaCxKIpEmEAwQCgXJZTKsrK2wt7dPOp3BYFSwm224nC6cTiuRSIxk8oThEK5evsxgNMTj8eGwmanX6iiSyMXVNURZIRQO0+l28HrsdLoDBGHI8ckJ2WyeXrczttL1WhwcHDPUBvgDPp48ecLi+SVsVis+v5dur8vC/AJmk4HT4zihSISQ308mlyMSCjDQBsiKjN1u48njJ4zQmZ2dxu8LksmkiMYmKZVKXLx0haHepVSqoQ2GzExPMTU9h8Eg0261yeQSxGITjIYDipUC3V6P46NjVlbWEEWdd999jytXVjEbzbR6bQZdjd5gQCAQJH6WoNYsYTLb+Z3f+m3u3fsUt9NBs9XGYbPxdP0p1Wqdl195gfXHT7h24zY7uzvs7OxTLhXwurysXbnIe+//hKE2wOFw0G61yOWLOKwmNp5tkM2kxv2wkojRbOWNr32NUqnMvU/vcX55hWdPnmFSVUyqkUw6RbVe5/nzZ9y5fQeny4yMjMVkJpPLM9AGjPQRzUYbj8/NzMI0JtVKq9VCFEQQBxhVKwsLCxRLRZwOF/Nz03hcY4a/gICo69SaTZwuF7IsMz01ww//8gf4QwEkWSATTzEcjuj2BwiCiNVmJzYZ4Edv/YBcPo/P7WWkw/Ub1xloPdxuJ516h0ajzv/zg+9zce0SK6srzE5O02i3CYUcTMbmqVXrPH7yiBEiTruDS5ev8Pz5FharCVVVqJSrLMwtkjhJoKgmTs9OmZ6e5M7Nm8wtLCDKIvpgxPLyMqrZSjad4vrNW8xMTaED1WodTevh9QWwWe1EI1EymTTJRBKL3cL8zBy5Yh6v18Wv/sqvUm00cDkdVKs1Vtcu0ml30bQu3e6Azz+/R6fbJ5fNUi6XxrbfXB5ZkbDZnYiijkE189677+L1efF73Lzw8kvIskSxkGdmZppOpwMjcHmcDIY6f/lXf4XdbkcURXLZDCMdYrEwgqgQiUXwfGG7ttosRCITaNoArTeg9QWv58MPPyIWm6BSKaNIEmaLFZNJxajKvPv2O0iKgtfpJjY5zf379xFECZPZgNXqIJFM4bLbaHdanByfkMlmURSRa9eu0mjUSKUyhMNh7DYbE5PTLC0to5pMpNMZAObm5iiXCtjsDh4/fMDiufPY7U5qtRqiKHL9+nXy+QKNeo3+YEir1Ubr9iiWy6iqkX5PQ2fAUBsgyjJL5879Ldur3x+yt7dPMZul0+8zMzuLrOv88K23fn6E/jvf+c63l5cWaTZaKEYRSRoX+Y592xbS6RSXVteYnZ3lLJEgX8hSazSJxSbQBl12dvaIxaLMz87xdP0phXwRu9OF1Womm8lxcW2ZTk/DYrEwNT3N5uY2R/vjLSMMmZqZJ5vPcXZ8yt7eHtV6i0opz0iQGGoaOtDp9jhLxBnqI+bnz/HgwQOOjo64uLrKB+++h8PhpNNu4fP46LQaCKKALEgcHp/S7/e5duUKK8vL2Cw2Vi+u4fV4qFRL5DI5FKPCCJ1ev89kbBKzzU6tUkEb6qgWM7l0mmQ6Qyjsx2F3k8tkyWYyiIoBs6oyOT3N06dPyeaKzM3P0+m0yWVSZHMF6rUKK6tLDLVxIbTFamF/e4dEIsXayip7B1uATK1YZGdvd3xAHIwyPz/NSfwUXRthECXKtSaTU5N0un1K5Txuj53jk1PMFiMIApMT0/z47bfpdnoYDDI2s4WhruNwONGHGhvbmxglI2uXr1KtVTiNH5NNp8eMoer4IeL2uEkkkkRCIdLpNJlkmshEmNPTIxSjEaNq4P79z4hORnC5vUQiUXqdNs83dzk5PaVUKWOz2omEw3TaXUQJ9KFAX9PxelxYbFZa7Q6vvfYa2XSag/09PB4fhWKeQX/IpSuX8DqdbO5uYTVbUQ0Kf/Peexhkkbu3bjMQR6hGM4x0uoOxU+vc0hKnJ8cUCgUeP3nK3ZsvUqqUeemllxGFEcVCiX67B6JAvV7GaLZz584tKuUKAgIn8WNUVWZ394iDg0MmpyaZmoySzeZwuj2UKwXanTZ+fxCjYmBmfoK+1kVSVNqdNp1WC5/Pw0iQaTRqGEUjiVSaZCbFyeERF69cJuzzYbXbyGYz9Hpdrl69hFG1oGk9uj2Nu3fuYHPY+fTje2xubWKx2hgNRrz7k58w1CEY8FHM5TGajKiqGYNBZXV1FZNRBX2AQVUJhwPk8kVsZjPo4/FYPp9j6fwStUqF2bl5RElgc+s5UxPT5HMFPvzkQyYmY+zsHiArBu7f+xhJNtDttpmMTTA7P4+qGkkmUiSSSYrFEsGQF5vNNh4pMaTT7tLXurQaTRxONxaLldu3b3P16jU6nQbdnvaFZVFm6cIFIuEw73/wAX6/H7fdjsVmolatcXR0QKVWx+n6T2OfEInEGTMzs4iiwvK5RfTBaAzL6/UQJchn84iCgFFVUFUTiWSS45NTer0u0zOzfPLxR2iDDpVqHUmSePbsGb12m83tbRx2CwajzGAEMzMz5HM5dASmoxMks1k0TcPr8zExMYnL5WbQ71Ot1Vi9eJF2u42m9bE5nH/vFf3f2TAlCML/CXwdyOu6fuGLa27gL4Ap4BT4NV3XK4IgCMC/At4A2sBv6rr+5O+6Cbfbrf/rP/kTDo4OkQ0KMzNz5LIZLBYz+gh2t7cZjAYsLCzSanewWyzsHOwzNTVNIZOgNxyg9YeEwmNMACJ4PUHOnz/HvXv3UAwSPqeXtatXqVQq/PSdH2NSzURCYYbofPnVV3nw4CFn8VMWFqfZ3NjH6bJzcnKGy+lgZWWJjY1trFYrF1ZW2NvboVwc27FkRaVaq4HWx+nzUMoX+NKLL/Gzjz6glitgc9oY6jo6kEpnMSgK/mAQs9kIgo5RMRGLxjg5PSXk93OWSdJstNF1nYXFBUYjna3N50zPzHN8fMj09AzZbJyLq9dJptMcHu7zwgu36bS6HB6d4PZ4aFer9IF2tYpRNSAbjMgGA8FQGL/fx/1793DYx0C3lQvL7O5tI0kiqmImmU4hKyKzs4ucnp5QKZWx2sz0ul2y+SyTsSki4QjNRh3VaiMcjpBMnlIqldD1EQ6Lk7PUEYvnlpAkgUq5zcRkkE69y1kmTeIsicfj4b/8L77Bs41dDg8POD1NcGVlmVh0gmQ+z9z8NCdHx9y6dQuX28mP3nyLXldDNRm4uLaKzeqk19f4+IMPsNksCLrA7PkFtK5Gv9cmky9iUo3YHC58Dhu+SAyf10s2nUIbDXj65Bn373+Mqsj82m/8Bu1Wn2w2M+7OHfYx22zkc1nOnV9me2uTQDDM+voz+u0mnf4Aj8eJUTGgj6BULZDJpvjN3/w9ivk8VruVQr7IJ/c+4dbNm5hkhVqnzu0rN3m2vUW5WoIR3Lx9l82NpzjsLo5OTkglTzm/eAGLWeXs7IxWr4euD4kGwhgsVhwOK2srK4iykf/jf/9TfP4AZrORWrWBqqpcXF3h4eMHqGYzUxNTmEwm9nZ3yWbzOJxOKpUcToeLRDrH9es3SMTjhEIBavUxxfMbv/hLbO7sEIsFkQQDB0eHqLKCaFDI51OAQqvV4oU7d+n0euOau2CYzc3nHB2d8t///u/z5ttv43U40PQRLreH4+Md+r0RoiRjNVuYnppianISQYb7nz3iwYPPEUWJmZkpLlxY5ZOPPmJiKkw+W+b6zSvs7R1Rq5UZDHTcTieDkYZBUbBYrcSik7z9k3fwer2YDAba3Q5OlxODQWUyEmFjZ5tms8VkLMRQl5iYmKDT6fDw4UNmZqYYDUc8fPQYv9eLALR7XTxOFwZVpVypYJAlvP4Aa2trDEc90okse7s7yAYFBAmHw0EikcBokJEEkW6vjyCKyIrCpUuXMBgMFAoZdF3nYOeAUCxGLpNhqA+J+AIsLi/zF3/xfzO/uEAsNkk8Hv8iR2QjFArTbLZIJpMAXLy4wubzDZrtMbfe4XBQzOexOxz8D//0n/69Gqb+PkL/ItAE/uw/E/o/BMq6rv+BIAj/E+DSdf2fCYLwBuOe2DeAG8C/0nX9xt91E36vV/+TP/kjPvrkE3w+L2bVgi4IuN0OmvUmhXwBg8FAIBwmmUyQz2ep1Wr8t7/52xwe7tPp9kmcHY97RiUT5XKJV159lWajAaLE/v4upydxAgE3lUoDSVa4tLZGtV7B7w8hSRInJ4eIosDNm7f46Ts/xWyxsTg/RzqdoVSpUK1WsNksxCJhMtkc5XJt3Bs5MUG71aJaKwEyC/PzJE6Pefj0EQe7+3ztxS9xkk0jG1RWLizz+NlzZmamEAZQrJZYXbtMOBikVCnRrjU4OTtjZXWZeqPCRGyOT+/dw2K18rU3vkImkaWjaWxsPMXv82Oz21CNZvLZHLo44ujohIWZOVJnZ4SnJ7CarGPIVqXM5OwsrVYLWZbY29unXmsQ8Qe4/cJtWl2Nr7z6ZYwGI//sf/4fGY1GuFxeet0O8/OztNptUsk0ZtVELpfFZLUhCgKzc3PsbW8iG0343A5e+NIrPPr8MwRZ5h/+w9/mnXfeQddGJHMZgk4XRouV5+vP+MVf+Rb5XJZkMoksy5QKRer1Oovn5tG6GvH0KWbVQfM/geO6DWxWN9u7m1y8eBWjEQwY6Ok658+d5/j4GINBoNvrM+hpOFweVINCtpDFanFglAV0BIbo5LNZrBYryXSKfruDajHxtde/TqVexWK2cJY4xaCYKJWLBHw+6uUqnW6NWrtDLBojGIxwcrRPpz/CKMkcnx0hCDIW1cTKxRU++eQe0XCEYrlKt9vh6OCAV7/yFfr9Pv5AkIPNTVLFHNcvXeXGzZts7Oww6PeYmpziz7/351y7foN+s8X1u3f44V/+vwz0Pi6XH6fTTjab53d/63d4/2/e4+GTx3S7PcKhICaLmW5PY6Bp3Lh5E4/bzmAAqdQZ9VqdYq5ArpzF7fYSCsVwmk0cxA+RJCMyArliiUq5TCQaAUZcuXSFs8QZvkCAXCZLrVbHYDAwOTXB7vY284tzHBycEAz4ODw8wawoXLp5k7PTE9weL06ng5PTYxRETHYrtVqDQCDAe++9y5XL1xgMNNLpJNlcEa93HP6zWswgKIRDIRrNJoVcltFwRCqd+mI3INHpdPjWL/8yf/3mm5TLJexmCy6fh3x+3BMR9PtptGpcv36Deq3BwcEB2qDHzPQ8k1NTPHhwn1ajTrc/YjQaDUiyYAAAIABJREFU4XHY8fj8nJ4dcv7cCtVqjbNEgq997Wu0Wi0ikQiPH3+K0+nEah6D8OYWFuj16pTyNf7mZz/jxvUrDEcCsiyOx0han3qtgcfrYHFhia3tHdrtOm6nl3ajAcAQcHud9HsawggGDAgHItz77DN6nQ4+r4fZhTk6nRbPn29z69ZthsMhiXgcs9WEzeag9IXl+d/9u79fObj4d31A1/WPgPL/7/IvA//+i/f/HvjGf3b9z/Tx6zPAKQhC6O/6DqOqUqnViEYiTMQmicViTE9NoGljhKjZrGK2jkucm/U6DoedV19+hd29LbqdNj6fD4vRQuIsTSqTxGKzIogSB4dHJBMJisUCTqeN8+cuEAyFEUV48PABpydxDvZ2qderrK2t4nJ56ff7hMJRIpEQZquNVqeDLEkEAgFkJKq1Fm6nh0uXVzHIMol4nMOjQ7LZIro+5DR+zOb2Dlubu6SyBd76+GNGogGXx0exVEGWddrNDv2hRiQQJhk/Zntni0F/gC6KvPTKK0zEpjg5SdOoV7l99w4jfcTbb79DrVmnmE6jSEaGI5ibnmd7e5t6q8FEbAqj0QSyTGfUZWtrl9WVFSZiE7g8PtDBYbNTKBRZmJ/n1vUbTM3P8+jRU/L5PP/x+9/nx2+9xeLCIgaDAbtJBUFAVsbMIYvVhs1hZ35xgeWl84joKLKMPxDi3LkFrt64Ra1eo91vc2Fllf/1f/nn7O3tU6gWGQ417rz0MqPBkN5gwHe/+7/hcrsJhkIkEylMqoqOwN7+MQgioNDv91Blmde//GXmphcQJIFbt27y6NOPefZsm/WNDSqlAvv7O4QCAewOL8IAfF4f+XSCRDKF1eIgl0/T1doIuoAsje1/giSjyBJzi4u43B7ypQy7uzu8/dYP2dzcpd6oIiFQLJYplEucpXOoRhXVZCcSifLa67/AYNAnlUthMpqIRieoVKtsPtvCZrGyub2LLAuYTGYurl3kwvkFOq0W8ZNjFNWILEmcpk75v/7Dn/PpJx9TqVVJplLcuXt3nAkIBjg7PeHC2iVCwSiNWoMnj9fpdRo8fPKIUrVCbCKKx+Ok2Wri8/pxOh28+OJdtp4/p1ZrkUrHadUbqCYTM4vzXLlyg2qlyvr6+v9H3ZvGSJKmh3lPRF6RR+R91pFVlXV3VXdVn9PTc3bPxZ3Z2SX34GHTK1CUSBiG5D+2YVMCuH8IE7QpkSJgyBIgQhC5C5EiTHK4O9yd3dmZ6Tn6ru6q6rqvrKy87zMyIjMy/CNHNG1I3P2hH97vVyDyQ2YiE/HGF+/3vs9DU9Ww22QWFhYIRKLMTU0SjoRInZ7y6ms3OTk5BuAHP/ghDocDh9XKxtPHrK2tkZhOcO3as3jcbg4ODrHaTLQ0jeTxMY1Wk43Nh5ylT6nkS+ii6fP/104hm8Nlt1OtVZHsdmYSs3z5y29RLOY5ODjizbfeYGZ6GgGDs7PhNRwbG+NrP/8LaD2NlfMLbG5uIJrNmM1mfD4var/H6upFnn/2BqqqML+4QDKZ5ugoSbPVwmw2I4pW9MGA9957j3q9xc1XXiUaCRMJhylVSjzZ2OBn3/4KwVCA09Qp0WiUw8NDstks9+7exWH3cnZWYGdvj9TZGY8ePeLdd7/P4/UnvP3263h9AVS1g0UwEYlE6XQ6BIJBarUWDx+t0e12KZVqjI2P448EmZiYwB/w86MfvIemauwc7NJpdPjs3j2+8NprzM7P4w0EsVsktp7uUq+X6DTrHO7ucnJ6isfj5+nmU1wuFysrKz8utP7NMP/EM//fI2IYRvbz4xwQ+fx4FEj9rXlnn5/L8ncMwzAo5gvML55ja2uLCxfOo3YV5mcXuHv/IZLNjmgSOTw4xB8MYAzA6XZjd7ro6wNOjo/BYuGN11/lo9u36XQ67O3tofc1ej3o93Vef/0N1E6XbCbD3NwsdqsVm9PF2dkJJwcHJI+TqJrK2toaF84vo6oK9+7doauomEwCuXyRudkZggEftUaL+3fu4vP4mV5YoLO1haB3OD1O4vf7qdVq6IMht6Zer6GqGl//+tdoVOtomsHIyChKp43F7qCjdum0OxiUsFqHj+0TE+P803/yG/zJv/8TLFYrPp8bu+REFESCIyM83tpkymqhN9C5dvUa/+FP/z1P1zfxeb2IgoEgWJmbHeev/vqveOuNtzBbrCAINOt1FhcXyWXyeHxOPH4fF1ZWuH//LuMTcT6+/RmS3c5AN1D6KmNjI+zt7eFyOpmZmeDy5Wusr29QqeR58eYL5HNlgkEfpVKF02QSnz9IPD6BKIo8+9wLfHj7I6qVGv/4v//H7O7uUWu3uP7sRRaby/zeP/s9/tE/+jVeuvkiH330PpLdit1hpdqs4PW6+JVv/AP+4A/+BWpPxR/0cenqNQ72drh2/RmcTjuVegtBMHFycoTD6SIQCHH9uWeQHC4cbjcHe9t43U6EQZhQJMbDO3eJRiO02g00tYfNOtxcPzk9IhqLoCkqKxcvU6nUiIWj3H90n0AgSHxyAu1wQL5QwGaWODrYYnRsglAgTDGfJxAI4bZLvPHay5ymC5SKecIhP72eSjgQBXTuPVpndnYGpauy/XSLkegIDlnm/NI5Wu0O+XyOTz/9hMRMgrfffpsnaw8oVypMJWboql2Wzi+QPvPTaDTIZlOomobf58ckmEnnMjRaTTLpFMeHexgCdO91iY9N8ODxE2KxEXw+HwIQiURBEIiPjZHSNB4+fIDH7cXtkhEQWFlZxenwoukDmpUyNouZT25/jOzzMDYygc1u4Tvvfp+H9x/RMwzGYmH8QT+1eoduV2F2doadp9scHiaJRaOIAkh2G26Ph2arjqL2aTZriIZBR+2SzuWIxSYQjDQP7q8P8975Ir1ej2ev32Bjc4Nms4FhwIe37/DiCy9y/95dDg8PiYbDwIC9nR2K5Qqyy0WlUmJmepq9vQ0uX75BOBJg/ckG3W6LS6tXyObzFIsVLl66TLlUYiIex2Qx88MPfki92mR+foFer0un0yEWCvGj2x/x81/5Krc/+oh+v8/YaIzF+Wvs7GwztTSFomiImOn3B3z86adDRIFFJOAL4HN78Pj/H+fw//w//Y+88eZbxEdjdHs6E4kpiuUyXtnLxPQ0CZMJn9/P4uwsZ5kUxWqJK1evUSzk6KgqmEzMz89js9mQ7DbAoN/r/8QB+8eu6H/cMIa5n787//OfGIIg/JogCA8EQXjQ6/exO4ey7cGgT+rkhGw6y6OHa9isZnTg3PISX3zjDWSXi3KlQC6XplKtYjIMnn32Ol6vnURilunJGVRFQW21sNvstFsKDruTQX9AJp9nbnaKaq1Kz4Dd7S00VccfjiKYTJjNFiKRCKJJZHx8it2dPbKZDH6vD5MJBn0dh8uN3W7HITvwRwIANJpNZNmDLxDgLHVKsVTk+SuXefGFlxiPRfE4XQS8fq5dv8r83AKCKOL2yQwGOuFwBIvZhN4f0KiUqdWqPHnyhDt37xGNRrBYbIiiGQw4PTujXCoxNTXNSDSGqmpsbj3m5Zs3sbskXG4Zh8NBs1lHdtkxBgP+7R//EeVSjm6njU2y8XR9nanpaW5/+gk7W9t0lTYnJ0lOT7P8w3/wD7l06RKzc/PofQNV7eByObFaTRTyJZROB6dkx+cLUypWaLaafPzpXbKZof1JsonUqk3UroJoteBwOeiqGj/64K/pdlUEwB+IMDk5ya1XXmHj6Q5b65uI4vDJIJXK4fEECYVGUVWF8yvL7O0e4Au4yGQzzMwtYLZI9AyRiclpEAwi4RhqVyWZPOazO/f48z//D1hMZjK5Ajtbu7RVhVqtwsjoCNliFskmER8dQzf6rK4uDUXLNieBcAi300VHUSjn8oyMxAnIHtbXN5mcGGd6Yppqsw6qxpPH6+TzObT+gL6uc5rNkStWUbod7E6ZQHDoXxXMIuVag+ODPbKFPGazmehoDME87Ozd3t2lp6mkzlJEozHm5hYpl0ooqkYsNgoYaOoAi8WK1+3GahNp1BVGRkdxuuz09D4+j4/9/R1mEzNofQOlo5I+TVOtV4fuV4cdAQPJLuFwOnnh2ecwmc08+/INrBaJ9SdPODo5ZGFhEYC//Iu/pNloMrcwj+ySsTls9DQVsyjg8wZYXVnB7XfTbrfR+gaCaEFVFZrtBp99dpdas0m7ViN5ekq5UiUajXLjxjNUqw2isRCNahPBbCHg97Gxscb09DQvvPQyAP2+gdLV2NvbY3tjA4dk57PP7pBMHuH3erFaLDhcTmZmZihXqzxZ30AfGDz//HUE0YRTcmK2gNsd4OOPP2Z0NM7I6Aj9/oDE1BQTExP85m/+Jk83N3n33XdIZ9McHx4hy15CkQjFYvFzJ2wT0SQyOznF480ntDodrly5guxyU603iMVGyOfLpNN5tH6fXDbNZGKSbDZLt9vj8PgYt89Hrze8sU1MTPD6a68zPTmJTXIwNjZCNDxGIOCj2mjQ7SpINjPf/d736GoaksOJzWalr2koXYVBbyhisdvt3PnsM6xWCUmyU64Uf/J4++Ny9J8H5Ungr/5Wjn4XeNkwjOznqZkPDMOYFwTh//z8+Nv/33l/1/uPjIwYv/zLv0zQ72F0fIK1R4+IRsNUKuVhPbvSJjYyxtzcPPv7u0wl4rRqHbzBIInENFsb6zxe38Dn91DKF5maSXBycjKUGQC9nsbMzCztZpNILIbWU0mljsAwYZOcVKtVnJKVltLBbDYTCPipVmtcuXSVVDpNq9XE5/PgdLrY2tphcnKSntpF6Xbpdtv0+ganyVN+4etf5fs/+CHra2tYbVZEk0h8PE6jrfDWW29hNkO31UX2elHaDfb2D5hbmKdcrnF2fIzD7WLp3DK1Wg1VVQmFA7z3/R8yOz/LhQur7O9vo2ldqtUqc3NLHOztITksXL14jWyxQDab4eQkRaNSweW0MzIRx+/20VE7TIxNsL61RiFfxeOS6WjKUDZuslAs5BBEE4YxAETy+aF0wSwaBMNRel0NBDBZLPRUjVq9htlixufxkc6madRqpDMZnrl0iVKjiGRzMTISY3dvH1XVef2Vl9F0g4WFRR7cvUu91cRqNbO8dJ7kyTFej49Wp0m31SGZyTI3l6DRqOBxeRAtwwqPd7/713zjG99gd2+P/f0dxsfGyGZyuNxO+oqGaJOYjMfZOzggm0xicznpaRoAhq7zwosv8WjtIeNj4wgmMwIGzUadycQMZ6enuD0etnZ2WF6cJZ3LMBoe4SiVotlocm5+AdEq0lU0jnZ2UHWNqZkEhm4gmkyoiobWV8jmKkxPTDC7OM/Dhw/pqRqIJpaXFmm1mpgEM4cnhyjtBja7g3OLSyhdjWTyhEhEplrtMRmPUy0VyZVLTIxFSecqJI+PuHzlKgPDoN2qwsCEorQZmwhTLrXRdR2vS6be6RDy+Xnn3e9gEkSmpmcQAcluR5Zt6AODQQ/6gwHj8RGCwSiPHt1ndGSc9Y01pifjON1OwE7q5Jhur08kEqFSLhIKhgkEAhwnD9F7OkvL57l77z6y00lf72GzWZHdLvb2juj3debn56lWqywuLGAym3ny5Amnx8fUGg3m5+dxOuzkCnlUVUWWPSQSU6iqxsWLF/mjf/fveOG553i6s4VJFNEHBufOnePsLM0X33yTjadPKeSzqJ0up5kM4mDAM889R+PzTm6/383kZAJN67O+vk6n3SaXz2OXrEOvQ6dLIOCn1e7gcDjIpNPceuUVnm5u4vP7yJylmZiaHO41HB4zNT3Gzs4h169e4yh5RDadJxyNUmtWkSwSu1ubjE+O0Wx2EAGvL4TTKXGWztFqtYjFYoyMhNDUPrLbjdVsZXv7KQgmVLWD3x+iVC5SLpVx2iTGEwlarTrLyyscHe3RaLQwDAOzWcDvDuDxe3HYJJRen1//9V//L5Oj/8+MvwT+3ufHfw/4i791/hvCcFwH6j8uyAN0uwozMzN0Wgon+3ucW1rG45QRMOP2yLzw/Mv4fH6KpRJPHm8wGJiYn18gEgiSOz0lWyhgs5pQFRWX28NEbIzVlWVkeWiHqZRL1BsVTBYzTzc2aDbbzM8tc/Xa5WFjxHQCq8UCmGg16ygdhYmxCbw+LwB6r4ff78EwevT7Kicne2xsbpAvFFFVjfm5OWYmJ/njb3+bXq+P1WJB1VRuvfo6Lo+b1ZXzvPPOO3znO++STCdRuwrv//B9iqUSe9u7lIt5/MEger/PeDw+VJz1+xweJVm+cAFdN6hWhmx3ARPFQpWN9Q16uo6i6Dze2MTvcRMKRZhOTLByaRWLY8i7brTb9Po9dra3cLkCOF0yNqeF6ek5QtER3G6Zvm4wPjqK0evzdH2d+NgkpVyO1ZVLxGIj3Hr1Vfq6jkkUULoKTsnG2FgIyS7x9//+rzK/uMStl2/S0rpMTswhy17qtRbnl8/z3HM3OE3nCASC7O5uUygV8Xg8LC8v8+TJXZz2IY5Asks4PF7mZmdp1FoYhplStc5gAHfv3kfraXz0wQ8o5dMszsxQr9URBRBFEZ/fx4WlBTa3HpNNnyE5JCbiE1y+eJGv/NyX8IeCPFi7hz7QqdUbTCXGKVeHRp9iLku2kKFer6I1aqxvbPDo3iMURcVstiK73aQyGbKZNBubT3i4+RibQ6ZabXOWTCHZJerNBpLNgV+WmV9a4sEnn3HjxvM4ZQeSzcb2xibFUpWertPv9TAEUNUOJpOFcCCAKJqoFtug65wmj8kUSzgdVhxygGa9yrlzM5wlTzg+PmYkMoYhDjDbLGw+2aXd6SC7PbS7KobeR6fPa6++ztzCPKDjdbuYn53F5fLy8kuvIphFzCaBer1FvVzmZ7/wRZwOC0K3T6GcJ+iNksmcsr+3z+7uNrVqCUGAo5MT9g4O6PcG9PsDvvXtP2ZsbAxZlglHQvR1+N3f/V0Geh9R1KiUSpxbmCOTzfLxx7exWwS8AS/TM3GCoRCXL1/i2tVnePPNL+Jzu9G0FqIokM1muXbtGiarCa/XjyiIyC4XycMjms0mf/Xd75LJZNC0PgNB4ObNm/zaf/vrPPvss7z4wvNYzCJPnjyFgc7OzgadTptnrl/ly19+m6WlIZzw9OSIrtqmUashCAKvv/EGsjxk2Pv9Afr9ISZka2uHvqpSrXbo9XTWHj/BLrmwO500Gw10Tefo6BjJ6eTJkx0KuTw2ix2zWSRfKOF2OKjVqmQzKQKBKPv7h5ydZRjoPexOJ329jz8QptfTCHi8CKKJicQke3s7FHNFBoMBTqebW7deBUQS8Wla7Tb5fJHj01M8DsdPHLB/bI5eEIRvAy8DQUEQzoDfBH4b+BNBEH4VSAI///n07zKsuDlgWF75Kz/Jl7DZJFSlQyASoa92KOfz1JpN8vkcS+cWyBcLXLl6ifff/5BQMIDR69NotylXykg2iUGvx9LyeULBIGpPZzQWJZk6I5su8tWvfpV2q4Usu/B7vPzgg/eYmZ5kb/+IYtHEafIEvadRr9dwSBI+X5zRSJRGu4lNkohGQkiShWAgylk6RV9TWVxcRYureFwyn927z8bmBm63h3qlRGpzC5PbyfbeIdeu5XE5XEPR+UiM2bl5Mpk0vX6PF2+9ypWLK3zvB+8NdW6iiDfgR+v1kGWZQNDH4eE+U6OjiLEIZrOZYqHApYuXmJ6cJpPPUS4V6XQ1Kvkct4sZsvkyk/FxEjNTwycTfxCL1YLZYkXvaRzs7aJpXdROG0E3USkWCUVDzEzFabbbjMRHuXBplaODY3q9HmvrGwTcbh48+AS37OeZay+yu72H3WbDJJnpqhrv/MX/RS6dw+l1sbi4SL3eZHZ25nOAnB3Jbufe3XtUigX6Wo9bt17mLJeh1VKwmWVOM0lq1dYwGHncbGwc8k9/439hffMBnY7G7s4hIa+bL739Rf7sT7+NyWqh3elSzhcJjgSxWR34wz7W1p/icvlwuVwEfEEMwcTh0T4nZ6fs7++yOH8Ol9tB6uiEVCoEmDk4OmZ8PI7fH8ZuszO7uMSTp5vML87z/ocfkkqneO211+n3+pwlM0RjEcZHx6gWirgTCWbnZukqPRBUTs9OcNs9bG+tU223+cM//Ne8+OItmo0GLqeTTC5NrVZENMwsLV0EA0TRxMUrV5C9djY3t0mnM0xMjNPYP6Jc6jI2qhEKBAlFxpEcTQqFPIcnRxyfnLA4v4DaH2ZN//Df/BvCkSHELp3OUKnWUJQ2U1PTtLptas0a3XaXfD73N6vZoMeLySry/gcfUGmUsLicdFo6bq+b8+cv0tP6WExmWkoHl9OOCQOl3SISi+FwWDCEc1TLQ3/E9OwMN2++QL1eQ9d1RGx0VYV0NsOLzz7HB4M+7WaTXK7A5OQEUxPjrG8+Re0q9Ho6ZgEMQ2YsFuTJ5haL83O4PV6mbybIpjOUKnUeP7jP0vlllpaXOUtn0fUeLpuE0uvx/ffe5Yc/vM3i4iKiYGAxiZRLVc5Os4yOxSjk8rSVDpVihUg0Qnxqik5HYyw+hslk8Du/8zv8zM+8zvnzF7jz2R1kt5P19XW8HgettkpbVVE6nc+7vLvILidffPuL3L17h8nJKRqNMheWLqApCkq/h97XKebzTM/McvniRcxWE48fP8bt8TA+Okq13kCyWmkJAuFQiEzmDLMkcWFpicnEFMlkikKpNPQB6wMymQw7O9ssLCwwOj7Ohx99yKX/CFT7LxXoDcP4pf/MS6/8J+YawH/3E3/6f/wSZvPnXZYudLON6cQYD+4/RBRNHCWTKIrC5uYmdrvESy8/jyFAR+kgCEN0ri8YIhiKsPn0CU6nm7WHDxgYOhaLhcf37xOJxVh78ACnx0Oz0WZv74Bmq0bIH2Jl5TxeX5BsKkk2M8y7ziQSPN5cJ53Jsbq6iqJoHB4MGTBf+drXKRSKHO4fMj+3CMJ9rIikTpK0ai1Gz83w3DPXUfpg6AOy+TxaT2N+doZarTpkYFRr2K023D4/169dQ+0NCAe8/G//7PdZmJ1ldHSMzc1NwuEQp6kUk7Oz+Hx+DMPg/oMHXFhd5bnnn+Pdd7+L1qigdfvEojFEsx2LSaRQKCBJMuFQkHfe+UvUno6qdjm3eI7RkShnR0kG9HG4nGxv7TI6NobX42H76Rb9Ppwkk0zPL+D3eGh2ynRaPQZ6kz/8t3+IKFqYScwwMTUUSQT8IZwOGdFsolisMBYJEQzJ6HofpdMmVyjw7LPX0ZQ21WoDXTSzvbPPtasyHa1Lo9HhwsoK6VSKzacbhIIhfuOf/A+sXrxOOBymr3bZ3svRbLUYGx9n7+AYxdxnfDoOCBRyacJ+Pz6fk06nP6RNJs9we9zY7DLHhwf4fD7cbg+SU+Litevs7Owg2Ya10KVyiV6ng8VkQuv3hr7bxDThaJTTk3GOjo7x+/2cv3iRx2sPULUe569eol4s8TCVIhzy4/fGCPhFGo0m+wfbJBILyG6ZkZERpPgo73/0AfVak5HREfLZHP2uSrVZ59NPblMpFxBEHUOHcqmG1WJnemYewSxQLpWpNqpYShI+r4fluTk++OQT0IYiklgsSrNe4ZVXb+F2e3jl1iscHh3z6MF9dF3H5XIyHh+nUa3iCwZJn53R6/VIpU7pdhWmJycwSzZchouu2qSn9dje3qPbaTOVmCGXzaI3aywvX+fho/sc7B2xeukykijy8o2XkH1+3v3eX5BOF/j2t/70b1guiZlZet02gUCYZkfB65V58803iHz0GX6Ph3Q2RbvVBsPA7XHj9frw+/3Ex8fJFWuUKmVkjxdJshGOjNBsK7zw4kuIoshff+89lpYWufPpHQSTiUDAx82bNzk8TOH3+2k0qpgtVtaePGZiaopqtcTAANlhx+awUypVuHLlGt/5zndYuXABw4Brly6xvr7BxZUVLl24wGkmA5rGSGyeUqVKKBRCEODOZ3dwyTI3btygUCjhdLpx2nWm43Ek2UUqdUa9XuLBgydD2KDbjWAyoXS7AKRTKY6ODviZN76A2WzmhZdusre7i8/rIxQJsvbwMaPxOANjgMPh4ORkH4vFgdJVWFlZxWwaLgh/8Rd/ib3tbZLHxz9xjP3/RWfs7//+73/z1VdvUa5WWb9/n2TqjJFYhHA4iIAIxtCgVKlViY3EwRBxOax0Oyq1eh2fz8fTp+sc7B8gyzJejwe318HS4nkKlSr+oJ9sPo9TsqMb2rAZaXaOttKl3Wjy4OFDZudnQBQplgoUimVkpxOH04nSaWOz2fC6ZFYurnD3k8+o1etUa3VOT06wmsy8f/tD6pUKS6uLJBKLZPNFxsbGkex2zk6OqNabnFuaxen0UMjniMcnUTUNXdc5TSY5Pj7G4/NRLBZ4sr6JzWbm6dOnOGw2nnvpZcLBILLsZnvrKWaLGa9PZnZmjlZbodXsUCjlcUgOLFYryVSaer3F/Nws9+4/oKt1sZqtHB3vEwlH2T88xO5w4nS4cMtephIJtG6Lfk+lbwjMJCZQPzcw7R/sE4uO4wsEKRZzjI8P9YO9Xg+AUrmMz+8jnUmDIGD0dbwBHxaLha2tHXK5LEvL5/H5vGzt7lOvVLA5HCwtzbN47gJrDx/SaFaxWMw89+wLZPM5gr4gL916HavVyocf/oBmq4PDbiMYidLT+0iSE1m20Wx20fsDAgE3p5kzrFY7qtKlUW8gigb5bA67w4nLbcfnDfLaG69z/8FD9nZ2+OpXv0ZiepYf/vAH1Gs1JhNT9PsqnUYLRIPJ8SlKleHm80hshF5XYWtnG6fNTF/XifqC2NxOHDaJXKGA7HZzfHiAR3YQDo5itdjodhXMFiuDARwfnTA7PYXW7SBJDkZHY2w8ekx0bByr1Uqz3kJHZGw0jF924/YHaLXq7Ozs0e2qmMxm7HYbp+lTBNFCIOxndGxkKLcRzFy+cpXD3X3S2TRXLl1BNJuR3R6alTIWyUYgGODcuUUmpxJ8+OEPmZmew+d00Wi20Ac96o2hz6yxAAAgAElEQVQ28fgYlUqVdqvOpatX2N7ewCU70Qcij588olFvEQr7EQwDl9vD//Gv/jV37nzC4VEKQ9OQvW7MJgt9vUepVAEEDKNPrdGkp+mUimW6SpNWp8tzz7+ATbKxvb6BorX58MOPuXz5Mt/7/rt0FYXr16+ysbFFMnk8FM1UqxwcHRKORDg6PiQSibF8bpHx+AT37t3j8dojbjz3PC88/xwDAwRRJBwMYpPsLC8vUKu16A8MdH1AKOTH4/bQbrUolctMTEySL+ZIJGa4c/ceDtlGJBzj8ZMnQ1l4rUaz2UTtqnzt618nm0kzMTHJ+vo67XadRrNDvlTCZpOoVCqoqopgGIzF49gdNmwmE1q/i9UqMJWY49y5JdqdDpubm8xOJwhHo/R1HadT5jR1Rr/Xw+lyIcsylUp9eDPSdRwuB/V6jZOTJBaLhYODAyySjU8++eSnB4Hwz//5P//mm6+9xunZGfVWA4vFQvI0RbujYDWJIAqIogmny0G32UT2eul0ujhdLpxOB35/AK/XgdMp06w36fUU3LKPbDZHqVxEFEXSqRQWq5lgMEo6c8YLz78IAnTaLSSLDdE0LJMyDPDITrRen+Xl89RrNQxDJxiN8ejBw+GFLdnpqyrNSgXzwBgCi2SZk2SKyc/tM89cu4HX62Xr6RYTEyOIgpW5uTnqjSaGruNxOtk72KPebDAY6DgkG81Wk3arjVU0MRofw2y1MDIyQrFY4sHD+yiKOpRfO2TSqRQf/Oh9zlLH+HxB+oMB83PzBIM+Kvk8bo+XZrtNxOfH6/fjdHlIpU7o93VefPllqrUCCCZ2trYQTGB3esll0yQS01SqFer1OsVCEaXT4We/8ja7m9usPXnCc9dv0FY6uN0yFy9cIJPPIQwM3C4T5y9eAl2n09Uolytce+Y67XabernCyOgYM4kp2t02pVyenb097A47btnH0VGS45MD/P5hY5CuazSqDbSejiia8Lg97O0f0Gw0AHC7PVQqZYyBQa3eZHZ2ngvnz/N0e4t+r4fkkPC6PGQyaS6cX6HZbFEuFbmwfJ6dvS1ODk8olI/Z308xHouA2cLzL9zAarHjdMlEo35SqTRmi42JyQmikShe//B3zGez1NsKDx88whC6OBwOnA4nrXoNRBGbw0GxWCIcCWM2mfnRB+8iChZ6fZ39o218Pi9ef4AXb71CtVKmWCoMeekOG816i93Dbfq6QiZdpKd1+eKX3mZr6ylKt42m6XSUJibRQq1cZXNji/bnKsX+oI8gDCiWChweHFEql8FkZm9vn5GRGPfu3Wf98WPGxieIx+OkMxnMVjOtepN6s4nNZkdROkwlZqiWSjRrTYJBPyenJzjtMqFIEFVtsvZ4k5PkCcvLC5gECx1FYWIyzqULq5QrJbqaSrvdZmQ0gtvjx2oysbu/Rb1aQbI5eeWVWzx++Ij1zcccJfcJBkf5xV/8RTqdBoeH+7hkmWTydFjWKzk5OTzi8HAfpyyTyWSYm51FFEGyO+l0Oui6jslsodFocHaWxmKxcHx8SKNZ49LFywSCEfb39jCbzdTqRTKZAs1Wg1arzeVLl+iqXWq1KibRjNli4d5nd0imzrjx/PM0m00qlSrPXr9OqVxkbm6GdCbLyfExoyMj5LN54vFxbFYrO7u71OtVrFYzs3OLNJsNXC4Jt+zl8PgUSXJx/94dLl66RDQaJZPJ8N4PfsAf/MHvI8sypVKJWGyEwUAnPh5Hdg1Rz6NjMYqlMv2+htPpHs4tFvC5PSyeO8ef/dmf/fQE+t/7vd/75tR4nEK5hD8QJBoMYbPbGBsZxWqXCAWDBIIhPLKLerPJ5FQCURA4Tiax2Wwszs2SSmcoFyv0dJ3ZuTkQDBrNNj6fG0EwY7daqTeHHXcmBArlMuV8Ad0A2e2m1WrjdrtR1S6DvobH42ckGiWZOqWrakMrjqry6ccfMhmP01EUTIbBqM/PwGTC7nJx5dozNJt1Wi2Vs3Sazz79hIn4OMfJM7pdlbVHjwiFwxwe7aPpA6wWK/l8nthIjEKxhGSTsNvtw/0Bi4XBAOLxMfLZLCMjo9gkM263j0ajQSp9xsxMArPZRqGYQ0SkXKkMufjtBlOTkxiGjt3ppN6sEvIHuHx1FWEgksmlEUUbo6OjaGoXm+TA4bAz6PeJxEbZ2tyk1e7gdjkRzCbefff7nF9Zxev2ILmcuO12oiMj5AoFLBYb1VKBJ1t7jI0NN5Iddis9rY/ZBKIA+WIJpauSTp9RyhVw+4Zqxfn5KS5dfobZ6WlcsotLly5wepZlf2ePfq/HF956C7tkQxBFPB4PPn+A+GiYdkdjejqBYMBYfIyDgwPcLpl2a2idSp2dYnO4MFtE7E4X8wtz7O3tUKnXqFSr+H0+KoU6l69coVKt0Wm1aXU6ZNNp+ppGud6g3WoRjkRITCY4y56gdjVqhRKrV67i8cq0Ox06HQVV1Wi26szML9FqNtF7PZrtFoIBWq/HYGDC6ZQIBIM06k10XcPQRXZ2NhBFAcMwMej3sFmt1OrVYTmdbiafyTA1O0O7WUft9hANhsRUtwtJkrBJEoFgAIfs5sryebqaggkzHp+XF1+6SafVpN1uceOZa0iSA7/Hy9zCIrlcnlQqSa6QJRAYNlrVqlV8bjeJ6QlE0US5UkLr97i4skqz1eKZZ28wOTGFMRDgc+FHr9/H5/Vgsdro9TRC4TCVWo1OS6FaqxCLjRP2+zFZrczOzJNMpQkEg3SU7lB2Lkn01QFf+/mv4fX6yOeLDAYG4XCIGzdeQO/1mJufp91pMbtwjtXVFbxuDw/X7jPoGQgC1BtlGtUGO3t7TExM0G63h2gOk5lgIES91WJ6eprNzTVK5QrhgI/x+ATBYJiR0RhPNzfRen3W1p7gdNiGHtxwcFjae35luELvqgjigPn5WbLZIm63m7PTFKFwkFAohNbvY5OstFptdnf38Pv9mExmyuUMlVKdUqWE2WxCU9VhM6LNhqYo1Oo1Lq5cYHpqkkqtjsNqIzYSxSbZWd94gtHXWXu0hmiy0O/ruGU3N2/dYnx8HIvJxFkux8zMDN/61rd+egL9v/qX//Kb84uLdDoN5hIzSA7HcKVkk4YSg76O2WTi6OSEaqmMPtDRjR7VcplINMqnd+7icrpoNuqMjcdZmp7h+OQUm90+/FHSx4yOjWOXhjhep0vGZDKjD/qsXrzE7u4uxkBD1zX0gYDT6cJms3F0fEg2d4bX7WGg9fC53RiYuTg9g9kqIQoifYsF2i0C46Ps7exQLpWZiI9hs0kYBjzzzBXu3rs3rCpS2nTaCpFoGKXZxiW7GPR1vD4fXtnD7v4+brcbAREBgXAoyB/98bdYXV2loygszC3SaDYJhyN02m3sDjujIzFcLjdmqxWXy4VdspBKnxIbjRGNxZAkie3tPZKnSSrVOnani2TylL7WZSwWwWG1cnBywvFxEkE0cXh4wNK5RRxOG26Pl0url0hnkjx6+Jjp6QSKolBv1tjdO8BqNiPZLcNN8+UVNp6sIdns2CQzA0NENJnZ29+kWm2jqipWq4W+rrO9u8/1ixeJj41TrlapVMrcuXsXpd3BYbHQ66s4HDYatQZmqxXQMXSd1dXzfHb3IZcvXiB5nByWqXa62O1mHj58TL1a4+T0mGazQ7+n8PYXv8z6xgZ+vxeb1UZfV7HbnSwsLpFNn5EtZvH7Q8guOy88/yLRaJS9gx30wQBRHKD3NNSeSq+jcXR4zKVnLiEIOhazGZcs841f/m/IF8qMjU2ws/OE45MUzXoVhyzR6w/w+tx0FYVut43ZLNFoNpibncMQ+sTHEwgmM5JJpFKvY7IIOOwyE5PTNJt1zGYTogi1egOrxYzXH8BkMvD6QoiiiNfnR5bdBIMhVE1jd2eHuw/ucvezzzg8OMTpcNDqKPRUlUq5hMPppFwqIgoirVaddrvF1NQ00WiYsfFxCoUiTtmNzWbBbrPzwks3WVtbAwE0TePk8ABVadCqNqg2WrhkO6qmMD4+icVkot1qY7Fa0HptfLIfRVVJpdN8+OEHTExOMjUxgUuW+c53/hK3LA8XMRMT9FSN99//PqqiEo1E6HYUao06ielp3nnnr1DUDmBwfJykXq8yOjqO3eGgVCpxfnGZVrfN6OgY6fQxjXqNvj7gypWLdLQeExOTdLtdTCYrX//az3H7o48wdHjzzS8M/bORMCcn+3jcXvr9PhcvXiYSjjAwBqRTKTxeH1/60he5d+8BXq+LcqnKysrqcG+k1QFBJ5fL0W51MFtMvPba6yQS0xwe7GG3OohPxTk+PkUUzVhtNrK5HE6HhC8Q5OTwCLPNhsPlxGyyMB4fx2QWqVbrWMxmHj56hGAe7iO1mw0uLC1zcnpKNpNBcjg4ODggn8tx+/btn55A/1u/9Vvf/PrXv069WsclO4cXpOTk7OyMcCSEzWKmWCpjkyxYLFa6qoLNKhGNjXCWPKVerWC1manXGvg9Xo5ODlEUlaWlc2i9PvV6Fbfsw2yxMDoaGTKdzSYkm4Tb7aFULuLzB8lmc2hdlXq1Sq3RYHVlldm5BUYCQdRKBasg8OEnt3nnr9/jJHVKo16llC8QTSRoZ7IYDidXr13EbJFQugpTUxMYmLiyusrt2x9jGAYuhzRsm4/HOUkeDlVzggCiQTqdIxAMYBEEVF1la2eL+Mg4ZqsFm8VKV2thMolDm47Ww2G10OjUOTvLMjYWo1QsEI2Eee3Wa0g2Jw8erdFVuni9Hi5dvsL9+w9o1iv8/C98lUw2z/bOOsVqHasocu3yFdaePKbbVXDZHYzFRvnZr/wcxXIeWR7ySEwWE17ZQzqbx+l0oWk9Ll++OjT0iAY+f5Bms8nhwTHx8VG6qkYkNMr+zjYLC/PEYlF8wQD5XJ7F5QWKmSxHpymOT44Z6Bpvf+ltkqkUl69eo6spJJNnZLI5piansJnMpNJn6AOdamno641EIxzt7eHx+ikUs7g9frweN9FIBE3VMFlEspkstXoFRVFx2BxYLTZq1cpQp6j1aTYamCwWQj4/2qCHpvZptxp01R6tWmsYjCWJWrOKyWQjn8lTqRWYmpplZCTGSHSEQjZLMBJgNDaKxWzl6dY+gaCPdruD1ykzNj7FWCzKO+/8Oa12i/HxGANDxCaKNBSFxcVFvG4P+UKegTHAZpXw+vwEAiHGxsZ59spVDMGgXCnQ7WgYgwFdpYPscKC22ji9Ms1GE7vDzlh8Ar2n47Db8fo9ZPN5MAZYLTbUvkomm0Tp9JidmcXjlWk0GpwcnxANRzg+PqZYqlAq51GVLmepJLLbydRUglazjTboEQxGUJQ2/d6AQqGMxy1zefUiG1tDiFg8nkDrdzGZ4Pz5FVrNBo8ePuLh2n0y6SyyLOPzBZDtEoIgYJUsVCsNBEFnZ3eH5OkZx0eHbG88paMM/b/PPHOdpaUl1h4+4vzSEv5gAARx6KJNpempKiazFUmy4nTaGWBCll0UiyWSySRBv59KqUIgHCRfLNOq19k9OCCbzeKQnKxePI/VKqF0FHb3Nnn06DErF1YIhcJsPF7j6fZTksk0Xq8PRVFIpc7Y2d5mdGyUXk+nVq+TyWQplUp8/PFHDAYg6Dqf3bvPK6/c4tz8Aq12m5WVFVyye8h4MplInp4SDIaYm5+j3W5TKBYREDBbzLTajc9Nej7iE5OYLAIffPAh8zMzNJotHHY7mUyG+z9Nztjf/u3/9ZvTUwk67RZqr0ezpaB12hiGQbPVplqv4fV66fc0SsUMCBYajQr6QCAcDTMaG0WySVgliX6/RyAc4uj4hEuXLmOVrCSPjpiamaWjdPB5A3h9PlrNJj6fj35PI5fNU8zlaLabNFsd3nr7Lfpqj0ePHyHLbjbWN+m0FJIHx4QiIZbPLRG22xibmuLhg/ucFk5xhSIYA4PpRIJWo0Wr0WTv4JBet0u93cZmNZGYmUHTely7ehVN1bjx3A2uP/MMj5+skTw8wQDGx8c5ODrChMj4WBxf0EcymcQQBrSaConpxLCJTO2SzRfwuP3cvPUKDx+uIbtlHjx4QKvTpVarcHx0RL5YQhQFGpUqTocdt8dDMnmKw2ZnbDxBNBrF7w8ims24ZCeXVlc4Pj3DGPQ5ODogHovzYO0hFouJQa9Po9WmXirxS7/8C3zwow85PTnh/PIyh8dHdJUOWk9hcWGBc4tLHB0dksueYbO7qFTPODlKYZdsOJ12MtkCHU3BYjXjlr0Eg2GyZ2kqtTqFYglNUZmZn2EwGIKiQtEwJ0fHeHwyg4FAfDLC/U8eMDk7jdcnkzvLoxs6s7PzWEQTwVAYl9NOyBfAYrNTKpfRel10Q6PZbNJqtVlfX2dkfITR0TFy2Syf3rmDZLdiFS04ZRkdA5fLQyZ1xujoOFPxMQaiiXOLy+xv79DttCiVKoxNxXFITlwuN4LZwkxiCn/AhcfjJjYap9FokkylSMQnkT1+QuERXC6ZltKhqyhkc2dMTM6gtFoMDGg3GphMEPT6+PiTj7h09RqffvoxbjmAIYrIbhcuxxC5PDkzicUy9OgmT9P86q/8KjaHg3wug9vrx2m18Uv/1X+NqnQ4S+eolKuoapuR0fHP0bcNMAyWzp/HK8vU63VskoNuq41gMVPJlwhFonz1Kz/Hxx/fYYCA5HCSmBqyqBLTCW5/8hlulwuTWWRlaZlcIc9gIBD8/PqamUsMFZ9mC05JQuv3uH/3LotLC0h2F6qmkc/nSUxOsbp6EX/Az+s/8zrFYpZOp0M6naGnqSjdDqJo4vQ0hc/nJnOWwemSmJmdR7LZMFssmM0SI7Ewj9Yes7+3w82bt9h8+hRN08gXijgdDno9jWAwjCiasFutFMtVMMBqszESjuFye6Df5zSdQhBMzE/PsrJ6nlhshGq1SMAfolgqcXJyyt1PPmV6doqrq5eIT46ztbVLLBLB43GjGzA2Nka9UR9a5ex2arUa3U6HQqlEIpHg3Xff5cqVyzx4eB8RgdnZOXxeDx6vj3h8ErfbQzQcwu3xIw6MIZ6i2USyWykWSj9dcvDf/d9/95tf/vKX0FQVtaciGDreYIjLl1fpqV2q9QZj4zEiwSjLSyvDMjFNIxQOoWldWs0mLreTL7z5NsfHB3hdHvaPdkmeJAmFI4iima2tp2SzGQJeH5evXqFUqqBpGplMFofTidvtwWaz4XS5UBWFrqawfH6FR3fuUC1kOTo6Il0qsH94TK3Z5iCfxeF2c/nKFeZnF7G7JPz+AI1GBZNFQrLZqFSHVSk2m42dnT0cDgdn6VNGo6N88PFtLBYb9+8/QB8MOyw1VUWWZQwMgoEAhjBAxITFJjE+PsH6+mOCgTClQg6v389zz19H6Wq4nE4GfQV9MKDbUVk4d24o6PYF+IWvfxW3x0ez2WR7d4eXXniJiakp/m/q3iTIkfw68/y5OwDHvu9rILaMzIjIzMitlqwiWSvXYlGipBFF6xY1NpLNdXoO00depq1l6mmZDrTWqKWRtaZHohYukkyiisUii1WVlVW5RWRkZiwZEYgIAIF9Bxy7u88BObpNt66EGQx+geEA8+fv/973fT9Jh1wxhySZODo85OHDTRB0TEYZTdMxmWUymSzVegWTwYQogtvjYyE9h2wxc//Te6QX5tFR6fW7JOIJ3G43kqSjaQI/+OEPubpxBQ0RXdeYTgX8Xh+yxYrBaEKcTPH4gnh9HuxmC8Wz2Vy9Ui1w7coVZNlMqVKkVW8jGQ0kEilqtTLtloIy6LG/c4AnGCART7K0cA6TJDHRdAySSK1ewmq3o6oaNqcdWbYwnfYZj8YsLKwgiSLb2w9ZWFpkOtEZDnuk5xcQBKhVGySTUT7z8it0lR5ej53peMz+0TG6phIKhDBoOpVmjXKpRn/cZWf7McPJlGzuKWZRZqprLCwscv/uFrnsMalUmoX5JIJBQpIMOJ12Ws0WIgKlcoVOo0W1VqPXUzCaDGw/3iIUCJHJHmMx2yiVS7SbDXK5PDa7lVKpzFw8xmg6oV5roigK3VYHp9vB4f4+rVaTUCTCdKoiWyw8PdhDtjq4fm2Ds3yeuYVl2q0mVzY2OCsUUZQe24+2+fTuPfwBP+lUAqNsQZQkNH3KWfaM25/eQTIILKQXqFYrdHsKjXqDx4+eMFWHBPwBwsEwW4+2mUxUZHnWYQ/HEyxGM7JsZjwaUanXKZeK1JtVwpEE4aCP3d098vk8B4cZJpMplXIFQYRM5hiHw83i/Dw+v59gMMzJyQntdpt7/999I8Kf/Mmfsr6+itEos7q6StAfJJc7IT2XIhD0Y7HYuH7jGplMBlGSiITCmK1WhiOFVruLqOl0el2MRhPnzp8nlUqhApVKAQSBjtKnUW+i6Tqvvvo6jUaVubl58rkcibk5btx4ntNchnqlzkI6/Yx+NvMH2a2zjKqjgwOarSaKMosVubJxmeFoRL1eQRBEyuUqujYllZyjP+wzGk0oFIo4HHYebG5Rr1Uxy2bK1SpGo0Q6ncZsNvGjH73zi1Pof/8//sdvp+fTuL0eFlNpdNFAs1ml21Yw2yzYbQ6qlRoH+0+pVyq4/R6CwSDtdgdd0wj6gvT6Q+KxKA6nnXfefY9ut8fS8iIPNx9wmssTDPjRNJVipcTxUYZBv89A6SEaZjee1+Umm8+SSiSJhCOYzBZGnRGCrmEQBH5+9y6RQIiVtVVevnKJB48e0WhWWV5ZodGuEQzG0IYjRlOdtQsrHBxliEQi9AcDBFHA4XTQ7/eRJBPdbodg0I821Wg06kzHYwQRQv4A6nCIxW6jPxwwPzeP2Wql3mhweHhAOr2AgMbu7h4Go5FC/gylr2AAhuMJLqcDg8nA/v4BlWqF1157nQebW5yenlIonvHSS5/BZbezeuEcH336CZPJFIvFijaZsHZpDTDi9niRny3Yms0WI6XPVNPo9bq43S52d3dxOJ2MBn1K1Rouq51wLIAoGTk5PWF+fo7pGGwOB08P93m6t0e5UmZlaYViZaYkkQwip9k8Lo+dZqVCPJlAR2I87eOyuDDbDLRaHWTRQGJuDlHVsdgNBENxJtPZWGI87dNX+njdXvb2djjN53A67dTOitQaTbpdhSc7u5TLBUqFIt1Wl2Aogs1iQTAa6HR7HB3tEwlFECUDRlHA4/Gh62Ayy/zon/6B48wx2eMsgsEAmobX56dWr6NLEpPphFDEj2w0oQkGBgMFt8OLy+dHFHXO8mWssozL42Bp+Tz7O3sogx6KMkCbajhdLkqlmWPYZjdj0AWMFhmzxYzb7efp/j52hxXjs0C69fMX6Cp9hqMelXKNs0KearnMx5/ewSKbUTWNzPExybk0n/nMy6ysnOMsn2cw6HJ4eMJzz13j3v1Nnj494Ld/57eYTHWMJiODXh8NHQF44fnnyWZz5HJ5srkTpqMxHp8bk8nC8vIi2kSlq/Rwudy4nU6u3rhBJDoLhLv34AHp+Tnm0gt88zd+g2F/wP3NLc7O8s86bSMHR0eoah+nw0MsmmCgKHz08S1uPHeN+fQcrXaX+fkEVquDcCBIt6vQbDYxmiQyRxksFjN2mw11OuUbv/FNut02ZpPMzZsvcXqa5fKli9y7f5+VlXNIooEvf+ULHDydKXkODw85OTlFlk3E4gmOj45YWFxGlCSsNhs7e/vMp1M0Gk3+6Uc/ot5ocPnSBifHGUyyGVmW6XS7DAYDTrM5bLaZnNkoSQRDQYbKAL/XRzgeJ5VKgQ7dXgNRMpHLZhFFcZbKabfgcLrpKQqpZIKtrW2SyRRzqSSHmRM63S650xNa7TbRaIzNzU2SyRRTdUR/MMQqm2m2W+zu7vP48Q57e3u/OIX+f/93/+7bX/nyl1lfXyUciVIoFGdPPoeTZqOOqOs47DYWV5YZTYZoU5VcPo/RaCIWDjPVdYyigK5DtVKlUiqTCIUYqWMGSp/5+QXS6TSdroLfH+D8uRUMJmnmBo3GqFWrOD0ufD4PI0Wh1mxhlgwMG1WGwwG9eo2OoiDZLMjqlPJAwef3sbCwiM/rZzSasjg/h9XponxWYO/gkFQqxZOdHew2OwsLC4RDYWSziWajgc/nx2yxga6TSqY4OjlGNpnxB/y0+31cdhsTVcVutXGWz9NT2tjtLrxeL5v3H+B2OckXSihKH1mSyBdLVKplIpEolzcuU6vWEASBdGqOw6Mj7HY7RqOA1Wrn4PCQT+/cQ0BgPpVCEASC4RniMJFIsXn3LrquEwz7+KWvfZ3l8+dRWm0WF5Zod3voOuzu7WCx2YhEfIxVAYNo4umTx9z8zEuYjFYi0TAGg0QyOUevq3Dt+nXGkwnp+XmWFxd5sLnFK6+9gs/nRxQNWMw2HC43wWAYt89JoVhFnU5odlr0Bwq3Pv4YAYme0uPRw4fs7u+xtnoJTROo1Uq0mi3C4QgIAgtLSzgdzlkM8dISXq+LTreLLujMJebIFbMEAiGypxlWlleoVmrEk0nG4ymiQWA0GtJtdUimU7z6yhtU6gVi0RSBUJD9p7ucFU45OjpkIZVC1eDS5UsUCmUiwTDNTouB0qPV7uL1eckcZ8jmTlldW6PX75KMpQgEQwxHfbqdNqlkgnq9jiRBKjlPJnPI2vk1hpMBXrcHo1HG4XCwtraOx++h127z8sufxetx4/f5OHf+HE6Hg/F0iD8QIBGNP/OCFNjaekI4EMTr9zMc9IlG44jqmNT8PJnsMfmTUxwOB5nTDAcHR8ylUtSbLXw+F8GQH6PRgKbqWMw2rl65wvsffECrXMHusHGSPcXldpI5OiYQ8KPrYLNZ6HR6ZA6e0lM6TFQVbTolForgcDsRJR1JMuH3+7hw4QLVWpWlcytMxhMq1QbFUplAIIDD4SIVj3OSy2A0SlxcvcD6hXXKtSo+nx+vz4PH4yV/espwOMLp9rAwl6DTajMcT5hMxqBrNOp1Wu0e6AK7e/t0OjMVks8XwGYxcXpyTL3ZRDaZ6A97qKqKovRoNlvcvNRVa6sAACAASURBVHkTt9uGrsH9e/fw+ry8/NLLvP+znxHw+TBbrRSLJYLB4LMRShWlP2AwGlIuV1A1jWg0itIfUa1UyOZyvPXWW5TKBSKRGPl8ntXzK1isZhwOJ3NzMXQVZEkiEA6Tnl8gGYtjko1cuLBGs9nkyeMdLl5cY2l5CYvZTLVW59y5RX760/d/cQr97//+73/b5/fOuiMEqsUiFy5cQDabyZ9lGY4njKcqnVqDUrHIqNVhaXUNdTrBYLZQq9Vodpqo6pSf/PCHXP/MZxFlGREwmkzPUicd7O7ukEjEEUWRwWCIxWLDIMLe7i75bJ6QP8ijh4/YffiQJ1ubTHUdu82FfyHFczdu8OW3v0J/qtFotp4FOZnxejyouo4kiVy5cpVmu43NZiMU8pNOL1Ctljg+zFCpVTEg4Av68Xq8RKJRzgo5RuMJFrMZp82OLgqMRmOcDifxRJTBaEKxXARdxGqzYrPZ0NCIJ+eYSyQwyjKCpDFVdQ4ODpmbSxOJRDjL5+m22ty4cYNSuYJJkvj8a2/y/b/9HrFYApfLhmw2cXx8SjqZ5PVXXqPd6pA5mUFczFYDjUYPTRtw794W3/qtb7G9vc0vff1rXLy0gYiO3eFgPNaJRcJsb25hshl48mifi5cuk81laDQ6XF5d5e6DTR7cu8f6pUvous7u3iM0FdqdJpIksbJynuOjQySjytbWIwqFY6rV2VLdbLPT63SZm5vHYp3pnJ12J6JB4vT4hJWV88gWG9PJhFQqycLiPKfZE/rDMep0ynQ6xmpxoKkqRklmYWmRuXSaVrOBZJCJRIP0lSGiIFKvV5AEA9efu8HjR48YDEbUqhWarSZWs4Unu3sUz8547vJlvEEfPp+TcHgGd5FEEUVp02x2uPXBB4ynKvFIGJgVylgiSaPRxOmy06jNdgX9wZjHT3ZA1fD6g2xubtJoNmm3WxTOinh9PoajAXaHTCFXxO320u8P2Nq+R6FQoNZo0O8reL0BJIMRr9dHu91EUzW++tVfwuGw02q12dnd5a0vfpnBeMSDhw8RdG1mAPR4aLe6dDpd4pEI165fo1Kt4PcGqNXrGIwmTo9PyOaPn4WNXcVstxAKRRiP+kSiCcqVAqoKg76CrguMpwogEY3FETUdl8fJ491tDg9PmIxG9BSF05MsiWSCWqXKWaGIJIn0um3Sc0k++7lX6XY7JOeSHB0dMx5PGU/GPHz0mG63S6fdIhaPYTSaCEej7O3v4vcHqNVq5POnTFUNl8tNuVTk9Tc/z5PHj9F0kI0C+08PiQRDIKrE43P0egpup5PBUMFudeALBGi3ajSbM6/Gh+9/SObwkGA0itvtwel04vE6OTg4Yn5+nruf3mYwHKGqKo1GHaPBgC6IDPsKZ4UCDrsN2SzjdDpo1mssLC49eziEsNls/zyqe7S9zec+9ypKX6FUreJ2u7E9g6vXGy0atRrlUglN19BUnUzmmEAgQGouzWQy5Z13fvyLU+j/j//wH75948oVzGYzmZMDEql5vD43Bkkgf5LjlZc/y9PDA3qDDp1ai4ai0Ol1MIynrF25TCQcptVoUCtV6E5U0FRSqQRWu4vpVGNtfR2vz4c6mTAcjimViwiiSCaToVgqk4rHMMgy/+d//s8Ujk/IVsvoozF7p0dcu/kc06mGPxxib+8pB0+f8tprn8FicRCLxdjff0rA76Neb1Itl0ikUoRCQW7dukWv18Xv8uDx+5hMprg9s4XyVJvpgMfjMRdX1ymVK7i9Xp6/cZ1Wq8Htj2/h9niplMsM+wOu35jBiV1ONwF/gKmqsvXwIR6PC3SRq5c3yOdzvHjzJSLRKPn8GVaHzE/e+yl2uwO3x8nu3g66DnPJKINhn/FggmQUKFUq3Llzj2qjSsAfIBqL0+93GY+moM2y/K9dvczmw0c83n5IozHrvoZdhcX5OUqVMs/ffIl+d4DDZSaXK3Dl8uVZsqHLRTo9x/HxCY+fPMZqNfH227/CoNtlMJ4SCgbxeT2cZLNIkpl0Ks5bX/0VWvUGU11FEgQcLjciKkeHp5wVK1RqZSTJxMX1dZqNOtF4hOTcPI1Wk3L2jFJt1jU1Wy2y2Rwuj42gL0Sz3WLtwgoPNu/idHh5+HATk8HE4sIiTw/2MJgsbKxf4PD4lHa7xdr6OjarjVz+DG0ywe5wIFt08sUGgmCgUW1htloZq1OePH7EWamIroPD6cDrD7CxsQG6hsftZDwc0O4qrKxcYOfhNve3HuG0m5EMJuxOG31lwGI6RXcwwOf1kJpLMVQG6IKGx+ml1qzyePsJ5WqV4WCMw2VDlOD5688xGk9ot1qk51J0lQHFYp5SqfTs1HtCvd7k+CTD3Xt30XUBgyDQ6nRQVXDYbSCCquk0mkWePj2kUivR7w0Ih8IEI5FZYma/T/Y0i8/vod8fUanUKJeLuN0OvvLW1zCIEmuXLqGNJ5SqFc6fXyNzcEB/NEHXRQySAZvDjNloRpB0hsMxJ6cZ1tYucv3KVVweJ+vn1/ngow9IJec4PNqn21XQVW0WrfzyZ54V+TjxeBJJUIlGY9z+5FO2HjxA6StYrA4CgSBvvvEG9UaT7e0t2u0umqYxmWrMpRK4vW4EXWTQ74MoYJJN1BstNF0nFPRTK9W48fwNXE4Hi8tLhCJRuu02F1Yv8P3vfQ+328t4PMRmsTKajlhdXefk5IR0eg5JEGm0KgSCYS5dvEi/10XTodOtEQzFaTab1CoVnh4cMB6P6XQagIggCMylUuzs7OL3+djeekAwGMbv97C9/RjZaMRis+FyuUnPzTFVVXL5LGdnRc4tL/P973//F6fQ/8Ef/MG3N65sMBwMcHucJJNpUrE4tz7+CINJptdozPB1onEG3TZJ9DoKgUiIN978Ah99dAumUzrKkGjYi8PtJRyN4PP5aTWbuN0ucrk8AjqHR4c0qjU++eRD0qk5LBYro9GEpwd7+P0+YnOzZUogliAYDPPizZepVMq0W02sViserxuzLFM4O6NSqWIQBRLJGNc2rqIKAjs7O2iaRqteZ2FhgVAkyng0O04uLqXxuT3IJhPPv/A8ojjTy6qais/jYmtzm9F4wlSdMhiO0DQdl9vJz3/+AdPphGKxgNLv0KhUCYbDNOp1UnNp+sMhgUCQ1197lR/+4AfUGxUk0cTljcs06g2GyoDFpUXG/RFGkxmj0YzT6ZxlDPWUmfqi0yEeSzIa9zEbDXTaLc4tLRGJJ/jrv/k+BsBotuKw2phOJ0w1nVq9wmHmlMPDXRaWFnHY3ExGfSaawG/+629yms1zdpYnnU6Ty+UYjjrIsh1l0OHG9auYLXaGoyFms4XLFy+xtf2E9977CcVSkZ4ywOV2YjZbOD0+QRdEep0WN2++hMVsoN6oEwyEONjZQWXIsDPk8f4+hWIBt9M9M1dFYwx7AwxmE4uLy9SqNWrVBttPtgiFYpgMBpKxOK1ei2uXr/Bg+xGVSolf/vqvkcvP7OhulwuP38+436PT6zI3l2YyGWIyWxkMRnz1S1/mh3//15hlJxarCVm2YpJlctlT6rUGkUiYdrfLVNXIHR0x0XWWlhYZKgMUpY+OTr+v0Gp3sNmd2E0yFrudcqXC1UsbnJ4VqJRrBAJ+CmcFLpxbwmCyYrU4kC0ytVodk0kGoHh2hqoLOF02BEEiGYsQCIWIxmIszC9id1gpFMt43E4CvgBHJ0/J586QgMWlZVrtNtVqnWQkRqPdIhQKUKvWsJitrF24gEW2YDaZqFQr+LwuzBYnBwcHDIZDsqcn1JstzGYL8/Mp3D4/tdoZsViQYDBK/uyMgNfHcDRBAlYurBIKhdh7uo/d7mA8VUHX0TSdRqNBu1Wj2xtgt1oIhsKMxyMsFiuPHz/m1u1PKBcLuNwe0vMJLl3ewOVyI8syd+7e4dd//deRZTM/e+89nrtxjYuXLmO2WDnNnDDs90nOz5NIJOnWG5hlmeFwyI9/8h5dRWE0GOIP+OgpPSwWK9ncES6nB0EQ0TSV/kBh5fwqkmTA4Zhxp8eTCXa7lUazi8Nh55NP71Ctl5BEA5ORhtkiYzZbULUJBoMRSZot5QuFY2RZxmKx4XK58Pv91BtNHA4H3VaLC2vrbG9t4bTbMRqNaJoGTDjOnFKr1Vm/uM7f/M0vkDP2O9/5zrfffvttlHaTQX9At9VmPB7TbTfZ2d1hPhLGJwpkikU8DidOh4v9nR0++9nP8Wj7IQOlg1Lv8vSTD5lbX8doNOJ0uMmfntLudHC6nDx58ghREikXsziMJrqKgt7pow2HVGoVcrkcJ6c5RpMJv/3b/xPXr18llUiys7uL0usim63MzaXQphPKlRKiLmGQJHw+H9VaEwQBs8WM0+FgOh2jKAOm6pRYdAaQyOZOmU/OowxHKIMBDx9skohGGY7HvPHGm7zzTz+mPxqgabOgpxs3rmMyzfIzyqXSbM5ukonFErTaHcxmC932zAHbU7q8884/sHJ+jdFwxMaly9zf3KJcKiJKRlxuC0+ePCUZjTCcDnj8ZI+5dJrXP/s5dp4e4HJ76NbqiLIJl9NJu9PF7rCTmp+jVizRaLVwuGxMRuOZkSsSYmFhkU/vfMxXvvgVfvC9H9AfDugPBozHKl6fl9u3P2VlJU2j0SFzfMSVyxvEE0la9QaaDg/ubyEIQw6PThmNFP7m+39FOBxjaWmBXrdPMBQkm82ALhCNJzEYDNjtNiZTFV0XsNvteNweXF4P1WoTh8uNxWbF63aROTkmFkvQaFWZaBql4hmbW5uMJyoej5vVC6t4vB4+/fgWJouV09wZSq/H6voan3/j84iiyF/8+X9lNOixtHSO4XBELn+Cxxshc3TIXHqRvtJnOp5gsdsJeANknh7QURR8Pj9vfeVLtNotvG4X7d6ASDTCpdU1Pn3wgPFkRDweQdVgOO5RKVdnYyZtjIiEwSzTaDboDxRkcWbqczhs6Ah4vT5MsowkCYTCESqFIpLRxFe+8AVyuVNO83kkwxQmItVGg/F0iNlkJhaPcO/eJtVKiQsXVmm06tgdLkajMVeuXGNx+Ry5/DEG0YQIDNUx+7v7TKcaTqdztpfZ38EfCNDr9zm3cp6nBxk6nTaTyYRsbka9SiXjVKoVqtWZY7pWbfxz9y4IIBpk/H4PyqDPZDLB63VSrTaIRmMYRJG5dBrUKYJoRBB1QGI6nSLL5tn3RYHr128wHveo1VqYTTP3uNPpRJQkHm1vYrPaaLZaCMDR0RFm64w30WzUMcsm/KEwg16LvaeHfPbVV7l85Qo7Tx6ztLyIpqsUSyXsDieoGnPpeaZTnXq9TiDox2iSKBRKuN0eAj4fqDrj8YST42NGEw2bVaZWrbOxcYV2q8urr71OpVrk9q1PEESBq1evc/HiRc6yWQDsdicrK8tsbT2kUqkymcw8PEG/n3a3TTI5R3Jujt29PRA0zk6PcTh9RCIRBFGkVqv/YmXd/N7v/d63v/nNb6D0ukyHE54cPGZxbgGl2WaqwUDVMAkiq2vrVJpNlJ5Cbe8J7ngCp8NOpZzFbJDpiCL+wCwn3WwyM+jPFCNWqxWny8X3/vq/ok8lJIPE3Qeb7GUynBRLBIIhgn4P65evsLZ6AavNhjpRGY7HDBSFyWTM0tIiitIHQaTT7mCRzfgCfpwuN41mg5A/wMr581SrNWSjiWg0wulpFpvNQqVa5urGFY6zp1QrFTRVw+1z0R8OGY/H7O3uEAgFGY3GXL58GaPRSOGsQCDoRVG6eDw+orEEPo8b2Wym98zeLpstTFWVSCRC2B9kOB7jcjs4K5wRCkXQdRiPB7jdfmx2C06Xh1q5jM/toT8cUq5W0YZDnB4nosGENplwfHyKqqqYLWb8vjAOt5Nhv8t8Io2GRrvTodlq84MffA9V1RiNR0TjcV577Q2q5QrT6YSr19b57nf/imq1haZOiUbj7Dx5Qj6X56xYIhQKsphK43EHSC/MUyqUWF1d4+L6Ov3BEG06JRqP4vMGUZQ+g+GQ8XiI2+Xg6tUNZLORRr1OvVnn8sZlTrMnjIcjXnj+Oo1Wj16vzeHOHslUkszxARsbN3A4bJxfOU/Q56fZ7vLphz9nOFF57oXnWF87x43rL+ByuugPBty5e5t6o4rT5sbjdeN0OEmn0iBJDIcj0FQQBW5cu042d0oulyW9dI7f+MY3ULpd8qdZxv0uiflFnBYrP37vJ4x6CvnCGWvrF+m02+j6lI2NGwwHQ/xBH2DA5/Pj9/lYnF/g+DDDD/7+bzHJMr/6q79OuZzHabdhs1tholNtlEEQ2XnyiHqzzgs3X0ISdeqNJkbBwETr02oNyGSOMMtWgsEgnVYHVZ9iM1solIqo6pRut0fm8IA3P/9lctksw0Gfw6MMKyvn+de/+WuMhiNqlRoWmw2P242mqujqlOWlJSTJgMkoYTIayeVzLC0v0G73MEoGLqyep1atYjSZ8Xg8WMwizWaXpaUVAgE/Z/kz5tKLOJ22WbSxpDIZTTAYTFisVm59+DHJVIyFxWVKpSKyZGD1wir+YICzfInJdIrX5+Yoc4LDbscky9RrVcbTmc789PSU0WhINBLGbrVSKBa5fHmDbPaEYCjCVB1x5849JEmiUCzQbrVwOu2kk2lks5lINEghX0BHw2qxorQ7XLvxHPV6E0HXyOZPqNTq5HI5TBYjNpsZl9vPxsYVlpeXGY/H/NEf/SEmo8x4OuXtt7+GKAjcv38fr9dLuVIkFo+jqtBudzk7yxNPJFheWiJzmsHlctJud1HVCWeFPENliNlio9YoYrM76Hab7Ozsc3R09AtU6H/3d799/eplDg8yaBK4LE56kxEH+3sMBwM63R5um51Or0OrXMYqCkhuD1arldzJMYFgiFRyDrffg9/vJZ8vYTcaafcVGs0mT/f2+fC999DGE3qjDh5fkGatiaZpXLlyhfPnzyEaZNrtOk6XDVEwMJ4MsZjM2J1OJAO0mh3sNjtW2UgyNYfN6UQQRCbTCWgaZrMZt9uNxWLhNJuj0+2STqcRRZHM8SmdTguHw8nJySmIAuOxisNuf5Y/76RVr2Oz2di8e5dBv4/H42U8GPHRxx9itViRZRm73cpwNEJTVfx+P3arjVDYTygUJRqJovRbyEYjhbMiCCKFQh7ZaMBqc6DrAqfZE9B0TCaZR482cXm8xOJxFKVPq93B5fZQqRZYW71AIpng8CAzMwGJAqPpiHqpjNPjQkBkZXERgywjiSIv3nwOkwnKpRqVUpHTTBZ/MMjC4gIBn4/ReMTxyQnhSJR4PEY+f8JoMsHr9mCWRI6zWd766lew2+1EIlFOsidYzVZGoyE+r5det4vZYsXnctNotDg5PmU4miKJBhx2O0929hBFFaU/oVopMOj2cHi9+AMhVFUjd3LKRB2gqgIaMBwp1BtNDCYz2VyecqVKf9Cj0Wxx59NbNOotkqk5bn18C9lqx263YLE7MAoCqqby/PMvYBANuDx2uq0OHp+fXO6Epzt7uH0+ypUSjx5uc5o/QwBi8Tgunwe/z4vSbiEbTZyeZFGGfWw2O6WzAla7g2a9jgRsPetMX3vjFdyeAMeZDK1mC7PJQrVW5+ysgNPlholKtdnk0eNtorEkjXqVyRSMspFobI7xeIyqTlhaWqRRrfKz939Ko9ni0fZjSpUKS/OLXFhdodnscHR4yK1bt3B5beg6XL12HY/TSy6fp1avMJ1OQdAYjSczLnK9AZJENBqmq/RZXJjDaDBTb1Qxmcysnlshloizu/sYgy7S7HS4cOECB3v71Gt1ptoUUdSRBAMIUCpUKBRLaGhIkoTP72Vr6wHp9CI7O4+58fwLeP1+/uHv/45Op4PX46Faq7JybpFoNE6318Pn8yEANvMMsyjo4PcHWFlappDP8+jJY6qVCh6PF6XXpz/oAyAIU1q1FufOr2CSLZgMRu7cvU+9WkabTkml52l2ZkFoSq+N1+tHR0TTJqTnF/F6fQyHE4xGA0ajxHDYx2Awkkql8Pv86Eyx2530FAV1POYklyMaiVIqn9Hv9+m0W/T7fV555bP0en18/iC7u/sUi0V8Hi/ZXB6TWeaFmzdRFIVOR8FmseFwOrlz584vTqH/3d/999+eT82zv79HIBwiHo0x6PWQNLj20kuc5XLIkwl/+8FP8foCuFxuJqMxnrCfaCCIzybj9Lt5972fI2oCgg6VZp2z0ywrC4ucPnlCIpVmMJnwq19+m5WVC8zNpdhYW8NssyLLFmwOB8FIEEE0Uy6XmYwniEaRcrmIxxNkOh3jtNrQDRLJVBJdh2KhwKDfp93pMBiNyZ/lMRgMuN0uVFWjmM9znDmeIdOGI+wOJzb7TFZpsRgYTyaIgogkGUjPz6NpM4PL5155lWazzp379wh4ApitVro9BR2B48NDLDYH6XiCzOkp1XKVO5/e5ujwkFKlxubmQ5rVOrVmgzdeex1RF9A0DV3QERHwuz1ce+EFdF1AVVWOMhmMppm5o3hWQDZb8QfCaNMpW1ubtBtNvF47jUYP0WBEQmSqTQhHojSaNcwWE4P+GAQTH9/6CH8oQjIVIZ5I02hUsdudtNs15ucXGQ0HmExGEpEYuqDxeGsbb9jL8rl55ufO0Wg0uXf3kxm9R1PZ3NrGYrXgcNiRzcYZM7dZx221oUvSsyOsQOWsQDgWwWV3srO3j9FgYmF5iXgiSaNeYzJVsVhttFt1To9OGE/GxGJJjLIRp9NC9jSPLFuxmk1Uq3XGo/GzvBs4d26ZeNDLO+++R+7sDEnQmIyGWMxWxhONeqOByShSK9eYzRcgHk9gtVjpDzr4gxHOr5ynVCridLrpdprsHR7y1a9+jXg8RjwRn+WPmy1UazUqtSoXL15iOBxgNBgxmQxMJyrtTot8scRcMoXS67F/eEQgHMbttOP1hUgmEhgkI2dnOSyyGYsszxRgVhu6rnP12jVee/0NZJNMPJXgl95+m1dfe5XjzAl2hx2H08XScpJ6vYNFtnJ6ekynp7C19ZBypUI6HWN7e5+jowx2uxmvP8D29hbnVs6xvj4zMXa6XfL5AharFbfPx1999y/w+4Mk59KMByMsVhs64HI6KVerXLp0CXRod7oYJYmT0xOWF5YolsucnBwRDMa48+mnXL96DY0Jn3xym+l4ymg0wuawU6tUsdrsdNsdNre2iEYjjMcT9vZ2QVBRNUAQ0ASBcDSK3eFgNB4Ri8Vpt1tEIlHG4zHVagPRIBINRWk0G7TabWTZgNVsxe32clYskEwmKRULjEazxbyuadgtNjq9HmG/n5Nsllargd3uottVsFss/PRn7xEMhlhYWODOnU8QdBhNRwT8QcwWC2ajzKCnkJpLE4tFuXRxAx3odjtMxhNUdczD7W1isRiiKFKv13n//Q94/vnnUfoKkUiEH//43X9Rof/vMmMFQUgAfwaEmEHA/0jX9T8QBMEL/CUwB5wAv6brelMQBAH4A2akqT7wLV3XH/y3fiMUDOpff/NN+qMRznCYG5c3qNaqNOp1Gq0Wmd1dPBYLmizj83r/eTbqFGBxZZ7uVOQf33kHUdORLFZ2n+7ymRdvoqsq/VoNwSQzn4jTUnpoBoGl9Q0+ufUhSEZuvvgiJpMRpdNBU1Umms5wOKSrdLHZHBwdHfDFL36J/f09+r0+g5GCAQNuv5/rVy7z9OnhbMTTn/FmDSYDyWSCo6NDJMmIw2rDYjOz+2Sf9csrbG3tcPHiZYJ+P0ZZIp/PUyvXn4Gjg9y+fZdms84rn32FUqnM+qVLbG89wOP20ht0KRYq/Oa3voXNZuMP//A7LC+fZzDooPSGWCwy+Xyel19+iY8+uo3T5cZutWCxWgCRWDzOiy++wL/5N/8LIPLSSy9SKmQxmAxkTwp0en2uXbtKKjWHyWTAarHy/s9/SqvVYW11jfFkAup01tn0B5TKBeKJFE6ni2q1QCScwGwxg6oxmo65du0GjUadfqfL4ckh9XoDt9uLpqmYjEaMJhO1Wg1ZFrGanQSCIQpneRAlwsEAe7u7xBMJWo06BrMBp8MDgojNaqFSKmE0W1BVjX6vi91qwR8MYjCaCIbCmEwmZFliNBhydJjBbJZodwaMxhM8bhelysxhuHFxjU/vbuLze/C4PfS6LbzeAIIoIhlEHj16SKvZRRBU3E4/kgC9UR+bzcHa2kVOTjIICFRLBXRJIxKIkZpLY7E7+Ie//zsCIR/Xrj5Hp92gXKoxmk5wOl0YDQYsZolCsYpk0EnG0xwdn3Dv7h18Xi+gMxz38XtC2O02Gu0OoVAQp8NMpdrEbLYSj4b5wpe+zB//8R9TLBS4+dLLTEZDTrJZBoM2A2UMooEvfeFNjo6OaTSqhCMxpuqURCLJZNTFZLbz859/NIOwlEpcvLxOsVyg0+kRDccJhcMMhwNGgx4n2QKtRoPV9XWUvsJwMCA1F+P5518md5rlpz/7KcFQCINkIJVK8mRnF9BJRCP804/f5dL6RewuF51OB7ss01K6ZLM5bt58nnp9BtteXlhgOJnQVxTGkzEnJ6dcvXqFarVCs96g2W5iNJrRNJXPfe4zfOc7/4nr167xt3/3d4DAv/pXv4HBYGI8HnP92nX2n+7jdLrQ1DE//+AjLpxbYfXiOlbZzI/fe494PEY2m8HnCxGPRDk6PsZmt9NqNllZXkIXBe7f38Tv9+Ow2yiVy1y7eoWDwyPcDiflWoVUMsXe3j7Li4t0FIVGo8F0OsLn8RMKBWi2u9hss/hq2WQgPZ9GNppoNFpk8zlWzq3wF9/9fzi/cp7FpXOcnZ0hSWCUDIgGE/1+nzt3buFyunnxhZcAyOZzfPDBz/n440/+RczY/y5hCpgC/6uu6w8EQXAA9wVBeBf4FvCeruv/XhCEfwv8W+B/A74ILD17Pwf8p2ef/78vURTRjQLCVEA2ztx6RoORSbuNNpqSiMaRPE5G3R6GwZRaq0bU50V1OChU29TbbVyymfZkzJfeeIWvfOkLdLpdKvpvIwAAIABJREFU3n/nJ+SKZyTiCXSrnXYuh+50ovTavPb6mxhMRkbDEboOtWaL0UjBJFtJJ5LsPe0SCgUIBPwUC8WZOSJpRVWnNBpNgj4vo9GETqdFKj2P1WbHJIr8/KMPCYeDOJ0eNG3K/NIid+7cJRTwovTGrK2t4na7ESXY3n6ErusYjQY8Ph+tloKuqTz//E0mU5X1i6tUKyVGozHlahGPy4euq+zt7VEqlVg7f57FpRVK5RKn2RxLS8sYDUYOD49IJpMoymwu7LTbiYWjTCYT3n33Xd566y0ODg6RRAmjbOfrv/zLfO+v/hK720u9XqPdahKNBWg2m8SiUcLhCNPRmF6/TyqV4tHOT3A6nbz5+S9RLZepNarEQzEmmsbNF29y68MPefhwC1EUsVvtnJwcI1sk2u0Gbred0WiKJEpIownnz53HJAgIsgFNF5AtRo6OsricDi5dvkRX6eHw+BgMOmxsXGU8GqBpKmaDiZZSQVXB7YzNQr+abZR2k0QyTimfZzge43A6WVpaplKvY5uAzWJhdW2V/r0HHB0ckEwk8fqclEoV5ufSOJxuCvkcoUiQQX9EOBhHHWYYTCaYTAYGownLS0sUiwXq9RrhYJBWs0W32ye9tESv3ycSTzAZDfH6fQy6Qz788AOS8TiSKDIaDbBY/BgMMrVyiW63x3iiEAnEiEUibEkSJoMB0SDiDwZZXl5gc3OLVquOMBnjOL/E4uIynXabaq3Cn//5/00ymSAcCrD98CGRaBRUDavVwxc+/zLZ7DFPD45Q+n0QoJA/A0GnXC5RKJTQNJ35+QROm42dRoW7d+7QVfpcv/E8udwpZsss7Mvj8xEKjcjnT8jmcjPAt82G0QDv//hdxmgsLS5hlAQC4SjT8RiHw8F43Cd/licYDCGKKmazRK+n0hko9Pt9XE4XZrMNaLK8tMRRJkMsFsPrcXLv/gPOnz+PruvomsrD7YeEIzFkE7z6+husnDvHlY0rDIdDrly5QjKRwOXyks0es7ywzPzCAodH+7QaDQbDIUtLC2xub5NeXKRWq+N2u9nYuIKm6ZTLRTYrVTrdLm6Xg4uXLuNye3j8+BHnlhaw2Oz0+wOWlpY5Opp5C0aWMRfXL3Lr49vU63WarRbp9ByyPCur5UoFyWhka2uTq1evEY/HsVhkPvzwY25cv86lS5dwud0YjEZ+6Wtfp1qrEo2G8Xvc/P0//gi7fRYoF/B7iUYS5PNZDAYDyVSKVqfJ7/zO/8zHH3/yLyjh/zKUYBEoPrvuCoKwC8SAt5mxZAH+C/D+s0L/NvBnz7CCnwiC4BYEIfLfgoQbjAaqjRY2p4ORMqBZqWCQZdoq2GQjU9nCuUSUj25/jNViRTQZMJjN9Ltd5s8tYpSMSAYjSk+h0VXQWmec5iscZrPEYhFW19coHOxz7rkbz2DgC5QqJVxGDw6rlXw+z2QyQp1o+GOzwCKr3U6vpyDLZjR1gq7LaNMpvV6ddrvF0tIiXo8Ht89DfzCgXm9QKBTwuD34/WEKhS1A5eHDh1y/eo1+r0tP6aMLYLWYGI1VbDY7Sq9PuVamXCkTCAbZuHKN5eVlWq0GvU4Pl9uF0+36Z/XC/OICFqNx9t8g8d2//AvW1taoVk/pd9pYrDKdVpfPvfIqY03l/Xd/wur6JSwWCztPHtNutZhfmCcWDtPtd9GnKv/lz/6UYDDCYDBgNBqBIHD92k3+rz/9E6qlMnaXlXA4wtnTHN12G6Wt4PeHyBweYLHZWVk+Tygc5t2f/CN/+sd/zGA0JBaJcHZWRFE6/MrXf5Xbt29zcf0qrVYDUZjwuVdeZTIa8cFHH2CTZUKxOP3+gHQ8TdAfZn4uRalU4fant3jj9c8z7Hb5xx/9CL/fwdOnGc6fX2CgTBBFkZPSHotLaYJ+LydKj3f/8Z+4dPkSnUYTQQKDAMOhgtPjwed3c3J8zHNXLyEIIIgSF9c2aMcb5LN5br70IvncEX5fkNK0TL1S4ObLr/Bkbwu73Y8sy0xGI6LhKCpTTo5PcbpdBCMBFhbmAIkf/OD7M2VGwM1wMCVzmKHrdNDpj5iOhnz00W1CIR9el4fReEQikeLc0hI6cJi5gNlsZj6dot6ok8lkMUgGzKKRkaYTDPrY3z0glV7AOJA4ONxjOJySioaxWC1sb28RiwX44htf4r33PmJv7yGJRJpSqYLNJvONb3wTdJ3dnX36/T71epPBYMjquQscZcKMh30m0ylm2YDBYKDbUwj4nVhkGc3lIxKKMOn3eXD/PpFomMX5Re4+vI/H7WNxYZFQKkm1VqPdbtKsN4nG4xj9Riw2J912m2w2i6iL3Nvc5Jvf+B+wO70YRJGz/BlGk4lGtYRRFBlNR1y8tIGqquzu7tHtNnnjlddw+tx89NFt/uov/5Lf+h+/xcHTfSbqGLPZwr3791lcWCQSiWO22ajXav8vdW8WJFl6X/f9Mm/em/u+Z1Zm7Wt3V3fP9D7TMwAGMwOAIIEBIDJogSE7wqKsMB/8onCEH8wZ2iHSISlkR1ChCEIMGbIIijRBEsJGApgZYKZn672quqq69tz3fb03b+a9fsiWgg5bFB78YHyPX24vmef78pzzPwcBE0jT8nlNB5crzx//8R+zubnJ5cuXeO+9t7FbXSwuLjE/N8tf/sVfcvfePRYWl3nvvffZ2NigUCihqCPC4QhbD+7j8Hi5fPkyn3z0ER6nm0goRDgUolQuo080bt9+GZNJ5OBgD1EUkUSJnZ0dLm1uYrUGqVQqPN7a4u2f/IRz588zHPaZm53FYDBydnLEUFbo91scHx8gikYW55dRxyp/77/8Ot/4xr8hEokwUhQG3cHPBfI/F9D/zWUwGOaAy8AnQPhvgHeJKbUD00Mg+zdelnu2958E+pEywusL0Jd7lPN5Ro0OgUgAySTR6TTIZFO4fDbCkShW0Ui7M8Zmt2FzOhm1ezSaJU73j5FFEbHXYWK10+22+eylixwUcugGEIIBrCaRarnM1tYWZsmCTbJRbrcxmSU0fUIoEsHlciIKBszqBKvNjNvu4rTbYdztYA9HCQTi9PvqNJPc5cJmsxH0B6k3GggmE61mlUwmhcPhQJ+MGWswVlXMdgeaETrtDqdnKYb9IXang0QyyerqCo1GE1kZ4HTaaNTrmExGBvIQu+BgdXWFy5uX+Of/2/9KOp3n6OiEixcvo0+mNEAmk8Zq9ZPJpggGI4zHY97/8A6hUBjJbmHr8SMi4RDdbo92u40oiUiSyFAZEo1HaXc6eDxeatUKoZAPn8/D4dOnWK12XG43g6GM2+Xnxs0bGHQYyEN6vR6GyYRIJMJEn/C/f/ObmEwGQv4QDpcNyeLAbhIwm0Vq1RqqquAPBOn2WhRSBf7o336TX/6VN5DE6aG9trLE3t5TPnn4gAvn1zg4OWVlZYnx2MD9ew/BAHMzcQaKQiIRJxScYb9+iKZNWFlaYjxWsFqsXLlyCX0MGgYKtQcYRCMGBDRd5/jkgErZxfWbL/KTH/0VJlHEZrFQrhTBYGJmdpadnV0sgpVms0gukyKeXCCVOqPfVxj0y/hcDsqNFqvz8xjNEh1Lm7OzFB6Pg9///X/J7du3mZkJ0qx1mEgiBqNAYi6BKJmJWKyYbBbiQ4V6u4soSMzEpj+b7/71DwiFfNz75BPMVsimZ7l+/QZQZTBQQDChjkek00Uki5nDw23Mgp0nT/a4dSvA0dExmqZhNBpAl/jhD37M0vwid977KTari2R8Bn8wwO7OHkaTgNVqYXFxgVBoQK1a4eGDR5itEtF4FEe9SbXaIBLwU6pUKJWKLC0u0B8Mcbm9U9PA1hZeeUSuUEBVJvQHQ45OTrDbrEQj0/CxaDxOJpPBZbdz7sIFDMYxe3sHTMY6kiTyjT/8JpcuXWJ3dxdBELDbzdgsdlLZNE6Hi/3dHax2Gxtra8wvLpLLZnn86BE3b97k3XffZXt7m1//u1/nj/7ojxBFC8GAhW/+H/+Gz376M0iSSKlcxOnx8PHHHzEzk+DRo/ucO7eJxSwiiga63R5Op5NKpUypkmc0lJFHAy5duoTFImK3WhiPRoSjEVLHx8RiMRbm59ne2WEyHjO/kMAkSfQGA+ThNG1XHo04OjrGbDYhGgXSpynWN9YxGODi5U3u3n2AzWIh4PcjSRI2i4lAIEl/2GNvbw9RFFhcXOZXfunLdPp97tz5GYvzy2xuXuK99z5hbW0J0SBy8fnLmATh58bunxvoDQaDA/g28N/put6ZUvHTpeu6bjAY/nay///5fr8J/CaA0+nAHwwyYwrxZ9/+SyTJzGXzJjPhMLXaiL4io/ZlKuUSK4szbCyvUUnnKMtDtFaXzkQlU64iSSKNWo2NhQXGskJfkDBarciVCi6ble1HD7n96qvYLVZqrRYnqTM8bjfBYJhIJEKtUsFmtTEZqYCKrsEYHavZTKfXI505IxKJEw6H6XS7HL7zNhiNuOxu3G4vNrsdu81KfCZBr9ulUCwgmTSKlTIGg4bT6cIsmjEaJyiGIcViiePjIxZmZxlrOhazhX5fxum0oyhjisUc8XiSXq/HN77xDaw2G35/EIDnnnuOjz/+GK/HQ7Pdwe12cWHjC+QLWUbjMa1mC13XicVmEAUD6WyBsN+Pw27F7fZgk8xUKg0sFgGj0chgMEAZDRn0hiSiCr1Bl1AwQLVcJuT3IZmnHuuZ5Axb24+m4GNyoOk6jx4+RhRFLq6vky7k6TcHnLswy/HhEfqz74loNPHkyTbRaIAXbt3m+PSIjz98H92gsbS0SqvTp98fcGF9g/5AYdTroWkjFhYWicXCdDt9VB1CQS/h8HlyuTwOm4TPG2Cijbjy3BWKhQLdbg+H0021XMTpcDJSVRq1OjaHA5vFQb1W5qM7d4jGo4xVnUazQSwexmg0c3L8lH53Ov/gjwRJzs6DYcL+06esra3x6OEDmq0WsUgEoyCw+2QHSTITDAZpNup89Y0v8cFHn2A2byAIRsY6BEMhRAOk0hl2jw5otVtYbE6eu3SJ5fWpvlIu1zCbJfrdEZeee47RSGZ5cZ6DowO0yQRNVdCA0UhFFEQC0TjdlptGpcLG6jlGsgwGjWJp6vFeX1llDIiigWg0TiGbp1wu88YbX+Hw6QHLa8vUanXqzSbra6vUaiVUXUUejohGg6ij6Wg/JgGXx4k6GtHr9imVSpQrFdbX1rDZbKyvr5OYifP06VOe7u+xtLQIgoFsscSw3ycWDeNwOBh223znO98hEAigayrXrt3EKAj84R/+Ky5evPgfh4HWltcZjRRkRSEcDZPPFohGZ6jVajQaDRxOBw6nk1/72ldxu91omkatWuYf/Obfp9FsIssKmXSa7mBAgDH7e0+5sLnOYDAkFAgQjyep1Uo4HHYUReWHP/wuly9cwmFzY3M4CEUiWI/sTBSVXK6IPFKnna6qzI0Xb7C9vcP8/DKbF86RzuRYmlvGIEkIgkAoHKTV6iHLMlPg0BiMZPrDwdQxFgwQDccQhAfII5nkbIKTkxMkyYaORj5bIBAIkIzFaPV61FstzGYzXq8Xr8+H1wCFQp5IJEoul+PuJ59gFH7+e/rP9UyDwSAyBfk/0nX9z59tl/8DJWMwGKJA5dl+Hkj8jZfPPNv7vy1d1/8A+AOYirHDTgdXMMTS2jrl01P+6p13+a1/8N+QjKgYB9POT81sYq9QwVssEggnsfV6DC1Oytlj3F4LVouLWxc26bRa9Dsd1IlCtVYDA2hGI9FYhL39p/h8PvxuN+1OC1ESkRUVh0Minkhy/sI6Lqebt99+l+2dRwT9oWk3rdOOZDLT6/fx+31EQgEUWWY4GPJw6z6yPGJxYYlOp0OjXqU3UHC5XDjtdia6TrXSQB/rHJ+d8MaXv0omm8XaadOpSwR8AfqyjNFk5Pj4gHRKwmm3Ua/X8Ti95Ao5LFYzzXodp9NFPl+Y5nuk09hdTq5evUomnWLpM68gWc0oioo+K5PNVtDGAxKzczQfbeGw2bA57GTTWWIzMXq9HjbLNKa43+8RDAVwO70cp06o32+xefES6qTPYGQl9UxczuazbJy7yOOHD9lY20DTNF7+1KdoNBrcu3cXn8/JufUNzjIHdPt9XA4bO1uP8Hh9rK6u4HF7MBgEEokIigwG4wi53ybVbmIUjFgtFmq1GmNN5Z133sfr9jAYKCQT8WkH7MYmu4dH5IunLC6uMhooHJ2lufXiC+QLZQLBIG63l/v37nP7hduIZjN3PriDqJpZW1vj8faIxNwMqbMsDpuF9z/4kF/92q/xwd2fsry6yFiZoI10jg9PmJtLcpYpYHc42N99QiQW5vGjrWmVpKIgmkwUcjluvfQy7U6DsQaxcIiDpzvE4wuksgeYTAKbFzYJR6Ocpo4wShIut4vE/DxWs8QHHz7m4oVLVCpVEsvzFEol1tfXyeVybGxscHJ8ihi1cPXqZf7kT77F93/wfQZDmecub6JNwO/z8fyVy3z7L/4Sm83Cr3z+c/z5d7/N8XEWwWBgYWEJQTTQarYZDLok5+YQDCZGoxGVSpHJeIzXG6JSKuJwOnjyZJ/BQMYimen2OmQzWTYvXuDp4T7hUJQ3vvIVFGWAzWFC1zV2dp6wvLSIqqooisrO1g63X/4Ufr+f7e0dBMHEoN/G7bAjCQKt4YB0NstgMOBzr71KoZBjNhnDgIDZZsVqs3H44BNCkSiSJGG1SshDkV63SzaX5fLly/zpt/8cXR/T7fQxmUz85O13iEYCzM0vs7S8wOnpKQtzC2w9esTp8RmXL11CVVUmkwmXLz6Pqo6wOZzMz8+TyeTw+dxksxn+7q/+KoNBj5/+7B0Ggy6JRIRutwuTCbl8EafDw8HuLlaHA9C5W60wk4iDNuHSxefBYCCdTqFNJji9bugIBEMhCoUSRycnlIol2u02S0uLvP32u9jtNg4Pj3n++ct4fX5a7Q4/e+89rHYbs3PzjEYjbFYH9+7dZaKOuXbzJro2ZiYa5b077xONRn5uoP/P2iufuWj+NZDVdf23/8P+W2+9NQusvPnmm3feeuut3wIyb7755o/feustHfj7b7311rfeeuutG8BndF3/53/bZ/yzf/JP3ry1vk6hUkHEQFcdI0zGdPo9giYBm8lMrtmk0e5hGalEFhexW+zoJpF0PoMmj4gl57BLEp1el0a7g8lspqNOWNtcRx6PeenlT5HJ5dne2mJhYY77jx5TKhWYTHQ++OAD1JFMrV6jXK6Rz+ZIpVNYRAtDReb5zYucpVO0Wm3MVgt2ScLhdtMfDNG0Mc1mi5de+hTJRIJsJkswHGJtZRVN1zHq2tSWpY44Pj2jXquTz+eZn5+n2ayiYaTb7/P2j36EKIr43B6ajSaReJxCLofP50XTwOP1EY3OoE1UYrEYmbMznG4Xmj7mjS+9wdHxCXfv3qVaqQI6d+58RC6d4Tf+3teZjEdMdMN06i4UQlFV7rx/h4mmUqvWicSiPHfxPM1mG7/fh64ZCHl9yKMhn375s/T6A4byEAwGur0ubrcLh81Gb9jl4aPHZM/OuP/wIb/0hdcxCxZef+1Vnh6eYrXaWF5ewOPz4PZ48Xh8pFJnzM/N4LD70HQds9GMSbLQarX41rf+Ld2BzPmNDWR1TDgU5ur1y9SrNSSzhfv37zMYDrBYzKTOclhFMyeZNHaLnbt37yJZbDRrNWaSM4xVhVqtjqIq2O12ZiIRBElA0zTisQTJZJROt4/FaqHb66MqI1KZPL6AF1Udkkqf4nB5ETQdQQSH08nJySmSWUKfjBkOhnz5y29Qq1UZ9gc43S5MRoFOv00iEqXZ7rC8vIDLaufew4f0Wi0sdgdf/uKX2N/f48mjxwhmgU67zdaDx1gdVjY3LzAYDHjuwibqRKZRb7C6usLS0jzNRge73c1sIkEw6Mdud7IwN8fnf+mXKFcqKMoI9BH7h6dcv3yF0WRaWt9ptzl/fpOXX3qZbm9ANneGwajR68t4PT5kRUEQjOQLBZq1GmNNx+dzYbPZqVbrrK4tY7M5cTicCEA0HufevXvkshlOT89YXV2jWqtit1rw+nwsr6zSajV4/PAe1UoNl8eNz+ubTi7bbEiSwMcffUSv30KUJNwuLz6vn1g0QrFURjBNMBrN7O1ts/PkCaFgiGgsyu2XXubk9JBEcpYf//jHtNtdrDYz6XQGVZWxWezYLVaOTk4pFvJ87wd/Ralc4Stf/SoGgwG7wzq1OBoEsvk8OzvbrC4tU2tUyOfLlEtFbt68Qfr4mC9+6Svcv/+QbvdZj7Sqcu7cOv1+h4Es0+40cDg9GHSNZqtNs9libXWV/mBAsVhifnYOZTRmpCgUs3kmujZ15JkEvD4v/f6QUNDP5uYFRoqC2+mkXK0hiiL+oA+v18/jx49xOp189jOf4ejklJ3dx9RqFeLxJIlkEo/HSy6X/7mrBH8ee+WLwPvADqA92/4fmPL0fwokgTRTe2Xj2cHw+8DnmNor/ytd1+//bZ8RDgT0//orfwddstPoNeh3WsxGo7z3wcdousbEYMDt86OqMj6zDbfbiskT4Ghnl+FgSDgxg9PpoFsr8+HODl//6teIzs6CYESWFRrNBi9cv0GtPY1WmFZ5GfF4PIxkBZfXjckkYbda0SYqV67fQFUU/uIv/oLLz18E3YQowUcf3GV2bp5Wq8lIHWEyiQQDQY6Pj0kkk9y8eZN2u83u7ha5bIH11TWqtRqaPgaDQLvRZHltlbOzs2ngWSCIqsgYBBPtVpPRSGXzwiaJ2VkAvv/d7+L1eRjK08GhYilNpy3TbnfxuF04HA5cHifLS8uUyiU21s9z9+5dtrYfEI0msYgm5haX8Xo8nJ6dUalUuH79GpJgxGCCdDrH2WmKUChMNBbj9OiIWCRAsVpHHctcuPA88ViE7Z1dWq0m165dZ21lhX/9zW+iqSpen5dWp8toNGB/fx+3283nXnkNd8DPaDRGQCcUjlCuVrGYJVLpFHaLhfmlFXR9zE/f/RkziRkCvgAC0B0MmEkmKWVSPNrdweGwc+vaTQLhKI8efwS6RLFQpNdrUa01WFlZZTjsEYslGMojsqkUKytLlApFzrJpHA43s7NJLm5e5ODpDs1yg7EoYJUsuDxuBGGCpolkc2cE/BGUfg+zw44sjxiPVYLBEOPRkIk2xmy2M5lowBiraObS1WswGbP1ZA9VHVHIpjFbHYwnKhaLEb8/wsOHj2k0mnzqU5+iWq0iSQZqtTbJZIJapcxzVy6TTmcp5AuEgmHC0SjdTovJZMKw0wNRIOz1E5wJEA5G+d4P/ppGo0a1WEGyWeh32wiCSCwcxWS1cn5lha39PVxOF5FIhHfffQdZkXE47HhcbmKxOOnsEaJgxe5wPbOPPiEWiXHrxRd5eO8uHp8Pf8BHp9VGx0gkGmVpaZ6trSe0W01Ekzj1jkdCjEYKT55s88UvfoGTkxyK3Gd2bhG53+f09ITzFy5gsYq4PUEePbjP8uoaH3/4IVa7haf7h3z6M1Mufeppj3N4uIfXG6RaKSErKmazRHImRqfXxef1USpNRUzBYMTpdoOmkc2nmInPsnnxEk67DYfLxd27nxANhfnTb/85Gxsb3L59G03TONzfp1AuIcsyZrOFF27dIptJ0x92sEsOAn4/7V4Po2jCbnfw6NFdTMI0i/75K8+RTmfIZTKoE5VKpc7nP/95+v0ePp+fXC7DaKQQDEYYdLtUGw1evv0CxWKRn7zzUz73+mvY7FYMBgOKMiYSCWHUdfLFEk6Xm2azicfpBEFAFIzcu3cfeTTi6pUrFApZSqUyn3vtc7g8HlqNOrliAU2b8A//4W/9f2Ov1HX9DmD4Tzz8yv/L83Xgv/3Pve/fXBNN46xcYDE5h0XTEJ0uTCYnNy9f4SifpVTOE5QkIrE4GhquSAylVWM+EkQZa4wwMBn08Hq8nFtc4icf3OH5wYBFvx8cjing1usYTSbCwSDjsUqlWKTTqOH0+RirYxRFZnFxnp2dXT744AMkUcDhclHIlVHUAQaDhNPlQjJLaPromY3Kht/jQZFlbGYzO9uPqDeaNBpVZGWE3eXi4PgYr8eB2SSimM188P77bJzfmEbb9rokk3N0O22iaxvk8jnu3r3Lyekx87PznL9wHm08YWtnB7skEgkmGY/yxOIzmExGrl+/wZ/92bfRNLCYzXzw4R1i4RjLy+v4fE7eePlVfrr9mOOTY5rVCguLs+iazv7hAb1Bm1c//SrdVodet0kmLeN3uSiUa9idNgSDE1Xt893vfQenw8Xe3vRQ/c53/pRCoYjD5sLZ8PDijevMLS6xMLdEpVam2mqzsXmBb/3xvwNgfn6WWCzB8ckJstzH653emGeT8wyHMpVKBeNkgtPlwWoxk0mnuXnzJqlcgYHcZ/9ol9bHd1HGCj5vAI/LjcPlwCSaCAXDHJ+22d9/itUm4fRYUdUJdqeD3/4f3+Jf/Mt/gdvjoFGvcXR6RqmUxecOEkuE0XQXw94Ii1UjHJ6hWikjmEwYRyMqlTLJmTjaZMzxaZp4MEij2eXKpYu0ej0UReXhw4c4nU7cbiulfI/ZuUWePH6MO+DC5YrT7Q5YX1+HiUKxmCIUiJHOZLDbJawmgZPjE4byCEUZMje/SKdWxuFy0ut2GA6HTHSNUqaKtqBxkjrBH47hdjkZDgdEnvHi8/OzxCIh5uZXOD44oNpuYLdbabXbRCMRXnjxFsVsluWVdTDofOtb/w6r3YLVagejkRvXblIsVjhLpzFJEgZdR1PHUyCKzaAoCqqqks1mSZ+dcHR0wC998cvIssxYGTEY9llcXGU8BkUZEInE8Hq91BQFl9PF3ft3cTo9tNsNup0eusFIPBFB1w1c2NxEFAVqtTonJ4cUcnlEs4mf/OQnLMzPc3x0RDKZ5POvv85IGfGDv/ohsqywvr5Bs9ng8eMtVpaXcDm9+ANeEokZhkOZcDiEIJhIzCV4/fXXGSkK+XyeRq0wc555AAAgAElEQVTGTCJBrlggGo7wk7ffxuFw8Nprr3Hnzh1qjQZGsxmbzUq/22WsjpifW2T/6SFuj4darc659XWikSDlSoWrl68QDvuxWJIMZIWRMiQcifDRR58wVkc0W208vgD9/pC1tTV0DGxv73Dp3DlGoxGffHKPpfl5qpUy/cEQh8PG3sEBBoMBJuOpqK5p7O7tMTs7g8Pp4tH2NrFYZEo3eb3TC+TPuf7/MRn7u//Lm/NzSxRyWRjrKMMeFruVbr+HPJaZjSeYaBonpTwGRSVTLmJXwMEY//IKZ8eHtGQVj8/L9ecvE0nOcPn5qyijER/evcvJ2Qm7T3YJ+3w8ePAAh91KNB7DIAgYAIvVTrVa5ezsGKMBnC43ZrMFj8dFp9miVKpy8dIlhsMhZ6lTRsqEYqFAIjl1UxRLJc7OTllaXiWZSOJ0uMimp06MSqWCSRS5cuUaV69eBaPGF77wy5jNFo6OjtD0ESaThCQacbk9KIqCz+ejVq8z6He5/dJLFIslfH4fM/EZCuUSToeddrWBZtDx+70Ixqmgqo5HRGJhxmMdn8vN0twsj/YO2NhYoz8YkkjM0+m0MQgm9MmETKGAxWZBEESi0TgLi4ucnZ1gNZvxeDzoCIxHE5SRQiQSJBSOkozP4g+GiYQDmIwC84vzNBsVTAYTz125hkWSOEulEQ0GErNJ+t0Omg6lQh6zZSomdzpNfvbeHUyiEbPJzETTsDqtCKKZer3M3v4u8Zkkk5FKNBInn88jSgIziVmU4ZDdvT1sFgfKeMTi/CJGk8hwoGCzOalUq9gtFia6jttjQ+4OKNdLNJttlpfPc/ny8zSbPXK5LB6Pj2g4xniiYhJEJGnavZpMJLFYrYxGA5rNJgtLc0zGE/pDGavV9MyWWCESCJLLF5hbWKRULnPuwjIut592o4nDYqXf608vGBMNh3uaUJhILJAvlji3vo6sDInEYhSyWeaXpgXRgiAwN5NkrOm88sqrjBSZia5jMhrotDrEZmb49MsvcXqWYmFulsXFJQxoBCMBNE3g9OiYC+fOcf7iJn/2J/8nOjp7+/vcfOH2tDw+EuLChQ1CvhC9QZ9sKo3TbmdnZ5urV56jWKkQDgQ4Ojmh027hdrkwGDWev3KDi5c26ff7NGs1ojNx7t57iNGoU8hlsVid7D15gslkZGN1jZGmcfPmC3z/+98jGZ8hGolSbzQolYq0233mZ2bY3NzE7nCwtfWQ8XhCuVRGVQY47XbWz53n+z/4Pltbj1FUlbPUKY1qjQ8+vINZNNPt9UBVqTdbDIYKS4tLjMcqp6envPbZz5LNFSmVSihKn6WlFaLRMB999DHvvvMOC4tLXLl69Rl92qTdbiIrIwbPbKPNdp14PIYsq4xGCi+88CJer5enB0/pdQdUKlUEUaTd6WDQdQb9AZ12k0wuz9LSMtVKhdW1NUqlEoPhgMlERZYHeBwuhoqMKIp4vF7MoohJlAj4fTx/5RqaNiYajQFgsViIxWJ87vXP0R8MaTZbLC4uUq83cDgcNFs1XDYn3/vBD35xIhD+59/5nTeT4QAet5tGp89A1UDQKNUb9AcyOhqCINFRZIYjheFIxupzoYoiHz56iMVu49LFS8zEIvjcLnpDmWgkitXtIplI0O91aFQqbD15gmQwYNcNaIIRnQlmTCSTM4yUEYLJhFmy4nS5EEWRdrvJUBnR7U7th+PxGFmRmWgTzGYLqjqm02oxeFavFgz6UJURLrebWqOB1WxFUVRsFglZVqjVK2RSGXa2diiXyxhNMBOO0ev3sTvdPHhwj363S28wxGYzU63UuHf3Lk6nk3Q2y8cff4zL4aRQKKKMRggmiXw+hdEo0ut3CPjDeLx+RKOBTO6MJ8dpLKIARhOTyYRMJoM/4KPXa2M0CIgGAbfLRSIaYjia0B8OabbqZHN5DEYdeTjk1dc/z9HhU4yCGafDgTzq0aw38HsDWCUTj5/s43I4qFXrTCYq7915H0kScTpdCAYjRlGiUilSrzcwACbRSKXSoNlocPXqJaw2J41anYWlFTKZNB6nm0argzLsEwr6UScqjcY0ilcZdVH7Mk6PHa/fg8kocpZKofR7PNnbIxqNEo+HcNnd5IpFdM1IJpehVmngcLr5+m/8Bj/72bskokHsDjtOh5uDw0OcTheVQgEYIZktFEs5FhaSdKttrl+9xtrSCqLVzsHhPibBTDQcoVAscnp2yuLiEja7A20yIhqL8HT3kHQuy/nzG/iCAWrVOhaLDafbT6mY5cHDLWKxCKLZQr8/4LOvvEK1XkeymPH7A3i8Pp4eHDKQu6AbUEcqpXIZp9NBPpfH7rCSyWYJh6PMzSY5PUtxepqi3eqhTWTSqQwn6TTFYoFmq81zly/jdbt5svOEw+MDWq0W6AJWpxWlN2R5fRllpLKxtsawN6A/7GEUTFhEEavNitVixSgY+OEPf4g8HGEyCVjtDk5Ojzm3voEomdDUCfsHT0nOznH12nM8ePiYYqlEIhYldZZiZjaJ0TQVgC1mK2739J/u5UuXeHpwwI0bN58FmxkIBMO0u21sNgeLi/P4vH6WlhenOksiic/vIR6fwWa34/b5CAY9vPvOuxgFsFrtGDSNR9s7FHM5MBowPCvcTmeyLK8s43S6SKdPGSkjXA7Hs4juLifHx7icTqKRCIJJ4pe/8EUePnpINBSmUqtxcHCI1Wrjxo0b7O3tEvB6CAWDqGOV8UQjnc1y4cIGmUwej9dNo9Hk/MYaW9s7yINp9o3b60NTx4SjMY6Pj/nOv//3/PZv/zbbW1s8fPSIarXIwcEhzUaDfqfHBDDo+tSfPx7T6rRRhkPQNSSTGdFq4Xvf+94vDtD/7j/+3TeXZhenAqc8JH20j6HWRBaM+F0OnJrORB1hcdiQ+0Mmmo7N4ybqcpGvVKYNT2MVs0HHaBJxWW0c7O7SaLWw2W0Ew1Fmk0mCsQjPX7/G0sY6dx88YCE5i83loJA+RhDMmAQBh9NJOpNBMBpQ1QkGtGe8lZHJWMXldhPwB9E0FbfLg80xjUU1mUR0TecslUKWZW7euMbDR1uYrWZ6vT71WpVub4g8HNLsNMims9jsduIzcWq1Cs1mi0DATyg0zdUxGI0YBQGr3TqNpQ0GmagTbt9+Ed1oxO1x8+KLt/E7PTi9Lh4+3Oby5csUiznyuTwGDQLBAMVyldPTE0TJjKbrpFMptMm0Eas76GJzuHC4XFQqOc5OUsjKlL9sNltoGrz3/nuYTBLhcIid7W3K5SoX1zc4TaVx+fwsLy/T6w345P4dur0e4XCMtbUNZLlHoVTA6/UwGo2xWLSpw0keIRkFrl2/jmA00Ww1KRULqBONYa/Ha597lUg0RiwaJToTR0fnyc4uFy5epNMZsn5ug2Ihy9HxGVcuPYfFImGxWRHNFtxOC6VSnWw+SywaRDSZuXb1Gtlcihdvv8j9+w+wixL9oUy7O2BuLs6oP2Q4GrGxuooomadCs91FLpXh2vXrhPxenhwdUyuVGY1HrK2tk8/lOXr6lBsv3GZxdp5Ot02lUkNRWqiKTjwRR8CA1e7A5XIy90zXUccQi8U4Pjxgok2wWCVURWXv6WMcdg+dbp1uu0MoGOIslaZYLHH//l2CQT9mixmf34PNNhVKgwEv+XyOkaqiaeDzexAFkaXVVUwmHVE0IxgFBv02iqwQjMYwm03MJWaxOR2o6phYfAbJJGI0gmixMtZhfWMDdaRgczhoNGuAkWKpjMlo4uDwkEw2Q7/fZzQas7q6SrfZRh1P8PoDdLtdVlbWmGhjGrU6JslMOBpFkszk82kCAT+yLCOKAslEknyhiGEyQR7J2O02ut0B8rDHyuqU3nDa7MwvLhKLxclmUxgFkaOjI0RB5ODwKacnh8zPLzA7OwMaXNi8yPaTXayWaQzG0sIC5y5sMh6POD4+5uLFSzSbTUbKCL/Ph0EAdaKyuLhMKDQdeDMIJnK5DHMLizSbLTxeL912G5MoUKmUKBeK7OzuoqoKn/7MKzQbTQbDIX5/gE6nj0kw0Gy1sFrMaLoBl9OJP+Cn3WwRjcV45dVXSZ2dAgZ8Ph/vvPMOA7mPoqigTRAliYsXNzFiJBgOIUkSiWgEwWxhd/cJ7WYTyWKZdvc6nXzv+9//RQL6f/xmT+6jKzIOlxuHZKI/GRMPRekrY+qDPpFAkHDAT9LvwxWOMel0ic3EuHXjBhcvXGDr5IhOt8+w22GiTsjUCtgcDkbKEJ/HyRiNWGSGZqNOIBDC7/ZgNJsJ+gOMNYFGu41RFIlFIyQSSVbXVnn06BG1WgOfz49gMtEf9MimMhRLWYYDhYEsM+wPyOWzGA1G4tEYVts0OrjX6+P22llZXieRnKVcKnF6dsZwKBMNh6fFBXYHx6dnTDSdgN+Fx+Oj0+nS6w9pt1qoqkKlVMXpcJLNZPAGvHR7PbxeP4uLC9gtFnYPDtB1yKTPePjoISaTwPnNTax2iQ8/+AiDAW5cv8nJ4SGjsUokNPU2+/xBvvylN9BUFaPJwI9++DZLq6sszs8xGAzw+ryoioLb42WiDun2h5w/d24am2Cxoo8ntHs9LBYLkmRG18YEfEE63S6NWp2JpjE7k2A8niAaDIQCUdZXNjhNZTAYYTJSKZVL5PN57E4rq8urtLpd/vpHP6ZRryFZzJwcHbH/dJ+ZxDyK0sfr8bO9s4NgMmC32BiMesTjUfaeHpCYSeD1evB6/fydr30Ns9WGpo2xO61sPdqm1miyMr/A0dkxC8kkw9GIg4NDXC4nK6srnKVOOT07IxCMEAqGmIxU3IEA7VaLs8wZhVKVs7NDKqU6E22EUbRwaXOTBw8+AaORW7eusb9zjMksoqoaj7d3ePToPjabnVqlwmnqCHk4zbCPzcSIROIEnW5G+phUKoskmjCbLbi9Lk6PTjCbLYiikVAwTKlQwuVyIZmtDAZ9mIwZKmN+/JMfc3Yy7T790Y9+jGAycuvWi/R6g6k7Kz6Dze6k3+0ylIfMzy3S7Q/wuD2MhjKdbpt05pR+XyaXyZDKZBj0e7hcTsrVKoNBD6fdTr/bRZCM/MqvfBmLRcLn8/HVr36NJ7u7VOs1hrKCJEnI/S4ulwu7zUGv26XX65A6S+HxuhBNEj5/kHQ6g8lgxOPzkUqdsri0RL3ewGqz47Bb8PqCtOp12t0uFrOZ8WSCx+2k1+nTarcwSyJujwu/14fH48NqsbG2vorL7efho4dcurjJaKRgFATsdgflUglFUdDHE0qVCn6vl9svvUg2l6FaKhOLJcjn83i8Xmr1Cna7DbNZYn9nB1VVsdoshCNRVHXM1avXsNntLMwmCIajhENhTCYTtWqVXn/wLFRNoVIuEQ6E2d3bZijLNBoNXvnsqzSbTf7gD/6AWDxOo14nEp7+Fm/dvIXDbiMUiWA0GPH7/ajqhG67g80h0Wr3SWfOmJ1JUi6XGMgy+XwOp8vNO++884sD9L/3e7/3pttuI1cqM+gNcfvc3EzO40vOIXnsSJpGUx3hCwZoD2Ry2Qz1Uo2PD/b563d/yk/vvEej2aIvy6wvLIIgYHfbWEjOE/C6GXQHaBNotOs47C768gCDSWTYH2CxWrl+6xbdbhejUUCUzCijEUdHR3jdLsxmCYfDxXDYx4ARUZIwiSZMgolqrYrD6SQcjmA0GIjE4xwdHtLtdWnUaijKiLAvMK1x0zQi0QgulxuzSaTWamBAwx8IsrCwSCaXZj4+izxWkEQRp8tDOBTC6XKRy+VxebxYJAlBFEgmkxgMGkcHRxRKBQ4PDgmFg8zNzmKx2uh2OtjsDq5duU673ebg8CmuZ1nrVquVSCTC/MI8O1vbeP1+ZqJxjg4O8AW99DsD2u0u+mRCwO/l+s0X8PoCTCYTFGWIKJm58vxzbD3ZIRaLUi0VqVZruF0eZhKzGAU4Oz2bpkpWakTjcfae7rG0skauWMTrclIoFZ/1bApYLFbK5SqXn9vk8PAQv89DfCZJsZhlfmGZwaDD8dEp9UaNcqnKxc3zqOMxJydpTCYRSbQyHPaRFRVRMjMej2m22nz8wYcMhgPGY535xSWe7DzGIJiolSqMjUb6vT52q5Xnr1wln81htknT5FG3C4NRp9XqIJrN7D89wGyxsTQ/z+LiMnK3R7fbQxSMqJqOyWQily9y795D7FYrjXYTZTAkOTvLc+fOky+n0HSBRCKJ1xvA73bTHbSJx+NUm21keXqbtdqc1MolioUy9UYdn9fPjVtXMBgkZufn8dgd6IDZMtWutre2WFs/xwsv3MJhtrC8sow86LO+vkEme4yqThj2O6ysLJHL5IjGI+hMs9oL+QJevxe7w8Xa6gr7e/u4vD4ikSCRSJiDw6fYbDZmZ2d59dXX+N4Pfohokrh+9RrBQAhN02jUqty+/RLbW4/46KOP0PUJ5y6s0Gh06HXa+ENh+r0+RsFIu9EiHovQbLZIJBIYjQbarQbjiU42m6NWrTB6RkX6XC5GE5WZaBSz1cLa2jrnNs5xljpkrOo4XQ5u3XwBh82KZDYTCAQZdvpokwkziSSBQJDnnr9Cr9NiJjlLtVrlyfYO3V6PR48fE5+J0qy3UOQBvkAI07PDUZZlwuEgu7u7/Be/+us0ux2eu3yRyVgjncmweeECuVwOAK/XR6NRweXyUG80KORz3H7pBZxON9//3veZjCfEEwkURebC+U2isWnlqMPhoFDIs7G2RiweZ29/n3gshtFoZHd/F5PRhNPlpJgrIFmtGE2m6XyB2QQTjdFkaufs93tYrfZn6ZW/QJ2x/9Pv/M6b8XAEkyiRCAQ4K1QZW6yYzGY8FhtPjk/pt1qcnJ7ycHeXdquJwTAhkUzSbdTpKSob588j92TK3TbFYhGPJ8BQ6/Nga5/F1VV29w9QZYVQNIjfH8BkNOJ0OREE7Vl5RA7BCKJkxqhpiGaRTCaLP+BDHgwoFKdRwz6Ph06nTTAYYmFugfFEo9VqIZlM2Ox2mq0aAV+ASCTK0ckh3cGQz3/hdZr1BvlCHr8/QK/XQx2PmU3OYTQakZUBaDAaj2i3p+1OzWYTTYNOt81gOOTCuQ1m5xfZ39unWq3SaTfpdHr0B338fj/Xrt0km8kyHMq4HA6q1Tq9boezszNisRgff/ghvoCP556/isdh5/jklMlkzLtvv0OxXCaZnKHVatFqNJioI7x+P5l8nmKxgM1mY3PzAq16g1w2w+7eLleu3sBkkpidS6Aoo2di5ZB6rc7S8hxel5fF5WWKhTz1eoOTkyNyZymcXg+dTgOPx8/jxw9wuVzEZpK8887PCAZDRKNhur0Bcq//jJt28+Vf/hL9gYzVItHptZifmWcyGhGJR7GYjHjdbg6OdwgGosiyQrfbwOF0EvIHAAMmwYBuEBgO+sijES67A3/Qj9li42D/Ca1uHW1swOnyIkx0nG47rVYTp8tGIhkhncrSbbZZW13D6fXw4ScfsbaxBKqGOp7Q7/foD7rEE0lkWWFtfZ16rUa+UkYQjCjyGLfbiySJ5HMFegOFDz/8GJfLwWjQx+l28eDefVxeH+FICKNuZHl9nZ/97H36nTZm63RmoVorMZtIks9Pc+7tdgftVpue3Kbd7BIIhdB0jU6rx5PH24iihCCakeUBI3WM0Wji05/6DP5gkGIpz9H+Uxw2O61Om1wmy5PtHULhMO12j5Esk87kePRoi0hwOluxf3jItavPU6nWsDmcfPzBHSLxBJo+4R/9o/+e/qBJOlPEIGjMzSWRzFbSp6dUG9PKS6OuIZhMON0eiqUsVrMNRVE4d/4coigSDvipN5sEAkEkyYzf7yeVTpPNZXmyvYfT7Z4Kx7u7NBpTCiObyXB4ckQ2m6ZcKPGFL3yBVCpFPl9AedbdYHc6WVtZJJXOcu/eA0LhAJFwjEg0hlHTKVfK1Op1crkCAb8Xm8XG0dOnFKt1ur0OkmTm9PCQYqlItVogFIlgEi1Tu7Ddjs1iRdeg0+3idNmxWO3k8wVuXLtOp9dn+KwkqNVsYBJMHDx9ylDus7S0TKNR5sc/fgdVnVJV7U4XfzBIoVAgdXrMg4ePcDhdqIrC08NDVFXB6XRP/0nUqty//+AXB+j/2T/9p2/6bHYmBoHDTJqvffHzVA9PcHqdpMsVKpUSh6k0k4mGRRQ4t7rGablEfzDkjVdeIRCJ8trnXicQ8uF1e5ibmyOaTCLLY1ZWVknMJFhZXUZRR6wvLeP1ehEE0zQLxiKh6wIb6+tEozF2trfI5AvMz88RjUSZnZsnEAqQTM7iDwQwiRIOm525uTkqlSo64LDbGSlDGs0GRkGk1WzRareQZZlhb0ByboGzdAaPyw0GnYkOggn0iUa7150Wltis1Kt1iuUKhVwGo9HITCL5Hzsm7Q471XIFQTQ924N2q0M4HCGVyqCNx4hmEbvdwUuf+jR7T3ZwOG2cpk4RjCZe+/wXWJhfwG638/Hdu0gmkeFwiNPlYmlpAZMkUatVMGhGNIOBaCREND5Do9FkNjlLfGaGfDGL0SiSSCSYm18gk0nx2VdeZfvJNrVKlZW1JZr1FsXSdEK13aihjnX6gyEry6tYrVYw6phFM8pI4eYLt3iyu8N4rPH1X/81AqEwI0VF02UEk/n/ou7NYiTJ7zu/T0Te931nVtZ9dvU9PTd7ZnpmOJS4lMiVKO4uFpLl9QnYC/jFfvBaA63hXUtrQFjDXkvrlW0upaW1og5SQ3LIITlHz93dVdV1dNddlVl535kRmRGZERl+yMYaMGBhH/TChwQKSFQlKpHxi3/+ft/f58NoOKTRaHJ0tE/u4gKXw4kgiGhjfTL76EgcnuWwWK2srl3GZDLhcbkolUq43G7iyRSliwt63R7aqE8sFqXTbZOamiIanSyuVC6KlKpNjo+P8fn9KKMR0UgMXyDI/s4jur0BUq/D44Mj5MGAUDiAzxdAkRQMk0BfUYlHowiCQLvdpi/JIAgsr66iaX26tRa3X3kJQRCx2ayYTCIulxu/38+rL36Bk9wF1WqNpeV5Lk7O+fIvfZWRrqONRjicNqw2Bxg67VabQX9ILBHCMEw0Gg1kucPJWQ6zyUJ2JoXH6UXuyzRqVSwOC2arHUEw6MsyZpOZkT7mYG+PRCrF9vY247HOJ5/fw+Vyc+Op6ywtLtCoN3C6nPR6PW5cv4HNZsHrDyICfv8k710qV8nlTqnX6/QHPbJTaXZ2H3HzxjO0mi3sNgftVpdut8XM9CwmsxmL2YIkSYgIOF12FEXHbLEQCofZ29vD5/NPnAHdDufnJ3zwwV0y2SyCIBCJRDk+OWFzc4OT03PC4Qhul5Ng0E+9WpncFMJRrFYzjSetJLvDyuHRMc1Wi7OzMyrVGivLi6yurvH2229zenKKNhoxNTXFzu4eDocdTdNRBiqffP45S2srBIMhfvCDHxKJ+LHaLLhcTjJT0wiCCEC72UAfawQDQYaj4eShDhkoMiYE3B4PtWqVhzs7BAJexgZIsowgCGj6mFarRTqdZTzWMIsCHalPo9lgfn6O46MjhiONcCTCf/Abv8Gj/cfousbMzBy9XhttpDEcDdnY2Pz5KfS/8z/+zps+t4d4OsHM7DRus4mhWURttRlYTZTPKnTVHuOxTjyewW4VCcbj2DDx448/xiWa2T85I5tOIZhNDEcaf/tXfoXSRZ6RrqGqI0qlMqVSAQQT9WabUDjM0fEx5WKZw6NDTILI4fHx5MMXCjNSFAbqkHK5zNnp2SRW1px8iHx+L41Gi2KpwMLCInarFYvVitVswely4nG58Xjd2K02BgMFp9uG1JOxOx2cHB/SaXdYXbnE2fkZJhEE0cL5eQ7D0Lh65RrRUIST4xO++ku/RK1WY6j0AYF2s8lwqBJPJOn3JfqSxO6jx7z6ym0E0UQwPGHTbG9uIil9nDYHL7x4G6vNRqvVpNmaWHxkWWZpaZn+QGb/4ACp3eX27ZfI5XKMhUkU8uTkjPTUFLqu0u7UOT094Kkbz3ByekKpUMTtclIulfjss49IxdOMRYFeZ3IauXHjKosLiww1nUgkRDaZwuVyMxgOWVtd4/D4mFg0iNcb4tq166RicTYePmRz8x7BgJ/797cwW6zML8wym83SqtWxOqzI8gCf34kgWCZbo6vLpFIZXG4ng36f4WiMgcHy8iq7u4+4tLpGuyfR7XXQxgLhUAR5oGI2W9i4v8HpySlziwt4nE6iwRDNeh3BbGZr8wEGOhaTmXqrjSiYCIVDNFs1+tKAWCJOq91mNNLpdDroYw23x0u93mR2bhpNH1GvV6kWKjS7LXa3d5H6bXxuH+VykZ48wGw2ows6sXicueks4YifeqtLpz3ZGEUQUNU+ufMJuygYCpOJJ9jefoTNYUVRhshyj/n5GULhCB63l6Gm4XbbcLn8WC12bt58irVL67z9/e9Tb7cRRYF2o8FMNkUwHMPpcvMf/4f/gJHep98fMh4PiScyhEJhbBYrU9ksS8sLmEQT27vb2CwW5uYX8ft8+DxeBkofpT/E6fJQKFwQi0Rod7qEIxF0XSMWjSP1pcnsymGdMJxGOh6vj8e7O9x86hYHBweMxxovv/QyP/jhD1EUFZfLw9Vr1/jOn/4J0UiU89w5fo+HhYV5+v0BiUQCVVGpNRqoypDF+VnGCFy+vIbdYuPuRx/y3HMvoA2HHB0fEwz6URSFRq1OT5J47bXXn6BRBKYyKaKxCF6vh3K5yHPPv8D+/iOy2RmSiTCiSSQUiiGKJgQRXDYn+cIZHo8TAxMBX4BgJEK5UsHvD3D96jXa7Q5OtxuXy4HFYkHTx1QqVXw+P163h5OzMyKREKsrKwxH2sRPYLGwtLxMu9Eg6A9gtdvRh0PcHg/b2w/58O4HuN0OBlKfvjJEURUEwWBzc+vnp9D/43/822/eWFwiG0tgFs18+GCTZqPNfjHP9dUV6tLE0xiIRokEQqSm0vS6XW7evMHpRZ7TiwvMjDk9OadTqeH0erDb7SiqwtwEMy0AACAASURBVMsvvEilU8fjcqIMhjRbDULBMIsLC4QCAU7OTrDbHQjixOzicjtJpdJIkow2GuH3ebGYzAimMaqqUa9XmJmZn8TBBJHBQKZeqXJ0eoxJNLG8uESt1eT4+BSz2UwwHMRqsTEaKvR6HdqdHro+WTN3ub14nC6OTk4YjRRS6SzLS0s8c+sW+XKZfO6cVqdFo9WGsc6g12Ooq1QrdeS+ArpOJBwinU3j9fn56IMPcTqdmO12jg4PUUcjJFmi3x8wP5Wl2e4QDUWYnplh79EeojAxydRqNQKhED6fn1wuh9PhpFpvUCsVWFpew+Fw02x2EBDQdA1d1zGbJyfzVrdHwOPF7fEi9SWalRI6IEkD+pJEIZfnrFAgGovidNpxOZ3EojGUocrBwQFSs42ij7CarfQHKsVSiVg8BiOd46MTao0qZrMVv99PLBZhbAiE/AE2tjaIx5I0W1UqlRKVSp1bt55mKjOFputYLSb++Nv/hkQiTu70DKfbidlipdNs0FcUDAMWl2aRZXVi8JJlTFYRj8eHz+9nMJAwmSw8+/QzDFQVdB2704bX5yUSCiOaRnjdPswWjUa1id0hMj01y6PHjxHHAggiZpuZSyvrKCOVcCRAt9fjPJdjcWmFTmtyUHA6XARCYc7P87RbzQmXSRthtkyon4JoIpWMcpErUGk0eOa5Z1menWf/+IhOp8tUeupJjFBkIHXJZGawOczk8wXe+t536bTrTM/Nce3KOnaHG5vNjqIO0XSdvizzyScf4zDbGCgKVquDux9+SKVSIRIN0mx1aNTq5PMXeN1ufEEfA2XIwcEeLpeHl166jSR3cDgczGYzjIYaly5fJhYMcprL4XI4GA0UUpkMJouVe/fvUa83SCYn29Ky3GE2O0OpXMLtmgDy0uk0cq/Hq6/dIRaNMp3NcGlljUqjgdliZSqdRh2qWG12RNHA5XJSLlepFQpMz05TLJa5fuMmH390F7vTxcLcLJ3uZAt9eWmZcCTEj3/8Dqenp2DorF26TL+vIHd6VOtN3vvpT7l0aR1J7vJ4bx+Py4PHYcfucjFUVOLJFJ99dp9MJovFYmL98lXu3bvHUFFQh8MJgMznw+12s725hcPtIJVIcHB4xPzsDPFkkqWFhYk3OhhCkSTKlTKP9w8m2flUAqk/oFQqsbO3RSyWIBQIUCzliYXiaMYYr9fDcDhJNj3e3//5KfS/9eabb2aTGQS7lV6zTqvb4rxQQNU1YrEosXgcu9NFIhHn7OSIcCDI9Rs3CZrNZDIZSo0q2thAFAUi8RijwYDyxQWlYpmRYVAplSgWy+iaRiwSw2Ix8fhgn7EBAgKDfh+7zUEsEefg4JC+LOPxetC0EdpII5OKE4pMxB2liyImsxmr2UyzWSccCtPstAn4/Iz0EQN1gNvpQjSJSD2JfO6ChdlZlNGITqdLt9tlOp1ha3uHuez0hGxpQDqepN1pYbaY+MvvvQWMCAVCFC4KXL98meXVNWrtOp2OjNk0mS8M+gNCoRC6AR6Pn0QiQe7ijOnpabweN2uXLhEJhUkkEvT7fZKJJC/ducMnn3yESTQIhWKTPQBV5fBgH5vdQqvZRhuNeP3OKwT9AUq1GoVcjnAwxLMvvMBnn3/GF994g2a9xb3NLVZXV5mZmeGiVGJqKonFbEfq9Dg7PsLl8WCgoQ41CoUi4thgqI+JRIMcHZxQq1fpdLvUG1W+/ItfoVItk81MU65UuXx1jVgkzv7BPsFgmLm5WWw2O7l8jkg0xur8AnsHj4nHE5hNZvp9GcNQmZ1dZG9vD5MoPumLtijX6uijIfmLPE6nE4/bg9zr4PL4UBUZny+A1KqTjKdYWp7DH/CQTmUxmS2MDR2XzYGOQeGigKpq3L79EvV6m3K1gtxTQRyxuHiZ7PQMYOBwuhgoXRwOH7FEnNx5joWZeawOF4sLi6hDBbfHw/rqKsPhiGqtxFiHS+uX6bQ7fP3X/g6FQpHxcEivL1EsVukPZNThiF6njWbAwuI8BmMG6pCRMpxIzH0BTs4OcTq9RMIRfB43Ia+f51+8zcbWJjarlWI+j2AyMZ3NEIlF2NjYQBRMyIMB84szzM4u8JWvfIW3v/8WDqcLwWRiKpWk15d47tlnqJUrqMqIVqdDtVLl8d4+6kij1eow0nUKhQI2h4Pjg33K1TIIIrl8jvOzEzKpDB6vl25PYmZ6iumZeZrtCnNzi+TyJzQbbeqNBj6/j3a7Q6PRIB6N89N3f0Yun6NWreH1+XC5nRwdHWMTRV565SVE0US+eD5htKsDIuHoZNvU6eCiWGA41Dg6OuKrX/sa7XYbfThipE10mJ1Om263RTgap9losLg0z9VrN7DZHPSlHk6XC7Pdgt3mZKAotBoNarUaH370EclknMJFAQSdSqmMIJooFvJs7+5RvMhzfHaOJMmTXQNdp1pr4HRO5EXHp6fIsow6GmHoOvp4jNlkwmDM3t4OjVqVQDBKJpOhXKlw+/bLfPTJJ1xc5AmHQnifINJ/rpyxv/s7v/umQwCX3Y43Fmfv8f4kNxwOkYzHeePOHUbqgLGmM7Mw0XXtPt5hJpniOH+KLxBgdW2iN7u6toonEsAbCOEGTE4nvVabK5fWGajqZBPWYkUbg8tuo95sUqlUmZnOEAxF6HV7jDSNgTwRMJRKRRqtDoZhTABmnTa1apkvfOELHB8fE0vE8QcCtFotZrIz5C8u0I0Jd97psDIeG0hyn/PzHNnpaQL+IJ1eB7vNgdVmxeGwUyyX8QeDWM0m7A4Hufw5w6HG3PQsR6cHyH0FSZawWK1EIkEcTicCAg67HUM0GA113njjdX727ntkMhl6PZmV5SVMCBydHvNwa5NwNEypUkXpSzzeP0Q0idSrVVaWV7h8ZZ3LSyt05QE+vwO5r9AfSAw1jeX5eU7Oz7A7nZOBkd1BOOonEAjj9fnw+wNUSgWcLjf6aMy1a9cpFApIikQmncFmd5I7OmH96lXWL63h83s5PDxB7fWIJ1MUS3kSsRiHx48oFyqsrKygjYYo/SHqSEEdDLh87TorK6ucnZ1hsYjUqnXOcmd4vAF0fYzFLOL1+hkOhoR8PgayRKFQxOV2YhZNRCMhioUioijgdXvRxjoIBhenOVLpzGR9PRljqBnYrA6qtQqy3EfpDzAMA5vFSiIVo9eT8Xgc1GsNBNFgcWaOzFSGx/tHOJ0ODAPa9Tpen5dwIEz+/IzD4xMW5+fx+v30JImDw0McVvtEiGK1cPf9D7BZbUQjUR4+3MDldnFycoTP60VVFQxBIBoO4/P7kCWJjfsbBIJ+2u02omghGPTTbDZIpad440tfolSq8qMf/hUHjycAsIEio6FTLpaYmp7h4uKC87NzvAEf3/mzP2Pt0hXWL68zUBU6rTo3bzzF5sYGC8tLVCpV0okElXqVeDyJ3x+i1WpTr1fwBwKk0mlMFgunp8f86q9+HVVV6XY6/PCHP8Tn9SGYzMxmp2h1Wjzz7Au8/PLL5PJ5lEEHTYOj42OWllZpNBr0Oj1sDgeNWo2e1MViESkXK3SlDvMLS9jtDjKZDENVoVAsTeZaLjcPHz7E43bz5S9/GZ8vRKvZptloIAgCtWoVSZaw2x3cufMy7/7kJ4QjYcAgHkugj4e89IXbFIplrl+/TjabptFoUi5XGI/HBMNhNF3nypUrdNsdXB4P4/GYaCzC/Nws3XaPTrvDyvIiLq+fvZ0dPF4vxniCJL98+TLZ6Wm63QZmiwO/348Jg57cJ5VIEPL56MoSNrsdXdfx+Z243X5isQRul4unn3mWer3Ou+/+jL29PcbjMVNTWUBgOFSRZJmtrZ+j1s1//9u//ebrN25RVBU+/vxTOu02JlEgnUzhjwbxB4JUKmXMNhv62MDr84Ah4g+GsNudLC4tYrPbuLR2iXa3QyKZ5v79B3Rkmb39fSKRCIYoMNI01tYvY6AhCgI9uU+v12VxaZnzXI5iocDi4jzhcISvf+NX2XzwgOFIw+m0c3J4TKfbw+d2IZgsJJNJer0WD7d2EJlctP1ej3qzRadWJZOZolovkU5PY3fYEQSolisEQ8GJtcnrwefzY7ZYGakqjA3iyRT7B4+Ym50jHonRbrcZjyfo03anR9Dr4+HODvV6C78/gNzvc2n9CpIks7v9EJ8/QCaV4sO7H3B2eoYoCBRKZdLJFP3BgGvXriKYLLzzztssLq5gMZlQtRGtRotbz96YCMjHIu12A3UwYu3SGvrYIBoLMVQ1EMY82j8kOz1HqVwgHAwRi8WQZYlBr0u326Ncq6IMFCRJwmy20O12OD45RRkOkbsd3vvgLslYBF0Qee2119g/OMLvD5JKpkkkYzze3sPicOByO7GYLOiIZKJR3nr7bRrNKtVanWg4Sr3RwGG1cvXqOj5/AEUZ4vV4OT8/5+r1G7z3/vuMx2NmZrJYbTZMJgtzC4uEvV4uKmWkXpP1K9cploogmlhdXqOYzzM1O0M8nqJcKmMw5jx3gcViplgqM1JHIBh4vH6UgTppD44GqGofk8nE6fERXXkyXN/a3kZVFDo9iXAkQL3WoNfrMRoq2Bx2An4/q6ur1Gt1Wp02Ib+HZkfC43aRiMXodSbbvtMzaRRFYW5+CavVzOzsLFabmUqpjIHIo+1N8sUKGCrrly/z8OEmtVp14gEwxiRSU5ycnjPWx8h9mfXLV6jVa2xvb2OxWFD6ymQT2+FA08YUSjkGUp9Op4PLbmX/aB+v10k4FOPhgwfsbW+Tmspi6GMe3H+A1WbFYrESCPjpdmtUKnVEk8hrX3yNfn+A1z8ZsubzefIXuUlbROpPpBtOJy6nk/HYQFMmNzUDJqa4ZvvJ/+pgOBzgcU2KbCAUwu/3I3e72O1WvvilX+Te/QckkglMZguS3CcU8tBudrBaLFhtdmx2K8ViGY/HOwGINZsUy2XUrkShUp3cKFNJcrkLarU6yViMw6NDnE4X77//HoFAiEq1SrfbffLoUKsVyU7Pk7/IIckKJpMJr9uNbhiIoojT7Safy1EoFnHYnJgAkwUSiTTv/OQdItEYLq8XRVGo16vcvHmL46NTHj7coNlsMz2TxWw280d/9C1E0UQgEMDrdSHLfWRZpl6v02o2OT09/fkp9L/3z/6nN2+uXuO4mKfVbGB3OTGZrLjtNrLJFKcnJ/j1MQNtTDQcRjfA4bCjyAozS4vouk7l9JzhWMNqtlBvtYjGokynM4zHYzRjjKZNhNQBv5/T8zwGoCgDHA4nfVlmdm6W6ZnpiaQ4f8FF8YJioUx2ehqLxcpIG+Hz+dE1DU3XmZ+dp3BRwul00pV6mExmmq02+niIIFo4PT1B10AfD/H7/DhsdnRNw+Px4PZ6CPn96KMRhVKBRDyBaJp8fZ6emqZWazC7MM/p+QkL84vE4gna7QYut5dbT93AbnNgEqFUvqDT7uFwOkmlU6iqSiQapVGr4g34KJQuyMRTpKez2O0OTo+O/91Mol4uMegPuHb9OupwxPvvvsvR4RHpdIzhaMza+mXW11bJX+TRtTGapqEOFWZmZtnYuDe5KOpVjg8OQTCBAf2hTLPZYW5+llKxzMrqKjeuX2c6O42qKtx+7nlqjSaj0WS+0ZN6E21is4nDZgXB4ODklBvXrmGMx+zs7jA1lUGwiCjKkGa9wdLSEpVand/89d8gEAzxs3feYTY7w+LSAq16g1qrxXA04srVq5ycnNDuNBBNZoyxjkkUKBbLPP3MMySiCWyiCV/QhyiaaTfryP0+BgKGoSMKY/Jnefx+H26fl0wqzVDXsFosVItF7E4XvW6bi4sinUYHZTRkbmYGbWSg6RoBvxep1yUcCuNxO0G0YDabuHb1Gp99/hletxez2crJ2QnBgI+epFIsnjK/sEqpUmUg9ZhbWESV+viCEba3HtDpdLh2/SaJeJxMdopOqwOCSD6fJ5FMAGY8Tjs2mwtV6mO2W0lnElgtZqxWE/VGm1KpyK1bt3A5bfT7Cl7vJAGkDUfkL3Ls7j7G5fWSmZqiP5AJRyZIia2tLS6vXyIci/Fo/zF+nxez1cJ4DGdnJ/z0p+/w0kuvIyLQ7Uk4HXYy6RTHxwec5055+unnePx4j88//xR0g4tinlu3nuLep5+xvbvN1es3MZvNSFIbTTdYnp9nYXmZoMcziTB6PHg8LiRJ5v79+1itItF4Cq/bxaPHj3j66VscHR7SaDZJp7Pcu/c50UQE0WRBwMBqFRERqNcbaGMdt9PJ1Zs3CAZD3L37IeVyhWvX1gn4/BhALB6bRBxPT7HbHUjtichHU1UUdUgkmsAkCoz1MZI82cGRJGnC0JmdZW93l8WFBaYySXqyzEBV6XV6jA0Dq0nkPHeK1JMJBHyYTBYGfZmFxUV8Xt8kOFIs0e32sFgsXHtyPSwuLdNsNnG5nLTbbVRVJZfL/fwU+v/2H/2jN0NBHz6Hi3KzxZWVJW6tX6LZbrF9cEBmagp1qLK5vYPJZsXrtDHSDbSOhGHo2J0OepLMwfExL91+iUazjslsYagrLC6tEAqGmJ7J0Gp3keU+JrNIr9uj22pPThD9HvVanbWVNWrVKtp4zOryKtpYxyKK9AcKw5FKryfTlyQCwSBmq5nt7W1cbg+VcgW3zY7FbiadzjIcjZieyqLrIwbKkEwqjcfnZXZ+gX5/4nnsD/p0uz1GI4VOu0Mg6CPg9XHntdc4OHxEMplmNNJ57fXX2d3Zwmyysn5lnc8/+4xEMk0ud85QUXG5nQyHQ0TRTDAYJJlMUq5MTr6JRJyDw2MA3G7PvzsN+nx+1tZX8HjcNKo1vv6Nv4M6HKKNByiqgcVs5tNPPiYQDFIsFlH6A+bnpuh2ZX797/86ZyfHDBQFr8uDMR6RyUxhdTjotruIgoDU7dBuNBmoKqoic5a7QBiPkZQ+ojjEYjfRarVpd7pgGCSSacxWOx99/AnZbAKny8vDh9v4/AHOz3NUy2U8XifT07N0ez3Ozk7x+n1sP3yI3TUhMebOTtGMEclkguXlBcZjnXy+wPz8HIlECnU4IhQKY7LCaDTGbLNgd7lRlCEDRULXDCwmgXgyTa/bZndnj/XLV/B6J+JwWZYZGwKZTJzjszyCKDIcKswvLnDj6jUK5SIPNrb4yi99lXKpQiQaIxCKUCiWaHe6RKNB6tUafn+ATrdHNBbncH8fp8vDnTuvUCgUWL98HVEYE43GkSWZWCLBwdEjSsUi0VgcXTeYn5nGbDJTKBUJh4IkUwmSqSnu3v2IVquFbigoiobVYeaVV77A+fkFxVKNK1evk4rHiPgD9Pp9RCY3pI3NbXx+J6LJjNVmw2a1M5XJUKmUGTxRRs7OTePz+fneWz9A04aMxzrhcIRoLMrJyQnpVIZr61ew2EROTk+IRoOIJhGvy0273UEQRQqFHENlhMPuQBBgdmaKkQaNVovV1XmGwxHJWAKHw0E2myVXKGIymTg+OebzTz6l1WnTbDSx2qwoqsrK6tqT1uQpm5sbbGw8oNns0O122dndZXFpibPTc65eu8b161eIhGK8/8FdAkEn0XCEka6ztblJr9sjlYgTDIUIBEKEgqEJU0YdomkaC7Nz+AIB4skkZrOIPFC4c+cOdquVXP6MRDzBlavXee9nPyUYCtNqNOj2OhiGRqlYwma20lf7+P1BvF4vBwcHmE0mnC43R0dH1Os1QgE/DqudWCJOqVgiGY8/iYkOuHXrFhsPHhCLxQhHImxvT/Dd9fqEX392dvbzU+h/55/+0zd9Xg/5Rh2Pw0E4HmducZnNvV1sNisxv5+Vq1cp1Svs7j7ktRduE0ol6SoDXA4bI2OEzWxidW2NZrfLYNBFNFmYmpoiHomwvLpGuVBkbEA4GEQ0CVSrVTxeHw6nE5/Pz9zsDLV6nS++8QaDwQCzxTIRWYsm1i6t8fDhFulUCqvdgaYNcTgcuD1ubFYbgjhGGQ35xjf+Hr2eRD6fZzRUCYSCuN12iqUKI02j2Wxy/959UqkU2ekZAkEPdrsbeSBTrdSYW1jgO9/5MzweF51OD1nusre3hzYcYrZZKJer1Bs1uu02Ho8XBAFRFHjmqacQTSKNepVOp4XH46NczBOPxunKXYaKgtlsoVov4fUGabWqdNp9Dg+OqNTrfO+7f06pUMTucKFpGqVSAUnqU64UsdvsdNpNzs8KuL0uuj2ZYrGAw2pHF8Z0W106cpvL65dQhhON2tzcAqLNxHCoT36/1UK0mNG0Ebl8nmZLptFoEo1GwYCRpmGxmFH7farFKvniGUvLy1y+fAmn1U6l3sDrceN02fG53Tx16yaHB8d88Y0voSgyVpsDdahgFS14fQHeeecdBoMekVCMZqPJyekRwYAfbTRCG+pEImHOzvMcHx9Sr9WIhiM898yzFEsl7A4Tn316n1AwzNf+9tcIhcNgqLTbDbw+N0F/hIGisrm5STyewCKKKPoYpd/H7fYSiwZx2Bx4fR62th7SarUYjUbMzCzQ6XawWEUEA1rtDrF4mGAgRKPWpFDKk0qlefRon2wywUeffUYud0yr2eX2i7fZP3hMu9MlMzXFvfufcnR0Qiqd4vDwlNPTY5x2Bw67nUQ8hTIYYLFaeLx3QDqR5M6rr/HB3Z+hjoZPDjqws/MYDPjqL/8yG5tbqOoQv9/JrVvP0qnV8QcDXLtynd1Hj7BY7JhMJtbW1tB0ncWFReT+gGQyzfnZCedn5yytLuF2e5A6EmaLFTDRaTZQdYN0Kk3uNMczzz1HvVanUq3g8wdoNpv4/R5CgSitdhOf10e+kOfo8AhN12g0ajiddq7euI7H46GYL3B0coDdamcw6NOXJsPMaCRMu9XGZrfz0heep1qrMlRVwqEQ0WiYw8NTypUKyWSMRq1FV+oiSX3mF+boy33S2SxLS8t8/PFdNjc2yF8U2d7eZjgcUqlWiYQDDIcapUKer//a1xEEkbPzc/Z2d7koFKhVaywuLqAbBo/2H09sYZkswVCI+w/uE47EMJvBYXeQnZqi2WryYOM+8/NzJBMpjk9OCIT8SD2JgaJy/do1bA477777LpIkMTYMjo+PefrppwkEJnOpZnOS0Pq5at38z//8n7/ZUxTqjQaiGUL+AN1Wl9eWF0inssxOTxNIxHG6PZyd5xgbY0JeH6Nul1AqjdliR5J7NGtNIvEYF4UiZrNI0B8iXyyxs7OF1e7EajZzenYChojX5yY7leX6jStI7Q6iWaDXkzk5OeTo+JTs1BQHh0eMRiPGhkYwGOXg0WMMdGLROE6Xg/FIAwzCoTCpVIZAIEC73WJmOovSH+Bw2REFK5cuXUJRVSqVKqIg0Oq00DSdZq1BtV4jFAxis1iZnsnSrNY5PD5mPDbwOlxMz0yDaJpAntwuQoEgiGb+3t/9BpsP7oNoQh+DqiiEIzE+//xzBopEKBzDIpp44/XXeLi9jcvpYjhUGSh9tNFkOOdxu+kPZNZW13HYbNQbdQQR0ukpyuUSJkEknozwwvMv02jUmUpNcXB4gNPtxOcPYLPZsNqsFC6K1OolQqEEBtDpNOl0W5gEEz6fB7fXi9yX0LURDocbA4OxptOTmkQiyQnP32ml05VwOByEQkHGI52AP8j52RmxaIR2o8XJeZ6pqSxyX8Zld/D5558hyZN+b6Ne5+D4gEAwPJG4KDqNSolEKo3VZqHbkVFUBUnqEYklGCp9TKKZoaYyVEf0BzLlQoGgP0ww5GN2fpFPP/mESDDAw90d/P4gD7e2ebS9y+qlNV5/9RXqzRZjDD65exeX24XS75OdmaHZLoEhoKoDAr4g65evcHi4SywWJxFJ4PZ4qFarkz6/xYw0kLCZbVy5dhmP3cXe4RHR6ASElUqmSKVSMB7TaDRYWV3E5fRy4/oN3vnJD4mEQ9QbDZaXV/H63LjdXiKxCL2OhGEYtFpNao06Q3WErhu0Wi1MIiwtr7G9s83Z2RkBnw9/IEC3J7GwsEC316Neq9Fqd3j66adJJhN0uhOTkmGMmc5kMJlMlEolXnzuBULhMD6fn1L5DG0sIIomatUqotnAZrUxOzdLKBRGH09W+NfX1hhpGl6PF03XODo+IpvO0mg1qJQrTM/MkElniMdiqOoQqdNDEM2oap/pmQXyFzkGgwHHJyf4fX48LhdXr1/GbBY5OTrF4XSi6Rrdnsz+/j4mk4l6vY7b4aLWaPL6668zGqlYrXaioRD5QgHRGIMIV69eY2lhERgzNztLfyATCgaZmppm48Em773/AalkkkqlQq3eQJb7BIJB5ubnefzoEXPzM2jamG538u3W4XRRr1Uwi5NlxotCDpvNAYLIxcU5M9Mz2OxmDMOE2TyhsRpjHX2soQ019g/2mZ2dJRAI8KMf/ejJ9REil8vRaDSoVCp/Y4YpO/A+YGMiKvlTwzB+SxCEGeDbQAi4D/x9wzCGgiDYgG8CN4AG8GuGYZz9da8xNztr/Jf/xT/knbd/wHnhgkwmQygYQJIHfCEexzw9i8ls5f7OJna7jZPzI3RVx+vxMZWdwh8OYLXY2d3dIxYO4g0GyOUKXLtyZZKgURQMXSMYjrCz/ZB4IorZbOfatct4PB4++fgTelKf1eUlHm5vI5pMvPLKS2xu/r9Srb48wCwAZoFQIEQun2M4HOFyOZGkAXPzc3g9Hg4PDrHabbSbDUKRiQTh5Zdf4ifvvIPFYkU0iRwdHZJIpIjHQ1SrVQKBKL1uC22o0etLOGxOXB7XRD3m9lGqVfH6fKhqn1qtycbGA/6Tf/Af8fm9e/g9bkSrjf2DQ4JBL/PT85zmzkmlY+Rzk4FivycjKz3m5pbJpNOUy0V2dvYwmQ1mpheIREPEYklOjo9ZWFykU69RaTSRJIlAIIDVZmNvZ4ebt27h8Vj57MN7FGsVzGYRh8OFqiqEgxF0w0AdyPR6Ev5gCEnq4HK4eOmVOzSrZWrNOj63D4fLRe7iHEWZxGfnZmc4OjqiVLzg2aef4aNPP8VtcxKORtne22N9f6D+TAAAIABJREFUfZ1KsYA3GMLpMPOTH/+MmbkM57kK8zPT2Ox2TJYxYCcZj3B0corTaeXGjZs83t4lV6qi9GVsDgs+n4+Xbr/KH/6rPyA7M43d7qRerREORyjlzknPZcGAWrWBxSJMdJCilWAozC986Yv84AdvT5j3Dge//LWv8Od//l0MfYzVbicUcJJOTjSVUq9LNBbHIggMVIVBX2ZzZ4+rV68S9HiwOOyMNI16vU6v02U81njq2g362gjTZPESt9NJvnDOnTu/wL/9v7+Nx+dndm6OjXufkspM0x/IOBx2bt58mu9//6/QNIVGo8vKyirxSITCRZ6t3W2effY5jg4Oef6FF/nRj3+AqqqEfCEcbiftTpd0Okm1XKHdaeP1BbGJImNRQNN13G4XqVQKXR/RanaYnZvns08/pSd1uXXrJm6ni08+/Qx/IMTK0hInZ2cEg34ExMnWbDbNoD8iGAgRikTY292l2Wox6MuMRkMEw8Dl9fLw4Q71ep1XX32VarXK0vwcZ/kLnE4n5VKRWDxOtVpG1yfvzY1rV6jUGvT7fQaDATevXaOvqsTjUXR9jMNu4+Bwnw/e/wi53+FLb/wiH3/yEW+//RPS6TS/+Zu/id//ZJGqXkc0mUhEI8iKQudJS1EdKvh8XsyCmdFYp92uo8gqokUklcpyenqKWRBwejy0Wg22Nh8SjoRZXl7C7w884TiVkKQe/b5KMh6n2+3icDqo1RvYLRbsLitzc8vs7u7idrkwxmN8gQDVcomzXB6r1YrLZUPTDDY2NgkGAxSLJURRZDzW2dzc+vcyTP37FHoBcBmGIT2RhN8F/iHwXwF/ZhjGtwVB+N+ALcMw/oUgCP85cNkwjP9UEIRvAF81DOPX/rrXSCeSxr/6g9/nwdYWf/ytb1FtNgmFgqwsr1AqlYgEAjx/+TKP9vZoqApTC4tYRJFQNEohnycQDqPLMoVGlZWlVVZWlimWK4iCwPr6Oo1ajULpgmKxgsVqZWVlmdXVVcqlEgBHxwdI0gBjpKEDFquFwsUFNruNq1evc35+Rv48x1R2CkPXUVSVYukCu93J0tIKJycnhMIBEok0rVaV4+Nz7DY74ciERhmJhBAwI4git27enEDPmg0QTHTbDbrtLqe5HMuLC2CCUqlOv9/jV772qwxUlR/96PuASCQSpFCoMlRlhqMh0WgUu81FIpmiUa/g8/oxW23s7z8mGo3idLoYDAZMTWXY2dnF7XIwHut4vAFu3rzJv/7X/ycvvvgsw4E+YfyYzZyfHpOdmWN7+x6qqvL886/w3e/+BdmpLOlMhka9ztgYcvv52/z4Jz/l8tX1Jz3sHtpwjCR1GI/HmK12LBYriUSYRGKK9959F4/Xgc1qw2JxsLW5QSQaQ5JlfuFLrzKVnedb3/omboeLdDZJo1Lja7/6a9x9733a3e4E59xo0m7UMEQdVdW4cuUGq6sr/OEf/h/4ve6JXg4RWa4zkHTMVhOliwvanTbRaAKbzcLsbJb+QHuCvhC5desWudwpb7/9Fsl4GkQLDpuFfKHInTt3kHsS1XoeUXQwPT3D6enZZHU9EecXvvxl3nrr+2jDIelkEofbhdPt5OHDLU6Oj3G63MxkZ2m3mhRKRcrFMmuX1+h1JRBE5mdnSE+lePjgIaqucnFeYO3yJb7yt77C7/+v/4LrN66h62MeH+5iEu0MVZWnn32O3Z2NSQor6GYwgGw2y+PHj4jHoyjKkML5GdFEkkh0Qjntdgf0ul3CAT+zC/N8+998G3U4wh/wsrKyxO/9s98jkojz6p3X2D84IBmNsrK+wngs4HA42dvdQh3q2GwmrBYb3Y7EoC/jdLsBnUq1PkkgKUNcLheiCLFolGarxerqKl6vn2qxSLFapVmv4fH5WV1eYiD3yRWL6LqOxQxnZznsDhcWi4nbt1/mg/fefTIULaFpT2466QylUoFut8fK0jJur4ujo1OG6oDPPrtHMBhkKjvFl7/8txBFkX/7J3+CKAqEgkG8Pj9uj4d/+S9/H5fLwdLiEulMlvOzSa99Y+MBXp+Pqew03VYTt8+P2+3EbrOTmUojywrdbpdOp8l4DKenZ/QlCV8gQL1WZnnlEg+3tli/fJm9vZ0nIpEE6fQ0FpOIpumoowGhUIQHDzZ59GiPW7eeYmlpBavVys7ODtFomE6nR6VSYn52jqGmUavVcbsnJM5PPv2UaDSK1OsRj8f54dtv/80U+v9P0Xc+KfT/GfAWEDcMQxME4VngTcMwvigIwttPfv5YEAQzUAYixl/zQtFQ2Pid/+a/Zvsiz6NHjxmOxxwfHSLLfX7rzf+Ob/7B/05blnn95Zc5OT1FG48JOp1IgsDKyjIvvvgCI3XED3/wA7w+HzMzMxwcHjA2RkQicZ55+hk6nS4bm/ex212k0wlcdgc7jx4jSxKZqRTdroTDYkNSFCKRIC6nh8LFBcurq5yeHE1QsX4PoWCIXP4cnz+M02nBbndjjHXG4zEg0u60cDotzM8t43BOBi7DoYyqaKjDASaThVgsitlsnmzH+T2cnp1Tr9WxWm1UqiUETAR8fuYWl2g2quwfHDA/N4/P7ycUivDJh+9htbuw2x0kYhHOznJEoxG6Uo9oNE7A48Hpc2GxWHjre3/FSBvjcjqIRmN4/R6WF1e59+AB+3u7vPbaaywuL/PNb36T/kDC43ITCPmR5T66Dh6PF1mW8PnciMIkEpdJJxkbAja7iZ3tHSxWJ4YxJhoN8mh3n54k43Q6iEbD6GOdb3z97/JXb70FjDHGI5LJDPc3NvB5vQyUAdl4inZfnsisu13q1SoDVaJeL7O+fgOr2cLM3CKBQIBHe7uk0glyuSJut4vZdIb900PsJhvXbz3F+x+8Rz5fIOjz4/Z6sJgF1JHGWIeF2RnqrTbqcACGiDYaEU9G6LQkdh89QniS0HLa7dy58yp/+b0/5aXbr3FRyDGQFG5cv46iydx99yOWlldod5o4HG6WV5e4yJ9hjMdEIyly+Tz1Zp1nbj1NvV6nXCnh9vg5PT3GZLIAGo1GnVdeeZ1oKExXapG/KNPvS/j9fqrVOq1WjcPHxzzz3DNYrCbk7gBFVTCZzMwtLHD//qcEg1EcNjMnJ2eYLWZe/+KX+Pzzz7FazHi8Xnw+L2hjlNGA/mDEw617lC4qPPPCC+jaiOx0ho3P72OxO+j2JI6PD5meTvHg3jb/wz/5J/QHA2RZRu716EsSt+/cZmtrC2UwoNORnsh3hswvzPPccy/wrW/+Xzzz9DNYbWbazQ7bj/awmM24HQ7sLjsXF2U8XjtWi4NYPMLW1g6zM3MIgsBgIGG1OfnpOz8kEksxPz+LpmkEfF5e+MKLVMs1HmxsEo3FaNbrbO9sMTM9hyAYbGxsTPLloojZZEKS+xPaZCHHaDQByn3j61/jj/7420RjCfJnZ0gDiXAogtftIZqI0O8rnJ+eoyoDiqUCiWQKwxAwmQW8Xj83rl3nL777HQYDDavVyiuvvEIikWBra4ud7S0GyhAY0+tJDIcqdruT9fV1Aj4fxXIZq8VMPJHk7t33cTrdXL96lWKpxEsvv8z3v/9XDAYq8VgESZ5ISvx+P1NTUwwGAx4+fMiDBw/odrvY7Xbsdju9Xo9MJsNf/MVf/M0VekEQTEzaM/PA/wL8LvCJYRjzT57PAD8wDOOSIAg7wBuGYVw8ee4YeNowjPr/39+3ms3GK89/gcxUCkXTSGcyvHf3Lo8fPSLs9/PVr36VP//Lv2Q2nWbp0iUkWaJVKGLz+5nNZJien0fRh3Q6HQJeP8enJ4wNg9WVVcbjCSAqFI5iYLC7s4syGDBQFQJ+PyYTZJJp/h/q3izWsQS97/udc3i47/t69/3WvVW39qru6qrqbVrd0ow11mJJliZ+sRHlJQ6Sx0CTIAGS+C1WpEE8NmzEsicaz0iKNDPqVu9b7dvdN95L8nLf18PtkMwDC4ZjBPYASYAMnwiCOIcgyA/nfN//+/129g8wmrTkMiVWVpZptJpcv3qN+NkZqViMutJmbnYWSZaoV+scnxxiNllYXVlhaWmFk9OT8bLVYIDHbmf36IB3336HZlshFk/QUZpjPn6vTzgcQa/XcbC3O/586oB2p0On02VyKsLe9j7dfp+F2RmaHQWl1abb63L79l3W19YoFvN0Oh3KxTyn8TMMRh3NZpder0e/12bQH6A1GBmqKmazmejpMXq9kWajyddffcWd12+xurqGRtKyufkcm93J0dE+Oq2Oqckp1s9fQKvT8Rd/8edsnF8f83Z6XbrdHrKsw+P10mzW0chaJEmD0Wjk+bMnOF1uvG43qUwai8mCw2XHabfT7Q9QWk1yuTRTU1NIIw2qMGBmZoGD/T0ymSTDgcCNmzdxuV1Eowc8enQfjyeC22Xl63uPCYVC3L37Gg8fPKKSz7O8tsRwOBaczy0s0u/XWFo6RzKZJx6PUS6VWFyaoVwoc+vOm9y/fx+GQxiqNJQ2CCJGWaYz6HB8dMLqyjlsdhuSRqCcL5JIZ5iZmaXZbPL63dukzlKk0wnS2QwutxuDrKc/HBLwB5idmeajTz9BEjVEgn4kjUy1WuONt79BqZjnZz/7GbMzczhsNu49+hJJ1BL2hzhNJrBazJjNFhqNFjpxjMF2epwcHh3TqtYJToZQ2j30eh0mvZFkJk25VOT2a3coFvJYHXa0Wh1Wi5noUZTlc+fY2tykUMjhdnkYCSPS6SzvfuMbGIwG3v/gJ9RrTax2B36/D6XVYWZ2lt3tTXp9lVFfRWc24bDZyOTyVKtlXrl+k+jpEV5fiKnJCOVKmccPnyDLMufWz2EymamXK+RKeZRWm77a4/atO9QaVfr9DqVSg0TsFLvNjttnp90eIomwf3DElStXEIDDo0NkSUCrM7K8Mk8mmWN+bo7tvR0iE5PIkoZYIkGnozAYqJiNZsKRCWLxGMN+j05/gFYjUChVMZuMWExG9CYzS0sLxONJpqZ8HO3HefriBS6HHb3RyPn1Vb6+94i7d++STp0hCBJnyTNGoxGCMESv02Ozu+h22sgamRHQbDX4tV/7DZ4+fcwHH3zI0dEeS4srDAZDOp0Oa+vr9Ho9/H4vIPLFF1/wrV95j2K5Sq/XRafT8/77749lKcDS0ioP7t9D7Y6Jse1uh8XFRRSlTa1WpVlv0GqP2UiJRByj0Uin06Xb7dJut3n48OH/J1f0duDPgP8a+Of/Twq9IAh/H/j7AKIgXnrz7h2uzM2RKBZBqyXo9tBqK1gNBprAzvMXHMVOkWUNv3T7Dhajka2DAzxuN7LFgsftxmw2Mj05TaunUMiV8Po8ZM7OMFisWK02NLLMzs42Fy9eJJU8Y2JyklKpRL/XQ5JAqzOyubmNJILfF8Bqt9PvtInGTlE7XdY2NtDr9KSSCRBFLCYLGq2IKGoxGvVsbm7h97lZXV7j/Q8+YHl1hUatwtTMHGq3h81up1arYXc6yabOEBBotJsotRYjQSCby7C3t88rt25w6eI1Mmdn7B6O5Rgzs9PYLDZSqTSlcpnT2AlqT2V2dpput0tLaaOVZXLZHP/Ff/kPSWeylMtVNp8/R9bpqFdLxBJnCMIInazn+o0b5PIFTo8PMdvszM/N0WwpiKLA22+9hSxp+Ozzz2m06siyhlqxgtluIRAMs7W1zcWLl+j3OpQrBcSRTLPdRNboUAc9tFotdoudXCE/Fo9oJZxOF1euXOPgYI+D/UNarRYXL13i7OyE4VDFanXCEGKJU3wuH4mzBBb7eMNU1uvZfvGCIUNMJgtvf+NNErEz1OGQmZkZCoUCmUyGt958k3AkyJ/8yQ9gOKTZbHDt+lVy+SI2sxmdUSKVKjE/N0UqmSaVTtFsNJFkmdmZSYrFGqPRAI/Xj6JUGY1Etp9tIo1GTC7OE/D50Bl1KM0uyXSKbreF0WBgIjxNfzgkGo0yNz1BJlcg4HGzcn6Dfr9NOp1Hr9fz6ccf0ev3WVhYIJPJYDabkbUSkqilXquhDlW8Xj+lUg5J0DA5Nc1ZctwGFIQBNrOT03iMhaV5LBYzer2FB/e+xmK1cmFtjVanS7GUoVat0+uPKGbTLK+dJ5dL4XH7uH71GrHEKaqqsrd/RLmcYWVlg2azztFRFKPRQDjs55NPPsLnDXFu7Ty7u1s0601+7/e+QzaTYePyBrlckcGgTSQyyz/53veoVSvcfOVVKvU6OlnGYNKSTKaZmpqlWi4haSR0ei12u5tyucjhwRETE2FESeTkJMbc9Ay5YgFZ1lAslrlyZQOTwYzRbOLJ4yc4nC6q5TKXr17h4OCQvd1ddHo9Fy5c4MMPf8bS4iqlcgGHw8VwCLIEskbm6wePmJ2dQqc1EAqHKRaLOJ02YrEoUxNzKJ0OU1OTAMRjxxxHE/S7XRaWFtFKGlbWVsZtJVlPMhHn408+RdII/IN/8Ps8evSIVqtFqVRiOBzyxRefsby0RDg8gd1mQ5AEpqamOTo8xGqzE4+fYLNZ0OstBAMBzpJJzEYjj58+ZWpqilqtik43BvcxGCBKEm6Pm1K5hCiI6A1Grl69wkcffYzVamVzcxO9Xs8Pf/jDn6vQiz93lQdGo1EV+AS4AdhftmYAwkDq5fMUEHlZzDWAjfFQ9t8/1v86Go0uj0ajy26zmVG9CbKViYlpPIjYTEbm/BM4bU4YDJmeiPDbv/VbvP7mW/QAg8fD0vw88exYll2pVuh3utRqNZLJJI1KhU6ng8PjpdtT8Af86PV6QoEg2WwOgPtffMVwCO1Wm2yuhKoOsZqN2Kw2fAEvtWqZTr+DzeZAo9PT63S4c/cO5WqNgM9HJpfl6CDKwf4+ar/P/PQ09+4/pt4YD9eODvZgJHISPcEbCCDrtLi9Xlr1GogauoMhsmxAo5MRNRqsNtuYOLh6gXanQyASxGyxcPHSOcqlCvX62BQUiUSwmEzMLywgDKHd7qA3SPiDbi5evsTnn31KrVrDabOxsDDP8sI8Wp0Rs8mEMBKp1aqkz87IpdPojCZWlpaYmZ1ifmqSYMBPJpslnjxF1IxN9OfOXcDqdLC2ep5cLsvq6jkASuUK4dA0wLgHrpXRSBJKS0Gj1dLrdfH6vHicHgJ+L9//3vf46KO/QRCg1+/zV3/5l+RyWYSRwPLy6tgyZLRQb7UA6La7jIQBGkZMTk/h8/sZjQaUyyX0RiO7u5ssTE1h0AlUcjmyuRwOqx23202tVgMRisUS8fgRj54+I5XKw3BIIV/mr3761zTqTVbXzmPSaSkUK5SKOWZmppgMBqiU6lTyeWaXZghMTyBKIrlCkWZd4fD4aExPzJXJJFK82N7G7/Ny/dpV7HYHVouRgQjHx8fsbO1SKRVpK03sDitr6+d5+803uPXaDSYmJ7HZHLRbTRqNOga9kVaridJoU6/VsNosTAQjXLqwwTtvvku5WsHttcNAoN0ex3W9bhfVaoWf/c2H4xlKqczM1AwWi4GdgwNsNgOiOM63/89/+IcgaKi9jHy6XEGuXr3KaMRYtenxIooCr776+tjRq7Q4f36D1bV1ur0eSBJWi5WB2sNqdWI06AlPThKZnqFYKqLVakhlUuxvH1CpVMjlskzNTDExOU0oEMHpcCAIEjMzM9y4doOVlTX0Wi3tXo+h2qffbdNoNMjl0tTrdfKZHO1Ol+GgT73ZJJtJ0eu1cbtdGA0GdDodPk8At8eNJMp4XR7mZmex2l1sbW+i18vYbE4WFhYQBPB4XChKl/fe/SZDQFFaGAxGBoMhzeZY+GM0m1DVHvlSCa1WiyTKZDMZNre2EUSBQX/I97//fb73vT8mHotx5coVDAYtzVqDXn+A/aUvejAYMRgMsVptFIsF9DojBoMVAchlMzQaDUaCwMLMDAAmkxFF6dDv9RgAGq2GVCqNUW9kNBpRKuX48suvqNVqPHv2bMzdejlj/HkeP88w1gP0R6NRVRAEA/AB8D8C3wF+9O8MYzdHo9EfCYLwnwFr/84w9tuj0eg3/kPn8Dhdo9+5+wblYhVGHUYaDXogPxjQRsNIesmlqVT47d/5HfQGAz/68b+h3e4iCCOurq/TA/q9HhuXr7L54jn9fpfVlWVOT2PodEZu3LzB8xebZDNpFubnSWeyxBNRatUmi0uLLC4uUatUcLlcpDMpTGYzalfF6rBTLhUxW6zotGN7+9aLLXyBAJIgoPb7ZAsFYMi1a9fZev4MWatHkkQOj45oNFusri7htDsAkGUd6lCFnorOZBo7XIURBr2Rq1cvs7u9Tb3VolIq0R+MsJhMLCwu0mg2/q3+TaczEJ6YoFTMYDPZ2T3aoVFpYTAaxjiH+Ck2sxWv30doIsyDL79G6as06zVknZZCoUi5VObcyjJNpYY/MMni3DRz03P86Z//iF6vw2u37nJ0uI8ka9HrjWQyKc6trHL9xk3+j7/8S54/f8js7DILC7Nks3n0Oj1en5vHDx+j0eoIBoPEYjHMJhMrq0ukUmk6zRYH0QOEgcDEVIiOojLo9ynWSjgsNtYuXkaWRPYODggG/KTSCXptlbnFOTxuP4VcGqfFxknyjLNEApPFxtTUFCfRI3yBIBJD8qXxxqBSr7OyvoIoyFQrFYb0iPgnMNntnCVOaTTbWPQ69BYrBoOO7efPUHoDDAaRZqOH2WLmxvVrNGoNMvkzfM4ASqfNSBTodvskEjHeuPM6Bq2W57u72KxmQuEQW8+3SGVOuPnKLVR1iEFv4YsvvuDipUt02wqFfB6z1cJJ9AiX24ckiEhaDSG/n2KxxPkLGySSB/Q6gDhEpzUiSiKTk7McHx+TTqd59dWbfPbpZ9TqdXK5LC6nC7fHO05p2ezUGlWcTg/bW1tMz8wgSQLZbIZOp8PczDyD4QCvx8Hui10u3bzMT37yAa9eu87ByTHZVAalq+DzBRkO+iwuzZFIZBkOh6yfO8eLrRcwHOB0ezk+OqZQLDI1NUEiccrly2N6aCJxQr2mYHPYCPoCJFIJNBodr756g93dAxwOBw6Hg3j8lKdPnxEKBsdY626XaqPBgwcPaLXqvH73TZrNOi2lw0BVOTo+5s6dV5AlLUsr59jb2+H+/YcUiwXOn19nMBghyzILC7OUyzVKpRzR6AnXr79Co1Hn/PkL/xZjkMtkMBgMDEYjej2FeqlKqVqj2+8yOTn9UjQfIpdN0+l26HR61OtlBCTKlTKXLl4hk02zv3/Iu7/0S2Of7ukp125eRxREkqkUGxc2+PLLL9BIGkKR4EtUsY1+f4AsS3g8PkRRxOfz8IMf/IBqtYokSrx+93U63S7xeIx+X8VqtTJiSK1S4zgaxWyxYDQaKRbzfPzxp/+vpW7WgX8BSIzvAP50NBr9t4IgzDCOVzqBZ8DfHY1G3ZdxzP8N2ADKwN8ZjUYn/6FzWMzm0ZTHg6qqdPoDfJEIi3MzfPHVPdRhH4NOD6MRZpuNaqOGz+3FYjJhcViZjkyh12lwB4IozSbz84uk02nmFhb48MMP0et1eFxOnA4X8bM46VSaS1euUKmU6Cjj7H5kYoJwMEg2nyedSo+9kNPTvNh8gdvlRERgKAiE/T5a3Q6DAShKk3wuz0AdYDIZuXDxEo1GnVw2hdFoQauTSSRSqKqK02HH7XSxd3jIwvw0nW4fh8WKy+dhe3uPbrtJMBRhdmqaw2iUZPIMi8VEpVSlUq+zcX6dv/7gfX7nd36Xs7MzJEFA1EgoSpNyscRIAI/HQ6/dpasOKBWLLC/O0+4ohCMTtJptNp8+pdIar1zrdFocVjuCJDE7PcPW7g6qOiYjylo9w34Pm8v5Mt+v57Xbt/nJz35KLpej1+uh1+lQWk0mJ6dIZzIsLCzSajWx2iwMBiBJEolEgkIhg9ru43S7mZqdolwskYjHEYawfvEiIwFa9Rp2hxONRoMoSnS6bdrNBlarnU6vw1kyw3CggqhiNru4cm6FdDbHWSaLyWTiNHaE1e7G4XCilSW8Hg9mo5lo/ASj0cJo2KNYqmGRJZ7u7uMwmdi4do1mtYLeZELWaug0FZ4+f4bDYeP3/u5/ws7ODvl8nnavS6GYZ3n5HI8fP6Tf7uL3eRFlDTabg7Xz6/R6HU6ip7Q7TQqFKpGgh3SuhMlkRq8XGarQrDfYuHwR+gNa/T65RByD1U6726aUL7C6tkYpnyOWTOF0OlHVDru7B3zrW7/C4e4hHr+fw/19Zufn6HdaJNIpjDoja6trlBsNZqYnyGQLTE1F+MEPfsiv//o3MRjsyLJMMpmkUMgSiUzSatQ5PI6SzaRYXVmmXGmwsLjIzs4OqVScqckIDocPu8OGx+HiOHpMq9OmrXR4+vQB//A//6/oqSqff/IxXVXlnXd+iV6vQzKZwGp1EI+f0G93MVrH9MnZ2VmGgwH3vvoKnU6iVG1w9+7r7O/scPv113nx4in1eouz2CnnN9ZfehMatOo1Gi2Fq9euYTbrKRWrtBUFQQKr1cHx8R6vvnqX6MEByew4zaQz6NFpZLqdNpJOx9rKMgaThf29PSanp2jWGyCOGxgum5VEOkWr3gQRFEVhanqSXm9Ao1Gn2WzgcroIhScI+H08evCQyNQU+UKWbrtHoZgfI7FDYU7iMRRFYWZmlt3t7THuWhAIRUIoSodEPI7eoMPhcKLX6VHabTqdNjqtlmj0BL/fx9r6ef7iL/5s7PLtq0SjUZaWFpienKbWqAKQSKQIBAJUq1VcTiedbpuBOuSPv/e9n6vQa/5jbxiNRpsvi/a///oJcPX/5vUO8Ov/seP+Xx6qysz8Il89fYwADJJn/P63/xYWi4VMMsmFG9exmMwUCjlknYF/8c//Ga/8+q+RzRZwejxUKmVCgQAnh8dETw6wmOwIoxG/+7u/yycff8xIEMaO04AffzBIpVJAK+sRTBL6lkIiFsfpcCLLMleuXKbd6TA3N0s+l6HXV2l1O+h1OrqqSrFYwmQyodNo8Qf8GPR6+uqAeq3CweExzWaZiYk5Wq0WSwvF/lOsAAAgAElEQVTzVKpVBFHi8OgQrSgy6I9oKy3KhSLNTh2n00G1PGDrxSY7W9svEcMWTBYrfXXIytoao8EAh93Ggwf3OL+6hs4gMxgIKEYTCzOzPHuxhc1io6vtIooiWq2Gar2O2+MiXyhxenqCOhqglyRkjUwuW6BebxH0e/j400/4zu99hz/9N/87gUCQ69dv8uzFY9LpPCsLi9SaLR48ekS73WEw6KPVaikUCvi9PianJkll0iTOYmxsXCaVTNDr9DCazShKk1duvkYun2YwGKGXtIwEkHUG3C4XydQZBsO4VfEXf/UTVpbm8XiDIIDFbEZQGogjCVkrcOPGLYZDODqKIhhM2Nwu6i2Fdr+H3eljbW2BSkXBbjMTjozl5n5/iN3tLUxG4xjOFT3l7p3bGAxjMF5vOKRbLiLKOiSNwG/+nd/mxeYmL3