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Created October 8, 2023 19:14
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Facial Sentiment Classifier
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{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"TrainingV3","provenance":[{"file_id":"1msqq6ley2Tru54V9asDcyPLHp5C6iuX2","timestamp":1642509661850},{"file_id":"1te_AKI_vRrdLw41S39zWyB1FhuhJa49T","timestamp":1641386803843}],"collapsed_sections":[],"machine_shape":"hm","authorship_tag":"ABX9TyO4z6Z/06mgeC90udXuFdfv"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"},"accelerator":"GPU"},"cells":[{"cell_type":"code","execution_count":1,"metadata":{"id":"TESTO-hEpwPw","executionInfo":{"status":"ok","timestamp":1642563982824,"user_tz":-330,"elapsed":1339,"user":{"displayName":"Madhu Sanjeevi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gjkca8rvT07nKSPLgSnSoR4tLRNGObsxcHZsBFOXZU=s64","userId":"04590410780891828412"}}},"outputs":[],"source":["from sklearn.model_selection import train_test_split\n","import os, cv2,uuid\n","import torchvision.transforms as transforms\n","import torch\n","from torch.utils.data import DataLoader\n","import numpy as np\n","from PIL import Image\n","from torch.utils.data import Dataset\n","import torch.nn as nn\n","import torch.nn.functional as F\n","from matplotlib import pyplot as plt\n","import pandas as pd\n","from torch.cuda.amp import GradScaler\n","from torch.optim.lr_scheduler import ReduceLROnPlateau\n","from torch.cuda.amp import autocast\n","from sklearn.metrics import precision_score, f1_score, recall_score, confusion_matrix\n","\n","import warnings\n","warnings.filterwarnings(\"ignore\")"]},{"cell_type":"code","source":["from google.colab import drive\n","drive.mount('/content/drive')"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"GFUWKMnDAD09","executionInfo":{"status":"ok","timestamp":1642563987625,"user_tz":-330,"elapsed":2966,"user":{"displayName":"Madhu Sanjeevi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gjkca8rvT07nKSPLgSnSoR4tLRNGObsxcHZsBFOXZU=s64","userId":"04590410780891828412"}},"outputId":"f5705b0f-d502-4f4a-995f-339f38d073d5"},"execution_count":2,"outputs":[{"output_type":"stream","name":"stdout","text":["Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount(\"/content/drive\", force_remount=True).\n"]}]},{"cell_type":"code","source":["class CustomDataset(Dataset):\n"," def __init__(self, images, labels, transform=None, augment=False):\n"," self.images = images\n"," self.labels = labels\n"," self.transform = transform\n","\n"," self.augment = augment\n","\n"," def __len__(self):\n"," return len(self.images)\n","\n"," def __getitem__(self, idx):\n"," if torch.is_tensor(idx):\n"," idx = idx.tolist()\n","\n"," img = np.array(self.images[idx])\n","\n"," img = Image.fromarray(img)\n","\n"," if self.transform:\n"," img = self.transform(img)\n","\n"," label = torch.tensor(self.labels[idx]).type(torch.long)\n"," sample = (img, label)\n","\n"," return sample"],"metadata":{"id":"-QsQsCrRp7VD","executionInfo":{"status":"ok","timestamp":1642563991517,"user_tz":-330,"elapsed":517,"user":{"displayName":"Madhu Sanjeevi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gjkca8rvT07nKSPLgSnSoR4tLRNGObsxcHZsBFOXZU=s64","userId":"04590410780891828412"}}},"execution_count":3,"outputs":[]},{"cell_type":"code","source":["class Vgg(nn.Module):\n"," def __init__(self, drop=0.2):\n"," super().