{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Self-supervised learning in 3D images\n", "\n", "Use the Doersch-style method as described in [1]\n", "\n", " [1] M. Blendowski et al. \"How to Learn from Unlabeled Volume Data:\n", " Self-supervised 3D Context Feature Learning.\" MICCAI. 2019." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Setup notebook" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from typing import Callable, List, Optional, Tuple, Union\n", "\n", "from glob import glob\n", "import math\n", "import os\n", "import random\n", "import sys\n", "\n", "gpu_id = 0\n", "os.environ[\"CUDA_VISIBLE_DEVICES\"] = f'{gpu_id}'\n", "\n", "import matplotlib.pyplot as plt\n", "import nibabel as nib\n", "import numpy as np\n", "import pandas as pd\n", "import seaborn as sns\n", "\n", "import torch\n", "from torch import nn\n", "import torch.nn.functional as F\n", "from torch.utils.data.dataset import Dataset\n", "from torch.utils.data import DataLoader\n", "from torch.utils.data.sampler import SubsetRandomSampler\n", "import torchvision\n", "\n", "from selfsupervised3d import *" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " Support in-notebook plotting" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Report versions" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "numpy version: 1.17.2\n", "matplotlib version: 3.1.1\n", "pytorch version: 1.5.0\n", "torchvision version: 0.6.0a0+82fd1c8\n" ] } ], "source": [ "print('numpy version: {}'.format(np.__version__))\n", "from matplotlib import __version__ as mplver\n", "print('matplotlib version: {}'.format(mplver))\n", "print(f'pytorch version: {torch.__version__}')\n", "print(f'torchvision version: {torchvision.__version__}')" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "python version: 3.7.7\n" ] } ], "source": [ "pv = sys.version_info\n", "print('python version: {}.{}.{}'.format(pv.major, pv.minor, pv.micro))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Reload packages where content for package development" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "%load_ext autoreload\n", "%autoreload 2" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Check GPU(s)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Fri May 1 10:10:56 2020 \n", "+-----------------------------------------------------------------------------+\n", "| NVIDIA-SMI 430.40 Driver Version: 430.40 CUDA Version: 10.1 |\n", "|-------------------------------+----------------------+----------------------+\n", "| GPU Name Persistence-M| Bus-Id Disp.A | Volatile Uncorr. ECC |\n", "| Fan Temp Perf Pwr:Usage/Cap| Memory-Usage | GPU-Util Compute M. |\n", "|===============================+======================+======================|\n", "| 0 Tesla M40 24GB Off | 00000000:02:00.0 Off | 0 |\n", "| N/A 28C P8 16W / 250W | 0MiB / 22945MiB | 0% Default |\n", "+-------------------------------+----------------------+----------------------+\n", "| 1 Tesla M40 24GB Off | 00000000:03:00.0 Off | 0 |\n", "| N/A 40C P0 58W / 250W | 556MiB / 22945MiB | 0% Default |\n", "+-------------------------------+----------------------+----------------------+\n", " \n", "+-----------------------------------------------------------------------------+\n", "| Processes: GPU Memory |\n", "| GPU PID Type Process name Usage |\n", "|=============================================================================|\n", "| 1 21887 C python3 545MiB |\n", "+-----------------------------------------------------------------------------+\n" ] } ], "source": [ "!nvidia-smi" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "assert torch.cuda.is_available()\n", "device = torch.device('cuda')\n", "torch.backends.cudnn.benchmark = True" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Set seeds for better reproducibility. See [this note](https://pytorch.org/docs/stable/notes/faq.html#my-data-loader-workers-return-identical-random-numbers) before using multiprocessing." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "seed = 1336\n", "random.seed(seed)\n", "np.random.seed(seed)\n", "torch.manual_seed(seed)\n", "torch.cuda.manual_seed(seed)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Setup training and validation data\n", "\n", "Get the location of the training (and validation) data" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "train_dir = '/iacl/pg20/jacobr/ixi/subsets/hh/'\n", "t1_dir = os.path.join(train_dir, 't1')\n", "t2_dir = os.path.join(train_dir, 't2')" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "t1_fns = glob(os.path.join(t1_dir, '*.nii*'))\n", "t2_fns = glob(os.path.join(t2_dir, '*.nii*'))\n", "assert len(t1_fns) == len(t2_fns) and len(t1_fns) != 0" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Look at example training dataset\n", "\n", "Look at an axial view of the source T1-weighted (T1-w) and target T2-weighted (T2-w) images." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "def imshow(x, ax, title, n_rot=3):\n", " ax.imshow(np.rot90(x,n_rot), aspect='equal', cmap='gray')\n", " ax.set_title(title,fontsize=22)\n", " ax.axis('off')" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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sjPmOYyGhCWa2Vy8+EnWHNrnX6yXxJtD+TqdTNxakzNrofQNlY78snsTTGK+7J/BsCMvis+NttCw+C16UZfG0+eNpn7UJG7lnReR0FmyVs/M51xVyG+dYpvH1dt5l6+729raIiFy+fFl2d3dFJE1x1ev1VP6jjGazqdexbIAMhXxvNpsFCyXaj+egLlhTHB0d6bNwXbvdLnjUoB4oD9ezJwz6yYuP5H7wYjytZdGD51nz8OHDtdcHAi8SZZbFyLP4mqJM+J2Wz25TwhqR5URsN4a7u7sqYFggYOGPQO7hcJhMorxJsDmaqtWqmzrDuk6y+6V1jWGXSD7n5WaywfZ8HcpnN1qUy8LUust4G+TZbJa0lTdc1kW31WrpdV5qEG+DZzfI7F6Kd8SpNlAevyNuA2+g+Zzn+spuq/wsHOONvR1naB9vJLGRHg6HicCdz+el+cbKFmanpfIo23xu+oxAIHD+cFoKqHXXbFruaQQ2Z1Xg8v/LFHdWmdZoNJIQAq98VkiWhZmwK6kNpRiPx/oMrBGY2My6X7JilOWhDQeZz+eJXGV5bWU5yzAmtcG92Mh2u91EDud5rjIIwLnJZJIogzkHMtfDbtoZtn95g2hJgERE9vf39XobonL37t2k/EDgZSDcUAOBQCAQCAQCgUAgkCAsi68RyiyGjE2T+3quptAkwqK2s7OjbiWwENXrdS0XrhuPHj0quBSiTFgKOWUGygVYe+gl3rWui55LKNrCQfQMG0TPbp2sDeRAdr6vWq0mlsUsy1SjCu0lWwUZ1hWF02RYC2ee51oup/PwNMAWXt+gDHbX4VQjVts6nU4TN1wmJvI08h4hgdWINxoNtTyiXzEuOI0K+mE0GiWW1eFwmPQXW4bZ0mo10MBp7mKnWQvOIzV/IBA4G17U97tJiMi651tPHLZk2bnT8whiTxWWOZaUzCOFYW8X62EzGo1U1vf7fT1m02Q0Gg2dn63L62w203uB8XicpGcSWckDDtdguWvLteD0U2yRtB5Ok8lE64T1C65n+YP30m639T2wa6p9D+wi7Hk12fXWfD5Pwla8sXJwcJCMkXv37iXtDwSeN8KyGAgEAoFAIBAIBAKBBEFw8xpgk7ipTZL+2mvx22w21Xp44cIFEVlZ/piwBRa7fr+fpECYTqdJcl+Ob/O0gTa2bzKZJJToHMfImlXcc3JyIiIrreDR0VHh+aibjRdgLaOXHsLTWnp9DA0oB+LDAssxgBxnwr8iq36FptKLLWSLHurLSYO9frP15jhGttZaTaVnqSsjnZnNZnqPl+CYtdRW28wWRhv3yNcDs9lM+wu/g8GgoIHGr9WOs0XwrJr+Z4ldjNQdRQTBzbMjCG6eDs/LK2CTb3rTZ7GHi2cBxDHIQSYz8+SrnTPr9brKJ5Yhtn6Yd/M8L1gPRZZzLWQtWwJRLjyG2PLmzZk2Ft5LT4HjXAbHqrPsRFnWO4blIeqzvb2dkL1Np9PEIwr3DodDlTEof3d3V+U7y1AbT7quLrZOTO5j04pw+7mt1lLpvdPbt28nzwwETkMZwU1sFs8xziKQvOs8N1OR1QIdG8RLly7p5hCTHSbQw8NDXYjzJGWFBINJS+yCHZvLdruthDlMaIIcTcxyiutQxtHRkRweHuo9OIZ6W4HLrqwekxyzmtnNjHVN5HPVatUVjFZw8WYR16NNe3t7yUaWmec8Vxc+x/koRaTQTi9HFMDXeUyqdmO66WKImeK8hYFdBHh1442kdYvmPJrAZDLRMYTyhsOhLnjsIoAXHtw+TwFT9v4B/t7KlDhv+yYRiM3isyM2iy8fpymMzroRtXNsrVbTDSHPcVZ2lMkrkaLiEvfbkIALFy7opufJkyeFX94k8WbRzqOLxSJxjfXyEdtQkXX9wL9WGc3EfGVyh8l1rGKWQyO47znnMdeXQx7Qzq2tLW0rwJtxlv3r3FDXuQdbhSfK4TJ4s1i2GfVw69atja4LvL2IPIuBQCAQCAQCgUAgEDgTwrJ4zrCp9tKeO01rB2xvbys1M1xOsyxTDSJcTWCpm8/nagWDdYc1oNCG9Xq9JEDcS8Fw8eJFERF599135fLlyyKysvwcHR257q0oD/mHer1eYvHB9R7VeJ7nBQpw1BH3sHZvXU6kPM+TnIassbVaSXuvfU8oo9lsJnmbsixLXGlbrZZaXT06c/tcL6VJv9/XvrQWO5EVWdF0Ok3o1z0L5yY04VxGo9HQNmLccP29tnjjGn0CzTi7sLKGGWMav+w+ZV1+vJQc3nsry6d2Gjb5jt8GhGXx2RGWxZcH71t9WisizyfWFZE9KdjF37qhcpnWrTLLMp0XMReOx2OdUzHff/jhhyrXf/vb34qIyJdffikiS3lhrYjT6TSxEHp5flkmWuIZ71yWZYV1BerreQIBbFkVKc7dbMXzvIQ8T5F1oRycn9mmoeI2b21tqWWRvYnWhbkwcQ7K29nZKbwv7jOuL78H2x+exRLtsO1Efb/66isJBICwLAYCgUAgEAgEAoFA4EyI1BnnFJvGJ5ZZcjim7p133hGRZYwctE6wJD158kS1WRwMjv+zNk1kqRlDzCA0ZJVKRTWasFzu7e2pNuv4+FhEVjGGjx490jLw7OPjYzdRMMqFZa3dbrvaRZGi1dNqaRnVatW1SgJMLINftq6JLLV8tm88jSWXy6k7UMYmViYmlmFtrrXusdUN7fc0mohRbbVaSRtms5n2NcrHfaz1ZU2mtQp6tO5eSg7WgFpN8Gg0ShIxLxYLfSeok6elZ2sjYnNZq21TcozH48QSOZvNzhyz6V2zCRmVd10gEHi58Obi50l8xfMee0asK6teryfphbw4RcyJnGSe4w0xZ1+6dElElvOeTT3EseLWKiaSykn2gGGiN9xjiWPq9bq2H8+s1Wqyt7dX6JvDw0Ndm3gWMtv38/k8iX1nngBgOp26cZe4x5bveZEwqRzLP7QVqNVqiVWQ1w12bTCdTpP3wbLdrnfQRka1Wk3SZTH4Xpz/yU9+IiLL8YDxgnrevXs3KSPw9iLcUM8Jylxd7HG+nn/t5NRqteS9994TkZX752Qykfv374vISsDwBssKLm8SyfM82Vzu7++rWwvqwZtKTDwQKt1uNyEZaTQabkA3jmFhz26lNg+gx3LKAgzXNZtNnZRR1gcffKDnOe+fyHIjCwGGa7a3t9WFB/1xeHiYCF+ui3XDYWHF/eu9Z1YC4DrrksKbNivUuG9wrt1u6zvHuWazqcoC27+8QGBYgoHBYJAIrtFo5ObKxP8tuYMnGOfzebIxZYIbHPPyk8HdqV6vuyxzeCcQ/J5rdZZlSZ+XkdicxU3tbdkshhvqsyPcUJ8f+Pv1FECbKG5Pu8YyPfMmkOc2zKN8PeYtq7hipRdvzJjky5YLRe4nn3yiSrTHjx8Xftl9lDe3eBYTrKBukP3tdnutgpjXKAzIGmyeDw8PtT0sL63iEMjzPNkEMlgx6xHB8SaOf1le4r1xqIoXssJy244RJrLjNRrKt2yvrMTljaRlXmUWelunZrOZrDkqlUqhPSLLEBX0uV2XcTuCJOfNRrihBgKBQCAQCAQCgUDgTAjL4jnAWSj3PYuiSNHt4OrVqyIicnBwoNo4aA3H47Fqk1hjCa2Tpcyu1WqJJYnpo9l6hVQFsMBVq9UkbyOXZami2RrGmjS0gd1grIayjEbacwkZjUaqyXz//fe1XPQJ3DDxu1gsCsQ9qBu0cZ9//rmWa91IOD2FdcMZj8cFiyLaabWX1Wo1IZ3hcWEtdWx19LTk3Oeelc263AKsEYd2stVqFfJsoc3sEiqy1DSDpMi64czn88QinOd5wdqJ59t0JePxWAmZMG45p6R1n+L8n57bKo8lm5qFSYLse2NtMo/Ds1oMz0qe8bohLIvPjrAsPjvKwjo2/fa86zB/sHXQpnOq1WpJyiJP/rCcY48HkWJoBMtS607Z7XbV8gcPo4ODAy0XKTPY08imxOh0OonrfrfbVfkOV9JGo1EgveNy2VKHuh0dHSUuspxGAtcNh8PEsskWUCtPsizTenK9LemOyMqSaOd1ln2eZdFaKS2s7GRLnZUdPI7Q52wpxLPYs8em6PJCOiCPuZ7VajUhQRqNRgViHT63bi2B8998843b/sDrh7AsBgKBQCAQCAQCgUDgTAiCm5cEz1L4NPTb1pIILVO325V3331XRFZ+8MPhULWG0CptbW0VYshElhpAa32BhvPg4ECtOkircXx8rLGIsLx0Oh3VDELLyBo3aO3wy+dZo2djNjxNaaVSKZRjYem8Z7OZG7+HfkIcR6vVSlJscH/jeiZgQZ8g7qLX6yWaz0qlovcgTgQaWSZRYesg4kqZxAVga5z3LHsd04/jPDTX6AvuG77Har855QieeXx8LI8ePRIRKcSyYhzAqsyxhehL1GM+nycaWk5xgfuYXp41rJYsolaraXnQcHPsio2n5BQmTCiBclHf8XisGn77DXAqE9agl6XaKEun8aZbGAOBV4mzyuHTzluLIsejlaXO4Psw3zBJDOYvyBq2sFmPkizLCs8VWcocWBQh16fTqXpL3Lt3T0RW8+Pe3p7KKdSn0WgUOANElmsOWCg5BZPlP2ArGpOtiSxlAspFGWy9Y2uXJydRrrXcsgcTk8NYC+RisdD+xbzuxepx3B97BeGY5xlmuQjYOmdlLqf/ADxCnnq9Xkhnwu1j+c5pSKwVs9lsJnLKi1P1yBNtf4iI3LhxQ0SWfY86hbXxzUO4ob4kbEJWY495JCfWnREbxCtXruj1cDmdTCYJI+hoNNLJERPG9va2CgdLMpJlmV7/4MEDEVlOqleuXBGRlUDkiZjrjfMoF/UfDAYJeQgHb6PezFJp3S68fl0sFsl1PBFjk/bZZ5+pAGX3DetGyG2xEzxPjtgs3b59W8l8uFwIXQhX3tzY/Im8CGAXGbvxn06n2od45+yaaTdf3A+oW6fTSXJE5XmeMJ4yM5sVYMzKyuxu2ESB6GAymehzLakB143fn+dmbYUl6sz3ttttXSxZVx52afJICth9rIztD2Xg3T958iQZI56LubdBfJs2hOGG+uwIN9TnB/4GNyGu8e5l0hBsevB/Js/C/LC1taXKNJ4zMW8wcQ3mUSbZwjOtvGy324XQCZHlnGifxYyjmJ9R34ODgwJ7ushy3kOYCTZJ7733nq4DuA/RZ6gvywZmFxdZzsW8iRFZboqhLGVFsu1DfgdW5jebTX0PzPztbcjQfshSdr+0so43iwyr+ObxwIpW/J/zJuKYbddoNNI+x/W8CWb5hzZbRTnXDfAYZufzeWKA4LKsHObyWaFscxrz+Tt37kjgfCPcUAOBQCAQCAQCgUAgcCaEZfEFwrMYViqVJKh5HcGNR2KDQPXr16+LyMqNj1M7QPtTqVQKuRRFlhokWHWgPex2uwWXQpGiyyk0dHDX3N3dTdJZcIoNoNPpJOQ47Lph3SjYosbpE2zeKNYAs5YVsG4q0+lULae/+MUvRGQZ6G+tiOv6HP+3gfCs0YRGeDgcqjaQg8ut5c3LabVpfifW4lrLGOp4fHxcyBcoshwDcJ1kYgRYzaCBZZcjL3WEN36thaxSqSR5wdhd1Wo7Pct7o9FIymB3YIAJebx0GzZPGbuoon39fj9Jv8FkPqx1ta6pwMnJiVrf8R15qTbeJiuih7AsPjvCsvh0KEtzcxZYl9N6va7zAc/7Isu5E/MTk8tBrnI4SBlpinUdZOsVvGT29/d1TQA51O/3Veaj/Q8ePCgQ2ois5v9Lly4l3i71el1lAOq4vb1dcB3l60WKKTa4LxjValXrCe+YR48eJWmqPM8lln3W44rfB6yjHILDHiCw3NpwF859CLBlkXMaA17eaUu0Zp+Bci1J38nJiXz//ff6t0iR4MbKNW4fwBZZj7iNvX4891v0pe1ffqecbs1aOz25zh5DX3/9dXI+8OoQlsVAIBAIBAKBQCAQCJwJYVl8gVhHbFHW514id2hz9vf35dq1ayKyii9gmmpo7aA1Ojw8VE0PtIaXL19WLSO0YGxxgqUFWrHLly/L5cuXC/UZjUYFKx/qyBZCXI86oZ7QQl29elW1khwzZ5MXi6y0akgIe/v2bT1nLXYiaUD59va2/PznPxeRlZaRLXqoR1j1ZXwAACAASURBVLPZTOJE2Tcf5TIlt9WkeSkbOFWDjbvwrHI8Pjwab69uAMcUWCIarjs0ir/5zW/UGsZaZJtqhC1xNhaF3z3A75Itehg3IFdgzaqXIsWzulqNbqfTUcsxrj85OSmkcBEpEi9wnVCuTZMxGAy0rzl1hy0P31Or1dL2oU8fPXqUjEeGF+vzpiMsi8+OsCxuhnUxwZ43T9n1fI7TGLHnA5Nl8fVeKiS2lPG8Z8m7PKIUlL+3t6eeRuAu2N/f1+dyOiFLNnN8fKzPgBWRrX4ecZo9xtY7lLGzs5N423D/2YTvi8VC5Tli/cfjsUsOY+dPbz7lNRP+5nhzjkdEGZYAhuP47BqOrY0cfw9ZxPLdJr7nuENPdttYwaOjI/nqq69EZEVCNBqNtFysy+Ahtru7mxD0MSEdj23If6Sy6vf7ieW2zOOK1zleW9DnTMjD60JPruMalBdWx5ePsCwGAoFAIBAIBAKBQOBMiNQZLwBPw65m4+xqtZpqq65evSoiy7gESynN2kn4tyMGoNvt6r3QQs1mM2UaQ/zYYDBQbZVNf7G7u6vPYtYwyz5Zq9XctsJyBM3jzZs3tW42Hm2dtoo1g+graCGtn/90OtV7YW366KOPVAMLzGYztQjBssja07JYSPuu8FyRYowAaxStlQ/912g09D1zPIW1QE6n0yRRsaf5ZO2wl4oB7xnv9+c//7n8+te/FpEV3fVgMCiw63FZ9Xo9acM66nBch99Wq6VtxLvhZMO4DuN3NBol2l7uS443RDl4z5waxYshsu+o3W5r3A+s8IeHh6qd5xQe0NJbTexsNtOxBE1/u93W7w1lsEa8LHXG22JpDAReBDZNWbPJcZFijBrmR/ZMsB4EbM3jGHERP2USM1NzqgYA8xjmzg8++EDnLJy7ePGiPh9zvccajTmO64S5Dh4Z/HzuF547UV/UqdFoqFwFOE0R2opnHh4eKp8C5kdOWs8MomXwvJoAjrv34h0Bu5bwrJl8nvvGJrRnZnc7DiuVShL712w2k1j4RqOh7wnlMy8Exhdkzvb2dsLAysyrwHw+TzgnmAHdWvs41YfHDs/cE7ZdbLnlcWCt70C1WtVngJeDvZS++OILCbwahBvqC8RpLobedfjY9/f3NX8NJoOjo6PChCqyIq65d++efqBIz3DlyhX9UHHdkydPdPJktzw8w+ZXGo1G6qLKi3+bUqFSqbgTMFwkfvSjHxXawm6gPBHZCZY3RNyWzz//XERWQfGYVKvVqtJ543d3dzdxjanVarphQp14YivLMQRwjih2XbH9UK/XXQIYkWXf4z1Y1wx+/mw2U4HBrpuW9ADwhBy7OnK7UN7f/M3fiMjS3dcTuvi/l17EpuTY2tpKBMLjx48TmnR2G7KuoZPJRBcu+OWUICyEbL+KSLKQsUoHkdVCgjeXTO7A5BMiywUNKwa4vpyXkcvAvd99952ILJUuVvi+TRvDcEN9doQb6nqUzdmMTd1QsVC1YRP2WXYOxFzEqXpYGWrdFFlZyu6f2HxBxoFo7tq1a/p8hGpcvnxZFWZQuk2n0ySFVr/fV2UxXBGhDLYbH5GiPGEZyco2keUCH+sPzJNM7sMEbCJLhTX+ZrmJOnjKT++9WXnF+XgZdrPI8sxew3LFk5u2Xvx8JjK06wFLQiPiuzY3m81kQzabzXQsoRysc/b29pK1EtcJmM/nOjawLjw5OUnWF5CN0+k0UZ5zmIuVhziPvrEu2GwIsd8KKxS4/naDzms1GA4Cz45wQw0EAoFAIBAIBAKBwJkQbqjPEZ7WqcxywJYkaFref/99EVkmvGULC66D9odppkWWmr2PP/5YRFZWjfv376s1A1qiVqulrqZIUH/hwgXVBEFrBU3l48ePVasDjeVsNlPNlJeqAJqmvb09dTuFVtTrB9as2iBvTsnBWky0EZqmjz76SNviUVbbVBisdfRcbGzd+N16SZH5nNWMcWC/tSAzqQ7eLZMlcEC5Z3njxMu2LVZrx+lKWHuM8xh733//vVqwrQtJnufJO8rzXC2FIGD64IMPVBOPOn399ddqpQapAcpoNBoJuYPntjqbzdRSx2lbbOLqSqWi48amMtna2tKxzG62aCPKGo1G+nx8M7VaTb8NkNigPkyrjmfv7u6qZeC9994TkeU7xz2oWxneJqtjIPA8YefdTb8lnqeZAE2kaDXCsWq1WnBVF1nNnexyinmfrUsc+oA5HvNTt9tV7xzUAx4xFy5cUNdR9raw1qj5fK7lot6Hh4dKmoK5iPvGeqbMZrOEqIStQCjj8ePHKutRJ/ZMYkI+keU8aa2Cnuskw0srZevNMt+T4Zwmwo4Na8WyKEsd5YWqeO2z1kaWzZAdzWazQEyIZ+E8ysW4YFJAu37g+vJ5Htu4FuXD4sweQbx+st/WfD53CWtsv06n06RPeD1U9q0AbHHGmoPXdCAGCjw/hGUxEAgEAoFAIBAIBAIJwrL4guERf9hznU5HPvjgAxFZWR/m87n6kwPHx8dqkYEWExaXg4MD1Qjhml6vpxocaKjeeecd9XGHJmY4HKqF0qY0YCpjTpSLe9k6Cq0htJg3btxIKKU5kayNM+M4Ay/JL+pUq9VU04b4CPRbq9VK4gjtM1CGF6vg0WfjPk5LAVgNWbVaTRIPczmWwKdWqyVaXG+McHwIjrVarVItqxcPgDKs9llkpVGczWbar9Bi4532+33VOGKsLBYLHV8//OEPRWQ5zmwKkZ/97GeqZUY9ELDOZEh4R14Mab1e1zHP56xFnK2Nlk78wYMHOpbZiglLO9o8m82SdBoXL17U7wd9AgKbXq+XxH0sFovku3j33Xe1XFj+UT7jNFIH4KxWk0DgTURZPNkmliqe/zlOETKM5RWn0hFZWhPZI4HPcXw+wOkhUP6FCxeUGAvWxJ2dHbWwWLkyHo8TYrp6va5zLOZpTnGBeeno6ChJfG8JybhvvFh8L5H8aDRSbwnMeyDeY08Yhhdv76Xd2ORdehY9gOX2JpwEXhnr5mRr/SojLvPaJ1K0dooUYwUh87rdrnpV2TLYsscpnyxx3GAwKMTqiyxlEzxgLGkSe9OwVdmuh+bzedIPnGoEY4/HgUcSZ72vOp2OSwDprekw5vAd8XuArA08HWKz+BxQNuF45zDIscC+ceOGup0g2JsnNgzyBw8eqJDC5ggfw8OHDxP3BGYmwwSwu7urkwzc6I6Pj5PNHE9IKBcfO29u4cYwGAzkzp07hXbt7Owk7hmYgJrNpn7YvIGyLiPs6smbQEskgknKm2z4b57grKDLskzPWza2PM/djZ6Xk8iWwffazbAnmHHPumNMKuSx5tn7eFPlCUnr/nJwcKCbPmzKUe/JZKIB5SAZ6vf7Oh4h1DgAnt2BcP7TTz8tnPvuu++SRQsLHiaasUKKyYrwOxwOddFkBd3W1pb2JRPoQJhi0ffOO+/o+OL8kBi3+LbgBtPr9QruVehbdlPFfegHFnRwLbeMvIzYEAYCK2xKZuNtNOwxnrvx3bNCjhfguA7f9vHxcbL5gywVWS3UIU/a7bYqpzB3Xr16VZV0mB/yPFelMeYzzD9bW1s6P+OZR0dHKtdx3/b2tq4v2A3ULthZvlpFI4NlnmWVzrJMNyKYd9nNtcw90gvZ4c2Zdy+ebcMlOKzAXuu1RaToNmyf7d3D9ShT7NkNFLv0Ap5s5rAGvs7mruZ1AdY57HaM/me3Y6vkzvNc78Gajhn0bajM1tZWEgrEhgUcG4/Hur6AXGXCGksCxBtJDjOx6zdW3ntKfKtYn8/nquTlfsb52EiejnBDDQQCgUAgEAgEAoFAgrAsvkBwnkVONwAtCVJjXL58WbWG0HRMp1N1J4WLaLfbVRISaO9u3bolIkttDbREsCJyPhvg/v37BUptkaWWBgQxcH+Btubo6Ejd7HDf9evXVesE68rx8bFqnZgIAO22WivWrLErJFvNLJiCGZpUWGbYzRPPZ8siwFYua5XzXFhYY8n5AlE+50ZEWZ71kIlcuB6cw4j7xNJ+r9OIs/WS28BaM08TzO2yZEXvv/++jgPrAtVoNPTdQyN+eHiommvOO+ZpVFE/XP/Tn/5URJYuWNCEw21JRJLxO51OE3esLMsSax+T2ECzCk330dGR9gmuH4/Hag2E5ZTJGtj1Fd+jfeaVK1dUe4k2PHjwIMmvyO8Z916/fl3HCCyM6wgWRIrjIayNgYAf8lGW8sBeX6vVChZFAHMWji0WC3Ubx5xSq9UKXhUiK++CyWSiZcBd9Nq1a+qdg/n0woULOh/g279//758++23IrJyK0W9t7a2krrdvXtX5yeedzj1D37L3E8Bz8vBS8vA8z76BL/WI8Y+q8wqx4QxHtEJ7rcePqddx55L1srFsOs3zgfM1jnbT57Vsew5fA+3Ae+VQ4YsaSFkNOds5vUDxg0szux9VWY55lRTTLiEXzzLIzmEbOz3+/odcN/YvuB8y9ZKPB6PVeZ7hHherm+c47WdTZ/GZFBY7/C7Qb8FlgjLYiAQCAQCgUAgEAgEEoRl8SmxSawEa22g1eh2u3L16lX9W2QViyCy0oTcvn1bLT6wFG5tbWlcoE1tsLOzk1h3RCShql4sFqpNgfblgw8+kOvXr4uIJMH81WpV6wSt6+7ubiFGEG21z6/VaokPPWvPrL86W6NwX6VSSfzVWetrLZGNRiMhH8DzGGyVY42n1WqxBhTaLy9hM2vqbGJljo/kGAG+j5/J46YstsMLaPfovJmkwFoWmcQFbdnZ2UnaxRZRnEN8YL1eTyyAWZYlSacnk0kS48LpUPAdQPs+mUzUysbWRos8zwsJhFEnG6+L+na73YKVUWTZ50ysI7LU3EIrilhi1JXLQ58/evRILYuIY1wsFsk3W6lUErr6drutllr0CSz6/J4BtpoEAm8bNuEJ8Kzv3jl891tbW4mcqtVqegxz1/HxsX6/mOMuXryo8hEeEpDfnU5H5euHH34oIkuvDFzP1hL8jTLu3LmjliRr+ZtOpwUSEJHlWsIS1wyHQ52/mMQMsJYvTg3Cawncw2sDa6Eaj8e65igjevOsmN585sUgetbMdbH7XAajzIsIYBladsxrA6fQslY05jDg6611lDkncOzRo0cqF/g6kSK5Hu6r1WpJShdvvTMYDJJYQXjVZFmmf0P2tVqtpA3e2rLdbqts5thCS4IEcCwiWwAh19kKbq2izWZT220JGLlcPHs+nyfrR/a+Qpt5/ODbehsRm8UzYtOJAv/HAMVG6sMPP9S/eaEKfPPNNyKyFARYPKKM27dvJ6Z0LIQ//fRTfS7c6NiMzsIPZezv74vIktDEsqWxELDB7vzh8cTNOadQBrsIcB8xPHcOPmZJBzigHeDAZy/PYVmQuTfBe9cD3gTvEQLwROQxvqEsK0C9672FD28i7Caw2WwmLq+2HJHiBs66vKAcbtd0Oi0IAjzTTs78TG/s2fyQvCjDuByPx+o6g3F5//79xL2Y24DrKpVKQrSA+nY6Hd2QYlF2//59LQP38fvFsXq9rnXH9wU3Mt4Yog3Xr1/XvvFYipmV1hJe4F0+fPgwcZVeLBYum6+nNIhNZeBNwjoisDISG3u9SJprjhfAzGTK5Foiyw0X5ip8+zs7O7ohw3yDxebNmzc1fASuqovFQq9jZSjqh7IePnxYyB3LbVgsFnoO7RyPx8mmbjKZJCRbHrELy1wO1wDs3M5zC+rBJCderkbeANhyvU0drxs8BlGR5Tuy9WX2Vi7Xunp654B186Zdg3EbvPASi8ViUSonUX6n01H5y3ksmRVeRAqyD8cgr6rVql7P6zJPUY97rFsyMwLzptzmRWYiHF5DWMUwK0VsSBTnm+T7rQKexz7Am3Cbe9JTbHC5HMZk68uhLyiP321ZuMibhHBDDQQCgUAgEAgEAoFAgrAsngHrrIrWosi/0E7ALW1nZyfJNTefz9XqgGO7u7uqdcH1rJFCQO7NmzdFZKkRwfWwXO7s7BTcF0SWGktoq6D55JyHloY4z3PVpkD74hHnsDuBpadG/bxftEuk6FbD7ifsqojnW9poDmz2nu/Vx1rl2KLHlkqRovXK1pufz+3itq5zSeEga9ZUesQCdnzlea5abxtELiKJVZe1a/wcpoRHm733ZOvL19g2cP5Ij1rbWpq9PqpUKomVbTKZJPlHmWjIc+HFvfiOer2eupBCA3np0iW9junwUR67faM9sCzi29rd3VU3GGgi9/f3tQ0YS7du3dL3xYCnAcqAdTLLMrVCsCsrUEbqEFbFwNuA08a5Z3FnTwOR5Txi5//BYKDfJe7tdrvqBYB7h8OhzhvwWvjxj38sIktPAcwtnHMQdUI9JpOJzkuw8ozH42TORllsoWFLmbWasRXGC3+wJGkiqezgtQdbqDwLnUesZuvmpcfwZCdf4z0L9fEsRGWuqR5sugUvbcdiscqRWGap89I4ANxvngXXy8HMqVc8GY5fWOUwfiqVira/7J1zWzFWcM1wOFRLOq8RsM7Et8BrL/Y0spa6Vqul5UCu8ToGf/Oa0hL4TadTNyzHWkfZam8todvb23qdTTvH13FKN4wDzhnpeTS8iQjLYiAQCAQCgUAgEAgEEoRl8TnAo0sWWWpBEKsA4gtoiERW2ok7d+6o5gLWvsePH+u1nIz2Rz/6UeE6jinDM6AFqtVqqh3CuW+//VYtIZ6l1Ab4j8djNxgbGhtPG8n++OuS4OZ57vrNo0843s5a7TiO0cYxcPyCZ6ljzVGZdg9APTi5LH7XJf21FrL5fO5a6PBrNXmsyeKy7HuYTqcJsQtrQD3rJMDvDdpxS7hg24X+sFq7RqORxIJwzEZZ/Bz3vY1LmM/nOr5BEHH79m3VznOaDBvHePny5cR6yBZsaDS/+uorEVlq91Eel4vYIR5v0HjiF88+Pj5W6yWe3Wg09LnQwHa7XY0rxrc4GAz0/eNd4n1cuXJFrQ+wZp6cnLhxMrZf+fjbogENvFkoiyXjMe1ZD+097EWBbwpzTLvd1nkO1sQnT57ovYhP3Nvb028P1sTJZKJzlI1P7PV66g2B+Xo+nyceHR7pjBeLies4xvG0VBAeOZtHvLIO1Wo18QbxyuK4NYDl/Lq1EoPlO5dr5zvuB2u9WkcMV+aFAXjeOZ4nhzcO2cPFksQx1slBLqPZbKpMgOUrz/MkZpLHgJUhzO/gvTePYM+urZi0iMkLcQzt3N3dTSxw/Ax+R9aCjzXQeDxO0rxwfXHdaDRK4m95LYX2o98qlYrKU1hEvbWaR8rkxfDyWLTrwjdVvsZm8TnATub4eC5fvqzMp/gAxuOxDjiQYWRZpgtUMJ+NRiMdkBBq165dU8FiSV92d3cTkhrekPGm0rI+squpnaS9iYU3Lkx2Yt0d6vX62nyBTCbDrgU2kJjdRZmFzXOXRbllJDqe4GBBazemqH+n03FzFGLC5EmX2VpxvZ0cOTjdBuJ7G1oug11NePEhsnrPzFrK9fBcg9DXTFBkJ0X+P56FdvKY4uvtWLJ/8/XeeOB2oaxr167pZhFtabVaupDjhR9vzrgNIishgnr/8pe/LAg9kaWrN/7G5m6xWCQCjoUVyuDAfbQBC8ZLly7JD37wg0KdmGAH16OMra0tbR8wmUwKZD64r0xQxaYx8DqjjOWU//Y2TvjF/MAKJnZHhXIILMyTyUTeffddEVmFksxmM5XT+H7ff/99zZsI3Lt3T0SW87RdxPLGiUnlLGkJL8rLmD7L8uWxeyKTqdnyeOFsSVGY1A5gkjh+plXglm1SvE0Yu2l6bqVeO+0m1CuXN7JclnVhBVgObkJsaJ9vZajnDuoBMqRWqxXcHfEsqzRmGemxzZYpFRll7K1eCA4Uo1gHdLtdXY+i3sPhsEB+hF+rcOc1I9bCvJax7qLM0g/M5/NCblPuGz7H6wDOJYk+sHk01xESWXjEg2+SjA031EAgEAgEAoFAIBAIJAjL4lPCs2RZV9KbN28mAcqNRkOtFJzXDgQ3rHGB+9wPf/hDEVlqPi3BDawmIistClt5bF4l1E1k5RIzGo0SauQydw6mpYYm6cKFC4mVr9PpFDQ2DA44ZopimwuINXQAW6Fs3TzSGU/7zBo6wMu7g99ms5nk22LSG9SbA+DZUmc1nh7lO/e9bU+lUkmC19m6BE2a5/7B/eBpvGw/cJ97mjQOVLft4/s8OnP7TK98tk5ay2K73VaLANp88eLFAvmRyLLvvRycaDuu++ijj0Rk+Q386le/KtRzNpvpO4SFcTwe63PxC3cZ1oACt27d0mMo4/DwUL9buK41Go0kTQgwGo207nAnn81marng4P9N3KzeJG1n4M0GzyN8zBvDdr5j8i6PxAt/Yx4bDAYFzx6RJckULIq4/rvvvtPzP/nJT0RE5OOPP9Z5AGWw14dH2mE9L9hrAfOZ52XhuX9ymZb0ZjQauWksrJXNWg5t+etSYnA9PSIanus9l1pPDpfJLvSDZ8XzvFnKPFx4beG5hnr38nlbN5THbs4Ar8W8MW1lrmeB8+S7997YndJbe5Sl7vDa6REOWUK4yWSi60E8v9/vJ20YjUZJ+IwXjsJWP9zLORvZxRRl4B58i2xptGth9vrhtZq1BLMFvYxID5hOp4kMfxMQlsVAIBAIBAKBQCAQCCQIy2IJygKTvSBo/CIeqdlsqrUAGo/Hjx+rxgIU2999912SeHd3d1c++eSTQrkiq7gJWCbYDxuWSGi0OCErtD/9fj+xIuZ5rhpPlOFZllibYrVFrVYrsQB6Wjuv36DVmU6nSXL16XTqBq97wd22jmWxEqzJ80hZrCYty1ZU62VU4NPpNIm34OS6lqSANZZsUbOazyzLkjQZ3F82JpKfwQRJnsXS9hf3k60v38OWRcBaixlsMQU4JsU+m+NV2WqPWESQvXB8Jv/ib/Q9rHOz2Uy/N1zz8ccf65j79a9/LSLL/rUWicuXLydED/g/EwGgPZPJRL0GcO7q1av6PWJMHRwcaPthMeQxAI0q4jkODg70/P3797U+m5ApBAKvEzaN//GIcKxXAcfm42989w8ePNCYRXyPN2/e1Od+/fXXIrKUpUhZ9emnn4rIch5DLDW+bdw3HA4Tan72FAHYGgQPIK/NLPts3/C8x+mGyqyBXsyevZ6tS156iLMSx5R5lKyzcK0j5PHSSXgpG7jPPTKSdcQ8XLd17bJcBLVaLbH4lVkxUQ5jPp8nY2SxWCT3ejKcY/ast4tnrfeso571ldti4wjH43HB68oew+9wOFRPO28dZLkWtre3k++33W4nHj5eHL9HlIjxOxgM9Pkct2yfxfdYa67nySaSxpNu8n2cd4RlMRAIBAKBQCAQCAQCCcKyeAas09xDewDWNPhtw/IhsvK1Pj4+VusALAjj8Vg1FYhr+uSTTwppG0SWlkhoQCyz0+7urj6XrUe4HmXV6/XEquSxKLIGBVYVZmXD3+w3bv258zxPND2sFbQJXPEchqdJQx0YHk0132ctpR6DGlsWPU0Q2gfra6VS0X7wtLJ459x+2w9eTCaDGfMso91wONRjbE22KGOhY/avMqZYjqOwz/Ao3L04B36GZzm1fe/FuFQqFWUG5QT1sHLyWOL4JNSTf0WKsbxISwPLwN27d/X5eNZgMNDvHPGGsDhw2haOYcU7Qqxyr9dTywVrc8GcjH67deuWiCznDPsNXrhwQd57771CG+7fv6/9WZaIOthQA+cdpzFG2jG87np8S5iz2TKBc5DTjx8/VhmKb6vT6cgXX3whIqJeQp999pn8/Oc/F5HV93j37t1CWiyRlWwcDAaJNwazhrLlxVpmarVaYpkBuAzMmRyLyV46ZaypZcyj/GzLQM5xj56HjGXX9Kww/N42tb54VkS2ooqst+zZ8cJt8HgVgDILEbOBM7M4czHgWRbeHOzFeHKfWhbusrhSji0s61/P64jPeXWz45fXKPguOC6Q+4EZam3b2fInsuxLrIvZAoj64llPnjxR2c3fA/rFxiJOp9MkjnE2m+kcwNwf1ioJ1Ov1hDGe+wzvisfZJnJ33TrWnn+ZMjw2i2vgvSz+eJmKGwMCudX448SAA21+o9FIci41Gg3dQN64cUNEVhtOkVV+p93d3YQA5uLFiyKyHLQ2aJgBAdLtdvVeJkrBJGdz0jERDX/slliFN3plC1W7WcIzRIqBzDxhbfKRWTcBPuY919uEeoLLe/ectgR/oy95cuaNMvrX5rH0KLb5GLu32ol4OBwmgo6FsJ1QOJ0F/9qJ26NE9xYZXmA9p3/wFnJlLjQWHmGLR77DpA4Yq61WqxC0zs9mtyHuG7h2YzN4eHiYLLJGo5HmYMO3goUlX89uKDZ30+HhoW4+8b2z8IV7Ot7z4eFhkkdyMBioq9r+/r5eD2HJpEJlxAWxYQy8bDyPhY43d3vzjSWxwW+j0dBvBZvFWq2mORJBIPf9998rYQ2UQ3/4h3+o5WMjie9ZZLVJ5GN2/udFP88PVtHIcyDmVv62rfytVquJcowVxGVzsRd6gvvWEXaUEaDZTco65a2V72UywXvmfD4v3Qjxs2y4wmw2S4hSPHfYsg2XR6ZTq9VcmYzyy5Qh3F9WAc9Keavk5b+5DBvq4aWUse3l63mtxPLQylBeo5QpQCaTSdKf3rjEezk6OtJNImQeK+p5/cghNyJFl1brZlur1fQbZbdd1Mnmn8Z5keK8YsOD+Fnepp2xbhycNjeWhQy9KIQbaiAQCAQCgUAgEAgEEoRlcQOwZshqJ9rtdmK2hlaw0+lo4lLWlllyi2azqdYMXNfr9dQtDZbF6XSqGkpYMaH9GAwGicWSLVrsnofngijEc6/lxOvQmHiJ5Dlo2WrmOKmtBZOXMDkLNK8e8QkD7bEuNJ5lj8thjVuZtsxq9DxXDC+x8WKxSIK2OdWILWM6nbokPZZMgNuF9zscDhP3U/tr22ddm9nayFpk+349TRb/n6mvUW9rlWNCINuv3Gautx1TbOlmL8r3rQAAIABJREFULX2ZZXETdyj2AsA3VavVVOOIZ7FbGL5j/iat9j/LMjk5ORGRous4+h8urAcHB/pNw8IJi2W329V5hLW0lvTm6tWr8s0334jIKlUPa5E9UoNA4DxhE1K5dXORlSeNRqMgY0VW83q/31eLIu57//331bII2fH1119rebAo7u/vyy9/+UsREf22G42GftMcfiCynDusZbPZbOp3CesGhxXwd76OFGw8HifzHpOpedZAlkke8Qlg5+Iyd00+5llQWJaeZjXEdfZdexa9MrdOT9awrPPa6qWpsG6gnM4J4JAHrts6i89ppCh8XRnpjvWY4fIswQq3gddeHjzZ7PWlfUa/31fLH7fLekR5lkUeP1ZeD4fDQnoqkWWf2/fFxHWeFc+6gnOoDMqfzWb6tzferRfhpUuX1D0d91Wr1YK7Oepo++s0V9NN8bLkeFgWA4FAIBAIBAKBQCCQICyLBmW+5OxDjuu2t7c1ZgjahLK4u8ePH6umAhaB3d3dQsJSnGNfaZGlhgOBvrB+cFJ4aFqg4ej3+1pfWCuazWbhGTgGWE0Pa0VZI2JjKyaTid4DLefW1pYbcC3iJ57noHS2AJaRCqHNnE7CnuMyPC0MW17wfEuf7NFTj0ajRHvLfvse6Y4Fa1u9WBH2/feCx61V24tZZC0e3gfGD4OtiOtIFbIsTR7Mf59GamMtb2elE+e4E1jGWZvOhE527HnpPzzaeLYi8vhGfW37Oe0N5gJQ8M9mM60vYh37/b7ei3F77949HXtoC97twcGB1h3xUwzU99KlS1oeyHE46fU6C2Mg8DLxrJpwb97xyux0OoUYRZHV9350dKRyEjHCH374oX6rX331lYgsv9UPPvhARFaW/vF4rN83zzFeeox1dWciGsjhXq+ncwQTp9nE5QBbUjhlj01/NRgMtE64nuPdLTjOzYvbY6Ibz/KHY9ZLh0lGuG88orkyPgEr3734eLZOsqXZxlOuk7+AlYNeO3ndwPXdxIpqn8N/s9eRR55iLWvVajVpg+fZtSmREPeRlXmeVWw6nSbkO0xyyASJ6zgRvHjKxWJRsPyJLGUk/oaMPjk5kUePHhWexXwQvM5EGfb5w+Gw8I2gH6yV0SMcst+HyGre4TVomfXzPCM2i7+D56JVtqjCovTixYu6EbPsV/1+Xwc0TNXj8VgXlFeuXBGR5UYOA9cLdgeazWYhb4xIcUK2eQvH47G6psJlbn9/P8lluLOzo+3h9qNNdhMsIkm53W634CIgslzs2pxP9lek3NWTiT84RxL6yeZN8phdPdY4biNPipyLT2S1mK/X63o9T+yWpbLX6yWuv2UMdOzqwvWydWOXV2batOQ4DMvSxX3OhCkeg6ftcw4K95gIvYWHXUh4rk8sVDyB7wkOJhjCLxZIzIpq35en7OB6lDGzcRA7noVFHtcNdYKbymQy0bHK/cZuorjuzp07hWOYV7a3t+UHP/hBoR7fffed1o3HGwivsJh9/PixBAKvKzw57Cn/+JvGnMw50/BN8cIS8wjkcKvVUsZi/DYajcJ5keU8YhfPi8VC/8Z1nqKPZTTmCrju7ezsaHvgds4hDGWbbJ7j0GZWNvPcjrI8F0DAks6w8hFgWcvusN4xlMFyhPtvHbzFvs1l620WuVy8j93dXe0nuA+XbZy8TSuOcxtYJlrGdJEi0RHXm8viunjutaxctUo/b/3kkT3x8+0zeKPpucPaZ7BbZZmSm/Mseu6y3vqlTKHPBgmMb3xb29vba9nAG41GonTh9R5vuC1hzWAw0DphLEO+8jrKyzHN63W7pmPyuTLlyHkJFwk31EAgEAgEAoFAIBAIJAjLopy+i2dNErQGIJ85ODhQ6xosCLAanJycJKQzly5dUlpuoN1uqyXi/v37WoYllplMJqoxgSUQ2pVut5tYUFCmyCqnY57nSqYDnJycaLugCWFtpkf2whomkaUmBxpdJhOwKTZYu2M1MRx4zb+4F/0xHo8TAhw2/dsyPOpnW3cLq6X2gs1rtZpqOWE5Pjk5UUIituhZtwiU62mp2aLF1kCc9zR1FmyRLSMm4HxQlpKbYfvU/u1p/y1lOluEAc8dqKxd8/k8GTfb29tJPlGR1PXZc21mqyfqhm+1Xq8nmkoeBzjG3wWO4btst9sFmnacs25hlUpFn3v79m0RKb4PuNyyhdG6rPX7fX3utWvXtF2Ygza1CAcCLxt2bjqNGt7TxDOFvsjSumPTPsEiMJlMVA5ivj4+PlaCKHyrN2/elJs3b4rIKk1Vr9dL0lOw26ENKeEQEbZAWStUt9vVtQHmRbZSYK4os4bxPMqEZZY4hz00rHXF88Rh6xID93opI7hOaItdZ1QqlUK4CJ5lvZSq1WqyvvHcfbntGAeYOxuNhloUWa6u6wfPYsmut16beV1mXSd5zHpkboDn8uqFtJTlZy4D9y/LLiv/PZdhbx3lWT15zWZdU0XStFueBZu/FUtQxWRF6JvJZKLrMLx7fNutVkvX6exZx3k5RYohLfz92DpBVg8Gg+QbYAJITi9i3bLLUr7wGoXnvzK3+xeNsCwGAoFAIBAIBAKBQCBBWBbXYF2qBBDMQGMxHo9Vs8HJ0kWWmkpoMm0cEl8vsopRgPbjwoULqj3gQFsAmhNo5S5cuKAaNGhLer2eakNx3cOHD/VZaMNkMkliqNjy4pGtWMsm+5BzG6HJQ/msMfXIZLivUTdoaL00EmUWOMCzcrEWjDVI6DtrDWo0GonGeDQaJWkRWq1WYmFutVpaDo4BzWbT1ZJbrSEHmaPfxuPx2uB87iO+xnsW+p+taOviIjyNIpMJcJ+WxSx6mkX7rPl8nowH9BmXsbW1lbTB0457KVWA6XSq7xK/9Xq9EKCOuuFvaBc5Hsmmz7l27Zpa+RD7BOsF120wGGhbMZa+/PJLEVnS98O68dlnn4mIyI0bN+Q3v/mNiKzmEdYO4xu8dOmSjjm+DvC+FXsurI+BF4lNPXu86xmW5Irj8EF8gW+73W6rFQ/fzDfffKOWCVjw//iP/1g++eQTEVnJqcePH+s3yoQ1nACcwXHLHBuF56JO3W5XZTK+2el0qrIe8CxPPMczkYjIcv2A+rKVB+Xa9Ets8SizZrJ3EHt02BQF7DnD/YV62BQQbNHj8j3eAZHl++Pn45mIBcW4ODw8LHiNcN34+UwcYy2LLKc80hm+znr2lFnPvJhQz9rI6xYvthDwCGOAWq2W1MmzzpbxCTC4HzD2MN54LeGlDLHrCpahONZqtfRd8li1Zezs7CgZFeqL++bzucbvY03OnCIYP61WK0mnwXwGllSn1+sVeBJsn7CF0XrtiUhi8d+UB+JVIDaLUu5OJ1J0owA5DSb6Xq+nmyS7mej3+wVmUJSFwQphNZ1OdQOHzei7776bBPDyoMWmkhf1cDvFBnE+n6vQwbnhcKjPB0HH1taWXoe+wDlmMOOJzea6Y5IR9M1gMNAPzss9ZYl2RqNR4mrJgoM3higPbcEkVavVdELxBALgsY+Nx2N9Ft4hXP2YlQ7PYkGH/trb29NjPNlY1wYI4Uaj4QoJ6646m80SN6t+v782HyW7a/Ixz/3FTroe46c3SXmLPN6M2438dDotze1l+4E3ZuxujHbhPduNJ8qyQpWVAqyMEFn2Jb4BvHu+lwU/vlHrospCAN8CLxSxEGy329pWzp9o2dF40YfFLsbg9evXdWEL5lPOC8mMy2B7hDuqzSPFOC0HVyDwvOCRkay7huEtgJmIjZWP+JYtocnW1paWjW/r3r17Oqf84he/EJFVbkWRFRPxnTt3tDwgz/PENZWJdiCvWNbgPOadwWCgcwRkuJWbIukCU6SYe9HmyB2NRoXFO+pm64s5q1KpJCEw69zlbFur1ar2oce4DfDi24a5eO6X7XY7UWDit91uq6KcN8Aoj0NEANTRY+YEWKnIMsSrp71nOBzq+XUkf1wuh6MAXq5GT4YDXhgP15FdOC3bLW8gN2HN9lxq5/O5rksxfjyCKq4/bxJFluPIyziA9SvnTrZtbTabyljMjOYiy76EHMSa7t69exr2ZTMJiKzeW71eT9zYcd2TJ0+SvOXtdrtAuIj2WeOI51a/CZkV42WGkoQbaiAQCAQCgUAgEAgEEryVlkXPWlJmXof24+DgQIPioUFhCmxoLB4+fCgiS6sCLE7QarDFB9q14+Nj1Tbgur29PT3GriDQaOAYfrkMtnLhPJNrQJuC3/39fb3XWiy3t7f1HKcIsZYvzmHEGk1r+YIl5fj4WC00VvPGz2d3Snb/tFTkcDdotVoF7ZPI+pxAluKbCUoAdh/F39CYbm1t6btnTRaey+k0cC/eDRP/eIHkntbS5uccDoeFnIvcFo+Sm//2nmmf48FzoeHneS5H1o2Yr7e5j/gck0YwbKC4Rz7kHcPzmXiKXcfxN8boYDBQrSHc0rrdrn4HHskTu87Y5+Jb5FQYX3zxhT5rnZtVpVJR68fXX38tIiJ/8Ad/oK6psD6Mx+OEIr/ZbKoHA+r7/fffa30Bz+UoEHiR2JQe3noXeEQP9XpdvznMj/V6XWUcp0ASWcorfDeQ25PJRC2Kf/InfyIiS08fpNGABXA4HCaENZzayFpG2u124skwGo0SN82TkxMlzsM3++jRI73XXs/PZGuj9c7xXPjb7XZiycK81mg0EgsRz23sWofyUDeWv6iH9XbgOo1GoyQ/c71eT7xoOCWHdVFttVpqeeI0X7ACYe6cTCaJxcmT12zl8axsZW6VuHcymSREOJxazbP8eV5CHrGctcaxy6O3trXv2UtbxpZFj+DOWx/bYzwe2XJZlibF9lG3203SYO3s7Og3zaEa1urtrR9RfqvV0nJx7vj4WMu1Hmr8LB6PHoklvhFOWWNzkzPBDb9T+748F+OyfnuZsjosi4FAIBAIBAKBQCAQSPBWWRbX+WCvO85aCZGlBc5aG7e3t1V7gPQUTD1srYhZlqkGDxoJjguEtnM0Gum9uL5SqRRiJUWKFkbci/o2m039m1M3MNmNyFLLiBgJtItphqG1gxWNiWiYgARWT05maklZOIYEdUf76vV6Ely9WCz0Ok5Cjnts3JpHYe7B0xpy3JjV3Ozs7BQ0xehfq7XjeENOuG7LZWuTDc736s4B3Zxk2FoWOSE0nlFmueV+8GIWLTxKZ26Xvda22cZteLEgbBG274jj/Tgo3Iv3sH0NbeCdO3c0jsWL6YDF+8qVKxqjjO+DU2HgXoz76XSaWD2ZGh4xM4eHh/otceJsG2PKGmx8A59//rmILL0GPvroIxER+fGPfywiIr/61a8KsbtoO8Yr4qEwTxweHib968WYhKUx8Dxx1vHlXW9JRhqNhloOEDs0Ho/VgwBzBb7jbrebxL1fvXpVLYrwVPnqq6+0DE77Y+eW2WyWWMhYDtt4d07Vg/l/NBol8cQ8P3FcIMqwCcQ9qxDfay1rIitLLPqmVqsl8oflCce427QBeZ4nxF9sWbRWvMlkUrC4of8sGQivDQCWa/AGQb3H43GyHuF28fqNCeO4fdxH1pqH9qDN3nXW08pLv1FGzMflMbx7LXidWnadNx68VCZlYK4O6wVQrVYTwiVey6CekIPvvPNOYiXmFFa8brJr4F6vp8/C2GDPN7QLY2U0Guk4w/fO36BNh8Jt4BhHPJO5QPjbFylaLNGWer2+1rLI1mfPyvgqyOfeqs1iGSzbE7skwjX0woUL6rLCGxywEsLdgScMDGgsVD/88EOdnFHG3t5eMtkPBgMdaMwyivph8LEbnZ3kut1u4pLZaDT0+WjL4eGhfoQQuByEi3vxEfOkyx8PB+oDlpCHhZbN6+O5KVar1YTpkoWUt7n08i/Zj8pzb2RGO+tiuLW1Veqyya431p2lVqu5DHZou3WRYnZRfm82V2On0ymQA4msJrY8z/UY95ElP2CCG26TXZjwd2FdJbxgc5E0oJ9JgtYxup0FXt7PdeQB3IZOp1MgcBIpEjShD7vdrv5d9u69HI/sDmw3+YPBQN/N+++/LyLLucN+g8xiijLwHf3lX/6lXgeX1sPDQ52LeNNqy8V81u/3kxxYm7oGBgJngccuftbx5TEF4ptrNpuFEA4RkX/8x39MiFqYAAPKXZz7oz/6I2UuBmMxGIn5ujxfMYlyblY7Z/P8YInNhsNhEkoymUzURZxJwbD5Rbs8ZQ8rzqw7I7vo8ryAYygXfXpycqKyht0UrSIsz1cs46jTYrFI3F+9xS7La7vB9Zi/mSDEEppxHksul0l/8Gz7bnjBzs+3z/HkN4e08AYAv5hvrXLTk7kewQ3XhbHOBdEji/PIoLhcdmW1LqGs0PXYS8s2vEx6U6b4BiBDL168qOOR1zbstixSzDSA66bTaZLfkMc9GzFElu/Iro+Z3InfF7OlihQJK225x8fHSQ7IdSFWts953Y154bywkocbaiAQCAQCgUAgEAgEErzxlsWy4NAy2n62MkFjyfmKYLZ+/PixUmpbkg8OGgYxzsHBgWpOcKzT6RTSbaAsHIM1od1uJ+4k7IaCe1kLYq0ejUZDn8sWRqtlRYD97u5uotHAfSLFgH3UhU3p9hg0MhxgzyQ8HrmHR63tuU7i17qBepo11jyuI4PhMvhvLxAf7yXPc1dTimdY66DI6p2zdslaTj2taJZlBa2aSLF/rWaqUqkkRAucmoS1o1Y7bTVlth6e9svTeq9zb2VtIz/bBoVPp9PkPbCGmy161sUS38x7772XkL6wyzb3l3WXOY0QCNejbpy/Ed9Nnudq1ce9N2/elK+++krv4TZzPk3WsP7DP/yDtkdkmU4DcxG0rjwHoQ2Yf46OjtQb4lUEzAfePrBVcBNSG29uYbIITpWAuQ9z25MnT/S7wfeOPGzff/+9zru/93u/JyLLNBmQtb/85S9FZGlls5YsDjXgY5yWQqQ4P1qrGHsusXUShDzcVrjFo+6QIV9++aXKV/YEYbp+kaKcQp06nY6uYdC/cLdlsi1up5cP0abx8Mhb+Hddvkb+5Xp6hCOeLLLWIPbm4ZyYNoXVYrFIUjF5hCkeWL5ZWZtlmY5HG4LD455dVK2s4fAk7nP7/bCXTpkM5WfaPvfSafCv/VY9C7bntmufwffzvWyhxjm4gx4eHiYup6PRqOAWjjJtuexdZdcjvAZk+Q45zblJ7foC75YtspxuDc+3Y0AkJSPkPvIIkjYN+3nRCMtiIBAIBAKBQCAQCAQSvJGWxbJkot55tnhwDBo09tDEf/PNN3LlyhURWcX7PXnyRDWU1rqzu7ubWH663a7GGEGDwYlpofkaDAYFLYrIUssGixNbt0SWWjEbjzabzdRvHtpJDsRnqvHHjx+LyCqBLSwOzWYzSeHR6/WSGAzWKALj8TixKFp/eD7mWWi4TI7fQz9ZLS4HQzM8zZjV3LC2zFKjc93YAuiNNdSJ42VsuRyn6MU02BgI1spyDKClKeekz5bumdvBMXDQ4GE8ckJjS+g0n8/Xxo5YeBpaO25PS2NjtdNMD+5RmLP11caTcp/aMcKWW9aEskUe59ZpYLlPrCVQZKUp3d3dTWJ99vb29BvBt8fkHbiX6ehv3bolIiJ/+7d/KyJLCwnSafzd3/2diCzfL+YvlMeEXZYYguu7CVFUIHAWrJt3z0I+x1YbyDeO579z546IFAnWIHNx/Z07d/TcJ598IiJLD6K/+qu/EhFRC32z2VSrBpOIeVYKLz2GSJFUji1wNqZ7NBolnglcDn4hyw8ODrRuPP9bT4JqtZokiN/Z2dG/sZZhy5eN0fPi6Pk894dNAVQW78ftt6kg7D12fvbi8mwydNsG6800Go10TNi4MZa5vN6xJCdsOV5Xdz7HsWr8XqznEBPo8TrL9q8XW8jXeHLKs/bZNQp7BHlkN9aKxx5UbDG13zvLZhyD982tW7f0HK+VrOWY37mX3sSuhfk6/NZqtSQ2ttls6nqB10+Q0zjGxIqeh4D9VjqdTmJhFlmNNRvnyzG6ZfwOntX3ReHcbBafZxBnmfDhZzF4AIksF1Iff/yxiKwEx/7+vg5qlIGNokjq5rW1taULPw7g5eBfkSL7Fw8W69bSbDYTUg1mECsj3IBwXSwWukDE4G6325rfCfci0P7o6KjAxiqyXPRahi92d+OPweaG8nLXeIKDJxg7ibOLsOeiCrDLjzehAGVmfk9Yeps6Lsu+G4YVnJxnEW2aTCau65WdlBaLhS4c7IZ+OBzquAFYyDOpkO07JlSxDJ3cJmb82sTdm4U1ymUBasl0xuNxMs48hQK/G55YeYOHtuIaz9XGboLZxYRdQ9dN3h4RQKVS0cUIMBwO9b0xKyATHDGYIIOFH1xNsTG8ePGiKrig9Pn666/1e2R2OZElYRcYUvG98/OD9CbwNNhUlvP5ddd6rmUcjoGxvLW1pd8oQio4zzGUvMBoNFK5BhbQw8ND/W54TuTQEMAqS1nuMFMi7sN3i2MeoQnnD4YMqdfrKq+hHEKbPTKQer1eWFDjF89iwi60CxtOljXepmuTDYbnJultZli+2g0Gu0R66wBbrrd55eO8SbDKal7Ys3LOgteH2Dh4dWMlKN61JfphxSSvX/AMVuKjTpATTPZi1xLcl7xW8Qh8rKxlZce6sB3+5c0M97913fXcUbmt9l3y2hHg74fHjbdZ5PUowwtxWiwWyVqcleFYM29vbydrL5yr1+sJUVW/309Ci5iU0RI78jHMa6z04ZCh0wxhLxLhhhoIBAKBQCAQCAQCgQTnxrL4MjTWnvuLSFEzAk3djRs31IoIDX6j0VAtHzSWCAoXWWntEEzf7/f13j/90z8VkWLeGXYhhTaJcwlaEheuJ64HPMvEYrFIcsZsbW2pVgkaRQ5oB003NIX379+X27dvi8hKO+u54rG2CJoQptsG8Oxut+tq8DxtpLUillk6PPcED+ssROuITNii5mnSuJ0oAwQCjUYjcaNgVw/rjrRO22rbWq1Wk77xqMO5DHZnEVmOB6ttZS0jvgH0FRPBsLuM1eJ6VkSP4IbdXe34YVds1uza59dqtcSyyMe4v+xzAdb2sosovlV2+bGaRLZ+2vxKnP8N8wPTiWMeuXv3rpaDOYhdq1AuNJZsicUc8/nnn2teSLijnpyc6DvEXMBaTDyLvQ084qdA4GlQ5snhwRtzOMYWF/4bZcKiyCEUTCInssotPJ1O9Ri+1cPDwwIZikiRaIJDAjw3TS/Xq8jSWmItLs1mM5HX7G6H65vNZuJVgHq///77ah3FNz6fzxOPCpFVmi70V6/XK7jJoq0iy3nPyk4vlAD9yL+ehwjAcq3sPa+DtS6xZdGukdglEvBITgaDQUE+2uvteiDP8ySsQST1cMrzvGBF5nNsOeW2W+tSrVZLLLws8znNgshy/MDq6aWQYhlpn+9Z3hj2nfLajnMgeu/XrmO9fNYsj8vIdLgfrPcTj7eyUCRe5/BaFb9MeieylMe4Fy7ukMPb29u6zuO24z2wm7gNxeLxaAm7vDmGvx+GF1b3IhCWxUAgEAgEAoFAIBAIJDg3lsWXAc+aILLcsUPjBnrq2WymiXmx23/48KHGN8CiOJ1OVSsA7R20Fffu3VPNJjCZTFQzCI3BcDhUTQXu9Wh1WZti21KpVFQLxXFQVqvT6XTUwsFpOEBwA20GYqqePHmSUP+3Wq1Ee9Hr9fQ61H1/fz+xBrI21yNI2ZRUYx29tadRKotFtOetVZKvL9OIs9+8JRhgTbjVkHF6EdYKevTYVnvK2kgbW8hxJ15cDcdnQEPpadygpYfl6fLly6oh47Z7sZu2bmXxflmWFTTbIstxjDGFcckWaS7Lo5n2rN+AHTdsMWRtLhMGoW74Vi0xA38XXB+rPeS6c99DCwlNJfp5OBwm1t9+v6/tQn1v3bolX3/9tYiIfPbZZyKytDB+8cUXhbZyrASeBa8BeBFwv4WFMfA0WOcBYseVR7zB5zB/sEcBvht8I71eTy2L+La63a7KMZbJIsvvGWMecnswGCSWnPl8rs/nJOt2/mAvBC8G3pK3cEJwvg5zAM8x9tvHXHz16tXEy4LjmjgWnnkURJbeCHZ+tB4TDJ4zuO02TZSIbxnyjousl/OWAIXTPpV5XFnyF/ssjv9C/W17PW4Ergd7iPCvbbOVvx7BGqfrsHGMo9EoITbj81iL4v8PHz5MLGVeX3jcBRz3b8FeN0yOaNexHE/pEQyVxSjzusuLNUXdOKVYGccA1x31sVZltnAy2EousvS2wzjA9wlSqNlspt8gf4v2m+J0GswBYt8XxyxayzFbG9f144tEWBYDgUAgEAgEAoFAIJDgrbEsMlOSxc7Ojibmhbbxt7/9rWp/oEFptVpJ0muOqQM8RidoCqHJFykyQOE8rCqsQUD5HOdgnzmfz7U8aDhns1mS4JutUdBctNvtxLqEvmq32wULGWC1e1mWad0Bj/UL2pd1aRfWsWTZZwEeq5ctizVOXL5lzuIxUkbLzPDqZNk3K5VK8t74fdiYtn6/n2g7WTMGNBoNvQf9ygxsqBvH1lkWwWq1miQqnk6nOv5QLmJZd3d3E1ZNj1ad+5dZWe34AiaTiY5bZqqDBg/aOP4GmFraxj6sO4byLT049y/HTsKDANr86XSq7WHafvSVZdRjplh8Hzw/oI7379/XZ+EYyr106ZJa/jlVDKdfQX3BjHpwcCAiS+sD4rSQ8JutwCjv0qVLIrLUgKLPefyusxYEAsCmTH3ruAP4GJfFzKAiy+8e3x7mjLt376oMxfVZlqlnBL5z/H+xWOj3hWf1ej2XddHKLo9Nsl6vu+zXFuyFhDmCU2PZOTvP87Xx8yzfObba9iF/7yh3PB4nFhT2QOE4NL6Gj61736dxBTBYdqyLdQQ8Vk9brvX2sM+01iWP+ZWtPFbWsFWQn29TTbGnih1TIiv5wNZqa9mdTCZaN4+vwlqVOe6QOQysF1a1Wk3SU5SxmXOKCdy3t7enVnushYfDYWJF5ucp8uLdAAAgAElEQVSzddJ++56Fj63x1kuJ68QxpLat/E16XBZ2DcjfD97N3t6ern0hG/G9Yb3FZTF7Oc5PJhP9G9Z9z8LLVlK0i/vIW8d6XlUvQj6/8ZtFT/gwMYfIMlDcUs5PJhMlqsF1Dx480EUbL6SY6l9ktShkdxkM2sFgkAg/D3meFyZ21MlOSjadA67Ds6ygm06nyYZsPB4nHytPUvhQ2CxuN1G1Wk3JNViYWHc7bnOZmyAfKxv4OOdRfdtr7N9eigAvUB2/tp7eBOu1wZbDyLJM+4ZJG+zGgjc/7PaICc1zA7WU75wzk9248E6YXAHvDWMVbkxMW+8RKbAQsIK70+kkrkS82GFCCJHl94a6Y4Jl92WU6y2oOIifxznaZ8fNbDbT58PV5NGjR/oe0Ee7u7uq8GElEv5v38dsNtPy8F3yZI6N3GQySQhrmDAL/crCx7o5cXnYNP7Zn/2ZbhzhgsfB+eg3vMtLly5p/zP1v4dwUw0wPKKFTceGvZcVTVbBuLW1peMW8vrJkyfJeDw6OtKxbN078zzXY1999VXyXM/931M0Ary4s+mimOYf3/SVK1f0u4XrNy+KvX5hF0CcswQzLJuB+Xyu/YR5bDweJ8Q2+GUXP8CbT7MsS+RO2caf10pligW+zsvHbNMpMbw8zlw3j0DPtoFlgiVpa7VarqLbHuPwEk5rgmfaEIIsy/R6L3c1b6htG3lsW9dYj7iGleKeMp43ifjF9ZDDly5d0nHIilR+xrq+4WfYZ6GN/Ou5nVuCR5QFGW/Xg7y+4M2rTWeR53khzZ3IUk6inggrg5yF8Yjr1Ol09LmQoYvFQt8vNpycPg7gdbw14Hi5WW37XyTCDTUQCAQCgUAgEAgEAgneGssia3Og/f/JT34iIksSCLiAQWPAdLnQHjx48MDd0QPQagCTySRx2Ts8PNRj0GDUajXVmECbMhqN9B52F2HLArePAU3PycmJutWifO4HtlZYDSXcdUQkIWdhayO0NOPxOHFv9cgJ2M3To00GWMvlacvW0Wiz+yXgEbswWZB3fhProUemU6vVXBpvey9rq62Vtl6vq4sU3ps37ljjh35gNw28D9ZeWq1ds9nUscTpPSydOLt6WFcIT/vLtNBlyZPZ3QrHMPaOj4/VKsZpVrzxYlOSMLmTR5mNv0Gg8/jxY/2bg87hfgs3zU6nk4xzzCedTkf7C99pr9dLXH0mk4m6hMKqwQHwqDc0xltbWzpXwOrI3xtrI/GsL7/8UkREbty4oaRdd+/eFRGRb7/9VkSW36S1LO7t7ekz2K28jJQkEGBrRZmG+zTSG4x9dvG2roC1Wk1lHOaKPM8T4ismL8E4Z+8ClAH5fvPmTfWOAUU+l8cuZx5dv5XrDE4ZJbK0WuD5bCmzni1seWDrP87ZkBcmgmGLBNrN1PzWg4DLsOD0FDwH2LAGPm/b7oUC8XrEc0n0vK8866CVSbVazU1P4cn1TdxmvTCesjlwsVgkoQ4Mdn2217NVjMNFRIrESHh/WLtymhdeH3mWPW89gX6w3xuHr8CyduHCBX0uk/CUzQE8DjzPNPyfPadElvLPsyiin9CHw+FQx7m10nouuo1GI+nfdruta2Z4FtZqNe1P1APrgl6vl/Q5P4MJjFAXTr+HZ+DbZq9E1Ik9qbz14ybz7fOwOoZlMRAIBAKBQCAQCAQCCd5Iy6KnNWJf7w8//FBERH72s5+JyHLnDq07pwWAxhEaFNYi8E4d2gybGJ01KOzPDU0IAoSr1apqTHCs2WwmMUnj8diNqcCzrPYSZfP1nA6AiU2sZQaxmbVaTa5evVpoH9P6oozxeJxoOVlzwyQntm7sP2+1axyb5VmyvDhCfud4ttXYrkva6gUL83n+ZQsc4FFQM8GN9ZG37Uf5VrNcr9ddLec64pFKpVKwJosUtVD8TEuqNB6PVftlyVyYVMGjWC/rXz7vfRew7OGXg+jZ6moJeXjscRys1UDjWf1+X9uHb3s0Gmm50Pbt7e1pH/I4tqRCbMG11kke07DYffvttxo/yDGp1qqN+w4PD902W63oZDLRuiAu4q//+q/VCwAWCVhNOKYZz9ze3tZYDY5F8SyKEasYYHjzk3dNmUUGYxrfGGvT8b2Nx+NC6iqRYvJ6tuRbrT/mgkajIZcvXxaRJWeByNJqgvkZ8o/jhJg4zlrfOM2ClYPz+TwhjBGRRE5xDBNb8XAecxF+T05O1EMB5bZaLbX08NwCsCxdlyqD1wNM2GXrJpIS13EKL4DXIF5KKi+1gz3G48ZadT2Ljv0bZfD75/ZyOUyEYr2a2AJoiVvsvZtYLNmibuvBsaPsAQJZzASJgPUUWUfa55FMWRIZtsTB2gbL4mg0KsTbiyzfs333XiwiW4utZbHVaiXyqtvtan2xVjk+Pk5IIQeDQTKmeRzbtVe73U7W3QcHB4m1r9/vJwQ0uGY4HOo+gfkN0EZ8q4vFQtf9bDm23w+PQevVxe+N57pN5PDzsDC+sZtFj60TLiY3b94UkdWA+uabb/RvmJe/+OKLhPmIywV4crQm4kajoQMIC7RarabHmG0Jg4RzINrF/nA4dM3rIsWBhIG/t7eXuK1WKhU9hme1221dyGKAoh8ePnyo5/DxiqwGPMpgcg/ue8/VE+e4XSJFFlDeONkNIX+MfAz9670HC4+Rax1RCl/DxzxhwgLRC0ZmQYB6l7m+sjLAY2j1iHhwjS2Xxwh+R6NRgUBJZLkIwcSG6zxyFo+4gIPv7XvjjZNdgPEzISwODg4SFtlOp6PPx8ZsOBwmrH3j8ThxScH1x8fH2h5M0teuXdPxzWyKNv/R9va2/m03gZPJxN2YglwCCqmHDx/qM27cuKH9BuEHIcx9hOvxXXKbUR8mJkKf37p1S/7+7/9eREQ+/fRTEVkxPn/55ZcJuVKlUlEyIyidHj16lGzy0T8isWl8m+Ex8PH84BF6eQtVm4OMXTntnHxycqIyg+d2LzSDmSJFii5dWAf89Kc/1bJwHeYCJh5hWWtz1zJJHL5jJrgB8K0OBgOd51h22QUtK3ftvNfv93XOtKQ6fD27JzI8RSd+7bxbq9US98R1bsTr5B+3hevIoQgoi2UG4PWnfSa3xSNNKiMV9DaL3jHbl9wm/h7Wsbsyc7230QQajUYh/ENkufnAOgvjjBXL9pmVSqWUGZSxbuPS7Xbl+vXrhWc9ePDAXSNYmcTfJ7t/2rUZvvt33nlH16+o42AwUOUNfofDYbIxHI1Gids5f09W6bS/v6/fOZ65vb2t6wbI7el0qvdAkYr7njx5kihsKpVK0v5Wq6XlsgIL85hluGUFDrvXW6OO5+JcBm9O3hThhhoIBAKBQCAQCAQCgQRvpGWRNZXsmgm3U2jO4cry5MkT1WxAa3d4eJi4ibAliZ8FWCKLdrudpAPgQHFYGmazmWqL2Opng3p3dnZU42o1CxywDg0Gu/Cwtg/X4Xdra0vbD20RrA9cJ9bc4l7UjfPJeZThntsFNGMon83ynF7EpkpgzaMXdG9JXDw6cS8Ym9+NZ1G0ljJ2H/auZ2uXdTHBdZzKhMstyznlEed47qieKw/K5VQuTNUNQNMGrZZHV87P9N6RHWez2Syppw365md7OT4rlUohoF1k6XKJb5ldaq3rGVt/oSHkgH3b12zd58B6PB/P4veMMY363L17VzWPKOPGjRv6fcFSWKvV1JMB7wFlMNAPOzs7OlcB7L7FhB7ff/+9iIj8/u//voiIfPzxxyKyzLuINrBlEe8cfXR8fFxK7BV4e1FmRfTmznXEF9bFkq3l1qLW6/USl7bBYJAQpvGYte5beZ6rpxHG+YMHD/R7wHzW6XS0Liz/7Hw+mUxcWY/rrcvkYrFIrPqj0UjvwXqA88+i/ZhPON0Ou6Tjb7ZC2LmQ+wJgywveA9P32xARJg3hsAY8yyOhs9dnWZZYRzzraJZlWnd2e7TwLJE89mweXH4G4Lm18vqpjJivzMV6XWiGBVv4MDY47Meu/ZichUmg0DbrFs0WVi8cxo6pd955R8cjh2ZZ76DpdJqE23Q6HU01BdnVbDYTjzCsP/f29rR9IGK7e/dusradTqeJZdFz3eTvAm2AzN3f3y/kPRdZzgGQl/jesizTOYLzPaO+IJAD2dajR4/cUC+bR3oymei6x7qtskWYiW4suZ6Xe/E0PK1HUFgWA4FAIBAIBAKBQCCQ4I20LIqkwc0//OEPNZDdJjNtNpu6e+fAdk5Cz78iKVGHPS9S1LairGvXrhUIaFAPaB1gUWMiERzb3t5OUnF48RDWQiFSTAeAv9mqAGurjYW8cuVKYiFqNBpJwDFbwwCuG/oL5ff7/z97b/Yk13Fc/2fvy6zAYEAsBBeRkijKssO27HD4xQ6H7T/aD3b4wRGWZcurREoiSAoEiG2A2Xt6nf499O9Uf25WdmNEyV8RdOXLAN23762qW2uekyfPM2EgIqdE2SJ0VBYJB6xLWBrdIxLviBIQy+gV9c9irAS9WquC6PkM/j+6b/T8qHy6h78vkVNe5z3Am5ubK5MtRzGZ/F7vdDAYJJSNKWuYLsasGmvjhQNGo1EaK7p+NBolRFHPevHiRULpNQa2t7crYlFmVWEEIuIqPz20Kq8fZ2dnZxUk3Gw5Lo6OjpLXX97Jer2eEAwFxe/v72fxSmxDPV9zEQPsNU739vaycdxsNrOY0FarlcqiNB1/9Ed/ZGaL2O3/+Z//qdyj2+2mNmFchuI3yBqIYs+K/d+wdejKVY3zgvq1xgNTIamfc9z5hNWr5nOPMmp8bG1tpTlFiMAnn3yS4o8plKVncU5U2TX25/P5yjgizi2ML6M4jz5jbLZZNT5S9VcZm81muk7ziVmezHs6nWaCbZGYm8qxsbGR7X0Gg0EWo8ZnrIuLf9UeSRYhwlH/8ggK3wv3A1E5/Dti+ql1RjaPF0571e/XsZ/4PvRvtX273c6EBGezWXr/qkOUVopxblontZbu7OykNUZlOjs7y+L9uNdU3xPaxj5OhFPl1LPefPPNxN5hWrhV+5aDg4OEtkkE7uzsrLIn8PcgSknND9aBwm2aa+bzeZYm6vnz50kzgHXUu1YqL62Nd+/eTf/+/PPPzWyxD1A5yUzywkyXl8tUeKqzytvv9zOBKor0RKyBdcJir7KrjIFv1GGREwsXBbMF5KwXow2dOn6/37eHDx+a2UIQwmzx0nQPQt+RoMiqvHqExXVQvXfvXjYRj0ajjLoxGAzCQHGqntEuLy+zhWY0GmUHLVJdtJlvtVrpN+rcqjsPa6QT6jMtIPV6PTsEc5GUUalNz9Lv+CwZ60wKi1cQjWzdd1EAPCfsiAYaUWmjjYG/jpsWvzDzwMlBvopCaZZTY3y99F20mffUlY2NjayfRWp0vAdV0vSZF3fQhGtmSXVwd3c3C9iXNRqNRLvUPahwyPGh8ajD1HA4TIq9elaUQ0lGOhQPrRoDFE+i6I/ZYlx6YRttNo+OjlI5tTDt7++nxUnjfnt7u6Iuq/v6DW2UV1R12dnZSRQaCgz4eaRWq6U6fPzxx2ZmiTbz3nvvpUO2xiX7L8UH9G4475VD4v9diw4f6+bTyCLnq/q8Nm/R2shcrxSNiMIK/BxIwSqtXZ988omZmf385z/PNuz1ej3LEdxut7P78Xs/n3LO1FhstVppnHO8edVw5lIk5VXtoOu599Dcsm6d4ntRHSgu5A+m5+fnoSiLPzBxrvVrHkXPZHxvUXgFr/P3jSxyYnAt8+qi0RrKPhPlKPT3iui1URhI9CzW3e85GPbEg8MqumHkWL+8vEz9V4ea/f391B+Y69MfOthXfe5QOqoZgqJn6VD17rvvpnpp3/3y5ctQdEflUN9jSInPBT2f5+qt7XY79WFRTZmv2uctPzw8rDhk9VfPYF/15SS1Vm3IHKq6r95Dq9XKxKu499PzKXTpae0RfZggzVVCRVat1VdZwwsNtVixYsWKFStWrFixYsWKZfaNQBYj76VO4JLFvnfvXqJnylsmZGswGCQImV4w5lXSd55aQe+A93jV6/UkZCFPS7/fz9DJZrOZIUjj8Th5GyhA4hFTeXzoVWCuKp9/bjKZZBK+Jycnqd7yDDGXkw8aJgVA10dCLWxPH6BM6pEXXYnakp8RIVt3Pb0vkYiM9/auy98Y1YneInraI8qpF8CJ+gw9sV6ePBImiKix/H9ES/Ce9n6/n1EbiC55VJdean6nsjNAW/1QFCkG7BPpNlu8A4/2UQpcfePi4iKNC/Wl69evp3FGqXyfY5ReZ9WZORO913k4HCZEUc+6uLhIqCkp67qHPJpCFknpIp1cbSgvaq1WS/fxAhmdTieNFTIA1G81LqfTaYVWa1al7AlFvH//vpmZ/dVf/ZV9+OGHZmb24x//2MwWFHYvELW7u5vqKoSR6I4sQhoL+vjNtui9rmNj8N8UM2MOX/6O4RhEraK8qlFf05yisUeWkJBFogoqB5F2LzLCeYmIi37rwzZozGUr5IQ0V58CgzQz/tYsDnlgTmHfVmwbtpfmFOax1HhXGYkAci0lSuKvi2yVMJ1ZFfX19+Uasw4VZP8hM4N/zarMoVU0vnVCerToHutYPzRe79O8DIfD7L4sk79vlBbk8vIyC/0YDodpDyxUjCm0ZKSER8I5fhw3Go2EuAnFHAwGKW2c1k32ad8O3D9RwMbvWZlvWeNnY2OjEqZhZhVBSDKAzBZrnd9jk75MFh/Xc5aD45g5GDW3aOxtbm5WGH9mizmG85GZZenDzKp9OhrvHvVc1a6/qRVksVixYsWKFStWrFixYsWKZfaNQBYjD7e8ZAqubTabybPgub0HBweZ2ApjBulx8px4nvY9b79eryePBIVbfBAu01moHLVaLUtZwWB3GeOy5IHQZ9vb21lcRKvVyiSHyZcXYsmYKqIfvh0iIyrnESQmX1Zbq4xR6gqWne/Dox8M6JbXjImbKbyiZ+ozene8J4/P8Z60jY2NTGKcXufIU6o6MC5tXWwDvXa+zSOhH1nkaWdgPfu0R76ISnpBntlslgmrMBbFC8eYWSWW1nvu2RfZb/W7yKuuf+tZu7u7mbeVz5IRVWZcov56ZOD09DR7NxR70W8VJ3n9+vWsP3S73TSm9MzhcJjaTjabzeznP/95eq5Z1Yur++odcbyzjB65ZXvJhCz+4Ac/sHfeecfMzH71q1+Z2UKYR+9EzyQLgLEVvj9Gc0JBFL9ZtkrYhrH7Ms4jMqJhFHPwTArOP34uZnxVtCaxHD6uiaicR42YLJzzEsXhVF6K0phVU0d5ZCRCtKbTaRrnur7f72fJuWmaM1geH4cVvQfWkWso62O2XE9evnxZEdHR33XCcX4PxGfKGIPONdQjt2SgcP1leh+2A+PzyVTxqT6YNJ6fRewd1S1iJMlYF9++zWYzm3fXpfXgb2mRII9f64nK63qub/pMczfXHyJreoZnCXHPyP2p39MQgVO9Hjx4kPRAVP91bcPPGTup7ylW55lLe3t7mW6GxtjJyUlCFFVnpg3je/NiVLdu3bJvfetbZrZM6xUxnYjge52PZrNZme9UL9/3xNzpdDqJpaT3oOfofr4dIoZchJb7765qr/1hMZqc5vN5EnHQRu7o6CgNEG249CJfvHiRDfZIzIbPiMrgN+cR/dCsSjU1WwwylYlqoXoWDxb+5UfUTx58qfyk+0Y5onz9eGj017VarazOkYgL66rnq55UVI0OlzRPCWUgt89BRZqgDiRmy4WWSmJ+sz2dTrMFI8qNREU7Kpfpej+J7e7upoFPSqbZYlLw73RVXqx1Fl0XKZr690b6cESl9QfkKNfPeDyuHMLNFm3pcwd1u93K5G22pF2MRqOsbXg/bsT8Z6QU67c7OzsV5U5/vYzfRX1E7SpF0YODg1R/qZxqjNEpwMB69RfdnzRu1f/+/ftJ/c2L2VxeXmb0E4phsP96gQ6+X10vWtBPfvIT+5u/+RszWwpwPXnyJGwvHeC1mB0dHWXtW+z/jvmDUSQ6FlH35/N56ofaeDGXroybeq8APhwOw+f7wyIFbvx3jUYjUyR+8eJFtoHifMPDn1dzbrVaIWVff/06MZ/PKxtO1cErUbbb7TR/eur6cDhMZWduRe8QjMpklufG1X6I6pOySKE0CnXg+kfavVlVZETP3NvbyzbFvV4v24+touj6OpHi5x3wPFRShVKHCM3PbF+/f4uc2NEegY5ZP59yno4o+7Jo0x+t8ywTnRH6v1dNbbfbmWDMZDLJwo20hnW73dQ2VL+X6f7b29vpN1pDnz9/npU5OvRwj+nbJqKCU8yGKqf6jd6pyjEcDivvVc+iarjqrn4r9fJbt26lvqlQNu67VXaBUaPRKOvn4/E4mwO4l/I01MFgkELX9D7o+OVhUffz1HxaRBP/dUNECg21WLFixYoVK1asWLFixYpl9toii1HAvE7xrVYrwcZCFh88eJA8EfJaMR8hcwjqHuuoLjTvDaRHRB4OeRoIk+u6jY2NFJArL1yv10twNT0Gepa+I51B9yPFTc8T+sFUFPSW+TQh9OJ5xJAeW1kk/kMhGop16HrvAYmktSnQwTySQkfkzSH1NKI4RIHikUWB3KpTlIaE6KU30q3kmRJCo/exu7ubiRUx7UMkuESPZkT/Yb3NYk8wzaPl9MBGFnm/Pd1rNptV8hWaLd4NJfFZF+YhYv/xVKKDg4M0bjVmWFdSi/X8yNPv6cDj8bgiy222GEeinOq7a9eupfrovTHQXuNX15gtUW96cdVvJTozHA7TnKV7qGwPHjxI16n/kApHCpb6Y8SA8BSlBw8epHEklGd7ezuVk7QZPld1+qoeymKvr0VCWv7zKEQjEuggXV/rtPrekydP0u8YYmBWXSfWUZ+jNAOcE+/cuWNmVkENND8RuWROM93DMwO63W5Gj5RxDeUewSMdbBPuQzTOmYNZ9/BoZiTQwTbn2qg6+jyOTI21zijsontdu3bN3nzzTTOzJDqmuSWi7+7s7GS5dJn3WsbQk6hPySgUqLWAiLC+Z2oQrSf6q3d6dHSU/q3rJ5PJyhANsyqq7ZlhUV8l+hhRhT2zh+k0/D34PhiS5POKNxqNCuKm+6vP+TWMYlBRqhq9v7t376ZxrLCG8XicoZ1Ev6NUTzKyaTyyuLOzk5g9DB/R+PWUU67vHAPsc2aL9U+Inv7OZjN78OBB1l5myz5uthS8M1uyjtT2L168qFB4dQ+PPqtsTOGh90D6Ls88fu8VscU4Vr7qOl2QxWLFihUrVqxYsWLFihUrltlriyzK6DXTafr27duJbyyPyHQ6zQJFyZO+KrriT+qMs5MHi54Dxc8xgFeeG/K1VSYih15sJuK306PoE7jSC6Z77ezsrA0m9vEZTEBMj7H3aDKtB+P3PMoXxXCyTt5bOJ/PU9sIjfn8888rniuWLfJMmVkWE0NULkpfcRWjly/iibN/qZzyXgoparVaFSERs8U7IvJotvD2ybtGj6b3NNGzGSVr9bE7zWYzQ4TXiRRwXPBdqezsq/ot+5v3sNPT7nn79KTJY3h2dpZ5dgeDQepzssFgUBGuMFv27cFgEKLgMnmR6Slk6ptI+t9sgVB4NPP8/DzdTwjjkydP0r1V//feey+9a5/KpNls2scff1yp382bN9P9VJ6XL19m73djYyONH+/hfvTokf3P//yPmZn96Z/+qZkt5s6PPvooq5e8lmQc+D5fEMZvvq1iZKwSTojWS498TSaTSnoos2ried2DqJ/v55eXlxnyNJvNwhgu/dVcJXSg1+slxCUSy+Fa6z+7uLioxKSZ5TGB/IzpQjSOmSIgErER+kEk0GsWRPsWimBwPfZzO2MA162D/E730/7iBz/4gf3hH/6hmS1jyShKIiNqpO+JfnpEmAJk/tksD8VJxIbgeuH3PhcXF1kSeL2P09PTLI6R4j9ap46Pj7P3wHfg04BE6yvfG2NOPSuG7DYfI0xjX/Vxcf7fKqOPf2XqOLUXxZBUTsWc7u3tZYys6J1zz+H3h4xfZj217lAHQtcREWbMqllVqMprHbTb7bTWChF98803Ux21bj579iyt12pX1Yt9Uvvu3d1de//9981s+X4posm9D9kKLNvFxUXa7zKWNGINRHs/P35Wzdu/jhVksVixYsWKFStWrFixYsWKZfbaI4tmuTrWtWvXkreK8tSrPDE8hUc89FfFufn7EOXSs+SN2t/fz5KkMl5L11MNNfJQXsUmk0mGPmxsbCSPG1MgUKbYbOmZiaSaI9lkSi8zTci6skeqbR4p6/V6yavz6aefmpnZF198kbw0VIfU77z3kOWIlEzXeehonlf+KgSFHrLIU21W5dnru8PDw0rsqtmiTytGT++PirIe4YzU6yJpbXr5/PW8T4TYeoTRX+fv2+1202c+ZnE0GiXPnNp5Y2Mjk3fv9/tZOpaTk5Ms3qJer2dpPBiv4tVmoxiiXq9XSeOh+nlUlJ5zj6YyHpixi3qXQiy3trayWC6+ex8PfXp6mhRa9fxut5vJ/NN76eND2u12Qrj1Pm7cuJHKwTgdWaRs+9vwWhZ7PcyPaf4/SssTrZ0eaWo0GsmLrz6lPsoUPFTj9ihBpHxKr7uMMYuRaqv39DP+xzMVaEStonXBrx1mecoKKngydt6rKOov1RGjeDCu0WpHxl9SjV3tpXp6FI8xg/o7Go1SXe/du2dmZn/8x39sH374YVZ/lSdCyvy8R8aMjDGIsigNCOO3IpTLv5t+v19hYpktY+GplqnyPH/+PM2ZQhbPzs5SjJw+Oz8/T/eL9kDrWGs0H2saIejr9iFcf3yb+jKpPYXUEdHmvG+26Ks+3u/s7CxLs7a9vZ3aUPuc6XSarfWMj4/SYCnuVc8cj8dp/dOcMRqNsr0B35/+rfFTr9fTGBQ62ul00n5T8fzn5+ehzofK5vcD77zzjt29e9fMLCmcs0xcm/VO9B1V6sVKZIqwiGXhxzvV4WURa+zXtdfusLiusj9ZGgUAACAASURBVOq0u7u7lQnVrJprz08AnGwYnB6JuHjjNZ4KSblnBuhGOQL9wYWbZ8rxe0oDaQ9ezns4HKb66LDaaDSyjfV4PM4mcQ36TqdTEfDwbcTf+YWLC46fMHmo42Ic0V98UPrl5WXaSMuiQz4PGl5+PcqzRUGEKHWFH3CRQyE6cPJZ/t0zTQQ38T4f4eHhYVqkRFfc29tLVB9/cOH7iA6qlM72ogPr5JWjDVhUf9LDefD31FguID5Qu9frhQuiX2AODw/TYq3r2u12RhtjndU2WmiOjo7Sb7VZuHbtWpZzibk1VU62r6eo8l2KqrW1tZX1x3a7nVFYudkQrV4LGTdD/OuFkUgZ9/1gPp+nVBgSFOGCRCEhTwPq9Xppg19op//3zL/zVelT/PiNxCqazWZGH5PRmRVR9iLqFTeFfh6nI0YbRW76vXOMFDwe1vwmnukmvGOUbUPxKI13it75HLZMW+PFbzqdTpbWqtlsZnsDtnmUi82XmwfvKH0Pw1009yhV2dtvv53KR4ez7uvXd6Zd4hru1+HRaJTmQ61XpK/6cALmtYscCnSa+jAm7g/9vqjb7abnstyaK0UdPDw8zPI9cz32FFoepGVscx78IyEc/x3vsS7dmwcJ+CyWzae4YHov/T0+Ps7yg3a73WzPw7zintbZarXSdVpnb926ldqcKawi6rp39kT7skiAUfuHo6OjTPyHTgrvEKOQHvMty/Tcbrdb2b+aVff9kaCTd17zmujd8Gywak2+qmM/skJDLVasWLFixYoVK1asWLFimb12yGJk3svI1AM8jfOUb1ZN+O3luaPg4nXP9v/WfelF0LN9qo9er5fKK2/CaDTKZPB7vV5WzujZRDPlNZV34ujoKEHu8miOx+OEsMiI/FBkxWyBUnp58MvLywqKq/p5hIreyXV0HaIfXvSA33vaZRQMvbm5mXnL6GVk2XziY4qCMChfz/SB4pHsN+tFT6nM00qGw2Glv+iZqqPQoIODg+RxkzdLCBTR9YiSqvYYjUYZ4k5qA5FYX5cIUWPdPQJJlMu3w2w2y1D4ZrOZeUVJJ6EHUl5evg//fHpkdQ+i8WovjQv+Xt7DTqeT6u+lsFl3jm39W/eNxAx2dnaygP1o3qFX33tNSWuhTLpnI9B0nSg3zWYzIatCMe/cuZPmAHl2Hz58mImHFITxm2/RmDar9ul17J9ut5sQPdLcPNJANMILxxFx4RjxiBrXGI+kEM374osvzGyJLvC+TKBOtgATZZtV2QoRY8XfdzKZpHtQwMIjhefn59laoP/3+/20bmu9ihgHtVotE+SI5vMIgSOi5Wm+9Xo90QOZJmPVvMt6UUyGIoS6vxfrm06n2Vqn9Z1CehHtUHWYzWbZ2kWmlacw0pi8XWsBmR/+nQsNVh3Nlv3r9PQ0za3cB6xjOkV9yVsUKrIqfMTP1Uwv5vvIdDrNhH4YusT+4EOstre3K2NN9fdjiqbP9H673W5isajdyEAgY8jvbzgm/buPUoJE6Uf8Ho9Wq9VSf1TKmGvXrmViNrdu3UqUVCLo/p1H741t7881EQWbTI2rzMlXXbcLslisWLFixYoVK1asWLFixTJ77ZDFdZLW8jz1+/108pZH3CyXBJb1er3Moxl5cFadwCNvAO9ttvSG9fv9THK/3W4n7wV5yt7TQ2/ZujIxVk/3lbeM3gl5BXd2drKYESYY9rECrVYrDED3ybyJxnmuN70q9Gj6dm80Gpl0OGX7fYzJxsZGhpxGaTIYP0Evshc9YDtExvg6s6qnjJ4p7yFkXfxnjLGkeIlHCl++fJliJJRKRN6r/f39FEeivhfFSvR6vSshtxG3fl2/j0RyiNb7exCdZPoY/9zZbJZiCui903tgTI5/h4qBmEwmyVNJFNp74abTaRb3EiW8ZV0pFW5WjZ2hyIT3rNZqtSwBNEU25J1mChGmtzEze+utt9KYFlI4GAyyuEuOQT1fwfR/9md/Zt///vfNzOwf//EfU3n1DI2t/f391NeuEjRfUMdvtnH8EnHwfYOIAIUZ/Ljh3BKJ6qwT9yDq6NdzXb+xsZFQ8k8++cTMFmuk5nHG43IONovZI3yWZ0NEAm5kj3Bd9UI0w+EwlUXG2Ek9U9cQ9eT8FJVtFXOq0+lkAkJRqhzGRxLR83MbUz6JFaP4++Pj4wzBoYYCGRq6j29fruWMAdf91DZkY3De9yi11pWTk5MMPSMqKKSQ+wb9pSiLT+N2cnKS0GzFirPOEVOFdY2YPd4iQROuof7dNxqN7H7cs/n0Iiwv96n6jdamaA3nWPEpNLg313ubzWbpufq+Xq+nZ/D5XtSI7eHrHMWk8t/cW/oxpefs7e0lcScxJgaDQVqvhTDfvXs31UFrLffQHjHke2NMtfZyHHeRHsZvA0n09todFv0iwUWKNDZPaaPgh16aYO5Hjx6ljhcpPHKT5dWQ+Hx/cGm323bnzh0zqx5aSTvRvXTQojJXNOBXBWNTCIATop/EJpNJJXjebHFYVCdUR2aOHX9Y5IQVHapJCfGCGxS1iQ4b0YZWm3y14eHhYSqfX5CuXbtWOZj7+8s4OZLG4IOmo4mFdGeViQd63178nrnr9P9I8EjP8OVg27Tb7TQZaeHS+/vVr36V3vNbb71lZovcfD7fFidCTvTRAm4W05wiiyYkKpRG9BrfRlRGo0iNP/COx+M0bigU5RdV1X13dzc9g3mYokV4nViF32REdaaKYOSU4DjyY1Xvjwp8qvOtW7fS/KX22NjYSP1R1/3yl79cSVkn3VjU1w8++CC1zc2bN81s8Z79JjZSfuX9i0LqN9Mi6j7/8t9cL0lrVL/RHH50dJRteDm2/DrIsR0dKqO50o/jk5OT5GDTAYZrKPP3ak4hldOPKR5O/HgnhZNq536MtFqtLCfsaDRKm2Z/PZVS6WDyazNFQ3hAVx39XEwRM69O7surcn722WdmZnb//n175513zGw5j6vOz58/T4rmOiQNh8OM/kmlTTl8O51OJpJHWrB/R/P5vCKGItP9VK/z8/NMBFBzIXMqcr5Wv9VfOr79vlNl57PfeOONSqiF2UIYR89lTtCIfhrRRFVnb1THjdR/ZczH6A9u0+k0ow9zvZQ1Go3MydBsNtM+TPUjPTzK1esV+SlWx7/++dyP+LZgnaM9PsdAtL/x4nuiXTM/suaRR48epX5DyrgP7xgMBll/Ia1d5eNBnfRmttmqz6IzxFe1QkMtVqxYsWLFihUrVqxYsWKZvXbIorf5fJ55WAhzE+XzaBwDV9cFo5MW4D0c9Gh62luj0UheJXpS/KmfaImH9mlEdbwENr2B9KZ67x7pa4LKm81mJv9LkQ15UyIEJQrWZYCwpxfJItphRA1lcL48VHyX8uroL9MS+HQkLDuRHL5TL71MhE33kYdwe3s7RNf0zomQ6d+eDkR6D/tIRIv277zZbFZyLrKuT548SVRE0RhOT09T/h+1JevP/EMUFjCzijfV50kj/cMjwywT/03BGFkU7K3nUqhJ5ZXH7cWLF+n5zJfkjcI4eofsA97bSYQsmh/8HBNRXUj9ZaC6f5ccP+qDQhPv37+f2kt5Ge/cuZPlSz04OMhYExQH0PuigIPKqfb9z//8T/vbv/1bM1sG7N+/fz+TwSdCdFUBsGLfbFuFrNMajUaGdIzH4wz54zzp1+H5fJ4Jb02n07WCaTJdf3R0lDz8nJ88a6Hb7Wb55JrNZhqjEUrjLQqvMLOMDUEaKsvvc7FxzfHrFJEa7lt8jkYylzyyyPqte6fNZjM97/PPPzezBaVXc5TKKbr6J598Yg8ePDCz5XzD+5Pho/lLDBzOjx5B7nQ6aX4Uw+ZnP/uZ3b9/v3LdjRs3KpRUs2raJS8GOB6Ps5CAWq0W7vN8qrb5fJ7uo3la8+ne3l6iqOq7Bw8eJGpqRFMkou+pkEQEiUqusgh5n8/nmSgKw1L8/pT7WKJjnh10/fr1dJ3aMgrpYftSBMqsKlwTlT2q1yo2jZ7hP4tSXfE9M+ex2XId3t7eTv1HdPYvvvgiPV/7rM3NzUyoikI/nt1FVobKwdA03Yv7C5Z7nbCNr/9VUceCLBYrVqxYsWLFihUrVqxYscxee2TRLI+Ho5dRp26K2OhkzyTZTCwq8+gOPyOa4L2Lun40GiXvEuOmKEetcnveORHLVwWZ65pI1lweWHnoGHvH+AnvEWJsm5feZyAzkS8fs8HYA/+XbRalsyC65GOojo6O0nvSOxQfvNvtZgG/bFeiRt5DSSTJe+8YYC8Uk3EUat9+v58luSdi6j3Ao9Eo61Oz2SxDG/U8f533CotL3+12U1yIPOjn5+fJs/rtb3871cXHRVKUxUu509NNL6YXa2D8D83HwBB5jgRmGNxttvA2+piGZrOZpXeht3mdVzLqK5HxHflxFiET9NhGKLXmBb2PwWCQUEG+L7NF31Lcqd4vhbJk7XY7jQu1Eb29KmckAiR7+vRpRWBI5VDZidyui9X0FgmVFHv9LYr/icwLkJhVx0oUb6jvojgojzLNZrMQ6Zd5JHA4HKYxqLmb8y7LyVhy3d/H+0UpfVinyIuvzyjaobJQzEUMIC/M1+l0KnFzvKc3xtmrrmQ28beM2yLzwe+HmGZA8YFffvllmrd031/84hdmtmAoKK6Loj1+L8Hnaw6KRN/YB4Tu/Nu//ZuZmf393/99ihuTAMnFxUVqS6ZgUBuqj0SoMftvFDvqfzscDtPzqVeh8uqzDz74wMwWIjjay3z88cdmZvbs2bMQhfPo4ToNAaK/EVstijn2fZv/5rvyqaa2trbSZ0xror4hMb51TBTuT1m2VWlpzKpzwKpYRYrr8bcRS8prZGxvbyckWHXVPZ48eWLPnj0zsyUT6OTkJJWdWiQ+pdvZ2Vn2Lil048c04xi1t4nQZMa6+n3kKhTxKmvza3dYjCrtYeuLi4uMTthoNLL8TuoAVPBiYLuf9ClWwYXAH1b1os7OztIkJkUsLhzsDP6lclJSB221WlkHihbGaEFiTjoZ1aQ0eZPqqb9RML+f4HmQZe48/dbTAzlxcUD7wzC/F2Xj1q1bmWiJD0D2v/cTUKQKx8OiL8eNGzfS5ME2lZiOysZncQHxm6pIQElGqla0GeLE4idxte+1a9cSpVhCDg8ePMioOR9++GFGZ6TYDKlJMtKF9H+/IPEgTWeHF39YR/mkuIMOQcPhML1jTbrsj5E4jh8zbPtVQjwqd7T4+HdD844gGuun36pez549S3OFFhVRhqlyysO4n/g3NzeznJk8BPsD/cXFRbY5/uyzz9JGSm1Zq9XSQVb9/dq1a2le0vUcx5Hjqtg32yJ6k9+MMvyAzpNoE2i2GEfqh1FutWhMsTz+UBkJkWlccGPuc4jyHgwJ4Jy5SqQnEp/j/MCwGJ+frd1uZ2JcpFJGm0EfykIxN+8UZjl58PRUYYphrVPVPDk5SQcyfSZ65fPnzzN19slkku5HkTrNLZrjqXDvhVgeP36cBHak4PzTn/60QsXXdTrAqS0jhzLr5NcQfsZ+rL7JMurfmtf19+XLl2lu19833ngjy/c4Ho8TJTUSKvFraK1Wq4SS6JpVSu5sQ1okYhUp0Kpdtc/Y2dnJ3u/x8XGWCzTa53G8eaFIlsn3N37H30Rj0TuEORdxzGiN++53v2tmi/7oc1zrYPjkyZP0Xr0zh2W7uLioiN2oTGon7mXUHt6xzvlBxnCqaJ8Vvd9VZXyVFRpqsWLFihUrVqxYsWLFihXL7LVDFr1FAdKkTdGjptO7vDUKyj48PMyog51OJ5366cWIBFg8GkV0QR4IT6WkRWIvrVarEhyruniPJkV6vBeXwbpEnvQMeXqIxBJZ1T08pN3pdJLnj9LSXqCDNEKPVK0SFYgQCe897ff7CQ3zdEKW09/HX+fFZiL6i77b2trKPuv1eqkdZKSVRtQgXz8iVfRueXokqRi6jukLPG1oNpulsv3e7/2emS360c9//nMzW0qd1+t1+853vmNmS3SU1IaoHCy7rleZiDb6gG6OFe/xp/eSHlOKYOg61UsoOb2cRMO8Z459wPdDUuFo3hvJgPLoXXqbTqcZzalWq6V6ySs5GAwSlVrS85orut1uKH3v+1e9Xs+Q9d3d3YREaLxT6MZTcz777LPUNyiCJGRRddjc3Mwkw4v937Z1VEsKKalfcZ30+X1lnU4nefo1js7Pz9O6Q3Qnood75gXnIiEeun+9Xl/LbNG9RqNRKi8ppJrv/FpH1g3neE/n92VXebU30XxHoRBPQbu8vKwIWMkiJpCfF4lwcg/B71g2is+pHCcnJ4l2qOueP39uZot9V8TMkhF99WFEXGO0p9C888UXX9gvf/lLM1vu6Ygk6brRaJStl6TXevSVzBK+vyh1hV8TuMZ4Js5gMEjzvqiZ77//fpr/tR6PRqNUB10XId1Rqg2OI19estv8vfjvaCzwGs/waTab6V1rfDJshHRn/3zu8fxeg/TSCFnlGI/2l/pOFu1huHcXi4d7daHjWhtVTyJ9UeoOjjGfs7rVaqU5SOaRYdp4PE59n3OW79NRP4gYiL+uFWSxWLFixYoVK1asWLFixYpl9tojizSd3BmLw3gEeXbk1ZGkM03IhH6n3+pvxHsm4ma29NyPRqPk1ZI3kJ5Cco19ugcG2spjcHFxUUFuzKyS4sDHRRBN1b2Y+JceFsYQ+Pp75IupB3SP09PTUNaXsQy0nZ2dMIhen0UoD72dqo/3BkaiL6uQvQjN1bvT+2AMp48L7Ha7WdwA24mIz7oA4yjWJvI2e08fkViPko5Go+SFEmL43e9+N9VHCKM8ZvrebNFXvCecHjgfjM24CHr6iXrLfBB+FGAfvQ+970ajUUm8bLZ4D+rnfL73olFuf52QBuusd80x4z2ajFH1sZuMF6EX3sf17O/vJ2l1eTSJkrKc3jguPYKws7OT5jvvxWQsE1EFydt/73vfS+UQOilPaqfTSX3Jzw+rrMQtfnMsmrOimGA/3zG+Wcj0ZDLJ+iZj0DUOdP1wOEx9j0nC+Qyz6lzlx2q3283Gaq/Xy9Aa1kt9n6Iosm63myVaZ/xRhKRQ3ErPjNYJ3Y+J3lkXs1fHqHlpfqbLilA+zyzx38s8CnR+fp7mD70jtlW0hskY76Y20TPb7XYqk9haH330Ufo/BXPMqm21Cv1hPVmHaI8QicdEWgdRvbyWw4sXL9J+kPF87733npkttTTef//9rH0Z9xmtP1cVEozepe8H7FP+esZkUsTFM1DG43H6bFX78NlEhKN1bRUjTdf5PR3fX7T38mkn9vf3E8Krer148SLpPgg15xyjdT1KrUNBQ84zZos+7eMNta8+OzvLUpmQ1cR29HWN2muVpsmvY6/tYTEK6NZnT548STCxhGV40NKi84d/+Idmtph0/GaIqpaEw/UZB6qnIPAAoU4oZcrBYJAmUVJlSW00qx7WKJzjIWeWx1NTh8NhRgHY2dlJv6GqmA+I5ebRP5OTI4U3fJ4iHhZ1X11Tr9fTISYKmI8OehqU7XY7y/14VYvoFqoLqb/6y7bSM6ODjSzK3Un6ZWSRAIv/rNFoZOIppF75xWFjYyP9Ww6L8XicKI6alD766KNEcXn48KGZLWiQvp/T/ARHChYPlV4hzqyq8keLDr48LJIO5RUAW61WlrPsVe3tD7Lj8TjdlwuuX+gpPLVO5IL9mBsps8XmRjkwVdfr16+nNvcH70ajkTYXEsRpNBqZciIdGuwPniYfUcpIZVJ/0aJ58+bNlENK7dbv9zNa9rqcr3xWsdffrvouo0OlN27yZKT4aUOta65fv263b99O35stNnGaxxhmER1gzRb9V3OLHJnMC8y1ztNFR6NRGqOcKyKqp1k15yvXGq/qeXZ2lsYXD5DMY2e2nOMo+MN5x4tcse66B+l+/Ezl5vP13aq2ZF3H43E6zPkQjVVq7v5+0SF4NpulPZ2opnrO6elp5jSOQnsiMZCoDjKWi/3Br4nRHOt/Y1Y9mOg9q28/fPgwvbc7d+6Y2WKfKvVr5uhlDmzWj32V/dOHIkWCNVGbR99zb6tnqQ5sB09PXnU/WSTIxsOtX9e5v+D+2B/41ynFMnxF54T3338/7Wl1MPziiy/S2k0HkJ7thWtarVZ65wwB8W2xu7ubhWlxjEdrqHfit9vtilCl6kXAitf7f7OtXmWFhlqsWLFixYoVK1asWLFixTJ7bZFFWpSPRCd6nZrPzs4y9EV0r+Pj4yR6I2oqZal1St/a2so8U0ydoRM+ESjvvfzxj39sf/7nf25mSy8C6QMqW6fTScgBaRTMCcVn0ltEKqK+lwejVqtVcgKaVSkp6+BznwrBbOlh2draSvWRp+n8/DzzGOn/g8Eg3U8UwsgbuCrIOkpr4ttBtgp99HTKbreb2sF7ffnviBbI9xGJwvhy0hsYSVVHbR0Fpfvns71I3TRbSHbrenks2+12CtomNcbXn15MnxqEyECU64fSzzJP2YrQVNKz6S33dY0C5td5R4mkq85nZ2dprFCYR+UjWr8qJ2PUNhcXF2nsyzN+dHSUyqf6XV5eJu8xRTNUP40p5lFUOSW/vr+/n/WzRqOREEI9X2VbhRaoP2hO7PV6aYxQJEceWD93kO1R7P+GvYpizLktEv6S+fl+Pp9nOUkvLy8TQ0IsodPT09S/iW54tgBTQun5QtKn02liu5Cy7ssWCbHxe48yXV5eZjRQipPxOtVRn1GESubrwusZKsOx7cvLlCSeFUL2hOad2WwW0jR9GMbl5WX6jRdk63a72WfNZjNEnzxz6Msvv6wI5bB+zWYzFCOMUKaIohtRHP09SNGM8tp5lI+/iQRjfP2Gw2Gql/Zqe3t7GVWYCLZ/JtcfIsK+zbn+ySK6McenZ3pRSEn3IuMruh8R+lWII1kpRNsiVpcXZeQ+K3ofno23vb2d5g+l/9je3s5ycXKt9QJyzDfJPRvHkv4y97HZYt0mhZd/ybLjntizmcggi9Dh3yabpyCLxYoVK1asWLFixYoVK1Yss28UsqiT/enpqT179szMlp6Q4+PjdKKXV0OefKZAkJeRyAgT5cpTQE6/PBVRfAZjIM0WHrJ/+Zd/MTOzP/iDPzCzaryf7ru9vW337t0zs6X3lB40712KvIyUHNZ1jHOQdTqdDGXjva4qs6z2F+LQarUqMt9qE/2OQcK+DnxG5I3Uu/QexVeJgUQB63rPUZoQtQfjLfhbepv1nfearYvbovgNUcd1whDrYiFZfu/J2t3dzbyyd+7cSX1TcbUXFxfJw820LWbVtB6yVR4ttqvu4WNi6WH1HvRGo1FJ36D7ejEmSoyrPdinowBwWeTtpGdcY+/atWupvD7eUXU5PT1N41j9fjgcZlL2t27dSh7jSNDJ93dep3nq4uIiPUsiRRcXFwlNpuCD2l+/1RzDsc64a3nwGXuk37JvU/zJ10EWxV0Ue/3NsyE4j/lrVv07inFdF+vKmF8vFvHixYuE4Ks/3rp1K41Vn2qDKAwRS80N6tuRnkCUHolIC+Mt9Z2eq3swXopzol+np9Nptnbqd4yFXJfwnMI5svl8nrFXGK/pRX2IyEWsjQhJ8mtytL6yfXm93pvWq9PT01THiElGoT+zKtuFc2y01q4Sn+Ma5uvEe+h5fBaTy/vvarVl6iSyc1R27UEPDg4S0u2ZZCxvJFBEi96HZ4uxvaL4S7+GzmazrL9TEC5CArn3fFVZeY9Wq5XF9HU6nSzuk3G4fq+2sbFRESY0W4xxz4p5+PBhhvI1m82sPmTu+P0/U89QpFL30/Nv3LiRyilNAInRDYfDisiXWVU0kP3cj21qF3gjy2DV/LzKCrJYrFixYsWKFStWrFixYsUye+2RxUgpaDweJ7VBeRk7nU6G+MircHFxkU77Snb5/PnzhCbQ28cEpLq/53NHXjgmJFXaAj3z5s2bSW5a3ocbN25kaF+v10uePh/X1Ov1stiwbrebvDmRcpqMMRVeBngymWSeK6o+0ivnYzaoOMeEtL6NiPh4tSfy0Omh9LESUZqGqyiQ+uu8F44890ih1aNnkZfc/8bXL7pvVM4IefPliOpEJU95KqUcOJ/PE4Ktv8+fP6941fRbf9917Ru1UbfbzVK/eK8rP2M/07i7vLzMvMNMfM9yMj6J96WSWuQh1Fg5ODhIXl7FCjLuRn91L6J5utfW1laKD6WqYRTXxDmC1mw2M88uY4MYy0OUxLeh4jL03enpaZbCg8qreidvvPFGQhlZpig+RVbUUF9/+3VQ4Vd5qRnXrz7KFFKrUA3Gb6ufnZ6epnWESFWkZsx1jH8Hg0H6LeOEGEOsMgpl1H6BiLzG7Gg0yqT8OV/7tZzq2kIfIuSAsdw+XQfXpCg+ft2aSMaQV/4mc0d1prJ69G5kjL32KuqcYzl3RgigkGAmd/fqsupHw+EwjIHzqrRRmox16RaI9PJeUfoPPwcSnfXzHudz7q18TN3Z2VmmfMp0MNHex4/ZV8UF+3f0qt9GyLzvl2ZW2Sf7OH6ykyJNCt+niZYToddeXeqxUXwv98def2AwGFSQPLNFm3NPoL8+xpR9ybPx5vN5GjcaWxsbG9k+pNPpJFVnra86t4xGozQGqTTsYxbJiGK5ff9aN4dflfXz2h8WzWJqnzY8oqPu7u6ml+UXK1LbtJmeTqfpHjo0HhwcJOqXfru5uRmKzZhVcxpyk6zOpUPjZ599VgkkN1vI9lJYx2xBq9H9/MLY6/XSoqOOurW1le6rTe9gMMgEQrgB54FM9YwCbb2RTsLPuADxb0RnjCgp8/m8QgX1n/kAcN43CnL2NEjeN0rfQOpIRDP2h1b+1tfN12vdd75PR/fkQuepXdE9ZrNZmrw0YT59+jST7N7b28vEXpi2I6LkrDO+D9VDz1Q5GLjPtvGHdh44uUhG+dT8ZoGbKIqxsJ5m1fxvouYqp1e3203zgRetoCAB01pE746bUf3f92WOSb+A8l1qznr6tgvHLQAAIABJREFU9Gka51zUtHCrXhFVmW2qPqQF7O23307tz8NoFNivv0Xg5vW33wZ1OHIQeMch5f39BpjS9NzMe2eP2XJs6Lvj4+O0odTYkoAdKebc7EnUQmPrzTffzMalWZ7GgiEXskj0jAdE78yi04tzG+n2vhx+7EViX1y7IgENv/4w3yTvER0Mvc3n86y8PJD4cAHOFZzj6BRT2/gDf9QHWA5ZFCLCPY3vX5x3/d5nVb6+qA5R6hLVxYsR0img8mxubmapVCJHBSm1kaMiooz7Q0+9Xg9F9fw9ojqzr/pDFWm+7G+r1gemyeCcoLbU/ntnZycdtOQEPTw8TPt9n0JkMBikz5h32LchnRdRCi/vII6s2WymuYBhaD4FTqvVSnOQQrfWPZN0dqZSucrhnvZV5/VCQy1WrFixYsWKFStWrFixYpl9ZWQxQlp+V0bPitnCE6GTvShap6enKVWGjJ4v7/3f29tLXnqhcxsbG8mzTg+Op+yR+sKk7mYLz4hO+5QE96hdo9FIEvayDz74ICUP1bNI5yRcbbbwSMhDqvsfHR1l3svRaJS9S3lyKBTi21n15/399zIv0MH7+Wf6e0S0WZ9oVr9dJ8vMcrL/kuroabPrUlyQHqE2JzpJ6oSnBhHN9B5ePisSOYm8yJEnWKY6EDWiYIm87aK87O/vJzRKCBlFGyLEdt1z+X//mdqDQexRP4tkx0lP83TZbrebPJQeraD4AN+vF90hjVro3f7+fvJk0kOov15Ux9df5Y5oSJFohq8f3wNRWbOqdLnmPQojeST08PAwzZPss3rGxx9/bGZm7733XuYJrtVq2Zz5Kprp12W9KPbbt1X7gXVsDHnHSclUn9J37XY7jT0vumKWo0Fmy/F+fn6e5i+NFVLn9FtdQ1q25seNjY1E2ReqQRYPx7RP80P0xifJPjs7y5hDe3t7GeLENtH4Ig1+FdVR5VTb+JQRtVotE4wh00j30zWTySQLRZhMJtn6z3naozD1+jJZOCl5FNfSdZ4xc35+ntHjZfw/7xHtGzzVlPP+OmRtHVuI30XMoYgl5Km3tVotCyEgeqZ2e/LkSULPfDJ2IrdMKxGlUYj6lO97Vw0l4FrqkdBGo5FRJ9lH/FrPtTGiDZNWqpRQsqOjo8q6Z7ZkwgwGg2zfHaGDZGRxb+f7HJlcHq1ut9uVcW622Eto36BxabZck2/dumVmS/bPixcvsnEZMQSiuZDt5e03QRoLslisWLFixYoVK1asWLFixTL7RsQsyqLAZHn7mAhbJ3x6RDwyYWZZfBVRQdlsNsvSC8ibUK/X02/liWy1WsnbQSluz28/Pz9PHouf/vSnZrbwNnzwwQdmtvRE6P4M2CeSomeIE72xsZE420JOh8PhSm/SfD7P2iZKwk5bJR7j77+Otx95GfmdF0SgBzlCS9bFIEYoUJS+wMfFRTadTrM2Iec+ih+IEMvoGd67dnl5uRZFjWTKPWq1ubmZvFRKwfDkyZMUlyc0Xv2H6WMir/6rvJGR+M8qi+7RaDTSmJYxrokxslEco1kVHWXfIjqtv+pXEv954403shgXWeS5poebMZRRbO6qWNBGo5Ehi2bLsa/+Xq/Xk5iOrmNMqt4zY6Q80s33Iu/ws2fPEuJCj7WPfY5Qjl9HJKXY62eveq/rkAh5/6ME9fp/p9OpCMCYLfqx+nQUo815ycfkRmmlKOKiZwm1GA6Hdv/+fTOrprXSdUIF+/1+JhKn6yngo2eOx+M0bjmfMs2R2k/7Bc96GQ6H6X5c1zxiEq0xZDJ4UTmiFR59pDEZfRQjx/elZ6t+fEeeHcR1TW1IFoT2WxQciuIDKaxmFiOh/t8s93Q6DfuvR5lY/yiGNoojjPZU/n0Q/ZaeQL/fT/dV/bWfu7i4yMTXIoE87lEikbJon+NRVGoCsO013siK8WWKUrlEQndk3WhsiSnXaDQSiihRmM8++yxLU8VnrovnJNoZ7bOifqPfexbYcDgM94CeZWi23FdpvCvG+uXLl9k7JAuNKePUJvrOswhY7lUMkKvsx36jw+LXZSPgy1Gv19OBTRMFxV70YvQdg7fZafWydN1gMMiCzDkY9B0nCX3HSVeTHYOB/YHo8vIy2+QNh8M0eX744YeVZz1//rwSzGu2GCDaPL777rtmttj8e3XGFy9eVBY2/u33+xVRGpXbByHzPXDi8YuUV7XifVkf2auojjKVo9/vZ8HbnBy4GfG0Gm6A/SGM9DwepKPJwx+IIrGVqI288hqNB/R1Oapk0f15b+aA0sZIY+bZs2cZ1YXCDKtEdXj/VYuxb4dI1Gcdna1Wq6XJljTTiJbsnQFR2aKDtGhng8EgHZo1ZzQajWxhY39YR0Ndp6j3KgeMjGX3amncPMqZ1Gg0klCNp3H1+/007tn2+rfmS25ipU4YOZhk3JwW+2Yb333k9PIW0UXpqPGUwPl8njbDmp8oSqK1kU7NiL7uhc2oju7zkJot1/JHjx4l0RvSt/24ofk8iDx8sTz+HnTEiXpLartXGa3X66FCqVd01X1opF/K6GT1767VamU0WBrnrkicRu3gwzvo+GUb+cMiQyh86MUq57Q/wFGcJvrM95FofadFISCcu31/jMoZhW3o+ScnJ+ldvvPOO+mvPpP4mtpUYSS8Fw8YbA9/oKdF83rkwPR5JGu1WrbnihzlNP8+Von/aIxqrzIYDBKIokMjlUxl/L9/X+x77EvRHnQVQLBqb+XnsclkkonPDYfDzFnLNd0fUEnZ5nlCjivNj9F+mgfIKDTgKut1oaEWK1asWLFixYoVK1asWLHMvjKy+Cqvy/9LizzbXtZ3Y2MjoQTyVnmBCrOq5y+SBpa3cJ33RbDw+fl5SIHTbxnQ7D1N9NJQ1l+efaEf+u7hw4fpOyJUPnh8Pp+ndpBHYj6f28HBQaVM9LJ5BIO0D7aH6kXUkbQbPUv39W1Yq9VCRMYbvT/ea9fpdFLZ9J5p9CBFFB4ZUxrod977sop26PsjaVZRXaJ372WTVwmmRB4/WUQP9HQSUrCFnp2fnydvuPqK6BHtdjtEbP0zo7QeUR3WeYfZH1gXTwOKBJf4bwbPmy3ehxcc4jM4LpkCQ/fwcwDr4r3ZkfeSqOe6OZR193LxZjl1p9vtZt7ImzdvZigMafIy9bfxeJx5nTc3NxNSSZqPR1BYz+idF7Txm2fr3ukqdoH38DOFix8X0+k09Vd64T3bhSgZ5yChheqHRPM8ta1WW4q+aH198uRJNs5Go1EmlnF5eZnKSVRQ3/l9wGQyCVEY/Za0f5mfx0hnp3iX7hdR+thOPp1VxLzgM/16wjU8ovb5+Xc6nab2okhZhHR4pJlrwbowEM9c8ffw7Jx1lETOXRTpicIP/PNXoY2+LuvWRrMlu0N7u7fffjvd7+nTp2a2XK9Go1FIkV0nmiRj6JaM/cPvUebzeYZKRvs9UorXib6xr/jrSOEUK+/4+Dixn5iyxjMJiO5GonaydXR5zjceLY/qRVYir/OpdcbjcRoPmoMitgXfle+/ZDrxmX5/zHaOQs2uYgVZLFasWLFixYoVK1asWLFimf1GMYtfF09xJBriZZuHw2EKCPbeAcZhEVmLRG+816zb7WbJYelB8M+kV4kS2xE6KqPXUB6Dzz//vFK2o6Oj9FwikfKkKj3C2dmZvfnmm2ZmKXax0+kkD6zKxHaQN0dez06nkyEz9NoR5fOeLnmcokSu7XZ7LbJIYQQmQzar9gF5Yxko7j2JjPfQM4kAeq9oFOfG6+ghjIK3o7gMmY9VoydpXexbZOyfkQfWe515jdqUQdMKrFc/jmIKWIfIWxXNE94DSFQuCsaO0Mwozo5zgBcMYOyiRyRqtVrqD6prv99PfZ/CDD7W51WS1T51R6PRyGKI1r0rohB8pkcr6vV6Krvq0m63U9nlxVSsCz2mevcUKaBAhcY+x7ifH6NYtXXxvcW+3nYV9PuqFglEEIXw36tPEfGggIzGlPrtqpg2xTgxtt9sgVDcvXvXzJaMikePHiVEUesfnx/VQWP64uIi0xjQ3MGxq/L2er1UHx+HZLacbyi5rzEotEkxUGyb2WyWnk9ElAio6kARITOrsCh8bPtsNsvqx7QI7Ct+Tebc5vUdeB3XUN/nOGeqDTln6X7sP1Fcnl+L1n1H5hDRUY/ERhbNz3wOU4for1/jms1mQqvF/GKZHz58aGZL1LHb7ab6qy/N5/Nsfl5lfi2I4hmjNmU7+HfONvR9yl+nMrAvmy3GgBhOZOVpjNI8+u6f4z9bJ6zD6yJNEf0u0i6I9le6h/oq07x5MSim93pVf/P7HF67Ln58FfNjlb22aqjRhlJGiiEPhhpAPgCcHToy0jD9wZALnVdBI3VDnX06nVaEI9bVKxKF8SpwWpB4QOZgF1SvyWZraytNQLrXvXv3MkoZF0FPX9vZ2Un5Hv3CsKoOflCOx+OMWjebzdKCxcHrBwOpNl4UhougNs58b5yQ/QBZR0lZlRsvclR4I+1QdhURoFVlW3dIepWoRKQQ6sWKNjc30wZKh8aIdrGOxsBDMxfcq1CJZNPpNFP85EE2ElmKyuTLy8MXx7GepX6ztbWV0bzMlm29TiWY75KLg66PHAqeFkbniBfPajabGU2+Xq9nqrDc7PpNVq1Wy8YWP1N5z87O7O233zaz5XxDyhOFwry9ymlQ7Otl0Qbi131vq9YCfefvS5VKr9JIqiUdNr5PD4fDdHChYIwOWD4/8r1795JoiJ758uXLcDz4jWKz2UzjUWs5KZZ+DaCzknlg9Znmm2vXrmWhMf1+P1Nf1lo+HA4rSshqDwriybxzKpoXqC7qVTIvLy+z+p2fn2frKvMyUzlZdfZtyUMjw0F8P2CZfE5OhlLIovma6yrrFTni+DvWLzokkX4ZOStVlih8Yd2azz6l93x8fGyffvqpmS3Vy/VsritUgPWHDv4moiXTaaxr/eGD+yE9az6fp3JGojbRb72zvd1uZ/TLvb29RMvW3vrs7Cw86HlQIFIGjfZS7Huewup/Q4v63nw+D+vv25zgj+pFkCbaS/g91Wg0Sm2+Li9lFCLy6zoBCw21WLFixYoVK1asWLFixYpl9tohi/7ETE8lBSE8mjAej5O0sPfyTSaTTLqWFAB67iMxB4romC1P+Nvb21meJ3ru6U3xSGittpQHJ9XDi7LIMzeZTCqUHF0fwfKi4vA65ppi2Ygg6DsKoIimuLGxkZ4v5KfX62UoiYxeELaH2pVUWkLzupenbOi9EEWk1zPy3HkkZzweh/Lrvpw0j5wSUWMf8bRL/u4q0tL0ePG7iBKqsnqRANJ7WBfScM0WyLE8eVHOJY888b7rqA0RxZEebF//yWSSPPccP1E7RYiAR/6Ilns6zdHRUerTqvtkMskQCY4pnzMsouOQIiXvYavVyqgrpE8LvaNYgg+Or9frmfedgfWkrnjRAYoP+D5CIzWGfcNsIQASCWmovB49WvXeiv3ujX36q6KJX+W30VzkwxuIRqk/Ei0gSq7favx861vfSjRU5WLTd2+++WZCHTW2er1eup6oekStk2lsN5vNLPyB6ag495hVUTmtl7u7uxmyuLu7m1geXOPMFmPQ57Xrdrupjko5MhgMst8SzfVrXq/XS+Nc7XB+fp6tMUStSBGNBONUfo+uEQ3jeqx6cV/m0WcZ15+IubJuLWfOv4h14433igRIeP9V9+n1eq9M46T7+vCox48f24MHD8zMsvRw3Gdw37WuPjIyW2Tr1tl6vZ76rc/zRyO7jmuerytTc2lcaE96586d1F4KoaAYFPf96jcal3xfpBLrrxfOmUwmlTGtMnqUnO3xqhyRelb0HrxQF/ffft4jA1L3HwwGqf3XsXjWCVFddW0uyGKxYsWKFStWrFixYsWKFcvstUIW6UGi537dyT7imJPP7q+hl+v27dvZdUQ4zGIeMeP45KGTl4SIoVATSnHLIu/DZDLJYrJ8nAaNMWJECr33ZTgcJrEbeVj0/MPDwywQfzweJw8pYzC8J2Q6nVa+p9VqtdSW9Dz5wGAisURpfUoFevn0fuXZ5fulJ1b1YoxalLReZfPeoigQf5Xnxntv18Wm8rdsr0gEaRXvPAp2prfKI1ssE+NTPPo6Go2y/k6EMxI04bvy71xtH6GTUeyxmWXvl+OZ/cZ7saO4E/WHo6Oj9Fx58v29ZT5Wku/Wj0/GLGq8t1qtbEyxLDKNRaLsTJwto1CFR+b7/X4WVxS1wzqxoi+//DKJKTAe2wsyrfNOFlTx620efYliW9a9w1Xz0FXiYzjHy8gi8WsdmTBEIrXGvPfee2Zm9oMf/CCNM6bM0F/F82t8tFqtNPY5RnxcYISW3Lx5M6UXUjl1/8FgkLFCZrNZYjpRcErPJ0oq8TmNae0prl+/nsVUMx6bsY76XmgjUQovjNdsNhNLimuon3fH43HGsuj1elnMG/cAnpkVsRu2t7eTqI/Ke3BwUBHT4/WsC/eAnsVDXYeI2eMZX1zX2H+jtBORnoHMM1w4d7LukZCSfktRI60LXkBpVfoLz1Ajk05/O51OhhBqrR6NRhkSSmYL21L3kI1GozBW07PFov2IxsLdu3eTiA/HKkWwVG4fJxqh0XyG3wPyOiLN6/Z5/vpoP8Tfa7xRzEdzgfYK0f6J/+ZY9HvVaO9Hixhf3xiBGw5YvxljMDQXAt9pGo1GpqDJQ4inxZ2cnKT7aRE4OzvLlA1Ho1GavGUUodGgEGR+7969NMhFI3j8+HHqLDLWgbROT/sQPYGUBULbftBEG9qjo6MsuFkLwsHBQTbYSdckTdAv6s1mMw14Tf5ahNrtdoWmI4s2suvoEBEl0tNrNjc3s3c+nU6TQuzLly/NbBFIrbb24h3RhMHDeBRITYscGv6+kQIgLaIu+sWJB7lVDgT+HY1GGdXz5OQkLdIqkwSN2AcpoODvGz2fIhSeQskDERdLv6iRzhGJFfG30WFV//d0t1qtlsax+gDrwEmXGyOz6nvxdea75KbJq+GRqqZ5gX1QZeMY84s687oyb5PfjJGO6ueMiI56fn6eNqwasycnJ6k++k7zBCmzvwmtsdj/G4sOa7/Ne5vFm6bIUbVOBIKbIr/+XV5epjVGoRHXr19Pm0z1W/397LPP0jqt9f3mzZuZ6uLp6WllntN3mnv0zD/4gz9Ia7yUyr/88kszW4xP7wir1ZY5HSlYo/WSm2Kv0qx77OzspHbQHE5HLucuT/8/OzvL5g/Na8xtyY247kuhG09vq9fr2Saewjma97QPODk5SYdlvct3333XvvOd75jZ8l1++umnqY5RObh+qA6rFDD1G/41i/voq6ibut7vW5j/zjtiuCbwoOfpu5Fo02w2s7feesvMlgeMX/7yl2a2aL/omdG+0B+iIiCG9YzCTPwem4dg0sP9gXs2m2UOV4ZQ6To6VJlLUs/2tPTpdJrRsqPDvoyUaar0RmFBfr/C53jRSVLSdf9+v5/RnNvtdhobnAP0bL8vpOAf2947QBhWEJ2NvuqaXGioxYoVK1asWLFixYoVK1Yss681shgF3XsPAb0ZRFm8oMhkMslSZxAN8vTHdrudvJLysr18+TLlYaKAhMqk+0e0LN3r4uIiIYtCayaTSYXaod8KHZC3s9lsVqirLAdzBEaeA+9B4b8vLy8zmJ90QcLm/r7y+BwdHaW2E2I3m81S2eUNE7WXAetE/XxOvNFolFEBSYGQec8py2u29Fwpx+R8Pk9tLvGDly9fJjrurVu3Uh10X49YNpvNDHmazWZhjhuPfEUB+BH9hdf5+zI4XxYhYfRiEvU1W7w/eXb1ns/OzrLcX3qn+/v7qY1It476ns+pxbxIPlWLr7+vc4Q8rvP61mq1SkoWf71H6O/evZu83RSD8DmO6DGWqR/Rqx6NQdV5a2sreRSJ0mrM+THY7XYTeqdnX1xcZPPNYDBIiDCRBu+xjui762w6nWbpSohAeil7tYW/rtjX11bNI9F3V/n9V7kHLaIY0tPuaYdbW1tp/GrcvHz5Mo0HT2E8ODhIyIzu8cYbb6Q+LJTwxo0babxoHhuNRulZ3/3ud81sgUrqWZpPOS9EFEPVUWvv6elpKqf2Bs+ePUv305xx8+ZNM1ugFZpTxY5ZFaqjcSsUtdFopH2NR8XOzs5CJFLzjeaCTqeTPuO6ovnTr+8UptN8Np/P03tQKgjOd1qvm81mQmw9fZgiXqyLT48U0fPYv3yf4j24HkcsnnX9269TRKaJROrdEGVTHdUe7733nn3729+u1EH7l/Pz8wrV1dfBI4xmyzWp2+2GObBVXvZb3cPTgYnwMuTL328d5bFer2dCUZ999lnad/s+axbvBzxiWavVKmlafL00Vi8uLrI1q1arZUghRRF9uzFnpsZCv9+vtLXuobZQ2bj/93XwZVIb6bee4h3ZOhGcV1lBFosVK1asWLFixYoVK1asWGZfO2SRcUqyKA7Jn/B5HeN0iKp4Cf2I804OOSWqzRaevyj2TV49mTxv5+fnmTeO8Q+KQ9rd3U3eQ3rovDefCTi9t4YeL11PieIo2F3GRL5eCID3pXiG9/I9fvw4eTmFamxtbaVk3vKGyjNEFDFKy0BEz8dYMkbNf9dsNlNdVLbz8/PkCZb3t1ar2dOnT81s2ea7u7vJu+cTjVOWmXz/iMsfpS+IgvLNqrEFr4obiiTAvReJcXq+bKenp3Z4eGhmVknkqvemd89neXTw+fPnqQ537941s0VbEcHX9V5YhR5u375EJyN0mB5Y75VlIuh1bcW4R/1W3vp+v58lfSaCQXTDy+BHbADWz78jCtzQu+fT7NBjySTdKrfGEhFIoRR6z51OJ4t1Ysocn/B7NptlY+vk5MTu379f+W2v10v39eIAVwmWL/b1skj0YN11V0UiI5GGdebFs8yWc4DGDNlEZDdoTGsMPHr0KJvvGGNOhobZYn70sYg//OEP09r1s5/9zMwWa9j3vvc9M1toEJgt1j8lS1dqKiIUkdBGFDenOVhrk2KZzJaCH2QNaOxz7fdzS71eT2wmIVQbGxtZHKfudXp6msXCU8RFa2m/38/SanHd8WlAhsNhmivUvu12O0tX8t5779m7775rZkuGz8OHD7ME9WpfxoAT9dN1Wrum02nY5hR54f95DVlYkYiMjOuE7/vcA/hUDLu7u4l9JVSZCKtsf38/7anUt9VGOzs7qX31HdE0zvs+LrBer6droyTvUaynj6lrNBphGimvm8H1z8cH9vv99C61vj179iztUcgWipBj/VZ/ufZFqXdkjOf3YlTcX3jtCaaP4b38PDkYDFLbMB7YMxr5f79XilgWkaAiP1vVB2lXXa8LslisWLFixYoVK1asWLFixTL72iCL9EpHJ2SZRxSJUPF33pPXarXSCdorTDUajYxPTMRQaBSlolleJvXl/Tc2NrI4rMvLy1R2JujVfYUcNBqN5GHS9cfHx+ne8sxQMlv3IDLh004w1QjRUe9dU7mZpsKrnfIe9Jax7RXrJm+KPLK7u7spLkTPHI1GFQ9e9Az938cSEBmRZ1ke3vF4XPE2+/egdv7Od76T/u1jXk9OTpJ3i3EXup6eTbUP1bF8XBcRUc+5p9cuUmuTRahkJBGtZ19cXKT4EPVt8ubJeV+lNjubzZInWvfa2NhI9aenMmIBUBmPZWT8APuqR0dZXr4PjRs/xn07mS36mU9zU6vVwrmFiKaeFfUNXe9REJaJc4ZXkhsOhxXZbF9u7+0k80DXNxqNhCBQXZlqaiqnfhcpxvp5dzweZwmg6eUU4qHyqD1Yd5az2NfP/LtZJad+1VQYMt+X+F3UN/y47HQ62do8Go2yFDzn5+fZvuH09DT126i8HrXh+q5x9J3vfCf1azFVNjY2Uqyi7vuzn/0sfe8ZCkQauIZ5BGs8Hqf5QInXLy4u0vMVKy7U8fj4uJJiw6ya9oIIoOpK9oZXdZbNZrNMDZX7BrImVEexpKIYZb2PXq+XUDHF3R0eHqa5WvX84IMPUnl/8YtfmJnZRx99lPYSmve15mxubiZGENdc9REqTEbMHt+nuafw6BV/q3tF7BHexzOSWq1WxsTZ2NhIaKrQao5Bon7ajwpR/Mu//MtUZ9lnn32W2ldrvf5ybVQdOKaifVy0NnqEl2se+55f14nUER3W9SqH+iDTQ/A9+HWdWg9eE4FjkHtxr2tA4544Sj/if8e9nb/fxcVFKhuZXOrnXhvBLEdHyXaMUuYxrtbPo1Rxjeb6q9jv9LC4inIayUybrc6h48VAms1mNlCn02lqdE1smmC3t7czmle32033EA2VByJu9iOagdmis3MAmS02Uiq7Nt08LDJAWXQTtpfq4EV6OKBknU4n22RGhwluij2FstfrZZNjdEhhYLA+e/ToUUaL0AHu+9//fqKf6C+fLyPdgBOMPwipLV++fJnajX3ET/qtVivRi9555x0zW/QHT8HQwH78+HGiBHGCVztpgm82mxk9kGlFfOoMlY/1i+SNIzqwPjfLaQZ0ADA3TyTF7Q/c3OCpDlqgNjc3szyhm5ubaeEiVcynxWAeTRnLyEOP/uoeHM8qn97NixcvUjm1SE0mk2yR0jWtVisTE2i1WhkVm+WNKNCeMra1tZUJu3CTRQEF378oKuRzP5EiRKEO0s1lPj0Q+5Lur03DdDrN+h6l+klBVjuQFqaxovJyE+np4cW+vraKmrQu3YU/3PH6yCJhBc5xfj7X2tztdjOBpouLizQeOLf5EArmFPbz6ebmZhJf03fb29tZTsNOp5PKovF4fn6exq3Ke3x8nJ6vOUjGPYB+x/biocM750inpBNGz/RzIQ9wWldv376dvpcTiXsTOXvUHkwpwDnZb86Z9zkS7pGpPW7cuJFSYZAe+IMf/MDMlmky+v1+OiT+0z/9k5kt0kPw0Gm2DG354IMP0kFaa+/Tp0+zeZqbbba5X5MoVOKNeyU63XweZX7v32mz2axQY80W70B8JCV0AAAgAElEQVRzq9rr4OAgOSAIWCjn7fvvv29mi7QtZtU80Uo98vHHH9uPfvQjM1sKL11eLvMX0wkcOSR9nWSR+A9DROhE8E5VAje6TrTkVquV+qj2F/P5PHO206nJ9Ur7d/UlPefo6CijkrKvsh97ujXThfl1mO0U0ZHZXj7vN1NneIGbWq1WOZ/wd7w/xxoduX6vzr+RgM9V1ulCQy1WrFixYsWKFStWrFixYpn9ryGLqwLh+V2z2Qy9a6lwaxKYRwGbUXCxPBK9Xi+TY5Y3o9lspuczIbcvO0/k8gB0u930G588dzAYJK8gkUt5CCjdLS+GPGOkZBKZ8ehl5BkiJS9CsiJxgIiyYRbTZXRvfhalliDdwqMmBwcHFVlhs4V3zXs0SU9UnSeTSSqn0D6hv5FIC4OWiZjqe6Kenoohj+zJyUmF4qJneQGhvb29rH0nk0km20zvViSi4j349DpHlIlI8McjSqRf0mtKD5ray1NnSEvW/eTJ2t7eTl7pdcHYTCrrES32U5bNi7JQpIAUC0/ZaLVaGepK+k2Eusrzqbp2Op3sWRSRkaCFxvju7m56N/RYqg4Uk1E/Y+A+aVV6vu7lxSim02kWzN9ut0PasH+HRI49+kskQ8Yk3UzNobbx5eCz1q0DxX63to4G6r/XNVcRQ4je9bq5zWw5/tX3Sav0KAjn83VITrvdzuZAUuy8SMTW1lbaG3D+FxKvtebo6CjNAWKU1Ov1zNtP2qEXgiG6w7Hi90Pch/i1ptFoZGJbtVoto7NfXl4mRg+p+5r3NXervP1+P41zpbp6++2302+Fdo1Go0w08OzsrJLOxGwZ5vHhhx8mNJA0Y0+VOzw8TOiZ6vDd7343lVf3FRJ37969jH5PirHqTmSG+03PXuG64emHZDVxHfbrRKPRyPqjf47Zst93u90s5QjTm0hcaTweJ0Txvffeq9S1Vqulf4s9d3BwECKAPpUM94oe5fdtx2t8fXwf7ff7lfRQuka/0XrNMa6yMXWEF5Ykssc9h9pEYkHqR0+fPg3383oG123PlKnX6wnl1DhjH/GhJ9w3RGhgJLKktuEeXoii+v3JyUmGWHLfz77qGRVEif3+8aprc0EWixUrVqxYsWLFihUrVqxYZv9ryGJ0WvXefMZh8bTtJdjJh/fen8hzTg65/o5Go+Qp8Mm3p9Npxs/+/PPPkxhKlMhep/g33ngjPV9eLcanCTWjd0ceMdnp6WnyBupejBPSd7PZLN2PXh/VRfWKEtTTwy/PAt+HTwBKZELG4OZ1Ad2sg/ey6pmj0Si1l2ImNjc3K5LE+p1HUbvdbhazyeDiSExARv68vET0LnkPGn8bISl6xpdffpk+84lxzSwTZKDoiK8DEeRIhl7Gfu6vj57Nfu5jN3iPTqeT3YfP8RLU4/E4a0t6Vtm3VwVXM71IFCPh28isGjsqloCPEVa9zZbe1uPj4wqCr3L7OYAom9BneumFOMj7zlglzl1ePIpIIT2AGtv6GyHYul5eft633W6nMhEhj9BZPdPPhVEAfL1eT88VunJ8fJzJfmscdzqdVL6rxrQV+3oY19qroIiRTHuElK0TxuGc6cVWKDrDdW0dY0njfGtrKyECPsbw5s2bKW5Z11y/fj0hhRII+eSTT+zjjz82syV7pdlsZilnzCwTnBIysL+/X1n3zJYMIrMqiujF57jWavxS8Cdim1Dgx6wqUsf5Rm3ihdt6vV66TrFvH374YYoj/PnPf57ag4J8KiNjs82W7+PWrVtpruS84FM2nJ+fJwRSe6Wtra30LM1ZZGD4NuLzGfst497Hx7Jxf+RTN/E6smO8CGDE6ooYWuxHQgW1ltXr9YT6Mm5NbajrVI7j4+M07+vZZ2dn6RlqN+6puO/zY4rt4dNNXF5epjWDqJ+eRWRXKLUfg2aWaYDs7Oykd6/3PRgMshQxbEetO3fv3k0CimoTjePhcBgKZnrWArUAuBf2Z4wIHYwEcYgUMu2V2sPvpSgi5QWoGo1GKPTjkWMyGXQ/zxZiG/n7rbLf6mFx3cO5GXxVYPAq1UcqR64LmG+32+llaUDdvXs3dWAPaXe73fRbUSwePHhQyYlothhYHubf2tpKhx59xjyDVFc1Wwx65aeTDQaDiqqprzcPYZpYvarm9vZ2mkQ0OJ8+fRp2pIjqsuqZNFIT/XWcMLlweaUs5kDk4qA2UnupDp1OJ9WLggSezqjncGLhQcdTQuhkiA7Vvl9SOYu5uLya1cXFRUYn4ebC34OKawyc9+JOpDnJePD3Y4ALFRU3o+BmtRedHVTyM6tSTulkUdl0D/XLSCQhos+u63urRH00vnRoa7VaqW+QEuKdLSrbYDBIjiBN4Ldu3cpyP/LfapvHjx+ncSBRBW1out1uJopAkR6WxyvOUSHOb6gZCE8njuql8fP06dOkGKg2v7i4SAddT+/hoh1RfqINktqZfU/3JQ2HtDiWp9jXx171TqLvr/Ie/dzF39HhSwo0BZnMqsJpmjvp/NP9uNnUOBQVjc/XRln32t3dTcJmGkfdbjfdV/uAf//3f09jSuNhf38/lfdXv/pV+s4LdGltuH37dkXR3GyxifeHlIi6zzr40ACWV3PAKkeun3upZumFvbrdbqbszsOl6nB+fh46yLUPUp01T7711ltpP0aRP08tvHbtWno+BYeYw5d14qFZtMO/+7u/S1RhlWN3dzejEbIdGO6jOumZei8UDeT+yTvK5/N5hS7M69l/SU3VZ1yHRIvWAcpsKVykPq118P79+5V8l2YLh6anfI7H47TukSK7aq6OHI4cs1zzVE5Rj09PT7MwDDPLwn30Tnd2dpI4jRyTBFMiET6tSffu3UvPkpiP9pGsE/dlHlBoNptZftDxeJyFydEJ5oV2+C61Ju7t7VXyZ5ot3htD0cyW76jdbofOhQgY07/1Ts3iXJmyCHS4ihUaarFixYoVK1asWLFixYoVy+wrI4vrKCpR8CsFOtLDkeKC8K73zkeoGxElT/Pa2dlJ3gZ5G2/fvl0JhOU9Li4ukidRnsKDg4OKF8WsKn8rD8DR0VEI6ZstaC3ybIjC0u12kzeBYhWR50LeFHpdPRoWBbXKut1uhh5eXl5WPCBqVz1L96P8uPcEs7wyBi2TxsH8g2yjw8PD5P0Qde7FixfJkyZqwTvvvJNyWulez58/T+kKROehN9cH+LdarQyBW4Vo+b63TnCJbU7PlygjpOmp77G9VG59ty5wnu8+qoPv00Tt+U7lHVZ5Nzc3M3R2Pl+mgxHVRx7hvb29LCh9MplkHjoit5GUva8f/8129l7ns7Oz1F80fnZ3d1M/IEqrskcUJYoq6f8Rmu6pNp1OJ3kI5UVl+0beVu8hJMuCIhSekkKaE4W3VB5dp3F0cXGR7kfU0afbYeC+n3c2NjYqeVrNFu/DC+xcu3YttblHVIq9fhahCus8ztH6vy40gegC2Qf6zgtNcMx4VKFer2fI/Pb2dlo7NFZevnyZ+rrmAvXfg4ODhFqJjjoejxMiwTnGi3BdXl5WqJhmVZqXnqV5Ynt7u5J72WwxBrVOqIzPnj1bKQBGI1UtSp0RoZMRA8Wv4aTmqxwfffRRqovqKKZPt9tN+yXmmia132w5T+7u7mZzMfMGEvXTPEpEmPnp+Lfb7aay/+QnPzEzs3/4h39Ic/tf//Vfp+tFKSaySAqinmUWiz2x3aJ9A/utD7GSEYUmYsk0aGwPs6WQEkNflIvzpz/9qZktkEX9lgIrXrRwleihX6e4vkcsHd9Ou7u76V0zfZy/jmJ/PsRoNBqlMcU9nm/L0WiU+obGb6PRSOPy888/N7Nlug5S4iPEjvOOykLqq2dJEV32+7aIms8QMp1J2G90JiCSvYo1xn83Go0Mpaa4n8zPCV/FCrJYrFixYsWKFStWrFixYsUy+41iFv2JNzr5RsgBv/OBmKviEv195S3v9/uZx3x3dzfx5Cnp77118jo8e/YseWnE/x6NRhX5X7OFV4fxDWYLD4NiqHz9KHUrLyI9aRQe8bL29BDKeB3TY6gOUfJ6GREfH7vEf1PoQv+PYk3XyX7L+C49ekW+OAP3VQfJQ//RH/1R8pjofTUajcTbV7nljYo8q0TKZETq2G99mZhyw9eBEuq67s6dO4lzz9QkXhyHSVh9cvUI4WT8XmTR2PKe0o2NjfQZvan0VOu3qxI2d7vdrC0jiW3y/BmX5yWlKVqhf3Ms+GS1ZBLIc3/9+vUsJpSCMT6+t9FopPkhqjPRSR/Pw9hg/94Yk8G6R/OZj4+ZzWZZvAnbNxJrUJsQvZeHXfEes9ksE/5QnSkdLi8t41Mi8SHGAUdiQmq338SDWex3Z7/Je/NrPgVCZIxllrGPatwozpZrjfptu93O5tNbt26l8a41/Pj4OM1fWnMlREaBKPX9RqOREEWK3qifSyzj6dOnaXyRBeBjFbVGjUaj7Pput5sQEc2fjx49yvYBEYIj9KbRaKR68Hc+VQPXYaJGft/GNUfz3X/8x3+kaxTjqXnk8PAwtRfZPBTy4v1ns1man3T/yWSS5mytpfV6PaGzTGkQpQQxM/viiy9S++rdb2xsJHGeH/7wh2a2QOIk0qO+1Gg0svtSbCQaDx5l4jWcu32sPNvBayhMJpMMUeRnavPJZJLaUPGZqtOTJ0+yNZfrKtN0+BjhdSyCRqORzfVExrmn8+lVmHKMqNwqlO/o6CiNPc0BFLkioqcyqa8cHR0lJFy/JSswOq/4PVK0P261Wun5TM2m+/p3yT2o7nV4eJilHKOYjvZXHB8+nQbjDyNGEtlVXijLI7hfxb7yYTGabKIg9nXUFAYG80DiN5KE6rVZYj4mTbqanLe3t7PBQHVR3V8LyPPnz9OkR1VHr064u7ubXq5eZK1Wy5QCfZ49s2Vn7PV66bc6VLTb7UR/IaTtJ3hSBdQOqnO9Xk/30MTCfDqRuAg7uQaep/f0er3sgBF1Rh6I2B98fkNOSl48hd9JgKTX62UKW2+++WYaXLrun//5n81sMcj85BgpulKQJzqEkZancvhNTq1WC/Pf+cmDwgUR1cOPI262X0X3XrXgUziHtA/Vh3nH/ERSr9crhyiz6lj0Y4sWCR5FB1hP3SAVWn1wPB5nToxut5vGPgUy/LtutVoZJZQqo75sFMRhmbToaAG7efNmtnBynHvKD9tI9eM8pjY/Pz/P6Ke8hz+sUWiBfUBjRXMLqWo+mD7KQ3d+fp5tQM2W84023xR8ijb/xb6+Fm0Q1/U5GQ9u0bzjD3B0NPLg4OfH+XyejRttfOr1euZgo4gKaYrMAapnqV/rkChqW71eT2uHnD/T6TQdCCnOot9yzfMiJ5GQlcbzs2fP0nMjahvnU7+/oFiGQgFEY3v48GE6YEXty7XAi+PQvOOXh0vthz755JP0TtTm9+/fT/smGZ3h7777buW+tVotE/ybTCapnLov806Tsqy5R31K5Xn8+HGiHer6H/7wh+mQ+K1vfcvMFht2r+C8ubmZ5nMeYHVNJCrn3zMd37JWq5U5Kbl/iqiLPgzj4uIigRjq77dv384Ur0mB9WIrbF/Svv0+j0qmvo0i0SQ+S33k+Pg41YFOVn+AjQRj9N3Z2dlaoUSGM2k9V12ePHlSUSymRRkPqFqquYWH2ygHtBfhazaboVKsV3mdzWZprKptnjx5UgmdM7MkpsVc4lqPLy4usvFbqy0FCr0iPduLYzC6x1VEbgoNtVixYsWKFStWrFixYsWKZfZbSZ3hvY30xkSeSv71XhciDPQAmC282vI46e/29naCw3U6b7Va6ZRNpEGfyfMoGP/Zs2cZysV0B0IySHejUIi8+KqLvAMsJ5E17z1tNpsZtSKienqRFLYbES159jY2NsLgfP/bra2tCk3WrOqZEqoQBe5GqTaiIHqfwoOBwbJ6vZ7KrvJev349y1VptvBqmi2pQfLAqd7efDnoIaRH3Hv3mCLFo6nD4TArL59N75lH/kgFjLz0vm3o2YsQfP9dJC8/Ho/DVCpeRIbeKtVPY7LX61XyW+kesoiWRQTX00+Y00htx5yCHm2McpxR7pr93XsodQ3zSDLoP/K46flENfQMpjrRvXQ/zjW6Xu1G2XGVaTKZZPlR2Wc9LZnjnQJg6q9iHDQajeRtJfqt7/SedQ1pYTJ6zknzWiXaRGSC5b6qRHex/127ytzCf0c0Oz+2m81mhrisovF5UbBVoiFmVdYL841pLAltIiVT1ul0sjFNSiBz7qrcQt/feuutdH+tNdH8zPnMz61M8SM0iKiFmECilTabzVCMRHUQsqh9A9N7kanixVaILhHJWSWiM5lMMiG9Z8+epTowLMT3h8vLy7SXkCiLrhe6quvMFmwsMbLUb27cuFGhxauuuo/mqh/96Edmtlij9Hy10dbWVkJgyZ7womBRKM46ql7EmqjVapU+r3t59JDorn9HRFOJvmq+Vdvt7e2l+qjvi267t7eXmDCigR4cHGRURP6b/cYjlSy/nwum02mWn1N1M1u272g0quy5eA1N3zFdXfQeonRoGrOnp6cZu4HMIZ+bfGtrK80t6oMsC88hup9Pu8exFZnuX6vV0nlD54OLi4uU5senYGMuZlJkozHr94+Xl5eVtZjXR6J2V7WCLBYrVqxYsWLFihUrVqxYscy+MrJILr1HmehhZ2yQv44eRZ3ip9NpOknLS8R4JXlT5Fnc2NjIeP4MJtV14/E4eWd0stf/5/N58sQzPQQDgvXXxwDSe8kYKtXJn+xXiUXoNwyg9ekmmJhWXksiix5ROz09TW3nY9XYrkSohEzIezccDjP+daPRyDjk9FKw3Cq7vwfj7WQ7OzupnHrPN27cSJ5UxY48e/asImJgtnxHij8xq6LK8kqrfR8/fpzu64VQ9BuzpTfw+fPnWaL66XSaxdeSo6/2JaLm+wM93PTSRzEN/jPGDXgPL9uXCJt+q7HSbrdT/fUZr1M/o0dWn+ldRagrBYGIFngvJ72dHm1jMnr2H49gMD5Rxjko8rJ57ym9nUR/NR7keTw5OalIdfMeFHDQ+Dk8PEz1uXv3bmovL2POsS2jd9+n/SHqyvhpxfLKux8xCRi74dFMxsuyvRhTovIyCbA+0/UFRfz6W8TwWedtpiCdj/+hEAu94368E0EnC8HHNupee3t7aW2muJO+J0ND44DrtsaIR7pbrVYW8zQYDNJ41xjf2trKUglQDIv103yo+wrlOTo6SmVnLJdfkyaTSRhH78ejWDTHx8dZvD/FYTQnvnz5MkM/VjGB9H//zMvLyyw2aj5fpmfSu9za2rI/+ZM/MTOzb3/722ZWTclBFMhswdDS/VTe4XCY2lLloHiL5uL/+q//MrPFOvTnf/7nZrZs+1arlfaPaqO9vb00P6ouREc5f8k8i2U4HGbIGNPByHiNZ89F8YGMu2ffVzsI/X769GkoBGe2EEnR/oeJ7dW/hASenZ1lKbTM4rQ1usb3ESKArLNHpLlH4vqzKs6d8Zwy7k/Zb9WvxH5qt9sVISBar9fL9g3b29vZvomIJcvk+4b+DofDDG2u1WrZWWA4HCZkXqhvu93ORHq4zvs442jMMtaV+xCPykYaGOvi0yP7jWioqx7Alx3lNOHg8TkUNzc304AWNEthCg8H895chHwOoydPnqRDol6afre/v58GmV5a1MlPTk4yGmGj0UgTXzTYKLCja9RZVQ5OLKRC+A0wBzYFKcwWndEPQLYXN6de9Yv0RJWXNF6Vjwu06qqJiPQXbgw8/YVQOdUjzRaDX2WS0iXFDKgSpr6hwcaDgxZhTvS+Pzx+/Nj+9V//NbWdyuRFlUiXYQ6cVcY+TaqC/y3bZd0Y4YEkEjSR+cmU5SCV0geUn5ycZKq/p6enWe5QjjGvUMpcozzw6X6RcrHfHHK86Tveg+0SCW+sM69w22q1snJMJpOszUmpUn88PDxM9DHmZzNbtCU3Rr5e61SezfJ+xQ1utHnTeIgO/qTLk0JstnzPX3zxRbbBphqqLHKibGxsZCqCkXCZd5IUe33MzykUcaGIjVlMJaWCJcW2/Ga72+1mAmg6IN67d68iMqZne6fp8fFxplTe7XbT+hg51bhp1P31DNWL8yNzNWrMM/+qyuzDQWq1WnIUke7tDxG9Xq8i7KPrNP50Px24dG/VR3XRQUHXUUhD473VamXPjyiUkVOTgjSqq9boH/7wh/b7v//7ZrZ8l59++qmZLfqDNsq//OUvzWyxpmstV/t++eWX6f2+/fbb6f56N/4937t3z773ve+lsqv9dF/tsx4/fpxROHkI9v2ddHp91u/3s/5LSi/HAGnAuk5lVNl5gCEoYragQsvhoMPiixcvMkc597Fak5jr2zsvHj16lPqZ7nt0dJQ+885V0hrVvgxVIc00CkXzFh0I6YTytFUawQmtfxoX29vbqR/6eYf7LB7U11GO+Xy/H4zo+v4gyedPJpP0vnSPjY2N9L0HfyhCxEOjB2fogGff95TqdSDNVa3QUIsVK1asWLFixYoVK1asWGZfGVlkkC4/M6vSvOil4SnbrHrap4iMkEWdgPX/drudeXroGZJdv349eQuFAjx+/Dh5IuRpkRfixo0bKRhaXkyWV797+PBhokLKM7W9vZ08G7qOp3l5t3TfVquVcryJBvvpp59mqOR8vsxXFMlMe4nky8vLjB43nU6TN06eBgYBE0mi2I2eb7bwonqPDGlpTE/gqaZmea4l9hHmgdJ3Xv58PB5nQi2k63gK6ebmZhIMICIpIRx9t7+/nzyw8nJSAlkeaSKSPlUAqcqSCb99+3ZGvSWFVBbRHj2Fw8wq4kLeixyhkgymF+orj9bR0VGqF/MPydur/kbBI7UvEUv/Pkgl0nsjNZSeeZ+Ohv3TU2Qnk8lagSh6+bxHkzRYj6RHiOx8Pq+I2Mgooa/2FQ1KdaW3T+UVBWo+n2f9hrQPevwixEVl9N7DVqsVUmO8kNV4PE730fygZ29ubiavO0XEFIgfpcZQe3W73eSV1rsnGyGithX73VlEOSUivC51BucdT+WKRBU8qmxWRSt8aqn9/f20/ss4h7PPmS3mE82RmiuYZodMpFUoRa1WS32eiKD33A8Gg0o5zRY0Ms0VUZoQjQs9c2trq4JkmS3mZN1Xa+5kMknzM1EpL9bhw1j4rG63m9pJ8zqpahHiE70v/x3ZRyrP7u5u2psJAfyTP/mT1J7ae2n9YfoAImX6N1lCfs5qtVqpD2ku/ou/+AszW6y97/z/OSCJjolJJgbRT37yk/Qs0ncjmp/+79uElFMysyIkVuZDVTY3NyspX/Qsz4jq9/uJyqs5+fPPP7f//u//NrPl+sMUbF6k5vr166kNdf9Wq5XtxQ8PDzPkmjn/IlZVJIzn2W1kkHFfGq3X+o4pO8wW/cLTvvle1A6NRiOjrOu7Z8+eZfvzdrudhaqoHrRGY5ln0u8lOHey3J4qzO81P21ubqb+SIae6kyqtMro++hkMsnmkagNGfZzlZCDyAqyWKxYsWLFihUrVqxYsWLFMvvKyGIkHx3FKkbxiUws7eNoNjc302ceFWu1WlmcDLm99FLoNK7Eu+PxuCKrbLZELJngWl6VTqeT6sAgVHkM5Jk6OztLv/EpPxjML2/Y7u5uFiuxsbGR7kGPi5fRZpyB55WToy8v7enpabqf2vfk5CTVR2XrdDrZb4kS+LhLvmcGuHuhlshTGfG5dV2/309eMHm5fvrTn2YxGxQ9UF30u1u3bmVCP5eXl4nnLw/dnTt3Up319+zsLP1W9ReKRCSHdZc8+Pvvv29mVe8eUVWfyJ519+MnanOKzkQeZY+2MU6Sogq6H9OGeHGje/fupbHh3yW97+o/RBZZd49AHh0dJSRL71Rtv7u7m8YD5w7G2Mg8AktEjjGTHm316VNoTKSrv71eL3vnb7zxRvK4qm8o3vnmzZtZzCDRAqKzUeJjHyPNeGMfRN9sNhNawTmWMZiqs8aK3q/utb+/n5gSRCv8uJ1Op2mcsV94L6/axYsL6P4FXfzdG98Dx5lHBMyq6XXMqsIUUQz6ulgjWbvdTuNc/fv27dsJtdN4Z1oWpnFSueSJ13dEo3ycM41x9VozNC5evnyZsV1OT0/T+OU+QGXhmPUIKNFJXScEbDweZ3uJa9euVVAE1YsJ2c2sEqsVxTlrjtV6SSErGdedyPy6QuEPPfPatWv2e7/3e2a2TJOxu7ubsV249vnY9k6nk8pGJEXI8p/+6Z+a2WJdV1k0B2k/x7lI7/7p06f24x//2MyWKTaYxoj916NGZHn5NYTGGE/dg/2La7fZsr9vbf1/7H1LjGRXUnZk5s33o7Kququ6q9/ddvfYbQ8z0mjYISGxRUJCbNmgX0gsRgg0s2HDho1HIDQLJITYsEWskFixAQZkGYPdHrfttvtVXd1V1VVZle/361+kvsjvxjlV7rbdwwyc2GRV3pv3nveJE/HFF2Ude9C3KpWKQ6bD6Db05fb2tnpsrT7daDScNhqPx04y+NFo5BAflkolRddhfDFBk/WAcfJ61tPt2B8Oh96UUHZs4Hc8LyDz+TxGionnsp6N52NPRFtij+71ek6MLqP3ID6CG+57i7IbjUZePgFbZ9az0F6JREL1fkvylMvlHP4DRg4xohB1sOMY17mNfLGWLyrBsxgkSJAgQYIECRIkSJAgQRz5WqkzfHFoIotTN67hBDydTtV6AGsKsyMydSy8DbgGi8hgMHBO8el02nlXrVbTUzlO9oyvt+xqiURCrSjwQEVRpOVgjyWS9eK77e3tE5kjc7mc4y0QWcYS4P1Xr16Vzz//PFYvtgaiHfL5vFo5bSqMXq+nXjN4Etgyxakltre3RWRpieC4EFitOJkphC05FhPtS7Rq68PPZe8D2u3w8FAtzKj7nTt3tJ3Qp81m0/E+4/31el3rByvYdDqNYddFFpY3tAkst/V63fG8MVOqZcTa2NjQ8QCBhYjr7msfjo3xYd7/DCYAACAASURBVORxnb251pPDY9+mMsGzWdLptGNJy+fzarGGpTafzzsWVaYXt17MXC7nUJ1z3dGGw+FQ6wOLGuZbu93W+Qara7FYdFLViIjjAWSrPs9pO9Z4nfJ5TK2nMpfLOWzC+Xw+FkMtsoyvqlarXi8xhC3u1vo+mUwcbwnHPlkW6JPix/A+Hoc2rhf1q1Qq+gxYrjudjmMR5/r4YpggHKdxGhtekJ+/+FIy2DWZ/46iyMseaD1vzIxsLfG+Z5RKJV1vsf5y6h08l3kIMC84RYytTzab1XmJ53Isvm9dghcC1+r1upO2S8T1lLP3gdcWvBdrLKfEgABh9PjxY2VGxR5y5swZnfPYy6Mo0vUFz+fUFdab60uLwOWF+BAtvD7YfZ3XfY4XRd3Yg4M9nL2HIvE1g71yzO6K5/K+gDLaPYk9lpY5/t69e/Luu++KyHLPZz2H+8TGc/LeaxnemZka4kth5YsNxt7EMYvQe7PZrLM3PnjwQNODfPbZZyKy8H6jPfEu9DfWcLShSDyWF+OGvVGM7MO+az3/+Xxey4l3MNqFuQlsO0RRpO9gFADvsfwMHxu3j92T0TmMikCZUE7os9yXnFUAv7X8K1yHyWTiMIpzXKnd6yeTicMUm0wmnT6fTqcxBB8/l/fP09JecBof1lnt2YyRiF+VR+ArHxan06kTuIqCca5AhpeyoiMSh1hg4fZBv1iJ4rxKIvEcMHj/YDBw6JV5sbOEDHwwQ+fWajVdsFDu9fV1VWg5kNhSNLNLHcKBxJY8ZXNzUwPEQbaCNuMytdttB4LHLmq8D9BbbhOU6datW9r+yNf0/PlzLYuFwDGckCesHcCJRMK7IUF8MDp733g81g2UNysLVRgOh/LgwQMRWR4gOT8NJhomZ7FYVIgFpzzx0UHbzQzvns1m2tbo7wsXLuj45slr24GVeBvYzRuzT3ljYcOLbUPfBmYXjGQyGUt9ILIYe5iDeD8fNBgyDrEQaF/9crmc/oZz/lljB5PkWMIUPszw8226FG5DTq9iy2uVF24bJujgxdSOg/l8rmPJ5tP0paWZTqfOM7ivODjdjg2sMUxKhXmZyWScw+JsNtM2xFhdWVlxDrw8Fy3RATZDLgcbBrncqLdNpcL38gHdB+UK8mrEHu4hTIoFYUI69F0+n3fW+HQ6rWON0/HgfdZozMQUHPJglSY2CmE957HKRBsoB+sQInFoH9ZkNiJZxZ3Tb2DOdLtdrQPmwYULF3RPwn1sSOZ1xypt/E78Fmkknj9/rm2H9t3a2lKdA5/r6+vaTjs7OyISJ/TAnEKbMnzNZ+zhcXFSOgDfwYyJSnB/p9PRQwzqXKlUVJdhUjB82hCRKIq0HbB2F4tFHS/c97y3cDk4hx4Mxf/93/+tEHvWW+zYH41GXgVdJB7KwTruaco7xGfIZQI39CET6OH648ePRUTkpz/9qdy7d09E4noexibux+FyNBo5BIXdbtdxLBwdHTmkkIVCQaHE2N/QB8PhMJb7USSeF5Lnts2hKhLXU1A2tA3DObmeqCt+z+Q4EBv21Gq1VC/ENYwf3ptRnpWVFa9RHsK6AZ9p+BpDQ7l/bY52ziGO3zYajVi/cl24zViftHOV0+NB2HBnjT7c9i97aAzm3yBBggQJEiRIkCBBggQJ4sgLexbtqXx1ddWBK7FbGJ5CnKaz2azjNs7lcrEAX5E4QQisDQyDwd+4p9lsqkWKSWJsoCvD0mCFYkpjG1i/sbGh0Ao8n60eDKWBRRHWQHYp24S+TK/PFgHAXgCZaLfbWn9cq1QqaqEELfRJFmRuZ5ElTGQ6nSpMBFYiJiuy3iimrPYFpbMHx0KJ2GJhrZgMBWRrkQ3EZY8pwzRQTiQ7BsX02bNntX6glC4UCur1RTsMBgPHU8cwCptGgdNfWG+4FR/xk/UaMgzV3u+DhTH0it/j8zKi3SwsWmRpMbfQU5G4N8zCM9jL5PO2MVwX12yqj16vp5Y+9tbjnZa6u91u6xzhRNu++QPhOc0QKpE45MdCqthizLAaTuKN79jbzNf4eUwSYGH18/ncGXsi4tQLXtjBYBAjB8B72EKJd0EYUsxpUvB+lNvSwDOSAPVcW1tzvOWlUknryKQHti1PI7sK8urkJKtxOp2OoStE4mP6NHKPZDLpQMCth4/fnc/ndY3k1Dc2hIDJQPBcTqpt9YEoimJ/iyzmliXEy2QyMfIykaXewJBaH/EVJzqHxwVeHoaGMrQNaxk8m5gzx8fHuv9gf280GtpODAHHGgDCtK2tLd3r4ZVkpAjej/W8Wq2qd4XXKbuvMhLIrmOMzuFUTHYP63a7Tr+l02n1xL755psiInL9+nUtG9YKoJq63W4sVRLqhe+wBk6n0xipB5cjnU7rfXfu3BGRRV+hvEyc5tuH7XMhnM6J9RebuoTRROylPCk0ZzKZ6NrJ6VvQboDPvv/++1o2zKN0Ou3MPR8hjm9MY1w2Gg1n/2HSKIxVfPZ6PdWlMM4KhYI+A/cxwojb1O613HbWq8yEMT7vmo9Ei6GWFpnmS/UB/W11dVXv5/Qfvr3KomcgrOOz4L1AO1y4cEHbFynzGMEF4TOSRQLxnPWhz3w6ufVqn+YN/zIJnsUgQYIECRIkSJAgQYIECeLIS8csMm0+rGCwNnAMC/7mJNzWEpLP5/U+tkRb6wisKkyHDwtdvV7XEzUsi5PJRJ/B8USwDjDxCepksdbsyYFH4uzZsw4JR6/XU8ugTRza7Xb1HbB8iYgTs8HxcOwp5KBfkYUlCRYeG7OYz+edeCX2lHE8KbxrnH7C0iuzt8uSBOTzeQc3z1Yjtl6e5GHgVBC+ROo+jDXHE+K6LXc2m3U8P0wNj2dwf7D4vHsQjGX0PVuUOG7WWmzYGukTiyH3BVuLuG3IVjBfnKQNYq9UKlp29D2Lz0JmLXrc9vxOG0eYzWad2LvBYOB4bvFZKpXUI8wJddlijedaz0gikYihD0QW89j3W9xvA7856B/PZ+see+PsGOGxZedlt9t10mRwjDTqwH3OXlTUxSZ2ZkIejrdG/zKygxN887s4powTFqOcKHexWNQYG6wdGxsbet0SkPis7xxXGuTnL2xhxtiE9zmXyzkEIbyec+wVfsvEMiJxrw36fGtrS1NFYMy1Wi0n1RVzDPg8EzZOhz1fvCbbmKBKpaLvt3vIuXPn5Nq1ayKy9MgPBgMlyWGvFdoJsWSDwUDnFz55/bJrciaTUQ8GrpXLZW1z7EW7u7vadoj3S6VSStKBeYb1cTwe6zvffvttLRtIUdib64tTst4XH0qJ9y1L9MMxgBy7ySQoIstxxknIEX+5s7PjpA3I5/OxdBAicbIijpHDu4Hqunv3rv7OxsPl8/kYygX1s8gL3zrlQ8xwO0A4nh/fW0Rdv9932q3dbqvn+r333hORhQcK+ibanj1ZNq0UxyNzHay+O5lMnD2xXC473AWMGIGuinuYrI7rbr207CXm1HK2rVnvtnpQKpVyEA08pm0aGxb2Ttp0HdPp1PkN68zYf9nranXhXq+n9fPF+LMuirHPCBxLoOQjL4QwKRV/x4RTaA/rlfR5Fl/Wy/jSMFQM1Nu3b+vijAWWCWys0pROpx0YXS6X08Weg0Otso9OO3PmjMJJeGOyLGgiSxISVqQwcDC4sEj5iGP4b4a1WEV1NBpp51tW1jNnzjjMq7VazZkMrPjxJyYy2NIGg4FuHIBWAALACh2EFw9WaPEbJofBZLAbfq/X0z4C9KZQKOgizqQDvoOL3eh507IHSd9A9sEDGR6Ca5goDOXhQzs2a0AcG42GM1FZLER2PB6rYoANmkkSfGyDrChb4pyTNmS0le95vvvsNV8gONqtWq3qYcIaIvhdPogSLz4+kh67EDMMB2XK5XJeowzaygbdnzlzxiHN4vxKDPdCH3K+UB8T2EntFUWRQyLD7e3bhCE+JQvzfX19Xd+PdSKdTjsbaC6Xc2DNGD+cN47XVbQJrzHMNC2yUAZsX+JzPB47mwkbDJiww+YznU6nsb7msjE7IRuufJt5kP85wcEfnyxXr16NEY+JxOc5PtkobAmtbt68KRcvXhSR5YGoUCjovsOsnXZe8bpj1xYWzMt8Pu/szWtra7p3Yl5gfF+/fl2+9a1viYjIhx9+KCJxXQJziglFsB7UajWtKwzlZ8+e1d+g3XBQLRQKeg3KdiaTUcZTzOOjoyOHJGc8Hut1DmXBexCGgT3pgw8+cAxR3G++/cS3N9t7+Hf8XKtkZjIZZ71DPWu1mh4SAa3t9/taV7RluVxWXQYkNf1+X/vGMrwXi0WFtYLcL5VKaVvzvmIJyDKZjPYvxiMfdKwi7oMdzmaz2MGc24LLywzCeCee++jRIzVGMAGiZfBkGDmez+yoNmRnZWVF2xd6H7PP8pxicjN+BpPPof8ajYaOSzayYu6zPs8srCJxqKk14oi4e+18PndY0Vl/ZIPuaQZ3XEO9Wq2Wvpd1S/yWGd6tHsJyGjQV146OjnRMcx2sbsIhPr6wLqsD+ow5THBj57bvUHgS9NZKgKEGCRIkSJAgQYIECRIkSBBHXhqGihPzxYsX1btkYZiVSsUhyMjlco6lUsTvYcDfsKTBKsZub071AOsArOnpdDoGaRCJE2hYy+ZoNPK6z60Fqdls6nthETo8PNT6WEIRTvWBuq+vr6sVEPeztQiekel06gR+nzt3Tq9bq046nXbyEeZyOaePfNbAbrerbWFz+FSrVW1fWO3Yi8hEMNZzzGkDIAwtsNZkLpcPaumDulqCjmfPnjnw5dlsFssDhU+MF4YdWqsse9R8xC4MrcC7LNkM6sHPO42Y6DTvlX2Wjxofnxbm64M/smWRPfrWWsbv8VmprdeKkQTsRcNz0faw3jEkxEeagXHZarXUKo31gb13GOflcln71Ucq5Auit151H+zDl/aC28DmjSoUCk46j36/r+MG1sajoyOtP7x3KE+5XHbyY04mE4d4iuHW7MG21kWGAJ1G9MO5HX1wctQHXnvOswhhqnV4CYL84gu8HCznz5/XcWgRFaVSST0/oN6/fPmyzgdO52BJGqrVaixcRSSeY9muN0xexR50jHl8V6lUHJg1PCTnz5+PwSNFFt45oGc4x7KFUx4cHDghLd1u10k/w8+AlwtEbMlkUv7jP/5DRCSWBoqROiKLNdPORwi3G/I07+zsOGsF2l0kvq/5iG1QNoiPhI4RBJY4h0l3sB6AmGcwGGj7ozyFQkG9o/DE9vt9hZVi3LA3ykIoh8Ohei8BKWb9guH3PsI2uz4yqdlJaTW43RhFY2GKJ4mF1NbrdQfdxe/A8/r9vo5lq1P0+32HaIfzFqLNx+OxE/6Qz+f1ORb1wn9Dj+p0Os4zisWijnPWGS3MuNvtOnVgsWgXn97HISIQ3s+s7sN6JKOUrCeSw79YD7AhZuwt9iFmbJqZVqvl1Jnnii9Ptm0PFm4HnEkYlusjWbTyZWPUSvAsBgkSJEiQIEGCBAkSJEgQR17as4hT9NOnT9XqA0saTsVHR0cxmnqRBXbaJjDv9/v6HVu82ALCwrTbTA5j6fg5TQcnvfZ5fEQWiVzxTjw3lUqpFYwtU3ge08b7LOoiC2sRW4RE4hZNvHNtbc2xRHzwwQdqzYHV7Pj4WC2f6Ad4z86fP69YdMQ1ciymjxyA8fjsCRFZenx6vZ7eB0spW1HZW3FaXISPxMX2M3uV2dLiC+rFOziFikjcgsMxLPDgsBXRxoJw7Ka1fvOY4mTKvjhNW1efVdKHIf8yS4/10jL5g7Ucs7DHzEeoYtNDsMfSWmLH47FD0cwWW8zPVCqlfcPB4RhfaHP2bOEajyMb2N7v950+53QwHFvA1jd+LmP/Me987cZWXF5bbNwWjyk8jz3f1hszHA5j3g+RxbjlGBFuS47TRNv3+31nfcxkMg4ywOcp5HQr1ovL4xF1rtfrugYwKgLtz+QLIos1hOnq+Z1BfnkFHn2WW7duOd9hDE6n09i6LBLfJ7A+c0yuRVww+RunU8Cez7FBFpnAuoFFMDEqhEllsL9yInOUBSk0Wq2WrmmcLgtrGuYtnpFMJnXeII1Eo9FwPPLZbNbx1PnSGLH3FZ4exKN1u11tEyZxsXvQSXF2KO9p8d4Q3v9478K7sOdy0niLaCkUCtrmWDMajYb2G9p3d3dX3wHkBcZPq9XSduDxY1P7MAELxOe1YuH0MvY3Pi8i959d87gteT9FHVBn3xhl4hPreWNvF8YePHyFQsHxfKXT6Rh5Gb5DGwKdw/uEr66cWklkwV2CPkG9qtVqjPxIZLGf2Xh31lOtTuXTkRKJhNaB28HqQYx4Oo2bglPF+MjvUAbek0XiJE/cRzYtT6/Xc/Zrvu7jLDmNAwSSz+djKfD4mbb+aDef7unTUa289GERkkgktGKAFzErkM2f2Gq1dCAxaQiu437fgY5ZpGyAKW8SHGjLECo8A+/HIs25bqyinkwmndyHnU5H68iwLSzetuzlclnrx/mC0DGYqIVCQcsLKA9voKyU2ZxTyNmSTqf1MIfntttth71uPl/mxMN91WpV629hswxJRDm4nuzm9m30dgNnSKCFvXAgsQ8WxxPFEmhgoWVWPix6KysrjmJbKBSchSqXyzljFOJj6WLorY8wxvfb0yalb1Hk++3mzuyivoOkj23WwjR4HvM7Tzrw8sbBi6SFbvChEveVy2WnzZmswBoAGOaJOTudTpUIAf17dHSkz4VSNp1OY3Bsfh73B0ObUF7MVQ6AZ4OCbWteO2z+KoYycc5Iu0kUi8UY4QeX19eXrKgxAZc9/PrYWyE8B3kzQZmwMfZ6Pb0OxWA0GjnsjGj78XjshA5YJS3I/w4BgyPLD37wAxGJw80YtmoNCfl83jFOMZmLNdpySAkfCHCwgDBTod3zhsOh3g+9YWtrS8vG+4vNZVir1XTf5XdZmBsOS8ViUecN5tbz58+1DrwGWiM3M4hCeH+Hgu+bXz4CMt5zffB8kTiJmY/0jI1vPmOwVZ7Z4GcJRdbX1/W3MHLv7e1pf6HuR0dHeqhEn2N9n0wmejiCznZ4eBiDunK5uW24TD6CH7tf8p7PSrnV/fhQZ1lDWT/FGBmPx9pObGzxwQktuzX3vd1rer2evgOf6XTa0bcZ2m0NKz4jdhRFOg5xWEkkEjqnmBUd+y/6LYoiJxepJbAR8es+TO7DBzFuI/scXLNhJj5jO+d15T7F3wwtt+3GOo3t88lkcur+a/VCDjPxkUKy3oLx4jN8+PRRO99fVAIMNUiQIEGCBAkSJEiQIEGCOPLCnkWcQmF1+OKLLxx4F6wV165dUysQ4BGPHj3SEy1yCGUyGX0erGzpdNrJmcbBur68KBzkLrKwJPlc1LAaIpAaVqsoipxcLeyqR71EltYR9i6xFYXLWygU1OqCoP/hcOgEN7OLGmXc2NhQqyGura+vO+5qBHQ/ePBA68UBrzaFCacXYXgaw3VF4rl2bP3YO+rzLPrIaSychXPMQEajkTfYHHVgyIAl92AyIHg6AJs6PDzUd8F70+12Y6lAbJmstWgwGGh/MMW3LzDZ562xlkefRcln2fV5Xe39PplMJo5Vib3EDJmAnEa2w15Vm7OSYU6cI9WXbsKSFPA9NnUGexAgq6urMS+fSJwcBlZGLqclr2Jaam5DXx5WX6oT23dspYa1G/cwHTl7T3yQEfZ6oF4Qn8eB28kKWyDtvGT4OepqyTlE4ilEcB88SSsrK1ofS7nO5Er4PDw8fGlLZpBfTvnJT37ifPe7v/u7IhKfl0zEYsc1wis4Hy/mVDab1X0V63m9Xte1AuvIysqK8y7OhYj5hXdXKhVnHWPUBPZwTj3A89iuC7zPY04jxcP29rbjvRsMBrqmof4croG6sPfT6k/skfBR7vN6b1M68Pw8zWPIMDYf4sF6i/B8Tp/DKA+QKXHOZPyWc/3ZPYNTTIA46NGjRyKyGA9WR/HlAuVyQqzOwm3F8EDWQWwbcsiSfQaHC7AXFr9l0jy7tna73Vh78v08BjEH+v2+jldG4Nncv8Ph0AkLYgSR1dUqlYrOB1w7ODhQ7zDmWbFYdFBrhUIhluqM3+WDQKN98Dw8w6IMeYz6yP2YyFAkjkr06W8camUhylinOC8xzzub05jr5fPW27Ha7/e96azsHlosFh0dmEl3bLiYbS/cH1JnBAkSJEiQIEGCBAkSJEiQryQvHbPI1mQbP4eT/vb2tlq6cLKuVCqOtZ1pfXFtf39fnwsLGqyI7DFk6wqsDWwtQVnYq2Bx+6+99pqIxMklbFC0iMTiDWD9wvVMJqPX4akCfn40GilOnC1EKBOutVqtWBwCBJYQBMUjnlFk6bG9f/++tht+i2TDlUpFLTwcO8LWGZTNJrplYY+MSJyIhnHz1gvjowFmq4rFZPs8WyfFCFgiHPZuW4see7VRxq2tLbVMcqwAxpAPtw4rGGJYz5w54yRf9eHQuV6nWXDYumStUD7xERf44i3Qt1EUxdIs4H4bjM3f4XmnxRL7PGVMTuPzfNkE2jzf8NxOp6P1h6WdY01x3/r6eoyWW2QxjzAP7ZrhIzoQcS2qbKlkC6zPOi0St1RinWi32+qt53gSrAeYg/1+34n5xXxOpVLaXkwOwvGhKK/tr1Qq5SX+EFlY3+04n06nDtmWyHIN5LXDxniyd9/GbDBFfZD/e/J3f/d3znc/+tGPRGQxb7A/2XRR6XTamZfsJWDUETwo7N23qCP+nd2veF9jT5y1yiMujn87nU61DtaqPxwOHdKQWq3mEFh0u10tH9ArhULBiSXDWletVp31//j42CExG41GTqqT0+Yje0FYfDT8di2cTqdaPh/xn/WKDQYDXeeYNMTGET59+lS9ViAa4jXu4sWLIiKahuPjjz92iDy4Tuz58XkScc3yFDBa68tIuyw5DqPi0M8Yl4w+Qtm63a5+x7oaxhmnfoPgHZgDvA5bvY+FvVHWY1coFJwxVSgUtJzol/39fS0b3sUkPRgXmUzG0cds3fkajynsm5lMxkk1ks1mHZ3S1/fQo+fzuaPP85mE9VIbe481gBFR/A6LrDmpLDYOGPd3u10HDTAcDh1E2Pr6uo4h5nXweUxRJ7ue+VBrPnnpwyIroJbggBnEUHA06o0bN9R1i2v7+/vOhOv1eg6DGT6ZMIaVJzspuQO50TAw0PEodz6fdwLrmZyFD0aAffIEwHMxUS5fviwifqhWOp32urmxYKLcvBEwwyHaH+2Adz19+jTGlCiymNBQmHHgfPr0qbNxFQqFGKEA+oHbnuuQTCb1Oueys/Ab3yHpJLINET9ckevvC8zFJMNnPp93gqeTyaS2L+eyAxwa/cDKhWVPLRQKsc0M4oMpWrIGH4yB6+CDRPpgqJDTNik+ZNr2SiQS2p88tiy0mettD94iy3HgCyhHWw4GA60X95+FEvFhH9eg9HW7XYfwiWEf3L94By/I9sCCawx/Y2ZblIXXDqxpfFhkeCZfY0Ed+OANOYmJlomW+NpgMNB+47xfDLvn+oks+43XDKsM7O7uOiQQs9nMgT7N53N5++23RWS53rRaLYWPYb3moHqbBzZIECvvvPPOidf+5E/+REQW88jOL4YCMqET5iofRLDX2X2iWCyqEYcZHK0uwZB1rBUc+gLh+ciwQDzXEk+trKzo2mahg/z+69ev62+QSxH6RiaTUT0AEkWRo190Op3YHoeyWWWUjZXW4OtTeln34kOzXeP5sM+QUP7kOvuI7g4PD9VAjn0b/Z3P51XP4Ry1WDPRvzyOoCNxGayR7KTDtIVw8r7Jhz9rNEa7cE5sficM+0xeaI0ofJC3Om42m9Wxx/uwDdlhojuuI+cfFJGYkdPuTaVSSXUkzLHRaKT1YtIVqw+y48YyoKPtuH1FljoHh1hZVuVkMumEsvjCYjBuRJYHbn63jx3YPo/HlIXJ++6334vEIe5oB/Q9E2vxvETZ8P5KpaLvZ+OMhaKzDvgy4Uyxdnihu4IECRIkSJAgQYIECRIkyP8p+cqeRZ+7FpLNZtWyAGvFp59+6sCxisWiWgIYHmKt0exJsCdx9iLyKdrCI/r9fozQhe+fTqcOTIMD8Znim+EAaAcLXQSxSr1eV/gc51zigHp8x6k1bDtw/W3uOg785QBxkYVVA+0KiOzZs2flP//zP7V8uB+WOZDkoK9qtZpDMjKfzx1rHadUgDD182mEOAwT9FEe+yx0FpKD+mWzWW1rX35MPOPg4MCBeJTLZf0t6od2ZiIjLpsVH524rbdtD+vB9gWUcwA8ZDZbphXxQWnsOzn1DI8tH+mMpT/3QVl5XFq4DpMJQJhuG7/FmOV3stXRtnkymVRPFtPhM/mFSDwHGZAMeDd7FSDdbjeWDxLv4jQlaA9rqUW5J5NJLB0P6oDxxfnRLPTXN5bYwu2DaNvfnEQNby3gaA8m6mAqcLQTkzDgO6QMaDabun7YFClMUvZlVvogQXzyZ3/2Z853f/zHfywii3XSesoYmspkfJZMjtcOXMM+XCwWHcg2r8OMwLCID1/aIwivI1gfptOphteg3L68yKurqzqvOeegyGJvsrkXmfjKB5dkSOtJ5BqcO85XJ9aLbD+Uy2UnfQOHjPg8HRbJwO3EHjKb75n3MNQBeky5XNY1+zTPyZelW7DjwLfXcWgChNvQpl1gaDV7NXGdxxl7FPEuRjuJxPNpQnB/JpPRZ7Cn24Zm9Pt91UHRrgzXZHIePMvCYNPptAN15X6DRFHkoBF5L7Ke8WQyqW3DYSvWy8fzzIYA5XI5nee4p9PpeKG8EF97WrIeX+qVVCrloNBOQtkxWk9kGV42GAxihJL4RNuwLuOTk0ibvuy70yR4FoMECRIkSJAgQYIECRIkiCNf2bPIFgMb38aYfnjWksmkWrRh6bh48WIszYTIwpoBizVO1Dg9VyoVfR5O9mwh8xGg8OnZesNQXqabZmuG9WoMh0OHcAP15U9YL58/f64ENPDOqLq0FwAAIABJREFUXbhwwSHeGI1GjjeV388JQ9kDwNcYB89Jza2lp1QqKbHPz372M62XjTEFSU69XldsOsfA2bYcDAZqTWHrjvVCsVhPki+ek61Fp1GBM24fVkn2Llsr52g0csbjZDJRa6+Nv+Q64HdHR0dOrJzPCzSbzZxYDba2Wmp0ltMs1j7PJYtNHcEpT7hsPk+7z0ovsmgPmzKH78PvmD6arXtoTxsrwOlr0KZMLuEjC4KwJ4v7EmPDjtXj42PtQ44lwt+Yn0xmgDHFsQSYW3hPv993yLmq1aoTG8XECbb9UHaR5dxmlINNoSEStyLatCa9Xs+hZH/48KGILPrAEh7N53P1TjBZAPoLZAbNZtNJu8Hxp0yuESTINyF//ud/7nz3p3/6pyKymA/Yk5lPwFr44cEYDAbe2GPeayF2zc7n87E5LxL31lhkyXA41HJgbp05c0bLC91gdXXVifM+Ojpy0gbwnsdEQHi+XQNarZazjmazWYc4jted09Z43rtexMPKn4yuQJtDOFUZ9BDogs1mU54+fSoicQ4LkUUfoB3wXblcVoQX1il+F6/7NsUH6xbW08wxgxYZxb9F+5z0XI6VF4l7tZkvANe5b2z8IJPRWT2Wy8e6lUW2DIfDWAyovWaRWe122/H+5nI5Hbfoo1qtpnsH9lWO97UEL9VqVWNSce3w8FD7EPs26+Ici2mJZXi8ow+BZjo+PnbGho97Am2LOvI7Gbnj0018fBSQKIr0OnRseBYTiYSj07AeyX3Fuhk+LbmUjyvEN2dPk+BZDBIkSJAgQYIECRIkSJAgjnwtz6L1FrFHCd41nJjT6bRaFGA5KJVKaomAZeHKlSvKvAeLm010LRKnt7f4a46HYyuQtbrw6dtaGdkayIyqzFYksrCSWJpalGdzc1P/hkXzwYMHsrW1JSLLODu2KrGVyocrtyxw8GA0m0159uxZrBy5XC7GwiqysESgfWEJefjwobYJktpCyuWy3LhxQ0SW/TEcDrVPfLEMHHcJSwzai3/HsaAii36xSUSZ2hr16nQ6OoZu3rwZe36/39cxhxQXPm8Y48XZs4b+tfczOy7qUK/XlcGM7/NZbHwMqRBffCLkNO+hz8oJiaJIrdhoU44zZouwtTyexiSaTCadZLHcR5BMJuN4wdhDZeMueG7xM2zbsFWUk/z6mEyxtsDajGuHh4ca/4Nnscef4zWt1ZlZBH1jxCYBZ2urj23Q1782tjqTyTieVWZPZcu9jbFkC/Onn34qIst0O7zuMWsz2pVjQjHm0X+9Xs9h42ML52lpU4IE+aYEnkWWH/7whyKyWBcY2SSyXDMODw+dWK5+v++gAJgnAfM4k8nonGOWbXwHjwsjcmzsWTabdVA06XRaPWqcwsqiG3yeMl9aAmYst7GNw+Ewti+ILOc7ry0szFeB/y03BMfUWU/ZfD5Xj8iVK1f0d9ArOCYR96HOtVpN9RugG7C/lctlx6vLceEQ3mM49svuf3y/jd3n9Zrv93mVLEsmp4ew3tzJZKJrK6PHLAqO9/DTvFZoN96XeZ3mmHaUFWPD6qzz+VzHPsZIo9FQHcGmpRGJ7xPskUd5LYM27llZWVG9GGXb3d1VjyKL5fRg5lWL5OL0F5x6xHeG8bGx2rHP9cN92EtZfIz4vBahPRGHjP9XVlb0fpSb9QuM/SiK1FPKY8THdvt15SsfFvlA5rvHLkS86MLVmk6nNYgWDd3r9eTWrVux73AgYCWEcxjZ73wKCrtm7WRj966vTlZh5He0Wi3HDc0EPufOnROR5aGuXq8rnAKdfO3aNd3UmBjClpM3GAgGfqVS0c0B7TsajZTkA991Oh1dFKAcZzIZLQsG4927d0Vksajb4PlsNqttydBXG5DLfY7FAYerarWqZWIyGXvw5lQJLHaCon37/b5ew2bd6/UcMhvOqchwBmu8YEIEezhoNpvabqgXyiziPwjYPEC+OnFgve8Qys88KZ9QMpl0Dhi8mPko1Ln/7MJmD21cF64Pj1kLXRmPx05ZeHG3pCgMv+RcXBgvvDlhQcX9nIfQbqqrq6vOgXd9fd2pIx9CcV+5XI6Vj8tbLBYd6DznhfSNYwiTNtmUOaz0+A6ZEB+cPooiuXfvnoiIvP/++yISVwpZURYROXfuXCxlh8gir5nNMzUajRxSLl6HTyPuCRLkVcqPf/xj5zvkdMSasb6+7qQKYGibL50Q9rooivQ5/B3WGyZFwzutknl4eHgqqQanncA+icMSDleVSsXJh8vvxcF3PB7rb3g+2nWRDdXY19h4a6F9PgKYyWQSU275uWxwZYWZ81jjGtZ77L+cqg1GYOSiTKfTDsnguXPn9LcwDLKDg0lZrB7A7WL7g6G3vn2N+8ESoNmQDpH4PmjDqfhdvlRIuB9rNx9uIT5deDgcenVha3zkfYeJbVAHTgOD33HaK7SNTTMzHo8dUkoO+8E1jIF2u+04U2azmZMnmw9kVidnUixruGE5iQjGpivhcWn1Qm5z3getwUokDrMWkVjqEbyDnwG9gnOuW2K+2cyfNg3XXhZ+Cgkw1CBBggQJEiRIkCBBggQJ4sgLexZPo+2HsMXFnvDZMsUnZkueUqvV1OUMshFAFs6dO+dYIhg2hRN2p9NxYHSn0eD6PIs+l7LPk8IWIQ78FllY52B9QRkvXLigli7Q0Hc6HYWmwhO5vr7uuNnH43GMaENEYh6za9euicjSA9jv9/W9DNPAe9mSxUHCfO3x48daJiY9gTWJrSWwknDCW1hMYMmClenKlStaTlw7d+6cYz0dDAaxgG+8H1YipAGBRebKlSvy1ltvxd718OFD/ZthJUwAgHcxXJefwVZJ/G5vb0+tt/BsMgyILbXWY8pixzQnTj0tfYJvDrIV03oxGS7K8EQ7bhma6rOaWXiNfQfKa+EcTNpkoeUcgI57MpmMAxtKp9OxNDsii76xiZXZs2ohmclkUu+z3kd+F8M+GHJrxwHDyKz1kK2zPI/Z82fbxsJ3mTDGR0Pvgxqhj46Pj+Xjjz8WkeWc4nXaUmxzkm+sp1ij+fntdlvbleFVuCd4FoP8Isk777xz4rXf+Z3fEZHF3MaYx2c6ndZxzsgaS1mfTqdj5CoiS48LE8jBGzKbzWJQMnxnPQHdbteZt/DEcTkxb8+ePat6E9aPnZ0dDS+BVy6ZTMYSnLPk83l9J+7n/c+HLmOvoyU5YWQFvsNzmSyI9TjoEtibOVUD9g5GosD7inffvHlTy8a6BPqN138bmsFyGnkXr90+ryTErtO81zAqw7e/+9rcl6LMPoPRKfgto0J8KUEwlizppH0f6meRQ4PBwIFE5nI5bQtOjwH9yhLplUol/S36dDKZOPONUQCMcPHt57hmPbs+rysjonhsW68he4ctwugkwjkOm0H9UEdLrjefz50zjIg4+ian62J9xJ5JTkM1vagEz2KQIEGCBAkSJEiQIEGCBHHkpWMWIYlEwvHQWSsT/51MJh0LDltk2LqGYE9Y4/AMtkzAKlcqlZyYILa+8LusdYCJJKxFz1cftpgz5bH1xvH9bM3BM2FZgIWw3+/L48ePRWRpTbl06ZJ69BDwu7q6qlZOeAdRz8FgoO9F/Byn08A7p9OpE390fHysHj1Y9GDJ6Xa7GvfI3kSO1UAbctCvSDwYmy2lqDPKiX6+cuWKYrEfPHggIos4DWuhTCaTMZw+2lVkYUXFfXjWZDJx6sUJm9kjArExjuwlRl3Ykgbvy9ramhNsz2WHnEa3zF45Htu+AHzIaTGObEVEO3GKC0tIwO+yHrB0On1q/KIvBgLCa4al7uY1g6m7Md5tjJD9jW3zfr8fiytAXXHNUq13u13HszccDmNB+XiGTZXD7Wbjf9iazgRJTD6BcliyCBvzgufZv7n/MA5hTb9//77s7OzE7vNZ0tliiXUW61O5XNb5g7Wg2Wxq29h+5n55kXjNIEH+J+Xv//7vne9+8zd/U0QWYxlIIOzNKysrurfwHMIYxzVGqViSHI575P3E7nW5XE73Sey/eM+DBw/k888/F5Hl/H3jjTc07dWFCxdEZEGe8V//9V8iskyXtbe356Bo8H+5XHbSgPm8K1wWCCeXx2+x1ubzeYcohdM0cVvaNXA4HDpIB/bU2NQk0+lUyYLw6UuHwuXjVEUoA6dIsMLoCevRYiSQRXtwXZm8yMYKss7KepRNjcLXrD4dRZGT/oOvc10sORqEif+Y4BFlw7xoNpv6LibLsbpBoVDQPsF3vB9boihfaiz28LIXzeoyvlQRrKdbLzEjl/AuX2wxjxnroeSzDnMYQJ9nvRtjGnMcc6dWqznonGQy6aARWq2WE3vt07t9BE0vK1/rsAixCi+7fCEcJMqd68t/h07CIITs7+/rRELDr62tOcQYPjYghkPZAcWT0jfJeEJbBkCGwdoJxUyIvlyJ6Hjcy7+9c+eOHphQ19u3byvEBIMKkslkdADj8MUEM3wwtm72bDYbI57Bd2gHlAlK5PHxsdOXURTp5sQ5ovBbfIfDYqvV0v6FAtrv93XjwgE5iiI1HvCktTmOeOOzk6fZbOp7UcbJZKLv5QMM5wzi53JQMhMHYBxAmV5bW4sdSEXiG62FoviMEz7YIW/KDAO1i4LvGsS3iPHBlA8/ljGYc6haljkWPsDYsnG9LAR5Mpno+3mDtpDTKIocljA+8PLhHX2Dd/GGg80M82kwGOjmhPt5zWBIuG9DtHXm9kMdMS7ZsAPxKUrc9/bQxfm2ePPBOARj4P3797Vevv5AOdEO2WxWlbHvf//7IiLy1ltvySeffCIiItvb2/pO9I2FWDPRwtfZnIIE+Z+Sf/zHf3S+++3f/m0RWcxju46zIm4h7tlsVvdVzLd+v6/rF/YmzrcMmNn6+rpzmIIhqNfr6fNef/11EVnsm3a9WVtb0+tMGmIPelw2vIuhiFYf4gMUE2/YPH2QQqEQM1LiXUyCiHrasvGhA4Zy7N8XL150whUGg4Eert988029BnJBzsXsOzhBfOQ/VvH2HUh4Pbd7fyKR8LahFd6HeY+2oUW8X9q8m8lkUt/FoUZ2zU4mk97c3SLxXJScH9n2ZSqVchjmE4mEfseEina/5vaz+Rvz+XyM8EkkTiaHcY424/vY4XPaXLVtym3jC6lho7s9vHObYz6fP39ejUifffaZiCz0Y+uUYFZ3O84KhYI+A991Oh1n7PP49Y3VrxoaEmCoQYIECRIkSJAgQYIECRLEka/sWfTlgrMWGpHlyZ1hfz4YKhNvWIpmBEMzxIHfhVM556fx5UCzsFIm4XkRC/hsNoul7BBZnOwttA7SbrcdD9V4PHbyrnFOIPa67u3tiYgojOzx48dy6dIl/Y3IEkKytramuQfRzrVazXHHs3cUUi6XtQ2tZSyXy6mXD8/69NNP1XPBBD6WArterztEOPB87OzsqIXUR1XNsA4LWSwWi471CVIqlfS5sLiUy2UHarO+vq7WUHhMJ5OJejtRF3z2ej0HVlMoFNTShj7K5/NKNPQisB2GjrDly84BH9zJBwf1WZcsRJWvM4SG5zTayXqhOVUN34v7GOpj5wNb6Ow9nFORx6DN3dnpdByL9Wg0Uos5+oPHLTyFPhgSW08t/ATrjsjS414qlbT+WNswnznYnKHeeB6T9KBMTCjDdO5oL5E4RInp+a0XczAY6Ph98uSJiCzWIOuV9JHvABbEEGSQblWrVWftLBQKDkSLLcw2P1mQIL/s8g//8A/Od//v//0/EVnMXcw9eDqw9505c8YhDYmiyEFkVSoV1W/gQSgUCrpPYS4BFjubzeTq1asisiQBzGazuvZg3UkkEvrc1157TUQW6wOQS5ZsrFQq6bqET0ZfMZIB6y2nFrLeEiYNxDuw5/K6i++m06k+D/s2h55grwVx1+rqaoyITmSxFuM7rGO7u7uKUvKRrvl0QOuZSafTTqogvA9lF4kjkXxeaOvZY3IWRqPheexF5D2T38meRdanfQQ1vjRzKIsNs2C9l9vN6iiVSsXxNoosIZbQpTqdjoY9WYKm0Wjk6G/FYlHfz8gkX35f64FkaLEPjWbPCYwEwmcqlXIQWXjP2tqa1gGe7tlspm3HeV4Ravbw4UMto4WsYw74CI8qlYq2pe17ERdyyn9/Ewif4FkMEiRIkCBBggQJEiRIkCCOvLBn0dL7c+yQtR5znBtbUKxHIJ/PO/GGHDhrY5gYx4sTe6fTiWF6IRan7UvuzuQalnDERzySyWScsnF8pD3ZcxtB0um0Qzziw6afOXMmRrSB537xxRcisvSgwEOxtbWlcUd4xubmptYRnpfpdKrWDE4zYHHPKFu73VaLHpLgbm1txcg68Gm9xFEUaTlRB5St1+s5wcXZbDaGxcaz2BuIOsOCCE8lyr+/v69WKjy/1+s5iWFTqZRaHNGGT548UY8MrLmw3J49e1bLBJw9e4gQJ/ro0SOtDzxbTPZixyDHEUI4OJ69bBz3ytdsvaywVcyXAoeD1kUW8wz3WQ/2ysqK413nmExf/AZkMpk4nmvG0tv1gRM8MyEAxwSLxJP8ou+r1aqWmdM9iCz6DffxGmDT3GQyGbUW+uJzrId+NBo5CXKHw6HOB4zBbDbreHM5DorT8ogsyCjwHcYsr0U8xzF+MS/YqgyLNaM9MKdQtr29PcfrybGNeF65XNZ1wRIYiMQREkGC/G+Vv/mbv3G++6M/+iMRWSITdnZ2HM9ipVJx5iMT0nGcot0zsH/fuHEjhnASWcx7zGmsk7VaLealEVnsueyhFFmuD+PxWO/Ds1ZWVhxCkWw2q+gnrHvHx8de7xLfw89g8hJILpdT/Q4e0VarpWgm1PXTTz8VEZHr16/LG2+8oe0q4k//1Gw2dc3Gug4vFt/H3j7LbzEej5124N+yDmi9h7w3WyQOJ3dH23PqJrTD2tqa/o3nMQ8E/rZ6l32/FdbPrS7oS+vkSzLPSBU8i+MN0W/Pnz9XHYpTUoks9CiMS5S9UCg4ZWc9mr2SeIflYeA6oP2SyaTjhT8pThRtgu8wPi9cuOCkI0MZRJa64uHhoa4HGHPpdFrXA/wWnkVfqrSVlRX1LFruFH6GL6UZy1dF+3xlGCqLzbsWRVHsIAQB1AnwjMlkoko2B4zawxS7hS1L13w+18HK0CerePHBzcK3ptOpvoPd3dZFnclkdCJjwGWzWYfpDB358ccf6wIHYpXLly9re/jgAQynY+gb6oWJhEHF8FIEzuL9169f140FdWm3284kKxQK+hvOL4X2sO9cX193GMYajYbDXJnNZrWf8Dw+mNiB3O12dWxg0+x0OtrngNAwrAfj59///d+1TpigqDsbJfiAYYPBL168qGXBcyHnzp3TjRMKebPZ1Hegjzqdjh7oIefPn3c2RFaw7aLggz3wYu6DU+IZPsip773MJmsJFBgKgj7F2F5dXdU+4oB5G+zPh1BfsL0tr4i7iA2HQy0nQ2PwNxM0YTwy3Ngeajn3lD1oMekM5jaeifqgvJY1jtlWUV4c1jKZjD4HbchB5phvDF1hxU9kYYBgZjiRxRxEHwFO9vnnn+u4PY1UiDdvJmsSWYxpKF7MaoiyYc04Pj52CC++iSD6IEF+2eUv/uIvnO9+8IMfiMhSUdzf31dFEfv8ysqKA/8Uia8RfK1arSr01bJc8+/a7bbqLWw0tQY7zjuMdQTPy+VyTi44zn0H4pharRaD3onE10msgQwvtURkKysrTghBuVzW30IfQe7If/mXf9E1DUywuVzOMai//vrrWi/W/Riuy8LhSQz15IOuyGKNtyFY8/nc2a9RxuFw6IXpA6Z548YNvZ8Ps7gHoUjoB+iMtVpN2wZ6J+sKp+XCZKZ/C6nlPZqdKfaQyEZjPnjjYM45TO1BE+9kMkKr14vEiTBtu3If2MMt2k5kSRjZ7/fV2MH9YImDcrmcQ/iEZ1SrVSVcwj3D4dBhUu12u44+xLBstA1DXyGnhU6xA83HLI/nfBN5jwMMNUiQIEGCBAkSJEiQIEGCOPK1UmdYaB0H8rLXQWRhkfFBLGzQ9nw+d9JNsAfBwgIajYZD/sD5fBgOZdNIsAeMLXL8LH4G593h4FomouDnb25uqtUH+ZBqtZp6GeGp4tx1bLm3buurV68qLNJatyaTiVo4QG//ySef6HPZEoJyQjh4He3A1gl4GGD9ODw8dCw3xWJRrSLwjPR6PWeMsKWD+1VkYS1h7wvKhrJz2hCUF98hwL9er2uZ4NFZW1tzxs1wONS+gbXo6tWraoW8d++eiEgM9gsCIXzW63X1/jCJCOoPqxXnFULZYHliyCd7c63njS1Cp+VS5Ht8ue0wlhDon0qlYuMQz7XpUtD3Ozs7ajmG9ffcuXMOzFdEHC9iNps9Nd+erXM2m/VaOS3sg9N5cHtYbyePWSa3ElmsGRaGNJlMnDyLqVTKSc3CUBJYdGEdvXz5ss4fzLtms+lYYOfzuY5HPAPvKZVKWiYEyX/00Udqzce7OP0Ioyfsd2jTXC7nwKjH47HON9x/eHioz4DVW2RJYe+DVgcJEmQpP/nJT068Bq/jeDzWOY99JZ/Pn7hmco5nrOu8VsCjUyqVdM/C3tTtdnX9tHvuYDDQvYu9ftgnmPjKQtCPjo4cxIFFdojEdS+s3YzSgR7EkEG7roDo5qOPPtI6YD27fv16LP0X2gv7MNBHiUTCQdGw7mH1l/F47OTdSyQSumcx8YjNk+tLMcGotdu3b4uIyNtvvy0iC90SejH2hpWVFQehhzpzGjf0bbvd1vZHf0RRFCNlg1h4LesUFgUXRZEDe2TYLOrl0wGZbNKmzvCl0GLvGe+b9twxGAxOTAcTRZHu03h+vV53dGHWG9izab3qeO729rYie7AfNhqNGBRVJD4euO8x5jgliUgcncPnGgjrj1ZH8qXaYvmqpDdhVw8SJEiQIEGCBAkSJEiQII68tGeRgz45btAKvoMVhoNJYS0ZjUZqQQKeeDweO7E1OP0PBgM9ZbO1HOWAhYjx9RyYbAl5fInq2dLvI5ywloBut3ui5S+ZTKo1Dp+dTkdjCxn/DG8NxxiiTWBl/Oyzz/Q7lBMBr5VKRS0PsBrVajVtE1AVc8JdeDDq9bqWBc/nxPKWLKNUKjmJf0ejUcwjg+8sbTR7i/Ed2pSD7rkusC5iXHCb4P1IOlyv170pWiDo53q97iRPfvz4sb4XliP89tGjR/o3PC/JZFLLwd5nWKTQ9o8ePdLr6C8fgQGnjrAJ13mMcb188Y5WUL9Op6PWL7Z84R0YgyLLsWk96RwDx5446+kWcdcF7nMfqY/9jmMLOVAf37GFznpY2fLI5FmoL+rHY9Cm6ZjP5zpG2CtoU6hwbA7WBTy/2+2qlR7t3O/3nRQnTLKFtsaaMZ1O1cML1ECr1XJIFTjlCtPVs4WWP6vVaiyWWWQx73mtElmMY5+l0gbnszfzm4iRCBLk/4L4vI5/9Vd/JSKLuYT5y0QmIot1Ah5DzLdWq+V42dgzgrWo0Wg4njf8z+gJ6A3pdFrXA+gGjCjBfsaoFJ9HyXq5SqWS7jvwmBUKBcfzNhgMtB2AaIGuUK/XNX4RfALXrl1TQj6sd8PhUJFZKPfu7q7WEWgbtDOjy5hEEXWFrsRtY/k7RMTLV2A9ddVqVevF6C60Nfqj2WxqOVF/yHg8dkjHuOy8N/riVX3eQ5E4oo9jHFFn1kcwhhj9Y5E9vvQj3L4W9cN8DUxYA2EkEvQxezapVCoxr7rIwhOIscFkeLa8rJtg/N6/f19EFvMJCB/2tFqPexRFDhqP54ptez5/YJxtbGxom6CffbGxXG8rPj3rReUrHxYZkmlzwSQSidgBAJ+srIksOp7JbvAsdreKxOFplpiCD4uc6weTjElyLKMRJJ1O6yD3Kbt4V7fb1XehLq1Wywl+Rd1ZicV3hUJBfuVXfkVElgHa9+/fV3gX1wv1wSLa7XYdcg1AMcrlsm4cOMzMZjMNgIccHR05E4/hL+gPPCuRSCicBX3ELJD4rt/vOyRBPvZNtNV8PncOSbPZzIFucNl48UAZ0B7o72w2q5A6KMCz2UzJa1BezhHF8Fb8Bvdhoh4cHOiiwMxknOMO9bOb5f7+vkO2go2BF2KuHw4H2MjG47H+BpsrH4hs7kPOdccwGAt3nkwmDvyTSWRsPsJ0Ou1laoVwOexh3ZebleezPWAwXMbmIWWZz+cx2A2eb+uPtmdFCQoVQ114zbI5UUejkZPLihdwu8a1220HVuMjDOAcaxhLMOZsb2+rYsAwHCYTEokz6mEeFwoFHUtWkahWqzFiAZEFyRPqh3e2Wi0tE75jsgrfxsSkP0GCBHk5+YM/+APnOxwq2eiENQJ7dKvV0jWNDeq475NPPhGRhTJt9SzoNpPJJGZsElnMY+yryG+4u7urxm1mgsS6hPUBwkYkrJOz2Uz1Js5BiTUN63mn09E9C/oQ9sPBYKDr0rvvvisiiz36rbfe0rLj/TgswrjMMEKszzhwoiz8WS6X9f0gmslkMuoAwG8ZHmj3QYYfot3W19e13aCzdTqd2J6FTxwWIbyf2IMDM+z6cir6jHp2v+b8hQyzxTjkcCK8ix0tTBQjEj9wWyKYYrHohAyl02nV1dj5ZPffcrmsxnDsZ8yibvOJsgGa90arY+dyOe1/9A2e3+l0tExsfLHkPDwXWBf0QZ9RRvwGsO/NzU09DDOMGuJjJbc6wteRAEMNEiRIkCBBggQJEiRIkCCOvLRnkeEOEOtpYK8Rex1t7sOrV6+qVwcWJM7Fw7AIPAOC+waDgVqkYDn4/PPP9V3wshUKBbUewKLA6T1wwmf6ZpvzL5lMOpBI9kRy/jK0h3UzTyYTtQ7AQpVKpfQdeO7q6qq+iyGvsDChfTlPJdoE1p1CoSC3bt0SkaUHkoOz0Te5XE6tFygHLJFRFGlfc3479DlT+jNMFO0FCwz6zmcZYs8W6sVWHWtdYwIl1BX3Hx8fq8cW7bG1taX3wQJ7O/njAAAgAElEQVTZ7Xb1O4Y74zqsP+ijra0tbRPkd7p165ZaVvE7m3sPdYdVFtdhAeO2ZIuXhVajjUWWXiOGq1qItc1ZiHKwJw2C93OKC+ttZIihtYL5cv6xZ5ytjD56coiv7DYVyHg81vnA0Ff0F5MV2Nyp6G/Ox8QWOksF3mw29W94c3O5nD4X/QBoca/Xc/IsMtSE05WgH+C5TiQSOkdhncY4Hg6HDoqD38HkVPCwc64u9vRzXarVqrYXnrW6uqpjk63/+A5W7el0qu1l88sygUHwLAYJ8s0IiHBY/vqv/1pERB4+fCgii7UNexLnkIPOAc8io5Q4X64VhtpbxEGv19N9hEOFOM2RSDylmEUfDQYDJ9cdE3TwfVgzoUsAZiqyTN3x0Ucf6btRP+g20Ke4bJcuXdL2gqeQ93IbapDJZFTfxLo/Go1i7Y/7cZ9Nv8F1YGQJ7sOe9Pz5c20bJmJBmZjYDO+xSCARcbyCDDOGMMmi9YSmUimvlxjC+xDrEPgt9gm0fz6f17ax5JDcToxi5BRXtn4QRhRaWCen2uD9yuoyrJcyao7zg4ss257zN3KeZgvxTiQSTu5LDtOyZHzz+Vz3aYzLZDKppJc4L3E5LboMz/mmJHgWgwQJEiRIkCBBggQJEiSIIy/sWbQn8PF47FDt8mne4p5Ho5ETK8fYa8arW6p3jpeyxC7Pnj3TEzusCoPBQL1AsFhsbGw4SWLZIoA6wNKeSCQUI88eHdsO5XLZwZ8zFTWsRGgrphKGRevy5csOHT8TXnBSbbwDger4v1AoqCWCyUushyiXy8WSguI7tD+sGByHBe8avGNXr17V67BYrq+vO2kGDg8PFcuPdsC72eLBlhzrkWB6cA6KxliDd4f7EhZIjIfV1VWnbzjBKRP+oP/RNih3sVjU++Flefz4scZCslfVZ+FBe+F58LiyZ429eJZ0IJPJODh4JpuxlikmzsH8aDQaapHi556W+sB6jdgzyPPdogC63W7Mc41nWG+fjQ8QkVh/24B29lpxWfBe9FEmk3FImPA7zDuR5fowGo20Dpwo2Abij8fjmNeb22E+nzspaLgfULbpdKrPQ2qWWq2m1nGMDcxJtupyLJElaEqn0zq/0M++ZMBI3ZNOpzUG4+bNmyIi8p3vfCfmfUc7Y57juclk0ol3YbKE4FkMEuTVy+///u873/3whz8UkeU60mw2dY0AN0K1WlWEDOYxe2tsegj2wjBCAcgw6AbFYlHXPqx3kCiKdE1hJAhzQqAcKC+eValUdD3Eeot1sVgs6v6Ltf7+/fuqDzEKyXIS5HI5jX3EJ6PB8Df0snq9rvoVrvG+iv2E+Sos0Q/HAAJZcv78eS0T9oGjoyMnTdRwOHT2fEbxWf1qNBo5Os2lS5fUy4d3sqfKeoSZnMXG67Mw8g/XOd6PEXeWRIbLgXfwHmrjDX36o4+8hfco6znn/ZqvWRQP6zJ2r2PyKIz3crnsEAP2+32tA5PTnLRPJpNJ1btxDjk4ONBzDZPpWP2G024Ez2KQIEGCBAkSJEiQIEGCBHml8tIxiz7rge9/ewL3xdow5h2WoVKp5DBxsdeIPSIiCysA6OTxjkqlou+AtarT6ailCc/gZLH4jmmpbXwie1J8FMm2folEwqGX57gmWAxKpZJaJVCmXq+nVn98x6yPaBMbTyiytMgw1prpm/F+9tJaHDxbTmA9RPzncDjU+zgOwHpV+DmcVJ3/R71wzRefCg806rC+vu6wTnKsJ6xkHC9pYwkzmYzjYd7a2tI6Wotiv9/XMoMpttVqKVspvuPYXJ91x3rLefxgPMBbKrLsq1Qq5aR7SCQSXqZR+1z8fXBwoG1z+fJlbQeU15fWwsaVMqaf+4pZh0UW3le8F97XYrHoxA34GHbZA2eZxgqFgvMujk/EbzmOEWOVPfRof1j5xuOxYwn3xSPM53MnMS+ewRY99qDit7C+P3z4UK298NhxXCLTeKN9cY1Zf23f93o9rSuntMF98ChiPjP1OjyLW1tb2hfsBce4YUsw3vEiaVCCBAny85Ef//jHJ177vd/7PRFZoIOwpiCOEXN8Pp87e0IqldL9CevJ7du35Vvf+paIiNy7d09/i30SazYjbey+nUgk9DswurI3ijkk8H48H/Fbg8FA1zSUrdFoKKoJeh/HBeL9HMvGSCv8DmskGFN3dnZ0fQS6jZFOkNlsFtsz+Pm8h2IvKRaLup5aZAfXmcWmzeKUDbwPWU/dtWvXHH232Ww6sYooL6ezQLvxnsT6vPX6VioV3QvhWYuiyEnzxmn1GC2Hulg9YDgcOt5vRknZuEP2InL7Wf00mUw6yEZGGOH9KD8jzljvxRjBnGq32960Jla/wrWVlRX1OuOe4+NjJ9Z0NBo5mQF8zLbfBBvqSx8W2Q1toW8+4UOjnTwiy8HKtLoQGwwtshxUfD/okDlVgo/8AfAzvB+HCQ4ABwQgm83K9evXRWQ5MBqNRoykAuXBOyyVPENOOSiaSWlQP7yDqYeZYMLWC22DxYYXBVbIsegyRNQGxA6HQx2YNrelr2+ZAIUXETseOBccDmE4APPg5SBgLEDc91jsmerbpkXgCY6NA3364MEDPRzhcJvNZlVhx7gpl8vanng/FmzOjcQHZLwDksvlYko+f7LwIoHnQZmvVqsx2IuIP7UD96UVhmuiL3k88u+sUYbzJkJ4HNgDVCqV0nehvQ4ODvQZOEgzJJM3a9TPblK8STAsl2Heti5sjLC5H/G/DwbD0Cems+Y2wfMZ7o4yiSzGpz2sHR8fK2QchoXBYKBjGcoQ15VTAOG5GJdoI87vynTpTBKBOmA+4NCO9zx58kTnJcgi+v2+rsmow/Pnz2NrK8S2zTexIQUJEuTVyd/+7d8632Ft4QOGDYGJokjXA6xP3/72t5VAD3spG5YsuV8qlXLyJyYSCUdvmUwmDgEK5wGE7oe1k3NRshEQeyecCVtbWzFyOBH/oQPwv1KppCEnSMnx9OlTbRMcFjk8CWs2k5dYPcAXZvL06VM1JnI9fSmILNmLL6WYL38vdKDvfe972jbvvfeeiCz61K7n+L9arTohZ8PhMHY4Eln0vSV4470ZOk0+n48dMNFeuIfzG4rEyW843MUeoNPpdGzP5PKeBFuFsFMFv/Xpb9BFMY6Y8I6N09hD7V7K72KDgs2Fef78eX0XzilHR0cx+Cna7bQ0Vd/knhxgqEGCBAkSJEiQIEGCBAkSxJGX9iz65DQvhO+0y65fWOIZ/mlP9Gw5gcWJg1BtUle2DnDqDvt+WAdSqZRCGhBAmkwm5Wc/+5mILBO4MuUww2YhKBNO/2xlw+m/Uqk4nonxeKwWE3aH49lMMmItMrDQDYdDhzxkNBqpxYbd6DZ4nNM32MBnTpUAmU6nDtEPQ/AAN8jlctrG8ChCOKk4yjMcDp2A7suXL8ubb74pIksIXqPRcH7Lv7MQj729PW2H1157TX+H/oU3ud1ua58wnJHbQ2Rp/SmXyzpuOQDbkgqxR816GTn5KmA2lUpFrXAWtonf8PPtdbzTwlo4AB7WumKxqO9FORjOYr3FHOzum8eYP81mM+ZRFFmMd4su4DmAa2wx5RQUIos+tSkuqtWqN0G9D04Csdbs+XyubXIa3Pzg4ED7Bl451O/Jkyc6ltAO3W7XSRD8+uuvqycfXsfBYKDvwtqF9mNYMtapXq/npK9hqDTKm8/n1WuI56KMqVRKCS9gJT86OtKxjM/j4+MYZB9iyY/s90GCBPnFF6xPPuF1GmsLI2uwzkBX2djYcGCHjJCyOt1wOHQQVBwyBFREOp3WdQVrJ/athw8fKoQV61O1WtU9CfXb399XXQ7P7/V6MUJAkTjZC9ZnrJmMluJUT76E6BAbejOfz3Utxh7GxDVY77vdrupNHPphPWOM0rGpJSaTie7r2K8YVYV9sFKpxNKUiCz3i0wm45BT+ggg2+22cxYYDocO+snnzWV0DJ7H3ldfOJX9rlAoOJBQPjtYXXg6nTqpRrLZrJ4j8KzxeBwbV/z8wWCg44UJbDD2uJ4+skCLeuJ0Geg36G+NRsNBBfb7fcd7ysipQHATJEiQIEGCBAkSJEiQIEFeqXwtz+Jpp9bTrvk8LrD+TCYTJ36Rg1pt4nmO22IPBqwHsJjncjn1AlkrUKPRcJ47m80U647fra6uOjhttnTg/bAMsTXM57VgXL6N+5nNZmpxY1IJWH2Ykhd1hrWBrSSoK5PkoA5sJcJzrVdsNBrF0m7gXdYyNhqNtA2ZPhpWQGu9E4lbeFBnG2OZy+UcYiJOw2Lx+9PpVP9G/TY2NrRtUI5SqeSQ7nCbcx+KLPqASVbQptYbxu10WgwgJIoivR/P55hQjg/kOAuUzVoy2eOOccuJ6q23jVNycKwgx7z5PlkymYzOX8R4ZLNZTYaMtaDdbmvcsCWp4bgTTmyMPsJ33EccM2hjYbisNgah0+k4geL8W46JxG9Qv3a7rRZHeA/v3LkjIguvHCyKHE9ovfBPnz51EBWpVEo9gNZz2uv1nBhajolhL7TtNyaGwLzEHLh27ZoSVHCsqUUINBoNhxwgkUh440Hwf/AuBgnyyy8+RA3Wv0ePHjnrUhRFDvEX79GWXI8J4Ti2Eb/lxPOWAIzjt6w3DDoD3iuy8BJivQWiot/vOwQ3+L9Wq6nHEmthr9fT9Rnv9xGWTCaTGOqKhWPV0JYbGxu6juNdtVpN24F1FCYH4ncyOocRTNhzEbN+dHSkaVPwjNXVVa2rRd6VSiUtE9q3UCg45DQiy72LuR+YqAd1sML6jm0vJuHD+GFOBni65/O56jrMNYE6WWK++XzucF6kUiltO0bZYQzhE+VoNpuOB30ymcT0bdTPh8Cx+zX05dXVVX2X9QLz36x3fhmi8+vKNwJDfRFhZYMrwoqhSJx5yJf/jTtJZKFQsZINwWBBYzJ8DY2KZ21vb6uSC+hXJpOJQSBEFnn1AAPDs65fv65KMU8uPMOyoYq4BxyGE+LvyWSiCwXezxAEO1gmk4kDxRsOh14yEB+00SrUCPIeDAbORJlOp7rIoa7NZtOBqnGwMu5jtlefkmnhuHt7e9qXWPQymUxs8ebnptNpJ7i5WCzq30+ePNHyQIlGWx4eHmodAf/AGLh06ZIXxmCD+KMo0rrygYH7mCWZTGr/+pireExb5tBEIuGQJXEeVLQNM+hiAURbVioVJ4+lfS+LL1CcmdHwu0KhECNvQfltUDrPBUuaxKRYPLZRH8A/mA2V54fNIYXyMJSW25zHkMji0Ig2ZCKux48fi8iSRZAPiPZgyKysKE+n09HnYayura1p+dC/ICFIJBIxmI5IHGLuy9UJZen8+fN6HazCeNb169e1HWAYOz4+VqUBECzfxsM5onwS8isGCfK/S7BuIDfsF198IT/60Y9EJJ47zsJQeV3H+sgGSkvakclkYnmpRRbrL5RmrM9YJzudjt7PuXKtsr2/vx8LD0DZLEMqHwgs6Qzfx0za2DuY7dVCHHmPhp4JY10URboGY53GHoG2QzlsaAYbgC1bfjKZdBwcu7u7+g42VPuIhvBce/Dl8CQO9WLCODyDMxdYsWE5vtyHTD7H4VfQUfHcJ0+e6Ni0Rgk2wPOnNZ5Pp9PY3o26WicN+rndbjv7MI9zJo2yJDasy0AXZSOHdTAx0zDror5cka9CAgw1SJAgQYIECRIkSJAgQYI48tKexRe1GNuTNVui2RJuYZLpdNqxyLCXg2GfInHYKt/PcDyRhfXJuu85T5iPOAbWBHiXvvvd7zr50fb39/U+eG3gaTx79qyWg2F8sHbAqsBWGg5gtRY3Tu1grVVMXsKB13gX02Nb+GUul4t5NLku5XJZ64xPhi6ypdDCKDgvJL6Dp5W9bWytsvDaKIoc752ImwuIvaloB76G9zLE2VrBRJbeFFgg0VYbGxuOtXM+nzv5LiuVilq84IVmDyssiijH8fGxEwydz+e9lMo2oD2dTsego9xGPMdQ93K57ORyzGQyDuzDFyDNEA5ryZpMJuppRv0ODw+1LdmjB8HzmFTnNKgrj2kIrxM+6zT+Rt8wdbe1yvJ78a6joyMNLsccf/r0qdy9e1dExKGST6VSsb6x5WXCAIbu4FnWksh1sqgBnis8RtD+WINyuZxax9EOV65cEZEF2RP6hNOrYOxjjctkMidCn3zyquEwQYIE+cWQd95558RrTP4nsliLfLmrLaFhOp12Uix1Oh3Z2dkRkSVShENhsP/ws7DHYg0+PDzUfJAgutnc3NQ1Hl4p9vJYtAmXiUN2bGgEww7ttSiKtLzYhw8ODtSziH2TU13xpyX341AO227JZFJReJ9//rnWD+FZaJt+v+/kosb/vFdxiguLhPKlxkokEg7yjyG61uuJ34gs9ysmgMTn+vq6euGA9Ll7965DdMTps2xqu0KhoGMIezmHfDBxDXRftBf2Zk5dwTrXi+gw8/lc5wFCUDAe+v2+6sysQ1hEIXvy+d2vYt8NnsUgQYIECRIkSJAgQYIECeLIK4lZ9CW7ZNwzY9jZ2iCyOFFbzxssAhyXB2FrCgf32pN1u91Wq4P1QrClB6f4o6MjxXXDwr65uSkbGxsisqQhbjQaeh3WefyOyTB8cVu+BLK+NmQLkiU+QewZtw0H8OI5TBhj27VYLMZo8kWWlgsE3IrECUCsR48Fz02n09oWPgudxcFznAHGQzabdRLJM9mLja1jSwuPM5SX6Z5hxblw4YKIiNy+fVtjGv/t3/5NRJaU2YlEQq1x7NW1nm4m/8G7er2eWlTxHYStdugDfiaPVU6JYtvGkjaNRiP9G+VeW1tz5gVbKn1i25ktpmxRQ5vAq1qv1zUOGPXBWOXyWlIbKxjLTD9ug9K5rrBUJpNJ9ahC8I5er6dlxxhAn4ksLYrPnj1TiyPm5/379/W31rvPfcTWX/Z6iyz6lK2L+M4mluaYUNSLvYn4DmvM+vq69jVkb2/PIS5APzCiAu/sdDrqiUQ7M/IheBSDBAnyImJJ7Tqdjly6dCn2Hcd3MYGcJbjZ39/Xv7E+c7wd1j2s+ZPJRD1PWGtrtZrqI/hMJpNy//59EVl6FhFHuLm5qfuCTXfG70qn0w7hHqcjs2mzSqWS1hlesUePHqnuZXU8tBM+OaWEiDhxinz/dDrVtnz48KGIiNy8eVPJbuDFPDo60rpaBBO/i8kWIdb7yX+n02ln72q32058JKMCsa9z/Cfej/16fX1d9zV4iw8PD50YSE5Hwns8P0skTohj+U56vZ5DWMOfFhHlO//wmQRjZGVlRT3c8Cyi3er1esyzimsWZefjlnhVe+9LHxZfNn8HNxD+xmDgoFPOo2YDZ5lAwh4M5/O5NiCTOzBjpUg8xxvn0RFZDFSUg4Oo0SE4MNTrdYUsoHMvXrwoV69eFZHlYfHZs2cisiDAwICDEn327FlnUo7H4xjrF9rGBt/2ej1VXjG5OFAcdWaSE5sfJ5vNemG+vuBbkQVxjZ0MDI/w5UjEwWg2m+kiCwWUXetWKWb3OcN37QEyl8s5kGY+GGJy+aC/aIfBYKCLDRaNzc1N+e53vxu777333tN2wXPRB6lUSvsV9drZ2VFDAtqhVqs5JDLYGLrdrr4Lz+BAcdR9NBp5g8Ht3yhjo9HQcc4bKeaKvZ/bK5lMOoQ8PI8tmQxDm9Fv/C6GaVpSJ4aJ23HJwgcXy1rK8wLjLZ/P69ywz83n87HchCKLfsDcRj9ks1ltQ0B4er2eoxgwg6+FpPhIHdhgwPmVUB+roORyOW1DLjeew32D8mJsDwYDvY6xCiXq4OBA2w3rXq1W07WI1wJrUDiJ9CZIkCBBThJASVnYeCUSD8NAKEetVtP7sC5ifymXy7o+4nM6nep6C4N3t9vV9Q462t7enrz77rsi4hqv6/W66o/QrZhpH8LspqyPWV0Zz+AckFin9/f3nTy7XEeGd9oDC5P62MMD79cc3oBysh5lWbO5Tj7SFws5FXHzXvNv2CDpI6QTiYeQQS/LZrO6d6Ecz58/lw8//FBE4nmDrXEZus+5c+e8sFnWw9BeNu8ns8xanZVzUlsSOi4H/wbj4LXXXtPDIn6D8c5hcwx95RAo286vWgIMNUiQIEGCBAkSJEiQIEGCOPLKCG6ssGWaT+wI8ASJDBOa4BosJ91uV0/gbH23BDecb4yDkOHpsTS8DO/knDuW+j+VSmmwMFzE9XpdPYuwfOF3m5ubCsUD7KHX68U8q3gX6sjwTg6wFYl71GxeoQsXLmj92CNg8xZyEDKez3kmrSeSPbJM2uHzEHH+TNwPDyzaFRY9zr3DJEc2t6YvhxF7w6wnlL/jcqA+nCIERB7wGpVKJfm1X/s1ERH5rd/6LRER+f73vy8iIu+//7589tlnIiKxlCZoc7TNwcGBQllv3bqlbQkYI8YIftdoNPR56A/O6chWKktMlEqlHBgqp6JAO2HMVioVB04zHA4dD/ZkMnFySPmCtxkBYNucIbJ4P3u1GRmAd1pil2QyGYMeoy1h+cP7y+Wyjl+0IcNlUSbOz4UyYV6ORiPHOr23t6cQF7QXQ27xyfPOWhc5lQpDlC5fviwiSyt5Mpl01jtez/A8eAVTqZSue5hTh4eH+jfnGkX53n77bRERXa+eP3+uHkVY/NEeXAeR4DUMEiTIqxHsjfh89uyZXLt2TUSWa3GhUND1Dt4iRuJgPWedCmsWvDV7e3u63kIvm8/nuvZh/WXYPvQnrLvD4VD3J943cR+ez6Q3EN5fUHaG6lo0jy8cJZfLeUNDUA6bt4/1aew/7XZbdQ60ablcdsIlOIUU7wV4voXLst7Cuhqe5/OAMsmjyMILDGQW56vG87Aff/DBBwqh9aGZoGdhHPEYQT17vZ6ODSYfsrBaRu1ZRNRkMnHQWkwCyPsmPKXwdFerVSenMacD4zRZuGZ1n5MQPq8iz3HwLAYJEiRIkCBBggQJEiRIEEdeCcGNyOnUsSywNrClnZOOi8SDinE/TufFYlG/4/QPOKGzFcZ6GPDZaDRiMX24H7+FVSGKIsfT0e/35f333xeRpSUCZYuiKPZbkYVHDVYEWFMKhYJ64ECggzKILL2YbN1h75rIwqtgY6iGw6HjYeWEt2ydsDT8nHDWerkymYw33tCWjQk/LAFLJpNxYvCYSIM9T9Zrxt5G1I9x9tYDyUld2VoEKyDq12g05M6dO/obkWXfnz17Vr0wiL/MZrMOiUo6ndb70M/sJUb9EGA+Go3UG4Tf8Thjzx57pkQWfWrbBHXP5XLqrUcfcKwuWzFtTAPHF0NO8yyxZ5GTI+O9nIIBcRGWAjqTyThxETxWOY4Rv+FAcVh+2WJqxx4sdM+ePVNrMupcLBadGOXd3V19F9Op4z6MA7QNEwihrdkijv4tlUqxeQ6xMcfs/bXtn0gkdHw9evRIRBYWdEu3ncvl5LXXXhORpUeRLZWoA8Ygv4u99sGzGCRIkJ+XYE1jAREddEXsIY8ePVI0Dzwvt27d0jUbKKZmsxkjLxNZrOdYb4FOAbpibW1N9TKsk8PhUNdFTgPiS2NkU1uwt4nTfogs1n67J3a73ZgOg08bW8n6HKd0EFnsbz4+AxuzmMvlHI8a9tRsNqv7CXSlwWDgpNpgbyNkNBppn1gyQG4T6GIXLlxQ3Qj9sb29rSREDx48EJGF9xdtiH7g8mGsoJ47OzvKSYC2HA6Hul+ynmFRUtyXliuDeVRsndAmIgsdBeRO2Odns5nq9igH2opjTTmtB8TH8/EqvIksr+yweFoF2H2OjobbOJPJODBN7jyr4Iu4uU84uBjXeEL7IJQYDHy4tAODDzh41mQyUdgCyo1OHQwGOmkxaFdWVvQZrBSCqQrPiqJI3fFQ+geDgQ50lB0Buru7uzrwcFgdjUYOy+RsNtP6Y9BubW1pu0IYEmgJZgaDgb4DdfaxY7VarRjUVWQ5GVKplHMgYggApN/vax2xAPgYJrEh8KGDD8g259JkMnECqcfjscJT/vmf/zn2/GKx6BCVrK2tabtxnic+aIssxiq+w6KADe/8+fN6mGJiFTt/mEWXcxPZQyIHpVsDCBMpMTuufYaP1dL3HbN1QtBeURTpGOHND2I3aM6FyfPOGgOKxaLDXMz5ihjijvpbOHe323VIdJ49e6awFsBV8vm81gFjZDQaOczFzBSHcnAeLcvet7q66uRNZLiQj/2XiQVEFnMLYxWHWyY/AFTrxo0b8sYbb8R+C8WKIdO+vgkHxCBBgvyiyKeffhr7hLzxxhu6fkHP6PV6SoqCw8fjx4/1wMDsltifsMd88skn+rtf//Vf1/vwbjyDCdwseUqn03GI9jiXt0/fxHd8+PNlELAkjxwWYvWxyWQSy2UssljrUWccCCuVil631/L5fGyfhvgM1NjjbN25vJzjmh0reD50YTDF3r9/Xw/wqFehUHBClebzue7TeBf29O3tbe1fzvUNYbZ86wjhMBB88qHO7pNMTonybGxsxNjg8Xyb05EdZfa84gsF8mUjCDDUIEGCBAkSJEiQIEGCBAnyc5NXDkNlqKMNiM1kMurmh4eR841xnhWRhQXf0sWPRiOHhjeZTKrnhL2S1hKBE/t4PHYsBuzVYMinzS/IOWM4RYBIHArH7nvr7mf4AKf6AAHL1taWiCwsPOwR4vZNJpOyvb0tIqK/K5VKMe+ayNJaxO1ar9fVImfzAeZyOfU+MKUzvC+wDDHZCp7b6XTU+wGvpw8ywf1miVUSiYRDb3z27FknMNpHcMPER9ZLzBYhtt5hbOK3qOe9e/f0t/AebW1taTsBVnh0dBTzLKPdOO0Iv/Ps2bPqBUL/9ft9Z64wCRNbCi2NNxOrWKske6gYvmq9VvwbS3Djo4JOpVJOEH0qlYrlocLzbVoGtAd7pjFWoyhyUAOJRMIL7WarKdoQfYjvMBb7/b568GElbjab2q48B9BvsGx2Oh0nZyfaqlQq6XoGi2Kn09E5DUs3z0vcl8vlHPlLX/UAACAASURBVO+zDxqDNt/b25O7d+/G2jedTsc8iiKL+Yk2RF0xn7a3txVeZYkR+F0hf2KQIEF+UYU9jfAk3b17V/7wD/9QRJYQ0vF47KyxZ8+e1XUf6yLu+eKLL/Q+rKeTyUT3eoaNYh/jPMe4zvm/RRZrrU2VxsgarOfQM0TE8VzivfwMX37xbDarehujsXzkb3YPZ30Z9cNelsvltJy8p2PvxHcMuUV9UqmU9gn0QrT54eGhXgOCx5dLnUNwWP/Gd9jrob91u12vToM6Yt+sVqtObmUflJdRcfask8lk1IsIdODq6qoDS55MJg65IcOZMfYs3JeFvc++PfyblOBZDBIkSJAgQYIECRIkSJAgjrzymEUWJqARWcT1wOqA03y323XoaXEiX1lZicWXiSwsEpZGli09NsaPnwsrCScpxSdO/Hgefmex5hxHyHE/IgvPAzxvkNFopM/mBLI2NqtQKGh94HHK5/NqnbHUw9lsVq1fsFy0Wi2NncLzd3d3HRrg58+fx5Keiyz7qNvtKr0wPJypVEotNyAKYe8ZP8NapJgIxXoufEnmZ7OZWvwQm5XP59UihOf6aP59BD4cs8jjENfwLlyDN2hvb0+9S+jnnZ0db4J2vB/e2mq1quMcv2XPEtoVVrZ2u+0Eik8mEx17vngA6zllix5b1KwVilNscLtZTxZ7MG1g/XQ61fZiL6KNc+DgfGvZZOG4D7bCiSzGAN6/ubkpIos2t6Q3zWZTrYqWuAD9IrL0lq+srMRiKvA7awGOoshpV6Z0x3jB3O50OjpWMc7OnTunZcezOCbVWngzmYz2EdaC+/fvO4gGjk9EP9RqNa0vPkEScHBw4PSHj359Pp8Hj2KQIEF+qeQv//Ivne+gP2ItbLfb6gXilBkiInfu3JGPPvpIRESTpzMyi2PQsLdgTea4eLuus6eK9RHrWWQ0EYTJ+nCN4+fsfsmcBPgum816+TWw/2Gfwt70+PFjJZjB/nb58mUHvTefz9UbBv2QdQkmccF1tDl0n1ar5RDMRFHkIPrYo8YoQzwHwnX2pYBDXeFZTCQSWiaOH7QpytibyO8QWej9jCLiNhKJEw35iG1E4rrHi8pp6TS+CQmexSBBggQJEiRIkCBBggQJ4sgr8yyeJjhZ5/N5PXEzO5VlneTE8tY6kE6n9TSOk3iv13M8i+vr6/o3vHfsDbJJR1dXVx3WVJElttgmeed6QcrlsnqN8E5O0wE882Qy0Xgi9nbB0sTtAGsKLEiwkLVaLf0b5U4mk7EUH/idZQHlhKzAi3Mi9bfeekvbUGThUbOxZoyDR/91Oh3HC8VMj5aOmMvri22EF7NQKGjbWU/ZeDx2qKWjKIpZ6/DJ4wrlgIUQ3lRYD9fX19XryMltYSHDJ3sFgXm/ceOGepjRrsykBisU2pcps9lKhD7Eu4rFosM+xnGKKCczf9qYSb6PrZg2FpL7wzINTyYTx8rHnjJmcbVpIZgBlFNboC19MZmwBnKSXbQ1vqvX6/o32o0Z2DgmF+Ww8Sy9Xs/xgOZyObUWgmUPc7xYLMbidVF39C/3sx0j3W43xuTH7dbv97VN4BXksiPx8K1bt3ScoS7D4VCfBzp6xDQzq7CPXc3HtAZhyu4gQYIE+WUQ7An4/Oyzz+T27dsiIk6i+k6nIx988IGIiPzGb/yGiCx0JqyLWP9XVlZ0PYcOOh6PVZfCXoc9gdOBYd+OosjxGCaTSYeFk1ncIawvo+zsCcP6z8z4qCt0n2KxqPoHp/USEfnoo4/0vm9/+9siInLlyhWnbJ1OR/UnxI5yRgD2IkLft4izUqmk7cD7H/Ya1D2RSJyoo7CgLZk9ldsG9cKzmMGfPXWMNBRZ6v/z+VzLC6/zxYsXtS35GRgH2OebzabDuYF3s+7h25t9KLxXLa/8sOhzjTLcy5LCcE4TPhDi0+Zii6LIgSLO53OHAIbTJ9g8h91uV5U2Pgxa6GKhUND3YuCVSqVYfjz8VmRxCLOpNvgAxYGr+M6XY44nAZ6DQwwINcbjsUPawYcOPD+fzzuB15lMRiGecONDAf7Od76j+WE459C//uu/isgSFifiQmPH47FziOGBb8dGJpNxApmz2az2L/rt8PBQJ6NNo5BKpRxKaR5TDB9gciCRxSEC9UYbYsG/evWq9hcgGQzzhTB0BAtMs9nUwG+0Lw6e58+f12dwviAIjx8Lb93b29MDiN1ostmsjiUmVOLFFvfbRZbJqGyaDBEXqizi0nhzkDfubzab2p4WLsN9zzTSNocqw2pArc1wDvx2Pp/HNiCR5WGN2xkbabPZjBlU0DaYy/yJ+YBPHgOoP95ZKBRihzmRBXECyGnY0GUP8ujTg4MDnWdoo3K5rOlXYMypVqvOYXUwGOghEUYGhg35+vdFJBwUgwQJ8r9BsBZDcOA7c+aM7gkw1rHOyvBD7C3QG1qtlhqcOX2byGJdx1rvy3OINZzXWNaVoA/Za8lkMpaDWSQeZsIGc5QNuXdff/11PSTCkIp7yuWyhk3g/m63qzoj9vTd3V0lQ8RhcTgcxkKa0G6se/JnPp93nD+c/gP1Yt2DiQzRdqzv4h7Un/ULvAsGVNaZbWgWv59DRBiaK7JwAjGhpchC37OQWzaoW1JE3/7K6fwgX2cPf1kJMNQgQYIECRIkSJAgQYIECeLIK/cs+tyl7H3wEWnAAmC9UUzo4QswZSp/C6EaDAbOCRzW9729PbU24N3Hx8eONaPX68Vo/UUWVhq4n2FhYKijTUafTqfVUgFLfzabVesI6tLv99XKAMjEeDzW7yzl7+rqqlI6w9NxdHTkQAUY2gfIQL/fVy8QrEsoT7lcdur8ve99T9/105/+VEQWEDdL+b+2tqb1t5DEVCrlkKJwW7MFCc9D3ff39x1qYpQxmUx60zzYdBq5XM6B0m5ubupv4T1EO1+/fj0GI0H74nmwxt28eVO91Ph89OiRkg+hnLBA9vt97S98JhIJHS/4jtN64Nrh4aGWBWOQx6y1Mo7HY2cOsGXKQoZF3MS7/LcdFywME2GPMKxqDBFGGa1FL5VKOd6+brer9Uf/cbodX1oRSx41Go10LMF6OZvNHO9opVJRqDb6N4oi9T6jfRnu60tpg7GK8u7t7TkB7Uy6g2fAOvvkyZMYZbnIwsL7q7/6qyKyJOTpdrvavrCUPnr0SC3AVpj2+8tot1918HyQIEGC/CJJrVaTf/qnfxIR0c8PP/zQCdkZDocOnDCKItVN7H7V7/cd8kYOMWJdyepDrO/iXfw77GcMc7WotUQiofvahQsXRGShP0AHRqgDw1eBhML+sru7qzoM9veDgwMHXppIJGKeP5HFvm5DWfA/I8lYn/el/GL0jshCj8O7cA36E3vxOHSJU+VBoAcwbNem3UPZKpWKIozQlqVSSccD2ubo6Ejbl99lEVHcz6eFgfxPSPAsBgkSJEiQIEGCBAkSJEgQR36uBDdMoS+ysKbYdBoca8RWF5G418hnHWDrjg0gnk6nGqtkcei1Wi1m2cA7LTUwJ/bE540bN9SCBG8FLC7D4dCh8s3lck4A7/9n70t+JMuu8k+8mDMycqgcurK6qnqeyt1tg03bWOZngcFCCAkhkGWWRmKF+AdYsGDBP4BYewkLJJDYIBALZPCAaIzVg7qr7OruquqqnDMy5oj3IuK3CH0nvnfuzerqdlV1tTnfJjIjXtzh3Pvi3Xu/c75TrVaVGWLBH8vYTKfTXMoDtElkfkIBv3KUVavVcsG0InMf7thpCk5nEAuIa3Z3d7Wd169fF5H5qdITTzwhIiJf/epX9XtIjos2DYfDIN6QmQvUCbDoDctN21QqbFfLyjFsvBvXXywWgzQpw+EwJ4LCZaytrWk5YF/ZXx3xnNVqVRkhzK9ut6vtxXwE69jv94MTsqWlpWhAtY2hRZtRh0iepUVd6Ge1WtV5EEvky7FyNp6Tx80yilmW5eL8cA0z7Lge9yDmBdrf6XSCU8mYSM5kMsnFeYjMxwptQp/7/X7AlmEMhsOhthPzplarBfOs0WgoK4h2c8wKbI0yOBYFJ4Vra2vK4IPta7fbajsreCSy+P3A/On1ejrPPv/5z4vIPE4RMRK4x3d3d3OMIsqw7CGf5t4rU3i365x1dDgc/xfwhS98Ifr+66+/LiL59aYVY+Tnt/VAYZ0A9o5hdg2vVuSQ13HWm4b1Gvh5jLbg+fODH/xAnx3weOP0dHiG8XPY6lGwpwqnumCBO5H8GhT1c9+tx9lsNssJI6J8rJvYgwqMKepH+exRx/sEZkCtzdEmtjnGhjVDbHq80Wika2DEKR4fHwfPX06PYRnLWLqq2PP6YQrNPbDN4lnuTIwsy3SRC3Agqi2D6WhMhsFgEEzaWq0WKJOWy2WtC0G4WJQ1m83gBtza2lJamXPvYUGPSfnEE09oO7FA4+vtJoFFcjiAFpsHIBZUW6lUtN+YtGgP2wqL17W1NXWfg2vBycmJbkR4c2CDb1lVET8iWJRevXo1COpdWVnRHG+wa6vVyv3g2H5ZF2S+QViUxSrV9no9dQFBO3iTj3Kx2ecNFLsvc55LkbmrAGyCDSHG8t1339U2sbgO5gjmw3A4VNdgbNrZjQNzhAWV7MZ0dXVVx4F/RKx4CrukWOXPpaUlHXu0o16v63zhBw1szsJS9sAm5qKKMtI0zf2Io734IcR8OD4+1n7ZXIL9fj+nDId2WPAPNx4SqJPLYzcO2ARjtLm5qd+Bjba2trRcPCwPDg6CB1e1Ws0dIHD9R0dH2j9uO4QCsJEUWdxL7HqLzSHsBZtvb2/rJvFLX/qSiEjuAQVbdjodPajAw52Fke7Hhu9uOVEdDofj/yK++MUvBu/91V/9lYgs1lRYFzz77LP6nMK64M6dO/qcwjN2dXU1F5Ykkt9U2s0oh18xmYLnDta/g8FA/0aIAufjtQe5tVpNf+PxGYeQoY31ej0Ip8qyTNdheGY1Go2ceryFXRvwOgeo1WpaLtZDKysr+mzmLAEoy+a75DUVkzB2PZRlmR4WQ6wOeTc5nAllxAQzsyzTz3F9u92+qxp5DDYkL6YK+6DgbqgOh8PhcDgcDofD4Qjw0NxQeRfPJ9E4MWDJW0vR8ym9ZaNGo1EgkT8ej3W3jROBXq+n7BpO35nut/kTV1dX9W+csNTrdWWy8N6Pf/zjQNCE3QrBXHB7rBgJn/7H8sjANsPhUE+YwNqw+x/K5VMlMEkQ5WDqGycclUol52bH/Xv//fcD+5ZKJT0ZQhmNRiNgTM+dO6d95NyLIvMTNbQddbOgCeZFrVbLMViwJU5g2BURfbcMVbFYDE6LuO3M8OLkDG3CmN6+fTsIWE/TNMfqwObWnXE6nQaupmBGDw8P1X0YfVlfX9eckpyP0aa44NOqWCoKzhcoMmfCUD+fpOE9FtOxYi+cZsa6U0wmE50vYO13d3eVUQPrKSIBc8xeATbnUZZlgTtsuVzWOQW0Wq1AbrxcLqsIExhF9HNra0vvS4DlxMGyF4tFvacwH9bW1vReQpuQ1uLo6Ej7gDaORiOdLyxnjpNPTq+COYTvgsF+8cUXA4EkdsUG83/jxg09KWZ59XsJlL8X1tG+54yiw+FwxPHnf/7n0ff/9m//Vp9NeP4dHBzouhTP7VarlXOjFMmnc8LzjFNi4JmA3+Z+v6/PB5TFzyQ8tznEyYZalUqlQOyxVqvpMzSW9o4FfPDsxCunjLMuskdHR7k84eif9fBZXV3VtTieuaPRSNdrsZzj9nkVE8LktSKvZ/H8RdgV7LG/vx+4yLZaLbU5xjLLskDoiN12gbt5+JyVTuNhwZlFh8PhcDgcDofD4XAEeGDMopXjZ6aM2Q2O5QMso8jsCZ/Oi8x36cykoW6cdmBnf+3aNd3t21OK8XisrA4ntUZ5aNvOzo4yQogv4pgvnJywAAZOP5gdhe86TmaYWUQ7lpaWgj4cHBzoqYQVyDg8PFSbIC7u8PAwYDE3Nja0XHy31+sFAiVox+7url4HpmN1dVXZGvSZk8qivZPJRK+DjzcYs729PR1nHg+bCHU6nQanLUmSaHvRNp5bHO8okj9JY8YMtuR0GqgXcwVsNCeZByaTScA09/v9oF+TyUTHCwwj4tKOjo60TsyHjY0NnS9o4/LycsDG8cmUZR0LhYKeRnKwNcYLZYzHY60X7CzHCFhpa24TTjGPj48DISUWN+L72XoG4P9qtRowssViUU8NOZUKbI37bHNzM2c7kbmMNeJJMR8h0DSbzXKngCLz8cbcRHuvXLmibDJs8/TTT2vb33nnHRFZjGW1WlX7Apz4l8V8MDaYZ2maan9wivlLv/RLIjKPWYRtOI0P2H0IS129ejWIAeH7Jwb7O33WieZZ7OJZ33E4HA5HiD/6oz8K3vvud78rzz//vIgsnjW9Xk/effddEVk8u3q9nq4NsG7B87jVaun6FM/hbrerbBuziDaNBAsvWjGXtbW1wJtnfX1d1zJ4zvd6vSB+r1KpaHmIz+z1ejnPMa6rUqkE6/7ZbKbv4fkObywu9/T0NEhqz2smuy4UCYVlmB3FOn1ra0teffXVXL0Yl5s3b2of8Ozd29vLrYFhI45fFPlk3jn2Ofwwn70PzQ2VBScwGAcHB2rUF198UUQWk0ckzCPD7qI8CezCttVq6SIQrmXsPgewWqSltFlJFOV3u119D4vTcrkcLLjQJ1adYhc/zhmHMnCTcU40dvsEUK8V6FhbW9PFO9rY7XZ1MYq+Ly8v63ewkWu32/ojg7aj7rW1tUAhtN/v648Rb1ZwI2NzzXl3rPJpkiT6A4E62+12sChmdzoW6uD8Ndzner2u32WXVhsYXCwWtWx2V4UNsRGAa0iz2dQfpaefflrrYnEV9AE/bLAzi/rgxwbjvL+/r7bkDQ/mI9w62WWCN1M2QJrnis2xORwOtS6+t/Ae+oprUYfIQkioVqvpQcm1a9f0WisQxZtrVoPjTSqDfzhxrxSLxeD67e1tPXjAZrBcLut30M52u60PWHsPVKtV3WhhHE5OTtT+ECt4+eWXA5GgNE1V+Q5lsKKqPSjgjSnmLG+kOacsyrly5YqIiLzyyisikldZ5UMGtB3j0O12g/xVaANszP8z+D0XsXE4HI6Hh+985zvBe3/3d3+nB4d47ff7uqbFcw3rkps3b+p6AeuhJEn0+cPhRFgnsEsr1nxYx3FoEtbFLBpoVbt5vYvndb/fD4RwWCkWzzzUVS6XdQ2G9XG1WtW1J28SUS82w7H80Lw+iuWxtJvFUqmk6+Jnn31WROaiNlgH4JmLg+VOpxMQDCyUiDVov9+PHryf9Vw9S/nUggmDB/2MdjdUh8PhcDgcDofD4XAEuGdm8X7Qn7aMRqMRMD6c7wzA/8yMcA49e+p+8+ZNPcXHCQqziiwsg7qRJw/SuO12W4UucEpSq9VU3ILZQ7BmzCaIzE8TcAIB1qZWq+kpCk5y6vV6kKMxy7JAZIRd9SyTFAvWrVar+nkstyLKWF9fD/IUoo2lUklPSZBbsVgs5kR30FdmhUXioiwod2dnR7+LU5ter6cnYtxGTseAV4whC/GIzE/SMB7srskyyHhFv1Auzy+8glFaWloK0ptUq9UgT45Ifr6IzE/LYGu0DQzY3t6engbi9Gx9fV3nIVIgpGmauw9Qrg2u5oBnK+pTKpXUJuzSizJg+/F4rDbHHGX2EXMUp2bT6VSvxzxaXl7W76LOdrsdMLEstmRdar/0pS+pxwEEAc6fPx+kuNjb2wvcw69fv64nfXAnYSYd38X3lpaW5OWXXxYRkd/+7d8WEZHXXntN+/jGG2+IiMh///d/65igr8yaW6Gh6XSqfeR8nphXmPu3b9/Wk0wwpxiPYrGo5aG9b731lrz11lsisjhZjTGBhULhY5883st1LnDjcDgcDw7f/va3o+//zd/8jYgsnn8IlTk8PNRnDZ651WpVn3t4rtZqtVxOZ5H52gOeOlgLs1gNfus5HRY8d/DMZXdRTomF5w/asby8rM8zm+JuMBjoegTt2Nzc1PUe1vq3b99WRpXFdOyzjvccltnLskzbgfKbzaayl1hzrKysaL1Yz7NIDbvXom6sA8CSxoRo7vX5+VFpCB/Wc9iZRYfD4XA4HA6Hw+FwBLhnZvF+7F5xUoET9meffVZ38Th1qFaruVN5kfxpvU1emSSJlsfxiTaJaLFYVKaDpfnxGU4WcEr/9ttva70slW9Fb5aXl7U8ThEgMmfWwKTgZKHZbAZJ21dXV/XUh+PSOLm9yPwUxsoas2+4ZZlisVzcJk5+ChbMJnotFApBQHW1WtUTIfiwVyqVICFqoVBQJhHtBXvW6XSUUYMtkyTRmFSUz2IrsYTwYI+Ybbt06VKuD7E0Asw2oq5Wq5VjgEUWfuv9fj9gr9I01bnH7B3ew6tIeNKFU7O9vT1NvYCTrGq1qnMOc+Xg4EBtx0yrnQ98ghU7zeKYRmsTHiPUyykg8H2OsxOZx0xYxrvdbuu9xEmEca+gL5iXg8FALl68KCKiDN9Xv/pVTUaPMXr77bflf//3f0UkHzeAU1Yw/pubm1oO2oZxu3Xrls4zzL0rV67I17/+dRER+fKXv6x9/d73viciIt///vdFZH6P456CbfjE0v62jMdjnQfoQ5qmQQqTZ555RllU2A1zcTKZaJ2ImXjzzTeDU8tY/MJZ4jQ/L5xVdDgcjoePP/3TP42+f+nSJX1u47larVb12Y1n0tLSkj5/sB547LHH9DsA60JYPYzDw8NgvcseMLxmxPMJ5a+vryszh+c2nnnT6VTXAYjTnE6nukaCVw9YPPQRsCI2/BwErK6ASFxckOMNeT3K6PV6ufQYqBvvsSeffWay+NzdPDc/Sk/gYeGhCtxYN7Pj42N58sknRWTh0sUDCIPwwguTHJsUVlbCIHOOOVZ2woBzHSLzjQbcGFHueDzWzRyL3lhXy+l0qjcjFvH4HruccnAxNgXYvMI+/F6SJLo5YVdHG7iLfvLNg2s6nY5OeNhhaWlJ7cQ5FbHZYndKtDsm1IIfGXZnsIHM7FJgwRsH/Og0m02tCz8mSZKobWDfYrGo7+HHi3MFoh2s7mUPIHhhz2XBjhhD/PiyqA9+OLe2ttQmrNCJelFuvV7PuSBy+RsbG+rG8NOf/lRE5vMYLiEQ02m1WloXxq/X62ldNsdlzO5pmgbjm2WZtg1ze2dnR+ch5hfQaDSCOqfTqc5VvFetVgP11q2tLXnhhRdERIK8gbu7u7k8k7DH22+/LSIL9+yDg4NAya3VamkfoF6KB47IQgCA1WHxe/Paa6+JiMg3v/lN+X//7//lbPcP//AP8sMf/jD3Xuxgh13dY/cnfscwRw8PD3U+Qszm8ccf1/fefPNNEVls0Gu1mh6sQPm01WoF7TjLNdQ3dg6Hw/GLDRyeiiwU8X/rt34rUFbn5wQ/Q6xYIIeeYM3Dm0xs0thdlXOSi8zXC/ibD8NRHl7x3Lx06ZKuDYDr16/rJpFzFts85JVKJdhM8Vof6wXO7YxDa7RtOp2qndCXNE31PdgI65HhcBiI+vR6vUAJPrYe+6hD3NgG8tN8lrsbqsPhcDgcDofD4XA4AjwwZtHuijkfIU4zTk5O9OT+8uXLIjJnH3B6gd05Tjp6vZ4yT3hlYRawQizlz+6U1p0RnzWbTWUdwGp84QtfyEnti8xZBZxKwOW1VCpFGUiR+ckFGBqU0Wg0tA6cjLDbLNsLduDycB1OZHCqs76+rvUDx8fHKtLDDOvdcuxYdnA4HAYuvWmaar/4ZMrmEpzNZsr4WLavWq1qe3GCVa/XgxQbHFwdO6WJuUly/kq8Z+cjn0Kx6IsdX7Tt6aefVvYZfZrNZoErK6dAYMEj9BWnVQBEg0QWp1X1ej1gf1dWVtRVI5ZehllXwKanmEwm0RMu2JDdo8/KV3R0dKT9gsT25cuXtX7cR5PJRNsOlvSZZ57Re8WK71SrVT21A4s2Ho+D9Cbb29tqX2beYV8w+TzeGBvcC5VKRb761a+KiMjv/d7vicg8pyHa/m//9m8iIvI///M/2i97b3GbcD8xc8uCVegDTi+XlpZ0DuG37eLFi+qmgzLQ3oODgxyjiPag3JgkdwyeF9HhcDj+7+Bf//Vfg/e+9rWvBUJ+d+7cUfbMsnKnp6f6rGOvOQ6PwvVYmyC8bGVlJSesIzJ/roEFxRoFHobPPfec1gtPq5s3bwZrdxbT4eca5zUUyacZ4zAQkfk6FWtxDuvCeyzQh7UGnsnseoq6OLdijLk9y8sObT8L/Fy/G1P5oOHMosPhcDgcDofD4XA4Ajyw1Bkx6VqAfYHBkOFUYzweq/gHTi5wCtHr9QKRj3q9rqcOYBY58T2YhtFolBPaEFmwmbVaTcUkmPmB6A5ORAaDgQqq2Dg6/hv1TKfTnLANrsFJBAv34AQEjAMnEWWRHrQFrA3qjKXJEFkwpXzCgT7idTweB7FWGL9yuazlYqyOjo60HWBD1tbWcv22fWD2Be3ByQ2zWLAJXvm0iBlA1AHGh8WTbDvG43Eg7MLzlxOzojzIUUNMZXt7W+cX7Lu1taX259hQMJs8N6xfO65fXV3VeQgBlsPDQ2XPuH9W1IjbDhtyOhD0ka+xKVem02kQn8n2xekd2t9oNLQO9HN7e1uef/55EVnEB965cydIIdLtdvUkE2PJ8Z027USlUsnF9YrM5yCYR5zkLS8va9vR3nK5rHUgfgPXf+tb35JvfetbIiLy0ksvicg8cP6f/umfRETkJz/5ibaNWXLYy8ak8thiHBC4f+vWLb33MX/a7baeVGJsnn32WWVg7e/Z7u6u3nuYU6PRKJf6517gjKLD4XD838Z//Md/BO994Qtf0DUwnjHwHNrc3NTnIMQD0zTV9TmeYZVKRdelWMOvrq7qsxDrm5s3b6qXFMqDNsN0OpV33303d/10Oo2mjIvFJ1odAXwvTdPcukJkvoa2a+HNzU0VF8Ra4uDgQG0TS8mHjGEaaQAAIABJREFUtRzWL0mS6OcxgZ27gZ/lH/e7DxrOLDocDofD4XA4HA6HI8AnTp1xt6TM/FlM9vVubOPu7m4u0Tu/iixiyVDG1tZWwKqwSiS+Wy6XleHAKQnYiMlkot8Fc1gqlTQ5NjMjVrW0UqnoyQrYAo5fs+qTLCUMsIoiyq9WqwETyr7QYD1Zohifgb2JpUkoFotBcvd2ux1IIzMDhL6y4ibsCh9ujknlei0zhWtqtZrGysG+zOoyy2TTemRZpnWgXDBws9lM+8LMIp/6iMxPlaw6FjOQYLARR/jOO+9oGg2kL2i328rKoQyWkwbrWq/Xc7F8Igt2slwuqx04tQtO3mDnYrGoJ2KsFAtYlqlQKASnccz0YhySJMmlLgFsage+j63sdaPR0L7Cfr1eT+9VzCmW5sZ1GNssy3T88V6j0VB2DfPs9PQ0iJnc2dnRFBtgZN955x35z//8TxFZ3NO/8zu/IyIif/Inf6JM6LVr10RE5J//+Z81LhB2LpfLgdJysVjMpV9h+2ZZFqS96HQ62lfYI0kSjdEAq7y2tqbfhfIbYmQPDw+DdDePymmjw+FwOD7bgAcVA8/XarUarJ1rtZo+r8Gsra2t6VoG67F+v6/PPXgEtVotXb8+9dRTWofI/LkNTyA8V3lty2tL9qDD9byuYbCGAnt+oV6s9y5evKh9ZE86rGHw/EXber1e8B57ZsU8LGPP7tieKKYx8Gk+9z+xwE0sf9dH5QOBAdkl0gbTzmYzXVizoIrIfAJiEjAtbBdvnG4BA8lSv1jgcx48m2NmY2NDF2icFoEldm3/0AcWkwHY1RLv84S2qQ94k4nPJpNJIPjBk5EFe/CK6zl/IeqHiyq3D5+hrOFwmJMmFplvJLCJQp/TNNW2sOurTbHBmzXUiTYeHR3puPEm026E2G6oEz9I3D9sHPiwgcvAGLIwEgcpc9tef/11+eVf/mURWQRjTyaTXLA03rObtH6/r3ONRY1E5uPIuSpF5nPW5sxMkkT7za4Ydr6wqI+9fnl5OUgfs7q6qvOFU42gLWgn3Etv376t44aN8XQ61TFnsSfrVskpWmBXlFEul/UBwnLX9jeD5a6x4fvKV74iv/7rvy4ii9QS//iP/6hz4hvf+IaIiPzxH/+xtvFHP/qRiIj84Ac/EJG5PDe7DcMeeEiySy/aZ3+fut1ucMDFUtw4THrllVfk93//93M2b7fbamO438Adh9OXsLu4TZ3hG0iHw+Fw3A/gWcpA3uE/+7M/0zRYHAqFdSYOaI+OjgJRmGq1qm6qWBfi4Hlvb0+fa1jHFQqFXGiTSP45zKm88DmHuonkU8BhjSKyWCvj0HZ9fV3XPNwmK0yI9Vyv1wvEZnhvdK8bPbupfBSf5e6G6nA4HA6Hw+FwOByOAB9b4Obj7nhj9Cp24swQsTgLdvZgXMDa1Ov1gEUcjUYBCySyOFHAZ/1+P5eEXmThYthsNlXqF3Vtbm5q+5htskwOM2roA04r2NWSxWosAzmdTgNmMU3TQIyEhWjA9jETiOvRz/X1dWXXOF0J6HVuGxgUsCA4hUmSRK+Hm9xwOAyCevv9fpDuIZbigcec3UTxPz7H2LPksbUb94vHxboFdDod7Steu91uENzMbr54j90NwPSwSwauZzdYFlmBbZgt475nWaZjhHZ3Op1AnIaFflBuqVTSv2MMfcx1A4CLycbGRm5+ob24NzD2sMfq6qoygJxOA0w/5sjq6qq2DWXw3MeYIph8fX09cGvZ2trS+5HFhXCi+Zu/+ZsiMg/Ox+klTj7feustefHFF0VE5Nvf/raIzBk9kbmry7//+7+LyOI3oFqtqr343rLpVUajUXAd+jcYDPQ3CLbZ2NjQPuO91dXVnCCTyNzVFKexV69ezZXLgl2MR/H00eFwOBy/2Pjrv/7r4L2/+Iu/0OcU1gN7e3vKNmKNdv78eQ0Bw3P7gw8+EJF8CBl7mdl9xGQyCdKF1Wo1fcbiOcxCjVi3wTNpaWkp57EkMn/Oo71oW7vdDsQFrQcat5frvdd9072K1H2acGbR4XA4HA6Hw+FwOBwBPnHMosjZu+WzRG1snF2lUomyHvZkAbv54+PjQCSHT/9xcjCZTAJmiJkWxEmBAXvssceUBcFJf7fbDU4T2G+ZU1fw6YXIgkHo9/sByzUej6NpNyxrxgIlLNNrr+f3YsG9LCAiMj9xAfuDV07kjjaBSSmXy1ouTlPG43FQF8fPsbgRygFLgv9brZYyKWB3ptOp2pUZUSuWxAlOYykeEPMFdpT923GdyIJF5YSvlqlEe2u1WiCa1Gg09DqcZLXb7ZxwkMh8rlj2m2WcWdAFddv5yywirmc7WKloZvGYxbRJcwuFgrYN7d3b21N/fTB6iA98/PHHc2ynyPy+wHWw1+3bt7UtaHej0QhiV7/+9a/reLz11lsisogffuaZZ3LssMj8VPJrX/tark0nJycqZvP666+LyDxQ/Q/+4A9EROTKlSsishAmevPNNzV+MJbQF54BxWIxSHPDMbyWJeUUOIjhvHTpktoc99ZTTz2VS6OBPiBdi20bey/w74MVz3I4HA6H49PAX/7lXwbvXbp0SdfbWA80m01dkyAtHq6JeQ9mWRZl3mxsY71eD2ILsS6q1+saq3j+/HkRma9LsK7As7zf7yujiHUeC+dYjzpGbK/xi4Sfa7N4FgqFQkC/Li0tBTkSV1ZWdGHGLnuYLOzeJTJfuLJypch88WYHZjab6STh3IdYjMONDu3Z2dkJhCnYvRVlNRoNrZ8X6dYFEGUMh0PtFwfrWuGRSqUSKHNykCyLsqA8dt3E/1iUoqzBYBBsYEulUuCa2u12dfHKm3DYAWPE/cKin12E4drImxnuj8hinDlPD4RQ2OUVG9Msy4KFcrlcPlPUYzgc6g8PPmOhId5csnouvos+4ocFfUe7RPKuoXbDcHp6GgjArK2tqZ1sDj3e8PHmyua9nEwm0YMVu3FjJU+0Ce3hnIqw73vvvafl4keSlcNwryAgvV6vqz3x3vr6urz55psikt9IA7Dzzs6Oup1izJ944gkRmW+QkHPpmWeeUXvg3n/11VdFZO5yio0uVNN+9KMfydtvvy0ii/viG9/4hm5EUQY2lFevXlW7sfuy3dTx3AOyLNMHjP2NY/dhuMq+8MILwaEPCw1hM3pwcKCbWbSNx/ZRDnx3OBwOh8MCm0FGs9nUtRHWHLzGZREbvNr3WBGfVfJtLmw809fX11XEBi6wrVYrJ54pMl8XgcTAuoFzKcYUWO1GNrb/ude89Lacj7rmYcLdUB0Oh8PhcDgcDofDEeC+Mou8EwabgJOARqMhFy9eFJEFW7G+vq4MBq5jlgtlcFk4RQCDMB6PAwn5yWSizAYYHbRBZOHmhu+1Wq0g3QW7P7ILIz7He5zmgEVv0B57ElGr1aIsAYuWoCzrZsb0NovjsD34vZOTE72e3StZgAewLovMSLIrJrdRZGHTra0tLRf945yDnFJBJM/U/cqv/IqIzBkdpDSAK2mapkFORU7tYMcoy7KcayzbSmTBFDYaDWXc2OUU33n55Ze1XyLzFAsYD6RPKZVKOleBYrGo85vbhvbZnJFpmkZdGuzc5zyEALPU/J5IXEa6VqvpuIKVu3btWuA+XK/X9SQNfQUL/+qrryqjCFu98MILem+/8cYbIjJ3Q2XZapE5Y/irv/qrIrJgJXF/pmkaSFvv7+8r+8z2Qtt//OMfi8hcphvziU8ScR1SaCDofjqdBqd27IrNTCy7PovMx8GmNQFL2+v1dOzBsrPnAcZqOBzq6SVOXq9fv642t6eo3NbYew6Hw+FwfBbwL//yL8F7WA+MRqO7snd2rS2yeP6maRp4yGE90Gw2c3sBkfl6B+tRrMH29vaCPNbj8TiXCos/s+Xx60fhbrnquQ7O4/xpwplFh8PhcDgcDofD4XAEuGdmMSYFe1YcDTNgHK9j30uSJCi3Xq8HO2ptLDE5zOjY+LVKpaIn/Cxawekg+PrRaBTEBzJ7hjKGw2Eg1zsej4O4PIBjEYE0TQPGcDKZ6HUoPyYIxHFrYIi4vTbtw8nJSeC7XalUciIv+C4nlUe/UDeLsYjMmVmctEAkJ0kStS/A8aS4DuIdlUpFGV6wRxcvXgxi6k5OToLxHY/Hageb9mE8Hisbhti22Wym9XMMKbNwIvPAZ7ChYKpQxtrams45Zl3xHp8qgW3ldBpWJAh2rtVqwYkUJ6EFSqVSkMaB54Od0xwLCdRqNZ0bYG5rtVqUaUZMIcdAAjatx87OjjKwr732mojMmTLUgTF99dVX9TrcP5DM3tnZ0dQWiN07PT3V+ECWxIb4zu3bt0VkPs9gV5xQbm5u6lzD9SzahL+ByWRyT+ldOL0K5hTmAHs0wM6tVkv7D1tyChzMs+Pj4yAtD8P+Tt5vxGS/HQ6Hw+F40IDXTwzr6+uBrkOxWIx61+E5jbUo9gHNZlOfa1i78poGawl4IYksnsOsRRB7RscYRfsM/SgWMQa7fvu0cU+bRe7o3QzCCxqb443dOrGQOjo60gUUK6DaDRtcVVmxEAvbwWAQiHyUy2WdNFAl3NnZCQRgmNJGGSxuYRU0Z7OZlsuTxtLDbBe4rbJLonVjm81m+h4vaNk1jtvNbedNo91U9Xo9XcjClpz7kTcfvDkUWQTycu44dikGcHONx2NdFPPGCIt4LPpxo164cEE3i9euXdN2oG0oK03TwD1vPB7re9josKAR7MrCNnbjzYHUuH4wGOgcwZyD/ZaWlrTO4+Njtb11H+Z6bT4+kcUGA3ZZXl4OfoBiLtDValXrYvEb+yPGG7mYGiqL+YjM7w+4TGKct7a21DUY7f2v//ovERH54Q9/qPfUk08+KSIizz33nIrTQMBmZWVF8xzCpjdv3pQbN26IyGIefP/731f7Qg0Utrl27Zr+2H/uc5/T9mAziTLg0iki8vnPf15E5ips2CSiX5xPEzbkTXbsNw7fxfwdDAZqEwTno4zV1VXtK48LqzSjf3wYIpJXPMV4xTaGsffu5+bON4oOh8PheFSAZyRje3s7yDHN+cKxpsF6ZHl5WddheKbX63V9JmNNNxwOdS3HKuf2gJwJLbufiKmhflyRupjr7acNd0N1OBwOh8PhcDgcDkeAe2IWP2onHNsxW6YuSZKAPeMTfmYTmRESWTA1aZoGLEGSJIEYSKlUUnc3SPPXarWAIWPXNpsSg11kuXwWHDmr/8ymxkRqYmkfrLtbmqZ6csJuu8w8ikguJQO+yy6ali1hFzg+sbBS/rG2seueFZFJ01RdCnF9p9NRJgssIlxEOf0GToN2d3fV7ZNTc9h0Kcy6gu2DPZIk0TpxzerqasDEiuRdn/GK+YqTKZZlhsgLmDU+hcJ7WZapWy2PB6cTwXWAnSM8b/j+sExh7MQp5ibBc5bddUXmLBczbmgv3HHZriJzF1EIx0CcpdFoqAsp3D82Njb0vgX7/NZbb2kuReTWBMNWKpXk3XffFZHFPEvTVBlmtO3DDz/UMWdXaLCcYDg7nY66lnAaFpH8KR/A3hBsXz5dFJm7xtrxxZzZ3t5W1t3OLZEFS723tydXr17N2YbrsC7xsVyqn8StxYJtwHV+3EB9h8PhcDgeFvi5CTSbTV23YT2ANVuWZfosxzO6VCoFnm9pmub2BSL5vUts3WBxr0zgZ+356syiw+FwOBwOh8PhcDgC3JfUGTH/XCtSUyqVlIWJ7bw57tCebOPkHqcEIgv2YW9vL2BcmAFDuSzJa8VAkiQJEp5zzKI96edyi8ViEHfJYBYVbWQRG9Rl2T6Oz+R4O2sTZp5s/Fqj0QhYWmY2mX2yJyRglBqNhopwsKgQbAhms9/v63Ww22g0CoRomHFBe9HG4XCojBZYo9lspt9lxpDFWNhuLFSC2LZms6nMJrNsaCfYq+eee05ZK5xcoW0XLlzIsXEi85g6JIvnGEswT2DP0Ab+Ls9xKxU9Ho8D23BMKr9iHth4XP6bxwBzA/bodDraXpTVarU04BzJ5Z955hkRmQuygFGE/T7/+c8rs8jsOk7w0I4nn3wy8Dh49tlnRWQek4h7BXGN29vbelLIMQUA5kOtVpOnnnoqZ6/9/f1c6hbY0OJuLC17MqD+/f19nQfoH9jwjY0NvR84lpgFp0TmDDriKVmS27bP02Q4HA6Hw/HR6HQ6yhBijfKHf/iHIjJ/ltrUb0dHR7rO4TUY1rEoq1gsBunbgJgnzv2IN4zFPX7auK95Fhk2VxjnSOTFT2zjggHBAGEByAGpWNSLLDaRMO5gMAgW+1h0cl1oR5Ik2jYsYkejkS4K2X0N9fJmyYqRsEtrbBNmN6uz2Syn8oTvon7eQNrJh/95I8BBuOzCiuutQivXhbbDDisrK7qgZareHgZ0u121DeeqxA2KBTNuxJWVFa0Di/okSXJ1oCyr+DkYDNTWcFeNqdNCgGQwGKhbMgc5Y0HPQdH4HJsDPoDADxDcMNM0DVS8arWathd1Hh0dBZtg/tFBHdj8nJ6eBhs9DrIGON8k5wSyYNdqXAcbDQYDdd3kHIH48fze974nIot77Pz58+pq+ru/+7siIvLNb35TVUhZgAp9xMb0lVde0U0n7MHzGeqpCEovlUrBQUWhUMjZSWTuAgw3YHzWarV0zqEdLAJk76PYjzO7FON1OBzmNr8ii3Gu1+s6p3he2vYeHx8HKrrcHvubEXObvd8PEv4t8s2pw+FwOD7r+Pu///vgve985zsiMj/4xT6BswBgHcsCk7H1At4/S+jT4l6Fbe712ocNd0N1OBwOh8PhcDgcDkeAB84sgsEYDoe6e7d5/kTyIjLY0YOh4lxvVrZ/f39fvws2CPWJLFwRV1ZW1BWQ86KJzBkMK/zBiAm7AJPJRNkwK6vLLB76MplMAop6Op0G6SzG43HgXlsqlYI8iAybcoRzJMZcZC3Dye+hrGazGVDwe3t7ypBxig3YgdkuZmVF8sJEYPTY5dTmsZzNZkEey0KhoJ+jfrYV2s5l4W8W+rFpOpIkUbvixAkiKaPRSF1I4XaYZZmKsoBtLBQKWtfly5fVhmifdUMtl8s6vsxegZlixFLE4LtgrTjdi3WxTJJEBYbOnz8vIiJvv/229hkM2fb2ds41mNv2a7/2a3Lx4kUREXnppZdEZD630S/c291uV90u0e4LFy7oeD3//PO59v7kJz8JGMB2u51zfRaZ37tgjFHu9va2/v3++++LyNwF2JbHc9vaht1J2HsBvynsSYCxgXgWXE+ZdQTSNA1Y9YODg+D+Zdd9ICZAw9ffCz6KKYzlb3wUTzUdDofD4fh58d3vfjd4D95Mw+EwyLccS1EWS5PxUXkWz/rsswJnFh0Oh8PhcDgcDofDEeC+Movsb2t9b6fTacAYTiaTgMniuCorWDOdTvXUH/FVSZLoyT1Yi4ODA2XDwHZdv35d2QwwWii3WCzq32AyWPQGbSuXy7m2owywBDbOjP2cOTVGjIFEH5jdsGwcxztaRq1SqQQsAbMV/GpjNguFgjJCVjClXC7r37i+Wq0quwPGCe+LLMRchsOh2t/Gcq2uruZsKDJnoxAbh7kyHA6DOMpqtap1WVa3VCppugIwhvget3E4HOZSa8CWsCfK4FhaTvAqMmdE8V2M0fHxsX4H7507d07LRXsRQ8uxfTyPLOtbKpUClpZhxznLstx4ARBlYTsj5QmnrAB4LEXm433lyhX9rsicnQSziD6cnp5q/RzTZ1PUgFX+8MMPVRAIjGSWZTr3OHUF7lHYsNlsqmAMM6z2FBBlsBQ2i1jBrri3Tk9Pg/iFc+fOaX9gQ9i01+vl4hzwHvoFO2MOiITeCCJxwbBPehp5L6xirE6Hw+FwOP4vAB5kDKwR+JluvbvYy429lWLP04/jxfMoMpEPxA2VF168CMKGAa/sksniN9ZNkxUQLUXM7nrYHEynU12goazd3V1dNEM5kb/Lddj28gbOCtFkWabXsfunLYO/Z93d+D0stnmC8gI7pm5qwRQ55ybEayzPI+yExTk2RNwmbBy2trZ0wQ47s214I4DNAPoA90d2kWWXU5SLDR7bl0VssOBGGbBLtVoNNv7sdoi+FAoFXeRzG+E6is0ivre7u6v2wPWVSkXdOuFiCDEXfu/27du66cDnmHtsB9RVqVSiAlEWaZrqOEF0BnbpdDo5u6J82ASb3O3tbZ23PPdwHTZOvHlHW+Cief36dT08wKZxNBqpfTFvuC0oF/XwoQDqWlpaCjaVg8EguPd7vV6QQ5XVhO3BFed3ZTfU2OEFysXG8MqVK9ofjBv6wPk/+TPMHdwr4/E42Nxz22N4EAI39yNXo8PhcDgcv6iIPZctoSUSX0+f9f9HgUmdRwXuhupwOBwOh8PhcDgcjgD3lVnknbV1r0rTVE/scTLPAihAsVg8cxfOLEyMcQErdu7cOT3hx2n+bDZTaX6cBoBhXF5eDkQwRBbsBwuKACijXC4HeRMta8F/c86WmBsYf8cKXmRZpu+hr9xuy3pOJpOcC6tIXugmJipkc0ZmWaZlcIoHMEhgz+r1esA2lkolHWu4q4K9arfbAUOUpuld3UrR55OTkygriXYwe4hXy1CVSqUgjcTq6qoydWDNwAgOBgNtB4sR4buw1/r6eiAmVCgUgrqYJbX3QJIkuRyceM8KDXEKCIwRymfWiFlV2BfumsViUd0qH3/8cbXR1atXc+VijNbW1vS7SCWyv7+v9XK+ItgQbqWVSiVoL/9OsJsx2o3rMG6TyUTbi/kwGAxy3gqwgxVL4jQ9Mc8H65qKOS6yYNrr9bqKbOFzvK6urmo72O0Y9wgztzyuIvFTyXt1E/15XFYeZaluh8PhcDgeNfA6/SwPJn6PcTcXVRuW9yjBmUWHw+FwOBwOh8PhcAR4YDGLFsPhUJknxG2VSqWAteJYPeyycVo/Go30OrAP9XpdWYejoyMRycfPIW5qOBxquxDMis/q9bqWhxP/4XAYBKQy68mfsYAKf1YqlfRvZo8sszgajaKnEzaOcDAY5JLVMyaTScC6jsfjQOSEGTVmQjl2SyQ/HvgbDEqn01GGCuNXKBRUAAYJ2kejkY6NTaWSpqmyjtxPtI3nBbO4IvNxA1sTm2ucEB2wsbEcuwn7rq6u6hy9c+eOiOTTrGDcONaR405hGwDlN5tNbTs+BwNXLpeD1CA8RqiT5xIDbBXXKzJn8awgTqFQCISfTk5O5Ctf+UrODicnJzmmlD/r9/vyxhtvBOVa9p3HDUjTNPAIwL1Tr9d1jGJjj/cqlYrOL9gtyzJtL89Hy/DGUsRwHKNlFLMsUzYZLOkbb7whX/ziF3NtZwYTbQIj3el0lFll1tfa5qx23gs+KSsY+96jGFjvcDgcDsejjLs9T1mk7m6s4aPIKALOLDocDofD4XA4HA6HI8ADYRZFQrWgLMsCVoUl7DmxpWUZ2Z8Xp/hgjyqVisbD3bp1S0TmJ/iWaZhMJsoSsLKjSJwdLJfLATPDkrislHpWSgOOceRE8Ta2kRN0x2R6uQyrJhljAFk9FYwQx19aeX9mYllVVCTP+HCMI95D23u9XjDm1WpVP0cie8SNHh0dqd04PQKuRz+ZIcP8WVpaCtQ/YavRaKRjCeZyaWlJ5wPq4nFAuzlGDWWABWe1XNhqbW0tGMNYv9gmNua0UqkEfeD+27hVBqvo2rbxCRWzeHifmUP0+8033xSR+Vii31BNZfYebCvKWFpaCuJ2ue2xEzfML9wjzLYxy425zGlIAJS7vLwcxGyWy2X9nFOBnFVXlmXaR9ijWCzqOKGvKysrQSwzflcKhYIyimAiDw4OtFzYI5YyaDqdRr0WzrLf/QD/njzKJ5oOh8PhcHzWcDcPIkZMn+RRwwPbLFpkWZaT1RfJ511j8RvOFSeyWABzrjkszk9OTuT69esishBRqdVq+jkLbmDBFwsita6hpVJJv8ubW970ieQ3kPxdwC5UJ5OJto1dGO3ildNesEviWSI6pVJJ/0Z7Yy5lpVIpKnaDxTYWu3C15A06C5Dgcwh/8IYTaRQ4FYZNf1Gr1dRtGIvtUqmUOwSA/eByynbgcrjd0+lUy7148aJ+z7qhsqgPymW3Uryin9VqNRBlWVpaCjb0KysrOg6wTbfbVdEf1IVNGOzESNNUxxCbKnZL5vlrN38x8A8R+oB+nT9/Xt+DnZeWlnSjze2EjVAe35e2L7F8qUmSBJsTFt+xB0dJkuj84d8JbMRg31KppOMfy0tpXbz5Ot4sogx2nUb/kfKl0WgEbtGYg8PhUL+LNh4dHQX3MbclJmLzsDZu91p3zG6edsPhcDgcjo+HuwncWCLnUYK7oTocDofD4XA4HA6HI8ADYRbZlZSBU3ewLOfPn8+xOiLz03qc1LPblkheSh+swdHRkbrxccoIy0py6g4AwhPdblfl+Jm5Y/dQkTnbFWPlbKoGgAVp2D2Q00Kgz5YpHI/H2lfYoV6v5/rIr2maBmIgzESCNWFWkNlMKzTEbYQt0d56va6MC0Rt1tfXc26XsC/KBeuLcjc2NmRtbU1E5qkX0E+b1Pz4+FhZNrieDgaDnAuxyIIBm81mej3KwNzi67mvzPJYphCs5+bmpro5o7xKpRLMx/X1dW0Lj41NTcJz3J40sbALuzhjHrBYkWWkgRiLxUwk5mWr1dI+gk3kFBdIk8Hs7sbGhojkhadYCAjX2cTzWZYFNsf1/JuBctM0VZYYXgnVajU4fet0OjoOnCbD3md8j1n7pmmqfzMzDPdpzD12lebxFZnfs7AX/7ZYxvReRWQeJnN3Fnt4VlucVXQ4HA6H4/7Brj8fJTiz6HA4HA6Hw+FwOByOAA8tZjFJEmUHcOq+sbERJMzu9XrKLNg0CpVKJUhuzoItzBBZBoPFQPAe2JBOpxMk+uZYR7SHWY1Ygm/LloxGoyBeidkdfs8yQ8yOMjPCLAb6iv5ZJkdEAraE2R0wVJPJRJlHXM+vYCIEwzR3AAAgAElEQVTBBFarVWVaODUI7MTMC+ra3d0N7AY7oNwsy4KY1GKxqHGMaC8nqLftLpfLuXhLlIW2cWoHG7fGsY2W3e52u0Fca+wUiO3LfUU5VkiJ227bw+DUHSz8FItdBWw55XJZbcn3AJhCsMTD4VDtzykg8D22ocj8XrSsOqdtiaWDsTbitjKrCUYavwHlclmZUI7RtfHCMRtybLFlnQeDgdYFrK2tBalDRqNR0Af8rvX7fbUTyhqPx4E3wFnxfg9a0OZucKbQ4XA4HA5HDA98s8gLRrvI5s0Eb6rOWkgmSZJTzhSZux9igRZbILIbqFVnZIEOK1JTKBR0cxLLARlz7YupoWIxyiqN2DDcTXhDZKH4isU5u8ay+xyuscqNDO67VVLNskw3zjHbW2VOtgPqGo1Ggdtso9EIlEbhVsh1sFsn5xUUmbtG2k1ZqVSKbpZhB2xw7KKeMR6PcxtMkflm1Lousguldf3Fd0QWm4lCoaC25M0qxsnakPPvxFw4gclkEmwMkyQ5U4mX5worsNo5srS0JJcvXxYR0U3j7u5usHFCe0ejkbpa8uGEFbMZj8fRDbKd8zyX8F3eoOI9bBDr9bq6y+K92MaUx9zWmaap1oF74fT0VH9HOOcqxg19SJJE70seX5H5hhbCNpwH1B5cnYVPumF7UJtM30A6HA6Hw+FwN1SHw+FwOBwOh8PhcAR4qMwi/sap+/HxsbIDDJzmW3fN4XAYMD7ValVTJODEP8syrQMsSJZlymJYgYwkSYJ8eZwyghklK5zD+dys22ihUAhyOpbL5WjqDuvKepZdwAxZsR4G54C0TBmL3nDaBfTVuq2maarMX0xqH/ZqtVraJnaX3NvbE5GFyy/cV5lBRhvb7bb2D2kROBUFM6E2jUXMxRDt6ff7Wi5Yo16vp2WAqeLcmvZ1NBoFORLxPbZloVDQcln4yLqQsr1tWhFODYL6mZlnl1PLSt4t9UGhUMi594rMXS1RHnJgcm5Am8qEvQE49UiMhbJjw22z9zbPVbipHx4eqljQ9va2iMzToSAHJFK0sBssM4v2fgTSNNUx4pQx6A+PK+wFO/D9A1YSLGW321VGFu+xQJRlXxn3KnoTgzOADofD4XA4HhScWXQ4HA6Hw+FwOBwOR4AHxizaGECO88Jpfq/XyyW3F8mf+gM46S8Wi0HM3nQ6lZ2dHRERefzxx0VE5MaNG0FdHHNm48E4FQNYnpWVFW07WJbpdBowGCxoYpkDZo1YMAXXcYqAWGwUmAsWZ4nF2aEuTm0hMrc5ymAmxyZTLxaLWi8YQHyv3+8HTF2xWNT3YLd+v692YlYOsYosjoPPcD2YpHK5rHUgfu7cuXNaB8oqFAo5O3HbOGUC+tLtdnOpD9BuTicC22PM8V2OQYO9MJaVSiUXywc72PjP0Wik11nhnEKhoH/H2F/+DGMeE8kBmDVHv9D3RqOhcXkoo1KpBKIszKJadq5SqQSpI+z9hOvwObOjgP194L/RnuPjY723X3zxRe0L5gO8B9I0DX5H+F4F+LfAimfxbxHun5WVlZyXgEh+7mPOYf7u7e3pfMH30jQNYqXPwi8SQ/hpivU4HA6Hw+G4f3hoaqishIjX8XisC08sEOv1ui6KsZjHIq7RaAQuZbzwgzsqLxSxweB8Z3bDxRtZuJvV6/Vgs5imqX6H+3KWe+tsNtPNAV5ns1kuv6JIfrGNOjnvG8BqrGcJsXAZXBe7fNoFMLvXWgGWmHBNtVoNNou9Xk8X79g4FYtF3SSi/6w+ace3WCwGY8Sba+s6yN9lV2Es9tGOer0eqKdyXkrOl4cNAK5jxVxcz+3FfIHNWS0T6Pf7uVyZqIvrFslvpqw7MNcLW7JIj3X1HA6Hamtcv7a2FsypSqUSuH1z/kbbTlYVjuVIZMEhFj9Cn6w7Lucyhcs4RJDK5bJudGHn4XCoyroYm2KxmDu8gd34d0Zk8RvDdkUZpVJJXV5ZoAk2Z/VlzD+8hzLa7XYwp/l3Dzhr02yvu9eN1qO4MXuU2uJwOBwOh+OTw91QHQ6Hw+FwOBwOh8MR4KExiyxwA4CJEpFcugErIsM53sDMIJfeaDTS03wW5YBACrNAloUBs8esAlxemcEEMzMYDHJMCMqAu59lHdmt0jIfInkRG9SHzzlVghVWQVssUBe7i6L/MTdUFvewzBTnTESf2U3SMl/M6J07d05E5iI16ANcHDHmnGeRRUlwPTPCnJoAr5bJArIs07HHK1gpEcmlDbGMcKFQOFOUhQVT0I5isRhlePE3rptOpwGby+xoLNfg3XIuoqx+vx+4ZTNTie9eu3ZNRETu3LmTY8hE5sIxYO8wj5mxtPOWmfxYTsdY7kmA73+0G+MxHo/l1q1bIrJw/W00GjoPMG8qlUrg5lur1bRffH/Z1Cz4rF6vB/27dOmS5lpF22q1ms4dFhCy5eL3qd1uB27RLEx0t1QuIh+fjXsUGUWHw+FwOBy/WHBm0eFwOBwOh8PhcDgcAR4Ys2hP0cvlcpCcejabBawZJynnpNsiczbGxvkxy4VYp9PTU2UCUEa5XA6YOmZBrEDGeDwO0i2Uy2VlQlgQx17HdQLM/HAyc9jDxh6maRotB+1jURaUa9mdWEoDTrfA6TdiDBJeLVs0nU6DcpeXl3MiKLADrgMTCuZ2Op0qMwNbVqtV7RcYpdu3b6t9cV2r1VKboDxm7FDGY489puVaESK2KadFAIOF+jkFAsplkRrMBxYjsiI5WZYF84sBW3PaFisaE0t8z3MJgI1qtZqy7xBguXPnTjD31tfX5cknn8yVm6apjjnbSSR/fzK7G2N4ObUGXtFH2JfFiGB7XLO2tqY2xDhwzGQsTpd/WzAmVjyKfzMw9ufPn9fxBWJpZnj80E6Oc7XCQMwschutvT5J6gxnFB0Oh8PhcDxo3NfNYizHG8CCE1hcra+v62IUrlzNZlM3ADanIKtKstiIzXvGufZYGTQmKCOSXzwCs9lM62WXQSsAMx6PtV4sNtmV07o1skokNkucczDmTsciI3ZDxhsI9I83E+wKibbFxECsKySuqVarOg5YWLNLL+fcs/1PkkS/Cxc/5Mbr9/uBSyQrfsbEbIBarZYTY2F7LC0tqRsscvOtrq5qXexGDNvxhhubEoitxOrnxT/nUoQdYu7A1nUTdbLLJ8rigxVWro0dwNhNKI+LdR9mt2BszN566y3tF9xROW9hDCx2g75bt2CeZzHlYOtaPBgMtE1o75UrV+TSpUu5946OjoL6J5NJTlgH5eK+tCq2WZapnSDA1Gg0dOz54ArtY7Ee3Ld4hdssK58CH6UAez8R24Q6HA6Hw+Fw/DxwN1SHw+FwOBwOh8PhcAR4IG6ofLodyzHGeeI++OADEcnngltfXxeRfGoHkTwbxeIkNmVFmqbKDDHjxPkSRRYudpxagRlDdtNEe5gFwyvaCRaT3VwtE8m24JQCVigllr4gSZJATCfmSosyxuOx1sVMnXWVG4/HWo51qWW3O2ZJ0B+4OrIrbUycBWwx3A/ZlZQZYWbo0D+b148ZHMuolUqlgLltNpsBszeZTII0JO12W9sHwA5pmgY5K2O5O3mOMHNq3YzRJ87xyayudVeN5TJE2dx/ZpzBlKG9W1tbOr7sZru3tycii7FnZtOmzmC2mNOy2PGoVCrBPMuyLDeXRfKuxciTCrfYS5cuydNPPy0iCyb08PBQbcdz1NqBGWHOi4nrbU5Fng9gG0UWc4hFhaxrLLwi2EOAWUTrIsufn/X/J4Gzig6Hw+FwOO43nFl0OBwOh8PhcDgcDkeA+8os8gm6ZdSyLFMmgOOwwCbgpL9SqQQJ4nHSz+wKi2bY5NuHh4cq6oG4NRYesbF9Iot4PI7343YCYFiYBcJ1lo3jPqPOLMtyjCJeOUYQ7YkxkDaWjGM4Y8IjVl4/TdMgbo77Z8V/UPdZ4PQjXI7InN2xsWmoc3l5ORfHKRKPeeVUDcz02nYy68hpN0Tm7BHsyiksYH8wQ/v7+zpvOO4Sr/guGCVuD2zOaVs48TvHRYrkY/ZsSheOIWU7ACwaxMIvIvn0FwDGqFKp5JhrfM/G4CG+lPvIbbNzisWVAL5XmfUFwM6xMNDLL78sIgtmsVAoBKxrqVTSvsbahH7PZjNlDTlFDfqE9mGssiwLYgqr1aq2GalfBoOB9gd9QBuZVY55VNwNHm/ocDgcDofjUYQziw6Hw+FwOBwOh8PhCPBAYhYLhULA3pXLZWUMLl68OK+8VJLd3V0RWahkTqdTuXHjhogs4txWV1dFZM6CgCXAaT6zZ6hrNBopqwSWpF6vKzuAU3+W1mfmArDS/5ykG3UOBgNlZMDycAJv2IHbiOs4/QZi/5gFsfFwnALCxvHFEp6naRpVV7UqlbVaTdtpy61Wq4ECrUioxsqADavVasAWwlYiEjC9s9ksYMh6vV5UcdSOObPaVqmV+8UMK5ghtKnVagVxqhyDx7G2IvPxszF9bBO8rq6u6ryxsZOx1ApcFjPdNh5vMBjkxkkkn9bD2peT18fqgD1WV1eVcbN2nkwmwZyLpQOJvcfKurg/Uc/y8rL+PmxsbGi70QcojnJKDla45Xsf30UcNMcb4hobR8gMOsd64reHFW5xLa5j5pRjV60dnDl0OBwOh8PxWcN92SzGXCOtm+D58+flc5/7nIgsNov9fl83hFjsHh0d6WKYXQtFRM6dOxdsdEQkEFbpdDrR1BnYhAK4ZjAYBHn4OJ8bruP0ENg4VKtV/Q7cGbEozbIs2OhMp9PA7TBN00B8ZzabBSkCsNBmm/CG0qb/4PLsBkYk795qN0nspmiFYEajUbCRzbJMx40Xz7A/7IUFfL/fz22YbF14rVQquYMB2y8rmMIpG3DNcDgMcndOJhMdL4ghcXoVADZfWVnRvzk9A4RX+LABrqwsOsNCQPzK48x94JyLgE3JwW2xduFy2cUZmzPYHn0XWWyoR6ORttfOG960chvsxrRQKARjw5s0bJ4x7wuFQuBSXK/XAzdmFhVCO9I0DVyDWcwHZfAr/sYmlN1W+bcFc4RdxvEext4KcaE8+/fdNou+kXQ4HA6Hw/Eowt1QHQ6Hw+FwOBwOh8MR4IG5oeIkHgzF888/r8nSwWqkaapMxOXLl0VkznSA7bCudWmaarn4HrOYOJ1ntzRmE7hekTwrxm3Hqy2X2TN2T0S/wEygvIODgyAVQ61WCxiMwWCgfT46OtKycB2ziDbFBxi72Wx2pgulyGIcKpVK4HbY7/cDsRkWD7HMYsz9MUkStQ1sXqvV9LtwLUQ7jo+P1U6wA7sAoyxO1cDXs8AQt4PdD/HeaDQKmLpisRgwWewODPdDCDBtbm4qE8surfibXT0PDg5EROTq1asiMp/TYKEshsNhkDaFx5KFkSybzPeDdZHt9Xrq2g02cWNjQ8tjN1MwZezqiX7ZucosItoRE1JippDn0ocffqg2gb1ERHZ3d+W9994TEZGXXnpJX2FztJFTUaDv3W43+L2p1+tqLyvSNJ1OldFE/86dOxcIcLHbbmyO4jO8xyI5wMcRuPm433E4HA6Hw+F40HBm0eFwOBwOh8PhcDgcAR4IsyiyOB1H6opGo6HsCliCXq+XYwgBsEZgHRDfJJJngUTyyb85bgll3LlzR+uybBSzBTaROjORLNZjhTtKpVKQ+oHZGDA0uKZWq+XiHfGZZXc49QEnP4edYsI5AJgUZiLBuNRqtRwrirIsk8UMirUbJ21HO/l67ivH94nkRYNitrEiLsViUcef4w0towY2sdFoKCsINnM4HAasJ9eBPm9tbcn58+dFZDFvUe5kMlGW2MaXiuTFaTBvX331Va0HLKPtcywlxmw2C8Z3MpkEsXHMmFkxJk6zAvvVarVgnpdKJW0v7s+TkxOdj+vr67nX1dVVrSOWooXFhWwKnNFoJLdu3crVBRtVKhXZ29vT+kXmzLwVrmH2jucK7iWw/LVaTZlzy9QVCgW1PzPfSNHD3gsoF/0bDoeBiA2zqVZwia+7G5xNdDgcDofD8Sji59os2kUQLyKxsGc1QXZzE5kvuu1mp91uBwIa7AKHRTRv4LDw/OCDD0RkvrC0Kp1JkgTufrz5AbCBYDEOdl20KqC8+bDXszoibzxt2yqVitqLNyd2MVosFnVhj0Usbxw4vyO+Z9UeOc8ibySxsEa5cFNM01Tti4V1vV7XNmHjNB6Pc7kyYQf0FWXAvv1+XzcksTyALCaDNvGi3OavRHvX19fVhnhPRAIV25OTE+0zNoYXLlyQCxcu5MpFG7vdbs6GeLWbg8lkErgubm5uqpATFHmtyBG+iz5boZ2Y+A8fsNj8jSKLAwLUnSSJthev/X5f+8UuyNblljdIsc2XtQPfwxjz3d1dLQ9iV7D3ZDKRV155RUREHnvsMRGZH5zApRftibmh1mo13cxyjkvbV9RdLBZzKsmAPSjhjSnnccShAdrE92lsA+lwOBwOh8PxWYW7oTocDofD4XA4HA6HI8B9cUO1jNp0Og0YIs6ZBndRiF2ILNia09PTQN6f2TN8BhZgNBqpkAfEYZj9APtSKpUCoRawCsvLy8oAWFZIRHLpL2z+yDRNg5QK+G6z2VR2h93zwEiwOyNsBxaoXC4HqSiWl5cDRpHl+u17zCRBUGQ6nSrLxkwS2g67MWuC69jt0bpRjkYjHS92G7Zupcir2e12g7parZa6AnJuTVtWzGWZ2T5OqYDv2VyRp6enOWYKfQUDChvif2ar0ZdOp5MT4kHb0J/9/X21FX/OdTLTHHNJZTdt6wLN48vvicwZYmtfFjJi5gsMKzOMNvUNMJlMAmaR280uxSgPNsR9yv3icjFv4Era6XSClBgsOgOsr68rOwzge9xXfK9Sqai7Mepk12r0vVwuq21QHoslAbGcks4oOhwOh8Ph+EWAM4sOh8PhcDgcDofD4QjwczGLZ8nEx8QaSqVSwJQxQwRWKkkSZScsw5gkSU4URmQuXIMYIpzwM0sRE5Gxwh/Ly8sBO8BMKIuB2LQB4/E4x3pwnZubm9p2tPHk5CQXmwbY706nU32PY7RsX5kttTGZpVIpSOTOqQ84zizGxsFu3Ca8gpXFZxjbs2BTfqRpGiR8Z3twjBjAsYtgZQEwP6VSKRAwGgwGgSgNp1eB3Vqtls4RlAd2kFOg4LNOpxMwgOVyORCiGY/Heh2YYxZXsnG7PBfRZ/SbX7kc2JBTpEDcCYwejxEzi/gup5rgWD6RBWtfqVSU9eW4R8tqj0Yjjc9E3GG32w1Eq+z9xHUdHx8HIkTFYlHnBMrY3NwMYkyZCebfD4BFo9B3nn+oE59jzIfDYc5LwMLGLN5vPOjyHQ6Hw+FwOBj3VQ2VF6BWCCbLMl1cYSH64osv6iIei7xKpRIstoFz586peAkWkcPhMMibyBsB3jjhPSwsOQ+cXfixaAcLsNjcbYPBIMjHGBMgYRdNvM8upTaHHtogsljEDwYDXWxjU8CiNqxuis+wsEX91Wo1UIKcTCbaH9u26XSqC2VeMKM8jCWrT+K6JEl0w49NEvcFi36eF/gbG4Ysy3IbJrTRjhfK6vV6gf1Ho5HOL4A3abD5cDhUO6B+vE4mk6gwkd1goGwRUZfa2WymGye0085t2z+7GYhtKrk9GHNsoKbTqQpKoe+8WWR1UXyXN402ByY2y8PhUO9BzmtqxV5arZa6mcMNNUkS+fKXvywiomI2N2/e1DZhTuM34fDwMCdKg/YCLGTEwlS2XwArmmIDizK4nbg/lpaWAtGo4XCYc0sXWYxlzPX0fm/qfJPocDgcDofjYcLdUB0Oh8PhcDgcDofDEeCB5VlkoQuROauAk3ewTaurqwHLBwl8kYX7HK5fW1vLsQMi+ZxwfOpu3dvW1tZUkh+sAhiwk5MT2dzcFJEFgzEcDrUPYM+KxaKWB6aB3T/BvnA6B7QTn7FIDjNgKI+ZJ+vaxy6AsCv6wHn1mHHC9cyC2JyDSZLk3ENFRFnCyWQSsGGcS5CZtViaENjOMpHNZlPrYhbY1s+5JcEalcvlYN6w+yy7DYvMWVLrLpskSS7/IMoCu4Q+gx1kt8xYWgQWd7LupLPZ7ExhIk6JweOGz5lFtG67hUIhKmqEcm0+wMlkkhNqYbuxvZrNZsDKAWmaqlgSyup2u/oeWME0TXNspIjIk08+qffU+++/LyKL++jChQv6GRjJfr+vY8NjhLbBplmWaR08l6zLJqd7sfk5C4VCLkWPyPx+i7na2/nF5d8tZUbMhdSZQofD4XA4HI8ynFl0OBwOh8PhcDgcDkeA+8os8sk5M28ieQEJnMiPRiM94d/Y2NBycHIP5gesDrNiEB65ceOGMpBgGlZXV7VcsImPPfaYlgv2COzV7du3ldFEbJ2IBMyMiAR9AOMhsmBaUG673Q5EVDi1Akv0c8J72MbGazWbTe0XPmNmyKbuYGYP3+v3+wGjx8nE0S9moFi8Ba+IL+O4R3yOz2JpITB+HLNnhYxEFoxPlmWBOE6lUgliFlHeYDAI4u3q9XpO7AbtQB2wUa/XC0SCmEFFuTy3rc0ZfD3H0nF7K5WK2o1tY0WIOCY1Ni9jdkZ5aONgMAjeazQagcBQo9HIxT6KSC5lDeplthRzHrGZnK4EaSrW1tY0RhF2femll0REZHt7W+9jpFcpFov6u4DxaLfbgc25XzFmD3/zeFjmNMsyZZHxyowlf9fGKPLv3llspoUzig6Hw+FwOD4LeCBuqIVCQRdXrN6JBSI2Op1OJ5fnTGS++bGbEyyS0zSVW7duicjCja3dbutil13VsJDFe9evX5cPPvggVz82TXfu3NEF6NNPPy0i+c0r52wDYu6XdmPIYhzoCwvnALxwRHuXl5d148qiNmg7u5DacmPvsQAI2oJyecMZ2/TEXCJRHq6v1WqBeisL7PDmCK8og11IsSnA5mQwGOh3sQktlUrqemwFfFisKCZgFBNA4QMA9AHzFnZGu7nPLETDG/CY8qvdLOI1SZLcJhmwG8IsywKBnSRJcvkaRRYHFUdHR7pxw6Y4SRJ1E+W8ntjMwb6TyUT7z2JFAPqFTVWj0dD+cA5V2IbduHd2dkRE5OLFiyKyOBA6OjrSAyCM29bWluZPxAEP24TVZu82963b6MrKSi4fpch83GAvVlCGey3norRqqHw/282qu5w6HA6Hw+H4LMPdUB0Oh8PhcDgcDofDEeCBpc4AkwJmZnV1Ned+KjJ3iWSXSZH5qb5Ne4GT/g8//FCuX78uIqIn/pPJJGBmyuWyMkHINXd6eqoMA9oEVmY6ncrJyYmIiOzt7YnInAUB62H7JyI5dsGmHuB2W4YoSZLARa1QKASMYbPZVNdY9D9N01zeQe5DkiTKBrGLJ5geZl7wHWZomNm17cV4odxarRakSqjX67l2so1EJHBRHY/HARvFrDKnSkC5qPP09DSXjoHtwCwe2MdmsxmkN2EW0aYo4XLRHhZXAjvHdrZutlxXoVAIXCcxR1hYhb9n37OsIupnG4uIzmNmkJklvHz5soiIvPDCC1oX5vmTTz6p7/3sZz8TkXx+RdgDbWHmFkJKYMPB0HPbm82mPPXUUyKyYBTZbRXvgenc2trSPjCTjvKYrbWMHtvVMvlLS0taLuxXq9Vyglci81Q9lpGezWa5fnP/YgI3hULBGUWHw+FwOByfWTiz6HA4HA6Hw+FwOByOAPeFWYwxZWBpmK0BOLbNCnkkSaKn/Tj9B0N08+bNaJoMgOMIwUScO3dOROYxRxwnJpJPpg2mitkiG6s3GAyC9BQseGHtwSkmmLnjtBRot02BYG0iMmc3wFyBbeN0CngPdc1mM2VLWEAHrBaLndj4UHxWLpdzIj6o2yajn81mQaqE6XSq5aFtzAKDrQG7lCSJ2obj/iyTV6lUAgY0xuRwPCEYTcRCImE918VpQiwjzGPP8YlWHIbTf7AQDKd5QB9gXxvzym1n9srO2zRN1dY2Hng6nSozDTs3m0355je/KSIiv/EbvyEi81hAtAk22t/f1/YCSDdz+/btHMuGtkFICmVwmhfY9+TkJJcuRkQ0JpG9Efi+A7OJfsXShcxms4A5Zlta8Z80TQOhKLYh2tvv93MpXFDnWTHH0+n0ngVuHA6Hw+FwOD4LcGbR4XA4HA6Hw+FwOBwB7guzaE/1WQ0VJ/PD4TBQJWQ2gRktsCVgxW7cuCEi83hCm4SdVTjBEgyHQ2U6wCQdHh4GKpWou1arBTFl9Xo9YB9KpVLA7mRZFqQSYLbJJruPyfxXKpUoYwnGjVkrMIDoC1iO8Xis13HKEavMyjFXQIzhRd8nk4naiZlIqMWizsPDw0BBdDKZBPFdnK4E13MKBsS8cUwZ2gL1TdQnsmCdUedsNlM2GXbgMQLb1uv1grjLpaWlIMaT55RNXTGdTnOMF+qKzXMbA8kxiZapYoaKmeNY+hF8zu0Umc9pzH2M1XQ61ZhF2KjVaumYgG3d39/X+hE/COzv7wfsdrVa1TqeffZZEZnPC4wN7AFVVJFFbCNs2u12gzQvx8fH2jaOEbb2iqUQ4fQjlv3lv/Fq2XPUGUszA9h7htvBv4XOLjocDofD4fis4r66oQK8aMLCcjweB3kTu92ufPjhhyKyWLyurKzogh1iM3idzWbBwvPy5cu6kMR1a2trKoDDrpHWxZLdO9EHuKPeuXNHNxa8yLQLw1KpFCzssUEaDoc5t0AA7eBNJv7GBobrZZl/fBcbEXajs+6lo9FI3QJZAAY2vJtAC19j3f5YkAd1pmkapBLgvJjoF9wZp9OpuiDC9thcMOr1uvYBr7PZTDdCaCdcVWezmWxuborIXCAF73GKD5SFejHfBoNBMF4sgGI3i7PZLHcYYutid2Sb4oPTPthUDLHNxXQ6zZWH69Am3A/sPox7CoItzzzzjNocaWR+9rOf6Xdg/729veBeATiFCNrbarV0rl64cEFE5mI52NxjY18qlYJNGrv9ojzcs3Ps4zIAACAASURBVJ1OR+cN3z8xV89YqgqbYgOvzWZT7YB5k2WZzg3Og2pTqcTqupvAjW8UHQ6Hw+FwfJbhbqgOh8PhcDgcDofD4QhwX1NnAJzOAmzF6empuqqBnRgMBpqIG0zgzs6OshmcBkAkz+4ws8RMAK6PsQpwAeR2oj1gRMBGsdsfM6WW7WOBEpvegFk5Zh+teEqpVFJ7WeaJ7VUul/U7lrFjsCAPrkMZs9lMv4NXdm/l76IdcDcEezWZTJSB5fagPLB9nCbEpvVgthblDwYDLZcTxKNtnI7FusuivUtLSyqswsww6mMxHYwD5ujt27f1b/SVXVkxH9BedjFkttgKI7ELNoCy6vV6dP5Yd2tO0YK6sizLsbhs10KhILdv3xYRkYsXL4rIPJ3F22+/LSILRo1dxmHDarWq9YKtj6UXYcEYjNtPfvITEZm7q7744osiInLp0iURmc8BXIf5gP9ZLAjvHR8fB8wmi0FZFg/l4D2bfgTtLRaLyrqC2ex2u1ExKpvqZDqdniloFWM1Y4JLjJjrqsPhcDgcDsejAmcWHQ6Hw+FwOBwOh8MR4IEwi9PpVE/xcQp/dHSkbBFO09vttqysrIjIgikbDodBXBOYlNFopMwfvtdqtbQuMJdZlmlsHBiijY0NjVMCQ4XE4ywGgtN9Fs5hVs7GJzJTZ4U3kiSJJrm3sX0xAZRisRiNieJYN/QV38NnXBbYIjBqXBfA7JKNRaxUKjoOzJhZdpJTS8DmhUIhiPFEn/r9vo45x2vic7Sj0+koCwWWbzKZBMwxwMJEaHej0dD+IMZQRIL0LmmaBnOOBYesMBHbDXOFr2NYm/P7llVmxpCvs2lCuEyMM+ZPv9/Xtr366qsiMmdOweBzrCPGEJ9xH1EeixBZtrxcLmt7wQr2ej21w5UrV0RkzvSi3Pfff19EFrGTk8lE721OrQMwE22ZOmYl7TXcTvS50WgEqVQ4zQv6fHBwEIw5Iya0Y9vGvxkxxNhRh8PhcDgcjkcFD2SzGNsktNttzZkGhcW1tbXgujRNdSOITQdcVdvtti5acU2SJMHCr9Vq6eIRG8TLly/rpuCnP/2piIi6K+7s7OhiOybOw21kZVKRuOInbwZxPd7r9/v6N7t+slopPrNKqlmWab2wA2+srTImi87w5sq6LA6HQ92Q2c1PvV7X8uC6yBtZvFepVFThkjdOdnPCbbSb26WlJW0nyuUNN7vGAtaF89y5c8HGfzAYBBveUqmkfWV3Y2xIrYLm8vKyXsewGxt2C2b1XXaBtHawmw60RSR/eIAyUAeLsuAVdhuPx+pq+cQTT+g1cCuFi/fp6al+h92S0U4rzMPzkud77KACBxTvvfeetsnOJbj9FgoF3chjvEejUU5RViSf55AFgfA3ruf3ALS7Wq1qOznvp73fi8ViTuXWwubHPGtj6O6lDofD4XA4PqtwN1SHw+FwOBwOh8PhcAR4IMwig0/mwTQgB+L29rYyTnAb7fV6yjBAoATuaXxqDwZoMBgoO4ET/J2dHXV9A4s5m83kBz/4gYgs2KXnnntOPwMbxYwKruN8fLF8edZdlBkHK0jDLpQxFgLlJkkSCKWwYIwVtmEGjplLm0duMBgEYitpmubSc7Ad0jTVtjO7wilJROYsMdqOlAnsnojr+RorksOCIiwsAjswy8buoSIL5rLZbOaYTZEFi4X+i+TTsMSYOsswcooLHmfbv263q2wV5hS3jxk6wKbOYEaaGVG0ndOEoA6wiLDb0dFRLk0IXsHuM9tl5y0LAtl8kywMxLDzPMsyZZpR13vvvad2ANvJwkPoA8YFNrWwzGYspyKPDT7j74HxBsPa7Xa1jyxgZBlpvgfuljLoXvMseooNh8PhcDgcjzKcWXQ4HA6Hw+FwOBwOR4AHwixy7A6f7oMxRJLunZ0defzxx0Vkwfh0Op0gMTwYChYUQaqLCxcuyJtvvpmra2VlRRmMGzduaLlgHcBU4vparaZMD8e0sbAMXm0sG6cJYXl9tB99QBkrKyv63bOEcUTyzAiLe7CgjEieCbSMIYveoKx6va6ME5gUTu6OMmAPXCsiubhGm7ojlh6Ck58j7pTjBK24R5qmypSB2ev3+8FcKpfL2j6wymhnqVSKxp8C+GwwGOh85DQWiGPFOKNP/X4/EP+ZTqdaP7PbNuH80tJSwN5xrBzAzKKdexwXyDGnluXjuDz8DSay1+vJ8fFxroxKpRKUy0JKNmXGdDrVOQfEhJ+47ZgjnU4nEJEBqtWqMqCYZ8yksx0ss8iCQCz4ZFPUoM4sy5RRxByYTqc59lRkPm42Dpnrtawg37MflzH8KAbS4XA4HA6H49PAA9ssWvBiDK5wN27c0M0ENgfLy8t6HRaZWOTxAhsL4HPnzsnnPvc5EclvOLEYxHsoU2SxkOONFspjFVArmsFunbywtgtV1BUTYuHreSOH72IT1mw2td+sfMpqrSILF0N210SfWRAn5jpoXTgZeK9Wq+U2q1w+l8F5FuHiN5lMdBOFftmxFckfCqA/7AZp811ybkKbB4/bxBtf2Itdi/E3hJSWl5eDjSZcoTc2NgI31GKxqJsNuNSWy2W9bnd3V19trkoALrvoK78ykiQJxoHfY5dM2AAbdORWXFtbC3JhViqVnHotbGNtzsI8dhPOm1vMG96E8oYe44tNK+y3urqq13NOTlsXu2cDLLjEbTpLYXQ4HAb5R0UWLqk89+0mmDewFjEF1rM+v9t7DofD4XA4HI8K3A3V4XA4HA6Hw+FwOBwBHpjAjXXV4pN2MAc/+9nPlJEBw9hsNpWJAJjJAQMI19NKpaLsDBgSFuFgxokFUrhNk8kk+IzZC267ddmbTqfaVyuYwmVwGgeLarUauLCyEA0zTbgOTBm7tOJ6XMOpCjh1Bbvfop3oI5ifWHvhopllWZBKoNfrqUgRWJskSZRBAtuIciuVSsC+8P9oN7N9KKNYLOp44RWuysx8YQ4Mh8PAlZXfg0tzoVDQOjitikjelRT2XVpaCtxhsyxTlhzM4uuvv66sFcCMrGWmsywLWES2D6fkiKWWsLaEsFTMNZPbyzbFfYlx4PuYRZhE8ilaeK5iPqJNy8vLOg/xG8A5McEysheAnWfMzMdyGfK9HUuNIjKfq7gO86ZSqeiY4/dkNpsF9bOYjsXHed/OfWcYHQ6Hw+FwPIpwZtHhcDgcDofD4XA4HAEeeOoMZhitWEan01EWDoxhvV7PMSci+Xg3K2HPSbo59sqyh+VyWePGLGtWLBaDuD1Ok8GslE0xwUIdNsVDt9tVBoXtEIt9i8V8xeLGLJMERitN04Bt47QX3G4WrcF13G+2LzMg+B6L5GD8RqORsoh3+y7swe1lBhDzAJ9Vq1UtZ2VlRctHOUi3sLm5KSILZlREcrGhlu1l1hdjefHixYDRsykk+L1CoRCwZ7PZTNuOtC2vvfaaMnW3b9/O9Y/jOoE0TYNxZoYL361UKoGYDo+lFVI6PT1V9oznNKcOQR9Y5IUxHo8D8SOOl+XYSRu7WyqV9HP0GePNjLctC+207zHbaX8zmAG0LN5kMtExR/8mk4n2B2xjr9cLBKruFVaY56PgAjcOh8PhcDgeRTzwzWIM7DKHzcze3p6IzBegWPhhYcsbuZg6IRacWJBPJpNA+KNQKOiGAuXjMxZAsZtMfI52WFXLcrmcK4dfC4WCLkrZvRQbHbzX6/W0DyyEYjddjUYjaDsDi2wWkbGKlOx2yDaK5TcUmY8H2oT31tbWtP9Qtj06OlI3QmzCS6WSjh3KQJ96vV5O3RSvqANlVCoVFZnBZnE0Gsk777yTKw+bxHq9Hii1lkqlXP5M9NkKJ+3s7Gj/WfkVNsV7vMGxAj6s1sliOhgHlLGxsaFjYDczMZXTLMsCtdkkSQK3ZN5kwvUVbqg8Hnz/QHAKYzmbzdTmcMNFe1qtlvbBqgDju7gef2M+cg5KtheXz3bLsiw4sGGg/FKpFKiPshgUv8e247ZXq9VArGg0GkU3qUBM8fSsDepZbXc4HA6Hw+F4lOFuqA6Hw+FwOBwOh8PhCPDAmUU+Yb+b6A2f/lvXVLBSa2trgbtZrVZTJgJsxWw2UxaG3QTBHIBZ43xxYFxY3MKyeCwYg89iaRw4rYVlLNmFEqwUu7tBYKVarQas5HA4VFdbm6+O0wew26pN58EpTFhcBO1D+ShrOBwG6ToqlYoKEoHtq9VqcvPmTe0j6oRrqmVhmIGL5XTkFCLIvQj2sFwua9tRFzNlsXQPdiyHw2Hgcnp8fKxzCeOB8tvttgr4YF5OJpNA1ChNUy0D/UmSROcepwwRyafOAFjwiBFzz8QcAROItuFVRNR+1Wo1Oh/AKOK1Xq/rdzBHYfskSZT1xVypVqtBPs+YQM94PA7cjFFuoVDIpXzBe7i3YnkOmfWDHXie2b7ybwzYVJT/+OOP61jg/hyPxzkPAtR5txyKNj+mw+FwOBwOx2cZziw6HA6Hw+FwOBwOhyPAQxO4iYHjmmKxRla8Y39/XxklsIOj0UgZHLwXS3Lf6/X0b5uMnlNnoG4WVuFE7TaOEEwglwfGpVQqBQnWmdlDe7g8vNfpdJQtAsvUarU0/gwAM1OtVrX/sfrBgHHKCGZMbYwcGLBWq6X1Q/ijWq0G8X7NZlM/R6wcszA2FlJEAkY2TVNlnpg5BNPDQkc2lgwMWKlUCtggrhevk8lE6wLLVCqVdHxRJ5jRbrer9WM+VKvVID4xFi/LIjKWseS0EzHwvYC2s+iKZfAQbzccDlVgB/Mhy7JoXdY2jUZDGWPUBVaVhWiYJeU0GmgvwGJU+I5lzdM0DdJU8OdsDzv2bHP0tVgs6njhM8ypTqejY4/7qVarydbWlogs2N7RaBTEMMfsx/eT/b1z4RqHw+FwOByfZTiz6HA4HA6Hw+FwOByOAA9VDdWyTLE4M1bmtAwCsysc12hjkyqVirIDYB0fe+yxgG0EC5IkibIOKLfdbgcs18rKijIXnO6B2RzuC8fKgaGIKZ8yKwd2sN/vB7FhXAc+Q93NZlPbDlaMVV6ZZbNsLscPWkVIbhNYzMlkklOehS1t3Nh0Og2UVNEOVrrkFA+xmDc7bhxHaT/LsixIO1GpVHL9x2ewF9jDJEnUdvv7+zlbMpvKKVoA7ifqjzHXeAVzx2VYdg42xGdWSZSZLBuXt7y8nGPZYBurPpokiY4rxjTLslw8r8iCfS0Wi3o9p+uwzPR0Os0powI2dQmzy3zfoB0xVVH7O1IsFrU83Bc83rHfHdxveEX/RETjcVllle1mmcKYouvHTZ3hcDgcDofD8SjioW4WYwsoK2DBi0O7UCuXy8EGslwuqxgHFue8aMOCdnd3V9/DAjEmrMJupnaRya6LdnHM13EeR+u2xjn0eIFr3TR5sY4yKpWK9hXXsT2w+eHNtW0vb8I4hx++g40K7La0tJRzdRWZb2R5Uy0y3+jhPXZRtfkNeUOANnFaD5vaYTgcBmIvsU0E+jkcDnV8WfDH5vDj3IDYfB0cHOjmEG3CRpnTb/AGHJsTTuMAsBgS51Xk/k2n06htYiI9di7xZgbzFm27cOGCtgVuwZx/lO9FO897vZ7cunVLRML0Nbxp5X5awSXuI885PqARyedxtGJF5XJZr/v/7Z3bctvGEkUbvJMipUiRYydx8g15yv//S6rixLJs6kqCuJ0H1m5u9AwZuyrnJPLZ64UyMZjpGQAuNHdPN69bLtQT/fIPLDHhE//A8Pr1azM7OIbv3r3zcdkOrsfJfeQ4lvBGjqMQQgghXioKQxVCCCGEEEIIkfA/VRZz5BJYRCWAE6DgV38OX0MfrLZBsbi6ujIzszdv3rj6BKUFoWes9kE9m06nri5xgoyYnGYymSQhrHwMSg9sXK/XSRiq2SHcEXNdLBYeqpgLQwWsfEVldTAYJEpWjq7rvF9W3tAH1BpuE8sX3NzcJGGz8/k8KUWBRDRc7gAURZGEKXKJCy7rkQt7NNurUTFElcM6OSw4ljnYbDZ+fTEWlNztduvXjUt+cAF5rFdM1DIcDr3fXLhkVJ64lAmvcwx3bNvW7xuMCbvfvn2bJOvhcGPAyhfmenNz488GjnGZjBhSm7sedV1nFVPYFEPHYR/3y+o+4P8DuGwM9wObMD7uMzyLj4+P/qxgzqvVKvuMRLWRw6d5rIjURCGEEEJ8DUhZFEIIIYQQQgiR8I8ri59Dbn8VqwBQqzjBDe/TMusrddjThv1Yo9HI1Rek0i/L0ttDofjw4YMrElDZbm9vk4LvrIhChUCbxWLR24dm1ldLoIJUVeXlCsB0Ok32FrJqBvUH88K68Pi89w1jnp2dJclFuJB7HLNt22TOm80mSSxTVdXR0gPL5dLnCjvKsnTFDXRd1yuJAhvRX5wzl0zA/RCT27DdbNt4PE721HFZCbTjvYiA1aao8HJ5jJjoZzKZJEp627bZYvSR7XZrv/32W6/dL7/84uPgGUC/i8UiGWs0GvnfWMPpdOpziKp50zTJ/mIuVwJYFYz3O5/L92881nVdso/xmFLH93dsx/co5oDnHWvE+5Zxfcuy7JXnMLOeapx73uMcTtkshBBCCPFv58U5i/GlkR0HvAxywhjOWorQOn5RN9u/KKIdnI/ZbNarK2i2f2GMiTT4pRjHOOkIZ9o0M7u+vvZx8VL66dMnD3GEbfxiDadxuVx6llckneFwPvzNdQ6jTfxSzCGtXGOP14ET0XBYZwyr7LouqbFXVVXyIn19fW1me8eF6+/BXl7rOC8c45BD2AmHkp1FDh2EHZyxNoYnsp3xHmEnm+ceEw0NBoOkBuVgMPBxY1Kluq7dTnYWYyhrLmkT1y2MWXrv7u56GW0xl+j455y/+XzuP5TEdeGwb05gk3suc0mYAF9frFW8z3gN+B6JobSchIbrXqI/jIEfT+q69ucNia+ur6/92cKxpml6ya0wh1yCnfi3wlCFEEII8TWgMFQhhBBCCCGEEAn/SmXx2C/3/D2rFVFFZLgdK178idqCZv3kJTGhSW6syWTiClVUMtq2dSUJCtDDw4Ord1CtXr165bZATVmv10k5ht1u52GyUOigALVtm9Ta47p6mCOHpsLux8fHpO4fqyWswJrtVdWY/Of8/NxtYxUNigwnIzHbqzes+mJ+uXIHcW14TQCUxfl8noSycpgvq3dxXly6A9/l1oFDVGNpB/6bwy9zijHGjOUZciGMuXBUPhfX4+7uzsz2iZ0wB1YTOflR7JcVcdwvmDMnBopqda4MSlEUSQgnrwm+wzM2n88TJZLH/atQ9BjuHM/hNm3bepQB6mleXl7ar7/+amaHa8/3WE4pVGIbIYQQQnztSFkUQgghhBBCCJHwr1QWI7lf81lBiKpL27aJQsaKTixBkFMkt9utqyu5xBx8blRpuEA51Ixvv/3WzPZ7AtEeClhVVb09d+gDCg7vR4N6iAQdnIgGx2B313WujmA/1v39vas6sPPq6irZL4a5LBaLRKEqyzLZV8Z7yTAWq52YA+a0Xq/dNk4qg+8w5nA4dLUKKtRyuUz2rcHe7XbbS8QDu6GisnrGpR/iemF8XJeyLHvJksz6ewZz92MuKQzWnO9B2AY7drud28aqdUy60zRNci1ZVY5lJzabTVL2gp8dXCOsc67dbrfrla2BHaw8Yny+l9E+Ppes5Mf1Gw6HyRxYscwlKeJnMSq2uecdc23b1lVGPKus3LLCG5VNVsFzyrgQQgghxEvlRTiLOU6FgPELJR+LL3fspMSXUn45z70oxpBThsdBe05gAwfv8vLSzPYODsIHESbaNI2/vONFerlcJklW4JBwAhaEdW42G3d6Xr165X3gBRh2nJ+fJ+GMeIlfLBZJuCiPD7vbts2+KMOm+NK9WCySepMc1gkHo2maJPsov+zHTJdFUfgcOAwyOhhcW5OTvaDvmOCGHV8eO4Zkcu1IdqTjvNjhwlicFZYzjaJ97keRXN1Rs/21islZ2PnitYmZWpfLZeKsxjqcbO92u02elaIo/B7iMO6YiRdMJpPEueP15WcQ7XI/2OR++OH+ABxCZICtqsrH4gQ3uTqwp/o95dwKIYQQQrw0FIYqhBBCCCGEECLhxSqLOU79gp9Tvk6Fsh4Lfc2l0uewObODavL09JQoPlVVeTkNKDmXl5f2/fffm9khYc1ms0mSgIxGo154ptkhHLUsy6QUBIdkQnm7vr52RZGVyxhyy2ofFDXuC2UZYNtkMvHwTE76EpPuILkP13bE+o3H4yRhDJe94JINHBLLdsxms+Qa1XXdCwlle7jfsiz9bw5PNNsrqVDXONQT/XFSlBh++fz87OsQw3x5TL4f47xGo1GisnENzHhPF0XRU0zN8uUsiqJIvhuNRn6PRKWOFVa2N4b+DgaDJMHNsTIsZn118pQ6GMOPY3ueV3wec+sbQ4DNDvdoPIf752O57/jfUhaFEEII8VKRsiiEEEIIIYQQIuGrUhZz/NXeRrP+XsRTKsCxYzk1wayfZAR7wHa7nSstOPb09OR7FVESY7VaeX849+npKZs8xWyvYkGVZIWR1Uuz/V5B9M2lM46VSqjr2lVJLr+Bv3kPZyxzMBgMeuoebDLbK2YxgQ8Xd8eYz8/PiWrWtq2rfOgDSicrSnF/INvGCiAnRYFqhk8c47ITfA3QH+ZlZsn1HY1GvfXEvPDvqHayKsclP2IZkuVymZR/4f2Juf2iUW2EfTwWzmebWNVFO6wvH+cSFmjH+y7juuJe5IROfE/FZ4vPZdviHkhWIOO6dV3n9wvOOzs7c0Ux9s99sKoNcv93KMGNEEIIIb4Gvnpn8RSnaqZxPbdj50ROhbLiRdgsDbPb7XYemsrJZ/AijZDAqqp6SWa4fVEUveyfGAdOzNu3b81sn9gjZlS9u7tz5xMOJ2x8fn5OQiJvb2/dDqzRZDJJnMXxeOwv6Hg553BXhK3CaeUafmg3Go2SNa/rOkl6AzhxDcbm68jOV6yP2batn8thuDwns4OjzmOzAxlrOnKilOgEsvPBGWZjXUp2gjlJTEwKA9vYPg4FjmPxvYjvmqbpZdSN64ZzuG4prhtn54UtPPcYwsrXPjp8x2qoxgRVHArOYbDxeUT73W7nji7sXa1WvefMbB8am7s2EQ6djk6inEUhhBBCvGQUhiqEEEIIIYQQIuH/Wln8K3LhZl+qGMT23AcrH1Asbm9vzWwfhonvULfw7OzMPn36ZGaW1LWbzWau1LGKyeUYzPZqG9So9XptZnvFMKps+OTwSoTKbjabJEHIdDp1mzj8MoYicomLqOIVReFj8LzQB9fiwxxZmcI4HPKLdUaoK2zLKXCsFOIaQUHd7XaurOK7wWDgahSXHsGawY71eu3jQdHiEGC2M45/Sslq2zZJYMTzimvF43N9wxheW1WV9xevKX/HZUVigpuiKJJwTlZ9MT7s5WOgrusk+Q73x6pqVOvruk5CY7ncDBR0hGfz8ZiUiseKaiXbkwt3FkIIIYR4yUhZFEIIIYQQQgiRIGXxC/g71ALeX5UryQGwZ8zsoOTMZjNXq6B0QKFqmsYVLahdZVm6QnRzc2Nme3USfUOlHA6HvXIbZgfV6OLiwhN/QKFZr9e+35ETwADYyHssYS+XJYglIzabjduWK2mA79q2dXtjUp/xeJwoSWznqULuk8mkpz6xbayEYuymaXyvKSiKwucKRZjVWai/UDofHh58jVgdBVjXwWDgx1mJjeVVcF3W67WvdW7fJSt8scj9YrFI9gqyQh73LOb29lZVlShufJ/jk9fycxQ6bpfbzwhYWQRoPxwO/Zy4v9XMeomBourLe4Mjg8EgW6ZDKqMQQgghXipSFoUQQgghhBBCJEhZ/Af4nHIeZgeVD3sLoRgyUJ7KsnQl6bvvvjOzvUIEpenDhw9mtlc/oEJBdby8vPTxoaSgzWq18n6hmpyfnycKJ2dpxbHtduvqJZd7MNsrOlARcS6X04Dys9vtkv2UrC5BAYVSN5lM/DvYncuGOp1O/RyoW23bJnvZ0FfXdb19frADe0xxjVipw/o+Pj66DbGUCGd2Rb+5TJ6TySS5b1ixxFre3d2Zmdm7d+/sp59+6q1N13XZjKPolzPAxnIevD8wKoms7LFqHtvxHlb0y+VL4n5LLr2S+y6nbEaV1Czd98llOrBH9urqylVfXLe6rhN7uazJsU+G9ygLIYQQQrw05Cx+AcfKafyd/bKTgBdfrqGHF3p2Ysz2L8548eW+0I7ryrHDhj5iOQhOLBJf2C8uLrwe5J9//mlme2cVTgnOnc/n7kzF8DxOgMLJUeAAcFmGXNmJaBMnXeHQXLO9MxrrC45GI28Hu1erlTuLFxcXbhPOgzPBTigcXXyOx2N3Nt6/f+9rBGcSznvOCeN5xhDdruuShECLxcLXkMNazcw+fvzoc8E9wHURc6U7OMEN/o5JZ4bDYeIccdmLGNrL/XJYMM7FWrEdubBVvldyzl90rtu2TRLVcOIlXK8//vjD7UF7/uEjzp+d69yYqq8ohBBCiK8JhaEKIYQQQgghhEiQsvgF/DdURXAqNBVKCiseUN64FAJCR6F4nJ2deWgjjnE5Ag6/hPIWSxVsNhu3A+1/+OEHHx9q2/Pzc6JKzmYzV7cwPqtLUTGczWaJksRhf1DhWOWLoblt2yZJS7g8BYf7Yny0W61Wvp5Ya7TPle1o29b7wHlN0yThlPP53PuLit14PO71DfAdh1riHMx9Npslc2DFGcl30B59wU7+NDvcZ3yNoh0MK2y5+zeOwe1wnTn0NoYgcwgn+qiqKrmWuQQ3PJ9o23a7Te7H5XJpb9686dlU1/VRFfEY8f8IKYxCCCGEeMlIWRRCCCGEEEIIkSBl8QjH9if+E3uSoGrUde2qVVRTiqLwY7CNlUWogsPhMClWXte1t4N6BSVss9n4frjXr1+b2T75C9pB8bm/v08S0dzf39vPP/9sZma///67mR0SsEynU1eSWFlEf2hn8wmkmAAAAexJREFUdtiPl9vXCTu4sDwnj8GxWFw+V8KESyVERa1pGt93yEov9oJivZ6envxvtg1jxX2di8XC1wHnFUXhCiHfg7i+rBxH5ROJefj+hL1lWSZ78Kqq6u3lw7lQ3nA9WAHEdcZnVVW9vaDoI14vVmJzz1bch8r3Kl9z2MJJg3L9HUtA8/j46HtHoUxjLtw/JxU6VeaG//25CqQQQgghxEtAzuIRjoWc/pNhZV3X+Qs1hwqa7V9s2fkz6zt6MXEMjpv1Qxxj5tO7uzt3UvBC/c0339hqtTKzQyKY6XTqdQVhW1EUfk5MKPLw8JCEIrIjA7v5e34Rj4ll8NI/HA57GWLN+g4OxhqPx4njVJalh2yiHfp4//59L0mQWd/pgHNVlqU75lgjzloaHfXRaHQyiQo7XJgXMtt+/PjRx8f8fvzxRzPbO+oYi8M64/hmByeNnXIOW2a7eS3h0HJoaC5slZ1xThhklr8H2dnPJdjBGOiXw3553JjYhp9prCVfh3h9m6bJXptT/UYUhiqEEEKIl4zCUIUQQgghhBBCJBT65VsIIYQQQgghRETKohBCCCGEEEKIBDmLQgghhBBCCCES5CwKIYQQQgghhEiQsyiEEEIIIYQQIkHOohBCCCGEEEKIBDmLQgghhBBCCCES/gMWoNrbWDbjRwAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "j = 100\n", "t1_ex, t2_ex = nib.load(t1_fns[0]).get_data(), nib.load(t2_fns[0]).get_data()\n", "fig,(ax1,ax2) = plt.subplots(1,2,figsize=(16,9))\n", "imshow(t1_ex[...,j], ax1, 'T1', 1)\n", "imshow(t2_ex[...,j], ax2, 'T2', 1)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "x = torch.from_numpy(t1_ex).unsqueeze(0)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "(ctr, qry), goal = doersch_patches(x, patch_size=0.5, patch_dim=96)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "5\n" ] } ], "source": [ "print(goal.item())" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "ctr = ctr.squeeze().cpu().detach().numpy()\n", "qry = qry.squeeze().cpu().detach().numpy()" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "j = 12\n", "fig,(ax1,ax2) = plt.subplots(1,2,figsize=(16,9))\n", "imshow(ctr[...,j], ax1, 'CTR', 1)\n", "imshow(qry[...,j], ax2, 'QRY', 1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Setup training\n", "\n", "Hyperparameters, optimizers, logging, etc." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "data_dirs = [t1_dir]" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "# system setup\n", "load_model = False\n", "\n", "# logging setup\n", "log_rate = 10 # print losses every log_rate epochs\n", "version = 'doersch_v1' # naming scheme of model to load\n", "save_rate = 100 # save models every save_rate epochs\n", "\n", "# model, optimizer, loss, and training parameters\n", "valid_split = 0.1\n", "batch_size = 8\n", "n_jobs = 8\n", "n_epochs = 500\n", "input_channels = len(data_dirs)\n", "descriptor_size = 192\n", "use_adam = True\n", "opt_kwargs = dict(lr=1e-3, betas=(0.9,0.99), weight_decay=1e-6) if use_adam else \\\n", " dict(lr=5e-3, momentum=0.9)\n", "use_scheduler = True\n", "scheduler_kwargs = dict(step_size=100, gamma=0.5)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "def init_fn(worker_id):\n", " random.seed((torch.initial_seed() + worker_id) % (2**32))\n", " np.random.seed((torch.initial_seed() + worker_id) % (2**32))" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "# setup training and validation dataloaders\n", "dataset = DoerschDataset(data_dirs)\n", "num_train = len(dataset)\n", "indices = list(range(num_train))\n", "split = int(valid_split * num_train)\n", "valid_idx = np.random.choice(indices, size=split, replace=False)\n", "train_idx = list(set(indices) - set(valid_idx))\n", "train_sampler = SubsetRandomSampler(train_idx)\n", "valid_sampler = SubsetRandomSampler(valid_idx)\n", "train_loader = DataLoader(dataset, sampler=train_sampler, batch_size=batch_size, \n", " worker_init_fn=init_fn, num_workers=n_jobs,\n", " pin_memory=True, collate_fn=doersch_collate)\n", "valid_loader = DataLoader(dataset, sampler=valid_sampler, batch_size=batch_size, \n", " worker_init_fn=init_fn, num_workers=n_jobs,\n", " pin_memory=True, collate_fn=doersch_collate)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of training images: 121\n", "Number of validation images: 13\n" ] } ], "source": [ "print(f'Number of training images: {num_train-split}')\n", "print(f'Number of validation images: {split}')" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "embedding_model = DoerschNet(input_channels=input_channels, descriptor_size=descriptor_size)\n", "decoder_model = DoerschDecodeNet(descriptor_size=descriptor_size)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "def num_params(model):\n", " return sum(p.numel() for p in model.parameters() if p.requires_grad)" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of trainable parameters in embedding model: 393392\n", "Number of trainable parameters in decoder model: 31238\n" ] } ], "source": [ "print(f'Number of trainable parameters in embedding model: {num_params(embedding_model)}')\n", "print(f'Number of trainable parameters in decoder model: {num_params(decoder_model)}')" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "if load_model: \n", " embedding_model.load_state_dict(torch.load(f'embedding_model_{version}.pth'))\n", " decoder_model.load_state_dict(torch.load(f'decoder_model_{version}.pth'))" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "embedding_model.to(device)\n", "decoder_model.to(device)\n", "optim_cls = torch.optim.AdamW if use_adam else torch.optim.SGD\n", "embedding_opt = optim_cls(embedding_model.parameters(), **opt_kwargs)\n", "decoder_opt = optim_cls(decoder_model.parameters(), **opt_kwargs)\n", "criterion = nn.CrossEntropyLoss()\n", "if use_scheduler: \n", " embedding_scheduler = torch.optim.lr_scheduler.StepLR(embedding_opt, **scheduler_kwargs)\n", " decoder_scheduler = torch.optim.lr_scheduler.StepLR(decoder_opt, **scheduler_kwargs)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Train model" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "train_losses, valid_losses = [], []\n", "n_batches = len(train_loader)" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch: 10 - TL: 1.49e+00, VL: 1.42e+00\n", "Epoch: 20 - TL: 1.01e+00, VL: 9.75e-01\n", "Epoch: 30 - TL: 5.06e-01, VL: 6.65e-01\n", "Epoch: 40 - TL: 2.19e-01, VL: 3.00e-01\n", "Epoch: 50 - TL: 5.27e-01, VL: 3.23e-01\n", "Epoch: 60 - TL: 2.49e-01, VL: 4.91e-02\n", "Epoch: 70 - TL: 1.80e-01, VL: 1.63e-02\n", "Epoch: 80 - TL: 1.81e-01, VL: 4.25e-02\n", "Epoch: 90 - TL: 1.03e-01, VL: 1.98e-02\n", "Epoch: 100 - TL: 9.27e-02, VL: 1.42e-02\n", "Epoch: 110 - TL: 5.76e-02, VL: 2.66e-02\n", "Epoch: 120 - TL: 1.43e-02, VL: 2.15e-01\n", "Epoch: 130 - TL: 6.47e-02, VL: 3.49e-03\n", "Epoch: 140 - TL: 1.62e-02, VL: 2.23e-02\n", "Epoch: 150 - TL: 1.91e-02, VL: 2.15e-02\n", "Epoch: 160 - TL: 1.17e-02, VL: 4.23e-03\n", "Epoch: 170 - TL: 4.91e-03, VL: 1.75e-01\n", "Epoch: 180 - TL: 5.40e-02, VL: 1.68e-03\n", "Epoch: 190 - TL: 1.23e-02, VL: 6.21e-03\n", "Epoch: 200 - TL: 4.46e-02, VL: 2.27e-03\n", "Epoch: 210 - TL: 6.98e-03, VL: 2.30e-03\n", "Epoch: 220 - TL: 3.03e-02, VL: 1.67e-03\n", "Epoch: 230 - TL: 3.76e-02, VL: 5.54e-03\n", "Epoch: 240 - TL: 2.38e-02, VL: 1.67e-03\n", "Epoch: 250 - TL: 5.72e-02, VL: 1.31e-03\n", "Epoch: 260 - TL: 6.47e-02, VL: 1.34e-03\n", "Epoch: 270 - TL: 6.19e-03, VL: 1.07e-03\n", "Epoch: 280 - TL: 1.56e-03, VL: 1.06e-03\n", "Epoch: 290 - TL: 2.52e-02, VL: 2.98e-03\n", "Epoch: 300 - TL: 5.60e-03, VL: 1.13e-03\n", "Epoch: 310 - TL: 3.00e-03, VL: 2.21e-03\n", "Epoch: 320 - TL: 1.06e-03, VL: 6.76e-04\n", "Epoch: 330 - TL: 4.48e-02, VL: 9.14e-04\n", "Epoch: 340 - TL: 1.13e-03, VL: 8.86e-04\n", "Epoch: 350 - TL: 7.63e-04, VL: 8.62e-04\n", "Epoch: 360 - TL: 1.06e-03, VL: 6.35e-04\n", "Epoch: 370 - TL: 7.00e-04, VL: 7.55e-04\n", "Epoch: 380 - TL: 2.14e-02, VL: 6.62e-04\n", "Epoch: 390 - TL: 6.86e-04, VL: 1.61e-03\n", "Epoch: 400 - TL: 6.30e-04, VL: 5.18e-04\n", "Epoch: 410 - TL: 7.01e-04, VL: 5.67e-04\n", "Epoch: 420 - TL: 4.08e-02, VL: 5.02e-04\n", "Epoch: 430 - TL: 1.07e-03, VL: 4.06e-04\n", "Epoch: 440 - TL: 4.85e-04, VL: 5.15e-04\n", "Epoch: 450 - TL: 5.67e-04, VL: 4.53e-04\n", "Epoch: 460 - TL: 4.66e-04, VL: 4.42e-04\n", "Epoch: 470 - TL: 4.59e-04, VL: 4.94e-04\n", "Epoch: 480 - TL: 1.08e-03, VL: 4.84e-04\n", "Epoch: 490 - TL: 3.33e-02, VL: 4.68e-04\n", "Epoch: 500 - TL: 8.09e-04, VL: 7.75e-04\n" ] } ], "source": [ "for t in range(1, n_epochs + 1):\n", " # training\n", " t_losses = []\n", " embedding_model.train()\n", " decoder_model.train()\n", " for i, ((ctr, qry), goal) in enumerate(train_loader):\n", " ctr, qry, goal = ctr.to(device), qry.to(device), goal.to(device)\n", " embedding_opt.zero_grad()\n", " decoder_opt.zero_grad()\n", " ctr_f = embedding_model(ctr)\n", " qry_f = embedding_model(qry)\n", " out = decoder_model(ctr_f, qry_f)\n", " loss = criterion(out, goal)\n", " t_losses.append(loss.item())\n", " loss.backward()\n", " embedding_opt.step()\n", " decoder_opt.step()\n", " train_losses.append(t_losses)\n", "\n", " # validation\n", " v_losses = []\n", " embedding_model.eval()\n", " decoder_model.eval()\n", " with torch.no_grad():\n", " for i, ((ctr, qry), goal) in enumerate(valid_loader):\n", " ctr, qry, goal = ctr.to(device), qry.to(device), goal.to(device)\n", " ctr_f = embedding_model(ctr)\n", " qry_f = embedding_model(qry)\n", " out = decoder_model(ctr_f, qry_f)\n", " loss = criterion(out, goal)\n", " v_losses.append(loss.item())\n", " valid_losses.append(v_losses)\n", "\n", " # log, step scheduler, and save results from epoch\n", " if not np.all(np.isfinite(t_losses)): \n", " raise RuntimeError('NaN or Inf in training loss, cannot recover. Exiting.')\n", " if t % log_rate == 0:\n", " log = (f'Epoch: {t} - TL: {np.mean(t_losses):.2e}, VL: {np.mean(v_losses):.2e}')\n", " print(log)\n", " if use_scheduler:\n", " embedding_scheduler.step()\n", " decoder_scheduler.step()\n", " if t % save_rate == 0:\n", " torch.save(embedding_model.state_dict(), f'embedding_model_{version}_{t}.pth')\n", " torch.save(decoder_model.state_dict(), f'decoder_model_{version}_{t}.pth')" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [], "source": [ "save_model = True\n", "if save_model:\n", " torch.save(embedding_model.state_dict(), f'embedding_model_{version}.pth')\n", " torch.save(decoder_model.state_dict(), f'decoder_model_{version}.pth')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Analyze training" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "def tidy_losses(train, valid):\n", " out = {'epoch': [], 'type': [], 'value': [], 'phase': []}\n", " for i, (tl,vl) in enumerate(zip(train,valid),1):\n", " for tli in tl:\n", " out['epoch'].append(i)\n", " out['type'].append('loss')\n", " out['value'].append(tli)\n", " out['phase'].append('train')\n", " for vli in vl:\n", " out['epoch'].append(i)\n", " out['type'].append('loss')\n", " out['value'].append(vli)\n", " out['phase'].append('valid')\n", " return pd.DataFrame(out)" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [], "source": [ "losses = tidy_losses(train_losses, valid_losses)" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "f, ax1 = plt.subplots(1,1,figsize=(12, 8),sharey=True)\n", "sns.lineplot(x='epoch',y='value',hue='phase',data=losses,ci='sd',ax=ax1,lw=3);\n", "ax1.set_yscale('log');\n", "ax1.set_title('Losses');" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [], "source": [ "save_losses = False\n", "if save_losses:\n", " f.savefig(f'losses_{version}.pdf')\n", " losses.to_csv(f'losses_{version}.csv')" ] } ], "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": "3.7.7" } }, "nbformat": 4, "nbformat_minor": 4 }