From 9129d6c52b5b6bc1639ffcf5138ae3c7401966c5 Mon Sep 17 00:00:00 2001 From: fw00355 <fw00355@surrey.ac.uk> Date: Tue, 14 Nov 2023 00:53:18 +0000 Subject: [PATCH] optmised for my 4GB graphics card, also better stuff overall --- cnnBase.ipynb | 408 +++++++++++++++++++------------------------------- 1 file changed, 156 insertions(+), 252 deletions(-) diff --git a/cnnBase.ipynb b/cnnBase.ipynb index 82832fb..32efc9e 100644 --- a/cnnBase.ipynb +++ b/cnnBase.ipynb @@ -10,13 +10,14 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 45, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ + "Files already downloaded and verified\n", "Files already downloaded and verified\n" ] } @@ -25,39 +26,61 @@ "import torch\n", "import torch.nn as nn\n", "import torch.optim as optim\n", - "import torchvision.transforms as transforms\n", + "import torchvision.transforms.v2 as transforms\n", "import torchvision.datasets as datasets\n", "import torchvision\n", "from torch.utils.data import DataLoader, random_split\n", "\n", "# Define your data transformations\n", - "transform = transforms.Compose([\n", + "transform_train = transforms.Compose([\n", + " transforms.RandomHorizontalFlip(),\n", + " transforms.RandomRotation(10),\n", + " transforms.ColorJitter(brightness=0.2, contrast=0.2, saturation=0.2, hue=0.2),\n", " transforms.ToTensor(),\n", " transforms.Normalize((0.5, 0.5, 0.5), (0.5, 0.5, 0.5))\n", "])\n", "\n", "# Load CIFAR-10 dataset\n", - "dataset = datasets.CIFAR10(root='./data', train=True, download=True, transform=transform)\n", - "train_size = int(0.8 * len(dataset))\n", - "val_size = len(dataset) - train_size\n", - "train_dataset, val_dataset = random_split(dataset, [train_size, val_size])\n", + "train_dataset = datasets.CIFAR10(root='./data', train=True, download=True, transform=transform_train)\n", "\n", "# Define data loaders\n", - "batch_size = 64\n", + "batch_size = 512\n", "train_loader = DataLoader(train_dataset, batch_size=batch_size, shuffle=True, num_workers=4, pin_memory=True)\n", + "\n", + "\n", + "transform_test = transforms.Compose([\n", + " transforms.ToTensor(),\n", + " transforms.Normalize((0.5, 0.5, 0.5), (0.5, 0.5, 0.5))\n", + "])\n", + "\n", + "# Load CIFAR-10 dataset\n", + "test_dataset = datasets.CIFAR10(root='./data', train=False, download=True, transform=transform_test)\n", + "val_size = int(0.5 * len(test_dataset))\n", + "test_size = len(test_dataset) - val_size\n", + "test_dataset, val_dataset = random_split(test_dataset, [test_size, val_size])\n", + "\n", + "# Define data loaders\n", + "test_loader = DataLoader(test_dataset, batch_size=batch_size, shuffle=False, num_workers=4, pin_memory=True)\n", "val_loader = DataLoader(val_dataset, batch_size=batch_size, shuffle=False, num_workers=4, pin_memory=True)\n", "\n", - "classes = ('plane', 'car', 'bird', 'cat', 'deer', 'dog', 'frog', 'horse', 'ship', 'truck')\n" + "\n", + "\n", + "\n", + "classes = ('plane', 'car', 'bird', 'cat', 'deer', 'dog', 'frog', 'horse', 'ship', 'truck')\n", + "\n", + "# get some random training images\n", + "dataiter = iter(train_loader)\n", + "images, labels = next(dataiter)" ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 46, "metadata": {}, "outputs": [ { "data": { - "image/png": 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kTr/LztYmnU4X3/fZ2dlBKDpRFN2UTW550g0GAyzLIpPJUC6X6fV6dLtd+v0+uq4jhEBVVSzLopzPYCYBpdxe3nXXn+X0kTv5/Oc/zzNPPUYSRfTYwhEd4jZMTExQHMsQJwI0FRkmaJECSUIUhwSRi25CksTEUcLhE8fI5rKomoYqVTQkigKKkFQmKpSp8Bd/7M/j+T6/9OlfYGa8jKFp6IZBZWKCnYGL70ekLBMljqkUi8zNz1Ab+mSDDp7nIxTBdquNbmikBn1azSbEMTfOXyL0A1qtDm55nIVOg/vUEmPSQhg6AyHpDoYkUqFpCaIoIopipCKxDYuV5TU8x38zBJfQabdw3SG9wYBep0ccBmytr5Evlm7KJrc86Y4ePYppmvR6PTY3N1lbWyMMQ8bGxtB1HU3TMAwDKSUfevhDNOI+87lHmKzuYc98mUIqS2ViGtPSiI05nn3ma+AnKAogfUSiIKSPVDSU6M0IRZIgoiaoNppqEfoCGxshJQiBgsT3QixNI45ihCYRgGlZREkMJOiqhqJIwjDkhXOvs+EETE3OMG2nqOTSaI5LnEAUx6T8HmHo0+2FLG5uYZsa82NFpFRZXl7ASOeYqlRZaW7hej6aFzNwPEJFIeo77BM6hUIaRwr2WikCP2Tb7yLK49RqTfq9Idu7m2SyFrpuIAQMnSGu4xAEAZahoUmJentON8L73/9+crkcCwsLfOYzn0HXdQzDoFwuMz4+TqfTIYoikiRhX/EuykOJblUwtDRSWvzlv/Yxvm/hw2x1YtZ3d5mcPsbFN34baQgUxcWPXaQhSFybmIQ4imn1GxjpPobaIhYGShTz4LvfQdq0UDWNTqvN+dcucPehowhNIV0tkQBCGRktbZrkUylM02B1t0Y9USiMT2Dn8uTKVfbOT7J8+Qrb7R59PyJrGUBAuTSOrsCg00EqUBkfw3UcOoqksv8g7esDBAnDOMSWkgldxzYUJvQUO+0+yyaoikIvibBzKcRwSKvTpdXsoesmJDGt3S1Cb0iSJCiGSamQRQoFKVVSucJN2eSWJ12lUqFarfLYY4+xs7NDKpXCdV1SqRQ//MM/zPr6Os1mkyAIIBH4wz49d5tBd0CnUafg90kuPUl94jheKDg1d4b62qMoakK3v4YiV5maHieVuZ+txRatZo+lxQvMH8+zb3+axopHLBImMmNMmEUGkcPl3Q26QY/ltWXsYgGrmidJICEhTBI0TUVTFLq9Lus7OyiFMjEq7XaHcKLKYODS9sDv9fACj4GaolHvEPk+J2crRFFIs75LlMR4/pDv/+D7KObyxO6H+NqTT/Hrr59nNw6YHqTYPwipTk1wNJvjgOPQD2IMVeONtW2aIkZqJooikBKyBpD0QY2Jk4R8tUK3P0CgIISC/J8kbv6PuOVJZ1kWURRx5coVZmZmsCyLOI7Z2dlhfHycarVKq9VieXkZRYVWe42Ll59lZuYYmWKBk/OzTJ25FzfJoIcRw3aPmepBRKLw9JeXGa9mMQsTzOypIkIVYTrsY5Yo6LPvwFHaW5cQjiAgJCCivbhO+sIaZ1SF+tYCn9m6QiaxiGPBPQ/ez8zheQDCKGLoeW+G2UKEUMim0tTrLQLP59jRo7RvXGal1uDJlS7Db7zGqT0TVKfHkXGCIn2EEAz6DkePHeaJbzwHfkQcJegxtLo9nP6AqWyJ37p6je+plGmokgOhRyGX5l7V5Ouhg2GoZLM2mi5QZMzY5CymZQEJup1HyBZBEOGHAclNZmjf8qRrNpu8/vrrLC0tUS6XieMYx3FIp9Ok02lc1yWKIjqdDmlb58H770FVJBcvX0Qo+3nths9Vy2bgbBAEEf1hQLY8jy0E5bEyT3/2PC89sU4xe5lM2mBsNsOBkyWifp7XHt0gV8zjdrsMAoduOMQzBF4+xcWzb/DKlYv4EzmsbIrDp4+Rr+ap7+7QrDewUzZBGFBIpWh5AcV8gXHLotVpoWYsRBxg2TYLG+e5//h9nLu+wuc++1n0bBZvew3TVFGEIGWbfPiHfoDPfOGbeOjcf2SC8XwOP4xRhOCykqDaFjkPnmy3uRyGGJ0+cRzh6yqGH1AqjmFZGlJVkEoex3UgiokcHylVgih+Mz39tnMY4M2VWMSZM2c4e/YsqqoSxzEnTpwAQNM0FEVhcXGRO04cZao6wZnTJ/GDgM9/4bdot9tEUYIACmMl7jx5nIncFIql8OH/7Qxj0z6LN3bwBz2k4jL0Bly70KPXiDn30iK5os0dDx3A9TzcICA7WSZUobJvnrmVk7y2u8Lm2ibNYZujuWM0V1YZ9oekNZVsJkNCgj10OX74AFm/T0qPEY0Nnl9fYP/cHK7nUSoW2T+vsri0QmPQJxEKGjq9/sil8fijj0GUsN3s0JlOIaVKzjZRFBWZJJwJFQ56koezJi+aIFVJECaoSkx/0CebLSC8iMRN0DSFKAoRMRAnSKmiKCGGYf5uRvMfgFuedFJKjh49ypEjR3jkkUdIp9NIKVEUhU6ng6IoOI5DHMeEYUi93qBYKHDq+BFShuTG9cvUdnfRDJ3A9zHVgJXlFcbnx8iMZ3n7R07yACqxC9LQKRRTdLs9fCfBc3w6zS4rV3eIGSWURonATKew8jr7x/JMxsfpdLtEUUgCXLl4mSiK0E2JbadJhMCybMrZDAf2HKV+6TWGwyHX1jZo5IssrW9wbNDG7TU5dWQ/C2srNP0OkaKiZ2wSEVNvD4iETkrzIYlIkhjDMFAUSV4ovKsnKOsKnplgmAJFSoQeI0lwHBeEIAgjSGIUReAMPOIoRtVGfkkhFFRVJRG353QAvPrqq+TzebLZLHfeeSeaphFFEY1GgyAI6PV6rK2tEQQBi0vLrC6vMzM7x/TsNEJJmJubxXszthpFLnEccnVhmUa9xmNPXGJ6vkw2m0NEJoaTYjgYkXnY9chksqiGZHtzl8//+mdQNMlD73kI27Y5cew4mqZiIVFyBXzfIyFhe32LvuNy6cYFJseK2GoKVZVcffkZhttzGLHH0HEwFYXa1iadwRAZB8zkFObyaY5NHsM5uRfP9wkjHykFpmHhhQGBH+F4Hl6nM0omkJJYVXhUiznsC3YMiZTQ7XcIohipa3R7HVLdLul0CiUBz/ERjOKsg4GD44wSYbd3dpjfs/embHLLk84ZOggh6HV7BEGIIhWSOCGOR7llQRCCUJmZmeXi5asEnsu1G9ewUylEkqAAfhQRRKPz4yQmiRMMy2LxGZ3mlRjT7iOky9yBClbKxg9UJILIUxkMh1j6LsNWl263y6/f+O8IRaEyUUFKZbRqfTPRNAEGvR75QoFuZS9DoTAETCWDGhVprQ5RhEKc2HjxDMkg5PCRY1xbuMZwOERV33S5ZEbpR3E8ir164ag003EcVFVi2iZ+5KMkAmnYbOsauxlBFCVkcylS1TRCEfTbI8d6OjeHadmIUWoi34rrd1o79IbLECfk8kV0/TvUqHwH3PKke+jBd5LNZhBSGZUwxeA6LkHgEUYJRiqLH0QsLV7lyUe/gtttogqFJAgxFUmSCKIoxlQkHRIawwF7q1Xu//BHeN9f/svM7dlDGMd848tfZCsS3PvAO5mpVMmoOpGAbrfLy0//Da69cY4L5y8Bo6B5qZBHVRR2mi2SOH5rvIah8eEP/1lefRE0WUIqKppMYVkGJ8+Ms29PlkzO5lf/+w363S5afoV73p5nGCQ4vQFDd4hV70EiCZNREidxQhIFrK0uc+r0IbIzNpqpYJgGh48fRtNVVKnieh65YoZUdrQ6/eIvPcrVc9c58bYPUizPj1wnikIYxaPE2FSP0K7jDgfcuPIy+fD2QgIAKSS8mcSJiAn9kIUrV9hcXyI/VubYmfvQNUE2baNrCmbKQCYCXUgMJcEPYnwpcESADGJKaY2B22G8WuXd73kPQkCUwPRf+zj/4u//Hf6P//pLHDp9koc/8D3c+46HkEGCqVokSTK6SyZgmgZz4+MEgc9uq030VkpQQpwkCCw0KmiKiip1pFQxUyp/6S/fhQi7RIpB5fGtUajKyHDw0BE81+fqhQujpIZel4xhoFgmDScgJCYRgnyhSCab5gN//iGCIKS12sJMqxgpDWFLNBSiJKAVDnFCl37Ypzq5lyNHD2IYBiIBVQHXH80Ns5kiY+USjhNQHN9H0n3ypmxyy5MuJEEoCSgxIo7o9zu88eoLNGo1JmamOXLsFKlMCkGCoqdQ9RRSUUjn8hgCvMAn8Ya43QbSG6KJGKFIpCJQSQgTQSJAEQrD3pDe9i7f/M3P8MJXv8aRe+9kpjBBc3n1rfEIIbAtk2w2T6YwzkZnSK22/W1jFgJMWyBViapKdE3DtBNeOfsq7U6bc+cu0WlXsHNjREJhY+Eq3mCA9HuIoYMIPLKWRhS4ZKVKP0rwQkZhtSRis7dDJBJa7R26L/WpzlcR8xqBERKKEEVIhqGHq8dYtsHMrEUShsS+S7e+S0543Lj+GvPH342wqgz6OqqUNL2bo9MtT7prZ59namaWxNAZDIZs7ewydByiOKJVr3H+padRdY2BH5HLFwj8AInE82P2njnFwHNINrfQUwUa9R3iKEQRghhBv91ld22HzHyZ1fU16hvrhL5H6Ac4/QGvPvoNziuSe0/d+eZoBJZlUSlP0+hBLKapViW12mffOg4glATNCjANC0PTMUyVVN7jK199gZMn7iCTLjLoNXHjJrYpSRsaGWHRigL84RA7l8H1PCQJOgoFIfF1SRDrqJpGs9dF0RWMok2zt8ba01uozwv2HpgiPz5GfcKhj8PE0UnKhVkqY5LlKxdprVxgd7PGnXcc5fDBaTrNs8yc+ADZjEYqbeM2bpMOgFdffI7FKxdRdB01naXR66PoOlIq+L7P4uICw2Gf3PgkmXye/FiZfq9Pe32DxUuXcDWVjfU1SpUJUpk8g24HRSq0t3d54Qtf5vr5a4ijRV47d47AdwmTGEWThFEIcYwlJHH8rVTuBNd1uLZwmVx6nDB7mqbb/D1jToRHK7yImeQ4Pv0QR49XuLD0Gm+/8wjzMxUMvctYNc9jzz1KdWoP3e6AqN9DRBFTVoooiuj6HjuNOoEXcfjAHhJTpxXFaLpBe9hCWzZYeWmFhcXX0EyFanmGrZUhWZllmHNoCxfdUzmQz1LbvM6FF5/i+utPomgGB/YWGD9wF+Oze7DzKo4bo+sxK4r3e37Ld8ItTzoviogR2EaabpCg5scR3QaaquK4ziifztIxLJud6zfYrdUojo2RmaigIcimUqQyWSrVKjPlMrtbG1y5fIna2hrnHn+GXiGFumOysrhEwRkwbqq4qqAzcAgUScpOQ/i7eWbfWq3a+gxC0Rl61/6H0Y7mdlHk0WovYdsphFXFyGh0ewtsbzncuLLIU48/w9TMHPtn9vLA3Xex8NqrdDbWUcOAyniJluMTKTHpXJa95SqRItjyIxIx+m7H92k3fQaDHtPT+wnQ0NNg2Sk6fh8/8BjIASoZFq+/xPK1b5JRs2zVm5w5cZDdnQ1SpSrTh++g29ohiBJUxUQQczO45UmnSIluGOzW60CEb6YQTheRJEhVRVElEgXf94jCgLWVFZzhgHyhiG6YZHSNYqHAeLFIpKq4ukGs6ghNpXrHId545im2n14mDkMKh+Y5PD/BbLXI8madyys7hGHAeCnHbud372hSSgwtxUy1Rs31oPetI6NUcKkITp04yunTB+k2Oly59DrvevAkFy5dZX15gKZBs7XN5HwBEOiqxNRHc7g3FhaIpGRyfobE9xjP2lyv9WiHowTNJEkI/ZCommANS6Rimy2xQ2ia2CWbnXiXXJxGDSEJfdKqyeXzS+ydynPs6B5WN3dYXNnlLs/l0srrNFo9Wv0IO5VDC28/XoFRGKzb7aAgiJQEhm2SOCEIAxIgiiM8L8EIQ5LEx3eGXLt8+U1fl2DP/n2kUhnWbiwQqgJn0KO7UyNjGmw36jTWt/AHDlKVXF7eph9pvHJ5mZm5OQw7RdLuUC3lubA4Gk+SJKhSQRd1mi2HlCgwnlZJlARFUTBNE2I4c3I/83snMI+fxjLzpG2dRtNl8cpLHDt9kFa3w8Bx6HQHrNdrjJsWncGAVK5ASTcoBLAdwFIrZFsx8JUAEce4js+NhTXSpTSZjIniaFgZHYhpuy0UIels9YkTGHoeSysdWm2Hl7Za7Dmwj7e/+/3EiUAKD0tPGJ/P8dqlBfzuLo327YgEAJZljuZv3qguIpESKSWaKkcO1CAkEQpRHAMuuZzE9FS6vS6ZXI6N1VVsO4U7cNDTFn6/ixAKQRgy6HY4cOgga8tLeF5AIZ9BVRVKpQK5dI50Ksv5ZpPzG1vfNiZdEYikS60dEieSlJpB0VQUqaDrGqAQJzqul0ZTVYQtSRAIRUHTBC+//BIJYFlpysUKvh/Q93uYmobf69Fu+9Qjl5On7mFop6j1d/GTPrEC4TBg57VthlM5NLNKEDfY2d4mEQm7WpOKNcVudxcpNCI/xGpG7J2dIW1JZvfs5dQ99+EGktWlK9xz516Wrl3jB973Ttpdh8986ebkeW950sXJKKYqFEE6neZb2TdCe9PxG8fEicDQR6V8ceJhGCpFNUV/6NIYNEniBITAbqlkUhZCHSUJ7J2dB10jmyjc2FzHC0I2m3Usw2JSlWRMAzOXR7O+Vf0ugIRECExL0G85KKhvhZWiMCJURucMXYHvKQRGjOsMCXxB4EXsbtcol6qEUYyUOiKJafd65DSN3FiJjpD0dh1mrUlOzxxncn6W641dLq7foNlv0RYD8EAMwIldusM6YRTgRxG6mSC8XdxglCOX13PousrL56+hyYSZzSbp4hjXFpq866FTtGsdLl+4ypk7jnFjcRPXvb2QAMDM5ElZ1mhDJIhkNJkXiiDhTdIBYQL54gyKzCAYKUdJqeG4HmEYkcQxqqqiayqKlGSzWTRFwbZs5sbKZJZLzMzOkkqniMOInc0tmq0meydn0FGYmZlDiNHlFgikpjJXtlCFPhpb8uZ+KUil0zTrO3QzaZyehmHoSAXKpRLf/4MfZmlxkSiMRhIR3W3Gq1WmymUKKRsjm0GdMgkaDkvOLleW6lzbXqHv9Lm6scj+gwfYU5jA0E38JKGo51FUBVVqGFJj2Hdx1jsjLbx8jNRNjFSWfC6Hh8LV62tEscbWTpdCMUfHNWj0JANXYNv2TdnklifdemvArJ5nbn6W7/nQ+8l8B82NOI75hV/4Bd717g+jCJCaIJEKkeZSLmVw3XUSEeN4Hr7v4XsBW9dDblxbwDQ0TNPk9Kmj6LqOrUtQbFShM7tnH+MTU5w7+zJzczPcdfc9CGD/oYOst2vMjE9yZN9+ur0eUlUpZLIsLy/z2c9+lihyubr0GgNnQKpgMnliHOFLUkqGo2cO4uhD7tx3J7/9q5/DcVw2BgN6UkHNptBUFbVqsyAbNFstar0GURwTJhFhFDJt1XjX299Jyz1Ao9cmn01zpXaNcwtv0FppEvo+STci8RMmcwVK/TrHzZjZgk372jN4seTK+cdRyiXW2wO+8vVHyeRSHDl2+qZscsuTTi3kee/3v41y9QRj1UlmJysoQnzLD0sSQZSEBEHA8toaRw4fQjM1trZ2eeXCcxRKad7/8DtJFwLWG1cJnAF+MqRUniMMYOHGdT7yfT9Ivx/huAFZ2Wfv8bu5dm0BQcSxk2dYuHaNsX3T/ND7P0zatPnas0/Ra23x8vYNenh4vs8gdJicnMAddBmvjPN3/94n+fUnfpU3rr9Ot92htrDNzPgMcXvA2Mws15sNjJzCnr17ePnlV5CqRJECyzRQLB2paIRhRC6XIZNJ4wcB+XwORWp4nXXGsll6jsm4ZWLoDpO5PPH8Ya7ra7jxgMXaKqrmYa7X6F69QrCo4JXTmHmIlZBE1djcvcZaNyYODTLCRvcP35xN/vjM/d2BeLDD8y9+lj17XufJpzw+9OGPcdeBY0AESUISSMJ4lDlyY+Eic/v2Ui1naF9ucvzA3bz7ne+lUp2h3WnzxNUWW+0N5icERTtFZdwgbnV48IGHGLghC2tbjOXzXL62zpkzpynoIUo+gxCCld1tlq6vUDQzDBtdColNLGOu1dZRpMQLPC5d3aa9ucNpWSGXzRNHCb7jk40ztM+3Kd+XQddCikWNQpxCU5NRmEw3kVIjCGJUNUC4CXHoIJKQmDSJgDiKR+oBqkbKHMfzCkwXTDYaMT13C8NrcCCd4+jDD1C7skNO5Gk2Owj6I5aoMe3EHc1VszrZygxaa8hCb5dhENHvubj+zemZ3PKkCxyPq2cDMsYyew7P0oxeYr3tsTu8jpbY0C2yse1iWCbTB95F05+llFQ4eeok4+UCigL9boznx1w8P+TJF+ocmHP4sQ/fgZ2rMn+yxNmLq8zvneQ//Kdf5O67HmBjo80Pfvgh2t0O3d4m5fEymVyB3eY2SdrjjSsX6PUc9p44hJrS6IcOB6bnaLlddiybXNcgSRL8OCClFlD6CncfmqKct3GHEXEcU542SecNdF1DUwW2HWNqHpbeQlc8olAnjEFgosg6fqDRGwQYhkVX2Lz03Oc5XPDJZcvEc6dBG0PEKS5ufh7n+hDTL7F/bILm5g1kRicVB4wVDBIcLjd0Dhc1rtZ9PKHiJSFGIYVuazdlk1uedHc+/KPIQZeTxw3K+xUG/g7Prf03rl27hHDSvPz1K0zseZAzx+7kiVcKbC4oHD61j71Vk3bDYWNnQLfV4bnzr/LyuR3cXszixRrxByFfzHL5SpfWuaukUyZ3nbqHtZUF0pkZ/vMvfp6D+6aZn8pw8OAcqWyO+ewkhmaxcW0bmTVIJTqn9h9mdWeLPQdnCZUILw7YeGERARw5cJiN1W2ytorrNRFaEQ+H7prL5ANzJFrMux9+B7vrLyOiq1iGwDIlqlZk4O4l6LvEQBLGtJq7mGqBdMYkKMywu32DWl0nXfYpK4uMmzE9f4z02hyDwUWqrNEZTqNpUJ1Msb3Wojn02Dtf4Eh+kmIpzVi9w2ZHQ5cRoS5xfP+mbHLLky5pbWCkUsSpCv/llz7FpbMLIGPsvElGFnn9pQUeGL8f19K48tJT1LsqQb/JX/3fP8Dxgym2MpJXz/Zp9xMGTgyeg2IG1Job1INtpFIliRV2duu8/cG3EcZ3cezANLal4vsujUadbruLVcry3NXzhEOfY4cPk8ql8BsDvB2HyAvQFQPDBCuJ2ZUqmqKxJzfLtDJOoG/RGfZZXtkilzUQoUtZnSAtbQJVJ21EiDDC0iVSqGSr70JzikxNdOn1emzvJCNRb5lg2Rp3PZQleWWUeTNw1rm4o3DX9BU0t8N80cTN69T7JlcagsRQ8f0QKcEXkur8XlKZNN16m9DxcKMYNYGg2SPwbstKADD1Z08wlqvQ6fao7RY4cuB7mD6yn1N3HuP1J77K1Vfr3Hv0JAfGZzH5HHow5NpLDT5X7GH8yEeYnyzwnvfMsNmr8fSzj5EtOQTDAe1eg9ruMheeqXP8+D3MTKSpTmQoF8dAwrnzb2DZBoVsHl3XMHWdmJDmoEPT6eLhs1Tb5KXr55ndN8Gpe48RxyMfnkAQhgEVM8WBQo4oK9jqpomUGC/oEwU20faQXGmcdbeHlCNvnypV9NReokjDHawTxD3quxvcWLpKNpcwUUqjiglKbop+SmKGDWq+gqtkcTMPoJXbFFWVwPew67ushmlsu89m30dVBHbawvEDuvUWnfaA7U4fJVaxpaDVc5i5yd5Ltzzpjg4r7J3YQ7psUfwLf5WUUHj44Q8jophxxWS71SBbsIjiAMdt0unuYptr9Dcb/Pz/9RLaxCPky1Umy5K/9ddO88yzS1y+uEgxVaKSP8Ci8RXeOH+OKI5pNg8yUc3xvR/8Pt7zwGn6gYHTb44cz2GMaekQRBDExHpCFIwcwomfoCQKlmLgEbC9vc2NG1eplGwOHp7GSGf4yLFpuv065y5cprVe58UXXyGyYnaaNaSSoCYKhn2SRJa48sajXLh4nThw8T2XWEASGVhKQGj0uXgly1NPFzl+ZJ4bdKmYFn7nLL3Nq0SOwCNPzz7M1eUux6sFpu87jggjlMQjFgqdnku966FoGpofoZkqeqKhq7fDYAB85ec+y56ZvZh5yf0fvoevPfnbnL73Qbb8DgMpcKoqr8aXyNVanDqlMzYOnit45JF38MILr/H01/4F5ZlTOPsmyKeGvPzMebLFhPW1LR58+0E+8IF387nPf4EXnnuS65df49jxM+zbe4Y3Xn2BSzdu8H0fej9REvP0U8/w0PvfjRZoCNaJszHHJg6yd/8cgesxCBxM00JLVJqtJr1ej7nJcQ7ddwrT0Hj2iecILZPJI4cIh5KN2gKhbBBHoxqPvmfTrW2ysvoUW7sdNBWqZYkmbTJpnUxGo9mL8LwYx8uhJyGLGw7W9BSqBKnFfPmVhMuLIcdmeswcN+g0GxQOHqZSnkdXgDiGBMqViOmhy1xnwNJ2k87ApTMMiG4uyeTWJ914ZQw/dGm1B5zdvsiN7Uv811/9FUoT4+wbz/EjD32Id9zxEV558RW+MfcSUzPgej6ViTR7983zxS8/jqm0uNySrG/s4g67TM0WEIogk0nx/ve9gzvvPMYLL77O9esLLNy4xN/7yb/HwQNznDxxhDejWrQ7bWJDwajYFLUSoRGhSZ18MYcfB7ScLr4SEZMQxhEgaHVaJDLh+vktXnj6MkfPHOHOe2aJqgOO3lVlUO/RYuTc9r02Q6cGeKRtldkJk7lJg7SpAoIwEoRxQC0M+NyzX6Nd26Q0qJIKffTxef7rxRzXLmk4Q5V9h/eBlqM32CCIEjwSFF2i6QYQo8gALYpJpxLmxmNaXRdBH/cmWXfLk67ba+P5Eav+OidKd/B3/8o/o5qdIo5jlpYXEB2F1avLdOtttJSBEGksJWFx6SK7dRfHc9hu2oQNietGjE9YlKtpFAH9Xo8kqVIulfnQB95N94E7ub6wjGEa2IaK5wWsrq6yurqBlBJbGLiGi5E3UZQYXdMItRjHc7l64SqaqqOqGv3+gOsLC5SLp3jxqUvsrO6iCJ3AC1H1PL2hR7Dh4Aw6vPTyDVaXe3i9PooqyNoaJ05lyWVGSQ0gCOIEx9O5tqZhjQf0rC7yeBpnMsbLtnjF66KUoDS+jwTJjb7N+nKf3tCj3XPpDztoUmG6ksfUJXGiEDJ6JUJHUUMUVRkp2d8Evmtbb/6votvtksvl+Ot/7a+jahqxjEmXMpQzJXgzkXJ9dRnH6YMAqZqYaUkYeQiUUZ3AIMJzXOwAcCMSEjRVQTVVomyGgeOQy2XRdZPK+DRxkuB5o/rStbUlVCkwTZOh02N+3xyVapUwConimEQkKEIgVZUwDNnd2CYMRs7V4WBIp9NmeqaKYUpEAoqiYdkW+UKRpYW1twQI6/UGruvS63UBMEyDvXNjkESUx8aQikIChJGk1fFpNzuobRVFEyi2RJ/U0ceMUb+vCBSpoCQKcZjQ3+mPYsjNJpqmcGh+HEvIt7576AZYtkW328f1AzzV5md/9tN0Oh2y2ezva5tb/k4nqGPYsxgKDFs1lnbrDAc+SZyQTwNBE9WQ7OyG9FYEu9s7GLpGcaxIWjUoZ3NMLw4w19qEPR9nGDKUoP+/3s6xQ/eRRAO6seTQ7BSvnHuNb7xwCbfn44ctHn7HAxhmidXlp/jRv/zj7Nu/D5IEVRmlKSUJb70UIUZdeOKYn/sP/44L21/DSPZxfO9xisUi1akJhkHAfXvfjamU+FYc71Of+hSnT59mdnaW89eu8htf+R0YOtjC5qPf92NMVMqjhOQYFm4s8/P/13/ih/s/TDaXwi6lKf610qgPExCHEYr6u9IQa2tr/Md/8U+w9YCe6FIKFAqk2djcQolDbNXg4PRJPvvC8+RLebp68aZscsuTLpcdo9ZskLUNvDBEoFItlcjmCoQElLwK3W4dQQvL0jBUHRVIggBdVZgq58hXytiqRrfWpHl2neRCk2xO5/R9VcJE0h92UOI6zcYFwmCdvu9g6jYvvPEGqpYHb8jQCWl3/Ddrb0elhiONX0ECqFJBkxKSBKFArmxiZ3WavTorO6vs1zqsrK1RW+/ygXt/iFy6iBCCQ4cOEUmNiek5fueZx9lqbdFxWxyo7kHXRuWL/b6D5wVvSXlpUuIOhgTrAe7rDomIEUfSDNsDJsfKmJqOqqpIKYldl6MTJboNqGh5/CgmlS+xsbbKdrdJPxEcPbyPG0srhJnf/+72P+KWJ50/aFNM2yjqSHa1kMkjdR0hFbLZCmHooygaM5hstQdk0mkkMV6ny2otoNnuk/RcCD3GquOEkcOkEuO5DivLK1Rm97BTb7K6uoUwKtxx0mZhbRvTmuHAvv1MTZZ55snHCcMI1xs9PneXb6DZOUqVceDNLLsEBApJEhOGMZ7r0et1WdtdJ1XOUHupgef4fPn/fo7H9j/Jp37631AuVTh16iT/+jf+A1+8+hib6xvEWkKv22NHrbG5s0UmpbJwY5H+MKTfHYCS8HrnHCu7q+x4O3QvdNgWO7SsIYPBgLnKFCnD5OH3PMx7Hn4v6UKabNYirZZZbw7QDJVuEHKh3mej0cKzFA7OTRO1YtKaflM2ueVJ50ZNqrky/aYHYchKcxm7VCGXzeHU60ipIcwMuuUj2kMMTadc9zlwXSUyVDaMAQ0jwvEjLCJEYpAas+h7MbvdIbLVZejqdB2b58+tMzUzwx33HKPb7OH6Do7r8b0f/B6CMMEPIuIopNFpMZkt4HsxJDHf6qAqRAJJPOrK3Wni+QFHTx2nOJ9jbWGH+nofp+ny5NNP8S/+yz/kr/+VTxLEMfWlTTY628SaJFM0OXh3hanxAueWv84LT6wT+x3yhQqhUSHJJPydl/8upm2SSBBDweb2Bn4QUK1O8OM//Bcoj5U5evgoQgiMSZUtvUEqkoyXMnh+SKSkUO0MWrdHZspiKDuU5gz87u3YKwChkkPRcsT+Gltb22ClYeiQsjNAjBfEWKk0hpVGJnXGAp07LneYdgRaR3I8ZdMloRbHrHaH1OM+XVNwKH8fD779Hbz46lnOXtiAROB0HZLQxVBN3veOWSYnqwR+wMpybZTl4Qc8/fSjXLn0Oh/5/h8ily8ShtDrtbHMNKqqkYxUIOj1PQwlRb5YIpfP0yu5BJUY73iCPanzzg/fi7B8+sEQyzC4757DVOayZPKSsVIKRVG59vprJFvbGIrk2lKLWK6j6WM4kYuhmQR+iOO6+F5IFMVsb27zL/7Vv+J9730P73//B+h2e0REDBgySEtmXBVNLbC62aXj+Nhpk2xZx7AVVBNkcpt0ANh6kcZug1ajRSgkaSuNVCT9XhfDNAmThCCK0bSRPkRxzUF4Kh6SkJj2dB61NiBo9GgHQzaNIW5G5aSlUrACzkwUOZDLoKDwF957iupEhXQ+xVa9zVcefZmdnV2yps6Ztz1EFCbs7uywsnCB158vogxbZMem2K412Lf3CKpURun0SYIMNAr5cSyZRtMUdDMhlbPIT6TIjWWI4lEJYUYvEsYB+45Mki2NVqGDwQBVqniug44HWhE/9CjqQ9zIpD8Y0Oq2mR+bA38UFQGIwohGvc6DDzxILpen2+29KYcREQkfV+rYjofb79LrdikVFKyMHIXhpCRQbitxAjAceGiKxE8E2eI4UjcwLQvHGRLFEXY2QxCGaIlKv9fBH7RIJxpRJEgyOqLWIWi7rIghV402dcslky6hSLi2cJ7pqQmOVfYTKQmf//w3cTo7SOnwi1+6yPmri1TKRe44vIcoiojjhJPHThL2d5HZIucXb5De2aVQyDM7k8PUbYSIsSyDufl5jhw8Qjqd4ur1lwgCn+KBacb2Fei3HJ755nOc+pH3EAgFM9Z5/FdfI5tPIVWF3fUGe/fM4PmCMVUlCAJShsRxHEI1fGs1W6gWEG1Bvf27TUcOHTzEI+99P5C8pSYVBD6xAiBIEp/ZcpramE7a1lATSTpM0xPO7TZN34Ifx/T9CD9OMOJ4dCcYDgijAMPKvdl/QQFF0u13aY8NaaUs7lhT6OlDiqkszV6b6zMeV+s7TJYmmdqzh3ang0KJx578JqV8HlWFnXodvzDOvoN78AbPEft9GrsxtWp2JLoYR6Tz45y57/3M7TlAHI005AQhC0vL2LaOVBSiOEI1DAQ6IjCYHZvj2sYFzIxGIV9mOFxD02wMbAJcIgWCUGP7xgDTtiBJsXy9jSTBz+RJEp04Cun0DOb2jOpFDN1A6iqFUgGWl9D00aPxnSfvRl1psHZ9k1q3SxhGBPiomk6iQMqSpHt98oQY0uRAPIEdaXRkwOXbj9cR+oM+qpEiUEYCgEEcQKwQ+C650hiBF6IQEUUh/eGQ9e0tdjWN3fE0tmXjdLdoyyZ5q8Tc9BTFiQpSkWxsbHH5skRIh5XlBrXdJlEi8PyE//SLn6O23Waz1kIxTcarJaIowvcC7FSOVDr3pgtDRaCNBKkdGDjJqCbXA4nKlcXLnH/lAj/8oz/Ine9/N1rewtJsMuqrhA0FU7Pp47KxtkZpZoIzd5ym3W3geqOUqsZunWtLNQxdx/MCklhQqXpkZRZVUxG+QMSQ1lLoUiddSPPuDz6Cn9HwnQivH7G12ac0IYiCkLrSJ+1KROhTydns9ly8boRlKZT0NOnb6uojBH6ApgeIJEYRClJKrHQOP/BRVQ2RgBAJvucRxiGu79MfDKjHLQQJMWBbBkVVJZNKEQYxgR+8WTKYUMlnOTg/SaPWZm5+iqvXNzi0N8dMWeXwoEyxkGNytkQYRoThKKYK8aihnDKSToWRdp54U3Gw1xnS83uYpmQoB3zha1/ke/0f4Pip/ax1r6FIhbSZJ2NnqdMkCSO6nTq6plMtzxBGAYX8GOOlFp12k8Dz6PV6eK6PpZrcm7+HQiZLOV9GyIQzwxOkZYZMOcXxQ6eoHp4dSb2uZxj8VkBVMUhEQqBCP3SpbW1Tb3TY7XlcXlhlrlpEt108kbspm9zypDMME0s3SJk2mVyeIPTRVUk2W8L3XLY310ZigNksR++8g/L8HI7rjNQmwxBNSjKpFHYqRZwkICWaaWC9Gc/s9HRW1hqgZPBjjWz2CN/7gUNcvbbEK69dou8Idmo+U60GfhAhlRHpojdl+pNkJOEVxSGaqrPb2CYMfIwgg6Fr5KplpAKvvPoSIrFpDmr0wg5WIvg3j/1bfM9nqlzB1ftsd5cpGBNEUYRMJNl0HkM1WVlZJklGxeVCSyjcnaKYz2GmdCzTJMx4aIlCqVpmfXOdzc4muq7TanfIZscYK5ZQlJjACyCvM7a/wCC9y+5mi91YZXW1RUyLsZmbU+K85WOvb3vwA9imhVRUMrmZUYF1MoqhmrqO57vEcYRl9NBMj4E7wNR1Th47ydHjexFKQs5W2WzfYKfhkAQKrVqfxastahur3Om6hBMVjFjghgmh08PxA1Ydl1gIWkHA2OQkSRJxYMZCmiaRIhj0GmRNg8iJWN5okQiJbmZptHrsOXiQ3f4GGSOLqVu0Bg2kOopgGKFCLBWG+Egh0BSbhw/8GcbNWQDCEKJolIUUR6MujlEUE8UhJBFX+s/yzRe+hqIonDhxklQqzbve9TCmaSKFwPNDXC+g77j8+q/+35zaNw+DHmnLwpA6URgiNYswiZBSw3X6OK6D57l4dop/+X/+n7djr140S14vk8ubFHM6nc6Abj+gNwjpxCFhFOF5Lpl0izseGkNLqxw/foz7j32YjJlCVXpEwRZWfZNdbwvd1ynECa1Wk9baEstCJdtokxv2R1L3SUKs6xSjCNN3yZsmej7LajCkWUtwIgfDNoh8MNMq7XoL6bqMVTSMXMJksYArQ5bXF7lv793YsUHdd9htbKJaBunEJg4FAzEgEh75dIWJzBwH8qeJQgiCUVllGEEYjjSToxB8P8QLfJqFVf7RT/9rdCkw9YB0pkipVEVVJYqQ+EHE0PGpNTtsbW1xtJxHadXwbJMIk4xpUczoyGwJL4IkEnS8mJiQzZvsqH7Lk26iWmDvVJG5ySyGoVBrprl+Y52r61fZs+8U2VQW3/fo9poY0iSfzaIpNk9840kmylkOHVbZbq6gqgZ5O0FInXg4QCqSiWIRc2qSlOsRdAYk/S5ht4vq+thhAoZBtt4imnDZM1Pi1B6TK9sD2nGG+b0HUROHhcUXCYarZHM6vU6ddC4myKTQI53+4hqDOMSczaGIhDD0UM0xfuQjH+Xsc1/j3MZlEhUUHTBAkaApb97hIhBvNhkWIkEqKn6cIIVKxrZ58dmvc/nC7zA+dYQf+eFPUiyVUQyJVBVMUyeTTnPw4DEURh0XI6FjGgUymkl5rEwgIpqrNVrdAYatUh4rs+MPb8omtzzpPC8ezdEig2ajy+JKjRdf/iZJDIePncGLIwZejKrbTE5OUKmW6LcVlq4scMeJ7yEQr7PdXMbUJgg8FRnpNLtNDFNn6t4zTM/Pk4iIQa9NGIf0O0PaW01SmobZ7eG9cR4tY7LZdzm/2scq7GFruUa7eY10bgp15m2k+yn2VftEnsKlzSGZnM7EzB7CtRYP3Xsv9rFDvPzyN1neXKa92eXGG69Tv7DEYDCkWhobZYlYQAhSAxECESOtjAjCMGIQeDhxnUGvwYsXvsaXHvsicrBBv5fwW7/8/2F2/hBz+09z9MRdo9ZMmRRz8/OYzU1UVeJFEXbGJqdnCR2X1XaDxa1dVKEyVplCNQSEt7VMAHjXXWUuXLzAr714BV2NaHe65EyTQ4cOMl9VaHUitARS2SlQPMJ4DSkKtFpdFq5vcf+DVeL4AlubHUrlHGGskvfGOHaySqUs8YOEfKqIm9KRRkiMwXq1jaUp5NSI/olZvACa13pc3vJ4/+kHOWmsc/XiBTZ26vi5MY5O7COIzpGzYrLGKP6qqhGn3vM+Dp08g65rqJUjTIkK57UmV1Y2ub62zobboXy0QiIhMRPiMCYOQ7r9Hl2nR6vXYn1ridXadVbWlljfvM6Jew4wUylx5/3HaK8bDFsetc1NdlYXuXD2Sa6+cQ+lYg49VSZtKuRSOU7tOcTm0OXzTz7BjauLGJg4TkDOTnN8/iDtWkR+dgxJ56ZscsuTbjwV8MEHj/DOu/dw8PBBfM+FwGV1bZeVzS1w+uwvV/AUSavmI7UuBAGO4yD0gJdfbfPEo1263QZHDu0jVXJQTR0pBK16g61mn2tv7CARHDt2gAfuexvpmS12Wwt4MaQncwx3h+xubNDc7bO908WLszzwju/hc5/5DXqOx3b5DrKFPJXxNh854fHsss5Aj7nzne9G8SMunX2Z9UsXaScqAp1yqYh1773oO8sEKCxtXufa4hKu61NvrjN0BwCcOnaCq4sv03W7XF86h+/7WGaGQ+N3s2VsUJo+wNpz36C7u4rrJIRRjdWldSrjNiEWqlVgbOI4WWliV/LsbK/x2vJFJJKqPc5773g7x2cPkcvmMDUw5dYfYI0RbnnSuc0VKtUce6YKRM1rKO6AdmtA0BgS7uxghAmxdCFV4vVXuzgvdxkrePQHPl/4/ONs11aYni8yvddiq7GFvyk5eec+UqbK3UeP8sXnXmJh6SyqHzOVK6NrKe6/74eo76zzpa//NjWvy8CBuf37iZNFKmZAsTSO44f0dtao9zyqts1qucjGQpd33m2iKAqJ67O1uUnsDLj6xlmamxvomSJT5QPkDZ0D73yQ4vYellausLJ1g9mpWboNl+WVDXQDvCDk2WdfYLe5SuLHzFUOE0Qelmlzx9GHWFk7z6vnniA0EhRVEktB5Pt0O33a7S6xUMiPe+wfO8S1G1cwUzaR43F0cppar08pm+fK5jUeP/cN7r/rPt514k5U/U+pN9inPvUpPvOZz3DlyhUsy+Jtb3sb//Jf/ksOHTr0u0RwXf723/7b/Nqv/Rqe5/HII4/wcz/3c1QqlbfOWV1d5WMf+xjf+MY3SKfTfPSjH+VTn/oUqvqHG/K5q+usrNbJGJCOHHQEQZLgBiDjBBHFrNc6mKSYnNTpdm2Wr18ljg0unKsxOTfG3P7DpCzYs8/AcxXyaZNOLSTpezx0/Agz/1uO//gff4PFlU1Wlpewbcmw10caJt1Ondp2D+kZ1Fpdfvu3PsPBgweplMZIWRbDoUMmcSirAZevbvFUVyU/W2VxeZmnxVcJ2326tW16/S7jqSzH7zoMiY9hWVxaOEcSRgw6LRpaAa/jYqkKxWyJRrdFq7tOq91CjUd9JBIlZGPTYHF5gRMn72F2Zp5nvvEVruvPYbbrNDfbOJ5ESI3AD+j0XOx0kbFMibV6g7nyFH/9hx7kF774Ze648x46u12+54H7ae/2mT80zY3rOzdlkz9y0j355JN8/OMf5+677yYMQ/7BP/gHvO997+PSpUukUikA/tbf+lt86Utf4jd/8zfJ5XJ84hOf4Ad+4Ad49tlngZFk6wc/+EGq1SrPPfccW1tb/KW/9JfQNI1//s//+R9qPLHTQ2ohYZzgSPBFAiIhlvFIdy6JSWJBHPuU8vv5hz/5Y5x9/bdY2Vgho8/zhc8/yvkXrnLHvXdx5tg0PW+A73m0ifD8kDgMOHZsH//7J36ET/+7X+WZbzzD+dfPEYUeH/kz7+XEnkP88m99me//3vfx4MkjPPvKea5fv8qzTz/D9PQEkoiXnn8J29R5+3seor61jHQ9BB61zRXatTaJgEARHJrfQyJCcB1q3TaTao7YFoxXxxgrVnnl7Fe4sXCRM0fvwwtcOr1t1jZ3MKwEL/SIg4jybIn+sI8iJZXKNA+//88gMXjl2a9ipULWdnqMjaVIZIii60RhQMf3uLG2ysf++t+g3ehwev9pPvjAgzz9zbMcOHSQ4ZiH3xji9v6UVq9f/epXv237F3/xFxkfH+fs2bM89NBDdDodfv7nf55f+ZVf4d3vfjcAv/ALv8CRI0d44YUXuO+++/j617/OpUuXeOyxx6hUKpw+fZp/+k//KX//7/99fvqnfxpdv7kMVYCe72GECpqqEvoxYZQQxjFRktBzYpIkJk4USkECSCJCPBkwvS/Lsf1zHDnzA3z+t87zmd/4bTbXjrL3aAkpVbo9nfUkxBcBctiiVMxy4v5jPPT2e3j90gVQFOpuHR2BGzg89uIFpsaK3HPHSd7zwL08+fRzbG5tIioldhtdlDigYAhmTp1mtbuFEwxxZZ8Th47RGnRptJqoscCt1di8dpHq7Az9cAep6wQi5pvP/g7LO1doDxq8sfg0vhcQRwm2bTA+mWFqsohQJbad5+mnvsEDD7wdRcLYWIH3fegjJL7D+sp5pGkxMTOLapjUGk2kpiPsDOOVWaxYpdvxma5MoUmLfCFH4EHbHzCWHyNZ+S6JvXY6oxVNsTgq2jh79ixBEPDwww+/dc7hw4eZnZ3l+eef57777uP555/nxIkT3/a4feSRR/jYxz7GxYsXOXPmzO/5Hs/z8LzfXbJ3u6PqqCubA4pDBU3xEICmSjRNIYwT6q0hrheQxDFKeoyVzUu8dvFRGrsehbEi2/UhUVjnkQ/dS7Pr8pUvP8m7OMZw2CUd7eOVK1c4NDWJrhsUMwWOFvNkhl3umJtCFDP0uh6NVofFpXWuL7bo9APG0mkOzJS57647cNxDRCj0Bw4pS6VaLPDKlcuoUiWVK+KFAbveBpGMmZ8skdd1psfGWb1+mRcvPEcz3qVEBal5HDpRZXZ/jsAPQQHbNN4sAIpBvPlHiyI6rZFjOxECIUARkMlmOXDibvqDJhs7bWKzwIXrCyRxxOmxIcIZcHBmitBz8LwW+WKaN65cYWrPLIVckUarQXd7F/+7wWUSxzF/82/+TR544AGOHz8OwPb2Nrquk8/nv+3cSqXC9vb2W+f8j4T71vFvHftO+NSnPsXP/MzP/J79hw4fxTKNUcGLUEaJklKgCMiNjfq8RiQUSgVUBM9+Y3HkXJUOUtbQ1QhF+MSezaG9J9i6LlBEkVTVRi0dYS0yEC40FIuMXeDCdoIaQrhZJ1BdIlXl6NHjb/4pfLLpNCJJWGjVIIF8LktsawwErPT7RIZB3shyInd6FOZSFTRNJ2dlEInK0u4aaj5Lyd5HPp7FNC1cNyCVspCqjkgUomCkYawoo5ZP7U571K8VMAwb33f4xf/8s6iKeEsgMggjdrda9AJJ7eJ1fM8nlbK50W2w7HSwDRNqo7RmO5Wj5Xa5vrxF6AcMHQd9R+DfJJv+WEn38Y9/nAsXLvDMM8/8cX4NAD/1Uz/FJz/5ybe2u90uMzMzXHjyeTKahaZIyoUiA8/DDcJR/WkQIlWFmITg+F66cRfL0tltbCAUASKiMlmmmJpgaWmTndo2lmlhmBqWmUELvx9TziClxO2D2xvVNwRBRK+7S7+/CcQcu9tldfsJUmmDE6emsX0VxczQaA05uv8AZ994g+XlJeIoopAz2e20MTMeBdvizqMnufe+h7HzY6ysXOXSay+xefEqvXaPRNMxp2ZZX1/irnccYH1nh7RIUU6PEzsqkdbBNAuEDoSmj0TS7vb55V/97wRBiFAU0rbFnj0Wk9UihVwWQ1d49oVltnbbTIyX2Zje4NgHDzNRnCUKQCohH3zvI6RMm1evvsIvP/Ff2XB69K7ucsfMnb+/gf4H/LGR7hOf+ARf/OIXeeqpp5ienn5rf7Vaxfd92u32t93tdnZ2qFarb53z0kvfLg+/s7Pz1rHvBMMwMIzfm+WQRDGxiAkENGttEgTSkATxKJPXFApBHKGhkM3nyOR11BRsbKyTnzB5z/c9wu72Oqql4LzaJYh8zIxGonh4mX+Nnp1FEdNk1YdRkxmS2CCKIJPL0G1N4bsBuewKtmmieAnL65sUp7N0m5u89PQ1Xnz9DQxFxRICicqhfJVEadFvLWAokkp+Al2atFeWKCkGZw4eYLi8yPriIp0wIm1qLC2s89gXNiCIsG1JsaBRLGTpdT1efnkFSy1w4Mgsh07P0R4EhGFEpVyl1qhx5nSB97x3hkKxgOtCvxMjn1kZ9TgLAjLjafLFPN2dPp1WH63c4rPP/XsmKtPcdeBdVA7N4vW6HLmjinHhT0noOkkSfuInfoLPfvazfPOb32TPnj3fdvxb3aUff/xxfvAHfxCAq1evsrq6yv333w/A/fffzz/7Z/+M3d1dxsdHZXqPPvoo2WyWo0eP/qHGI4WCokjGUlks0yIchuiKINBi1JJBOZtlsbmNrmq8673v5u77TtFsb3Pj+hUGSYvFjctU9x6l14PJ8SqbtS2IJYahUShpxGIF173MtvdlDDlBPnUaJRnHNudIFw6Rtovkx3dotKbRQp31l1/n0a+sIoTAjCVbrSE9Z0DatDgwM8tus04kIWtnSNsZYt9nc/E6qyuLXLtylZKtkB8bJ0Il2d5E13Qq42O8820HUUSMbUQsLS8y6Pt88ddfZmOnhYLGoOGyd98EvuciVYWjx2ZxPZ23v+Mw99x/CjtToVX3uPj6VXp9F6mM6jVM00CNLa6cu07PbzCVl1y53GC30UQ1i+w0+9h6gBuGqDfnpvujJ93HP/5xfuVXfoXf+Z3fIZPJvDUHy+VyWJZFLpfjx3/8x/nkJz9JsVgkm83yEz/xE9x///3cd999ALzvfe/j6NGj/MW/+Bf5V//qX7G9vc0//If/kI9//OPf8W72P8P+qRksqTOXKaEmJmMzGWbnpugmLkt+k+n8GCtf30ZKlfe+931UqmU8bw/79s/wtac/x+WnXyfJZTh85ih//ns+ComkVt9lbesZTj9g4zXfRaw/wbNPPsvWSod9x59n8XKXegtct8CkfYj9E4/w/BPbTBfnUFoDskPBUEQUikVSlolUBFvbG7j9DtcyNg+98yGquo6mSkzLZnNthbPnz3Nksowz6DI2Xqbb7VLOl5DpDHtP7ePw/DG2G5dp17rg7+dzv/nbbO60yaTTnD5xF2urq1TSU9RSI5eUpmvkCvOsrys06iZnX25w4+oaU1NlDh04xGvn3kDXdbKZPEE/ZGetRul4wrDroWo6fksliRLCpQ7xhGTXd5iLSzdlkz9y0v37f//vAXjnO9/5bft/4Rd+gR/90R8F4N/+23+Loij84A/+4Lc5h78FKSVf/OIX+djHPsb9999PKpXiox/9KP/kn/yTP/R4SvksWQz2jE1w/MRdjM+PM753muVXr1P26ry0dQNhGUhF8MTTnyNXTBN4bVRTpd3awnEHXH/1LPIOhe974PvI2UWIj/JLv/YcXe9ZMlOvMRjucPQOhYPHHBI1YawV06rPkyucJEkEpq4xbDdouirFygSabbPp9QnCEEOR6ELF1kyQKh/4oQ+Tkhq210bTdXrdDlfPvcaNS5cpeLPMHDlAtjJGen2LJEwQukF9t8YXz32Zxx79OltrHVzfx3E8FBRMXeXDf3aena0iw2SdGI84jnn22VeJo4SJiXEOHj7BZ3/763RbXebmp7FMjZRtYRgGU3tnuHZuEcX0yZQlUajQWfc4cN80Lzz+OrpSwqeF1w5HJbw3gT+Wx+sfBNM0+fSnP82nP/3p3/ecubk5vvzlL/8vj2e7VieVr7K4vcHd734X41PT9FabZKXB2uo6vWYd6UTgR9y4vszu9gKGHdEfenTdLnEU0ag16Pbb/Mrzv0i00cHtDsjbVUrGnyPoCXQ/IGVfpOXWWb2h0289zIGDb0MqExiGiqreQIkjhkEf3baYGt9P+8pF7LEiKanQ7veZrU6SKZcwjQhvEDBuWiAl6WKB6akqbnOHMApAgW67g99tkygGQRjy2OOvsbu8w9LSJqNWLIKYBKkoxDLhuZeuMT5TZH23ztDR0TSNOIpJpWxSKZuVlRoJPoVihlazgSJ1FGXUHC8JEnYWGxT3pNAF+EmILiXVvUWuvLxJnIuoTGSoNRzEzam/3vqx1yhK6LtDhqj8zrNf521bTTQ/phU2eOaZp1EVBTNKiOKYUl4nnZll38G9BMLnl3/jM/R7PsPIob5TZzu7zYxdYntpmYw8gOY/jBM8is9rSL1DJAakswVmpyWhfx3VvIjfL6GQI8rmuLq2SU4KnG6HfC6HNZZn3945uo816cQBw14D3akRRAXCRKAKhXQuS3ZyilK/hxc42LkcvW6fjZ1tMvkisaKRSqU4dvwYS0tLqFIlk1Gxsxaun6CqOq+f3eBILMnqIO0Chm6gKgqGYaAbOsvXFoiCGKmB50foeoymSQTQ2m7T7w656/6jzOwdo7ZWJ/Qhky5w4PQsPdkhtobohgbuzdnkliedhkKiKHQ8l51XzrK2u818aQIZxXT6PSZyORpJREqVCE1lbnqG+k6Lp19+nHari5IY+P0+tRsrjNlZKnMpDNNEoOC7Jv7gXYT+/dRbF4jkLtNVnyBcwo1eoblbIa//GVqtLWYm9rC73WJ2chrFdahOTWPqkqDVJ5fNIcIA09ap1zzsvIKi64xVqsRhTHvQJTE0DHXUCqnX7SI0lUG/gx+qpNJZrr9+mVzJ5vjJSU6cnKDfT3A9i9BJmJnbw8DvsLW2ja4ExHEMijJylktJv98jk06PtjUNx/FQVQ1N1cgWs5QmS+xsNIllSKmSQYkMQlfh4Kk5ekGH5e51UmqCU7+d2gSApRn0ew4df4CWwMb1VVQP9paKpFI2R+88jvvqeYaeh6FnaNWGrG4ssbHWZvzYNOlUgUK2hEw8HLfDkSOHeOLaNs1mzNJCFs/NEwQJlcpeglAy3IBuW+CGIam0Sr7g8eILX+Tte88Qtn18v0OhXCGfy2NqCokUHDt9mnanx872Fp6TxspLctUKk9Oz7K6vEcQhU3v3sbu6iqHqyLExNE1HlSoL2w327tlHQVfYf/h72btnnGwuzfpqh16/Ra25TrfTp7nbJAK6/QFCCBRVwbJMFEWgqgqWaSF1DREL4riDpmpEEdidPA/v/SBr2zcYbPfppNrsu2eGUI2QloIe2ZSMCqVSDfcmJ3W3POlczyMKIoLAJ4wS7HSKyfEiC1vbhFGEXsig6hoOEffc9TZee/UpbDtHJmXQvHKdhlTZSpnk8wWymSzC0Th15iQXXgyp1QaQKLgDld0tC9+PCMOEJB419I1LMaVCAiQ8/erTnNl3itfXz5MqZXGVgEioCCGRmoZHiOc5WKKAoqqodpqrz7/I9s4mnhLR2tqmWh4HJ8YNhpiaxre0L++46+1YhJTHAsbG8jz6tSf45lMvo+nQ64fUm10O7D9JFHuEb3afTlsjKQjPDTCyKaRqkMvl8fsuYdhEkQqarpP3SlT7hziSejv4GokSEV5xUAourdQa0vIoFiWieY3I/y4Ig303wE1Lqtky9psX5MT+/Ww1G6x7XQ7tnWGr1aIyP4UTdvnC57/EwsIVur0u2WyJlJEnjGOmZ+f4wPs+xOXz5zj/6muMj+8hCFa5sfCfSADTyDI7fZooid+UYoBWw6DTU6g3R8XUy50VJt0S8/tm39IGS5KYKPKJiDFzNkouxcrWOjKl841vPs/m1QW8wGWunKWQSdNIJF7bJ0p8QmkiFImVhmeee4wwaKEqCQ/ed4YTZw5x4PABjFSGK5cW+fpXXuKeu+/AcR1evHSVqYkpsmkDTTexrRTZXIp02iZJEprNNoHno0oVy9L5xtKX2L7x3zgydheqavK2w+8hbWWJ/ZBKYZJB3CZxbaaSeRbl4k3Z5JYvQfznP/13MA3tzWLm0bE4TkCM1C+FoiBQcHzB+QuLDHoD/MBjanKKQq5I2k6RILAti2KxREzCbm2HWnuH3d1t2p0OUoJhS8araQ4eOICuZIhC2NldZWV1A13NkcQxw8GAfMZmaqLM0AlHkqmej1QVUpZBoZAlQrC63mBtexmSBO3N3rJBECLV0eQeAcO+Q5LE5HMl5mYmKY+7ZFIpuoMGw+E665sCVYsZ9GMadZBSoKkwOXGQzW6HycPzHJ3eQyVVRTcV4tgnjmOee+YFPHfkVqnX65TGxiiNTbC9vc3A8ej3uwTBkGPHjpPNpnDDCJGoXLlwkfJYgf/wH37udgmiqXRQk1Fjj28hUaJRi01FIlUNqZsgdB688x2k9Axe4KKoCrqqowqFMIlw+kO2FzZwPY/ljWUq+yvEicfK2mVyZZMxs8T6zib33XsaU9PQpERqNk8/d52UOcGZIwcY6hGxs0Vnp01vKCEJ0Q2d0I1RZIoklHQHPo1Gg4tX30BFEoQBwJvqAKM/TiRGagXHDk3Q7Prk2hHjlYiL1y4xdBuEscfWlmDoxPg+2BaoCSSqwPGKdFWJiseMIdGkRhJ5+H4HqSq84/veSzFdRkdQX9vgc1/8MoXiNLpe5KWzz3Pj+iUcN0A1TVRVMHQDxkuTZFMzSCW4KZvc8qQLgwBNM97yHyZxQhSFI9lVkYxisdrIv7iytkzsx6AkdLUWaqDhmT3sZoEY0A0TKRTiBJrNBpeuXsJIWWRSBQ4dr3Lp4hIXr55lbn6c2fEj5HJ5ivkMziCiUi3QiLusbO6yf88k2ysrpCyNyFEQUsPBoNZo4oYSTcuQsjROzRzl2tIygQjQpIIXe+zutIlRmZ3by/13v4Nr18+xsVljcX0FK90nCFyCcFTrOl6pkrYLdHvb2FZMGIUgYGpSx9AEvWETQzNZWNnFj0Na/T5pa4W8lUFicHp6lpnpOYJBE5Fs8r53V3jwnj/L1o5HHCVIYRBHoyeG4zio6m3VJgCEiFFIEIyUMN+4uEC93mainMPzQvbunWJ21kYRCu16Hb8fIHMJfsolFRTwuwmqF7Nb3yFtZzh8+AjRlKA2XEPIhInxGQqFPEkEB/bO0unWSamnyZhVSDTm5mZYuNFhcWGT1vYaSQyr622EbrDb6NLr98nm08xMjSO8JpnsDEY+z9F4nA+duJevN0HLpjlz8CD/5jd+CXybh9/3Z7AMwdAdLY5iAsJoQDabYBgpugOdPXMPkk3v48qV6/ixZLpSwpQhwdAm0FTed9e97PTqtJ0NMtkBoJMkAa7r0o5dWq2QTqfDRCBAKjQam+TyEfP7LCam8uxu6fTaMUM3RCq86Yju35RNbn3SKQqKorC+3eTVN26wslpD0xS2dlrkUgblUoY49klinUa9TrfZY8KbIPQkr6+8jjP0KWaKFIpZTt11Cl9PGLoR5fFx5vuzGHqKk8fvo9E7z579e7h67SKFXAVF1cikSzz87nehKa/TqXUZDgeM5226w4ggjJFKSNrWcR2XMJYMhiHDYYOZTJE4DGiuNzA0nbWNdfJCZf/0PhzXoVDI02ntcuXaJllLcOrMGPP7pshmy7QGWzSam6SydXTrEmfKJnHUYXIiwu9OsHStwHK/xY1rG0Rhm4cf+AAXt67iBkNSlkNr0Gc4jNE7EY2dgMOzc1i6jR9Ps751GU1uks30OXRgns0tlZ2aIA4iAqlyk/3obn3SxfGoDfor566xtlFDKhJVEaQNnQP7Jtm7dwpBggBM2yRn59k7eZBBr08ulcOQBpl0ltJ4CaFILtSu4UQDqhMznDp5N9evXyaTsuknKqptkEoVUDWbWPgoSgKJRWV8mtbOBSw7TSavEsVdQk1HL+wBEbO7sc749BzT+002t5oIRdAZ+mwNO5x54G7uMkxefuwbTOQLGLlJdlevsLp1DSsfY8oxysU7QTZRjX2I4CWqB5fZXpGQSPYcEahCMui2GUQLSK3IVL7KuYtLpMyY+oEWd8+fYn3rClowpJ90CVwXO28TJiqqJtFNDUUxqe14VAohSdgn8pfJZCw0w6Dbsxl0VcLhd0m6+p82ktjDGSYMBw65jEXgh2iqQqWcZXZmHMPQR94uMXolEWxtbZFOpZjbM09MwMb2NoPdHqqmkckmLG9eZ388Rso2KY2NEUQ9KhNV9IwkkyqRJBFJ5BMQImVIoWCOdISdmHbPJRGSUmWSfKEECvS7PVwvZOAM6Q9cLCMkFjHVg1Pccf876DY7+LU6X3npeeanEsZzZbLlIrESkssUWF5bROy2UPSn6Q7WOXDY5NLZU3SaHY5sXiQ3lhB6gsTJYms23/vIYS5davDZL7zI//vf/ixpS8MdNJGKgpVLUZmqsvdImfHxSYaNHggoFoqce3XIzkaDXM7Ac/tkM3l6fRXNnMcwBTi35V9HeLM7Tso0SOKI2NARCkzPlkmldMLARVUtkiQhjEJ63S5LtUXS2Qz33HcvBw4ewCrbdNpddnd32VzcoO20iMKImal5pATTVuh2EpTYwFDzFLLT2ClBGA7xNI92W2CZGunpcTynQ5i4uK5Ppzug1R0wDCXXrq8SCZ1SfiQRJgVo42XOvP0+BvU2ij/kM08+wY3lGkJpUKqauCEUCwYLN9Zo966x55DP9nrM+nKKcqlEfgxkouA2VQatLOFwHm1Spa+3SE0Ijt8zxaNfvECr3UFIiakrHNx3iPvuPUNtfYWFhRtoSobd3Yh0SlKp3Mna2jlazT653DitlIvnGKRyHlJTRxf7JnDLk07TLVK2wp2n97G93SCbMclkU/S6DqO+byqJIkmShN36DraSQtFHIoXnLpzlwtU36A27bGxtEngh2XwGNWexu13n5IlT3P+2dyGl5IVXnkBGaSpjJaI4wRn6xPhvevYtxkoZysUy7WaTjY0tNrdbDNwWMTGZlMns9BhTlQqWZbLa9FETDSUeCSV2nHUuXHyOifI4VzZryFSfk3fluXG1j6FINBUSMWB5ETwXojjLvr05tjdXuHJB0GubhGGWbEZgmDEpb4KXL7zBgckK/gMuJ+6toqiCZqdHbTfmyvo5nvvmVQzFZL5ylN3dJu12n9ivk7cEm50B11dWmJ2bpFyeBuHi9EdTmZvBLU86RapIqTA7XWFqskySJGiaxCv5aLqGVPW3Hq1Dd4jnuaztrGOoOpEIiYgIw1Hn6ZSVJXAC7jxwN4oEEJAIpKKiGgm17iJvu+P96LqJFAYoNkKGIPps15pUxmZodV2uL9bQVYUgURGA5/oM+g5RMUBYJpoUKHHMpZfOcvXOV3jx+V9kdesGnaBLdUplcX3A88/vErsKnrdEoxtz/YaClQKhJNi2CwmsLA/xvHEmJkrcfdcpZisHWF5fwjd2eejd+xAJ7N8/jq3bKEKDyZDenj7OwGOqlOOFp68wMW4xUbHodDU0aVHMHmDgh0SxgqlnEIpK6Cb4uERReFM2ueVJlySju4VQ3qwEU0YRS80ABUGCQhxFI+n6OEaXOvtm9gECoQiE5E111hHBIGFlc5mZ3NToHDHK0TZ1i9xkGSl1NN0gDAKGfQc/6NPr9llc3mLh6g0c10NVVQpjGdyBRy6fpZhLsW/PJIPBED8MMXQNU5dcvnSBX/z5/4NUZsj8sTmuLXbZWomQlka/FiFlQi3uo1oZ/EDFa40KyQeDJjeuLGDZCuOVNPecOcnRA2cIXZXL112eeflFJvZkCQkwdZu0bhPHMYZIo2iSoeZhFhScvoPre2hSMFUdQyBJEkglMUJIPD8AAb7rMOg71Lp/ShX+323Y6ehvZVPAiIQA/1/2/jvIsuw67wV/ex9/rjfpbXnbXV3t0N3ohjckQVEiKVKUo0ZDhSI4lKE4oeHojWJC4pMbxTwxRiTxHkVReqMnYijKkCBBggAaBNDoRntX1WWzKr27N683x5+z549baBKPelIpRhop+vWKqKjMc7MqT+b67j57r7W+70sznTRJ4F4DXOopZx84i0oU8h4wpaHjOs5k6FFlNHtNkixFxRm5Qo6123fY291jIhUsMcyEQesahq5x5+5dRsMhAJpmsLJ6AjNLEFKQL+YolwqYuoZpW3T6Q/a6PrsHI6T0mJqewc6dw1oVpJZNgE5nVODUhTInz8Aw8RBIAj9AMyyQknplMiquGTrVeoWpep0wHOI4BnmnxOFhnzQRWEaR1397gGF1QQimZyRzq+Y9T7IBGpJMZYRRim2WaLaOCNOYFbmEYtLFMaSBIiEiIhwHJEmC0tP/YOvrD8Z7HnS/9utfpFLNYZqKNIXAz9CkjmlaDAdD4iSh3x/w0EMP0fdGtNtddFdH2gZzc0v8xe//MU6tHOfNvev81utfRiUp+99cw7QMvvnic5TKJVSmyPSE5dU5KuUShqWwayb5QoLvxWy9s0tnd58/VdDQDZOwUoZBjjOL0+hRyp3eAD9OWN+5i5+kWLqBFJJypYiOhS0tRKRRLEzeKIanSDWdQbeHI3Vq03WKpRxCCAzXYWl1CeWNoWUgVIKZK4Kdo9fq4A37zFshPa+Lo5vMRBnRzRam0hiEIa7jEsYRjhKofsDdyKA74/LO5i1yxTyrtSpnF5Zph3068Yj2dgMhU45XpokOo/vKyXsedJMKnCTNIJMmmjWRRE2ShOn5BVqNAyq1GidOnebNteuIvkEYpBhJxuFBk1evvM5Uvcja9deID3fQbAcKGm7e4dIHzpAv5NDQCNIx9ekquqahSQ2VKgQ6jqnRKQUc3o3oBCl5XafbDzDPneL19V1mczbHa0V02+TCbI0gTvmWZ7DTbE1sOk2dDz7zzGTFtSzazSbXvvk8Fz70DC+99BJ+GDEzP4vr2mgapJngYGOD/dffJu8n1Mp5St4xnLPnJgRsoTg2lycMBZamIYkIlMbd/RGarSOskDALiDUdP0tI0YmjBF2l2OVpkiTmpf01Ii2lPG1SOjVFTtPJS4v4fWfrSRg6zM3OY7smR90R0nDRNJ35mXlc2+CtKKFQqqHpJlJJ0jBF2ilZDPEg5Nnf+XdsbbxOrPfBT6nN5mkVDXIFm/JSHk2f2BQJUSYaGzgyh2Em5Nw8+VwepQSH6yMuLizw4MwUtw+adDpt4qFHICRN0+TOZhNH15hyNDSp0POLWJaFoRvUSiUuPnSZb/zOF3nt1ZeQgxEf+p7PcOLMWTY3Nmg0W5OVNlOkQsc7OmD31ZdxYo1KrYZBijkYEx82SDUNUFikFN0cQRQyTjL8IGYwGCMiSaGQQ6DhRQGxEqgsI84S4lQwFDHKUhz1hliWSWYpHJkRdcf4OYEb2veVk/c86NIsodU64Lu/+/up16d4+bU32NrapN/v4o91dNPB833a3S75QonSTJ/qVEx736M0l2JpATeuvo2Zc8kMC6cWkUQg73EMhCZI4onAdTpOaI4aHDT26HUHGJZJRkLBKTNdLHLu0kWSqSbNjU0SRyevgVUo0FaKWhiwUKtRmqpycBSjmLTwTMNA0zSIxljjPs1mg1fffpPK8iJpEk28LtTkhJ34Ifubu5ixZDwcsT0YMVcukvkBqT9GX12iVqsRxbsQRux3Qu4edEl1HT9OmamZqExDaDYi01iczTEeS5JsjF2rIC0NL4rJkpjUzIgyHT2IIAkJmgOsdP6+cvKeB53j5onikFdfe54/+Sd/jMcefQyVRrRabVq9NsOxD0Lgl1zKMzOEcsDUnEeUhJx/Ms/RWpdCvc7BVkI7tLl99Qi3XEHoBv2RT5pmqCybgGRsEXspe9tNRCSo1G0OG21OfugMH0hT9kZNvr55lw9/z/fQGvTY29tj+dhxrr79Fkbmcvt2k5nEAN1FZZMhT8OYWB8Z/T41y2Y3Uayv3SZLE1zbJcwlhKTIMKK5u8feYYO4P8LRNXKaII2jiblwEJIeHeFOz9PqhaRxwlbLozv0iZWiVMqTMxw0DCKRkhkKtBTNslFhQFk3OG+bdI5a5HoDOnGO1LQQYYg+HjOMPHzxfnEYgAyJNHP0hmO2trZZWFxkNPZI1YQZpbyI7N7Mmgojxn2fjhXg+yHdluBgJ8Uojhl5OolKcTULQ+gooNf3IdNAgCUcgmZI3rWZrk8hkozHHn+YF199jWK+gBr0eWGnyUgKHvvoR8kXSgwHfdxikUKxxKkTp3AMgzCK2Pra1wijiDRN0eVEoeD4gw9Rmp6hcuYCr79zlTevXOXk8WN4d9aJkwjN1pk/voJTcLnmDel1OkhMogxGroOla0gvIApDwkQhUzUx5LN0xnGCpYNtmQREeOkQlUVoqgJjCbFPcvsWqe+QixLakYa+Ok0qFMPDHjILGaUB1fz95eQ9DzqpacRxgJub5vqt27TaLYaej7TymI5N0SwzaG4jpMbU6Vka3R1a+yPs/AK3b0YkaZl0Z4RRyHPi1HEWZmdZPb6Cd+eQ0SCZ1GBUyigI6bbaHJ9aZWF2gYPmAZtbe0xPzyKF5LVRl9trm+SKRbY3Nnjqo5+gXJ8iDAOOnz3NQWOPDzz6QVqtI3zfp7W7iykUYRQTeWMSw+T00x9mKQz5vW8+x8/8zN9hamaGT37so8wvL91bbSWW5bDdajHodlmYWSRvmcR7DZLDDqqYQ1SnQWggMkxdQzo2mRVjGpJxOiROAgIVESsfU1nMn3yQzFX03nqD5261kcmQ+U9+mMqpJdIwJOn0SLshmZII9X7vFQAhNKRmMOp3uDUesrdpgeEQeQd4foi0ixiWjTces3t7Ha1QwN8/YuXhk9RPzGFWLTa/eZM0Uzz6madwXJeCsDl68y7eIMKwTSSCTMUEeBw2Drhw8Twzl2dp7hySahmmZRFWbIZZRNjqcXdtjYc+8CQvPv8cr7/6CtduXceo6tzevcv2zQ2SSPD9H/8QlVKR+tIy1178JuOjQxZOneZ3fvF/ZHdjkzRNWd/Y5JXX3uBxXWN5ZQFBhqYJLCdHseMTd31kWUMKHZGluEHMKIwIgxBdZOiGRiYVJduALCVIRiRZRiY0JA5kOkgd1ely4dhJho+WCbyA8uk5Ij8htnOoB8+SxjHuUZts/X1iDgDBeIBTqiKEjpQ6qTQgGJFkCsMw8IZt0jQltaexCjaF+Xn84ZDyyTqyqpMRY5YcpO6Qqow4ixllkiRJEal8t9osJbiWycHeAcvRMp2DFtXFPKEKifARCpYvLvPEA0/yPT/0g3zzG7/Hz/8PP0tmSaYeXUbmBC9de5HuO/s8cOlJVo4fJ+h16TWafOGLX+KBlXmGR7/I8GCX5akqd49aBHHMyPNoNJosLs0ghCBNIjLPY8oyMSR0+kOMLGRqYZ5RFtEfj2j0epSK1gRgSYJQGWARxRnIyZtUyMkoe1EozkyVMETG2AxxqxaeSBEFgUmGVSyQZimZo6NubdxXTt7zoJOGTRqOKJSmcUwDlUZEGST37DcNp0AWJcRxgtcasvr4g0RnBpCqiQ8WEjfv4PsBg6MemRQQCrIkQ1cKM1UIqchIKeZdGkmDZqvJBz7yCLHhoUud7s6YQs5hamaZgdbh13/vc4R+xKN/5ANkukBbyDOSIZofs73XxnzcYeXMBX77n/4S166+w5EmMS9dZOHCJdy5JbZ/8/PUKhUKhQKzteqEgZalCE3SODok7AyxTBslFVEcMz9dITUzusMxUtfxMx8jVaSZItMUaZIhNdB0gRQKRYxCTbSO44QjdIYiIi0XkJZEqQxNaAiV0I1GGJqBHwU475sMTyIOEjRLQ0U+y8dWGQz6jL0xSnOI44Q0CdFQOI5N1B+RN01WT56gOzwibnmMgwRShbff4/r6K8R+TNwbc27lJPHIp5SrkxGjRIawbRaX57h+/TqlcgnT1tE0neZ+k+bRAc2jBmfOn6RUr7B0fIGZxVlUCtE4YegN0Q0b13YZDAb8yq98DqdQ4NN/4ocwbQtd11BCQ1gOH/v0d/GkHxJFIVe2thnG8cQHLMvotwdYrotjOShNokol3kkj0qFPFAumEVh2Ed0wkYV77tUAmkKTGXGS0uuGCClw3Ix+3GC3PSkqa4cjCueXCJIYkcUYhsDQdTJS4sMxE82A/3i85ymIn/zYx3Ati0wIluemma1UIB7jpym9TJAr2fR6EdE4wLBMwjAkSRNKpRLHjh2jUqkCivHII00SOp0Ovu8TRRFJHLKytITj5sjlchTLlYlh8HjMa6+9NnGzThLSNGU0GtHtjpB6DiEMcsVjSF0HBCoTKDURvonGW5w6VaXZ6+A4NrZtE8cJTj5HnKbMFmY53NslVzCYEQ7tNMCdmcJ0J2qjQnFvjGEyaiQEZPeGHiTQODzk+vVr5PJ5UIq5mRnO3tP8i9OUUeCTKcUg8Lnz1lVqpTLztWkQE8kJaRoTC09NctjcY3f/AIQkDgNqlRr/4//0P71PQTQ3tyjUSpgrKwwaB0SdDnYWokzBVtLj4tQlOtqQ7sEhZ8+cIwgD+v0+SZoSBCHnz55D03UaR03CMGI0GjEaDEApDvd3yTmSer1OLgeuPcWpMxdZWljkM9/zGaSmEQYRX//61/i5f/I1tvdLaOYsCQ6WyO5V/CWZMlFCIlRG2D9i9WSJ2slFUj/g8HCP0dBjSp+j2e0TZxa3Nm5TzyCILdLFCvWzp8nXahiaxNImA6A5XSdTExV5pSbNQFNqBGHA7MMPQiGPIyW2Y3NHpkxnLgM9YVwziMjohTp7iY9qRJyqzWPoOrZlo5smumEgdcmdm6/yyKmzVKdnuXPrCr3g/d4rAAXLxp6a4fTlx7hz9U1aAx9dmGhZQphl3LjZJJ7VMB2TC+cvkMQJnW4X07JYXFggn8sRJwlnzpzBMAzSNOXO2hovvPACw+GY116/Tm2qygeffgSn67F5Z4u1a2vUqhXmFpcwbYflpVWEuQy6gZAGQglCJZG6IoocMmlNRvPSDHKXGQwP0fOSuVodb9jBtAzqi7N4cUhqBChTcbTVwjLyLM6dQgK6AF3IeysmhFFEe9AnjBPy+TyWoREjCQRccxIyNcRQOk4YcrJRoj8aYT1Q5oq/jx+HxFlGZGjITGBaJoauI4SYzBZq+kQoPF/GNC0s02KqOsXw4H2bJgAM22bq+En8nk/RLdHp99CEIIgEM7V5ru/dZf7EOVIpOH7sOLqu4/s+UtOwLIuc45JmKWE4Yb0buo5zb9xp6dQxji8tkncLDHsJ67de5fSp09y5cwdDy1GpLjA/P4sftolVjkjLga0hDYFTSJmva4Qqz52mRhYAmkJlZZJ4h2uvvo537hTVeg07E5TKVR5+bJZapUqhXOTG8Hl6Qw8tGjKvFFqWkaQRSZbhj0Z4Uchhp4sXR9RXj5EzDepCkKoMNA3k5OPy2CIbRGztjchmQ+5GhyjA1IyJx0Yc09u+jqvnUEh8keA4LjMPPsBjH/skB40G7V6TpN9F8n7DHwBbCM4sLePLIru7PY6tnCXxD+h7KWli4jrQb7WpVouMxiNUpgiCgEypiVaINdnEh2FIpiazdsVSiempado3r1PKl4ijjP64x/zSPOVqiamZGut3D0ixSZMUhY+yS0yfKvA9H3V56abH9z6RY7M54mOPLPK7VyO+8FZCnIGW6MjcIcHwHXbWt1hdXqE2NUOWKPKFAvlqkac++gzVcplf+Sf/jKDR4sKJgPVWmyBJSJKYMAhwCgXiXJ7xcEDJ0LnTOKKdxlhRhLJSMiRaBH4v4BXRpTLQ8UcxJSPHKBqQkpBbmeVCb4w9auHkdZSdIw1Ser7HtKXzr3/jN3nl6qt88tJFLmQpxcL0feXkPQ+6YOTz8ue/wCd/9M/y0Q8/zd2NfUa2y8qiy3DQZb2/jooyrLLNYDAgShICLyBJUzQpMc2JcmUcx2Qqm+iLGAZS08nSjBs3rpN3Shi2w+z8LIVigVNnz9AfhISRT2fgc+LEEmrWItRdvvvJBVrhBmdPTOPqIcvTBn/hIwl6Ls+Lm4IsddGiHEmU0G10aOzsU89Xma7WKeSLmJpDfzig2+9SrlfR0pRoNGTU69LXDKRlIy0HX0nMYoG56RmEblCdm2d4sE887pAaoMhIBGznunS+usaJ8oM4zSLRzQEq1nj78G1mvu9BtNTDmDmOWj1Johu0trZZ39zk2V/8ZW5euYG0BLcKhxybW8Bw36cgApAJQZQG3N7a5sSJU8wslJmWRQ4ODigWK1TdOQbVEZatMRwNCeOEYOxP1JhsC4ViNBoRhAG5XI5SsTjpfJEQpSMODkbU6hGz7jx3b7yNbhZ45LFH+IHv/6N84xtfJYkz8kWbqSmdR+aLzBdsLsxbuGaGayosE+Iw5oPLOn7kMA4irAOFqWlUp6bodno895WvMzc/Q87JsbG3w5E3pNdoUsjlqebzxElCICRW64A9L2IcxUhNQ3fdSUdBCrI0w/BHrOZyxH6GmrVJRQq6hjGb4/arb6Ff0Tk83ObxY0/wuH2ZYrNCKvb5+rVrNK9dZ6o+xfNf+RpjzyPLFBkZqZfw3HMvMDx9mu/+rk/fV07e86BL9Ht/pMadG2+xev5xsB3SLKN52OHY8gXWnbcoVGqMxiOSVBEGPqZpUa9Pcf36darVClEYs7RYw9ANXNdF0wV2UaOxd8TR2iHDUcDM9AzVUkQw3GJvfEgUhxSLRe7evU0pXeGDp4sI3eL0tMWo32TQbbC9lyfLDAb9IaW0R78zQqQJ5XIFXUpGoxH9oy5KpSRBxObWFmEcYTg2uZnZSYkmSUEXJELHCHqMG0eMw4lbTxyEJKnCtEw+8rGPYAUR4u4eFAxc0wRLop9fYOe1F0k3GwiheO3O85ytnyHZnME9ZdPpeQyTmJtvXKV52JiQ06WcaBLfOx0vH7+AWareV07e86DrOwqtnqcTdBhcv4ImJMcvPcXy3BS7O7v4kSIVEZqjc/vqbeYWFxBCsLiwyOLsPI5pc3fjLq7jMlWfpj/osb6xTqoUxXoZu2CRJCn99oCjDmxtbxMmAbWpMq5TJU5D9vb36IU97uzMMdi/QZYGxGQM+hlff+4KnWaLdh/aAwh6TabOFUFCkqX09luMBkPGgyHecESSJERJTMHUieOIQX/AYs0jGQzo9vu0Ol28Xp+RNyZKEzQ3R+3UGaxcjv3ekNk0pvXNt8lvrjBvlRgVBd0Vi+JTJxn0fHSp0NFol0LkGZNHT5zkdGLz2lsv0z5qYUkXzfr2gUEAgkqhjIlgbe32feXkPQ86c6xhJzaD1jbtqMNbN16llzeRccrm2jpzpy+RmRFxNJz4dwUBSilWV5aZnp5hbmGOxaUFDg4P+daLz7N/sI9h6OQrZaRTZaGukSQRUzM+g96I8Y7Hy2+/iClNLj34CKdOnp4UW/e3efXZr7KyOOE2JIkgGg1QUidfsIi8kLDdh8QHdQov8JFCMB4M8YdjzLKOZZl4Yw8loFgqUSiV0VLFna0dtnf3yKQgUYpYCITjUq6Usas1pGXSazZora3hri4jvQB3GBM4MUnTZzFXIbc6BX/6ac7MzyMNgaVZzLg2YSdgqTbLfnWZ4apH86jJdL3Kyvwcs+UihoCCzMhUj6OodF85ec+DLolCSllMLfBxdTjodAl6Hm/euUbOTlGNPUZ9n36xTZoJwigkCAI2tjbZ3tnm4PCQwWDA7v4e/UGfUqFIPpcjiWIarT62UcDVJZZpUZ6W5Gt5ev0e/iAgsT3G/pAwCBn39kmETr06hzfsMeiPiYMxUuqMByZRGEEYMvZGJMkqXn+EZujkC0VIFMPugExl5IsFCrUq1dkZxp6HJXRUAl6coGty0hsWE1aYbhgEnQ7hcEiSpthzswjd4PFPPMIf+YHvJU19UIJqtTSZTlYZaCZB4BOMB2xsbmGQp1ws8aHLl3loaZrxaICLj0h8sniMyiJUnOBlKdjvgw6A4vnTUKkwsBR6bo6lRY1ascCZlTM024fEQY+6t4od5nHqDpZuIi3BlbffQkhIkhghJY6tQ5ZDCkW/36VWrVNNdfzDiFBKCiWXSnkaaUnq7jzMgWO4kAkq1QoPXDyP0G2sNMUul5m654umFAR+QBhGqLoijmOK+QIXTp7DcBwc1yUOI7I0BQRSk0gNdNMg9EMsdKSpUS0VJxPC395nAZquTeiB2SxpkiIsi1ohT2bHDAY90mxyQv+2MmmapLz51lsE/oQ4PRp7TNWn6HW7kE7srZYqBaR0UdpEaFEISZwl2GlKVTr3lZP3POiu7PsM8pdwkj6V0jSXHrzI2dNTPCEFv/d2SCyLjLq73P3WLzK/Mk3Ua5MNWxy7mOP85Xm6vR6eOEGcNhh7KaVKjStv3mUYaAyMDUbDlDSWLDnTLMw8hhQTEcYkVRybr5BpGloRDjZ0gjBAyIyFpQXQJHbOxRuN0IWGrulIZdBqtWjs7GOceowHPvUDJGmGFGIyDi8kSRSy8ca38OOYJI7orr2BOtxlaqFKrVbHtXIUckXavRZR4nPUGlJ0qviez8adNSpnz3DrxnVEPKReq3H89HmOLc+DmnByz509iUAw7Hf5f332n5DPr1KplHDdHI7j4Loutm2TqUk90w88fN8j80a4wftKnAB86of/Jo+cypgtRkyltyiVD0hLJ3jrzTUIMtJsRGvtZVSW8ugHlgjCGodvv8wTH8hRmCkwHlu0uy52OaKWt8i7impNsH5jxLW1DQpODtPM0Wy3aDa20bSMuZkqYy9hPNaJBUDC8rEVNEsjjUPiOEYKgS01AhRKZPf25IJMTQyBzzz2DMXaFGmSgpzU+sU90eSL3/1DpEwUCaLdJ3jzn/4dyqUqU7UpClaegltkbnqW3rCLYRkYWOQTh9nFaWzdZKFW4OypVcrlIlPzq3ijAZBAkjLqt0iSlMAfUynkJkbEUiI1iabr6PfaYUKAruuYhkGc6Oi6RsT7oAPg4eNjLl9YIY1j9Myg1e/xuZ/7Bb72jXfQdINzJ8ucncu44efoNDap1McsLh+jual44ZWEhUqF6ZURqWZhi4skvSLZ+BZKWfh+hIlB0S4S+RHrd26RLxQYDMbYTg491VBSYqg8Sp/QBAEMXefc6XlsS+OwabKx3SRJEzRNQ9M0DN2goglmTA2lTbSQQiHRhEBqME4EqVLEKsMzdHRDJwwDwmjM0D8k3odcwWZu6ji24RKlIZmWkrMKWFLjkQdPMDU1Q5qmdA+3iJMIlcUopUiTyaPZNHRmZ6buSXJM3hNZlk40kAUooUhVwoSSpO4B8f1xdQBOzWaYloaX+hzu92jvb1CpFPmRP/lJijJkdrqKlW2w328ztVrCNDr0Bzm+9GrE3Lnz3Ni/wcnlAC3WGY/yCK9IPneaSn3MuYvn0A2dS8UZlqM8TqFCP69zkIwpmkXma8cYhD55y6U/HEzogmjoIqbo5NANxYmlOZIw49rdXcoVnVq9BgnULAt3NKSxs09sGqysLmApiWno9DVFlEEEdHSJ1AR+4JEEkgwD05WkMuOo1SKJMobjAREhSZIyna9TyOfx75GT0lShSQMh5T037AwhJEHgY5kGqZhYFAjkxNgkvjd/J4BEQCwQiYaWGAjeH1cHQAlBFPoEwwEqy6jPLHG+u4XpX2N67gS3x9McjqY5NiexcgWm6xrLNQ8R1XllY4t6dhwaKXrliDgL8NQmTq5GrghmlMMwDfR8nkcvfpyXrt3k9fU1zswtUxKC/u0twoKFXlQIMZHVF0imSmVKxRybWxsIIdnZ2UYKjckkHMzOL1G0HOL+kLyWIHWB4fk4bg49TakoQZgqIiBQGVJltA+POLfyIK47g9AFlmVi6C77R1sEyRgJhJFHlqWkqSKKIoajEUJKDGNSjgmCiCDSiOOIOBjx0APn+Mbbr1M0ClRyqywtLGOZFvIeQH3PJ00S/H7AwBhwJ7p5Xzl5z4PuG19/if5gxGDooYIh8ahDtezyyU9/F9ryGfZ+94vYVhFf5NC1hAgfzcoQToBTSRD9IXI0S2LtoeQGXm+GUAXoGZRjg5lChbKT40AP2Y277OzuUuqkhGcWKTl1EtNAcw1kcE+YR6WUizl0XcfJOTiOi9R0Sm5xohSQKTy/xTtXfh0tXODJR87w9pXnqV5+gvFYUChOoWk2WhIjkwwrTTFyOmkS0eju4/gufuCzungcLW+xNLdKGIX0xi0sa7KiuY6NrmmgFNK0QTfpD/rcuLnB5voWrq3zwLnjRGFIziywWD6Ga+aJ/AiRTchOiBSpCQQGhh2Tly7J4ftSYQB8/fe+RuOwQZrBgw+c5MKpRa6tHfHCW5usdKHb8ciSgPLUNIeHd8iO2tTzVeZPf4SOd4Pzl8fI6hb7+0cc7o6wKvsEocBW05xdncXSIa9rbN++jZAaM6dPke4NkaGkaY0wIoNcoKExUVciy0jRGPoB9dk6o6FHkqTk8hJdTDbpERanT1zk5PQi9XqdfO4JNN1mNPRIgz5+eMT67iad4S6uY1CdqWNVLCJ89rd3JiAulYiSiOnaHA+eepgrt1+j63VQShHFEZ4f0h16tIYt9nb3aRw26Xa7nD65wnS1gGWZjIZj8kaZnFUmTkJure8gDUVmREgJaZbiD2OiUUygBnjB+6AD4JmnHyVftBkOhmxt7rK+uY3vxbzwO/+OX+loXHrwPHGScrlSYePqLmbRRy5WyHot+jsHjCRUqyVKlktg+fSDBI3SZEUad0mtKW71PTJ/yMLcNFnZpDFSjMUIN9JYdqaIAp+ca4BMQSYE4Yg4MQn6EUEQ0u8doJsQCQvTsCDV6e8MGFlDdDJWlpawLIc4URy1hwy2Duj1FVfXNxnsXuXJxz7OMOmRZgnTszMTkUcFYeaRJjFS6Fi2ixgM2N054GbJxdAtGu0Oe40Og/5EV9h2HfzQZ3NvxMHBAUJ32Ou1+eYbv4vUNKTUsHMGMpegaRKVZYx7EclYIcyUxan7s7p/z4POMBwKuTzFnMvUdI1Bf8g7V24zdsuUibizcYdHH75ILmfR25QcX8qTL86wdf0AqQnCnQitH1DTCzhWhRuxR6L3UJnNftNjarbIj/3IHwMhaHbafOvf/hvC4SHl2jxLS8vUqnWivsf1K1eYPVbG8z2GPYe5+cd4483XeeDiA8TpgKN2SKQ0lBJMFS+gzCpbG0ccOT32d47QpWDg+RiapOqAayS4sx+mvTPEC3wG0QCVTjzGim6RoTdkFA44aO2TZZKtuxus3bnG3Mwqa3fXmarW8byAvG1TzLkgM6LYJ2fbZCkTWqI0cdWAmUIRy7XQdR3D1FEChIIkTSgUYuIgwRv572oA/sfiPQ+69lGHcuH3HXNK+RxPfuASafbAvUq8pFQsMvAUtikZj8a8/vIt1q/1cfNj8tVj6F3JuJRykFVpbk5jLdyhqNcZhR6vPPtbPPvNZ9F1HSUVYRgyM1WlXitSrVaRQiGlotNpU55RKBKCOKbZ2uHwaIPKoU1tJs/Q83Fkhoomyuw7jQOmLYswSWh2ejhugYHn4XkDwnGfI88nra0CisbRHuN0QCFfYjAeoDKBpdvsNvdoR32mK7OcPnmGje01lMpod4fUKjVyjoumaSQqJUxiVCoIAx+VTkah0CbURKlJTMvAMk10w0TXTdIsJoqCiTppCpr2+xzg/1i850HX7Q0RYhHISJOJz7wmdZRK2drZJ1WK22uvUK1NM05iZoTD+sEunq8zGg1YSztQc4k6CTc7t0mjDK/f4+LJhFq5wJnjkqPeCN00sFybYrHATK1OtVwl5xQ5c+YCncM2r7/8FrblgEwxdZ3OUZtarcpoNMB1TUbDkKP9AWmYUC40ubV+lYWZBTRdUi5XmZlbZRyEjLwBcRwQIkmHHcbtfY5Si0brkIXVDCn7TM+n5O0CKlV02m2OeoccdZpkAjRNZ795xLHlFXxvTJalIARhGiNIGYwD0lRx1O6QIZg/WQEgyxKSbKLrRxpApiZKUWlKnCQkUYa6TzS95ymIP/k3/m8U8jmCTov6zAxbmxvMrJ5EGiY3334TlWWM+j2m6nUeePAi28N1vCSASCcIxliGiS0d0jSlNx5CklItVhGJRjvuYdVdMpVhGCa26aDpGl6rz6g5RCCIxxGlYgnf85DapDeqaRqrJ84iNMlkGFkRBglxlNA83GZhbnryupyoImuagWGZ7z7SUiUmROksY9hrc/XNlyYUw3szbg8/8jC5XA4Ax57wOdIs5dq1a/R6PSzHRNMVSgh0YSAxEcpEJYI4nPRiNV0htIxGe51W+whd1yb3rwAJaZyi6YI0mZSDHNulVKzwcz/38+9TEON8lfzCHHtvv04WR7z11pt8ZHqGxVPneOJ7/hi6Jtg5OEQN+xSqBd7YeZtQjyhkFbxhSMW1OTW1iKM7vNNYJydsjh9b4M6re7zcfodjD5/GcAx0bHKWQGtIzAs6XMgz6HXxD32UkJziAvPLJ0kUE4sm0yJLFXGcEscJupEhk5TosI2QGt/96T86ofrJjImeaMrRnZsMeocsX/gAXiaJQsXm5gblvMGHP/xhTNOk1WpxeHiIaZoUi0WWl5dxnIlPhmmY/NZv/yZaycJPJxMuOaeEpVVYzn8M01xEZDYpk+5HGO/zrVf+Im+/8yZSaDiug2kaCCJmpxIafYljazzx1Ic4d/Yk+xu9+8rJex50y8tLtF77JrWpaYZ+SK0+w+UHLzE/N8u1a9cYj8eUkhQjbzPyxnTbPaShkzMTHppe5OFjs1SLDruHPj/w8MPc2j5gd7yLtDSqD5eoOiXytSKtQZ80igjf7pCcymOdsHFCl8JMAUeXnHBP4hYqRHFCGCckSUZEBqmY8AcVJAqK5QoaMW7Wx1QCK1NoMoIswK2mXLt7E6drUinO4QMD2cc+dgylFIPBgOFwyN27d7EsC8dxJp6ttRpKTSZYhAQ/ayN0QJOMlMcoaeJ5O7j+NLruYAgHgzyGsDAtyeJSESlNNM3CtmyErijmYK91iCwYxKnP21dfwEwX7isn73nQjZsHZAqWFhbYajRZmJvl+uY25WqV2fkFCoUijm2xvb1No72Po+fQkZwr13ji1Ak05bG5sUavLydyDLbFrfFdjomTBPs6++VtZrQlwq6P5VgcK9XpDg3oCIrvjEhP6ZhlGxkrNDmRZ9DlhLuhS4GSglRJpJZO2PkShErQ/RZakpBlggyJIX1sKVlYPsvB1iG1lTpBIIh9n04YkSQJ7XabZrPJwcEBUkoKhQKNRoNSqUSpVKLRaJCphMQZYNig6TqmNEljSIx9htn+xFc2ZPI4xUXXNQxDMDtf4mAnoXXoI9yMINTodz3m56qUizZxHJH67x8kADhYexs9FRw2GjSbLQqlAht315jOu2iapNNuMTs3R5bGSCSVfIXyKOV0bYG9nR1KxRJJmgMCBoOUwA/pBT20koGTOpipQ7ybMsUMyShjYzRgWazQf31E0TbolVPiLJiMJgG6BKVNvCvIMpSWTeiOGohMUa9UyetjwiBCRQolEtIshWzSA1W6webuJlaxhCZcknBEqzVgb2+P7e1tPM8jiqJ3H6mGYaDrOnEc0263qVZrKDvGcjSkMtAim86eh9ASdNukmK8xDsYoIRCagyYPcCyDYS9j3PFxMoOSXif2U6adCAKTu9dvMQiHnFp66r5y8p4H3YwtSawKnh+AJjELBaTUONjdpVItU5ido5jL4Q36ZFnGoNnh4cVjhOMUTStx1FKYVokgGDPwDkiiEGdkUjxdZikn2fzmOmkAR6Mj4iTE0G3sFZfm+JDxp8sU5x3MQx2RTvZlmsjIhCL0OrRaLfKFMqbtkqgMIRV6ziHze7zy0m9jawmaqU9WxMkwB1Ec883XXuGffP6rOKaDtF0effJDtNtt7t69i67rTE9Pc/nyZdI0JcsyPM+j1WqRZRnV/BJL9k/S6+7R72xz4tTDeFNj7qx/g3x5jovnv5ckSieW7dE+ncP/DiNfIOooErPPfquAxMMtWOijlMOtIwzLRBkGtmveV07uj6j4/0P8g3/wDxBC8JM/+ZPvXguCgJ/4iZ+gVquRz+f5wR/8QRqN73Rb2d7e5jOf+Qyu6zI9Pc1f/+t/fXJc/08MP5Ps+KCXa9i5HENhkrddPG+IPx4RhyFpkjAaeRN7dV+RpQlBMGBhaYpz58pUK4qRP2AUjRlHEW4hhzAVlQcnDX8ZmURRSGfYIok9Ll+6wMyFGYxlg0RLSLIUTSg0UqTI0Ejxhh32tu/QPNjGECm6yNCkAhK8cZfXv/VrvPjCv+G1b32e9Tc+x93XP8c7L/wLbnzrcxzT1ti6c5Xf+MrXeOvaTaSUdLtdgiBgZWWFp556iu3tbdrtNq+++iqvvPIKvV6Per2O4+QwctNsrN/mn/3z/47/x//zz/C//Or/lWef/zWiOMIuGrh1h1zdwS6YDEYGO7vQbQuiqADKZOSZHLVTIuGQM1MKWkaxbALefeXkv+hK9+qrr/KLv/iLPPjgg99x/a/9tb/Gb//2b/Ov//W/plQq8Zf+0l/iB37gB3jhhRcASNOUz3zmM8zOzvKtb32Lg4MDfvRHfxTDMPh7f+/v/SfdQ6vdp740xTtvv4VMfJxuBy/yqc3No7IUx8lRn5qa6JfkDAxHp9FocGI1Ju/uMx5P3Kf3uw26pRjaFvthm7NeSHOnT0RGoSR59KnLvPj8S/zwZ36Apx45h0wybooNMi2md6fDoNqlUCiASlEkjH0fpRkcHjWZml2elEBUxqA/xBEZi6WEg25EaxhTrgSoDEQqSYMUP4MTNYU3lEwXDPb29hiPx1jWZG/a6/Xo9/v88A//MJ7nMRgMJrRJTcMLR4yCt1nf+RZSV7RaDbpHLVbPzjLM3uDla1uIewXgOArIMoXUdLYOGqhQJy9rVM2nQevTj67jxwlbuwkzOZNMWfeVk/9ioBuNRvzpP/2n+aVf+iX+zt/5O+9e7/f7/PIv/zKf+9zn+NjHPgbAP//n/5xz587x0ksv8cQTT/DlL3+Z69ev8+yzzzIzM8NDDz3Ef//f//f89E//NH/rb/0tTPMPL+NhGBKGvz/PNRgMACiUq9RzFqrfJhIxpxcczExn93AXdAspdfKFAm+9+SaPP/04udkCrbV1pvoRzX2X/nhMKEy8gsPqqVOsBXeZy+oYmYWpyuTO9Th4bZ/OThP7VI3p1WlmFsv4jS7jIw9DV3i7fV7beAPNtNE1CIOQza1dDlsdqtUa12+u4fkBWZYRBiEnZ3S6dwK8MMW0FbtBSkqCVApNZcQRTGkpH161sGZMtra2WF5eJggCBoMBSikWFhbY3d3F933m5uZI03RiN5X2eP7rf59EdHjkmeOs3dgnDhVnL1VJ2KKxswG6QACG6SIEk/EtR6c3GODUTIb2lzEMidfp4UUjqlN1TEOn3RzfFzb+i4HuJ37iJ/jMZz7DJz7xie8A3euvv04cx3ziE59499rZs2dZXl7mxRdf5IknnuDFF1/kgQceYGZm5t2v+fSnP82P//iPc+3aNS5fvvyHvt/f//t/n7/9t//2H7re7fYo5vNUcxaL01WmKi4ZililbG4esDYcctBo4I19FIqxlZI7NgumSaIsZuarbPdDciKguX5EpCKW6gvYjkFktwnDmNLxPLIq0TOLl7efp6U3uJnt4OQKyEShQugOeqytb1IrW0hNY2q6TKGYRwhJFKVEWsrIDygWbJCCja5OGGUgfEScIkXCXE6Sl9DsBeyPFaNIMGWElFcNcrkJh+Hbf2uaRrPZZHV1lVqthm3bjMdjOm3w4yGlso2T0zl9YQaRCbzREE3LQ6JNhHPSFOlMRHRyBQe36NLr9OkPhgRhRJZlBIGPMAV+IukPFW75v+Lp9Vd/9Vd54403ePXVV//Qa98uXJbvsaG+HTMzMxweHr77NX8QcN9+/duv/fvib/yNv8FP/dRPvfv5YDBgaWmJq2+/RcnSuDhXJSc10n4KKGqWSVopsLHX5W6nj1soUclXOGWeIiuk6F6GooLva3Q6IaVcHTMbIaRFXi+QhRnj7QE5y0HLDMxFg8wzaBBS1nuEaYYpA0aDkNZ6m1K+RhTFpInGaDzE80ZkqUIXGpHnYSB56OIxapUi+5vrGLpOq++Rs6HkZmSZzt4opDtQeGGKnyp6fobyM9xoUjI5e/Ysvu+Tpim1Wo2VlRXK5TJCCPL5PGEYsr5+h8CLMB2NuJcSxxk5xyDyYzxtjErku0OayJgslXRbA0CRL+XxRgFRJkhVirAhV8yRpop+P2Du/hiI//lBt7Ozw1/9q3+Vr3zlK9j2/dn2/OcIy7KwrD+8p6jUpznsDunpkuV6gXIxh0CgkzFtzpHlBlSjEGk6JFHCowsPk6kUauJdFcuTM6scn87uaZiAY9vcuHEDvjbCKTqYOTC6ivKJKrrSSPdHLFtFemselic4vnKMNErRSEkTKLglvFHIOByjNEXg+/h+QBT4XA0CFuZmmT75MPrMmJwtqDqKLFX4KcyFCi9KiaKESEG+WAOh43neuxwLy7JI05SNjQ08z2N7exshBKPRiFKphKZXiCKFFGA5OrmiiyY1hAbqHo8jTVN0w6GgYLowSy2XIeYEhmUi5eT8KYRAN76tJppRzv9X4r2+/vrrNJtNHn744XevpWnKc889x8///M/zpS99iSiK6PV637HaNRoNZmdnAZidneWVV175jv/326fbb3/N/cbly5dZXl7G9zwefOAip06dxs3l0A0DlCJTiq2tLf7RP/pH/PI//WWc6iJPnz/JlGthWAaZMli78w6jICQIx8RhzFGry9Tx45QrFRaXF8jl8ui6QS7NYVsWQStgZ3cXPYTN2+tMT03z2GOPYZompmnysY997N/7BgFYW1vj+ee/yR//sb/wB+xC1T3dEN79fDgYcNRoIjSNf/r//p957fXXWVlZRdN1Tp08Q8Zk7FxoFksrx0mThGvvvE0Y+xRXdaSuoQuN0xeXsa08w05MecEAqUjTFNKUK89v8j2f+CE+8Nijk9UPiOOJCLau6ROe7R+Iz3/+8/eVk//soPv4xz/O1atXv+Pan//zf56zZ8/y0z/90ywtLWEYBl/96lf5wR/8QQBu3brF9vY2Tz75JABPPvkkf/fv/l2azSbT0xPNs6985SsUi0XOn7+/QcFvx1/5y3+FcrlM+6iJ1CTLy6v3/OZ/P3mXL19mZmaGo8MOws3h5nMEXoBrWrxw9SqN1McxdOIUTp08ycOnJVeP2mRxikghDiLCNKDf6ZGzXUajMZZj4rouz3z0I4hM8V3f9V2cOnXqO+4tyzKUUhN2/b1oNpsIBPVa9d0G/rfvNcsyGs0m71x5hzdfewMh4Mz5czx0+WE0w8QwLHTNQGqTpr2Q91CaCRAppmmhGYIHPnIM09YAHYlk7eVDrr95wMd/5AyFqjlhhiUJQTymVqsyPz9PphTrO5v82hd+g3anw1SlxpMfeILVpWPUikXyjvO/+Ub6X8d/dtAVCgUuXrz4HddyuRy1Wu3d6z/2Yz/GT/3UT1GtVikWi/zlv/yXefLJJ3niiScA+NSnPsX58+f5s3/2z/IP/+E/5PDwkL/5N/8mP/ETP3HfP9i3o1QuUa6UQUzGcqShfcfrmfp9+pyZc4jGHt1ozF6vjTPS6FgZtdlj5BwdoetML8whmz20do+lxQUs3cAybFqjNkmcYOsGvjciUzamadIdexi68Ycoekoptre32d3d5emnn353Nfv2asgfAFsURWxsbPDmW2+xvb1LEiZ88JknuXDxPP3BkJ3f+zowWQlTpbB1gRdkbG7coVwqUyhUyVJBpVIjYUyWZWQJJHFE5KV86xtv0zkYcnFjBjdfRGUpaZqisgzt3n3cunObX/iXv4wsO7z62rfYuHaLu3/6T+GUqsyUKvyVP/Fn7jsn/1U6Ej/7sz+LlJIf/MEfJAxDPv3pT/PZz3723dc1TeMLX/gCP/7jP86TTz5JLpfjz/25P8fP/MzP/Cd/L03T3h376RwdEQUBhmEihYZtuoT+RJzZdV2qU1PcbfZ46823CDRobO6RK+T54IVzNHY3OOr0uHH7FovVaRzXvadZJEjjeGIMzGRPZOg6GgLXdBn6Y6T8faB/W1pLCIFhGPzar/0ai4uLzM7O4jgOJ0+e5NjxY2QqY3//kFu3btFpt+l0u8RxMnl8Z5PH8Oqx1XflurJ7YtaaplGrVUmabUxTp1Yr4vsTQUfTlKhUTjaq6UT42i5YfPQTH+HFr77K0e6Y4xcLaGLiwFifLaFQtAc9hlHABx//IMPRkPTMEG2sWL96m+/+vu9Fd10OWq37zsn/X0D39a9//Ts+t22bX/iFX+AXfuEX/jf/zcrKCr/zO7/zn+0eHMfhd774JYSS5Mw8Z06fY3X1BGZe4/bt23zkIx/hc//q10kGPfZ6IWGcIhOFROPgzStkrqTXaLPXaLFb3OQzjz+FzBRkCl2KiTSEoREEAZqmUcjnMU0dKzHenVqePCJTPve5X+GZZz7E4WGDr33tazzzzDP80A/9EHBPel9I1jfu8i//xefwPI/5hfnJQcm2ME2TQnHS2mo2m1SqVdIsRQmJpqWIzOP27QaB71HKu+zt7pFmE6dGVEihXCROUlKVYBk6hhTozphMC6hUlrA0i4Q+kLB4vEa7P+Tq+hb1Qo6HLj6IaVk88+QzDIdDjlotFBlS0wjimOz9yeHvDE1qDAYDvLHPxYsXqM2XyNcNFIr5uXlarRYlDWYch17bx4tCElPHCyIaXY9zJy9x/NxlXnvhW9y6du3dU57QNHTDwFKKO3fvEiUxs/VpQDAaDtF0HT/+fan7TrvNb/7Gv+NXf/Vfsbm1DSrlxIkT33GvCsX8/AKf+q5P8dVnv8poNAJA1/TJPnQ0JE1TgiAgSRKajV2U1LEWZvG8Ea6bo1wps76+je/7ZFlKlgjiwCdXKJIohS4ESqRIXbJ8wuCBx04zPXuCMFhHdyb7R5DEacTNa9d4/tkvcezYKpefeJK2l1DIueRtHdt2MHSdoTf6juL8fyj+dwM6heLkyRN8+CMfQaiUwbDDV3/vWa7fuMLczCKVapV8LsexuRmuHrXRMoVbLOC4eZI44drrbzE9P8MHn3qSgiYRAuIoRpMa3bGHk3Mno0T7DTbWNtjZ3EEzdE6fOc0fNJK5u36XW7fvsLW7y/TUFE8/9SRnTp/+Q/crNZ1HHn2U2ZlZvvjFL9JutYnjGCeeFH4t02JhYXFyEBEWWQqLC/OgIqSmMRpPRsnTNCKNE4TQSdKI7F7hV0kmtt8IhCGZmVvg4LCJWfCpFy2iTKFJyY1r1xBS47WXXuG1l15mHCacunQZu+Tw5usvUypXmJqeZXdvl6jbva9cvOdB1+v1KBaLSCmZmZ3lxvUbCAGbWxtkmWI8CNiL9xmPfbLAw28dgTdkZm6O7/kTPwSaxptXrtDt9giCBH8QUJE6gR8ilCKOo0ldz5cU3AKh49Px24hE4eZt/DSi0Wi8+4i9euUq3W6XmakpCnmXVqvFb/7Wb3L27FkuXXro3fuenFwVC4sL/Ikf+RG++dxzXHvnGrZtY9kWH/rQMywuLrC3t0ezcYhtOxweNslI8P2Q0SgkChPSJMOy84S+RxyFhEFEHKTkczZSSJSUoJtIkXG0s46bk1SnbUAjVgLdtEmFYHp+gTiKuPTQwximhj/oo+kS9940cRQGmNb9TZm850HXbrf5jV//DTY2N7lze427d+9imCaapmOZBq7tUiwUqc/UqWUpdR306QrG8RV+5X/5FQzDxsq7fODpJye+rc9/i7qRoeXzjLtddE1DaIIwCtCQhKmH1BSVUolhNJo80j2PF198kVOnThHFCbOzM1SrVVzXRQjBb37+12m1nubChYv3xAkn7CpdkyhDYFoW3/u938vq6iovvfQSfuBz984dZmdmEELijT2kEFy7dp0wiohjSNMM07DJ5cq02w28UR9Dl4wHPnYvY3alhtQEoEA3qZRNankTR8sTZxqaYSNkyvUbN3j2y19hamZSunrhW8+xtHKMWq2C7wfs7+5z+9YdBv0BqzP3V0N9z4PupRdf4h//459nc2sDQ9eplCucP3OBOxt3yLkulmXR6rRIRYpVm8WwHPIlxd5hk4OtfQzTRjcMirkc/nAI4zGV1RnCKGQ07JOpFGlIXNedNNRJyZeKDMMhQRrQ3doiU4q9vT0Ann76aZ555mlmZmax7lX3hRDYloVumJPCrABNCoQS957MAs0wuHzpEvMzs3z12a/y1utv0m62mJ2fJ4xCxBiiKECREsfQ6/cJg4gsE+hSUcjboE+s2RNdkGkaGBokMcFRQjkp8vjDF3n4ySd55+gF+vEhQmQoBDOrxxl2O4yHAz7/b34dQzfQDZ3VM8fptLtomsnc/ALVXOG+cvKeB91R64jV1VXiKOaP//APUioVef2V1ykWCjz08EPk8jmCIGA4HHJza2PyC4ki+qOIqpvDMk0sTdK5foOpcokzp46x0TrEqEjeWbuDbdu4rk2xEOA6LmmYgaOTkKIZGlkY8+2xxSAIOP3v2b8BrN25y/7+/oThNZhIxop3fQUF97SSqNaqfO8f+yO8+uLLHOwfksvlJhv4LCNLDdqdFkkiaDYOQCnKlSqaZTL2PHb3e1SnZikkJkmQIiPIMkFvo8/W9h6XLl1mb3ubt9++iU8XFVnMLS5RWlhEZRlRFBKOfMbjiT6z0CSLq6cpFkvk8gVUcH9TJu95CuJnf/Zn0XWdJE6oVCskScx4PBnp/rZRG4AfR1y5fgPP894tW+RyLoam36uFpZNqvzAZeX1qU3WKMsPUJydKqUmkEGiaRMsUkYJxkmBoGsMgou8FOI7z7ojRqZPn0TSN/qDD/sE2WZZi6Sbd3oDpqTlmS6sgJhJdGpKJx82kMggTeeAszUhEwND1sYqTVSZLE1AgEah7tkxJNlmxFKD6PcwpC8PUECkEHR+jYJEJkFLDCwL8MCTJEkScEe31GIwHEzK1gMKUhZM3yFQ2qQvqGlmqGPcipG/z8z/3c+9TED/52KMU8vnfv6AUaZaSJilSCrR79pdvra3xu1/+Ep1OC1M3701ZTPTbcjmHMIwwbAuZSg4ODviBP/LdnK/YGLq4V/xVIARSZWiNNlu2zVzOZjpvcxCY3DQlUpf0ux7lShXDKHDj5hvcXb9JuVgkl8+TjLoMen2EcDg67IAmMXQdUxgkRFi6DbFkKj9LySwx7vXBGvDwn32MlQcfJPB9bFPD1nVMpREpaIceYZaBY5MmcPU3/x3uYzWCMKTaFXS/eoh5qor22BSpUuSSkCBNGPkejRffoXt3g467RkG3yVVN2npGqegyyjySNKbmlOh7Hu0opNB8X8vkXqg/8JEivWfYNgw9crpFvlhAapNfw9xMlZJroDIYdnqM4gSkhjdOUAmINMC2JMW8zdgPeLGxjR9GaIZBP0yYqlX4iYfP8+L1bfLHSnijMVujEZFV4KFHHgel6LUmKp3feOFLqFhx5sQ5uoMGjaPbtPfHnH/wEcZhwP7oGpqcaIckUYJu20TjgCRKsA0XJ1/AC/sUTYMngxNMDz2+8Bu/A4dDPvGJZ7B1k/Zhg8/9u1+DnM3D3/UJCvkKmhcwOGhy/eYtklt9Hr81S+gFTD00hXAcLCTZoE3jmy+z85U3OHZhjlx+Fm2kuLhU4+aoTZZOVnAVCNrRGDtnUiyCOHpfy+ReiHfbTgBJGNHtd2mFDSp6CdO0sXOTDXYUp0TdPkUVUyo4HLZDmsOAVHcoFx1c1yL2BlxeXiVIUq5t7jH2fRzbZqZU4E9+9x/lxMoC8ydWGKWCt27c5Ve/8QK1xSWS/UPiMCVNJf3tTQpOgdrcNH4ckKLjmHXmZsoMBwM0x0EaEmnIibZIlGLmbDRHIkyDcOwxbHbRNIVbKfBvf+1X6Ry12dveotYKOL22z4UzM+S7Hs+UKvQtgf9rX+aoMya9PIdYWeD2rdscfmOdvW14+uwnEC/HuNU6o8GY61feYO2ll8E3UNosw/aYuekaSaDz8JLDXmeMJ/K0Mh9LE4SjaMLdvU9n6/c86NIkIQpDRJqSJSmdfp/t9iG98SEN/5BKbgrTmQwRpEpyaXWej15eodcbcXfrkNfv7LPTHhH5Cl2kzFZmCURGUdepFfPM18pkKuP0wjwnjh0nsyVXX3qDq0d99rf32G0e0ZcGsrJAtVzDMEws2yZfLkOqUPGQRrPB9NQUJ04u0Ww0ULpO1PMQKsHIMopFG9NWhJnOKBgz7vYIB0PMYo6xUNTzJlUpOXv2JPFWF80SGPUq5SjlYVFk5qGzDF7aYGx0+LoWg+kwbg0xjvrky0vULizQ+dKbcDjPRrLJjfFbJMMuhdIUaarAEMRxwKmTNR55Yok4URzsWXzzlV3e3D+gaBbQHcim3pf0B2A88jlqHRGHASPfZ7uzT2VuFrs4zdGwSat5hFvITQ4DCLA05soO5xZsHlrJcXrW4tdf3ub2YR/LdfHGY7ANZi0TmSQEaYoQMDtdI7i5zdv7+/yrN2/wzu4GR4MxjW6f426ZhwslLMvi1tp13njrTUqFPMtLy2zu3OXUqQcwTI3llRX6/SGZLhGWoFSGx45foqbNoIkAv1uknfV51XqZ8chGZQppGTizNgVhgKZ4o9fkszde43/4v/wfkS9dJf7Ka+xd30OFyQRAszmiQZ/gqIsxiDn1PWeplgocXuljr03z9MWPExUtrohX0N3J6u5jMlWzsY0UIY+Td0ekPY9r32hwa63F/NmElZN1SoX3QQdAHId0xocEWYxVqZD6gr3DPbqdEcdXT9IYDZj2fJRSOI7G5mDE2s4RTzxxgXxOcbF2gv3wCu7aBofdEVoc0QkmfveOrjGOYjRNECcJMyfnKNmC817KN27dZPeoQ5amGJogTUOkyjM3vcDqUpv61Aylksu5C6dpt3tkqc6Nm9c56mxTqsxy4bLLoxdnKHTnMaICI+8dgmyLc9PPkJ8y+frV5+i3h1j1HIOBTxCOMQwoV/Ic9Ef0kox6pcxb1+8wbbiEYYCnoDFbYuurNwm3D6kpl0TrsvHNV2kPR2ThNnG/SWRmnJ9aJe9K/DhAcwyCIMYyarzxzhXiYcS/+MWrvPDNJnbeZjAOGB+FXDy5cl85ec+DznZcKtEUV+6+Sd1wGPTHhEFIu91lYX6VgTDx/QiUIooS6raDVV/hKJnCKZUpT1X57tlznHjpFV554y0q1TLPvXaVKIrw4xhLEwgE65vbHPR69Lttnjq/wBdfmqLRajNTKbJcK7Nx5y1G3oggUvhBSJyOOLH6FPX6FO1WG6Ek3mjAUbNNtVbn0YcMyuUWbv5lZBRTkJLVR0pE/XUW3I8xX3uAN29ucGerx+bQo93cxXZMbFuimxbRaMxYalxNB5ijAZYu2Uu71LUHWcwypjyNkmlQDmLCzT02ei2ahHCoOB2eYGZ4jHQ55cb4iNZwQKzZvKYfopkhb20ccejpzC7XOPfoMv3mkEEvILs/G4n/HYDONsibs0ThRdaOdtjf3+f4whQjy2Lt7joXj53BMA0U4I19zqwepzS/QF/mKcwex9Mk+eV5Zvb2WDxqc+LxRznyQtpC4kcJvTQlp0lUu8fbN27T3tpm9fRJSjKhaJssVwqYUrLfaDA/X8StzBEFMa+9+QZCPs3BwQFvv/MarmWiGwY5x8E2FWtff5H9PZ2nLu1hmhM5rp19lzubczx6+X/mqBGgxwaV8hnuvN3izu0NpmtVaiWHcq7MK1/4IvP1WTZLAUdHB5QMg8gxsdOUtds7rBSWmQrz7L0Z8kayRujH1JVCdTL2eju4y6vESw7tnRHOiRypUtzZ9yhNm2h2jqUlE/2ETrlssjy7QixTNN+4r5y850GnaRq5nMvK/AKjLMR8qDARqDFGhH7GpdVFCoUcoiPwfJ8oyxg0DklMD0+lKF3gGC7jfp8k9Hj2a9+gOxpB0SKKEzShSJIMPcvwRh6//cJrfEJqHBwecbJWIkxSoiTFj2LypSkuXngUlOLM8RV2tm5x0GnT6zR56cY2pUqRs+fO0/MVd3byLIglvvxaTDQaoKkUpZdZKF3iyy9+hcZhwHgESw/NUi0VmKtVMCUEXsRB0OEX/9U/I/MzEk1REw4DmZCYOtKQfOqRp3h58y531vdo7DU40noYsxb1epWo6fNS4woPf/AyxfPzvPPGHdIwJNN14lJIu6NhiCLTMwqtLhk3xtSdHBVL0Aved7aehJAIQ8cuFTjNKiNvwm9Np1IKTo5yuYBumwghGYzGHA7H5A46BLJDuHcXxzSomjZ+p8Ne4LHbG5LKjLwUeEGILiWmJrBNg26/T4AgCGMORh61e9/fi2JiJWm0e8y2Dwj8kN3du7S7HQ7226RJzMkTS4x9jztrt1heOc5c9SJJd4xe+wDCjDAyKEzX6e01Kc59HCm7xFHM/NQy241rtAYBURyjaxqmoWFogjIuIgmJtJREGLRaR0jD5Ef/1J/hzxiSVq/N1v4Bt+6ucXd7k83dHRoiwUlc3DMOqyfmiV6MCVoebtUhiDWybExJlQntmMRL8Mch3ayNNDOUd3/sv/c86K5vbpJz3UkLKE3J0uzdut0wSTgY9RFS0uh0WD12HLM6zYHSMKQEdOJQ0RmOWN8+IooT2p0RCMGpssHM8iqmruPoGmeWF7h11OH8g5dopgYXLz6AEgKUwi6WwMlxbOUE+/sHmKZJlGhUqwtkmctwMCRJM3L5OkmS4po2dSuPUZhBSIlWmNTAMkAdyyOFICvMTiZ1hUItrWBb9rtTy0pBEifkNJs0jXE0iyCLyYk5pGny9t0NdMsEoXDdMg9dfJQHzj3EyPNoHh2yubHNMFW0BwNK7hTFkoGZ2RRTB8fKUTBz9McjNtYO8AcZkVSEccR8PfsPJ+NevOdB9/UvPssjp89OZseEIo4TlJoA743bN+kPB9w9arJ8bJWz5y8ghESTgiTLSNOUKAiYqs/z5NIposGI7eYBV197nTiKOHPpQVwjIwzLtIXH1a0x9ekCkiFeZiFURqN9xKKV44MP/DF0VUarT3q0q4XJPo3lDN0QRCFEUUycxDSzK7yU9EhDH0tFyHGP7TfW8IfBhIv7B3K7uLjI3NwcH/vUx5lemKZQyGPqE2MSlQquvXMdz/NpHDRZv7tOp9/jL/3ffwZNGhTyFWzX4tjqEqZhUS0WaHsRw8DAbw35ra/+KtNTVTaea+Lm8tTrM+j6iFw+IsFDDXWm87NomknjqEEcv+8jMYkkwTVNBJBKMDUNkggtTnlkeYUExeNjn7YG0rSJwmAiKyYmI+716WmWlxbJVMq+N2Zj7Q6He7tMLS6iaTppGHLu8jTLZ1YZjr/BF/7ta1RLimrVRNd15qpnOXtiFZnk0KliSA1dCCKVoGsTCQdNCbI0nYhJRwGZZTJwJI6xxcWzLtVKjfYHLG58c5+Xv/Q2ndbo3R/PMAwKxQKGZWDZNmbOgjjFcV2mpqZ4+LFLaLpBGmX4/ogv/NZXmb38QaRmkPQ9dl5/iYO3j9CVQ2MMixdOcuyTUxxFAbeuvcaiaVAsFrHtPLPzK9xdu854KMjSENfJs7J6hkefeoKXX3qRtevX7ysl73nQnXjoQZJqiWw4xjEMxo0jhA6BSohNgTQsLKGw45QIGA/7GGnAqD9A6jrTBQsVjbHzRZqNBut37qAUmIZJ3rWQRoFmZ8xCGnP89CJJ9Cqto3uO1lGE1AMKVZfi0jmse3MBUmrk8wKpC3RhEUUJYTAxglOAbluk6++QM+8iT54kMyQL56c488BJzj5ykv/PP/4i3UaP0I8QAubm5jA1k3gUE8mAJIqxNZfZ8gI5N48iI5Q+URyD0DDcGpkWM95qcuvVPbI0xdElM9WY7l0Pc/EFymdWWTp7keW5CmGUoEkD19I4c+Yc71x9g1Klwh/5/h/i1JkzFIp54jhhd2PjvnLyngfdwXDAqDekWCwifB9vPCLnWEhLn3j2CcFoMMLXdbbXbmImAaszVaqzNWw3x+mlOfqDPjt7O6AUq8ePc7CzQ6Yy1u9e4/UXmxj6NFOzJR55Ypm/8H/6JAe7TVZPz9A+HPHVL7+NJCFf1JA+ZJpHLFPmViokcUy70SfNJqI+Qk7m5hJvTLC+iXGqRO9uimn4lIoWfa+ByA14+gfO4UUaz//rVxC6QAqBqRs8ePkc07U6AgNNGgx6HQb9DpqmUypV0dFQccKJfJGt3Tewx9e49IGADz49R97NszCbkHfbdLzjbB+e4sjc5tjJ06RKIJWiXimzu3c4IQf1e3z9q7+D5/V59PEPMFWvYhjvl0wAcAp57r5xlXKtSiVUuEqBn6DZBoZK8DQYBgFZzqHTanJyukIQRpBkzMzM4lgWpaUS0fg6Yy1hbmGBZuMQ17U43DkgCSLq8wLSlGb7kBOX6swsuxy123z4M5d59KmH+J3f+j3i3Cb14wNOnzpLo3Obqek8vU6Ia7fobHnI4AyGkBTcBvvDAYdrTcRoxOLJWTJRwTvsk2QjWjsNVKowNZfzHzyBt6M4eeoEZ84eR8qYOPaplMp4oxHrd+/QHnRRmeLcuYscWzkOUrK2t8Vcbo7P/MkO9bLC62wjRZN2y2M8sFhZ/RhHnT4XVh+kWLBIooDQC8iZBir2SeKIOBZsrG/SbB4ReEM+8ZEPsbz8vtA1AG89/yI7dzdxhcaj5Tkyy8ZyHMYqox14WNU8g/EAa2GGSj5HkiYkSiGSmMbOFt3GESfm68xP1zF1SWu8i267mKZkftmh10rJVaHZOUIbWHSbfQxHoBkCPZ8xPgjRDY2vfPk5HnnsHHPLU0zXTyB1k9mlHJVaynT9EN108EaK2y92EaMRcZSyvzug2xmzdL6O7yeM+gFrb3chlNRWc0xNTbGz16I+XcU0Jd54hFSKwA/Y3zniqNNib7eJYepMT3VYWV4lVhkvHu5zYtql+9s+gfc6L7y8j06Nw7bPubNl/s8/eZaUXRr7KZXlWTzPp9vusLy0SLFY4tjqMTa3t8kyRRgGvPbyS5w8cwqn8F9JQOe/tZiemSHKYtbvrHNj2GIpKuAlETqCrWGfKOoRZynVWpHlEyeRwRBHk9TyDrE35nBvj91oxEc/8xm6wwlbf+X4cXRDZ3e9R5RkHLYa3Ly5zmio6LWaSFNh6hqlmQJvvnaEZmYM+gE//9l/wW9/4Zt86JmneOjhi6wcr6HpipACcdKgspznrLzA3rd6mKUKna09rr20juZkeAcBUysVylWHd17Yh3yB2kIet1pkdnoalEClgk6ngzeMGAx9XDeHREOl0Gq16HbbxHFEoawzjAb0Bj2aDZskzSiUPB5ehI88PUDjl1gs6NwufJRmqwEIPvjU05RLBdKZOZZXTyBfeI5er0OcKYYjn1ajg6m//3gFQO21mM8VmXngEoc7B7wzOEIbC+I4JtMlFga2ZiLGY05VanjtlCgck69U2R56iJwDccTaW2/jayazU1UCdOIwJVM6OVdnFEcE44jNjRbjYQ8hIs6cWuL5r97gyltbzJRtlmfPcf3ONe5sbrC70+Dzv/4si3PzLC8tUqsXcIo2tmOQZpJYSoqzVdqbe6xfPcIbJ/RaEXPHyhTqLoWlKdKL89Tm6iTjPY7aXaSuUa4U7pkHj6lN14n8iFzOplqvUa2VubVzg1vXrhGX8gwODyiVrnDxUsQTT9UplzSEUjSPfDbWb9NonsEuWly/eoWzqyfotptoUZ9qfRphCy6dO4lhW6BNDiq6qU9U4O8j3vOgax40cGwHpVJiz6fq5ChqJq1wzFHkYWeQZAlhFJFEZTTTIfRvc9QdsHPQQqiUMMvYCdZZPnGceqlIcxgiJKwem+GtN1qEsUClGqWSy6jrIbUU07EwXZOcpWFaitXZCyzNvsFUYZGZ2jQbOxt86qOfYHFuiTu3d3jxhecmPAnLYvF4icOb6wgp8P2M2UsP8pFPP8mwPaLpH3Hu3HFyiybJVoezl04SxTGdQZ8gCLANA0PXEUC5VOLc+RyJSqjOlFjf38Afj3jt2echiVEn8+zsjrlxrUUSZ0gpKJUNfvj7yly7FXDxQZ0oClg+s0qiUtLxkHavA0JDGCZTs0t0+z0WFlaoTE/TbrbvKyfvedBtjdoUQpc4SxAKRmFAD4mSMK05FKSFl0TEcUKxMIdbLzPI1WgdXkMXgpym0e0M0LOMu3fvMj8/S5ZlOI7D5m2Qeg6ZBCjdwrQyMtEmDQUrx45zY+0Iu2gBEbZRYrX+JA+cvMiTTz5McUpn5UwN05SMhiF/vPsZEIIkTfjdl36dD/7Y99G8vc32Gzd4/fMv0hsNeOhPfYqPXX4YLwzYPrpLbXUGLe6jRRpOwSbyYrJ72irBUYtqaYokyyjVXbx4zPUrN4mjhHjkUS3WuXFzk3ItodeP8L0UTdfp9OCzvzzk1PEKlcr+RK9E16gUy2z1utSmF/GTCCkE9fr0hHCdyyGQJPH7HQkAmsM+5Ca1sYJpYWgGYRYTq4xxliKShHbkk1MphmGD1LDcaexSSneQ0hj1IFdGmRq+55EbBAjNoN3uc+vOOprtoOkmw3bAsTPzKJkgZIpjl8miBlJKoijisLPDnd1bCJljOE44dmKaxn6PQsmlWLFwcxYCDTSQls7FP/oBlHqUdG/I1S+8SODFeLdarOUEOd3AtVxcK8dY83nj5TfwI49zF86iUijmi+TyOcajXZDQ9UzK02UO9poopbANA5EZZEmZ/R2PfGGaBx88x8LyIgJoHR6xu7PNO9dDpJHhez57nS7T5SquZiPDIbquWLu9BnrKy6+8SKczwLLvj/f6nqcg/uj/4c9hWhYqy7B0HV1MKrRZlpGqDNSEpmeYBprMEYXxxI4yszDIASmCCeNLNwxMQyPBJ5F9BuMhpWoV23bRdZ1ioTChBcYxjYM9PD/A93wc28LQXbw0IQkjLMNBkxLLMEFAliRo2kRuVmoC3ZT04iGmZSKEYKZcxtI0pGmhuRMao9Amnqybt9axDZuxN0JoYNsOtmOh2zpKE8hUoAkNoUkGvQGEGYcHTcqV+oQuqWvouo7jukghaLWP7nVHMtI0QQpBqT6Lkga61LB1SNOYIE442Nkh8D1UlpJlKbOzs3z2s599n4IYpBFBEJMlMYaUZFmKQOGHEV4Yod9ryk/XZji8UqDfMFFKIkSOol2nVLAxdQPTMNB1jVRkjNQ6Ue1t1lvvsHxqmVOnz5ClGbPTD1IpldGF5Oz5UxjS4MrbbzMYDPnyV54lN7vAoL1DGEOcpORdk+LMIm55lvhgHW8wIBMaH376KT76+DO020dsr29w1tXJk9EJh5w6fwarMoO0cqRpyi9dvUPhbA1NGOgiwjXz9KKASASkRYdolKCplDgISEVCsW+R6AY+GTLLkKlCQ+J7PoauI90CmpgoCxxsb7K3tUF1RSHcaZLMpJasM/AS/MIZPH8aP0lIvDHRcJ9i9f5y8p4HnVIxKhZoAjQx4byGYUQ1X8ULmigykjQhEwpNVdGUhkRDEzpS6KB0lJJk6ESpQJM6UhhIKajYcHR7g707GwRRygv5ryGQWKbDmfPnWZhb4uEPPMWw6/Hss19F9XuUhYGedzCcPM3AY+n0RTZ3Goz6fVLPQ5MWlUqVs2fP8s/+6XPcfP0tHpv/BPlaCatYIu7sIbIYZ+4kuq5j2zbJjImxNI/UDWwvpKrrjEVG5hjkTfv3VUgV8JUDzMaIJEkxTQPSmDQTpGlCmiSYloUUgiRJmF1YZNQ94tIxl0QXtIeSQlpj1NvEFCkql8dQgqhQJ505jub27isn73nQZVmCcU/XLU4VxAlyHJGZ8USsQSmCJCa9N7ohkSgFQkgM3SBVk8dThnx3uiPMMlBwY/2AQj5HtxlRmsnjeX2K+QLeoMfrr77GncpNbq9fZbo4T6FcwlEaXt+HzMNQsJwrYLbblPw2+VKJjU6PfCWP0CSapvHgAw9w+7XXef3KGqvLs1w8fwKhFEe33mHKyGNPzSOEINQFkaWjSYF0JI6miPM5CFPSgx7C1UkLFqkAW4BtGROz4tTn+AkDw4TtTQ0vikjTFPOexK6u6yQi5ZX1N1iqzTE78ziHR4ozFx5gqmZy6zCk50UMxxAriS7eL5kAYFgT6dU0StCijGoA40wQE5PLmYRhTOZnZFmGJnUe+/Ait6+26feyCflGMygWLKShE0WKOEjJGcvohdvMLOWIkpSFXIm52SqH7SMcK0EXOo5rc3LlAv00ws0tI+JbpJrAMCwMQ8c0TQwU8cEOFV2SIbDn54mzFBVFCCFYnJ7lQn2GoNWn55h09l00Q0PEGUdvv8TM4x/lkUsP8HLSJAgiIplhIEiUwmsNGD97F+/NXWTRxvngMs5jxzBVhpASUzOJ/CHDozK2A+dPH2dj54DecEDo+6RZRqJroCkO+odkUZdCmiLNMxyNBxTzGefn8niN67xx+zYnj8+C89B95eQ9DzopEjQpsRUYo5R2FGFqElMlyIKB69g4rkEh7xBpGicvxTz40Am+/Pl9PvSp05x/ZIZ6xeNoe5tmo8P+psfm9jS+bZMzNJzUpFwt0escUTR00gSM/Cwf/+T3UysusrbXR5cZ0jIRbpmofxcVZsSArksMwyQVkjCclG3iNCO9Z7w3u7JC+dQx9m9eIwhDhuMI19YYdnoUdeivXUFPIMtnoIFuGJQiSXfo0fzdKyQ32gx7Q7SupD1qc/zkFHGW0my1QaXcfOcqs/UFLl64wIULUyzOzXJrc4u1rW2iIAYhmZp2aWwleDq8c3eD+XKXQTAm6Y04mdfZvbHO6CjErwic0vvzdAAYUUCWSVQzIUxTyrUKBpKB14W8RT5XQDcEpqlYPVPj+z59mtHr/5iLf/ERemaLLCzw1tevc3ttxP5BjfHIRQkdu5TR7ZmYKsWxJakqkOLg2Ms47irewYjm0SaJmEIQUcjnmT95glfWrpGzbQqlHKkSeP6YyIvwg4AkTRE5F6FNuAa6aeDaNjJNScKYxsERBdfEtkzsmToi6JObPY1S6yAEQpc0goDN37jCwWs30SMIg4CVE6usXlxFMzWUkKgsJYpChuMh63e/xltXXuH5F5/j4UcfYe7YGbq+QIUxUqXMuxH2bMQ1b4ld4xzDXptcsM7F4pBbr3b41q0U1zV4pDyP0t4fVwdgce4h4iTmMN1Fk5CYOuOjDkr6aHGKn0ZEcYBjFNFNeOOtAntrn+Fwf8T2VpckCVGpSZxUSZKMDB3HlYiJlDp6YY65ygKjsQF6AUcpZDpgbbONKMxh5V0SPExT48WvfgW8IXEWs9fvcjQYYSIo2jbDMMRPIhzTIv62xagC2zKplstoUmDnXdI4olirkatNoTAQposIIU5jRKgYmya1H7lIMqvRu7pDMcnz0T/+MbLjBa7TJQfoUqI7LidOn6YyXWc8HrC+s8a161fQdQvTspmbm+Hpj3wIMwxZMDRK5y5w98BivzvH7aM803ttvEAQagaplafjjbGc/wasN/9biHJpCst2mJs/RpamdAZtGl6M1HOEiU8YeWRZisxlvPzyK7z5tYB7RjXYjsQyFJZxTydOgiE0UAIwsMxZPvL4x7m8usiR0HjtW2/Q6+4wGiuq9jLJWCH9FlH7JpXpPGcfvszG888Tk9INYhLDZNjrEYQhodSwCkWElGxv77C3t8fS0hIPfeSjfKPTIvFGSMdFt12GMWhDj+nTF/FTnWSckCoQWYaUGsrRmP/0gyx+/BKlvSb9/Jg9C5JMkqXJPclaJrajuk65UmFqZp5er0u332E8HmFVXCSSt9dD6qLLVG6dmnOSb77wKtGwRc+CA89Ec0w+/YkL6FbCYeP+ZP3f86CLwgDtno+EZZq4bp58ocTswnE0x8JvNUlHA5RtEak+poBSQceP7onuCIUSGYiJurkUOggFQidObZKzF3hzcYbG+m3uCp+o08LJz9Ppp2Sqj9RG6KFPsTTNKNKpPvxBGltrGOKIoNcjE5LItimWytiOS5Kl+J7HeDxGKUWuXCGRBrsHDfL1OnMrq9y9eoXVbIaFfAXRHxGkCcM4QydFyyYKnkkGlq5RnS2wJxReEE8s28VEHi2LYkBhGDq6rmFbNq7jMju/xNAb4NouURQxjmDttk9y4zns5QZh4zap79OywY91Lpyf4czJHN2xx9H9tV7f+6DLlCDLJv4NigjDNCmWK8jxCCuKcTKdVHPpZxnfFhx3HIWUijTNgAwlMqQETVNAhmZIVJYx9rq8+Bu/gBH36A36aHENoVUJvBThH4HUSVKFnbS5/mafRqtFOPIYj0ZMLy5hmCFuxcTJ58m7uYlkWZa8K4othEBqOscunqd/sM/iidOcfvRxuo0mJJO6WhhGkKaYmY4WCuS9N4iIQvQwJsh0Ylsn0xKUJkjCiCiK3/X5QnLPc0xNSkRpiqNZuIaNUorjq9M8cOoJXnljg427axRtSWeYsXUIbtHgYx88Tj6v89Y7e4Th1H3l5D0POi8J0Gx9wk1IJmrjeqVE3B0w3m9g2TZRktLVFbNLLvnMJ58TWLEiyzSkpqPpGl7Upjm8PVkpNMmMlJQ1DdVJSbUSU4UpbKNEhkQKE5D3vFwhp9WI45CcZpAvlalXKpRqderVClLTJhq+UkczDNAEhUKBtbU1crkcALX5RZ7+oT+BaTs0mk0Oooxv3brJS/s9okxRfGiBvBQoEsgSNCFRKWRhSiAUehrhGhqmZqJ5KboA07YpuDZK3FvRJ8XJex8zOWh0OuhC452tEbMLJ6nPpYCg2+qRpRnnH1hCOjXGvsR1MhD5/2Auvh3vedB93x/9HvL5//gv49atW/zKv/xXkFcMlEKRgQTHsUgySTIeI7I2QkCaJQgxxzOXP8KJhYlPhLxnlySlIIpj1nZugVAMxgOklafbjcm5BVxdx7Etzq4cAykZDgaEAvaikMS0GDUbzBTzuHt7NIdDpJyorMdRRJymqEzjYqY4++BjDKOEO60mt7/0OvUzBapTBez/L3v/HWVZdpX5or+1tj/ehc9wGZHeVlWWr5JUUslLCCcoEKAWNG40zaB5Dy7qC7xGgDCP5tKobyNEX/pKrwEhBBICCQmpZEvlq7KUttJGhnfHm+332u+Pk1S3oPt2Mobeo0ddzTHOGBH77HPOjrO+WHutOef3fXaOtSubPP/Fs//Nv/PUqVOorseYU8ZBY3JinFQIUgGtdoet5g4Dd0DWtohIyRdGeMNr3kp682+UUiA1QaISBoMWbq/AytoVegOb6kjmlsbkZQ+6Q4cOUSwOPa5SUjzl4rY7FDIllq9dIZfPMzY1y+7ONv2uRxj08aMQzZGUiw5pXzDo+SSxIA1MLMcGQ5AkKROlPdSy4yBThCZJ4+TmTKgxWZpB13WiOKIRbHP2xaeZm6oS9poEvRZJz0VKgd/rsxFGbIoUzVa0Gk1OTE9xMGPjSDH0GUtj2lpKpCLoB8RKoVVrHBwdYWp0nC889xQjxw4yd2iW1Z0VRNml5e2wcX33H3wfi4uL9Jtdzm80KRVyYAoMTSdJUxprLfYemCYchDhjVVYaGzSbLsZUeTgLpgJdE+i64NK15zl9+SPcdvRNLMw+QKoE3fDcLY3Jyx50SiV0+20SmSIMwe72Oh9776+TyeW4sbGJncly7OhRbuzUEVJSLk6w2VodZuR9haGHBH2PoL+Pnd3nGJmMyZdzaJrG1NQeSsUCUhNDIncco2sSTRhDUzehkaaCpBtiG5LE7+LkHTShcKMIHUUmX2CPZtAbtHBjhZnLk804GPnccLEvBcRwse9xbucG31KZRyUKO+fguQOkLklVyhf/6qscPbkfd2fAzNw0r/1uwVf+8nmWLq7y9/uIXrh8lkQluL6L/cJXyWSyHL33Xm6zJvnKY19l795FatUc0g2Zm91HLq+DgDRJkSLl+so5nj77x5RKDrXiFFKHJE75r6V2/6/iZQ+6K0tnmRqZRNclqQDV9zj8wCtprK3hdH12V3b467Mfobywl9JoFmEF6L4cetR7IYNggOt6uP3LRLGLSjIMegFiMku25FAoZ1EiRQmFTUIcRziGM9S9lhJd6PQTh0KugB7FCEPHGhmlsbtD6A2wcnkyuonT3MbTDEzTJFUKLwhIEGTDCDsIuDvQuPzEddYfyFM2LYqpIqtZdPrD3NjKi+s8++wZjt97mLFsFUHCfW86jpNzqIzlefH0deobbYQQhHEwtAm1HVy3T4TCHK9yxQ+4sb2FWS1ghlWs0TJjo6NkswJSSZzEXLl6lr/98h9QqeU5sPd1ZJwCugGaJpC3Zg328gfdl//iE3z/T/xLNCmRAsrZIifvupfwaMBd2xHWEyZ/8Jf/jp7qceyuBQaRYiSewfMi6ssNBvUBui5w/Q2qoxWcvIZCMTM9y8TsJLrUQIcg9djY3iZr51HmDp7qMJ07jCZNTM9ATxMsAX6SgBRotoMhJEoT5LIOo5ZDJwoQTgYnkyMnBJFKMZUgDXwiP+L+OMdfnTnPm+44QbFcwe7GSK8NgIoVj/31M7zxkW9l4/R1jszehqUyTMzO4ba7TCyM8YWPPkkm43Df3XfS3NqlNjbJ5aULtNweO+cuMJsfY3Fxju3VVRr1XfKVAjNvPoBpa6RpSn1ri7/9yoc5cug2RkcWeezxT3Eu/xW+883/CtvOoA2+qTkMwE69ThzFRKRIIBy4+F0Xt+fRuzpAv26xM2hQ1iw0CfN7KuiGTqxSdvaUuPCki9ftoZkhUeyhaTA2WcV2TDQbNFsSyA7lQgGjNDEkqYQWkgl0kUETEsM2cPsDhKZhV0ZoNHfpuz7lUo2u28Ht9ynmi+QbdTKWjqlJkiBAIkmUwo9jZBxxMinx+MY13NshjAOULxH/FcG5sdbkyoUXOf7AcbYu77C47ygXly4Shh57ChOceO0hclaW246+lqUXLxN5AXtHXskgHGBKExUITt57N1Ea0Wo12W42hpUXLWVz8zpnX/wqSeCxsbbNjaV1XL/OHbfdR2ewyWDTx8588/YKQL5Y5sXnzrLVrLPdqCMlKF/R3dgl1yig9wrsKRlE0sRXit1eH9PUUUoxaHRwm3U0PQQiwshFSRifHaHRqPPxP/8o97zmLrbTMxxOHmSsNokb9glFDEJQ79zAkhncuMeg10VzMvjtFoHrktUNwm6bjGHguwMcTWNcKUY0HZHErO1sYjg5VJQiREy1mMUv5zl1KUdz28OUkiQFJf4L6Lyex9LXlnj1a1/N+P55nn3hMcZrEyydv8zEbdMs7JvA3jEoOXnGKlUIEnJmgfxoCV2Drz1/jko2R7lSRD90kJ1mk10fet2Y508/w/bOEvV6i0azjZVJ0TC5cO4c1y5fYbe+yxve8MZbGpOXPejkTkDv86f5y9OPcam3zalTd3Bg/gDVWhkv8aiHNyiNGah8GdfUiDVFqiKaWx28wYBTd4+yvuGibBMrk2N63ygiL+k3elx4/gJnLpxFM+HRwjlKlQJSSYqFEpNTE7S6bYSh6G17NDtthBdSqqTkqyM4uo4WpXRCn4xtY0YxVn9AoZAnTRLa/Q4iThl0PWbHK2TLefqvcaAUY693aXW6WNImMhOEFGQLGXL5LIcPH2Rla51mv8XeYwf58tOf4sSr7uHiC2cZ2zNF2NfIOFkOzB/Adz0e+8LjLNqHmZ2d5vCxo1SqFZIopLW1y/r2FkZtL1Jo3HvXm7lwsczy9S18f8B4bR+6HGoZr29cpVaewdC+mTIBYL4Vo0qK17zylZzSYm4/cIzR6hiRGyCBJEnodna5vrWKpqfoekqqUrwUZhYmqEZX2d6UjE7XKFQKjE6NsLG6SdoThEmM8hSWZjHo+PRaA0zNYC3a4OxzF9CFgUCQGimJ75PxYwzTwMqF9JTCRMP1+mQR6JqGbZpkJvYgrJR8scC1rRYkkM/laA9c6kLROjHOhFIowwBDIlKN8UNj1F5X5MTR42xvbfOBd/wh3/6/fhtefRdNwuUbF+gnfbS6TtEY4SMf/ShFJ0c2kyEzkkdI2G41kbrg9MULXF9d5dzFi8Qi5nu+7ydIAZXA1uYmdt7g1Kk3c9ftbwRsoiik2domTSRCfpOCCMDeo0c58PAr2Ox3iDVFHCt263UsyyRFEEYhDTMlLOXZ9DYhVqhEkTiQjV0m8ZEGlOwCk1MjaEJiCw2PBMPQUST0B32yhTxogjCJMHQd1JD8YwoTJRWeStCyWexMhqjfIzWHt0URhPSSGDE6gjU/R6tcohIPyFgZBu4qUxOTeEnCdmdAfXISFYVMCzAsiyQQxL4i6kdc+JtLvPiJK7Q3Ohy5fz9z07MYLtRvNIhbMbqlMRA90qbOyuYy9a0GfhRBmqLpJm4QkKgYpWLCJBrWYcfHiOOU0E/pdnso4M2v/UFmpo6gEsEwo2NSLk7hDgZs7jx/S2PysgfdvlfdQyGbgVDQ7nTY7fYBhdBBGBLksJAfRRHtlW0yRQdNQC5jYiQuURIzMjVF3bdodgaIFLodF2LJxu4GhqmTyWRoN5qYhonUJFo2i9Qkru8RkZDGMY1Bn6owoNXAyZdIlMK0TCJTp4dOO4nxwoitJx/jFfsXaA8CTszPU61WWd3Yppsvcm1zg6nREULLpBX45PoWT146T2OlydbZbQB0XaO72+Mj7/sIU2Nj5CsFVJxSqdZ4+gvPsJBzOH7yBGG3z+raGq12BzeIkFpKEAm8MMGSBqQK0zTxvC6eB7l8kTe/8R1DIUelgQKEIooEoCE1QRzdWs7kZU9B/MP//fexDRNSjThRQzM6lZKgSBimJVIBvt9jbe0GYeiha4JCoUQub6EJhdAzBEGEEAIn49DrDBj0B6ysrCBu1iuLOYd8vkAiNYQccjKSZKjmGQceYRiixQmmYWBbFlLTkGlKLCUDzyXyfVSaDkE+Pk7keRy4KbzohyGJbuCTksQJvd1tUiExpckg9AmSiGKxQKoSTNMiSWKEppPJOnQGbcIwwPd9WrtdZqdnIR1WF8LIQ9cTpKaR3pyZh9IQAl03sOw8vV4Pw7GpVEYoFspIqb1keRUEAZtrGyTxkPCUpi7//t9/0wWRyqTD+tIO43N7WJyfxrFNbGlAahCqlP4gwQ1g5cYV6q1NfG8d0zSpFqfpdzysXBbHKIDfw87muOueuxgMOvzVJz/N1dV1FqdHqCUdDmETtTZojh3GLY4hhI5IBf1Okxefe5aCBOV6CMckbxg4oYIooKMUQiXUbAcRJyz32oTxcYqlItmJCQTgCCjki5i6SaIUu/VJVJpSbzRor65w9epV/uADv0/9xpOMmB49L2bh3u/BcnJcunQJ13W5fPkyZ86coVQscdfx+9CFzerGWRruc+i6gr9zlFUGoGPZVY4dfZj3feA/8JbvfYRSrkRjexeBxvz8XjQhEQlcX1oaWoh2Wrz49OlbGpOXPehWr17m84+eRRoGP/QvvoXJ0QLNJKTXj2iEfUQsiGJFzxvgDjYxtR6en6fd6pIMFKV8DbHRRkUevtK5fPEydtYkk81z7ysfJiMT7uI6eUKa7QGWv8FWaZzYdEjRKJcqlGuj2IMOYRCiaSZ6PGy47IYhlp1BEZMqyOkWeTuDlJJ9i/vwet1hC7suiTwXU9fQNEkp6+BHMfPzM8ztmaTTaZG1JdvdXXbrL6AVRpEEEIUcPXIIIXXuvvtu0jTlTz/8EaTUkEK7SafUSBMddxDT6SQ0Wx2S1GP/vjyapuG7Hl959LNIBX4nYO3KJm9+5Fs4cfwklVKNwyeOgZSIVBE2erc0Ji970C1tebR7QNrhYx/7Inc9tI9sccjiGuATawGYKa5QBG5I4IUUcjrBwMWuR0Q0Eang2qVtsrk+YhCzcNcCpmFgCA3dFJjSpmoCCnrbu+ScG/Qm7hiWIk0Ly8kQtHZJVIqKEzQEkYBcNo+VQjtO6MYhSdYgk83h2DaGLklThWFoWKZGECUQQ0bqeG6PS9dvMLv/CCSKvfPz+PULWMEWsWYhZMr1z74XRw/JLL6BwuQJMqUZhBgy4yLVod69wG5rh+X1Pu22R7vt4noBlp1SrpRQSgAp+UyeMaPGhYtn0ZVBY6XB+3/zffzEj/0o8/sWiS2NTCZLIkKiOLylMbk1t4l/ZKyvr/N93/d9VKtVHMfh2LFjPPvssy89n6Ypv/iLv8jExASO4/Dwww9z5cqVr3uPZrPJO97xDgqFAqVSiR/6oR+i3+///Y/6H8bOVotaRlEyUs4/fw05iKipKnajQP9yB89v0h80iEMfr++S9m3ENnhPvsiFx0/zxU/8Lauryzy56/K5jsaXVn2++rnPQzJUWLIsGxcd3XQYGc1y8uAkd1RiCukA0qGjdLlaI5UpkaGTCAhUStvzaSYRnSQiTFMaQYCvFPLm+my8WmGkUmKkXKScz5KxLCzDQEq4fOUS2XwehCRSCtPS2dm8zE7PZSArpFoBU0QkhOyc+wgXP/2LbF95lFQlSE0yuWeOI8dOcfjEfib3TFCsWpRrBiNjOpNTWcZHMwg55P9mclm8wCefzZKzHPKOQ+QHXF+6zpWvvchv//x7+eV3/y/85Qc/wObajVsak2846FqtFvfffz+GYfA3f/M3XLhwgX/7b/8t5XL5pXN+8zd/k9/93d/l/e9/P0899RTZbJbXv/71+L7/0jnveMc7OH/+PJ/97Gf567/+a7785S/zIz/yI//o63FbbYojMbrweO0r7sT0HdytXdYuXebP/+PH4VrMwdwiFa1C0BUYmx69jQb1wEOLAjJY+Ku7lOIQKw1RQoGoommSjKWRSp3dzD4GGGQyMDVbY+9Ejv3RZQxDw7YNpucXSIXE933cXo/EizGVjohgtDTOwT37eeM9r2Z6ZBplWNQqVWrlEpWcw/rKEqeff55SxkKoiMce+xK7zQbF2gQp4DgODz5wNyrVmJg/Sq1aoVgsEMUSmVoQg99qcuUL76ffuj6UA6sVGB2fZu/+w4xNjjA/P8fs3BijI1VM06ZQdYi1gCSN0AJF/do6eiwxMTh+fAEDjUsvXubC1QtsbK6yvbGJ6cek/q3tXr/ht9ff+I3fYHp6mv/0n/7TS8fm5+df+jlNU37nd36Hn//5n+dtb3sbAB/60IcYGxvj4x//OI888ggXL17k05/+NM888wynTp0C4H3vex9vetOb+K3f+i0mJydv+XpGxlycok7VLrKxtEQwaFEqOpDGTEyO0V7dIR3LoYcmyoVMIHBNAZrJvLAYGDojvQ6vCTt0VZtOUCQpZtFrM+RkRAON0C6yLvYw5uzgZLJ4zR5zJUk97bGVlkmkxDZNIl0jjSBxA2pWgTGnwMToNOOT45QzOaxBjDKbmFIbGpUgaDTbXLz4Iru7u7x46Qq+H7C4ME7o9zFtB13TsOwcdukA1fIEhibRwi4drYBBB9u/iLIVnV6H1vpVYKhioEsT3wtpNnbJ5jJERpXxiTHWV9botboUKjZhGFDOFtE9ReQm6AMfJQRFI8v6yiqJ5w9b5aVJ1imQaLcGp2/4TPeJT3yCU6dO8fa3v53R0VFuu+02/uAP/uCl55eWltja2uLhhx9+6VixWOTuu+/miSeeAOCJJ56gVCq9BDiAhx9+GCklTz311H/zc4MgoNvtft0D4Eff+Xq+83WvQheC6ysbnD99ls9/7vN88ctPoOOR+jEjjoGWBNiWxVbo0+p0SP0QfbLKhgwgZzOyd4zKwXGqoybZ7LA5s7m9AqlCGDbdwjTt0j6M4gTZ6gj5fI4HTh3nwGyVgi2YK5XZm3FYKORQSUCr3yFrOsyMjdPYqbN6dZmN9XUyiUIkCZ47YGt7m2q1xre85a1EQYBtWyzs30dq5DANjbItkalC102UNMlki2QmDrGZPcjcK96JoRew9CyWZiFTxdaN07SazWGODcg5BaSEMOyThgNWblwjDprEgY9MQtJUYesmZTuHY5nYjo0hJZV8HjuSjNslXv/QQ+ydnMFQeUzjn6gMdv36dX7v936Pn/7pn+Zf/+t/zTPPPMNP/uRPYpom73znO9na2gJgbGzs6143Njb20nNbW1uMjo5+/YXqOpVK5aVz/n782q/9Gr/0S7/0D47nLZO8ZTO7ZwrbztJutljd7IKmuOP4JB979GtkChn2zCwyuTDP6XYXzfewi0WWXJ8LUYfaIMZSCm20BCpGGTYbuy3G8zpZxyGbcdAsmytxgbF8SiZTwNIdiodvp+V+nqXBGkWpUc7k0TQdXUmevHqDc6vXKRYLeGHIo9cvoEcRe8dyZJOEKI7JZnNUylVUGlOulLnv3vsoT+zBj2PGchkcy+AvPvsYx44dY2F2kSQcoFKGG5Y0BV1D0wWmISiPjXCjUefq1Q7pw8OcnGVmWViYZ7e+iqELirPjZMwCYSCwMg66pqNSRSJBUwaGDkqlzMzuodIrYSoNzU8xI9jd2CYu/xOZDCulOHXqFO9973sBuO222zh37hzvf//7eec73/mN/riX4t3vfjc//dM//dLv3W6X6elpsvkShmFRqsDo5CS72zb33jeH58HcwgyFkXEMSyNXKuKGPfp+ysD18A0DUzeYnJimEUUEYYS9sUnNlthlSTM1aaVZzDghVQrDNDGMLMuBxaH5E1y4tsyhToPN3W36ns9aq00t8BiEERXH4e7ZSbY7fZ69cAbdkpTzOufWNhiJM4wI0OWQCSZIuX79Gvv27WffwgIKSRAGSBRhFBGGwx1jrjRCmlYIw4CjE3kIdsgXHCK5l971r9HvD9hcu0Ic7yNWQ6UqTejkc2XanXVMo0CtOo5MswwGAzrdwZBFp4GSQxaZ8mLSJCWjG2TyVYL+ABnGzNTG6Xsevd4/kYDOxMQEhw8f/rpjhw4d4s///M8BGB8fB2B7e5uJiYmXztne3ubkyZMvnbOzs/N17xHHMc1m86XX//0Y7iStf3g8W0DXDVKZYWJmnsnZeY7dfpK//LNP0uqF3H3vCY4cPcCTp9e4944iaSy4dHWZdruF69WxLQsjn8cqZzlw4jD5XI5aucT65TPsNppMzs4z6HbwA49sNo+UI4idBFcr8/TpL5KGXfIZi47nUmXY7n2jUcfRTao5i+0gJqdreGHMdLWKtG0QAnQbxzYBmN+7j1IhO5SbiBMMbbizjOKEbreL53n0ej0c2x7K+oe7+M0lBiuXiQYtWv0+SWaK7TgkDGPiMCHUQ0zdoFiY5fLly0RRSKezQhT2aTa3SGLF6Ng8Xscl2O4BCk1qSClB1zBtA+IIFUYIQ8cwLBD/RFom999/P5cuXfq6Y5cvX2Z2dmi1PT8/z/j4OI8++uhLIOt2uzz11FP8+I//OAD33nsv7Xab5557jjvuuAOAz3/+8yiluPvuu/9R13N9pY2UKautFG03oDZSY3mzT2oUSC2Hrq9zY71Lq+NhGCavffAks9OjnL90nUHfww/6+MGArSikd/4S4yM19i2AYZhoYYSpS3QpUWGErzpsuQO215c58/wzBO42y9fXKRYr5MuVmxpwEdK0SBDYls2c6SBI2eq0GYQh20Kg7ezwmcce48D+/QghmJqaZHHvwjDtp0skQ1wOPJ9mq8W/+3f/jnq9zv3334/jOBw9cpjFvbO4GZ/1G0+yvpxy5KH7yVRW0Nx1VtZWMS0dSzfwwgGJEnQ6bQI/YOC2iOMQ08zTarVZ7+7Q77dvKodazI/vIU1TlACrkCVJhr2DodvHtMxbGpNveO31mWee4b777uOXfumX+K7v+i6efvppfviHf5gPfOADvOMd7wCGO9xf//Vf54Mf/CDz8/P8wi/8AmfOnOHChQvY9lCE5Y1vfCPb29u8//3vJ4oi3vWud3Hq1Cn++I//+Jau4+9qr//r7zyK7eSG5JSb3dTqpi4dqUSkQ8pn6l4juPoiacjwRJUOqaAMWf5JrG7WF1PQICkMOHvuBXQgSocWS4aUqERh6BpKCOIkIYxiJiYnCeOERqvFyNxepKYxdfAgpbExdGI0EtxeH0MYXD93iWzi01raIqvb+GlAW0aYWZvp0RG++63fhpnNgmmQpimf+fSn8T2PN77iQVIh0DNZ0DS0JEZpEtLhd/H5L3+ZJBnKhJ09exbbcSiWSggpmZ7bixCCdq+DoYOXKLyux6C+Q9m0UY069xzbz3qk8A0TQ9fJOzbVfbN4no9tZ2i1moQ9j3f/L//6//+11zvvvJOPfexjvPvd7+Y973kP8/Pz/M7v/M5LgAP42Z/9WQaDAT/yIz9Cu93mgQce4NOf/vRLgAP4oz/6I37iJ36C17zmNUgp+Y7v+A5+93d/9x99PaXpOzBzBUiHBYIUSNXwoVSM39mkvvoUY06M5wnSWCINQE8RBsTEQEJ3tYchJIWyQ3XfLJdXXuDMCy+gI0hEimEaFGyLYj5HzrKoVCtst3a5sryBLuHgd343I9kcoxNjmIbEMTQMTWIg2Fxa4dzZS9xz9z20vYBSEPOu3kFuP3kHS0abn/nK/0GvohjNW+wzS1RPHkPL2qRRyGf++q9IfJ+TszNgarTDlM+ev8I9QYeJe08iY6Ba4NT89+MJjY/+7d9y7cYKYzPTFKplWq02nXDoE1sdq1EwUy5fXkIlOusbm+SLReajHjPCZ0tICtkcjp3lrgfuxbOh2+uxtbOLljexkn9CdfW3vOUtvOUtb/nvPi+E4D3veQ/vec97/rvnVCqVW57V/q+iVAInPxSRLuegsbbC0kaHmXxI2r3ClfNPYHY3qB4+TmcixDB1dEPD0AzSJKF3vUsxzdGRfXYbTaQ+wn33voIbu+chHc6atXKeXCaDFJBxHBzHolLKMTFWpdnuUsjaTNXK6LUKGdPENi0ypoUuJF/81Ge58vwZHvnOb+fQkSPoiUH9S1+mICxK4yUmx0rMrczyXPMqo1EWLTERlnFz3aejGSblSgmKOeo9F6kJHjh1HCf0iJMETcQQJ4jAJfBC+t0+idIx7SylcoWMk8HWU7K5PFq0y41z5/B3XSoLx5meneOe6RpHi4KlVKOsV2hID9d3mZ6Z54ULL+AUskRBiG2adOPBLY3Jy772Wi7HlHIRMxWdsSJ84so2S8vPk53pk+90eejORb767C4bmxuM1ubBV/S2upBVOPkMnmmztV5nZ2md0ErZv28Mz/UQDOUlUENZhiSOMO0MrW6PnXqTOAx49QP3MDFewzZ0CrpJIVsko+tYpsnW6jp/84lP8rXnTnPq5G0cWtxPWbcZy+XxdJPjU3NoHRcpUkr5MtqqoujnaTXaFNP05rpOUh4ZYf/UBE+98AKZbJ4vfPFxJidH8ftt3vym15HXDVQ0lHV1k5BiqUjGzuF1BnSNZaYms2jxNkbi4PbarC3tIKwSjm3h5LLkxgu4ORudPHusHAtTY1xeXUFpOg/c80p0w+Seo/cgBPzph//0lsbkZQ+6+Lk/Z+IVr2GDWa60UzZDjyuzAV/9/OOI82v8szfexjOnL1AZnWeqbbFzfpt2p0MqQdckpIJ+4OInAbfffxcPP/IWtte2SKP4JuBA0zQmJsbweh6tMKLv+ew0O2hSUs7YVLEoaQZjmgUIzj9/lg996EO0dzvEQcDO8g0IAkKhU7AzGPksQaOPvgOFxCZc3mEiX6VbS7l44QLjrztJziyBEDz00EP0GnWe+tIXGS87vO7h+5BWjhfOXiDUbJyJaSK5QW93h1CT6IbB6J4amhqQBh6tjQ2SMMLQBFurTYq1CoWpo6SJTqU6CqVRVKFEXliceuB+dMvm6B23E8cBwhT03B6OlUE3DF5aNP8P4mUPuqLokCk4kCTcUdRYtVxudG9QuXee9rWreIHPW1/5CrKjs3zmI0/Q6nbwQw8Lk1CAoztkNAcra3Pv61+BYZjk8lmElAgpMTQNKTXuufc+nn78CfprG0SpIghCNjY2kIOAqqPRb3aYrk7wJ3/+p/zph/8E1/UpFSs4TpbJsSm2dxoYWp8ogUy+QHfQw8pkUP2AOE44uniAnJ1lU/bR9JvDlg5nWSUke/bMMj8zTn39Kj035NUPvYGZucWhF+zcAtbIKN7mJub1VUbGqqxeXsWemGf9xgbrS9uYukApqEzmyZfLpJokl2bpeQLbTlhdv8pqt8HCbQfRDQNd0+gEXRxho0JFsVYa6r/cQrzsQffY2Q3W/b9ko93k490+6zsbFBvLWPfup9na5vrmBq+56xQNX2MQunipR7aUYbQ6wurqGhoRujCYmJ+iMjlCEoToun5TblUb6iMqRc8PmN+3jys31giiiIxp0Ko3MHQToQS9Xo+vPv5V/uSDf8igP0C3C8RJjK4SXnPfg9ipBoMQK4Y4jniqvkLBbVAqFHF1hep0qG80eM2bHhwawcFw260UhmFQro3ykY99ih/4vu9gc3uTX3z3u7n/la/ge7//XYT9Ad1OGwVIBLqWkh0dQRohkZSMzM3gFApEvo8uIgy9i13IE/kKISykpnPuwkUuri1z28YpbNNG10wKxTyb19a48MwZ/s17/w3dXveWxuRlD7qJyWkmR6tcPPMsa6vrxKngoJ6l+dnLaFs+n//Ss1y5eIV773kIqUkmpieGZnMHZ9mzfw+ZSplLXznPQ29/w7C93A2IPA9dk4yP1TANg4xt0Wm1mRgb5fDiHEGsyDo2VkbHTbqsaD7B6Rd48K6HeMd3fj//+SN/RKQEE6MTvP7+V1G1iyQdD2JFGqd4KuQxuUXSW2MsrNGTPnNHDjFz8ABH7rwd7b8urAuB1HUeePg1zMwt8B/e979x512nOHjoGIN+D3fQo72ziwT0bJZOp4PX75KrOojIY8++CfK5MnEEqQSDAJm2KORsIlOgOglxFLOxtcPExB6uLq0SJzGGZqDpGteev0hWWnz0Lz+GEWu3NCYve9D90Uc/wYkjB1icmeXU8WNsb22w2+nylaefxdAMXBfWdgPWtxpMLsxQGqvRb3fJTo6iVEISJFiVDDJv4SpFmsR02l1sy+LI4YNknQy5bBZdQKIU99x3L9XRURI0vvKZT+L6Cd1kgKl1cELFq06+gutXl3jm4hnuOnoH9xy4jWTgoVJQQUwcxbS9Hp+yllBJjO2vUcrmWVpZQwsVk6UstYURTNNEk5Ke10dHIlHMLszyzn/+I7z3197L3OIslfIYMoywDYPA8wgGAwaDAaiUWqWEpdUQJOi6RuDG+G6AnXPQhUEcS6I4wtIccvkc4xMTHLrjNtZam9TbTdwoIVYJuVKB19z5CnbSBmXj1rzBXvagq7eabG/WsaVOu9VlYnyEU/PzHJjZQ6vVoOPGqNRAOg5BPJRDVWFCZ6cBpLitHmbepLmxTZMtpGmQCoHjOIwWC0gExAFSN+g2mkS2ebPLpU+j2SVfzNH0E/xOi52NdSbKo7zl3lfTaTX55Gc/RdL3eM3JO8iZNiJJkGFIqhIiwyANAnoqoVSrMmg36edzPH3jAv/2vX8OaYpEUhUOP/Ht/4yNrQ10qbNwcB/vee+v8P4P/D4f/M9/wp/+yZ+RMUz+2Q98H+WpKS5dukRtpMqMMYEUihiNKFEgtGHbubBAClIFQg0FfTKZDNVqleXrSzzx+OMcv/04i3PzVEfHWC6McfTQAf7wLz6EM3vwlsbkZQ+66dFR4jim1xuQJAm9wYArSxqTowWO7VtkZKRGu9fmxeU6680erXqDIA7odjsYho6TzxHtNnHbHRBgODYqTen1ely4dIXxapVatUI+m2W0WkVKiZHJIVijVC6RyWXYGtTp9rpsbW1hJmBrJm+56zV8+HMfg8BlfX0ZASzvrNPoNCguTKKCGKnraMPCCXYxg1HJIqs51p9bRbkhpBBVR2m32qzbm0gk5m6DVKR893d/Nw899BDdTgeSlMmpcXa7PZRSLK+scODkXgxLoqFhGxbIFFPodJp9wihm6doqUkhOHD3C6voG3U6Hv/nbz7G9tYUKIs4/+zXCKEIgifo+X/z4oxS+JXtLY/KypyD+6I/+OKYcmu46poWtG6hUMAg9hCYoF7JIEYNu0h14eH0XTUqyxfywriglkRfgZIfJX6lpqDSl33fZqO+QsRxMQ6OQd8hlMqSpQmoGYRiyu7uLVAI/TjB0i1KmhG0YpMlQF3jge2iaRr1dH1IVVUyiFOMTE3T9AIlAQ2DbFkUrQy6XIdATlldWUVFMmgos00RK6PV65At5jh09itCHMxUwzCXKlNAP8TyftZV1BoMB1ZEKUgos2xnuXBNJp9OmUW+Qpgmu52NZNjPTM6RIXNfF813cfo+B65IoNRSAlBqmYdLpdJiamuL973//NymIuX2TvPjJx7lv9DDHslPkYwuVJCyFDT579Tke317GqGZ58Ntfy+rqBRqtXQpWluhGRChiVJpSzubJ2g4qGYLC9UIypT1waoQTxx5mPmOy6V1ld2OdnfouSeBQD+pcTS8i0pT5kTnuLb4WUkmUBPh+QBQGZEydJEkYKYxDOlQKjeKIfLbM4uxhMpkc+azF6FiOQc9EN0J0PeWtr7PIFCVSGFx6cY3f/r33cPbFc8Sp4s8+JRhZLOK7EV49YGx/mVzNZme5jRZJ7jv0Kuo36px+4QztXo/DJ05w8lCWseoEy88vY40Y1Ltr7HabZI1RdhodEruIoUdYloHNFoPUoxMEFAoFJCY3dtokYUo1qt3SmLzsQVcwM7z94CuZV2VEP8Rd75OkAVNK403OYZZzVS5ZTUzbRqURQiZ4QW/InNJSbGkOb8tuH10IRJri6BpSk5Af4OR80ExElFCt5pEypttSNHsSO2cxOllhKjOObGuAfEmrMk1TkjgmUfEw80FKmiriOAYJVsEkX9AYKWe5ciWANGF22kSlOlkny+R0Ca8vMfQumiGxbEk8SIa9CiSQpIyUSwgvxXRNslkL4UuklCSDAHfQZ25+msWFefLlGoOtNQ6tFOgtFmi0GtiGhmVZ9N2EZu88pVIFLTNN4vsUyxq4JkePH6TR9AlTcL0QaXxz9wrARFNye2Evbs/lQn2Z9Y0NLE3HTHWELsnMl9jYvcpRw0BLBTnDJO9kSdOhTVLHdYmiaAgSXWCjIXVJdbpCaW6UGTtPLLv4SZ9e0sMrKvxrBv3Tezhyr81d9+4nbAt2NoaSFIOgg+d5RKEPKkJoKbohUSpFGpLUCBCyQjY3NAB+5skNoqhAbcRgZ7fJ2HiOdlcR3EhwfYsgTshmiizO7qVgVak3u8xNz7FVX+L+uw+xsrsJseBQYZqcnid0c/RsSDWdxu4ubrfF/gceIphe5HzrcyRpE2EVmKjqdJuSQjVDa9cgSGLSwQa6TIhDxd7FeWamTuIYbdY2dzENEPqtsR9e9qAryAydRotgu0/Uj8iPFLB1k9hTBFFAL/LQhYauDWuiaWSSxjdlscOEvOkQyZiB7xHFERNzc/Q7PSxhMccUJS1Hmk85Zw1YiS6yc7nJ0kd9ZuYXeO0bHmbfwgwXTl9lx3CHLjVWAWk7RFGIlMlNL9YEFYJuaKTCR6UCsxCyfyGhOqKxszKg3RZsbnXJj9p4vou9HpJ18sgopJwtMT01xtrSLu32Eof3vY2f/Vf/ise+8hfcuLJJ4iccXjxGc7BLa5AiDYOTd55id32dZ596Gst2eOhVr+fYG17P9esXuW18B9dTXA9WiOMUTTMpOAbd7jba6CilUp4Tdx1iRN/HmfN/ge2YkAwdsm8lXvagE7pGK+pj2JKThw5zZv0aWxsbGLqJY1vMmHkuWnmElDeJ0BLTyRILcF0XmSRYpoEjM3hxwCvf/C2cf/o5YiUxI4fQhchI6HV2uP70k4hnZvmBf/59xAfaLByeR6YQeW2kYSI1fWhmTIKKfYJBF+kYJEJHtx00XZKmEl1Cd7nHjpMnCiIQJp2uT303JnzhCicfmic2IJERURqRzVg06w0SOrzmO27n4oWn8LvbTE2Nc/HMEo1Wh1xxhIUHRhBeyNbaCq36Dl7oU2wnNK5vcG3mCmN7ZilWp1BJiUlti7xR4JnzZyHookKJSIaKAJZTwoznWN+5zukzzzA5XSJnakPjlFuIlz3oEg2KY2WsrYiilaEcWYyV9lIpFchmbZyMiZkUaOoGWc0kN1Xjld/yXdijZerNJv1Oi83tHXIZi+pojbHpWV584Qw9d8CV3hVCDeqty7xw8TN0z4d8z2u+i/X2DTI1k6VolfmdTcTFJ7Cd1yAMjTiNkJmQyL1Gu76Mk7VI9BFqkwfQhKBSHWFQD6g3+7iXXOamC+RzWTqtiIQCllaht9MlU7MJHZNYB3NS0VcNdD3FzwxY313lqSee4MTx46xtbXPwwCQnTjrENuiahud6+H5AOPB4WJshiAwuX7vBIFI8+dUvEUQer3vl7ZhJRD7vUIuymIZBPj9KLuswMTFFIVejYGpki3lcCUbqI7RvFvwBuL6zxp5whqnKCLtehzBJ2JOtkrUy5C0bs+BwOJE8l7jEccLuzhZf+uRnmF3cR6ff57GnnyRNEu655x4215osXbiGCBM85XN14ymuXr5Cy3icojvO29/6vXhBRNbSMHse1pWnWX/qNEsbJrXDOrqlE8YhcXGDyl5JeS2Hk7VRSZ68VUNPM3QG/aH6kgzRYsnGcpPxMZe7H6zw7JOCVCj8oEfciJAlk8BzWbm6ze5uCwPBlStryDSlNJrly08/QSIU2YpDtVrg0198DjPdS6FYZGdnh5FajXBknCdPP0245LDv4EEa29votsULV9Y4tTCCH/SQhiCfy6JpJuMTo9xx4ja8pmLgd6lNjtM3I2zdQvm31q7+sgddpVJiwq2BY7N0fYliMUOxVMSxLTIFBz1vUewlZFVIiqDbbdPuPsfzzz6BbloIYrL5POefegySkJwOWDZidoKl9Rt0l9e4795X8ppXvYGzV55gxdvmtj0V1ItnWbqxwdJ6F4pHODZawskZNNsp1zc0upqGLmfw/Syhb9PebZHEDYIgwEmyKMPH60QU8g6J0MhmOpy8M8vaah6/k8WJXFpBi9gLadU71BtDPqtV0imMZdlX2I829iJ6SeGTcm1jwNJOg4XaLGNjozQaDQbegGcay2x7HbxenYHnUi7kKYiUuNOm2c4hTZ1SLUvoJ+iRhrCyLF2uc/n8Jnvmajx46n6eePEsQXsXIW8tOfyyB93dpf0YxSxPbV9l9v6jRBc3cZSDnrERxQyRH+KrBCVSMraNHxQYxBFOwSBrmthSkKgYzZBohkFGk6g0xY8VXqtF7shhGnrMo+e+xPLV5xjVJZ2NM6ytNxiEgmZ2H5IxbNMin8miSx3dupNOr0Wz2cEdeIRRilDJ0ABP3PSwCAMMmeJFAaurEcmGhqPVmZqcZH0tx8qKTqHsY9geC0fGWMzZ2I6NIkJTJrfP3o15bsAgGjBTXqBQy3Hkjj2oLcjnCywuLrK0tMTu7hZ500YYGlocY2uSUqGIJW0yuoXyFStb15mc2MvE/ByrWzGXVp7F7TaQ3gmKpWnypoVenkB1vnl7BaCcybPhdmg7Ma8+fpBmpUTr2SWcPQ7xbgBJQpLERG2XA/tOYiDQjWHrUiaXo98fDL0ilCSMfXQlECLlqfpVUiW47K/g9kLsQZnjTp/+RocntgfsZBfIFUaxJhapv3Adw3IoV0fxttZp9Vy6A59IpWiagUVKogRKpogEvF7M9pZLNSuoaRkGXkKIRm00y+pOC6fQJ+9VWbuqkx/vc2zPXkbHUjK2hWTY8SQJefPJ20iFQtdtdrY7HMhPsLQjyeVzOBkH3w9ot5qEYcBEvoRj2xQqFWb2LjAxPkatWkaurxB1HDoomCti55poqoDtmGzVG+x2A3QZ09taJmr9Qwrofyte9qDb7Oyy2qtz5fKLPKEVOfStdxNf2qTb6dL2Pdr9Ho1OizijkzNNskKAEqQqhbZLSdMQiUAKjUS3h7ZLIkLDgJ0Mum8xeyzHnN6mWU/YDgp07QqYs2jWBJk0S2hluHb9Bpv1bQa+i+cHqChBKokmNFIJkVAIBHEqUCqhuV2HkSKJgNHxDLZm0Q81zCRid6NF3KvT9wzC7YByTdAeQByDJgV+GBInPhlTo+fFpPTRdIPQHOof57JZcvk8pmEw6A9oNBrkclkmpybRNJ1Wo47f77GxniEOJNFAEmcjBqEJaQ7o4w4G5J0CRd3CC1Msu4hl3dru9WVfe/22H/huShMVwjgkk7FAKVScoFRCa6WFphv0m10mxiaYWHwtaFk0TSC4SSvUJYlKCcNk6NugQAhFSd5gaqIKgJRD4k+apqh0SAzv9vpcvXadTq87lJ6wLaIwZHxsjNtOnnhJQnUYQ6AlSUK90eBr584RSxfD0JASEPImJXLoN0uakqoYpRRxYBHGkjte8Qps075Z8RieJ1Jwe31OP/M0aaqIooisZXPp8mUwUmzdYs/4FEcPLNANFb1wnXIlS2dXEYcaK8srWKbB+sY6UkoK+SyaNpR/TdVQu1MIiUoSoiRhdHSMP/iDP/hm7fVac43RygDTETjjFQI3xO27YFnEdpZMscBgPQXTwTcOkugjIBSoBKkJchkbXQMjBZlC309I4pgJvc3+m2ToNB0CIgxDrl6/zoUXL7Oyvs7W9iZRGLJnYoJH3vXPmBodQQUBqtnCyGQw8zkSzyNodZCaQM9muTzo8lTgEll1vDBG0zRARxNDHZFEKVQSkUQxaZgyVj5Iq+NjzMyj6yZCgm3qWLqOdrNhYPH2O1EqIvR8Hn/0r3nuyWcRmmRPYZx7p+/i8ovnUHYeaaZMjo6S32Ny9cVVrl29xsREjfWV6+i6TtOy0DUNECQKVDpkRaSJou8Nyeq3Ei970JWnawhDsbi3wlSpiBIpjaDP6oaLTBTK76FZCs0yECpBIZCpjlI+rbXnkHP3IqWObmrks9pQvbw/FLDeXN9gMBjg+T5bO9vcWF5ma2eXgefi3RS3loIhs39rk91nn6e+vkkmCilWSkMORBST9PoopRCVIsbsHgxDx48FUreIogCppUht6LOqUo04iVGpIGMXmZiYYmnnAitr66SaREmwZYqpG+hS4lgOjmkO13mJQjNN0lyCGAhCvc9y42tMzbyO9ZUtWus9JqtZ7LxLz20PVRlUSMZx0HUdwzTRtZvOjqkgvbkUiKMIXTP+3uz934+XPegG7gCnoGGJlFglkCp0EaHJhG975VuYHpnn0099ns0bddYvfZGRxVeh5fagm3mioENn43EmF19BztHJ2AZKKqQw2L68zZce/ashL0BKXG9wU+VekEqIVYJKEuKbmiO6bZMv5KivxLRXVqk4NokQpGGI67n0fJ/Tl67ypttPMjM5xdnVHVBQK09RK9Xo9ht0+nWkVGiagUglteo4hmFRzjkcKmepuz6b3Q59FQ9vy4AmTQypoQmBSMD3QlSgwE0wQ5OMeRDXT9lY7zAYdLl2fYmNnbP8wA98L5/79BfodloYhoGu6xTyZfKFMvXGDkTJ0HhYDVUEHEfi2P9Eqk3/s4VuW+QcDR2JaYHvJfQbfSxM5mv7OT53HInO/3nj/8NYrk3zyt8ycsc70TSd0vghLj/+79kzUqI0egotjVBJishIdn2P5c31m87TGkolwzVWkiKlfMmi/O9uvSJN8YKASNfxqzX+5muXcG+2Mu0GAV4a88pX3Efi9kiicFh6s0xmazM0ttocOXSSVn+bla1lmp0memoxOTaLLi2OHz3EsdEaQmg8vXydi+vr+HGAqetouoWPRFMJGhoqjGFXYJk2k8WDpIHBxISFO5/H9RJe9/p72W1OA4pSNc+g20GXQ47v1OQMx0+c4rnTz7K+dgOVKlKVIhAIkaDrxv9wPOD/BqDTnAz9wYBWq0e+mKGzO0D5KZZdYKIyQZqCHwwAgadM2rtXOZReZrxWxh632T4tOP2VD7GwJ6WYNQijgOqeadZMwXhtBMs0KWazkCo0KRmEIY6TQdckSaLw4ohSqcTGxjrNnW06UlGbm+Li9RVSxyIzVkakiua1ZS6srbHi96GYRyiQqc6li9e48LUrqBQOHT7M6JF5vvLsp4hTQT5bIghiLl68Qjafo1apYnkuZquBoUnuPnUnjmbzzI0lms3ukNCTQkUr88jbv4c7jp/i9tvuYHx8nPXVDSzbplLL89gTj7K0tASIoRmLpmPoBplsllKxzL59h2m16gSBhxASPUqIZIwmv9llAoBdyBPGbUpTRSLDRx9L8VY9Bu0em81dAj8hTFIMTSc39wB2ZYGtlSfobgZoIiUKAnq9Lb76pU+SyCpCGEzu7VOojvLa73w7QoJMBQpFP/RZunqNWrlCdXQMhCBJFXgel1duQBLhJwklQzIyMYKrCay8AyqlWC7Sj0JSPyCTzw2t1iOP8doerKxOHLl0+wHjhQn2Th2kVtmDbeYIgjZKanzxyaeoVKpM12rs27uA7ZhYuuSuqUVSQ+OTX1zD1zRkqjiy/zhveOW3UyhZlEol/vyjn+DI4SOsLm/zmf/wcZR0uXFjhfGRyeFMrutomoZlORiGxdjIOPv3HeHa9YtE4bBtXkod8U3QDSN2+zh5Qb/vo2s6nUaP61f7HDtxAs8LoAA7zR16zS6jhydxxk4S+l1Cbxuvs0k3uMDY3N2U9r6Z7MgxpCYQKETzkzj5LFGcEHoeu40mu90OW1t1drbb5DZ30UyLQiHP3EgVNwzw+wMGnsfm1haDRhczZ5Oaw5yg7diga/hhiK1Sipky5XyFze0OlVoZJ19iZW2ZTNZmavwgjp1j4PaJlSKKYprtDptbW5wedHnVKx9icWGRJFTcqK+RESmm1Gi0W5h+SMbJsLJ2ja3n1tGkxs7OFkILWV9f5amnn6Lba+PYKTlTIEUWQ9exHQfTtImjiInRGpY8TL/TYntnA13TSZKhvMqtxMsedFGvR7FoYRU1JiaqdAc9hMpSLYxydPEguqax1WjQ3mxjHhcIS2KZRUQpTzq2SKYwQr4yiWkNc1SGJpAyoddMWdtucPnqdVob68SNOraTQbcsbMPC39ik32nh5gpM3Xcv69t1Am+Arg3lyaStEyUxYRITRQmxLtC1oeWTSlPWNla5kayRpIqJ8SmWt9bxvB79fp2FvcfI5UPC0CeJh/JlQ7soSagkf/O3f0O5WOLOE7dxx8gM+lSFje0tBt0+huuxtb3K5avP0266ZLMZkmTA9Runqde7rK2toxuSPZOTFIsVdrb7CCkgVWxuLpPP5dhe8dmstzF10A2TKIxQSXyrqhIvf9CZApTncOH5VfpTPtevtJCijFQKyzBJ0xRNDHNPhiGQpkAKiNXwGxyZPYQuwRApQgyVNDWZsD3o8dhXv0Jje4e8aXLi4AJfeepZlJIkKiaKQo7sX6Df7xJ4A7bqdfK2iRSCVKkhwcfQiaMYXWoYjk0UxkRxQoEUXRMoTcOUJo3OJkKaoCcEyYB6fZ1CoYImNSIEcRwTxglxmpIKQSIE2406n3vsi1wdn6RUrtLr+wSeh6ZScrbghRdeYGOtgWVrxEnE6ESJTmdAu9VmfmEWqWdxfWh3uyRRjKHrNOvbrFgZ9hQMtDShPegRBP4wf5jEL5GB/kfxsgdde2OA0HPcuOBy7qub5JwxZg/CdG2U5c0VOm6HS5cv0Ku30XXQDUhShSaHuX1NpOhCokmJuNmkmCIhScmi2O61CDM5Ov0e42OjJHFCv9ehWpsgVQmHDx9CUylJmhJE8RAgUYym66RhgK5paLqGkBI/CEiShPLUFHGikFoKaAiREsU+hq4ThAH5Qpm/8/KKooh2q0Wr3SZNYpIkAoaMNVLBdqNBa+ARazah55J1smxs1MlkLFbW1kiSodXoxYspURRhGAZKDQnlaSKGcmhKDR9xwM7uNhlRQ4kUwy5A2iUIvGH3c/JPpDn8P1vMUqbQzzAxdRx0jUwhQ6WW5+rpK1x5dujSYw4Ee+f30rrxRTTTIhUpSTKU7hQMGx8RQ1294REFic89d53irlO3D4+nKUc0iRBymCYhJY6Gg5AkEXv37UczjOG6Jx2mIASAEKg4pt/tovp9hADLdJge3TdMCAtt2DqfDhO+QkhM3abdbpIqRbvdopbJk0lNBEOKpJ3LQMrQU0KTRCohiENCx6FaLGEZGhnH4sCh44RRjG3b9PvuUM9OSjRNI4rCoUD4RBGBQtc1hJCARmIY6JqOo6BQKSL6ww2Ebn6zXR2AE/uO8/ArH0boOomEWCmSVLCyuc7m9gY3lpdYXl5iYnyEz3z2fSRWC6mnbC4n5Owyo5NTvOktb2a3ucHV69cxrQreoMMoRX7sx3+Ecm0EpeDqpQvUalX27NmDGyTEkSKJBTeWb3Du7GlaVoYHf+xfDmu3Kegp6DfXQG6zyZOf+BRjxSzlSo5ct0kxH9BYX8P3UpI4xXV9iIY2S3hNBoMBSTpcz2mhzWtnvwMtlfj95GZtWSEUECvqpl77UwAAixVJREFU7gY7/TWUUBi5hNWrV9k7P8/hA4tMzS9w7MTtfPELn+bM+XMYZhbf6xAMdrmxFlAolplfmCFTyCGlRIphzrHX67JTbxAnCs0UbK1vUioVb2lMXvag01HYhoFmGiipE5OSAPv3LjI3s5cTt93HIAjY3rpK65lnuXrdxXNDTt35ID/zL36ZSrlGYhVoN3dY2bjI557+NIHZ5cjMPczvnSdMBFEQsbS8xPWlq+zbt49c0SSKFFGU4GQPAYrrTz5OrlBAJSCSFJEyrI2mkJ3Kc/dbvxPH1hkbKXDh439CY/sygVrj3IsrqJ5EKAPfC8nkDCzboOt2KY87HDx4gvo2zB0rkaQJrZWI1paHCDRskSFRCRN2llF7BiUimtY57jAS1OolNq5+jfb4JEajjqUJ8raGkzXppymhniJRZLIZTNMkTmKEAk1INAHuoE+1VCRfKpGolIW5ueGy4xbi/yeGdP8zxd7JaZIwIo1TNDX8WjTAEMOHKcAUApkK3EEAQmJaBt/7yD8HvciV5W1+6Q8/xf/jl/+I8uhJHnnjO0hVgGboJLEgTUHTDR569etptzv85V9+nNDzsHTIWIJc1sJxLHQBWW34sAEThY3CUgl6GGFGMRkpMFMgTWnV66xf6zIxPsrswgwjExXKk0VqU1VqE1X2LI5yx+2HKWQtivkieibBjzuInIdRjTFLEi2voBAgnAQpDWRioSPJ+gNkt05OhLhL13jsP/1HOpcukvgdRisms9NTjBUqTI4OPdA0TSOOY5I4IYhiem7AM89cxPM0XD8hihKCOEF9cyMxjGcuXWVjEPDA8duRhgJTDHd46U3qX6JIo5g0TnH9CC8Z8NpXvZ1qeY6VtWU+9ZE/I+uYzOR1zj33OEeOHqCcmyeOEnwvQgmBShWtVoNuv8VjX71CNpvhVa96NVLTkZqJYegcPn6C7LB5hX6vx6f/6E/otzqkUcyg0yYJQhYO7Wd8eg9+vcHmSpfNjQ0OHT+I0CWl8SKLIzd3w36HqclJZg7meOJzqyzMPkzPHZCQgqnQRwaogY9KBMIXaJZNqhRBGCItgVWrkIoimkpx7JDi+B6uP/MUwWSVdUuSzzocWdxL8/QlCpPTnDx6O71+F8exCcOQVqdNq93h+vVlvu/7v4tyMcuLV6/S731TcxiAz515jgUiqqNjlHJ5dMOg1W2RkOKHIZVCmSRhuJhvJgx6MTNTR9iu11ldukaruYnu2OSzZTYunaE2UqWx28XLRdQ7XaybotM72ztsrK+Rz+f5yJ99BKE53H7HXehGjFIJc4v7MNKhqnsll2dufpb/9wd/mXbHRSAwhODRz3wKTUj+2Tu/nWtrbfLSwskY2JZGtuCgGS7FioY70BBRxNrVPhdeWGXioYS+26fV30RKSaPeor7bYm5ilpHaJH7fJ3IjlB6RpIq0VOO2V74SLfG49tyzTJy8HV8EZCo1OtJAt0dR+SkOHdWpzhwmV8izd26e6mgFLRX84Yc+TLPR5e1vP8GxY7Ocv3CRI0cOc+3qjVsak5c96NA0Ll2/zB+urjE1NkYURWw1dohCn0F/wPyeWR649xWg/KFGXKzw+j3ajV26zS1O3HMPjz/2NE5OY27/IaSuEQUhqUrxg5QoikEo+n2PNE3Z3NjixtIGv/orv8Yv/L/+DQcPHML3Q/QimCkoMdwT3/eqh3n3e/P8+s//a+q72yRRjFIhUg45GEKAjiRwB+w/tA8v6GGaBnpRYzozTnurReprpAoSlZDIgEAGSCmZXphAyQRPdlhtD+h3PSIfOjsDqjMZOrrBJ59+nvvvPcrUoUWUkTCyOEOlNkY2NbGKE2imiZIJV6++SKlcIJM5jtWRFDM5bly7ShRGNFo7NBu7PP3Mc9j2ZWzrn8iQ7n+2ODg5QSzAj2MGfp9t36PRaaFUjJ21WRs0+eLzX2V+tIZuSmwzx8zsAipIECqh29nBMRPy2WE+LUnCoWdrouh5PhKJGwR4sUEQKCzLxrIsxqfmcLJF6i2PgRtSSFK0OB06ECrQ4pS984vM7z9A1/WI3C4iZmiDdLMqsdNuspjMUKiV6a32KGdMMqNjpIliz9wMpx+7jKZpqDTh5J3HKY2+At/1yGSyLF9f5vzZC7SabTJZ2BpsUCrXMI2UhakRwqLN8vIKi5USMkkwR0cwMhalJGRjexlZHkWWa8itXTKOjRuErJ27wMLMBHv3TjO/d4Y9Y6P0e32iVOF2GpSL3+ynA2C+WiWWOqltoJAUGtvoW1sMkphqMU8Up6xvrCB6TRKVcvzQ3dx58hU8/cSTeFFKs1mnNlLGtHR0y+bwoeP8xA+/mzNPnebaRoOsYRArRWpkWNx/iJWlK8wvHuBbv/tdmJkiA89n4Hp84VNfRDov4Dg2Mgw48+wzXF3bYndtCRX7gCAVKalIIE3QZYowTOrrDWLXp1hS1GYsEtVEigJjEwepjPdQ6Tm2N3b42tNnmVyYZGFhL0mQkHGyzM3sZXoqxnQs6u0Nrj6xRXOwBXpCzRA8ceFFtMMHGa+M8JWnnmZ2dIxYKL705EXmX/kAx+5+AF3XabWblKsj+MGAZ888T6u3y2tffz8njh1kaWkZU2gkKqJZb97SmLzsQSedDMLQh/k5kWI5FsXxEcJWAy8IGB+bxMnYSM/FTAr8xA/9K0bLoxSKoxjOJtmKYnJ6lnJ1jHJ1As9L0PQipBqNlo9nxxhmiq0LDMsh1WwefsPbsbNF/DAgSRNipThfT9gNXAzNJapvcPUrX0FFCtz6zfb44fWmDBtNR6sFrm9v0mp06DYDEt1HtyNMI8dE8Taauw2Wr1wlVYo0EZw7fYlLl6+wsrhCGIYsLd1ABQm60phfWCRKFKefPocxHfC6Bw9z6fJZjh2YYmF6HC82OLh3ho2NOtmMRd6xCGMIPZdur8dufZvN7QaOM7RjCrw+c+Ui5y+9SBBF9Pt9fN9H0755ewXAixS6qWFYBlqqkJURpnIFtN1NOr0e2702bq/PiFI88p3v4lX3vIrl3Q5CaOw/eJLt7Q1GJibJF8vomqTT6hCFCYZpDQvs4ZArsHXjHOs3lrjnobdgZits7HQxdB3TELQ6PVqxyQoZRBAj83vQb38Dyg8g6JO2t0h7zWH+KnZBCKb3jOE16nheyOWz1zh61xxLz7c58dAxhDLZWupy8YUrgCT0Q0I3QropV+Nr+J5PrzvA9QOUimmGHfq9Pr3BgGwEz3ztIqWMSc6Q+P0u+eIYxkiNQtbBDzzuvXORpSRk7cULpP0B7b7LdrOD70dYuo6lKV50XwSh0+n1yToWaZqQy30TdAB85aufJV8oMja1h4yTpToxQWro1Mo1MrZDe9Al9gIsUrRI4f+dIHS/TS5fpFKpYGkGSegz8AaoOGH9xhJ+v43bO8/EzAJxnCKNDMdPvQ5dy7Oz2ySIFCCwdMmlM6cxOxrZngKpI+08YmRmWOO1TEgjiBKQKXqvgW2HjNXGiVKbMAgQdo711RxBZNP+613SeJPGboOxvSeolMssXdqmVe+g2xqT2iRJnOAOIqSmITUNt+MThiFmRmKaGts7DaYOzxFEHu2eR5LU6bU6dFyXjUYHz/e5tn4Z08pQrVTZ2dykWCxAHDAyNnHTxE+RpimTEzWSKGFnp0Eud2tj8rKnID7yYz+ElDoqVpiWiW4bJElMnPiE7cGwXISgWihjpIqhtj34QYRi6KgtdEHgR2RzGbKOzfZOnXyxzNr2NrowMB0bxzJRKiIVYEidMIyG/AkB5UIR33P/i45xxiDVTHRpYxo2SZRgaAYqSPF8l+pEnq2tLaRhoGkaZiZDtlgcChrGCqlLEKAJwWB32MHbaDaGRiWGTq5SRHkunbZPnCgKIxXiMCD2I6amplheXiaXzVAslxgZGeXw0cPoQsNXw3Z8CYRxzGNf/DICGPRdpBjWEYbJYoFKIQgDgiAAIFUpU3um+P3f//1vUhDPLK/ghyCCgHwxy9hcicX5SQqZLBdXtomFTsv3MM0c6eVV3G4HFSd4fnyT6+kQxIrmTptEhyP797Oysc7o1DyPP/00KgCnlKVUyKHJlDCOGC2U0Ao6OzsddF3D0C3WNpZo7KyiaxoTtQnCIKFUGOf1r3oTTz32FOevn8cRGXp+D/HgAdYDH0PX0JQkKwTbrSa6bhD6IZbjgFSgFDsXL5LPJqzWN5ioFul0PNruGP3WClcv1Wl1ffbdc5QgDOlttvj2sW/hke/9HsZHRpmanRn+U0lJvdXmzI0bWKbFgYV5pCb4w//4h9i6ycbaFjDk9mZsjYNHZjh3bpV83qI/cHH7Q3PhQuGbtVcAVNfjvpNHiaOITFZwzyuOUquWMdMMC7VRdlp1lhqXSXshKl/A7fUJ4qG3gmHa2LkcZphQO1Bl4PYxdB0YOkvXRmvodpYkiYhcn1hL8QOPuFIlTNWw+SiSCKVhOCbYOrPjRSqZUVrbEfPjB/n2t38HDz7wID/zUz+LilOOzp4gW8qzyVBIWkcnjEJMyyCJEkzbIPQDzIyJkBqFWhU97aJUxFTeRlRrtDZXWJzXufpiRLGURbMFtpWhtVJHahr7TxynmiugIZC65NyVK6ysbbO6XUfkC2wPPI7t38v4nknaW3VSlZKikEIQRCl+1CFfMDl2bJLLl7bw+m2EkDc5uv/jeNmDbqxkcujAOOPVcdyeCy2b68tNTKOLkHlqZoniVJZuu8vF6xeIY58gUVRKGTw/Ag2kpTF18DBf+tKXsXLDbl3HybBv72Ey2QpCA89v46sIr+/iuwNUEJMvZPHaIUkUMV7IE/sFNMMmUinIhM2NVcJ+wOG7DvGd3/GdPPv4sxw7cpIdaxfZ2cEwJIXikNZnahqBl9L3AwxNp1Pvkc05aJqOU6xhDXYJZEJVdrjjRBbTsfhSYRM9o1MxTK5u7BAGHmEQ8eXHnsLIZNHTlHLWHia6XZ9iqYSXwo2NNc498Xm8fnvYDSwEQqVIAZqASqnCd333CTZXm3zt9ApD8rXiVldqL3vQ7T9cI9LaNHoxItUJA4+eOyCXL5AzLArlGpGfIRa7zIzvMJ4VeKFFu93DtEK0ACrVMsVCAcuQmHqCbVnkKyV6UURkCGSqKFpV5m0Hy0yJhGKptUsQ+oTFgHJ1jMZ2E9vKUi0vkiqN0XKFI3sP8MLZFxidGuUt3/5mnjn3GJc2z1CaG2VqskQuZ5PNOqQywdJNRGoQBAn9/oBOz0YKiZ6z2Fy+QBLAdjdhrKJDo8X0XIEDJYmZN7HsmLObbcbmJ9F0DQyTIBjOnsV8cShZIWy8VCHDkD3mGBu7TeSIS0M1htaiAg4frfHtjxxlz8wk+xaO8Ovv+Qu2drqYmoZIb7FXnf8bgG5x3xy5vIkfhCRBguu38MWAaNDFNHTanZAoHGqUdHsxaehQ1PNkSlkafgcn6zC7bx9Xzl9lvJjHTBQzpTJpkmAlMO6Y5DQd5cc0Vi9jj5gYjoGWJFiOgaObRFofw84w6hSp7pnhhc3rrHbP8Ny5M0xfyJEzC0xPTRILl5HaJNmcw1imgGlKDNug2/G5snSD2fk5rIxDNpenVisQiwTpwebVZ/F3N4jGptjsSA5Vugw26gjNZtc3qO/4kIQ4OQMzY+J2u1QqNQJNcnl7m61OmyCMcAddUlJG8wUW5xYpzS3wiU994qXvUjd0Dh2ZolTO8v7//c/5wmefxxQ6IhVoN5tcbyVe9qAbdPs4uRxOQZJGFoN6CydTwNKzdKNNtNBACJM0MAlCn6xjIYROqVLCiPKMz89TGh1hdX2HfmyhKYWwM0RhSL/Z58FXvhG322Bz+QKlAxXsrMQ0CowWHVKhcXl1h3p9i9naLJaV42prg3bUxCnouASMZItcX7uIJSWbQQvDa6CHJkHWQ+gGntun2x1w9fwVHKeAJixGyiUkEjAgTjF1yNkpcdDn8IjFqBaRKI0X6y7VWpE4VJiWTpwMZfdd1+X06uPYUkNFITXLIWM5zOby5DI5wjil2dihVB1FIJBCgJCcP7PDZz75LELE/NmHLxMFKYYUILShcM8t5kFe9qDb3rqBl2g4YzpZo4amiqjIxPW7OJWI3dYGqaso2TNYpk3ktvHMgEGjS75cZGy8St/ziIIehqaToOMNfGwl2F3b4IWnn2B8z15uu/9bkOawjcS/yY7yPJ/nz36SNLHIOlnabo/69jJzBYnn9RGkqFyPFzdPM71nGpWRXNzdQFoGXhhjVCt0WwFf+dKXmJ+bZqwygpPJYZs2fbfD2tIyE5VxVJwQxhBHw3SPlhhs9SVvu3OcXHWMD59uotkW/WafwA/RlWB/rsZoLo+jG4RJRJREtHoul6/fwA1DMrkySa/3Uj4OQNMSDh5LSFHoMiW5yUBLYSgUfovMnJc96GYOTJKpSOJA0NmOGDTa7DRWCPwB+07OMGh0iZo6rWid/cUY3zLwYnAklEom9Y1LbCyt0dreolSpUMpncW0TvVLi+L13s9JvsHGty4XVS9gZC6FBpGJ000GEGlahhNsYsNHd4cbOVUwrYqI2gopzrO1s0g0CyvmQzz7zV2hCp5pXJP4A08pTy40TdVLydplCcYxCroJKYho7u2y31llf2aS9WafbjUnCAD2T42sNnZnJUSpFg4Nzk3zocoDIZNG6giAI6bVbRKnDnj3TPHX2LJVCnq3mLn13gG5nWVhYJNjaZPv6ZSoHDgxnrzS9yS4cznhf+kydKBBoQrxEdo3jiCD0b2lMXvagi13wpaLTHhAELj495g9WKNQmiWMwwxHEuOD62QFFJ0M55zAIfcpOiK61WVvfJupuUy4UqFUypPSwLB1p6ORMi9jRiSOP0BvgtpsIC7SMg3Xz9mcWbaKdgJ2ui2eFWCIk9H0SaYFl0ZIS2etQb7ZxMhlyUqBJSapBp9Oj3Wlz6s472K7v8tWvfoHYS/AGHooEFadkiw6pUmjEmFLRSbJ8tiG5d2+Op1Z8XuwJUAHjExV6XY8kili+dhnN0DE1UEnMVGWEzP5jWBmHq889hdtuc2hhH1nDHPrJ3gSWqcPmqs/G6n9pwYJbX8v9XbzsQWfJScZHiszPZtnYOcfoVBEnI/EH4PciqvtqYAo2r5+hF7iYho9mmey6Ls22D5pOs5HgpTuk2gAvViSpZGx2jjCMiWVInHgkWoiSIYihKyCmgaHftDAEOtttzDEHK+uQy5m0+jGR0EEo6oFHNmsRRiGtIEFzIh7/3KPkaiWIQZoKQzORQgMFUkhUAipKiMMIKcExEkSi0HM6Z3ZbrEUucnyGbFlH7/eJiTBzNgJBq75DqfoghfkFZCrRPQ+/3WTp4nnymsnInjl2t7fo9/skSYxKE1KRsu9olhN3ZXnqq02k1IYdqQiElMj01pkPL3vQnXvmCksXMmiGzsFj09Sv+UShTxhGmEaG/rZPGEXk7BKelqMfumiaBXqGzIgkjBXFmSolDXJFh/4gJE1SojBkd3UNRIpu6oyM1xBaCkKSSolMdWSqIQyN6YlJvGoeYacYukbOzqKSAFNXIIe9c7Ymae50GXgDMpU8RxYPYjomtuGQkqJJjSRJSFPotTqkaUosI/J2jtG9h4gmKihpk82WGBkdoGdzaHYGIVL6QeYlD7JaZQTHylOyTNSgSxrGBG4fd9BndLTK1u4O/Z5Lzx/gphHlaom5xXmkBNMwefrLeSYmDnPXfTGBP1zvCSlIU0WpXLqlMXnZg87ducz0zCRuEHHtmSXMfB6JIBYRmxseyktpNDpka6MEWYPpUwvMZKvknCJ3v+oeAgJWnnqBrfom2wdG+PR//CS9F27wyH3v4gH5L5BSQ0slbA8zp4YmkUIMJWHlUKuul7nIp5f/N4JBghAp206WYr6KrhmkYljPVIZOSWYJ4k3cwYBOsz4keDMcUE0OCdRRkiDEsNkzSRSZrEWzE+DkahQKRXSVsO/IAq/4zu9gtFCh0Wvj2A6OleHa2jJ/+b73U91q8epXV+l2esiCzkc//CjxwCWvWxyaHCc7NsEDP/atPHPxPI89+SW8aJdCLkuQhDz/QogKiwzcCNMysTMBmUyG73n7D/KnH/7oLY3Jyx50uUKPMF1HEaNiRWs9RYt17BFQMiXRFGMZjfKow4P/zx9Fm81yTB/DwiaJIz71Zx/j0f/0F/zAD7yKr7l1Fr/jdp5tNRGpRk4fRZPaUIf3pg6JrombP0OqCYSEUF9jamyBftvHsiQpCWGYDHNbUqALUFFElEAaS+I4RiUxcZTc1H4TSMsaEmM6HYZFqaEcrETRqNdpXNhhslLh/nvu5Ye//4cI45isNMByaAcu7dSlHnXRwoQDU3vImyYh0HH7LF28Qjjw0IQgY5ns3b+fIwv7GB0d4dkzX6FcNZFpiq6ZFPNFtGQEHY84jfFdn9rIDHvn95PcIsP/G05BTJKEX/iFX2B+fh7HcVhYWOCXf/mXv65EkqYpv/iLv8jExASO4/Dwww9z5cqVr3ufZrPJO97xDgqFAqVSiR/6oR+i3+//o6/HzKYEpk+cQBRJMo5OcVxgoNDiAFMPsE2JTDVGjAKa0NFTHTM1aKxtED5xnn++dz/a9TZvPHEb+/ZOkZ+sIDWBlZVYOQ0zJ7FzEpmRiIxAz4HMgcykyEyKMCAKYnq9kGbLpdsJaHcCWp2AQT+i2fTYafi0Wj69XgiAFGCZJuVymcXFfbz5jW/jW7/l7Txw34OUi3mKhSz5nIOmSeJYsdtoYjgFfvBf/hRKpexsbrKxsjJUCE0SVN+jfWGLNFFITdJsDqX8PRTP0+Gs5fGs3ucv1l5ky+9DPLz1S6mTpAmmnePIoVexb+FBHnzgNfzoj/4weybGkHqJjc0WH/zPH6Fcrt7SmHzDZ7rf+I3f4Pd+7/f44Ac/yJEjR3j22Wd517veRbFY5Cd/8icB+M3f/E1+93d/lw9+8IPMz8/zC7/wC7z+9a/nwoUL2LYNwDve8Q42Nzf57Gc/SxRFvOtd7+JHfuRH+OM//uN/3AX5CmlLBmlCECgytkHgDYvXGcPEtC0iV5FqMT4RYZqSkDDwBnzwt/+AhWttbhDzhbObPPCqIyQ1iWYaCE2gSYFmJJhWSqgEulRoQsPMR2Rzgl7dAglaCsgU20npdSOiMAGhGLRCpBaRqgQ7VySKdIJwKCvhODaGbnDbbbdz8vgduP0O/X6PO267g43NZdxBjyiKMA0d1FAG4+jdd/LC+fOcu3Se+k6DI/v2MXP4AI2wz0pzC78fYzgFPrF8hXvGiowYFlnHZrE4xl2lKa40Nni8sU7Hv0klFH+nTWdSKU9z5MBJtre2WV3ZQUidM1evsdvosDg3x4f//C+588TBWxqSbzjoHn/8cd72trfx5je/GYC5uTn+5E/+hKeffhoYznK/8zu/w8///M/ztre9DYAPfehDjI2N8fGPf5xHHnmEixcv8ulPf5pnnnmGU6dOAfC+972PN73pTfzWb/0Wk5OTt3w9IrQRnSwFrYCupWiRTtHIMwgHYGqEbkLg7BLFKTfcbeKewUomw5wqcH75GmdWdhmTOrtlm9AyGZmqYZfLmNIhiTqU9jeZXpSkapTWhoHfjamOBwz6Cj0caomYQcqg22XtxnVSpVOpjSPx8eIecRiTydkkXh3TzGFmc1img2XZVKs1SqUStWqF8ysX2NxpMDZavbnWA9u2hrVUlVI2LL729DNopmL/oQXWNze4sb1NtpDHKGaYLY3giRDvRpkzz17gw5euokUer1AGbx7Zy7qt8/r8YVb9PmdvLBMm8XCm0+Bb3/o9vOG130GtWh2qyAcRncYGly8f4NmvXSQJGojYJY6DWxqTbzjo7rvvPj7wgQ9w+fJl9u/fz9e+9jUee+wxfvu3fxuApaUltra2ePjhh196TbFY5O677+aJJ57gkUce4YknnqBUKr0EOICHH34YKSVPPfUU3/Zt3/YPPjcI/ktDIQybOAESzaCY38Ps6Cyq0yPs9RgMYsq+wCk49ExBSzUQluJz/+df0Y0GXD18gDfd/QoM0yGq2HiGyZ4j+xl027CcUAoSRC5hyztLGOwyYRwlV+yjFWO67ZAo8jl39gaBm2NsdBqfDkEY0WjW6fcG2EZKPq8YeCFS1xi4AwZby+hOjgO3PYBlGWQyOSrVKlIKut06Od1gopqn2Wwx8AIUw/QJKZiazoHRMWazZdafuUJrpcH41B6OLOzH7fcJpKLtdtlc28B1W9hjJfK+JNluIlbaHDp4iFCF7M/kWSyPU53ag+6Y0OohBKwuLeHYNlJKLl64SG2khtfZwG9v0A93sNIcuzsbxOHiLWHkGw66n/u5n6Pb7XLw4EE0bbjN/9Vf/VXe8Y53ALC1tQXA2NjY171ubGzspee2trYYHR39+gvVdSqVykvn/P34tV/7NX7pl37pHxzv0+PK7mW2ehtMmVNkQxBJQiaJEc02fi1LHHSwkjGKx6apjDtcePoyvU//Feu7Wyg3opdR9MWApb99jPb5FZJ6D//VBynnPX7/A/8HWWEgdY1O2MTQHQ7tv425/QfY2TlNfvoeQjpUqzmKxQKtZpPmzjKryz6JyKGZEqEUtl1mdvEoppNBahLD0FFxRL/XY2t9g60vP0M3aVE5eu9wJyvTIT9WMzgyN0dvaRXHsji/vcRcIUO1UORvPvMZ1na3EDkbL/Bx231uW9hHECl2CxG55ZjxROP47Ayvro6ysrKK6vmMVmvYlTL1Cxc5dvQQmpbw15/6M2bm5rmxtMZItcaJY0fQitPMTijq9Qa6od2yFOc3HHQf+chH+KM/+iP++I//mCNHjvDCCy/wUz/1U0xOTvLOd77zG/1xL8W73/1ufvqnf/ql37vdLtPT08RKZ3VzQBz3WLIG3FPbgx6E+K02jJfYbm/gK4W3E7D2uefY8213MntiP/sOLrDr9Xn6P3+KsWOHmX3rSfx+n6vPXkCkKe14gytbz5E7GmGbCX4YkkkTpOzTKJynO7iOLCj++syzWHEGiyLzC4cIA3D7fQq1GkJIfD9gcnqaYrmM41goNVRiIk3pdNsIKZkYm2Ty2BGO7t1DIHW2uw2arRZpKjBNi/n5EWzbZ6fZImM7bG7tcH1pifW1TZY2VxmdHKPX7dLebZLM7oVmjMWA/I5PLV8mSXQ6Tp5qpcL3zhygZzikhkGj2eLIgds5cnw/G9vrJCpCbiT8xSf+go9+7KNcunSBXt8jkyty8rbjVGuVWxqrbzjofuZnfoaf+7mf45FHHgHg2LFjLC8v82u/9mu8853vZHx8HIDt7W0mJiZeet329jYnT54EYHx8nJ2dna973ziOaTabL73+74dlWVjWPzREG3Ny7FnM0OvDWqfO5XYdLVQM3C6qF1EYTZA9HTdOyM+OYpdLyN2AC2cusruyiZ9KEtvGX27xlY/+DXEc865f/zHSZ9fZWVlCK0hcCYmTkJISqhQ36iPimwKKsWDCnqWzHFAtTnDg8IGh/ZOpI8Sw01bTJbqm35RwFUgJUg4zAZ7bo9tvM71/D/MHbmNra419s+PUSwU2NncwDJ0XXjjPg3tqiFzM5vU6W40G569eRmgSJ5tl9eoNTMemWC5jmxZT/Q5WI8EYSPYsjmEGPlprFytR3DUzy5WVJt0rS4yPjrHptchmLA4sHiBOFI5TYunaEs1mg7n5GXZ26jzwwP2cuv0EL55fuiWMfMNB57rukKX+X4Wmaaibkj7z8/OMj4/z6KOPvgSybrfLU089xY//+I8DcO+999Jut3nuuee44447APj85z+PUoq77777H3U9xbRMqkKEnbInk6W9O6CSz7BjC4oFRT6n048SUn9oJCLbPo3TmzT8DfRtn1q2SPPJqzz7/Cpdb8Bbf/YRavN7WPvqElEvJBaQMJT+0vWh6KFIIElSwjBCCnOYfdAEmYyNbZqkKkWlw3Z05E2PrWGLLlIOd8XFvDnM+5k6rtsiCB1uXDvN9RtrtFstHCdHqVggUZKlbo9kN49jV7h9f5YvPP0EPc9DSI1sJsuhxf3YtoVp6BSdLAVpIZSPbhqogcvTz7zAnslpNlbr2KYOpuLZd/8W8T1HebRxjWMnFjFMh916k431DW4/cQRpDv9RXNfFtmyqpQJX/qmcrd/61rfyq7/6q8zMzHDkyBFOnz7Nb//2b/ODP/iDwLA4/FM/9VP8yq/8Cvv27XspZTI5Ocm3/n/Z+/Nw2+60rhf9/EY/xuzb1fd77S57J3snqfTVp1KNIEihFnBEQSiuD4XXY4N6PMDF65Wr2AAqhXJUREDFg1VQVJeqSqoqqUp2kp3s7L5dfTfX7JvRd+ePuSuKcCTc55zH+8S8/6xnrjHWWnPN33eO+Rvv+22+8zsBOHHiBB/60If44R/+YX7pl36JMAz5xCc+wcc+9rE/0p0rwCu3DlmsFohlCZFTqM9apKnEkckSGhJeEhBJEX4I3Ws7yJUM0a6N22xTijXuPXKc81cv0+u00DIG179+mWu/e5531BaxkvzYty2KyRpZCpkCQkoZOUOcwEUNEvK5PPOVee7s7CIkkFWJNP4WyMYVBB6H3QMEEMUhR/OLZEwTWRpPKwJnRKfd5/CgwXDkE0YCrz8CJGRJGavcFBVLN1Ati3c//AiJkMhbGVRNo9fvk6QxYRziey5eNGLJzKHHgpbto+gK/d4AvaAy1ARtKWHQ3OHO01tkTy6wt32AF0SMbJvDRouD/QNypSzlchFkuHVzjcD1cOz/TimIw+GQn/iJn+BTn/oUh4eHTE9P8z3f8z385E/+JJo2DixL05Sf+qmf4l/8i39Br9fjiSee4Bd/8Rc5evToG7+n0+nwiU98gs985jNIksRHP/pRfuEXfoHsmxRXviFB/NjH0DSNYrHA6VP3IMnjALmhPWJ7b5cgjgkB4UaMRjal5UUczyFNEyzNIExigjjEO+wQjBySKCIKAhaXFtnb273r/AuaMZ4YKIqCqipMTk7TaDQY9PuYuoU9snFdj3wuh6brHD927I2bqThJ8H0PSZK4evUqQRBwcLCPbhgYlkVtaoaFldW7f2vsiZemKVEQcPX8ORRFIfDG5jn1eo18sUAcJ3RbXUDgeA6GqRIkA5JAp1KdZDpvYeRrkAoQICGIo5RUgTu3b3Cwv4esqRTrc2SqCwhZQUpDkmQ8Kx6nIUpAiuv4hFFMMtzm7//MT/2hEsS3vO716S99mUI+BwLskc324ZievdM9ZNRpI1SNfhzj3dni9u07lN//BF4cUMrmWa3N0PVHtLwBWUkfU7OdgP3tDeZQ+MrnPo+uG1iVPIVKiYlKmSRJCMKQWr3OxvoGrWaT6eokf/pP/mksy+KekyepVavjMGNFQTI0TCvzxn7ub//tv013aDN98iylWh0rl2NibpZquUaqyOMuSTJ2aB92OvztH/le/sZf/SuUK2X29vfY2tqhXC4ReAGvnLtELptjZWWBG3eusX2whi5Z/Mnv+yGOzleZXz1NEKsICTqDPiJRKOYt+sMho5FLt33Asy9cw1h+P6qAxF5nMNqjWLsPM1NHlgQgEQlBAnRe+zX+zl//obd1r27ikJOz3LqzzsXzV/H8GLmQYxR5rM4foVKtEUmC5/faGBMVRvYQRVWwVBXiCJIUDZliJjPWjpoS5so8ubZNZaKO49jMzs7yriffw/zcPEkS88UvPs1u84BMOU+n0wYhePzxx5menqa9v8XOlQtstA5xAp+Fk8dYXT5KPVdDyBITExMkcpcnv/07Odjb58Vnn+Y//G+fZG5pie/4099LfX6BBAmSGNPQWDp6HNtxuHTlCt32AFko6KpONmuhqIJ8McvK0QWmZmv83D+5wNSESdZSqNermEqCoowD865cucrJE0fQZJNi3mJvv8vIsSF2SKMRsduhu/cM6+vPU6sdpzr/KItLD4OsEJs50lSmK95mDgPw6S9+jmqliNMJuPXSJqXVRdRY48jiPLKfcn1jjaZnE8rSmJYUpyRyQqPXwvEcMqbJyckZvvPMw5x77QKfXnsdx/eYiRSGwYhSvcxj73qcq1evcvLUKU6dOk3fdvj0736KntMnm8uhyOOXudvrEho6opRn1NtDGArN/gFGK4fuyxSrZR555BF+5/NPgySQJchkc1y7fJGti68yb2/y/d/3ftRyHZccSRgzVcoQJxG3b93BHjm4rsNhe4d3v+ddCBkah/t8+Zkvk6Yp1Ykcc4vzHD1+HFmV6HsRhiK4dWsNJ+giiYiRPcAOfBYmLf7Zb3+BOJbI0yRMewyHW/QaTey2j9WFC9/4OtZMhXueeBhfy0P6NnMYAHs/oHdtg7xvckKfp9DIMjO/iNEy6R12qRtZBm4PuVQln4aomsnx1SMkccz+4QGD3T3OnnkEKU6wHZc0TkmjBASYhRwLR5Y5aDYYDUd0ej0cz+Op972fP/aBDxKHAddv3OBzn/ksKelYMN236W5ucOPS63Rabeampwn3e2SPuORz95GxMlgZizRJiX2fbzzzLNOVIlr/kGj3BltPdwnMDGGUoufmOZ4NGQ1H5As5vviFzyPLEvc/cD+HzSaFYpZmo8veYYNyJU8qIlRd4cVXXublF56hO4yRQpXdvVsM7R5fWDpJLpdnYmmWVqNN42CDWs7i+jd+GdNUqeVN6g+9hxOrj+D7CRcvvYZrdzi4/Cx6ViHoBm9qTd7yoCulKnsdh2ymgBgMsH2fO/tN/EmVqxuvI+ctJgslqtkqsZJlLlPnoeWT1CbqfOX5r/O5b5xn4qMZ/v1/+E1e397Cny6QBgFCM3jgoYd44vEnKBeKZFSD5WNHyeWzWKpGLCnsb23xhae/iOt7kIIIYwLbQ4tl3nfkLOYJhZqmUc4XkaIQ79Z16rVZ5mbniVyP5z73KUYHG3zXbMzxowVevzni//Wvt9E0FV1KGUjnmDx6D488ucjSUp3v/pMfIl9QmJ5WEOkG5dVpJiYzQJVms48yUyeNI37nc7/Kc8+eIwk1MrqJaY5vSl48bKDICsmXE04cnWX1/mOkQ4u8BjNTdQr5Mpqq49g9Wh2bXL5MohtIYUJZs9j2Nt7UmrzlQafmNdpOl8xIUCzkObf3GkfkWQqTkwx9F70ZQibDxGSdl557Dg2JZ599lg889UHuPXKc0v/0ZyiVKsQDm/3XLnDEfJjYcdHnK3zoj38bR5aXsEyTopbDzGQ5bDcYNFuEisKXn32ab3zjee47dR+j/hDL9qgqgonjp7h+cx2zVqUwGqAYJmEc0jvYR+55ON0Wr/+nf80zn/qPPLWi833HDXp+BtuJ+Uqzw6OnJ9noR3RtlUEQs7v1FQRrFHIhw9jgyrpPQXJQpRRSi73OBJKcJ2P0SBKLbEHn/oePc+6rV8lUMpy5b5Wd7Qa3NraRpZRsxuT971xhbnGKr3ztEE2ziIOYVrOJSAVhKuO5HvZgyPb2LsPeHg+s1lCN2ptak7c86DAVoqJAzNfpawr6wKAx6FKvHuHb7/su9l6/xbDTpLPRJp9IxEHE5sYmn/ud38Ye2iwuL3NBu8xm65BYSPS2Dog8F69SZm3jDl4wpF6tMT0xi/AGuEObf/j/+bvc9453INSEbN7Ctm2e/cqzLBsaS+Z47/jM1VtM12Z41/GjvHrlPE17yPW1TZ645xT9MOLG+ecJ7C6GNEmcK7C12+JrHcFivcinrnWZymchcJhWSwgR4XoJvUjDSUAIjRBBXeuSxC1yxpAwUhmG91DJ6lSzEbpZZ++gRdD3WViqsDQ/CabMRCWPrpqs741oDbaoVqdZmJ8lcB22d7dxbJcwGnMNgjAgln2EImFHMW8uYvh/ANDde3QVRVV47eIFmgcHKIlCoslcPPdN1lSTzqjHYw8/QL6cYcabYP/ggMnpCdbv3ObCy+eZXpgnXyxgFgpMTU5SLpRoeDajbo8LF17h9lqWQi7H6XvPkrFymLKBJEusr92hO+zQ6/W458Rpzr9+nmRpgWLOQJY1Ik1hp9fFjhyef/UCV9bXqWUNNgomu+g8d3OL/tDhy1eb5EkxFImre0NuHbRIFYUTRZ1DJ8CXBY1DnZUjp8iXs/ihRy5bxBnu0+uskQZdDKOCnuokwxARw2gwxPVtHn/3CYQfIGcEC/UZ5o5McTDocOf2Jk6aoKU56oaOKSVk8iaBX+RGr4dtexiZHJ1ulxiFydkjLN+7wnDw9o0EAKau88ff+16eeOAsN9Y3+PxzX2f3zjq9TgdNN5EUGaOzxeMrExSyBQgSVKHw7sffyVypRqIqbO9sk5NUzFwRU1PZGQyRZZnVo6tsbG3w/Fdf54WvvYgh68zMzmN7HtvXrrJ5Zw3VUBnaQ8IoJDsxyY3dPTQ9oV6pIWVyfPqzv0tWpBytlemEMb/11W8wf/YdtNp9giDk9d0WjZFHqZRnqWBxu61hGBobsc4HvvNxyuUav/3pr+J4NX7gz383teokqqYhBHz+2V9h6IwAk8hPCJ0RCI2dzT6t3oh8KeCBhxdZPjpDa63FA2eP4e2HnJ08iampXPj6GvnpPJVqjUy2QK4wxXAkM7JdKpUSjz3yBPV6hXzWJEkkXjh37k2tyVsedEEcg4BaoUjl3vuYn57i6y+/xNX1DYIUpup1FiYn0HSNAJtyuYphGji9EbOTM7gILMUgTmLkokzgOCiKSpIkbG1sEYUxhmTQbbbpBiFrt9fI5/PYwyHdTpdMNkNrr4nbGbKxtcuwM+DYkQrt/pCdG1d58ZmvMjM/i1UoUJqeoVwoo5oWYeAhhESpmGcQhAy7Q6ZnavzIDz2KUHKcvP8sBzvruLYPIuHSxcs8/cVPsriQQZYk6hOnicIQVSlRytURqYwl9XFGPv1+hGXl6XVd7tzug5GlYmmoWkh1pkTsB2Q0HSFSMvkipfo0uq6TK5Ypl/NkLAvDNAmjiCRJCeMIz/URb9JX4i0Pula3AwJU+Vt8r5THz97P0dWjXLp+ncRxcTsden7AnZ07JFFEIZtDVVWOrxxBRpDLThAEPlGSEOWzLIerFIslEhvq1QkmT5SIj8a0Wm3CIMBxHVyryMLELEJI1PIVRL6CqetkZqo4sUeSRuQLBd7x5AdI75IhWo0mcZwwNTHJI488giRJHF2ZIQgjRo7PvfceR9cEL758jRu39tnfO6BUKrGytEipWGA4NNjbtRFpys72CxRLq6ws3s+rr15gMBjgOjalUomiPlbELS5PkcbQuNCneHSGV17rEMsSpiIQGYWcUabd7nLnzgaqqhDHMYKxAyjSeJz4rVjOIAhxHPdNrclbHnTn914ibcsQxaiygpHR8O5OGpJqTAw48QCklHLW4C995yxZrU+n1UFYNxEY0PMI3DY3d0ds9jyOFVXaWDzzzDcolao8/MgTVCvTPPWBj4KAOBqr75M4odvr8Nuf+jVCz2Zn7QbT1QKqqrJYL6MNU6q2Sqk+i66ppNU5vnzxHLZtc9jYo5a1cHsm+VyeI6vz7F6/xdbGJo3BkChJ8ILx/xFFBQ4P2nQOFVaOztFrjNAFkN7kRekWI99HETJR6KMck5HTHlIa4/W6LC/lkYXMqNMm7cvEUYJIUg5kONxLuX11h8D3yWQykKbMT07S2DrADQJERiWVJDLZHIeHh+Rzb24u/pYH3UH/AHQVRIKGIEeGQMTEYUQQhESuQBgJmUIGzT1k1tJRrQjJOk3hyAfY2t6gkbRQgnVmsq+QyUIuq/L0RoQsAtQ4Iqfp3HvmQTRj3NRFhKRxiOeM8HyPXq/Hu+6ZQXjjHFZF1ZA8hbwxgVowCYcu0UaXYrHIjFyl4brsH+zh6BpRaDNVrrC1fZ1hyyYe+QhCIj8gq6iooYeSFNDTsVfJaDDi8LBBQdXRZIlYSCRxjKTrJG5AmoasHlPQlLHohnCEEBIiVgiDAF2GiIQ4EbgOHD/6KDKQy2aRVJVMocDE0aPYwyF+nHCwv48/HKGoKlH0dsgwAKceWgRNQyQJIo7RTH1MF5ITQicmjlOSJCbnFZlQFTKVCZL8MeZmPoQ33Mfp+Yi4QGX+gzT6d1BoIscKSSJRlOtYfoZLXzrH9tUd6guz5GsVnF6PYbNL0B6QmBIZy0CQINIQzxWkgUnZqCH5gmGriaMkKMS4+w1Wp2dpcUBOU1EVhZ3OAC1N6MQ2hq+RtyyGA484hogxLy9jmshCopQ1KRkmUS5Lko7ns5aqYsQScQq6JN0NERbjrYLtMTrUWJ05iRRb3B7cRql2SUhJE5kkjseWrpJEy8ogZbPctm2QJNR8gf2tTTxVYFgm8WjIm/UKe8uDbnJiGsXQ8AZDOmvXQdO4+lqH0nQJKZWQLZX66Tm0nsW3PXIWO2ORm3gYRclxuH8Zt6tSyS1QylVpW1mmlCFXNyOSVGEuV6Pvu3j2iM6dNQ5v3kQ3M2QUA8MwiO0RjgiJshG6bhGFHoqkoYkiQddhbW2Tnj2keHyBylSVXDtC13XUWBlPCjQVSbdYmV/E6LURQsVIA7q9HqqmEsYJsizhOT4kEnEQ4toBsqIQByGTlkFeUQgDj20/wTIz5K0siZ+gqONcMUVVefHCOvs7bZAT7nm4RCqF6CJmejKHLEuMLI3dUYvunRvYjgN+hKqo5Gt5hu1D7txaZ/b4PWTj6E2tyVsedJquYmQM+rs7NHd32LzhkEQq3sjGdx1SWTBzuo5l5YnJ4Us6Odlg5PW5s7mB60soUmf8ESSy7B2mvH4QE+dkwtgjn5eJJAm35yFkBT2JEGmEqqR03B6RBLlKiSgIiYYyw25MR7SYyBQJTZkglrjR2mWxZJGZq2HICgvaJJ1clm9/5J2UnnoPJrD2+h5f39pBpDbmwEYTCSPXG0e3C3CiADmRKEQRVdPg3iPHOJHPYPo215oH3FrbQ3guaRwhYmn8MR9LFHSV/TSkafepZQsU5Ck8exdFTpCKMoMoxFM0GPmomoziSWPrsIHHYK/B9u4d5Gyefn/IbP2/k9j6/99qL+6Ri2OGwy7tloNnQ6fTYugpdFsjVE1H8bOYSobQ28eYO4OcL9G6c4Pnzr3E6ZUVgtQma02wFtRZ37uGE0FRV1laniCIXPy8zlZyiN9xsOIYV9iEscso8VBlnaJlEcURnW6fV65tcmRphYlyHZExCL0RctbEzFnMzM7Rfekq1pzGXzz5KHKgEF29xcbONoknSDYa2CdPkF85SrB9A0IBsoSuSOQ0DYTEtG5yanqKB44eB9else/Q0gqYZo/GcEScCpIYkGIkTyefmePMCYt8Js9EpcqxpTmure/TGg1J+gp6HRrtPr7rEXre2MgxSUh7DoqhU1pYJbRtBrdvkRb/zzl0/2W95UHXDfpjn7fdbWxHoni0RO9qRGauwMyDR2jvdrnWWWOxIGGIGqPmOSR0JieP8NE/8RSJH9LeWOPGna8yUSsT2jN09vaQNQUnkUhTFUlI1Gp19r0mI9unMFUmW8wTdFKiOCZFMOrbXLu1xTAJubZxC3vkUKrVqBxdZGJ5lmq2ztL0veROpFzv3+HGc+epKwYT5/MckU0cS+HR2jKvpRka+VX6SxbrhxeoTKmM+jFpmvC+xRmsUhmzVOXS+h1uHzQYjgZcPmxh6CYSKalIUcwxhatcXiQKDLKWydGVJfYbu1y7ehlVVhFibAaUKdVYKBTGQSm9Pu1+n+3tHYbhPnoEo26HQj7PwLGJ3qSXyVsedEEYIPkJ/nDAcORSeGyJvOuQZCWspTytXo+hO8JWbQL5OBmR0N56icK8zsnTT7J16Xku7zXY2x1w/5mHKM4/yKp+hVe2+gy6HQx1nG+fSBKlaoFG1CKvyLi+RyoSVEMlFQlbzR6eazMKQ2wBSXOP0swkwlJ49eVXmKsukB1EzJTyOL2Ybxguk60WpRbokkZJkbjT2ucB715y9y5zYdjl1JF30IsajIREzjBwUrhw4xbT7T7dfg83jMaM6VgQ+SEJgiiBnhshjSQCdRdTnWDg2Hh+yO3dOxxbmqBcsZCETywybG9ukMzM0Wx3xk5RjkvUH+D2eiyfOIY6N4dtj/Bcl2Kx+KbW5C0POjtwCEYBQSrIVE12egd4GR9NTuk4Q/JHCiT5lCANcEY2y6tPsnfzHOvXnmVl5T0ctgb0Rir16iSbB7voeY22nWXodLEDjzSN0WQFmbHyKlN0iSRQZYnJqSlkWcGRBe2+Q5zKRJGNpWhMlCoYqsLlC6+RNTKY9RAj9pDIoVgGKw/fx6tfegEzcJHTgGwi6FoZDm6+SNpf48L+DjMZBX+6Sj8NcRyP59e2kRQVqT+kP3Lw04QwTFBVBRnQZI3IT3C9gLylIHQfJ95maAesFI8wM2OhFHwcEaIoMmmasLO+QdQZsDI7Q+AHbGxu4jT2iVybdqvFaDhie2uTiYkJZPnN+TG95UHnj2ISUuJaCX1aRp/WCGsxVqqhlXW0VEaTJKQRZIpV1i69Sr89IhIer3U/g+ca5PMmjt9FJILIUWj3HRzPpzuyqczOoskKqqzj+wFT9ToHrTbT9RqSEIg0pZzP4wZjM2niiBSZiUKFD77n/cwvL9JutdG8cWc/8QM0Q+PgsEVPjTlQE7wwoGoWeOep07z+1Rc4vLFH2/cwpRpuT0dYWdQkQlNVJBKM0KWfxmipIKPrpCTMGArDMIY4JkojZFVBUiIUAyaLOmHSoaIYBCLAjhIiOwJFJW8arB5Z4ujRo1y7fIWXN9aZnaxxZWebyxcvomk6CAnbcd6w8vjD6i0POtkByTDQ5jPIikQQhJhZCUmRkUSMrCmkQJKmPP/Nq7S2ujSHDd5x9iSD4T6SLHC8iKySY7JYI5Vg72Cs7dU0jXyuiCQJpFQg6xqu7yEpEp3RkKHrcNBuMbu4QEBKJIEpK+hCBj9g1OmxsrJK6Ef0vDav3rrKZveQ2XuOsN3pMbOygpwkuJ6P6wds7+9zO3AIdQU31TgwTaQUZjWVibyJLEloKahpSFZXyEiQKDJBEOP0W2gIdAGhrJHJ6ERRjO0lBAMXRfXRFZlhP8LphgRhhJUzsO2Y9c0tXn75PJtrazijIQszUywtL3Hj5m183yNNYoZR+Kat3N7yarC/9nM/SbZYQEiCRAIpHYuaARApCEFv75CoaTNdmUJR5LGNmGUypvuOv0h3bbMkAb4fcGdji/3dPVRFoVAokM8X6PTaSLJEGIcM+iMkSYAiUISKikzWNFFlhZE9QtN0VE1FMwxazSaHnTak4+czOzvL7l4DSNGNPLlCDU0dkww8Pxhbrt51+yQeoUoxizPTICBNYiQhiJKx6eKgP6TR7mIHAWEYMTU1Rbd7iHT3ZdA15a7nTIKVMUmSmH7HIY5TkGWOLs2R1RWQpDGFPo7fcFIY2TZBECDLCpIkGAUpP/P3fvZtNVh2bUhlLotSsDAfWCR3bBHZNMYiHAQJKYPegMNvXGK6lufI3CKmUNElFRFDGEQIAVEQUSjkEQLCIMD9T59Hr8gEQYKCweLyEW4+e5XOsEkiRTj9CCOjIOd8gl2NSWOK2DKZrtTZ3Fgn1RQq5RKlSoV2s8mg0yFJYqx8njDWaPsngBQNk15skCR3QZZCkownBQJwu+fQRYen3v8uDEMlSVIURWY0auO4baYpsxquYjset29vgCToNXYYOg6IiDT1UXWFvc0OxUqR6dksO7dbDFouZLL86fed5aFjk2hmhihOcG0PIQlkWbC9tc1g5FCuVNA1na9c2n1Ta/KWB9192yFau0WSygQXuuin2owWcsTzFTKzk+RzObJFg6hc4Zx3necaW+BDIdKQNjyMVKHX6DC3PM1jjzyAKWuINEEzNBRZYudwh4xm0QlU7nvkJO5oRCqprCyvMBp1ubrxGtf3t9E1HS+MOPeVc3SCIXrNoj45gZoxUHI6hmsgAN00kGUVK1seX4jHfVyExDgYjhRJvutnzPjY7Mz0Xdswge+7RFGE43THWwBdIVOqEoeC6YlZrt6+zqiYoSJFbDgRqSvIVfMQ9rBkQc3MosoRs4UpzokBsiyN/1YcIdIUVZeJ4xTX82k3Wwxtm2zGQJOlN4Tnf1i95UH3V7787/i2meN8/+lHKZ9Yxjs+zfXNfXqvX+aTd36RzGyFD33wI5QiiZ47optEZFWL7tYhzmtNppYm6Lo9pGKR5w+uIg0iPBHhjxrs9G/Tc4fUKiU8zyaXyVKZLRIEAXZ/SD6Xx7VjphZnSNswYeTp+CmzRgF1uoqkjn2PtayFGcfkszlsx0ZSxqbWAnH3IzclJeVbGyFTF0iRw+EgxNCKROGIvZ1dFB00PUY3TOq1JUzDJE4jWq1DZJEhTRUMZL5nWOTFOGZPRFTzC0Sax/z8LCfMLJN2lpJmcEZkGcTjdMPA84iEP3b1kTReeu06w16H0Bmy3+xgGirqtET6dmLOuPbcPpcObnJ4ZJaNvQIqPW41Gzxz8zJrfpPRxi1efuY5PvDAo2h/bI5yOY8iZAoPlKFeR0lTjFEG0fC5fek6LaePo4Qs2YL13ZsU5CkOG4dUKsfY228wMzUJSszm5hblSonN7TsUjCql6jx71/aIchKzuRJfunSRfjhEVXT+2If/GKcffgfNRgPVM5BVBT/wkYSM6zqE/4XDpSQJREkhcVx6vYjJsoWpB7i+hwpYGZPNtUNea98gTWKOnzxFLqexsXUN35cRQcyun3DTDZnKzTJXmcYeHXL/zAm2Oxtc2NtkwlFR4oRquUIUJXiuN+bRqSqSJlMrZVm7eQ2JiL3DJlPVPOVSgeTt5vC4Hj+6xP+SneBUzeR8p8u5O1dY90fsbu7i5APUSCLrJbTv7DAzmobuiG6zRzJVwTRNvIMhqpDpX+5w48ZtRF0nN19GljWm6zX8huCbL7xAHPpsNdY4vnqa+mSF1y5cYP7INCO/R0bPI2c1uu6QlIS15v6YhhT5WJ5g4/oa84uzhL0R0xOT9BxB67BJKpK7dhNj42tZljiyUEOImNutIYIEhMQDDzzI6XtP4vsDrly5xnPfeIUkiSCFvcM+3/7H308qNF56+WVm5qb5zJ2XWb3nIY7MHaHkKtT0CbKlIofuAMUc4iYpzx2GKBNVojjGDyMkIVAlBSWKiKOQ3d0DROoj4gTXtgk9hzR5u08HgNQc8tDScTQ15AEp5YyRZ183+CvNawxiGLWGpMUimqxQ31O5cf4mL33jHKZlkYqxdf7U/AxHlo5RzNcY2H3Cpo2oGphyiVC1cewu37zwJVISRs6IiXad1AzwQwcjM/YKefKJp3h+P2L9pYtkjCyLfpFIRJxQJ5ntyXRfvMFkrsQ9J07z4us3IA0RyAhiRDpu7cxPWTz1zlUsw+C3n36VS9e2SWKV2sQ0Ap1BL+Jgr48fxLS7HeI4xgtihgOfh9/xCPOzK1y6cpXplXtYml5kciAopCpHTh9j3W4wiiKK5TlKxQrRrIJhmkRxShiPQ1eSFNI0oV4tste1ae5skMuaTJYy+K5NEltvak3e8qDLRQpNOyHbhVDusun5TJZ1ykrE7b09Bg7ouSypJNHa6jBq2ohUot/tkSYpQpLYj6BkVclPlajcv0BCSnKrw9WX7oAaU57M4QcBaQiZuoaUCxDdiCD00HQVVVaRkagUCzilMooTkmpZVFXhlDTBfWceYv6jT6CZBpKlI126ha6BYamINOHeE0e4/95FagV9fNXTVB55YAUR2SBS4ihhZ3uP559/jlt37uD7AUmSomsGhm5xsN9heQmq1RrZfJ77HnyQQiOkruWoVmvsM+B6Z5dH3vMuEpGAF+G5Lp1RjyRNSFMBskIqxjHyWdPgf/6R7+V3P/8sd9bucHv7gBNHF0iS329K+QfVWx50960c47e6A4q+w4utQ6Rskfy+wZ4LfU9CKBIhCUEa0ukOabc7WJqJ547twiRpPFXIZTSs5RyjKCYVCWmS4EZDsjmNSqVC7ErICrS3exRKWaIgoD/soRd0DEkHIaibeeSJSeSmjzBkFiZWKbgyc08+QHlxhjRN2bizzuHBLpapUCpqxHHIux8+wspKnSiOsQwdRZbptDvMVlUUM4PtOLSbbW7dWWNkj4VDmqKSy+YJo4Q7t9e5794zuJ7D9VvXma3MkJYthFagE7oErkR9cQERpxSzGZrdA5q7Bwx8G+vMMQqlAqlQUHWDxBvieR4XLt2kXCpgHltid2+XXn8IeulNrclbHnR+uomiFWh4OgVJo91usS1k5g2La65GIZ8h1RVCKcVLAsKqQXGihHxgUSiVsFttSqfmKB+bYeTFZAKZCOjv2wx7LqOBTxR61CfqdA+7CEVm4/UDVEMmV05QsxZClpBNDS2TRZuu4zotpieOkJ+fJk4jjOkSpClhFGO7DsN+k7WbexRKedI04h/906vMTtfGTp7GOF/CcR1s26ZUynPtkk8UuMRxhG3bY+oRCqpSwPX6dLpddrZ3sZ0RgR8wHNmU6gUGWkJ7t8k9U8cQORXHd4llhWytTllIxK0GaeDT2d8jEYJMxiSOYTQacXShTpTUaRw2iQIfJU3fvpH4Vu36LUy1i5qqWKbJEUsnRqFn5viTxxaY0ApI2RJr0oiuCyXKZEOV5bk6FauEWRYIoWHc0im6CUKNEbLEXiAQ9SxaRiVuKNQXqyi5GFXTSAhIpQg1r5IwbiO4foBUzWOkIbqiQyVLfqbO9L2raLnsmFRJii6NpyWyVmTQ6ZMGI2xFY9B3KZbKZPN5VM3g9IkVVmbK1OslPv+ZzyPHMqVsBUKTMIzJ51c4fuxdNBqbkLbZ3Wxxe+MmqR5h6AaFapmh72POVmgkDmqawcpaqKqKpCoUKNP3B7iuh28qBEFEGsfEQiVOQZJVFE2lXKkgSJmdrNLcedtAB4B+ZYViMUMaCQJgX5Y5CD06cYAhDxkpcKY0TT6IqcmVcRSlKsgYGlKsEImUjK4Qihhb9wmJUFKZbDbDEXUBzdTQphRyWYlysYAiVFIpwvdCDjf6xCkkJZPnvvg0zsghDQKmpmc4sriMXszRb3XotzoEjsNo0Kd52KRYKHB0IUMqJgn9ESkJQlGoVGqsLC0xUSuxeecCLx/ewDAM+l6HXrdPMVdEzSTktDzQB7lFbTKLbUNEjJEpo1o2Q2/I0B0SC7ByJr3QR3FDpEDm5p2bNNtNkjgmSmMyuUW63S6apqGqMlEUI2QFhIQQAYqsYJPhwFVwwrdBB8CH/6cnKJazICRURUJRxiFxsgyKPO70CwTpS4K9jT4nHjuJJAStxiHb3Sa3Gg1kX+F9950hY/s0ml22BwMyWHzg5FM89thjeH6I7XoM+yOESIGYV8+fpzbrcLC/B55CYgSsrs6PhS5Aq7ENDfCTaNwaicdD3oNWkzCJ2D58dbynVGTknMbM0TzWQsChss+mHdGPfJxWihUKViYmMIlJCVk5cYyliRK6BKrogyQh6RqNXkTOUrlzENGLQ66JIU7gEw58kjDC9QI0VcJvtagXioyaLVzX5cKdLbZ3tyjWMpTqGSoTBeqzZUI3xB44DNo2vhPQveGQ0yb+m2vxrXrLg25xOUc2b+A4CbKsUsirqBoIOUVVQMjjhutopLB27TamrtNqHLCxuUFsmCRjCgr1Uomlo0fxmj1ebB+wubHB0WOniRKLBJ+MpbEwO8fm5g6DdpMHT59me2ONvJySq0wQajGJlBCOHY5xQx8/CmmO+uwMWsRhREZW6Ts2c+Yk68MmkpQiyTKKC/qyRzajIMkyzc6I1sjD6SbkPcF3vvNx5itV0sRnp90hTAXzlTKJ7aCbFtd3OxhpTNk0uTiyCTM6YRoSxBEJsCBZtDsDWkbMxNElPvDQOzm9dIQb63e4vfs1Vg0dWVNQFMGp6ceIwxhF1tnZX+d1/0VkPcZutJGd3Jtak7c86CShIUsypmHwyst7FEoZVlezZPIGsgxSyjh9WsTIssSg26V35RbLqcRm4mNIEmXdIuMENJ55if5Wg9FqDQH4fojvh0hSgqErVCp5+i2VUcOh12vh9HrErsfBzhZexeR6c5MwiUjTFM8fOwbEaTyOO0hTmlFCEsfMmRMosowsCxCCuUqFeWuWuWiC1qCL02hBFIw5cb7AMjR0OWTgDEn7DWzX5WYEK3kZJxXklIipyRKb2wFCCEqzk9xqNjg2s8KMYXFEN5BrS1w+bHCnc0AlX0SzMgx8H9OyMIslwjggij083yX2IApcNNlAUccju1ItA623m8MA4x5TohP4MZtbHS5+6YD3PjLJU0+dhCghn5MgFUiEmNkM//uzzyCNfL6tOs/M1iETps50Tqf3u8+RnZqmNFVHMXR0X8MydXy7T0YXtJod2jvrNHa2IU4omBmM6Um2NwOkNOFGZx83cInThCQZz1IVWUJOJWLG5EoBhEmCJCRUS0c3deRI8MTZM7z33Q8SxCFb27tseJskWY80EmhyhTj1sX2HdqvJ1sEQraBSnDK5cq1FFA2YOzHFwIspZQ2mqiWGSERJxISi8233P46sJaSjgNn+Khe3bxGMXEaey8h10Q2T/JTJ0Ouzu9FGFAWaqrOxdh1D08kZFfY6O6QhKG8zh+9WKohjiZHtMD2VI05j9vYcPvXpKzz6+CLHVot3adYqjU6HrJUh0k2aImG+XCRrmAQpVOo5HE0lvzgDfpfjx45xZHmGy+fO8dmvfpNqRkfXZUaDIYV8HjFRI2NZkCb4foBlGfhSMB7gp4IkSRAI5FTgOTa+FxEEAVoskCWZTLWEVcyQpDHfuHORpXvr3HfsLOfvvIwTDTAKMd4wQlKr6EoWzdCZWSqQZDq8fu0AsdPA2R9AnDKzUsT3h+iGxuLSAnuFHLMNmROladzBgHb3kDiMcUcuSppy5dJFzr38Ai+ee4EPfex+tESj1TwAV6NanKLb6d71LwlYnjjJdPYovjlg61LvTS3JWx50cTxOpKlW8kjHVY4dE5SqeRp7Dq3DIVNTFsW8jCDh1PwClq6jqir9nQadK2vISCiKhqaojDpdqsuPIV3rEocRz37uc1x47SI9e4QW6gxGNpKQODzYp9nYZ35h4e6Ng0BRVNREQaRinEgtpUhAHEQ4gwGxP77SxUmMpEoUp6pkCxmEEZMc9jh/8UUuX7sEwiOOJDodF2/kY4oA06kxY8yj5gX1qQEnZj1u93cYUUSTFBK3h1E3GXV6JIlOr9nCjAUr83PkVZ356Uk008R1bF567QLfPP8Sn/3iZ6mvLIEm6Lod2ns95gqrpKHg5RfPo+oSM0eWSKJ4HGCXn6W/fflNrclbHnRpKiNSCYFEpZpDUcZ7peWVAvsHChvrfe45WSNNoe95IEnU83lWV5b45pUbVGSJ+Yk6spAwg4DI95GimE67w9ZBg8bhAUkKndBn4Dgsz0yztXVIe9THtEyiICFRVSxFRZHykKZEcUIUBZBCrCiYikmQ+AgEWdMaB6AoKqPRCFmCWibH3tYdrq+/xvsfO42VNfFTqE4ZZEMVz/YYRkPkfXBcFy1nsDSzwu3yDlnFQFddZEkmSGKCMCLuDtnd36b8p4tUrCytgxZJmmBlLCrlIpMTk6zefz+pqRCnCaM1l+FGQuH+CdqDFr4XEscSr5+/TLlWoLTcxzt0iZK3m8PjSiWSRCAkCUUSjOEnI0kSc7M5xk10mSQRvLy5gR/FnJib450rq9yKA45N18hOTdK5scZwZ5/nf+5fk04UcJanuH1nA0sOGfkhTV/gByG9fgddlsnpBu7IYWD7+JpCbWqeKFXHYuUU4jQdm+2kgko2/0b6oSIUVMUgiAJiI8RPAnwr5sjJVWJVIVspU7ZkTClDXpfR2lkcx8VTApzuCM/3idshE8VZcuUC5UIBd9BieNgmHLhIqsHDZx/g2o3rvPTqeb7zIx9h1jBoNRps3FrjG19/EVVVKVSr7G2ucfubO1iFhMdOv49H738PA7fL6XsC9nZ2efGFl5hecak+sArZALH55uD0lgddksokqYJIlLsaCeku41YgI6PqY1MZkBCygiIrtD2f67stnnr825DCLiPb5uD2BoHvkxUpUXdArM1Sr5exQhclivEBu9miazsI3ydMEya1OrLjMXQcanFy14dOIAFBGBKFY0PBJI1Jkph8JockSQQjB4SNWbQItBSqOpPVJSRJYGSyTC0ZxEZCFIZoWpZXv3qRwmwWezTEKGYIRynOyMPRbV6/fo0lOUFLAgxZZWTbnH/+6zz24CP877/zu+zvHfDDP/DnmFxaIFcq0er0+Pn/8G9o6gJNUYmCiOJMgeZhj3/8D/8x7XaX4aCPaWp0eiOMrIa/n6BPW8DbzWEAhqOAJFWQpRhFEWPhjSyhKHcbxGqKJCfEsaBWKhIJgaZo7Ay7ZKWIwmBA3wswFBlLzpCrluj1D5EUmdWVRW5dv8HUVJ04SdA1g92dTZQoJLRtstkOk8U8zXYAYhzGJxjHMSVhQuiHeFFwl8kRk5rWmCEcJ9RmDKzZPNlihqnpLJIDfuARpQm6kUHIKSIZd7kdPLSlAsObDlEcoeR1RuGI9Ts3seKYWPWJFQm7bxMIi227y3JmhR/7Cz/K7u4OX3n6GR57+CEKxRyBATvBiGJ1Cnno0tzvMvmYwrVvnqO9N8AeuuNstZFCEsd0mkPsnoNWjUjTt+9eAbhydQvLNInjcR9O03XiiLEvL+PmqyQL7EHMw0vLNIZDbu3tkc3m6PpDVqOEyHZRTAPVMCnOz2Bsuqz1etikqLkcecugVi0xNVHDGw3otttEaYpkWFiFImGzS7vRIVsc880EAl3T0DWNPGOzQc91Wb+1RhwnzE7NUy6rVCYzmKZBsWhgOx5xIEgj6G+NcAcBcRRR8LPkKCALmYXji7SbLVq9NqKsMYodjtcXOLj+Gjs7ewxsl/LRkxzeWuOZZpfmzTsszM6TM7P8/a//Q9731Pv49d/+FNlcnpOLS7x+6RZJtUza0KiWy6ipRt8cEiURzsjHCQKGPZuvfekc0gsJs9njb2pN3vISxL/xN/4KufzYIVKWFRRFQQjGhohhzGGzSZqmSELBth0EY/ssw7JIwwjNC5Dupg6qmoYkS7hRSGRohFGEqo6N7DOWTrlYwnZdHMfm8KCJrmkoikwQJ8iyzOTUODZ0rHwc26fGcUKrfYjnuYxsmyiKmJmeIckklOt1FFUZi3PChNiOsO0Rh61DnK5LEsfkcjkqtTJZy0IIiMN4bHOhQBj56IpOq90hCHwEEuVCBdfxmJycRAiBoRtkrAy+7+EHAeubGwRJPBYBRTGGoZMtWMRRjGJoY6fROCGJE9qNNoEXkKYJaZJSq9X4Z//sn70tQZyen2RmZookTQg8H8uyyFgWt2+vkQQpi4szjDyH2ze3idotHnnkYUaew2G7T2s4YDi0aW7vMHIdwihiNByiaQoPvuMh3vHud7GwlIfUxcxN4Y48gjAkTRJ2tnapTtQI4pCrr17m/PPnuf/UOxFCRU5iNBGjGSokMY1MFc3QuHr9Kp7r4dgu7UObe+97P0JV0GSBGgcEUUQcx9R6PfY3N9jf2UFWNZrhJtcb+/hRhCIUZEkiSsFSdQpGkbn5RSRgp73P0B1QK03w1/7aX/t9r5Vt2+zt7RFFES+88AKj0Yinn36aymyNm9dvUZqrsnTvMrlqASFUVCsLYcioM6C10ySfFN/UmrzlQXf+1de5fOMGUSJYXpglCkNkWUVIKYkfceXCLbSCgueGnDhxkpWVJdZ3dtAyWebnZslYGTrdLr3BiIP9fdbvrLG7s4UsyyysLCCJV7FHG5SqH2R54RSJnBClCSunVon8Dp5nY5kP8vqLFwmCmMiPqBY0FiZyJEmMKkncd+wejEKNMydO4LgJv/vVz2DHMbKUIKcp7f1dbr7+DXKlKaan5ihXqzS3HN79rgdxnYALm+0xtT4JEQrEiUyapEyWZ3j/mafIGXmCICCKz3Po9lhZWXmDePBfVj6fv3uFSjl5zwkurX+V5577OsPuAEkS3HrtBnvrezz0bY9gFjLoeQstTSjWSiycXEZqvN0yAeDjP/D9fOqzT/OvP/nvyVgW2XyG+lSV2YUJbl3fYqZQp6iYZMwSB47H185fZmFxjlOzNaQgIluqoCgaYRTTHQ44/8p5Ll68iKbrKJpJEpbZ2f4m1279ClMTj0JcRNJNJiZVRLRBNl9HlnPMzy0TRBJFQ+LIXJUotmm121iGwcDd5d5KjXLBwvX6SLLE5PQUQRAgYo/rr79IEEjoQ48r179GeaaKHXRwK2WSVMbSTN4x9xCmlqdWqLG5d4eRP+Cp+z9IMTfJna3bePYITTGQhPx7wpz/60rTlCgJ2A6+iiyn5MwM9ywsI5/W+Rf/8d/hD31e+dw58pUCiUghSZlZnmNhaR71bWHOuPwAfvfTX8TKq8RuROughT0YEgcRo16fJz72YY7cu8ity5tcvbCGefwU3f0mA1nilZfPM/QcDF0nieFd736cuVIB/egRulFKvTLBzsEaoyTB02xu7T3L85/dp7kz4uTJSR569Aj3P3yccOSiKiqqlFCrZ0lFTJKEXLl+jeXFRWYnpyCMMNWx+CVJEq5c+Ca5SBB3h2QdgaHnOGgN6Ow36e+sY5ZzrA0iMlNTTFYnOD19jHptHkUyOLV4BtIYRTOIYri+e50k9Chn6qiK+oYtxH9daZri+z53tu9gVDXy0iKlUomjR48SpYLpiSn69gC7ZyO7MFOd4aB9QDs4wOrA8WNv7kbiLQ+6TrdNknrMHC2yc6WPqeikaUqn1cTKaxTrGc6cvo/IEbz8whVIY/Yu30R7cYNMz6UqKZD6DB2HV5//j+zGPbSSwenv+Tbq1TJXNw7IFIpMW2fZvm3T3rsOIub6jXXCSGd74xlkOeXI/BEqGYli3iQRIaZp8K5H78cyDQqFKSRZvss4iSnkcyxOTtG4do3B9jYIMMwiWypkAh/nsMNov01D3ebkh8pYwsSxRwR5n4Nui6mpOoEXougRUSLYbK/Td4bI7i1OH3mIY8eOAWOQpSSE0QgJjaHt8bkvfI7FhWVOTd7PkAGnTpwklQRpnBDHAYHtksYxaiRwe31GoyG9UQ8NiWNHj72pNXnLg+7f/vvfRNIVSrManm3R3vWJREplocjUbBHfi1i/uYk39NBkweHuLtlrTSw7g67IyKrAjgLiYITn2FhBSODGRF7ErRsb+D0NgiKSqjI7s0KulKPf6ROEEiuL93LmxCOsbV4hnzMpFbOoqoymyli6jKKMrSFUTSUhxXY94jhCVTVmitMcHNzBIMOw38YfNUlFiBzEpGFKLAvSVCKTy2G7A4Kggh+FNLoNJDNGSS3kyGPou3ScLr7vE6djQyBJkkiSBNsbcmP9Knvt67hOghJOIhSZo0eXKWTzDHsDhsMR7mCEkTWYnKqxu7uHrmmoGQ2rnEGPddxuHy/xGXjDN7Umb3nQbdxZ5+yZU6gVj8l3a1z+2iZuZCOXErS8whc//2We/uKzlItVSklELmdS1iwqXo40hUHg01zS6Weq1F4IiCJ3vCkPPMpFnTA8jjgM0FWZjtOkVM/geTZFI0c2byEUQalYolYuMFErYRkKpqnjeA6qbpLPFxGphO352H7IYDhkZI/orW3T3t3nYmubxTRDRtOoKRqYIbFu0RvZmKZEo93EqICq61xdu8Lrdy6QrAdM5GepWmUm6gukcUwS+wjkN1z3G60DvvLNL9LrDhi5MVIqKGcEc7OTZMwMQgh2d3dpbzTw90dIimB02KdmFTi7eA+GblCaLOMMHYb9IfV8Bc/1/9uLcbfe8qD78He8n9mFCfpRk6nKHI/c47Pt3GC6tELqywQnfaI4Ytjx8de7ZPJFenJI1m8SGDKBLJC2PWK3z/W4i5MDsjqzgcPO/nWQFFx3RBqPyFgaTz71IJ2hT+IapK6MqsOttWssTU8BIISMJBSiCOJEEMfgeQ6eHxEFKfsHDfrDHkFJZ/fmkKyk4SuCfMZAyheIDIlRv4/tOzz4xCM0ByPCXMq1nRu8unmBycIMjcEejd4B09YMzeEBFbPCbjggTWMQY6FQpVjl6PwJ1uI