__init__()\n","\n"," self.conv1a = nn.Conv2d(in_channels=1, out_channels=64, kernel_size=3, padding=1)\n"," self.conv1b = nn.Conv2d(64, out_channels=64, kernel_size=3, padding=1)\n","\n"," self.conv2a = nn.Conv2d(64, 128, 3, padding=1)\n"," self.conv2b = nn.Conv2d(128, 128, 3, padding=1)\n","\n"," self.conv3a = nn.Conv2d(128, 256, 3, padding=1)\n"," self.conv3b = nn.Conv2d(256, 256, 3, padding=1)\n","\n"," self.conv4a = nn.Conv2d(256, 512, 3, padding=1)\n"," self.conv4b = nn.Conv2d(512, 512, 3, padding=1)\n","\n"," self.pool = nn.MaxPool2d(kernel_size=2, stride=2)\n","\n"," self.bn1a = nn.BatchNorm2d(64)\n"," self.bn1b = nn.BatchNorm2d(64)\n","\n"," self.bn2a = nn.BatchNorm2d(128)\n"," self.bn2b = nn.BatchNorm2d(128)\n","\n"," self.bn3a = nn.BatchNorm2d(256)\n"," self.bn3b = nn.BatchNorm2d(256)\n","\n"," self.bn4a = nn.BatchNorm2d(512)\n"," self.bn4b = nn.BatchNorm2d(512)\n","\n"," self.lin1 = nn.Linear(512 * 2 * 2, 4096)\n"," self.lin2 = nn.Linear(4096, 4096)\n","\n"," self.lin3 = nn.Linear(4096, 7)\n","\n"," self.drop = nn.Dropout(p=drop)\n","\n"," def forward(self, x):\n"," x = F.relu(self.bn1a(self.conv1a(x)))\n"," x = F.relu(self.bn1b(self.conv1b(x)))\n"," x = self.pool(x)\n","\n"," x = F.relu(self.bn2a(self.conv2a(x)))\n"," x = F.relu(self.bn2b(self.conv2b(x)))\n"," x = self.pool(x)\n","\n"," x = F.relu(self.bn3a(self.conv3a(x)))\n"," x = F.relu(self.bn3b(self.conv3b(x)))\n"," x = self.pool(x)\n","\n"," x = F.relu(self.bn4a(self.conv4a(x)))\n"," x = F.relu(self.bn4b(self.conv4b(x)))\n"," x = self.pool(x)\n"," \n"," x = x.view(-1, 512 * 2 * 2)\n"," x = F.relu(self.drop(self.lin1(x)))\n"," x = F.relu(self.drop(self.lin2(x)))\n"," x = self.lin3(x)\n","\n"," return x"],"metadata":{"id":"XQ9cueafp-IF","executionInfo":{"status":"ok","timestamp":1642563995407,"user_tz":-330,"elapsed":409,"user":{"displayName":"Madhu Sanjeevi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gjkca8rvT07nKSPLgSnSoR4tLRNGObsxcHZsBFOXZU=s64","userId":"04590410780891828412"}}},"execution_count":4,"outputs":[]},{"cell_type":"code","source":["device = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")"],"metadata":{"id":"cB2XlNlCqB71","executionInfo":{"status":"ok","timestamp":1642563998891,"user_tz":-330,"elapsed":560,"user":{"displayName":"Madhu Sanjeevi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gjkca8rvT07nKSPLgSnSoR4tLRNGObsxcHZsBFOXZU=s64","userId":"04590410780891828412"}}},"execution_count":5,"outputs":[]},{"cell_type":"code","source":["device"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"nl4NbwW6qDiL","executionInfo":{"status":"ok","timestamp":1642564000460,"user_tz":-330,"elapsed":3,"user":{"displayName":"Madhu Sanjeevi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gjkca8rvT07nKSPLgSnSoR4tLRNGObsxcHZsBFOXZU=s64","userId":"04590410780891828412"}},"outputId":"aecc081b-7da1-4f3c-e17e-4e76d7b55199"},"execution_count":6,"outputs":[{"output_type":"execute_result","data":{"text/plain":["device(type='cuda', index=0)"]},"metadata":{},"execution_count":6}]},{"cell_type":"code","source":["class Logger:\n"," def __init__(self):\n"," self.loss_train = []\n"," self.loss_val = []\n","\n"," self.acc_train = []\n"," self.acc_val = []\n","\n"," def get_logs(self):\n"," return self.loss_train, self.loss_val, self.acc_train, self.acc_val\n","\n"," def restore_logs(self, logs):\n"," self.loss_train, self.loss_val, self.acc_train, self.acc_val = logs\n","\n"," def save_plt(self):\n"," loss_path = os.path.join('checkpointsv3/', 'loss.jpg')\n"," acc_path = os.path.join('checkpointsv3/', 'acc.jpg')\n","\n"," plt.figure()\n"," plt.plot(self.acc_train, 'g', label='Training Acc')\n"," plt.plot(self.acc_val, 'b', label='Validation Acc')\n"," plt.title('Accuracy')\n"," plt.xlabel('Epoch')\n"," plt.ylabel('Acc')\n"," plt.legend()\n"," plt.grid()\n"," plt.savefig(acc_path)\n","\n"," plt.figure()\n"," plt.plot(self.loss_train, 