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Imports"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"lBRdFiU8458t","executionInfo":{"status":"ok","timestamp":1622833455182,"user_tz":180,"elapsed":7118,"user":{"displayName":"Hugo Neves","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhrPSCu9KFo4OfluugRqBjIIThdDEmaxEnI_8g-CQ=s64","userId":"03449378890045249481"}},"outputId":"9df5b710-4781-4e7f-9f60-21f8bef058cd"},"source":["#Import\n","import numpy as np\n","import torch\n","import itertools\n","\n","from torch import nn\n","from torch.utils import data\n","from torch.backends import cudnn\n","\n","from torchvision import models\n","from torchvision import transforms\n","from torchvision import datasets\n","\n","from sklearn import metrics\n","from sklearn import mixture\n","\n","from matplotlib import pyplot as plt\n","\n","import random\n","\n","# Download Model weight\n","!wget -O MNIST_Omniglot_GMM_4comp_model.pth https://www.dropbox.com/s/3ncaams6abkson9/MNIST_Omniglot_GMM_4comp_model.pth?dl=0\n","\n","%matplotlib inline\n","\n","cudnn.benchmark = True\n","\n","args = {\n","    'batch_size': 200,    # Batch Size.\n","    'num_workers': 4,     # Dataloader threads.\n","    'num_classes': 10,    # Number of KKCs.\n","    'num_components': 4,  # Number of Components.\n","}"],"execution_count":1,"outputs":[{"output_type":"stream","text":["--2021-06-04 19:04:12--  https://www.dropbox.com/s/3ncaams6abkson9/MNIST_Omniglot_GMM_4comp_model.pth?dl=0\n","Resolving www.dropbox.com (www.dropbox.com)... 162.125.2.18, 2620:100:6017:18::a27d:212\n","Connecting to www.dropbox.com (www.dropbox.com)|162.125.2.18|:443... connected.\n","HTTP request sent, awaiting response... 301 Moved Permanently\n","Location: /s/raw/3ncaams6abkson9/MNIST_Omniglot_GMM_4comp_model.pth [following]\n","--2021-06-04 19:04:12--  https://www.dropbox.com/s/raw/3ncaams6abkson9/MNIST_Omniglot_GMM_4comp_model.pth\n","Reusing existing connection to www.dropbox.com:443.\n","HTTP request sent, awaiting response... 302 Found\n","Location: https://uc99744042a453eddfdb404205cb.dl.dropboxusercontent.com/cd/0/inline/BPxWux7lzUKmipL0JDM4EWta5aIRfYgkxNvwMwOeXG8VHRvGHlGq4SFuvpxmNbaRfV6SzKIdOEl8SGwEv-1pRHk7fpOQLFLkmLbBgrKbtK5rJ-2z0vUSvgvPtrpYl1eYN-W3A1CN1epc-tDpsT4Uv_kH/file# [following]\n","--2021-06-04 19:04:12--  https://uc99744042a453eddfdb404205cb.dl.dropboxusercontent.com/cd/0/inline/BPxWux7lzUKmipL0JDM4EWta5aIRfYgkxNvwMwOeXG8VHRvGHlGq4SFuvpxmNbaRfV6SzKIdOEl8SGwEv-1pRHk7fpOQLFLkmLbBgrKbtK5rJ-2z0vUSvgvPtrpYl1eYN-W3A1CN1epc-tDpsT4Uv_kH/file\n","Resolving uc99744042a453eddfdb404205cb.dl.dropboxusercontent.com (uc99744042a453eddfdb404205cb.dl.dropboxusercontent.com)... 162.125.2.15, 2620:100:6017:15::a27d:20f\n","Connecting to uc99744042a453eddfdb404205cb.dl.dropboxusercontent.com (uc99744042a453eddfdb404205cb.dl.dropboxusercontent.com)|162.125.2.15|:443... connected.\n","HTTP request sent, awaiting response... 302 Found\n","Location: /cd/0/inline2/BPwXAmLiNqBI8dkS-9q4f82CRUlJJenVRNvM0Mrj4QFLwoCCtCozLcHBSNPcfkQx9icTG2-21XUTR9deSKnVKtIuaMFlwC4u_aGmee9nOXqvpFhICCRksFA09kg_3DBsbATpV6qIReeT845ZG6UMK62b5J7Jn36kK8C9CQd3eWRKi_WClpi_ysA-TeJmWgxSrcLVozXW2puU0njTCYtoejX7a5EiEL2Ph30rW9wAe7QaA_6HNVEVvm0lzoUc5AJwg9AQURkKRrouT-t4m0yumuruLo5IeOIncfgZm6TOO7A1BY7SaX-V14Rhkb3Gw3cYwlruveL9VNuyi_ISogq8MM6NeMi-m37HQhSP-XbrRnwQKVxBI8izGRx3xba2KUD831g/file [following]\n","--2021-06-04 19:04:13--  https://uc99744042a453eddfdb404205cb.dl.dropboxusercontent.com/cd/0/inline2/BPwXAmLiNqBI8dkS-9q4f82CRUlJJenVRNvM0Mrj4QFLwoCCtCozLcHBSNPcfkQx9icTG2-21XUTR9deSKnVKtIuaMFlwC4u_aGmee9nOXqvpFhICCRksFA09kg_3DBsbATpV6qIReeT845ZG6UMK62b5J7Jn36kK8C9CQd3eWRKi_WClpi_ysA-TeJmWgxSrcLVozXW2puU0njTCYtoejX7a5EiEL2Ph30rW9wAe7QaA_6HNVEVvm0lzoUc5AJwg9AQURkKRrouT-t4m0yumuruLo5IeOIncfgZm6TOO7A1BY7SaX-V14Rhkb3Gw3cYwlruveL9VNuyi_ISogq8MM6NeMi-m37HQhSP-XbrRnwQKVxBI8izGRx3xba2KUD831g/file\n","Reusing existing connection to uc99744042a453eddfdb404205cb.dl.dropboxusercontent.com:443.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 44760352 (43M) [application/octet-stream]\n","Saving to: ‘MNIST_Omniglot_GMM_4comp_model.pth’\n","\n","MNIST_Omniglot_GMM_ 100%[===================>]  42.69M  60.4MB/s    in 0.7s    \n","\n","2021-06-04 19:04:14 (60.4 MB/s) - ‘MNIST_Omniglot_GMM_4comp_model.pth’ saved [44760352/44760352]\n","\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"QrfCnlOtCkYN"},"source":["# Datasets"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":860,"referenced_widgets":["b5283eb08579441db5130f54551ec305","e9b6a43dbb11462eacf25fae181fbfe1","2d0b094ca55443c2be35eddf93f4b795","5ce6fd4f3b444dea9a1482ad9e51e60b","4baf9d2629124f4dbaf5e4dde7ab8779","858e0578eb0c4720af3b05841c5c4234","3e6ece2922e0446a98222c6d04fab443","f854f33ea37e4bb1add7ee16bea14189","75dfb9b6d03143db94f244992c7a014b","9bda27cd152a4d4f84e1008979471347","42a251566500449aab450c0ff5a3e5f7","5de2fb6055ce4ccf8f05e8a5d721f41e","eedbf5cbe5894211920a9840e2db3a5c","9925bf5965e84a03ac3378b0beb7ca37","bb26fef7dc3f4a83a9b8bcc601347278","da48876369df40d8ace2f9dd4d959720","f9a196095258402b85e34a33c0123924","5746d9a045de4871afe5eb03bffc5c95","4cd5fe2072b448739e2443c1fd168b84","b3d67b10e45b40edb962a1845fe47980","9775e3af1aa6499a8e6f79baa3722907","872b2b1294e64dd1823f92a9f9273c80","f8c1e28e2e1b4f37a413fba2c4dd9ea9","4a2de15309e84f4eb55f9044f6e1148e","e1dc74a115574f37a2003a58e4e6e39d","1559b01e922a449487f5ace0df04938e","dafe7e01709f43fb9ec3a02a03556e4d","555d397de7ff4d04a52cdd8fdf236ece","b3fea4c762b14930b3debad459130afa","1e429f274f204b5fbb17a8fb3bc21ed3","b6f42d835b1148e290cebf2e457e6e93","91f23bb74a6241468edef87d1ca5bef2","e8d7adb7bba14930a458e344b1a319fd","89663c7e37da4982aef00f2e9370c8ce","c89e139fe50047acb820df92fc015d12","4bf1489d825f47abbe0bc8d3ba01f658","a950a37f31894af989912259e52dfc10","0f04f3da0d114361a1e5c75fd45fbe35","2a091bcce2864b6e98fd03a3caf7ac90","dbdd4790b3c04d1083248219d1a8abce"]},"id":"3uoyWdRX5BLT","executionInfo":{"status":"ok","timestamp":1622833463245,"user_tz":180,"elapsed":8076,"user":{"displayName":"Hugo Neves","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhrPSCu9KFo4OfluugRqBjIIThdDEmaxEnI_8g-CQ=s64","userId":"03449378890045249481"}},"outputId":"644bbbf8-8c67-445d-eeb4-f1ff4143d8d6"},"source":["class Negative(object):\n","    \n","    def __init__(self):\n","        pass\n","\n","    def __call__(self, image):\n","\n","        image = image * -1.0\n","\n","        return image\n","\n","# Setting root dirs.\n","dir_omniglot = './OMNIGLOT/'\n","dir_mnist = './MNIST/'\n","\n","common_transform = transforms.Compose([transforms.Resize(28),\n","                                       transforms.ToTensor(),\n","                                       transforms.Normalize((0.1307,), (0.3081,)),])\n","\n","ood_transform = transforms.Compose([transforms.Resize(28),\n","                                    transforms.ToTensor(),\n","                                    transforms.Normalize((0.1307,), (0.3081,)),\n","                                    Negative(),])\n","\n","# Setting Closed Set Dataset.\n","mnist_train = datasets.MNIST(\n","    dir_mnist,\n","    train=True,\n","    download=True,\n","    transform=common_transform\n",")\n","mnist_test = datasets.MNIST(\n","    dir_mnist,\n","    train=False,\n","    download=True,\n","    transform=common_transform\n",")\n","\n","mnist_train_loader = data.DataLoader(\n","    mnist_train,\n","    batch_size=args['batch_size'],\n","    num_workers=args['num_workers'],\n","    shuffle=True\n",")\n","mnist_test_loader = data.DataLoader(\n","    mnist_test,\n","    batch_size=args['batch_size'],\n","    num_workers=args['num_workers'],\n","    shuffle=False\n",")\n","\n","# Setting Open Set Dataset.\n","omniglot_test = datasets.Omniglot(\n","    dir_omniglot,\n","    download=True,\n","    transform=ood_transform\n",")\n","\n","omniglot_test_loader = data.DataLoader(\n","    omniglot_test,\n","    batch_size=args['batch_size'],\n","    num_workers=args['num_workers'],\n","    shuffle=False\n",")"],"execution_count":2,"outputs":[{"output_type":"stream","text":["Downloading http://yann.lecun.com/exdb/mnist/train-images-idx3-ubyte.gz\n","Downloading http://yann.lecun.com/exdb/mnist/train-images-idx3-ubyte.gz to ./MNIST/MNIST/raw/train-images-idx3-ubyte.gz\n","Failed to download (trying next):\n","HTTP Error 503: Service Unavailable\n","\n","Downloading https://ossci-datasets.s3.amazonaws.com/mnist/train-images-idx3-ubyte.gz\n","Downloading https://ossci-datasets.s3.amazonaws.com/mnist/train-images-idx3-ubyte.gz to ./MNIST/MNIST/raw/train-images-idx3-ubyte.gz\n"],"name":"stdout"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"b5283eb08579441db5130f54551ec305","version_minor":0,"version_major":2},"text/plain":["HBox(children=(FloatProgress(value=0.0, max=9912422.0), HTML(value='')))"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["\n","Extracting ./MNIST/MNIST/raw/train-images-idx3-ubyte.gz to ./MNIST/MNIST/raw\n","\n","Downloading http://yann.lecun.com/exdb/mnist/train-labels-idx1-ubyte.gz\n","Downloading http://yann.lecun.com/exdb/mnist/train-labels-idx1-ubyte.gz to ./MNIST/MNIST/raw/train-labels-idx1-ubyte.gz\n"],"name":"stdout"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"75dfb9b6d03143db94f244992c7a014b","version_minor":0,"version_major":2},"text/plain":["HBox(children=(FloatProgress(value=0.0, max=28881.0), HTML(value='')))"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["\n","Extracting ./MNIST/MNIST/raw/train-labels-idx1-ubyte.gz to ./MNIST/MNIST/raw\n","\n","Downloading http://yann.lecun.com/exdb/mnist/t10k-images-idx3-ubyte.gz\n","Downloading http://yann.lecun.com/exdb/mnist/t10k-images-idx3-ubyte.gz to ./MNIST/MNIST/raw/t10k-images-idx3-ubyte.gz\n","Failed to download (trying next):\n","HTTP Error 503: Service Unavailable\n","\n","Downloading https://ossci-datasets.s3.amazonaws.com/mnist/t10k-images-idx3-ubyte.gz\n","Downloading https://ossci-datasets.s3.amazonaws.com/mnist/t10k-images-idx3-ubyte.gz to ./MNIST/MNIST/raw/t10k-images-idx3-ubyte.gz\n"],"name":"stdout"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"f9a196095258402b85e34a33c0123924","version_minor":0,"version_major":2},"text/plain":["HBox(children=(FloatProgress(value=0.0, max=1648877.0), HTML(value='')))"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["\n","Extracting ./MNIST/MNIST/raw/t10k-images-idx3-ubyte.gz to ./MNIST/MNIST/raw\n","\n","Downloading http://yann.lecun.com/exdb/mnist/t10k-labels-idx1-ubyte.gz\n","Downloading http://yann.lecun.com/exdb/mnist/t10k-labels-idx1-ubyte.gz to ./MNIST/MNIST/raw/t10k-labels-idx1-ubyte.gz\n"],"name":"stdout"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"e1dc74a115574f37a2003a58e4e6e39d","version_minor":0,"version_major":2},"text/plain":["HBox(children=(FloatProgress(value=0.0, max=4542.0), HTML(value='')))"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["\n","Extracting ./MNIST/MNIST/raw/t10k-labels-idx1-ubyte.gz to ./MNIST/MNIST/raw\n","\n","Processing...\n","Done!\n"],"name":"stdout"},{"output_type":"stream","text":["/usr/local/lib/python3.7/dist-packages/torchvision/datasets/mnist.py:502: UserWarning: The given NumPy array is not writeable, and PyTorch does not support non-writeable tensors. This means you can write to the underlying (supposedly non-writeable) NumPy array using the tensor. You may want to copy the array to protect its data or make it writeable before converting it to a tensor. This type of warning will be suppressed for the rest of this program. (Triggered internally at  /pytorch/torch/csrc/utils/tensor_numpy.cpp:143.)\n","  return torch.from_numpy(parsed.astype(m[2], copy=False)).view(*s)\n","/usr/local/lib/python3.7/dist-packages/torch/utils/data/dataloader.py:477: UserWarning: This DataLoader will create 4 worker processes in total. Our suggested max number of worker in current system is 2, which is smaller than what this DataLoader is going to create. Please be aware that excessive worker creation might get DataLoader running slow or even freeze, lower the worker number to avoid potential slowness/freeze if necessary.\n","  cpuset_checked))\n"],"name":"stderr"},{"output_type":"stream","text":["Downloading https://raw.githubusercontent.com/brendenlake/omniglot/master/python/images_background.zip to ./OMNIGLOT/omniglot-py/images_background.zip\n"],"name":"stdout"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"e8d7adb7bba14930a458e344b1a319fd","version_minor":0,"version_major":2},"text/plain":["HBox(children=(FloatProgress(value=0.0, max=9464212.0), HTML(value='')))"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["\n","Extracting ./OMNIGLOT/omniglot-py/images_background.zip to ./OMNIGLOT/omniglot-py\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"ksuMX6tx3ZHe"},"source":["# Model"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"upWLI9sE5j4Y","executionInfo":{"status":"ok","timestamp":1622833474201,"user_tz":180,"elapsed":10990,"user":{"displayName":"Hugo Neves","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhrPSCu9KFo4OfluugRqBjIIThdDEmaxEnI_8g-CQ=s64","userId":"03449378890045249481"}},"outputId":"218f30a9-e5b1-42f6-830f-a78b9b8a1c34"},"source":["#Create Model\n","model = models.resnet18().cuda()\n","model.conv1 = nn.Conv2d(1, 64, kernel_size=7, stride=2, padding=3, bias=False).cuda()\n","model.fc = nn.Linear(in_features=512, out_features=args['num_classes'], bias=True).cuda()\n","\n","#Load model\n","state = torch.load('./MNIST_Omniglot_GMM_4comp_model.pth')\n","model.load_state_dict(state)\n","print(model)"],"execution_count":3,"outputs":[{"output_type":"stream","text":["ResNet(\n","  (conv1): Conv2d(1, 64, kernel_size=(7, 7), stride=(2, 2), padding=(3, 3), bias=False)\n","  (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n","  (relu): ReLU(inplace=True)\n","  (maxpool): MaxPool2d(kernel_size=3, stride=2, padding=1, dilation=1, ceil_mode=False)\n","  (layer1): Sequential(\n","    (0): BasicBlock(\n","      (conv1): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n","      (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n","      (relu): ReLU(inplace=True)\n","      (conv2): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n","      (bn2): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n","    )\n","    (1): BasicBlock(\n","      (conv1): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n","      (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n","      (relu): ReLU(inplace=True)\n","      (conv2): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n","      (bn2): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n","    )\n","  )\n","  (layer2): Sequential(\n","    (0): BasicBlock(\n","      (conv1): Conv2d(64, 128, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n","      (bn1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n","      (relu): ReLU(inplace=True)\n","      (conv2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n","      (bn2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n","      (downsample): Sequential(\n","        (0): Conv2d(64, 128, kernel_size=(1, 1), stride=(2, 2), bias=False)\n","        (1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n","      )\n","    )\n","    (1): BasicBlock(\n","      (conv1): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n","      (bn1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n","      (relu): ReLU(inplace=True)\n","      (conv2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n","      (bn2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n","    )\n","  )\n","  (layer3): Sequential(\n","    (0): BasicBlock(\n","      (conv1): Conv2d(128, 256, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n","      (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n","      (relu): ReLU(inplace=True)\n","      (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n","      (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n","      (downsample): Sequential(\n","        (0): Conv2d(128, 256, kernel_size=(1, 1), stride=(2, 2), bias=False)\n","        (1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n","      )\n","    )\n","    (1): BasicBlock(\n","      (conv1): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n","      (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n","      (relu): ReLU(inplace=True)\n","      (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n","      (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n","    )\n","  )\n","  (layer4): Sequential(\n","    (0): BasicBlock(\n","      (conv1): Conv2d(256, 512, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n","      (bn1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n","      (relu): ReLU(inplace=True)\n","      (conv2): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n","      (bn2): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n","      (downsample): Sequential(\n","        (0): Conv2d(256, 512, kernel_size=(1, 1), stride=(2, 2), bias=False)\n","        (1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n","      )\n","    )\n","    (1): BasicBlock(\n","      (conv1): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n","      (bn1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n","      (relu): ReLU(inplace=True)\n","      (conv2): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n","      (bn2): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n","    )\n","  )\n","  (avgpool): AdaptiveAvgPool2d(output_size=(1, 1))\n","  (fc): Linear(in_features=512, out_features=10, bias=True)\n",")\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"TKy5xeZK3klz"},"source":["#Train GMM models"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"h3H5Jsab5znf","executionInfo":{"status":"ok","timestamp":1622833488951,"user_tz":180,"elapsed":14762,"user":{"displayName":"Hugo Neves","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhrPSCu9KFo4OfluugRqBjIIThdDEmaxEnI_8g-CQ=s64","userId":"03449378890045249481"}},"outputId":"d1b975ad-45fa-4a1f-b134-c8989f1bacaa"},"source":["def train_gmm(cls_list, n_components):\n","    \n","    model = mixture.GaussianMixture(n_components=n_components, random_state=12345)\n","    \n","    model.fit(cls_list)\n","    \n","    return model\n","\n","def train_gemos(mnist_train_loader, net):\n","    \n","    with torch.no_grad():\n","        \n","        # Setting network for evaluation mode (not computing gradients).\n","        net.eval()\n","\n","        # Lists for output features.\n","        cls_list = [[] for c in range(args['num_classes'])]\n","\n","        # Iterating over batches.\n","        for i, batch_data in enumerate(mnist_train_loader):\n","\n","            # Obtaining images, labels and paths for batch.\n","            inps, labs = batch_data\n","\n","            # Casting to cuda variables.\n","            inps = inps.cuda()\n","\n","            # Forwarding.\n","            outs = net(inps)\n","\n","            # Obtaining predictions.\n","            prds = outs.data.max(dim=1)[1].cpu().numpy()\n","\n","            for j in range(prds.shape[0]):\n","\n","                prds_cls = prds[j]\n","                labs_cls = labs[j].detach().cpu().item()\n","\n","                if prds_cls == labs_cls:\n","\n","                    cls_list[labs_cls].append(outs[j].detach().cpu().numpy().ravel())\n","\n","        model_list = []\n","\n","        for c in range(args['num_classes']):\n","\n","            print('Training model for class %d...' % (c))\n","            model_list.append(train_gmm(np.asarray(cls_list[c]), args['num_components']))\n","\n","        return model_list\n","\n","model_list = train_gemos(mnist_train_loader, model)"],"execution_count":4,"outputs":[{"output_type":"stream","text":["/usr/local/lib/python3.7/dist-packages/torch/utils/data/dataloader.py:477: UserWarning: This DataLoader will create 4 worker processes in total. Our suggested max number of worker in current system is 2, which is smaller than what this DataLoader is going to create. Please be aware that excessive worker creation might get DataLoader running slow or even freeze, lower the worker number to avoid potential slowness/freeze if necessary.\n","  cpuset_checked))\n"],"name":"stderr"},{"output_type":"stream","text":["Training model for class 0...\n","Training model for class 1...\n","Training model for class 2...\n","Training model for class 3...\n","Training model for class 4...\n","Training model for class 5...\n","Training model for class 6...\n","Training model for class 7...\n","Training model for class 8...\n","Training model for class 9...\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"Gjf0Qx8J34tq"},"source":["#Test/Evaluation"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"IqA2OfgIKHZ3","executionInfo":{"status":"ok","timestamp":1622833505969,"user_tz":180,"elapsed":17035,"user":{"displayName":"Hugo Neves","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhrPSCu9KFo4OfluugRqBjIIThdDEmaxEnI_8g-CQ=s64","userId":"03449378890045249481"}},"outputId":"43e42512-7e08-49c4-d3c5-7ec81195f1be"},"source":["def test_gemos(test_loader, net, model_list):\n","    \n","    with torch.no_grad():\n","        \n","        # Setting network for evaluation mode (not computing gradients).