7VHIyekbm9IlTLM0eQb4b/37p0iUMVUeYAYqsUs9XkVOZmXydKIlwt7pIbkJez5K3Vbqtzptak7c86JbnFshbFgXTpKBNIJcTsqrMZGYRb5AQBT5pnPLZ155BUTMYksL+lM4rhzeJcyatYZ/esIfruiiqSmD73LtyHz4jttpfo2BOEKVd9lr7KJKKqs5wavU+rly8Tt9rst/bIYhD0kTC80IkSZAAnheg6zp7u00gQggFJI2DwwZxnGAHLgPfRlE1HMukkdMIgyH20CVKIoxslo7tMBiMUCcsNg936ftN8v08aSDjxTaRnHCzcZVjk/eyN1xHkgBSer0ujusSx4KJ6jT3nz1Lu7dPLpNHlpU3GtdBEHCztcWNazeABMMyOblynJ3BIRnVpJDJsDg5R87Jkc/laYu3r3QApGFMHEskQYpqSphWBrk2yVR+imCQ0Gl0xzatQjAxN0m730Odr/La175M0oqIGBsQCllGCAmrUEZWNVRFUKrLhOkGWXWAUFNi2+LI3BkyWpX6ozVsx8aN4dbVa3T7Q+IwYWqyRDZjEocxnuvQ2O8iSXcbxbLOtZvXqc2WqFWrTC/P0233mZiZQBIyE7UqkgL5Qp44EUiSwu3b38Cahm5riCMi1u01hFCJRciOt4ev2eQ4hEQjSAOiOCaMIkqlEmtbW2iGSiFfJJ/Lw925MIDnebz00kus1OeYFyV6ns3k1ARyIrh4eJ1Gr81seYLpygRHl1c5f+V1JM18U2vylgfds199AdMwqM0USU7ITKhTOI2Aw26XOBjPPHVdH0cNRREZTSGR8zzx/g8SRiExkCYJiiSRJjGySMlnTBq7Iy7/yjqFio4kEpaXjrK6fBYpMRmMbEgCZEkmGgZ4tssXv/55Wq0mS/OL5PN5VhYWKebKBJ6HqkgE3YQgSsjmc4RhxOuvv44Qgum5OXK5DEdXV9BUnVSkgCBNxxqNiYk6OTNDUk7IihWELJGkKXEiUFKI0gLOwME0imRUGPRG/NW/8lepVCrMz88BKaVs6Y1x3rcqCAIMw+BOe5vNzQ3mazN4zV2mixM8fuYdeEGA4zlIioKsK+SrRRLr9zec/6B6y4NudfkoU5MTgMBtp2y095EkQTPd4PrNG3iuSwpkMhkah32CMOb+dzzM/fc/yt2bvbv2r+M9eBLD2tod7lx9hTtXm1iZHLph4Pf67N55FVUojFwbx/eJopi1jRvUiiUUSeLhe88Q6QZYJjv2kL1ui8gLuLO+huN7DPo9RAqnT59Gi2OiOGF/Z599VXB7bYO5ySlc12PpyCx7u/sMbQdDz5CRs7zzA6eQJIU0FUgCklQiSVIGwxEXX71OkoxTGfPZCg994s+R3N23JSlcHACM7f8lQBFju9v3ffef4bO/9svjmWtu7IIgTes4VoIQGjnFwvd93DhBrZgEYfim1uSPDLqvf/3r/OzP/iznz59nf3+fT33qU3znd37nG8fTNOWnfuqn+OVf/mV6vR6PP/44n/zkJ1ldXX3jnE6nw4/92I/xmc98BkmS+OhHP8rP//zPk83+5+jGixcv8qM/+qO8/PLL1Go1fuzHfowf//Ef/6M+XVRJUMhmaey3UIXC5GwdWRn/27XKo6TJONSt3e1SXT1LtV5j72CbhjuimisS2R7uyCWXyVIuF9F1g3anzdC2CTGIUh1Tszi2vMKkqWIoKmHrkEjXubq/z8v7m4SOjYzMUqaCX1DIWBJxnKL5MSISVIs12u4IXdUoKiZxGHHh0kVkdTxDlYSMrCl0God0B11G7io5K8vO1haVYpXShEllSkNTtHFbhBiEQhhHZCOT4uwqaSqI4xSnUeTU6dMEkj5+E919nQRjwEkCVAlkAaP9LerTc9Tzk1QnM+imThAGKMrYSCdN47FiLYEw8LH/78p7tW2b++67jx/8wR/ku77ru37f8b//9/8+v/ALv8C/+Tf/hqWlJX7iJ36CD37wg1y9ehXDMAD4vu/7Pvb39/nSl75EGIb8wA/8AB//+Mf5jd/4DWDMEHnqqad48skn+aVf+iUuXbrED/7gD1IsFvn4xz/+R3zGApEINtZ30YTC5Mzk+JKVpshCGgud717RMnLK5vpNfvNLX2L5wfv44jPfJD7sUJ+axBtEWJkcR46tUDDA0A2S0YD3PfAYSU2nlFWgfUgROLh1Gy+Nua86gf/Y47y2vknZzJN0O5yYmWErgVGzSd6wQNYoq1l0RaNQq5PTVLbssTV+GgtOn7qXdz70BNV6Dd2yuHrlCk9/9Ut0uzfGLGihIcsKhmEiyYIoCMYRmpoytvhXJFIpYTRIUVOTNJVpH0KgQRCBokAtD/N56IegS6DLd/3wVEhlMFxon9skJKSyMAGFDEpRx3VdkiRGESr1eo1gd/9NrcgfGXQf/vCH+fCHP/wHHkvTlJ/7uZ/jf/1f/1e+4zu+A4Bf/dVfZWJigk9/+tN87GMf49q1a3zhC1/g5Zdf5sEHHwTgn/yTf8JHPvIR/sE/+AdMT0/z67/+6wRBwL/6V/8KTdO45557uHDhAv/oH/2jPzLoNE1DIJibnWKn3xy/u5MURIJ012U9TVLiJOb58y9x7vJ1XN/F7g1QDY3dgwGVyQnMTB7XC7i51mLU3sGIE9RwxOpKDXWySm9rk83rVxnEgs89/yJ2KnH/8gyz73+SrYGDGUNr94C8blJQBHrgMnP/g2wPBrg9n2q+gGVJSGmKLAQaCkdXT/Kz/9+f5ezZ+4mjiEGrS9UokCYJn//K7zByR8i6RLmSH7N8w4TuTkww0KlW8uilFNlwUGXIZEwS38P1Bb/zbICmSSiyQNYE1bJgsy5Ah2JWkDchY0KYgJ/GpKFLjSxDe0i4HyAJBdd26Ww2iYmwihnUag5x14flD6v/S/d06+vrHBwc8OSTT77xvUKhwMMPP8wLL7zAxz72MV544QWKxeIbgAN48sknkSSJc+fO8Sf+xJ/ghRde4F3veheapr1xzgc/+EH+3t/7e3S7XUql329J5fs+vv+fb9m/FaRRLBQRkmBpeQ72ZaI4xlRU4jAlSH2iMESSxm7Sd27dwndcJEWmsb7DoN0mN2kxCB3myxmsrEKsDNhaP2CuIJOv5/Fjh6wk4XZ7DDo9knyBm5HHvu3S3w554PZtFqam8dp9DodDkiTm5EMPc+zMKfKVCq/fWuPf/vtPkyCxXKgTxSFCksnlCvz43/pfePhdj2F3h3z2N36H7b1djp04yoNnHuDKrde5euMSSZxw3wPLpCRcOX/IwVafqclJksiGJlgVCVkzyeRMkpKPIGXU74CkI8symiXwPYVOB1RdQdF0TDMll1PREiCKQAnxUqgXKwwiF/v2IYEdYikaJBKjgxbBlEdtpfamcPJ/KegODg4AmJj4vZ4WExMTbxw7ODigXq//3iehKJTL5d9zztLS0u/7Hd869geB7md+5mf46Z/+6d/3/ebuAT3lkF6vC7LC1vYO98wewxsKpo9k0QwTkhghoD/y6XTahH7A3sbGWB01P4c+WaP8yP0oikwYhhwOPeTRDpNTU6hBgpwIDMtiv9FkqZCnWq8QdDoIXWdta4P3La9QqE0jtXucfufDvOej30E8GvFv/u4/wtBN/ue/8EN8/rkX2OkPaPeaGLJgbm6RdzzyEJIkYeWzPPT4IzxkSkzNT9NsNLlw8zVur98AeRzEYg8dtu7s4PsRuVEWz/OQJVhb67C8Ok2lIiEkFZEGOI5NKkJ0XSFli721K8xMz7N07Cyjdh+3FWFnj4xvnqKY8mKdvfYGnZ0OVsZAFhJyDMVchiAMif2IsOMj5v4HM7r+m3/zb/KX//JffuPxYDBgbm6O/e1dUj/gxq0bTE9NsHzyFLsbDQZ7CkO/T2nKZLJaQQiJwUGTwc4O7mhIHHpoC0tk5+fJyiH+sE9rdx9GI+huk+BTVww0SSJNEg5aLRpBTMGxOb68zNkjR9k5OGSj3aU/GDC9PMl3/8D3c/zkKu3rNzn3mc9h7x3QTVImVIl3vesx/tbf/TlSKeGe2SorK0uUyuM3l6RITM1N4Hkerzz3IqWJGn/2z/wwrufz+uXX8FwbRQqYW9awhxB4bYa9mNnFEvev1qnP5FE0CUnWEFJAKnvj9GoCXNciDItcOv8yzd012q0uU/MPcvr+40Q+1AoFTMvALBo4bZdSoUwcRERKRK5eouM7FKomYtogMv87qMEmJycBaDQaTE1NvfH9RqPBmTNn3jjn8PDw9/xcFEV0Op03fn5ycpJGo/F7zvnW42+d81+Xrut/IGXn3rNnUYTM/JFldu6s09neR1F1tILFyNORmiY5zcB3PSoZwWboohCTCjjc2aKSt5gvQLFapdtsoeQsZBNSJ0FoGqNeD7lSQ00gX6sQotHzHY6urmDqFvtXrrGxtYWi55iamqZ1a42v/tZv0ztsc313l9jS6bs2/au3kXyX7W6L49MFHnnnI2i6BmlK7IfcOPcav/rvfo3f+tLvkskXODq3gJLRyWo6o1EfFJdSVWPxeJlRO2U09Dhx7yxWRsOPY0LfxR2GeG6Apo/QjQTfT1BUiYXVY6j33IuuGRxVMmiaQip5qHKMPRpRyFrkZirEHZ/I9sjUy8hZlbisYZgqet5EN3Vazf8OY7ClpSUmJyf5yle+8gbIBoMB586d4y/8hb8AwKOPPkqv1+P8+fM88MADADzzzDMkScLDDz/8xjl/62/9LcIwfKNp+aUvfYljx479gR+t/60yMga5TJZitYSfJFSKJYb9IYo8jhkvl4oYhsmN189z/0On8KOAG9dvEycxiqqyu7NPJCTU4/cRajJy95C5ksEwihFRTGvo4O4dcNhuU8rm0MOU5l6D6fc8Rak+xW6Q4AuVZ194geeee54/dfQo7Z1d+il4Usqf+u6PklomL33paWoZg92ejKHpnLnvLJIsQ5pyuLnHz//yL/Lpp3+XKInoDAZMpHDxcIeFlWUGgwA7GGJpOcKui2vHZEoCzxuhaeW7UwaJ5mGbzY0hxhGXIIrQdQlFk0lRiCOXWDaJZY8EC0SEhMth45BatUTih5h2gtBSklmTtKCilzLkZXncBUhj3qza5o8MutFoxO3bt994vL6+zoULFyiXy8zPz/OX/tJf4u/8nb/D6urqGy2T6enpN3p5J06c4EMf+hA//MM/zC/90i8RhiGf+MQn+NjHPsb09Fi48r3f+7389E//NH/+z/95/vpf/+tcvnyZn//5n+cf/+N//Ed9uuN+UgKyJHP23rPjO6y7Xd8kTUnThDga89hG/Q5/7COPMDuT5dadNbY2W8iE7N2+xRf/6ScplQs8+f7HsYwidnuLJI2JUsHW1hZb2zvUKmXqqsVKro5mZKgvTHFGZLi0doCzfpvNjS2WZYlT9QnSQob7ji5Rmp7iU7/5W4xslzMTM9zZXEdRFDJm5u5/IHCjgO3DbRIisoaGF0KChB0ExElKrV7DzJdxbIcoSrDdkEHgIkmCMI7IZzNosk4pV0KWhphZn9QOcFyBHAsyWQ0pVUhJkeWErCkRpzJ2MGbU9JtdRtf2UfyIcLFMZaGAmbFwXZfQ90gVhThOeIPC8ofUHxl0r7zyCu9973vfePytfdSf/bN/ll/5lV/hx3/8x7Ftm49//OP0ej2eeOIJvvCFL7zRowP49V//dT7xiU/w/ve//43m8C/8wi+8cbxQKPD000/zoz/6ozzwwANUq1V+8id/8v+HHh3cWLuFYejIksxUbRw4Nw5zkzB1kzRJieKINEnZ3jlAMxTq9SJT0w/RPjGiP3TQZDhyZJn6xAQ7Ow1azSa+H7DX6FM5Nk/Q38fzYyRJwyqWeLSUp9Hu4RlZNrZ3iQKPJA5wA4dPX7nEV9bX0LJZ0sDnymGHhdl5Xu50uF9VmLRUPM/j+o3rGMUsqjoWSDd6HRJZIhCQaCl7ThtNVkhTCN0AoYzfPLKsYBZMCvkq5UIGXdYRCFQtQZIjxsDwUXQoWQa6LIEaY8gyceyhaQqmmRKnCd4ootVqIx96mL5g5h2rTBydRtVUHNseOwt4HoqicOXKVarV+h+2HMD/ABLEP/nd3z3WuApBvV4jU8iSxgmqoiBJMmEUEYYRzsgmjiN0Q0USAk1T0S0TRVexdJMwCkAImgdtOq0u2WyG4dAja+XwgxBFTShWKxiaiirBTrtFCuO0mSBCkRVUVSUZt/IR0lhaqCoaiqIQxTGNvT1IYyq1Gs1mE0mSMAyD5cUl9vZ28Txv/IZRFQLHRTcMkjSlPlEjjmNSwDBU6tMVNEVFliVk0nGQnZTieSEb6226fkwqCWRJGvcqZQkZCUghHYekGFqGOArp7K8jhWBmTMy8haqpkIixT12csLW19QYjZWpqik9+8pNvSxBfvf4K9bkamYpJu98gjjTkRGEmW6FYKHN7f5e125uUfBW5oFCoFpmfXSY2ZRoMmK5P8cff++3stg+YLNSYyJb59V/9NS7fuMr2qEnJ8pi6d4W5U0eZXF2GNEESgul0LFrpHjT5wv/7X3D6xD18//d/P57nEccxQTCO0NR1HU0bA29vbw+AF158kbWNTVQSpienkSWVvJnDSCQqczPouTzf/MqXmJxf4Pmvf42P/9APc3JxBSljjvdvEiRRTIqge3uHjRdeZ+mJM5RWZvnnv/zP+cW//dPEUYSmKSwvVcnmdV6/tI0iCxRFAlni+MIZ2v0utYkqe50GiqIiJVCvTKLrGo43ZGpmDlnXiaMI1x6RvJ0NNq7Vx49QrVY5aHTwwxS7F6ABIx/sVpN2aw9TShAC/h8f/wFUXeKg1aNcnuDCrSuUjTIDb8Rhf5d6NUcsh5y+9zQ3N25RqRQQw4jGhStMzU0htTvo5QoIiVG3g2YaFHNZavPTCCHodrs4joPneXieRxRFSJKErutYlkWtViOfz3Pz1i2eePd7aKzdRpNVqlPTVKo1fN9j6DkEYYDruuxurCMJiFpDDp55Gk8R6FYGTVLY2tolMTT2Wg3aWwesv3yDlSfvJ4nG81KRQiFf5c/90F/ka8/+J6JoDRKJFAlNUu4mLgriOGY0GBCnKbpqYqkO+8M97NBma28XVdVQVYUwCJj5LzoW/616y4PO7vkYcsBCfh4ZwfREBU2KmC3N8dkvfp37l06xeqbCuWevce7GRd59/zuQpYSDO7fZ+OJrNLI32L90nQcffQg1gaHbA0BKBO8+8yiFfIX/9Nu/yeXPP8OgYJKbqJMaKlt3NilWq0iBh9ft8ciTH2E4HHJ4eIimaYxGI3zfR1VVVFW9G9Y73m+GYchoMCBCYndvm6mFefZ39zhsHKKYOkvLS+TyRS6fP0+uWsVPQkbtNlaqInsDvmjfxhsMeb95FC+JcFKJbrPDpc+/SH86Rghx12JjhmsXj3H+5U1kMQ5QVhQFTVHwA5v5mUW8eEQ2kyGMYizdIkkifM8nCRNURcZ1RwSBiirJhMHbBjoA/MDHPoJwBFs3G+StIo29AWv7axyUhqiWwJF6zBw9hvmKNfZ5G/YZDofsb+1z732nmTuxyJWbF/n6M18m8D0efegJyqUyiwtLPHn23di/tcHr+jSvrb2GNTtBuzWkXK8S9QN2d24QugGBMJHl8TTjW/b4siyPvYc9D4CNjQ36/T6maeLaNs8/+2Xahy1Onz5Np9NmZ3sHx3WYzkxDnGBaFkePHyOSVTK6yWR2AmcQkK1q3Nk7IBPrfKO7gdBNwjhgaI/oSR7JTAFZAJKEcA44uOjiOyES4+BgQ5HQFQ1N0lAklXw2R7wTI0gJfA9v6BEEIZqmMVmdwvVcoiglinzEmxu9vvVBl5+u8PV/9TKXbqxjmBl6vQFJ4vNIbZoz7z7CsUeP4MUhK/cvc3vzkE5oo85mmcjNcVSdoecMKJVKtJ0mX/z8b3P21H1Mz0wyNz9LcaKMFO7zEfkxHvyzj7F8dAlJksnnCxwcNPnNf/BvmZ+Y4ba/heM4hGHI5uYm5XKZmZkZFEXBcRy2t7fpdDqoqvrGDHnY7XPmgfsZdjpsrK8zskfkc3nCICDwfKbn5jj/1RuceuKdRAOXJBUYhoo0TPiR1Q/Qt0c8e+siQWhTMgxyioKay7MvZGRZJklSgmjEYffX0FWJMJVRFRnL0tB1BcftcubEQ4xEm3xGx9J1XD/mcNhHCAlVVYnDhHymRLffIYq9cT7tm6i3POg8ycesaUSv+zhhjGO3QCiMLJvVh86AHhOHCUpWRag5nFDnwtZlJmKL5akaYejjDz1iO+Tijdf42te+wvueeJIwDGkMW7w6tYYvPN6tP05lchZhyCAEjuOzkJ1nYnIKt5+QyWTIZDK88sor9Pt9Wq0WlmVxeHhIq9VienqaRqPB1tYWhmny4KOPYZkmvYMGnu9jmiaaruL1ujA3M6YsCcZ3xbU86rxEuL5HGo4oORrZnsfpKMvFqMGeP6RMFqnnMTIjZFkiTiT8BAbRBkE0DjROkpQogpQYSY1QNR091VieniGJI25t7o+tzJIYz3M5bB5gGhaZrMnM8ixm5m26OgB9e0j+SJ74eYeTjx8jNqY53Bhx/IlVfC0l9RNc3yeKY9rtfbp+Ayds0hzGrGglhJQSSyEiVjHVHC+89A0evPdB9vf3+eQ//2cIJD5y8kn8X1tjeGGI+u4aynSWQiZHqVBk+pKMUqgRhiFCCM6ePcutW7fY399nb2+Pe+65hyRJuHjxIu9+97u5fPkyiqJgZixkWSEmvdvCMEkFeGnM1q3rmPkcumXg2QPkgoX1J07xq3/xZ7hy/RpZVSYTy/Qdl5qVIU5jJE0iI2kYsmBoO/heSL1UBGTSuyxjRZYJg3Ss9Jdc+naH+tIUhWqd65cvYxkWvhcwdFwgJoogDALKRQsjFkji7Th1ANrbHczU4OwTZ3jv9z1BqHpcenaNbFmHGLRUJZRizFTlxiuvY01anJytYmkyGzevkC1UiMKIRARkDIO1rdt888LL7O/tM12ZQCKirww49SMPgC4Y2Da7L60zNAOud9b4xrDJrDnF9KHM9vY2rVYL0zSp1Wp0Oh02NjaQZZmJiQkajQZnz55le3ub5u4eS0ePYWZMhv02DdtHkWV0UyP2uwz6B1gZFc+zAUj7DlOZHJfzJp4pcdyock+oMOrazGgq7djlVm+PsF7C9UOEkJAVFce3GdhDVA1kSRqnCBETRiGdQZu6bXKwu8d0PssDKw/R7PZ5+dI1Tp9c5fK12whF5ejiHMQRnv22GgwAZ29Iq9NGSBKj/QGJEjBTLBE0fYyagiIUdHRcEaAgk1E1ej2PQEsQlgbBgMO2hxTFTFbLhKlMN/YJ4pC5qRmWF5YQCL7Zvcrlq1fJalm2n9+mdKLCQaNFMgXykcwb+7dabcw5832fU6dOjZX2tk2hUKBUKo3Ps22c0ZAgCtENGXs4wNIEghhdgCzEXfGGRBL4pElCEkQ8+Kc+yLT7KJ1wSOfKOmJ7QOr6bHRb9CSPNbqUfRVSSOKYbrdFSkqcBMiJCkIgCQnE2Fp2Z3+Nd5xexXd9Ti/NkDUsTFXjYLLDZKHIaHoS2/E4OjlBGIRcPGi/qTV5y4Nu8+oGp+87SqfVxwoiNEmCjMwwASVIGfpDOu0BrhMThjG7O00G+QzJ0GF1QaZYDsnKOplKhXK+QhCnXL11DcOVCROFan2B65vX+do3n6d50CSbzSKbMBzJlOZLTM7XyeQyxHGMrusEQUCr1eLg4ADHcYAxQ8Z1XSzLYn9/n8bhIds721Snpog8H1WWUWR5/FUZCxjiNEaSNWRFRUgS5nQVrVJgsmiBJBi+q8dn/+mvsnnlOredJsOyRKVYR5HGNmJhHDD0BuPWiaZimAqGoSLLgiQSRP7YkjZJEiZKRfJWAUmkFDJ5Aj/i9tYe7zxzhlubW6iyiqRJb8gX/7B6y4POyhTQMzlOlGvIQYIXpCiKyv6dA775lYscHnTZ2jhgcX6ZklmgnQwJhxFZNUelOEu1UMC2O3T7fRoHfeIYtrd2OL5ynMPDBr1el1qmwvH5IxyfXSGTsVCR2drfIU3h0o1LqLqKlbHodrvU63WiKGI4HOI4DrIsEwRj4bXv+8RxjGVZ5ItFfGeImcmAlGKZJqZh4no+zU6PKIGD/V0qlYB2u81uqQEI0mGbJIoZHbQZNTo0rZhhKjF79iihH6FoKjMzs2OGshh7MOuqRjanIgkJ348IgxgpDkiFxm6rw8i2ee7iZXRV5cTyMidXxwRPN0qYmZkdEzmF8n/qBvVf11t+9vrQww9jGDqJSDGKBqETjxkRaYys6yiqitMZsjg/z8JTDxJZY4W7EGMFhUCQkpIk0V1DahAxJJf2eMfRd5AzK5CO3dLjNCCNJEIv5JVLL9AbdklIKVXyOFZE/cGjyKr6Bj3+WxeGNE3Yv75Oe2MsbJnQcnQatzAsmYl8AcX2sXwZUzcISgqDwiwH+y2i4RAtTXESyEyaY3taRSVNuPuR6zPqDBkObHwvxHd9jh09Rj6f5z3vec/Y9lb6z1eoVqvFhQsXsG2b7e1tstksQgh2drbRdQ1JQKmYwzR1dEO/q8lMEKR0+yMy+Sr/8l/+y7dnr+dff41ytUqgeBhFC6ftE4sU1ZBQdZU0TLGbI2RV5sj8B4nqBqkQdxEx7jwZEThyfNdbF5Igxn11g2MLp6jkZ/H9AM8NCaUe8SiD3fF56r5l/DAmCiNseZ/P7PwO06emUA2T1HEQmoZuGgghERMxc+809TAkDEP6v/4iRuKhuhGjdpOqP05ILEgmwzSLXZ/nxDvuYzlrsv3CM/zmudsUrRzZfA4CGUPPEZMQ+z1SxSczqSBCGclTiOWIMAw5eeoe4njsLbw9HKJIgvzCHPc+8jAijLD7fTqdDv/0n/4cBwfr5HNZFFng2AqmaVAo5NAVDVUSyCKl2zwkStU/bDmA/wFAJ2sqhqXhej5IMlpOwSxmkEi5b+kYDy/dz7/8zd9AALIqk1U0UllCpCkiSRB+jB5LCF0jEoxzvUSILwRqViZX1ZB6KUkQYyc+Gb1Mmh33uoScEMkxg5FAkRUM3URVZLob+2jFArnFJWJLJk5DZEUhinVCz8fXDZbveYIJy6SzuYFkH4DkkmaqhJ0DiprMiSOrdNcuEaohhYkCmXIOkaRIqUCVNSxVYzRqIasxiqwidIt8MYcSqqwcWQESSGLWGk3+t898DtIQRZaZmJ3jfSdOct/y0ngkpitomkqcJAhJJo1iJD8g8AKyBZOMqSMLwfz0JKP0bYU/ANHdqJJ8IUMcJ2i6xunTK9y/fJrvevCPc3RimRktz29fewFNGueApVKKGgnyocwcOUZaxMHVJt6kjF8fR00GGYtc0cAqKiDHeHGA0+phKmUyOWOslncDwiBC8iVOvvshsoaF2vdonT9gbjFLqd9HPlKhl5UZWRJRFBOlEtbUJI8ur9BfXyfHEof9PGliE88vo/V2Ofv+D6FEKVfWbtHtuyi6imJqxB2XxLNJ/QGRqpCThsiyjBsMSR0F37CwpITFpSX8OCSMYm41m6ydO0c0HCLLKo3lJT5y9ixhNI4IlYVMmgrCcOw4IIsxDUpGQ1dzpHFMqtz1e0nfvpEAQNFV8vNF5o7NsXbrDhNxnr/8rh/hwXvOIucz7O7uoWQ0ypNlsqmCEcmErou+76H2I5pxkyiJKUcKRqHMbgqBlDJz8iRzyzNIkoSLw3Mv/w5ra+s8MPcUS7XjZMsqcReQBZovU8xlwe4i92LeOXuKiiNjb7p0ajbKfIlMkhKJBD/xcJOE3tY27e1tPARBKiO3HQKjj3XP/RxubnDlxXOE3Q5JrJCf0hn2Bshdl4yWYMgqlhaRpBVkESHLIYqq0ZNlsmaWYqXI3shha3uP9vOX+IBUQy3WcGQJ7ZF3YOZz+PEYdJoqoykyQRQRBCmyJJGzLCYn5jBNk37nADkGIcuU/xv7uN+zJv/3Lvl//8oUDaZXZ3js2KMc1xf5rlPvRSQaVy9coO0MEHJKKZthcXYO83ofw3CJB0OGjsvUzAydUY+smSFbzuLt9igPFaS5ApE0Tt4B0E2NVA6ICfmPT/9rhG9y8sgx7pl7nNnaEXRPQVVSoozPFzZeoVrQOOJWqLgmsq+Si2sYioqX+khxxDCO+fe/8xmCZpsPP/UkvWEHRMDWxddZnpgg9jYZNnZZmZhgq9EgI2mMDkM0ZKIQHEcnCHSiOCJnKAydgEa/g17JkalmsHIZPnd9i8ZwhDZdR8vl8P2QQiXL3AMn0cKIVFWQFAnL1CnkTIaOR+JHlHJFnnzivcxNztC3+/Q6OwRBjKRIGMrbRtcATCxUmCvOMG9M8thDJ1nfaRAOBkwqMkFeJ7s8i9NosFKZ4z9+7rMM7OGYlOh5mFmLxYVFji6vYmRMCqUCznCEtRHQCcfjolZvm73eBq1mg2F3yLVrNxkNba7feZ17/p9nKdcztHwDrQd7v7HD6+dewrg3y8tzGSQ5IbedZzFd5b1H30nRKKAkMoHn0uke0Asitrp9kjBi8vh9nGy1aaxvYmUEU9kcdc1ilC/QiH0USSX0IyRZR9XLkEbISUR/6HHQHaCUMkQIojDi5qe+iTvwUY9MklTL+FMS6cAl2w+4eP4ycb3M0flZVEXF1DXyd2eqOVNldf4I65sbbOzvYqgQRyEICIOIJH6bxAlAvlAgl8nRbLYY9brsdPbxNw+Yfc/7yc9XcEdDrHoJrzui0+lw2G0jJEEYBMSdNruNfS5v3KRYKjFbn2KqNkE9X6aULdDttlhrXObCzdd45YWLbN5pEEYhSRpRqVQ48+BJ6gWDtXaMHKXsv7DG8DNbOF8x0fIGWtHAqfRozzUInxzx4MK91CZqRF5AMW/w7d/z7Xz9i1/lw488xtqdW+iBhBraXBm0eNfpM6hxiKHohCOHNBKYWgYUCXvoYJoSvdGAMIXidJlYlnCHLu7Axu0dMrVl07ywhW5YRPkspp/So0/zaIaOABtYa7dxPJ981sTSTQwtj+8OkQBZjEdlqqrcZUJH41j4N1FvedApvsblV68wqPbY29/hyOoRjpw6iS9JxIFgfb9Bc7DLRGEKogTfdpG18a2/hIAgwW4NwEuQRwHOyGHfOGB1Zp7PP/s75EoaUVNFTjLcc+oktVqdg/1D3v3Qe5hbnCRN4Gvf/DLmYo0rhzdQpzWGh11CxyA81JGUPvoli4P1W3x1uUVluUS+72JYWYTvU9ET8rqOsrtPPleioOko2QxZSUYSoKEgpRAnHigmhmbQG3axrAKZUhE78ojiCHxBOnTxdI9gVmVkwIVvXIY04UhmgXYc4egeG/stTj74TpZP3cvr6+t0uyOq2QySpY5JCyQkYYLnQnvUJ2+oGKZG4AUkb+e9jsuPfCzdJFfKUlDzSDqgyPQCn9bGbQ6aO+RqFrIqo2Q1atUqcRrjRT4Zw8IwzLuhJ3m0jEGcVUmzGar1Cb79g99NxsiQPJHw4Q/sUK6UyFt5HMfl1rU7PP+1r5NEMBraBJ6KWFXRShnyPQUlVFAUDf3/aO9ufpra8ziOv89Dz+kTbaHA5Rrs9WrmjuOgsyCi1S2RqBvNTe5mFrO40aCwMDEuXLnkDzDGnbgkceHGEBMDamKCMRDJCBrM+HDBiOBDW1pK2/PwnUVjZzpXHXMvLdp7XkkXcH4h3/z6OS3nnN8531iIQHsUzdJRNIW3y29RchZtwRj5ly9p0U2UXJa/bv6OVGYFJaTTGW5DdBtDCXD/2ROUeBAHl7y1hqig6yqFwhoYgiYqVtHCcYTsahG1XeXP27eSz+fJOqsUSkWW32ZQHZVCKsvhv/yNdlXnl6cLzMzM4LiC47qIIhimD8UwKFklll+kePTLAs2BIH/a2oFlO7i1uu/1axOLh4n6mvD5DYJqBNPUyRVyBAJBbGuNts3NNDdHyb0r4t8Ux44HEMfFLw4hI0DYFyBk+gmYIcxAgKzPRjd92JZNLr3KquRRdIXOjs7yHflAOBzm+++/49kzFcsqYTs2qfRrSj4HcS0C3wQJKiaiqegtfvzfhmmJdxBtbSP94hX8M4VbKKBZQiLejlYoEP0mjhYJEIkEeSurlAoW4aAfx7VJZ3IsLb8jFnFYy68QCptYtqDZOqqhYRomCjpLhRRFy+ZJdgXTMPjpH39HUxSKSykWn7zk8cMntDSFcIolbHFJpdNksjl0EeLNEVSlfPXCdVwc16ZUskixyrvMCm/SGWLfbvus96RhL4NlMhlisRg/D/xMU7AJQzcQ1UVDLa8sMUzWCgUWXiygKAqhUBgxyw1ERABx0RQdn6qVb9VTNRRNw6Z8Fl8ruaykM0C5L8OuXbsIhUJVNYiUDzbmHj/m9dvXrOZXy1c4mkPggiiAoaGZOgEziGEaWGtFlHSJTOodqqKwtaMdv6ah6TqarqCrCtniGppoKMDLTI5s0SKbzZbv6VUVIrEmoHyJCwVUTcPQDbIrOQzdJJVKAdDU1ISu62z/4Qc0VaOYWwUFCqsFfAGTf80/x7ZtfJpg+PTyChTAdhxW8wVy+QIi5XN0juPQ0tJSeRhmNBr96HvTsKF7+vQp27Z93p7nWV8LCwt0dnZ+dHvDfr22tLQAMD8//8m97o/i/VOsFhYWPnkx/vcQEbLZbOXxIB/TsKFTy00TiEajNZvkr9F/2mvWxufs4J93CtnjWUde6Dx117ChM02Tc+fOffZq1kb3Jc1Hwx69er5cDftJ5/lyeaHz1J0XOk/deaHz1J0XOk/dNWzoLly4wJYtW/D7/ezZs4d79+5tdEnrbmhoiN27d9PU1ER7eztHjhxhbm6uakyhUGBgYIB4PE44HObHH3/8VY+O+fl5Dh8+TDAYpL29nTNnzmDbdu0KlwY0MjIihmHIpUuXZHZ2Vo4dOyaxWEyWlpY2urR11dfXJ8PDwzIzMyPT09Ny6NAhSSQSksvlKmP6+/tl8+bNMjY2JpOTk7J3717Zt29fZbtt29LV1SW9vb1y//59GR0dldbWVjl79mzN6m7I0PX09MjAwEDlZ8dxZNOmTTI0NLSBVdXe8vKyAHL79m0REUmn0+Lz+eTKlSuVMY8ePRJAJiYmRERkdHRUVFWVV69eVcZcvHhRIpGIFIvFmtTZcF+vpVKJqampqk6MqqrS29vLxMTEBlZWe5lMeX3f+xU2U1NTWJZVNRfbt28nkUhU5mJiYoKdO3dWNRHs6+tjZWWF2dnZmtTZcKF78+YNjuN8shNjI3Jdl1OnTrF//366urqAcsdIwzCIxWJVY/+3K+WH5ur9tlpo2KVNfzQDAwPMzMxw586djS7l/2q4T7rW1lY0TftgF8WPdVD82g0ODnLt2jVu3rxZtWK3o6ODUqlEOp2uGv/fc/FbOk7+Xg0XOsMw6O7uZmxsrPI713UZGxsjmUxuYGXrT0QYHBzk6tWrjI+P/6oxc3d3Nz6fr2ou5ubmmJ+fr8xFMpnkwYMHVe1Qb9y4QSQSYceOHTUrvOGMjIyIaZpy+fJlefjwoRw/flxisVjVEVojOHHihESjUbl165YsLi5WXvl8vjKmv79fEomEjI+Py+TkpCSTSUkmk5Xt70+ZHDhwQKanp+X69evS1tbmnTL5Lc6fPy+JREIMw5Cenh65e/fuRpe07oAPvoaHhytj1tbW5OTJk9Lc3CzBYFCOHj0qi4uLVX/n+fPncvDgQQkEAtLa2iqnT58Wy7JqVre3ns5Tdw33P53ny+eFzlN3Xug8deeFzlN3Xug8deeFzlN3Xug8deeFzlN3Xug8deeFzlN3Xug8dfdvbe5DhylJT4IAAAAASUVORK5CYII=", "text/plain": [ "<Figure size 640x480 with 1 Axes>" ] @@ -69,7 +92,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "car horse horse car deer truck cat dog car cat plane plane ship plane cat car truck frog plane bird cat car frog dog bird dog truck dog plane horse ship horse plane ship car dog deer cat ship horse horse bird plane ship dog plane dog ship horse cat truck dog plane cat cat deer car truck ship frog dog horse plane cat \n" + "deer bird cat car horse bird car plane frog car ship ship cat truck plane deer truck car truck bird truck frog deer deer horse car truck ship horse plane truck cat bird car car plane cat truck ship deer plane bird deer car dog truck frog deer frog frog plane cat dog horse deer truck frog car cat dog cat car plane bird bird horse ship cat cat bird deer deer frog ship truck ship car ship bird car truck deer ship dog ship dog plane truck horse deer dog ship bird plane deer car truck car deer plane plane ship bird car cat frog dog frog car horse truck frog deer dog horse ship bird dog car dog deer plane ship car dog bird ship horse truck horse ship cat bird frog ship plane horse truck cat deer plane cat cat horse truck horse cat plane cat car horse car cat plane bird ship plane horse car frog frog plane car horse dog ship car dog plane dog plane ship cat ship horse horse frog dog ship cat deer frog ship deer bird bird plane plane dog truck dog car truck horse car car truck truck bird ship horse dog horse dog car deer dog car truck deer horse dog ship dog frog bird plane dog cat ship bird deer ship cat deer car cat dog truck horse plane horse plane truck dog dog bird bird plane dog deer bird truck plane cat frog bird horse deer ship ship ship deer frog truck bird \n" ] } ], @@ -87,9 +110,7 @@ " plt.show()\n", "\n", "\n", - "# get some random training images\n", - "dataiter = iter(train_loader)\n", - "images, labels = next(dataiter)\n", + "\n", "\n", "# show images\n", "imshow(torchvision.utils.make_grid(images))\n", @@ -99,7 +120,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 47, "metadata": {}, "outputs": [ { @@ -120,39 +141,43 @@ " super(Net, self).__init__()\n", "\n", " self.conv1 = nn.Conv2d(3, 64, kernel_size=3, stride=1, padding=1)\n", + " self.bn1 = nn.BatchNorm2d(64)\n", " self.relu1 = nn.ReLU()\n", " self.conv2 = nn.Conv2d(64, 64, kernel_size=3, stride=1, padding=1)\n", + " self.bn2 = nn.BatchNorm2d(64)\n", " self.relu2 = nn.ReLU()\n", " self.maxpool1 = nn.MaxPool2d(kernel_size=2, stride=2)\n", "\n", " self.conv3 = nn.Conv2d(64, 128, kernel_size=3, stride=1, padding=1)\n", + " self.bn3 = nn.BatchNorm2d(128)\n", " self.relu3 = nn.ReLU()\n", " self.conv4 = nn.Conv2d(128, 128, kernel_size=3, stride=1, padding=1)\n", + " self.bn4 = nn.BatchNorm2d(128)\n", " self.relu4 = nn.ReLU()\n", " self.maxpool2 = nn.MaxPool2d(kernel_size=2, stride=2)\n", "\n", " self.flatten = nn.Flatten()\n", " self.fc1 = nn.Linear(128 * 8 * 8, 256)\n", + " self.bn5 = nn.BatchNorm1d(256)\n", " self.relu5 = nn.ReLU()\n", " self.dropout1 = nn.Dropout(0.5)\n", " self.fc2 = nn.Linear(256, num_classes)\n", "\n", " def forward(self, x):\n", - " x = self.relu1(self.conv1(x))\n", - " x = self.relu2(self.conv2(x))\n", + " x = self.relu1(self.bn1(self.conv1(x)))\n", + " x = self.relu2(self.bn2(self.conv2(x)))\n", " x = self.maxpool1(x)\n", "\n", - " x = self.relu3(self.conv3(x))\n", - " x = self.relu4(self.conv4(x))\n", + " x = self.relu3(self.bn3(self.conv3(x)))\n", + " x = self.relu4(self.bn4(self.conv4(x)))\n", " x = self.maxpool2(x)\n", "\n", " x = self.flatten(x)\n", - " x = self.relu5(self.fc1(x))\n", + " x = self.relu5(self.bn5(self.fc1(x)))\n", " x = self.dropout1(x)\n", " x = self.fc2(x)\n", "\n", " return x\n", - "import numpy as np\n", "\n", "class EarlyStopping:\n", " def __init__(self, patience=5, delta=0, verbose=False):\n", @@ -218,194 +243,18 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 48, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "2015bbbee23647bab30c0f1482683dc1", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - " 0%| | 0/625 [00:00<?, ?it/s]" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Validation loss decreased (inf --> 1.216590). Saving model ...