ZeUC9XqdQrLCwskS/kyOWSzM5GmArNchKN8vrbb6CVtHx9/z59tUs+X6LRbLKysgRql4lAkLNMBr9/kkQiidPrJZ3JE4lEaBYT6CwmXmxtcenSeURx7HGNTE3Q7g+YmvCzt3fM3/vO30OWJJqBBqlsBr3JgFJvkMhkuLqxQTqXozsc8sEHf813vvMdTk5O0Gg0rCwvUchWCISMCMIIo9FIqVimWW+xsryMLIv4A0Gip3EmIkHWzi2xtDjHv/7BvyafL1AsVtjYuMRAEHC4PcSfPRsLOkKT5ItFjEYt59bWKVcraAGry8HO9g7HewfkK0Xcbj+7h0e8dutVstkEs7PLLK8uYrPa+PzLezjsNsw2I9vbm8zMzFMs5KlXK7QUhUy2wMREBJ1WwmwxY7FYMBgMlEZl1s6vc3x8zPT0BAe7u+xubdEfDrl27QbJxAnVaoNCqYA/4KerDknnkoTD07x25w56WSYRj3F4csr01CTpfIFGpcrswiLVaoXV5VUkWUKn11HIFzEaDFgMRj7+8gs6S0u4PG4kSeLKpcukkmkWFuc5OorSaDQJh8PIcpXhcIDOoMVis3B8fEImk8Xj8eB0OYmfxvD5AqQzaSwWC7VqhVA4hKzVcv7CBrlcDrvdyerKIrJWz9WrV/nRD39IpVJCI2k4t7qOqsbwer0Egz6GA2gpCr1u9+cusf+/2Iz97nf/m+/Ko/Em2t0336RSq3GQyfDe+jrvP73PL7/1Di63G0EQ8fl8XNi4SKlYxGwyMDU1idvt5dmzZ+RyeSw2Gx63k9PTGAcHByjtNiaTmXwmi6zV0mopNOp1rLbx4kG9VsHv92O1WqhUamTSKbq9Hsn4GUq3S6NaRZZlWkoTvz9EJp1BECU2Lm7g87mxW6zk8gXsNjtLy8s06g0kjcTSwgKSrKVcKiJpxnMAo8VMKDJBv9+h3enTUrpjybDNCcJoHGkcDlDaCsViEUkUUQcq5UqZcqnMyuo5Gq0WmUwGpdWi3VXQG82o6njQm82kEUQBs2WsLSuXqxh0OjQaCYvJAuKIa9evUK3WubC+htXupFotsb2zPRaK6/VcunqVZ89eoCgtrt+8gVar52B/F52sQSPLaCWJ8xtrmK12KtUikdAEuWyeWPwYWdLwt779LZ48fYzf4+csGSeTybM4v8BIEGg3FfRGA7V6A5PZTK/fZHZumY3z57E7XYxGfdxuN2exONVGE8QRan/ExsYVTCYj9WqDZ4/uk8tnETRajEYNvZ5KNpvB5XJRq9U4S8RpdyqIog6jQeb2a3dIpDKUSjl6vQ7drkoqdUY6lWQ0EkAQcDvteJwe7t2/z5dffoXXH6TRrGExW8im0hyfxFhaWsNitWAwG/jyiy9ZXFpi49JF0uks3V6XhYV5hkOVQqlCt99H0oicnIyLQavVwuNwMhgO2NzeIhSaQKsFrdaEy+5iNOyRy+UY9PsUSkXKpSoLi4uUKgUePX5CMDwWahdKRSYnI6TS4xz5+QvrqO0u4ktNn9Npw262IkkihVKJ3Z3dMYVzOESn0/D97/9T5mZmGAwhFAqTzxdBGFIoVonFEjAEo96A0mmj0chUKkV0ej2Hh7u88spNMqkMR8dRiqUiCwuL3L9/j25/wFRkgqEoopO1+Hx++l0FWavn8OgYYTCgWqoiCBK3XnuNhYVFauUKLzY3iR5HsdusLCws4nA68fv9TE5OkclmGaoDdvZ2qZTLNFsK3a5CMpkin83TabXoDgb4vF5kWcLucGEwjMXwSlPBZrcSjcYoFss8f/6Y+cVlnj5/TjAYxOvxcnB4iMPpxGQ2Y9DrUTodPvzoQ+7ceQOr1cbe3i4jSXrZB8+itKvACFnWUy6XMZoMqOoAnU5HvV7n+fMXlIpFMtkchWx2jFcPhmi1mvT7HYYjAavZRCabo1Gvc3B4RDAY5urVq+i0MvsH+9SqVdROj8XlJT7+5BOcdjs6UYNO1vLl/a9w2J047XYy2RwWsxmjTsez58/Z39//xUEg/A//3X//3V+9dh2LyUKtUSc8OckXn3/O8sWLzIcnebK3hzroUa3WKWSzBIMBlOY493twdML2ixe4HY6xycflIRSKkM5m0esNqKqKVtYyMTU57iO7XBiMJgaDHs16E51eN2Z7CyLFQoGV1UVev/063a5C7DRGPJkgFA4xUIeIkojH5cZiMXMaOyWfL9Jud8gX8tTrDQIvV6ObLQWTwUi5UuQkFiebSpNMJnG4nIjCCEGUefHiBf2+wtWrN4lEwvS6PYTRkJN4HJfNjtNpx2S20m13MBqMmMwWzOaxM7XX7TExPUkgEKLd7jAzM81IHdLt9TGYjExPTnJh4zy7u3v4/D52dnZxeW1IyOh0EnqjkW6vS/IsjiAKmAxGREnG6w/y8UcfIwCTkQm+/PILspnMmLUugtofUKnXAZGA38+XX31NIBjEYbextr5Bt9flgw8+QhQ11Bt1gkE/DpuTIaDRSMwvzhEKBrl0+Qpqp4Oo0ZNIxMhlU6yfv0ilVMFqtSII4yJZLlcJ+n3ceOVV6vUGJ8eHKP027XaHEX0MBh3vv/8xv//7v8/VK1dR+yqd3vh30moq5NNZ6kqduclpGq0WNrudr7/+CpvVjsvt47Wbr9BUahxHY1TrDUrlAlORSbLZNAaDHq/Ly0BQMRmMuNwukskkzaZCOBCkqw54/uwxM5PTCJKGZDxGW+nidNqRtQZ6nR6jYZdGXUEQRsTPkjRbCkaDgauXN8jny5jMZjRaCYPBhMvjwh8MkM2N5RrVWpZisU6v36ejNHE43ciyBlnWog5UIpFJhNGIkQB6gxG73cxHH33C9OwslWqVTrfNysoKs1PTHO3vo/TahMKTzM/N01Jq2Gx25hcW6HZV6vUa4bAHs8UGCKytnWd+fp6PPvyIQMDP7OwML55vY7FZCQYCiJKG6elp8sUilUqJwajH0tIqIwTOzuL4AmGsVhvxWJyLV66gM0pU63VarRahYAhECYfFiqIozC8uopFlzAYDOr2BWCyGKIp4PB5EUSIePyEaPeX1u2/QainMzM5SqY1RDBpJxOP1E4/FWD23xvT0LKVKkeFoSD6fRWkqGE0WPvroIzQakU67g8VsRiPLnJycEvR50Op1aLX6sajFbsfv93F0dEAwGKDb7XHj2lVMZgvVcp12q8XcwiyhYIRoNEqr1eL8+fNsb28jyxIGrYzF7iAU8rO7u4VeZ8Tr8XAai9PpdtFoBMxmK/V6ncePH1Mpl6k3miQSCfx+P7MLC5TLlTE+utvm+vXrjDQwOTmDXq/nvXff5fGTJxwcHuIPjkVIT54+/cUp9P/TP/pH300UKqi9NlNuNyaHA3E45IuHD1mcnWNpZQmvz08iESNfKFCvVBER8HjdhEJhPvn8U04TZ9jsDnz+AG2lhV6SaCkKpfKY35JJpskVclRK4z+SpJG4eOkisqylUCxRq1bp9MZXDdl8nqvXbrC/v4vX48Pn8XHrtds8f/oUk8lMv68iAG+9/Tb5XA6dVofa7yHrtGOBuU5HT1Wpliu4XE4GoyHBYJip6RmMJh1PHj3G4/Vgt7vHsoZ6g2QyhsFgYnp6kk6/Q6FQ4rVXXsEfCjEaDLA7rIzUIYViFofTzUAdUCoUKBYL6HQ6JiYnODw8JBIJoyhNXmzuEAq66XcHaHU6lpdXGAxGnERPKBbLLMzOMzs/T6+njrVqgz4jRGxWEz21x/7hAd1Oj1w2gzfgQRhKIAqYDQacbg82q5no8TGvv/EmZ8kkhUIGUZTQiCK1ehlZ1iMIEnNzs5yenlLK5VldW8doNPH8+TMGwwGyRoPdZEHp9KhUigSCXnw+H+3O2C077Lbxh0KUK1UKhQLhyASL84tsbu5w7coN8oUS87OzFIo5stkcpXKJdDqFJMqsLC/z+ddfc+fOLYKBMJ9+/gWCILG0MI/ZMrZMdfo9Htx7iM1qYzQcEgyHefW1V1CUzss0hsrc5Az5Ygm73YKs0TI1EaHZ7nB+bZWj/QNq9Qazc3NUKxUGgwHNap3FhXlCoQCSVs9AHSJJGmZmw9y4cZ3Dw2MMBi2zs9MsT8/y8WefUa/WeHTvAXqTYZwca9So1xR8Ph97e5so7T4mvR6zdcyML5er7O7uImsltnd26PdV3nv3XaLHUT759ENcDieh8AQjhvQHA55tvmDQ7tLqKEgaDXarHY0GWtUGibMYlWodUZRx2eyMBIFyuUgmk2YwGGI2myiXa/Q6HcqVMhcvXEAdjLEgBwc7aDQyBlnP7t4eezs7+AI+Wo0Wx8fHmC0WrFYrgUCEZDKByWTm2eMn7B3sYTDqMVvMhEMRrly9QqvdQZZhZmaOB/e/wmgwIYoCoVAYg1ZLOpsknU4xUgeMhMFLF+uI09NT9Ho9vV4Hi8UMwxH9/pippDMYsFss9PrjyK9ep2V3b5eF+QWMBgMGvQGtVofH46Xb6dDr9Sjm8/Q6Pc5icaKnUdrtNh6Ph/n5eT77/BNee+0uu3tbLC+t8KMf/Sl2m51ur8eF8+sMhRGRcIR4IomitPB6vS8xxgp6vQGfx0NfVVlbW2NpYZFYPEalUqbValKvV7Hbndy6dYtqpUKn2+PW7dtsvthCp9ej02owmS2cnp7SbrcpFguk0ulfLKjZ//KP//F3/9Pf+k2swTAPdnf45LPPcFttBAN+gm4XroCfar2ORqPF5fZgMBlhBOpwiNFo5pWbNzAazXzjG+9w7dol6vUmQ0EgXyiQy6SYnJpClCTaShtBFDEaDJTKZRr1JuVSkUw6RTAURK83sDS3QK1WI5vOUCgVObe6SjKVJLp/QFcdsLKygtvpYKgOODmNsre7ywiBUCRIo97AYDSRTaex2Cy0Wy2iJ6fY7A5UtUen02XQ69NVVebn5gkFA9y69QrJ5BkgUCgWmQhHaLTaWC0m9g8OiScS1Bt1NJKWdqdJp6vQVXoYzSbKhSLdTocvv7qHSW9AZzTy5MlDLCYbNrsFg8GK0qjTUho06028Xi+BcJDhaEQ6myMeT3B6esLS4hJ2u4NiqUCvP3z5x+nistmRtTIGvYF6s0GlUmVtfZWZ2XmePXlKtVHBYrIwMzPN6ekx/a7K9Ow0wyF4vV4ERuPNvq0tBEng+dNnfPX157zz5pvYLTaOT06otyoEAkGsZguxeJLRaMjly5e4d+8rBI2OCxfO82LzKcOhwNbzZ7SUBosLS2j1MtlUhqaikMmkSSYz+P0+bt9+jR/+8IfMzS8wEQ7y4vkLdvf3MFtshLxeZFnHYCSSTqWp1ev4vD68AT8+rw+9QSZ5luY0FiWbybKwME+j3SQZP8Prd/PFF1+RTCap1GqIkki3p6IOVfZ398bZaUFANhp5+OghZ/EzRElkOBqh02nxuPz0uyp6WeDoOI7NbqM/UKnUihRLNQqlPFubWwTDIZoNhW9+81ukU0ki4QgejweLzYrJZEMUJcxmIx2ljdliJBwMUimV+PSTT/nGL72NyWQkncricrnQyFosZgvrK6ts7uyOi6tx7FOenVukoSg8eviA2bk5UqnU2M+g19PrjwMH586dAwQUpc7y6hqzs3Mc7O+j1+r4l3/yL1lfP4/ZbEGStfR6bULhMDMzc7zY3CSXO+NXfuVbSKKAze7g8GAXUZTR6zRoNDI2mx2zxcbHn3yELOt4eP9rNBqZZCpBpdKg01GInsTw+/2cW1vj5CTGxsZFvvrsc5aXVxgxQu2rvPfL72GxmDFodXTaHU4TMbxuF7l8AYNOy+q5NTYuXqRUKNBstPAHguOlNKcDs8WAwWhBp9HQHwxot+sUinkMRgNulxtfwMv25jZOl5s/+/GfYbPZqVRLvP/+hyTip1gtNrQaDQtL86RSWX76058gSWOe0s7OLi6Xm1g8hlFv4OT4GKvNxubz57jcHkLhMMPhkI2NCxwcHPHWW98gGo2ytrbGzPTL9tVQRdbqUHs9oienKIqCy+UaY2E8XpRmk6Pj41+gQv9Hf/Td9StXiEyFmJudx2g282J3h7NUkmfbO1xbW6PSqKLRaDAZTZjNFs4ScYLhMM2Wgs1s4e6dO9jt4y/46OiYTCaNz+vlLJXBoDcwOzfJ9PQsWq2Oer0xns4LAu1uj1A4jE5v4OKFDZLpFBqNTK6Qw+f1U6mVkTQia+fX8Xi8/xbkFTtLgADdTo+WUgd1xOWr19jf36NcyhP0BxhJGhxWKw6XjeWVVeLxBD6/l3fffocr165xcnLK6ekJu9t72Gx22p0mL7Z2WF9dxWqx02jVcTptdNpdWoqC0+HCajCN7xZqNRKJBN6Am0gkjEYrEAlN0O/2KBQLRCZCaDRaSuUyXl+AarkKokS73R2niEYDzp+/wN27d2g1WxxHj4lEwoiCyPzcPNdv3CSdy6EOVCRRg0ZgPIDT6XA4XKTSaWRZRpTGG677Wzu0222UdhetRoPDaR8blQZDzs6S6LQ6GKlcWD/PT37612QKBYqlAhfXNwhGJnj8+PEY6GS1oSjt8Q+53aRcqlAuVnB73FSqFarlCrduvYZOb2B7Z4der4skaBiO2uzsHLC9vY3FZKHZqHN0fIRGlJicCKGRdQyBar2OVtag12uwWx00lQbf/Oav8uTxozFR0WZjNBJQ2k1mZmc5PTnFG/ATiUxjt9s5OjrG5XJhNVtIZ84QBiNmZmeJJxLkMlkyuSyxkxP+9m/8JvFYghGwML/AoydP0OplBI30UhXZR6M1jO+a8nnu3L7N3PQsl65cI3UWp91ssriyxM7uHjqdgQcPHuLxeJCGQ7K5DEazBaPBQCgYYXXtPJ1uB6XdRSfrCIWDqH2VbC6LKAwpVSqIkoa97R3U0XDcejw5YWdzC7vTjSRBo94kMhlihMTrr7/J2tI87//NR1SrVQ4Ojtje3mZ5eYFavcpwJDA5McmPf/xjTqInTE5OsrX1gnA4Qr/fJ5tNoZeNHEWjaGWZbrdNMBRClDScncYxmC0M+yqNVotmo0mn20FE5DR+Qvw0gdvjweNxM7+wyD/7p9+nUiliNJrwuD3Um1WmZkLIsoH5hUUePXrMW2+9zV+//5dkslmWl1bwB8OEQiFOYycMR2MsgdFoxOlwYHc4MJkMqGqfVCrH6WkUBIHd3T2SyTMqlQrD7gCT3Y7aH9DudkknE0yFIxjNJlLJFEaDDofdwcLcPNlCgS8+/4KJyUlef/1N7t27R7VaRRAEFhcXqVWqLC4vI2k0fHXvS0KRCQ4ODojHT2g06thsDkRRoNfrYLfaKBSL/Mm/+ldIkohOq8XjcdNsKWxsbCDLMoIArVaThw8fcvXKVe7dv/+LU+j/4A/+4LvDwYC93X12dnZ49733iExMcG5tnaNolOOzUyRZh4yIqNViMuqRNBLR4xNqtRqHR0fc+/prwhMTdDsdOm1lrCfr93nj9i0sJjMTE9Pjtk+9ht6gIxAMjrdUHQ4WF5e4e/cuX9/7GofTQdjn5ygaZXV1idNYAq1Woq108XrcvNh8zlkyzZ3br/H06WM6LYVWS8Hv87G1s4VWq8NiNVEpVYifxXl07z6hSIREPMFQ7fPk2VPeeOtt9vb3+fLLL+n3exhNFjxeN7KkZagO0GhkUqkUZ/EElUoNvU6LKGkoFLIMRyDrtYQDAbL5HL/27b/N8sISBoOZWCyKxWrFZDTRarURJYmHD+8RjcZe6hchEY/R63XRaCQa9QbiELR6Ax6Pl1arM75qcNh58PARqUQCv8dDfzSgp3ap12u8+uodnty/x+r6OrlcEr3eSq1SYm5hEVmn4ebNV6nV60SjR+j1GlqtOkF/kLe+8Q2WFpdoKA38gSDhcIBOq4PJakUjjWg0W7TqDewOB+JoSF9pU6xUCAcCaASRo5MTbr16i0QyzuHhMbVqhWarxdq5FZZXV8aphaUVEER6vR69fo+F+QVGYp8RAsuLK4yEAaVSmUDAg8lgotXu8O1v/xrf+94fjYe99SJKq0u9UWFt7QKjwYByqYzNaKZSq3B6EsPtdvH63dd49OQhrVabq5evYrGZKRVLRCIRpqYnmZyeIJvNc+XKRQq5PEvzc5ylkiwvr4I6ZHF+AbWnUq2WMVttXLt2mT/+3h+j1cuUigV8/hBGswWz2Uo6dcbKyjm0WpnT0xjqUEUj63C7nDTqDRJnZ7jdLkw6A6VKCYPeQDZfAGHA1OQEaqc3vntQh7zyyg0iE1N43B5ESaKpNFheXqHbbpPNpdnf36ff7fCjH/85e3v7NJo1ZmamOLd6jumpScrlKhaThVwmjcvtxmEft3pmZqYxmcxcvnyJzc0ter0OwXCEUMiP2+0mehKnXCozOzfDxPQUVpudzc1N2orC2vlF9DoTtcZY9nH50mUCPh+3bt9hd3uTd955F6fDRaFY5OwsQTg8yXAoEA5P8PD+PZwuJ1tbWyzMLfHo8VO2N5+jDka0Wi3i8RiddodqpUw8HsfpcjNCxesNUKtWaTRqdDpNrCYLDqeL1XPrSKKG00QCSRxhMlu5dvUylWoNm9OB2WJDL2twOJwYLUYePn5CIBDA4/UiiiJvvvkm+/v71Ot1er0ekUiE/YMDlhYXiMXjmEwWDHodFy5coN8fvMQvgyhq8Hp9OJxOfF43er0Bu83OyekppUIRo8mIw26j3qiNCZluz1iLaDTy9S9Sof/DP/zD7/7yL/8y3W4bfyhAPp8n6PPzq78yJtAtLq8ijGAAnJ6ekM8XcTgc2O0O/IEASquGy+1FkqDVaCLLMja7mWKxTLFcot0dR/4GqkqjXkNRGhQKJbQ6Ldl0iqdPnzE5GeHJk6c8fvQQs8VEq9nkNBanVq2i0+leKsyeIkqa8ZVFo04qlSEY8jExMT1Ok5TLzM3N0+u1qTWaaF4CqNrdHhpJxOv3odGImAwmtra36fd7uN0eGvUKjUaT6elpPE4HiWSSXq+DJGuw2uz0+wNqtTLr6xdZnJ+nVKmRTiZROk1uXL2J0mmzub1NLJYgeZZkYnqaYqGIKAgsLS8xOzXNhx9/jNJuY7dbGY5GuD1ulHqddCbLG2+8hihJNOp11F6fTz79mMmpSWwOG/VWA0kQsVvthCemUNUuz148o93uEgiEcViMFMpFAv4AbaVDtVqkVmugKAo7O7vo5bE5J5vJorRbZFJpMtkcGlEiljjh008/I5XOcPPmK1SqNfLpM4rVOoPRuIdfa9Rx2BwYzUb8gSDCcIQky9RrVRCHnMaSDHtt6vUWvU6XYrmMyTCOvibOUjgdHoqFMqvnzhE7PUUSYXZylprSRFWHHB7uUauNzWONRodvvfceXreLQqmCpJExGE0cRg+IhEIIkojJpHsppamhKB1arRZ6vQG3x8s777zNaKDyxVdf0253WDt3js0XmxwcHeFxOtAbNVy6cpUHj57g8nioV2tcuXqVUrGEyWxgfm4JpdkiHAlQKlU4Pj6iWCgSPT5CpzdQKhXRakUajRo6nYlLl68giiJ6SWIoCPT7KnsH+2NHcKuNy+7g3NoaDx88fInYSOFzexEkEYvFSrPR5CwRxWiy4nS4cNhtDIcj9AYdRr2R+YUlarU612/c5Cc/+Sl6eexz0Ol0pDJZPF4vRqOOer3JK9ev02w1KRTyaLU6JiZCmPRjDHIg4GeoDkgmkhxHo+TyGULhCKraodXsvQT7nWG3W6nWGlhMJo6iRxhNFoaqSqfb+T+pe7MYR+78zvMTjCCDZATvm8lM5l2VmZWVdZ+SWmpJ3VLr6MtttY0dz9iGd2d33wb7bmEXgx1Pj4FpYBfenfE+zPQuMD7GHvchdbdbLbW6VaojsyqrKivvZGYyk/d9H0FG7AMLXr+s4Yd56TcCJAIgSPziH7/f9/f5YLWYEUwmrFYz7VaXp0+f8t5vfAuHQ2Xt4Tovv/IK6+sPGfZ72FUHm5tbBAIh3B43M7OzpFNpVlbO06g2aHe7pDMZLl28xObmFv3BgCuXr3B8fEgkGsZqtVGt1qlUyoyPTzzHDWfJZnMMjR4uj5fBwCDg8yIIJlS77TlypMzW1iYej4cLFy6wsLjA+qN1rt+4Qbfb5cqVS5wcnzxfMptEdThGfP+JOOFIhNhYlG5Pw+t2c/f+fTY2NjgzN8dgOKBSrVEs5PmN3/hNfvrTn9Dv96jUqmxt/Rqlbv74O995f+HsGSYiYwyHfQaDIeOTca5cvYbdbmdz8ylmUcKuKMxMTaH3+6RTKUrlApFwhIWlZTqdNivnL/Bo9QGYTHh9I9RAfHKSYNDPxz/7iHq9hizL2BXHCPavCwgIhCIRDvYPGItGGIvFkCwyXl+A02SSV179IqIg4Xa7aHVaeLw++prG7u4eHo8bfQget5tuX2No6BSLJYLBMC6XG7/Hg46BCQEQmJyIc3J0QqvbYW5ujs1nT3E7FSyynVarjTYcsLuzi8lspl6rc+HceRDAbJYIBUK02m2qtTp2q8xbb32FcqFIq9ni4ZPH9DotWu0WjVaDVrP1d4KJVrvH0cEBbtXB1vYWR8cn3Lpxk06nR384ZDjUOEqesr7+hFwmjao6cDvddDodBJOIqiiIko9hGzYAACAASURBVIluf4AsiVhtCvHJcQqFEk6nQvIkzeB5a2liPMbO3iaDwRDRZEbrDwiHw7hUleOTk5HvUlWw2+2IosRwCPH4yMnrUNURLK3dYWwsTK1aIegP0Gl3URWFQrFAr93mV5/+kmanjaHrhIMRYrEoHq+fyalp6s06FklEEM1o2pBYLECv18UsSZycnJLPF9CGPdafPgNDwOtz0mo2KRRyTI5NoDitnGZyFMslLl84z8OHD1heWsak6+zv77KwuEy318ZkMjAMM8tL5+hpPZqtJk8fP+LnP/+YxPEJ3/jGN3DabXz/hx8wMz2JJEmodoW5uXlqtTpOp51yuUyv20dRrdTro4NHqz2a8aRSSSySzEFij9nZaWr1JjNTU9y8eQttMKTZ7HD58mVOjhKUqzXqtRr9oU50LEKlUqNWqaADE1NT3L3/KyKhEIIo0ag3aXVaKIqV/f0DBMHg4qXLhANBCqU8klnCZlf5/d//A1SHnYlojEajQblSpF5vIJotLJ07j9fnxePx0mo1sVothEIRFMXO6oMHIIBokrh//wFujw+fz0sqlQFjQCqd4Xd/7/dJHh4imS34/EFOTk9RFJXj5BHjsRgTE3EMQWBpcYk7n3+Ow+Uil0+zvHQerd/HbLEyOzuDw+GgWi+TzRY4e3a0DR4OBWi0ehiGTqNRR9MG6EOdF1+8zeMnG4xFx+hpGhfOn+ejj/6W9SePWV5eodPtUq9VOTg4pNfXWFo6QzQS5dKly2SzWR4+XEVRVC6unOfpxhYel4d6o87s3Dxut4P4ZJzx8XFOT1NYLDKf/epXTE7GufPZnZGKs9slnTrls8/u4HS7iUajWK1Wjo8Oqddq2O0KlUqFv/4v/4VAIMCzjQ2qtRpLCws83dxkenqGsbExLJIZBPD7fUxPz7DxbIPEQeLXqdD/m/dfuHodu8NBQHViMYt06k00XWdrZ5NWvcnc2QXCAR/acIj63DtpEkSCXi+R2Dher4ejRIKhMUS2yDicdtqdLopNxelUyOfymCSJkD84OnHEp9ja2iKXLzA7O0smmyUSjWISoN/XaLWbuDwjnofqUrDIMtl0hmDIz9zsGfr9Pi6HE5tVplIbJS4EQcDtdDEzO8fVK1f44Y9+xHA4RBv0GQ6G1Bt17DYb2qDNWCSG0+Fkf/cA0SzS6bSo1yq4PW5c7pGr1WZXiI5FqdcbdHs9FFVFNAmIokCr3Sady7H+aB2vz894OILJLIJgwuV00e/38Lu93H1wn56mMTM3w8TEBIN+H23YB5OAR3Wgm0QEXWflwgVKlRI6cH7lArLNhtPhoNvtojpUyqUsTocLq9XG9NQ0oigx6GsMh0MQoFjOUyxVGA4Nbt+6jSyPQF2KorCfOGQ8FiMUClPOFQhGAgRDYRTFRiQYQjCZ+OzOLxEMg4PEAVarnUajTqVaI5PNIpklpqdnePx0g8XFBebPnMEkGizMnaVUqbL++AmzU5NUiiWa7VEbQteGDHoay8sXGWp9isUib73zLnt7e9y8eQPBZFCvt3A7HQwHAi6fD4/Hi2K1c5Q8oVhIUyrXcHm8bGw8oz/sYLU5yOeK2KwqY7EY2qDFnc/uMTU9xauvvc7J6QkvvPAiiiKztbOP2Szg84foa30ePlznIHHEoNvjz/7iL5FlGzdvXGf/YId0Ovf8vycgCibMFomj5BHdVo+LK5dA0LHZbORzeRqNGuFwhFqlgtVsJjYxQbXeYGFhnvXVh5hlkampKVwuJ4nDBIIgEAhFMJvNjI/HMFtkSqUCB/sHGPqQ2y+8xPr6KkNdIJvOMjkZ50cffMjTp+u0W21yxRyJxDGKorD57CnVcoXP7nzO4uIi6XSGZPKYRGKUTonFYhhDGPa7/Lf//H9EUcyAwOqD+yOGi27Q7fZoNRoUiiXS6VPisdHJX7ZZ0XUdAYEPf/xjpqenabdapDOnNJsdzBYLDpeLTCaD1WzB6VI5ODhiaWmJRw8f4HR6qFUqjMXGuXnzJp1Oh16vh64bJBL7vP7aq5hEE8fHx3S6XeLjE2DSEUwSoVCQqclp3F43lUqVYq5AKpNmdXUNr9uNRZapV6uYZRmLZMbr91GplDg6OqLV6mA2iZTKZVKpUTJoZnYOrd8nFApjsVgYGxujVqtQrlRpNBr4fF78Xg8GAn2tj8/no9vt0tc0BprG9FScudkZSpXK803pHhMTcUyiyNHRMblsluFwyPz8GT766KNfn0L/nX/9R+9vbG2TONjnMJkhWyjS6Q/Y2njC/uY2R4lDjjY32ds/oF6rcZpKk88VkEUz1VqdcqVMs1ajnkphNomYGAkTysUSQ12nVK5hYGA2i4TDYWSbjW67TaFYJBwK4XA6KRbzrKxcpFQqcXyYwDDgjTff5NH6Qx4+XKfRaBP0BTg5TeN02QGBZquJ3Wzh8PgESTJh6AIOl5OBpnGQOMRut9Jtdxgfj9PrtGk1W9gUGx7Vzc7eDp1uj1a7OfLWOj2YLVbCkSjf+uY32drZpVavIZh0XnrhRfLFLONjMZxOlUKpRGL/kEaj9lwxqBIZj7K1vYtTVWh3u6iKDU3vUiyWuXLlIlp/wNWrl1Eco2y+ZLagD3V2dndJn55itlrodXtg6Ciqgs/rRZRETk/T6PoAl9NLt99nd2sLm902incWCzQadSSTgNU8al/Y7Ao7z55RrTex2s2Ioplv/9Zv0+l22d56hq7rVCsFdvcOsVgk7DYbVruM1utiGDA1PY2uD5kYn8BkMhGLxnCqKiuXzjMZi1Gpldnf2WZ+bhFdEFBVFavVSqvRIJ1NM9AHuN1ubFYbxUoOxabQ7ffxenz0ul2sNjuHOzt89eu/QbPRQDJJrK3f55OPPqZcKRCfmkGSDCqVOmaLmVu3blKu1Oi2OkQj0ec96WlSqWNCwTHKlQK6brC6ukaj0WR19R737z3ALEqIkhnZLGKzyXh8ARyKgijLI0yDYkdVHTgcLpJHh2xvb3H+wkVu37hKu9OnXKoQjkbJZLOICFRrVXQDzsxPU6vVOXNmjo8++QXGcIDW19jZ2cP/PMorIdLpttH6Gh6Pg6mpOba2tnj25CkmacjCwgr5QoZOo81//uu/wGQyMzs9TSQa4uj4kHK5gEP18Nrrr5FMHnP+/CI/+9nHOBxOXn39FaLhKNeuXhndlCULLo8Tj9tL//lhxDBMnBwm6Go9SoUKVrtCs9lEURU69Qaqe4RnUOw2Oj2NTDLJ7PwZ0pks648fI4omNrc26LQ7XL16HbfbxZe/9CXu379HfDyGyWym1+mSz2bQBl3a7RYnyVPqjQb1Rp2NjU2CwQCqqjA1OYGiODh//jwWi5Vut0ulUubGrWsMh6MlRYtJ5LO7d5GkEShAMpup16v0en0uXLiIaBIplApYrVZeeeWLaP0+klnG43GTTqfY2Nzi6ZMnWCwylUqVK1cujwbPySS6rvNwdZWZmTlUh4NWq4nfH6Db6bC0tIjVakXXDWxW2+i3FkUePVpDlm3YbFaWFhY5TWcQ0PnBD39Iu90mEAgSiUSwWEQ+/PDHvz6F/o++8533h4ZOsVQik81QadQ4Siao1escnp5SqtWQJAnRJhMIR3CqDnRD5/6jNbaebbK5u8OzJ09oahpPd7ZJnSY5PkoyMROn3mii9XoYwPml89hVB9euXSEYCrO9vcPrr77K2toabreTWrHEafoUu2pHlmV2dnZxOJy43U4Wzp5F1wejqGKzjcvhfu681EA0PWdXO5memsHnd5FNZegPtJEEYWmJtfV1xmPjNFsNJIuMRRBRVYXFpSV2d/cRTAK1SgGrTWV7ZwtVUXAodq5eukY6n0OWrQgIOFQHlWIJ0WJGttjw+vx4vE4ajQ4mdIqlIqpdYWgYaF0Np8uJ2SxQzBX48Kc/YywaIRwOsLu7j9fvp9vtgAnW19eYn1+g1WjSbDUZDIY0alVu3LjKzvYODqcDfTBk9swcgklkb3+H6alZjOe9YclqZnpmGo/XgcvjpVSuUK81cDkdWG12To73SSaOMVkEJibmaDRqzM2d5TSZRJRMgBnFodBpdxh2+ywuj1JO6UyGUrnEo9VVStUqsegYhonRklO1jM/jJRjy02i2uHnzNibD4ORkhFfY2dtla3sPm82G2Wyh2Wxit8t865vfInl6gm5oOBwq0/FZtIHGpZXLHBweUq3U0HWDfKFEKnVEPD7N3Nws5WqNYj5PtVRCdSrUihUGBjQaVf7gd3+PTq9DfGKS9779bWx2hczpCYFghGajxe7eLpIkIQgG7VYbp9vJs80tWvU6t166SSabwzD6mGWVeqVKX9OwWExMz8wwNj5BJp3GoSpIZivJk2Osso1zi4u4PE5kq51qrcKrr7/OxYuXOE2nMRCw2uz0egOmJ2OACYssk8sXcDisZLN55s6cJR6fQjKLmEQzg26fk1SKWHQMdOj1+jRaLcxmkUg4Qr/fIZvJ8/TZM+7dv49TUVhYXqbRaFGr17l8+TKlUpFk8pjJmWmO9w7xBQL4A16KpTKx6BjFUolQOIzdKtPttLGbZRYvLrG5uc2XXn+deqOBw+Hg3LlltF6Xmdk5xqJjrK6t0Wq3CIYjrK2t0mjUsNplarUGJpNEfCzG0vkVKuUKR4cHnJyecuPaDfqDIenncUSrxYzP5+c4Ocrerz14hNls5uUvvkI2m8Vslvja176GTZaJT0ww0AYjrpQoYrNaqZQqbDx7xi8+/ghFVXjzjS9z5uwi2WyWGzduEAwGKBZzfPLJLyjk8xSKI/OW3WblnXffpd3uYBIEkskktXr9uTVL5fDwELPFjGQSkcwSToeL9SePiUTG+Nf/5jsEAn62t7bxB3yEw2GazQaqzca55RW+973v/foU+v/9u999/1vf/CbxeJybt2+yuLjIxYuXefH2Tb78xhtcubjC8vkVzLKMZBKoN5vcvHWTWDhKZHyca9eu8eZbX6FSreJ2ubEpDlSHitliod3uEIqECQeDWGSZX/7yU+7d+5zBQEcURWrVCrqgYxgmuv0+2mCA3WbF6fLS63XpdtuYJTOJwwQmUSI+HqfX7XH1+nWOT47QBsO/y/UeHBxycnLEztYe+4kEdruN48MjLDYrDocT2WLh69/4BkfHCQLh0dAnm81SKY+kyMOhgUkUmZqcJHF4hCRJSKJIr9dBFEzoMPKMlrO06i3MsoVoIEC726OUzVKqjJ5c3n77XU5Tp/gDAdqdHvoQxsZjuN0eur0u9+7dx2mzozgdxMejyFaZl176AnMz01QrRdBHZqlqvUomM/JTiiYzqlNldnaeRqOK3WYhEgxzcpJEURX6Wo/Z+DQPHz1BNJmIjgWx2xz4/F5Oj48REBkYBq1mm1K5gMlkJpNJM392gVa1SqNRx+MNMBwOaDSbTMTHqddqhEJBhnqPsbEJBr0+A0Mg4A/QKJex2WUU1cnR4R4er5ODxDG9Xh+f14fNbuPqlet0um2cTiset3ekRrxxi93dHRLHx5w5s8T9B6ucObvA0fERz55tEomO8crLLxEKhNAGGqnUqHWQzxcolUaYApMIdrsNm91OMOAnFB6jUitSK9fI5wscHh0SDnkZ6gKyxYzT5WBmdpbDRIJYLIbb42V/fw9jaPDiSy/x2a8+Z2pyivGJCQRBoFQuYxgGqkMlny8wFg1htlhRVDtup4tavYiiqiCYsFptfPS3P6Ov9SiVSnz++R1sVplMOs2NGzdHKZBGi/29bQ4O9jAw4XP7mJ8/S+Jwh/m5OUTRgiAYjEciaLqG0+UiGAihDft4PD4SB1vEJ6fodDSSJ4fEYmEuXrwwGiwWCty6fZ1Ws0XA7+NXn36GbLPjVB2EIiHsdoW1+w9wuFx0uz2cbgfBYJCNx08olksjrWaxytTMFL1el4DXR65QoFIuIUoSZ88u8HD1AZcuX6LX61OrlahWalgsZhqNNqlUkoA/hOJ0kkulsNhkrl+7gt1mf36j66FYR1DE/cQ+g8EQh11l7dFjNE0jeXLCZ5/dYW5uDofDwQ9+8ANCoQClSplIdIy5M3P8zfe/z1gshsOp4lTsTE9Psrm5w8bmFtevXCF5fMT+/j6FYokbN25y9+49dGOAz+dhcnIKm91OLpejVikTi8WYnp7m8DDB6WkKURQJ+L14fX5cbjeNRg2v18fSwgLBUAi73Uan0yUej5M8TrK1/Yy5uXkks4VPfv4Jj588/vUp9N/9t//2/Zdu3UK02Thz5ixW2cxwqOP1+bl//wGqQ6XT69PtdlBVhUAwyGAwoNPr4XI7GWhdel2NQMiPw+Gk2+tx4eIlnE511JNrtnnxpZfYTxySz496jmfPzlIuV8nnsoQiYSrlCi6Xk0alSr3VZCI28f9tzGkaQ22ALFuRJBNbO7soNplUOkMqnaZUKrO2tkqn0USRrQSjQUIhP06nSiQ6ztzsHKVinl6/jz4cMhgMKBeLeLxepmdnOTlNIgg6SwtL2FWFWq06kicPBuwf7DE3M48omZHMZu7fv4+hGVy4eBHdMGg06hwe7dLpDpicnEJVVFKpFPVGg/HxOO16Da/Hw8zsDC994WWy2TRnzyzS13o06g1e+9KXUe0OHqyuIlttGEOdfLlMqVSg0+zgcDqRTGZEs8j1K9fw+XxsbGxQLOTYevwMQZaRzCIT0THGJ6eoVCtMTE7xy19+Sqtex644cT23GTldTmSLleFggGhArVFHkiRcHi9Ol4uxSJTE7i6VWgWzJOMLBDk+OCASjaHYVRTFzsnJMSsXLuB3e7j94hc4OT2l3Wpw7dINHqw9JJPNYrMrxMYnyOUyRCJR7IqLh6v32N7eQ5KthIMhcrksh4lDtL5GrV6kVKoQj8dBMGi2OtjtVnw+P8VSiXOLi9SqNd77zd/E6/XjcrqJjk1QLJWZiE/R6XSIRsfod7oMhhpOt4rT6aevden3ehgY6NoAk0ng2dY2mXSScCiCQ7Hj8fvpawP8AR+DgcHm5gapdBKtr6EPdfKFPE67Sm/QJZ/P06jVsVjsxGLjlMsVEol9Aj4fw+EQn89HMBAmk03hUF0EQz7CIT8MdXLZHKrDSbFUYDDUOTjYZWJihr2dTZrtLoahI0giudMsssVKKBzG5XTxbPMJNpuDhYV55ufPUC5XcLt9uBxuEEB1OPE6XBweJdAGo61Uj9c7up5pQKFYptHqMB4KY3Mo+L1+dGNIX+thNlsxBDAQ+OrXvk6v1+eHH/yIWCyCz+Oj0WojmQRUu4JuDBkODeLxGDa7nW5PI5NJY5YsbD7dYHN7m3A0RCAQHA1iBzoWi0AulydxeIRVHrFw0ukUFrOFdOqUw6NjLBYLZ8+eQVGsaNqA3d0d8oUiL7zwAuVyBVm2cvXqFbLZDIYh8NmdO7idLlSni0fr68zPzTE5M8PCwiLFYoGf//wjrLJMJDpGIBBEURR0XcfjdqMoKgjw+muvkzw55uKFETYkEAzx4YcfYjGLFAsFOu02Q93g3NISsdg4ZxcWiEajCCYBEYHLVy+zsnIRWRb54NepdfOdP/7j99+5fZtSt0ujViMcCuN3uznNpLhx8xYYBtl0Blk2I5plBMOg3W6iD3UU1Ua/1SORPMRhV0dMbo8Hn9fD5uYWkcgYmASSJyfIFgvaQONLr72Ow6mSz+axyDK6PmR7ZwePx4svGMQimXF7vRSKRfShjtfjoVAqYhZHGW2LbKHT6jARn8RiNiE+f7Tr9voj56hiY3n5EuVSkd3dHYKBILVag2a9Sr3RQlUV8pksrVaTYqE4GpJJVgIBP6VKkXhsgrGxMayylXyxQK/fRzJLlMsldN1AddpJpTOkT5McHh4zFpvgytVruFwu6tUSxXKZlcUlHj16xFtvv02ukGNnd5u7dx9gFkUOj4+4fOUKxVIeSTLT1wa0Gw3QB8g2K/V6naEOwaAfAxP1eoWvfOUdTJLIZ5/dQUTgs7v3ODhIMDYe463Xv0ypUOKnH3/EzVsjJnkicYjH40Mb9Hj9i6/g8nj48Y8/pFotY5Ft2B3qKF01HuHFW7eZmpnkZx99jCTLBAIB5s9M0Wq18Hi87GxtYpYtAIzHY3zwgx/S6Y9SQ05VJZsfbRQHw2GcThvffu/bSJIZVVVoNRpIJpFgKIxbVRkMh6OZTruDRTIx0A2sNhs2u0q1VsLl8rB4Zo52T+Pk+BiP18fGxhMWF8+Qz+WZmJpm72CfxOEe9XqdRrXK1vY2JgEMbYBVUTgzt8Cg36VQKFJvttEHOofJQ0zAUB/Qbvd48aVbTEzEqVbr6Hqfem3EW3K63MhmiYuXr3KQ2MOpqqOWVrOD2+0m4PPz5NkTtMEArdtjaAzI53MYggmPx002l2f94Trj8TjZbB6bVcGm2Dm7sMjc/Dy1eo35+VlURcViMXOaPKHdbLG8soQsK0zPzGC2WOh0WmSyWaYmphBEuHfvIdl0BpvdQiw2MUoN9bokT09xuJwgCLxw/TpfeuNNysXCqPctK7z00ku4nCrJ0xSFYoFavUmlVGbQ19C0PsvnzmMymbDb7ezsbGO3K7z33ntUqqMIsdVu5/HjJ1SqNQQMGs0OiwuLPHn6hEgkyhe+8AVu3r6JIJjottp4vF4OD48ZDnVymRwet4tGs4UBLJ9fIhgMc+niMienab7y5ptUyiW6vTZm0YJhDPF6fVy7dp1SqczR4QHtTotKpcbm5hYejwu7XcHldmOzWZmbmyOby5HOZDg4OEDXB3S7fVwulatXr1GtVtF1nXw+j81up9VqYZYk7t67x8rKBRaXluj1OuSzWQTBRDAUHukcEbBarSiqSq1ex+/3MzM9TalcxBcI0mo0sFgkGvU6P/np3/76FPo/+lf/6v1LV64wPz9P4nAfQZKoN5t885u/QSKxR7vZxuF2UsoVMJlFcpksjXqDi5cukUnnEC0yoVAIkygRDHjp9TSyuQwzMzM8efIEVbVzYXmFTreD1SbT7fRIHCSwKSpel4tms43f6+XM/Dwup4NWp0W5nCMWC2FXXLTaHVInSRSHEwCn00G5VKZULFKpVZBEkcnJCWTZSiQSwWZVyRcKNJtNIpEgJydpdF1DMpsR9NEpaGZ2BgMTl69coV6r02g2qDXqZDIpTJLEs80Nmq02osnExHgcUZTIpDNIhkEkGqNUylMqV8DQOT7ap9PVMEsSdosVwzDY3t+n02rQH+q0Gi0M3aBWr5M6PaXdahINRTg4PB5tCXcaNNsdGo0WuXxxZKSSzJgtZtxuJ7/13rfJpjPsbG/SaNU5OU1ht9mRZJnbt2+zvbHBs/09bBYzzzY2yedyKKqTUqmI1+cjFpug3WpzdHRArzfAarEwNT3DhZVlwqEw7U6bD3/8Ad2uhqpacThc7O0c4PP6SRwk0AYDFFUmmUxxkDjG7XHTarbQDYOFM3OoioNiMc90PM6nv7zDYKizs7NBvd4mnc3icjjo9PqExyIYAx1FseO02QmEAujGkHh8mu3NDZrNBuPjk4yNT2AYA0LhANMzs6RTGW7ceoFU6hhREllff4KEADqYBBP1RpNvfO0b/If/53sjgFWrRaFSxeF0oKoqn3z8MdeuXSMUihCOjNFu12nUWtSqVZqVMp1eD1EabT0Wi6WRW0DTsFrtTE3PYBJH7Z9PP/2UxHESu10ZDXi9flqtNi7VSXxqikqhxOTkBOOx8RECwQQWs4XDRIKA10s+n8fr9VEsVUilM4RCPhaXFnj3rXfp9DT29nZQVQfBgA+DAeViFZuisLWxOcIC+L1cu3qddPoUSTDx6utfYnd3B7PFAhjYVCey1YLP6+c//fmfMTU1gWEI9Noj5+n0zAy9Xo9ut0OlVsfn9yNbR5q/crlEtVKlWqtgMklUqyXMFpn5+TO0Ox18Xi8TExP88Ec/4vHjJzgUK9VqHafLxcFBgvFohK42wOvxcvnKRQ4O9nE53ZymMwyHQy5dusTm03Vy+Rweb5CD/X20wYBzi0vY7Hba3R6tZpNOt0ulVOY4maDZbHNmdn6EE15ZRDDg6DiJQ1VQVMffbUk7HA5+/vOf4/cHsFgsWCwivZ6GYrNxeHSEKIpIksjKyjlcbi82m43V1VV+8pMPSaWymEQRq82Gz+djYeEsU1NTSJJEqVwmn8+SOEhQb9RYW3uE06ny+Mkobj7QBnz8ySe/PoX+D//wD99/4cYN+t0+M1NT9IY9atU65UoFiySyvHIRm2xFki0U8jkGgwGqw0W33aZcqxIOhjjePyCby7J47jy5fJ5up81gaIz6ZLE4Q0GgWq2Mkjr1Oq9/+csk9veot9qU8nn6mkaj1aJQLNLv9ei0exQKFayiQDqbIT45jaZpIy2YTcEwDCyymbnpWXKFLM1Wh1a7y+lpirGxCNev32BhcZHT5Omoz1tvYrZYiY3HcLkcbO9sUSoWqNaqVCs15ufmkESBTrvPG29+BZfTzdHhEYViga++/RZb21voBmzv7jI/PT2y7mh9rly/gTCEntYnEg3S6WnUajVki4RsUyiXC1y7cpWNpxsggMVqRR9qnKSTuFxu5udmGYvEKGRzFCtFvA4n2nCI4rDT7fQ5OU2xnzhgb2+Hze0tUqdZWs0Gg4GGSTBht8m02x0uXLhIMOgnMhZBVZyEQiFSqTRLS+d48vghB4kEgyFEPR5sTgWn04FsMfP0yQbVeoNBX2NmZoZCscL8/CyyxYIv4Cd9coIvGCKbzqENNFwuF7VqFZuq0GrV2Nne4/z5FRxOF9///vcxyzJav8/9B6ucO7dMKBDA7XYzORXD7wvR7/dJHB7h8fswMNFutimWSqDrRMbG2NnZ5vDwiFarzdmFJWJjYzhdbh4+XKPXb7O/d4TX46bRqBAfj9Pqd7HZbeztb/PlL30Zs8VKIBzm3NIZTk6SDIdDJifiYBKZmBgnmUwQDYU4SBxSqdVxuNwoqoKu9+j1DM4vn2Nre4u5uRkC/iDTMzM8ffqUciFPp9vFbLawfG6Z69evcXyUJJ1OsbB0jhdei8vIOAAAIABJREFUeJHhcIDHN8IE1Ost/IEgskUimTqh2miw8XSDiclJ0uk0breDu3fvEQpG+PzOHWx2mcPEEbJsoVTOs7iwgsUy0lseJhJ0uj3m58/Q6fZIJpOYLWYGgx5DbcDaw0cIgojTobK+voquDfB6PIRCEc4tL3OcTHJyesLa2gPC4Qhnz86RzxcRBBPFQp7Tk1NOksdMTk3T7bSx2RWKhSytVptCIUcmk6LX1+j1+ywvn2M40KiUq2gDDbvdRiqVIhAMEouFabXatNttCvkiN27cYGFhkVqtSrlcoFAsMRzoTMTHMQzo9TpUqzVOTk85e/YsumEwEYsxPhGH4RAMgctXrnB/dZVBb0C706bX61Ktlul2emBopDNpJMnCcDgklUoxMz2FbggcHR3h8/tZXFxEls202x16vTYvv/xFSqUSAhCNjnH58mWuX7/K44ePqDebwGhvZjAc4nK5GPQ1YrEYwWAIq9VKp9PB7XSiOBzowMcff/yPKvT/aDm4IAgisAqkDMN4WxCEKUaGKR+wBvwTwzD6giDIwH8ELjNyxb5nGMbRP3Rti8Vi/N633yNdrvDC4iIDl4NBX8PhdqGqDhqN5ojb7nBhIKCqCi5VRdPhJJnE5Xbh9bgpFArYFYXPPvscAQNBMDE9E8ciWWg0W4iiNKI/enwsLS1zsL9P8uSEcCiIxWzB7XEhSWY0rY+mDag3yrRbfQyg32+zvLxCs1Zhc2cXq9XCsK9z9fJVUrkMpVIZh9NFs1HHJlvpDQacP3+e09Mkfr8fu2xlc2cXWbZgNotcvHCJVCqNbgzI5XJg6KgOlV6zx3/33/9zfv6LT1lbW2V+ehpBMlEpVUcCbpPE4XGSgN+DZLHRaTfpdTuoTg9Oh2OEeLBasVttiBYLXo+bdqdNMnmMw+FmPBLGFwrw9Mlj7nz+gLNn54mEI+iGwXgsRl/rs/F0A5PJxMWLl3i0vk4kHOD0+JRavUosPokkmqhWKphMIlcuX2b96WNC/iDFchmPx4Pdbsdms7P28D43r98ieZqiVCwiyyKZdA4dnRs3bpPNZBgLh7lz9y4uj4LD5kSyjvybM9MzOD1OHj58zNT0FIVCAa3fQR8alMvlEX2y06XRauIPBtB6HawWK8+2d7l9+zbNeo2u1qdSKWOVrbz91ltYzBZ6A429vf3nQ1s3WrfHwdExJsPAqlpR7ArhSJS7d+4yf/YMfr+PaqWKz+8jeZxgdu4MwyHsbm8yNh7H0Adsbj2jUmmgms2cFgq8fOsWZ88t8X/++z/h5S+8yrXrN7hz55eEw2F2dvaI+v3ce/QIj8PJa298iadPNyiXs8RicSLhMdxuD6urDxBFYSQJOdilUmnQ73Xxef1IZhPtTg+vy0k6k0WWJc6dv0Qpl6PWarE4P0+mUKBcLmMC+v0+JpOJdPqUSqmCWZYJRUJ0Ox10fUg4EOIkk+bMmQWGvQ4WuwpobG3scPOFFygU8jQaDcYiUfr9LjbFQWJ/j0arzeRknHwuz7vvvMXTZ89IpVIMB0NsNhu3rl5j/dnoyTQQ9POjv/kbnB4nPl+Yb37zm9y/d5dWo4E/5OP0JMN7732bn3/8EaqqUqs1ODs/h8Pp4unGBtVqieHAwOly8eabb7K+tkaukEO22vH5fOxsb480e6qNxcUlvF4/drud4XDIs43HDAY6gaCPgaaTyebY399DtsiIwLkLF7DJFiTLaM/m6OSUVCqF1+Ph9u3b7B8c0G63yOfyTE5OAga5fIHx8XEEQeAkeYyiqASCAdbWVlHs9tFWr65z7+7nvPba6/zik08IR6M0azVKlRLxyWnSqRTvfvUdEokErVaTSCSMy+XDbrVikkQMY8hgYHD37l08Hg+iycTywgL5SoX9/X3Onz/PH/zBH/zXUQn+vUL/L4ArgPN5of9z4K/+njP2sWEYfyIIwv8AnP97ztivG4bx3j90bZvVarz99hvPo2BTBCN+hkMBsygimUQEycSdz+/RqFaYmp0jHAqSy+cZ9PuEQyGGhsFX332H/kDjYP+Qk5MED1fXiU9Pg6HjcDgpV8osLs7y9Ok2LqcTh8NBq9nGptiJRqO4VAdWu418Ic/J8Sm1RoNwMMDk1BQBv5f/49/9KeFAgEuXLvNk4yn6QMOu2nE4vSSPDsnm87Tbbc7Oz4BpxA33eLwMB31sNhmX20+v3eTylat8/vkdWu0OoiQiigK6blCrVTGZJI6PjrBarUxOTuMP+Oj3B9hkmacbGxiGhtPpQbbKNGpVxscnmZ+Z4f7DB1glmYXlcxwfHZPP55mdm6Jaa/HNr36V1fWHnCRPaTZqeH0B7DYrmXSGfCmPaDKxuHSeqck4R8cJDg+PKOaLjMcnSadSTE9O4PJ6ePp0A9EkcfHSMnOzC/zkJz9B0zT8Hg/5chmzGcrlOlaLmU6vx7VLo5y1w+miXqtglq1YZCsWk4mD4wTTU9MkT1Jcu3gRXziMy+Hgzuef0221yBYKOJ0OvD4f+XyWWDhKo9UkGA6xs7PF4uIKnVaL01SSerVOIBzh+qVLfPzLT8hlc7z9zhsUi2VKpTIejx+MIdnTDKFYCKfq4iiZYGxsktTpCV6Hi5988hGLc2exKDKxWIxKqYZJEvF6fbRaNZJHpwyNIWCiWsoj2xUKhRLvfetdOj2DtbU1XnzhRdbX1/F4vaw/fIggioRDIZaWFjg5PeELX/gih4cHuN1eKsVRC7LX63OcOEIf9AiOhQAZSTKwWm3c//wBqstKMBjBJisMjS42mwNVVUgmk1gsVuw2BbNFBETMZoGQP8z9B/eIxibotBuUihXS2SytVo3FhXM4FJX49DRHiQRrj9bwuDxoWpdwMAwY2J1O6rUKPm8QHTg9TVDIV6k36ly+fAWfz4vdaiMYDo9mLRYrsVgUt8vFcGiwu7fH1tYmKysXyKaSHJ+kQdBpVBuYrSLjY5M02y263TbXrt3kYH/knHU7nbQ6TebmziKKOjMzZ/m/v/c9tEEPn88NQxGv20WmUKTZqjMxMcXOzgbNZheHw8np6QnXr99gfmaKYqXG3bt3+Zf/y//M7t7eKLY67JHN5lEVB5IsYbFYCQaC7O3tYRJFCoUCCwtnyKSzVGsV7HYFp9OFYRh88ZVX2Nx6xoN797l9+wVyhQJHh4dUq1WuXbtKrd6gWCwS9Ptotds8efwYQRRYOX+Rv/7rv0aSJMKRMJIkMTExMbJGSTKVSplYbJylpSUODw9pNBpcu3aJ1dV15udnuXfvAeg6L3/xFVqtNpl0erTUGYngsNkYAAcHB/zpn/7pfx2V4PMiHwPeAv4l8C8EQRCALwK//fwj/wF4H/gT4KvPXwP8JfC/CYIgGP/AHcUqy3hsDnCaMYki9VIdWVGIhkMj5Vk0yte//g4P7q/R7XVHiyZOF9FIhPWHa7Rabf7Tn/85+nDAtevXGB+fAES+/MYb/Nmf/QW5fIFSqYBoEolGx7HKJmSrBbMkI1lEdna2sVjMDAZDyqUKmUyWifFx2t0enW6XTz/9FbJsxRcIYlUUHE4HzXqFZqONJFmQzGZu3bzJUNcZaAMks4l+f8hkPM6g3ydbyLF2/x49rUOuWMDr9ePz+chmc1itFn7nv/kd/vNf/RW1RmUEOPN7KRTyBEMhVNVCo9HiwsUVnm08IzoWod/t43A40LQeW/vbDIcG6UqOxoM2+tAgk0nj8riQZZnvfve7RMbHqVcrNNsddB2mpqbo9nugC+RLBbTH61TKZcKhEB6PD6vZgt1mxWyR8AXDTE7GOTo6pNVos7xwjr4OLreKKIj0tC6BgItCocb09BSNRpPc/i5Pt7Z49eWXKZQKVOsVev0enU4Li8WKYQxJZ3K8/PLLNJsN7t69i97vM0CnXCoTDPopV0ooqsrKygpet4+f/fwjYuNxtF6fdDqN06nicKpMz8zQqLcolsuodjvLr3+RD370UwKhCG6Xi+3tbTBGXPZ0IYfL6Xi+PVzD6/NRLhe4feMmLq+Tg60Dtmo7/NZv/ialeoVcJscLt1+isVTjP37ve1y+dpmSx02r3cQqy9z91X1CsQiTkxO0atXR96ubUB12el2NGzdu4Ha7MTCRTCZptTpks5tUylVcTpVcoTTinXs9jEXiaEONDz/8Ca+99jIXr1yiXC49R0i4uXH7Fj/7yYc8Xd/AajFj9cp0Gg1c41Hy+RKVSoVHjx5zZm6eg70duv0+05NT3Lh5kw8++IBypcrS4iIup4Nao4okSohmMxcvrjDo9TBMIm6vj0erJXK5LP5AAL8/TDg8QTDop1qpYuhDkqeH/PCDH/Lu2++yvf2Q4+Mjzp6ZJ5cvMjU1Rb3e4KOPfsbM9AzNVp2xsRiqMopUTs9M0Wx2OD4+Zmtrg3NL50lnMlRqNSYmIkSjUT784Ac0Gl0m4nF2d7fpdnX63dboxp5NM39mgYnxKIKuUyiX0fp9bty4SbFYQFxYYHExjFky8e//9P/i/MoS+Xyeu3c/JxaJsHwhOJKJ3LzF+voqhUKBQCCAy+Xk4cMHHOwfc255CUVR2d7a4Gtf/QYff/IJAb+fX925w9CA65cu4XRZmYmvMNT6DAYD7HYrxXIBk0lCcag0m22qlQo3bt7kyZMnjEXHODw6IrG3RzQaJRyJYpXN5PN5puJxPB4PqqqytbVHKBRC6/ZZXlriKJlgZ2cbh8PJzPQUD1ZXiU9McHxygsPlQrHb/zHle1TD/zEnekEQ/hL4XwEH8D8B/wy4axjG7PP3x4EPDcM4JwjCBvCGYRinz987AK4bhlH8/7u+y+EwXn/hBbweDza3mwtXr46mzorMp5/eQeu0CcfGebq+jmy34PX4MYCxSISeNsBshs2NbVqdOl948VU2t7YIhYOcO3ee7e0t+n1tFJ1sNJibm6dQyFLKFXG4XHzrW9/iD99/n3ffeYdiscCzzQ0Ek0S/1ycSjeBW7PR0wDDw+b0cHycZaH26vR6hQIB/+k9/l0wuxwcffMDU1BSNehm3y8f640fExsZ57dVX+cWvPiWxu4snEEQUBNLZFBbRwmAwJFcssrK8SLPVBEFEVVUKhQL9Xo+TZJKJyTiDgYFZMhEORVi5uIKAQDaTwSQYmEQLqZOTkchDtpLLZvF4PEiSiMVq495nv0J1O1leXqHXagMGDpebyclJtne2UGwKuwe7jI+PUyoV8Pm8nD93ibuff44gmuhrXU5O0ozHxmi1WiMm+dY20VgQySTT1fqYzRKxWJy7d++M+tbtFs1mld/+rd+h3mzy5NEa6VyBRq1KtVZlYWERr8+P1WqlXM7T7+tYgFQhiz7QCUfClMpVKqUiyyvn2dneYqjrPH3u1F1aXKRZbzAzN0+nUadvGNTrdbxeB7ub+7j9Xjrtzv9L3XsFSZZfZ36/m3nT3fSm0ldl+a7qMu27p8d0j+nBGLglQYAGwDCWXHCDoviwetGupFhhQ6tFMBSkQss37ZLBkLQksQQBEIOZngFmemx7W93lfVVWeu9vZl6jh2wyQg9a4WEVsbhPWZU36iWzzj3/853v+3Fy8QTbezu47U4MooFHj59gtVix2UwYjGaeffY57t+7h1EAyeGk2+2SyaY5deoM58+d4+rbb+P0OHG4nOQzOVLZDGgC8ViESr2K1WQjMTqCw+lgfWObQiGHqqo47BLDI3Hy+RKBgBeTycrmxiaJkRh2p4dCIY/LYcfrD2I0GtlYWyMajyBgJF9IEQmH2djcRVFULr9wiXeuXuW1116jWq0SDoe5ffs28XiMeqXMyvomp0+exO40sbq6TqMhY7FYOX/+NG6HG7NNwuWws7W9zerKCqnMIYsLp1H7CqFolLt375DPZbl06TIgsLK8hGCEfk/D5/Lg8HrodnvMzc1RyufI5LMcHBwwMTGNwyGhqjqnTi3QqrUYHhtjfX2dcqnEvfv3UVUVo9GI3S6RSiURRRPRaBS/L8C58+e5evVd3G4P/V6PcDCI1S7hcEgYjQaOkkl6fRVRNJPPZUmnM0xPT+PzeukpXSqVOrre4/Hjtacn4BHi8REcDjtKv8/BYZKlpfu89uobBENB0pkshXwOt8vN7u4uDpcLs1nka1/7NR4/fsLqyjLtzoBe9qtf/SrvvvsOLq8b0DGLVlqdDtlUipbcxmKCqcljuL1DLJ44QS6Xo91qYbFaWV5+xPb2HpcvX2JnZ5N8tsTq+hrf/vZbzM7OMjc7y199/y9RFJWpqWNc/+xTjCYjoyOjBIJ+Hj58QiQSQel2uX3vHs888wyqotDpNNnd2yeRGGFqaoYf//BvkXt9Pvzww/88Hb0gCF8C8rqu3xcE4cX/r/t/0UsQhN8Dfg8GMOhb9+7x+utv4LY7MQoCM9NTvP3Ou1itZgQBDvf3GRlN8MorL/GTt9/l8qVLLD18SL6YZygQJD48TLVaRtFUxkcT5Ap5rl37EF0Ht9s9QP5lsjSqNeReF6Ng4Gu//muksxlmjx8jn89QLNcIR2LYLFYMgsCbX/4y7713lX6tTjaf4+G9e/zmt7/N0qNHVKs1jtJHPHj0aGCWKAzmdxOTM5jNIg+XHlEolfjj//V/weny4HQ4URUVVRDwuD1kc0VOnjzJpXCYvb09+rU6RkFgd3OLw3SGC2fPMjY6TrvdJp1JYzQYsUkS25tblCoVPB43BsBoMpHKZJiYGqdeqxKLRHB4PJjNIplMFovNRiAQotFo4nI5MQKtTpN8PoPFItKW25hEC8nDFA6ng1ZL5u7d2zg9bvb2tjELg20Qpa9is0loqsrUsUmcTg/VagVNlpmYSdDpaPj9AQQBxifGWVle5rPPPqFSrWEWB5ZyBIHpqWNYbRKnT57kg2vXsFlNuF0SK8trhKMxbBaRkcQok5MGPv74Y27dvIHJbGJqaoaAN0C9VadcLnL7zj3qtTrdfpdnLz7H5cuX+Iu/+D8Ix8OsrW3h9brZ2Nig024TDobQdI14LIygG1B0hVde+QKZTIaRkShyu0ez2URXlIGwf7DP9vY6o4kJtrY3OXXiBC63l3h8hEePl3C53SycPIlktnL34cMBFFyDSDhINpfHZrOiKxpmk0i7JaMqTVRN5ey5i+SzaRSlz9LSErFYk+HhCGqvy8qjx4TiMRqVCtmjFF9486v86Ec/5N33rtJqNjg4OOCZC+cQjSb8fj/hcAS/389QOIzcajM2MsXhfgarxUnA6yWVytCQahhNZgwGA52OjOSwcvHiRSwWJ2gqZpPIc88+x9r6OvVGhXQ6h4aBidFJNFWlrygMDfmJRWMc7O3RaHcAhfHEGNVqlWazhtLX6Pd7uFwS09PTKL0eJrMZl8vJN3/zt1jf2MAoiqyurrKxvsqLL17G6/Kye7CHKBoH30nBMDihqgrtVhsdnVa7h9tt586d+9glG69euUKn02FsfJSNtQ36/T5Hh/u8+ebr3LxxC1nuIYoiSrfH9s4OaBpXrrxKJBah31d4443X+fzzT1hf3yYUibC5sc7U9DT7uztsb21w6vRpatUy1WqDZDLJ9MwM6FCr1RDNRhqtFpPHjrG/v084HKTVlOl0s7TaDRbmT5DLpWm16+iagWAwxO2btxgKBTGIIidOnERVVT777DPKpRKy3CccDrO7u8vx+QXK5RLNeoOhYJCAz4eqqty5e5uTp04yPTWJoqj89J2/Q9cFHjxYwu3yEPAHUPnFxu4Ahl/gnueArwiCsM9AfH0Z+N8AjyAIf/+giAOpp69TwPDTYi4Cbgai7P/j0nX9f9d1/ayu62dtNhs2j5vIyDBdXWNna4e//cHfktzfR3magOhxOXG7nNy7f49SsYCmK0RiYewOJx6PC4/HS3AoiNpXaLVbgyNxIMDUxBjHjh1DspgYHhnGarHgdrsYmxjD6XARHAqCDplsmnq9wvLyY0qlLLVGg/fff590OoVoNuH3eZmYnmRxfp5QOIzJbEFV4WfvXaVWrWK1DjrrG9c/J53OoKsqAOFwBEEwEIsP43K5EEUDnqdHNVmWB3CC6qDLTYyOIkkSi4vzNNpNnr/0HG++9hpuj4d4JI5DsqLqA3X/8HCfbl9BVfuIJpFIKIggiDRlmdRRkl5PweFw4vcH+M7v/i6XL1/GajIzFApjNttodXogmAdCdaOBxWrixOI8XqcHo9FEsZgHwOFy4vX4BsAJTUfVNcwWG3KnRTaXQdc1ZmYWsFqt2KwGJIeTnZ09wuEIJpMFo2ggXypht1kR0AkEgwwPx7lx6waSxcLB4RHrGxvYJBtfevNNMJj42x/+mPX1TVS5RzwaxWgw0G532D/cRbLaiUbjnFg8wcT0NOFonGKlxPvv/QxRBL/Xj8vlQun1sVhE8qU8S4+fUKlUcbt8iBYzwaCflZUl2q06jx49AQMcOzZJJBpG0zVcDgcWk41sNkW3LdOsN2k3G+weHDA7O8NQKMTGyhrVRp3d7S22d/e4c/c2FtHM5cuXGB0ZwWiyMDI8wmEyRb5YoNPpcO/OHd557x22t7cYHk5gsRhYXl6n3Vfwh0NMjI4TCAYJhIfxez387u/8Dm+88QYer5d6vUo2l2N/bxenw87Ozjb7e9v4vH4y+QK37t7DarPS7fXw+n0MBQLsHyVRdQ1F1ag1yszOzjEzs8Du9hbNdpu19Q06zQYvvHCRcrmBw+FicnyCUqlEvVrFLlkZ8gUGIJmAD5vFTCQSRVE1/uk//Q4GgwlJkjg6SrG7u8P129fp9bugKDx/8Vl++OMfky8UCAT8DA0NcerUKW5+ep12t4vZbCUUimCzWWi1G2RyGbY2Nmm22qyvb7C+vobNJjEci+HzeTk8PKDRaqJqOoFQiEKhgN3p4d13f0q/32dibAxVUTg6OqItt6jU61y9+jO2NrepVEr87L33qVYb+J6uUQcDAer1CiaT+SkE/AgdAycWF8FoxGK1EhsexiQa8fuD9GQZk2gkHA4OsmmcTuqNBmpf4e69ezx+vEKr1aXRbJI+SuLyeAaYRZuN8+fOEYkMHswut5v337+KLMvEYzEqlTKVSgUV2NzaplKrUcznSIyOo6qwvLLKe++/S6lUw+/z4HU6EU1GVPQBOvE/V6HXdf1f6Loe13V9FPgN4Jqu698EPgJ+7eltvw383dPXP3n6M0/fv/afms8DSJLEP//n/4KV1RU0dHw+N+tra/RUlUa5TL1WQlZU1jc36TTanD17lhs3buD2+LFaLezs7dFo1KlWqpgtJrrdLsFgmHAkhM8XwOfzYDCZqNYGwpLZYiEWiZI8SiLLHTqdLiDSbNQxG03IHYX93W02Vlfwen1oioLJbEVH49rHHw5gGKKAQYehUAhBABBoddrEYhH29/bp9/romsLc3Dzj4xNoWh+zWSQ8FKJereF2OalUKnz00Ue0Ow1SR0nKlQo2u516vU65kOcnf/tDHi4tga7yeHWZ3f09rFY7z168yOnTZ4hEIhyfmefE4gke3n9ELB7D7XJgFE2YDQa0Xo9TJ09w89Z1isU0AK12nVAoSK1aRFMU6q0W/kAAt8NJqVxhZ3+PeqOBw+bA7fRSrlZIjI4yOjaB2SRSKJTY3d4mm8uxsHCSkcQwS0tPSB5uEYnEMaoKJpOJ47Mz9Hpd+j2VZDKJ3enBYDTw2pUruN12ej2F/WSS5P4BckfG7w+QyhxgMYuYjEZq9TqNdout3QMcDhf57BGooChdUskkNouVWjlLp9Om3+uRyaSpVAYJgbFYDJ/fz6uvf5FQOILD6UDutFC0LjPHpuh2daanZ/nil76KKIqsra/QlntYJQdzc8ex2EzIvS42ycnwaIJqs47D48BgEKhWyricdkYnEqysLnPxwnnq9RaCYOTRkyVu3LiB2WShXC4hOZycO3MayWrnypUv4PZ58Xh8/4B1DIWi6N0u169fp1ZrsHe4i9cfJh4O89N3fsI7b/+E7a1N4vFhFKWHpurce/iApaWlpyxUjbWVFTqdFr1eE3/AT7VS4fb1G6ytL+NyuDk4SFIqD4LXDg8P+fzz6xhNRjxuD6Bx58FtfvCDH3Pu3Dkmx8dxOJ0o/R7ZQmGQV9RqcvveXR4/XiaXy7C+tkatUuGDD64xPz+L0+Xi1StXeOG5l0inczhdTurtNg+WHjFz7BiSJHHz5g28bjfFUp6R8TGuXbuGLMtYrRZGh0cpV+rouoDT5aRaLdFstrHZJLpyl/hIAqWnUq9W0dRBiufNm59z5sxJTp44wenT5/D5vRhFEbNZpNPr/oOpaWJ8jFq9jq7C3v42druDRqPBzu4uFpuNVlMmXywNPC26TurwgO3tbUr5PCaTmXw+TyAYIhKJEAgOcfLkCQyCgdHRBD6fj8nJSU6fPU+n3cZkNNDtdOh2OpitVo6OUtRrdQwGA0dHRyiKQiQS4mc/e4/f//0/YHV1lc+vX0fXBq7ltfVl2u02ZrOZSDSGz+/DaBBQ+n2OH1/gD//rP8DrcxMYGiKZHPB8s9n8L1zofyEx9v/l+m+BvxYE4V8DD4E/e/r7PwP+T0EQtoEyg4fDf/KqVKt8/skn7G5tY7NZ+dZv/ibLS49Z390iOhTi1LlzJPd2cSWG6Xf7FPJ5Jicm2NvdwWSyYDFZaDUaWCxmzp09z6eff0anI+Nze9na2abZbBKPRtjZ3iUUDQFGVAQMGLh27RqTk5PUG3Vsko1qpYZoNGB3eRiOx8im0vQ1janJcaqVPBvra+i6gYX5EywvP6bZqIMgMDI8Qi5fIJMtIGgas8ePDww5ikryYJ9svsDXv/51LCYTRlHE7Xazv79POp1CVXR8Ph/NVhu700Uhl8XudCMr6iC/xxug31MJBSP0e/Lgy5HPDTqY/QPcXjeBYJC5uQU++OADotEIpVoFk2jEapeolsqsLK9iMZkRRAOaBi9dusT65jouh4N+t4smGKhX61gtViKhEGubm5hMBiKRKGgqNpsFg+Ci25PJVspUa3V6/T6hoQCq3qBUbtKud7HaJYxGnXffe5fR0QStRoMIK5AlAAAgAElEQVRQKECpmOell15i6ckTrl37EH/ATSg4RDQSoV6pUCmX6dQ6oGoUi0VW1tZ4+eUXqa1t0Gy28AdCDJ8Ik0nnKZYL9Btt+uEAo7EETp+LhcWTHO7vY9B1JJeDg/0DVpeXODm/iM1pY3Njh+XlFSqVJpFwiCdPVsgkU7jcTvqyGasospdMIlltJJNpyuUykVAIu81GsVLi/v2HFPIlXnj2WRrVJksrK8hyhxOLQaq7e7icTlrtNnbJwceffoTL6X56AgLJLlGvl3j06AGnTz1DpVpld3OQXurz+XjrrW+iaQJGI2xvb+F0uJDsTkRRZHtjk1euvMphao9UOo1TsmMxmsjkc0iSxNzcDA/vL1EolYjFRhgdy6MpGsFQkBs3bzI6OkKz0eT1116j9nRs2arWAIhFovT7Ks9cuIDc6WCz29lbfsyJk6dYX1lB1xVWVp5gNVs5c/oMG5sb9FX42te+xp//+Z9x+fKLzM3NkE6nsZhtlEolslkP3U6HXrfLzu4us7OzHB7uYrdL1GptHj9ZolptUChkOT47SyabplWr0ek0GR8dJ18ocuzYscHfOkpTazc5PEwyPjaCputPc/SN3LpxG40Bm/jkyRN8+OHHeDxO3G4vr7/6Kn/2F3+Bx+FkcWGBH/zN3/Bb3/oWjx8/ZGpqilazidlsxml3sLOzhdEg4vG68A8FaLVa7O7tsLG5yZtPebQ3rt9kKBikUq2TLxTZ2Rlsk/2rf/Uv+eu//D6yLNPqyPQVGY/Pw3BimE6ny6effsLft7jlSoWAz4vZbOXu3bvY7Xai0Shnzpyh1e4QDAZ5/Pgx0WiUZDLJxMQ421vbrK2vcXxunkAggK7DqTNnaHc6jI0mqNYq/OhHP/qFivUvvF75/+cVCoX0t956i7/5m//Isxcv8qUvfYmNzU22VtcIxSLYrQOBptPrYTKKiBYRq1FkZ3+fSCxOPpsjFArh9gyUaNFkJp1O0WzWcXt8yHIXTVHQNI1er4fFYkFTFQTRhMlk4ld/9Vf5y//wfxGNhEmnMtgcVpqVOuV6BZtVYnhkhHyhQDKZROkrnDp1krfe+m3eefcqWq/LzsE+kVAYh8NJLp/DYbdhsUlcvnSJH/3oR1isEhNjY/gCAXZ3t0gfZUgmk9SbNRbnFzEYIeQPUahW8TgHWTWarmO1WtB1nanpaXL5HCcWTtDrDTKri5UKzVoVk9WEx+lBEE0c7u9hMIq47RJrW1uMRGOYJRua0qfWaCGKRhDALjlwu93o6OiaTr6QJrWXpA8Mx4cxAtVmkyGfD5vDDqpGqVbFZrWg9BQ6vS7NZoPZ2TnatRoNuc3M2ARtVRls3eQylIpFLl1+iXg0yt+9/UN63T7tTo9EYphzZ8+SPEqz+vgxr3zhVR4/ecLSoyUmR0dxer0YDGAymfn1b/w6K6srfPrZx5hMNtqtJiPxGF1FY2tjHVnuIkkSZqOAySbhdDo5PDjgheef5fbtu7z40suIAuwcHFCuVJgYHwMMZDNpWh2ZIZ+PRrvF5Ng4RqMBgyhy7949nE4nsXgcl8tNt9vho48+5vLly9y5c4P5+VNAj3y2TLPV4szZM9y7d5vh+AiqOgCB7+xuUynX0DSNb3/zmwPB12JGNAikMhka9SaLizPkc2Vskh2P18PKyjJnzpyk3ZDZ39ul2qiSGB0lny9gNtvod7uIJhFBEBhJDFMsVpifm8Pv87KxtY7VOoj/sNsk7ty9icFoJhQKoygKdrudYjFNxB/B7LCidPscpbPoQL1W5YXnn+fg8IBWs4XkcLKy/AS52yMRj+PyeDCbTRRLBe7ff4jb7mB8cpz9gyQbm5v8yle/SrffR9M0jk1OogLJZBKPx0OlVKJQzOPx+tEUhfHJSdBUlp78vShuAwbNTKlUxe12EwgE6PVkdE0nHAlQq3Votxrk80VC4TDPPfcc//7f/TtMZhGf14/RIDA5NY0OlEol0qkUCwsLPH7yhHQ6jcNhxWi08C//+/+O/+l//te8cOkytUqFsfEJ7t2/j4BKqVxDEHQCfj+bW9tcOHeOSrXMiy9dYW9v72kciYXrN25gs1ppt1sYjCIGg4Fut0u/32FtbYvZY9O0Oi2GhxMcHR3S6ypUyiX29g/YPzjgy1/+Mn/4h/8VGxvb7Gxt0Ww3aNSaFMt5Tpw4w8MHd4nFEwQCAba3t+j3Fba3t3n++WeoVRoYDQYuv/wyS0tLSJINVJX/4X/87i8kxv4X4Yz93vf+zXdHR+KYEfD7fEzPTrG7s4vZYsIgGHnt9TfY2d9l5tjswKbcbFPvdAawXDQ8bi9Ot5OZ2Vl8Xi+Plx5htpiRWy2OUmlUVWVufhZN04nG4xSKOdodeQAPcUns7OwQCUcGjlCbZeDy87rpyD0SiTF0BHw+P7FwmOHhYcrVGgcHh7hcLibHR3nx5St8+tmnrK+vY7VYEE1marUaQ0E/p06dYHdnm8ePH3N4eEA6lcFqMeNwOrCYLbg8HiYmpxBFE5VSCclpQ1V1xKe4N0XVGB5JYLc72d3bxed3k8tlaDVbtDoyHblLvVGj1Wpz6vQJcvkigijistsp16oUS1keP1lhavoYp8+cQdfBajJRKGQplgoUCgUikWGOHZ8iEgrT6/fJF7L4/X7sLjf1RoPtnR1M4gAnKIgGQv7B1pPD4aRUKmGxmnB4vNTKZXKFFFq/j+RwcpQ8IhqLMT09w8HhPmfPnKbXU9B1DZ/PT6PVYn9/j3KpwJA/wBtf+iJyt4sg6CwvLdNs1REMIuVSGY/TSaPdIJPJYjCC0+l4umJXZHQkQSgYpC13mZs/xk9+/DaS00W310TRDFRrFVxOF/HYMLl8Cl3TaNTqfP211/jk9nUCQyFanQ5HB/toGtidDqwWKycWFpg9downK8tYzCZ8Pi9at8fJU2fw+n04HBLpVJrNrU1a7SZvffPbNNsd5udmGAoEqTca7O7tIndlbly/ztTUNPfuP2BxdhZdMGKxWRgdHaGQydPv9bn63jscHBwgiAbqjQ71eoN4PILFYsMf8DN7/Dgej5uJ8VFW11b57JNPcPv8ZNJp2u0Oa2srzC8sDmbfJjO1RoNQIEAikUBVu7Q7PbrdHlabRKPZwul04vF6yRcKtJot+r0ucrtNwOslEo0NEH5WKy63B7kj43TZ6fd7aKqGYDRgQCCdzWLQVfYODtBUlVQmTTAYwuf1cnB4yObGBh1ZJhwK0mo3yGXzTE5O8vn1j8hncszMzqGoCq+8coVmvU6z1cBsspCID3P/4WOy2SwnT5wkGBzi1u3blMtlxsdHuXHjFlarlaN0in/yT77D7du3kSSJSDhIr6+gaQrTk1NIkp34cJy9/X1eu/IqP/7Jj3njjS/SardYXV1ldHSchYUFPvroY9LpFMPDUSSbA6tkp9+XOTw8IpvNks4k8Xm9HCaPcLs9aKrKSCJBKpXi7KkznDw5T6vTxWmTePb5F+h2e/i8XhKjCVwuN5cuXWJvd5exsQnGx8fYPzjgV37lV3j48CHFQhGLWWTq2AyffvQx0Xgcl8uFxTKIVU6lkrRaHVLpNB1ZxmIy0ev3icbi/PSnP/3liUD44z/+4++eXlgkkUhgstvRVY2D/X0ckgPfkAeDQUQUDMRHRni09PgpbMJCPDZMo9VidvoYrWaLerNJrVYDQcDl9iIajHi8XrqtFm+//VN8/gA+n5duq4MkSZw6fYZqrYrJLBILRdjd2yYYCaMqGplMBl2HcqWIpqpYrFZee/11rl69yje+8XWsVhtKu83Ne3cRVI1er4/ZYqZRbzIUCPDyK6/QbLZ5/PAhXr8XTQPBoKFpOgbjIBv8zNmTGBC4f+8BVkkiFo0gGkREswWrxYrSV3A6JTY3d8hl04i6QLvbJ+Dzk8lkabdalCslQqEQXo+Lw+TfZ5ZDt9Ol1Wrjc/s4MXscq8nE/Qd36XQ6BIeC1Cs1IrFBFLDcaqEoA6E1FgsjIOL1+yjmszz3/CXisQhGk5FSpYLX5SKVyVIpl6nWa4yNJcgXyoyNDOMfCpDNFjAYDUxNTIJBp5jPD4xvohmTaEI0DQwqpWIJq9XKC89c5NKLl1F6ffaTh/S7PY6OUnzrW99mY2OLRqPB/v4Wck/BbDbS7nQ5Nb+IIJroKiqqqjEUCDBz/DitxsBRqwnQanWwWmxINttT4bxHpVyk2ergcjrpdtpcOH+OneQhtXptIMqpKgajgCTZ6St9Wq0mP7/2ARMT04wmRrFYJJ4sP2B5dZ1ENEog4KXVkbGYzBSKBR7cu0uhVGRu5jjLK485dfo0jWady5cvYRTNjI3HsNsdGM0WqtUaczPHWV/fpFjJMJKYwG5zMDo+htvpIR6J8Myzz3H37n12dnb4yptfZHl1BZvNTrVS48qVK6iKQr1Z4zd+/bcwGlT8viFK5RLlymAX3u6QUHU4deokqVSWbrdDoVDE5XaQTWeZPX6Mrc1NRFEATcfudBCKRGk3m6SyaY7PHcPt8mAQBP7sz/89faXPSGKEarWB0+lgKOjn137tGwwFh5iamKTZbtHvKczNzNBsNFheXSEYChMMBuj1+4TDIQ4ODrFaLAwFQty/d5/J6WlKxSJGo4jTbufo6Ih8oUCxmEMym5E7HdrtFqqq4HAOojW63Q4+X4BTp07i83kxGowoikKxWMRgNHDu3Hlckh3f0BCNRoNwJMLu9jbhaJRer08g4OPR/QfoaHi9Lp48fkIoHMDrDeByuTCbzNgkK5LkoN1s4PE6qFablMplCvks9UYDyW5nb2eHaCyG3O2y9Ogx+wcHLD1ZolKpMTo6RqvVJhKJ0u12OHbsGJFIlE8//ZTt7R08bheryyscpVNYbTbOnD1PNpthbGycQj6PaDTQaDYxm0XQwWqTBqGKfYVwJIzH6aRSK/PRR5/88hT6P/qjP/rusdkZjs3OUKtWQdPxBz14vD48Hh9qr8dRKomuKIQiEZ48WUbQYXNznWg0RrPVoFqr0azVyeVztNptxkZHMYgiLrediclpKuUKx+emaDXaXHz+WbL5zMANa7MhihY+/uwzyqUCqVSKntxF0wZrYx25i6AL5At5Wo0mcq/H5edfoNVqoCgq62vrrG9ukhhN0Gu1mZ6eJlvIkD5KIdklZFlmfnYAF+nKXQyCgWgkyvzCIsVsno31dXxDQ/j9PgqFIoanGfRWUUQ1aIyNTVGtlun1epw6eQq526XRahEPR/AHAkQiUVRlMNdutTooikIsHMNkNuFyuTFZTNhdLix2O9ViEd1gRFE1guHgU9ScEZNRoKeo6Eqfvb195ucXyOUyhEJRfF4vT548Zmp6hrnjcwhGkXqjRvMpICISjVGpVHjw4CHlcoWA30Nf0TAYdcrlOvHhQXdSzGcxmk3s7ezR6/WZmp6mXquRLxWp15vMzc7QaDXY3dnB6XRhFkXGJycpZrNMjU8RH45jNIrIcpduv4Pc6eGy27DZLETiIW7fvkck6mdna5/FEydxuVxUKlXqjRrZbAal38NsttCVuzhdHh48eMhuMsXwSBybRUI0Gtnb36fdbGK3O/j8+nVcLifVSgVF1SgVS9TqJVwuL16vl+PzC0iSHbnbZW9/n/n5OfLFHIosg9GMpuuoqk4ul6NULCEIoPc0KvUa3W6DaDTO9vYWx4/PoOki137+PsHwEK1WF7PFMii+Qp/JyRl0VSMYibC3u834xCTVWoV8voCiyZjNIqLJitztk0ofkdzfR27LGEUDjx89IZVOk8kcUXsKu643WgSDAUxmKycWFnnw6CE+n5OVx6vMLZ5AUfq05DZmk4lwOI6g66xvrVGt1chkctistkFUiMmIqqhUSwUKpYGAajQYOXf+POubm7TaLRyShI7A8vLKoJA7JbLZHLV6g/2DA9548zU6HRlNV0CDlbU1mq02NpuZR0tLtGUZt9dLpVpjb2+faDiMSzKjCQJ+j49mu00oOESj2aLVavHMhQvcvHWd1NERN2/dwufzE41G+d73vseZs2fpdtt43V7u3rtPvVHH5xviww8/xCia+MpXvkK72eLCM+cRTSYePlwilToaNEs+Hzdv3uTM6TOYRROtVpu5+XlS6RSJ4WFmZ2YIhUI0mk0uXryIy+Xizu07GAwGarUaP/vZz/B6fZw9e5JyqYxks9Ks17HYJAwGI4rSw+PxILc6T1GQE+QLBW7fvsPU1BS6ouFyO9A1UFUVi9XMyy+9gtvj46/+6q9+eQr9v/23f/rdP/yD30fRBHw+L7l8gbm5RVrtDkeHSQR90G2ur27gdLpwOR1ogs74xDRWswlNE3A4JLqdAd+0J3exSlZMRpFbt++yubFBpVodvNdXaFRqyL0+qXQGgwHaHRm304HX7cFpt6MpGoLRiNyV8Xi8WKzmAdG+XuPKyy/y/e//R5JHKdY2VhEMAuGhIZ597lk6vR6STaJcKRELDXa3HU47b//4beT+gGZksVjxBfy4nHYajRqNVpNYNE4mm0HVFGxWM+2OzFHmCK/Hw+baKtV6A0HXMZpMOJ0uKtUKifFRKuUC9XoT8WkIkiiKeFxuAkMBSpUyXVnG4bSzvrFO+vAQl9+HyWRkZ3uHo6MjdB0ajRqhcIhcvki9UUXX4OjogFQqh9NuZWNrC5PZwu7ODsn9A4wmE0fJJImxUeKxOEfJIwRBoN9rMxofZuMp4lDpw2gsRmJsnKWHD6m1WtglO5cuX8JisaBqKvfv3aXRaOLz+TCaQJLsdDoypVIJl8dNKBgkFI0wOzfP/u4O6dQRZpMFh8ONKBqZmJym1+1Tqzfxe7z4PH6297bo9VRKpSIffPABFpOZbrfD2vomnY5MtVLm2PQUDptEqVxBNJnZPzjkpRdfoFIdMHvr1Tpnz5ym1W6zeOIknY7MMxfPc/PmXSbGJwiGwgiCxmfXb9Jq1nA6bbjdfvqdLqJV4uypU3R7fR7evUOr3eHS88+zvbtFq9NGFC0Eg1HOnTlFu9OmLTeR5T6BYIALF55lefkRyWSKrtzDiIDckak16wO6mN2JYDCwsvyEgN9HIVukXK3TbtapVuu0O23sTie9vkKvLzM2Pk446Kdea9KRO4iCEYfTTrfXZ2R4ZJCs+cknJEZGMZqN3Llzj421NQJDQYbjcdBUDpJH6IoCgoFioYDL5aZYLNKo1bHaJErlKroOI4kEhUKBvb0tSqUS+XwWk9mC0cgA9dhq88wzz7K7u4umKPR7MosnTjMxmmBlbQNF6VMulzlxcgFd1RkfG+P0mXPk8wUmJ8cwmSwU8nn8wSBepxuL3U6pUKDebNJo1Mhm85RKRcBIPBZncmqSWzduYjKbGU8keLKyQqfdYXZmBqvZzPrmOpOTk3g8bvb3D7BYrFSqAze00+nA6/Vis0lYzWYsVon5+Xlsko0bNz/n5ZdfQe52CQaDlMolsrk8bo8Tn2/AVG61mpgtVjwuJ6XyIGtpJJHAaBDJF1IcHqRJZbKAhmS1sri4QGJ0nFqtymEyRbVaZTgeR5IsLCyc4Le++U0OD49we9zoOuiqxtKTJ2xvbXH37t1fnkL/ve9977snT52i027TkWXskkS+kOf06TOsb6w/JdVIKKpCJpvlKHUIGGg3G7Q7XbrdDqBTKpXpqz1UXSOXyeNyuykXCzicTkLBIF6PF5fbyf7+Lt1eD7/Hy97BAadPn+LMmdNUSxVqrRZWq4Vnn3+BQj5HKBQhk8ni8bqYn5vn3v27CIKAputMTExhs1lIjI6ROjykXCxQqlTQEdje3UXASDZbwGgSGY5EsDms+Pxekskjrl+/TiQSw+Xy0Ou3iccHGypOl5tM9ohoOMbq2iqhcASjYGQoEKDdaWOxmajX6mSyOUxGM4LRgK4MYCZG0YTZPODo2p+umB0dpfB5vBhFE2OjY8itDtVaBbfLw9e//nVazfYA6tBTBqcXAwRDESYnJ/B4vVx56RVyhTxmkxmjyYjROMDhGQ0GMrkcOztbVGvVAShcUbFIEkaDiNfnw+50Uq2WB3zPYp5uV8bnH0Iwgq7D/t4BjWaTg71dVteWOXfuOaKxGHt7++zv7tGR2/g9HjY3Nqk3mhxlknTkFpVqBV3TsdkseBwOMIrYJCvlaplaZTC601SdZ595hqnpaew2K0aTgfHRSeYX5llb32JsYpKhQIAny8sYBZWr73/IxMQkR4eHmM1m3B4X6xsrLCzM88JzL3D13av0uh2q1Sq7m5sEgmGMBgN2uxPBIBLweggEhzCJIn6fn5XVZVxuN91uF6fbSaNWx+v1UcjlQNP4+NPPSCcPKZWrPLx3j3anAwiMj09SqZR57pnz7B8kwSgQCASYPjZDpVbj5q1bDAWDJI+S1OoVrFYbHq8fm8WEQ3IwFAzSbNS5c+cWZoOJaqPOWGIYk8VGX9VQFBWz2cL3v//X6DqMjw0TjQ2Tz+WJRaOEhoKsb66hamA0GHny4D5LKyuMxONYbTZu375FOBzl4sWLVJ7GZFcrVTRdw+108MKll3C7HUyMT+LxeJk7PkepXCEcDvPkyRMckoTb6yUSjSLLMqVKlcXFxUG6Y28QKdDr9mnU6xRLBTQdBEEnFo6STqfoqwMynMEoPCVsWbGYrZw6uYiOQCDgRen36cs9QqEQly9fxiCKdJpNZHkAbxnoYAJBf4BYfIRWq8mPfvADHC4XrXaHna1tFFXl4OBgsLJarXD27Dk+//RjFBUSiRHKpTxduYema9RKZbK53IBe5XSxvLLKwsIMW9tbBAJ+YvE4i/MLXL9xg3q5TiQep1Gr0e31CIUjzB4/zv1792k06zidTprNFl6vi6GhMEajkU8//Zj9/V1Eo5HFxRPI3S4XLpxFVft88MG1X55C/yd/8iffbbYa+PwBlF6Pfr+PqmpEIlGev/AMqxublEo5zGaJN19/Ha/Hh0kcBIdVq+XBDN1kxO3xUiyU8QeGsEkmcrkCRpMBvz/ApUvPU8wXkDsy8ZFh2s0WRpNIPB4llUqzubnJ2OgY1XqdTDpDNBZD03R6vR75QoFoNMzM9AzLyysYBCOjY6OcPHGCcCSERbSQLxWx2GyIpgEgw2I2UywVmZqaxuFwIBhFMkdpJJvE1tY2qqqxtb2C0Shw7sx5dEEgk81gMVkQTRaUvow/EOS111/H4/WRSacJx2Jo3R6KrjI1Psm5C+c5OkpRyOeZn5+nWCjgdLkJh0Js7+7SbrYo5HNE4sPUymVq9TqhaBjJZsftcZNMHlEsFQcF2mZmOBbF5w8gGkV8fs/AsPHkCblClkazQqVSR1M1svk8b33rLRS1Ta+vIQgG5hfmUVSdQjGLrgv8yle+QiGfRUOn05VBFxiORXm0tAQILC09JhoOoagaZtHI3NwCh4e7CIKBfq+HYITDwyROl5PV1TUq1TKhYIi3fvt3mBqf5NadW4xPTNHpNJDsNhySnXQ6gygYkbtNNE1gfmGWnd19LGYLZrMVRVFwOt3U6xUkq8TW5iY6KiazRLVcGoAmZBlRMCCaBosAWxs7SA47gkEjMBTgyfIK/sAQy08e4fEFkDsdGvUqN2/doiP36PX7PHh4n2TykFQyxXA8RqPZoNkeeAXacodEYpShIQ+ffXaD2PAwc/Pzg4iJRoNXX32VZr3Cj9/+O4KhKM16A03ps7u7x+uvX2FxcZF0Ko1kNuF028lli/R6XUrlAl/5yj+iWCqSSieJx0e4c+cOw8NR+oqG2+XGbncQCATodtroCAiCwujoBKFQCKvFxksvv8Inn3zMxOQ4tVoNXVcIDA3xpS9/le2NDXwBH1OTUyiqxs2btxgbHcZsseH1epC7MvVqHYtJpJAtUK/XyWfTGE0WRIOBU6dPP23WVJ5//iIOh4tMJoMk2fj5z3+OLMvMTk+zsbWNy+0mEAzwO7/7HbpdmdRRCo/Pz/j4GB999BE2yUQwECI+PACg6LqOovZZmJ/nxvWbPHy0RDQep9aosLW1Q7mUwy7ZkBwOdHT63T5DQ0O4PE52dnaQ5Q7Txwbjl1AojFEU8XhcfOc7v8c777yD1+sjm05zfP44Sl9la3OTb3zj17l77y6FQhHJ4SCdSVOpDIyT+/sHrK5uYJcc+AN+lF6Xa9eucfHCBRBFLGYTdrsNm2QHoNNpU6/VqdUbxGNRFuYXSKcymIwGVlfXCIZClEpl6rUGlWqVkZERPv7oYzxON9d+wZji/yIK/Z/+6Z9+93f+8T/m5x98wPTkJGbzABxcq1ZotVrkCgVGIjHkTodqo8GDR/cpFkp0ZBmn24ldctDvKwyFAlRqdQ4P95mYOIaga0SiQRwOF125R73RpFqrUK1VGE+MIncHDxWfz0MiMTr40GxWDAYDqqZhkyRCoeDT2IQ+FquFXreHjs5IIs79ew84PDzCbBEZnxilUqmSy2aJRaKk0klmZudwSBKZbA6Xw06n06bWaDIykmD62Diy3KXdlBHQWF/foFwq4/W46HTlAUnKYeXWzTuEn46BDg8H/Fk0jUAoRKNeQ9X6yN0+oijSbLYwiiI2q4V0JoXZbCIQ8LO3s8XBUQpJsvHMuQuEgkE2t7dQ+wqLJxYpVypIkhNBMFKplCgUSuSzeUrlEl7fAFMnCCKiYESSJIYCAQSDQPooQ6tSo9Fp4nf7yOSzDA2FMZvNNNtNeopKo1HGLbnpKm3ajTaJ8QkePXyE3+PCJIqYLWaeu/gsBqPI8PAIn1+/gdfppFQtEQ6F0fQ+ZpOZ+fkFKtUiU1PHuHr1KtVKmUsvvMDnn3/OhfPPgKBzdJim0xkEzV08e5ZGq4Oq9njllVdxuSQymRzFQpZEYgy7JPGlL3+F8xfO8uHPf4ZVknjpxRd57vwzFGsFKpUquzs7dHoduu3uwJi3vc/4xDixYIh4bBir2czS8jLpTJYhf4DJqSmGh6Pcv3+XmZkZBIPGxNQMqYPDAS3L58Pv9ZLNZFhZ2yASjaEqKvFoFJPFjKJ2uX/vHu2OTMAbQDRpTExMUyiUsNlsPPnR2kcAACAASURBVHy0xPlzFyiW8vi9AUr5EharlVA4gFG0MHd8loePHrKztYsk2bFYrKTTOYaCQ/T6Ck6ng2ajSWDIh6poVKp1RkdHabc7vP/+O7SabfqqSqVU4Myps8xOThMMD5EYHmFvd4dmq8Pk5BTlcpnjx2fxut34/X4y2RzRcBCn28G77/18sKa4vYNoMg/E+6MjDpNHlMtFmvUqm1u7FHJZ/tk/+294+OgRFrOJZ597jrXVVa584QtMTU3idLrI5/OEQkGOUinyuTyJxMA5PjUxzf7ePnML86ytrbO5vk4qnfmHJMyJiTESiVESI8McHCbpd7p4h4bQNR2510fXVHRNx2530JW71BtNarUKs7NzdNtNDpIH+P1eup0up8+cIJXKoKgqzWaLWq2K1+dH0Ad58rPHj6NpGm63C6fThYCAy2UnEokyFAyyurzCpcuX6HV7ZPIFfus3foM7t2+hCxCNRCgUi2QyWRx2O+g6B4dJvvjFL9JXemxublJvVCkUSszODsaU9VqNTCaN1+slk0nz8NGjX55C/73v/ZvvxodH6LRaBIJBvvylL2MyW7A7nKCD3G5Tb9ZpNFvUm3VMgoHY8DCBIT9up4NwOILb76fT6mCzWbHa7HicdhBA6al4vF4ePLxHLlfA5XIN/rliccy2ARCg3qgTj0dZ31ij1+3jC3hJpdLUaxUuXnyG9dV1tH4Ps9WCxWojkUhQyufJZHMIBuj11IEBJ5VG6cvogoFQOIJoNHL/wX2cTic9pUs4EuH47HGG48PU6v83de8V61h+33l+TmA+zJm8lzenynWruru6W5271UlqhbbkgTDBC8/A9jztw65msE/dsw8eYIIHXhtY78ieXYw9sixbI3mVLXWsqu7qireqbs4MlznzHJKH5Dn7wFpjscAM9Kq3C5I4AC+I3/mf///7/XzahHxBECXqjTqa1kNxe1hcnKPdaeP1+NA0DQQBh9OJx+1mNBggyxKVWgUMk3anw/7BAcZgwOLyMv3BAF3vk4gncLocWCQL9WqFeHwC2SKj6wP6gz7tdgcwOM6kOTw8YGF+gVI5T6VUot/rEUskqFWrFEtlPvf00zz/3PM8uLeGKRo0Gk0uXVxld/+AZrOOZLWCAZF4hHq1TsDjITU9TW5vn8xJmtGoT6NcZ25pmbbaodvVWFpaRrZYCXp9OOw2vCE/n1y7zl/91Xd56eWX0bptjP6IC5cuEotOYJh9Wu0uo/6Aw4MjRsaQmekZNrd3xjetnR0Ojw+xO1z0dR3Fo1Cq1un3urjcCtlcjqPjLH6vgt0xNhM9+cQVenqfn/70JywuLbOzs0er1aLXb6N4QiwvL9Nq13nqqadQXG7yxSyhUJjlxWVku5XsSZ5er8txZhyz7ek66fQRlWKZbr+PKFqQJJn19XWCfg+vf+ELfPjhexwfHhOMREjGo0iygCSKzEynyOTyKI5x2sfhtGF32vG7g+QKOVrtBqFwDIfdQamYp16pU2tVEQUZwTDo9XT04ZD9vX0CAS/NVofkxARer4Le7VKt1EhOxNne3sbv9fHkU59jOBjQ62ljyTgCnVaHga4zMzuLLFvwe31EfD60vk6z1WR3fwdJtjA1Pcnh4RFerw+XMo78alqXQDAIhsC9tTVOCjmWFhb5+m9+ne3tbdqqRiAQZGV5BUEUcVqseAJ+3nv/fWB8wCiYI3qDIYeHh4BAwO/nvfd/Qa+n43I40Loqp06dIZ/L4A/6cSpujo6OyKSP6Pb6WCwio5FJOBKhWCrT66pkcwWeeeYZcvkc7WaTtQd3mJtdwOlycfXaNdqdNpIETz35FKVyAb03IDExSTQaZ2dnj/mFBWKxBFtb6/R7Ot1uGxEJURLHYY3hkKOjQ/r9PoZhcvv2Z3z9N75Gs9XCYrGwsLDAZCqJMTTQB0O2tze5e+8eWk/D6XTj8bh55plneeWVl8nmjtG6fdrtNv1+n9s3b6IPh0iSlXg8xPFxhp7W5dJjF3G7fUQiYYzRkKvXrv/6DPo/+t/+6J0333yT+bk58oUc9XqVzOERituFYRq0Oh1M00DX+8xNpOiNRjz22Cq5XA6LxYLb68Pn9oBosrCwiMvpZGCYdDodHC4Xzke+xmAwBBisnF6i0exwsL+P4hwfVqodjdFohN0hc3R4hChJuF1u0pkMg9EQi0Wm2WyPtV92KzaHC0kAj+KiVqniU1y0NJVIOEKvP8DvD5DPndBut3A47I8imXbKlRqD4TgyVipX6Hc1YvEk4VAIUYDBcIjH7aPb7dJRVYKhMB63gs/np1wpoWodMEVqjRoeu4t8qcRLr7xKp9kiEApQq9XJF/LcuXkbu9OJxe7g4HCfcDiKLIsMhgblSpHscYZQJMJELMHmzg52u22MSI7EuLS6yvTMNDNT02RPTrh//y4jY8RgMMTvD9Dt9chm0ywtLaJ2NECg0+kAJiPDYHZ+HsliIZWaodPsoPh9uJwKrXabZCzB4dE+b77xOjdu3UDxKsTDMRyKh4GujRuishWt36NRb+J02VA7HY7TGQQDZJuFaDTGmdNn2N7ZodWu8YU3v8gn129Qq9eQJZlQOMpPfvxjTvJZ5ueXsFmtzE7P4A0E6bTbDAY9Tp89z82bN9jbO8A0RwQDXuq1KrMzc0gWkWazCqbMVGqGVqtJs9nGYrVy/eo1vIqb3YNdOrUGHp8fE4HVixcwDTh95ixWm5VwKMzS8gpvvfkm99c3GQx0Vs+dR7SI1BtNtE4Ll+IBwyCTyfLsc8+y+eAhksXCcGgii6B2u2OAVTiERZQoV6rMTE+juD0IosTKqdPki3mmUilqtQqmYI6564qbqWQSUbYyOztDPBpFlK3YrFZMRlw4f4HcSQ5/IES/r9HTOpgInD97lmK5TDQS5ft/+13ev3qNze01tjb2QJBoVGscHB4RCoYIhcM4HA5kSeLShQvY7Q7AZGlhHqvNweHhIflCkc2tbcCkUalyeLCP1+vm/fc/YGFpGV3v4fEoOK02Tp1dIZ8vYZoGJyd5FMVFKjW2YW1sPuTxx65gtVro9Qf0NI3JVIq+qvLMc5/D4XAxPT1LKhXn5CRPPBanVqlwdHzMhx9+SDwSpVDIMz+/iKK48fo82O02HA4H8XAUm9NFJBLi2vVrvPzyy2xurjMamTxcW2NxaWl8ILywQDZ7gkWWuXvvHs89/wKHh4fU6xUW55dotdt4vX5sNgurq5fY3tnhxo0bLC4uUSiWqNXrBIMBBBNciotIMEyhVMYYDdnZ3aNVbzI1M0NPVUlnMsiSxM7OLqFQiCeffBpV1fAoLgRTpFQu4/f5ODg64M6dX6MV/R/8wb9/x+lwYLVZcSluapUqinsMx2q3OyguF63mWAbhdCsYoxFPPPEkuj7k4f01orE4lVoVURBotTt0e23u3VvD6XDgUdx/b5cKhULo/QHbm9v0en1ajSanz52jo7ZptRuMRkNMQ8KluMdtwEoFVe1gGiZOlwvTMLHIMrV6k/TxIaPBiL4+YKjrXHriMYLBMOfOnader48r5Y6x6FoURfyBELvrG4SiYarFKv3BgKDPRzqbY6TrIMD07CyPPf44pXKZ4WBstrJYJdodlVLpBEEQEASReCyB2+3mpFTAZrExGPQ5zmQQRZlg0I/P6yEcDnOSyyFZZBYW5qlWqgRCQZaWFoiEo9x/8ID0cZoXX3oJfTBgenqGUChMsZjFMAw21jfo6QOy2TGStlIuIUkCLpeCTbZitTtw2Z1jbaFFQrbaaLYaqJqKrg8oFk/oqOPSTzgaYWpqClGUaKs1cidlNtY3SCQmkESZo8wxrVYHl8uN261QKhbQuuMhsLGxjWyVkAULx8dHGKZJMhnnYH+f4UjHKjtYe3CHRrNDIhxGttuZnprC5/NSLBaxSDJenxerTeDatY8xTJFzZ8+zsbWJ1+UmXzzhH/3mN/CHo7Q7Tax2J6VSkVqtwbNPPs361hZ+n59CqYwsi3h9PiRRwGF3Mb0whySJzC/MEQqF6fW6CCLs7m5js9hotlrcu3drnKFPTbK/t8/N27dR220ki4ze0x8dAKrUq3UEi4DTbmfQ16iWq7TULk9eeYKD/X3+r//8F4iCQCwW5ySfp1mvcOHiRUTA6fbQbLb5+OOPmUhMIIgC5WqFmZkpHE4HV69dx26zsXL6NE8++RS3bt+m3ekwMzNDp9Ukm8mhD1U2tnY5e+YUt27fYTQyGQ2HmIhEYxGisQTLKyuEw1E8LjvLp1bYWN8gEPBTLpfY39uj3++zfGqRpYVFbt68idbtMjs7w0gfoHi9PFzfQDAhEo+jqirT0zMcHhzi9bnpaX0KpRIOm42RoVM4KWKYBgCp1DS5wyOqjQZPPHGFjc1NquUy23s7NJttouEIPp+P3EkBSZIZGQbRcITX33yT1157jR//5Ac4FR+DQZ+Az8+VK1fo9XS63S5IY4FHNj1OOu3v7SNKIh6Ph1Onz3D16lUAwuEQwWCIw6MjZqen+fnf/YzXXnudYrHM/Pw8W1tbKE4H1VqNQCCIKIrsbG/hUpwMhyPW1tZYXb1AtVZjd3eMWLh47hzZbIZ2p4PaUWl3WpgYmKaAKEm89NJLDHSdZquBy+XE5w9yb22NcDiM3WZjcWmF73//+78+g/4//MF/eOerX/0qh4cH9Pt9Tp0+gyCKDPo9XnntNTqdFgN9gD/gZ9DTcSpuIuEAVquNaq1K9viYUDjK8vIixWKBVkvF7w9gs1lJHx+Tmppmb2+PnqrS07tEQiH6fR0kEcXtJpfNYLfYkaxW/D4vI8OkUioyNA26Wo9Gs47P7cXutDMzM0OpWMDt9WG1yeh6n2w+z/b2Fk9ceZKVpSVu37mF2lFRFDeGadDr9xkOdDY2NikVS5jCuPjg9nqp1ysgioSCQQaDAQcHB2MhRrVEV9NAkHA67QSDUTweN4rbhmGY/PRnP0EQJKamp9na3CLgduNw2tG0LpIkYQoQiYQRJRnD1GnUW3Q6HUaj0bjWnUgQjkbY3NzAZrWACYrNhmS1s7W+jiRLBP1BHnv8iTGZ0ukglznB6VTY2RoLwG/cukksEsZqs7OyskCn06PXV5EkK6ORSSqVZNDrk0wmOMmmUbs9SqUKfv84Juh0yhTyFex2O7FYjOW5GRSPj1arxedfeQXF7WLj4TrLK0sobi9ur5tsLo9FkDBMg6mpWWyyTO6kgNVq5dSZM7SaDWx2C263QiqWxBQlbDYbtUqDh/ce8KWvfJlKNUc0GqFUqaNpGjfv3MHpdGKRJI7T+7SaGn1N46RYxG6TqTebhENhAoEQA12n3WnjsFqoN1tUK1VK5RKtVptoNIbdYWOkD3ji8StYZQmGBuFYjMP9AwLhCBOTE5TKVSRBQh/0GQxHiIDb68PvD6I4XUhWCwYGTqcTm9VOr6/z7JNPIlmt5E5OwDTp6z2qtQayKGEKJplMmkKhQLfXYXV1lenpaSyyyNbWHsZgQCgSpNfTmZmexulyMRrqNOoNJFnA7nCh93UcTgVVa9Hvabz5+psIokjA7aOr9YjEghwcpmk16wiiBa/iQXG7ebi+PoaI+f1YrRaKxSon+RwLiwtYZAtzs9N4PD5ESRgnStTxdqTdZiUWDhGNJyiXKyBKbG5uEgr4aLdUVi9eJDWZ4tlnn6VSrWJ1WMnl8tjtdlr1GplsjvPnL+ByudhY3+CZ5z7H6dNn+eijjwj5fNgVhePjY2q1GoriIZmMcebUGRyKm0KxSPr4GJvVit3heHQAa+Ekl+bNL36JarmCyQhREAiHwzz99BM0m01EhDFqoVhkaML6+joYBpVqlXg8zpNPPUW71eL6J9dZWV5Blkw+vXGTTkclnU5js9nGfQ5JZuX0ae7dv4fd5iCTzYIg0lU13vrSl0klkywtLvDxRx+ztLKC4nLicjnIZI6plauks1kURWEyNcl3v/vdX59B/4d/+IfvnFpZotVskZqeJpFMkstlEAWBTOYQVdWYmEwiiRKtTptWrUar1cE0RxQKY5xBLBxmanqa/YMjht0uVquFhcVlKtUKq6uXkGWZSDRKuVKhXCmjaipWqwQGuJwOwtE4DqtMsVQmnohhdyq89daXaDRqhENBvD4/C4vLuBUXlVoVu82O3Waj01aJJeIkJ5K0W22ufXIN0zQ4e+o0FrudRqNBOpMlHImiahoBf4C+rrE0O8/Wzg7PPfMs4Wj4741TqalplhYXaasdXIqbRr2BRZYZ9Ps83FjD7fTh9XiRrTZEQUQYDnH7FIYjA8kiousDGo0m+XyBbDaDw25nNBrS6rTpNJrIFgmrzYZLUTCGBsZoNB4a9Qazs1NIgsBxOoOiKGhdFbvNSrvdweVyUSyVkAQTi92BbLGgKG5ESUIcjRgaBiICs3MLzM7NsbW5SbVWw+sPEI/FUTxOdL2PJAhI0nhQSKZEs9lAMAUcThuNdpt8JstoNGJ3b5dM5gS31wuI7G5vM5GMceXJJ6k3WyQS43OIdHrcNzAfOW8xxg1JTdUwZQsHh2PgmMfnRB/q3LjxKcVcmUKpwuLiIqZhYrfZ8Hi85E7GBMzpyUlGiMgI/KPf+i0UxcPG5gbXrl0jEAji9wdpt9uMjBFPP32FyYlpKuUy+qDPrVt3kGWJWrUyjoVqLfS+hs3potFscunCRcrVAq+/8SaRcASt22Uw0PG6FAygUCrR7/fJpXMUynlMAx6/uEqt3aJUylMq5UlNzdBsNejrQ9pqE1mSEJFwuz2cOn0Wvd/H6/NRLVUIR6Joaod6s8Hezg7Hx8csLS3TbrXpdzVaapdGvUo+X6SnqWSPM0zPzDGVSvKzn/8Cm9OJxSIhiBLdrkYwGMEcDDhMp9EebYceHRxgMsLvD1IuF6lWa3RVjeREgsHQxKUoBAJBXHY7docdxe2mVC7T7fY4yefpdXs89vjjNKtVqs0GoiSzt7vL5vY2w+GQarVKv9cjnTlGkmSGoyEdVaNer3N0dMTq6irlSpVqtcra2l1Onz1HKBjAMAzSmTQCAseHxwiSTL3RwDAGXL9+neTEJBcvXsTlHLP0z184RyaTRh/oJBNxsrkcHo+PjY0tdH1AJjv+bcpWiZnpKeLxBAeHhyiKQqVS4aOPPsIfCGCVLdy4cYO9/X38/iCq2sHn8yEIIorLxdnzFzAMg1AoTDAU4oVnn6NarZLNHdNpqxxn0lRq4+RSV1ORZQvtZodqrY7FauPKlSvs7u6yvv6ABw8e/voM+t///d9/58tvfZFSpUI0HKXT6aBpKg6Hk2gkhsftwa+4qbfaFE7yOBUn/X4Pp1Ph5CTHi889z8b2OjdvfsbJSYHFlRVGoxEH+3sM9CEnJ1lEUeDsubPcu3eXUCDEYDB8tDViQ9NUzp2/QL5QJJlMIAgmfX3IZDJGoVgif1LAZrdjkS30+jqHh7to3R7VSoVeV0OULCAIdLtd/P4g8XiMdDaDrut43G5EQeC1z39+vIqOhCjkihTyebRel82tTY7TGUJeP4FwmEajgj8Q4saNTzFHIyaTSc6dPcf+0TGpyRRr9+5idym43R467Rb+gJ/JySkqpTJ+f2CcJtJ1dne3cLsU5ubnaZSqDAwDr8+H3eHAZITNNnba1psNPB4vAZ+XQrGIzeGiXq9gsdlZWlogf5LHMMc86/mFBRxOF6ZhoA8GxBMJvG4X2XwWA5OO2qHZbKHr+qOiiG38PTsdEGE4MLAIEqqmIUoSu/v7dLpNDg/TBAJestkcr772OrVGE5fLydLiEtlMhre+8AaFUp5KuYrX42FicpKdrW3sdisuh4tmvY7H5yZfLPLFt77ML997n/3dHQbDERfOnsNiEdnY3MZpd+L1+vH7fNgcDk5O0jy2epmZ2VkajSrHx8dgwrPPPYcsCajdPvv7+2w8uM9JoUCz0aDXbTO/sIRhmCTDEWwOFzdv3WJjcxNBkHjppRexijJLyyvooxEer3Nc8vP6GGgakk0iEo7T7XYxjCGRaAhBGDsKen0VWZbJ5/PIVolCoUgsHsNit+C0Ovjq229zcJjmj//4j1lYWAZMMpkci3ML9AYD2u0WLqeTidQkXa2LPjTo9docp3MkonFcinvcHwkG+eGPfojd6aDf7/LSSy9SrdapVqp09T6a1uX6jU9RHE5SqRRWmx271U4mm2FlZYlcPk8ud4LP66VcLLG4vEw6ncHpdOJ2u8CEoWESicZYWVnh9q1PabY6zExPEopEMM0Rc9OzdLQ28/Pz+H0+Wu0W/YFOKBjG5ZIJBsNEYzEUux1/wMfh0QEul3v8eb8PVe0wOzvHcDhkb3+fXDaDxzsuFK3du8vC4hh0Vi6VCUciOJxOCicnIAhomsbS8grFYgGrbGFjc3Nc4huNqNXqhMNh/H4P5XKFUqlCt9tl9eIFHA4HTz71xCMRj0G708blcGKYI0RRZCqVwuVyMD09AwKkkpOsnD6N3uvh8wfo9bro+oDPPvsMq9XKmZUVjtNpSuUyzVaLU6fO8OKLL6CqbX7845+DCaFwiGAgwOHRAYYB3W6XWDTK0dERo9GQ9fWNX59B/+/+3b95Z25ulmAgyFDv4VLcGCOT0WhER1PJ5bOEY3GcLgcjE6YeadounT9Pp6uRL5SQLRKiMOaU5HInqGoLr8ePiUlHVdnf3SceTyAhcJhOM51Ksb2zQzDg5/Off5Xbt2/TVVX8wRCFfB4Bk6N0mumJFKmpyXELsFplf3+P+blFFJedVqdLMBxGFCUskkg4HObOnVs0yjW6/T4nJyeEw2Eki4goyihuNx9/+DEWq4VwNIrNZkNRFM6dO8fmxibRSJB+v8/D+2vE40kUj5tzF84y1Ifkchm8Xj/JyQmWlxcZDkdksmmajRYHBweYgone7VEojhuCXVVjbn6OVruG1T52S9ptdgQRCsUKPrePc+fOI8kW2rU6kXgCUZLI5/PjiKbDic1ipVovY4zGWGRRkLh8+RKZTJZwwE8kEqKQLzA0TPr9PlNTM1x+7BKbDzfw+HysLM0RCEVothqPykUKDoeTiVSKtftrSEAkEuWNL7xFo9ag2+tz/ZOPsdksBLweTBMsFss4jhkIIVusVOsNbBaJu3fvcfbsOY7TGTKZNNVajaeffoZCoUiv1wcEzp07i4HB9s4+3W6f+fkFlpdX6PV7vPjCC1y7epVQNEg4HOCzm7fw+4P809/+p4TDQe7eu43aVqnVa9RqNU6vrCBIIrFYHLvNwvzCmBPjDwQolEosLi7i83poNJq43Ap7j9AWyViSk8IhlUqFze193HYni4vjG6amdggHwxxnsggCaFqPydQUiUSS/EmGycQUi4sLpDN53D4f3//B33Lx4gUSiQh+rx/ZIjMRi3N/fZ1SqcRwNCQYCmKz2bHbrZhAoVDg+OiIf/xb/5hmswEmdDptQsEQw+EAUZSolMvIkoUzp09RrpR4+nOfo1mrsX9wQCQWRRIlur0eudwJDqsVh9NFvd4gmZzAMEaYpomiOPB4PNRq1b+P++ZzOcKRMKmpabzeMRt/d2+bXm/IUTpNrVobn8E5HDxY36DVqvGlL32VbkulWqthDAao/T5+v59kcoLnnnuGmzc/486de2PVZibL5OQEiuJGcSljFs/kJIIoEY9GGQyHnOTz2GWZYqnE199+m0wmQyQaI5M5otfro7gVzp85S3JiglqtzoMHD2g0qui6yXA44uBgH6fDjs/jpT/QcThcnORyzExN88mNGywuLaCqLXweP5LFwu3btzl7/hydTofZuXmsVgt/+Z3voLjsOF1ObDYrMzMz5LJZKpUKDqeTcDiAqnZJJBL84he/ZHIyhcflQrKIrK+vs7K8wvTMNF6vj1gsymAwGMuUnC7e/3XK0f/pt/70HdMw8bs9yDYrgUCIcrmEzeGkUi0TjcTxer3cvnkTv9tDNJGgrXbwebwYCHQ6LXR9gN1qRx/2kSULakfFFCB3kscYDpibX0BtNLj/8AGCMNbpDQYDXC6FSChIRxvvy3Y6KlsbGxynM0wkkqSzGex2O/VGDa/Xy6VLq3R7GoP+WOTlcjnY3tqi1RqXiVqtFnannXqjyvTkFO1Om67aRW23KFVK+AI+KtUqxmiEorhwuZwoLidWuwNFcXL7zh0kWWZmdg5d18lkTujpOjbZgkWSyOZPqFYbOB12XC4XNqsNf8CHORo/9vfabeYWl7DJEi1VxWG3kYwlKFUryJJE0Dc+W2irGlabxMOHDxAEkVKhiD7QGRlDAv4gbsXFnXtrrCyfQhAEms067Y6GKJo4XW704Yh8oYjidrM4O8+p5RXWHqxxcHBEvdEgHA6xsb5FtVrBZrNQrtQxTfB4PdSrNXxeL1aHg06rQ7FYIBpP4LRbUbUukmghEAiBCBbZgs1hpd3R6PV7nDq1QrPVxmm3MjIMuj2VtfvrvPXFN8jkTtjYWOfZZ59jLpVC7fbQ9QHBgJ9+v0c4HOSj9z8ke5Lho4+vcuniRQq5Ez66epVEPIHDIrN7cEgyHGV3b5+pyQkioRC+YIhwJIjNZmMqNU0+n6NQKFKuVrDbbAiiQLVcQBBkoqEQ+wd7xJMJQj4fwWiUzH4WrauRSqUolyscPcJG+Lx+hoPh+LdukxnqQ3r9Hs16nZEh4PO7uXX73nixIEm8/NJLbG2MzUsdtYnH7SWWTDCRTHDp8mN4vZ6x/LtZZ2f3gLW1eyRiCeKJBMViAYfdgdViGWfLez0QJa48fplORx2jr2tl/N4gd25/RrXRxB/w8o1vfINwOMoPvv99HA4HPr+Ho8NDVk6d5u2vfpm5+UVkSeb06bN0tTE0bWNjk1gswOqlx1laWmJhfoG9vX263S7RaISB3sft8dLttnn8sSdIZw8Z9IfEE0nOnjnFL97/AI/Hydtvf41v/em3ePrpz/HB++9zb+0+G+sbnD6zQiqVolQq8/D+faZnZlhZmWNubpHtnS0Ul0KtUefaxx+xt3/Av/iX/5JCLkdvNCSTzaF22qysLDMRy3oqTwAAIABJREFUT7K9tU0sHCaXz7O3t0fA50NxKeTzeeLRKAuLi8gWC8ZI5+g4gyAI9Ls90rkswWAIEQFJFni4vsnzzz83RiO7PTidTgqFPPV6jWg0RjqdIRZPEPCPt5QkWaanaaiqSrujUqlUiMVitNttZqenmZmdRXF7ODpK8/Irn+c73/5LNE3DMEyyuRwul4vURJK/+d5//fUZ9P/rv/pX7zz51JMICLRUjacff5yD42P0fg+7ww6Mtw7yxSKmYbCzt0E2m6PWbI7RuKUC06lpjjPH2G3jAonD4WB5YYlnn3uWfC6HKMu88uqrfHbrFnabHavNxmRykueef4Ef/eTHyKKI3aXw9NNP02jUcdodFIolLBbLI/SwzGhoMNR1jo7SeHxujKE+5qz4A0iyhCRJTM9MEQpGCAVCBENBBsMevf6Q0XCI1u0ykUwiSxb0vk5X0/B6vNQadY6Oj6hUa7icDtrtLoOhjvFoL9IiCmj9cSSzo3YwRgaPP/E44WCY/f1dms0xYM3jVtCHQ/TBAJvNjiDA9tYOel9HVdtYRIlCpUij0UZtNkkfHSNbbJjDEW6fj8nJCSKRGOlMmnq9hsPhJDU1RbVao9NsgyCQyeQYDrsUC0UKJzl8Hi++gJ+NrW0WFuexiDImAolEgmarTqFQRNW62Gw21FYTh8uBxWrBZrNTqzcIhgIwMmh12iwvLdFuq1SrVdSuxqCvY3fa0fsDXIqCz+0hm8tSKlWwO5ys3bvHaGgwMz2DYYyo1xq4H50FPNjY4mBvh0gkQq/b/fvvKVmtWGSZeDzB//3DH+FwuZmbnWcwHGAKJoFAiK2dTer1catycjrF9etXsVvtVKo1CsU0dpt7LJLudTERuHP7NvsHR1htFjw+P3pf5/Lli+zt7VMqF/GHQuRPCszOz1MqlfB6fWxuPuD06bPs7e+RO8kxMTF+ajzJ5+l1Opw5d45kMsHR0Q6a2qNYzHHn9l0kUcRiszIajfHcZ8+dZ29vl+Fw3DGoV6v0B0OcDjvxeIyFxUV6vR7Hx2lMc8TW9ha1WpVao8n+3h6f3LhBLBpEH+isrCwR8LrZ2t5DcTpxe/3k80U++eQTsuk00VCIUqXE5EQKfdDl7JnzeBQn7XaH659e5e69e0ylJpFlgTu37xMI+Dna3+fDjz4iHAoxMgw0rUu3o1GpVsAYUqvV+e3f/mf84r33mJ2dQ9N6qGqTO3cfcPXaNaxWGUVxE4lG6bSa+AM+8vkic7MzeLwKS8un2NjYQBBG9HtdNHUMdHM47OMYqiDyyaefEAoGx2IjpxXDgFa9gWABu0Oh0WzicFpoNjv8/O/+jq++/TaZdJpTp5c5yZ/wxmuvs7S4jCyMfQKSKNJo1JFECUmWcCteZqZSaN0ugWCIRCLORx99SKPRIBAIUSoVsFrHKaxuTyMSiaKpKpFoiBdfehlNVcnl0qTTGYrFIsORwe7ODprW5vBwD0EQGQ5HzM3Pk8mksdvtLCws8NnNz7hx48avNOh/JcPUI19sGxgBQ9M0LwuCEAC+A0wDR8DXTdOsC4IgMHbKvgFowG+Zpnnnv3d9SZYRgEDIz3Bg8MnNG2xvbhGJRgiFAng9Pvz+ABOTKdxuF95OgHNn/aytrbG0tEwgFEJtNchkMgjA9MwXCIej4yry1haSRcZmEfmz//RndDWNM6eXsTtc3LlzE7vNiiRBuVwhFI6M8chuB/VGnVAkQMgfBEmirw8ZDDQq1TI+r4+trV0ETAJBH5WTEjNLS1hEkZ7eRfG5yFYrSBYLicgEdmt9DE2qV6nXxytbh9WC1eWm2Wri8weZn3UwkZpEEODB/QecP3uera116rUSiuKi3x/Q1TRmpmfIZrN8+ulnTCSTFMsVbLbxTUgQYPXSJRqNBsViHq/HS2IiAbKI0+VB7XURRAmXy4E77qGnaXT7fb7xjX/AJ599xurqJb71H/93Jqdmx1FKp0KpVKBSqaB4nITCcTqdJrMzs+zs7FKpVKnW68wuzBAKBsesc7sNv99PJBRmZnqG9375d3i9fvq6jsPppF6tMzkxQaFYwm61YLfasQXsNBs1kGBubh634mJ+YZGt7U0MQ8QqWzFNGAwGeL0+FucXkUURvd9D1XpIssTW1japqSm6nQ5p7ZiLp89x426XfKGE2+1mfnYatdtHkCXCi4tcu36V115/ibV7D/m93/s97ty5w+bmOn5/mEq5hCDIJJIJypUy+dwJgUCIr3z5K+zu7mCYBtVCkUGvSyQUJBaPMjKGTCQnsMsypmFSK9WZnpll0O8Ti8XR9SEP7q+RPkrjVtxcvnyFjqpyeHRMIBDEHA5pdjQKhQLT0xMcH+5jc7gI+iLsHR7wta99DbfiZHNzm3anQ6vRYmZ6mr/5m7/BYbdht9jY2d3i61//GnpXp9Fs0WjUaDRqPP/883zve99DFCWmUimGI4OQP0D66IhLVx5jNDLZfPCQn/7oF7zyyit84Y03SWcznDpzmm9/+zvYJInJqQkSE0lOCkVCkSi/8fbbfOtb3+Ktt95iY+MhkjROoO3sPqRda3J6cYF7d+5wYXWVM6dPUSiVOXXqFLIsc3x8yAQmrXqT/nDEf/mL/8wHH3zAzEwKWZb46le/RlfrEwr6OMkVmU6lKJWL/JPf+h/487/4CyqVHe7cXcNhs/Hs88+TzWYol5p02l3yuRPu3l/D5fIQiYQp5QssLi/TUpvYXU4Ggx42u5033/gin964yczMBD/4wQ9wl9wIgkksFuNvf/A9FhdX+NnPf8m5c6d4/8MPyR0fo+ldrlx5iscuP8aD+/fY3d8ln88TCgQ4c+4ctVqNRqPJR+9/gNfjZmlpGRMBWbYiKxZGoxGp5ASNRg2bVaZaro0LYoLJ7OwMzVoLVe1QLBZZXb2AqqqcP3+JYrGE1h0ndxYWFsnn83Q6HU6tLP8q43s8Y3+VFf277777PwJPm6b57//fu8e77777LrBhmuZvvvvuu0nglXfeeecX77777hvA68AVxorBP3rnnXe+9d+7/r/9t//mnYvnLpBIxpGs44KMaYweRccgEo1w/uw5NrY2qNfr433GVpv+IyZOu93iMH2MxWJFRCAUDGGzWsme5CjmsiRiCd5884vs7+8jSzLhSJDTZ85TLJQfPQb3OHV6BUWx4XS66Wo9XA4nJyd5/D4fVruVnqYxHI2QRIme1sWrKEzNzGIMhijesejb7nBijAzSmWNcbjfPP/MsO/v7vPDis6w/XKdcKuO0WzFGBgNjiM/nR1XHtMYLq6uMRkPu339A+JFM2evzUqvXaNSanD5zhsPdXUqlEoYJmAaGYSCYMDc7C4ZBrdGg2WjS6rRQOyrD0TgJI0oCrWYbh9NOwB/k8qVLY6rfXApZlMie5BgMxomUSDiI1+PD4/XT72kUS2VcDgfCcEij2UDXesSSSTLpI8LhCOFQiHarg9uroHbGh4kdVcNqs3L16gfIFsujPfMRCCKhcJhOp02n08Ef8KEPBgyGQ6xWK2pHw+f1kssX6PX6nDp1mka1QjAUJJs7ZjgcMTJMJmMxjjJp3vj859F6XdptFYwRkVgUq9VKsVgmmkzidrs5t3IKtdfD6XBimkM8bg/pTJZBt4eJhCSKdNQm7/3k51y4dJnhQKPd6fLS556hNxjSbrQ4ffYc7XaDza0dRoMho9GQaCRGKBpiYjLOmZWz7OzvoWoqs7MzzC8uMDIM1h88JF8qcnC0y0QsQbVao9FuY7PbaDSqPP/ssxweHeF0ulA7LSyyhVgsjGkOWVtbx+Nx8fiVxzg4SFMonFArVel1ezgVK7Vag9HIxOWwYwJH+3sMDJBEEbWjEovHcLkULFaJH/3ohzgcdoK+ILJVxmZz8P4HHxCfSNBXVax2Ox6fj0QyOY4bRiLo+oCNzQ1ef+3z1FstZmdnMcwRa2u3abVUEtEoL7z4AvVGk9t37hKLxsd7+/UOE1OzBMKRMaLE7cHr8dJsNtnb2+HD9z/g/Nlz5DJZIrEolVqV0chgdnaaiYkparUan3xyHYvFgkW28tjly2zu7HB4eMDJSZZYNEYkHEFxOfjd3/ldJicnyWSz+NxuIrEo+wcHPP/8C1gsMh6Pm+XFRZKTKZKJBJPJCUamiDGCTz79hO31DYLh8QrcNIckExP4vT5UTWU41Pnm//RNjtNZ5ufnKZRKfPnLX+EXv/glzVaLTDaLqnbBMBkNhuSLBc6eOjPewsUERPx+PxaLFU3TkGWJ4dAgNTVF+jiNYBq01CZdVSUYCGCx2phNTTEYjWO1kUgUq0VGECXeeP11el2NM2fOIooixWKR4+NjXn75Rf7sP/2fv9KK/ldSCT5a0V82TbPy/3ltG3jeNM28IAhx4APTNJcEQfiTR39/+///uf/W9cPhkPkP/+Fv8sYbX2Z7e5uepuEP+Dm9ssT1G7dQ1XE2OH2cptVu0WxWEbAwmUpSyucZGQJur0Kz2abRaBAM+rFKlkfIhBqK04skS6hqF6fLyer5C5SrVQzTZHNznXhsbKN3Ol2oapcXXnyRq1evsrOzTSjgJ56M0+v1KRdK5Ao5nHYn07OzXLq4yu27d4nFIlitDi5evMCtW7e5d/cOgWCQxbk5Do8PcTnddLQWWxs7uBSFL3zhC6zdv48kSUgCnOTzhMIhEvEECAKPXb7M3/30Z1QaFZwOZYxCADxeL06Hg1ajASLIksxJ/gRZlNGHfYyhgdvjw+vz4vW5sVgcDPQ+/b6OqmlEo0EkyUar0eDM2dPogxH1aoV8MY+ieOl0GlgQuHjpMZCg2x2wtbWOJFlZmp/nxqefYIgio6FOanKae/fvIwsCCAKCKLI4P4shiNSrVawWmWq9Pj5vmJklEgyRTh/S6+v4AiE8ikK1Pi65mQhYrSK7G7tovS6xRILhaIDe7WGz23jiylMEgyG+91//htFwxPzCImCSCkfI1QrsbO7T7WoMDZNTpxdZf7jN0089hWEa1BtNrl39iM+/+jqPP36Zw4MDPvjgPS5fukw6m+Py5cvs7Gxx69ZtJienkUSYmZ7iKJ1lOBwgCOP8997uDpOT04iSQMAf5MzpU3S0Dn/919+hq/YIhEIsL64QjoTZ3d7B4bBjsVjxeD0cHB1y+fJlrl69Ti6TxulysXpxlWgsyvrDdQSgN1CJxeLU61VGI5F+T8fv8VBt1tA0jccuP4bP5+ev/+q75AsF5hdnkGULKyunuXLlCj/+8U/J5bLMzExjGNDr9WiVy6xcOE8pX2A46FNttCgXi4iyxCsvv4SmdhkYOpFwFMWp4LLbsSoKP/jB99na2mb1/DmeeOIKxVKeGzev43aHaLc7NOo14okkE8kkI12n1mgQ9PtYW19jefksDoeD+/fvk0wmEA0TwSLz2muvsnZ3jUwuh9frQdNatNs9Lly4wN72NoIkIEsWDo6OWFlZoNHoMBoO6XY1bHYbmtbD7/Nx/sIF1u7dRuuodLp9UqkUqxcvsrm5MUZ4DEeoqkqtMu6nXLpwHq3bw2qz8bOf/5znnnsOr9fFhQuXuXbtKrJsIR6Pc+/uHewOJ6N+nyEmmXSa1UuXmZycJJvNIksS9UaNSqnC3MICbrebYrGI2mxiddgZ6APOnj1Lvlgkmz2m1+sSC8eRrBKCIDM1Ncnm5jaTE0lyJ3lu3brG4twKyckJ/IEQd+/eZXIywf7uPvOLS+zsbD+iWPrHTwKpFPF4nGQySblc5urVq6hqiz//82//SirBX3XQHwJ1wAT+xDTN/0MQhIZpmr5H7wtA3TRNnyAIPwT+tWmaVx+990vgX5imeeu/df1oNGJ+7Wtf5coTT9PvdxkMR7jdbgZqh/XdPWKxGF1Vo1QuMRqNaDVbxBIRhkOT6ckUWr/P5dVV1jfXadTqdDodkokEnXaLar3BRDLJg/V1EEzOnz1Pu9VEVbtMpCZpthocH6cJhfwkYpOEo1EO9/fxBfxUKyVq1QZWm4woWjANg3wxRyKRZGZmmlwmh4HA5curFPIlEAQunD9PoZBna3sHXdOwOqzIkpW22iYWiTH+V43Qujp2m42LFy9y4+Zn6H2dpeV59nb3icXj3L//ANM0mZ6eolGrE0/EKVeqOB1Oev0efp+fdqvOzNwMdrubH/7w+3zlK18D4PjwkF6vh81ho9VqoqoqiwtLjIYj8oUCHsWFPxAgk8kiCgIer5tev48kS+TzWaanZ7Fb7JRrNRSXk5mZWSwWkw8/us5vvP01NjbvYQwFytUqtWqdmekUu/u71OttXA4HoVAYURKIRmNsbGzQ01q8+vrrvP/eR1gtMvqojyBYAQGv4qI/HLtmRWEM8YpFwpwUS7hdLg4PD7h0+SJ7+8dsbmygOJ3MLSwgShKlfJadvQOee+ZZjjIZbt+6STgSJZVM8sKLL7Kzs01b7ZBJZ8ikMwyNIf/693+fb//lf0HXDYxhH4fNTrneIBaL0+1qlMslIqEgm9u7vPrqq2SP02hdjUajjs3uxG6xsHTqFK12m1AoiEWSuXr9Q373n/1z/uOf/AmmLHPh/BkGQ5NCPk+n00KSLEylJtk/OECSRdLpQ86ffwyHzYbNakXxuGk2miQmEni9Lvp9k3q9QKlUpnBSxuV0EYnH2NnZwWazIUsiI8NkY32Db37zf0aWZX7y0x/R7w/JZXMkEglMYwiizOq5szTrDSwuOx988CE+X4BLF84jWqxYZZn9w30yh4c8/9wLZLPHTM0vous6W1ub2K02ZqZnGAG3Pv2UWqtBIOCnXmsQCPp4772P+F+++U2yhTyDwQBVbXKSK2GzW4mEAkzNLLCzs02lUiUWDtPVdT777AbLyyssLS2hqSpnVlZwuhXSx0fcuXePRHwcbx4MBmDCQB/SaLdwOJzkshkEE+LJJG996S3++q++jWQRmZ8/xccffsDQGPI7v/PPqVUrZLJpstk8zz//AoIgsLm5QbVSwWKVGQ5N4vE4Fy9eBOC9n/8cZBm/X2FiIsWnn3yGzSYhShbOnzuP1WYnfXzM4eEhNpvE3Pwy/w917xUrW3qeZz5rVa3KOcddO8ezT+oT+nSf0IndbLJFUpJbluwRJSrNwL4ZA9aMBzMXBDyAZEmQYFujGWFgW6KkpkXSpNiSqA4km80+YZ+899n77JxqV855Va0Kq+aijonBXIxowAMM11UVqoBCpe///+973/fRSRLFYoHtzS28AS9XX7zO4dEROztbDIcCqVSK+fl55uZmSSaSNJt1TuIJ5hcXcbnsiKLIH//x/8nS0iliY2MIwhCtpCEeT2K32UYsYYeDblfh7t17I+m2w4Hd4SAUClIulQH4t3/4hz9WoRf/3io/uq4Oh8PzjFoy/1QQhOv/9weHo9Xiv4gyLgjCbwiC8EAQhAeyLDMzM8+dm59w5+ZtKqUyzUqVbLGIy+nEJOnQiCLlSpV6rYZer6GUL9HrKEzNzDA3O4vX62UwGKD0ejhcbp5ub3Ln3h2SqQQPHz5Cr9ejl3S0ZRl1OERW2mSyWSTJwMzMLB6PDxgBhrO5DA/u36fb6uB02Tm7sIgkCYDK1NQMw/6A48MjkukMdruDRCJNsVjAbDLxzjvv4HA48Hnd+ENBKpU6uVyW08vL6A06eoM+RpMZtdfDaDKSK+TRaER6/Q4P7j1CEODkJI7BYGRqYhK/z4PBZKCQK+ByODEa9ZjNRnr9PsFwhHQyy97uDj6Xj2QyySc/+IjNraesPVljZeU2J/EEg4FKMpkkk82gqir7h/vEE3Gsdjs2u51ioUg2myWXzmK3OPn4+z9gdW2NwWCA1WbHYbWh11mJRCKjARR6JL0Rt9NDsVhgY2OL8fEZ9Ho9yjPnqFYrIbc7aDQiQ1Hih5+skEynmVtYQBD0tNsNbJYRCEZROlhNJkRRInkSZ2w8hiRJpDNJAj4/f/Wtd9nZ2eHsubP0h0MODw9o1qrojEamp6dAo8HjcbB8+jQ3rl4lGovy7Xe/QaPVwmQwcP78ea5cvozFbOEv/uIv8PtCTMViqAzpA7FYlFarRTgQIOD1YbYaeP1Tn8Lj8SAAoVAAjVZEbtVw+/1s76wjyzLb20+5eesmr77yKifxOBpJS7NRZ3XtCeFQiOfOn0fUjOYxmWwGpd0mm8nQ7wu8ePkyer2E1+tic+sJh8dHOJ1ubv1whY8/+gi93kKlWKdQLGKz2XA5XUiSxMTEOC6Xm0wmzWffeov+YMD9Bw8J+oL4PV6cTjsWswmn24NOB/lSlmAswsOHqzQaLQwGHR/fvIVWGFIsZxj0VZbmF7h19xZ6g5FWo4baH6D2BwxUlaOTE1xOB5evXCYWi2Exj4qQ0+nkxo3r7BwcgDrkuefOE4lM8Ou/8WtMTIyTSKY52N8bRYRffYFWu43FYubixUvk81lWVlboKArrWxv8H3/8v1PO5nG7vVw8fx6b3YnT5SYUiXD5yvOIooCqDggEfbz+6Tfw+f0kTk6ITUyTy1XY3HyKRiMhaQ2cWlpi/ck6wUCI2ekZ1tYeMT01wZtvfoZXX3kVu92F3+/B5bRz/+5dvvrVr5IpFDAaDDx6sIpWo+GVl1/GZnezurrKO199ZyRd7feZmBzH7vAgSSJDhvj8XpptGdAwNT3N5OQE169dZ3Z2llAoQDabpV6vM6RHPB7HbLVw8eJZ9vcOCYeivP32z9HtyqyurSFJerLZIktLC4DAG2+8wb17d9nc3MLv9/DySy8RDAZZWFigVq2RzWZHLukft97+ODv6/0eB/jLQBH6d/0qtm3A4NPy3//rfsHL7JoVymehYDK1WoNXq8Norr7L6+CEnqSQej5NAIEI2lWEw6NEfDhn0uuj0RjxuDyeJE5ZOLbP19AkDFYr5HOoQdDoNZquNbrfHP/vv/xn/4U/+FHXQJRaK0uwqtJotPG4XVruDay++yJ/+6Z9wfHyEVtdHJ9n5zBuvE4tEef+jHxAMhljfWKWQy2O3O5mdm6Vcroz6oZKE0WRiefkUf/3uXyOIAj6fn/jxIWfOnGOoDuh2u/T6A9RBj7HxMCcnOdR+n6EgsLS0BOoApdulWivTbLYRBJFOq8Xk5CQmk5G9/X3OnDuP1WTihzdvEgkEOErGCYejFHN50tkMogZCwTAMBrRaMgaDkW6/h8PloFWpkS7ksFjtnMSP8fkCXL54keP4Edl8jhdfuMbu7haVUoVA2I9Wa2SgdOij4vH4cNgdrD18wML8Ajv7+xQrZSZiI+1yq9HiJJViYWGB1MkJ0dgYiUQSzbCPoqo0603mZ2apNhvksjlCkRByq41GFBEAVRgQDkSo1ctMTc8yUFUcdjtPN7cJh8OsrT6m02oxMztLtVEjGolRrdWIRALs7x0gCiLTU9P01R4fffQRHq+XmakpHq2u43Q6cDkdrK2uotFoOXv2HNvb2ywvL7O+vo6iKMzMzlCt1kaGKp00IlBpQOkNEIdDas0mw+EQSQfVaoPnnruMxWKhXM6xs3OIQS8i6UwIApjNVqrVEma9iWqjRiwQotFrU8gVcdrtFCtVIpEQhfxI2RWKRDGbjQR8QdafrmO32xkOVA6ODnE4XASDAYqFIjvbW3zqjdfY2tpjbe0xly89T7fb5bVXX+Xx40ckEwn8oTCdtkyr2SJfLHDh3HnypSKyLPPqK6/y/vt/hyBqyWUy+IM+tEOwujx4XHasNjupdJZ6vcTb/+AXeO/996mWCsQmxjk6PsFms1KrNVBVFZ0k0Wq1mJ6ZGZ0g9Xp0OolarU6/32V7aweT2cxENIoK5AoFQsEgLVlGlptEg2GS2TSNRovvfvdD3nrrpyiV8nSabWwuF11Z5vILL7C/v8vdu/d54crzVGp1nA7bCGeo1dGs1xE00G51abRaow1COsW1q9d4vPqYcDiEy+V6Vrs0KO025WqR8fHpkSsbgbUnT5iamkCvM9CSZUwmPYVsAaWv4HI5yedLhMMRKpUK8Xic2dlZNKLIi1df4JNPbnH/3l20khaHw0W9XmdiYgyGIl6fD4NWS6XRQKPRMD09Ta1WQ5JEFKVPr9ulWCqyOL/AUBiSTCSw2+0MVNDr9WxuPuHq1Zc4PDzE53Pz8OEqly9fRpZlNjY2sNnM/NZv/c5/nR29IAhmQRCs//k28DqwAbwL/NKzp/0S8O1nt98FviiMrueB2v9bkQcYqsORikJV8bidxMbG0Ek6GA4oFAr0hzDoDcim82TTWfQ6iabcYdDpojMY0On0SFoRk9nIcDgkly+hN+hxeT24vR5MFgsGyYDH4+XWrZuYTUbm5pcIxWLodHqGQxW700mzVuNwfwd1CCaTEb3Ojl6r5d7DVeqNFgLCsyJgGA0OXSPTSq1WQ6vVUK9VyGVTJJNJJiYm0Go1pNNpJJ0BpSPj8/qYX1zCYbUyFDQcHsaRW3UqtQpaUUDpdEAAs8GA1WqnUatTq9Ww2mwMh0NaHYVytcJff/vbfO+j75FOp8iWShTyRW7fvk2ukMVoNOFyukctiGAYpdujVq9Qq9VoNWTMDjsGyYCqqqTSGTLpNLHxGFevXcNitrGzu4vBaKZeb9CqybSbDVSG1J4BoZutKtGJcda3NtAb9KiDPvliGZvVjsfrJhoOUy78Z4pPH4fdjqQzYDdbsNqs6C16rCYzC4uLSJIOi9XE/OIiglbAZLRidzrxByMUsll2dnZod7rkchnMRiO9XhejxcxQ7bG5uUmxVEIU4PHjdVrVGicnx+RLeSrFChcuXkSr1ZLK5BGffbbBYJA3P/tpls+cJV/Mk8tmebKxgdliZnw8xvWr1/B5Pfj9PgStxKOH90llcjx89IB2T8FoNFLI5YjHs8iywt7ONk9WV9ne3iSRSMBQQyDgY6iCx+Wk2+2AIBAOhwjFxnj52kujAZ1eh04vcenCcxhMZvqDIQG/n3q9xePHD9BJEv1eH5fHy5XLV+i22+RzWbw+D8FwBLvVyVtvvcUv/je/iKTTMDURYzAY0O8PqDebREJBOoqM0aBHFAXKtRqRbgrkAAAgAElEQVTj4xEun3+ORDKO1WQhEvFTq1UpFMrEJqcwGiX0Rgu1ap3kySHBQAS9XofP58PpdqPTG4iGw3jcHgx6Pcl4nF6vh14vMRkbw2q1Ui4X2NvdI51OU681mJqc5MK5c/TUAcl0ilIxj0YrjE6kPYUPvv99vvGNb6LTaen1enzta/8RuSVz6vTyaC6l1VKuVBBEDfNzs3Q6bbTakcKsLSv0+z22d3fp9SCTSVKv17l48SJLS3OUikXmZqaw220UiwXU3miT5fH5sJjtzM3N0W622Hj6hKmpyRGQptHAaNCTTWcZAoMBVCqNUXyD2UxXUdDrJV556ToDtYcoavF6vVy4eImf//l/xNtvv004HOZLX/q1ETS808FosRA/2v9RrXvy5PGo/dppgwDFQpGNjQ2+9a1v0m7L6HQGPB7PqP0cHuOb3/xPpNPpkZ+m3ebv/u5vODjYxWIx47a7/r7y/aPrx5FX+oFvjXrLaIF3hsPhe4Ig3Ae+JgjCrwJx4OeePf87jKSV+4zklV/6+15AEEWOT+LYrXZsdhsGg4RRqydRa45+sEYjIa+XSr2B0WQkFA5TKJVptpq4THpyuRT5XAajwcDx0SHTU+NUS1VESYMAmIwjPmskEsZuc1CvN4jHjwj6/Xg8bjrNJkcHezTlDpVaBXXQR6PVEg6E6asqNquVo0SC7e2nXLt2jSsXL2E2mqmUSlhmR3zJdDKFLxhAFDWsrKwAoNNosdosjEVjHB8dks0XCQUCpDMpDo/iiCKcP3+O6Ng4m0836CodREkPQKGQx+Nycebcee7evQuiyM72NufOnmH/8JByoYjNZudwf5/BcPDsRHPEm298luFwyPr6GieJBOFQkEqtitpsYjSZmJwaR4PI1WvXaNRqeNwuvvVX32RybJxmo0Gz2cBssXD+ubPoDGaSiRP8/gALSyPAeafTptWs02jKo9x8u5N+p829Bw/4uZ97m2Cgzs7eHt1eF0XpcnS0j9/nR+2Dx+MhmUhjdzjxO0fQiqPjQwbdLjqtnkazSbFUpNNRsNkslEsl7ty5zXDQ56++/Z8Yn5hmfDyGz+vn5u0VyqUcAxVcDiddRSFgMaHXGzna2aWptJHbMhORMS6efw6VAYmTBGPRCB63G7PZRLNex+v30Gp0QBiysbHGnbsrTIyN0+v1CIYjaAWBU6eWYTBEbzLgD4UwmcwMBgO6isxg0EenMRAbG6PTlkmncxwfHTExHuPNT3+Wp5vrBH0h/D4/OqOeRqWK3GnjcLnQ6o0Mh9BqNTGZTXjdbjbWnzA/v8C9+z/E7fawMLeIy+OhUinxZO0xS6fO8K1vf4trV69RKJZ4/fU3Yajy9b/8GiarhaGq8uH3PsBmc3H9jRsI926hEQSOj5LMzk7z7/7df+DGjRfx+eb4jf/uV/j619/lnXfewemyc2r5HPV6lVarjaTTs7O7i8Nh56PvfZelU8scHx0yOzc3ihNZPkWhWCJXyFMoV8hms0xNTJPNZen1BwjCEKPBRDqX5tGjRzx//gJ5vYFUKsviwgLVcoXLly+xs7PDt771Tc6cOYuAiN5gIh4/4cyZM5TLZZR2G52kwWI14vUE0RuN3L9/H7PZgEFvZGlpkUqlypd+5dfY2d3j61//KpcuvYDD6yCfz3B5+TQ/+OQWOqORaqWCTqdlcmICs9nEAOh0evR6fSqVCm63A6PRgtPlQFUFkskEH77/AS+//BLZbJYhKleuXCKdHrV8766s0Go06PR6rK+t8vqn3+DG9evs7u5yfHyIWW9k4+kTWrLC/v4WZrOZ//l/+l/46OOPcblGGTiFYg6NRmRueharzU7y5ASz1YrFahnBU2LjJBJx8vk8FrMZu9WKwWAiEAjSbDR/7EL/X9y6+f/iioTDw1/51V/m7bf/IXdu3qKttKnVGs8g1DEkScvezi4Ol4eg243JbkUv6VhbX6PVlDFZzGi1Eod7u/iCXsbCY3QHoNNpaTTKBAJjBH1+dEYj+7s7KN0uWknLp19/g1QmSTabY3/vkH6vRzafYHFhEZ3eytP1NQL+IMvLywxFgVKxwMaTDWxOJ1azkWwuw+zcPDar7Uda18nJGR49uI8vEEAjCgzUIcFgCJfTCcIQh92J3G7T7/eAIfF4nEajhUYUcbvdSJKGdCaHosh4vT6uXr3O9773PdyuURrnk7U1PD4/GhHGxmKkM1kkrQZJp2P76QaBYJB6s4nT4SBfyCMMBS5dvszO5iay0iVfyONwOHjuzFme7jzFbLKSODxgfHKaXD6PPxBA0us53NtD6XU5e2aZtjzamRTyOfQGI6cXF7HarKxvbqHIbYbDAc22QjQaRJa7nD1zhnQywfrG02c5KEdMjY1Tb8uIgkipWEQraXG5XCRTcQQkRI2W6clJLGYzOqOR737wPv6An1q9jNnkYGd3h1qlwue+8Dmq1RqpVIZCLsvM7CxKV2FhYYGN9aeIGnFktDJoUZQ+iEPKxTJnzj1Hu9nk0doqToeD5dOnWH28xszsHE6rmU63RzqTZThUWZxfoFQpks0VkBsNJqan2Hn6hMmZBULhCInjYzx+Py+/dJ1vfu0bHMYPmZiaRFEUKpU6J/EjXrh0hblTCxiNEtVqm3v3Vuj1ulitFlwON+cvXOT27dtUymWikdBIoeMwsbt9hMmoZ2d3D61Oi8ViZHJ8hnQmgcfrR6PR0Wm38fq8NBtNspkMTredyxef56++/W06SpenG+v0+gqvvfZprNaRgezp002uPP8CbblNuVzCHwgyPz+P2u3yZ199h4uXLuD3+nnw4AHLS6dYOnOav/mbv2Vra4tLly7h9bgRNQJyQ2b/YJ9AKEy/2yWZOiE6Nkaj3sDl9uL3+3n8+DFXrlzh1q1P6HZ71Gtlzp19jrYykvD+zM/8LPF4nInxcaanp3n/gw8ol8ucP3eO+YUFfv/3fpeW3ObKCy8gyy00GoG23BlJECfGcbrcBPx+vv6Nb2A0Gjl9epk7d1bY29tDUWQsFgtvvPEZVLVLu91ldfURsdgkAIqi0Ot2WFxaZn9/h3a7y6lTpxiqfdY3Nslms/yv//Jf8sGHH6IoMo1ak1arRSYXJ5ep8NbnPsfKyh1eun6DfD7Lv/+Tr/DqSy9hd7kIhULcuXMHhn1Onz7H080N/vE//kVOnzrF7/ze7xAJR5idm6HXU3E6HDSaDf78K1/BYrVit5lhAKKkY3xyHIfDxcnJCfl8nmKhwKnlZSRJZGtrB6vVitySiZ8c88EH3/2xWjf/v3DG/s7v/s6Xn7/8PFpJy9raGvVajWKxRLNVx2IyM+z20BmMVGsVXv/06zx/5SqPHj2ikMszZMiv//p/ywsvvMjtO3cYH59CbssoSpdSqYTJZOXVl15m8dQSitIlmxtBw71eH9/97ocYDQa8Hj+lYgGTUY8kGVhcPEU4HMbr8zIYqnSULunUCQajGUHU8Prrr7P6+DEDVaVSLDEA1EGfgNtLrVllcnIKvV6Px+3BZrFSLBXRakX8/uBoer+/T66QIZvJ0ev10Gi0SFoBj9fL1avXKFfKNGt19g+PCIVCyLLMrZuf4PZ4UYdDOp0WE+OT1Op1lpaWRixUi5ViqYTFaGKISKVSIhqJ0lEUCsUCNrsTUQPtpozNNjoeKp0e05MT2F0edva3Gaggt2XcLicGs2mU+OnxcZJKPju+Gun3VXr9HulsDr/XR7GQQxXg85//At1un0qlSKVao1qvo9PrkSQRSdKh1WqpVGr4fD76/T7RsTFikSj9fpdINAZDlZU7K+RLJWqVEr1+D7dr9H6HAxWjUYfN7qReq6MRRcLhMKJWJDo2jsvl4vvf+4BXX/0UzWaDjqJgNuqJjkV5svoEk9lCuVzC7fEQCARotmRUFc6cPkU6k2Jv/wCrxYJWp2N6app0OkW93kRuNzg+jNOUW3zhp7+ATqfHbDBSLJXodtsMgXKtzs/87M/yg48+xuWwU8jmUQWBL/7yF/nD/+1f0+0MABW9RseZc8/RarWIREO8/9775NJpYhNRxsbG6ChtjvbjqOoQh8tKp9OhUW+hqkPsThuSRk+n26NYyDM9MzPiEAujSIl0Js2T9TW0ooTZYiEUCjMWjWLWG9CbTDSqDeS2wlgsRDgcxefxYjQb2dvbRtJI7OxswhBqjSYvvPgiiqJQb5Rot5WRyml6CnUIrZZMIpVAGKpkchlEjUCxVEHS6qjWynQ7XUqlIjq9xEn8GLvVjslkxGobpX/ubu9w8dJ5jo9PePrkCS63e6QQa8sEAl5u3rrDJ598QrlS5eBgD6vNxuTkBLlcjrFoFI/XhzpQSSQS3FlZIXFywsTkJL1ul3q9DIjYbHY0Gi3Hx4d4vX5yuTyCoGFxcRGnwwqAIEC32+Xy5SsIgkC/r5BKZcnncljMZrK5HKVSjqOjBB2lQ7lc4trVl1B6PWKxGNVqjWgkgt5g4OWXXqJaq1Gv1+n1FOq1CqdPn+UkcYIoiBweHvLhd78HqFgsVmS5Q6fTQWm36fb6/IOf/mnqzRaNWgNvMER0LIjb5aFaqxMKBMgXcgT8AW7fuYPTbic6FqXb7eNyu9GKGh4+evSTE4HwR3/0R1/+H3/zN6nW6vS7Pfqqylh0DK1WS7lcod5s4nY6MZrMJOPHrKzcxmg2U6lU+Oe/+c8pFovc+viHJBIJhgMVBDCZTdTKFRAE+j2Fre1tsrkM/V6Per1BOp1AJ0q0ZJlUOsnE9CRWo5l8qcTRcZxkIkG/26PZbCG3G4zHpui05dGXpHQw6A00m02sdjvXrt8gl8vg8QVo1utYrHbKpRLxk0OMRgPtTodiqUy/2wNRoNls4fcHSafTlIoltJJAudIgFonSVroUCkWSyREYO5NMEQoE6LQ7VGplXC4PE7FxGq0GtWoFraRh5+nWs8jcF9EZTWxurPPKK69hczhxOO14PB4SyRNCoQjj0SiJVBKXy4vdZWd6ZobdnR1sBgOZQgqr1Y6o0ZDNZph9Rooq5vJks2ki0XEsJhMdpU2xkMfhsFEslNFIAulUmlAwxMrdO3TabUSNgMFg+FG/s9VqYdAbGNJnYXGJtbU14kdH+INBzAYTjUadTldBb9Ajihqa9QaNRoOpiUlMFhONyuh+IBjE7fFSr5TQSCPvg/VZpPLGxlM8dgfhYJD7j9ZoVKpMTE4g6QzYTGYGwPHRIR6PF4vZTLGUh/4IXq5/llnTkVvo9QYsZjO1eoOFpQUW5xcpFIvs7+3zcHUVn9+HXG9Sbza4fesmr776GtlMBqPZwvkLFwkGR+FUfl8Ag15HvzfAbDaTPIlz9tw5bDbHyOa+v4dWI3H16jX2N7fJVyoUi0VQ4fTZ87icDl5+5bXRYLdWo1qtoJN0TESj7O5vo5V02Gx2BBUq1SpKt0M0FEYUReYXlgiEQxweHPLSyy+TTSfY3d6n2+/x+PEqoqgh4Pdy4/pLHBwcoJH0NOp1eorC9Rs3ePfdd+kqCtlcjkcPH3Hp0iXee+89fF43tYaMLLeJxSLI9RYmk56+0ieVTDJQ+yydOs3zz1/B4/WSSsY53N3DaDLT7beRJBMRn4/I+PgoRjiZpFqrgaDhlVeus7X1lNOnz/DpNz9Do1Znb/8ArUYkmUzz5MkTxidibG5u4vX60Gpgbn4Bh8PK1tNtXDYrJouBsbFxouEgmWSajqJQqVTo9XokEwlWV1f55OZtbty4xuNHj/nCF77A7du36Hb7tGSZpbk57E4nJyfJUeSC08X4xCROpwubzYbP6yWRPEFvMJJKp3A4Xezt79Pv9bDZbLjdXpqtOuVylasvXiWZTNLv9ckXimg0Ap1OF6NRj91hIZstcOfubdpthc++9Rb3796mXGmwubVNoVAgnUngsDrIF/MEg368Xj8mvYGFZw7jC6dO8c7XvvaTU+h/93d/78uXLj2HOlQxGIzETxIkT+JotRoikSihsJ96UyYYCnHz1q1nUi0L0WiEs6fP4nK7uHvvHtFQCIvdjtvtQRAEur02ep0Bi83BleevMOgP8Ae8OGw2kskkpWqRfC5PoZjnjZc/RS6XJzo+jiCIgIrZYmMsGkHp9tGIUCyXaDabo4jj4ZCxsVFbqVop0+0q2Kw2XC4XW9tblEolXC4PLVlG7fcREGk0a5gNJrR6LaKgGaXtRSIgjAZUl69c4eDggGF/wEAdwHBAoyWTSsWx2Kx05A5yu0WlUiUSidLuNNGKemRlBFpJp9Pc/OQT9EYTX/j85/nO3/4tXaXNYKCSOInT7SjUZZlYZIxMLotBp+Pp5ibNeo3p+UWUdpedvT0ikTEKhQKvvPopEok4Dqcbi9VKMnlCKpWm2+lgdzowGS3ki0WSxwnaSodAwIfH40cUBaxWC/2+itvtIhAMkYjH0RkMyO0ODAaoCAzUAeHIGKl0Aq/XRzgSJRYI0mo1icbGaHfaWGwONjc2KNXK6I0mBEGkWi6Qz+YQ1AHtTpdsLsNwqGFiYgK53WZzZ4uzZ88wFh2jrXQpZrOUGjWODw9ZWlpi0O2i1UpEI2No9RJazQjTl8tlYCiy+uQhdrMNnUFiOBSoVCu4XB6O44f0ej3kRpNwNIjH48PpchMMetBoJJ4+3UBQB5hNZiw2M4ViFrfXzxAVm8NGU67y7l9/B7fTxaDfx+4YReGqQ2j3evT7Hb70K79Ku91kde0xWkmLLMukkikKhTxdRUFuN4knkrSbMqfPnmVvd4fjk2POnztLW1bI5jP4/SFK+RyDgcoPP/kB2VSGsbFxSuUyGlHgpes3aLdljuNJqtXKaIhbr9NV2kSiMb71ja+TL5b47FufZWlpmYGq4rLbcbrsZDNZ9AYdSqfL337nO1y6/DxGvRG334fP72agjjTkpVIBvd4wMjdqNKhDAZvVit4gUa030Wg0pNMJdrd3CQQCBIMhJElPV+nxU5/7HLdufYKk02E2m+koHSwWCxMTk9y9s4Ko0WA2W7hw/gKbT5+wubVLOpOl1ekgihJnzy5jsdioNqq0Ox3C4SCFfAEEkVgsyuzsNCsr96mUy5gtRmRZwWI20VEU3F4XD+6vcGr5DFpJSz6f4cqVF2m323z7299gOBSQmy1WHz3E6/c/Wxy7eH1egsHQyNCUL6DRaHC7XCRTafw+Hy+++AJ7+7uk01kuXHiO06fP8eGHH5JKZTCZDOh0OtrtNhpBZGI8hj8QZGl+np29fbq9DqeWTjPo91hYOsVXvvIVfD4fhUKBD7773Z+cQv8Hf/D7Xw4FfJhNNvTP5FGhYID4yQk2s4VypUoulaJSqTA5NUkul8ZoMKLRaLl1Z4VCIUM6k6deq6PXSSidDs1Gk8npacwWC4Vchg8/+IBcNovT6eTw8JBms4HT5kKUJELBEF6Ph73DQwxGCdDwxV/8JeS2TL3RwO32ED+OoxU1NFoygjBEFAXGYuMUi3ksFhsXLl7m8OgQpdtG0urpd7uEIxFAZDDo0ut26XQUOp32j6KTzyyfRqfTYTAYGahDarU6SkehUimh0UhMTk1x+vQsmUwJUSNx/aXrGE0W6o0qOkmHRtDQV1Umxsfp9wZkM1nqtTput4unG0/odDp0lC42qx1/IIhG0iC3WhzHT6iXKkQnYqMc7qFAOBwe9QrtduwWE7VKDVluYrPZMRhGYI5OW8FoNNAfjOIXej2F+elZJL1EJBrDoDegDvtoNRqazQZDlWc7vxjtTodIKITH60XpKoQCQaxW6+i7ktt0e11sViNWpxuNpOXWrZssLixSq1apVKuEIxE+91Ofp9/v8/DRY0Cgp3YJh6Lcu3d/5DIWwWyx4nO6SKYzxBPHRMci2F0OBEFDR2mh040y1iu1Gs1WndjYGG25g96gY3t7h8FAJejz4XTbcDq9VMplLFYjHXnEPwgEfKTSaZKpNE67DbfHze7uAa16g0goRK3RYHt3m1AgzMXzz5FIppB0WrQaHYVCFrfDiaQRGYoC9WqN3kBlbmaSdDrDRCRKKBzhL9/5Kr5AAFUFvU6H0WgkmRhBZKw2C26HC6/fR7lYJBqJohlCp9fn0699is3tLW5cv0Fblvn4kx9gMOhZXDpNq9XA5fbQ7nS4eesWLzx/mcnJKbK5LJJOZHl5mVq1RrfXx+4cIR2bjSax2Dg6nZY7K3dxOV3IchuzyYxOr8fvD7CyskKlVuPM0hIT45MjjKJBx7kzZ+gPVA53dolNjpNOxxmLjDZRg4GKzW6nVq4QDUfY3NxiYmKcarVGuVxGp9ORTKao1xvotFomJidhCKtrj3n9jdfpdFoMBkOWT5/mwYNHPN1cZ2l+AY/bg04jotVqyebzDAZ9goEAqiowFosRi8VGg2+9EY/bjT/ow+n08Oabb3B0HGd5eZmPP/4+L197BVEEq83BwcERg36P2elpHj1cRRDh9Kll2t0WAV8Qg8FIMBRkiECxkGViYgoEgbFoFFVVMVssLM7PI2o0dNoyJtMIxv6Nb3yd69evk0qlOHv2DCsrdwGBjtImEAyRzaTJ5PIEAz5cbjf5XJ52ZxR9btBL7OzuMTYe5r33PvzJKfT/6l/99pfnF+bZ3tlE7Q9wuGwI/dFxtFQq4fP5sDicuL1erly5MlKbHO3TbLYwmy30O12cTielUhFBI6IVoNFqMTu3wO7ODrLcpt5oMFRVQoEA3Z6CqNHRV/uAijrokysWaMsycrtFvd7i4PCQtdVVdDo9xWKWntJFo9XidDnQSXryhTwAuVwGh9PB4eEBhXyBgdolFAyRSqTIZXPYnXaSiSRmswWTyYCqCmi1ElarFZvVTKlSpVwuk0olKRWK9JTRqt5otrBZrfT6AguL0xglPbHYBDq9HpPJSDqTJBwJIQgi09OzVGtlao0avW6PbC6PqBUQNSKtVguLyUK9XsPn9REIhEilU7idLqxWG8FQmNnpabZ3tqlUSnS7PeKJEy5dfh6NVkIv6ZibnWN9fWM0OFVBbjVwuNzUGw0EcQTN2NnaoFlvYrWbsVocPHz4GKfLQact02g0OXXqFMlU6kfGJL1plD5ZKOYJhyMMBl0ePlwjGAiwuLjIEIHZuQVq5RLdjsJQ0LB0aoF2u4XFaKbdlbHbnFQrFYLhMDqdSDqVod6ooZUkTGYjxWKJQbdHU25SKVe4cOEyxWKR1bU1ZqanUQcD1CFkc1mcLg9Xr15jfWOdcDSE1exgMOgyFhtnfGKCza0dzi+fYsgQUSsR8PuJn8S58vwLeLwe9AY9hVyeTq+NqgqIGmg1R2YYu8WG1+cnNj7NwcERqWwOVe2hqkMMko5iqUg0GmFsYpxkKs345BT5bB6P14XD6WZqaoJWU8ZsGaEiJ6enOLW8yOb6BgNBQCOJBINB/H4/P/j4+/i9PqxWK5KkY3Nri4WFee7df4jT6eTNNz9FPpcnnUqTK+RJJlMkTlIcHR5x5vRZDg53MJts9JUeBrOJD77z19hsNhKJBI1Klbd/4R/heQbmCASCyLKM3+8jEo1SKJWoVHMMhxp8fj+pVApvwE8hW0DUavH7g7Q7Cjqdnnw2QzAcwmodLZb1RhOPx87Gxjrr6xs4HDbGxyfY3dvD5XISjURBENFotNjtTrwuN3Nzc9RrVaLBEIVKFaPRQDAUotFqIYoier2RTDpNLp/H7XJxcLBDwBdAo9ViddhZmFsYUdM0IgcHh/zZn/0Zg24ft8/HUBCRZRm324GoEXn8eJW5hQWCwRDvvfcep08vk88V0Gk1BEJhPvPpN9jd3eMkkWB+bg6j2czfvfceX/ziF+n2FPLZLIViiSGg0+mw22xsbW1RrVZpNVtotCIXLlyk1RyZ/JwuJ8VSkfGJSZLJFDq9jlw2Q61W48zZZSRJy/lz5/jzP3/nJ6fQ/8Hv//6XP/e5t9AJWvqAyWSh3VEwGIz4gyEa9RqSINJVmpQq5RF7sT/k85/7PFNTk6ysrJDN5fF4XJwcHhIeCxMMhMjmspiMBjSSxOTkFNVqjePjA7o9FVFVsdjsNBp1JqZmCAb9oI6S5hhCs9XE6/Nis9ro9vosLc4xHKgo7Q5Kr0utXMXr9+Fyumk0mhgMBhBGYUalUonjk2Nsdgc2qxW7zY6kk7h27QbtVpMhAjabDa2kY393B0EjEvL5cLgdnD33HKVqBY9nBBiORiI0Gk1UFTxeL9VajePjYxqNOk6ni3q9wXvv/S3BYJjY2Dh6o56f+emfQekq+LxBOm2ZcrVEJBJD1Gio16oUiqURf7fXpdlqkM6MHHzlUhlVHfL6pz6F2WxmdnqaYjmP0FfpD3t43F48PjdmixWvx8tg0CebzdDvdTFbbOh1OgREur0uMzNTtOU2Q3VILp1mbHwcg05Ho16nVK2iKDKZbJb5+Xn0BiNbm1sYdDrsDjsP7j9gMOgxORGj1qwTjESxmc3InRYWgwWD2YheZ6TVkrFYLfj9fny+ADOzE7RbMvu7u/iDATSilkwujySJuJwuhsDk1BSqqqLVajhz9hzj4xMMh+B2OSiV8hwfxbFYrXjdbgaIlMsFqsUKkqRh8fRZwqEI6UyKZCqN2WxkbnaebC6HRqthc3sbSaslFpsgnc4yHonidLpYubeCSSuxfOYMh0eHjE9MYNAZUPsDFk8v8nh1HafDQbPVJJE45uJzF8hks5hNFlxOJ6LQ5ySR5MzSaWqNFqVShY8++pipmVlazTq12oh0tLm9hd3uYnZ2FpvdTr5YQidJuJ1uHE47+XyGRqON2WLBbLUhAHa7g7NnT1Fv1HE4nMzOzmHSGRB1UClV8YWC6PUSL11/mY3tpyjdLvt7owTNYrHE+Pg4Wq0WrVaLwaDnYP+QjtKhUa0x6Pfx+XxcvHyBcDjGw4ePOHfuHNMTE2w83eBLX/oSAX+AQi6PTi+RSKSxWe1cu/oCk5PTZNNpMpkUoiji9ji5fPEy2zs7SJIGs9VKIpkaGfXabebm5jDo9chyG7nVIpPNYbWauXLleZaXT1OvN57BfyyUyhWK+Rw/+FMd2TEAACAASURBVMHHbG9v8fDhA8Zi43zhp36KzZ0dhkC/36ff75DPlwAQREgmU1itVqJjY3Q6XcwWM4NnosW1J6vMzS/Q6XRwOp1UazWOjg6Jx+N873vvY7aYmJicQKORyGazhEJBtFoJrVaL026lo3T57Gc/S7/fp1DMMRaNMDU1w5O1NRBAbsn0e10WlpY4OjjCaLIgCBq+/e67PzmF/nd/7/e+/NqNl5F7PZInJ3R7Ctlchnq1istlod1qIg0F1E4LBJFAIITRLHH//kP29vcwGM28/fbbHB0fIrcVDCYz9UaDVr1JJpPhwvmznCQSuFwuRFFDpVLCbLEQCYcZCqP2QrNeo9luIEl6OkoLj9uNVis9C0Nrcnx8AkOQFQVREMnkksSPT0YRsXo9crvzLL1wCrvDxdtvv000Osb9e/eeLQR6qrU6zWadYjFPrz8YnULKZbwuF+1uh16vR6PZYtDv4XR50On0wJBGs4bf42fl7l1SiRPaskx0bAyrzUa1UkYnaoknE5gNBjSSjmQqQaetPDsqmpmencdqtZJMHmMwWtAKAt1+lxs3biAgYrVYaHdaKJ02Xq+HsWgYWZbJF3IoSpv9o2P0uhFBSKeR0AgaJJ2epVNL3L93D6fTg8flpt1uIUoazGYzfq+f+cUFup0O/oCP45NDquXyqBXm8VAsFhkM+pyaX+LJ+irpdBpfIIDf56fRrNPrdHG63aw/WaeSy5MvV4hEonxy6xap1KgdUqmUmJ+bo1wusre7i0FnYG3jKTa7Y7RRkLRsba2jDrWMT4yh0eq4cO4ca0/WyCaTWO0OHj58iM/n4Wt/+XUi0TDdTo9UKkm5WKLZbGHUGRifnkDSSHz1nT9je3ePwUCh2x3wq1/6Vbq9PvlslmQqSa1Ww6A38ejhA8LBIOl8nn6/R1vpYLbbmZ+dYe3JGiazxEDt0+33KeVLLMzO0FG6DAd9Wq02a0+eUG80kRsNcoUCrYaMyTxScXV7fdLpNFarlZOjI2ZmZrDazdSqNXxeP0aTnlqtTiadBnVIOBJmiEAkEsXjdGMwGqlUKmxsbHDu3GnUgcrTp1t4PR5achuLyYgo6ahVakh6kXg8hSSNXMKCoGHIAKvZhsPhxO6wY7FYUNUhOp2Og4NdnC4Hvd4Qi8WMyWLCZDTzyc1bHB7u43S6MJlM2B02nC436xtPMRuNlPJ5KpUyOr2BYrFAoZjjo49+wD/5p/8EUSMhihoODo744Sc/RFVVHA4nJpMRk8nAzs4urUaD+cVFjKbRDOj9995jbn6e2dlp7t17QLvdYX9/B7vdydhYjO3tLTLZDL/8pV/hzc98hpmZWR4/fkAmnWU4HDI9M83k5CQejw9FUYhGw+h0RjweNx6Xi5//hX/IhQvP0euN/sMH+/vEYqMF786tm8QTCXq9LqKoodVqofYHtJptzp87R0fpcHISp1AoIGlHEPtKtcq/+B/+BdVajTu3b9PuKOh1eu7dv0f8+Aid3kDA58Nqd3D79m3GYjESiQRdpcMnN2/95BT63/7t3/rymbNnaNWb6E0mrl95gQsXL9KoN4mfJDDpdNTLWR6srWOw2LE7jJwcxjlJJFHkDtMz0ySSCQa9PsVygbNnznJ8dEB/oDI+FmX1yTqiCBaLBYfFRsAfRHoGKlY6PdLpFJ2GzFAQUfsD9Hoj0zOzlPIFbrz8Mqqq4vf5iZ8co/Z7WG02/P4ANqudUCSC0TSa9GdSafKFIk6nlaOjE46PDpBEDXML8whDONjfHZ0CXB5cDgfJ5AmVSoVytYrRZMRisbG4uIg6hPW1NRwO27MI2yZbT7ewu1zYHQ60Oh30BzQadUQEnF4fWkkin8tjMOkYC4+RSJ1QqdZwu10cHBzgcbsw6k243U4KpTIajRaXy0k6k+Tw4BCvz8OgPxxlqPdVht0ujUoNQaulqyh0e23y+RJur4dzZ85weHjA6uoag95gZO1u1JDlNo16E4vVOhrAqeqI/jXo0ai1MJkt1OsNXnvtUzgcVg4P4xRKJcbCUQ4ODnC5XfR6Ch63j7bSZGXlNjOTUySSafq9HoP+AKPBQFuW6Q+GDIcDBFEcIe4MRqbnZhgMBqQSCZrNCucvXGZ8fBy3zUH85ARREKjUqugkLdHxGOViCUVROD48oN3t4XG6SaWSLM8v8LO/8Da1ehO1P9Li251OZLmN0pXRafUIgsifv/MOOp2OTqdDu9NmfnoWj8/H6TPL9DsKeuMoevncc2cp5PMkU2kKxRLNRptyqcpYNIrN4SCVSjIcDMmVRjQil8uJ0mgyOTNNs17H7fNhN1lY3djEoNeRzxfQajUovQ71Rot2q4Xd4UKj0WAymllZuUmj2mAoqvi8XnKZLMVSEVEjYDGb2drewWY1o9VoaTRl/i/q3itGssW88/udyjnnztU5TE9PvpNuIinyUkuZKxG0TQHGWlzvm72yX7Twi7kQjBX94MXaWix2tZC0cFiJIkWKpERexjuXd+beydPd02E6VHdXV875nDrRDzUmDAOC6UcW0KgC+gBVD1XfOef7/t/vpysygtnCe5/9LL6An/PsCYXiKdFgjOXVCzQaTU5PT5ianuLRo8fMzKRxu92vY8xDnFYbnV6Pwvk5vcEINd1u1Tk9yxONRYhGY7za3+HGjZtsbj7nBz94n6WlOer1KsVykVqjyVHmlDs3b74eZFqRhkMMwyASiXL4ap/dvT0++9nP0u/3eeedt1haWua73/0ed+/ewmwx8+Mf/Yhut0+lUsBqs2AYApVKDY/LyS8+uk88EiMQCnHr1q3XIpZT7t//kGKxTCwWY2VllRebL7DaRhym8fEUhXwB3TBIT05hsdn43Od+g9OzM+r1Kv1+n3yuQLVWplar43a7OTo6ot5oMjk5gaZpFAoFzGYzd+7c5dKVS/z1t/+GBw8+ZnFxjkGvT6fX5/T0DEVRCYZCnJyccHJyMrpDMpkIh4Ikx8Z59uwJugEOh4N6vc701BT9wYChKPH4yZNfn0L/x//rH3/tt37rt2g2G6wtLtHsddnde0Xh/Jz1jQ0q+SI7R/vo6DTqLeRuk6Gi4XB7CIWDLC2vcnx8yGDQR1dURGmAKMpEwkH8/gADqU8kEKQvisymZ7lx6xb5XA6H044BBL0+ptLTKJpCpVKhWW/Qao42by1WC7IoMZAkquUydquNheVlirkcTrcDVR2ysrKOosjk83lkWUbTdNZWVsjl83Q6HTRNZSadpt/p0Bcl2u0W4nBANBJlYnKacNiHrhqYLbC3t0Oz2WByYgJRHDKQJDrdDgtLiyzMzxMMBLHZTbzY3KTZbNJutRmbmCAWCdNsN2nWWxSLBVRVRjcM/C4PC0uLBIMBmq0Wuq4zNzdPuZwnEomRyZwCBm6Pg1RqnFAojNls5v6Dj4glkxi6QbvdQh2q1Bs15ubmSSYTnJ+eUXjtp+0Neng9XoaKgij2uXz5CvlClrOTDAeHxyiyiiCApmukkkmePX+KNBiiKEOajTrjk2MsLa6AYCLg9XJ+fsZYcoJQKIrP5x9tnaoqpWIRt8tFu9fH43aRiCbIZc8RzAKGDoo6ZHZ2AY/Hgy8Qwu92UW+2sdqt+P1+QkE/hmFwmjnFZrcRigTwegPE4zFsFivtXper1y6RGJsAXaNQKLGyskA8muTjTx6gqBLn52dsbFwjEPQTDATY2d1lLBWj3xvQ7XaRRJHJ8QmOTzN0ugMkuU80mmIoDRAEgYmx8dFVbdCNYQgkk0lcLjfdfo/pmWmGQ5lut0OlXsdmGw08d3d2kIZDgv4A3X6XUChEp93FYrFgt9tRZIWLGxvs7ewgyTLBYAibw8nK8grVSo1ytci7736GZqvNceaIcDiI2+2m2+2N9hKsFmKxGJo8pNvvMhiIeD1+SrUyL7e2mJlJEwoFqdUbBLw+5hfmEcUBZ6enBIIhev0+0rCD3eHi8DBDJBLE7fIyOZGi2xuQy50zl57l8eNPkBWd69euUCqXOTnJ4nZ7mZ1LIwDzi0s0W006rTYLi/OcZI5ZXl5+XUwbPH74Mf/4977KixebyMqQQCCIxWLj8aPHOJ1OwqEA0Wic4VAhk8lwYW0Vu8NBPJ7A4/NRLpd59eoVb9y4AYCuaQRDQSRJpFQsYbFYsdlsfOlLX6ZWa7C//4rz8zNMFiutVotCoYjX6+Po6JgH9x9Qb4yMcOFwhFarTbNZZ211jWazzvXrb4x+g/pIIt5otDCZDMT+AKvNjmCykJ6a4vd///dptuqYBBO/+d7nOdzfJ55McnB0RL1aw+f3kkymcLvceN1uYvE4W5ubo+/Z1BQf3Lv361Po//AP//BrkWiE+bk5ZE3jYG8HvdlmIhIhWyjwfG9vtAqtW2i0mtjdHuKJFN3+AJfDxcnZCbqi4vb6SY6NgSEwaLVJjscplev4PF760pBUMok/5Oc8V0CS+qysrOKyO+n1eoj9PkNxSDgSJRGL0ZMG1OoNFhfn2NvdJxIJvZYKwKVLl5GGMp1OG7vVQaFYoFqtEQ6HmJqcolQqYrHaCPsDJMfHOM6cIA8HuD0+JEmi1xuMaHXFEqFggHA4jNPt5N69D3G7PcxMTiGYTMiygs/vp1yu4HY5GB8fZ/9gh4ODY3xuLzPpNOn0JGenJwyHMp1um0RqjE63g8ViJR6PEg1FGCoyP/7RTxF0jUqtTCKRQtehWCqhKhLp6Wm2tnYolSrYbTaOj0bS61AwiMNq4+j4GLPVhjgYXZV/99vfxupwMDc9hQmBWqOGpkMiHqXfHbl4BcFMMBim2++wtrxKs9NiOByi6zqqpiENxRELxOXBJJg5OjrC5/Ox/fIl2bNTVEVhbm4eRdc5z53Tarex2qwIr+Fq2fNTjl69Yno2zdzsHC+2XiAPhnz6U59id3+f+x/9ggcPH7EwO0OtXn2d4RfodnuYX8tRpEGP7Ze7lAtF/MEgTqcNh8OFqg356MP7mCwClWqNze1NWs0Wva7I0tIyA1HEarEwOzdLOBAcJbE0DQxYWlul0Wqz/fIluqKwtLzG2toasjQkEosyMTlJrVLm7u032dp+wfUbN3m5uUW91SISGaEZxP6AT33q0xwfHWLoOl/+8pc4O8vi9ftRNYVGtcr0zAzrFy8S9AcIBAMcHx/TG/Q5PcmQSiaw2ezkcjnMFjM+X/CXsLzjgwP6okSlXGHYF+n2RrMep93Bq6NDVpdX+fa3vsXiyuro5D0YjOBcDieJZAJNNzCAarVKNBZn0Oty89ZtBMzYHc5RC6RYYnVtHVnRkAYDkqk48cQYxXwRVVVIp+d46+230TR9JI13OInGoszPLzA5Mc7h4QGHR0f4/D5ePH9Op9MlGomg6wbFcpkvvPceP/rJT6lXK2xubeF2OYlFIiwsLmK2WEefNR6j1+2SjMc5zhzhdnt/iVKuVWuIojSC/Q3lUcqlnCM9m8bl8nCePUOUJB48eEAiFsfhtOOwOzg7O+Pdd9/l7GzUejF0hdTYJNNT05zncng8Xh4/ecj09DSDgci3//qvmZ1JI0oy7XabTqeHz+9GHsoYho4oSWxubiEIJk5PTvjhD/+OSrk6Yl+ZTfiDIfb29pFlcSShL5aw2mzohsHExASCIPx6Ffr/+V/+y6+9dfcOdoeD3Z0dhs0WFpcby1AiOJbixdYmrVaH1kDE6/Hw1ttvYbHbCYWCFEtFBExohsbMzDS5XBZNVpBVlb4oMTc7i8PpRNdV0ulZZEVmZ2eParVCpVSl2elgGDJOj4dev0cyNc7q2hq5fI5gwM/i0iqHBwcomo7ZYsXvGy3nWMwmrDYbzVaNeCTB0uICM7Nz6LpOrVbl/PyMi+sXSY3FKZUqaKqBqqt0uk36PZFkKoHVYkVHRR5qxGNxDEPA7fGQTCQpV0cDvkKhiNPpBAMMw8BmtxOLxTk5OcHldFKtVGm2G8STCaT+YHR1JUlYbaNV+a7YI58rsLF2gbnFRbLZc2RFwuVwYrFaOcmcIMkDPF7faKU9l+fsLEswFCCTyeB0uWk06tgtVuLxOOmZNJPj4zx+/Aifz48oS9gdLpLxGFabA4vVjNPhwuf30q7XsTtdxJJROp0+Xo8Xq9WCKA5oNluYTGbMJgHjNbrZZrGQiMWIxiOoBrSaDbLZLLKioGlD1i9e4nBvf2QZ0zUMBPqDAT6vDwwYqkO+/7c/oFDIMT+/QCwWRddha3sLRZWZnZkbJTIEHZfdyWHmGLvdyVCRMJkEBqJEo95EwESxkCOWGOO9z32es8wxlWqdfCHPq4MDYtEY6xdWGEpDVF2n127S6fa5fvMmZ6dnLC0vIssKpVKRoSxz//59NFkebWZq0O52ePbsGVcvXmbv4IBINEyt3mB39yXNZhN/IEi31yYSCePze+n1JRBULIKZbqfH2MQk5XIZs1kYydTNJtqdDvPpGXRVJ18sIYpd7DY74qBPLp+lUq1QLleIJyOE/AHkocKN2zfZuHQJSRpis9mo1urohsqtG29Qb9ao1mpY7U46nQ6tWg2Xx8PExATFQp7VxQVW1tZwe1zY7Q7+5N//e7xeL2aTmanpcY6PMgyHAyRZRpIkBr0u45OTzM0vIL+O/d68eRNFVXF53Gy+2Bq1SaZneLmzi91qIxAMkjnOEAwGMVtHiIxAMISsqrx8+RJN1Wh3GgSDIRRNR1FVsmen5PN5SuUy3V6fB598zOc//x6hQAhVkTGZTPi8PirVMguLIxWf1+PCah39xjrdLolYnBfPn7K8skKn26PRaDI2luLKlcvYbHYKhRzlcgWT2czk+DjZ83NsdhuNWo1kLEEgFOLl9kuuXL1Gq93m6PCAerWKqqkszC1iczjodjssLMzj9/s5Ps7Q7XVQpSFjU5OEwxHW1taQhiLrFy7QH0iYDAhFQmAY7O+/YnFxkWAwyN/+7d/++hT6f/2v//hr//j3vko2l6NRKqEbAioGz/b3yJ6djnrFgonEWIJbd28RDsU4z2dp1dvY7E7MZjNOl4OAL4jd7qDb75NKJgkGQzRaLU4yRwSDQSYnJjCZrcjyEBMm7t65w+HxIUtLayiqSiGXZ252lsPjY0Dgzbfe4uXL56SnZ2m1GmDoTExM0el0ODo8fC0lcSAOZSql0uj2sFRibm6ObrfPq8NDbFY7kjzE6RrdSjtdHuKJBPPzC5yenaFrGoYBNrsdu92O3+2mWq8RCARRVZVut00slsBqtZBIRLFZrdgdDnxeP/PzC1TrRWRZQR6qTE1MMTs/j6IMmZqa5uj4CDAjmEx0+z3sFisWm52x1BgDqY+mqOiaTi6XJxZLYLPbsZhGYuX09CzlSgWn04k0VAj6vQSDQZrNFrnCOZIsMz0zxbVrNxgMehRLBdShjI6JoSTi8fiIJ+O8fLlNJBxD10YogG6vTavZHHH9NR3BZGIgDrFYrXg9HoqVIo1GG4fDgdfn59HDR0xNT2LCzOGrfURliCGAoupMTqVwOr10Oh3efPtNLBYrboeDcDSK3WbF5/ESDASo1usoiszJyQn9bgfNMKHqQ8bHp4nH4wT9AdqNJoNBj4XZOeKxKG6Pj1ev9ketOF1n/eIaU1PT6NKQSDzGxYsbfPLwEzRd5+233yZzcorH6yERi/P06TNSY2Mooojb60ERB6gIfPjhz3H73Pg9PtrdHpevX+fp40f81n/yRVaWlzk6zpBKJBgMRqGDcqFEpVajXm+wMLuArEgcHWdwuxw4XW5UVUeWJCLRKNFohGqtQr/fR5aHaKrG7t42/kCYiYlpxsYmaLdbZLM5TCYL4xNjeJxu/F4flVqdVCqJSRAYiAMCgTCFfIFwMES90URVh0RiMRrlCo16HUXXaLaaaLpO9uycaqXCxY2LeBxOxiYnOdg/wGG1YbFaWbuwgiQNKFdqSIM+sXgCeTjg6bPnhMNhXu3vky8UWFpawul0UqvXKJWLHGdOiEZjI5H2YEA6PctQHmIy8VrKozM3O0s8keCDn/2cdqc7YkXZbCwtLjIxMYHdbmJmepZ6o4LDaUXTYHpiikJ5dAKOx6L87Kc/od8XXyfQBpyenOByu1E1jYDPz8NHDxlLpajV69TrDVRVwe1ykc+e84uPPmTj0mXW19cRRZFGs47NMSLbSpJILneGPxDC7/czPTPDUBoRUDutFjPTM9x/8DFTU1PMzs4yMzNDu9NFVhScTidTk1PEYlHKlQqZw0MUXcXj8WK3WvG5PWAYZE4Pefz41wqB8G++Nj45SSToQzdM5M/PKRbzNBpNBt0uoqwgmM0okojL5hhxUCJx7E47ZgGsdjtOhw2Pe1SMVEXh2rWrCBYrgmDgcDjInudwe3xkjg7RdJ1iKY/b62UsmeLi+joffPDByHva7yMrKl/+0u/w8JNP6HYHyPIQs9lCJBLDarNy8Gofq82MYDLjsFsoF4qEI1HisThz82lUzeD09BSn3U69WcVmc9DvttA0nfWVFfpih2z2DKfTjdVsxmy1cu3aVbKZDC/3dpAkEZtttKTUa3eQpAH+YJBGtY7P5+cvv/FNLm1s0BsMqJZrDMQB/oAfq300qOx0u8gDkWwuhyQOKBYKzM7Noxs6U1MTaJqOJIpkTs+Ix2IEgn4ajRY2m5m93V3sLicmk4XllVXS6TSCAWabhWKhgKqrVCtVTCYz8WiMRq2KOJAIR2JMTk3Qarfo9kZGJknsMugPkWWJ7HmWXr9HJBJFUw0CoQCKJFGuVFFVhXgiQbPZoNPu4vf7uXP3DsXiOYpq0Gk1kVUVh81OKBTm05/5DPFYnMzJGYNul1KpRC5fYGpyklq1yuzcPNnzc1RF4fz1LKbd7NDudFlfu4DdbuYrX/kvuPnGGxwdHnCUOSEcCWG1WLA6nISjMaRBH6/PQyQaxsDE4tw8mcMjwokkum5Qq9aYGBvH7fESiUZxOEbRvka9SjKVolgsohoGwaAft9dHIh5jMjWBJGscHh+yuLiE3+9n++UWuVwBt9tNNBIhFo1id9pQJAlxKCENRndbjVYLv89HPBohVyzi83lxOeyIQwlF0dA1kUqxSrFSxmKxEgpFWF1dIRgMA9BuN/D7AricLsbHk7i9biRZJV8s0G216Q1Ezs6yDHp9YokEPn+AvijisFpptXuEwxFkVQYTqIqGYMDpWYZBf0C71aY/6HOUOeA8m0PVNS6sXyAQDPGZz/wGJpMVVR0SjcYJeH2cnJziDwRQFAVR7HLnzl0KhTz7e/vMTk9TLpbQDJVapYqqaaOcfbNFanyMi2vrVOsVWo0mm9tbpKdmMEwmlpcWuHXrNplMBl3XaTarSNIQsd0lNT7J/t4BZnQEq5lwOIY8lGk06yiyij8YIBQK0+v1UDWVUGjkeu1228QTCUyCQDgcIXt6SrlapZg7x+P3YrPayecLlAsFSuUyT54+G23NY3D71i2sVjsej4dkIkYsGsHn92NoCuVqkampNHa7mXK5hCxKOJwOCvk8U5OTWKw2kqkY57kiZ6cnaIaBpqp43B6uXLtOt9+n2WwyPT3L+++//+tT6P/oX/yLr62tLqNJCtNj43SbDfaPjql3unT6A2RFZW56ij/4b/4poq5hoLGysobX4yUUCdNptbE7XPh8Puq1Kj6fh8OjYyqVEuOpcaTh6ExaKhXo9/vYHXZAp1jIkzk5fk0uzGEYBl5vgFg0SiIe58XmJk+ePsbtdpFKjeMP+Mllz+kPephNVmw2O512B01VMVutKKpG7jzP5uYLFHlIMhnH7nCQSqSo1uvML8zidHs5OsoQCARxOqwjpaDDyfHREYLJhM1qw2a2EkskKORzWKwWLCYLdoeNg6NDMpkMkWiY5ZU1nj59Sr5YwGazjGBj0oBuv4/fH8BkEvD7AwiCgNM1UqHJikow5EdVFKShhKpqzM3P8+lPf4bjw0P8gRB2h5Ner4vf7SE5PkL6HmeOEBBA10klU+QKRYZDGUGAXr9PNBLF6XZjGBAMhmg2GiSSSXz+AOFImMOjYxR5iNkiEAhGMHSd9OwcgjBqRymqNmL35wtMTU2iKCqtdh2pK+HyOjEMgVAwxNjEBAOxz+GrQ8Ren063SyAYwmIzUy1XODw8JF8YbVSOTySxWO0MxAGarmKx2vB4vHS6XaShxLNnL7BZLJhMJixWK0NRIp5IcmFtmeePnhBJJAgFg3zrm9+k1x+wt7uD2WRmemqKre0XmM2QSCQ4PT3l5OQEUewTC4UZiENURcUswNnpCao8xGyyEIlFOTw8ZGV5ibX1NcbHJwgEvNjtdg4PDtjefEG9XmNsYoKz01MSsRihaJTU2BirqytEwmFkWcbqcIBhcHJ6SqVaw+Ny83LrORabi3wxh9QfEPAFMVl0MscZFhaXCQSc7O+NmOhrFy6QnklznMnQ7fSIhsMIJhN2uxVDVRFMYDKgUauTTI2NsBXdNi8eP6FYKaPrAhfW1jBbzFy+co0f/uDv+PjhJ7zz9rsE/EG8Pj9Sv08kFqfdbCFKQyqVkaTH7faMcL+Gyub2SxLxGG63j2gwwONHj+h0uhxmMqiahs/nw+1x0W636PcGjE+MUSpX+dM/+zPevPsmkiwzPp5iaibN3NwcszNpVFVlIPZHsh5JxG6xMz2XZm3tAoLJhMliQ9cM3B4PjUaVN964zcrqKo8+/piTswyDvsjLnZdYrTYWF+eZnpykXquzuLSMyWSi1+9ROs9idbo4OjrGZrGysrKMx+dlIEoEAgFu3bgBhoHNYSWfL2ISBPK5PIos43Q58PlDrC6vsra+xtRUmp/+9Ce4vU7m55dew/xk2p0uYOLevXuMjY/T63ZRVYVur8P5+Rn7e7u8cfM22WyWjz766Nen0H/961//2lg8jt3r44MP77G7v0+n2WQuEefG5cv4wkFW19dZv3GNjz66T65QGiU/cucYqkKr2WIwGKDIMpVanV5vgMPuwOVy4faMinS/36NZb2CxWjGZBLrNNu1ul0G/h9lkJuDzMZRlVHk4kgFsb9NoNuh0O/g8XnLnm4qkFwAAIABJREFUWewOB5nMMX6fn1A4hK5puJxOnB4fhjYiyslDEU0f+R9TqQlkaUi1VmF5ZZFirkyr1cRkGn0R6/UG3U6HZDw+0tqpGq1Oi6mZNGurq9y7d4+LG5cJhIL0e/3RicBmxuF0cbC/hwFEggFSqXG2t7aQVR0QkIcSLreD1ZU1vF43b7xxG0WWmV+YZW5uiWq5TKc7cpkKgkCnXufZ1nMikQi6oo6uLkplAgEvZ9lzTk6OcTkdnGbPODh6hdlsZn3tAoXzPIqqYrNbWV1bw+PxUC4Vcbqc9Nstnj57TqFY5Ctf+R0GAxldNXjnnXdwOpwYwPbLHZxOJ9PT04TCASxWCzabDa/H+3pZLgm6gcPpAkBVh9QrNbqDLu1ue0RcbLVxOV3YnTYcVjuBQJBwJMLd23cQhxIri0touk4ymeDsLIvP78Npd7yedUQwgFa9Qblaod3ucHp2wpWrV9l9+ZJWq0OtUWc8EeXyletE4nHOc2dYLVYkcUiz1UGSRLa2Nuk22ygGDHpdtnd2Oc1m8AdC2Kx2UhMTPHz4CYPBKJmjqDKHh8fYrXYazdHK/zvv3kEaDrFa7HQ7LZweDycnp1gsUKs2yJ6dcnB4xHgqhQkDSZLo97tousHm1kscDicOu4NrN27icNpJp+dwOl006g3GxydH2kyLdXSno2kjIuT4BBMT4zhcbs5zeVx2B7KijYbpZjOF4jmF8xxen5/rN99A0HRSY2Ojoqnp/PhH7+P1B5ieGOfk9IyJyTGsFjPScITgFgQBRVVoNGp0O2329vfQtBH9dG4mjabpCAJ88vEniEMJsyAgCCbGJyZIJJKv4XMe/AE/NruVYDDA4tw8E1PjqKrI0tIFms0msizzV9/6Fv5AgKPDV8ymZ/G5vWTzefKFkT7TYbVgNluo1etUKhUOD4/QNI3BYIDN4WB8PEmj2WBlZY3l5UV+8IMfYjILmF9zdXrdNouL8yi6xt7eS9bWLrK4tEAwGMBmc2A2m7FYTJSr1V+y5nd3dkmNjdNoNllaGc104okETpebZqPJs2dPiUTCCLrA2MQ4xVIZnz9Is15na/MFb739Dpubz/H7fLjdbmq1BvF4DLvVQT5/ztu37/AXf/VXvz6F/n/6+te/NhkKc1rIjSKDnQ662cSlpWUypRL1Vh2Pz8/c3Dynxxk8bieNRm0ULVMVNEnBbLcQiQRYWV7j0pUNRKmL2+3j+vU3aDSbHB0dkJ6deo0dbWGxWXHaHFy6uIFuEtB0nU6ng9fnJRqP4/X7cLlcmM0CiwtLBMIB6vUGtUqV5dVllpZWOD7KYLXZGQ5FWu0OFy+s4vYGiITDhENhPB4PVpsZEyYeP3mGYBbweN1MT06OpvQuD5VqBZvVSiAYwGIeCYfLlRKlchXd0BlLpSgUixTOcyytrGB32HE6nWTPzzGbzMTjCVRNw+Nxj7yiNgvaa1qioqiYEZBf8zMa9Qbtdpts9gxdFzB0nUazzvbuHpqiMBiIiNKAcDhEOBzl/1YVdDptrGYbZquNnZe7DPr918V11K6wWK1IosiL5895+uz5yO/bamG3WvD5fMiKQq1WJxKJUiiW2NnZZCAOMQyN4VBB1TTsthFrRhnKuLxeJLFPq90mkUxRrY448RgmNE2j0WwT8AaYnZthKCtY7VaSyQlMggmzICArEn1R4tX+Po1WG7vDTqlUYXFpjnAoQDo9TzIV4xt/+Vfs7O2QPR+5aQFEsc/S4gqDgYjNZiURT5AcG+Wi44k4oYCPV4dHeNxeBEEgPTOD3WYlHA1jsZqIRGKkkgkGr/cJ2t0uqUSc9MwEUzNzZLNZPB4fd+/eJRaPsb21jappFHMF+oMhjWYDWRwyNjFGNBphe3uPYMjL2dkpggF2lxWPNzDa8p2Z4eqVSwSCIRKJBANRxNBVdB2azRYWEwxllVI+R6vZJhGNICkirVYHvz9ApVzi+PSMarXMXHoawWTm8PiYSDSKYBKwmcy89alP4/P5ODh8xdRMepRwiccYSF3MVjML80skEwkkeYjVOmL6hKMRbt64gc3u4PHjJ9RqdaKxKLVagxuXL5M5zXBh7QKnZ1nMFjMuj5dCIY9gFtjYuMjOzg7VavX1iUIlkUjS7fYwDB2P28vDR4949mwLsd9jcnKK4bCP3eZgIHaIRBP4/V5MZoGAzz9q+3Q66JrOUFH47S9+kaEsEwqFaDebZLOnrF/coFwuIQigqho7O3sE/aNW6NT0DACZ4wy1ap14IoXD7uTehx+wvr5Bt9fnJz/5CZos4/X7ODg4ZDY9w4OPH+JxuZmfn2dvbw9DVxgbnyAYDDI+Ps5Pf/ZTnE4Xt269weFxhlqtgtlsRdd1brzxBttbm5gtFn73K79LamyMYrHEcCji9wew2qzcvn2TH/7wRzx9/vxXKvS/khxcEISAIAjfFARhXxCEPUEQbgqCEBIE4ceCIBy+fg6+PlYQBOF/EQThSBCELUEQLv8K70BqYoJutUWjXh8hatsdHu3vUyiWKFcbpNOznJ6e4A0GiCcSLC2sYLPZMQlW0suLuNweRFEjEglxfHTC8+dbNGplPv7wA148f0YsOoKm3b79Ji6ncwQ2ikVJpMaYHEshDWUC/iBry2ucn2Vp1Oo4nU48Xj9Wm41EIkW9VmNuYQGXy8XR0QEbGxskE3HCwSDT4xNkcwXGxlIgmEiNT2AIAo+fPMUT8KLpGqqiYRbMnJxm0XVGHsn0HLoBycQYC4uL3Lp1k5mpGRRJxOFw0Go3KBdyTI6PcXaa4eQow87OHh6Xh2gshmA2jQqyriOKPSKhMKFIEIvVTrFYpDPoEw2H2dvd4/T0jNPTUwr5kY1LEHScDjv9ToeBJLG+tkosluA8N5IOq8oQi9nM5OQU5UqFfC7L9RtXSCSiWCwWPvfee7SbTcqVyij94veTTqdxOm3YALvDQTDkZeflLkF/AIfTQu78nEAwRKvZRNdVZKlPPB6jkMsRDgcp1yo06hVOs1nCkSCTU1N4vAF0AyxWC4Zh4PP5cLjdrCytIgDTE9Ncv3aN3/6H/5DF1VUq5Rouh5NBv8NZ5ojz0zNEUaRQKKMqBk+ePiUVSTAzO8f42Dg337iJyWJmOJQIhqLs7m/x/o9+yEf37vGpN25ycrjHxw8ekM2c0Gy2MJtNCGYTCMJocG820RtIfPCzX5DJnGA1W9m4coWZmRneunOXar1Bvy9TKp1z+fIlggE/+3s7tFoNvD43NpuZTn8UN221WrR7HfqdPk6nh0Q8SqVcJxyKoOgGhgZOlxPD0JBVjcdPnlEs5nE7bVQrJbq9AZ12m26jQaXa4I033uDdz/wG0+kZdAS8bi9+nxcwsJjN6PqQV69ekS9WKJTKhEJ+lpYWMAydazdGbCCP18n42BjHx4c8e/GCYDDERHISt9tH9jzL5tY2rWYbXYdao0EyGeWThw9x2O1MTk5y48Y17HYnVouJb3//O3QbbeqNJitLS9hsDu7cvMnb77zDm2++iSIpeL0eVlZWX2NLWrx55w7p9CzKYIiiKdisdtbW1tjd32dvf5v33/8x09PTzM7Mo+vaKOY8PUNibIzx8Qm8HjeJWIxKuci//ZN/R6VSxiQYxKMRrm5cHs2Ahioet5dUaoz/8h/9I/7jX/6fyPKQaqVMvVYjHAxidzgIhUJcvXaNjY11stkshq5jsVj4u/ff58Wz53jcLr77ve+TnpwkNZ7i/oP7hAIBFheXuH7t2gi+ZzYzlkxhMgkEgxHGx5N4PX5kWabb7fLxxx/z1jvvAnB0eMj3vvddzs4yXLl8lbWlZTqdFue5LJevXftVyjfwq6kEAf4V8EPDML4kCIINcAH/PfBTwzD+SBCEfwb8M+APgPeA+dd/N4B/8/r5731YrRZ6us7h+SlWk4DX52P98mUi4RAmQFY1hpKIofsJhwKIooTFZhpFBC1WKuUyY2MTRPx+Wu0WotTn2pVro9SIz4deriANJc6zWc5zOfyBAJ1ui16/T7lWRlMN/D43dpudSDSK2+NBUxQkUUJVFNxuNx63h0sbl/D5vBxnMnjdHkRpgNPpolTMg2DGgcGjh49otxpI/T5enwuXfcRk93p91Bt1XC4XA7FHOBwbxT4NDYfLxdlZBqvFTiQWxe/1omoai4uL+AN+JFHmvFik1+ngdDhHJyZ5NJ23mEzYvW7C4TC53PlrsJlOjz6qOmRnO8vB/i5Xr9+g020z6PW4duM64XCER48+4VOf+hTvvP0u2zs72Bw27DYbCwtzuN1eVFWj0agzlAaYTALJ1BiLC/P4fF4GA4XNrU18AT9Ly8uMT4zx7OlzNE3GbHZic7kZSCLFYolgKESr2WJ84gLr6z7yuQJer5uB2CMYinJ8/Ip6vc3ayioRf5CV9XW+/93vMjOdZjAY8POf/5xkPILZYuba9auYBAv1eovt3T0ypxlyuTwf/OIeMzNjHOyfEE+mMAkGwXAUScxjtdlZXlhga2uLW3fu8Iuf/5yf37/P+soyz7Y2GfT7OB1ONi6ss7m9Rea4Rn8woFKp8Kff+FPioTHW19fpDfrUcg1S0QRnhQy6biMcDoEOFouVL/yDf8DUxASbOzv0+10cJgsFpx1RlEhEIiRjSULRMJ1Wl5PTU1bX1rl98zb1RoNffPQhXo+bSrVOKJRk99UmlV/UGQ41Ll26RDgUJBqNo+kawaCX0xODrc1N4okEXreHQCjC/MIcPm+QlzvbTE1NMxxKPH/+HF3XmJqa5gc/+A7z04v0xB4gEIpEGQz7mM0mhsMh5+dZXA4nDz66z3/2n3+FP/8Pf4qqaly4cJGFhXnuffgBdrubra0ttjdfcHFjg8Ggw7Wrl/n40RNKpQqKItFs9shkMphMZs7OTul2wwT9PjRdxufxsb6+wUx6mlKpgt/vwuPzIPUH6JrjdZQWBF3FarUyPT3N//DP/zmBQID/6qtf5d7PfsZXfvd3CQQD/M13/gaPy06nPaBWr2OxWOh0uvzJn/wZV65cYTgcUq1WCIfDuNwOen2RWCxGp9MZ/XYsViq5HLFolGIpz9LCMi+ePaPf7fLf/v5/x8LCIvv7u+zu7jM2Pk42m+Xw6Ain08b8/BKnp6ekZ2cJhoJcvXKZp8+eY2g6X/zCF+gN+pRKBRRZBo+Xo+MTWu0uZhN861vfIpVKMDMzy872FsvLqyiywl998y+Ix8dwu53IskwyGUfRFIaiiMVk5fTsDFkRuXL1Bt1um6fPn/7Khf7/UyUoCIIfeAGkjf/HwYIgvALeNgyjKAhCEvjAMIxFQRD+7evX//H/fdzf9x5Bf8DweNx4fX6SHjcmiwWzy8UXv/RFPvnkMaFwiEAgiDyUqNebuGw2YvEovmAYBCgXCly/eROTAcfHh6iGQbPRQhz08Hh8dHpdlOEQt8uJoqtcWL7AQJIQTAKdTpel5SWk/mDU90UgXyhy9+4dnj55SrvRIL0whyQOicWi5As55uYWePLwEXfffotYNMq9Dz/E4bBj6AaddoeBKLK4tEQkEub73/seFzcuUavVcNgt6IaOIFgRRZFoJEAiOcFQFDk+OaLT6eFxOknPz7H54jnhSJTZ2TS7O3scHx+AahBOxFm/sMrc/DImE1QKRX7w458Qi4WxWWx0+/3X0a4CX/7S73Cez9Pvd1leWuXnP/8ZvX4Hq9lOIBTg7p275PIFms066XQaVdUpFYtYrRakoYjJZEJRVPqdHmYzvPnW22xuv6Dfl7h8+SrZkxMUTaZarXD16jXyhTLyUALDoNFsEo3FCAWDZM+ytDttvF4vmiaTzRYIhgLcunmbza1N0lNTPH72lJDfj9vnweFwUyzmCPvDTM/N0Wo2iUTDuKx29o8PcdsceIJBdnZ2KJdLBPw+Ws0W5XKFpeVlZFnG5XTQ7XURBIHLG5epNuoIwHvvfR7d0PnZz36OIOhMT8+ytfUCQTCRTMTpdnrUKhWqzSr9dp/rl9c5PDsjGIohAJhMxONRGrUGLpeNYr6IoquYzTYSsRj+YBCf202+VCISibKzu0WvM2ByepLhUCEUDDAxkUQZalTqdSxmMyuLi+RLRQYDCU3TiMZiPHhwH4fDicvlIh6LoWoyjUaLjfWL7O7vYTHD+sXLFArnxGMJ/D4/P/7xT7A7LRTOi0Sio88rayrNZoWL65fpdNocZ874nd/+bVqNBtVajf6gT6FYpF6tMJ2eo1TM8/zFMxRZ5+133kFTR1vNly5tMJRkYtEoqWSCv/vhD0ds/kEfj8eNNFSoVMpcuXIVq81OrVYmGIygyTImwBP0kEhM8Dff/ibz84sEw0Gy2XPy2SzjUxN84b0vcHSSoV6rMZRl7DYbcwvzhMMh7t/7Ba12h8sbGwg2C9/85l8zMzNJrzegUi4xNj5BMplCEKBarRHweni+uUXA78dis6IoKol4jG67RSgaJ5M5wmaxkZ6b49Enn7C0ssxHv/gIv99Dtydit5hIpMZIxOLUmnVSqQQPHjwEXccXCJBOT7O/v0sqNYXNZuP27dscHu5ycHDC1OQYCBZq1RL5QpnV5WV6gzbDoUK/O+DJ0yfML8yTSKRIxeNIikI+n+fixTUkUWJzaxuf28PVGzf4zne+g8ftwu6wM5RkPF4P0WiYw8MMiUSUp09f8P777/9KKsFfpdBvAP8O2AUuAk+BfwrkDcMIvD5GAJqGYQQEQfg+8EeGYXz0+n8/Bf7AMIwnf997hAIBY3JsnEqjjqoorM/P0xNFfvsrX6LdbPPeZ3+TbP6c5y+eIQ8kJFUlFAyyvLyKKEnsbG3RlyQuXlyjVW8QjiWIx6I8f/GM3d1d3rz7Fv/pl79MpVbne9/9DrpmEIvHMYBiPo+qD7FYzDgcLpaX1tjd22VycoKXr9ki/kAQXZFZWF7m/DzHxsY6mqaRiMXZ3t4Ek2VkwTnPYbZYsJpMXH/jJnuvXrG7u8vn3/scwWCQR48e0+12UBR1xNUvFpmdn6PbbtPu9ikWC0TDEdxeF2cnWTxeJ1aTDVFRKOdzzMzOEvD6iKZSPPzkY2bSaZwOJ89fPB31KHsjqJjFYiMajeL1uNFVmaOjExRNJRD00e8OsDnsXLhwgZ3tl1hsZno9Eat5RNGTX+P4AgEfzWYLu8PBcCjSbrW5cuUa/UEXEybK1Ro3b9zgf/8//jdkWWZicoJSqcDY2Dg+X5DdnV0W5ud5dXiAMhySSqbw+n0U8oXR9qc0ZHZmik67S1cUsVst5ItFPv/Zz9Eb9CiVSggGDCQRVdNJT09x78OPiIbDLC4v0+90wGLB7XaytLTEN/7iG2iGhq5piL0BpVqNK1cuMzUxScjv41vf+RssNhtf/erv8fz5C06Oj6nUKsiyTCKeZGp6mka1AoKA023DafdycprB7nDQbbZR0YnHk8hDCUVVSUaiqIDH48LhdJHLneLxBLAg0BcH2B1O7A47qqoRDgXY2toiGAoRDIQYiCK9bgNZMXj33XeoVqqUinlmZud/yTZy2GwMFXmUrU8lX89fbCOWT/6caqXM3PxosB6OhHC5vTz85GPi8QRvvX2Hk+Mz/IEAhUKBH77/Pp/77G/Q7rS5f/8jxlPjOB0OFN3g6tWrnGSOiIQDXLx4hYPDI1qNBh9/8oCVlVVq9RpBfxCz2cTc/ALHR4dMTM/QaNR5/MnHSIrGb/7m5/H7vGy/fInFYqPX6/H222/z4YcfsrGxgdft5qP7H+FyuVDV0V5CIBAcGdz6fVrtOoloimK5xOryCpmTEwQBJqemcLocbFy8RL3R5M///M+ZGB/HYjVz69YdPr5/Hx0DGKEkdl6+5PqN64iiSKVcxmIyMz41TrFYRJdVzDYrx0fHLK2sYrFY6HZbTE/P8vGHH1JvNQn4fcRTSTrtDpVylYuXLlIslsmfn3Pl2jXu3buHx+XC7fUS8PnAJBAIBDk7Ox21cKw2QENXNMSByOLKEqFQkN29VywvL/H08RPmFhZ+Sbstl/Osrl5ke3uLYDCErioIZgFBEJidSXN2lsUwQDNGw/dms0YiMcbp6SlWASKRKP/j17/+KxX6X6V1YwEuA/+1YRgPBUH4V4zaNL98GIZhCILw/8syLgjCPwH+CYDVaiVXyKMBToeDvqYwlIc8efiMQCjA8+fPcdjto8y3N0i12eAkc0Lm+IhYNEZqfIxbt28T8Pn50U9+xMryMi93NjGbTawsLdPrd/jgw3u0Wh3GUuPU6lXyhXP8vgADaUA8ngADznPn2CzHzMykiUXCiP0Bm9vb2B12NEVl68Um0ViM/f1XeDwuFEXF5/Xxs3s/ZXX5IvVGHa/Pz9jsLMcnR5xmMqMImctN9vyUWr2G3z/Swm1tbRMM+tl8sYXX50UbyjjsDiRZonhYIOAPMJOeRZUVdnf3wIDMSYYrVy7z4P59pKGIKEo0anUmJyfxen00GnX6vT7xRAQMK61Wk2IpjygqeJx23nrrUwgYPH3ylKmJKSqVGrqqMuwPkYZDen0z3kCQQb+P2WKmWCrR67WxWux4fV72914yEGUWFhexmM3s7u+Rnp2n2ayhygrhcJyJiRnW1lYpFPKEgkEikSjKUCQQDmK3WkmNJQiFomy/fEmr3SGeiLMQ8PHs+RZv3X2TJ08ecuX6TdqdA+LxKOVqjUQyzP7BAfPz8xwdHNB59IiFxUVsJo3j4wznp2csLy1x++5dfvT+++ztv2R+Ps3Z2Sl+n5dWp/1/UfdeQZIcaH7fLzOrsrz3XVVd7d14h4GZARbAwi3MmluSyxN5hiZCjBUfJAX1wCdEUBHUKYJ3F3GnCPF0iiCPPL972MPe8XbhsQAGGAxmeqane9r7Lu99pavUQ7VOVIgi70EP2nzqzu7OiOqO/Lry+/7f78err73KB++/z+//298jGA1hkUVe/cZr3FteJps9xG63ow56dPoK5+NL7O3s4fb4RkrF2Vmmpqd59GiVR4+2yGQybO7u8PTTT2MYQ6xWK2fPnOeDD9+h1eyNzGM2K4V8nWarycULv4CqqHTbHc4uLaHoOh9+8B4SAp9/8hkDrUenO6BebxHw+7E57FitVpJjSdxuBzs7u1y54sfncOByyxQLBRAkHq4s8/UXXiYaCPDuRx8yv7CA1WpFMASmZmZot9u43HYuX7pEo1EnEAxz5cpjlEpF4skEIhKtVguLZAHRyocffsi3vv1t1lbXmJ1fxOn24FE1BIt0mghrYYoC1XKJzOQEpWIJQTR59513efmVV8hm83g8dp5++nnu3r3D8ldfkj0ZycNr1TLdnpNUMo3DbkeWLdTVJv3+AF0XKFaKDI0hlWoZUzD50x/8gJs3bhAKR+h1BxSKJ8zOzlIqleh1u5jDIZJVYyI1QjJvbW2SSqfJZnN0O20KxSK1apVms8H582d55/0P8Lg9SFaZer3O9vYmlUqNK1e61NptLl25gt4foJkmNrsTl9NJp9ND1zX0oYbb7ebGjRv89Cd/hZo94dLFC0iShWtXr9LrjlpVC4tLTE9PUy4UUPQRpfLoOEu1WkXTdGbnF9B1HVGA+fk5ErEI91dWUQcD9na3abY6BAIBkvEoG1s7qGofq9WOrqv0ej2q1QbXH7vMzZs3+dGP3uLk+PhvXG//JoX+BDgxTfP26ec/YFToi4IgJP6j1k3p9OtZIP0f/Xzq9Nz/7TBN83cYPSlgs8nmWDJJJBbl+9//b7h9+4tRzM9mIzOZIRgKs3z3HqqmkkyO0+l3SafHaDabuL0+ziydodvtcHR0RDQaZXd9nU5rNInHBg6bg/39PVwuL2PxOP1eD5fLRa1WJ5Mep9Zo8vf+3n/FRx++z6O1DVLpJF9++SX+YIhIJAJDk95AweVy0mq1cDod3L+3zPhEBo/bzdT4DHu7u4CJLFmoVmsogxG8zO1wsPxgmXg8hqFrZE+ydLpd0IdIIsQi0ZEspFzC6XRhDod0ewPCAYl+X2F/f4diucj8/CKtVh1BtPDCiy/yJ3/8h2xsrCNJIjbZxvnz51AHoxXvUrECgN3upF5v4XDYcLjcrK0+xOd1MpZKUK1XCAWD1OtVnnvxRd79yU944sZTxKIxbt++jdpXaFVr+MIhkmNJ6vUavb6CZBEpl8u43W5WV1d47LFr5E6Oabc7WGWJTV0nnz+m0+lSbzRot5tYJAuJRAy308X2zj5Hx4dYLRaS6SSaqlKrNLBarRwc7qEPTULBkcmo3xsxv/O5MslkkqFpMj09yVgqxZ2v7pFOp1lanGd7Zxebc7Qh3e628Hm9tFotMpkJvnbzGe58dYfPv/iMialxHr9+g08+/YRBX+UHP/wBkiTB0KTf7TI5PcX+zi42m5PuQCESjvCP/vk/pz9oc+erFVLJcQqFEi6ni1KxTK//f7lmu70eybFJfL4uwZCPifQE8cfHqNbrPHz4gEqliiCIrK2ucvX6NS6cPU+xWkUSBQr5PF6vTCYzQb6QpVqvY7WK6MYQTBOP20WzWeYv//IveeL6Vbrd0Q5ENBRlb3ub7eGQTquNy+VGVQZki1l0zaBeq+MLeAgGfWxsblIqlXHaHdhsdiqVGpqmkEgkiEbDhENR1h+t87/81m+xePbcqBDXKsQjMSYmJlhdX6dUzFGvVtH8AWyFPKFwGBGIROJ89P77WO02NHXIysoKwaCfx554Ep/Xh80mI1tlmq0WwVAITemTzRcx1AFjiSiHxzk6zSb/9fe/zx//8R8yHMKv/P1fYm19g8nJKQ4OD9BUBdmmMzOTYW/3kNW1FZp1hXZ7nUajztTkFKPemoEyUFAGA/KFHIN+D5vTxfT0NJgmgijh9weIRiM8eLCMIAg89dQTJJNxbBYHmzs7yP0+tz77DEGScDidKIrKJz/7kLn5Oebn5zk8OGR+YYHf//d/QCQaY25ujvFUGsM0+O3f/i0mJiYZi0ZwONwU8nmeeuoJHA47tVqTcqnAzz75jKmpCT746GN8Hg/lSnnkv4jEefWll1B1lUcbW7icbjxeH0d8OPx6AAAgAElEQVRHh6RSSUxT4PCoyEAx8fu8XL/+OP/2D/7gb1To/4upG9M0C8CxIAjzp6eeZ9TGeRv45dNzvwz8+enHbwO/dJq+eRxo/uf68wCyVSbs9WKXZA739zCHQ2LxOIl0klgsTu4kS6ffGQGdqlU0dQTNcjhcOOw2qrUSlXIVVVVpNBrki3kk6yjb7bI78fn9BANhwuEQnW4XRdf/Oj7ncLp46aWX0AYKPn+I7//Tf8rVa1dRBj2qlRJjsTh2m5V4LMr09DSiJFGpVHG63UyMZ9B0DYtd5tzFi8zOztLtj3rbJiNRSGfQ5+rVxxCQGCh9QoGR4KJYLVOrVzk8PmZz/RGKOkBResg2G8888wySTcbvdjOZmSLg8rDyYJlwMMLe3j63bv0MXVVRVQWLxUoqlWZjY5O9g10Mw8Dj8TEWT6LrBmNjcRYXzzIxkcFiFWh1+hwdHFEsllm+f5fNzS3+t9/51/SUHidHJ9y7t4wgiswuLNAedDFVlVg8jiAIpMaSnD17Dpts4eDggFqtyf7uPhZZxmqzkslMgjDCQf/iL35vxNEPBrE77NxfXuHuvQe0222ioRDzCws4HW5U1SBXyPPYtSsM+gr+QIhbn3+OiEk2d4LdZkcQBfr9PmeWlnB6fKw8eAiYNJtlKqUqDoedYrHAna9u0+2ONkUHymiA/9P338dqH5mGPC4PpXyeW7c+w+V2nwqffcTHEkxNT1PIFyiWS6zcv8dg0EQQ4OHaIxqNHvX6KMv+3LPPMb+wRDgc5eDgAEPTaLc7FIslavUyboeDJx5/kkarxYMHD3DIMgB+vxun00F/0OVgZ4/M9DQLc3OYpkkwHCaZSOL2uLh8+Qout5upiUmsVgEECUVRsds8jMfjTM1MgCAQCPiYmJrA5fEwNIc4XA56vS6ZzDg2m4woWVA0HUEQqZarjI2luHL1Ep1+n3a7TbGYx2VzUKmUODkZ3Z6iKCFKFqqFAktLZzGGJsFomO29HVRNQVN0wpE4vb7C3a/u0qhVaXXa1GtVZubnCAVDXDx3jlg0wuHBEfV6g2qtys7uLrt7+4TDAUxTJRJLUKlUKNfqbO/u4PN6ePyJ63z+2ac4HC4G/R5Wu52LFy9QLhQAgRdffIlqpUI6PYXFKrP28AF3l++yv7ONpulsbG5imkN0RadcraJqCt/85utMz86zvHyXzfUNZucW8Hi8bG2sc3R0jGGM4Gw7O3tsb+9RPWUoDQZ9AoHASNTTquFxjSQfrVYXTdeoNxv8+Z//GEVVWFlZ4cd/8Zd8cuszNF0biWZu3aLVaTMcGpw5e55et8+9ew+o16tkMhOkUkn2D47BGDJEYH5+nldffQ1ME0XTsNmdLC4s0O11qRQLNBoNrBYbjVqN3Mkxe3v7REIRbt++/f9WUv8fx3+xRw9/3af/XUAG9oBfZfRP4k+AceAQ+NumadZO+/W/DbwM9IBf/c/15wEkSTI9LjdXrl3BaZWZW1rilW+8wo9//DYuuw2H3UW338flcqIoA6yyFcMwMIcwMzvH1uY6st1xqnc7JhaN0qzXmZ+f59Znn+Ly+ZjMTDBQFTqdDtVqmWgkTiQSxuX24PU4uXXrC6xWmYPDXa5ff4x2vUytVEMd6Fx7/Bon+QJurx/NMBgbS1KrVggGQ2RzWfqdLnMLCwQDAb68cwfDMAgHg5RrVebmZjC0IdnsMdmjY2SHlVq5hiSIvPziS/zkvf/AmcXzeEIhOp32KPYoWjhz9izbG+t0en2sspVauUIimUSSYHXlPk6nm0g8jmkahANRJKuVTz/5GRZZZqhqzMzM0Or1MAwNi0XGf8o91xWVSCRCpVZlbn6Bra0NdF2h0xmQSMQREbFaRVTdRMLk6OSE8cwEhq6RTiZptlroQw2nw8PB4T6Li0tYLSJbG9tcunr19BGzisfjIRzwc3B8wtHBAR6Pg1wuj81h59L5i6xvbHLlwkVKjQaRUJDVR+sUi0WW5ufJF4sYhoZpQio1hqopCKpJpd1CFAUMXWc41BAlCaWnEY7FyGQyDPpd7DY7Wztb2CQrglWmVMgzUFRSY2O43C4erDzEZpMYz0zidDh56eXn+N3f+TcYpkkiHkVTdfpKH13XuPHEU9z56h6iJDAcaszPL5HLHnPp8mO89dZb7Ozu0Ov1+MbLryDb7UyMp1jf2EQ3NBKxMTbW1wnHQkiShUa1zlg6hscdpFqp4nA5R29icjmazSavv/Yqf/Dvf58LFy/Q6XXo9/tks/kRs0W2UioVcTocaIZCr6czNzeDJFnRNR3dMFCVAbLNztTUFJ99/DGiPALWXb5yGY/HyebGDrF4DMwhMzMz7B8ccnbpDBvr6xRLJbx+P+ZQY2Njm3giCrpJJJEYcVcyGVZWVgCDoC+I0u9zf20FTdVwOV2EozE2NjaYmZ7CGJp8+1vf4nf/999FkkTi4Sjleo1oNMLTT97gy3t3eezaFZaXl2nUamxsbKAa8OTj1+n2BwT9fhJjCURRYm9/n9XVVcZTSUKRCPv7+3z11V1mZ6eQhiaVZhNFUXjm5k0+v32Hubk5zpw5A8Dbb/2QTq/H1559lkK+SL1eZzyT4f79+zz5xBOsb6zT6/WZnZnE5fJgDE2ODg+o16tcuXqdaqnExPQkDx48RFMGZMYz+IIecrkC1WqVfL5ApVJlbnaOUDiE2+Wm3qhiGLC/v49hGKTTYzgcbl5+8QWWHyzT63WxSDYEQcBiHQUywkEfG1tbLMwvMZ5JcXR4hNPl4ebNm9TrNf7kT/6USqWArkMsFuP+8j2eunEDURS5cOEi3/3ud/8/69FjmuZ94D91sef/E99rAt//m1z3/zwEQWBicoLs4RFLZ8+Qz51w586X9DodHt67z8K5s6QScVxuD9WaTno8TTKe5MHqKu1OCxg9/oqigNvlQMQEUeDTW58SCPrpdDoMMQkEgihKD6tkxWQE2arXqrSbTUQJlG6HVCKBOlCwSVa2Nndo9vI4nBK6YMNhc6CZJiGfj+3tLQ4O93A7PFjtdna2N/H6A1isVuw2G/VGg8ODA0xNR7Za0XSNYn4Ph8NDTzUA+OyDn9Bo1KmW8nSUDk889QwH+4ek0qMFnfmFed577wNcbhcWi4V7y19x9fI1/L4QiCKzswvcuvUZwUCUsViMxTNnwdDJFnKIsoUzE0uYwDvv/JSA10s4HKHX7bC2/hC77ODtt97itW++gdfro5jLYppQLJexOTzYJA2vO4ym67SaNVxuLx5/APl0OKsqI99uOBjg/oMHTE9PsbG+TqNe48UXXmT3YI+79+8x1E1kq5VqrYVsc5JMpun2B4wl4xxmT5BtFtbWH5FKJhgaGgdHB0RDERTDoNU8TSt0R5vO8zMzrD96xHBojsxIu+v4fUEQoN2oEY7FKRW2mF9Y5PHHr/OHf/SHKEofUbTywXvv4XC7uXz1KsqgSzw+xk9/+ld8+eWXzExP02y20AcaO/v7dLothsMhQV8Qr8/DcKhz6fINNtc3Ufoaaw/vMzk1hcvt5sGDZT7+2cfcfOpJ7t69S2IshUWAWrXKhQsX8Ph9NJstvnbjGW59+inIGguzs9xffci1a9cIBYMM+l1++s67ONz2kbPOFMgeHaMZJjs7W7idHmRZHmnzmgrf/s53aTab3Lt3l/n5BVZXVwkHApTLJfx+H5FEmH5f4+aNJ+j0+rTbLayyjEWUyBWKpNIZBgOF9c0NNMNgZXWVhYUFXLJMIhHHZrHiCvkYT6fp9TosL4+2M0vlErdu/Qdk2crUVAZzKNLp9iiVilitIi63hwcP7vGvf+d/Rdd0/s73vsfGxgaCReDw8Jj18NaoffVoA1G0cOXSFRLJNKIkUCqNEki1RoODo6NR+igS4ezZM9TrDXw+H7IsI1utvPvO+7zyjVf4+tdf5PYXt9B1g6lMBpvFwur9+9TbbWbmF4hEovT7Pfq9Hv3BANlqxWq1UK/XsVplzp6dZmZ6Gpfbwf7+EZFojHqjSa/XoVAuMj45weTEBHfv3WH/6ABvw8/161fYWN9CVQ1+6Zd+hVu3bjEcakSi0dMt4DqBgJdYNEE6neatH/2QQb9PvlDgG994kWqxzPyZs9y/v8zJSXY0D5NkxjMZlpfvjjy3hSLFYoFwJILP5yWVSHDvwQNOjo+5cPES1WqN/+Gf/TP29/f/xjX2/xebsb/5r/7Vm//tf//fMZZM8dLLr1CvVvEHA1iHsLm3S2ZiAn/QR6vZRpYsuDw+FGVAp9ViMBhw4+lnsNntbG9vYrfb0fThaLLv9ZHOTNKuNxkMBmRzJ6TGUnS7XXRVpdaos7+ziz/gR2m0AJOhYNKpN6Dd59bD+7TaKtqgzVg6iilZsVlkjk5OsFiFU5hXGEmSaDQbiCYw1EEwOcnl6TaaePxevIEg9VKOQrmOoA8p5AsMdYNat02n2cVhl5iYmCcQDiOJErI8GrhtbmxwfJKl22sjyzLdThuny021WqbZHi1HaWofdaDQ6fXpdppUazUskpXx8Qwut5O93W3m5hdJjMVo1BoMzSGy1YY34EcfjhI5xUIe0SLRaDRQtQH1egOHw0u/2+Xb3/kOrU6bXDbHQOlht9vJ54sYho5oQHegkEwlWXu0QWIsTq1e48KlS6ytriEKEr1+H6/fx0DpEvT7icUTbG1t4vUFcFhlqrUKc/MzqAMdYzjEZrOjDAbs7O4ylhwbyc3dbmbn5pjKTBAIhxEtIplMGofTQ7VaJOgPYbFZcbuclMpFOp0W77zzE2wWO69981vIksRhNsvc/DRWUSKZHieXO6LZaJKIxvEGfIwlU+ROTpiem0MU4Dvf+Vu8/fbbTE9NUW/UKBbyXL56Ba93JJX+4MMPOToeycEVtYvaVxFO1ZOmqTO3uITFKrE4v0h2f5+doz2mZmc5Oj5BdjjwB/ysr69jlUQ8bi9729vkCzkyE1PEIiFsDhcer5dquUylWuX8hbMYBqTT42yvr/PVnTvE4lG2d7bxOF3YXTI2mx0BKBYraP0BY6nxUSZFEJmanGJ1ZYXeoE8ul8NqtWKoKg/X1kYsGo+HV19/lZXVNeyyjGSx4LDLtBotRKCQyxENh5memMDhdGCzOkimE+i6gqqMdjr6vS79Xp9oJEYsESeZTDGRmThV9A0RxCGGAc1GlXw+R6XepNGoIUpWpqenuX//HqIgsLu9TblUYnFpiXPnzvLxxx8zGHS4dOkqTpuNS5cv8/JLL9PtdslkJrh8+QpD4OHqKtl8noDHg64p3HzqKVqtFl6/D7/fy7/7d7/Pc889j2y1kkhE2N7c5tKVK6w/WgfT5Oy5cwT8flqtFoIgEgr5eP21NxBFC5OZDH6/n7FEkmq9zvb2Fvv7+zz++OMcHBxhmjrRSBjTFJgYH+edd98jmz3i+We/jm7ouN1OTBNUXcU04e/8rb/NWDKJ0+lgdnaGWqXMg/sr/PIv/xKKqpDL5Wm3G3i9fvYPD7HZbASCQS5fvkwqlWJ7Z4f79+/yySc/R6ybN998881YLEAqmWRoDGk0W9TqNeKpFKFAEJvdRrPRIBZLEIwER1EzyUKtXqfX79Go15BEKJUKhAMRBMBhs4Mwwv82W00cThedZovv/MJ3OX/+PO++/z7DoYnH56dczOP1+kinxtj89Av2szk+X75PpVpjaIDV6iCRSGEKEjanm+OTQ0BiYWEJl8tNrVrBbpUxdIVYMEA0FOH+w4e0y1WwiKRiMb764kuqjSZe2cZJMY9hmgzVAX1dZWpqhpmZWUTRwieffozNLmMMDVRVoddqI5gCQwQkUaDdbuHx+hFFkcOjIwK+AF6fn5998gmiYCJaBLa2tonH4zxYvk86M47NYqFSq6AbJqIgYhFFgqEw3W6PixcvEo0Fabe62B1OotEo589f4otbt4glouQLJba3NvE5XeSLBXRDp1QsYLc5WDxzBskiEYmECARCLC7M0++NWD+d7siAVCgU8bhdzEzPMegPSKbT5LLHtFsd2r0OYX8Q3YCVlftIkgXDMJiem8Hn86MM+szNj5Ikqqpy+85nKOoovRKKRBgaBkPTIBaPEvAHiUdilKt1ZFkmFIqwtv6IO3e+YmZ6GkkSsVhkHA4nmq4QDsex2yx4vB4E4PjwEMUYbVb7vAHa7SaybKPf6aINQdUUVlfXuX/vLrNTkxxlj/F6vfgDAQb9kbRZ0zRs8ggDcJLdZ3d3j0azTSDixe3ysLi0hK6qZHPH9HoKnebIOBaNRtB1le2dPUxziGiBernM+fPn0IdDnC4Xi4uLpNMphqqKLxREMwxSyTGOjrMEQ36GQxPTFJiemeXk8JBgJIza7/Hxxx9hs8uUykX6vT7PPf8CzWaZQq6IqquEwxH8fj/9bpcPPvqYdDrBxOQkogTVWoNqrU40FiObz9Hp9Xj+hREATzd0+gOFwUDF43YzGCh4vV68vgDBUwGPyZDdnV1q9SrJsTE++fRzpqamsNscuNwucrk8/YGCx+mg3mwiiiKqoiJIErF4nGvXrtHrdimXShQKOYZDuHz1Kvl8nrW1hwiCgN/v5ejoBEkQGM9kGE+nqNYb1OoNQgEnvd6AVrPF7s4uqeQY7777LrLVwt7ePk889RS9Xpe11TXqjQb37y9z585tNjc3mZ+dwy7bcbhc7G5uomoKjx6tsbW9PcIjyDKmOSSXzRGPx6lXqkiSlXgiSjyewBwOcXu8dHstvva15+n1+pjmkCeeuMHGxhrL9x+wt7vD3t4e0VCIbD5Hs97gg48+HqWFGjX6fZWrV6/i9/tx2Gx4PR62trdZXX2IOTQpFPIsLz/4+Sn0/+J//BdvTqcn8Z/yzjvdLq+//gbDocnjj19lY3Mdp92Fy+0cOR4jUXwuFwNdp16pcpzNYugGVqsNVVfRNJ1z58/xcHUNWbaiKwNqtSrxRIxOt8fQHGKXZSLBAJFohLn5eXq9FrVWm918ge2tLVRdR9N0RIuVoWFw8dIVbA4n2qCPiUh/oJCIRvH7/dy9cxfVHNJpNbl7+w5frtzhePeQgWEgdLpUW20era0i222clPPomkmr26PZ6SFKIFtkgtEwHr+fsViCYChEuVylXCqRyUzw/IvPEw5HMc0hLpebRr3GzWeewe8PjCKhNhmbLFEslJAstpF9RhQRJIGtzQ1u3nyaBysr1CpVZJuF4RC6nQ5Hx8eoqorf66PWaLK6ssxEJkMwGCCZTKEoKpVSiXqtjqorRMIh+n2FSDRKpVxGN4bIVgtHR8eAwMc/+4RoNIKmqGxuPaJSqhDwBzCHBjaHk3KpwNKZRZw2J8VyCX/Ay7PPv8CP3/5zbA4bSm/AxOQkmqoxNAwEEQYDBVEUCXl9xCIJIpEYuqEimiDbHNhsNtbXN0EwuPH01zg5OSAWi9Npd6hWS/TbXbKFHDbZhs/nod5o0mm1mF9YZGpymuX7K+zs7NFptfF63AiixO7WJqJFotfvUqnWmJqcot1p06hUePLGTUrFIsVyBZvFSjafJRgKk06liMaiDBQVu91Ku9XhmZvPcnx8QLPZY39rk3ypQLXWYGVlFY/HwdTMDNlsDp/fi9/rZWZ2nttf3CIxlgLJJHucJZnOEAj4MIcmt7/4nHa3z1/8xV+STCap1Wq4XKOB6tNPP0ev22agqDx+/Trp8XFUXcPnD444L4pGNBrDUFVapSqGJDI9Pf3X+rxINITX66Hd7rK7tU2n02V5eRldHykf3U438VgMj9NJpVaj02nhdLn5vd/7N7QbLVweJ6IAoiCxvbNDu90mfSpIOXNmidxJliuXLzM0TT76+GOCwRDNWoVbX3zB6298E8Ew8Af9I3CfxYpssXD7yy8QRREBAZvdhd1qpd1tMxyahCNRZqensNvtPHiwjCRZWV1bY2wsQaPRwGaTsdtsuGxOFNPk4PAAj8tDIOhD1Qxmp2eoVKo0ajUEUWRicoKlpTNgmFy8dAlNUwmGw3z6yScM1AEzs3M4HC76vR67O9ukEmNsbG0ST8T53ve+x8O1NRaXFrn9xRdYrNZTThaU8mVyhQKBQIDrj12nXqnwaGMDRVHo9zp0Oj38gSDr64+YmpzCabfztZtPUyiX+dY332B9fYNwKIiqqaw8XKV7ivq+cfNJ9veP+OrnyRn7m7/x62/Ozs0TT4axylb6rQ5PPfkktVqVfqdPvlBClIbINidBv4+DoyMePnyILMt0eqM2jNfn58LFS9RqddweD5qq4fV5mZjIsL29Q6NZZ3Jihmq1wsb6Bg6nHckiUy6VaLfabK9vce/zz7F7vRwcHNDpdhkKAgImEY+HSxcvYZFlQiE/hWIRr8+JgERv0KdZq3P04AFCp8eAPvXmgHanj6YplJt16sUi3lAIUxDRFY1Ws4tuGIgWC6++/DIzi4uYpohdtlEo5dje3cNhl7l46RIW2UalXKHZanK4f4goQjAUxByazM8vUK1WsNsclPJZDEzSqTTT09McHR3j83hwe9zkC0V8Pg87u7v0ez1CkSC5fBGv18f83CypsRRDw8Dr92OzOdjY2KJSreLz+YjGYqiDAYI4UsU1ag18AT8CIrqqkhpPsbm5QbFQxOV2c3Cwh93polptcObMIhOTE2xubSAKEhbZxvbWDrqh0et3aTYbSEODk3yBwUAlMznB/Pwcq48enXo2a7QbTbK5LOVyAUXT8fp8OJ1u/EEfbreXoXEqJ2+1ufXZZ/j9Aex2OyfZLBbRysKZRSyCSKGUYzBQQRxSrzdH6YpOh3Pnz5PNnuAPBDD1EbhsenqGyYkM7WYLQRCIjyXBBEkSScTjNDpNhqaAovZQBzqBYIBer4UoSqytPiQYDFJvtFEVBUQRWRSxO5yoms7UdIZet894OsnQFNjf2uLwYITm7SuD0XWVHkMdPH4fGEPa7Tb9Xp9iuUw4HMHncZ8OpTXuP3hArVrH4/VSbxQZDmF6ehoB0I0hVqtIKp0hnUqxsbmJxWGl2W4zvzBHOp1icfEM+XyOfK7Ambl5To5P6Pd7WGwydoeDf/QP/zHVap1arYbVYqFWq+FwO9ENg3g4zBtvfJuxdJp4PIKqaiTT45imTi6b5cdvv43H66FQKLC9s8sQmJ2d5WB/l1QqTb3RIBGP82u/9j+j6xq3Pr9NPBqjWBrRVYeGjsvtZTwzjtft4eD4iFDIz/j4BJIED1cfcnKcI51OMzSGlEol2u02wWCIUCiMTbZT73Y4s7iEpgzQDAPZZiOVGCM5ngZBQNdUmu32SJqSTjMEstlDfF4fx0eH2Ow2NFWnUW/Qbrc5ONjj8SevE4nGEMwhHq+Hn/zkp1SrVVYfPuTkJIvX58bl9jA7O0+jMVJoHhzs8+WdO7zwwgtkJiaolitUazUunT9Pq9Umm82TTKUwGXL7q68QRYlvffOb3Lt3j1w+TzAYwDSHXDh7DkGSEASRH7/95+Ry+Z+fQv9rv/Zrb549dxZZttNudwmGwmysPyKbPcFiEei2O+iqcdp+MGjWa2j6EJtdhqFJyB/A5fWSy50gSxa6vS7tdgcBk1wuh8NuJzmWwDBB6feZm5snm8/T7jSIROIYpo7b4eTtv/opjz/xONt7e3z3u98lMzmJ0+EgGA7jDwSQ7DJ9RaVwnKXd7DA1NUkkFKLfUlh5uMJBtUKtVGPQ7SMaOoahUarWaff61E4zxH//7/4i2we7hIIBfuUf/AM8PhfPP/cCvV6fcqWMqhs47HaUgYJVlkklU3h9Xpr1Ju1Ok2JhBBDTVI16vcHG5jrbm1u4vC46nT6tRp2Z2VkePVojMzFJv91liEGlVEXXdWz2kb0mPZZEPy12wVAQw9TY3t5iMFCxOxwkx8bY2d2mWCwyNT2Dy+2kVh0NxQxdR9VUGq0WhXyRQDCI1WJlbm6OSrXK3Mwsj12/SrfbRlN0AqEgnXaXVDLJ0fERY8kULtcoweDzB2h3u1glCVUZkRUnJycZ9LoMzZFsIZ1JYxpgtQhUyzWGwHBoIJlweJJl/2AfTVMQDBPNMPF73ZSLeURJQhRERItIIBDG5XKzubnN1PRIKelwuWl3WsxMTtPv99HN0eB4LDXGxtYWrU4PX8BHq1Uj4AvQaDRxe91Ikky/28UlO/CHA5i6ztT0JJFIHATQVBVFGdBXVHq9Dv5AiEA4RLfbQ9U0Ll44h8cXoFQsEo7FmJmZo93pMpYcQ1UV7HYXLrcLv9/H3t4eg3YXl8/LWCzO0DCYX1yg2+2gGyYL8wtYLBbCwSC9gc709AxHx8eUygWyx1m++uouc9PT1Jt1yuUKg36f2elJNN2k2azT7XZxOJxkcyckUnGuXL3Co9VH9AZ9nnnmGWZmZnC6XBQLeba3d4jHYuwfHI4wGarKyeERpgBKX8XtdePz+ui0R6LzUYLEhc1mRxQFRFEgHA5gk+08ePCAN954g8FgwPh4GofTxeL8PIIEqmaQmZgAIBoL02m2OcmeIAgC6+uPkC2je9zv8WKxygQCARLJBBZxNBMKBINYLBKiKNHtdNg7OKDVbpDNjVDNO7s7KAOFVrtNvpAjlUpy5+5X9Lo9rLJMtVxFUQeIgsjk5BSiKOI43dMwTej1BszNznJwcITT6UAUQNV0QsEACGAYo4TM4eEhM9PT5LNZXnz5Za5du0a90eDuV3eRJBG7zU4yPc7SmTNo2gAAi0VmZ2sDt8dNejxDLBYdsZLiCeyyDVMQsMsy6+vrXLp8mQ8//PDnp9D/xm/85puvv/46hqrgcntoNRvEIzEQBGr1Ona3C4fTydA06XV6eL0+ZKsFt9uN0+3B7XYzNT2NpikUSgV0TQNBJBDwEwkF0Yc6yVSGYvYEq8WCqhvcuHGDhw9XqVVryJIFp8+HZLVw9/PPqbea7OzuYun2cTrsON0eZLcDm03G53IjDE0KpRLlXB7TItLutHm0tUOhWKCrqlQaDRRTw+504vH6abZaiJLEoNWmVCjw0je+wfmLl6hXK2CY2Ox2Ot0ewVCIbPYIny+I0+VEVeHbXc0AACAASURBVFU+/+I2qqqRy2fp9/u4Ha4RBKrf5/EnHuf48Ihmu8O1a9cYiycYajpHx8cEA0HyuROOssdkxpIkM+PMLyyys7PFhfMXuLd8D0VVqdXq1Os1SvkC8UQCALvdgWAOUVQdSRRwOBw8fXPUsnC4nBRLRRaXzjIxniERj2OxSAR8fiq1KrqiMDu/gNfrweFwIcsylUqVbruDP+hD1wwKxRzp1DiJRIKv3bxJbzBgb3+PhdlZzp4/Ty6bRdE05qem0YwhxUIRu9NGNlug2+2QTKYolYp4/X6s1pHxKxKO4PK4MBWNbC6Hw+5C0RXOLp1B0/tIiERCIZxOJ8FQCMMwcDkcGCa0Oh3anQamCfNzc+hDleeefYYvPr9Ns1Ynmy8xnkwy0HReevFl7nx1G5fbjdVmZ3J8gstXrhIORzg+OR496RgGqVQKt8OGrmpEo2Hq9Sblcv50qc2Cx+vF7XHTabexyFbcbhf5fIF6vUm/32VuZpbFpQWOD49IpFNoms7x0QHeQIBarU48Hsfj8XB8fMjKwweEIhFcLhd+v5+52Vny2Rz9XpdsLo/d4cAwVFTNoFGtoGhDet0uHq+fvb19Wq0WS4uLpFMZsidZTvJ5NHXAyoMH/OSn76BpGrVqibFwlJnFRaq1GoIJP33nXbK5PFNT0+iqitPh4PDwkFKlTLlQYGp6Gq/PRy6XA8MgGArTbLawWmVSY2Pkslk63RbhcIyLFy6QGk/TbLbIZk+w2+2cPXeOVqvD5vYmPl8Ah2MkxSmVKzgcTmZnZrFYZXZ2t9E0bfQOXR+9AfqjP/oDLl++ysVLF3j+2ed4+PABmq6Rz+VJJBM8+dQNGo0Gg4GCzWbln/yT73Pv3j02Nzd58etfp5AvEAiHCQS8PP301ygWi+zu7jI+Ps7+/j7JZBxBlBgMVMbGkthsNuKJOJFwCJfdMcJV6CqdbhurLLO/t8cr33iZVDLFl1/exuPxYrPLbG6uYxgm7VYby+nW7tz8Ar/yK7/Kn/3wh/T6A5599lk+/PBDHE7naDO436FYLPPYY9f4wQ9++PNT6H/913/9zbMLi7S7bWx2Bw6HA4fbTblcpNvro+kq1x+7TrlcZjKTod/rI1os2GSZUDiEZLGSzR7TbHaQJAmfz8fi4hJ7O9sMFBVFURgaQ+YX5ykW81SqNWKRKM1WG5/bjcvlJplK0Gq2WVldRdM0Am43kmylbwyxWyW8/gDnz58faeSaLU52d+F0C7bdbbOxNpIqSJKIommYiPQ6XQxzJGAI+f08cfNJXD4fsViEM0tnsVgsBE/t9W6X6xS2ZMMYDnE6RwOrg/09WrX6qE/q9uH2eTg6OmYsPsbe7i52hx2vx0O5XKFRq+H2+pidGbk0FVUDIDY2htNpx+/xjYaZ3S6BYAC7Y7TqPTu/QPlUghINhREFgWg8gctuR9N1lH6f+YU5Dg6PcLvciKJJq9EiEApRLJXQDQPJYqHb7fLYlatYJJFbn39KoVAcLe4oA5qtJqqqY7fbqVbrvPVnf4bL7WZ8YmSUuv3559QarRHLJZfDZhWplkv4fF5Ei4TFYsVpt+PxutE0A4tVwinbR7//TpvLFy+zdOYcgUCAVrtFZiLN+Ng4+UIRt8uHJEmnBb2Dx+MiEo5QLheRZStOhw2nzYkpDGk0GghD6LV75Eo5XE4nzz37LNVG5VQ4ExqB9Zwu1tfXGM9M0Gg22VjfoNfvIwxN9OFwtG0aifNoYw1VMUiPJajVGogWC8fHhxjDEUDORBgJK/JFRFHi6PCAa1ev0Wg1sFrtRKIxyqUiPp+PhcUl0ukkmqpxeLCPy+2gVq4xNT3L9NQ0G+trCKJEIh6nrwwoV6pUSsWRZCSdAdOg2+7SaNbwen1oikIynSZ/cgKixPLyPZxOF49du4rN7mBomKiaxvrKColknPGJSVRVI3tyQiKZIOCxI4pW6uUStVoZm92JqvdotZrMTM1gdzoRMRFMk3avy8H+PpOTk6yvbxCPR2m32zhOe/8mcP78eQYDhUerD1EGA4bmkGa9zsLiGTxuNxZJ4uBwH7/PT7vdYaAqxKIxCtkcqfEMmqby5Z07YILP5UYzDLY2N7hw8RLtTo9YKAySRHIsyXvvvYfbbeOFF15mZmaWUMjPRx+9h9Pp5pOf/YzuYIDb7eD4OMf777/PL/7i30XTdI6ODjh7dokLFy6wtbVLMOhjZ3ubcqGIRRARrTLzc9NMTc8iShbOnTvPyUmWk2yWjz/+Gevr6xRyOTa21oidPgHOTc/ycHWFTqdLs9mk3+9zfHxIp9Nlb2+bP/3jP0bXNObm54lHI5xk84QCAXxeL2/96Ec/X4V+YWmeyalpxsaStFst+r3eSKjh8iAM4fzZczRbLa5ff4yTbI70eApRstJsNhDMES/HKsvUa1VAoNGsYiLi9niQZTuTE2n2dvcwMJmZGbUYtrc3iEXj9Nttdvd20Ywh62uPcDodPPX0M9jtdiIBP4vnzpFMpXEOTd796CN+9NZb1BsNagf79Fot6sU6Fn3AQBgyk0pTrNUY9Htous4LN2/yyhtv8Prrr2MYQ6KhMPbTeN21a4/R7fV5tPaQfDbHeHocu81GpVbC4bBjlSyIokSz3SEYimBqKgYmQ0Nnb2cXm8NGIpHEIssMlA7B8ChJY5gKg55KrV5janKa648/wWef3eLR2ioTk1MUc3ksshVdUQkEA7TabaLRKMVSEY/XidvtRbJIKKqGZDFpt9uIohWl38fucDDoD3i0/oip6RkSiRiDQZ94JIrX72Nz+xHtTgtDMegPBuSyJxzs7+Fyu1iYX2R8LIluqARDkb9+HaIJY+lxgqEQYBIPR0AaJadO8kUsooVmqwGShChaaNRHf3PTNKk3a9jsNmLxOI16jTtf3eUXfuEXUDSVXD7PYKCMpCUiqMpoUG+z2ajVajSqtdESkqrj8XlpN5rUmk3a3Rb5YglRFJmfX8TlcWMOR4Pn5fsr7O3tEfL5MAwDVevT7/cxhwa6bmCz2+l1Onh9AXxuF+l0ZkQ2FUco4E67xUAd0KiX+MYrr7G69ohquczB/h5LZ84yMzNLt9+h3W4zVLRRlLbVodNqU2tU2NrcweawoRs6FstoX6Pb7ZKZmKBeqzOWTFIoFjk5yWI9Xcrx+JzMzU8RiYzRHbQZDLQRe2fQp1goMjszw8nxIU8/8zUUZYBslUf3k8XC0pkzuH0+MPXR0N/upNvr0el0ufbYZY6PTlB1DVXXcDidDHoqmj4kHInSqdeJJWIIIlSrNWw2GxubW5w9s8ArL32DRxtrp63aIJ1mk63NNWr1JvF4nEAwxPTkJEcnx9y//4DJyUkazSb9bo98ocBjV68iWSxMTU6yurpKKByiVCxxcLDP7MwUZ86d49VXX+Pe8n0+ePddrly6RL3RwCpbabXaPPnkk1QqNaLRKEsLC0iShTtf3uXylSv4fD78ATevvvoG9+8vY7VaKRSKuN1u4vE4TruTTz69xRdffMHk5BTBUJhev4t4aq/b3TsgHhuhIzY2HrG/v4dVsmB32JmdnePh2hpPXX+CnqLy6aefUa7mkG0uSsUioihgtztwudy89tpr5HN5guEgNtnO+sYmLqeTyalJ6rUa7W7356t18z/9y3/55kQmQzQcRen3kSTLyAPrcNDptvH6fByfHFOt1bHZZMrlEo16nW6vQzgcZWgMEUSB2dm5UbFyu9FVjXA0RjwaRRQElpfvUq83CIdCpJJJ7ty5TTqZIjMxwUm+wO72FicnJ5ycnDAYqOxt7VEoFohEIqTHkhzt7PPp7S/Z2tigWq9jt1opd7vUOx1cps7U0hk2d3bp9HvYnU50TccqSVw+fw6ba9R2MoFms0k8kUDVNGLxGNvb25TKZarVMrVqjaEoUC5VkESJk1wOh8M1GrharUQScTRNRVVGuj+/3w+CSKNe45mvPU+z0cQqS3Q6PdqdDqYJ3XaHeqOB2usTioy8o9VyGdcpY8PUdfb39yhXygS8XgRB4DibO5UPj3NynKVQLDA0DCyyhdu3P8fr9SOJFlwuF512h43NdaLRKNpA4f+g7k1jJEnPw8wnMvK+76vuu7u6uqv6mp6eu8kZHkMOySFHlmlLpCBZor37V8D614KAZGAlrKxd6CANUStIwO7CInWYlObQkMPhTPd0T/f0WfedZ+V9R0ZGRkZE7o8sGIIB2zKwf5hAobKyUJkFVOUb7/cezxMKhnF7vJhEC7VaHVXpk8lmsdlGx25Zkel2FUQM+qqK2WpFGwx4srHB66+/Tj6fp6f08HtHC1r+QICls2fZ29nF5w/g8XppttrMLyywu79Dq93FarbSbNXpqwNKpTKlYolkPA6YuHb9Om6Pi25HZnt7i/mFRWrVEhazFUSDXk/FHwyhazqGYILhkI31TdKZYzweL8FQiPn5BW7fvkO1WufixYsMh0NsDhuNZgOpLYNu8OoXX2OgDojEYly/fh1Flnj3vZ8SjyeQ5S6qquJ2u+lIXUSzGUMX2D8YlQKGuk5ifJxP7n2Cy2Uj6A+PdHSKxJ3bHxMM+JHkHk8//QzZbBZd05mfnyEaiZHLZQl4vbQ7dSrFMulsFofdTqdTGzF7Oh3isTBdeYDNbmM4NKjVKvQUFcMwRtC2M3OE/CF29/aYmJziJJul2qgxNT5BvlBgoChcu36dVktClmUEYYjd7qBaaxJPJLFa7RgGeL1O9nb36Ehtzp5dplqt8sYv/MLo/7taw9BVLl66xOraRbaerI+y+UQCn8/P9u42JtGKoigMAZvZjCCaqFaqRCMRRLOZ8ysrOB12GILZakXXDTqSxINHj7h16yP29na4dHGEkBBFgbfe+nui0ThjExOIZjNuj5Nms/2fx3UfPXrE1NQkH9+9w+bmJp1ul06nze7uDrlckU5HIpGIMzc3j6Io5HIZOu0mn9x/iNUy2ttotzvMzEzT749OOsYQHj9+jKootDsd8vk0Npsd+dRVLYpmVldXkWQZv8uJxWJCFEf7F/7AiBIqiiKlUpmQ30/QH8AYAoJBODxyWMzNzVOuFPnKV17nj//4j39+Av3v/u7vfvvXf/03GI/HOc5lUFUV0Wom4AvQ6XSQuh3GxsZAgG6nS6F4gqEZTM3M4HLayebSaAONpaUzlAoFdGNIpVbB7wtQrVTxer2UykX8gRA2u41yuUoiESezd8CHP/sZ9x4+ZGXlHFvbO4QiEV7/zCuM+0PMT47z/Oc+R+roiM1P7lPKZ8hVR0AvMyZa7RYGUO/1yBUKCGaR1770GlcuX+a5F1/EZDYTjUTxBn3YbQ4qlQoXV9eoN5sjZdnGBoFggHwuy0DXANA0jeRYgk5H5iSXIRwOYBJM2BxmUqkRtG1hfoHZ+Xnknkw2k0HpqzSbo8kIq9U2uiCaLbz+1ddP33gSoUiIk3wOh9ONPtRRVZ1cNkcoEsRksjAYqHh9XjANeeH5F5lfWOBHP/zRqCTT6Y5GVBsNpI6E3WbDYXcQiYbp91XiiRhdWcbutKP0FQ52D5icmqRWr+NwOllbu0gymeDkpEA4HEGSWjhdHtYurGE2m1m5sILVYiabzZEIh3G4nMTjUcqVBoO+wtj4OJFwGFmRkWWZo8NdrFY781MzRGMxqrUqK8sro+1WXUcd9On2ZPLZLIdHh+TzBRgaiKIZAQObw838/ByZVAa700XA72VrZ5dGrYrVauNLX/48Fy9eYiKZxO31Mjc7w87uHjMzM2TSKcKhEM1mi0qxxPm1VSSpzcbmJnML87RbTd7/2c9oVOsIJoFmq4EkSXQ7Et1eh/HEGEMBKtUaTocVfyAwksBbRS6trmGzOUhn0qSOU0SiCdR+n067zfzcHLV6jc+88gqNWhWXx4c6UGk3mzx+8gCH08/czBQDfYhg6AyHJoaGQTwZ5+atWzy4+wlWm51XXv4MjUaNr331DdodiWtPXWNre5dmu0OjWqXVaaIO+ownJ6iWRxlys9Vifn6ORDxBuVpmoPRZWTnHzu4eomDi/PnzTE5Oksmk6UgyVrN1RD7tSsQTUTLpNFKrzfTcHKJJxO10IfUk/P4gu7u7HB8dEYvFWV1bw2QaInVGJU+/30+hmKPX61Erldna3cYY6kyMT9JTJPb3d3n//Z9x48YNFhYWiEajeD0eUscjcfrkxDhWqwWbzYFoEshlcyMoWTrDzs4OAZ+HcDjEF7/wGsnxcfb29jCZwOP1k0gkePraNSrVKn6/n0qlTLlc4Utfeh1VVTGGQxzOUR/t4toqck8ik8rgcrvx+XzIknSK+FZpNjucWznL7PQsPr+PUrHAM09fp1A5AUQcLhflYpmXbrxAu91mbe0iC/PzdHsSwXAUwdCQFZXJyQnS6RT7u7t0Wh2uP3ONP/iDP/r5CfT/x+///rc/feMldva3mZmeZ3IsgdqVkft9LFYbUrdNt6sQDAQIhYOMj01wYfU8druDe3fujiZwrFbuP7hHuz3a5BNEkWajObLbDzWC4Sg9RaavyBTyBXxeH3OLZ3n4wc/YPDwgGU+SiEb5+tf/JV1FpSNJdPUBvmCAJw8esZM+pquoDAwds9nMXCKBYLUSCIdodTr0ejLxWIzFxQXOnjvH3NwcdosFRVUxm0SuXX+GUrlMuVxm5dxZrGYLa5fW8Ljd5E9OMIsiYxNTCIZBJp2h02rSbkvohs4z15/F53YzxEQwEKBSq9Fo1Gk2mjgcVsyWUVacy2aR5A7xaITxiXF293YxiSKlUolisYjZbMEwdLSBRjAQxDB08icFrly5isVi4fKVy3RaEiazCLpGp9uF4ZC5hTlS2QytVodwIEgwHEUb9Bloo2Wezc1tdE0jEo4Q9PkplMsYQ4Ou1MHncjM1M42hG8RjMRRV5WD/gHgsSrPVAmFAq9lmMNBxOp0snV1kc2uHTrNJJBojHA1jtzv4+OM7lAoFpianWDp7hof3H+ILBEjEoxgIXH/mOrdv38Zhs2K324hHo8SSSTKZLCICC/MLSO0O0Xgci8VMu90elcZEEz6PB5fLTblSweG0MjUxy1g8Ti5fpFgsYbVaGRo6AkM6HQlNG+Dxujk8OqDf67Oycp5KtYqqKjz3/HM0Gy1UXcNpsdJtjfoeDrcTm83FztYmuZMcbqeTRCTKUAC31wsDlVQ6zYWV87h9fhRFplwujETpNiu+oJ9gMIzFbCIUCnLn9h3S6RSYYGJylnI+R3J8AkEQ8HjcuNxenHY74xNTXL64hsPuJBAM4LDaGJrMuFxOBBOkUimmJsf58OYthgKjYOn1YhIEMrljNFUjnUnjcrtptzu8/KlPcf/hCPtgtzsYnxjHxJD19XWkrkwkEiQUCmFBwGKzYLNbUfoKSr+P0pVotdpk8zkuXrzI/fv3qVbLzM1N4/MHWF46g9VmZXdvn54skz85oVwuEI0lRxvZpRKDgUY4EmR+ZgGpK2EaCkTjMVx2O+lsmpdufIpHj+/h9QZJpTLMzk4jmkwocm8kRS8UqdXLWMwWbA47tWqdx48eEE8kEQwdk8nE5OQk+XyOo+NjvvKlL3FSOKHVajM9Mcm9u3eYnpnF7/dwfuUcH9+5jaqq9FUNudfj+vXryJJEJBZDkkbc+WRyDEEw0Wo3KJdLiCYz/X6PnjLAYrUSCITwulwcpTK4LFZ0NO598oBHj56Qy6ap1+qsnr+Az+8lnU6zsLhENpdmanqOP//zP//5CfT//t//3rdtFhO6qjM7PsGDh/fBNES0CJxdPIMkdWg1m/h9PtqdNt2ujM1i5eatW+iGjtPlxuV206g38fn9RKNRWs0mhq6jG6AbOlJbYqjpOFwuBJOJZrOJ0+3C5vWytblFOpdla3uH9cePKWUytFsSqiqTOylwks9RrlSQZBnhdH45Vy5j6Dq//CvfZG5ujo31DQSzyFdef52FuTmy+SyGbmASTaAbiBYTwlDA6/dQKleYm5+j0Wjy4P59Ah4vkWhkNKZoEgmFgySSSaq1KmbRitrtomoGQ0GgWimj9VUarRaKIpGIjREKh4nHohSLBZJj45gtNmr1CltbO4TDATqd0aSSSRzicLhZPrvM5tYGFy6sofcVzp87h2ixkE5nODw6oCt1efj4IauraxTzeVbOX+ALr34BXdcxmUSspwRPi8UCus7nX32VRw8fMjc7izrQKFVKeN1uZKVPPJmg221zfJwiMZZEUWScLicutxfQ0XX48Y/fBQPyuTR9VQVM2B0OnC436VQKXdMoV8qIopnZuRkSiXEQNPYPDsnk8lhEEwcHRzgcNjR9SFfuYhGtuL0e4rEouZMTHj95zMXLqzgcDrpyj6mpKSqlMrmTAnJPxmo2Y7VZMQwBMKjWq+TyOZrNJj1ZIRwK8s67/4BJFJGkDl2pR09ROHN2mUpt1Bdy2OxksjmKpQJmswXNGBBJxPCHRmKQntzDbDZjMgk8dfEyXa3P0cERhwf7bK5vEQqHmF86y87ODgO1y9jYNJrap15vIiujrLbVbvJkY/O0hNdHlvtogwHxsRjZbJ6Vc8u0Ol02NzbwBwKji+PUNENR5KSQx0DApGkUymU67Ta6rpFKp3n66ato6gCH08X0zGhC68MPbiKaLcSTSV548SVy6TSGIPD40QOuX3+ObrdDtVQmloxTKld49tnnGPXHWujAN7/xS7hcXkqlAoqiIctdDGPIt/71t5A6XbaerFMtV+gPdDY3N3F73PzwR39HKBSkWi0y1A2+8c1fZWtrE103SCYSo2QvGOY4k0bqdPH5PTidbl5+5WVuvHSD999/j/GJGaLRKB6XC7NoIZ1OEY7GEASB5194lt2dPcYSSb7xzW/w1ltvUyoWUOQeHr/3lAwaIBqNUSwU+fjuHbqdLp/97GdodTrE4gmePHmCaBJY39jC5/Fisduo1epYLBa8Hg8WUUSWOxSKRZrNOmazhf39A0wIBP1B9g8OCAWDHKczCIKJfD6PySxisVh4/Y03UHUNQx0wRMDr8aCflqpOTjKMT0wzGAxwOt3UajXeeeedn59A/7u/8zvfDrh9FOs12tUaXbmHWe/j8XtptmQMTGgDlaEgEA6FaFRrVJtVvB4fkWicVr3OEEblGr8XRenjdjoRLGYsFjOtVhOn202708FisXJmdpZmq4WmKAwNg2Q4zN7BIePxOC5dQ3B6SaUOyBQKiMMhizNLWHSVtqKgaSq90zri/MICF86dw+Vy0R+ozExP8+xzz2GzWanVGswvzDMxOclJMY/H5SEWizI1Oc3Zs2fJ53PcvPkBNruTlZVz5E9yqGqfTqPB+NQUhXyBUDBIR+owMEZ6Od0YYHc4kbpd7DYb4UgUi9nCSTbL+NQE64/XiSciHOwfnlpq5qg3mni9HuKxOJsbm+iGMRI/2KxI7RaVahFFVTk5KRKLxTg5OaHXk8AQiEQieP1+9nZ3yaTSmMwmqtUygaCfeqOG0+lC7imEwkGUfp9P7t1jamYat9uLyWSi0WyMTiDVKmbRwkcf3WJxcR6nw4XT5SAeH8PndjHQdBxOF/5AkGgkitzp0G63sdtE8icnRGMJtra22d7aIpPL4vO46Skq4cAIOma2WBBMJtrtJnMzMxwdHpFOp0iMjZPP57CYLdjtVg62drny9DUqlTKSNMrov/rGV8nlsmiqxth4kmh0xGUvFMv8q1/7Naw226j0Iku0Gk3CwRAenx+n08H81BSZXB6528FsEgmGwyzMz3Hh/Ao7u3tcvXyFqZlZtre3icdibGys01dVzq+unfp0c0RCUV7+zGcx22yMT05SKBSIRHxInR5Sp8NAN+hIbayihXA8hKpqNJsNTKIAgplwKIRuaNhsDuZmZkmlR6z0jc1N8vkM1Vodl8NB5bTkKEkdPG4P+ZMch0cHo3FPY4jDYWd6bg6n3Y7N7sJsEun2OmQyWZrNJp/cu4fd5cJiFvF4PDx6+OgU8+yh1+tht1nQdQOHw4kstdna3OTs8jJvv/U2hj5KtsKRKAgGx4fHvP/BT7h89Ro3P7p5imb4NBsbD7FZHbgcDsxmK16fC8MAu92O3GnSV1WsdgeJRIJiscDZs8uEIyEMXcdmsWC32TF0g1a7RbVaBUOn1ZEoFguMT0yi9vucnBRpNOv86q/+Gn21j2EMsdrsxBMxNLXPweERCwtL3L//MfVGi+WzZ05PFznOnFkgl81TrhTQdIhEIshKD1UdEAgEcDvt9BSFy1evIJgs9PtdNM1gfHySgN+PyWzG7XUzUPu0OhImBO5+fIdINEY0OjoByLKM2+kmncmgaSOw29raGuFwmGz2hFAwyH/64d8yNTWNoig/X83Y3/+d3/12IBikr6oMdRWpXadebzI5PYXd5UaWu8zNzNJrS2TyeRyuEbxJQEDqSszNL+DxeNBUlenZOcqVErLSZ3F+gWwmgzEcsra6RiKeQGo1qTQalEpljOEQj8PBT27dQh2ozIQi+MbH0TBIZbNomkZP6aFqKn1D46mnr2FzOikXS1jtdm68+CKhSARRFLmwusrC4hyiOGpSbm9t0el0WJhfIJFIMD4xSfY4RTqTodFssLy8gqKo3P3oI8aTSby+AJ1mE8NkQjRbyeUzRGJh7tz+GAQTV65eZmFhkXZHolgqEo/FOLO4SKVWw+Gw4fH4MVutPHz4iFg8htvlxuV0IPd6NBtNBoM+gWCI8ysrSN0O2ewRqtLH7QlwdJxiMBjQbjXx+fzE4kk8HicAhm4wZIhmDIlEQnTbXUKRCJVSEQSdoD/A4tIZkokEqXSayYlx2m2JbDY72rb1+RBMIqrSG2EFZImgP0ChWKHdaCArfcqFUVbtcLoIhcI4XS4W5xcQrVaOD4/YPzjgtddeQ+51EU0j5eNgMCAZj9HtdTlOZXA77NhtTlbXLjK3MIs+0ClXTxBFKyZBYPXCeawOF26Xi4ODPTRtSK6QZ3d3j2/9xr/h2tPXuP3RHVwuF/F4Arfbza1bN9nb2yIQCNJud7jx6Zfx+X3cdVFeDwAAIABJREFU/+QT/B43BkNEs4VGvUa708btcuPzedne2iIUCFCuVpmdneXx44cofZVYLEYkGqMvdwkFgoT9IRxuBxOTU6SPjhAFEwwhf9oAv3Hj04gmAaU/4FMvv8yHH9yk1W7hdnvxur24nXZqjRpqf0C1WiKZTHDu3Aq379xibm6BVqtDPJ7AYrNRrhRxOh3UKzV0XScWT3B4dEgw7MPj9xGNx7Ba7bQaDWLRKKnDQ/zBADdvfoRoNhHw+Vk5v4LTamV9YwuD0TSW1+ficP8Ip9vD7OwkOzu7uFwenn3+aVKpLCF/gHA0hKEZBIO+0f9js0UoHEZAwO/x4PUHGAxUupJMwOfD7XKhqArnl89jNpuRul1uffQRz1y7TipzzJtvvs2Z+QWqlQpnlpcJBUM8evgA26mGMRDw0G61OSme4PX60XUDwzAwAUdHR5gtFm7fuXNqinNTqRSZm1vk8YNHTExNEw6FqNWqRMJRBprOEIFAwMt3v/sfCAR96LqJr3/96xQKeRqnU0KyLGESBILBID1J5oUXnuP4+IhyqcpLN27Q6bQolcp88YuvcXR0zFe/8jq1Rp2Z2Tn29vZ4/PAhT1+/RjabJZU6QhTNSJJEr9fhxRdvoOs6Dx7cHwHpzGZ2dnbodjqsb27+/AT6//33fu/bbpdnJA7QB8jdHh6nlUDch6aNGoeYhrS7Eguzc7i9HjrNDodHRyyfWyIRTzI9PU0ykWRyaorHDx6dipwFLFYbTz11kQcPHo+2Dh1OlF6PWrlI+uiYttSl1WwiAHupY+rVKhazmaDHjaYZdPsKxUqZjiRRazT52htf4/GjR3z+c59lZmaacCRMOBymWiuTiCdxudwgCBwdH9BsthhofRwOJ/fu3QVRAJPA9PQs48kkGAYev4+P7tzB7Xaiajqy3ObJkw1cThf6QCeZTHL58pURAzufo1AosLi4gCAMEUxm/D4XhZMy0WgEURCYmprCarPTbbXQhkMikTCy1CXoD9BXVcrlIgF/EHEIqqbTaNZZWJjDIopo+pCnr10hHk/S7w8Y6hraQGOg63hdLp6sr+Pzebmwep5GvYkoWrmwep6BorK/v088EaNWa9KpV5G7XXq9HqJFoNWok8vmWDxzlsXFJQaqhs1up9Vu0ml3SOey+PxBrl0b2e2VvkqhVELpdREEkemZScAgEYmjDgaogwE2m4VeXyGXzTGZHMfAQLRaWd/YYHt7g063SyIxhmGA0+VC6XUxW23cu3eX6enZU8aPn6npGf7mr/+K+dkZ5J5EvVFHVRXOLS9jsdnJHKdptBq88qlXmJudZX9/j1gszF/+4K+wWO0E/F7arQ6BoB/dGHB8cITNZiebz2MWTaTTxzjdbjwuN6JoxiQI9CWJrqrg9vqQujI9WWJrcwtl0CcQ9GNzuGg2W0hSh7HxCWZmZsjlMni8HjTNwONy0x+oLCwtkjo8YmZmik+//BJ//+a7aLqG1+Nnb28PudvFGA5xu12oqsbS4hma7Q6YTJzkU8zNzpNJ5dANTmfbE4gWC/2+QrVWo1atceniyLurGRrFUmk0+ixJHKZSdDttzCYLoWiIrtRhcnIWk0mk2axit42W5e4/vI/FagbBhMvpQETEZDbhdnlwOhxE41HKhSK+gA+XxYY6HGIym3ntC1/k7996k8ePH3N8cIBuDDEJAqqmcvbMMo+ePCSRTKIPNLw+L9lcjmKxQKlU5sn6E3RDQxRFAn4vy8vLI/uUySAYCGB3jMawXW4Xstzl2rXrzM/Pc1IsUixmefx4g7NLZ0AYlWk1XaPZbI+a8C2Jc+fO8oPv/wBF7vGtX/9XbG9tUa3XWVhc4vGjR6QyWe7e+4SpqRmGaOSyOVwuDwcHezx5/IhavUGhWMRmteAPBAgEAjx58oTd3T2ef/4FpqdnUBSFeDxOt9tDFA0OD48IBgP0ZIXxsTHsdjuBYJCPbt/++Qn0/+63fuvbNrsNkyxTazTR+wq6zYTP6ccbiOBwusnn8rjdHiampnHYbcRicaYmp8jksnQ7EqVSkdt3PiKbTiMgMLc4z2AwQBQM8idlpK5EIZcHkwmb3c7B7j6DvjGqm9qs7OzuYiAwUFVCfj/zMwsEwmHmlxbJpjM8c/06+ZMTxuJxkokES0tLSJ0OyysX6Ksq+3v7uJyuEa6g1cRhsROPR+kpA2xWC6VSmZ7SZ3JikkI+Ryp9TOroEFnpce2pp2k0qtSqNRRlgNvlYnZ2lmKpRCyRxOtykM5mANA0nUKhQK3e4N6dO4iCyOz8PPVmi/2DAy5fvsw777xJV5bweD10pS6RcISBNkDu9ZieGKFrh0MDBIHhUODChTUODw+ZnZ3i1q1blIpl+qpCNp8nlcng8/kZn5zAKpopVcpEwhFOTooYgz7jY5McpA6oNxrk8ydYLFYkqU0wEsbQNdSBwQvPPos/HKFeq5LN5Tk5KeB2u+nJHVxuL/l8hvnZOULhCOnUMcFAkImJCYrFIvFohFarzd7uAY/X10mnD4lGYtjsVuq1JnJP4ujogPMX1sik0nhcLnqSTCQaxWq1Uq83ODjYQ8SE1+9jZWUFl9OJ3eFiemaGTr2O3JfJ50did4YmunKPx48e4nC6mJyaQJK6eDxuFLWPdSjwzk/eZWlpGbfFgtfvJxgM0Gh1ePHF5ymWi4xPToNgIJjMKEqPbreD3OsD4PW5abWl0cher0c8FOLg6BjBJBAKhojHk0xPTyEIJjrtNpLUJpvNoqoa/X4fra9iNpvp9To8fPCE5ZVlMtkcjWqDcCTM2NgEqdTxqVjbyTd++ZdIxKPs7GxTKJa4cmWNJ082UPt9Wp0O0VgUt9M16ps4HKQzGWxWK81GA4/fT7VWxWqz4XW7aTTbDDSNoWAinT4iFI7gdrnY3dnBH/DR7XSxO+wjV4GgEwz6MJutOJ0eDMNgdm6OZCLBJ5/cpz/o8cn9hzQada5ff5ZKtcYXXn2V9977CQNN48HHHxOOxRliMDu3QCgUJjk2xoULazx58pCVcysMMRGJRtja2qTTaSOYhqNTSbONw+Gi1WpjtdjJnxQYDuHw8JBc7oSAP4jdMSJb3rx5i3a7RvGkxBe++EWazQ4rKyN5yQsvvEA+n8EkCNTrDQZ9lbbUoV5v4na70QYD9g4OkGSZ6elp9va2UZU+Fy9dIuj1giiSSCQoV4qMJcdBMDE9M4mqaig9GbvDSTgc4PBwNKUWCgU4PDzE6XSytrrKT957j35fIZPJofS6KMqA4dDg/LllZmdm6al9fvKT935+Av1v//Zvf3spFqOm9JBkmW5fxeNwMjYWY3JynrbUJhaNYDabyWVS5PJFavU6yUScjiQzvzBHOpXB43EjySNmRLVa5YXnXyCby2OzWTBOtV3D4RCLxcLNj26xsb1BsVYl4HWjGwYzE+Mo/f5IcZY6InuS5+XnnsPssLM0M0ckGuWDmzd56uoVjOEQm8OCz+2jUCqgaTodqcPCwgIBv5+jo0MuXbrMkyePabZaqP0+4xNxtja2CYZHZqtms85JvsDc3BxHe/uIZhv6cEhP7vHSjZc4Ojomm8vBcEilXEbXh1isVorFE2w2GwbAcEixVKJaqeB0uaiUy3z206+QSqe5dPkq6mBAPpOmXa8zOT1DT+5wZukshWKJxTOLWMwWXB4nkWgcwSTQarYYGkPa7TaSJDHUNARDp1KrILU7mEwiQ0yUSnlcbg+aMcDr9NKXZSxmM21JQhBELGYBfSjw7NPXePTkMSZRwO3ysL+3h9ksYhbB7fXR7ync+PQrXFhdZXdnG5NgIhaNcvfubVZXL3BweITb7aVcKeB2uwiFI0xNThAKxzAMjWAgxOTUNCfZPNFomGJ51HxcXFwk7PeTzeaIRiJIskw6lcJqs6H2VTxeD/1+/5QJNMvR8RHBYJjzFy5gtVqxO5yjUT+pRzgYolKr0ZUktvb2mJ+fwTI0oZtFYtEwrU6HvtzDZrcT8AepVivEo3HiicTob1Ors7p6gUAwBBh4fG4eP9nA4/Eg2gTK5QoDbdSEnpoaQfiGwEAb4HV7aDYajMVifObzr5DJ5shncwiiwDPXn8Xv8yOahuwfHNLttvB4vIgmE/FEgp2dLQYDnenpWfL5E0rlEvl8EYfNSiAURFE6jCWncDsdlColxsbGKRVP2NjcYqCrOO12LFYzkiTjcnswYTA/O0uz0WBiahorAqJNpCf1GJ+cpt3pUKlUaJ4ixZ0OF7t72+SyOSxWgcGgz+bmDsl4mIE2ZGpqnIWFM0hdCZvVQlfpE08kicViRBMJbrz4Ik6XG4EhSl/B5/MDo0Uxqdmi1WmP3MT1BulMhoFm4HCY0AY6cq/D5z/7KhabCU3T2drcZG5+AbvdQVfq4nA6cTisBPw+LFYL1XKVuelJxiYmuXv3Lrs720QiUW689CkQTIyPjXFuZYVMNsvx8TGf//zn6EhdhkODyYkJgn4/NruTw8MDGs0WjVYLj9vN8XEKXdex2swoSp94LMHs7AwnhRwBf4Bup0ulWmN5eYnpqVl03eCj27d4/OTxKVrBSiwWx2q1cnx8zOzsHIlEgla7TSab5fY/MaP/7xqmTl2x//EfPTQL/K/AX5w+Pg2kGKkEG6cqwf8TeJWRSvBXhsPhg//Wa2iaRrHbZSweJV8oIykysxPTINhJZY6w2l006i00XWd2egaH3U6t1SKTzWFoGhsPn+AN+IknEjTrdfpKj1K1yltvvYXL5cDmcDE9PonDYSeVyyG1WkhdGUwivZ7McSYNJhNj4TBKv08qmxtBmBD47v/1Z6PMV9PpSjLFUpEf/NX3mZ2d59r16whmM1Pjk1xaXWNjexOLaKbZajLERL5QZKCqxOOjN3w6nSPg9/Po/n3Or60yMzdLNlfg7bffYnFhgcurF9na3qLd65LL5xifSFKtltnc2iYYGLGtRfNoMQzg+tPPcPbsWf7qr/8aSWphNYuYBAGbw8HlK1f56U/fAwy0vorH66VaK6ENDG5+9BF9ZYSWUAcqx8dHrK2uoes6geCIYy6IJmx2B1arGVnu4XS4iIYjbG5uMjE+xrnlZR4+fICmDSlVypw5f4HU0RFjkx6UnkSl0sDQdd76h39gZXmZIQaNWoXlc8vU6g0cTjcDpU9H6rCxvo7dbkHTNQZaH8Mw8Lg9FIolNF2nXCkTCkUBAa/Xy9LCIk8eP8HhstNpd6gUS+we7OPx+mi16gyHJqKxGKLFitlsRh30R8d0qUP+OEVsIslQ0Nnb3sfv86L2Ff7Nv/6f+JPv/SmRSBQTEA6F+Pjj28QTY7TbDQKhMKWTImfOzDGWmOTmzQ+pV2tomk44FKKvDUjt7mP3+VhYmMfv841OiyYRi0lga3Odp59+mqo04GB/H2MwwOf30GyOLrw2h4VivkipXCSVTjM3N0swGDodWw1Ta9YpFqtoSh+r3Yaq6uztb+Ny+Wg16ggm6HT63Pv4HoqqEgmFGRtLYBij/YxEIsLiwgK1RoO93V021zd57oXniUejTIxPoPZVNFXl3PI53C43osXERHIcRJGtjdH2rt3pBBFeunGD/cMjsoaOrmloQwMwCPm9LCws8cGtW0SjUZaWFqjVK+zt7VHIFxgMNDRVwzkeolpvYLd5GAz6TE1O8e6Pf8zjx4959XOvkpyY4E/+5E/I5XIj3K9JYHp6hu9973s8dfUqwVAIk9VKu1xiaW4eAEmW6XUlTk4MPv/5VykWi2xubeLz+fG5PXh9buw2GzabhTt37nIp4Mfj9WO1OvB6vezt7fD//OUPsNlsxGJBkskRYO5P/+zPQNe48fIr1GpVyuUyn77xEh+8/zMGmkaj2WRmZvo/D4r4/EGGQ50zZ5ZwuVwYQ512W+Ljj++zurrKwuI8tVqDxbklfvTm33Hp4mWCwRCdtsz9+48ZqH2SyTESsSi9fh9RFKiUyywsLuKw2lFVlULxhFa9dXrh+6fd/ruBfjgc7gJrAIIgiEAe+Bvg3wI/GQ6H/5sgCP/29Ov/Bfg8sHD6cQ34zunn//ovYbYwPjnJ0eEBSr+PNtAYW5zDabdhGCbGkknMVivrDx9x6/ZN7HYHkWAYl8dBPJGgVq3SV3ocHR0xGGjIsozL5WJtdYlarYTeG+BwOtg/OqbZqOByekaZvdnMkCHdnoKmDfjxnTvY7XZsNgv//J/9Ij/427+l2+1itpjpddps7e1jtViQZYW9nV2a9TrHB/tEIlFsDivPPPM877777kgYoQ+olsvEk2PE4zHyJ3nGxsZIJKJYHQ6y6TTDISwsLtLv9YjGozj9PqwuN3G3h2qphGEYzM3Ocu2pp3j77XcIx4IwFHnpxg0++OADTIKAyWTiy1/+En/6vT9F11scHR5hsVlIpzJYLVb8fh/hSJBKpUqvpxIIeDGLVmZnZ3DY7GzvbLN0ZoHt3U00XUPAjM1mx2a2EI5GkLptyqUifn+AvaMDMicnHB4doygStVrz1MDU4PHjxyQSUQ4PjkiEQtgtVmq1Kl987cs8evSArSdPcPmcTE0u4PV6qdXq5PN5Zmam0HWNSCSOyWTh5gfvY7aaefqZ5yiVSphFE8VSFYfdRiaTReq0kaURttehuEhn0ridLi5eukSv2yUWCoEocFIs8MrLr7CztQVYcHucBAIBisUTGrUGsUgUj99HJpen3e1w+/ZtRFGgWizyaOMx4VCYTCrD2sVVHGY72tBAkXs4bB72t3cIhsPUq3Wq1SrjY0kmJ6f48P2fcnblPNFolJ4ssbu3R7fX5V98/V9w+95dOi0JVVVZX19nbm6K1HGGXC7L6rlz2J2xUWN1oCEMh4CAxSJSr9Vwu0elpr29vRGyId/D5nYjihYAdvcPuHrlCvMLc2jqyNRVKZc5Okrz5Mk6FtFCKnOMy+qg1mpit9sZn5zkeGeXoNd7yskfeR00XRtx6SWZfl+FIdSbTb7y5S8xUFWebGzy4Yc3+dpX3uDRw09w2UdC8yFQLpex2ByMJROkUilUVcZqsaMoGqsXLmK12zlOHfD9//hDYokE4VAUudMln88RDYdx2O3YHXacTidXrlwhFovSbNZZWVnF53WhKL/Evbt3qVerTM9M4/V5ef/mTWampvifv/UtfvTWW1gsJjKZFCf5E77ylS/z4OEDvIEA586d56NbNxmfmMJiNnN4eEQ0HjvdLTFYWloCTKRSKfb3Dlk5v0o2l2JpaQHDgI8//phkMsmLL75Ap9Mhk8uxtrZGPpflt3/r32Gz2/jDP/wjXvviFzk6PqbRaJLL5Xnw4D6rq+eZnJhgc3OTJ0+ecOHCWdptGbPZMhpAGQ6JJyK02y26Uheb3YrFZuHy1Wtsb68Ti40hiiKZTIZWq0a1Wqbf67N26dL/f4H+v7h9GjgcDodpQRC+DLx0+vifA+8zCvRfBv7i1B17RxAEvyAIieFwWPivPamua8yPj3P5yhrlSoNGs4bP48Xtd9FpK/RPsxiby0XAaiGZTDA+NsHO3h7ZbJZ+vweaQTgeweVw8tRTT3FwsM/OzjbNZgOvz8fj7W08bjcf3vwIz2l3/tzSEqJowhcK8Q/vvos+GNAzDMaTSW7euslgMMDhcrJ67hxb29sYuobFbMHjdCHLPcqlMlKrg2i34HI6KJ4UsYgmhoKO1+VjZmaao1Qak0kgEglRKpzgcDgI+n3UKxUajQZ+n59Kp83lxFU+/vguNotIrdMhGk9gFkxYHTbUgYbb56VZ72Aym3nnnXc52NtFEESUvoKuG4yNjzHoq3z65VcQRXA4nHSkNtlclnKphM/rIxofBSBF0RicFPB5nCTHxxkMdHyeANFYjDfffIuxiXFWls/SlXvUqw1Es3UkkFg+gyL3+Pu/+xEzszOngpIxKtUqzWoFm82K2WJhL31ET5YJBEK8+eabuB02nn/pBoVCkeTYGOvrj/H7gzgddmq1Gktnlllff4jD7uTcuRWOj/cxYaXZbhGJRLHbLVTKFc4uL1Mul5ibm2d/b4/xiQmkdpuWJGEYQ55/4Tlq9RrdVpeJyUlMokhiLIHP56NcKKAZ4PeHkOU2zVaLvqIwMzuJ1WzDbBaYn5vHZrUyUEbI5txJHrnV5dHxBkeHeyQSSYaCCVmWWZqbQVFkXC4P+3ujueils2fpdrvs7e5idzgZDFS0/oDsSY7x8TitVg9dHxAJheh0eohmsFqsHGYyZApZzOYRDdHtcdPrdonH41y4cAG/z8eP/u5viScmuHTxIvVOE03VGB+fYG9nh3PnRrsm6VSaYCjMhfPnKZycMDExST6f4q/+5gfMzS2gOjQKxQI3brxEIjHG9vYO+WKJ5tY2mjFgemqK+YV53n7nbWx2B7oOkXAYRVb48MObRKKjU4KiKAhmkdW1y0TDYbZ3dqjWSvzyv/wmXq+XH/3whwSDfvr9AQ67g263izIYMDYxwYOHD5memSaeSI5QEMDW9g67uzucXznPo0ePePPtN0kkxmm3GywunuXex7c5v7xCo1Hl8pUrpFMpfD4fS2eXyWQyNBoN3nr3HQTBwGJx4nF76MqH/PA//ZBz51aw2WxsZdK4PT7isShDbUBfVenJXZ66dpV6vUkymcThcLK9tcFA09A1jUAgwtNPX+ftt98hEAgAMDU1RalY4o033iCTOeKrb/wC3W6X7373O4RCITxuN6FwmGAwwK0Pb+L1ekmljvG5PSSTI2H8/v4+Lpcbj9vN7OwsqqKQyxX42tfe4M233qLfk6lWG9y5cxtF6SPLo2nETCaFx+NlcnKajY2N/yFnrOl/MND/c+D/Pb0f+0fBuwjETu+PAdl/9DO508f+m7e//NGPMJttxOMxIuEIqqbTayvUqzXK1Qr7O9vs725jtlgplSo8eHCfYjHHcDACVQ0wRoYpRWZvY5PM3gGHu3swNHj15VeoFQt0mw2SXh/5kxMEQcBld2K2WOl0u4gmM6JoGbkiIxEWFxa5cOECkUAABAGP10sw4OcXf/GfYbbaMIsiHreb4XDIUIP5+UUMXSfi9WAXwBhqlCoVvvTaayOuij4yIm1sbJIv5JF7MlKnjaHrRGNxUqkUkXCY5194ieUzy2ysr7O+scH77/+Uv3/rLc6fO88zzz1Hq9nE4/GAMCSfS+NyOml3auhqn0arxcLcLPV6i8++8gqBQICp8Ql8Pj+CKGAVTUSDERrVKs1mk4EOZxYWMVus9DUNfajx7HPPkUwmMTAhdSXy+TyapmIRxdEbIpHklZdfwe32Mj42SbfdwWazIVrM5DIZ1tbWGEskmZubZ+XcMrVqGX04uvA8+9x1UqkjZianGA4Nls4u4A/4SR0f8ejhOj99732MIRiagGaMZrLX15/Q6Ug0Wg3cbjeL8wtsba0Ti0VRFBmz1YzX7aJcLmOz2pmfP0Ot2SSVzfLJ3bsEg2FqtQZWh4t6tUqzXsYYDHn44AFWswWvN4jZaiUeT1Iolmi12wx0lfMXzvDcc9cpVSrMzc4AJjweL8XCCbMzU+wdHuPzhbBYbIgmgf2DfcbHx3j22WfZ2t6mJ0vU6w1aUpufffAzstkS6+uPqFYqLJ1dYnJ8nF6vx4W1FdS+SjaTo1JqjOrGgSC1Rp3t3S3ef/+n/OEf/QGCYALD4N7dj/C4PMzOz6N0ZcLRGM1mi8mxMaKRCO+99x7VWo3J6cnTE+Qk3/jlb3LlylVm52aYn5/l6CjN+z95D7nd4iSXYXxigvGxCfqaxicPHp4iA0QMXefqU5dwelwIJpBlmWw2jaqqdLstSqUSG1tbgIHFbMdsMdNXFa5ee4rN9Q0+/PADzBYz8/PzpFPHbGxu4HDYePa563zqxku0Ox10fcCF8+d59plnUXoyna6MxWJD1zRSxxmkZoNLFy/zYH0dw4BGowaAy+NlZ2edRCLOp158EZfLgyhamUgmSR8fMzk+TiyewO/3j+CCn3uV+fl57n/yCfrQIJaIY7HaUPujHsbOzg5DXefcygovv/wyck/m+9//S7773e+ws7PD3bt32dzcQJF7LC4t0Wq1uHjhEicnOcyiwGc+81l+8zd/kz/53vf4znf+mHQ6w7379xFFgYODQ6qNGrIsk0gmuXTpCkdHGdweLy+99AL+YJBqtcbW9jZyt8vyynkUpU80GsPv89JXegiizpkzZ1hdHQ1O2GwW/u+/+PN/cuD+Jwd6QRCswJeA7/+X3zvN3of/5FcdPd9vCILwiSAIn2i6jtVupz8YkM1lqJarNBs1+rpBcmKMfP6EerNBKBzFYhrS7XaoV6r05D6ixTTK/t1eHt37hHwqw9HBIcVSmWqzidLu8uaPf0Kp0aDSaCJ4PCwtLnJhZYXU4T79vsLVq1cxW0Q+++rnCAcDfONXfoXVCxe4euUyqqJgEs1cvnqVhaUFEvEYQY+L8fExQtEoXoeL6WiMvqIgmgQMqwUNEM3/X3vnHtxWld/xz8+yLcmSX5L8tpPYsZ0QktgOBvIiD1hMEiDAznYndGmBlum03W670HZnM3Rn2pn+sdvtdNqdMoVtS7q8upsBtmVCCmkSGmBDAo7zspP4bRnLtizJtiS/9LBO/7g3WeNpN8kuiyTP/cxofF72/L76Xf2se+45v5NJVmYmz7/wHGN+PwODAxS7XORYLahonFV19Qx5huns6iLg9xGPRHAVOTl29Ah19XXk5+dRUVECSqgoK+XchbO8fehtMiSD6akQLS27UQnwjowyODiMJcdOdfUKKiorSczHCU+HWbduHTl2O40NDRQ5i5hXGfS7+9m+YzvlJSXcc89OzrefozAvj9sbm+jrGwARHA4n4z5tze9Dj3wZS7YFe14u1dVVDI0MMTo2jKOggIG+PqZmp0kkEixbtozlyytpbf2EaCxGVUUFt6xZw9d/7/cZ8gwz4h2lp7uPocEhGhrXs6ulha7OPgoLnFisZmpqqlm1uh6v14s1x8rKlSsZGRlmfl6bB7733nvx+32MT06ydetW2js6GBkeJRicxGK2UFXctgWtAAAL6ElEQVRVjmdklPffP4HNbqO+pobyykq83lGcTidCgomQliZ40+bNhIJB+gb66e3tpqPjIkePHcNut1NUVEzThmaqyqvJtWjnA0djUR68/wEcTidl5eWMDA9TWVVJY+M6An4/a9c3sGpVHcFgiN6eHipKSxhyD2KzmVldt5L6mnp8vlFMGSZmQlOMj09itVoZdHvo6epjZnaacHgGZ5GLK1c6GezvJ0ff/ONwOrFYrdx+xyZsdhuffjqE3+ejp6eX3v5uIM7WTVtY29hErs3GU089yRtvvIHX62PQ7SbTlMGZto85d/asdmZvRRXb7roLlHZuwdr1DUTjMRIoCvLzsJqzKSpysnpVPfOJeU689z7hYIiJiSCxaIxQaIoxr4ep4BRms5m9999PQ+MGwuEgM7NhYpEoFy+ex+EqIhqdZyocYmX1CswWC7OzIaoqq8jNyWMuEsVkAo/HA4kE69avo66ujmg0gsvlIBQOa7vDJyd5/eBBero6CU4GETFR6NByYM1MR3jllVc48NIBMgVCoRAjXi+3rl1LUYmLDJOJw++8w1QohFIKq8VMZnYWg5962H3fLnbs2ElzUxOjo6NcvtzJ5c4OzFlmmFfYrDkIQiKhPUMsKSnB5/Pzby/9CK/XC4l5rnR1MTkRRDJMrFpVz1/s36/FBaeLeDRCXV0dwckQ3/zjb7Bx42ampqZw9/fjHfayZ88eTKYMzrS2UVBQwMMPP8zc7CwZJhMfnTyJ3W7n0qUOtu/YRmlJKaGJWbJNWTidTnbv3s26tet5+s/+/Ibj7c18o98NtCmlvHrdKyJletAuA8b0dg9QteD3KvW2z6CU+qFSqlkp1VxdXc2fPvMMtbV1uBxOnA4Hc5EoGRkQmZnFbrHgdJXgdBUSmJwgA8i0mnE6CyksdGHNzmYmHKazp4cPT57kSsdF4tEoJOaJRCP0nj/PjM9HOBAgPDzM6vp61q69lbGpMMOBAFNTU2zbspnHHn2Ubzz9NHZ7DoXFLuz2XGZiMW5Zs5qdW3YSGPNzsaMdV3k5RcVFuHJtlNUsY07miUbmMJFBODCOy5qHIs7gQD92ey61tSuJxWN09XYzP6/l0Xn/Zx9QWVlOS0sL1hwbsWiUeDzB6jW3ENFPKBqfnGLL1rsodLhQCZAM7fQin3+cD3/2Ac133ElDQwPl5aWcaztDODzFm2/+lNq6OhLxBLFonPEJH+7BQaZnZhgZGUJJJn29vYz6fMzNzpGVacEX8DMw5CY/r4DamuWcbzuDJcfKyy+/xPnzZ8nNzcXvH+XDD08Ri8RoaLiNBIrcAjvhiQnMZiFBBpOhaQIBLfXCpY5LZJCBd2ICu91GcHycAbebeCLBkbcPc/z4EVZUV2M2m9m08XZKy4oZ8njo7umgv7efoaEBvrTzbmw5Nu7cuJlTp07R3XmFcZ+P73znL6mqqqKsvJjf+Oo+cnLNOBxFTI4HCI5P0Hn5Cq8dPEhkapqK0jIKCnIZ9frIzjJjsVj44T8/R1FxCV995MsUF5eycmU9Y14v8ViMyYkJ4pEoR44dI8OSxV1bthEKTmDKzsLpcFJWUsr07Bxms5nurl7mIhHOtbXhD3iZDk7i941y8vRJpmfnyM2x09c3yHjIh8fjRiXi1NbVMTEeIDM7m1tvvYX5WIzCgnyqqiqIx+OUFpcRmZ9j7fr1NDRqc7D19avx+bRkYrfd1kxZZQV5eXmMjfl47bWDjI6NkZkpeIaHuHyhnftaWhj1DBIYH8duz8XnG6f1zBmCoTBdXZ38z4kTZGSZsdgsfNJ6CpPJRGNDEwPuQQbcbkZGx3APDrBly1bG/AEKc/N44vHfYvOWzex98CHGJyY5ceIDKisric7HqV6+DIfTxScftfLigRe50tnN8spKamtrGfP7GPMHyJxP0HGxg4H+AT76+GPa2tro7+nloYceISFCSVExgYlJzNlmvCOjrF+/DrfbjSUzi6iKMT2tPXcrLysmEomwvLycqmUl2GwWHnxgLz39/fh8XlrPnMIzMsJg/yDBYJD8/Dwys7MJBAJIhmC12ti3bx/vHDnChQsX+OvvfpesLBM2Ww7uAQ+uYier6uvZsX07G25r4vjxo8zMhJiY8HPP3XfT1NjE8WNHCYbCZGZlUVFZidVqYX5+ns6eHoocTvLz8+nv62d1fT3DnkEOHz6Mw5FPc3MjWVmZrKyv50xrK7t27eZiezset5uLZ89y7PhRQiEtQV5JSQmPPfabzEzPYbVZmZmbwTMygsmUIBqZJaEUkUjkhoO3aF/Gb2CgyI+Bd5VSB/T694HAgoexDqXUt0TkfuCP0Fbd3An8QCl1x3X+dhjovGGrUxsX4E+2EZ8Dho7UY6loWSo6IPlaliuliq436IYCvYjYgEGgRikV1NucwEFgGeBGW145ri+v/EdgF9ryyieVUq3X+futSqnm6xqSBiwVLYaO1GOpaFkqOiB9tNzQqhul1DTgXNQWQFuFs3isAr7+uVhnYGBgYPArc7OrbgwMDAwM0oxUCfTX3cKbRiwVLYaO1GOpaFkqOiBNtNzww1gDAwMDg/QkVb7RGxgYGBj8mkh6oBeRXSLSKSI9+jLNlEVEqkTkPRG5JCIdIvInertDRP5bRLr1n4V6u4jID3RtF0TkxpNTfAGIiElEzorIIb1eLSKndXt/om+SQ0TMer1H71+RTLsXo6fZeF1ErojIZRHZlI4+EZGn9euqXUT+XUQs6eITEXlRRMZEpH1B2037QEQe18d3i8jjKaLj+/q1dUFEfioiBQv69us6OkXkvgXtqRXXlFJJewEmoBctI2Y2cB5Yk0ybrmNvGbBBL+cCXcAa4G+Ab+vt3wa+p5f3AP+FduzBRuB0sjUs0vMM8BpwSK8fBPbp5eeBP9DLfwg8r5f3AT9Jtu2LdPwIeEovZwMF6eYTtDQh/YB1gS+eSBefANuADUD7grab8gHgAPr0n4V6uTAFdLQAmXr5ewt0rNFjlhmo1mOZKRXjWrIv7k1om7Cu1vcD+5Np003a/5/AvWibvcr0tjKgUy+/ADy6YPy1ccl+oe1YPgbcDRzSP3T+BRf0Nd8A7wKb9HKmPk6SrUG3J18PkLKoPa18ws9zRDn09/gQcF86+QQtZfnCAHlTPgAeBV5Y0P6ZccnSsajvEeBVvfyZeHXVJ6kY15I9dfNLJUBLBfRb5SbgNJ9zgrcviL8HvgXa+SVo+yQmlVJxvb7Q1ms69P4gi/ZVJJFqwAcc0Keh/kXf4JdWPlFKeYC/RduYOIL2Hp8hPX1ylZv1QUr6ZhG/g3Y3AmmkI9mBPi0RETvwBvBNpVRoYZ/S/oWn9FImEXkAGFNKnUm2LZ8DmWi32v+klGoCptGmCa6RJj4pREvxXQ2UAza03eVLgnTwwfUQkWeBOPBqsm25WZId6G8oAVoqISJZaEH+VaXUm3rzr5TgLQlsAfaKyADwY7Tpm38ACkTk6m7phbZe06H35wOBL9LgX8AQMKSUOq3XX0cL/Onmky8B/Uopn1IqBryJ5qd09MlVbtYHqeobROQJ4AHga/o/LUgjHckO9J8AdfrKgmy0h0pvJdmm/xcREeBfgctKqb9b0PUWcHWFwONoc/dX239bX2WwEQiqX3AAyxeFUmq/UqpSKbUC7T0/rpT6GvAe8BV92GIdV/V9RR+fEt/OlFKjwKeiHXkJWlqOS6SZT9CmbDaKSI5+nV3VkXY+WcDN+uBdoEVECvU7nBa9LamIyC60ac69SqmZBV1vAfv0FVDVaKfqfUwqxrVkPiDQr8s9aKtXeoFnk23PdWzdinb7eQE4p7/2oM2NHgO6gaNomTxBe8D5nK7tItCcbA3/h6Yd/HzVTQ3ahdqDdu6AWW+36PUevb8m2XYv0tAItOp++Q+0FRtp5xPgr4ArQDvwMtpqjrTwCdqBRCNADO0u63d/GR+gzYH36K8nU0RHD9qc+9XP/PMLxj+r6+gEdi9oT6m4ZuyMNTAwMFjiJHvqxsDAwMDg14wR6A0MDAyWOEagNzAwMFjiGIHewMDAYIljBHoDAwODJY4R6A0MDAyWOEagNzAwMFjiGIHewMDAYInzv8nnNMvna5LTAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x11dccb860>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"md = nd.filters.median_filter\n",
"md_blurPhoto = md(img, 5)\n",
"mostra_immagine(md_blurPhoto, \"foto\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"E' necessario convertire l'immagine da formato RGB a formato HSV in modo da rendere i difetti facilmente riconoscibili."
]
},
{
"cell_type": "code",
"execution_count": 148,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x123500470>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"lower = np.array([0, 10, 50])\n",
"upper = np.array([360, 100, 100])\n",
"hls = cv2.cvtColor(md_blurPhoto, cv2.COLOR_BGR2HSV)\n",
"mask = cv2.inRange(hls, lower, upper)\n",
"res = cv2.bitwise_and(hls, hls, mask = mask)\n",
"mostra_immagine(res, \"foto\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"A questo punto si devono detettare i difetti rimasti, ridurre il rumore attorno ad essi mantenendo le linee oltre una soglia di rumore. Al termine dell'analisi' è possibile quantificare il punteggio di difetti presenti."
]
},
{
"cell_type": "code",
"execution_count": 149,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x122f49358>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"0.0759078429437279"
]
},
"execution_count": 149,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#detezione dei difetti (linee) rimasti in modo da poter estrarre i difetti dell'asfalto\n",
"edges_cv = cv2.Canny(res, 200, 400)\n",
"\n",
"#riduzione rumore attorno alle linee\n",
"blurred_edges = cv2.GaussianBlur(edges_cv,(3,3),0) \n",
"\n",
"#mantenere le linee oltre una certa soglia di rumore \n",
"bdilation = nd.morphology.binary_dilation\n",
"berosion = nd.morphology.binary_erosion\n",
"edges_cv_2 = bdilation(berosion(blurred_edges, iterations=2), iterations=2)\n",
"\n",
"mostra_immagine(edges_cv_2, \"foto\")\n",
"\n",
"defect_score = edges_cv_2.mean()\n",
"defect_score"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.4"
}
},
"nbformat": 4,
"nbformat_minor": 2
}