\n","        net.eval()\n","\n","        # Lists for losses and metrics.\n","        scr_list = []\n","        prd_list = []\n","        lab_list = []\n","        out_list = []\n","        inps_list = []\n","        inps_prd = []\n","        inps_scr = []\n","        inps_lab = []\n","\n","        # Iterating over batches.\n","        for i, batch_data in enumerate(test_loader):\n","\n","            # Obtaining images, labels and paths for batch.\n","            inps, labs = batch_data\n","\n","            if inps.size(1) > 1:\n","                inps = inps[:, 0, :, :].unsqueeze(1)\n","\n","            # Casting to cuda variables.\n","            inps = inps.cuda()\n","            labs = labs.cuda()\n","\n","            rand = random.randint(0, 199)\n","\n","            # Forwarding.\n","            outs = net(inps)\n","\n","            # Obtaining predictions.\n","            prds = outs.data.max(dim=1)[1].cpu().numpy()\n","\n","            for j in range(prds.shape[0]):\n","\n","                prds_cls = prds[j]\n","\n","                outs_cls = outs[j].detach().cpu().numpy().ravel()\n","\n","                scr = model_list[prds_cls].score(np.expand_dims(outs_cls, 0))\n","\n","                scr_list.append(scr)\n","\n","                out_list.append(outs_cls)\n","\n","                if j == rand:\n","                  inps_list.append(inps[j])\n","                  inps_prd.append(prds[j])\n","                  inps_scr.append(scr)\n","                  inps_lab.append(labs[j])\n","\n","            # Updating lists.\n","            prd_list.extend(prds.tolist())\n","            lab_list.extend(labs.detach().cpu().numpy().tolist())\n","\n","        return scr_list, prd_list, lab_list, out_list, inps_list, inps_prd, inps_scr, inps_lab\n","\n","print('Processing MNIST...')\n","mnist_scr_list, mnist_prd_list, mnist_lab_list, mnist_out_list, mnist_inps, mnist_inps_prd, mnist_inps_scr, mnist_inps_lab = test_gemos(mnist_test_loader, model, model_list)\n","\n","print('Processing OMNIGLOT...')\n","omniglot_scr_list, omniglot_prd_list, omniglot_lab_list, omniglot_out_list, omniglot_inps, omniglot_inps_prd, omniglot_inps_scr, omniglot_inps_lab = test_gemos(omniglot_test_loader, model, model_list)"],"execution_count":5,"outputs":[{"output_type":"stream","text":["Processing MNIST...\n"],"name":"stdout"},{"output_type":"stream","text":["/usr/local/lib/python3.7/dist-packages/torch/utils/data/dataloader.py:477: UserWarning: This DataLoader will create 4 worker processes in total. Our suggested max number of worker in current system is 2, which is smaller than what this DataLoader is going to create. Please be aware that excessive worker creation might get DataLoader running slow or even freeze, lower the worker number to avoid potential slowness/freeze if necessary.\n","  cpuset_checked))\n"],"name":"stderr"},{"output_type":"stream","text":["Processing OMNIGLOT...\n"],"name":"stdout"},{"output_type":"stream","text":["/usr/local/lib/python3.7/dist-packages/torch/utils/data/dataloader.py:477: UserWarning: This DataLoader will create 4 worker processes in total. Our suggested max number of worker in current system is 2, which is smaller than what this DataLoader is going to create. Please be aware that excessive worker creation might get DataLoader running slow or even freeze, lower the worker number to avoid potential slowness/freeze if necessary.\n","  cpuset_checked))\n"],"name":"stderr"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":890},"id":"hRfA_L-2MwyG","executionInfo":{"status":"ok","timestamp":1622833506799,"user_tz":180,"elapsed":860,"user":{"displayName":"Hugo Neves","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhrPSCu9KFo4OfluugRqBjIIThdDEmaxEnI_8g-CQ=s64","userId":"03449378890045249481"}},"outputId":"16f30253-3742-4f36-9a53-422ef714d929"},"source":["def plot_confusion_matrix(cm, classes,\n","                          normalize=False,\n","                          title='Confusion matrix',\n","                          cmap=plt.cm.Blues):\n","    \"\"\"\n","    This function prints and plots the confusion matrix.\n","    Normalization can be applied by setting `normalize=True`.\n","    \"\"\"\n","    \n","    if normalize:\n","        cm = cm.astype('float') / cm.sum(axis=1)[:, np.newaxis]\n","        print(\"Normalized confusion matrix\")\n","    else:\n","        print('Confusion matrix, without normalization')\n","    \n","    fig = plt.figure(figsize=(12, 12))\n","    plt.imshow(cm, interpolation='nearest', cmap=cmap)\n","    plt.title(title)\n","    plt.colorbar()\n","    tick_marks = np.arange(len(classes))\n","    plt.xticks(tick_marks, classes, rotation=45)\n","    plt.yticks(tick_marks, classes)\n","    \n","    thresh = cm.max() / 2.\n","    for i, j in itertools.product(range(cm.shape[0]), range(cm.shape[1])):\n","        plt.text(j, i, '%.2f' % (cm[i, j] * 100.0),\n","                 horizontalalignment=\"center\",\n","                 color=\"white\" if cm[i, j] > thresh else \"black\")\n","\n","    plt.tight_layout()\n","    plt.ylabel('True label')\n","    plt.xlabel('Predicted label')\n","        \n","    plt.show()\n","\n","#Mnist ResNet\n","cm = metrics.confusion_matrix( mnist_lab_list, mnist_prd_list)\n","plot_confusion_matrix(cm,\n","                      ['0', '1', '2', '3', '4', '5', '6', '7', '8', '9'],\n","                      normalize=True,\n","                      title='MNIST ResNet')"],"execution_count":6,"outputs":[{"output_type":"stream","text":["Normalized confusion matrix\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 864x864 with 2 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":924},"id":"hQMKEC6i4NLq","executionInfo":{"status":"ok","timestamp":1622833507741,"user_tz":180,"elapsed":956,"user":{"displayName":"Hugo Neves","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhrPSCu9KFo4OfluugRqBjIIThdDEmaxEnI_8g-CQ=s64","userId":"03449378890045249481"}},"outputId":"5fe4792b-0e0d-448c-a40c-dd34a1ce6979"},"source":["#Mnist ResNet+GeMOS\n","scr_np = np.asarray(mnist_scr_list)\n","prd_np = np.asarray(mnist_prd_list)\n","prd_np[scr_np < 0.85] = args['num_classes']\n","cm = metrics.confusion_matrix(mnist_lab_list, prd_np)\n","plot_confusion_matrix(cm,\n","                      ['0', '1', '2', '3', '4', '5', '6', '7', '8', '9','Unk'],\n","                      normalize=True,\n","                      title='Mnist GeMOS')\n"],"execution_count":7,"outputs":[{"output_type":"stream","text":["/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:11: RuntimeWarning: invalid value encountered in true_divide\n","  # This is added back by InteractiveShellApp.init_path()\n"],"name":"stderr"},{"output_type":"stream","text":["Normalized confusion matrix\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 864x864 with 2 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":924},"id":"4uYDYg-g4QDz","executionInfo":{"status":"ok","timestamp":1622833508218,"user_tz":180,"elapsed":491,"user":{"displayName":"Hugo Neves","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhrPSCu9KFo4OfluugRqBjIIThdDEmaxEnI_8g-CQ=s64","userId":"03449378890045249481"}},"outputId":"4b50bede-e434-4508-b411-48c882c65961"},"source":["#Omniglot ResNet+GeMOS\n","scr_np = np.asarray(omniglot_scr_list)\n","prd_np = np.asarray(omniglot_prd_list)\n","lab_np = np.asarray(omniglot_lab_list)\n","lab_np[:] = args['num_classes']\n","prd_np[scr_np < 0.85] = args['num_classes']\n","cm = metrics.confusion_matrix(lab_np, prd_np ,labels=[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10])\n","plot_confusion_matrix(cm,\n","                      ['0', '1', '2', '3', '4', '5', '6', '7', '8', '9','Unk'],\n","                      normalize=True,\n","                      title='Omniglot GeMOS')"],"execution_count":8,"outputs":[{"output_type":"stream","text":["/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:11: RuntimeWarning: invalid value encountered in true_divide\n","  # This is added back by InteractiveShellApp.init_path()\n"],"name":"stderr"},{"output_type":"stream","text":["Normalized confusion matrix\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 864x864 with 2 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":890},"id":"jbV2RPHg4USQ","executionInfo":{"status":"ok","timestamp":1622833509476,"user_tz":180,"elapsed":1277,"user":{"displayName":"Hugo Neves","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhrPSCu9KFo4OfluugRqBjIIThdDEmaxEnI_8g-CQ=s64","userId":"03449378890045249481"}},"outputId":"21e36677-1ccd-4943-a231-4f0a68ff3aca"},"source":["#Mnist vs Omniglot ResNet+GeMOS\n","scr_np = np.asarray(mnist_scr_list + omniglot_scr_list)\n","prd_np = np.asarray(mnist_prd_list + omniglot_prd_list)\n","lab_np = np.asarray(mnist_lab_list + omniglot_lab_list)\n","lab_np[len(mnist_lab_list):] = args['num_classes']\n","prd_np[scr_np < 0.85] = args['num_classes']\n","cm = metrics.confusion_matrix(lab_np, prd_np)\n","plot_confusion_matrix(cm,\n","                      ['0', '1', '2', '3', '4', '5', '6', '7', '8', '9','Unk'],\n","                      normalize=True,\n","                      title='Mnist vs Omniglot ResNet+GeMOS')"],"execution_count":9,"outputs":[{"output_type":"stream","text":["Normalized confusion matrix\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 864x864 with 2 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"dRrmizHU4bA1"},"source":["#Image Samples"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":608},"id":"c-RkhobeSzeJ","executionInfo":{"status":"ok","timestamp":1622833511670,"user_tz":180,"elapsed":2211,"user":{"displayName":"Hugo Neves","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhrPSCu9KFo4OfluugRqBjIIThdDEmaxEnI_8g-CQ=s64","userId":"03449378890045249481"}},"outputId":"c018d14e-5cf3-41f7-f1ab-4e9c0797aabb"},"source":["fig, ax = plt.subplots(nrows=5, ncols=5, figsize=[8, 10])\n","\n","print('Mnist Resnet')\n","# plot simple image\n","for i, axi in enumerate(ax.flat):\n","    img = mnist_inps[i].cpu()[0,:,:]\n","    axi.imshow(img)\n","    axi.set_title('Pred:%d Lab:%d' % (mnist_inps_prd[i] , mnist_inps_lab[i]))\n","\n","plt.show()"],"execution_count":10,"outputs":[{"output_type":"stream","text":["Mnist Resnet\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAeAAAAI+CAYAAABkCNlXAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOy9eZBk13Wf+Z371tyXytq7q3c0doBYuIAACa6iSEqktTAk25IcY5nSyIrRyLYkW+OQ6aA89tgRDjtGomjOmCPZtDZyNKQkCqRECiQIEgSxL92NRu977ZmVe77tzh8vu1FooPeurOqq90VkVFXmq/fO+72b99z1HNFak5CQkJCQkDBY1GobkJCQkJCQsBFJHHBCQkJCQsIqkDjghISEhISEVSBxwAkJCQkJCatA4oATEhISEhJWgcQBJyQkJCQkrALrzgGLyO+LyG9vdBsGxVq417Vgw6BYC/cqIp8SkS+spg2DZI1ovuo2DIq1cK+DsmFVHLCIHBWRjog0RWSmf7PZAVz3VhF5WkSq/dc3ROTWixz/LRH5+QHY9aiIzIlIXUReEJGPXefzr5betoh8qX99LSIPX+L4Qen9aRF5SUQCEfnUCpx/VfTuX/sTIrJPRBoisldEPn6RYwdSyYjIVhH5q/53blpEfkdEzOt8jdXUPC0inxGReRFZEpHHLnLsQMp4/1q/IiJHRKTVLxM3Xcdzr1ad8nYR+RsRWezXmV8UkfGLHL/ieovIiIj8kYic7j//74rI2y7nf1ezB/wjWusscA9wH/Avzz/gen9JgdPATwBloAL8OfDH1/kaV8OvAONa6zzwSeALFytUV8lq6A3wOPD3gekVOPfVchD4deCrK3iNgestIpPAF4B/AuSBXwP+UERGrud1roLPALPAOHA38G7gl1bgOqtVxj9HXKfc0v/5qytwjSui73T+IfARIAt8FJi/zpdZDb1LxHpvBbYADeD/uc7XuFKywFPAvcTP/w+Ar15Og2TVh6C11qeAR4DbAfo9pX8sIgeAA/33Pioiz4tITUS+JyJ3nv1/EXmLiDzbb/H/CeBe5Fo1rfVRHYf/EiAEdl6N3f2W1/TZFq+I3HbeIZV+S60hIt8WkS0XsetFrXVw9k/AAjZfjV2XYsB6e1rr/6S1fpxY66vmOuv9B1rrR4i/vCvKIPUGNgE1rfUjOuarQAvYcaV2i8h/FpETEo/KPCMiD513iCsif9K361kRuesip9sG/KnWuqu1nga+Bpz//K4bg9RcRG4GfhT4pNZ6Tmsdaq2fuRq7r1cZFxEF/CvgV7XWe/tl4ZDWevFq7LoUA65THtFaf1FrXddat4HfAd55NXZfL7211oe11v9Ra32m//w/B9jA7kvZsOoOWEQ2Ax8Gnlv29seBtwG3ishbgM8DvwAMAf8F+HMRcUTEBr4M/HfilscXgR8/7/w1EXnw/PeALvB/Av/7VZr+CLALGAGeBf7HeZ//PeDTxD3t55d/LiJ/KSL//Dyb/lJEusCTwLeAp6/SrouyGnpfJ66r3oNiwHo/DewTkR8VEUPi4ece8OJVmP4UcW+1DPwh8EURWV4xfqxvz9nPvywiVt+mz4jIZ5Yd+5+An5J4qHYS+GFiJ7wiDFjztwLHgH8t8RD0SyLyuuOvgOtVxjf1X7f3G1FHRORf9x3zdWeV65R3AXuu0vQVqVNE5G5iB3zwkhZorQf+Ao4CTaBGXHg/A6T6n2ngvcuO/T3g0+f9/37iYax3EQ8ry7LPvgf89mXYkCEeBvvIRY75FvDzl3GuYt/uQv/v3wf+eNnnWeIe4OZLnMcirpz+yTrU+yTw8CWOGbTeXwA+tZ7KN/GwYxMIgPYlyvfvX86z6x9bBe7q//4p4PvLPlPAGeChC/zvLcAzfZt0/7pyOddd65oDv9k//6eIK9139+24ZbXKOPBA/3+/2j/PVuBV4B/d6Hqfd447gcULlbtB6X3eefLAS8C/uBwdV7MH/HGtdVFrvUVr/Uta686yz04s+30L8E/7raBav/e6GZjov07p/p33OXY5F9dat4DPAv9NrnCOrN+7+HcickhE6sSFEeKW0hvuQWvdJC4oE5ewydfx0OgHReRHr8Smy2BV9b4WVkrvFWbgeovI+4F/DzzMa87g/+63yK8IEflnEi/cWerbVODCekfEDaw36N3vdX0N+DPiRm+FeB7v/7hSmy6D1SjjHcAndhie1vrbwKPAB6/E8Otcxs/e97/X/Wk34l7nh6/Epstg1eoUEdlJ3IP9Fa31d67U8JWoU0QkBfwFceP0316OHas+BH0Blj+ME8C/6T/os6+01vqPiFvdkyIiy46fuoLrKCANTF6hfX+XeAju/cQV09b++8vtODeHK/FkfJm4pXc5mFzFvN01MCi9r5aV1nvQrJTedwOPaa2f1lpHWuuniKc03n8lxkk83/vrwCeAkta6CCxxYb0V8ZDnm+ld7tv8O1rrntZ6gXjRzPV2BpdipTR/s+H9q0kxdz3L+H7AO8+OQae9W7E6pT8X+w3iXvV/v0r7rmudIiIO8VD6SeKh9stirTrg5fxfwC+KyNskJiMiHxGRHPAE8bDW/yIiloj8GPGczJsiIh+QeMLfEJE88B+Jh9b2XeT6poi4y14WkCOeW1sgduBvNo/8YRF5sD/H8WniVtGJ8w8SkZtF5IdFJNW/h79PPCzz7cvQZiW4bnpDXDCXzR3afQ3lIv+yonr3bbL6Nqll1zMudh8ryPXU+yngobM9Xonn3h7i4nPAxnl628R6B8AcsT6/RTy0tpx7ReTHJF7l+r8SP5/vn39yrfU8cAT4n0XEFJEi8HOXsGmluZ6aPwYcB/5F//7eCbwH+PpF/mdFy7iOFyf9CfDrIpITkU3Euyv+8qKqrBzXsw6fBP6WuEH32cu8/krX4RbwJeKRh5/rjwhdHpczTn29X8Td/fdf4DMN7DzvvQ8RVy414hbTF4Fc/7P7iCf/G8SF7k9YNn9APE/xUP/3nwRe6b83RzxHcudF7PxW357lry8Qzwd8pX/NY8DPLrebeP7gs8Df9K/1GLBt2XkfAX6z//stxL2URv/+ngL+znrQe9m1z9dw62rpvez486/zD9aJ3r9MvPijARwG/ulF7HwzHR4HDOJFM/W+Pb++/J6I5zu/1Lel0bfvnmXn/Szw2WV/391/tlXirTB/CoyuozJ+G7EjaQF7ucj3l8GV8TzxFssGcQ/0t7iO8+6rpTfx6m7df+/cazX1Jp7q0cRrLpbbdcG56bMv6Z8gISEhISEhYYDcCEPQCQkJCQkJ647EASckJCQkJKwCiQNOSEhISEhYBa7JAYvIh0Rkv4gclFWKNLTRSDQfLInegyXRe/Akmq8eV70Iq79t41XgA8R7n54Cflprvff6mZewnETzwZLoPVgSvQdPovnqci2ZKt4KHNRaHwYQkT8m3th8wQdni6NdMtdwyY1Hg+q81nq4/+cVaZ7ofeVci96QaH41LNM80XsAJHXKYDlP79dxLQ54kteHGztJHHz7dYjIJ4k3geOS5m3yvmu45MbjG/pLy8OyXVLzRO9r40r1hkTza2WZ5oneAyCpUwbLeXq/jhVfhKW1/pzW+j6t9X0WzkpfbsOT6D14Es0HS6L3YEn0XjmuxQGf4vU5azf130tYORLNB0ui92BJ9B48iearyLU44KeAXSKyrR8r86eAP78+ZiVcgETzwZLoPVgSvQdPovkqctVzwFrrQER+mTjouAF8Xmt9tYmREy6DRPPBkug9WBK9B0+i+epyLYuw0Fr/FfBX18mWhMsg0XywJHoPlkTvwZNovnpckwNOSEhISEhYFUQQ0wIliGEgpglKwHHi30XAMtGGOnc8WiNdD93pQBgStTpo31u1W0gccEJCQkLCDYfKZlFDJbRlEhUzeHmb0FU0x0y8ghC60BuKiFyNNjQoDZGQOWpSOBRiNSMy+2YIjh5ftXtIHHBCQkJCwg2HuC5RMUuYsuiOOHSGDIK0UN8eIaNdMpkuD04cZbNbJa08CkabduTwe5WHqKk8TlWROr26QUU2lgNWBiqTRkwTyWcJy3m0pYgck9BRoITIEFBgdCOsxS6q6yH1FuHMLDoIVvsO1hciKMdBbBvJ5/A3Vwgy8TCSFpBQ4x6rEh46BlG42tYmJFw+yoiHRS0Tlc9BykWnHPyhDKGj0IagDQEBCTQq0CgvwppvIrUG2vOIlupJnXMWZSBKUNkMTIwSpW26ZZfWqEVkARokAuVp7JrC1w71rMlz1iZOpEuUnTZTqUVCFPl0l5ktKby8Sf5YlszMKLrnETUaA9d7QzlglUkjUxOEOYfargwLd2nCbIQ71GGitIRjBFTcJkWrw0vVCQ4+P4E7L5QOlMk92iGsVlf7FtYVYlqo0WGiQob6TQVOfzRgx+ZZLBXiGj5LXorTX9nE+OdniFqt1TY3IeGyUa6DpFNINkPrtlGa4yadYSF8S4PNQzUKdocRt4lCM93NMd/JcqaexXhymPK+EnbNw9p3nHBhcbVvZfURifW0LaKdmzn5/jzt8QiKHqMjsyhg/sURhl7UWG1wqxEAfsakNTFMLVvBL4fsm6yRd3vcVTnFnVufZE9rkke79zAWTWHXehj7Twy8jt9QDlhsiyDv4hds2qOCu73OeKHO/eVjPJzbR9Fos9X0GFIpvlZM8+v1H6ftZnEXFTlzQ0k1GJSgHZsw69CuKN666wi/OPYtXPHJKY9TQZ5fHv95xDBW29K1gciV/89VJltJuDbENBHLQqccOmWT9qjQ2RTw07te4IP5lxk1mmy3LEwMXvW7HPArPNPexhdOPkRq1kC0hW1Zq30bawNR8aIqx8HPO7Q3hZS2VNmcX+KtpaNECP/12BAqVBi9CKsRYnQD/JyFFosgI7Qjg6V8miA0GBup87HsPrbac3xt+C66JQO0TcoevN7r3quIaaJKJSSbxpssMf32NN2KJhjtsbtYo+K2GLHrFI02GQmwiCu5MaPOvRMnOJSpMF8fpbJlFNOx0fUGYb2+yne1PhDbprepSGPKprUJtqfnGTZaKBKn8brh+VKB7o4R/JyBl1X0igp9gTbJ2WE4CcGpR6TP9DC6AcZ0leDU6cQhDwAxTdg0RmtbgW7RYOFujbO1zk3FJe5Mn2DYaJFTEaofBymnIibNGnP2AlHBpzvkoAKDTOKAgXjk0rt3J43NDp1hQWd6BKHB3tNjvPDqFNJTFPcaZE+0Ub0A1fHBDzBaNspPE7oKp2bQWkrjZdJ8w93N+3J7WAiySMGjsSVFaFuk3cGH2Vz/Dti2iTaN0B1PU91lMfnhY3x87HnakUMjdDEkYrs9y7Dq4Qo4YgOw0wr5lbFvsDCc4de6P8HSngKZrI1z3IJmK5mTvA5IOsXSdpvqbRprssVbs4fZZho0tU8tgmjlQ5WvWcQwkEIeyaTp7Kxw4n0WelOXbWPz/KOJpxg237wRWAvTHOqNshSk+NsTu1h8voS9BMPP2Zgzc6u65WLDYBg0dxWZfpuBXw754Xtf5JOVb5NWAWUFabEw5LWqd9hwKKqQkBNUhhvUxmwkVGjXXsWbWDuoQp7TD7i4b1vA0EImNPADA2N/hq1/3cKcayDNNlG9AVqjowitNSKCbVmICJl0inI2TZRLczA7wtObthMijFWWOHOzInQdKk+nB35v69sBi/SHnW26JQOvCDcXZrg/dYSjfoWXO5tohza1MM1c5OBKSIhHToVEWjNqeJSVRyXbYilTxM+a2MmX4rohSuFnhKjoUcq1Kao2lhhYOoB+L1g2aofNMJBMmrCcpVs2CYZ9tgxXub98jPemDzJq2PjE5fQsSoSlaJZJq0otzHByqMizlTyRoeiVLexiAd3toj0P7fcXmyQNyetHf1+qSrl4WYVfDrFLXW7LnOI222R5devrkIbuEvX/DrWmHcUOIN4yI1c35bDeEAHbws9rbi/PU/dcTlSLeD2LdAOsEwuEZ6bRYfiG0R0N0O3Gp2m3kVYbo5vHahSY8fNYEpK2fFK5Ll7KRpuDb/CvWwds5PNILks4UuL0Ayl6d7Qp5duUzDYHvFG+PP8Wnty7A2kbYMb7xMQN2bF5ljuLp5h0avxQdg8ThmZ3YZa/2TlJr2hidnJYBwx0UnFdO65Dc2vER25/me2pOTabdSC12latCYxyiVMfmWDpbo90scGPbHmVXalZAL7SvB1fG7zUmORALU4zmrd7pEwf2wgo2W0cFVCwutx390Hagc2+bWOY9+7EbArDL/qkD1aRbo9oZo6oX0klXBvm5ATejhE6eYv5e+Addxxga3qBe92jbzj2sW6O/zbzAIu9NG3fphuYNDsOwcEc2dNCejZC2hv7uahcDpVJE1RyBPmQzakqz7SnCF8ukD+jKRz10c3Wmzrf89GRhm4PbXfInNb8f/vvJJvusbW4yHumZvla7xbCjM2gmzzr0wGLnHO+7S0Z1FtrfOaOL9LWDke9Cgd7ozxzbIqR75ikFgLMdojqhvgFmxPv2MyRnRU2DVe5b+dhbrJCbsuc4ls7dtIspsietCgaCu2v9k3e+OiUQ2pLg0+PPYolCkcS53sWXczRe1eD773t97BEcMVAoXikXeEPzjzAbCvL7OEhsocNREMtB2FaE2Qi0pNNiukO7xg5wm+Mf51hJeyfcnjlvnF+0NjOo849jAVF7CUPo94810tIuDbC0SLzd6TolmHznaf49Ka/oKwUjpjEYZZf47HGbr7/zE3YNYXZFsw2uL7GqWnsZohd8+NoTRsVEVQmTVQp0RtyUTmfre4C3w22U3kppPDsDLrRImo0Lm9dQxSio5Co2SJ7KqC9J8vSUJrC20/zs5XHOdio4KfGBu4Q16kDVuhsmt5omk7JIJ/qklddakGalxqbONPJEy44OEtxQVdtH9XuIVrj1Cy8RZv5VIZG5BLRAEBrAZ0MCV0PxLLjLQVpG8fyyCoH1W97Rmi6OmIuTDMdFJBA0Btx4ZAIphlSUHY8LC9xBb4QZjm8MERrycWdM3AXYm2ULwRtwegYtKwMnYzN08YUO9ybGDYbtCIbT5vYKsArRjQ2WaRTitypDNJoxD2EZFTnypE4DCKGQZi16ZXAK0eMp+sUlJBVry3s8XXIYuTR1sLhdgW7auBUwWxrrLZGBWA3QoxOhNHxIUyeh2iNCjVR0+LF5iYWalk2NSN0qw29Xtz7vdJzhhoJQAJQaDISYBsh3ipU7+vSASvbon77ENMPCGHR5+HiHNNhgb9cuIunvnY7uaOaLTMB6VfnoNNFByEEAWazTSVtkZ62qN5c4IWdW7jfeZZTvRLdqotVM7Da4cZ0CNcLZWBMjuFPlGhsSTGaPX7O+Z7lQJDlK9V7ONAcwakCUfTm51rPhBHdjs2rvianOowbNo6Y/NXsHbh/ladyJsCutTGrbQAixwJTEdkGfs4iMi162XE+V/xRQkdo7AgZ2l7FMQN23XmC9D0ezx+eYktnjHQQoDsdwnozccJXiNg2RmUIHJv5XS6pt85zd3mOj1RexJXX93qPBQH/o/YODraGefKFnWx50sed6yJegHgBRBrx4hW8uucRtTZwDxjQPQ9pdXBmFJUnizx++i7yM5rUkTn0Uh0dRle1ql/6QTvOdqgsiTBldcr9unTAGAatcYOx26YZSTeYSi1SC9O8Wh1h7Pse7uP70EFA4Hmve4DSbOEqhTOTIUiVOdkr0Yo0C34G1TIwm4LR0xAlDvhqESVExSytSZf2iGKH037DMdNBgRdrk5yqFkg39MbcOqM1oWdwPCgxYjSoGB4OJocWh9j83XnCfQcAOL/aEODsMkEXyImgUilqH7uTabOIPdTlp+94il8sHOM3c/fw6LfeQepIBiEu/3oDtnWuBTFNdDZNlHNpjwo/ObWHd2VfYau5hCWv39YyE2Z5Yn4bJ+ZKZA+bZPacIDw9QxSGScPnfLRGBwHS7aG0przHJHfCxqp7MLtwbesWIh07YQ1KNBYatUqrPdenA9Yaq6k5M1egmk7R8h2OZ8rMLeTY3g7joZ3oAhW77r+vIdSCj9AJLYyeYHRBeUkNdVWIxBvqbRu/5NIaN+iOaCpOE4iHnnvaJ0RzzKtwbK6EX3UpNvWG7AGLH6DmLb6ycA870nOMFp4ha0LK9vErWezJCaJ6I54Duxhao8OQ1EJA5rhNr5Hhy5W7sSRkX32M1oSg7h8me7qA7fcXtQRBEgLxMlG5LK2dJdoVk+5EyKRdpag6OAIKha9DToY+c2GKbzdv5vDxEawZi/SsRnf7Q6hJq+fNCUO07yOA0ezFDrPVW1dlc106YO0HFI508X6QInRTHCnlOZDZROaUwlqYJwqCeM7rEniRSVcbzHezOItCal5jNr3kC3MViGkhroPKpKntdGi8tUO52OL+7BHg7PxYQCMy+M7CLqwXsuRnNbljrXX1hbtcdKNJ5Xl4vHcH35rqcvvbTzBlNpnKVzl0xzC5oU1kDtZh74FL9p605+E+d4ypE0WCYpq5E5v5D1ObCPIhw++co/yBFq8+vYUdrQnMM1V0o0FYWxrQnd7YhJuGOf5DisqOeT48cpyHUgcZM16LJ7AUeXxp6V6+X93GnuPjjH/dJH+wjrHYjDVOer4XJOr2EM+Lt+S12ihDocOIqPXGUbMblXXpgNER5lKPzLRN6AhGL95v6s5ppHOJiXt5bf9dqAVfK3qhieqB2dWInzjfq0JJP5ycjZcXJodrTOWqDBtxQImIiFakaGmThU6a1JwmOx1g1LuEG3HI3/NJzQX4aYslx2EuyANNClaXXgkMz8CdcVBKLt0e1Jpwbg7m5jDzeYr5m1CeRWOrwVvuOclHSi/wz6Z/Ej9vY9Qc6HTO5U5NuDhhxiI12eQjm/Zwe+okYwavW3jV1XCkU+HIYhmZccgfasKLBwh1tCEblldEFMZlOwjQvd7KX08NfhXWunTAOtIYtSaZkxbaVrhVk8BVONUA3ey3npZXLups1pI8nd2jNCdtGtsgb/ZoRC5hpEBAK9jAwZmuCZVyYbhMWEjTHdbcXznGVneBSbMOODSigJe8SU77JabnC2yaDnGn28hSc0OOOGjPw51uITpDkLJ5ZP52hswmjhEQ3dVgYclF+Wkqh8vodgfd6VxWhb78vJFp8/LiOGNOHcsOWLg9gzsxQmlfGqktJQ7iAohpYlSG0LkMjXGHkfwi25xZhs06SoSIiJNBjxNBnj29rXz7yA7kQIbcGUHVO0Q6uqwRuISVR0mEJWCrkNBROLlcHKjmvPVBK8UlHbCIfB74KDCrtb69/14Z+BNgK3AU+ITWeu2kCopCwlPTGHMLAFj9bQI6CAhb7TcIq1wHSblQKTJ/l0PjNo9cucWw3WAhzNILjdcc8ACi0+zRTzPPGWxea0mvec0vgeRy9CYLdMsW0VSHnxv6HmNGSFbieLeLkcHj9Zs42BjGOO6SeXUWffIM4QC+CGtR76jXQ+0/gnvEZtjbyTN3bKUd2NxWOMPv3vuHtCKHX239LEPPlVFLLaJF0JeaDz7vvJXeDg7ePcTj5g7Sjk/9HU0aHQt0lvJL5oo54OV6v0M+CKy+3leCOA7B1lHaEymWtik+UD7F3e5JiirAFYdQa57vTfDNpVvZWx3DeTrL6NNdzKUezM6vSsNmLZbxtYAlEbYIOauLl1Vky0V0q024WAO98tMDl9Of+33gQ+e998+Bb2qtdwHf7P+9ptC+R9RqEbVahPU6YbUaL1g5f85FBEm5SD5HUEzTK2ry5RbD2RaGRDQiFy8wkBAkBMKVbxVNsIW38OD5b695zS+KZeJnTbysIpXyGDNChlSqH6QAutpgtpdjrpXFbAnS6hC12wOprNak3loTdbuE9TrmUg9jyeTkUoFW6LDLWuIeZ5ao4BMUUkSFDOK6oIz4dZnnNeoeRsNgtpEljIThQpNiuUmQBtTKDfWsSb2vADEMgoxFt6Dwc5qS2SYnAa6c3cseUQvTTHdyLLZTOEsae66FUWuivdWJ4HOja76SnCvpwrnFooPikj1grfVjIrL1vLc/Bjzc//0PgG8Bv3Ed7Vp5lsVtbT2wk9l7TbxCxNTtp3nf6H7aoc2rrRGerW2merTElld9nJk2xmyVYIU3yJdkmI5+Q/7bG1pzb7LEzP0GvUrIw+MnzmWdOssBb5Qn9+4gdcyidCBCtwe3B3Kt623MVhn/bpb2/iKP3H8HD797HzusOe7afpIXf2orVtVl5JkCub2FKwov+dp5C1Rvj3jwgWfJGj2+Un4QVjAF5FrX+4L0k8JLIc/CrQ5Ld/qURuvclT5OUSksUf2Vzz4vtTfxwvFNMO9QnA1hvor2/HhocxW4YTVfYXyt6GpNJ7QwOxq91Ijnmwc07XW1c8CjWusz/d+ngdHrZM/AEMNAbAvJZZm72+QDH32K7ak5Hkq/ym4r4nvdHP92/sOcnCuROWaQ3nOK8Mx07HxXZ3HKjau5CO1xh/Tdi7xj5DQ/VHr5XM/3LAd7o+T3WAw/38WebRK1V32l45rROzh9hsxXF8iaJtq4k2fu20Y+1+Vnxp+gMfocTze28c3gXsz2lYWXXH5e/xfu4t0f2s8dzhn+tPxOZPCJANaM3hdClCC2jc5nqO8O+Yl7n2arO89d9jRZ9VoY1RDNq/URzKMuzqKQPt0inJ2LP1xbC9vWvOYrTaQVvoZ2YGO1QsJabaDP6JoXYWmttciFdzGLyCeBTwK4DD7d03nGoBwHlEIV8uhyAb/g0huK4mQA1iIGmloUMB0UmFnKEVYd7Hp/z94aWZRyMc3XlN7L0AocKyBjeLjq9cNwhihCrVABqF4I/trQ+SyrXsa1Rvd6aM/DrmueXdyMQcSIXWfCqjJkN+kNhTQ2WbhZg3x1CMNQcTSlZvPCFcqy86oALAlIiyayNZJOoTyPyPMHvlVm1fW+0HVNMw6haptoN2TSqTJs1nH7bRVfh7S1z1woLHbSWA3Bbmik56/56Hk3Yp1ytWhTEZlx1qlOaHE6TNPwXCQYfNCfq3XAMyIyrrU+IyLjwOyFDtRafw74HEBeyqtaClU2i2weJ8o4zN2aZf7eCIo+77npZR5O7wfgB91tHOqO8Nj0Dswn8owfD8mcbKNXv0d2WZqvJb0vB2OA8y1XyNor41pT2lNn5oub+EppM+JT9KIAACAASURBVP6dLT5xy7MYEvGe+/dQvSvFK7Oj1J8YIXOmQvZ4F/O5A0StNww9XhAD0Hkfb+c4VrWIMT1HuLC4Yre0jLWn93JEkFwOSnl6o2lylSYPp/eTUz45FVejx4KAZ3tTHOkNM3twiC0v+FhLHmq2yhpdx78u65SLISJ4OUV3OCLKhhypl/m8ehcHTo2wszP4hv/VOuA/B34O+Hf9n1+5bhatIOLY+MMZekWL2m746APPck/2GHc7J7jNNpkJOxzqjvDE7Damj5fZstcn88osutkm7Kx6xpgbUvMbmDWptxw9xVizQ1RIcySd5/jWEtvSC/zS6N9yt23y/46V+I3GT+DlHdAupX0OXIkDFsFK+XRHUmhT4Sw1V/BuXsea1PscohDXISyk8XKK0VyTW2yFWpY+czFyeb41xZHWEKkzBqmDs9BoES3VV9Hwi7K2NV8JlCJ0hCgfYKQCltopnvcnkAUb1W0w6NbF5WxD+iPiifqKiJwE/hXxA/tTEfmHwDHgEytp5FUj8ZyNMTZClMvgDadZuMXFK0I41WF7ao4xcwlHQnwtNCLFnqVxTpwawpkxsRod6PbAH+zCiZf0k1SZw6cHcGdf5xtD8ysgQhNov5+M3I6zlJwNBTrAfZI3kt7aD1CdHkopMqfzPL5/F88XJ1HbNOSfZzHIUq40qAq06g6lShkj0uhO57IWZinAcQJ6OYXyTRzbuu73sFzv7+ivAlRYo3ovR2dTdCsuvaJi1Oqilm0iiYg46o/xxOw2ZmtZslWNdL144VW4+v3fG6mMrygiBI5gZTwcJ0BroedbKF+QKFp7Dlhr/dMX+Oh919mW64qYJhgGRmWIhQcnWdqp6I2E3HfXfu4tHGebM8v9zikySlBAW/scDobYs3czY4/HQTvso3OEi9V+7OjBzYPdIW879/s39Jde1Fr/1/6fa1rzKyUiYjHs0dYw38uifJBeiAy4wrqR9I463ThIfc1k/Oshw8/l6Yzm+P0ffpB9d4xRsVv8ws7HGdrd5F9mPkbjyBDpUhrz1CLRyVOXnOMyEEZyTc5sLhKkDdInrv+c33K9Ab6hvzSvtV5gDep9FjEMehN5Fm+16IxotmUWzn0WERFqzdcXb6P62Bj5WU15b5tosRoHdVgDaQVvpDK+IiyLRe8VhZvG5rBVwIGFYVp1F6ctSDD4htK6jIQFxGL3Qx92RhTdKY/hsSX+p7HHeZfbwBDB7C8o6GiPtg6phRnsRYPs8Q5mvYuuNwYTAm2DEmpNV0MjsuiEVrzXOoo2ZPKFyyYK0b0Q3esRHW7BYcht3kTqzikObaqgSpq3uke4w7b4g5E5zhS3YbZsjEUn3t94ieACSoSc1eNEVuN3BW2t3HakGwkxFEHaoFfUBIWQvPnaaEKoNRERM+08mVOa7CkPc65B2O0lsZ7XEKIElBDaMJ6qoyTiAMPonoH4rMoK9fXpgJWB2jJJb6pMt2JR3x1wx86T7MrOMmEuYYjxuuEjSwwcNJNmlXB7h+m3p8lMuwxVm1Bfs/M3Nzxt7fNUb5I9nU28NDtOqRqiak10q70meg03CrrdprQ/ohpVeGKyyOedJu8t7MNWAQt3RzS22IwZZdxjJ9G9i+saaU0nsDDagtkF8cOBD8utJZTrItkMks3QGjPwJn1y5Rab7Hhh2nzY4QVviOmgwKGZCptmA5zpFtJobcgQqmsVsW1UNoMU8vg5zU2ZaZaCNM3FNJlDFulpjaxC/uV16YDFMmnvrjBzn0WvEvKRe1/gV0e+iSNQVjYmr2/VmxikRbHTqvOJW57le5XtHD8wSnFfAU6cXKW7WP80Is3XF+/g+6e24B3Kkz5RJzw9EzvfpOdw2YTVJQp/s5/id1O07pzkL9y7eHXrCBW3xU899AT1IMW32vey+dvmZY3o1D0HuwFWQ8eJ4jcwks2gJ0fw8y6NrXDvrqNsSS9ys3MagNOhzR/OvY1DSxWsV9OkD5yJQ6gGwVrb87uhUSkXykWCUga/HPJQ+lVe8caxz1iMf7+DudRDVwefAWx9OmARQlsRpDQ6HTLh1NhkOsRxauJNewHhuaEjq98jNoBxe4mp3CLHc2XCrI2ZyfQXBUXxXr4wXDP7gW90fISFXoZO08FpC6obEA54wdu6IAoJq1WoVnFHShjVHKdKBVwjYLJYpWS1CJ14HvMNWY6UgRgGWoEhESGaIDTi7F89DWtgAdFqIqZJ6JiEKYPQ1Uyklph0amTEB0xa2mamnWd+KYvdBun5RP36QSz7widOsiFdHmcDwohClLyWxOLs6MLlNnJME52yiVIm2BFp5WNJiNETzGoH1eyee26DZF06YB1GpGa6FA6l6dRtnt41xeH8c9gSkRawRDjouzzV2U5Xm+x2znCzPcdimGJfe5xDSxWUGXHqwTTurXdidsBuRBg9TeZwjejVw8mX5ypQolESofq7Irva4ES9gHnawZ0HeonzvVbOhpfsvFJg31SBV28ZxjAi3EWQQh7DMOIY270eynVRo8PodLwzwBUfX2sWFrNse6WHVe3C4gbPC2xZBDkbL28Qln0eyB1kwqoyasQO+LA3wqv7J8geNcmcjghHi6hcmijjEGQsuEBAMXu2hT56kqjTjZ1J0lt+AyqTQdJpxFDoXAbt2Cg/QNpd8P24DvZ8dBjGq80v1ngv5mnuKNAtKuxMi8UwzUmvjNUANVd7LQPSgFmnDjjEOlOjpAS74XJwscKB8QoZ1WPYaOFKyDPdrfzZ6bvpBiYPjBRwCz6LYZbDjSFmF/MYRoR1fxUxQhaWMsiMg9FWjFEkfXjlMsWsV7TEW1yUaAyJMEToaoNaLUPutJCai5Bu4oCvleXhJUv33cTpTh7f1WQXI3QujZgG0s+vKqkUwXgJr+jgFaLYAQOyYOO8eICotkS4wefitWPh5wx6OUWu1ObB1AmGDefc/t8jvWEK+0yGn2ujLUV3OIU20nTLBr2ixBnU3nBSKBw1yc5X42fhBwPJvHNDIYKk01DKE7kWXiWDnzMwuhHOYg/p+EjPi51xEECzdVEHHBUz1KcMvBJk011mwxxnvAJ2XRPMzK1aI2hdOmB0BJ6P0fKxGxaN2SxfnbiLlOFTMtu4yufJ6lZOzJaJfMX3ZSu+NmgELscXSwRLNpIKqRSalNx4Yr4aCmHbpD1ikNk8gdnpoZvNuAUbaXTgJ63Y8xDTRKXT4Dj4GaFg9yiYHVyJQ1H62iDqmNh1jd0M4y9SwpWjDIxSIa6wDIU24/SbvaLVD7kHflrwRrMYLQczCCEMkXyW3pBDp2wSZQMsiZ2ARMQ9i+R5gAiRIWgTDNHYIq9bwJk1ungF6Iw5BI4QpARtQK8o+HmNvkAP2PAMnF0TmM0KquMh3R4EIVG9EYcPhY1Tn4jE0yOGgdg24rqIbRGOlPCGU4S2oldU+BlBeQZe3sDwNEZPYzZ9JNSYC02MhSr4QbxVb7kzFiGyDYI0+BmNEpjxi/HWx4BVXW+yTh2wJqotoTyfTC3NlmiE5753N1qdzekLZkczuRQhkcbLjvBEOo5Dnvc1xQCWtplkN3u8u/Iq0ZCCrdAIXf5s+C4aW0exGsLQHp/0oeoVZaDZSKihMp27p+iWTaq3aX6scpD70ofZbNZRuNSiNO5Ji8rTC0i7S1S/dD7bhDdilArUPnATtV3xuge/HCJuCBIghg8aFkoWSzsdrJZLeW+a7OECjakMZ95pEI13uX/bccaMZMvdGzANAlcIXMG13tggeW9mH698dJzD7x4io0IcM8CUkILdJWd2UW8SXjnSwulOgWNLZTqeRWu2jD1nYNeFsSfaWC/GU1zRBtnGJLaNURkCx8bbXKK2wyVIC42tEdaWFpYV4JghrhkggGWEKNE0eg71lovvmbh7RxnaO4TVCHEPzxOe7OeY6M8V90o27W0+qXLcofrymbs4MV9krL66+q5PBwxx/NtWC+bAOXIM5/zsLstalw6cS09oVMroXIbIHCZl+tzlHmfSrLPNNIiIKJst/ix7N7PVHEutDPZSFqNhwmLtsjLQbCQkk6a+1aI9Jjib69yXPsytdpVMP/5zK3JwFyDc++rGae2vAJJOU9ulyL59jpFMkx8a3ssWe45n2tt4bHYnHd+CofjYxXqaeiuL2U7TmDTJ3bzAgxOHuS97hIIyWNoAFf6VoA2DyBIiG0z1xgVpd9oG/3nTN879rVAY/bpGXSTdekTUT94Q8oWlO3hk5jaOzZZpnUhR3O/EmZc8b0PsZDqbYSrKODQ2OVRv1YSFgLfsPsovTnyLjOoR9rXMS49tVkRWHGbDNoeDNNNBkd9K/Qi1XgGnamAtZpEZM144GwJK8LIGuZEltpaqnGnkOTZbJlpwMJurO8qzbh3wG7hUBa91fzLfQzom7kLICwc38x+CD7E7P8v7i3tIS48QYXthHiWauUqG9piDayvs0zYkHbiYs4nJsy7tUaG72eOmUo286mKLYK3dBAw3JkGA2YKFahY/MDiUGwZgwcui+2OgpoqwjJBcpkttKk1kW3RGI+4tz58LyWpcaMXQBkMcB6NUBNehuTVPY6vQK0Xcnqu+IY81xHEEQq1pa5+lKCBEMPq7pxVQNgzS8voV0fGODI1FxCZ7gV35OXqBSaOSoTA5jLS6yHqeBuiHCRbTREYr1G8t0y0pOiNCmPdRbsCJeonPybsB8CITLzTI2112ZuYomB18bdCNLJqhg22GLE1F9MqC2cmRc3dhtD2M+SV0t4uXFcZzDbZn55lrZwh7BkZXocLVbfhvHAd8OUQhUb2JtNpkng/Y2RjDz4/x7Vs388233cRoocGDI4f4pdFHOVqu8KmljzJnZcmcdhg/loP5hUtfYwMgpoUYit5YltR9C/zCjifZ5Uyz0+qSFutcDyHh+qA9j/zxkNBJ0Sy5fJudHC5W6AQWfqQQ0eSdLhW3iZMPGd28j7LZomLWudM5RdnwSYuQkhSwTiv8K8AoFWnet4XOkEH1Nrj3na+wOzvDu7KvvCGPNfSdqcBMEPLdzg6aoXvus4LR5oHUYXa+SUhtSwwMER5wT3GzPcNT2a389u0/ivIKpOdy5JvttZAXe0WQfphgnU3TuG2IMx/3uGPqNN3QpO3bdHyL6v4y+pUhjB5Y7Qijq2mkFQdGdsfzuVmNNxShnZDNmxf4+MOPUQ3SPLLzVmZPpXHnMow+lcaZbdGeEH5+/DnuSR3llaVRZqsWTlVQ3WQIek2hfQ/tQzQzh1mtYVoWQ3Izx6fSnPQNehWT222fgjrFZHmJw0MprJaJthIpgbj3qwQMgyCluHlolh/JvkxaIKeciw7LJVwlfhDPfS3ECxzqjRTT5msVixKNqSKypkfZavF3Cs9wr3O2R+b0X6+hBXizPcMbBdehWzbojAjReIcfqbzAbfZpRg0fS17LfhSdl2SwFjkc7w1RD15zwCUrxW3OKSKiNy37CsWokWLUAF8fxyl36A7lUL4i71xkH/GNjihwbKKcS6ekuG3qDP9g4rvs747zzNIUs+0crapi6KUmRqOH1BroVgvJ5UhvqRBkLdrDJs2OgZ9TWFtDPpZ/jrp2mN+c5QV7gpaTo3fIwmw5BBnNzc4ZdlsBthHv/1UeqGDwCRiWk3iNC6EjdBgh+LgzHUp7cnTLab5T3MHB0vep6zQZy8Mo+PgZI3HAfZTjwO5t9EYz1HaaPJheIC3gikqc7wqhPQ93uoXoDKlFg0Y3RTOTet0x1dQwex1NmAtZvCdDWPkOOfHZYpqk1WsVfVqE8k2LnPm7t+AuRpSenSfcf3DQt7SqaNuiWxK6FU0+32HYqFM2fNz+1Ek16vLl5i6eb05R81Icb5Roexb1Zopo0UH810Z4Iifiz8bvYrKwxM7cPJ8c/ja3WG+eYcpAY9sBXkoTOoBah9+XflIElc/SvG2E2naT7ohmsZPmq4t38ezsJLUDZayGonwgwlhoIp0eut1Bez6021hzTcyGhdlxsTo2fkpxNDXBb8iPk7F6pE2ft08c40BmmOPBGHYtg3tzFVd85sOQo9USuSPgVkNUrcVq9oETr3EhtI57w4Gg9h9jbKZAVMpyYKjCD7Ztw5aAIafFRKXGyeoI2kmC1gNILsfCXUWqt0C4ucPdmWOUjaTnu5JEvR5q/xHcIzauYVBwbDDP+2qLgKHwNpV5RO6g/NYW25w5cpmDr3PABeXy6Zu/wqOTt/Dk3FZqeozcRnPAKZvOqIbNHXZXZtlq1ago+9zUyenA5Hf3v5vuy0WcqlB+xaey6DHS9VHd1uuih2nXoj2Vp1ou8Nc3T3HLx09zS+Hom17XkoiM49HKaoJ0fzvZekMUYplQKjBzn8nQ26axA5P5eoZHF3fhvJxm5zcamPMNdKNFVK/H0QcjHa9o7vaQZgsRwbQs8qaJODap+SnOnJiiO6x5+8N7+LWxv6Y2YvPK1DhLYYYJq0pOeZwKszRP5tn9gyXUUotofnFV5Ugc8KXQmqjVBt9H+T5mu8RSmCKtPGwVkHe6aDtan63Vq0EJQQqCXEQm0yOvuhdfDWqCSqXQfpDspb5atI63wF3GKnxbKaQzRie06Grr3CCqr0OaUQ8fzYTp88H8S0Ra+GZpnGKxgO7vr9wI22KWo/oDlMay/b8eilbbIb0opOY16aN1mJmHIEB3e3HI2rP/n3JJGQaGl6I9Zr9ufvhNryc6jp61TpdJKNtCXAeddvALETcV5zjTzrNYyxA1LewamGeqhLNzcYCS88ub7mcDg3PlXUwTd26Y9JCBVoqm75AWjWv0yLgn8LU6tx2sHTmorqDq7Tjb3SpEv1pO4oAvh37cVu37GB3h1dYYw3aDzW6VnelZji6WCR0r6eNdISNGg8aukPpH7sBdCHBeOk44N7faZq1rtGlAwee9hb0MGw0KKu5lfbVd4LMn3k3Tc/jA+Cv8ROEZHsrt56vvu41DE7eSOQ3jXz9DcPjo6t7AAFALdUaezdM+nuKJ+3bwVGUK3znJsBFRUi6RVuhIUAEoX0PPi4dIw/C13tpZHI12DPyMQWhzLtjJm+FrRaPrYDUEs6WRYH01dsQ04ebtLO3K0akoUlN1bs2eZq6bxTzikjkF+WM+ut3uRwe7vD1YOgwxp6sUAXchxQuTO/iZ3t9je26Bnxn+HrutOnORySF/iMPeCEZH4mfm+XGu91UkccCXg9axA/Z8zDYcbZYJMor3FPdxt3uSb5dvouNMJA74Chk2WozvnGPaHyFz0mHTyTwkDnhlMQ2yxTbvTzUwMTDEItQRf127nWOPbcFsw6Pvj/jH5afYYi7ymbf8IYduG+F3D7wbb28JtQEccDg3T+HxgILrEKY28exbtpBTHRTzFFQEKHQoSAAq0EjXI7zAamWtNZFlEKSE0NEXdcAeim7HxmkIVkuvunO43ohp0tyeY/Z+RVAKeO/EMe5wT/Jd2Un+CAy92MBYbBLWm1c20qI1wanTyPQMmcoQI8VtTFcnObp1mA8/+CIjbsBc5HHMG+ZwZxizLeheLx6tSBzwDYAyUK6DpFNEDuSsOMpNV9vMhRmanoMZJUOnV0qI4IcGyhPUKiXE3jD0w/1py8BUESYGASFngjZtLRxuDGHX4hSEJ+eLfKO9iaLRxpKAHfYsw5kWvWyedD6P9jyiXm/9Pq8wRHe7EEaYbc2pbpFj7jAjRgOWr3w+O0x8IR1EENPEK1q0hxV+MSRnvDHnbDXqshAKr/Sm8Bs22YbGakewznrAKBWH68yFGOmAXmRy3B9ivpPB7GhUqxcnZLma6CNnO0k9Lw5T6QGeivdki8KVkLTqkTV6BFkNoxWMVIqothSH/lylspw44MvAGCqjJ4fxSi7NbQGfGH0aV/l8p34TX5u7jWPHhrmplUTBulJqkcvcySIjL0NqwYd6c7VNWreobBaVSeMVXRyrDsBBP+C/zL+Hg41hDj63mW3PdTCrHexmkU+//NP0hiI+9K7n+N9Gv8mdpVN8ffcUEtyEO91C7T+ybkOv6jAk6nQRPyA9F/GDA9s4PDxEd4vJ7fYeQCGG7sfZltdS5i1HGfFio0qJM+8w2P72Y7w7P8s97nHgtVXQPe3zxcbNfPnM3ZxcLFJ+xmT4B3VUq0tUW0eZqJSBmCa9opAfb5CyffbOj/LS7DjNIwW2n+jC9DxR79p7pSrUKA8kFHwdu7hRQ/FQ+hA3O6d59J5dHPFHsatDjD3x/7P35kGWXXed5+d317dvuWdlVmZtKqlUWi1ZyLJlY4xtjGmWph003eCJhjYT3c3SQ8TgZphhGGia6QiYYYKgadPQGJoAjDC2sbEByZZlW5bQrpJUqr2yMiv3fPt2313O/HFflbJW1ZL5XlbV/US8yJfv3nfv737vfed3zu+c8zs15JXDYaXL93vuiN/WAYvIJPDHwAiggE8ppX5bRArAXwDTwEngY0qp0uaZ2j8kGac1mqRd0EkM13h/Yo5GoHjMeYDX5scwVwy0tstGZI1rqyav8xwd2nSr2MMAN6PezcDGXDPIHm+h19qo5oWtg15wrubcKSI/e1M94yKIbaHSSdyEga2HBdyin+JbCzsoLmbJHdewDs3jLS2TWxgk91KG5u4Cr901xvB4gj3xJT43qqjWTUQliZ2wrjn16pZ/xpUK+yB9H6vsYcxbrDg5Dg+O4mYPoEmAaAqln8ktf6EDFj10OEEqjra7zm/ufIyE+Azp5xa5rgp4vjrN0SNjWKs6+UMOvHYkXIVqgwa89V1vEUQTMA28hDCdD0/x+uwYrNgk5zTM5Vq4pvX1ogLEB/E5J1iR1eJkNZjQO3zfttd47H6D0kqa7Mk4ydcNEOlLOPpKui094OeVUvuA7wD+rYjsAz4JPKGU2gM80f2/94iE65omk2ixWNjRr+kXr5VezWFtG31kGGNiG52pASo7DKpTGqPZGiZCU+kcLQ+iTiWJLwnS2pjRdIKwh7t5WD7Eg3wnwPCW0nsD8RH0jqDX2kjT6Vuf13rNgYNstWf8OhFdR40PUbtriPJuk/FkBV00yn6S0loae8EgVgpQbrhKFW4HaTno7QAvCIuIYaNKMNamNg3NYQOuY977DfGMd8OgesvDLgtGyWClncJFoaPIZ5q0RhXNIQ2ViJ1b5oig5bLItlGckQTJuENCfGLyVn5oR7mUgjaLPsw3spglHasi6E232xLbuCTQ/dZbi8fRhwZhsEAnq5hOrjEWr4Q5ezaq+6kb7pd4nFZBD6eRpT3m3Ryvdto81YbPNVL8dWOMZTfNULJBqtCktMeg9eg+/Pv2oudyG3K9V8Pb/oqUUgvAQvd9TUQOAtuA7wfe193t08CTwC9sipWXQbNttKFBVMwKJ2xXa90BU51ry6Oq6Ygm6IU8rTu34eQNSrfpGA+WmEjX+MGxl7DFYNGPs3ZgiKmvOBhVB1Y2Jg2lLXHs7lqjhpigaLGF9N5I2oGFVQE5Of/W6i99YL3mhPXmLfWMXy9iWaw+kKfy3U2G8jV+YOhFAI46I6QO2Ay+4mAvN1CNZjilqd5A2g7mYJayGxYRd1mLfOLeb3L0tmGeNO5m4BtJWLu2OZQ3xDPezQ1vrFTJH7Zp5XWO7BmkPA0J8fjo5Gu8lJ7klaOTDL+YxpiLnS13RNcJpkcp703SGNO4q7DCkG6goWFKOOq8GHgccbPMugMcmRtm6CDYFQ9jtYa3wVO9+q23NlCgvWcEp2Dg7Wrzo4VnWPSzfE3fg3FmxLd7fSlQNdtG4nGCgRzlvTD+wAIxw+WlynbeqI9zrDLI6eUcytfYNbnMB4bfxB3SeXlwgoUPZDh1eIjbPj0OL/Q24HJV1VgRmQbuA54FRrrOGWCRMER9se98AvgEQIzEtdp5aXQdFbNQCTusRbUMhLAf51rWlxUtzNRCzMYpmDQHNdqjPt81dorbkovsi51GF6ER2NglwT66jGo7BI2ND5+2VAMgwVbSewNxlY7mgF+rbaUBPRZb7Rm/XnSd9oDwzqkZ9iSX2WWuABYVL05sTRE7VUZqDfzu70V5Hsrz0DseQbcFPKjrvDf5JnfETvP4wB0blvltSz/jSiEtB3stjAwUWxZtpRMTn72xBWIFl+MDBbxEEtM0QqcNoOu4aYvWoIZTUAzHathybvarthJWvAxLbhbqJvE1D7PiQmtz+9X7obeKWXRyBu2cRibdZK/pEJO1MDdMB/SNaAHrOlgmKmbgZQPuHZij5sY43czSdC3mV3MYp2IQQHkwzoRVJKk57LBXaAcmv+s+ip9K9nwmyxX/ikQkBfwV8HNKqaqsC/EqpZTIRRa+DLd9CvgUQEYKG1fKajqi62iDBar7h2jnNcyGIlYaQHd8rFNFvJm5K+9HEUFLJFC3TeOMJGiMGKzdq2CwxdRokQczJxg1ypT9BH/XhMcrd2JVVDhnreNueP+Bpzxe5dsAs1tC76tAXSaRgKt8nmqn+Wb9Nr61spN4MdgyztdTHsAu4MduNM0vh4jgJeCezCx77CWG9A5g4QQGRlshtQaq1Tp3/up5mOgM6S1i4qHZ/nV38cCN8YyrZgtztY7mxtFnk/zeyvsYsapMWEXuiJ1me243S9ty2Hu2QxCEuYUtg7U7bap3dUjmW+xLzF9w3CPuAJ9bvY+5Wo74aZ3YUgOt1ka1Nm8cRL/0FtdDbwUYLaHmGrgoqsqmU4wxcCogVvRQzWuveIhhwI5J6rszNIZ1kuMVbo8v8GowydHFIYKijb2skzmp0DxFxRnklxZ/ELEC7LhLzHKpHssxXKluyDieq+GKHLCImITO90+VUp/tfrwkImNKqQURGQOWN8vIixgUZlSxLLyxPMsPaLgTDlRN7DULvQXD5iDW3ALqShzw2fykaRYfzFDaH2AMN/jpu57iPYnDpDWXghbGJj9X38Pfr+7jzZURcssBQaW64aPnAhXwKt9mlO3UKJe7H/dP7w2kqVz+x/LDPP3SXuwVncnZrbHayxnNgeKWeMY3Ek1wMwEfSb3GlCHY3QUFnMDEqvn4K6uhEXzDRQAAIABJREFU873MbyWhWWwXHUe52DH3ujO/3SjPuF+pIs0meiJB4fW9fDl/N1a+zU/d+U1+KHWcQ4OH+f090yhJnc1g5dtC/Tta/PQ9X2fcLHF/bA44NwPWS81pnj24E2PVZOSQj3Z0lqDVDgd/bQJ91dvpYFVdlCGsOSZtpSj6KeJzBrkXl5CWQ1C79rVcxbKo3Jlj8d0Kybf54ek3eE/iKEdaI5iHEmSPBSQXHGKHFlGtFoVUEpWMEyQsqrtStIY0RlYCtNVKzx3w2/6KJKwm/QFwUCn1W+s2fQH4ePf9x4HPb7x5l0HXQdcJbB03E5DLN9AKHTq5gE5W4SW70wDOr6lLd9pAd1i8mBZaKoWez6LyGdoDgj7oMDlY5sH4ce61DHYZcdKahYlQ8pLM1XI0qzGMdpghayOdr1KKN3ieJGmm5Lb1m/qr9zVwsQp1ABSdBGZZw6yC5vR/+bv1mgNL6zbdcJpfFNFQGqQ1n7hYZ/shAwTxw5DzBc5XBHWRVq6GdtH7ejXcUM944KMch6DZxKoFmEWdTtmm5sewxSCrt/DS4Tq0TkFoDwjtAhRydfbHZrndWiS3rpQNCHCVT8lNoFUNrIpg1XyCRgvlOJuS6rPfeqsgQOv4aJ2AIBB8BR2lo/kgHRdcF+Vfg+vT9HDgbSJOJyNoAw6FXIOC0cBHaAUWRiNcdMEstglW1/DXiniz8wTHZtBOzJOcd4ivBMRK4RziXnMlLeBHgB8DDojIy93PfhH4DeAzIvITwAzwsc0x8SKIhsTCTncnb5KarPKR7W9wsjnA4dwQtWaM2uk06ZEhpNmCVjvM+alpYbhC15FcBm8oQxA3KO+MUZ8S3HTA0L4lHh09xnZ7jUmjCSRY8JsccrMseqN8+tBD6M9mKBQV8ZnShteYKqyxyClSZHlG/QPAPhH5CP3U+xo5sxg8vFXwNAJF1Ylh1MNsP+L6fV0ODM7VnFDvl+n3M76RqACtIxx3M0CVgmaQ0i6dk1hLJJBEHC9jY5sNACpBi4Mdi2U/R7McB//aIxc35DPu+yRP1hg2MzRGTJ6Y3st3pt/AEo8H7j3K4p4MEOZytnWPD4wcZNoskxBForuGcD1wmPF0qsrmW0s7yb8uJJc8YnPVcNrRJtFvvVW9gb5YIuakCOoZmkrHEp/WcEDtnlHsoovpuvhXOajPmJqgcccwTlZn7X6f79/7Grbm8Vx5iq8s7uPkzBCTRz0Sx8tI9a0xDqggzD3famPNFTFqSaTpoPqw9vKVjIL+JpdODf5dG2vOlSGaIKaJits4GZ2Hxk7xE/lvcySV56X0NDPtAR7fdh/eUAa9biOVOjQaYBhILAaGjjuep7w7jpsWag+3+Kl7nmLcLHOvPceUId0Ri2Gobsm3+HZjD8eaQ6gDGSa/tIpUGwSl8ttYevXkZJAP8MNn/39cPfaGUupvu//2Re+rRRSc71V9pWgrn6bSaTgWRhOMJojb/2w/6zXv6v3Aus03hOaXJQgTE5x0B9EkIGY2SF1qXxEkEYdcBjdjETPCZBCVwOe51k6OtYfQKsZ15Sm+EZ9x5XnI8TmySwmS0yMcvn+A57ftZMSs8CsTf8OQfu4DHxMdU6xzFiJpqIA3O9uYd/MszeXZ+0oNbWYpLPg3cZGLfusdNBoEzSZ6M49ey1MLLEzxkBGH0t44iUWdwVNXP6reHc+z/A4TZyDgobuP8ovDX+ekZ/GTMz+O81qO3LyQen0R/9hMOK3rTKRSKVA+QbNJMDOHaELwNl0wm8UNmwlL+QHi+YivcAL9bK1q0Kjh2jpuwac+ncRsxDDrSfSmR2BoBLaO0oXmiElzTHCTisF8rTs4pUpW8zHFphZ0mPcCaoHFs83beXptJ0v1FHYJpNYMB61cyzSnW4XzqmwuPrVAUQssWo5Jqt5Nt9dx+2PfLYbeFg63RgEY1U8wrEPaaNMcMkjsmELpWtivK4JXSOJmLWrbDLbHGuGc4cDg1foER6uDWFXt5kuTeAWoTgclglbvYKwl+WZxF9uTJSbNNdJanaRoJDTzHKcbEFALOrSV4qib4enabk41ChhFA63ZAce5NcoRpcD1sMrCF6v3UvViBOVwvI7uqHOWcLxSxPXD7zeF4+UBvjIwxanOILWVFJk1IVYOkHbn8o418DdyyvVVc0M6YOX7qFoN1W4TXxvmwPI4X0zdzYRV5N7YKd4Rm8F9WOfrO/fg+Dolx8LzNUQCTN1BRJFPtLg9VSJttHlX+ij324tohH2U857D11s7+X/e/C6qKymsZYP0cbAbisyxGkG5Ev4YN2nAxI2Ouki8pOj7HOgMc7wzjHcqyeDLVbRKE5Y3Zv50xKVRnkdqTvHnrz5AvlBH2xNwm7nKo+k3+dxH72b1/jGUpVBxH9EDEmmHQrLK9nidT4w/BcBzrWm+9s27yBwVRk+4qOq1D5q5UVGuRxAotMUVJh9PcerQbg5OCK8/Osa7Bo9zd3yW98cXSWn22e/Ugg5fbY3zanM731rZydJT20jMKyZnOrC0Gg68uskWXbgUQavNxFcbfGXx3UgA06ddrJV6mHbzGqKJ+swS274Ofsyg+VKB/3fwn6F5MDXnEVupotXaBMWtnbjuhnTA69c/NasdKuUEB2rbSOXa7DQ88nqC2wZe4qcL/0gAtJWirQQdhSnhyLOYCFkthtZN1g0pXOUz57UoBhYvN7bTPpBj8DikT7vEXjmFqtXDRPS3Qo11A1g/WKemDGbdAY63hoitasjhU+H834hNR/k+iRUP+1iMUtXk2PYRYJV95io/eee3mN1VYNSqsju2SEZrs9MsssOInR2sBXCsPUz+NWHo6RWkWr/k6j83NYGPCnz8tSL2t9oMWxbOfTs5OjmChkIbVLwrNn9OeL+tFK82t/Ps2jQnjw+z6xttrFdOoDrdFZS2yBS8XqDcDvLtVxh4pltD786bvtbqh7+0DEvLhKU3pGRjjttLbkwHvA696mCdLPCtYBcH8mN8e3gXGbON4xs4gUGgBE9peEG4KPOZlyEBcd1FkwC96yjcQKfUiVN3bY4uDpGZh8Sqj1l2oDvX93JzJSMAzyOxGtCZ1Wm2svx6/CP8VW6ZhVaG2XKORtOmsKjAjULPPSNQWOUOyQUDzdX5+tIePhOfo+aPUvHCxAoxzWVAr5OUDot+kllPp61MjjijLHcyfOHEXRSKPtJ2UK57y/8OlOeBpmFW2sRPZjnsjXOqmOfg+Chp462MbhU3xqvz4zhrcRKzBkaleTbRyS3LZlU6bsDKzA3vgJk5zc7PKPy0TWDGOJ3YzWmRszfjbCPsTIGhhbWkMFnERZKoewGiYGfLw1xcgGYL1W4T1Bt9WS3jRiOoVMl+e5bMgQQqbuHm8xy1B9HcgOFOgPgB5uk5PKc/aSdvRZTnYhw8xchCBn8ww5wa5xf2/jCxVIe7xuYZj1fI6k32mBVM4A/KD/DFuf2Uagm011OkTykKJZ/0ywsESyvhlJE+DFjZMih1tgtKPzbH9GddgoRFYBssJ3eypL1Vrkig2N7w0JxmuNze6SX8RvPcQUERtyw3vAMOajV4/RAQhpatDTz2LVxHvWaU5+Gdfivzj959rSfStccoFa40Uyqh1wZIn9qDF7dxBgxKhQTDdh1dAhIi6AjzTo6lpSx60WTwoE/21TWk7RAsrdy0SxBeNd2RtH65At1lA4X1Cw2etzs3Rkg0orfc8A44IiLiylFOh9SpNqgYbkpjtjjBieQ2vpS6m9/ItxEBdyZJdkbDrCuScy2kWg/DzteSLCEiIuKSRA44IuIWIqjXMV46Qv6gDZrOSMyG7hSkMwssiFOBdjg9RrXa+I7ztqkqIyIirp7IAUdE3EooRdBohIlpIiIi+kqvV1+KiIiIiIiIIHLAERERERERfSFywBEREREREX0gcsARERERERF9IHLAERERERERfSBywBEREREREX1AVA/ToYnICtAAVnt20t4yyMZf25RSauhavtjVe4bNsWursNHXds16Q/SMXyPX+4xHel8dUZlyeXpWpvTUAQOIyPPnLXh+07BVr22r2rURbMVr24o2bRRb8dq2ok0bxVa9tq1q10bQy2uLQtARERERERF9IHLAERERERERfaAfDvhTfThnr9iq17ZV7doItuK1bUWbNoqteG1b0aaNYqte21a1ayPo2bX1vA84IiIiIiIiIgpBR0RERERE9IWeOmAR+bCIHBKRoyLyyV6ee6MRkUkR+ZqIvCEir4vIz3Y/L4jIP4jIke7ffB9tjPTurY2R3r23M9K8tzZGem8kSqmevAAdOAbsBCzgFWBfr86/CdczBtzffZ8GDgP7gP8MfLL7+SeB/7tP9kV6R3rftHpHmkd63wx697IF/E7gqFLquFKqA/w58P09PP+GopRaUEq92H1fAw4C2wiv6dPd3T4N/EB/LIz07jGR3r0n0ry3RHpvML10wNuA2XX/z3U/u+ERkWngPuBZYEQptdDdtAiM9MmsSO/eEundeyLNe0uk9wYTDcK6TkQkBfwV8HNKqer6bSqMYUTDzDeQSO/eEundeyLNe0s/9e6lAz4NTK77f6L72Q2LiJiEN+5PlVKf7X68JCJj3e1jwHKfzIv07i2R3r0n0ry3RHpvML10wM8Be0Rkh4hYwI8AX+jh+TcUERHgD4CDSqnfWrfpC8DHu+8/Dny+17Z1ifTuLZHevSfSvLdEem80PR519hHCkWbHgP+tl+fehGt5N2Fo4lXg5e7rI8AA8ARwBHgcKPTRxkjvSO+bVu9I80jvG13vKBNWREREREREH4gGYUVERERERPSByAFHRERERET0gcgBR0RERERE9IHIAUdERERERPSBm84Bi8gficiv9dmGJ0XkJ/tpQ6/YInr33YZesRWudSvY0Eu2wvVuBRt6xVa41l7Z0BcHLCInRaQlInURWepebKoH550WEdU975nX//42dn6gB3YpEWmss+m/bfDx+6X3d3RXEymKyIqI/OWZCe6X2H/TKy4iMiwifyYi8yJSEZFvichDG3yOvujdPXdCRH5XRFa71/fUZfbtWUVRRH5WRE50n/ODInLbBh8/0vzCc22a5pHeFz3XVevdzxbw9ymlUsD9wAPAL52/g4gYm3TunFIq1X396iad42q5Z51Nm/HA9EPvPPApYBqYAmrAf9/gc1wtKcKEAu8ACoTJ1r+0CYVHv57vTxFe1x3dv/9+E85xVXQLwJ8AvpdQ/48Cq5twqkjzLj3SPNK7y7Xq3fcQtFLqNPBlYD+cbQ3+WxE5QjgRGhH5qIi8LCJlEXlaRO4+830RuU9EXhSRmoj8BRDbbJtFJC8iX+y26krd9xPn7bZLRP5RRKoi8nkRKWy2XVdCL/VWSn1ZKfWXSqmqUqoJ/A7wyLXY3W09L56p8YrIneftMthtbddE5OsiMnUJm44rpX5LhSuh+EqpTxEurbb3Wux6O3qpt4jcDvwT4BNKqZXu9b1wLXZvlN4iogG/DPx7pdQbKuSYUqp4LXZdCZHmvdU80vva9e67AxaRScLsIy+t+/gHgIeAfSJyH/CHwE8RZij5r8AXRMSWMB3a54A/IawJ/SXwT887fllE3n3eaWdEZE5E/ruIDF6D2RphS24K2A60CJ3Len4c+FeEa056wP+3zqZXReRHz9v/qe7D8FkJV+bYFPqk9xkeBV6/RtO/DOwBhoEXgT89b/u/AH4VGCTMaHN2e7eCdNHFw0XkXkIHfPQa7bosPdb7ncAM8CsShucOiMg5+18FG6X3RPe1X0RmJQzR/Uq30NoUIs17q3mk93Xo3acUYCeBOlDuivm7QLy7TQHvX7fvfwF+9bzvHwLeS1igz0OY0au77Wng1y5x3hRhqMQgXGLqMeDv3sbOD1zB9dwLlNb9/yTwG+v+3wd0AP0S33+U0AnkCB35a4Bxo+t93jHuBorAey6zz5PAT17BsXJdu7Pd//8I+PPz7rMPTL7NcTLAAeA/3CTP9y92j/9/dp+n93btuKNfegPv6n73S93jTBOmMvzXkeY3ruaR3hujdz9bwD+glMoppaaUUv9GKdVat239mpNTwM93a0FlESkTrsgx3n2dVl0Vusxc6oRKqbpS6nmllKeUWgL+HfBBEUlfjeESDgL4ryIyIyJV4CkgJyL6Ja5hBjAJa1IXs+sppVRHKVUGfhbYQdi/sZH0XO8ziMhuwtrmzyqlvnG1houILiK/ISLHunqf7G5ar+fZa1BK1Qmd/fhljhkH/gZ4Rin1n67WpiugH3q3AJew8Ooopb4OfA344NUYvsF6n7nu/6yUKiulThK2gD5yNTZdIZHmb9kEm695pPdbNsE16N33EPQlWH8zZoH/2L3RZ14JpdSfAQvANhGRdftvv4bzXK0OP0/YZ/iQUipDWIsDWG/H+mW7thM+NFc6CEKdd6zNZtP07vabPE5YA/6Ta7TvR4HvBz4AZAlrmHAJvSUcUFUgrFlfzCabMOw1RxgW6zWbpferb3OuK2Uj9T5EGP1Zb0c/EtBHmveWSO8rYKs64PX8PvA/i8hDEpIUke/ttlq/Tdi/+jMiYorIDxH2EVyU7jH2iogmIgOE/bJPKqUqlzm/KSKxdS8DSBPWesoSDq765Yt871+KyD4RSQD/F/CYUsq/iE13isi93RpZCvhNwjU2D16JOJvARuq9Dfgq8DtKqd+7wvMb5+ltEurtAGtAAvj1i3zvIyLy7m6f0q8Stmxnz9+pe7zHCO/fx5VSwRXatVlsmN6EkZhTwH8QEUNEHgG+E/i7y3xnU/VW4eC7vwD+VxFJSzhY8RPAFy+ryuYSad5bIr0vxdvFqDfjxWX6VglrDrvP++zDhFNHyoQ1pr8E0t1tDxB2/te6IvwF6/oPCPsH3tN9/8+BE0Cje5w/Bkbfxk513uvXCMMQT3aPfZiwFaXo9tt2t/0n4B+BKmGoc3DdcV8H/kX3/fsJa1ANwoWfPwfsuUn0/uXu8evrX5ex88mL6P0/CPtfPt895wzhALezdhP21/we8A/dczwF7Fh33C8Dv9h9/97ud5vn2XXJvukbRe/u/3cSFmoN4A3gB/upd/f/DPDn3ePNAv8H6/r8Is1vPM0jvTdG72g5woiIiIiIiD5wI4SgIyIiIiIibjoiBxwREREREdEHrssBi8iHReSQiByVSyQ6iNhYIs17S6R3b4n07j2R5v3jmvuAJZzzehj4bsLpHM8B/1wp9cbGmRexnkjz3hLp3VsivXtPpHl/uZ5E2e8EjiqljgOIyJ8Tzqu65I2zxFYxktdxyluPGqVVpdRQ99+r0jzS++q5Hr0h0vxaWKd5pHcPiMqU3nKe3udwPQ54G+dmO5kjzP15SWIkeUi+6zpOeevxuHpsfVaYq9I80vvquR69IdL8WlineaR3D4jKlN5ynt7nsFnL/Z1FRD5BOCmZGInNPt0tT6R374k07y2R3r0l0nvzuJ5BWKc5N93iRPezc1BKfUop9YBS6gET+zpOF8EVaB7pvaFEz3hvifTuPVGZ0keuxwE/B+wRkR3dVF0/AnxhY8yKuASR5r0l0ru3RHr3nkjzPnLNIWillCci/44wB6cO/KFS6lrXeo24AiLNe0ukd2+J9O49keb95br6gJVSfwv87QbZEnEFRJr3lkjv3hLp3XsizfvHpg/CioiI2HzEMEDXEcNAS6fAMMA0UDELRJBmG9Vqg+cR1Bsox+m3ybcOIiAammUiqSRimmCZKNsKN1frBOUKyg9Qvg/BBYumRWwE3fsguo7oGuh6+Fuxre628KUaTfyVtZ7ch8gBR0Tc4IhhoA8OoNJJvOEMi/ckcPLgDAZYEw10PcA5PED2KNhVRfblFfzDx/pt9q2BCFo8jtg2jA2x9o4B2gWhPaRwJx0QyD47wug3iuj1Nmq1iF+t9tvqmw4xDMS2Q+ebzxJkk/jpGEt3xWlMgNLBtxVokD8gDH9B4a+sbLpdkQOOiLjR0XVUOomfT1KfiFG+2yM3VuX94yf45MgTJEXjp4a/jxfsPdirGsnZ1DmrjkdsIqKFBX/MpjOUpHw7uNsc9kwu8TNTj2Pi81Pt/4n8oSSWZaA1mhA54I1H15GYDYZBkEvhDCVoD5iU7va5be88ccNlPFHB0jz+JniAkSfisPn+N3LAET3iTPhHE7R0GkkmwDLxB9J4KROlCb6lgYDR8jGqDuL6aGtV/OXVMDSnAoiWzzyL2DZiWWiZNI3bBqhNGLSGhfRohV2FVXbGV4iJYIrGoN0gyHi4jklg6+j9Nv5mR9MRM+wO6OyfojFu0RzR8La3GBmssiezwoDWwEcQK8CP6fgxA12L1sfZMETQbDt0vttGae0s4MU12jmNTk5wU2APNhiK14nrLgWzQUxzUaYKy6seEDngiJ4gun62JeDv2kZ9OomTEYr3BQxMlUhaHbani2QMh2eXpigeKWDWhKGXsqS/4aBabZTjoDyv35eyNRBBz+dQAzlaYylOfUTjnfceYluszHsyh5k0ihS0DmnNxleKO5OnOTI9xIn4AG7aihzwJqMlE2ipJN7kEMd+xOBjDz1DwWiwN7ZATmtS0JuM6j7lAOxkh3YhBVhYsWie7Uah2Tba0CAqEWPlkSFqH64zmquxI1FjNFbF1jwGzTopvY0pPjm9gY5CxX2U3puKUOSAI3qDriOWhVgWbs6mOajhFGB81wo/PvUMo0aZB+1lBvU4f5ya4Xf891EpJ2idssnEYuAHofONHHCIaGBb+GmbTs4gO1Hh34x9lZzWZspQpMTmzM/bx2NArzORLLOaTOLbUSG/qYgglgkxGzdnM7ljhV8ffhFdwkLdVwEBJq7SaNDBMHx8C3xbUEZUNdowdB0VtwlSNs0R4YM73+Rd6aOMGhVG9DoBwqKfYs1PYYlPQhx0CRAjagFfH5qOMTVBZ1seCRRGqYnUmiinE442dDsX/54IejoNlyqgNAlHMJoGyjLxBpJ4KRO95WMu15C2E46gK5ajkYzQHZGbBsskmBymtCeFmxRq0+Bub5NIOTwycpxd1hI5rUWsW0DtspZ5ZPwEc7kcr9amQW0nVgnIvLKCf+R4X69pqyCmQWvvCMv3WTgDikdH5hjSmiS1ABOr3+bdkmjpNFohh4rZVPcPUN6j0x4M+NjwsfOcr+L1jseTzb2cbA/SOp5hcNbFqnSQWqPPV3GDc2bQm2XC8CCVe4do54XmtMvexCLjZomyn+C0l2fFS/P3y/uYKea7A6AVSgmJN22k2e6JuTelAxbToHHHMEsPmogH2eNxkgtpjIqD5jj4l3DAYpjIQB4/l7p4jjARvJSFmzLwEhrl3RqtkQCrbFE4aBMretiLdbR6g6AdOWCJx2FsiCBps/xAiuZ31hnLV/nw0HG+J/MKSXEp6C5p0dBEiIkJwD1WnanhJ6gpg89kH+SJXbcxv5zFaA1gRw4YALEsVu622P9P3mR3coXvybzCTjPUz4gCzH1BK+Ro7RnGyRvMf9jnl971eSbNNfZZJSAFQIDCVT5PNvfyX157lE4xxshLEH/hBKrZwu9conEQcUWIrqNlM6h0kuauAksPgbatwcOTs7wvcZghPeArnUG+Vr6DE9UBFr89Tv7NAAlA8xQSQOJ0jaBU7om9N6cDFsGLa7iZAPGFTkawagbiBWimcf7OoeO1zLB/MpeiMxC7+IE1wU3pdJIaXhw6WQW5Dq5v4cXCQUTK1JFbfSDFmQFXtoWfieFmLJy8MD1Y5M7sAu9MHuM+y0MXDVcZuCoAoK08dARbDMYNoa089sfnWMhncVwDL56LMtGKdPvTLdw0vCM7w05rhXG9iXGZRPltZVJzbTqeTiroob23ApqOaIKK2XSyBk5WIzNQ5buTRxnULGwJ74urfJqqg6MCTjt5OqUY1pqOXfYJavVobvZGIBrEbIJkDDet