\n", - "Epoch 1, Training Loss: 1.565271990776062, Validation Loss: 1.2165899121077957, Validation Accuracy: 0.5633\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "c7e915c3d119481bace4c8576dca1596", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - " 0%| | 0/625 [00:00<?, ?it/s]" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Validation loss decreased (1.216590 --> 1.003415). Saving model ...\n", - "Epoch 2, Training Loss: 1.1386508414268495, Validation Loss: 1.0034145310426215, Validation Accuracy: 0.6446\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "70584a1edd6e42db8fa96651b85bc536", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - " 0%| | 0/625 [00:00<?, ?it/s]" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Validation loss decreased (1.003415 --> 0.818877). Saving model ...\n", - "Epoch 3, Training Loss: 0.9242922316551209, Validation Loss: 0.8188765542522357, Validation Accuracy: 0.7125\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "25b2204d29dc4bc296f898b230164fcc", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - " 0%| | 0/625 [00:00<?, ?it/s]" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Validation loss decreased (0.818877 --> 0.801134). Saving model ...\n", - "Epoch 4, Training Loss: 0.7780695144176483, Validation Loss: 0.8011339386557318, Validation Accuracy: 0.7242\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "3b010aa4b80f49cb9e2a14c03e96dd22", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - " 0%| | 0/625 [00:00<?, ?it/s]" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Validation loss decreased (0.801134 --> 0.728373). Saving model ...\n", - "Epoch 5, Training Loss: 0.6724959935188294, Validation Loss: 0.7283725865707276, Validation Accuracy: 0.7505\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "22f48cb393de4120b51283a82f3477f6", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - " 0%| | 0/625 [00:00<?, ?it/s]" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Validation loss decreased (0.728373 --> 0.693063). Saving model ...\n", - "Epoch 6, Training Loss: 0.587509498167038, Validation Loss: 0.6930634297762707, Validation Accuracy: 0.7634\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "3eb0f7816394459fa7d72a34fc7f0f58", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - " 0%| | 0/625 [00:00<?, ?it/s]" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "EarlyStopping counter: 1 out of 5\n", - "Epoch 7, Training Loss: 0.5175389803886413, Validation Loss: 0.7332805789959659, Validation Accuracy: 0.7555\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "b9e4d3cc2f7b4567ae42579d1d8d9a4e", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - " 0%| | 0/625 [00:00<?, ?it/s]" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "EarlyStopping counter: 2 out of 5\n", - "Epoch 8, Training Loss: 0.4635616994857788, Validation Loss: 0.747624978138383, Validation Accuracy: 0.7568\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "e070cd6d8a2c4ced83bd30f948ffd1a2", + "model_id": "d9bb06e7f1224d11a3594607307b62b2", "version_major": 2, "version_minor": 0 }, "text/plain": [ - " 0%| | 0/625 [00:00<?, ?it/s]" + " 0%| | 0/196 [00:00<?, ?it/s]" ] }, "metadata": {}, @@ -415,19 +264,19 @@ "name": "stdout", "output_type": "stream", "text": [ - "EarlyStopping counter: 3 out of 5\n", - "Epoch 9, Training Loss: 0.40474912509918215, Validation Loss: 0.7318847012367977, Validation Accuracy: 0.7743\n" + "Validation loss decreased (inf --> 1.109181). Saving model ...\n", + "Epoch 1, Training Loss: 1.3829104809128507, Validation Loss: 1.109181210398674, Validation Accuracy: 0.6044, Learning Rate: 0.001\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "cc9b9c5154bf4f679a407a16a534d793", + "model_id": "eccea7609d79430886860b97419e3ae2", "version_major": 2, "version_minor": 0 }, "text/plain": [ - " 0%| | 0/625 [00:00<?, ?it/s]" + " 0%| | 0/196 [00:00<?, ?it/s]" ] }, "metadata": {}, @@ -437,81 +286,136 @@ "name": "stdout", "output_type": "stream", "text": [ - "Epoch 00010: reducing learning rate of group 0 to 1.0000e-04.\n", - "EarlyStopping counter: 4 out of 5\n", - "Epoch 10, Training Loss: 0.36835129833221436, Validation Loss: 0.7689011379791673, Validation Accuracy: 0.7706\n" + "Validation loss decreased (1.109181 --> 0.918396). Saving model ...\n", + "Epoch 2, Training Loss: 0.9678352526864227, Validation Loss: 0.9183955788612366, Validation Accuracy: 0.6796, Learning Rate: 0.001\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "f3856aff1d8e44c59ee25ea74bc4f470", + "model_id": "cd1f3013323d4b11be5aecc9bbaeb557", "version_major": 2, "version_minor": 0 }, "text/plain": [ - " 0%| | 0/625 [00:00<?, ?it/s]" + " 0%| | 0/196 [00:00<?, ?it/s]" ] }, "metadata": {}, "output_type": "display_data" }, { - "name": "stdout", - "output_type": "stream", - "text": [ - "EarlyStopping counter: 5 out of 5\n", - "Early stopping\n", - "Finished Training\n" + "ename": "KeyboardInterrupt", + "evalue": "", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", + "\u001b[1;32mc:\\Users\\Main\\Documents\\com3013-comp-intelligence\\cnnBase.ipynb Cell 5\u001b[0m line \u001b[0;36m5\n\u001b[0;32m <a href='vscode-notebook-cell:/c%3A/Users/Main/Documents/com3013-comp-intelligence/cnnBase.ipynb#X10sZmlsZQ%3D%3D?line=49'>50</a>\u001b[0m scheduler \u001b[39m=\u001b[39m optim\u001b[39m.\u001b[39mlr_scheduler\u001b[39m.\u001b[39mReduceLROnPlateau(optimizer, mode\u001b[39m=\u001b[39m\u001b[39m'\u001b[39m\u001b[39mmin\u001b[39m\u001b[39m'\u001b[39m, patience\u001b[39m=\u001b[39m\u001b[39m2\u001b[39m, factor\u001b[39m=\u001b[39m\u001b[39m0.1\u001b[39m, verbose\u001b[39m=\u001b[39m\u001b[39mTrue\u001b[39;00m)\n\u001b[0;32m <a href='vscode-notebook-cell:/c%3A/Users/Main/Documents/com3013-comp-intelligence/cnnBase.ipynb#X10sZmlsZQ%3D%3D?line=51'>52</a>\u001b[0m \u001b[39m# Usage example\u001b[39;00m\n\u001b[1;32m---> <a href='vscode-notebook-cell:/c%3A/Users/Main/Documents/com3013-comp-intelligence/cnnBase.ipynb#X10sZmlsZQ%3D%3D?line=52'>53</a>\u001b[0m train_losses, val_losses, val_accuracies \u001b[39m=\u001b[39m train_model(model, train_loader, val_loader, criterion, optimizer, scheduler)\n", + "\u001b[1;32mc:\\Users\\Main\\Documents\\com3013-comp-intelligence\\cnnBase.ipynb Cell 5\u001b[0m line \u001b[0;36m1\n\u001b[0;32m <a href='vscode-notebook-cell:/c%3A/Users/Main/Documents/com3013-comp-intelligence/cnnBase.ipynb#X10sZmlsZQ%3D%3D?line=10'>11</a>\u001b[0m model\u001b[39m.\u001b[39mtrain()\n\u001b[0;32m <a href='vscode-notebook-cell:/c%3A/Users/Main/Documents/com3013-comp-intelligence/cnnBase.ipynb#X10sZmlsZQ%3D%3D?line=11'>12</a>\u001b[0m running_loss \u001b[39m=\u001b[39m \u001b[39m0.0\u001b[39m\n\u001b[1;32m---> <a href='vscode-notebook-cell:/c%3A/Users/Main/Documents/com3013-comp-intelligence/cnnBase.ipynb#X10sZmlsZQ%3D%3D?line=13'>14</a>\u001b[0m \u001b[39mfor\u001b[39;00m inputs, labels \u001b[39min\u001b[39;00m tqdm(train_loader):\n\u001b[0;32m <a href='vscode-notebook-cell:/c%3A/Users/Main/Documents/com3013-comp-intelligence/cnnBase.ipynb#X10sZmlsZQ%3D%3D?line=14'>15</a>\u001b[0m inputs, labels \u001b[39m=\u001b[39m inputs\u001b[39m.\u001b[39mto(device), labels\u001b[39m.\u001b[39mto(device)\n\u001b[0;32m <a href='vscode-notebook-cell:/c%3A/Users/Main/Documents/com3013-comp-intelligence/cnnBase.ipynb#X10sZmlsZQ%3D%3D?line=16'>17</a>\u001b[0m optimizer\u001b[39m.\u001b[39mzero_grad()\n", + "File \u001b[1;32mc:\\Users\\Main\\anaconda3\\envs\\PyTorch\\Lib\\site-packages\\tqdm\\notebook.py:249\u001b[0m, in \u001b[0;36mtqdm_notebook.__iter__\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m 247\u001b[0m \u001b[39mtry\u001b[39;00m:\n\u001b[0;32m 248\u001b[0m it \u001b[39m=\u001b[39m \u001b[39msuper\u001b[39m(tqdm_notebook, \u001b[39mself\u001b[39m)\u001b[39m.\u001b[39m\u001b[39m__iter__\u001b[39m()\n\u001b[1;32m--> 249\u001b[0m \u001b[39mfor\u001b[39;00m obj \u001b[39min\u001b[39;00m it:\n\u001b[0;32m 250\u001b[0m \u001b[39m# return super(tqdm...) will not catch exception\u001b[39;00m\n\u001b[0;32m 251\u001b[0m \u001b[39myield\u001b[39;00m obj\n\u001b[0;32m 252\u001b[0m \u001b[39m# NB: except ... [ as ...] breaks IPython async KeyboardInterrupt\u001b[39;00m\n", + "File \u001b[1;32mc:\\Users\\Main\\anaconda3\\envs\\PyTorch\\Lib\\site-packages\\tqdm\\std.py:1182\u001b[0m, in \u001b[0;36mtqdm.__iter__\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m 1179\u001b[0m time \u001b[39m=\u001b[39m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_time\n\u001b[0;32m 1181\u001b[0m \u001b[39mtry\u001b[39;00m:\n\u001b[1;32m-> 1182\u001b[0m \u001b[39mfor\u001b[39;00m obj \u001b[39min\u001b[39;00m iterable:\n\u001b[0;32m 1183\u001b[0m \u001b[39myield\u001b[39;00m obj\n\u001b[0;32m 1184\u001b[0m \u001b[39m# Update and possibly print the progressbar.\u001b[39;00m\n\u001b[0;32m 1185\u001b[0m \u001b[39m# Note: does not call self.update(1) for speed optimisation.\u001b[39;00m\n", + "File \u001b[1;32mc:\\Users\\Main\\anaconda3\\envs\\PyTorch\\Lib\\site-packages\\torch\\utils\\data\\dataloader.py:438\u001b[0m, in \u001b[0;36mDataLoader.__iter__\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m 436\u001b[0m \u001b[39mreturn\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_iterator\n\u001b[0;32m 437\u001b[0m \u001b[39melse\u001b[39;00m:\n\u001b[1;32m--> 438\u001b[0m \u001b[39mreturn\u001b[39;00m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_get_iterator()\n", + "File \u001b[1;32mc:\\Users\\Main\\anaconda3\\envs\\PyTorch\\Lib\\site-packages\\torch\\utils\\data\\dataloader.py:386\u001b[0m, in \u001b[0;36mDataLoader._get_iterator\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m 384\u001b[0m \u001b[39melse\u001b[39;00m:\n\u001b[0;32m 385\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mcheck_worker_number_rationality()\n\u001b[1;32m--> 386\u001b[0m \u001b[39mreturn\u001b[39;00m _MultiProcessingDataLoaderIter(\u001b[39mself\u001b[39;49m)\n", + "File \u001b[1;32mc:\\Users\\Main\\anaconda3\\envs\\PyTorch\\Lib\\site-packages\\torch\\utils\\data\\dataloader.py:1039\u001b[0m, in \u001b[0;36m_MultiProcessingDataLoaderIter.__init__\u001b[1;34m(self, loader)\u001b[0m\n\u001b[0;32m 1032\u001b[0m w\u001b[39m.\u001b[39mdaemon \u001b[39m=\u001b[39m \u001b[39mTrue\u001b[39;00m\n\u001b[0;32m 1033\u001b[0m \u001b[39m# NB: Process.start() actually take some time as it needs to\u001b[39;00m\n\u001b[0;32m 1034\u001b[0m \u001b[39m# start a process and pass the arguments over via a pipe.\u001b[39;00m\n\u001b[0;32m 1035\u001b[0m \u001b[39m# Therefore, we only add a worker to self._workers list after\u001b[39;00m\n\u001b[0;32m 1036\u001b[0m \u001b[39m# it started, so that we do not call .join() if program dies\u001b[39;00m\n\u001b[0;32m 1037\u001b[0m \u001b[39m# before it starts, and __del__ tries to join but will get:\u001b[39;00m\n\u001b[0;32m 1038\u001b[0m \u001b[39m# AssertionError: can only join a started process.\u001b[39;00m\n\u001b[1;32m-> 1039\u001b[0m w\u001b[39m.\u001b[39;49mstart()\n\u001b[0;32m 1040\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_index_queues\u001b[39m.\u001b[39mappend(index_queue)\n\u001b[0;32m 1041\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_workers\u001b[39m.\u001b[39mappend(w)\n", + "File \u001b[1;32mc:\\Users\\Main\\anaconda3\\envs\\PyTorch\\Lib\\multiprocessing\\process.py:121\u001b[0m, in \u001b[0;36mBaseProcess.start\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m 118\u001b[0m \u001b[39massert\u001b[39;00m \u001b[39mnot\u001b[39;00m _current_process\u001b[39m.\u001b[39m_config\u001b[39m.\u001b[39mget(\u001b[39m'\u001b[39m\u001b[39mdaemon\u001b[39m\u001b[39m'\u001b[39m), \\\n\u001b[0;32m 119\u001b[0m \u001b[39m'\u001b[39m\u001b[39mdaemonic processes are not allowed to have children\u001b[39m\u001b[39m'\u001b[39m\n\u001b[0;32m 120\u001b[0m _cleanup()\n\u001b[1;32m--> 121\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_popen \u001b[39m=\u001b[39m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_Popen(\u001b[39mself\u001b[39;49m)\n\u001b[0;32m 122\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_sentinel \u001b[39m=\u001b[39m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_popen\u001b[39m.\u001b[39msentinel\n\u001b[0;32m 123\u001b[0m \u001b[39m# Avoid a refcycle if the target function holds an indirect\u001b[39;00m\n\u001b[0;32m 124\u001b[0m \u001b[39m# reference to the process object (see bpo-30775)\u001b[39;00m\n", + "File \u001b[1;32mc:\\Users\\Main\\anaconda3\\envs\\PyTorch\\Lib\\multiprocessing\\context.py:224\u001b[0m, in \u001b[0;36mProcess._Popen\u001b[1;34m(process_obj)\u001b[0m\n\u001b[0;32m 222\u001b[0m \u001b[39m@staticmethod\u001b[39m\n\u001b[0;32m 223\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39m_Popen\u001b[39m(process_obj):\n\u001b[1;32m--> 224\u001b[0m \u001b[39mreturn\u001b[39;00m _default_context\u001b[39m.\u001b[39;49mget_context()\u001b[39m.\u001b[39;49mProcess\u001b[39m.\u001b[39;49m_Popen(process_obj)\n", + "File \u001b[1;32mc:\\Users\\Main\\anaconda3\\envs\\PyTorch\\Lib\\multiprocessing\\context.py:336\u001b[0m, in \u001b[0;36mSpawnProcess._Popen\u001b[1;34m(process_obj)\u001b[0m\n\u001b[0;32m 333\u001b[0m \u001b[39m@staticmethod\u001b[39m\n\u001b[0;32m 334\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39m_Popen\u001b[39m(process_obj):\n\u001b[0;32m 335\u001b[0m \u001b[39mfrom\u001b[39;00m \u001b[39m.\u001b[39;00m\u001b[39mpopen_spawn_win32\u001b[39;00m \u001b[39mimport\u001b[39;00m Popen\n\u001b[1;32m--> 336\u001b[0m \u001b[39mreturn\u001b[39;00m Popen(process_obj)\n", + "File \u001b[1;32mc:\\Users\\Main\\anaconda3\\envs\\PyTorch\\Lib\\multiprocessing\\popen_spawn_win32.py:94\u001b[0m, in \u001b[0;36mPopen.__init__\u001b[1;34m(self, process_obj)\u001b[0m\n\u001b[0;32m 92\u001b[0m \u001b[39mtry\u001b[39;00m:\n\u001b[0;32m 93\u001b[0m reduction\u001b[39m.\u001b[39mdump(prep_data, to_child)\n\u001b[1;32m---> 94\u001b[0m reduction\u001b[39m.\u001b[39;49mdump(process_obj, to_child)\n\u001b[0;32m 95\u001b[0m \u001b[39mfinally\u001b[39;00m:\n\u001b[0;32m 96\u001b[0m set_spawning_popen(\u001b[39mNone\u001b[39;00m)\n", + "File \u001b[1;32mc:\\Users\\Main\\anaconda3\\envs\\PyTorch\\Lib\\multiprocessing\\reduction.py:60\u001b[0m, in \u001b[0;36mdump\u001b[1;34m(obj, file, protocol)\u001b[0m\n\u001b[0;32m 58\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39mdump\u001b[39m(obj, file, protocol\u001b[39m=\u001b[39m\u001b[39mNone\u001b[39;00m):\n\u001b[0;32m 59\u001b[0m \u001b[39m \u001b[39m\u001b[39m'''Replacement for pickle.dump() using ForkingPickler.'''\u001b[39;00m\n\u001b[1;32m---> 60\u001b[0m ForkingPickler(file, protocol)\u001b[39m.\u001b[39;49mdump(obj)\n", + "\u001b[1;31mKeyboardInterrupt\u001b[0m: " ] } ], "source": [ "import torch.optim as optim\n", "from tqdm.notebook import tqdm\n", - "# Define the loss function and optimizer\n", - "criterion = nn.CrossEntropyLoss()\n", - "optimizer = optim.Adam(model.parameters(), lr=0.001)\n", + "def train_model(model, train_loader, val_loader, criterion, optimizer, scheduler, num_epochs=5):\n", + " train_losses = []\n", + " val_losses = []\n", + " val_accuracies = []\n", "\n", - "# Define the learning rate scheduler\n", - "scheduler = optim.lr_scheduler.ReduceLROnPlateau(optimizer, mode='min', patience=3, factor=0.1, verbose=True)\n", + " early_stopping = EarlyStopping(patience=5, delta=0, verbose=True)\n", + "\n", + " for epoch in range(num_epochs):\n", + " model.train()\n", + " running_loss = 0.0\n", + "\n", + " for inputs, labels in tqdm(train_loader):\n", + " inputs, labels = inputs.to(device), labels.to(device)\n", "\n", - "# Early stopping\n", - "early_stopping = EarlyStopping(patience=5, delta=0, verbose=True)\n", + " optimizer.zero_grad()\n", + " outputs = model(inputs)\n", + " loss = criterion(outputs, labels)\n", + " loss.backward()\n", + " optimizer.step()\n", "\n", - "# Training loop\n", - "num_epochs = 20\n", - "for epoch in range(num_epochs):\n", - " model.train()\n", - " running_loss = 0.0\n", - " for inputs, labels in tqdm(train_loader):\n", - " inputs, labels = inputs.to(device), labels.to(device)\n", + " running_loss += loss.item()\n", "\n", - " optimizer.zero_grad()\n", - " outputs = model(inputs)\n", - " loss = criterion(outputs, labels)\n", - " loss.backward()\n", - " optimizer.step()\n", + " model.eval()\n", + " val_loss, val_accuracy = validate(model, val_loader, criterion)\n", "\n", - " running_loss += loss.item()\n", + " scheduler.step(val_loss)\n", "\n", - " # Validation\n", - " model.eval()\n", - " val_loss, val_accuracy = validate(model, val_loader, criterion)\n", - " \n", - " # Update the learning rate based on validation loss\n", - " scheduler.step(val_loss)\n", + " early_stopping(val_loss, model)\n", + "\n", + " train_losses.append(running_loss / len(train_loader))\n", + " val_losses.append(val_loss)\n", + " val_accuracies.append(val_accuracy)\n", "\n", - " # Check for early stopping\n", - " early_stopping(val_loss, model)\n", + " if early_stopping.early_stop:\n", + " print(\"Early stopping\")\n", + " break\n", "\n", - " if early_stopping.early_stop:\n", - " print(\"Early stopping\")\n", - " break\n", + " print(f'Epoch {epoch + 1}, Training Loss: {running_loss / len(train_loader)}, Validation Loss: {val_loss}, Validation Accuracy: {val_accuracy}, Learning Rate: {optimizer.param_groups[0][\"lr\"]}')\n", "\n", - " print(f'Epoch {epoch + 1}, Training Loss: {running_loss / len(train_loader)}, Validation Loss: {val_loss}, Validation Accuracy: {val_accuracy}')\n", + " print('Finished Training')\n", + "\n", + " return train_losses, val_losses, val_accuracies\n", + "\n", + "criterion = nn.CrossEntropyLoss()\n", + "optimizer = optim.RMSprop(model.parameters(), lr=0.001)\n", "\n", - "print('Finished Training')" + "# Define the learning rate scheduler\n", + "scheduler = optim.lr_scheduler.ReduceLROnPlateau(optimizer, mode='min', patience=2, factor=0.1, verbose=True)\n", + "\n", + "# Usage example\n", + "train_losses, val_losses, val_accuracies = train_model(model, train_loader, val_loader, criterion, optimizer, scheduler)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 1200x400 with 2 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plotting\n", + "plt.figure(figsize=(12, 4))\n", + "plt.subplot(1, 2, 1)\n", + "plt.plot(train_losses, label='Training Loss')\n", + "plt.plot(val_losses, label='Validation Loss')\n", + "plt.xlabel('Epoch')\n", + "plt.ylabel('Loss')\n", + "plt.legend()\n", + "\n", + "plt.subplot(1, 2, 2)\n", + "plt.plot(val_accuracies, label='Validation Accuracy')\n", + "plt.xlabel('Epoch')\n", + "plt.ylabel('Accuracy')\n", + "plt.legend()\n", + "\n", + "plt.show()" ] }, { @@ -548,7 +452,7 @@ } ], "source": [ - "dataiter = iter(testloader)\n", + "dataiter = iter(test_loader)\n", "images, labels = next(dataiter)\n", "\n", "# print images\n", @@ -631,7 +535,7 @@ "\n", "# since we're not training, we don't need to calculate the gradients for our outputs\n", "with torch.no_grad():\n", - " for data in testloader:\n", + " for data in train_loader:\n", " images, labels = data\n", " # Move data to GPU\n", " images, labels = images.to(device), labels.to(device)\n", @@ -698,7 +602,7 @@ "\n", "# again no gradients needed\n", "with torch.no_grad():\n", - " for data in testloader:\n", + " for data in train_loader:\n", " images, labels = data\n", " outputs = net(images)\n", " _, predictions = torch.max(outputs, 1)\n", -- GitLab