'g', label='Training Loss')\n"," plt.plot(self.loss_val, 'b', label='Validation Loss')\n"," plt.title('Loss')\n"," plt.xlabel('Epoch')\n"," plt.ylabel('Loss')\n"," plt.legend()\n"," plt.grid()\n"," plt.savefig(loss_path)"],"metadata":{"id":"GKvGsydZqY7X","executionInfo":{"status":"ok","timestamp":1642564002093,"user_tz":-330,"elapsed":2,"user":{"displayName":"Madhu Sanjeevi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gjkca8rvT07nKSPLgSnSoR4tLRNGObsxcHZsBFOXZU=s64","userId":"04590410780891828412"}}},"execution_count":7,"outputs":[]},{"cell_type":"code","source":["def train(net, dataloader, criterion, optimizer, scaler, Ncrop=True):\n"," net = net.train()\n"," loss_tr, correct_count, n_samples = 0.0, 0.0, 0.0\n"," iters = len(dataloader) # number of batches, not images\n","\n"," for i, data in enumerate(dataloader):\n"," inputs, labels = data\n"," inputs, labels = inputs.to(device), labels.to(device)\n","\n"," with autocast():\n"," if Ncrop:\n"," # fuse crops and batchsize\n"," bs, ncrops, c, h, w = inputs.shape\n"," inputs = inputs.view(-1, c, h, w)\n","\n"," # repeat labels ncrops times\n"," labels = torch.repeat_interleave(labels, repeats=ncrops, dim=0)\n","\n"," # forward + backward + optimize\n"," outputs = net(inputs)\n"," loss = criterion(outputs, labels)\n"," scaler.scale(loss).backward()\n","\n"," scaler.step(optimizer)\n"," scaler.update()\n"," optimizer.zero_grad()\n"," # scheduler.step(epoch + i / iters)\n","\n"," # calculate performance metrics\n"," loss_tr += loss.item()\n","\n"," _, preds = torch.max(outputs.data, 1)\n"," correct_count += (preds == labels).sum().item()\n"," n_samples += labels.size(0)\n","\n"," acc = 100 * correct_count / n_samples\n"," loss = loss_tr / n_samples\n","\n"," return acc, loss\n","\n","\n","def evaluate(net, dataloader, criterion, Ncrop=True):\n"," net = net.eval()\n"," loss_tr, correct_count, n_samples = 0.0, 0.0, 0.0\n"," for data in dataloader:\n"," inputs, labels = data\n"," inputs, labels = inputs.to(device), labels.to(device)\n"," if Ncrop:\n"," # fuse crops and batchsize\n"," bs, ncrops, c, h, w = inputs.shape\n"," inputs = inputs.view(-1, c, h, w)\n"," # forward\n"," outputs = net(inputs)\n"," # combine results across the crops\n"," outputs = outputs.view(bs, ncrops, -1)\n"," outputs = torch.sum(outputs, dim=1) / ncrops\n"," else:\n"," outputs = net(inputs)\n","\n"," loss = criterion(outputs, labels)\n","\n"," # calculate performance metrics\n"," loss_tr += loss.item()\n","\n"," _, preds = torch.max(outputs.data, 1)\n"," correct_count += (preds == labels).sum().item()\n"," n_samples += labels.size(0)\n","\n"," acc = 100 * correct_count / n_samples\n"," loss = loss_tr / n_samples\n","\n"," return acc, loss\n"],"metadata":{"id":"6VoF7XAwqdQ_","executionInfo":{"status":"ok","timestamp":1642564004935,"user_tz":-330,"elapsed":602,"user":{"displayName":"Madhu Sanjeevi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gjkca8rvT07nKSPLgSnSoR4tLRNGObsxcHZsBFOXZU=s64","userId":"04590410780891828412"}}},"execution_count":8,"outputs":[]},{"cell_type":"code","source":["def save(net, logger, epoch):\n"," path = os.path.join('checkpointsv3/', 'epoch_' + str(epoch))\n","\n"," checkpoint = {\n"," 'logs': logger.get_logs(),\n"," 'params': net.state_dict()\n"," }\n","\n"," torch.save(checkpoint, path)\n","\n","\n","def restore(net, logger):\n"," \n"," path = os.path.join('checkpointsv3/', 'epoch_' + str(uuid.uuid4()))\n","\n"," if os.path.exists(path):\n"," try:\n"," checkpoint = torch.load(path)\n","\n"," logger.restore_logs(checkpoint['logs'])\n"," net.load_state_dict(checkpoint['params'])\n"," print(\"Network Restored!