4+c9JgpVphNrpDUfW8LKqeMbNF0Tsw7xNQ/NDdAcH/EC9GKdwO1NV9dN6YABAkMIYgqlBVR36jTHDBILOqPzGVgrIqaFxGzEtujcNUV5t42bFOrbAxi6zA9BfETCAblB24CmgdkQ7EqAXXTQam0C/9Zt/YphoA8NotJJnMkcCw/btEd8stuLfO/Ia0xZK2w3SjjKpxEEPO+McsQZISYeQ0aVmOYybpTYa4bOeMiocltyiYV0hpKV7/fl9R1jZBh/cphWwcbZ1uGu2BzjRoXcZSp9jvJ4vLiPF1/Zhb2iE19q9tDimxstkUDGR1AJm9KdOVYeAD/v8j3bTpAWDVPeikbMeS0+X9/PyfYgf/PGXQw9oxNf9UkeL+P3qMC/2dGScer7RyjvMmiOKd6x5yTvLRxhj70Y3g/0sIsrf5S02eaJ0QFqqyZ2NSB9tIVWaaDqjXDWRQ+4OR2wphEYoKwALeZhDLYwTY9KKsvws2FtVEwDLZVEpZOs3B3DfU+VkWyNn5l4lg8lj5491PmNhUXfZtHLcrwzzO+/+QjOiTRmXbDLLsZqPezDucUdcDCcxxlJUtpjMfieBT489gZ7Ywu8KzZPWjNoK5+2Uqz6Jl+t3MELq5MkTJftyRJps829yVNMGydIicmoXueO2GlmUgOsWlNh6/oWnoqkBnKU7kjRLggj48vst9YoaBZmN3x/MVwUryyNM/CCRrzkYS6UiYr7jUEScToTeZy8SekO4e4Hj7Ivs8ijqTdJaCYacrb/d95P8Pn5e5hdyZN4Jc7Q12bxF5dD5xuNGdkQJJmkdJtB8/4WE0MlPjH2dd4Vq6GhoXd/IzuNJoXEIQb0Ok+M7aW5mgDRyDQd/IWlsPzu0f24OR0wYQtYbB8r5pFNtkjbDkezKZzBOPGxUVQmhTuYwk0ZtIcVE7kq21MlJs01hnQbV/m0lY+rFDUlrPhx2srkZGeIU50BTrUKNEtx4hUNswZ6y0M6LsrzUcGt5yDORBS0VJLmaJL6uElrGO5IlZmyVxk1yiQ0HQ2NSuAx62U45RY4UBpnYSmHYXs4nkEu1mLYrNFJHAe3GiloAAAgAElEQVQBDYUlPhoKFWWPIIibtPOCU1BsizexRDBFR7tIao26cij6PrN+imbdJlsLMGs+RK2tDUNMk07OoFXQcDOKiUSZCatITm+idQeSOMrFV4oVv8ByNUVQtLGqCtVsR2HnjaI77xrbwk1CNtNgNFklpzexxaSpOix5Pm2lMeMNcKwzzKHmKH7FwmiC0VaI64Hf2/L75nTAEvb7bh8tMpyocWd6gR32Ml+J3cVzH7id5L6dNEcVarpFItHg3aOzfKhwgIzWZptRpRIErPnCG50x1vwUj6/dwfNHp6FhYK1p2GuC0VZsn/ex1xroTRdtcY2g0QTXDePTtxKajj4xRmeiQHvI4vR3wo47TrM/VeKHB59jp1Ek3R2d6yiPx6r38bm5u1krp4g9n2TykIeTtVjZlWI+E7ByZ5KPZl6hcIt3pV+ACM2JBI2HmkwOlfjekQMkLuF8Ab7dzvFHS48wW8sRfz1O+nARrdYiKFd6bPjNSzCQY+Ueg/b2Drunl/hI7lUmjTJDeoBGHA+fGa/Dih/ny6W7UC9lGTkWkJptoZpRV8CGIIJeyEEugzOZx9np8K92vMCkWWRcd4A4r3TiPFZ8kMV2hueOTJM8ZGM0YPtJj/hiDa3hoIrlbsKfyAFfH5qGl4AdmTV2JVZ4d/Iw+6waMc3lzX3DlIbT7J5a4uem/oFJo0xB8yho4dSNSuDTCGAlSHKwPc68k+PFme3knrWIlRSp2RbmyeUwKUS9QdBuE3BhqPpWQjTBL6SoT9g0RzX2332c355+jJhAWjPOCY+6SvFSdZKlI4PYqzqjzzSRp18htW0coz1Ba1BjaShLc68JRGG582nndN614zjvz7/JvfYs9mVCz286Y7wwsx2/aDMyEyCzS/jNJipqAW8YQcqivb3DfXtmeLhwnPvtIgNa/Ox2V/ks+klOdgY5VB4hezwg/0oRqTbwo9bvxiAaEo/jFVK0B0yGh9f4aOoASS04W64f7wzzzNI0xXKK3HM2Y48vhQuU1OsEjRaBCnrufOEmdcAiQmDCtlg3HKS1MBGG9Rq7C6ucMnymU0Vi4hIo4bXOAItelkZgc8oZYNVJseKkOLY6QLtlYZyMkVgJsKo+eq0bNuq4KP8Wcruajug6qCAM0agAzbaRZAKJxajsSFG6XaMz6LMntUxMQvc57/v4KqAYxLpz7zK8fHobyTkdu6TQa20CpcAyaQ1qNMeEVLZFTDxACBDaKkxaILdeZB8IU05quSwSs3HywohdY9SokNA8zv8JByiaqoOrAk62B/FXYsRWNeyKGyYy6d67iOtA09EHCkgyTnUsTiJXZ0dyjRGjgtmNRrRUh7bymfd1Pl+6n+dWp5g9OchUyQ8LfqdzS3ZVbTgiiGngbStQuj1Jc0S4PV0mqQW4Cl5zhbbS+WrpdlZPFDBLGokVH2k54T1wvXVlWu/vx03pgNEEN634YOYA00adtGjYYrDPqvG/jP891dEYMc0lIw4NZfKp+Ud56eA0WlMnMa8RW1MYLcXosove9NBrJbRSFdVxUe02QdsJb9qtMthKBC2ZQGwrzEjlOCjfRxsaxJ0coJO1mH8f/OSjTzBlr3K/PUtWs1jwO3yjuYsFN8fzpSlemxvHr5kUXtQZ+dYa0mwTrBYB8AfSlO4OmNi9zMPDJxjUXXSxaSudsp+g4dlIwC05AEvLZWndN0W7oFPd4/FI+gj7rTXS2oXh56bqMOMJ5SDJtxZ2MvSCkFzsEDtZImi1+lLLv9nQkgk6+yepbrep7oIPTh3mn+WfY0hvkdBsAhRLvscxN88/Nnfx+SffydDzMF3ySby+QLCyGlbeo4FX10e3UaClkiw8kEL70Cq7MxX+5egzFDSDN1ydP1h5lOO1QU68vI0df+tiLTXQSlWCteKWWP7x5nTAohFYimmjzpgehoMCArJicZ8dAE0qQYdFX6cdmMxU8iRmTMwa5I65xE/XkUYbNb9E0Gze8iFmROvOk46FqSB9P1w3M27TyVo4eZ3EeI1P5F9kUE/iqxgBio7SWHBznGgOcqJUQOZixKtCZqZDcPjEORnJfFvHKLS5f3CWO+NzxLqp4FwV3qNOoMMt6jfEsmjndZpDGnrWYVSvMKTbZwf5rCdQilpgU/RTVOoxti25xOaqUKlFzneDEMPAyZu0RgRn0GNvYpHdZhtTdAx0AhS1wGTFzzDbzpOc08i/uIy0HYKVVYJ2b7Is3QqIriGmSXsA/unkQXbHlthrLmN3K+/Ha4OcWs0TX9CIvXEab2FxS5XlN5UD1vN5GCrgDaQIst4FxdOS7/BMextLbo5X6xO8uLyNejOGdjBF4YiP2QiILTTRynVwOj2bjL1VEcMI00nmc9Qe2k5lykBzwWwodFfhZIXWkOAlFfcMLWGKhq8CHOXh4vNGZ5TPHL+P2mIae1knfxzMhk9ssYG6RBg0UELQvXNt5fFyezefW7yX48sDjNZuzRaDyiSp7NRoTXrsHVsmqzlo2BcdfLUSKB6v7edIYxh/MYFVaiDVBqrVjpzvdSKmFaY4HMhRmdap3+EwMlJh2lrB7M4xhbDf9xvN2/js/L3MreQZXAqQerMbOdpKxf+NjZ7PosaG6eTjOEM+t8UWGDZqHPcKHPfgy6V7OP7qNhKnNfJHPVSr1W+TL+CmcsAMFajcO0SrIBSG1rDOS6h90kvxB7Pv4VQxj3csxcjzAdmyh71YRBaWwfVQnQ6+H4Qh5ls88b/YNpJK4k8MMfsh+KF3PkPZTXCkMkTdscjEHHYnaqQNhw8VDmCi4+FTVy6NQPF0bTfq6Tzb3/Cw15qYJ5dQbQfVal1UW7VunlEAOCrgydJeDh+YJLaqEVu+NfPkuvk4wT01PrbnAPclZhjVueTI55Nuji/O7md1MUP2mIYxX8RfXLp1uks2CxG0ZBxJp3FHstT2dfjX7/gmE9Ya91irpOStLGRN5fKlpf0sPL2NRBGyR2r4S8thP2MUdt44BgtU9udoFTSyk0UeiZ/ER/jr6r28UNnO88enmPo7n8QrJ1GtFn613m+LL+BtHbCI/CHwUWBZKbW/+1kB+AtgGjgJfEwpVdo8M68MZZm4CcFLChnzrRawq3xcfIp+nsVamnYxRmpVSM610IsNKJbxi6Ut00J4XT3PKgtY6xIv9kVzTUM0jcDS0bMd3pM5zJqXImk4FDtJcmaLIatGWm8zaoRTW3ylKAdQ9OOcbuewi4r4UgutVMdfLV64EMaZNH6GhqZ7mOKjrQsSlZ04ZlUwa6A53qZEobeM3pdAmRqZZIPbYmEyeVMuPj8rHIBlU6nH0CsGZl2h2u0tV5Fcr/fD8kFga+l9SXQdZZv4MR0z1WFf/DRDepVk934EKBzlUgsUa80kdgliJYXWcPD7fA+2+jN+VXRT3QYJGycrdLIwnGiR1oRGoFh1U8zXs1AxsVfqeAuL/bb4klzJTMs/Aj583mefBJ5QSu0Bnuj+338MDd8G3wbbCFMZOsrl+Y7FX9en+KP5R/D+Mc/IUzrDLzkYCyUollHN1pZxvgDjTHEf7z7/4/5pvk6bAaPOu9JH+Z6BA3wg9zrvTh3igcRxhrQmjvI44fn82vz38BMv/TjPPXsb2RMd9MUSlCoXtMLEttF3bkfdfwfl3TY7hta4J3mKaWsVWzQ6SnGqmCd3GHJHPfTi5tRgt5ze56E0IWl12GaWyGntC/p+AxRrQYtTXovnGzuQo0nyr4V97crZesn9t7reF0U0JJvBHcvRHDEZytXZY64waTSxJWzHHHRd/lvldn579X2U3iww8JpD/mAd1nqT2P9y3JCaXwQxLfRCHmNkiOreNKWHOyQeWeXDo29gi0YxsPj7U7ez8vwIuTc09NLWjpq9bQtYKfWUiEyf9/H3A+/rvv808CTwCxto1zWhDC1cFMGGuOGiidBWPs83d/JMeQevHJ9g19NtrBePojodvE43acYWcr4AeRmipS54cPqruRJ8pTGg19ltV8lp5z46roK2CjjmDvONN24j/7xJbjUgdngJb+509xjn6iyWRWcyT3W7TW0aPpif5cHYqbNJO1zl01qLs/2NKnqpgVrbnMr5ltR7HUoX0pbDqF4lLR66nLskhat8VnyNFT/Ja5Vxskdg4OUyWrmO3956c023ut4XQzQhyCRojlo0hzTuTJfYbRpoWGe7A95wxvjs3H0sldPkDgmxF44TNJtbIs/zjaj5xRDTQLIZgkSMyg6NH7vvGR5Nvcm0UcHEYs1PUj+RZeIZH7vUQVWq/Tb5slxrH/CIUmqh+34RGLnUjiLyCeATALHLrNayEYjrY7QUXltoeWY4vxSwNZek0UG3fbyEiZ1JQ6MJHXfLOd/LcEWab6jeQYDyfLSOj1+1eaa+i2GrCpxgSH/rx+wjzHt5Fr0sLze2Y6yZxEoKu+Kj2s6FGp9Z0ScWoz1g0hwVOgWPQbNOTAIcBXO+y6yXRWvpaC0XnE6vQ6n9f8a70ywCQzDERxOFfpGu34CAWmCx6GWpdGJhWr2mA07nRprz23+9L4do+AkTJ6vhpiFtti9Y9rGjdNqegefqaC6oTgfV6WzlMqb3Zcp1IpZJkEngZW28lGLYrDKkN2gogxOez5HOKEZdsGoueqOz5dOuXvcgLKWUErl0igSl1KeATwFkpLCpT6K2ViV/OI5TMJm7N4eLIiUm70kcYY+1iKV5fO0995Ka2k72hEf86UP41a1dQ7oYl9N8I/VWjgO+j75gMvpUii/NPUwnp/iTPWXG0rWz+3UCnZMnhkmcDJf3mjjUIX6yHE67qNUuOK6WSCCpJMHEEIsPC3c/eIRdqVXenTxETtN42inwubV3cLJeIHlKg7VyuFxbn9ZK7cszruno+SwSj9PJ6KRMh5j4mHBBCLqpfJ5r7eXZyg5mFgbYudyBlTWCjntDDr7aSmXKGUTXqE3HWXvAJzbQ4r7UqQv2aSuLVsckcHQ0t5vYYes633PoVZlyvUguy+q9WZqjgtpV53Z7npzm8Vj1bv5uaR8za2GXlXVyFdV2CFpbe8rXtTrgJREZU0otiMgYsLyRRl0rqlrDnjEwaik6tTgdpTA1nTtMnb1mk3b+Fb61dyflTArxDeIv3FCry/Zcc+V54Wt1jfyLCdIzSZrjMZbdHIcHU2f3E1dj4EWN4adXwuQaxTL+RRxvuLOEy0Am4nTyMTJ7Svzm1F+fk7ZytjPAswvbqRWTjCwHqEq1H3Mn+/qMi64j8Tgqk8SNC3HdRUehy4VN4I5SHGsPcbg0BCULo1zDv/HyPW/JMuUsuk5rUGN61wLT6SJ77AsH9rhKx/N0cDU0Hwi2fPRha2t+EVQyTn1CaG13uWNklXG9RkKE1+vjHD42hrlqkJ5z8OeXboiZLNea7v4LwMe77z8OfH5jzLk+lOdB20FrdtDLBl9tTvNtR2fBb+ErRU5vMl0okhirU9sJje/YQfDue9H2344xsQ1jdAQtmQRND0fabS36p3mgkGYbveoQW3NJnhbiM+bZV+KUTmK1m96t7YQLUlwK0ZBUEm8ki1MwSdkdYgLm2cQbPqecAWqLaax5E7scoPrTiujrMy4xm86uYYr3FajtgMlYCVs4m+pwPQHQ8GyajoXuCHItBb9IGPI2DLR0Gn1wAH1wAC2dDqejmdZm/ya2ZJkito2ez6MNFuhkYDpdZFdihZx24ZzShU4OZzlBbNHAqvr9em6vhi2p+QVoOnouizE6gjOSoj3ikxupsTO1RkwCAmCpncZcM7CLgt5al15yi3Ml05D+jLCjflBE5oBfBn4D+IyI/AQwA3xsM428UoK2g/JLaP8/e+8dJ1d23Xd+z8uVQ+duNNAABsDkHDRDihwNKYmmEiWtKMsK1K5k2h9ba1kf7ceitZYtLeWVVt71yv6stRaVZXEpmVQgxSCKQ3I4HE7gBM5gBgMMMhpAx+rqyumFu3+8AtDIDaC7uhrzvvj0B11Vr+qd96vb99x377nndDqkjwzyW29+N2OZCj+95VneHz/JlNHhX239AqWJON/Yvpuv3LmbubqDtj9Pfl8GsxYQP7yEdnoO5fsbtn7zunqBZRZxaQPc3dV5wzRXnkuwWIBSGWvOYuxkGqwVRQD8AKnUCJZLYXo37/IOWHQddyJP8fY4jRHh0cwiGc0iIDhb/vHZxR2MPKORPN3GOrm87kEs/aY3hOknTz0eI//oHA9nCnxX6vWz2a8u3APcUsJsM019OUasKoh77dPOoutdR2vA2DCdkRTiK8xCDa1URbkuQbl68Tay62Cl3l9XnwMYpE/7FC2bIdg6Qjtv09ze4SeGnmVcrzKqw8ruM0DxyvIkg9/USJ1qY0+vf7u9Fvqxja8WzbEJtm+hNRpneY/Jvfcc4oMjLzFlFsjrOuXA5/DCIAOvK5yihzFXwtskWd9WEwX9Y5d56T1rbMuNE/ioto8SwS4plhcSTLs6MyNZXKZJicb9VguNDhPGNxmzSpxu5/hU/QEaCxa2LcRmHcQIZVGiger9Gtpd8sjZ359Un9qrlPqD7sON0VypcAq41YIqUFi6/s/SBC9u0M4JbkaRt+qYouMqCPBpKSg2Ygyf7mAfK6DK1XUPJOo7vQFlm7TGPH5k8hUmzSKTehvjMgEwvgqDDqUVBv9wrdmWREDv1lM1LYKkQztvIr5CbznobRfRNESvozy54Y5tpd4AT6pPFZRSS/RhnyJOmG61kzGwU3X2mGVG9NhFg6CAgOVWjMSciz0dbrvrpwC4fmzjq0bX8dMWrbxOO6+4P3uSd8dOYorgiEVR+XSaJrGCh1VsbaqsbzdXJqwuyg9InmyRezVGO5fkD+QxDmwdY9Cu8UDiGMN6lY7SmbIK5PUah3YOs9eYQDUMaluyxBYy2JWA5JEaermOqjfwF5eiLDY3gBjG2cxa5R0WzfsaDOWq3JsIg1mOeT4fX36Uo41BGoczmMsVVL0ZBoJtkj+mNUXTwAqYNIsMGRWcyyTfAGgog5OLORLHdeJzCrnU1qNuwXLRdSSVRCwLFXdwR1N4MQMvrtFOaQQWNEaF1ogPvoazmMKqpNA6Cqe0Fb2tiM23MA7NoBqNsEDJGtwV9yv+YJribTbtAZgaLOKInHW+umgccWt8qnIfR5uDzB8aZPdSHanWCdrXMHt2ptLYhXQd+Ns9g9aZ3NuNEY1O3idn1HFEQxPBVX6YtkcJ4neD3jbB1PMZbk4H7HYwvnWI0UMJyKZZnB/imR130Rnw2XfbGLel57gjfpp3x46S0IRvmzpBcdJhKUjwpfKdHK4O8dbMCI2n06ROJYjN1tGqNYKogPZ1I7aNlssSZFMs3xnwOw9/gkmjxIgeAA6vtrfwiZcfxpm2GD4YIKcX8ZeKfXUX0VN0DTPmcqs1T0rzscW67KGlIIaajjPyUguj0r7k3kfNsZGYgzgO/mgON+vQHDJZukvo5H30TJstgyWSVpuHcid4d/IALWXyQn0nRxqDlDpxTiznaLZMzL1JJpvD6IslVKWKf7M6YBEaWxJUH24yNlTme0beIC4m+orB0MvtCf7rS+/COWEzcjBAO7mAv1RcXfR5N6OTZpmIc0FAaKDOFc/ww5m9ty2WSX1YpzblExurMWUtEtdMfKVw8WkpHRV0Z2Y2WXdxUzpggKBeh3odvd0mvpinkzJA6ZwuZ7A0j4zRpOUcJ4FiRNfYovvU1BKt1EEGzRpNz2QuvwWzrmPWbSzLhJbel4k7NgNiGqi4Q5C0UEmfO60lRvQYQfdfyY+jlw2cJbDKPrTbb+tRP4Bo6uzWo0tFP5/BVQZaB4xqB63WDmucnv0QObe+m0ygHBs369DKGzTzGp1Bl9hAk+F0jXsHTjFo1nhn4iCPOm1c1cCUtxgxyxS8FHGjQ6kd4/BAHC9ro7UTYcBdrX7TfleBKcSTbcaTZfJG7aLvoerH0EomTgHskg/Nq6T+7L5fDDOsMKbrSDwGMef845RCunfRqtEM15NvUo2vRljfXVB2gG16mPhoaLi4NAKfurLBF6Q7WA8rJFmgybmZhSAIC2GcKSPbJ334TeuAz6BabRJHSliVBJ2USfV0jsOJPK9N7uQLt97OSLzKdwwc5P3JfWjApLlEVq+THGvxyXcZLC6nqOxPsMXdjrlYg2IZv1Domy9w0zAxSuHBPK0BYXx8Dkukm0CiQ0MpjrcGsQsayRkfe6n/8hdvRrR4HC2TBsemftswpZ0mXgLqWz2coQapeIv3Ds4w7pQYNGrssOdJSIdtRgWNGKbAlFEmpbVoBDbb7UXqgc1fKuEIW7BKgwzuzZJ8Hmi2CJqtm3o6+lKU/XjYbk/72IUrtFsRxLLQUknENPG2DVO6JY4bF5oj4ZS/0s71KXpTwy5oGM0wDWvimbc249aytUGEwAIt7hG3XCwJByJvuRpfqd/DseYQxpKBeB7K1OjcMoa6bQLP0WkN6Hi24JQD4rNttJaLMV/COz3TF334Te+Ag1YLDhxBP6QT1zUSlgW6Tvu+HcwtjDKfH6Z6n8M9208woDWZMjokRXGPtY/H97xFRdn8L+kfoTw9SCJpEgNYKm5IcNZmpjWWZOleBUMtvnPoOLZo+EpRDhRLgc3pZpbYgiJxso5erPVVBOlmReIxguEcXsqmcLeJeqjMUKrOL0w+z/clj6ABpmjoCBra2bs7jTDISENnqxFjKxDQBubwlWL31Byfy93DsfoAbwa7SR5Ih2v8nndTOmClhEAJvhJ8pVgZf1X0EsQKisR07fLt9sxdr2VBLkMQt1nek2DxnR6xXJN/sP1N/sng14mvyIPxZifHH8+/kxPVHAvPjrLj1SS8XR2wpuFbYDkeSauNKR4BAYc6I3x+9k4WKkmcoiBegDJ1qtscmoMabhqa2zqYyQ6l03EyB2NYVYdMADI33xeD/JveAQNhdHTgo1yg4yK6jlluYRctUBrThRxPD93KsFnhXucEU0YHXykymkscj9FklaMjQ4CBVYyF1Xs22VrDhtCd/kTX8RI6Qdojm2qSMxsEStHA5YA7yKH2KEfLA5gNFaadPJOjO+L60LQwsCeVpDmWpJMOo0e3ZqpMJEpMWYsMaLHVfRRnnHI4lWcIDOl1ppwCgRJeSyu8gQSGoSOtFtwkcRJiGNBNA2qbLimzjaO56CL4F7RNCQgDgFbuv+6u74quo2UzSNxBJWK0tqRxEzr1cSGebzCaqbIjtsgW3Txb1AGgaFTJWw2KVpwlQ/VjXoLeoYVFdjKJJoNOHVPO3fxootA0hZtU1Lc4KE2oj2m08wovGZDIN8nGm8y0DZolBy8mxOcd7HicoN1drtnAqf23hwNeiQpQXoA+vcCIF+DHLcqnE/x/bzxBJxOw/b7TfGDsVUaNMvfaMwxpwo+OvsjH36dxupyhYGUZfsPqi9FTvyOWhT44ALZFddLgvl2HeDA7zT3xE9RVwGE3zb/Z9wFq+3PE54WxA2WYW+zu545mGK4LXUPiMXQRaneOMP0PwMw3eGjyJB8YeoUBvcYesww3kNN3XFc8Hj/IrfYMT+7Zw+w7ctjFOEMvSDg7tMkR0wqdpmPTHNC4Lb/Ig+njbDWKF6UBvexnWBZazEGyGYqPjlPZrtHJKuxbKoykq3xbssgjmaMM6DVuteYxrxBk93ZHORatrR3+9Y6nGDXKTOptwGbIqLAns8CAU2f5HVXKDziYus8dqRLDdpWk3mbKKZDWmhweH+GNW8aZb6SYTUywtTSJVm3BQmFDp/bfhg44nObxFxdhcRHRdAZnJ8iM52iOOBzOjPJKYhvb4wXusmdJajZPxE6wa2qOQ51RPrr3g3CpLQMRFyGGgUrGCVIOrQF4z+ABvj1+CJOw4MK0m6d6MMfEMz5WqYM2PRtGPkdcPyKIaaKA6oTOI/e8xTuyR3godpT77KBbQODGEuqnNYe0BuN6lQdHT/KVnSk6GZ3cwdh1p9brJ8Q0kGQ83KaVgh2JArusOYb0JrC6mQOxLMRxCLJJSrs1jHtL3JFf4iOTn+cBmwv2EW+qlLi9xzRIDdb50dRsdwAUBm+mtBZb7GXyZp07h05xlz2DIz4ZTUhp4YDmzICpFj9NMfMSp/0kH5r+WVojcSzLwKzUgMgBbxwqgFYbvdLGtnXsGYdn0js4PpDnNmcGkxlcBEd8UloTLwbaYB4xDIJGI9ynGnEOETTbDte7Rgap3DlAK6fRGnfJ6uH05JudUY52hni5vA1nSbBKHYxKq+8rl/SUQBH4GnVloOHhK4VxmVlIjQClQ2DpBJaOGowT6BqNMWFbvMiktURK66CxtndZmgi27oEZEBg66lKlmjYjIihDR5k6gQEZo8GAXseWc47Tw8dXiqZvhltfgqAbaGWGCU22TVDflqI5YNDa4nLfwCI7kwUyWhsN58rnjwDCrYtiWQQJG1O/uJ9NiMe4tUwrMIlrberKoKV0Fn2dDjqOuAxoTexuszQFHHERMyAwDZShbfjNVOSAlcJfLiH1BnYhzhY1QWN/nLntSf7b+x5lafh1Jswit5oFJowS/mCH+q3DWKUs5rE5vLn5jb6CvkIME21kiCCToHxblsUfaHHf1pN8X2qWXdYcrtL4xPzDvLxvB9aSzvi3Opj7p8H18Gv9XTy7pyiF39E56WUZ0OpktfZ5a4Qr0SUgsBRuyqQ1YFC8TXDzAVtumeX7M6+wy2wSF/2i7E1rQUJvY8Q8/Jhx0zhg0XVU3MZLWngJxR57lltMH6dbhzlAUQ461ANFyY2ju2EpVDQNLZ0C22Lm8TzNd1UZSNf5Z1te44nEflKay3g0e7Y6RNCyGRjM0RiNkbIvLu4yriueiB+lpYRFP8aMl6Pkx/lmdQfHa3nydoMHM8cZNcqMm8vcatYZ0NqYtocbt9DbBpa5sS4wcsCEZfdUOywkYB+3MUtJfDPDyUqG09kcCa2NZhaIi4fpeHQyMSQwMe1o3eYiNEE5Nl7aoTmg8dC2E3x49Gs44pISl6oyma7kiE8b2MsKZ64eTTtfCqVQnlDyE8It6qoAACAASURBVDji4nP5alA6CmVAYGl0kkJn3GVwpML9gyfZZjQY0NanhquOYIqPbvj4urppHDCaoAwNZWoEBqS1Fkk5N00cENBRiobSafomEoTZl5QW3gGrmE1jRPHdOw6wI7bIdyb2c4cVg+4MxIVBXBGXQDTEsfESFm5cI6V7F62/xzWTOOArRTXwqPgOi16Ko9UBpos5lhMxBu0aga2R0puYNLBFoesBgSkEhmx4cFvkgFegfB9Vb6IB8cUEJ07k+ExwF4+Op7jfPokjAZNDy8zcmsBesrAX0mEK84hwG4phoA0OsPTgIOWdWjj1lpkmrzd4trGTv1u8k/lGktLeQYYOB1gVH61U22zJa3qCNFok37L4teT3MDlY4pe3f45H7DBv9oWF4If0OtmdRWZbA7hZnx3bFphKFrk9PoOzjh2Mj2LJTdCu2Jg1Db19821BuhQt5fFmJ8db7XEOLQ8RL3eLkQznaGxJ0k7rdLZ0uDNxmq3mEhktCii8VkQTgmyS+tY4jRGNrc7F0fWNwKUUBFSVwccWv4OvHt2F2zQx5yzsZaGYTvHZ7WnSqQaPjR3n9uEvY/bZGDFywCsJfPylIlLSiVkm+deGaczl+dp9Oj8z+DSjusd3jeznrx+2mJ/PkD0ax/7WRhvdH5zJtOSP5Zn/9oAfe+RZttpLPJE4yIiu8VulXRz6u53EFhTbDrcw3zwF7TZ+nxfM3iiC5RITX63QPBBn7s4tfPmDd7Bn4FkSEpDUzq+INK4rfmnPF9m3dQsZvckOe4Gs1mBEr50NRlkXG5VivpnGKJjYRUFrvj3W8BuBz9O1W3musJ3CqSy7F1v4hSL+7jHmHzBpD/o8tOs470scJK8Z2LK6wK2IFeg67ZEEpVt0WkMB2+IXz5KVgoBDbo6T7gB//+qdTH5eMCs+9nwRKVXxh3MU7k/TGozxpftt/sfBrzOi99cgMXLAF9LdMyzNNmZdYVaFetvER9BEyBl1RhNVyskYvrU+U3ubjm6Wn3DKyMTMtnhH6iBZrUFcFIFSFNvxMGHBvI+52J12Xs/9dyv2YYpphIE1nheWmIS+yIJzJZTroS9ViSlFbDTNYidFOdBB80lecKwtBrvNBRJauxt40sAWn6wWrHrbzPXgo+gEOpoHmgsSKPpb1bXBB9qBQcszEE9QImimgRs36OQCJNdhMrZMXjNIatcWcBWguqU5w+ntlmci/o1XoNqMBIbg2xDYCkc7V+I0IAinnZXBSXeAY+0hjKJBbKaGXm7C/CJeqYwBxJaToGnUGyauCmeORPpHy8gBXw6lwo7FA+ULgQo7Mks8HMPFMHzWIaZlUyK6jpocoXpLhtqYzvahaaaMZerK4IXWONXA4fDcEKMLPrG5BlKpr2uiDTEM9KFBVCqBn09Q2hnHTQqpUx6J12ZQlWq4Cb+PI9iV76NKFfSOS2IuwTPTO4jp7+LB5DG+LzFNekXHborOiN4kri2ho4gLmCKY6xR4dYYAcAMdzRXEA/z+6djWk4RoPJA4jjaieFoJc4+NkNx6N0t3CrvumWZ3eoF3pw9gyrUFXLWVx2EvYM5L8XTtVr56cDfagkX+hEK1opkiDaGtPApBh5YSfr/wOH/78r2YywZD31IY8yVUo4XqVgNTrRbOQhvNtShWTFrKBJobexEXEDngy6EU4is0T4WVNrqY4hPTXQwtQN0Mmx7XAl2nOZFi6fZwuui78qfYbugc9nxerk9xtDGIPxsjPlNHn1tGVarrOqIXwyAYztEeSVCdMCk86pEerjH/ao5tc1l0QKuA38cOmMDHL5WgVCI2msM9nuZJ2UNz0uLx+HHSKw7VEIb1OIPd+8/1dLpnzUOF1Wj8sAax5iokCN4Wd8BxzeR+5xST5hIZvckfPZCits1mbPcCvzz1OXYZNVKagXGN277ayuNAZ4x9zS08PX8Lsf0OqZMBqZPdGrdvYzQUumi4ymfRt1jyE3z5xG4mPy/ET1XQ50v4c/PnFVpQrTbmQhW97mBW03SUTr/FoEcO+HJoGoERVuEQ/e3QrVw/IoLvaLhJhUp4xLUOLj5FP8GB6gjHS3msioa0XVS7c+NZrjQ9zDJkGtCtM4wImAbKNFAxi/pUimZepzEqxAcaTGTKHExkUboWHqttgumLbkeitTysitBcjnF6IEM10Glr3kV3uOvteM9Mjxb9NjO+xZw/yEIliVUDsw7SuXnWgMVXSKCQAFrKxKONxrm1d0cUKa3DiFlmIFujAEymSgxoTVKasaq73zN6VoMO5UCx6Md4sbaDvcsTzBSypEsKqxqg19235RT0pQiUoqUMGsqm0zYxqz5auYFqNi+qciSmQZBycDMOvh1u1+u3cLjIAV8GZZu08kJzWJFMtnDk5ulc1hxNozmgYeysMZaukdJbHHM1Ple+hze+cQupYzBy0kXmi6hq9YbTeOq5DN6eSToZi9aATn00zBXbyQf4OQ/N8smky+TiTXbGanx77hCjRplfmhnBj5sYhg7SdcSboGOTUpWBN7I05wz2qwleHd+CxkkGdHfVOZ1vFA+fatChpRT/vXI3f3z4EWqlOOlXbEafq6LVWjBX6Ikt643yA6Ttojd0jKZwvDPICbNIXoOcFsNAJ68ZxMXnsdhRnJ0uRS/JLnuOcV1hi3XVwZCHTyNwqauAz9b28JXirZysZim+Mkz6CIxUA1KHK+jlOqrewG/18WxNDwgIc3C3VMCcl2XGzeHVTKylGiwsEbTbF/8tD+aZfyRDY0yR2r3MkN5/eQau6oBFZBL4U2AEUMDHlFL/SUTywF8AU8Bx4INKqeX1M7XH6DpuQnDTAcOxFqb0ZrNMSzXYx4t0aNFdZB4G6Gu9dR03JewaXmQsViautZnz0+yvjJLfp8i/UkQqYeDVWuTQlliM+pYYjUGNxrhC7ayTiLd5x+hJ3pd7nZTWZFivkdddTCClGWho/IdclcDq3gWvuAM+X3PuEJGf76c2rqo1kkfKxBYc6hNxTrQHmTSXcKRGTlM9mXL2laKhFPVA4/nSdjp7s6QXhaG9TXj1LfxrqILU923c95G2i5g6WhsKXopFP4YjDTKEesfEIiaQ02C3uQgsdt+8uqArV/nUVUA50Hm5OsXLx7eilmwmn/dJPH8M3A5BrY63Bn8vfa/3KglQuEDJj1PwkkhLQ6s08CqVSx6vkjFqUwpzR5X7R06R6N5EKdU/s1+ruQP2gF9USr0iIingZRH5EvDTwJeVUr8pIh8BPgL80vqZ2gO6aRQxTfxcnPagQoZbjCfLmBIQKOFwa4RX5ycoLaTI1NfeKQvCLu4mLTk85fIUnx4WkdvpQ73FttHicSSTopOGqcQSo1b4x7DkJ6l1bIyWQhqtcOo5uMrdZjdyWYs5SDIR5pKOO6i4jTI0vLSNF9Mp53TKuzQ66QA12GH70DI5u8H2WIEBvYYpHi1lMOMZVAKH4+4QZT/G/EyWXVUXaXXCKijdEfNKzZ9Un9oP/PN+auPK88I7TMBZiPPX0/fwRm6c9+T38/7EYRzRiGvmRfuDb5QARVu5tJTPvK/xjeZuZjtZXp8dJzYnxJYCjHIbdY0Bdf3expXvQ7uDaIJZg72VCWzN5bH4IcZucDnKVT4BwdlatnPtDF8/sQPjuINVEqzlFrhh+7zq38sq6Xe9L0mgMBo+dtEkMDWW3XDHiQZk9QYNw0YlfToTOSylwPVQnoeIQMxBmQbV7Sn8kTa7BopsjRXRgLYC39fQ3DC+Z6NnwK7qgJVSs8Bs9/eqiOwHJoAfAB7vHvYnwFP0y5d3nYhhog0NEmSSVHbESd2xxPdvfYPbYqfJalBXAV+avRX3uTwDS4rY6eU1TyJhSwy7m/DdEBMUTfpUbz2fw50aoZOzaG9v86P5F0iIy8utbexvjjNfTjGx5BLMLaD84Mrbjs4MfnQdGR+huSOPF9epTeg0xhReQjG0u8CDQydJGG3GrBIprUVWbzBkVHDEJat1SImioeDV9vjZfNMv7L0Fe1Fn5KDCnJ7BLyzBinXolZoTBvf2VRsPWm2YW0AMgxFdp1TJsz87yKuPTzB0T+VshZhBPbyGtbgjPuN8T3oBi0GCZ2p7+KM3HsVfdMgc1Bh9pohWrIYR5dd4l9bvbVx1OviFJcQwSE8P8eK+Hbw5NEpjp8091ivErrNyka8CGqqDqwL+ZOlxPvuNB7CXNHKHArJvlpBmB5aWCWr10Pmu0Ta9ftf7Uijfx54uMqRyVLY6HH7HEIxBStPZZS0wapSYmlxk/uEJYjtimPUAs+ajDKE+bNDJCLWtAT9y9yv8YObls0uIS4GN2zIwGwFG3dvw/PPXtAYsIlPAfcALwEjXOQPMEU5Rb240QcVs/LRNOy3cklvi0cQhhvXa2dFTsRYnNaNwln20anNdszg1VR3C0jX9qbdt4WYs2hmdWKrBLjPMIvaqBFQ8B9fV0do+wdW2UKyoGyymgUo4tPIGblKojyuCqSbZVIN/uuNpfjw1e8mPCABfmeEewcCj5Mc53c5xvJwnccIgeSogdbJNUCpfbfuRRb+18cAn6NbZ1U8tkNXAzTgcuy3BnJfFEp8hrY2rfHQRQLshJ3wmOMhVAeXAZtFLc6w5iJp1SM5opE55yPQs3hqUcevLNq7U2fS0VtnDLNrUJc7Mlgz+DcR5ByhcFdBQiuP1AVLHNeLzAZmDVdS+Q9c8kLke+lLvS6ECVL2BuWASSxo0XIuAAB0hq3k44jORKHN6cBylC1ZFw7fCoNnGqNDJKbTRFo8mD/OADQ0VUPTDgDrlhXfA4gXnDcQ3glU7YBFJAn8J/EulVEVWpLhTSim5zO5mEfkw8GEA5wbLoK0XmuMgsRiSy1B4ZJjKdqG1xeWBzDSjRpWW0nnTTTDnZWguxhk73cEstVC19Ss+7imPvTwHcLJf9Va2RSun08ppJJwOGmCKxpBRYcpZYjRfoXjHCDnzPvRaB71YA88HXQNNQ9kmnZEUnYxBYAheLMzP2hgR6ts8iPnkB6vsyhcYtqvssBYAaKgOBd+nrgwOdEZ4sbaDiueEiQt8k3I7xqHTw0jBwi5qDBz0cZY6mAu1K3ZynvIAdgI/2a+a026jF2toLY/ca3l+Q/9etITL1NgSezILpIwWW+0lUlqTKavAPVaT+CqCgtrKo6ZcWkrx9eY2XqjuoNBOsnd+nHoxhlE0ye2HWNEjPtNEddwrft5q2Axt3Fqskz1g086afDm5h4/FFxg3S3ybc4Ip4+rnXpn3eb/r8vuFxzlcHeLAvkkmjvs4i+H36a3RdPOV2Ax6rzAImi2kYmBWkszWErzl+jji4wjERfFg5jj77xqm1nCoN01USwdd4WRbDCSa7MgsMWkUAZ1THjzfvCVM2rFo4ixUw+jpDd5fvSoHLCImofP9uFLqr7pPz4vImFJqVkTGgIVLvVcp9THgYwBpyfdfyKkIkklDPkNzIs3Cd7j81APPMWEt83j8ECO6xhsdnWdqezjSGAqLCLxxHFWtrVtkYqAC9vIco2ylSqnUfbrv9A5SDo1hjfaAYiweRhia6EwZyyRiHQojST7x8ADVrQ6xhRjZI3H0VkBgaQSm0ElpLN0p+JMtdNMnm2qSsDo8mJ3nfdm9DOtV4ppLQjxMgYymAxbVwOfl9gTzbpa/mb2HE6+NY9Q09BYYLTAaih1vtbGPz4Dno+oNVKdDsDIT1oXX0tUcKPZzG/erVaTZQnSNkYUio08m8DMJFh+a4MvbJvASCnO8TjrR4rHRY0wMPsWY7l81KUdNuZz0TBb9FL97/F3MvjqKVRaGXnXZerCAuB6q3gDPQ3VcguaNJTTYLG1cHTvJULGMSiWY9Uf4PXknQ7kq+vavMpVcWtVnnCld+PXGLj739QdIHdPYcsIj9dIpglIZv+Oub1Y4No/eK/GrVaTRwEwnqC9lebaxk1GzzP32HHnN4kdTb/DEXQdwlYarwhKEOgGOeJgSkBCPEd0AdA65Q3x64V5OlrKkToB2bCac6u/3KWgJh0l/AOxXSv3HFS99BvgQ8Jvd/z+9LhZeCyKIYQLdQAoVXLzI3h31nZ3yNAwkEcfNxmnnDFL5Cu9IHCSrN8hr4IhBS5nMddLMNtMYDVC1+tkpwbVGKcWbvESCFNtkN4fU3jMv9aXeyoDAAEM7N9KPi09KazFsVYjlmjS9OJpn0CrqGG0N3xR8S3CTgjvoMjFUJmF22JpcJm00uScxzbc5i2Q0C9DxuxlPXHzKQYuCb3KiM8jJVp7ZUhq7oGFVwGgqjKbCbATY00W849OruoyVmheZX1lfsv80VwrldlAu0GrB4iJ6NkNyyx68WDht33RiLHUMjiYHOZ7NAGUympDpZs8644jDKdEwKKgUwJyfZs7NslhJ4hQEe1kRm67iHz62xpewedp40Gqj/GW0Vht7eYjSss0icHh8hGnnJKaEmbFM0S5ZKGNl6cLp9gD2kkZiLsBZDJdDgvr6b43ZTHqfh1JhYFXbRVoapzp5AKrmIinxSGkG+bPlHYPuT5iQLQB8dFwV0FItTrtTnK6kqVRiDNYJB+V9kIhnNXfA7wB+EnhdRF7tPvfLhF/afxeRnyGsCfTB9TFx9RjjY3R2jBBYGvZsFWbmw2hCz4NAIbqGJOJgGKihPM2tKby4RmWbTn1LQJDx+OC2/UyZJRxRgNAIXJ6r38Vn992FLFmMnfLXZCvN5SizxBzTJMnwvPoSwO0i8n76UG9pu1hlRWAIlXbYuesipDTBlA4PxY5SuCXF6S1ZZuoZTt2dwfN0dD1A1wNilst7B2e4LTFLXGuTN2o44jJhlLBFw1eKWb/DaT9JyY/zRnOSmXaWfaVRpveNYS9pxBYUmWMd9KaP5vpI20freKjypbcmXIqVmhPq/Sp92sYvhWq1SRwpYVaT+LZG+4iBZzscG9nBP972s5DweOeeQ/z86JPktQ55XScpNrN+ky/Vb+FUJ8+RxiAHiiPUmjbat1IMvdbBqLpohbUPNNxMbRwVhH1Is0n2rRoSJHHjcT5+4An+cODdSK7DO245wq2Jee6MneTdsaXzShee8pr8+uz7eO7UFK3TSba84ZE4XkMr1cI73x6wqfS+FI0m6YM6H489gp1u8+zkTrbHl7gjdoonYjPnFRxpKY/Drs6cn2XRS/NKbRuFdpJvHp8i/nKMfEmRPVhf1z78WlhNFPQzXD7r8XvW1pwbwx/OUbg7hu9A3tFIVOrguki7jeq4YcWedArlWNRvSbN4j4GbDsjfushPb3uZEbPM/fZJthlWd9+jS0sFvLS8jeRrDom5gOTx2rou3GdlkPfyP5x9/KT61JtKqc93H/aV3tJyscsBSteoti0CwvCflGaRAvKax+0DL+CjCIBOdzZCh26wEJjdIhfh8+H/Ghq6GLjK56SX5sXmdhY6ab42ewuFQgrjtM32v29jH1lAtdphcg8/OJtf2g/UNeWaXql5V+8HV7zcV5pfiqDVggNHMA7pGICjhzMG2uAA/lieTsbi6z98K+/9jjfZahZxpEJShxkvxt8u3MPR5TzVpQT2KQujAUOvdrC/sR/VbuOtQ1vfTG0cpUD5BC0fef0Q2bescCDvOGCaNG4f5Znvv403JseYG09zv/1Vkitugmf8OF/ZextD3zAYWvJJfusU/vxCqGuPtsBsKr0vgWo0GXizjVm3aA1YfL22m1fzdebG0zxknya1IiVwWwUc6GxhX2OCg7VhvnV8ElW2yOzXGfvSPBRLqEazJwFvq+GmyoSlbB03BV4M6iMG5s5hxA3QGy7S8QhiJm7WwXc0quMG7SEfUi5bUiW2WQWyeh1d1NnUcIfcAUp+nKPLeeySwqoEaE037OAjENfDrAf4llCoJHixPcCQXiUlLpYEmAImobM1ETL6+ds3XOVTDDyq/pkeK9S1roSin6SlTF6qb+eN8jildozFhTR6wcJZkjAIrloN1yMvlQXn7Ua3ihcQTk8DUquhlWysIMAqpPn74p2M2BVed5YYMUu8Wt/GWwvDtIoOxrKBvUxYAazihlHAfdJJ9Quq0wHfR4mGdFzQdexiDnsxxbKd4kVzK38du4Nx81wui2/Wd2AWDGJFH6vUQbVaka7XiPJ99IaHXTZQmkZr0aTqJnnFmOSv43efp3fJj/NseSfT1TyL1QSyYGNVNJzlAKk3w3XfPtL/5nHAIrRzNvXtLk6+Rf0ORVNTeJ5Gu5xAGjoq5pMerpGJtdgZr3Jrap6M0WCPPcsd1gIdpXHUzfO8l+L56i184fU7MRZNUsdg4FsV9FINVaqsayWfzURQKJJ4UxFPxOik8/xc6ycwEx22DxXZmS6QMlpstxdJ6S2mzEXutNrdNXWPtgqY83X+fPkxXlmePC87zfFCnuBEAr0FVlmwygq9A1uXfcxaG6PaQU7NE9Qvzv8acY6g3kRjCa1ksfWLJocO3cZbBjxlhqXe9JZisBhgNAP0Vhuj2kZcH21heV3ufDc9SnXzmPtn+wBtep7JL+l00iZuaog/zr2fwDjXlvVWWP/ami5Cq41f6790iP2Oarcxj82RXoyTcmyyh+P4jk4nlePjue8+T28JFGYD9I4i31FYJRe97WMUagTLJYKO21f9983jgAEvoZEaqXDr4AKP5Y7wePwtWsrg2cYujjaHmHSKfH/qNbYZxtkp0HPYlIMOL7QyvF7fwvOz28i9aJI55uHM1eHAUbyoJNh5BNUqQbWKmBYDuRgQw01ZHNxpszCaJOW0KWYTDFlV9HjAHvMUjoCrAuqBYtFP8FxhO8ePDZ/7UAWJYyYjL7Yxy220cgNKVfA8gkYYOKGg75Kq9yPK7eCXwqhvbXGR7DOcDUI8d9C5wYvq/vRP99SHnKm0072L8ucXkPkFbMAGkhf1K+F7+ueea/OhPA9v7lxspN79sbiM3nDRoLxf+4ubxwErhVXyqB/P8HLNwdJ87nJOoqPIGzX8mDBulkhoAboI5aDDoq/RUjqLfooFL8W8l+HJ+ds4sZSjM5tgrBBgldpIvUUQ3WVdHhVgVNvEF23cukZgmFRrWcq24nQmi276PJnaw2eyBWK6S9M36QQ6hWaS6UMjxGbOLZqJgvicCp1vtYU0w4QIyvc3fNP8TUHUjteXSN/essn1vnkcMBA7MMcOd5h2zuQb372bu955mjFzmV3WHI/FjuGIIq+Fl3zIjfGFyj0sdpK8ND9JcSaDXtPJHBRGT3qY1TbWdAFVqYUO4DL7RyO6uYqPnSZTKIOhMxB3ULaJ0oXAMsLSjmaKOSuD0gQJVJjr1VfsrtbRGiu0Vd3c0eUKyvXCYAnfD1Pz9dHUUURERMSNclM54KCwhNnuYGZT2PePsNBJEdc6JMRli26ePc5VPkt+hqP1QeabKYpzGeInTMwq5A80sQ7Ohvlgy5W+WrDvZ/xKBS5RleTMBNGZaaMLiaaTIyIi3q7cVA44rOPZRqoauf2Kv0k+TBAL+O3UEzixc3dZSgnNsoO5aKK1hewCJOZ9jEaAuVALizuvYTWSiIiIiIiIC7m5HLDbwfdcpNEg9/cu+eeSYc7hbu7h8/DriBsm6FCdDnRc8H2Cdrtbqu4SWbQiIiIiIiLWiJvKAQNn05f5S0VYKm60NREREREREZdEu/ohEREREREREWtN5IAjIiIiIiI2gMgBR0REREREbACRA46IiIiIiNgAIgccERERERGxAUQOOCIiIiIiYgMQ1cO9riKyCNSBQs9O2lsGWftr26aUGrqeN3b1PsH62NUvrPW1XbfeELXx6+RG23ik97UR9SlXpmd9Sk8dMICIvHRBwfObhn69tn61ay3ox2vrR5vWin68tn60aa3o12vrV7vWgl5eWzQFHRERERERsQFEDjgiIiIiImID2AgH/LENOGev6Ndr61e71oJ+vLZ+tGmt6Mdr60eb1op+vbZ+tWst6Nm19XwNOCIiIiIiIiKago6IiIiIiNgQIgccERERERGxAfTUAYvI+0TkLRE5LCIf6eW51xoRmRSRr4rImyKyT0R+vvt8XkS+JCKHuv/nNtDGSO/e2hjp3Xs7I817a2Ok91qilOrJD6ADR4AdgAW8Btzeq/Ovw/WMAfd3f08BB4Hbgd8CPtJ9/iPA/7FB9kV6R3rftHpHmkd63wx69/IO+GHgsFLqqFKqA/w58AM9PP+aopSaVUq90v29CuwHJgiv6U+6h/0J8IGNsTDSu8dEeveeSPPeEum9xvTSAU8AJ1c8PtV9btMjIlPAfcALwIhSarb70hwwskFmRXr3lkjv3hNp3lsivdeYKAjrBhGRJPCXwL9USlVWvqbCOYxon9caEundWyK9e0+keW/ZSL176YBPA5MrHm/pPrdpERGT8Iv7uFLqr7pPz4vIWPf1MWBhg8yL9O4tkd69J9K8t0R6rzG9dMAvArtEZLuIWMA/BD7Tw/OvKSIiwB8A+5VS/3HFS58BPtT9/UPAp3ttW5dI794S6d17Is17S6T3WtPjqLP3E0aaHQH+116eex2u5Z2EUxN7gVe7P+8HBoAvA4eAJ4H8BtoY6R3pfdPqHWke6b3Z9Y5SUUZERERERGwAURBWRERERETEBhA54IiIiIiIiA0gcsAREREREREbwE3ngEXkj0Xk19/uNvSKfrjWfrChV/TDtYrIUyLysxtpQy/pE8033IZe0Q/X2qs2viEOWESOi0hTRGoiMt8VPNmjc8dF5HdEpCAiZRF5+grH9qyjEZGfF5FjIlIXkf0isnsNP3sj9f7ZbuL2moj8nYiMX+HYnugtIo+JyDdFpCoie0XknWv8+Rup93tE5ICINLqJ5rddxc739sCme0Xk5a5NL4vIvetwjg3RXER+vHvOMz8NEVEi8sBljl/3Ni4iWy+wqda16RfX8BwbpfdU91pWXtuvXMXOXrRx1e27z9j0+6t530beAX+fUioJ3A88CPybCw8QEWMdzvsxIA/c1v3/F9bhHNdE9w/yZ4DvAZLA9wKFNT5Nz/UWkceB/50wt2oeOAZ8wtZg1QAAIABJREFUYi3PcR025YG/Bf4DkCVMvP63svYVTzZC70Hgr4BfIdT7JeAv1vIc12GTRbiP8s+AHGFu3U93n19req65UurjSqnkmR/gnwFHgVfW8jzXaNP0BTbdBQSECSfWko3qwwGyK67xo+t0jmvlnhU2rWqQteFT0Eqp08AXgDvh7Ejin4vIIcJ9WIjI94rIqyJSEpFnReTuM+8XkftE5JXu3cxfAM7lziUitwLfD3xYKbWolPKVUi9fj90i8kkRmTtzFy0id1xwyKCEpayqIvK1y92JiIgG/DvgF5RSb6qQI0qp4vXYdTV6qTfhQOKTSql9Kkze/lHgXSKy81rtXiu9gceAOaXUJ7vf/58Bi8APXatNq6HHev8QsK97bS3gV4F7uu1+1YhITkQ+KyKLIrLc/X3LBYftlHAWoSIin+4ObC7F44AB/LZSqq2U+s+AAE9ci03XQo81v5APAX+qrmN/5xq28Qv5KeBppdTxa7VpNWyw3tfFGrfx62bDHbCITBJufv7Wiqc/ADwC3C4i9wF/CPwTwg3Svwt8RkTs7ij6b4D/Rjji/yTwwxd8fknOTTE+DJwAfk3CKejXReS846+BLwC7gGHC0e7HL3j9xwkdziDhBu+zr3e/7DO1NLd0f+4UkZMSTkP/Wtcxrzk91hvCzvbC3++8DtPXSu8LbTrz+Hpsuio91vsOwhJxACil6oQJEy7syK+GBvwRsA3YCjSB/+eCY34K+J8IS7p5wH9eYdNeEflHK2zae4FD2nsdNq2aDWjjZ57fBrwL+NPrNH0t2/iZ54Xwu/qTC19bKzZI7xMickpE/kjCmZ9rZS3b+Bme7g6g/krC4g5XZ4MykBwHakCJ0CH+DhDrvqaAJ1Yc+/8CH73g/W8B7yZs7DMQJhTpvvYs8OuXOe8vdz//VwnrWb67a8dtlzn+KeBnV3E92e7nZrqP/xj48xWvJwEfmLzEex/rvvdz3c+ZIsw0849vAr3fSziVfjcQI/zDC4Af20C9B7o6/BhgEt6xBMDv3gR6/wHwmxc89w3gp69g53tXcT33AssXfE+/ueLx7UAH0C/x3l9Z+d10n/s48KtrpfdGan6Ja33qKsesexu/4HO+vatL8mbQu3vdDxLOqowAnwK+eBU717WNd19/F6FPyRI68jcA42rnXa/5+dXwAaXUk5d5bWXJq23Ah0Tkf17xnAWME37Rp1VXgS4nrnDOJuASfrke8DUR+SrwXYS1IFeFiOjAvwd+BBgi7MAhHJmWL7wGpVRNRIpdm1de2xmbAH5LKVUCSiLyu4Qjyt9brU2roOd6K6WeFJF/R7j2lAZ+G6gSljFbNWupt1JqSUR+APg/gf8CfJEw3dw12bQKNqJ91wh1XkmaUPNVIyJx4P8G3ke4bguQEhFdKeVf4hpOEA5mBoH59bBplWyE5iv5KcKYh2tmjfuUlXwI+EulVO167LoKG9Gn1AhjGyAsmvBzwKyIpFRY03dVrHEbRyl1Jpi3IyI/D1QI44xev5IdGz4FfRlWfhkngX+vlMqu+IkrpT4BzAIT3WmWM2y9wufuvcq5Vss/Igwsei+QIbxrhfOnNs9WDZEwOjBPONK7kLcIR1Yr7eh1ftD10hul1H9RSu1SSo0QOmKDcHR4Layl3iilvqaUekgplQd+ErgV+OY12nQjrJfe+4B7zjwQkQSws/v8tfCLwB7gEaVUmnB0D5fRu2uTy6UDB/cBd19wDXdfh003yrq1cQAReQehQ/nUddq3pm28e0yM0KGv2/TzFVhXvS9xnmv1ZWvZxi9n14VLXRfRrw54Jb8H/FMReURCEiLyPSKSAp4jnJv/FyJiisgPEa7zXo6ngWngX4uI0f2j+Q7Cu6DLYYiIs+LHBFJAG1gC4lx61Pt+EXlnd43jo8DzSqmLRqpKqQZhpOq/EpFUNxDgw8Bnr6jK+rFmenf1urP7OVsJI9D/k1Jq+QrnX1e9u3bd17U/TXgnfFIpdaU2sJ6sZfv+a8JYgh8WEQf4t4Trrweu8B7zAr0NQr2bhLMxecIgwQv5CRG5vXsn8b8Bn1px57CSpwinSv9Fd83v57rPf+UKNq03a6n5Gc7caa7mLmzd23iXHwSWga+uwqb1ZC37lEdEZI+IaCIyQLgu+5RSqny597DObVxE7pBwq53eHRj9X4RlGq8+q3qtc/9r8cMV5uUJRw63XPDc+whLYZUIR0yfBFLd1x4kXPyvEjqyv2DF+gHhFNi3r3h8B+GXXgfeBH7wCnY+1bVn5c+fEa5DfLp7zhOEU09n7SZcr/mvwJe6538a2L7ic78A/PKKx2ngz7ufd5Kw45Sr6djvehOuh+ztaj0H/AaXWUPpsd6fIJzWK3ftH76J2vd7gQOEnctTwNRV7LxQ718nvJN7qvvZBwmDZxTdNa3ua79BOGtQIdzWNbjic/cBP77i8X3Ay12bXgHuu8n6FKf7Oe9ZhZ09aePd577IBWuvm11vwtiNY4R9yixhwNvoRrZxwoj+t7o2LRAGle1ajY5RNaSIiIiIiIgNYDNMQUdERERERNx0RA44IiIiIiJiA4gccERERERExAZwQw5YRN4nIm9JmGz/oiwsEWtPpHlvifTuLZHevSfSfOO47iAsCTeOHwS+kzCJwYuEGY7eXDvzIlYSad5bIr17S6R374k031huJBPWw8BhpdRRABH5c8KN5Jf94iyxlUPiBk759qPKckEpNdR9eE2aR3pfOzeiN0SaXw8rNI/07gFRn9JbLtD7PG7EAU9wfqquU4TJt89DRD5MmFgChziPyHtu4JRvP55Un1qZlu2qmkd63xjXqjdEmt8oKzSP9O4BUZ/SWy7Q+zzWPQhLKfUxpdSDSqkHTez1Pt3bnkjv3hNp3lsivXtLpPf6cSMO+DTn58rc0n0uYv2INO8tkd69JdK790SabyA3MgX9IrBLRLYTfmH/kDCh+OZABNF1EA0xDcQyw+eDMChN+T7K8yBQKN+H4FJpbnvO5tZ88xHp3VsivXtPpPkGct0OWCnldROrfxHQgT9USvW6wsl1ow8PEWwdwUuYlG6xqU6B0kDvCOKCVYXsERdruYNRqBGcOIVqtzfU5s2u+WYj0ru3RHr3nkjzjeWG6gErpT4PfH6NbOktgzmWb0vSygntd1T5t/d8HkdcTnQGKbhJnitsZ+6ZCRIzBukTJs7cIv4GO2DY5JpvQiK9e0ukd++JNN843raZsIKYSSsndHKQirdxxAWg4CY53hhgqR5Hb4HeBq0TnKmAERERERERsSbc0B3wpkWExkSc2kNNRgfLDMQa/N3yXcw20+z/1jZSRzWciiJ7uIGx3EAqdfxmc6OtjoiIiIi4iXh7OmCgldV5ZPshHs4e4/XqFt4qDTNXTDPwqjD47BzSbBMUlvBbrY02NSIiIiLiJuRt64CVBgmjQ1ZvANDyDDxXR+8opNlGtTsoP9hgKyMiIiIiziCGgZZKgWUiMYcgGQdDQ+kC2vkrqlqjAzMLBLU6qCDc1dJnvG0dcGDCFmeZKbPA19lNuRaDqold9gkKSyg/QHnuRpsZEREREdFFS6Xwd23BTVvUJiwqO+T/Z+9NYyVLsvu+X0TcPffMt2+1977P0tM9wxkOZ7gOJdJaRqIhWRAE0LAp27QsgLQ+yDYMyBJgwLBA8QNtUiINwxAxpE0NKWpEzpCzsdkz3T3Ta3Xty6t6+5J73i0i/OG+qq7eq7tfVb2qer/GQ2fly5d582RknIgT5/wPOrAY32L8azZMFsLLFea/7qPOrcAoRvd6sMdyee5aB2wlVFRMRRYhZp0rRCpQicHsh533uZMR4p3v32OT0z77AG8ar8L3yOo+ccNhNClIDyR4UUolSKmFxbxtrcBYwaIaI615RJ5X7H6FBLsn9Byuctc6YARIUayYEuOgU4mTCYTZn4T2uUPYEZsRjoOYmyabqmF8Rdx0yCKJcUD7Aqsg2DaUL6fIWOMubZFfvLTvkPe5ZQjHQR4+QLxQx3iSrKzIA0FaFfQXLHlF47cGPDG9TM2NqbgxNadIlNVWYqzga6lLb6GFSifw1gbIwRAT7zvgPccwdyFWyAREtn/uu8+dgVAK4fuIMKD38AQbjyqyiiE60uGh8RWa3pBHyou0VJ/fvPwZTn3vAP62YOI5B29pFZult/ot7HM3IhUiDOk8Ns7K02BKmrHpLQ7UtpgKeny29jqzzjYlkVGTGa4oFETUzk45tRYDlFXCb937ebQfUIsU0VIISbKnFpZ3lwOWqpCddByMK1BYFDsfhgWxdz6XOw+pCulPeUUCdCespHWR7GZNIfm5h74cty1CFBKrvo+sVrClkLguScY0VDLuaa3zVP0sk26bT/iXGVcOrzTPc3xsBoRLVnXwA3//M9nnpiMcp1g0RiFJTSDGY+rlEY+NX+aR8iVm3G2eDpaYUBHgokTRHEJbQ47euV2M1xlvG13VJHVJWlGUohA5GmHzfM8kZN0dDnhn8ldTE/Qfm2HUUnQezDjsr1KRGVNhD1XLyBKJ8dXdq06ym1wJf3oeKIWYHCOdb5AHiripSOoSmVtKqxp/O0N1U9S5S+h251Zf+W2NcD1ks47wPEb3T7H2uEdWtdjDQ54+cIFQZVSdEctpjZ4OGBqfSCa4QvPkfWdZH5VZGswRrB/F6cbIy2vojc1b/bb2uUuQB+fpPTxBUpNsfjzn5+57mQm3x73BMrPONhWZUpEOSrwxS2trOJnFnMgmAGiqPlWRUJExP/rI6ywdqXFqahZhFgg2pvEvbqHPXtwT+v53vgMW4uquN59usPIpRTaf8PjBRQ47W9SkYNLrUq0M2R4ptCfvAqPcYK7swBwHEYUIxyGZa7D+aEBWhtFCxuTcBsPUZeX1OqVLDuG6T2OjAvsO+CMhAh+aNXQ5YP1Rj3u+dIon6os8Hp3nCW+DoYWv9h/i5d4c68JyIW4CcG+0yi9P/wkpil/c+rtsL5Xx2x61YQL7Dnifm0Q612D1k5KslfPFR1/jn0x8k7JwcYVCIgD/Tc4XIEdzIpvgj7cfRgnL0XCNGXebpurzP838MRUh+dXKF/iz7mOE6z7jtoFz4TJ23wHfXKySGBe8IKPsJqj9mPOuIRyn2Ok6DrJShjDAei66EWF8RW/BZzRpyUuGqDXkYG2LbhpwfKzEMHMBSa1WRnWq2DTF7LGzmj2NEAjPQ3jF7nc0XyOpKeJxy5HyBof8dSoyZmhh0/icHY1zqjOOtoJMK6wVpGMODwSXkRgqUcJgsoL2FNVScKvf3Z3LzkJVVcuISgWsxcYxpBk2zzFxsid2aTcNqdC+JC8b3GrCuNejLFwi6V19SGIzlvMhiYWBdegZj4GJeG5wiMVBA09qZvw2rtB4QhMIQSRdlLAIA0KzpxJt7yoHjBQYzxJ5OWUnxcWikAyNxzD2EIlC6rtowO8WUiEbDWjWMNWQ1UfKDOYEWcXgLAxoVLqMhys8VVmnrBIW/E0W3E1Sqzg+NsvlpM43Lx1lPW5QH4/w1gaI0+dvefep2wXhecjDC2StEt3DIRs/HnN4ZpWfb1zir9efoyJTfpjM8Uedxzg3aPHcD45SOaNQicXrWlQGf/FIi80fKXGwtMkTE4ukP7vMKxvTdNcalH94q9/hHchOPooMAwafuZf1xxyEhspFQ2klw+2mqFMX744jmSsLSKWIWw6Ng1s8OLbCY6ULuEIBkFmNwfBKavnXG1/gbL/FYrvOYKmCSAVWAtJiyzkHH9nkYGUDVxg2tWBTZ5zoTFC6BKVVjbM5wuyRef6ucsBWgHUsoZcRyhR3Jw8oN5I8V4hMIPTeWR3dLggpEOWIrFUiHvdpP2AZu3+do/UN/tvp/8gj3pXw0dv5UnQCgF8P1/i1Qz+DSn0qFtyL3r4Dvk6E55G1SgzmAjpH4b964s/4pfoZACSCkRV8Y1DmexsHWNqqUX9NMv6DPqqXYC8uYfp9ZPZJjh+eYjDh8ddmfsDfqZ7kjxsz/IvxX6AsxH40YpcRUhRHNEFA57BD+OQGae7QDmto3yPcVFQuhXfHkYyQO/kiLllJcH9rjc/UT3PEXefKgaDBkFnNYj7Gd5cO0V6rEFxymT5ucEaG4ZgibkmSlqR3f8CkSsksbBmPgfXY6JcobxrC1RjZH7JXal3uCgcsdhKCrCOxriF0M0JVqFxpLMtxDbPp429L1B6rE9tzSIUMg+JcPQggCrG+S/9og85Bh7QKznyPo/UNFsItNIJtE18tDdAWXAGBECiK8JCDwpcZ2rdkJYEOFN67iUXs8zaE4xCP+/TmJcl4TlP1Aa4uejSWU6MJLiy3YNsj2LaoXoIYxleznN1ejlkNOG9anG2MQ/UkrtAYH1SlcvuHRK+MW6UQUYitlIqdV5pBkmJzje31bowIz878gyquAaWgUSOfrDGqugzmLI83Nom1y8sTZVTsAIqK773vU98JCKUQpVIhshEJJv0uU06biswAh8RmXMhTVnSJZ/pHaV+uEl52CNctwWaGTDTgoTKJSiTfPneE/1n+OFUn5kiwRiQTHKUZTiqsCqkNM8Qlgd0DXviucMC4Lngu2peoSsbByhbTXhtPCDJrOb4xSeMVSbClcda63KZTzE1BhgFibhoT+SSTEb05h6ws6H98xN968C+Z8Loc81eYVR1SJG0d8X1doadD2jpCI2mpPk3VpyQTDjtDJlREXQ3QrYzhwMdvK0L37hiau4EoRWw+oAie3ORjjU3u85cBicEiEQyN5puXjtL4jk+wbage72AvLmG1LpwqEFxsM/XMOHEj4M+qx/jH49/CFTlpBezCDHIwgtV1zHB4a9/sh0SGAWJ2Chv5DGdLdA65GBf8bUuwrXEGmvDEKmbx0u6+sBBI3y9CrKUIPdXCRC7b94ZsPm6glvGZYyf4h1Nfp60jfsf9NK9OT7F9us7YC+XdvZY9igh8mGiSV3ziccuTlTM8HawTCRclJNt6xL/vP8hftg/z3PkDzH5dUD2+UWj294dgNJ7rUnZdbBQwONfkhYnHGEwLwk9t8ODYCqGbs/SJmE7fRZgq1dedPVGKdOfPckIilASlsI7AdTU1d0RFjpBACgyGPhObBn8rR4z2w57vhXAdTNkvvixNxXBKkFUsjx9Y5FfGn6W8U5cHLmt6yEpeYyWv09EhG1kFYwVDz0Mjie2ImZ1mGJ7QOL5GhxbtiXeXS9zn7bgOacPw1MRlDkUbVESGwUXuOOEM6PcD5i/leNspcmObvNd701OI3oDS5QrO0GOpH6IBJQzGs5iyhzCm2LndpgilsFExbkdNh8GMxXgW7UusVHi+JAj993+iD/zC8uoGgMBHVz2yssNwUtA6tM2B2hZfbLzGox70TJvXaufJreTZzTLGu33t/UEQSmJCl7zkokPLlNNhTJWu/j6zlsW4yYVuA7PhUz7fQ7928p2fy/UoxwlRrYR3b43le8qsRlWksLRafQYlj6RSeVvjhlvFHe+AZSkie/gw/XmfziHJg1PneKJ0HiUs3xjNsJrV0ash4UqM042x+31/34ZwPdTsFLpRYTQZsf6oS9Kw5HVNaaJHK0h4unEWF0WOZl0ndIzi+fgg/3rx06y0qyRDFzouwghsI6VSG9EsDfnPF77FTHkNiSEIU/plDx2o23qyvykIgTMzjRmrMZgrw0zMJ6rnmHI71KVBIjmeZXx7eIzz8RjyUoC/NUB1Y2xyfQpXgcjIKpbhdEjgK9w1D3rv/3d7EVGt0LmnynBcMpi3hPe1ifyU1bUacas4fiotlt8lU+H6kKUSslEHR2E9t/gJHPrzJeK6JCsLhjOWPLIEs10+O32aWb/NEW8Nh7t3vIsgIJ4MGbUcdC0jEBngXv29KwSzfpvZcoeVSgMdeThRhM3yt6m1Wa2xgyESKF3yqT5f4sKFeYQRYEBmUF1Msdmt3/3CdThgIcRvAT8LrFlrH9q5rwn8W+AgcB74srV2+8Zd5odHViusPBkSPzFkdqzN35/+Dk/6m3xjNMPvrn6CS706lbMS7/QyZjDE7AEH/Kp9jg2W8XhjRX4rbS5LIYP7J+kcchksWD73+Rf5UvNFKnJESw7xhaalLL4I6duEE1mNU8kUf7j2CGvfmKV+wRBs5oTnN0FrRkda9BbqrE40+NpfeYifjL6GJzSt0pBR3SMrRYibuELda/a+HoTjkh2cYPOhkOGk4OlDJ/gblZO4QhLsRCG+PTzGv3rtc4y2QsZfB+fSJnYwvK4wsgJKIkWOJXQPhOShT/NsuCvXfq29nxI/UbyfG2xv06yw8ahAHxzxwNwy/2juPzKuBnxt/kH+Yvswx9cmGb1eJvoIryEbdZKjk+ShIqso0pIgqwg6j6QcWFhlptThS2MvcdBdpy4TmlLjCrETar2x5717eYzbckR3wWE4DfXxPpW3OOBAKI76K2R1xanmOGmtgletYOMY3dVvzkswGr3VRnR6qI0tZs+ViwiEktgrx1rbHfQe6XR3PbPcvwF+6i33/SrwdWvtMeDrO//em0hJXoKJZpeFyhZTqktNFrWN20lEdxjgjCx2OMKORkVSyi1mhgM8zmfeevfNt7lUCNdDBAFpTZE0IGvmfKp6hs8Fa3zc73O/JznsukRCsW1GbGjN+XScU6NJlrpVgk1LtJoRXO5jL1zCnF8kuNwnWtcEm5alQY11Y+maAFdpXFdjPMD3CinFKEJWKshKBeH7IFXxs4vsGXt/EGSRrJZWBHnZMun3aMiQsvCv7qYS45ImLiKRyMxCnoPW8G51kNYirMUCmqJZiVQaHYB2BcjdORa4Ffa2SqEDS1SKmYva3Ot2ucf1eCC4zJHyBuOVAVkokEFQSCE6TjH+Haf4Dvg+MgiK8XjtT6mEqlZR9RqmXiFpusRNRdwQxC1B3ILq2IDHWpf4ZP0cnwou8Enfco/rMaEiGjK8WudqKD6zOHdBi12Vxt3TY1wIrBIYBxxlMAj0NRlSEklVxjScAeUgIStJbLWMCALEO41Jo7FZihkMyFdWyRcvoS8tYZdWsSvrmM7eaUv4vjtga+23hBAH33L3zwE/unP7t4E/B35lF69r95BFjZgrDb7UV7Wf27rERr/EqOdTiXdCF3tE97YhxhnZwVvvvrk2lwrn4DzJQpN+y2XlacvcvcscqW3wcLCILxy2TMppreiZgD/tPcizmwdpj0I2Ltbx1x2CDRh/bYi72kX0Bug8x2qN2timbC1ut8zZ5+b5e+l/hhKW0M040Nri5HxE5+PTuL0JBtMuwymBSqB5PCM8t42IE8zq+q5lrO4Je38IsrIibVjyWk7NGV1NujI7Y/zj0Vl+7r46F4ZNXt24h/prY8jeELm2iX5r6C7XqGGG4yv0yGFJ+6zkNYzZ/UjErbC30BpnIOh3QtZaZTKKLPF5p80nS2cxVvAHD07j9R/BGRn8tSFylGIin7zmYxxBVnVIyxJ7zZyfhxCPC/LIklcNTmuE52l8N6PhZZS9hM+0zvBQuIgShtezMU5lloocMa5GuFiaSlGTIT1j+ebGMY6fniU87yIHnV1LCN3LY1z0h1Qu5aiRYmOsxuv3TFKRS9RkYRdXKA44XSoy5vJ0g//rs+N0Dk/SODlG9Rspevv9N+1Wa0izN27vET7sGfCktXZ55/YKMLlL13NDsNIWuyupkTvLyr4OGAwCRM/BiU2xM9gDzvc9uKk2F0qRLDTZeDhgNGH51Mde53+c+0MCYRmTHr5w6Jmcl5M5ltIGv3/6UexLVbweHHo1JTi7jIhTzNY2Ok7Amqv2zVfXYG0Df63JZPMw7a1J4nHDkccv8XB9ieXZKpsPNpCpIn5wxBfveZ3FQYML4UEmaOC1E1S3Dze2b/OeHuNCCPJQktUNbi2hpoqjkyvOF+DjXsqjk99lKbd86fA/JJ6K8H2F0x9Ct/vmJ8xSxDBBeQoRR6zkNdbzKlbftGS4G2pvkRUOOO26bCcRmQUlJHMO1OQSFTniP9x/PyvU8LoOtbMOXleT1BXDCYn2IR636IkU5Bs2rtcH/KcHX+Sh8BLjqssBZ4gnBBJQCOROuZ1EciHP+drgAS4nDaa9DvcGS1RkjBJ9ysLQMy6nlieovO4SrRpE74ZnnO+JMW4HQ0pnuwTrAf2FiNPJJFNOG5whZWFwhWLBiVgA3NrzbH6yzOn7xzgfLlD7XgmuwwFj7Z7s7vWRk7CstVaIdw+WCCF+EfhFgOAjnbB8dDKjWNcl6rLD+biFaXt4bYk7zLF72/m+ifey+Ue1t3C9omQjCum3XEYTlrSlmY+2aUowCLZMSmZTXk5n+W7nGMujKqP1iPoWuD2L206gN8CmGTZN3147am3RGDtJ8LqaYFOiA0miHYwVlIOE5TGNyAStRp+j0RpKWE7VDxA3FeATeu47Xv+NYE+OcSnRrsAGOUGQEck3Z+8bDMs65dV0ggvpOHRcVJIjsp3uU2/FWDCmkOkzkFmHzBYyldzkr8YNsXeW4/bA7UjWemXOZA1csY0LeEJQlTETlT5nx0oYX6FiiVst+s8mLYv2QI+l1BsDpHzDftOVHgveBjPONnWZUpcOEknfZvSMIUOwpQMG1uNMOsl3to6yMqiyUNlGCkNdDSmJlEmlGViXPHbwuhZ3sHNkcJO4kXPK+7621og4QyqFM4LLSZ1Fr0VFpszunDZd0X+uiJz5YIvMSk7W5tFjNVScYAeD27JE7sM64FUhxLS1dlkIMQ2svdsDrbW/AfwGQFU0b6mXW4/L/L9bHydUKX/46sNMf1MQriX4F7fI90hW3HtwXTb/qPZWs1MM75skrSqWPw1Pf+I4C+EWX6r9kEi4nMs1X+l8jPOjFt89dxj/hRJex7KwrAkvdZBJBpttbKeL1eY9wz1mFBOeWMVfKeHdX2fp/iozpRr31df41NPn8WXOg9FlHvYvc95v8oOHZ1kptyhddFk4V4XVdx12u8HeHuNCkNQF83ObHKxuMu9uXhXeuLIL/mfLP8Uzf/QI4Zrl4JmU4OQKNkkE31/9AAAgAElEQVSxvbenMltrkUmGSHNEJuiZolMS5qbtgG+svTfbTLxQIT3rszao889KX+JIdYMfb7zKF6NLHHBG/JcLf86JiWn62ufiqEmsHSInpekN8WXOpNtlzCkiBwaJtpKSTBh3umRW0TMuizYnA77Wf4Tvbh6lnYRcXGohtlzcvqB8Eby+5cXDU7zw2Byt6oAvzbzKZP15FrN5vMsuzVeGON0Y039byHi3uSlzyvthkwSxtoF0PcqLFf7k3H2cHhvn56d+yGHnLCHeVQc8rhx+svwKm1HEyQcmuPyFWcL1Ko3jfcQPTuzJXe578WEd8L8D/h7wz3f+/we7dkU3kEHu8cr2NJmR+OcCai8sYy8to/P8dlD4uSk2N7US3QMOcVMwc+8K/3T2jxiXVxSrHNrG4dmtg5zfbOK8VmL2TzuotW1sr4/u9a724rwebJaSX1gEoBI9wnLPp5sFPFRZ4u/Xn9/p+Qng0ZRrfGH6JN91DnOeSUzlhjcJ2NtjfCe58N76GkejNSZUnyuZo8U5MDy7dICDX1lHv34arOU9l5haQ17skGUuiI1LbNybeSpzQ+1tej3U6xcIXY9G6TAXDo6zPlZiOujwk9Flairg50ttVLn7/k9G0RRAW0vfZizlDl3rM7CF7OHQ+Dy7fYiXzs1Bz6H+mqR6IcdrpzgnFtFb20Q/+jgXq2WWWgGvVafpVBWbukywKXBOL0GW3oySyD0xxm2eF5rXQhCtH2BtOeJ0LjlVmyQrn8YXFqxBCUlZBjzsGXJivjB5gt+8b5x4zCXohJRekti9kdx83VxPGdL/Q3FQPyaEuAT8DxQf2O8KIf4BcAH48o28yA+MEKiJcWjWSCfKIGC5UyXyUxaq20ROymp5oqg13SMF2dfysn2WbdbJSAAe2bHzTbG5CV2SuiCtW5rhkEBYQNAxKam1vJrcw8nlCVgKqK1a5CDGJkmhKnM9s/UVZaDARwQBem6ctBnQPuzSmNziaGWdOW+T4C0txxTgCo2v8uvL3f8A3Ep7f2iMwRnC6e4Yxgo+Hp0Fitnnyg7YWorQ8nV8LlZrbJYhkgyRs7MD9m7IDvhae3/b/hHAGDfY3tZYbJYjgGArI7oQkHaqfFU9BEBFxbhC44r3X4hrBIlxyaxiO4s40x+nl71R3pNpxeKlFsGihzOAaF3jtVNUN8GmWXEeKQXGtQhP080Cvh8f4KX+HM7QFs43y7G72LXnthjjtji+Kl2qkAwjjk9P0W4ZpEiJhPemSmmJZMHbYHy6w1ZYpr0WEj52D7KfIpbX0Jtbt+xtfBCuJwv6F97lV1/Y5WvZNYTnET+6wNrjHsYFsCQnqwxnEv72gef5sdJx/nLuIKbsIz0XjNkTsmRXeFg8efX2n9qvvGSt/c2df95YmwtB0vQZHM4oTwz4WP0itZ2Sn9fTiPPpGL+39AS1Pw9pvjbC3Rpil9ewcXJ9mYU7mrhyrIWerBNPRFz8acl9Dy/yidI2f7X5Aw4629SkpizfXHOqhKCiYqpeDK7B7lJJDNxCe38UtCZaM1w4OcXlZp3HKot8Njj7xq8/4NbVpimm00MCzmCGy0mDQe5DvvsO+Fp7A/yp/cqGtXaTG2lvozGjGJEIvJcvcGCliQk8esdq/MHBH8EoMC7Y66hwEwZkClKD04fK5Ry398b496zlnkGCGvQg14j+sChzzHPMYAhCoAOJruWUqzGXu1X+z9FnWNmqMrOmMf1B4Xx3MSp3u4xxdeoS850WuhHxam2eE3Mt5m2bOSelJoo5QQmJAn48Os/Cfb/Hmq7w6+Of5/T8FP5mmblv+Ii/uEMc8O2IEIKk7jCc0yDBbUu8rmDYUsx5mzzsuVRKMdYN3tgFv5/04W2UpPWhERLtS9xqzFS1x6TbwUWRodnSZS6lLZZ7FZqLOe7ri9gkxfT7173zRexIgkYBedUnbinGjmzyTw98lYpMOeAIQvHucoCu0HhSF1mou+iAb0estbgDg9tWpMqno99YsJid/6z9ADbayRK1SYrUMNIuiVHwQZ5jr2M01oDe2ISNTZCKWnwYt1/HuALtCYzz/u9XGHASg0xtEVY+fvEdS2He1X2K4nWknxO4OaPUpdcPMds+zlDvqc3AzUZvb8P2Nqpew9t8gLaOaKo+mX372e60U2baMQzNOienXud3hyG9qExa8/Bvkw5ed6QDRiniuqA018VzcgbjPnHqMD/eZsrpYLCUvIx4rE4UT5HVA9K6g5WC3N/5El7zPQy2NOHlQZFglBZhOvIc0+nelpl3b+Oafpx5IChFCZNhj7oaooRgNdf8/sYTPHvxIOZ8Ca89LGrqsuxtz4OQRVRBFf1O2RE1MON1hnNl8kjSn5UMpy15PeevTZ0p6iEFZPaKOncRYgJwRdHK0EUw7nRZCLd4vjxPVvYIqtVi55Ykt8WXbbcR2iITgciKM1uAjol5Ja2wpiuMtkPQ15nIIxXSc5GlCO1B3R3hCvOmkps7DmsQ3QHBsgdKYFx1fQs7a5GZgdwURzDpB0/8yQNJq9nnnsY657tN1tK7o/HC9WK1IdgQ/JvLT3O0ssEvtJ5h7F2iE65QPBReYmW2xkvhDJ3D00w9eC9yMCr0AvbwHH1HOmChFKMJwd88/CITbhdji8l80m1zzOkDIc1gyOKsIg8rbN2vyO4d4Xo549U+Y+FOO7edrPwXzhyg9r0afsfgDQxuV6PiHPes3dMf7vUirrRJcz2ysmC21uG+8gpTTtGLdFWHfPv4PbT+wiXcNLiXNtGj+M3CJTvOVyiFKJcQYYgNPEy9hPYVWw+GbD2ZEdUGPD13nr/eeo66HDLnjBhXPpnVDK1mYHIURchZAhHgCwdXSA57a0hheKZ+iLg1TTDRQvQGiM2tu3LXIFODM4J8JEmMg0SwpBW/v/0xTnYn8FacYrF4Pc/luYhaFVstk0eWaa9NR0bg3MkO2KJX1xCbWyAl6oM0ALFF2Zax9kM54LQseHryPE9XTvPv7GNsdEvv/0d3E1lG9YLmzPcXODE2zYEnN/h0cOYdH+oKxRfDDZ70v85f1Gb4xw//bdxBg3CjSnkU7+k5+o50wFCc50y7bWbcbTyhcUVORcYEQmIwlN2EtCoQRpK0DAvj21T9mGPlNWb9NlK8Uet3sdug3xzHKnk1TOUMJU45Qrge2L11hvyhkQIrwBEGV+irNtAIyAo1KplZcB1kKSzqSc2OwIZSCCGKri/1KqYUYHyHtBmgfUHcFDTHu8xXO3y6dorPBj1cocisd9X5rmjF0LgEIieSOQqLkjm+KGorA6GpyyElN2XkAp5bSAbejRiLMEU4FANmJ1QcW8XSqMZqr4IzFMXncz2oQnbROgqrIJIpiXTZVT3EPYjN85v73b3amxxa7oBxp3u1N/k+b2CtxRlqvLbCOg6LcZMN/RKukETCwxVv3g6XZUBZwhF3HaeaEjcjZCYpBzvytdcIAe0l7vjZSwnDuOpRlym+AF94SCQ/0XyF058fox/7fHxihacbZ6jImCm3TV0OyaxDbF1Sq/jpudf41ueO0k98RqlLJ3HIeh6t703RfK2K6iaIC5cx71BfeTtgtcbGCWiDO7As9auc9Cc56q+Cv8m8M+SLj73GX04cYG07Inp4Br89jdAUP7ZIXjEKtC+K8HIzB8eiggwpDfNjbX5i8jiTbodj3gp9mzHQKc/G85xOJjkzHOeZiwdJej7l5pBHJ5cY8/v8eO0VvhgWznpKZZTENtNhl+WSQJd9VJoVZ8v7YLCcTSd4/sRBwgse9bMGO7y+UhbhOtgowJR8TGiYctooDNIxfKQWQftcRTgOslZFeEWkqeYMqcgYR+75Esibjs1ywosdJkSduKn4I/Uxnjl6iCONDX55+k943M+QyLc54kmV8fP3vch3GodZOd8i3JggsrZoQtLu7LmN0h3vgF00TZky4/hXzxUBfqZ0gU888DsYBDWpqcvCFJIiFDU0MVvGEFvFffV1/kHjWQC0hQzBC/Ec/739GyAiwo2A6mb7tnXAWFvoKicJ7tCy0ilxMWiwXq2g7QbTKuR/nf1TkhnDC0mTXzv8Yyy26+RakqWF3ZRjcBxNNYz5Lxae5WfLJ94USlYIfFE8tlAJslzWZf791sO8vDZDe6XC+DMOpeWM9tE6332shF+LKd+T8Lng+4RC0ZIhDWmZC7Z5tiTIyx5y6CPU7Vf/d6M4nUxSft1j7OWUYGVw/bWkjlP0yy272EBfPX4Qau/tGm5XhOchqhVMKSSPoK6GVESGL/P99tdvxWjM2YuEl1eJqhXcwSy9U2N8/0iT53/qFPd7J3FRb3PAEyrin4x/l3js2/wv45/nOy99HLfbxNlwode/qepi18Md74ABlGCnObmhZ1Iya1nVLufzFqlVTKge4+pKskqxGm2bgFeTOTo6ZNLpcI+3SiQz6jKnKSVTTgenkpHUXVQiwffeyKTeg6GO60XmFp1J+qlHzwRkaFwUZeFTk5J5p83h8gYAiXYYZS4W8FRRo9v0h8y429Slg8ZidmyRYXdsD+fzGufTcS6lTV7dmKK9WsHbcAi2Nd52gtd1UV1FIn3aWSHGcUUJB1uExxHs78zeAW0lMgeVGESmr9r/fRESK2VR3qUsHgYlDCaXqBhUat+9i9I+18dOBYCu+GjfEogMJSzGSnQui6ln38ZXsVmOAeTIwevkBJEkaUie6x7koLfOuOoxr/oEQiJ35t4rC/1ICuaDLUYTgv6BkDB0CLIcOyo2GkXppMHm2S2dr+8KB3yFdZ3wndE8S1mDr60+wKnjs8hYYCcTpsc7uOqNUNDlzRrui2WCTUvvEFQe2mSy3OevTr7IL1RPM6n6fOzARV4Q8yQXIuqv15Cb29g0LZIybkcnbC1qpBHbHutOlXNj42xUNBUZUxYukfCYUZa/1XyWdj0isw6pVRgrd0QMcpQwBCLjhbSQMtzUZQbGZyOrcClp0E5Dnru4AOcjnIGgvGg5sJbj9mO8y9vYwZCaq8ijkKTh8erCFNnUdZ5j7oMSH85WQkmsr9CeRLo5FZmBBrHlUTuf429n2D2czHI7IMsl+odrDMcU6VS2s1CFgfbIuh5eT6KS/bF+FWsKJ9wf4J9awVuOCNdrPCse5puTD1Ce6/Llwz9g2m0TyIySTIhEwgPeNtMq4ifLr3LhZ8c4/bkxTlyYovriHF7XUl7KCS+0kUmG3dhCv7UxyU3krnLAPSN5ZTTH2cEYJ89MM/0dgdfTbB8LWTrkvynjM1pULPxBIeNX//wTXJQttsarHC5vQvU0dWn4VP0sjjA8kx8iq3oEV0Q9PkRW5F5BZaboGhO4bCQl2sZDkhKpYmJoqIhPK4CiE9GVvp1Xdqh9E/NCGnA2naCtIxbjJn3tc3lYZ7FdZzTy8F4sMfFcgjPIcc+tkK+sAlyVSnSjkErNxR0oNvol9DXdANT+ee+7Ij9KSEAIrJJYJZDSEglQWJy+IFyJUd24UHHa58MT+AzHFcNJQdQY0ZIjfFE0IZEjhRoJxDs1yrhb2WnaYhNNfnkJgKA9wZRcIG44bD5U5zvVIxyubFJSCTVnRE2NmHW6zDmSR7yAX5t9Fm0N/2Lsfv4P+yOoLQfjOjiDMmqYIns3XG/7PbmrHPDQOlwcNbjQa6C6Cq+j8boZ0arCOPJNKjjRikUM40IerZsQLfskicsPZmb5QbOEFIZIphwprXO6NUb76Dh1DuGvD1HnLmOulOnsfY3pN6G6KdHlEGfg8Fx0gP9N/gRVN6bpDqg5QwKR03T6BCKjZwK28jLZjuGkMPR1wMudGVaHFeLMoTcI0LnCDB1UVyFTQbRi8Topcphi31pLDJBrVGxwYkmev/mM59pG3fvsIp5LHiqyksRxizGb2uLzUr0EMbpOtbN93hXrKLKyIKtZ6kFa1Fkj8VWO8QzGLY4A9k9W3oM0w9tOwFhKSx4nTs5yujKBH6SUgpRGMCKaSajI0wRC0JBB0U/Y32Byqs1WFNFLS8gswOt51HoxrK/fsrdzVzngFV3lheV5hstlauck0alV2O7QvBjRCP03qWFdafoOIM8tMTtMyWshF8Qk/zL6AnNRm89VT/AjtdMc8tf5lz/zec5tlqm80mDuPxjkxja2P8AMbu0K64Mizywy0xlgQ5/hD6scn7sf4wh0UJR25REkEzki1NBxCdaKM8erf59DsGHxe4Zyamn2MkRqkHmMyDQYg+wM3uiW9A5JQnY4xFsbIHVIMnLJbsdw/i3AYNH2w0UIbBQwmnCJm5JKVEQ3YuvidYHFZUyeY+LkvZ9kn/fElgIGMxZ5aMCDrRUiYVEIau4IUc7JhxLr7kd43gvT6yFPXSRwPabPlph4roLxFPF4iWGrylJT8OufjRge9plxt/mRcJkJVeLHwgvM3/cVtnSZPzj4ON+7d4GN9RJer4l3+vwtK1O6qxzwwPiMBh5OR+J3DLS7hWj3+wh36+0OcjDEqVSIVo9xvt0kt4ov1nKOuj4ZF/ns7BnO1sZ4bfMguuLjdD1wb78JS3e7RbN2qSj1Z/C3GlglyUOF8SRpVdEdOuQlhb8pqC4Wu9UryNzirw6Q7T42TjBb7ULikDfayr7vHlZrRJyghi72GpH7t+5+7ySVxFuNdRVZKMhDqDg5SgiMlcgUdK93e+Y07DGsI9ElQ6syZMzrX20u4AqNcgzaZVc1zu9ErnZOgmLnehaEVFQOzOHPNhhN+Sw9WOHMzDgAcVCErgvZSkjsNql9CYAX3RnSagNfCqyRRY/ym8yd64DfQUDAExqpLMZlR27yOlebO0IbIkmI1gyrpxq8MlbiRGuan4561GXOE6XzTLg9zh1psvKpOsFmicbxHuKHgz1Xe3ZdWIMdDFEbDiiF8h2sUngdF5X65H5xfh6sjRDZG45RaF3scAc7cpUfNWR8zXykhERbQ6QS0pplNOGi4gBHXYeC/j7vSdaK6ByDfCzlR5rLuPuB0F1HZBpnINnqRqw2Kle1ogfaJx86uCOBzPePWD4w1mD7Q9x1F5kbqi+U+erWx2Ei4eIDTT5RPstBd4NHvaIapqX6HAw36dQDjt/XwvmpJ/A6Gd7ZVcx2u+hEdZP6Ct+5DphCSvLarFCJwfVyYr84bxFqpwnD+63urS06mYxiKqd6QIX+TMAPji5A4ySTyudnShfIovM07+3z28Gn2GyXMU6FsVec29QBW/RWG9HpgRQIUZxNKaWoeF6hmat1kZjzFrUlrc2OTOXuhHWulQhUQtJUfZJxTW/g4MR+cT23Waj/RiARHy4LWggG0x5zH1viqbFzfLZyolAfE/siHLuJSHO8tmC4EbI8XiOxoLFsJCVk18HtCkS674A/MNaiN7cQ3S7yksPshQqEAf0HJvjKz3+M5w4s8NmJ0xxsfo+WDJlRPR6PztN0Bix9qsbF+QbB5ZB5M4FrimMx3b05+Tt3tAO+wpV9ric0vpsz8g3aVW906OH6HIXVGhWnuH2NMxTE+g3xjposGsQf9DY4Vl9HCcsgKu3JfsPXjdHYnUH4JuvcYmenhAVpsQo+5JHnPlfYkUbMfcF8eZt7whWaqo/BkFnnLR/8Ph8JYxE5iFyQ6TeiNrmRyEwgc/azoD8spsiWtklyVfs5bJRwtqqs1KpcrDRpG4hEihKWkkxoOn3mKm2G4y79UZW05uJUSoXEQH/wkYN318Nd4YCvcNjd4m8e+gFnJsf5Zv8hbL2C7HSvO+QgpMCUfOKGIq0Kyu9wxjuuetxXWkUJy3PR1Pu3Odznfbm2t622hraOcLccomWLv3WTtXz3MB80CUu4HrJZRwQ+cUvwYHmZB/zLGCt5JZW8OpxFJfseeNdQEuuAde1VzQFjLb0swO0LnAHIVL9/jsQ+783OfKFW20w+W2Z0psw3H3qAylMxx8I1ampAVcW4IucT9QscKm3yQnmexeEswX2T1M/klL+VvGOLyd3mrnLABxyP/7r5InFD8/nDC+hKgPL9onb3ekochUSHLklNklWg6rzdATdlykPhIoHMeDZ4+PbeAe8F3mH+7+QR/qagvJTibQ7f3hZxn+tCBD40a+hyQNqwPBpe5AFX80oqeSmZ5/RgHJWyn4C1WwiBUWAdgyv11chcP/VwBuD2LSLdX0zuFnplleqf9Kh6Ll73GF+buJ9XW9M8WF/mycpZSjLhM6UT1GXCx0oz/I56isudGpt+g8oLJWi3b/jYvyMdcNFJQ/B87wCdKKQiX6cuC/FuX7i4QhUrUOm8rf+ncL3ibFjKotOOFKAUSIXwPQbjHvEYpE1N3X1nZaCi+5Lez9LdRd6aAS1skXGN3ncO1+IKjfEgDxWu5yCEeNcoslASE3jkZRftQSCK70jXBFxMWmzGJVS2b9+PzM5Rl3UVOrTIKCdyUmIr6VnDIPFw+xZ3aCDbd8C7hdUaM4oReY47NKRdnzWvzHRUIjYurshxhSYSmqbqc7BcVMOcKdfBdRCOe8O1HN7XAQsh5oHfASYp9iO/Ya3934UQTeDfAgeB88CXrbU3fs9+Hdg0ZezljG8Fj/MnLc3JT07xSxPfoCJTJpXzNgHvKwjXQ81MYmolrO+S1DyML8lDSVqS5CFsP6Z56uHjzIZtfrr64q5fe2yHvMr3SYnZyYCZANjL9r7debPNeVAI8d/s9TH+boy5PUaThk7fBUpEZz2I43d8rAhDhgslRi2FbmVEMsFgeGZwjK+ef4juWpmD7d2ffO6qMS4EslxG+B6jyYj8YMxTh89xpLTOYl6jZ0L6i1WOvjzEaQ9hY/ff7l1l72uxdkfr2RCuxpRPlEnXarwkLA+Ul4vHuBAIOOJu8+Xm92jXI/7R/JfRjRKyUy66KMU3zgFfT3w0B/47a+0DwKeAXxJCPAD8KvB1a+0x4Os7/94T2CwnOr3N1DMpY89LXlibZUVX2TQ+2XucrAslMbUSyUSJ4UxI94BH55BL+6hi+35oP2D4xENn+OfzX+WfjH+Xx73dX60KBMd4hKfET/IJPg8wsdftfbtzrc2B49wGY/ydkAiqcoSu58TjkNYUuO+xxvY94oZiNCEIKgmB0Ggs50ctuisVvFUHp7/74f27aowLifA9RBiSVRTTYx0+33idQ/4667rK2XQcf0PhnLqEOX0B3W7v/iXcTfZ+KzsVLGp7SOWSobQIve2IvvYZGn9Hx14wphSfDjL+StRlrNVDRx4iCMB1b+jlve8O2Fq7DCzv3O4JIY4Ds8DPAT+687DfBv4c+JUbcpUfAhEneJ2UPFIsd0u8OFpg2t2mIi4yTkojGrF9b5NS7TAqNcjUkPqK/pxH3BDoEJK6xQQGE2pUJSP0M46W1gmEwBXyannM0KZcymFgHV4Y3cu3tu9haVAj2AQ+oHyfL0J8QgAc4YJlxG1g7xvGThj/igb0jZCivNbmFDoht8UYfydcoVGBRocW7Yr3TAK0nktSEyQNSz1MiK2iYxIuDer4a4XQihplu54IfTeNceE60KiRN0rEDclC1GPKbdPWJVazGpeTBjIFtPnoNfPvwt1k7zchBMJxrx4zOiOD6ypIFN08pKyKHB5XSBRiJ/Pfos1Oaaq58elwH+gMWAhxEHgceBaY3HHOACsUIeq9gdGY1XVUt0+lN8H6mSa/V3+MuUobNWk55q3wmfEz/H//SYl27GKNxFqBcjJmmhscK3WouyOORqvU1ZBAZAQywxU5h50tyjvnyFe4lMPvbD/FuUGLFy7OE/4wwutYxl8efKTGDCM7AIjY6/a+waibm0nucTuM8XfAYKnIEbXqgK2WQ1p1i/yFd3t8JaB/0FA7ss1DY8sMjc8pE3D6wiQL39N47RS1tMmNPJW808e4DAOGR1t0Dzp0j1j+TusUT/qbfCd2+GFvjou9Jl6vODa7Gdn8d7q9r0U4LrJWQbgu1lrC1Rhn4OJueZwfNAFIy4pIeBgMQ5MRW0OmFcJYrDE33AlftwMWQpSB3wN+2VrbFddMitZaK8Q7SE8Vf/eLwC8CBEQf7Wo/ACaOIY5xohCv02KrU0IKy2qzxrjqMutt8/n5U4z0GyGGUGU8HF3ioLdOXY446mrKopBCNFf3Af7bXqtnPM4NWpzZbsFSQP20xt/KcFc65B+yv2duc17iGYDF28HeN4sb2Q0ptznAEeDv3jY2f8sVeUJT8jI6UY7xXMR7LF6M52CqOQu1NhN+j9i6DIyP6DmEyz1kZ1gomt0g7ooxrhRZRRE3BbqeMe9uMaZKSAxbSYntYYiT2puSaX7H2Ps6F+RCSYTvg+cWZ/FxjiMFKvEZ5S4D7e2EoCGzRc/y2ILW8qbVv1+XAxZCuBTO9/+21v7+zt2rQohpa+2yEGIaWHunv7XW/gbwGwBV0bzpKZV2OKJ2TmNVxHY15F9tfo5SJSZwcyp+gq9yjlbWuTdaoSJHLLhbjKsBGsHx1CNFspi1eHU4y9B47/gar7anOfPqDP6mon7JEi0Ni/Ztg+GHCisZa3iJZ5higR5XD4VuC3vfCN5aB3wjuGJzYOt2GeNSG1QCMuNqR6pJ1eczE2c4XRrnhxfvAf/NY1b4PnJ+Bt0ss31fxMzsKk81zxIbl693H2A1qRCsS2RnCL2PFsF5L+72Mf788BCvvbqAv65oXMpueKep29LeUiGkQIQhYn6avBGhfUVac9De+zth7QuSukD7RSMZHVi0B9F923x2/DSTboemGpJYxfHU8FubP8rp3jjZySpOZxNG8f/P3ptHSZbd9Z2f331r7EvuWXtVV2/qXd1qtLQASZahEQMGzGCPAR/DMB7MeDz2DObYPh7OAc8BD8fLOQyDYcDSMasQGiFQaywJJKRG6qZXqfeuriVryz0z9ogX7717548XVZ1dXdVdXZUZGVn5PufEyYyIF/F+7/te3N+79/7u77floxJXEwUtwG8BLxlj/t2Gtz4L/DjwS4O/f7IlFl4nutmk+PgZCi9k0QWf7kyWMOvROKhYuS0gW+xxZ/k835t/iexgbtfBYi6K+HrnKKeDKhlFUXYAACAASURBVI8vHWDx2DhW5/K9L39VOPxkD3dhDWl10Wvr6ChK5n/f4Z2tMYYXeZIcBQ7IzRwbJA5nh+i9E9mo+RqLixveGmnNVRBjdw12Vwi0jUI47Dj8T2Nfp1kVvufAP8Jc4oBVNkvzzklqRyzaB2P+l31P8UOFF/j9xl18+uTdNGtZJk4bzOIKptvdEsew26/x2GgeXT7C7F9Afq6BtbBOtIU1xHeq3mJZiO+hqmVW763SOKwICwbZ36ZceHMVtUsp+T3eVZ5n0mky7jTZ76ySVQFjqsuEpVGAhdDRmq91buNzX3s3hZOKmRMRzC8PpQjJ1fSA3w/8KPCciDw7eO1fkJy0T4rITwBzwA9vjYnXh4ljdK2OdLpY7SwZwM049PM+naZNR3msBHlq2iaUCIiBmDNRhde6k5xuV1heL+AvW1hXOOeZZYO72IL5JXQ/RHe713zi6qyywGnylHjMfBHgdhF5mB2i96YzkHEr6wBv1JxE72cZ9WvcaCTSWH2DCoVu7KAxKBTjVoYqmkw2wGTcZBhuMBUivkdQVARVg5T7TDk1SsolNBatlg91B6ejt3ROcldd4xeTbwDW67npO6FDdj3CWmlgWq0tNWGn6i2ug/g+JpchKCt64xpTDLllcpV9ubePFp9wm3xb/jWm7TpjKmDGcvHERuMOAq5i1nREU1sc703grSqyixpvLUhGfoYwLXA1UdCPcuWU7B/eXHO2AGOSggFxDHGMBViOzVhYwmtkiDIef/3cXfzgxJ0Y9brgqi94NUEFUK0bcgsh6gqJ0p1mH1Zr6G7vmnq9GynLOB/hhy4+/5L51IvGmEcGT0df7x3IRs0Het+/4e2R1NzEMfbCOmVjcNp5nlua5akpKKmAWVvwxeZgZZ3z7zlEbv/d2O0YuxPSrnqs3m2YuX2JvYUaobF5pm/zhcXbyD2TIbNkyJ9qvePo/XfCbrrGxfNozyrCm7scnFxjwmoM3YadqLfYNty0n8bRIt2qov5gj/fddIKq2+aO3Dkm7bfXMSsBB50aWTEEBl6LNKGJWI4LrMZ5zodlHpm/g7PLFcy8z+xzEbm5FqrWIu4PJ7veDZkJ61JM2E9STfZ60Gwma/POnKPwjIWIULUs5DLRoheH3+IY81ZJ0o0mvk7Hm5LyjjCG6Nx5ZGGRQucQZxfLPHX0IHucdQpqAd+yuaN4nufvOUBz3cJbt/HWXIKKsO+O8/yLw5+jZxyWoyJPdw9x4swEN/11F/fsGqbWSK7nlOvHdehOGb7t0EmO5paYtjowCoFMo45l0T5YYPleRX8s5sfufpx/OvYkDhaWCOqqUliAGiy/OhV1ONafpBZnebU3zcn2GGeaZWrfmGLyZY23FpJ5/izxymoSODuESkiwSxzwGzAGTJzERkVRWuxlB2KJxlgQuwrsXZxre5BkQHp9VNvipfYsQcbhdjeZxh53WliVgL7lom2L2BXCkmE2V2fSarEU51mLcyz1i0jHxuq2MZ3u0IbfbmhUclNvXIfY10x5DUp2h56xWNdden2HfKwhipPpgVTvN6Eig+oLEgoLQZGzETgSYmFQQE7JxSWhSSnOpF54ywR0dEwIydSiUbwQHOSx5k00Qp+zrTIrrRydhk9pDby1ELfex/S2PujqUnafA07Z8WRVn37J0J2wsbs+juNcMd3ibsB0upReER5x7yE32+T2O89xyO7wkfyLePeE1KMsq2GOWpil4PR4uPRN9toRC7HiS4u3cWa9TOashbXWQtcbaXWp60UEq5hHCgX6kwXsiR4fKr1IbBTPBbM8YRxqK3mm6x1Mq7VlkeY7mjgmc65NNVsgKCm+YN3JMwf24tsRZb9L1u5zR+E8Hy08x5jqUlWKipWlZQL+a2eaZ9sHONsr88zCXjptD1nwKJxSWF2D0zVUeobxQJM5V0OtNjD9Prr99oFdm03qgFN2HFkVEGUN/aIiylq4u73kYxBQPBOhHYdGVGThthKKLu9yXO4qnwGSILYLa9mT3kIOgDPrZXrnc1SXDabZTtbPp1w34vuYYo5+yaFcXOdOd4WF2OPLrds5F5RRDRvpBK/HjaS8ARPHWCt1Cpbgl3zCnMd6axztGs4UIywvpjaT4Tb/PDireBJQATo65tn2Ab6+fJjza0Wsl/IU1qB4OqLw5Gl0o5kEGA5GeTRsa/nH1AGn7DhyKkAXInpVl8yyRfat8h3vAkyscRoRmRWLsKD4zOK99M1z3OwucL/XIa/8i9t2TJ9nghzH+5P8Ze1mgjN5sguKzFoMac93cxAFjoPOukQZwbcjfBEsDKGx6MYuEjNId2gw15is50bHBH1UK8ABcosOoNCOEGVdtGN4pbmHXwn+BkU3oOR1qbgd6mGGZ87uJVzJYDdUUjO8bvDWQkwQJKVLRyheZ3e3XCk7kllnnYMHljmbrdBqZam4l0+Qslsw3S7ua/NUFnNkF8scM0f45clD7Ll9kf90y+9ys/N673cuEv7lse9n4aVJ/GXFvmdCMvONJPKz1d7mI7kxECWYQpbepE+vqjiQaVFSLssSUY8yrAbZwdxmNKjWMxrOYKQwZrB8tINybCqLecoZL8mC5dgYEUzGIcqViJSwYgvLShBtONCOUL0WEsaoZhfCCNPtohutkdM7dcApO46c9NmTq9OLbOq57FvmO94NmDhGr9eg1cYDilMTuE3FuYky9aMeEfHFbGI17TO/WKZ0XJFZ0WRfW8UsLKPDMGmcUjYF41hEGUXkC1k7xBMHRUhoLPraRjSDAgyj4wxGjWT1ymB+vFa/7DZX+uWbwWM7h5evhtQBp+w4qqrP/aVTjHstPjsxjq4WsFoldLeXDDPtNozBxBohRJpt8mcKeHUHbWf4u/q/J5N7XZNuy6PwtE/pRIhbT7Y3YZgss0udweYgiqjg0ZlQ9CtQdoYf3JOyM0gdcMqOY8py+YHC87Rzir/Yf5RgOo/fHUOt14l36RIaE/YxkWCWV7AbTRzLIvd0BvO5HKgNS7V0N3G6nSTNZBwEyXr3XajZlqGEfsWlvQf64xGz3ubX+E25MUgdcMrooQ2iB/U4Q8VclKFnXq/Ko4G+UQTGwhjBCGBbSfDLbmawLvjiMqJGIykylzJURARjgbF4Q/pJjaCNEOnhVdtJGW1SB5wycuggQNUbWP2Qma8U+NHaz2DsN7ZYogUMlF6DzMklWG9gOp20J5ey7ZhY4y8GFF/L0mk5nLh7HDhG29icblc53yhid2QoBd9TRpvUAaeMHCYIkqFk1il9ZpXyI1eOcjZRRNwLkrKPqfNNGQFMHOMs1Kgqwe75nOuUAehoj8VOnlYtS7FNuv43JXXAKSPKwJnqXm9XZ7lK2YEYDf0Q1QnxGi7Hl8f549kij7WOsLRSRK06OE3z1vnlU3YFqQNOSUlJ2UyMQa/XUP2QfD2H/r0pfvErfw+7a9i7lFSl8hZbmGZzuy1N2WZSB5ySkpKyyehOBzodWF4me+IU2QvpUgcjO+ngcwqkDjglJSVl60njE1Iug5ghXhgisgy0gZWh7XS4jLP5x3bAGDNxLR8c6D3H1tg1Kmz2sV2z3pBe49fI9V7jqd7vjLRNeWuG1qYM1QEDiMiTxpj7h7rTITGqxzaqdm0Go3hso2jTZjGKxzaKNm0Wo3pso2rXZjDMY9vlmQtSUlJSUlK2h9QBp6SkpKSkbAPb4YB/Yxv2OSxG9dhG1a7NYBSPbRRt2ixG8dhG0abNYlSPbVTt2gyGdmxDnwNOSUlJSUlJSYegU1JSUlJStoWhOmAR+S4ReUVEXhORnxvmvjcbEdknIl8WkRdF5AUR+Z8Hr1dF5Isicmzwt7KNNqZ6D9fGVO/h25lqPlwbU703E2PMUB6ABRwHDgMu8E3g9mHtfwuOZwa4b/B/AXgVuB34t8DPDV7/OeCXt8m+VO9U7xtW71TzVO8bQe9h9oDfA7xmjDlhjOkDfwB83xD3v6kYY+aNMU8P/m8CLwF7SI7pE4PNPgF8//ZYmOo9ZFK9h0+q+XBJ9d5khumA9wBnNjw/O3htxyMiB4F7gceBKWPM/OCtBWBqm8xK9R4uqd7DJ9V8uKR6bzJpENZ1IiJ54I+Bf2KMaWx8zyRjGGmY+SaS6j1cUr2HT6r5cNlOvYfpgM8B+zY83zt4bcciIg7JiftdY8ynBy8visjM4P0ZYGmbzEv1Hi6p3sMn1Xy4pHpvMsN0wE8AR0XkkIi4wI8Anx3i/jcVERHgt4CXjDH/bsNbnwV+fPD/jwN/MmzbBqR6D5dU7+GTaj5cUr03myFHnT1MEml2HPiXw9z3FhzLB0iGJr4FPDt4PAyMAX8OHAO+BFS30cZU71TvG1bvVPNU752ud5oJKyUlJSUlZRtIg7BSUlJSUlK2gdQBp6SkpKSkbAOpA05JSUlJSdkGUgeckpKSkpKyDdxwDlhEPi4iv7jbbRgWo3CsIvLzIvI722nDsEj1Hj4jovm22zAsRuFYh2XDtjhgETklIl0RaYnI4uBg80PYrysinxrs34jId7zN9l8RkZ8cgl2/ICLPiUgkIj+/Bd+/LXoP9v3DIvKSiDQHVUeumFd1WBe9iBwUkUdEZF1EFkTkV0XE3sTvT/V+4362VO/BPtI25Y37uSHblBtN7+3sAX+vMSYP3AfcD/yrSzfY7B/pgEeBv0eS43NUeA34WeBzW7iPoestInuA3wH+KVAE/jfg90RkcjP3cw38Gkl2mxngHuDbgZ/e5H2ker/OMPSGtE3ZyA3Zpgy4YfTe9iFoY8w54PPAHQCDu5p/JCLHSBZCIyIfE5FnRaQmIl8XkbsufF5E7hWRpwd3/H8I+G+xr74x5j8YYx4F4uuxW0T+aHA3XxeRr4rIuy7ZZFySWpJNEflLETnwFnZ9whjzeaB5PTZdDcPUmyRVXc0Y83mT8DmgDRx5p3aLyH8UkTMi0hCRp0TkoUs28UXkDwd2PS0id7/F1x0CPmmM6RljFoD/D7j0/G0Kqd7AEPWGtE0Z2HVDtik3mt7b7oBFZB9J9pFnNrz8/cCDwO0ici/w28D/QJKh5D8BnxURT5J0aJ8B/gtQBf4I+MFLvr8mIh/YAtM/DxwFJoGngd+95P3/DvgFYJwkw8rF90Xkz2SbilkPWe8ngZdE5L8REUuS4dCAJPPMO+UJkt5TFfg94I9EZOMP9fsG9lx4/zOS5HlFRH5NRH5tw7b/AfgREclK0mv8bhKnsOmkegND1Huw/7RNGSKp3tfBNqUAOwW0gBowRzJElRm8Z4APbdj2/wZ+4ZLPv0IyjPVB4DwkGb0G730d+MWrsOEs8B1vs81XgJ+8iu8qD+wuDZ5/HPiDDe/nSe7W9r3N9/wO8PM3kt7ATwz2HQEd4HveYtuPX825G2y7Dtw9+P/ngcc2vKeAeeChK3z2NuCpgU1msF+5mv2meo+e3tut+Ybt0jYl1fsd6b2dPeDvN8aUjTEHjDE/bYzpbnhvY83JA8A/G9wF1USkRlKRY3bwOGcGRz5gbqsNH/QufklEjotIg+RihORO6QIXj8EY0wLWBvZuF0PXW0Q+Avxb4DsAl+QH9/+IyD3v1HgR+V8lCS6qD2wqcWW9NcmP8016i4gi6X19GsgNvqMC/PI7teltSPVmqHpD2qYMm1Tv62Tbh6CvwMaTcQb4N4MTfeGRNcb8Psld9x4RkQ3b7x+CfX+XZAjuIyQN08HB6xvtuFi2S5LowCrJnd4oslV63wN81RjzpDFGG2OeICl4/ZF3Ypwk848/C/wwUDHGlIE6V9ZbkcyHXk7v6sDmXzXGBMaYVeA/kwyhDYtU7+HqDWmbMmxSva+CUXXAG/lN4B+KyIOSkBOR7xGRAvANkmGtfywijoj8APCet/qywbzDhbksV0T8S07+pdiDbS48HKBAMre2CmSB/+Myn3tYRD4wmOP4BZIhuzOX2Y6B7T7J+biwP+utjmML2Uy9nwAeutADG8wFPcRbz0lal+jtkugdAcsk+vxrkijfjbxbRH5AkqjLf0Jyfh679MuNMSvASeB/FBFbRMokJceuZZ50M0j1Hj5pmzJcUr2vxNWOVW/mg6S7/5ErvGeAmy557btIGpcayR3THwGFwXv3k0z+N4E/HDx+ccNnW2yYmxrs21zyOHgFW75ymW1/h2Q+4E8G+5wDfmyj3STzB78OfHGw/68ChzZ87+eBf7Hh+ccvs5+/f4Po/TMkIfpN4ATwz97Czsvp8ChgkQRxNAb2/OzGYyKZk/zUwJbmwL77NnzvrwO/vuH5PYNzuw6sAJ8EplK9d6beI6D5qcvomLYpqd5vq3dajjAlJSUlJWUb2AlD0CkpKSkpKTccqQNOSUlJSUnZBq7LAYvId4nIKyLymmzTIvDdRqr5cEn1Hi6p3sMn1Xz7uOY54EGE16vA3yBZA/gE8HeMMS9unnkpG0k1Hy6p3sMl1Xv4pJpvL9eTKPs9wGvGmBMAIvIHJOuqrnjiXPGMT+46drn7aLK+YoyZGDx9R5qner9zrkdvSDW/FjZonuo9BNI2ZbhcovcbuB4HvIc3Zjs5S5L784r45HhQPnwdu9x9fMl8amNWmHekear3O+d69IZU82thg+ap3kMgbVOGyyV6v4GtKBX1BkTkp4CfAvDJbvXudj2p3sMn1Xy4pHoPl1TvreN6grDOsSFVF0kqunOXbmSM+Q1jzP3GmPsdvOvYXQpXoXmq96aSXuPDJdV7+KRtyjZyPQ74CeCoiBwapOr6EeCzm2NWyhVINR8uqd7DJdV7+KSabyPXPARtjIlE5GeA/8ogdZ0x5oVNsyzlTaSaD5dU7+GS6j18Us23l+uaAzbGPAI8skm2pFwFqebDJdV7uKR6D59U8+0jzYSVkpKSkpKyDaQOOCUlJSUlZRtIHXBKSkpKSso2sOXrgEcV8TxUPge2jWQzmKwPUQyLy8S1+nabl5KSsltQFmJZqFwGfXQ/vUkfuxPjnm8g7S6m2yVer4OOt9vSlE1m1zpga3yM/qFJopxNc59De1Zw2jD71Qw88dx2m5eSkrJLUBkfyWbRB6Z49e9n+diDT/ONhUMEX56kcEaTO9vF+maAbre329SUTWb3DkG7Dv2yS1Cx6UwJvX0hnVlNWHC327LdhchbP1LeOW+naarr6CCCODbie4RFj9kjy/z7mcf5h0e+SmdW0x0TwqKLWNZ2Wzr67MDrfdf2gHUpR2uPRb8ohAUDcm1VoVKuEhHEdpLGZnaKaKpElLFoz7oE5Q0/EANO2+Cva6xA4y/3sJbrEPTR9Qa609m+YxgxVKGAymXBcdBjReKcS5i36Uw5RBnQlmAsYIO8KjRkVg1uI0b1NU4jQMIYVWsRn1/EhP1tO57diNgO0e0HWbs9S2daeKg6D0CMgrRJekvE81CFPOJ59G6doX7YRdtgLMEosAKDVzdYgcFfDnBPLWO6XUy3NzLtyK51wP2xDPWjhrgcJg3U6N4k3RCI7QyG2jI075hg5U6boKq59/5j/Nj01wHQKGKj+ELtXXz5xFHCpkfh5QJjL/g4zRDnBCPzw9l2lIUql4hmKkR5l9pRl86UEEzG3Hf3Me4rnaFkd5i26zgSXfzYXH+Cj594kPNnytgtl+y8h9MyFE9m8dZqqQMeMuI6LN+XI/exBW4trvGD1SfRGLQZNEipE74iqpDHzE4QljLMPezwIx9+lCmnQdVukVMBL3b38Kfn7mCxnsN6Kc/er0zirHRQqzV0twvXWIp3M9m1DljbgvYNyo8xsWDi3TsaPxSUgGOD49DPK4Kqxoz1ua90hof8FRxROGKhUMALnJoYYymTp71coVex0LbgZHxQFhg9Ej+eoSICohAlYFmIbWOKOfpVnzCv6FWFYDzGmejy7dVjPJR9laoVMmNlcCQZvoyN5rS7xNMT+3ms59HLuPT6LrEnuA2HTLWMWArTDzFhBEZj4nj3aT0MRBDLQnyPfgHeO3aemzJLTFot3tQsp/pfHsvCeA5R1iKuRHx38ZvMWh2qlkVePA47K5wNKhx3xzm2mCXM26iui91wttvyi+xaB2z1NVbLIbIdsAyo9CLfSpTnQaWEzmdozypKR1bJuiF/uXyUx9YPcTS/xD8Y+ytudTxudRf5WzPPsBbleax8iGNHJ+it+cxmpynHMaYXoHdRb035Pmp8DOO76FKWYCJLlFGs32zRvilEZfrsmaixv7DO/swa92VOMmWF+JLcVMZGX/yuslJ8d/Vb7PFr1MIspw5VafU9FmoFFt4/i9XZS/lVqL7YRrX6qPkl4tW17Tr0GxZrrJr03ioZuntj3l88xj5nlXErZBc3y+8I8T36FY+gbONkO5RVQEEJDskN54SK+Gj5ec7lKvxWO8farWP44zZVAzK/gImit9nD1rNrz7Tqa+yOYByF9g3GT0P8t5SMjy5lCUs+nRnNf7vvJVqxxyOv3IE67fPi/hkees+r3Oo0uNlxOVQ8iUbzk5Wn6R0yfLF9E78y/wPkT1ewGj2k0901Dlh8j3iqTFT0aM+4NA4owoJh4r4FfvHIF5iwGkxbHapKoUTwxUaRuex35ZXHx7LL/M3sAtoYYgwa6BlDWysW4zw/9dc/CiZHZt2n0OlB6oA3n0qJ1k0luhVFfk+NhzJzjCsXS9JqQ1eL8Vz6RYugJOQyfUoqpqC8wSgajFsZPpJZIfSXOL1vjE/e9B6CskVmNUPGsiB1wNuINqgQVF/QbtIDNuko9NahDRIbVKyxesKpzhiRURgD2jEoK744V6kQPEkuTU8MoYnZ46zTL2u6Uz6eY+Esjs4w0pYggsrnEc+FapnO3hxByaI7IfQmNToXs69QY5+9Rln1GbcssnL5CH59yUSiI1bSS9gQ9xCamKrS+NKgXOzQq+YAi3wmdQibirIQJZicT7eqCKpCJdPDF8ESoWciQqNZi/JYgWD3ktE6kw5DXxajBAREDBZcdL4XrnlPHBxJRoAkFKy+oCIDejT03LUO2GoHZJazWIHQcQQZi4l8C+2k0Vhbgen1UOtNnG6f6gseT3IrUdbgzrSZvmudo6Vl9tk14I1ORCE4YnHAXuemO8/yamaG7FyGAytjN3TPTOXzRPfcRGuvR3tG0XtPiwMT6xzy2xzIrlGwetyfPck+O8S74FCvA0csNEJBxXx0z8t85v0uK0s58ucLuGltnE1BHBdVzCOuy/otRVbfF1Iea/FdMy/iiaJnIp4JcpwKx/ny8s0UTkH5WBd7pYXu747Rnq0gNoaT7TEKxy3y8xp/oY3ZMC2znexaByy9EK9hwEB3UrCdmMg2yR1VyqZj+n1Mo4UEfYonckicoTemCPdpPjr9EnvdVaoq4lIHDIkTHrMMH5t+jieyDR71jhKXLj/EeqMgnktrr0ftFkVvf59/dfcX+L78cRxRgyHmC8M1/qbtU6HIisMH8q+iDwlfzx8mqExf5oykXAtiKSSTZN3rTCneffQUD5TneDB7HAeLjgk5FY7zbHs/Z9fKTCzFOOfWMK12EhSXcs0sd/Pk5zX50x3UaoMoHo0px13rgC8iEGc1h6vrnLNK9EsFssUiJorQvSBN/3Y9KAvle4htw/QEvf1lopxFa9aiMy2ERc0tlXXGnSauxJyNMtR1gCMaC4MiCRoqKh8FOBLhqTiZLhC58VeOCRiVrFF3JEoixbE2ON8EjaajQ3pG0zGwHGdoG5eFqMzJYIKedgiNRaBtPBWx31tlwm7gSkxWAizRjKkOU1Z48TtLdpe8G7DkCapQgDBEB0EakXsdSKFAcHSKXtWhPWs4kF1jr7tGWXUBoakNT7cO8NjiQYLFLE4zgl4wEnOVO52K1+HkhEJFGfKtPJxTYLa/bd/1DthY4E53+McHvsQ3Owf4vYMfprxvBtXpwfwiurf9J2mnonwPNT2JzvosP1ih9qEe1XKDO6qL3Fc8TUH1mHZqlFWH1TjPX7RuZz3KkrX6lKwungp5IHOCe92k0fdVSM4OULbeFeu2jUoeYhl8FV7S832d0MQcixzORxVO9cf5ysotLHdznD9bJf+yi9M2WD2we4YoI9RuAT3bw3JiCrkeGSfitsoi31P9JmXVIUY44K4wlxvjTPUQMjOJdHqwsoru9bZBiRsDs2eC03/Tg4Nt7t17jr9deYK9dhdfBI3FmTjPI6++i+xTWSaWDP6pVeL1GsRx2hG4DiwR7i6d45l7DtLeZyNxkewxGxNsv6apAxbIZQIe8FaxMHwib4hzLpYx4DiQNjjXjNg2OusTFz26k8L7Dh/ngeIc92VOcr+XXPyLcUBN26zGcDaocL5TIu8EVN02GSvkiLuEpoWFoNAkM5W7AyMbA0zMZZ0vQGg0tbjAubDCqd44J9artOoZMnMuE9/q464HqFYPabQxpTxGjdHQPto1rJVclBfjWDELhRI4oNAUrC5lu0Psgcl6Sc9XpVGK10OcdYj39PjgwZPcXzzFYadHRWUITUxITFP76FWPwhmNvxpimm1MEGy32TcEU06d3FiHtmQIczYiMhI5Tna9A76AArIqICxr2vuzeGsu3tIqNLfbsh3CIFHEhV5vXMnRHc+wdptLvwzRzR3uK57mgLvMqXCC53o+a1GeR1ePcKZWptt1MQs+Vk8IqzHVPTWq2S6HvGViv0nTaL5Wv4VvnDsIZzNY7RqjEUaxPYQm5kvdMn/RuJ2VIM+zC3tor2WQjkVm3qLQgfy8xltoIZ0A6QaYThcRoXiqgBW4aFuIsi7agblDM/y/6l725mrcV5zjgcwJZtw6/aIhmMzirluoZQfSRGTXjFGC5cRUnTYF1UWRTB/Mx33OREX+un0Ef8kid7aN1Qgw6c3/pqJUMnJmRugO/m0dsIj8NvAxYMkYc8fgtSrwh8BB4BTww8aY9a0zc2tRAhZCUQLcyQ7rRwvk5hX+8SysrA7dnhfMk6wwj8vrS0BGXXMZZGdSxQLNOydp7Lfp7DHc+t4TvL96nJu8Re7xzqOAX1/7AJ+fu41WLUvxKY/xV/vYnRhnaQUJ+jTuh54IwwAAIABJREFUnWHhvWOsVUO+VdxHWHyNtdjha3OHsZ4pUJk3qHp70xzwTtS7Y0J++/xDvPDYYdy6UHklZu9cG+lHqHobgj4m6GO6XXSsk6xW2iDNJl69ge8NQqssC1GK5oP7eU3v5djYJJnbQv524WWa/lnCsYjWrEPGVeTP+MD1l+rcqPd75aPA6Ou9GRhbkfED9ng1xuxkVCc2hpfDcb7SuI0nVg5QOGWwnjvx+pz7JrETr/HNRIlJRs6UGanpq6sZU/o48F2XvPZzwJ8bY44Cfz54vuNRYnDdCO1B7LJtQ26zHOBePnDpyyOtudg2kslANkNQsgjGIKxE3FE8z/3ZE+yx14kR6trhTKdCczWHWnHILcRkTtdxz6zC/BLx/CJuI0JiQAvx4Ha1Z2z6XQevZnBbGjYxKnQn6q2BduRidwS7A24zRtXaqLUmemWNeGWVuN5A93qYsJ9k/dFxElzYbCbvr6wSLy4RzS/grfRxawrqDiv9HH1jiI0CyyQJ7m02rarMTtT7ulDJzam2BdeOyaoAX0KUCBrNapTnXLfMWieD09HoZjOZa9/EgLddp/llUGJGrjDS2/aAjTFfFZGDl7z8fcB3DP7/BPAV4J9vol27mopM0DVvqv05spqLbSNHDtC6qUSvYrH83ohbjp4n7wQ0ogxfaNzJS41pXl2coN9z8I77TB3XOB1D/ngD1urgupiDs+A5rNzpMX3fPLdVFvho+QUshIb2UcsupZMRbi0ZTt0sdpreAFmx+J7p5/j0+2zqXZ+TtxZwatO468L4c7NJFan1Fnru3FVlDHPP15h8yiUoKx73j/Cb+Qc5263gLDt4DYPdijHR5gSt7ES9rxVxXKx9s8SVHI1DLrdWl7jHP03V6mFh0TMxX1i7g8eevRlv2SK7sDVj/LtJ853Etc4BTxlj5gf/LwBTm2RPypUZXc0ti86BIst32wQTMT/0wJP884lHeTHM8Z+XHuL59RlOH5ti4jGFvx6TPb0Gx89goggTx2htsKcm6O4t0KtaNG6N+D+P/BkP+g2sQSKOps7grSqyry5At0e89VWRRldvkgw/P1R4nu+4+RV6xubUbeOsxnk+v3QHJ5xDFE7bFE47OIsrV+WA4zPnya2skS8W6FUP8KdTd9ANXPxlwW1EOK1wq5fDjLTe14r4Hv09FVr7PJr74b7iae5yYyDJ5NYxEc/M72H8CYW/HuHM1xjioqMbUvOdxHUHYRljjMiVi+mKyE8BPwXgk73e3W0eWicFGQKLfrSzil2/lebbobeIEHuKKGswmZis1cdCaGqfY7UJFtaKODWF0000N46FNTEG8aCqkTHE0xXa0za9McGtdJi0WuTFo2UCanHAclTA6pPMbYbhUFPJbcs1bgx2T2O3LPpthzNhlbPReXJKyIuDJUJOFNoKCU1IzCoFq8vB3BovjR/AChQSu1TW92J1Xp9LlFhDt5doaAymH4LWg//70O3iNgzLKwXoKzLd5PwYJUgui3VJAgMTRZteOWnHtimXQWybfsmhO6YIi5qS1cERi7rusRwL5+MS3aZPtaFxGxH0w7f/0i1g1NqUzSY0FkFoYwKVTG+NCNfqgBdFZMYYMy8iM8DSlTY0xvwG8BsARamOQuR3Qr1Fdi6L0/Q51fIJRyIo/S25Ks23RW+lCIqKeDagUOyyHmb5YneGTy4+QP3Pp5k5HiM6RoWG2FMs31+kM1UCwArA6kN3wlC9Z5n7q4s8WDzBXjsiQvF83+Pxzk18dfUo/qpB1+pJox9teUO1rde4aXcovlLHW89RX3P57en38tLsDPfmT/Nw/hWqykaJUBILbQxZ6dAzHfzqk/B+ONspc6ZR4uXlIoT5i98rgSJ/yiK7qLEDg78SYvUirNUW5twCutWm+lwDu1sAAbsbgwhhwSF81www8/p3GXBXu1hrLeiH6Fod3X7TMOfVsvPblI1cKDdYKrB6h014b4uj42vc6p0H4PFgjN9dfC+nmxVyL3oUXlpGmh30em2YVo5um7LJzPfLdJeyeCsWXiMamdza1+qAPwv8OPBLg79/smkWDQnT6WAtrSNhEd0pEI/ICXkLRldzEaIslMttxnIdurHLtzr7eWFhhj1P9nAefxmZnaJ3eIx+QdE8AOW7l1FiqLUydHoOM5M1/s3Rz/CQf2EALkNgIk6FEzxZP8CJ9SrFpr6eBv6dsq16636IdXqezHIGMXs4OVfiGxxEzygeyr5GQTSe2EmtX4ELLnbCanN06s/pGeF8VOB4f5Keeb1wxelgjE9V7yU46eO0FbmMwm07ZLVBnUtShlrHzlBZyIPnEk6X6JdctK/olSy0+/oyDtGQcxUZDarXRzpduPbzM7rX9zUglpXUq814dGZj/tZNz3PQX2XW6gAZjgXTPHlmH+Gaz8ycxpw8Qzz8ZUc3lOZvRS3M4tQtvHXB7sQ7pxiDiPw+yUT9uIicBf53khP2SRH5CWAO+OGtNHJLiGNMP0TCCPRohcY9Zx5nnWVCAoC7BjqPpuYiiGMTZYXDpRpTmQYTbouS3SGfCehM5igf2EN/ukBr1iHMC+F4yOHyKrZoVvwcrb7H0fLyICWfg8YQmJCajvirxlEeP3EQlj0m1rem1zuSehudDO1afZx6QO6sRycs8Zg5wF8Vj3DQWWbMalNVXRyBsrLxxEGh8EUAQ1l1mXZqhOb1n7mFZt/kOqd1lX7HJsxbWF2LzkSeYuV2rEDT9y1iX4gdSYZO84J2ICwmEdEAiEG00BuzyUwWsQJDbqGIs9ZDtXtJb/oKznij3l8znwMYZ7v13mQkk0HlsoTlLCYfJ87XWccfNDXaKOLIQkKFis2W98hG8hofErExtGMXuyU4TYPqxbBTijEYY/7OFd768CbbMlR0P0S12yjXQaKx7TbnDdwpD178/0vmU98yxvzW4Oloaa6sRL9Mhu6k4R/Mfo1Jq0lNZ2lon9vGFnj8rjF6lXF640J3b4RkIx46+ho/PfVlfImS5UVYFCXgkJP8KFo6YCGGuWiMzz97Jwf/GNxaB/vU4pYEqIyk3saguz0kCFCvxexrTqCzHovvLfN/ybdzoLLO4fwKt2bmKVsd7vPPcsh2cMQiD+QFSipm1l59w+hOz13g9pvOsXywSFP7nO9X6GiXE+1xjq1PEEQWlhiU0rh2zM3Fdab9BlnVZ9JN/l5AG+FYd4q5TpX1IMuJMxPYy0Wy50rsecTAsROXPbSNegN8yXxqxRizyqhd39eKslDj1UHwlc+e2SUezr9AVqCkkvXXHe2iuzZOV1Dh1juDkbzGh8hit0D+nCF/PsRebRHvlB7wDYvRSYWeKGJXp1S6DkRJslbasoizmne5S4xbFifDCIVmwm3RH4tRfZtgPCY32aaU7V6MBPXkwtCo5kJUKECIoWlcanEWZ8Um+9wculYn3m1p+XSM0RDX6lCrgwil2fuZW8lxarCJpyLGnSZH3UX04EJ2JAkqdLDIXmZwZ68dg7dOaGJa5iQ9YzhVzPNcZR8d/XrtI18ibvfPMms1ySlNddDLvmgemrncq5wKyyxEJT5pP8Dx/DgdnU/SV+5ijO8SFpMRn5lsk/32G6t3hcaCWJCQkQoKulHpRg5OW+M0+kg32Dk94JSUK2G0SYbygz7+gsV/XP5ODvqr3O6fY9auc19+juePzjI/XWA61+Hm0hJlp8ut3jzWhhXxG4ecAwMxQk4iqlaLsBQT7p/ALuaQhRXi9RsyUc/VYQz++Q7lZ0r0iy4vl8o8V9oPjuZ3xt/DdKHJVLbBhyovs89ZZdpqcci2LjrkS7FE8FDJzZLqcNRdINxQV9ghZtpqUVYaR+Sy3xMaRc841OMcK50cvZpPpiVIuHu9ilgWUTVHc59NZ0qY8FtAcsPS1H16xvBCY4bcKZvMosFf6iYFF1J2HakDTrl2dIzpa0ynQ+mk5k+fvBe30uNn7vhLPug32Wed4dtumqNnLBzR+GJwgKyysAcp8SJiYmOo6YgX+xVqOsu0Xeew3QK7gT/RpXZLHn/doxCEsJsdMCAvHWfmfBFxHEwhi877xJ5FMF6gnitxbq/ipYemuW/yDO8uzDGVP0bpCg44qf/rokWTFcOs3UBvGK5WIjhYWGJf3P5SesaiFmdZifKs1PK4izbeGkhv9xaQF0vRmfGo3WIw4wG3ZBcB6JmIxVjR1C4vLk4z/XQf/9Q6rNWIUwe8K0kd8AYsknyhRhmMYtNS793QmKQX7HQ0zppFXzzqcQZLhLx4FNWbNQxMRMsEhEbTMYaeEZbjLCf6k6xFeULPZkx16RkL14kISoJoi3zGA2Ulw0ejH7W+Jehe72KFLlUoYOVzWJ6LFZRwCi5RxqXZ8VjvZ2nF/lXNrigUSpIh66vJkxuamMBEhBiW4yrzYYWFoEjcsfE6gt0zydri3YpSxK6gczF+JiSrkqmT0GiW4wJLcYFex8WpBVBvYrqbm3Zy12AptA3aEWx1ef0uXquxhWiQ2IyU1qkD3oAjmmquw1y1iNOyME4qz9VgYk32bIexbJ7OlMOjR4/wscI3KaiAGcvFExuNITQxHRPySPsAX67dxmqQ45WFSfrrPhIKdkuhQgimIg4cWibvBhT8gOZ3rrO0nsXuVSivTWD6fXS9kczf72JMv49ugUQxjBUwtmAssCyNb4V4amuixp/su3x6/X0s9Qo8dXYf8ekcdheq5yCzGuOtRZjW0JaLjQ7KQhwbyWboVRTFqTr7yjWmnaSAxTf7Rf71se9jfqlM/lkfe2UN3WonyVBS3jHhWI7aUUUwHvO+6hLOJR2mdd3jxX5ywzO/UuLwSh9ruY5pj05Jr9TDbMDBMJVtcqZSpV/zUwd8lZgoxJpbpNLskTlQ5sR7xnl5zzQTdoOSagwcsCYwEXVteGT1Lh7/1k04NYvxbxqKr7WSKj7NLkQx7btmWHxgltMVze13z/ErN/8Rj3WP8JvHHqb4cjmpbdvtpQ44CDBBgNIaNGhL0JZgW5qMFeJIfFXVVt4pT3YO82cv34lec6k8r5h4Ojl/EsYQxUjQR+9CByyWhcr4SCZDvwT3Ts5zJLfMrL0OKJ7r7WPliSkmXzYUTnfRy6vDXNd+YyFCMObSv6nL7ESd+4qnceSNV3tNw+OdI8z1xmDJw1lYQS+tJBnfRqQXnHoYbZBIWIwd4sH4m2XHGIurqxWVAiTzXtpJKr4oS+OrEAtDzxhaJuB8ZDgWjrMQlXllZRJv2cJpCN56mGRSCiNMpwNxjLs+hrfmgFG0+h4lFTBhN4kyhrjgJzu0dlb60K1AHBdxHVSxQGcqS3vGJhiDqVyHMadNUXWxLjOmfCFaumcimjomNNAxFqs6gzaKsupSUuEb1hdvpKNd4q6F3VU4bYNqdJELKS11ktLSxLtvCFplfKRaIS7lCAuGca/FuN3ClxhQhMbC7gpOR6OCKA28uhZEENtBLEXkK7L5gNl8neqgvOMF1OD/0Fh0YweJBXSSLtWMyBIk2M0O2Jgkd20U4a0pfr/2IFnVpxO5FHM91jJZTNrIXxViWejpMRpHC7RnLG6aPMvd7gI9o5iLsvSMw28ufDt//dRR3JqicBL2vdZLUiAu1TDr9eSHEUWgDc7JRaa7Y4RVnxMHxwhvVhRUl/50xOq7MmSXPYrLNXSzud2Hvn0oC2vvDOFshdakx7kPwZHbz3Jbts7D1ec46KxQtXpvcp4bI3HPRhm+1HoXZ3oVnl+b4fzcGMRCeU+D+6fPMOU1+FjxWd59yYqiepTBqtu464K/HsHqOjoYBF1pnUTGb32q0JHDHNrD0nvK9KpC/l2rfG/5GSasNrNWUnyhE3vYHfBqIVa7j04d8DtGeR5qagKT9WkeUDx88EU+WHiZw/YazuBaVwjWoDfc0w5BbCNxMlVzIW/5qLB7HTAkTjiKcFrw7NpeCm6PfmyR9wJWXA1WGoR1VYgiLPu0py26k4bD+RX221mW4g6vhEXOhRWePr2P2a9Cdr6Lc36daO4sRseXTawRzS/A/AJepYL13begjZBTAZlKl85MEVAU/d29zlSUEJfztPb6tGcUd911nF899Mf4ImTFGSwZ8i/72Z4xNLXiVDjO11cPc65eonWyxOQzghUYVu+s8I3YYqrY5K7sad7trV38rEbTjj2sjuC0wGlF6Hrzqiou3ej0x7LUbgY9EfCh2RPc5zbJK48La9xDY2EFBqsdQtAfmXSIOwlxXXQpR1T06VUNHy0+xwf9PgxWVWx0vpBo3tdJAFYyQjNaNz272wFfgjZCENt0QwcJFcTpD+StENtGMhkkm6Ez5dLab4jHQipOh3Xd5ZWwyCeXHuBko4o5ncVb72M1e9DtXd1d6OW2Se+JEkQRVnxaexS9ScNsto4vgiPq4hprjSY0MTGGlThmOc7Q0Fme6d7Oie44p5pjvHpiBqtukZtXZFZDVKDJzns0MwVOlDM8UT3Mne78xUQcV1pTvFsRx0UV84jr0px00FMBk+MN9vlrOKIITcyK7lPTNifa49gdsNr9ZJnWCPXEdhRvsTpFY8BoLFGERtGOPJp9HxUxkjc8qQMGMKAR+tqm0fNodXzsriBxPPo1krYRVSjAzARRKcPyvcLD3/kke7waB9wVnu8X+C/L7+Obn7uN0gnNgYUA7+Vz6HaHeISCIHYq4tjUj7hE72uwr9zgg8VXyA7KFF5Yr9szEWtxTMdYfLF9B4+u3cRCu8jCC5PkTivcpuHIiQCn1kY6AdJoYYxh5lyJiWdzdGY8Pu3dQ/7OgAPeCh/KnmAqnZZ5A6qYJ7p1P/2yw8pdwo/c+STvyZ/gqLOMIzZN3ecvOod5tr2fJ8/sY++5PpxfQgdBMgWWcl3E5vKBOrHRNLXL2U6Z+WYBqysjuTQudcAbToo2QhhbxJGFFZGmqHw7XAed84gKDtF4yMfKzzJmtVmOC6zGeU63KxRPasrPrCCNFvHK6q6PXN40LIt+Qbh5Ypkj+WX2Oatv6p0m66wtmtrlVG+cE+tj1OtZCqcU1ZcC3Hofdex0kupyA6rewF7IUGhNM79S4nS3iiWaXubkMI9wRyCOQ7/s0B2zCasx7y+8ygPeKp4oFCqZa+9XOdEaJ2x62O0+utlMAoHSm9BNQW9oqJO8bomufSzakUsQOLghqQMeSYzBbRpOLY6RyQYU/YC9pTovtfZgMs7bf343UyrQPJilV1Hkqg3GrDYxwp+t38Ozq3s4d2qcQ8th0rPqBSMVfbhTUYUCaqyCLuXoTRruKJ3nkLdMVfUAj8CELMcRPaP4evcIn1+5g5Vunrm5CTKnHPJtKB8P8ZbaqFYPfZk1qOK6SDZDlHXR2Zi9mXVmnBr+5eu1706UlQQfTlVZus+huy/k5iPz7LHqOAgdHVOny8v9Cn9y+i7WjlUpnFXYtVpSCCAdft5y1uI8p1cqROeyFNcMJhq9EYdd74BNHJNZjamfytCsuNx+1yI/MPEU/773EaJ86fWcxend6hsRIZoosH6LRTCmeffkArNWnxNRli+8divuszkmFgyZE0vEyyuJ8x2xAIidiBqr