\")\n","\n"," except Exception as e:\n"," print(\"Restore Failed! Training from scratch.\")\n"," print(e)\n"," \n"," else:\n"," print(\"Restore point unavailable. Training from scratch.\")\n","\n","\n","\n","def load_features(model, params):\n"," \"\"\" Load params into all layers of 'model'\n"," that are compatible, then freeze them\"\"\"\n"," model_dict = model.state_dict()\n","\n"," imp_params = {k: v for k, v in params.items() if k in model_dict}\n","\n"," # Load layers\n"," model_dict.update(imp_params)\n"," model.load_state_dict(imp_params)\n","\n"," # Freeze layers\n"," for name, param in model.named_parameters():\n"," param.requires_grad = False\n"," "],"metadata":{"id":"ERF6qoVSqfc7","executionInfo":{"status":"ok","timestamp":1642564008514,"user_tz":-330,"elapsed":665,"user":{"displayName":"Madhu Sanjeevi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gjkca8rvT07nKSPLgSnSoR4tLRNGObsxcHZsBFOXZU=s64","userId":"04590410780891828412"}}},"execution_count":9,"outputs":[]},{"cell_type":"code","source":["def get_dataloaders(bs=64, augment=True):\n"," \n"," dataX, dataY = [],[]\n"," data_path = 'croppeddata/'\n"," classes = ['anger','disgust','fear','happy','neutral','sad','surprise']\n"," \n"," for idx ,c in enumerate(classes):\n"," files = os.listdir(data_path+c)\n"," count = 1\n"," \n"," for file in files:\n"," if file == '.DS_Store':\n"," continue\n"," try:\n"," img = cv2.imread(data_path+c+\"/\"+file)\n"," img_rgb = cv2.cvtColor(img, cv2.COLOR_BGR2RGB)\n"," img_grey = cv2.cvtColor(img, cv2.COLOR_BGR2GRAY)\n"," \n"," resized_image = cv2.resize(img_grey, (48, 48), interpolation = cv2.INTER_CUBIC)\n"," resized_image = resized_image.astype(np.float64)\n"," \n"," dataX.append(resized_image)\n"," dataY.append(idx)\n"," except:\n"," continue\n"," \n"," dataX = np.array(dataX)\n"," dataY = np.array(dataY)\n"," \n"," xtrain, xtest, ytrain, ytest = train_test_split(dataX, dataY, test_size=0.20, random_state=42)\n","\n"," mu, st = 0, 255\n","\n"," test_transform = transforms.Compose([\n"," transforms.TenCrop(40),\n"," transforms.Lambda(lambda crops: torch.stack([transforms.ToTensor()(crop) for crop in crops])),\n"," transforms.Lambda(lambda tensors: torch.stack([transforms.Normalize(mean=(mu,), std=(st,))(t) for t in tensors])),\n"," ])\n","\n"," if augment:\n"," train_transform = transforms.Compose([\n"," transforms.RandomResizedCrop(48, scale=(0.8, 1.2)),\n"," transforms.RandomApply([transforms.RandomAffine(0, translate=(0.2, 0.2))], p=0.5),\n"," transforms.RandomHorizontalFlip(),\n"," transforms.RandomApply([transforms.RandomRotation(10)], p=0.5),\n","\n"," transforms.TenCrop(40),\n"," transforms.Lambda(lambda crops: torch.stack([transforms.ToTensor()(crop) for crop in crops])),\n"," transforms.Lambda(lambda tensors: torch.stack([transforms.Normalize(mean=(mu,), std=(st,))(t) for t in tensors])),\n"," transforms.Lambda(lambda tensors: torch.stack([transforms.RandomErasing(p=0.5)(t) for t in tensors])),\n"," ])\n"," else:\n"," train_transform = test_transform\n","\n"," train = CustomDataset(xtrain, ytrain, train_transform)\n"," test = CustomDataset(xtest, ytest, test_transform)\n","\n"," trainloader = DataLoader(train, batch_size=bs, shuffle=True, num_workers=2)\n"," testloader = DataLoader(test, batch_size=64, shuffle=True, num_workers=2)\n","\n"," return trainloader, testloader\n"],"metadata":{"id":"Xa9aK1LIqje6","executionInfo":{"status":"ok","timestamp":1642564010342,"user_tz":-330,"elapsed":2,"user":{"displayName":"Madhu Sanjeevi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gjkca8rvT07nKSPLgSnSoR4tLRNGObsxcHZsBFOXZU=s64","userId":"04590410780891828412"}}},"execution_count":10,"outputs":[]},{"cell_type":"code","source":["def run(net, logger,trainloader, testloader):\n"," \n"," net = net.to(device)\n","\n"," learning_rate = 0.01\n"," scaler = GradScaler()\n","\n"," optimizer = torch.optim.SGD(net.parameters(), lr=learning_rate, momentum=0.9, nesterov=True, weight_decay=0.0001)\n","\n"," scheduler = ReduceLROnPlateau(optimizer, mode='max', factor=0.75, patience=5, verbose=True)\n"," criterion = nn.CrossEntropyLoss()\n","\n"," best_acc = 0.0\n"," \n"," print(\"training started........\")\n"," for epoch in range(0, 100):\n"," \n"," acc_tr, loss_tr = train(net, trainloader, criterion, optimizer, scaler)\n"," logger.loss_train.append(loss_tr)\n"," logger.acc_train.append(acc_tr)\n","\n"," acc_v, loss_v = evaluate(net, testloader, criterion)\n"," logger.loss_val.append(loss_v)\n"," logger.acc_val.append(acc_v)\n","\n"," # Update learning rate\n"," scheduler.step(acc_v)\n","\n"," if acc_v > best_acc:\n"," best_acc = acc_v\n","\n"," save(net, logger, epoch + 1)\n"," logger.save_plt()\n","\n"," if (epoch + 1) % 20 == 0:\n"," save(net, logger, epoch + 1)\n"," logger.save_plt()\n","\n"," print('Epoch %2d' % (epoch + 1),\n"," 'Train Accuracy: %2.4f %%' % acc_tr,\n"," 'Val Accuracy: %2.4f %%' % acc_v,\n"," sep='\\t\\t')\n","\n"],"metadata":{"id":"jIy1LlBEqmBt","executionInfo":{"status":"ok","timestamp":1642564015910,"user_tz":-330,"elapsed":466,"user":{"displayName":"Madhu Sanjeevi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gjkca8rvT07nKSPLgSnSoR4tLRNGObsxcHZsBFOXZU=s64","userId":"04590410780891828412"}}},"execution_count":11,"outputs":[]},{"cell_type":"code","source":["cd drive/MyDrive/"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"Foi0f3TIAYo6","executionInfo":{"status":"ok","timestamp":1642564019656,"user_tz":-330,"elapsed":391,"user":{"displayName":"Madhu Sanjeevi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gjkca8rvT07nKSPLgSnSoR4tLRNGObsxcHZsBFOXZU=s64","userId":"04590410780891828412"}},"outputId":"fe16b753-0a3f-4692-e62b-98f97612d57d"},"execution_count":12,"outputs":[{"output_type":"stream","name":"stdout","text":["/content/drive/MyDrive\n"]}]},{"cell_type":"code","source":["logger = Logger()\n","\n","checkpoint = torch.load('VGGNet')\n","net = Vgg().to(device)\n","net.load_state_dict(checkpoint[\"params\"])"],"metadata":{"id":"1CH60TlRqmr-","executionInfo":{"status":"ok","timestamp":1642557956364,"user_tz":-330,"elapsed":10636,"user":{"displayName":"Madhu Sanjeevi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gjkca8rvT07nKSPLgSnSoR4tLRNGObsxcHZsBFOXZU=s64","userId":"04590410780891828412"}},"colab":{"base_uri":"https://localhost:8080/"},"outputId":"00ad2ad3-fbf6-469b-d6c0-b64893be1cb2"},"execution_count":14,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<All keys matched successfully>"]},"metadata":{},"execution_count":14}]},{"cell_type":"code","source":["trainloader, testloader= get_dataloaders(bs=64, augment=True) \n","print(\"Data has been loaded\", len(trainloader),len(testloader))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"qczMOB7yvTTl","executionInfo":{"status":"ok","timestamp":1642564162926,"user_tz":-330,"elapsed":121133,"user":{"displayName":"Madhu Sanjeevi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gjkca8rvT07nKSPLgSnSoR4tLRNGObsxcHZsBFOXZU=s64","userId":"04590410780891828412"}},"outputId":"d06d4821-f96c-4129-a208-5f2e760c68ab"},"execution_count":13,"outputs":[{"output_type":"stream","name":"stdout","text":["Data has been loaded 372 93\n"]}]},{"cell_type":"code","source":["run(net, logger,trainloader, testloader)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"Qdij-Cy5wnf9","executionInfo":{"status":"error","timestamp":1642562579680,"user_tz":-330,"elapsed":3910333,"user":{"displayName":"Madhu Sanjeevi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gjkca8rvT07nKSPLgSnSoR4tLRNGObsxcHZsBFOXZU=s64","userId":"04590410780891828412"}},"outputId":"95956a34-708f-4a1c-f785-0ac3331bde43"},"execution_count":16,"outputs":[{"output_type":"stream","name":"stdout","text":["training started........\n","Epoch 1\t\tTrain Accuracy: 76.4773 %\t\tVal Accuracy: 84.1839 %\n","Epoch 2\t\tTrain Accuracy: 82.3406 %\t\tVal Accuracy: 85.3630 %\n","Epoch 3\t\tTrain Accuracy: 84.1527 %\t\tVal Accuracy: 86.4915 %\n","Epoch 4\t\tTrain Accuracy: 85.7702 %\t\tVal Accuracy: 87.8221 %\n","Epoch 5\t\tTrain Accuracy: 86.8614 %\t\tVal Accuracy: 82.0280 %\n","Epoch 6\t\tTrain Accuracy: 87.5853 %\t\tVal Accuracy: 88.6643 %\n","Epoch 7\t\tTrain Accuracy: 88.7109 %\t\tVal Accuracy: 87.6032 %\n","Epoch 8\t\tTrain Accuracy: 89.4121 %\t\tVal Accuracy: 85.8851 %\n","Epoch 9\t\tTrain Accuracy: 89.5692 %\t\tVal Accuracy: 87.4853 %\n","Epoch 10\t\tTrain Accuracy: 90.5479 %\t\tVal Accuracy: 88.6306 %\n","Epoch 11\t\tTrain Accuracy: 90.9783 %\t\tVal Accuracy: 89.1191 %\n","Epoch 12\t\tTrain Accuracy: 91.4714 %\t\tVal Accuracy: 87.1821 %\n","Epoch 13\t\tTrain Accuracy: 92.0273 %\t\tVal Accuracy: 88.9675 %\n","Epoch 14\t\tTrain Accuracy: 92.3697 %\t\tVal Accuracy: 89.1359 %\n","Epoch 15\t\tTrain Accuracy: 92.6573 %\t\tVal Accuracy: 88.7148 %\n","Epoch 16\t\tTrain Accuracy: 93.1323 %\t\tVal Accuracy: 88.4117 %\n","Epoch 17\t\tTrain Accuracy: 93.2700 %\t\tVal Accuracy: 88.6138 %\n","Epoch 18\t\tTrain Accuracy: 93.3349 %\t\tVal Accuracy: 89.5402 %\n","Epoch 19\t\tTrain Accuracy: 93.7194 %\t\tVal Accuracy: 86.4073 %\n","Epoch 20\t\tTrain Accuracy: 93.7876 %\t\tVal Accuracy: 89.6581 %\n","Epoch 21\t\tTrain Accuracy: 94.0735 %\t\tVal Accuracy: 89.2201 %\n","Epoch 22\t\tTrain Accuracy: 94.5111 %\t\tVal Accuracy: 89.8265 %\n","Epoch 23\t\tTrain Accuracy: 94.6551 %\t\tVal Accuracy: 53.6466 %\n","Epoch 24\t\tTrain Accuracy: 92.3229 %\t\tVal Accuracy: 87.8221 %\n","Epoch 25\t\tTrain Accuracy: 93.6170 %\t\tVal Accuracy: 87.3168 %\n","Epoch 26\t\tTrain Accuracy: 94.3515 %\t\tVal Accuracy: 89.0854 %\n","Epoch 27\t\tTrain Accuracy: 95.0434 %\t\tVal Accuracy: 88.7654 %\n","Epoch 28: reducing learning rate of group 0 to 7.5000e-03.\n","Epoch 28\t\tTrain Accuracy: 94.9844 %\t\tVal Accuracy: 88.2938 %\n","Epoch 29\t\tTrain Accuracy: 95.5934 %\t\tVal Accuracy: 89.8265 %\n","Epoch 30\t\tTrain Accuracy: 95.9383 %\t\tVal Accuracy: 90.1634 %\n","Epoch 31\t\tTrain Accuracy: 96.0355 %\t\tVal Accuracy: 89.0854 %\n","Epoch 32\t\tTrain Accuracy: 96.0313 %\t\tVal Accuracy: 89.1359 %\n","Epoch 33\t\tTrain Accuracy: 96.3135 %\t\tVal Accuracy: 89.2370 %\n","Epoch 34\t\tTrain Accuracy: 96.2032 %\t\tVal Accuracy: 89.7760 %\n","Epoch 35\t\tTrain Accuracy: 96.5034 %\t\tVal Accuracy: 89.7086 %\n","Epoch 36: reducing learning rate of group 0 to 5.6250e-03.\n","Epoch 36\t\tTrain Accuracy: 96.4141 %\t\tVal Accuracy: 89.5907 %\n","Epoch 37\t\tTrain Accuracy: 96.7531 %\t\tVal Accuracy: 89.9107 %\n","Epoch 38\t\tTrain Accuracy: 96.8011 %\t\tVal Accuracy: 89.2707 %\n","Epoch 39\t\tTrain Accuracy: 96.8091 %\t\tVal Accuracy: 89.9613 %\n","Epoch 40\t\tTrain Accuracy: 96.9001 %\t\tVal Accuracy: 89.7255 %\n","Epoch 41\t\tTrain Accuracy: 96.4929 %\t\tVal Accuracy: 89.6581 %\n","Epoch 42: reducing learning rate of group 0 to 4.2188e-03.