0L5tiqBiYfZ3+VjxWaasLtXB0HBTR7wSjrEQlfjE6fey/FczeOtw4LWQ3ItnIOhjOl1Mv08c6zdHK4uA52FyGaKCg1MMuCtzhgm7QTbNDJcgklQBc13a+wsc/vBJfnb/55lQHfbZCoXNsg45FZb5q/bNtJ4c59BXetj1AOaX0t/BkFgIS+i5HOXjUDgbwggWc9n1DhhA9Q12R4gzCls0++01Sl6PwK1g205SOSkdOk0QuVhsPMxYhAWDLkYU7ICegZrOEjZdSssGvxbDtSbMEHnTWl+tBRUnheB3K8axibKKMCv4mT4lFVBWKkkjCfQMnA7HONevsFTPk1mBzKomM98mPjd/VedCbAudcYk9hevGlK02Oelfdk3xbpymEctCclkkkyEoKu4vLPKgFwLOYAhU09E2y/H/z96bx9mRXXWe3xP725fcM5VK7bWodpervJXXwniMwWzDmJ1PwzDTK3QzQ3voaaAbmqGhPz1ND+PGnjZgwI2NgcZ2ecNlu2yMXfuuUqmk0paScnv59i1eLHf+iCcpS9au1MsnKb6fz/soX0S8iHN/cRUn7rn3nptl0c1i1cBaaiDtLmF3+JzANYUmKE1DGdoF8zS0Qxu9C2ZToXeCoexzjx1wqLArLqnjBpqv0Qt1po0Oc+kyT09vJrFrK1JrEiwuxU4Y0NJpmJshyNiU7rTZdM9xdmRLaBLyu8sPsrc6QXavSfGlJnrDvayMSGJaaKkEks0Q2gpNFJ4ycKsOIycUyVIAN+qDzDLpZTR6WSHtuKS0EFOMU5Ga53qT/O4z70YdT5CeF0b3dDBqLtpSGf8iHkBimPhz41RuTtGeFHaNLjNr1HFEoYmOpwI6gYnuRlOWJAhvmHCqGAZiGGiFPJW3bqG2TaO9xeOe9JFTx5xMt/rl1h18+tidLJRyTJwIoVyLMpfFz5ArQhyH7lSSblHHz/uktNc+B6KXH4+uClno5bBqQmLVx2i4Q5n45IZ3wCoI0FebZI+agEUvMJjRk2xLlPjmpNDamiOxYCDlSvyfB9DSKRrbs3SKOo1bevzf2x7iJrPGby09yJdevgVWbOZecJGnXo5WeLmMcJs4NpLLEmaTKFNhEtJVJkbVIHPMw6r1UDeoAw4dAy8teBnIWi5Jkdck23imPUfq20nGn25jlFuooydQrhs534voRhFdozWdoHIr+KM97i8cZs6I1gj2VICnQjqBieaB7jKQxeSHBTEMxLEJx/Isvx7uecM+dqRWuMeeR8OOpn0R0FaKv1/dwcJL4zgljfR8i2B5JTpJ3JV1ZTg27TGDzoRg5do44rN2bmKgFA0VUg0NltwMVk1hr7TRai2CIczOdsM7YAAJQjQ/RPOj6Ui6aCS1HoEDvYyGVTUx4v6vCMPAS0YtMD0R4EjUh7jcTUPJxl7VMFr+FSVmEMNAOTZB0gIjRO8P/pEAdDdE3GAo32YHgfghWk+h9aI5655ShISnph4FSkPzFFovQFyPsOed+8XxZHeCaFEaxVQSlUrQKWr4OR8n45LT22hotFWPE76iFtostrKYLTDbIdLzb4ypeiLRnPdcBi+XIMgEbE2tMmNXcPp9IrWwxwnfYDnIMl/PYZc1rCrobe81yzzGXAGaRmCD74Bl+ego1jrgaO57tExmNzDRe6B1fRiyDFgniR0wgOejdXwMV9ELor60abOCu9mlgg04FPbaECdOR2WS1LdqtDf7TI/UOO4XWAmyPPXyVuYeDrCqXczDS2fNcHWxSDZNZy5Pt2Dg5FokRaERoncEs9RGa3cJb9BohFZtkjucwq4ZHL89z4nAIsA9lbPZlIDAFoKkgday4CzLQZ5ELAt9dARsi86OUVZ3W3hpcG/q8Math5lJVLndmQfggKfzoaV38mp9lOPPTLHl2TbmUh0qtRsipaLoOuGWaeq7MrQnNLZsO8735Z4mr7mnBsA92h3jD088wPFGjs6jo8x8o4PRcJFjSxts/fWDciy6o0J32mdXto7dz7N9kgBFNbRYCTKsdNI45QAWVwi7wznv+oIOWERmgT8BJgAFfEQp9XsiUgQ+CWwBDgM/opS69lZLVyGEIVovQPPVqYndeb1FcbRB2dPoLplgDOZdpava7OEJenTpv9mNAwyL3mHCpDseUpiuMZWqU/bTtEMb55hJ8tGXCWv1i+prPB/KsekWDTpFjUyyi9OPPmgeaM02dN0op+s68VrN2S0ivzCsdVy12tgnmuhugoWGSTVMkNE8UirEFtAlJDQhsHUMQ0NEztlCFcNApZOEaZv6ZpPG3V1yuTYPTB3h3fk95PUWc0YbSLAYZHlicZbGQobiQTD3nyBYWr6sMgx7HT8ruk5vLEF9i0Z3LOS7Ro5yn60A69Qh+9wpXjg6DSWbqZcDjCf2Rus3bzDXpN7nQJk6XlZh5lzGEk2sM0ZkhkrRVQaNIEGrZ5Ft+gSr5XOcbeO5mPV+fOCXlFK3Am8A/rGI3Ap8EPiKUmon8JX+9+uGrjJptBz0ho7RUQMLeQrCTu7gjfLdvJ53AIwPg95iGIhpESRMwrTPZKaBo/scdUc40BlHd4mS8K9DggHlmLhZoZcDUw9YCYQVP4vmAX6w7n3xazUH9jLMdbznobW76C0P8TS6ysRTGidzto2bddqbQso3W7S2ZdFGimiZDGKedhQn76WWzdCbztLanKY9IYyP1tleLLEtUWLMqJPXOngKmqHLca9IYzWFs2Rg1xRcwT0Y1jp+VkQirRIOvayOO6IIij6jZvPUISdTfla8FGHDxKxrGN0QNSRh52tK7wsRKDRX8F2Dtn96BbtrlQs265RSC8BC/++GiOwFZoD3A2/vH/Yx4BHgX14VKzeAFT9LsBhlDUoteTCgRbNtSWCTAMAQExQdNlpvTUdLJiHh0B61mN5U4ocmn+al9jTfWtnGaiuJs6qihcWvdI6jCF4hQWMLeEWfWcvlOXeG51qzmC2F6nRQPW9dw0lrNSeaWDO0dTxst5FFH93toTczNIIEDa1FUesA8IbEQb7/gcfZf/c4e57ewtbqJNZSCilVCUqlqL+3fy/92TGW73HoTCgSuyr80+1fY6e1yIjmktOEEFgNNA76Bo/VtpHZY1Hc65FYaF3RouZDWcfPgWbbSCaDZFLUtuiM37HIbKbKnYmjwGnn66mQg+1RUkcNEksKe6U7NOMUriW9L4R4PlYN/JLJwkSWrrq2U6NeUlxVRLYAdwOPARN95wywSBSivm5ohdGKL1ZdYbSDDXmb7agWQJJh0Ns0ENPEtzUmkw122osccseotBO0Gg5JlytP9SYCohHYGn46RM/2MLSQFT9LuZeKWsDeVV9H1WKI67jyfZTvR9NhvChS00PnpCKTesB788+xmM7zb6fH6eUdjJaD3rBANEQTsEzEsfHTFt1RRTDhsmtkhTc4R9hsJKD/sHaVxyJQDROsuGmcVUU5xCiiAAAgAElEQVTieGNdR5QOVR0/G7qOODYqYeNlYFd+hS2JVYp6k5MBRE+FdFVI07MxG2DXQ7SuRziEmd+GXu8LEYboLuiu4HoGoTp7Czi4RhZzv2gHLCJp4K+AX1RK1WXNqGCllBI5e546Efl54OcBHJJXZu0NhK98nufbAPNDoXc/tCyhwlc6odKYMOvsHlvkRDJHLTMN2uVXejEttHwOsS3KMyaFratszZdZbmf4yCtvpllKsXkpCj9frTU9feUDbAd+cig0Pw9KKayG8NXKzRxLFUllnmdCB1s0JvUmjnhsHy9x+PYt2NMZ8gcdkqaBciyqd4xEqyiNKtK7y2wrrHJ/4RDJfnFrYZdyCCtBgr+u3Mvz1RkOHJxky5KPVotav+sRgRi6On62a22epnzXCG5e8Hd0uCdzlGmzwojmAgkOeh5/Vb+HV9tj7Nm3idljPomlLlqlSThko26vBb0vhARhtKRjR+j5xllD0AEagRKUEmRIugHOxUU5YBExiZzvx5VSf93fvCQiU0qpBRGZAs46IkMp9RHgIwBZKQ63GkNCqEKe59tMspkG1Wp/88bq3R+sJgr8UKOndLbZS8yOrzLfG+FDI9PfkbnqUtASDmp6FC9jU98O/2rnV7nZXuAfPPMzmA/nmKyEpA6sEnQ6V2Uu5UnNgfI1UceDAKek+PahbbxaHGXr1hXusJZJisVWI8DD5QNTj/OHD1gs19MsFbJMqDHcvMHS97r8xO2PM27WeZ1zmDG9Q1KgqEdzWU8EOi/3JtjbmeG/v3A3iX02o0uKxIFFghNLkfO9wq6GoazjZyJCa3uBxXd7jI41+MnZF/mBzB5SomGKQUjI0+4sf/jMmzCP2Yzvg8zT84SrZQLPH6o5v9eE3hdDEGB0osyFne7Z+4A9pdNVFkE4/P3DF2yySPSa9FFgr1LqP67Z9Rngp/t//zTw6fU378ZDKcVLPEmKDHOya+2ujddbKSQEL9RpKxuTgDG9zoRZJXAU4jjRYB/tMhyxZRKkbbyciZ9SbDbLTOsunqdHqRRXfaTdvSoPtbWaA2vnjGy85udBdxV+06TSTNIInFOrwpiikxSLSaPG9myJ2UKVXiHELRh0C8LUaI13ZfbwQHI/N5kum40Eo3oUdu4qn5UgxSF3nMOdEaRikigpnEqItDrR/O4rdL5DXcfPIHCETKHN9kKJrfYyRc0irdmYokdJHwIHqhbOsuCUA1SjQdhuX9E8+PXmWtL7goQKzY9mRIShEJ6xHGGAohXaNAOHnm8M/ZruF9MCfjPwk8ALIvJsf9uvAL8N/IWI/CxwBPiRq2PijUWNVRY5Spocj6ovA9wqIu9lI/VWIWGnGw2AqPocWhrhc+k7uSW1wIPpl9hilghmu9Tfug274uMcKhGcWIxGRZ8vA5NItPKOZaE2TbDwxiSdqZDctgqrQZqWsvBKCdJHOxjVNqrePPt5rpC1mhPp/SxDXseV55M55tJ9IUF3zOCb0zv5rtQ+bIGiZmGKzhazyncXX6CcTfNVu8OLW6ZI2D1+ePZpZvUmpnCqJVcOXE4EFqtBlt898h4OvjCDWRfG9yoyh9uXnVb0bAxlHT8HoSFkHJdxu0FePz3wLFAKj4Cj7giZgxpjz3WxlpuEnY2fdnQm15LeF0L1ejirUd7tWiMa/7A2IXktVHy2fDePLWymezCD0awPdbryixkF/U0451jvd62vOTF5GeVBfvjU94fVX76klPp8/+vG6K1UlMfWdTFrXdRihseTmzFnAt6feZ4xzWfnzDKH7t6MXbaZdAsYq1HqTtV1QZ2jxXQyA5Pj0JpO0b2nzQPbXmXcbrAapKm4KewVHePgAqpWP+vSeevBWs37et+7ZvdQ1nEVBFhHy4z7BZqbHPbcOcn8RJa81iElPqbozBkWm/QVQpb4nzL76W4O0UVIio4pNtB3JCqgHOrscac52hvl4HMzbP1MD6Pmoi+UCEqr0YCidVrFZyjr+DkIDRh1OszYVbLaaecaEhIqxbFunsJ+D+PvX7zs1KtXm2tJ7wvS6WKXOuheiFF36IYmcPq5UA0tHl/YjPtinuxx0Orta9sB3xCE4akBRl6g0w57tEMLvSfovRDxw6FczHkjEDfAqmvUK0mOFfI0QhNT9xh1WuwbDVCGTnOTQ661CfECjHYX/AB8H9WLwnJimmCaYOiE2SR+0qI1YVDIVZlxqnhKZ197kiU3i9ECTqZTHLJBLRuKCqHnobd6WA2TxUqKrzVvYcaqkEzuxxQPDQ1TdEDHFkifcQpPBdTCHh6wpzfD16s3c6yVx17VMKtdpNmJli68QbOOQbTyVsc3qfkJqmGSWlgHYD6wWQnyHKyN4nSCoQo5X/coFYWWzxFYC0INzRckuPKcBFeb2AEDyg+QrofeVay2E7zoCS81p3FKkFroYZbbN2zqwzPRVquMPZOlc9Tihe5mHh3bxu3OPO8uvsjONy6z0svwdzdvY6GUQlwds6qhuYJVg9RSiASK9rhOdxQCW+HlAyTlky+U+aktT3C7M8/Hlt/M3z17M2ZFZ/IVP2p9X+RiAjcMShFWqojrkmzlGH94nE8deBudTT6lN32d92WfI6/1GO2Ho89GOezxzc4sJ7wCf7T/DRhfyeOshmw63IrSJ/a8oQypDhKzHXJkaQQv0Kn7CeoZh5Kf5eOH7qV8PE/yiMHc4grD1+6NuRaIHTBEYaMgQPNCuh2LeW+EhXYWq6Ywy22k0Y6m4cQQ1huk966STDm0J3K82h1n0qzxOmeeH80s0VY9His8zf7eJMfdAk9XZql2Eywt5egdstF8aM95TM+tkrO73JU/xnZnmRGjye3WIhlNqPaS5PYapBZDUkeaUcs5dr7fQdhuQ7uNNJoUgdyBNKU7Uzy9e5Z7kwfBaFDUQuDsDrgRauztTvNqa4zuvhy7HjqGfzhKMBE7FEAp9K4irFos6hlsY5yE3mO+U6D+0ghjL0Gy5CGV+kZbGnONEjtgAM9HOi5mzYVDGf5D/rtYPDLC3KqPtN2+A4jDnwAEAdJx0YDEcpbPH7qVFwrT3FOY5w3pA+gSUg1SmBJQMFtsy6xSdxxEFIuqAIGQH2+wNVvG1nzc0OCQO8Yhd4xvN3fghxovHp5mYiXEWfWQVncoExoMFaFCOi56wyS5kuCpV7bwW500O3MrvD3/MmN6nS1mlTnDIlCKQ37ASpDi2e52/vbEzZQqGRLLAm4cRj0Tq+qSnE/Tq6c4UHU4kividUxyx4VkycOqeihvMFnyYqKxD9LpoWsaTinJHy+9hedyR9lpL7HNLPGqN4Hn6ddIGo7YAUehvHYbXBet1WL7J6bw/jbHTa0O+vwyYb2B8vwbuh9sLaHrwkoJdJ3xb+s0KgUq6Sx/efNm/mbXHWSTXd4wcZjXpw8xbtR5U3I/KfGoTiRY3Z7GUzpJzcURj3KQ5kuV23hlZYzlchbj5SR2BWaOBWSfW0Q1WqhWaygHtgwTyvcIS6tQq5Mt19h1bAw/PcITt03ztTfsZDTf5Ic2P8M/zO+hGvp8vPImvrWyjfnlAtlHE0wsBqSONQlrcUvuTPR982yujKBsA2UZhJaO+C56pYw0WijPi3UbIMp1keUSmmkx+YTFnuAWnsndQnhLk/fteJGyl6LXsnCukXf22AETpffD9wlcF6o1dKL+/djlngWlTq3woh9bJNPzUCmHwMpTTqfoZm1K+TSkISkuO80OBc0hGqlYISSkEfZohIp5zaPlW5QbKYJVm9H9IeljLmapSXB8AeW6G1rUa4aT96TbJWw0YGERAxjhdTRnEyz3dI6MjdLNBTRCjQOtMY6V8mgnHHIHPZKHa0i9RdCLW8BnElQqUDm9QNDJ6SDxK+HGoIKAsNVBdBfzRI1CyqCX1VnKJXl1coyOb0Ivav+ePa/XcBE74JjLRvV6SKOF5vlkDycBCz9p89jiLfx9cSeYIVbSwzRf+7jyfY0w0PB7OsYJG7sspKqK9HwHc7WF1FtDk8j+WsZealLcU6SXtfli6W4e3rwL39fRjiRILQt2WeEstJF6P71kHOqPGXaUOpUGVWu0cBYSWDUTL5lgb3sbEkBhAZxyiFPxUc3LXzRkEMQOOOayCV0XWS2DaNjlKuPPOYiugW2hzH7VOld6StXPLd3z+tOMAlS7P9o8WP8lB29E1KtHGF0qIYYBjo2yrUhzdxXcXjRPu9ki8P3I+cah/phrgTBAhQFBaRWp1tB1nbFXkow70dx21etFy2V6PsE6JY+5WsQOOObyUeqUo1ReDxqNDTYoZi0nw9IxMdcjJ1cGA6A13I72XFwrg8ViYmJiYmKuK2IHHBMTExMTswHEDjgmJiYmJmYDiB1wTExMTEzMBhA74JiYmJiYmA0gdsAxMTExMTEbgKgBJrkXkRWgBZQGdtHBMsr6l21OKTV2OT/s632Eq2PXsLDeZbtsvSGu45fJldbxWO9LI36mnJ+BPVMG6oABROTJMxY8v24Y1rINq13rwTCWbRhtWi+GsWzDaNN6MaxlG1a71oNBli0OQcfExMTExGwAsQOOiYmJiYnZADbCAX9kA645KIa1bMNq13owjGUbRpvWi2Es2zDatF4Ma9mG1a71YGBlG3gfcExMTExMTEwcgo6JiYmJidkQYgccExMTExOzAQzUAYvIe0Rkn4gcEJEPDvLa642IzIrI10TkJRHZIyK/0N9eFJEvi8j+/r+FDbQx1nuwNsZ6D97OWPPB2hjrvZ4opQbyAXTgVWAbYAHPAbcO6vpXoTxTwD39vzPAK8CtwO8AH+xv/yDw7zfIvljvWO/rVu9Y81jv60HvQbaA7wMOKKUOKqV6wCeA9w/w+uuKUmpBKfV0/+8GsBeYISrTx/qHfQz4/o2xMNZ7wMR6D55Y88ES673ODNIBzwDza74f62+75hGRLcDdwGPAhFJqob9rEZjYILNivQdLrPfgiTUfLLHe60w8COsKEZE08FfALyql6mv3qSiGEc/zWkdivQdLrPfgiTUfLBup9yAd8HFgds33Tf1t1ywiYhLduI8rpf66v3lJRKb6+6eA5Q0yL9Z7sMR6D55Y88ES673ODNIBPwHsFJGtImIBHwA+M8DrrysiIsBHgb1Kqf+4ZtdngJ/u//3TwKcHbVufWO/BEus9eGLNB0us93oz4FFn7yUaafYq8K8Gee2rUJa3EIUmngee7X/eC4wAXwH2Aw8DxQ20MdY71vu61TvWPNb7Wtc7TkUZExMTExOzAcSDsGJiYmJiYjaA2AHHxMTExMRsALEDjomJiYmJ2QCuOwcsIn8sIr+5wTY8IiI/t5E2DIoh0fvXReTPNtKGQRHrPXiGRPMNt2FQDENZB2XDhjhgETksIh0RaYrIUr+w6QFd+10i8rKItPuJuOcuYOeDA7DpLhF5qm/TUyJy1zqffyP1/hER2SsijX7S83OmdRtUpReRLSLyeRGpiMiiiPy+iBjreP5Y79de56rq3b/GRmqeFJEPiUhJRGoi8o3zHDuwl3MR+QUROSQirX6d2LWO595IvX9OosUgmiLyRRGZPs+xA9FbRN4kIo/3/989LyJvuZjfbWQL+HuVUmngHuBe4P8884Cr8J90FPhr4F8DReBJ4JPreY3LsMkimmf2Z0CBKPfop/vb15ON0HuGqFz/AsgC/zvw30RkfD2vcxl8iGhy/RRwF/A24B+t8zVivU8zCL1hAzTv8xGi58kt/X//+VW4xiXRdzo/C3wPkAbeB5TW+TIbUcffDvwWUb7mInAI+PP1vMZl2FQEPgv8LpAnWszhs3IRqyhteAhaKXUc+AJwG4CIKBH5xyKyn2geFiLyPhF5VkSqIvItEbnj5O9F5G4Rebr/5vFJwDnP5X4Q2KOU+pRSqgv8OnCniNx8KTaLSEFEHhKRlf5b/UMisumMw7b334jqIvLp/k06G28HDOA/KaVcpdR/BgR456XYdLEMWO9NQFUp9QUV8TmgBWy/VLtF5PdEZL6v51Mi8sAZhzgi8sm+XU+LyJ3nOd1W4C+UUl2l1CLwRWD3pdp0McR6AwPUGwaref/Z8X3AzyulVpRSgVLqqcuxW0Q+JVGEoCYi3xCRMzUalWh5vIaIfF3OEb0TEQ34NeCfK6Ve6teFV5VS5cux60IMuI6/D/iUUmqPihaE+A3grSJyOXV8XfQG3gQs9v1KoJT6M2CFyN+clw13wCIySzT5+Zk1m78fuB+4VUTuBv4Q+F+IJkh/GPiMiNj9VuLfAH9K9Db0KeCHzjh/VU6HA3YTLaEFgFKqRTSh/FIfBhrwR8AcsBnoAL9/xjE/BfwDord+H/jPa2x6XkR+bI1Nz6vXTsh+/jJsuigGrPeTwF4R+T4R0SUKh7r98l0qTxC1norAfwM+JSJr/6O+v2/Pyf1/I1GaOSQKD35ozbH/CfiARKHDGeB/IHIK606sNzBAvfvXH6Tm9wFHgH8jUQj6BRF5zfGXwBeAncA48DTw8TP2/ziRwxklShpxar9EjYCT6/Nu6n9u679EHRKRf9N3zOvOgPWGqIFy5t+3XYbp66X3mTad/H5hmzYoA8lhoAlUiSrvh4BEf58C3rnm2P8C/MYZv99HFMZ6K3ACooQi/X3fAn7zHNf9KPDbZ2z7e+BnzmPngxdRnruAyprvj6y9DtEakz1AP8tv/zXwiTO2fRz49Wtd7/7+n+1f2wfawPec59g/Pt+5zji2AtzZ//vXgUfX7NOABeCBc/z2FuCpvk2qf125mOvGeg+f3hupOfAr/fP/OtEauW/r23HLOY5/BPi5iyhPvn/e3Jp79Yk1+9NAAMye5bdv6v/2c/3zbCHKXvU/Xwd6P0gUSr8DSBA58xD40Q3Ue6Svw48CJlH6yhD48IWuu5Et4O9XSuWVUnNKqX+klOqs2bd2yas54Jf6b0FVEakSJQSf7n+Oq74KfY6c55pNor6xtWSBxqUY3n+T/7CIHBGROvANIC8i+jnKcIToxoxeLZsugoHrLdEAtt8hCrOffDj9V7mMQWYi8r9JNJCk1rcpx2v1PFUGpVRItFTadwzO6LcCvkg0FiDVP0cB+PeXatMFiPVmoHrDxjxTOoBH5DB6SqmvA18D3n0phvcjFr8tIq/2nymH+7vOpXkTKHMWzfs2AfyOUqqqlDpM5Kjeeyk2XQQD11sp9TBReP2viDQ6TPSsPHYphq+n3kqpVaKI0L8AloD3EKWwvKBNGx6CPgdrb8Y88O/6N/rkJ6mU+nOit+4ZEVnb/N98nvPuAU71VYlIiqh/bM8l2vdLwE3A/UqpLNFbHLw2DLF21ZDNRP9JzzYIYg9wxxlluOMybLoSrpbedwHfUEo9qZQKlVJPEK23eUkjyyXqf/xl4EeAglIqD9Q4h979h/4mojfrMyn2bf59FfW5rxJ1J6z3w+l8xHoPVm+4epqfLbx/Ofl9f4zoIf4g0cvOlv72c2meJtL2bJrvI4q4rbVj0DmHr5beKKX+X6XUTqXUBJEjNoAXL9G+9dQbpdTXlVKvV0oVgZ8EbgYev5ARw+qA1/L/Af+riNwvESkR+R4RyQDfJgpr/TMRMUXkB4n6ZM7FfyfqF/mhfn/WrxL1v758nt+YIuKs+RhAhugtsyrR4KpfO8vvfkJEbhWRJPBvgb9USgVnOe4RotDGP+v3ifyT/vavnsemq8l66v0E8MDJFli/L+gBzt8nqZ+ht0Wkt080sMEQkV/lO6MGrxORH+zfn18k6vt89MyTK6VKRCMn/6GIGCKSJwoZXU4/6XoQ6z141lPzbwBHgf+jX743A+8AvnSe3xhnaG4Sae4Cq0CSaKTvmbxXRN7Sv0e/QdQNMH/mQUqpNtHsjl8WkYxEA0R/HnjovKpcPdZN775et/XPs5loBPrvKaUq57n+VdW7b9fdffuzwH8A5pVS56sDEReKUV+ND+fpWyV6c9pxxrb3ED1cqkRvTJ8CMv199xJ1/jeIKt0nWdN/QBTifWDN9weBl4kc6CPAlgvYqc74/CZRGOKR/rlfIRpcoABDne53+L+I3oDqREPUR9ecdw/w42u+303UR9YhGgxw93Wk9z8BDvSPPwj80nns/OOz6P1NQCcaxFHv2/PLa8tE1P/2l31bGn377llz3j8A/mDN97v696hCFJX4C2Ai1vva1HsINN9N5EhawEvAD5zHzkfOovmfEfUxfrp/zSNEgzhP2d2/V38AfLl//W8AW9ec9wvAr6z5ngU+0T/fPFFjY73HOQxcb6K+2uf7Wi8SPWe/Y2zNBuj950RRolrf/vGL0TFeDSkmJiYmJmYDuBZC0DExMTExMdcdsQOOiYmJiYnZAK7IAYvIe0Rkn0R5OT944V/EXCmx5oMl1nuwxHoPnljzjeOy+4AlmvP6CvBdRPOdniCaDP3S+pkXs5ZY88ES6z1YYr0HT6z5xnIlLeD7gANKqYMqysn5CaJ5VTFXj1jzwRLrPVhivQdPrPkGciUrVczw2mwnx4hyf54TS2zlkLqCS954NKiUlFJj/a+XpHms96VzJXpDrPnlsEbzWO8BED9TBssZer+Gq7E012sQkZ8nmgSOQ5L75V1X+5LXFQ+rvzxfGrzvINb7yrhUvSHW/EqJ6/hgifUeLOfT+0pC0Md5bbrFTf1tr0Ep9RGl1L1KqXtN7Cu4XAwXoXms97oS1/HBEus9eOJnygZyJQ74CWCniGztp+r6APCZ9TEr5hzEmg+WWO/BEus9eGLNN5DLDkErpXyJ8hZ/iX7qOqXUIBcQuOGINR8ssd6DJdZ78MSabyxX1AeslPo88Pl1siXmIog1Hyyx3oMl1nvwxJpvHHEmrJiYmJiYmA3gqo+CjomJibmhEQHRENNAS6fAMBDTBMtEaQK6Dnq/LRSEoBTi+ahmG3wf5bqEnQ7EC+dcd8QOOCYmJuZqIYKWSCC2DeMj1O4cpVsQukWhOxES2iFaxiOV7qKU0OlYBK6OXjYpvCgkSwGJhTbaSwcJ2+2NLk3MOhM74JiYmJirhWiIbSOOjTeaprJTozsVkJhq8r1b9rHZLnN/8gD32gGBUuz1YN4v8rnynXwtvIPecQNUktQBE2L/e90RO+CYmJiY9UbTo5BzJk3vtjla0xbtMY3O1h6pYoctxTLbnRXGjDp5zcXABglIikdRbzJmNQgyAb2cgZfSojB1zHVH7IBjYmJi1hktlURLJfE3j/PqBwx++L7HKBhtttnL5PU2ea3NhN7BFMhoOiEKDY0xXZHSmtyRnOfh2ZsoJTK0qg4F09zoIsVcBWIHfDZEzr49HgRxZZxL17MRa70+XIrm5yO+HxePCGIYkHDw8jYzW0r81sSTaET3IuSklonX/CwkxBQNh5C83mY02aKdsQgcJ24Brxdn/n/Y4Hp9QzlgMS20bBoxTVQxhzuVIbDOPhMrcDTcnEZggdlSOJUA3Q2xT9RRxxbB8wh7HoTBgEtx7SC2jV7Ig23hTxWob00S2EJgQ2AJCEgIqOij+QpRkFoMSO1bRVodVKNJUK9vdFGGGxE02wbTREunCKZHCJIWoakR2NprJhsqEQJHCA0hMAUvDaF5dictAVgNhdEJsWsBiX1LhOVqVPddd8MfXkPHybCzbdO5fwel2026Y4rvHz+EhuAT0A49PBSNUFENLbrK4NnuHHtb07ihQcO3afsW89U8zb0F7IpQ2B+g2p2NLt01g5gWYhpR33s+i7JMwmwCt2ijDCGwNQJL0HyFU/Iwq12k7aKOLxK2WgO19cZywI4Nk2P4GZvqzhSrdymCVHiWAxVmtst9c0fYnlrhW6VtHHh1Er1hMvbUCMVmB9XpII0myo0d8LnQklEIzsvbLN9jUXzHAjfnSmxPrnCLcwJdQlqhTTc06SqTkpehHVp86vl7mHpolORyD+uoCc1W/KJzPkRD0ikklcSbKbJ8b4ruCPhJRZD1QT/tKMUISeU6ZBNdZpIN3jX6MrPm6llPu+Jn+ULpNl4tj7JwJMcWJkjsA9VqQ88DFd+TtYhpoCWTSD7LiQcMfu79X2KbtcI99gkgiacCFgNoK5N5v8i+7hQlL83nDu7GfyWD3hOMNuhdsCuKHc9X0Uo1VLtDUItfQi8KTUdLJRDHQRWytLbl6WV0WlMaje0Bygmws21Gsi1qHYflvTnS8zbJlZBcqxM74KuCpiOaII6Dn3PwshbdohCOuSRT7msOFQERxWS2wTsKL7PbPk6gNJYaaZpOgm7eQWWS0fncHsp1z3HRGxcxDNB1JJWkV7Bx8wZuUfH60SPcmTrKzfYCt5rRw7utArpK0Qo1loI09dDhi7lb8B2bwNRQRhx6OyciiK4jloVk0oS5FL2ChVuE3mgAKZ90roOpn3aUhh6yKVNlMtFga2KF96T2stmIQqEh0cuohoaGsBqu0AgdHN3nsZZDL2PjpBJIECKaoM7y7npD0p/nq9k2kk0TZpP0igHvTO1lWu/hiEZTudTCgBNBjmqQ4khvlAPtcVbdJJ1yguyyoLsKswVGV2GXPeRECX9lZaNLN9z0Q8piWYhhRC3fXBaVdPALSboFHTer0R1RGKMdUokeU9k629KrLLtpnlhK4zYNdFcDc/Du8Lp3wGJa6JumCPJpmptTLL5Bxxv3yI+Wed/MqxTM02P7NU63FEbNBrvt4xT1Lm9M78fcGrDSy/B5tZsgMYpVVYw9loIXX96IYg0tmuPATVtxJ1I0p0xK94VYYy3unFrgnbmXGNMbVIMkD/XS9JROyc/SCByagc1CN0fbN6kvZMi0Q3Q3RPy4lXVWRDAmJwjHC/h5h8XXJ2htCSDjsXPTAtOpGhmjy4jZwpTv1DBEcMTnZW+U40E32qZMNAmZ1FtM9BND3JM4zJjRIFTCU3fdTLc4QvZQBrtWRzUaAy3yMCKmhVbMI5ZFd9cEpTts3Dzs2nWUMb2HB3y2uYMXWzMcbo3w4uFpaJgYTQ2rIug9mFwMSS10ET9EdwPEC5BWFxXP+z0vYttRxMGxad+xiepOC9+BXl7hpxRhIiqcLj8AACAASURBVMQZaZF0XLYk22zPlkjpLpvtMnPWCuUgTe8WgwPjo1RezTLyXAY5ZqBCNbCI2/XvgB2b3kyB1iaH6g6NB97xPP/j6BNM6nXmjABTzp2N01MhIIzZZd7iVGiHAXmzzefyu1ldzpA+kcF+cXBluRaQVJL6jizVnTqtOZ9feOvf8oOZF0mKkNEsPBXwUC/Nlyu7aQUWK500rZ5Fp2fSajkEPY3EcQOz2UNzffAD4qbWdyK6TjheoLEjS2tCJ/fgIv/Pzr8ho3WZ1nsktdORA53TfbxtFfBCL8u8N0JPGezrTuOp6NhAaZiaz+3OMRxZxRHhTqvDvdYCKc3lhdumWB1NE+oWky8kIHbAUbfWSB4/bVO6zSbxXcvcWVjmvcUXKGoGJ4KAL67s5tlDs+hLNtOPhyRPdDGqHVhYQfV6EASooF/HVTREKxygE7hWEctCchnCbJLleyzyb1tkItng3vxRbk0cJ6N1mDXqJEXhKmipyN2NaT5F3aYdlpjdtMqr4xN82HwLvUIG2zAgCFGxA75CTqZ/sy3cEYvWhIY7ErI5UWbWqJLTAtJa4tTIxJP4RBPiy2GPl3oFqmGSvNZmxqgTYOBoHqPpFq22TZBw0BwHFYQo37uhB6WIbUchuFyWzohGdzREz3oAVEODshJ6QFc5nPAKhH3dbd0nMDREFJ6v42s6XtaiNWXipXUSlo5lGuD5qEaDsNOFUN3wegMoK5oj6ifBNnwChK4yKIcBDRXSDg2qYYJe38GGaLRCm+c7s5zo5nFDnXovQS887awtLUAfUcwaVQIJsHUwRccUH5EbW+/XcDLsnErSnczgFgy6o4qdmSqbExVaoc2TbpLD3ij7V8fQVizssmBXfIxqB6m3CBoNlO9vdEmuLTQdLZWMurnGinQ35fGyOt2xkK3ZMhN2nQmzRlJcdBSN0KQrIYt+hsPeGJ7S2WktstOsEAKOeMyYZbKOS+DkkVQSuu7Ani/XrQPWbBtJJFCTYyzdpzNx7wL35Eo8mHmRaV1hinFW57sUuJQDk4ca9/LRb70V54RBd9pnx84FRpwWo1aLt43t52lzloMzO8nMbULruoRLK4Td7gaVdoPRdLS5TXQ35+mMm1Te4vK+W1+gE1g8vHILn124g0o7Qa2WRClh00SFu0aOMW43KGZbJLUeAUI7sAkRTuzIc/DeEdqexcHlPLI0idnQGH/aJ/VyCem4hKXVG1dvAF2nO+ZQ3yJ4GcVKM8VHF9+KrzTavoUX6MxX8nRPpNBcDQlBFIgHdlUwmwoJQHdBCxRKQGnRCPUPvWOa3D1tZswKt8oqSR0aQYJmNYlV0rHrCm5kxyFyKvTZ2znN4e81Scw1uHN8kR+beIykuPzXxbfyxP7vQeomxReE8YM9jGYPY6GCarYIez1UELdwLxW9mMfbvRm3YFK+2UC9vsZ4tskPjx7h3dkXCJTGYW+Mx9vbqXhJ9jfHafRsji4VsQ4kEA+6N3W5b/thxu0GD+b2cJe9zC35JR6fmiaxdRq93ETNn0B5vatenuvWAYtlIckEXt5BbW/xazs+Q17rsMMMSItz1t8ESlEOTBaDLI+WtzL+LZ3icxXKd+Y5wBRHci5v2HKI9xUOAbC3sBN/NI3eMKBchRvUIYiu44+kqc9ZdCaEN+04yK9OPMJXO9P8xonvobmUxqzoZBYEFBx7fYG3jL/KuFXnVvs4s0YNXRQ6Cg0wBVKTGh6KL87N8fXqzbxcHadancRZSaM3TKjVb1i9AUQEL63jjgUoJ6TbsXhheQrP03GbNvQ0EscMZvYEmC0P8RWaF6J5AcZyHVVvQM8jbLejVtjJKTTZLK3pnRzaPYYuIXNGBXToKhPV1rHqgtEJ4UZ2HqIhTvSC35602HnnPP9081eY0WvsMBWN0OdAeZTC4xZORZF/ZoXglVdBKW7g15Z1QVJJGpts2hMa7h1t/vTuP+FuO0RDwxSdUlDnYG+cQ+1Rjrdz7D8+TtgwyRwwmPpmA831OdEs8KSxmWKuxZsyB9hspJlzVvm7guCOJnD8ENE1lHf1y3N9OmBNR3JZ/KkCnUmbTKpCXuuQ0Tx0onCbvqbvN+j3MdbCHl9t3cHjtS3sPTbJTC0aDGE1QsyKjqds6r0EGa3DuFnHHQuobUuQWDVJLt24fWKia3QnbOo7wSt4pAyXfV6CZ1tztI5nSB7XsRqQWIl07h5y+Cv7Lmzbo5jskLc7aBJi6QEailG7yaxTxhGfdmixOVHGDQ0em5mguitFYtUmtVolvEH1BlAqGimbmrcJLB0/adAxQQvAaQuaB4llhV3x0NteNHLZjz64Peh5KN+PBpwAeiGHmhrHKyRwRwOmrCpjRh1HonvWCBJYZZ3kUnTOU32WNxCa4yCJBJJM0Ns2QXfMorpD587MKiNai2qY4Jtdk0U/R2Ulw/Sqwq76SDeeM31ZrFlFSi/kIZnAnStS36bRnQyYKDRYDHI816vwkjvFK51JVr0UTy7NUq2mCFsm9rKO0RaSSyF60wXPx64qmksOJV9jfq6Iq5bphiYSgIQKwsHV7evSAYuu09s2xsodCTrjirdPzLPN8DFFxxbzNc73JD4BR/wEH3rubSSfSjC2HJJ+aRm1sEw6naCXydEtGpzYnGVab5NyDnHbHUd4MTuNddhh25ECLC1vQGk3HrEsVu4w+Jn3foWi0eSoO8KflN7M1w/vYPoRyO5ZAc9HulFIJ/9iGj+fQGkOykhQ1wVlaAS2oHTh5QmN5hz46ZC77jjIr84+RDWdwH+zxvPbpim/mmHHsSIsLm1swTcQ1evhPHeU2fkc6BrK0EDTIOw7WaWQjotqtk6Hi0OFUioKf3ont0Ut2WDnJo6/LY1bVNx8+xHemdxHXgvJaNEj4nB3hOJLiuLfH0e12gStG2yErqajTYzhT+RxxxyOvVNn7NYV7syW+cDIo+wwu/x1c5Y/OvxGVmsp8k9b5J5eQJptwvqN+6J4JYhlIZaFls3QumuGxoxBcw5e/46XeHfxRUp+lr+r76LspXjk6VsYe1zH6CiyVZ+Rhof4HbS2hwQB0uwQVmsA5F/JoAUJWpMOj23dykr2OSp+Et0FvRONQg8H9MJ0XTpgNKGXMemOQm8kYNqukdVOh51PtnhPOuIQRaAU1TCJWrIp7vOwqh6Uq4StFka9jVNOAzrtnklKE0zxuCN3nNaMxcHWJGHiBs7Vquv0iiE/lX8KS4T/4r2eI80ibjlB+nCLYO/+1x5/DARO9cDrRHOHtWQSLJPkjhk0L4Vb0CntTLPJ8JmmwQOF/aT0Hl9r77qx9QZQimBlBdZjnqgIXtaiPR2ij3XZnVtg2hCScnp+cNVL4pQD/CPzV369axRlW3h5m07RwJpr8BNzjzNp1NhmNMloNhU/xdJKDlm1SC4HqIVlgk43HsV/mYgIYpmoRKR5e0roTfX4vtFn+IFUma90GjxZm+Noo0D6kMHot5aQVoew3iBstUGF3+lINR1jtUkyZRAaFqVOmkao0QlMJFBIEEZrMg+I69MBA0oHZSjQ1al5kKthhyfcEVb9NNutZe62ethicMBz2e+N8vX6zSSWNZzFBlqji+pGSTZUq01iqYPes1leSfFodwxHPDJ6l5tyyxzOjhCaOuuUdfeaQctk0PI5wmKG0AlphBq10Oah+duo7B0he1zQam0uprdQhSqakqEU+mqT7GETt2ZwbKnAk9uLOOLhKZ2M2UU3QpQmN5ze642ezaK2TBNkHFZ3W4zvXGZbbpXdyeO4KuSY3+PDpbfy+PIcy/tH2bXU4IYLpGo6mmVG/b3bi6zebtItKm4fX2KntUhb2Xy6eQvNwOETB19Hco+Ds6pIHe9EfesqjMPPl8KasLNsmsKbzOGOWpRvg8RNFcYSXb7V2Mkht8YXFnYz/+IkVk1j9ECANFqortt/jpxDdxUijRb2sokomH9qig+0f5bG8SybFgL0pot0XAiHpAUsIn8IvA9YVkrd1t9WBD4JbAEOAz+ilKpcPTMvDZEolBmagKkwtSjcdti3+NjimzlUHeGtUweYG/sGRQ2e6G7modKd7F2ZIHsoRPYeIgyC6EYCYbmK5rokMhkS85v5XOVOpu0aU1aVHbklnhmZIbRzrFfOpj3qSUosYGGvLdPQaa7lc3R3TdAtGmjpHuXQ4YXuLI2nR9j6tx2MeheWShd3sjAgdENwXeRoD2dllUQuS/nWWb64+3bGzSiMN242sGwPpZnr5oCvFb3XGxkpsHxfgfakENze5Ld2PcStZokQaITwaGcrX/zyvcw+3GNXrYl26NhFvUxdiLV6v1HeHdkypHprlonkspBJUb7VJPG2FXZmqvz45GPc79T5emeEPz18P8srWVJ7HGa/VInSRzaaBP0XymHgmqnjoqE5NmLbdLcUWd1t0x1TvO4t+/iVmc/zaGcbHz7wFiqrGVIv2ez8cg29XEfVm9G0rlCd/6VHKYKVElKpYh9Psq02TXcszXi7h3mihjTbqE5nYCPUz52F4jR/DLznjG0fBL6ilNoJfKX/fagIdQgthdZPedhRPcpBmhPNHJVaioVuDk9F4bWSn+VEM0er4WC2wmhk6Jpk88r3CFsdVLuN3oGFTo6lXhaAEb1J2uoRGv0VULQrd8PTzHE3bzlz8/BpbugETtR3q2kKTxk0QgezIZiLNbTVepS0/2JRCpRCuS5BrY6q1dFdaPk2zcDGUzq6rH94aGj1Fonq07k+l7nSUZSyzyJMJXALgjsSMpFvsM0os8lIYAqsBAmO9Yo4K4JzsIR+vBTNwV4Hhlbvs3ByNoVKJ/AysCVXZnu61B+gZuApg0ojiZQt7LJCK9UIlksEzdbQOF+4djQ/tYhCMkEvZ9ArgJcPmUuWmdVDUppLvZFEK5k4KwrtxAr+0WMElUoUcQiDC+qufJ+w2yWsN9FXGzjLbYxKJwo/99PoDooLtoCVUt8QkS1nbH4/8Pb+3x8DHgH+5TradXmIIEYULmpN6oztWmY02aLkZfiz+nYeqdzE4gsTJJaEJ/VZatMmeS3gkdVdLD87QaokJM4WZlMKFQSorktmPuTF5+fYU5iieFuLdyVfYXOqwvOzmxi9dQd6pUmwuHxFc8gKMkZHfUdS8KHTXOkaoRmtrKOAapik5icx2kC1jup5pwf7XAr9+4hhEJpQtFrkjA7LvQwnghzdthX9Z1knhkrvNSE4LZ9DEmefModSqFabsNHsZ1K68IMH+qlCd2yhN56its3Cv6/B/dPHuDd3BEdCSkGHj1bu57NHbqOykmHT4QBVb1z+vTwLQ6X3BVBbplm+r4BbEOS2Ot89socxo87/z96bx9iZnWd+v3O+/bv7rVt7FauKaze72XtLrc3ySJbH0njsgWM7MGbsccYDI4kHiYMEE0/+CYIAgRMEQYJMAowMDzyOx44NWwM7lmzIsraW1VKvbHZz34ss1nLr7tu3npM/viKbLXVT3FnF7ucfLsW6/Oq95573nPd93ucxUJyMU77b24s4kad2VlO4FKIHg633Ynv1fXdKzI2ZKQaPTBCVDDaeg6WnL1GwAlZGZf6blZ/klbV5/O/7FC+l+JcHGcnwNg86MucxeGSC7kKWBoXO3NmKF2Pc7526Ly5st9sDntRar279fg2YvEvPc0cQRjbLKFyH0aTmV3a9ji9D3ujv4i/aT3Ly8iS1I1BcHnFhIkf7eY9J3eXk2gQTryqcZoKx1nrvWT2VoqOY/PKIsTd8hlMeK3vLTBs2e/w635sW9PeU8FcsZKN5L4a4t1/MhUAZArW1irqpSzdxMUeatNm+fSk9IRGGRJgmytLUrB4FGXAmmWBlWEINLGQyutf9yAcTbyGvGSxQLRFX/Pe+6SqNWTeRW+NERNFNqSoJz6O/t0h7t0l/d8q/fOzr/FLxDLFWxBqayuArlx4jfnGMsaYmf6ZF2mzdj9vctlzfo7kCjY8kFCb6/MLSEX42fxaAM7HL6WiCw605qscU5dfWEf1hdvPdORKS2y7myWSJzScswqrm4PPn+ddLf0o9tfmtc/8RZ85M4V2yWPhmC33iHKQp6g4EYYTr0l00aT2RgtRgK4TUJJ7L7BEPtnECvgattRY30KgTQvw68OsALv6d/nc3hLBtZKWMLuVJPU3N7OLKbJp6lFio2MAMNcYgxghc1pISBRkQDS2svsIcxhDfYPpaK2SiMCKNTASpFhhCYMkEZYIys1vhXTNBf7/HuEHM72u8U4URaowQdCowhEYKjTay3plOjduSdBOWmUnC+R7KBl9GSKFpRR5rvQJyKBFxet8IQfdzjQsptg6RLtFkgcG0zXs1u4UCN2fi5D1EnCIHo0xCL1XoILh2K9ZxRgSSjpOJR1RKjKoGwbhGViKmrA554dDSI9ZTi5W0RKfnUWxp3LZCjO5/H/OB7ynSyPqQZib1aeRDqv6IkjFCAYHWHA1neWs4x0qzxFQ/zUa+wujaXPVOwwPdU67G27YYlR3CqiYZi8mbIfXU5lJS5Uq7iNUwcVogBsGttbZ+AMJxkJ6LLhUIywKrHKK1II0lOpXcT6bh7SbgdSHEtNZ6VQgxDbzvAKzW+ovAFwGKonpPfzQxO0X30DhBWeIsdnnCWSFF8G2hiFIDIondSTA2u3hrRf7ftY8w43dwLzp4F+uI7uBHz+wlCpmASEBpuaXAkqINslKscc+S703F/H7GW3e65M7ZOBWfjYHNmNFn2u5k5bpds8hhcFuSkUa1Qrw4SVSxicdj9tgbbCQFjlyexTieo7KqkZ0B97jI90DWuHAcRD6Hmhnn4ucddj93CbF1sLkKpQWplqx2igzaPgQSb3UMpwlWX1O6EGB2QozuEL3ZRGsNS7MM5wuMxkw2PxXxqUdOs8ff5KC9Dni8HRX4o8ZHudivYh7NUXutg+yPbp5Ed+fYNnuKUcyjluZIijad3QZLkw0OFDfwZcjp2ONEOMP/9NrncY96FNY1/pk6qtXODjs75/YL22RPMUpF1N45wpLN+vMWz37yBAfy65zuT/BfnfqP2ejkcb9TYPpItq7ZeG//6puCNJCL84yWKgwmTZKn+vzawZd4rbOLV9/Yi7dhkFtX6PDey1DC7SfgvwD+KfDbW7/++V17ojuAKvl0FwyCqmbfWJMFM2WgFaZMSZVExAJzkKA7PdyW4lR9nDW/gLsJrGXECZ3cWH9MaL01L5ZthBKBgUZLjZbcy9vvtou56g+QSmMFJWQwhS9DSsaQxIe0msOwzNuSjNQ5j9GUS1CReKUeU0aXrnJJNl3GTivcZoLu33MhiPsfbyEy0o/rEFddak9s8B8OfAlLZKQQiUBtHc9jnXIkMjgSzrMSVbKe7VoRq2kiUwfPM3EsAzkYIpQmmMjRWbIYjcNH95/nX03/NTmpqEkbgOW4yusb8zRbOWrLGnHyPOn9tcPbNutbuC7BlE9QNTKDhWKdA/4alkhZSSocG87gHvWY/1oP2Q/Ql1dRO9M6cFvEXLgOw1mP4ZjBaCniN6f/hr1WwG8O/gGXT0/gbBqMvzHCeOkttNKkd3DIEYZBPJ6ns2gymhB8fOE8/0n5MABvDPbjrWfqZfdLavVmxpD+iKxRXxNCXAb+e7I37E+EEL8GXAR+8V4+5M1COSZRAeKSomyPkEIQKlgeVNjYLGK1JUaQoJMEt5Wyea7Ahpdjqq7emdm7AbTSyCjBGirMUSZ6P9IRvgyJJhJ6Iwsjdih5LlwdwL+N8t1b+vu0qBMTAjyxFeftF/M0RScJIk4QCQTKwhIpYS3NJCM3b0EyUhpIz0VYJvFsmfY+g7CsydsxLw73c3I4hdMwcJsRdiu8q2YA2yreWoHSCKWJEoOhjrFI8UWWKK8aiBhCUJIhU2YbA8Xe6iZnhaaT92mlHv2uhdM2yc16iBS6CyaDOU1cTpn3WuRkttY3VUSqI17tL7G5XMZuGLjN9J6OYVwf7xf1lwFqbIf1LQ2EYaALOfqz2QatJgPmnBbjZpdLcZVjwxmOtGexuyD7QVZ6vluxkgZGpZSZyHgOSa2AcoxspNLM3ncZa2SUZq2wzR70Bpmm949wVtpWa3wLwnGyeFdL9GZNRpMarxiwklQIdJ/jjQm8FQO3qTF7IepO4nyV3GhbRBWb4QxE1ZRUC45FBU4MpnBaAn8zxWqH982l6mZY0L/0Pl/67F1+ljuDEERli2BXRHm8z8H8KgaCtrI5cnmWwhsu3obC2OySDIb4h5fZszmONiXmaov06uzXjRKmVojuAHfdJnFzrA0KrKcJ81aDzz/zFhf2VzlTWKD0ZgU5CraYo7deyjgkPnrt91/Tf3pEa/27W3/cVjHXaYoeDBGOjYwEzTRPwRjx+KGLnJ4cp3k2z96Vm5OMlJ6LmJtG5R3Wnvc48A9P8UhhnVebu/i/jv4YYdNj7kiKd3j52oZzt7Bt4q11VsaMImSYMhg5nIldSjJk3ozxtpIwgEQyYwrKcoPY2eCQe4n2lM9QO6w8VWGobM6PxjnWmiJMDSbskIo7pGoP+anSEarSpJ4mvB7OsJaU+PKJx9n1FfBWuhgbLZLo3pXgro83wNf0n25qrRs8yPUtRGZzZ1uEuyo0PhZzYGmV56rL/HTxTVyR8rftg3z91H7YdJg/F6Mvr6Hj+I76kddDei7JgXkGsy7DSYP2syHVWo+CE1Hz+kihWe5WaHZyxD2H8uE85bPZgdQ4nY3ivB+2zRrfgjAzfWed9+ntL9P7xJCPLFzEMRK+0XmUduwxeL3G4l93kL1hVna+Ay6CMIys91vI09pnMvXCFcrOiCC1+OLap/n++UXmj8TkDl9CByFpcHfe0x+Fh0oJK7UlVn7ERL5P1ewjkQTaJO3aeHWVnexHAaiUZCMbxhZAegtjHDqOkYMQc+gxiE0G2iQnQ14onGG/n+d4dRbtmNnJTj7k3idag04hihFp5phTEAFPlFYo20O+M9h305KRwjJReYek6BDWND8/8RqHnCuc6E0S1X2cTQN3Y0j6sOttaw1pikgUSWLQUDkAxnWAs9UHVlvdb1eYuIaJRDJtAARAgCRjb54tHOGV4i4G6h3xhZwMmTe7OMIFEtaSEheCGrrhkDu9ibpwiSROttUM633BVea9bRMXDGqTbX5y4jgH3CvMG4oU6MQubDo4mxK7Pbp7h8CttpWwbaKyzagmGcxont93gc9UTzBjtdhnbWIIzfdGC7w+WORUd4Kz6wt4TROhwTB32FYuJDg22ncIi5KlyQY/NfYW58MJjvamWRsU8eogziyT9vt3vh63RvtwbOIiPF+7iG9EHO1Os9yvoFs27kafZHXt7vx8N4kd9q69D7ZKR6ktyHkRFXdIT7m8HLq8MlrCbhj4GzFWO4Srp1X9jqVapp5yE2+w1jAKEF0Tu5uj2/U4HMzhypgJs8eE2UPmErRtZkzWJPlASPfpNMVfFfzfZz9NzR+wO9/gsfwqb1VmGE0VKczPoYdD0lbn3SQVITJ2rm2jd02z/rESw0lNOhfwSn+J48EMr59doPy2xGkrrHr/rigxbWfoOIEwwmj2yb0yzb8I/gnCVNhujGlmiVdrkFJTyw+YzXUoWgFP5C6x296gbAw5YCXkhUNBaPZYGwT6nUOQK2IKQiMRnI4r/O6Zj9NaK1I+LRH9YfaZ2GYzrPcD0rZgZpJoPEdv1mRfucFBdwWJ4vWoQCPN88byPJVjAqedYm72bn0tCoEwDDAMjPEa8XwN5RqEZYuoIIl96O4BPRVQLg94trTMvJ05LRWkwgD22NkB1JcRxydn6bctlGniuc6N/+9tBuE6hLvH6e5y6O4WPFesM2u1eH2wyOHLs8Rtl6nG3bO9NKYmCPZNElZMgvmIQ/4lYm3yvWiJjVYBs3d/JyuuYucnYLE1tmGaJK5gIt9nwW+yGRf4cvQkR1qz5C6Bd7oOQZiJo0NW7ruNOn/a6yGGQ0zfRWxM8K32Iyz5m/xM8TDzhqJYGJG6LoZto6P7YCi5DaCThMqpkHpunNNjNYqfCviV2nc4MTnFG7uqWL1J7PUBcjBEBe98oISR2UYK36O7v4T5U5v8s4U3ODWY5LsbS7T7PqWXHab/chk9HKL6PyQk8NBBxxE6iRFByNwfDdH/39YcsHy3aJ22THqPTPHm7lmioubbB/fw/Mwye/w6Y6VXyZtQMzwKMgbevQ6dLZOFV4e7Sb41xtKbIc5GE9Vo3rfe13aDcB2GSyU6SxbdPYpPV0/xMbfNG2GOv+o+wfnBGPZbPpNfvYTu9m+PdCVk1ve0bcJ9k6y+4BKVNGJhyBNzK4w5Az5RPM1jzhUsoXBFioXGFVCQWaXjcTvkoLXMI84qLy0tcUFNktom1bx394NyDyFzPo2DLu0nY8qTPX68dJwDVoffCYqYR/MUNjSF5dHWGN2dp8V4V43VjzuENcXzB87zOf8CV1Kb3wk/SbrqkdsUiOD+79cPQQLOBBuEbaMsyFkhBSNgM87TiT1agYc5AkZBRi2/0xPVVuIWcYKMBI0wR9UeYKHISwfTUO+5YT7UUBqrH+M2bJQpCBKLnEgoWSPiHIQVE2PoYNo2RPE7NyzDQPgeqpQjLEoWSk2e9i6wGpVo9XzCjku5rVD1zVseZdrR0BodRyQ36J0L0yTnP0rs5zECQWfK43x+DImmUXCY1BGWMN7VN/5B9FMHu6tx6kNkZ0D6AfT4vQbDIM4ZREVQ+TSTmBUOkTZYDYqsDYrYXVD1xm0znq/OeGNIEt8grGrSSszu8RafrJ5h3OxxyFlhwdSEWlFPJT1t4IsESLCEwBcWjjQZk0NKdoBwU5Rt7rz9xjBIfLAKESUvwBYpsYZu5GJ1welojEGEvpNqzHUVhyhvElYVuhox43XwpYGRakaRhTkUmCONSO5/fW3HJ2Ajn0MvzpAUXAZzgufKyzzjX+DPGs/x6uo8/XqO+Xaa2VPF8d1jLMYJTktwfG2SUWLRKe+sEtDdhE5TzI0uZcfAGjqcbY5xdHqKvBGinumxi3+w2gAAIABJREFUsuiSP51jRi9iNAeIYZCRtyol1j8zTWcfJOMxT1gBx8JZvnFpH853C5QamtKpG7M7P6jQSmOutqhoSH0Tb9OhU5nhxblpWp/w+LGx0zzirPIxt01evPfa9I2IOC+IxnycRCEMif5gFG2uQZhZ9YxKifYeSfpUj/1jLWasFqFOeGnwOC++fQCrYTJ1Obmz/cMwELkcODb9GZPqwU32V+o8kl9j0d4k0gZ/2X2StajIhcEYb1+cQfdN7LGAJ2dXqDkDfrL8Nj/pNUkRKMRD0apvDT1+f/VjlOyA4yfnWDgV460OkPU2yR3E2ygVUXvmSIoO9adt9j65zIHSOgf9KxyPbF4LFumfKzH15tZoY+/+V9h2fAIWvsdgV5HRmEEwG/Pp/HH2WSN+P7EZrBRwNw2cxhB1Nxr510EnCU5TM7zisyw17QUf2JGzgHcOlaLW61i9AcXhFKv1HKeCaXwZ8c8e/S4Av1P8JN0rPl7Rxm6MMBoG8XSZxkcTfvUjf4dC0E8czgwn6V0sceDrTcTyKjoI70hu7qGFSkkuryBW1zCEpGxIkJLkmf28UV5iY6nAJybP8bj9HfLvoy3vyPhahcIcOsiddou6CxCmifA8VMFnuJDwa4+8wrTVZsoYECN5oz1P+U2L3FpK7nz3jhKwME2076JzLsMpwW8sfY8f909lyVQLlpMK36rv4/TlCYxVh/nvpPiX+7QeK/La8/vQ5Rjz8ZS/53373S+8w5PwYOhwuDOPTiSloya5IxdI1zey5HsnzOdCgc7+AsMJyejxEf9q8Ss8bvc4GXscDWf5fmeJ4llJ+XvL2T7T7tzFn+rmsOMTMI5NWJKEVYGVj8iJmGtGdQpECuJmSVa3AqURW6+vlCC9Op8pFcqWsNWXRogPBKNUJwkiDBGjGKOb40h3lpIVsD+3RkEG5HMBw/EcyrBIHYnt24wmbeziiGm7zUZc5HR/gsbIx2lJZD8gHQV3zQDgocR1PAYdk5HaohQ0SKExttjS6n126IIMiEqaUU1i9W08x4Eg/OB42AqB8DxEqUBScpC5mGmrTdkYMlQm6yQ0Ax+rp7G7KSKIUTcrNXl17lRu/R+miSjmiSaLJHmL1NWsRmVOmJP0lEs79VkJK5yvV5F1G7cpsNsRsjPADAqIVKB0pr730EELdCIhEcgkW9O3XfWSxrVxsrRWYlSTBDVNqTikagwpbAnP9JTLMLExQp35vofhAyEf7vgErCoFGk8KrN1dPjV3gaoRc3Mui3cBmmzxXPeZLDghwzELY1jB0hra7fvzLA8YOk5QSmNsthh/vcxb3QOEkymjpy2eK13g2cnLHP6cZhBZbA5t1NBEehE/tnCeohzx9d4jnP7b3RQuamaXA3SzdU3H+EP8aIgtG7XEt5DFmD2lTWadFvYNlNmecpd5/CPnOLevyvqrFRaXaxhaZbeBD0DPXRgGetcU3b1FBtMGe2eWecE7T1s5vBwssRkXuLRcY9+ZEdblBrrTvWmpSWHb2Wy75xHtmSKYcBhVZNZuKadgJPzhm8/zh/ojyIaF3ZSYAYxfUnj1CGOUYK61swORgLSQkisFjNn9exyVHYqtSRiZzxE/vshg1qE/K0k/3uHQxDofr5xjxkgBg3pa5Mxwksu9MtZAo3u9TEP9PqlfXY8dn4CTvI1cGPAPdh/lqdwyBXF/T4hiKwmnWydTz4xpFQR2ycZsOtm8m37Yh2fI3KJUiur2KJ3s4bR9WvssVvaXOFSweCJ/mU+UTgNQTwpsxgUskbLk1PFlyPqwwMQbCbmXzqLD6O7M/n1QIETWXzRNlC1xvRHTTodxs/tONeg9sGCO+NWZv2NlvML/2vj7pCUPs+2hU3XL8qE7EkISVz168wajSc2j5TX2Wzan4pCzwQRn+zWsTRPr8hrJxUu39tK2jXBddCHHYM6lN5/dxGpPbLCvXOflSwvIIwXsLhQupeTPtTIW7kaDtNXK3surI3oCpJdQ8AJKxgjjBu/pBxVCimyO2/fozzt09khGczG/uvcNPl98k3EZUpIeCkU3dVkLCvRGDtVQP9DD5o5PwAiBaabkjZCcDJFCoLSmG7tYXYnVBxndg/kulWIPNHZbMqzY12Ytw8TEDDTmIEF8QMaQrodOU2QvwHZM/A2DC2cn+eORy65Sm0+MnaFkjCjIgIITEGiLE6Npvhfv4dJGlYVBJupxQ0eqD/FDEIaBUa2gCzlGYyZj+SG7nAZjRj/7PKC4mERcSooYaObNLlUpCTSU5RAsKIwNaO8rkyvO4V5owWC404wFbh1SkDoZGzd1Nb7M1L/ayuF4d4rzzSp2R8CtsmOlgZibYrBUJioYtPdJRjMJOIreyOVoMkW04VPZ0DhdjdOKEYMAEcaoqwpkhoEsl9CeQ1iWVCsD9pQa1MwugU5pK5u1fgGjYWF3yT43OxSmleDnAgQwnC6T7J7GyvnoTveGVpjSdRGFAsI0UGNlkjGPsGzR3icJFiLKY32q5gCl5b02brlt7PgErE2B78RM223KcoiBIERxqV2mcAHcVorsDO+6gIMOQvLLQ2TioQ2LK3EFaNKPbbzNBGutg+71P3AlVB1F6JU1zLpNdbWIv14jLpY4/lyV4mdHHCqscNBd4RFrk9PxGP/29McITpTJrwiclQ3UcHjTqmQfIoPwPKL90/TmHNr7Jb80dZIv5E/iC4ErbAKd8Oe9J/jSpadwzYQvTL/Np3MncEXKbquLRZd/vOdVfu9nXmCj6TL1zXHKyyvvmtl+GCGEICpIggkFtZCalZV3z0YTvHViHv+iReVMih6Obul1petQ/1iNzueGlAojfmLqPM/lz/Ni5wBfe+0x0jWT2kVN7dUmotNHBwF6OEIrhdpKpDKfI1qaICrbdPbBb+5+iRe8s1hCUU8FJ8Jp6hcrjL8l8BoJ4gEweO8WKoUh/2juCHuddf5P/zOsjGZwGz5jb5eQL3fftx8sx2sE+yaJCwaNgyajRwK8/IDPLZzi08WTGELhipiucinI6JqC3HbCzk/AQmAaKUU5whXZ4k21JoxMcj2N3UvvzU00TTF6IU7TxBwYhCq7AUeJiT9MEcMAFd5/L9UHDq1RgwEMBoj+AGc4wnUd+tNzdCOPWJnkRMSc6dBQffpdj9IlgV9XiMHow5Gj24AwJFHBIhiTRJWUJWeDWSPzbVVolNZcHNVY3yhhWIqL5RpNN0/V6FMQiqJ0edq7wNG5aS4Ux+hVp8F4H+r0QwZlCZSX4rkxvsxU8nrKw2ybeBsau33rhCBhZkYOn959hr3+Bn8vf4zHLU0nzfGNwRN4G5rcWgyXVknex/RdWBZxwSIsS5JSwlPuRR63BfU0YT21aaZ5zK6Bv5lgt2P0Dq4auWbC094Fnnc6fHdsmf8wM4myDQqXbTzTfKc3q/W73Oa05xBWTMKSZDSX8tyei8x7LX6u8iovONBVAcdil7byr5FkfwgPeHve8Qn4/RBHJnY3xepGcC+8HS2LaCJHb97JWHbGB3QE6QYQhkRYFtqxSR1BxRlSs3oUZIDEoCBCdk01WX5kkjhvUDxWQNSday5LH+ImYdkMJg36CwprcsSYuXWTS0Z8b7TAalzhr08/SuGwizLhy4MneHlmF3vLm/zLmb/mkA2zZpePls4zbvf5y+kpWJrH7A1QzZt0s/qgQhqZjKVlIUtF0skyUdEhGFdU7QGBsvidjR+nEfq8fWWa8ikoLMe4awP0exheXCXT6VKB7oLJaFLg13rE2mQ9HfIH7Wf56tqjXGkWKZ4Dd22I7AUZk3cnQSmMEOKRxSCyickOfIdyl3ll/wKNGZ8rTpFK7WmMSGMGChlqlC2IfYkyBcMpwWAhRfsxMzNN5r0Wjkz4q+6TfFUoYmXQTTwUgmfzF5g3zuEIk9W4wvl2lWHbYzx8sLfihzIBp4Aamrj1EUazf8slpJuBcGz6szbt/ZDOB0xZ93+GbNvDMNCeg/YdEg9m3TaLVp2yjACPcUPzC3Ov8WpxkW9X9hK+lsNdy6NHwYdl6FuAcB0G84KZx9fYV6ozb7YBm1eCXfybCz9GvVWg+KLH9F9dBinpHZpgMFXj5f1jvPaF4xyyr7BkGkwWTnDFP81f7H6CzmNlnHYe/wQfJuAb4Jqcqm0T7p2g8ZhLVAR3qcMup8FKWOFrrz9G+ajJWENReW0D1uroKPphFyUhMqlK1yGeKtB5RJNbbPP4+FrGl4gq/D8nP4L7jQJjbUX5SAvOLaPS9D2T+XaGVgoj0Ii+Qb/oECgbKQQ/4Z/jqf2X6GqHv937GN9/YZFe5HClWSTt2shczOxEm6o75EBxnc8WjlKUARtpgWaa52JY48/OP0l/pYg2NMJPkKaiu+jyudwZLKE4N6rRXCtlBLvBgyUbPpQJWAEogYgSiO9Qveb9ICSpLUhdjWmnWOLDG9sPQUqwLZRroiywRIohFANtspmOGGoYM/rs8eu8lp8j9QoIx4FUbfkpP9w9yLsCIcA0SDzNVK7LtNvBFVnceqlLq+8Td22ctkatbYBh4NUKaOkzqhmsxmW66hyWkFSkh2KE74dERQ+ZGmj75tysPqgQlonwPbTvEpYtgirERUXJiumnLvWogNUyyK2muM0Ymm3S9ys7GwbCcxE5nzhnogoJ4/kBBSugkeYJlEXQdhlbT3FaCbLTJ7lNWcwHDqUxIjBGkjCwqCcFmukVLAFzZoIioZc7m0mrxjneMmbY9HKUvIBnapeYdVoccFY5ZLdwhSTQFueiCRpxjn7Hw6kbpI4mVpDaim7skmpI0QwSBzGSGCOBiD+8AX+IhxSyWKC7v8xoTBKOpwyVzelwij/o7uZoYwrXTPixyTM87V9kd2WBC4sVjHAGZ62PHI0eehLQnUI4DtJxSMt5kvGYnxg7zqzVpLw1iddJfYK+g9EzMEON1hqiGHO1RX4Yo6wyv/f2CxzZNcsL5fP8k9JbWAienFzhxWcKOHUDb62IPP1gf87tDDk1wfpnpxlOCkazCYt7V8hZEWc2avybb34GqysZP6wonO4ghuF7VuOuymHKSpnuCwt0FwyGU5oDS8s8U7nE290Z/oezP03ct6m8blI400YMgmwueYdCDwZUjvVx2x79aZf/Jfkpfm/iYzxWXeMXaq9k/AQZ8Mn8SQJtccBfo5XkyBsB81aTnAxZjsf4n7sHaUY+37uwhDjnYwwFtcsavx4zqpk0HzdIqgqlBTGCUCvOdsbIXzBwGxqzEzxQh7UPE/CHuGfQOS/bTGY0xljIIHE4zzjfOrWPwmsu/QKc+Ps9/nH5+zxZvszR+d2I1KZkFPAv2B+MWdTbxVUrx2Km4lQe6/OF3ClcId5R+0ld6JtYPYkxykg6Oo5ILq/AiqSk9tCbr/Ha2j6uHCzx+fzbzJuSz1ROMHzc5vjGJMHhPP6D/Dm3OZKJIo2Pxjy57xLPVS7yi6XXiLXkH174Fyx8WWG3R5gXN0jrm5mK1nuMdl2Vw9TVEvWnDHLPbHKg0ONnJt9kj73ON9b2kXsxR24jpXCmgz5xDhUnO3pMTA2HiNeP479pkN81izWYZDAxwdcfLbPruSaPeis8Yq9zwDKQRCivR6o1CsVQp0Ra8+pwiS+ffJykbTP+ssH4t65kpjvDESoM8R7dQ3exTFLJpD5TLRgoRb1VYOZcgtOIEe0H2155KBOwBDA02rHQrp05kNxlCEOiLFCOxrVSDPS7ae5q+1He7xu2ZPi0axEXICkn5NyYduzRTRzoWbgtjUwFK/0Sp+MancQjKaYEEyZu2yDne4irveAdvNHcU0ixFWswDYUrBK4wkFtKcEqLTI716lK8KqOodVbej2LMocYcCAahTYxEIinIgAm3z7JbQX0wyNC3BiGQvo9wHUZlB6cYsCvXpGIOCLRBT9nowMDqhhjdAJ2kmVAKKVpfJ0275dYjK2V0tUQ4mSf1NK6VoLTg5HCKjbhIvVVgvK1wWgliEOz45HsVOkkgSRD9IU4nRRkGQd3iu5u7uZyvsJ4v0/POY4mrP6ugp3KsxBWGyuE7m3tI6y5OW+K2E3S3l/FHoiiTxk1UlgxMhSkVCoECVGRg9lOMUfzALWN/ZGYSQswDvw9MkpG2v6i1/j+EEFXgj4FF4ALwi1rr1r171JuHAVj5iMG8j5OzcEYh3C2h7S3JM1yHoCpwpobMldu4ImaoYpJU3pH2dKCHHOUVIgLIqPMTANs53u+CEEjPQ9gWwVSe5LE+n99zisvDMm9tTDMcOhRPGlQPN0kLLsvjk/zW4OfwnIinD56n9FTAtyqPUTw3iWlZ6F6P9B6LpL875jwmhPgvt/savwYp0FJgSIUrDCxhIG9SKUkEEd6mQguDzoJPoA0MAfNWg2fzF2hGPufd2l1/5J2+xqXvkz61j/6cS3uv5GO7TvCF8hGW4zH+XePjXBpV8C+aWFfWMilJ30WW8oggIq1vosPwmoWq8Fy6LyxQf8og8TV6OiCITdabE5x5aQGrJ6gtKypvthDdAbrXu+Xku93jrTpdCm9tkPccSudzdN+c47A3z3d2PUkwF4GhQQnQIAYmuUsSq5+JmCytx8gwxb7SJu0PsgmKq5wfU5L4Gq8QUrazXvlAm9AzcZc3odXN4vkAcTNXwwT4r7XWrwshCsBrQoi/AX4V+Fut9W8LIX4L+C3gv713j3rzMITA9SKCsg/awnbf3xP1VnFV8kzbFklOM1PuMut3sERCjCbV121+t3ELFgj28QRFUSHRMd/kzyeEEAfZxvF+F4RE2BbCdQlLBk/NrfCrtRf5g8bHefv8LKJlkV9J4dQFzHyO8uI+2qJAcz7iP9/7bb6QO8PP7p0iHCsj+3lkHIPo3lNG9PUx/5r+0+PAb2z3NQ5kMqfiHRMQSxiY3PyVVccxTidFG4L20CTWBpAyLkP2OWuc8KY5a3HXDUV2+hoXrpMl3/2S0a6YT5ZO85zTZCWu8MrmAhudPPm6Rjfb2U1sdgpVziEHIaLTRYfhO58Tz6O7Kys7e1bCKDaJUwPVdJh5OSV3rpt5NV9ZR8e3x3Te7vFWwyHq3AUguzwVyfgNlWceofWojzbIKjkavEZK4eULmVf2dWvyvSiw2pSkjqbsRhTNkBRBrCXGUMJa/X3JcPcTPzIBa61XgdWt3/eEEMeBWeBngR/f+mf/Dvgm2+TDIoGiG9IZE4Ak794lr14hkPkcolAgHssTVxR7i5tU7QEnwhlWkhH9to8Mgmww/jbY147wcPAAMIUFmhHbPN7X46r7i877JK7ENWJckdKMchjrNk5TYHdCdKoQSYLXSImumKSOzflwnHX3IiU3YGO/RVAuUz5pIhotdBLfsyR8fczJSPTbfo0DmcpaqhBKE8QmPRVhCYkv7Ju7BacpMlYYkUYkglibpDq553pB22mNy1gjRwbhyGKosn1i3OySTof0Egdt2Ix3FjH67/ARkopPdzFLvtWpTHPbQBBrg0FkkcQmQU0w+vgBAEZjBnFe4HRylGwTs7F1oNQa7dogQWvBKDZp1ovIjom3IXFao4y4FdyZU892ivdNI00xuwFew0FLgdhyn7PbcTZydaO9YKsFphwTXUiYL7YomiPqaY52mkNuI82SW2qOCiEWgaeB7wOTW8kZYI2sRL0tYAnJY9VVvvpIlbBuUTrn38K94AYQEiZqjBYr9GcsZvas8xsTX+dENMUfrL7ASqeEe9rBaNRJO3fmHQow0gMAn20e7+shTBM1ViaayBHUBON2n5xIONUaZ/IVRW55iLnaIkliVF/hvXER/5SP9+wkXzt0gKo54LHyKs7PJmwOc6x/ZYLpszlUf3BPk/B1sNkBaxytM7eoKEKGKYORw5nYpSRD5s0YT9xE1SdJMHtRVsIe2LSVT1/3iO6j5d2DXONaZzaD7rpNoB024zwAzzor/GfPfIuLj9b49spuLsxUMIeF7JsExAXNzEdW+C/mXmHKbPOMs4Ej7MxWsJND9S2CQyPaHxvhWAlTuR5jzoDX1+fofadKfqWI007xrgzQhkCZoFKD0cim8opF7c0hxiBCXNlEDwbo+A7s+X4AO2VP0UmCXr5CoXld+0lrdByjbsT+3iInYlmMyhaL8xv8yvRLtFOfV4e7uRRUsXrigTgfvRduOgELIfLAnwG/qbXuiuslwbTWQoj33BmFEL8O/DqAew/5lCnyHU9eBFNOl1xlxCCWpI7EuAtlNCEF2ncISwZhSbC30OKQbbGR9lntFWjX85TbZESAO/zAJDrhCC8BXNqO8X5fSIl2TRLfIHXAM2IsAcPQpnwlwFzeQPX617xs0/UNAPyZMss9n5WwTM3qc2jyMptJgd+rfQ7h2Igw3BLnuHcfnEQnAHuAX94RMdca0hSRKJLEoK18pFCkWwU5KTQIuNYVkT9wK1YaEafIMEWkEGlji2l6fxLwA1/jSmNECnMExkjQTx0UipIUfCZ3nJ7nEiqTrzVyRMOtI7wACjGfnTzJz+VPYwmJKxwkkliZqNBAJILJsQ7/aO5NSsaIRavOhNHnT5zn+ZPJj2OEWXztlnXtNdNUkoYGuTWF+fb57LMRhHeVbPXA432LUL3e7YnAbDmDpY5kIdfhoL3OsWiStwZzXBkVMbaRZslNJWAhhEWWfP+91vpLW3+9LoSY1lqvCiGmgY33+l6t9ReBLwIURfWuX1+sTsD6qXH+9/SzfGL6HAvj36Qqbfa7azw1tcIxc5LBVBV/ZhodhqhO77Z7KRgGSclhOGEQjmmq9hCFppnmaW4WcK5YuE0Fd5h8lVYc4SWm2EXvHUPhbRHvW0WsDWKdbTAyTDLR+feIj9kOkMeqfKn/DPNzDf75woss2JsECyGtTy/htBP8E+u3bAt3s7gac6C53db4+0HHCYQRMkxI+y4nwmlmrBbzxgp5A/a665R2degUcgwv2viei1L6WiVBpyliGGIKgRH6DJVDoCG+DzfgbbHGtcLeGFA+a2J3Db6863ESbVC1Bux3VykbQxa8Bo/tWWEQZxUFKTQVZ8jj3mUsIbF4h3V+0Fvh0N7L9CKHxUKTUFlsKpOVqEKsDL5b343dkZgDjd1TmJ0RJCmlsy4to0hxBP5qP2PxpuquGrlsi3jfBwjTQk7USMt5hjVJzelTEJpAWZwfjHG5V8YY3T5J9m7jZljQAvhd4LjW+n+77kt/AfxT4Le3fv3ze/KEPwLGRoeplwoMz9b4yxd8frn6XSYNg4+7F1mcqvON/EH+/eJnKC1NYHYDZBST3k4CltmpalSz6e/SJLWYGadNrFMuxVWcZYfKSUX+cnhHuqxaa47xKjkKLIj9nNZHrn5pW8T7pnB1cWtIlCTSkiQ2kMMgYyq+x8Yi1urMfd0jrFqsfHoSdynmMXuNzzx6km/I/ci6zWI0jnEPEvD1MW+yvn7dl7Z1zHUcoZMYszfCbJd5ub3EvnyOZ50VDCF53r3IP9/3d5weTfLVMx9hPJdDKo0aXf3eBNkbIOIEc1Sml3oMtUF0j2/A22WN6yRBn79Ebq1OrloGPcnfXnyaaCLh80+9xQuFMzztX+BnioexruuM20JRlRJfvJtb8ml3g4OLf0agDY6F07w9mqMd+7zRmGWzkydquFQ3NF5L4TRC2GigRwGlbp/SGx4ohW62ScPwriaI7RLv+wHhOkSzFfrzLoM52OPWqRkeA+Vwtlmj2/KZ7OttMyZ6MzfgTwC/DLwlhDi89Xf/Hdmb9idCiF8DLgK/eG8e8cbQUYTTStDSpNPN+jCxDshJwQxD5uwmcV4TlW0QAtv3EGF4c4L/Mis7CStTqhG+T+xLkkKK5cdYMiHUCf3UxRyB3VOZ4MEdfHg6NFhjmTwlvqf/BuCgEOILbJN43yyE1gidtQYUIjMdSdX7ltR0GGE1BsjQwernibWJJRSTTpdKtU8zKZJ4xt3p5f8Aro85WbwPs43W+A2xVYaWETRDn5bjX+vhFmTKol0n1gZJXqOLOQQgpUAHEuE64Dpox76v877baY2r0QiCEEMIvGaNaMNEGybLgwpzzhi2SClYm+SkwEIghcDAxBLvBEyhSLXGEpJxqQh0QoqkHuWpB3ka3RxRy8XqGphDMAKFDBOIsjnUtNVGdHtw1Y7wLt/OtlO87zWEEKS+SZwXJB4UjBGWMAi0xSiwYGTsLBKW1vo78L6Uys/e3ce5dejhCO9SF7vl0Fkq8NXu4wwKp5g1OsyZCQedFfY+u8zJsWmMhkvl2G78zRRvdYg8dg71Plqq0nWRk+No1yEZyzGccYlyks2PKD7x1ClqTh9XJPzNaJrvbu4mf0mRO9dBdPqkdyCMXhY1foKfv/bnr+k/Paa1/srWHx94vG8Kimxi/Af3ESHesRP7gU1GByGi0cYcOLibBb7d2U+gLFIkeyoNosQk8QrcJT77u3B9zLfi/dx1X972MddBSP4SnDo2x8psiZ8uH+ZRO6YgJLvNJgUZUH2izoWfn8AYjeO0NHZfE/uC0WS2UZmHOhxyL1GVKSgI9L3TgN5Wa1xrQKGHI/JnOjhtn/CixfLGEmeLSwQTCbVdbYpuwGK+yR6/TtXs8yn/DPstm74KOZeY9JTLqWiKw/1dNCOfl88u4p5yMSLINzWVgcYapvgrw2wcqTckvcprSHlnYuIe+Idvq3jfa3gu3XmL1qMaa27AlJmRuE4Op+BcjuK6wF8PshL/NsCOV8JSgyHy3DKGbZN/9DFe2lwiVCafKR1jv9XloJXy20tfYmVXia93DvKl8rPY6yaV43mq5114nwQsPI9kukJUsunNW7QPQFpM+PEnT/A/zvwVCvhK/wDf7jzC+fUxli4GpMfPZB+gbdJfeKD4gQQsAAyJMIz3ZCDqOCLdqCMMA68+y5HGDEpLytaQJ4or9GOHllO8X0+/sxCGFJa3qkBRkSuPVoANitLFlykzesR/uvvbfKV4iFboc36thmraUIw4uLDKYq7J0/mLHLR7lKTDUO8wa7s7hdbZQfz4GQzDIGeZ5H0PYZqEj8xSf6r0VN04AAALU0lEQVTGagHOzU1yZHaG8VyfqbkO+60OPa04Gs6wGlf4u+Ye3j4/Cz2T8VcktRdXrkkj6ijKtLjTlFTpH9on7kHe/UBC2DbDGcHYgU32V+pMGV1SbXFhMEbpNBRWIuwrHdKdxoLettAqO81EEXZfcaleQWtBxRqy23wdW2QCBbNGh0W3gV8dMkxzDKZNivvnMdtj7369JEWkirSSo7/LJywIhpOCtBph5yNK1ohQQ09ZHBvO8EZjFtVwMEZ99EMgD3fHUAoZJZijFCO06MUubeUgDUU8nsMeTKO7fVSvh75+IxICYVqZyIkBptBYMs2YvB/ihtCpwuonOB0Dqy9Yj0u00gtYQuIICwuDcbPLUq5ByQrolF1aIkchP2J3fpNFt8GU1UYCsU6ppx6nwykujSpZue6DcqBUKVql6CRGpCnCMLDaAW7TQUaC1DXZtIp0cy5/lTtEoE6wlpR4tbNIM/Q5Vx/D2LAx+wKnk6B7/WwiIgw/9Le+j9AG2EaKJVMiJH0d0oscrJHGHCSIByw/eT0eggScsTp1Kim+tYnQNYbFaf7tc5McfnKOGa/DF8pHeM5p8pncCZyDMRtxkWOHpjn6ySmi2L32UmkqiPs2IjDQfsrUdJ0pb0jRCqg5fRyZ4MiEP+48y+nhBC9+5zEqRwXzmynGyuZ7qrF80KCiGGOtjtPpU6jM8cbGLN/yH6VSGLL8k+PY7XnGjsb4r12EMCOs6SRBeB5yrIL2HEbjkmfKdR71V+mkHp3EYxjb72gaf4h3QY9G2OfWqWz4aFHj6xsHWHI22GU2edyOsYTBQWuTsdJrDLTNp0oVOmmOgjFit71BWQa4IiXQmo5K+MPmp/jrM4+S1D0WV7fRzMb9wtUZ6zRFXl5nLErQtklScIgLJsp2eaP8FC/7TyNTjTkCmWgmhgq7EyLDFGutQ9rrv1sa8UPcVwwSm2PhLD3VYGWzzMJKiLW8eVtynvcKOz8BwzVx+fTMBfLLKxQKBZS5lzfK8yxXKny0cI6KHFGRsN/KWLRh9TC9+eRdVlQ9JXkl2MX5cIJpu81n/VNMGiZtlbCZWgy0xbf6j/JqexenG+OMvSmofe08OopId7A12F2FSkkbTQC8XTWudHxODCYpuyOGj7UZDR26fY/cCT/rB28ZBAjXRZXzJHmbqAizbpt5u0EQTjJKS4SpgfwwAb8ndJKQrFwBoDBRYLlZ4cjYLvDhgLWKIyzmTI85EyAC9x2id6aYZdPXIc00paEcDjfmkKdyFJoCu9X/oVb+BwIqzYTGNhuw2QAyhb2rHATvuhna96oQfHgYf/CIUpMrUYVIm8Q9G6vRId2o35ZC4b3Cw5GAr2KrHC3CEK+h6F1w2Wzb/FHuI/QmjlAwAmbNFr4MKQjFmCFwr+eXScWU2UEh8WVIPfUY6Jhz8RSvDpZoxz4vb+yivlrCaFmMNZJMFi1OsnLqh3gXjEGEuVzm78QepNQYZooQmuGUoPnCFDLWGJFGxprEk4zGJIknCKYTRqnFhajG91v/f3v39hvHWcZx/PvM7MFrr722Y2MlIU2cKCBCVUGFIpC44wb1Bu7gBvVPgMtI/AVFiD+gUi8qgcQNKLRXCCp6Q6WKKJAe4riJ48TOwaf4sN4d72nm5WI2h1akCenmnbHz+0iW17Ox5nl/3szjHb/zzixzazNE6yOcqOfnP05ehY0O3ZujnA9f4aNDR9mc/pjpwi7ThTrTQTrfIXIFWq5ATEArKZIQsNA5zqfNo6y1qiwvTjNxB8o7CUGjnen9UnPrRTktv984h3Wh2U6v275SmmG8OEbQDKHbg8Tl6lh9wBpwejo6iRLGLtxmZKlGb6zM8rVZfnv0BHGtx/ET6xwZ2eHs+CI/G/2EWvhwyb6yc7xa3uZMaYvVuMQH0WlWu2O8v3Kau3Nfo7hrjF2H0/MRYdTEVu6R7NTTH2hOTmnkiS2tcOLdIt2xElvfKLH9nQ6l0Q4TZ1c59qN0LYBWXKQTh1SLbU5VN6iFe2z1htnoVFloTPPxxVmmL8DUTsLw/JreWTxBsHSX2fNFOuMjLM3WeOPbLxGOdTg1s8H3pxaJXcCN6BCb7WHacYGtqEI3DmkujzJ+OaDUcJy63aG0vI61uySbubsZkcjjxTHFBmxvjrATDrO2NQrmGL4dYFHL13K2T+1gNWB4uMTh3RVsfYPyeI2J4ZcIWwXak0VujUzQ6hU4PLRDd5QHq9hAulJfzUJqwE7SYbU7xvXmFCv3aowsB5S3HBOXG9jFORJNqniiZHeX8MpNwmKJavUk22cCnIOXJ1f4xfQ/+7dwLNNxIeNhxMlCh9GgxF+jGr9f/QGrUZWhtYDx+TpBfQ+3tf3knb7gknqD4pVlSuUyQfcI3dESnVrIjXCS6UqDxBmL9Ul2mhV63ZDubgl6xuiNkKlLTQqbTdjcId7YyNWBSuSpuPSsGq0QZ9Dtt7hqI+0LeXtNH7wG3OcSB3F6fd/QnQjrVejcC2nsVaiPVDg/OcW7R16mVPrf71xbrSLJ+hDhnjGyaoxf61FoxoSbjfQyAnkilzhcp4sljuFbEZOXqnRGq7y/9ArvzXwTCxwuMVxiBIWEYrlHoZDQ3K5QXC1SiIzJz2LCe7vQaqeLFMiXcnGMa3cgThhaaTJ+NaRXCYjWq3y4+C0MKDSNsA2FGEb2IIgd1Ts9Chu7WCMiabVyd6ASeRou2qO22AP3+dZWW+zCXusx35WdA9uA719SEMcxwdwClYUSlTBkvFyCQgEKIa5UfLgwxBe5FtbdSpcsa3dwrfTi7WTAC6QfaEmcrjQEBJ8sMHOzigUBlIpp9l8U9M9GxBHW7aW/QDWjB8tXajbpU0hikkYDLCCY36O2VIEwYKpYhPuZx8mDiSguSdKJcN0OyV5Ls3ZlX4sbTSofzFP599Dnn9hrET/LjR2es4PbgO9LYpJWDK38/fbzQui/k0qi6LGLnsiA9a8K0OteXjhJTFyvQ31/XJXi78afIiIi8oAasIiISAbUgEVERDKgBiwiIpIBNWAREZEMqAGLiIhkwJzHC+7NbB1oAhvedurXFIMf23Hn3PSzfGM/75s8n7ryYtBje+a8Qa/xZ/RVX+PK+/+jY8qX83ZM8dqAAczsgnPue1536klex5bXugYhj2PLY02Dksex5bGmQcnr2PJa1yD4HJtOQYuIiGRADVhERCQDWTTgNzPYpy95HVte6xqEPI4tjzUNSh7HlseaBiWvY8trXYPgbWze/wYsIiIiOgUtIiKSCa8N2Mx+bGbzZnbNzM753PegmdkxM/uHmV02s0/N7Jf97ZNm9jczu9r/PJFhjcrbb43K23+dytxvjcp7kJxzXj6AEFgATgIl4BJwxtf+n8N4DgOv9h+PAp8BZ4DfAOf6288Bb2RUn/JW3gc2b2WuvA9C3j7fAZ8FrjnnrjvnOsAfgZ943P9AOefuOucu9h/vAnPAUdIxvd3/Z28DP82mQuXtmfL2T5n7pbwHzGcDPgosP/L1rf62fc/MTgDfBT4EZpxzd/tPrQAzGZWlvP1S3v4pc7+U94BpEtZXZGZV4E/Ar5xz9Uefc+k5DE0zHyDl7Zfy9k+Z+5Vl3j4b8G3g2CNff72/bd8ysyLpD+4Pzrk/9zevmtnh/vOHgbWMylPefilv/5S5X8p7wHw24H8Bp81s1sxKwM+Bdzzuf6DMzIC3gDnn3O8eeeod4PX+49eBv/iurU95+6W8/VPmfinvQfM86+w10plmC8Cvfe77OYzlh6SnJj4C/tP/eA04BLwHXAX+DkxmWKPyVt4HNm9lrrz3e95aCUtERCQDmoQlIiKSATVgERGRDKgBi4iIZEANWEREJANqwCIiIhlQAxYREcmAGrCIiEgG1IBFREQy8F/TD3Mkfy2x8QAAAABJRU5ErkJggg==\n","text/plain":["<Figure size 576x720 with 25 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":608},"id":"C_wxkKmRgmEz","executionInfo":{"status":"ok","timestamp":1622833514027,"user_tz":180,"elapsed":2375,"user":{"displayName":"Hugo Neves","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhrPSCu9KFo4OfluugRqBjIIThdDEmaxEnI_8g-CQ=s64","userId":"03449378890045249481"}},"outputId":"e3b09489-a039-4798-c964-d2dc199b9133"},"source":["fig, ax = plt.subplots(nrows=5, ncols=5, figsize=[8, 10])\n","\n","print('Mnist GeMOS')\n","# plot simple image\n","for i, axi in enumerate(ax.flat):\n","    img = mnist_inps[i].cpu()[0,:,:]\n","    axi.imshow(img)\n","    if mnist_inps_scr[i] < 0.85:\n","      scr = 'Unk'\n","    else:\n","      scr = str(mnist_inps_prd[i])\n","    axi.set_title('Pred:%s Lab:%d' % (scr , mnist_inps_lab[i]))\n","\n","plt.show()"],"execution_count":11,"outputs":[{"output_type":"stream","text":["Mnist GeMOS\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 576x720 with 25 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":608},"id":"eOjdmcE3hT25","executionInfo":{"status":"ok","timestamp":1622833515835,"user_tz":180,"elapsed":1817,"user":{"displayName":"Hugo Neves","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhrPSCu9KFo4OfluugRqBjIIThdDEmaxEnI_8g-CQ=s64","userId":"03449378890045249481"}},"outputId":"94cf4fe3-0d28-4210-fd75-84c4fb1a2a6e"},"source":["fig, ax = plt.subplots(nrows=5, ncols=5, figsize=[8, 10])\n","\n","print('Omniglot GeMOS')\n","# plot simple image\n","for i, axi in enumerate(ax.flat):\n","    img = omniglot_inps[i].cpu()[0,:,:]\n","    axi.imshow(img)\n","    if omniglot_inps_scr[i] < 0.85:\n","      scr = 'Unk'\n","    else:\n","      scr = str(omniglot_inps_prd[i])\n","    axi.set_title('Pred:%s Lab:%s' % (scr , 'Unk'))\n","\n","plt.show()"],"execution_count":12,"outputs":[{"output_type":"stream","text":["Omniglot GeMOS\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 576x720 with 25 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]}]}