\n","Epoch 42\t\tTrain Accuracy: 97.0968 %\t\tVal Accuracy: 89.5739 %\n","Epoch 43\t\tTrain Accuracy: 97.1359 %\t\tVal Accuracy: 89.6412 %\n","Epoch 44\t\tTrain Accuracy: 97.1519 %\t\tVal Accuracy: 89.7086 %\n","Epoch 45\t\tTrain Accuracy: 97.3271 %\t\tVal Accuracy: 89.7423 %\n"]},{"output_type":"error","ename":"KeyboardInterrupt","evalue":"ignored","traceback":["\u001b[0;31m---------------------------------------------------------------------------\u001b[0m","\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)","\u001b[0;32m<ipython-input-16-eee6ca5e6cae>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mrun\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnet\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlogger\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mtrainloader\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtestloader\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m","\u001b[0;32m<ipython-input-12-2c08c4084f11>\u001b[0m in \u001b[0;36mrun\u001b[0;34m(net, logger, trainloader, testloader)\u001b[0m\n\u001b[1;32m 16\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mepoch\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m100\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 17\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 18\u001b[0;31m \u001b[0macc_tr\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mloss_tr\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtrain\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnet\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtrainloader\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcriterion\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0moptimizer\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mscaler\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 19\u001b[0m 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\u001b[0;32mNone\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 284\u001b[0;31m \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0msum\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mv\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mitem\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mv\u001b[0m \u001b[0;32min\u001b[0m \u001b[0moptimizer_state\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m\"found_inf_per_device\"\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvalues\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 285\u001b[0m \u001b[0mretval\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0moptimizer\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstep\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m 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\n","text/plain":["<Figure 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\n","text/plain":["<Figure 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\n","text/plain":["<Figure 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\n","text/plain":["<Figure 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\n","text/plain":["<Figure 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\n","text/plain":["<Figure size 432x288 with 1 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\n","text/plain":["<Figure 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ERCQSBYeIiESi4BARkUgUHCIiEomCQ0REIlFwiIhIJAoOERGJRMEhIiKRKDhERCQSBYeIiESi4BARkUgUHCIiEomCQ0REIlFwiIhIJGkNDjObY2brzazCzG5LsD7PzJ4J179pZuNi1n0vXL7ezL4Us3yzmb1vZqvNbFU6+y8iIu2l7UFOZpYNPARcBFQCK82szN3XxTS7Btjr7hPNbAFwD3CZmU0BFgCnAiOBF81ssrs3h9td4O670tV3ERFJLp17HLOBCnff6O4NwGJgblybucDj4fxS4EIzs3D5Ynevd/dNQEX4fiIi0sPS+ejYUcCWmNeVwJnJ2rh7k5ntB4aEy9+I23ZUOO/A783Mgf/n7o8k+nAzuxa4FqC4uJjy8vJOFVFTU9PpbXubTKklU+oA1dIbZUodkL5a+uIzxz/r7lvNbDjwgpl95O4r4huFgfIIQElJiZeWlnbqw8rLy+nstr1NptSSKXWAaumNMqUOSF8t6TxUtRUYE/N6dLgsYRszywEKgd0dbevuLT93AM+iQ1giIt0qncGxEphkZuPNrB/Bye6yuDZlwFXh/DzgZXf3cPmC8Kqr8cAk4C0zKzCzQQBmVgB8EfggjTWIiEictB2qCs9Z3AAsB7KBx9x9rZndBaxy9zLgUeBJM6sA9hCEC2G7JcA6oAm43t2bzawYeDY4f04O8At3/126ahARkfbSeo7D3ZcBy+KW3R4zXwfMT7LtImBR3LKNwLSu76mIiKRKd46LiEgkCg4REYlEwSEiIpEoOEREJBIFh4iIRKLgEBGRSBQcIiISiYJDREQiUXCIiEgkCg4REYlEwSEiIpEoOEREJBIFh4iIRKLgEBGRSBQcIiISiYJDREQiSeuDnETk2NLY2EhlZSV1dXU93ZVOKyws5MMPP+zpbnSJVGrJz89n9OjR5Obmpvy+Cg4R6TKVlZUMGjSIcePGET7iuc+prq5m0KBBPd2NLnGkWtyd3bt3U1lZyfjx41N+Xx2qEpEuU1dXx5AhQ/psaBxrzIwhQ4ZE3kNUcIhIl1Jo9C2d+b4UHCKSMXbv3s306dOZPn06J5xwAqNGjWp93dDQ0OG2q1at4qabbjriZ5xzzjld0tfy8nIuueSSLnmv7qZzHCKSMYYMGcLq1asBuPPOOxk4cCB///d/37q+qamJnJzEv/ZKSkooKSmhurq6w894/fXXu67DfVRa9zjMbI6ZrTezCjO7LcH6PDN7Jlz/ppmNi1n3vXD5ejP7Utx22Wb2rpn9Jp39F5G+b+HChXz729/mzDPP5Lvf/S5vvfUWZ599NjNmzOCcc85h/fr1QNs9gDvvvJOrr76a0tJSTjrpJB544IHW9xs4cGBr+9LSUubNm8cpp5zCFVdcgbsDsGzZMk455RRmzZrFTTfdFGnP4umnn2bq1Kmcdtpp3HrrrQA0NzezcOFCTjvtNKZOncqPf/xjAB544AGmTJnC6aefzoIFC47+DytFadvjMLNs4CHgIqASWGlmZe6+LqbZNcBed59oZguAe4DLzGwKsAA4FRgJvGhmk929OdzuO8CHwOB09V9Ejs7Nv7uZ1X9Z3aXvOf2E6dw/5/7I21VWVvL666+TnZ1NVVUVr776Kjk5Obz44ot8//vf55e//GW7bT766CNeeeUVqqurOfnkk7nuuuvaXbL67rvvsnbtWkaOHMm5557La6+9RklJCd/61rdYsWIF48eP5/LLL0+5n9u2bePWW2/l7bffpqioiC9+8Ys899xzjBkzhq1bt/LBBx8AsG/fPgDuvvtuNm3aRF5eXuuy7pDSHoeZFZhZVjg/2cwuNbMjXfQ7G6hw943u3gAsBubGtZkLPB7OLwUutOBMzVxgsbvXu/smoCJ8P8xsNHAx8NNU+i4iMn/+fLKzswHYv38/8+fP57TTTuOWW25h7dq1Cbe5+OKLycvLY+jQoQwfPpzt27e3azN79mxGjx5NVlYW06dPZ/PmzXz00UecdNJJrZe3RgmOlStXUlpayrBhw8jJyeGKK65gxYoVnHTSSWzcuJEbb7yR3/3udwweHPyb+fTTT+eKK67g5z//edJDcOmQ6ietAM4zsyLg98BK4DLgig62GQVsiXldCZyZrI27N5nZfmBIuPyNuG1HhfP3A98FOrzQ2syuBa4FKC4upry8vKPmSdXU1HR6294mU2rJlDog82opLCxsPUfww3N/mJbPOdI5iBb19fXk5ubS2NhIVlZW63a33XYbZ599Nk888QSffPIJF198MdXV1dTW1tLU1ERzc3Prti3bmBn79u2jsLCwtQ+1tbVkZ2e3tmlubqampoYDBw7Q3NzcuvzgwYM0NTW163fL58UuP3jwII2Nja3L6urqaGhoICcnhz/+8Y+89NJLPPjggzz11FM8/PDDLF68mNdee43nn3+eH/7wh7zxxhttAiS2Hx2pq6uL9Pcw1eAwd681s2uAh939f5lZ1+6DptIJs0uAHe7+tpmVdtTW3R8BHgEoKSnx0tIOmyfVchwzE2RKLZlSB2ReLfn5+b3m5rm8vDzy8vLIzc2lf//+rf2qra1lwoQJDBo0iKVLl2JmDBo0iAEDBpCTk0N2dnbrti3bZGVlMXDgwNbXse1blvXr14/8/HxmzpzJJ598wu7duxk3bhxlZWVt2rWI3x7g/PPP59Zbb6W+vp6ioiKeffZZbrzxRurr6ykoKODKK69k+vTpXHnllRQUFPDpp59y8cUX88UvfpETTzyxtZYWqd7MmJ+fz4wZM1L+s005OMzsbII9jGvCZdlH2GYrMCbm9ehwWaI2lWaWAxQCuzvY9lLgUjP7CpAPDDazn7v7lSnWISLHuO9+97tcddVV/OhHP+Liiy/u8vfv378/Dz/8MHPmzKGgoIAzzjgjaduXXnqJ0aNHt77+93//d+6++24uuOAC3J2LL76YuXPnsmbNGr7xjW9w6NAhAP7pn/6J5uZmrrzySvbv34+7c9NNN3Hcccd1eT0JufsRJ+B8oAy4NXx9EvDAEbbJATYC44F+wBrg1Lg21wM/CecXAEvC+VPD9nnh9huB7LhtS4HfpNL/WbNmeWe98sornd62t8mUWjKlDvfMq2XdunU93Y2jVlVVddTvUV1d7e7uhw4d8uuuu87vu+++o37Pzki1lkTfG7DKk/xOTWmPw93/APwBIDxJvsvdO7xTxoNzFjcAywn2Th5z97VmdlfYoTLgUeBJM6sA9oThQdhuCbAOaAKu98NXVImI9Gr/+q//yuOPP05DQwMzZszgW9/6Vk93qUulFBxm9gvg20AzwYnxwWb2z+7+vzvazt2XAcvilt0eM18HzE+y7SJgUQfvXQ6Up9J/EZHudMstt3DLLbf0dDfSJtUbAKe4exXwX4DnCQ4f/U3aeiUiIr1WqsGRG9638V+AMndvBDx93RIRkd4q1eD4f8BmoABYYWYnAlXp6pSIiPReqZ4cfwB4IGbRJ2Z2QXq6JCIivVmqQ44Umtl9ZrYqnP4Pwd6HiEivccEFF7B8+fI2y+6//36uu+66pNuUlpayatUqAL7yla8kHPPpzjvv5N577+3ws5977jnWrTs8FN/tt9/Oiy++GKX7CfXG4ddTPVT1GFAN/FU4VQE/S1enREQ64/LLL2fx4sVtli1evDjl8aKWLVvW6Zvo4oPjrrvu4gtf+EKn3qu3SzU4Jrj7HR4MWLjR3f+R4CZAEZFeY968efz2t79tfWjT5s2b2bZtG+eddx7XXXcdJSUlnHrqqdxxxx0Jtx83bhy7d+8GYNGiRUyePJnPfvazrUOvQ3CPxhlnnMG0adP4+te/Tm1tLa+//jplZWX8wz/8A9OnT2fDhg0sXLiQpUuXAsEd4jNmzGDq1KlcffXV1NfXt37eHXfcwcyZM5k6dSofffRRyrWmMvz6gw8+CHT98OupDjly0Mw+6+5/BDCzc4GDR/3pIpKxbr4ZVnfxiHbTp8P9HYyqfvzxxzN79myef/555s6dy+LFi/mrv/orzIxFixZx/PHH09zczIUXXsh7773H6aefnvB93n77bRYvXszq1atpampi5syZzJo1C4Cvfe1rfPOb3wTgBz/4AY8++ig33ngjl156KZdccgnz5s1r8151dXUsXLiQl156icmTJ/O3f/u3/Mu//As333wzAEOHDuWdd97h4Ycf5t577+WnPz3ywN+pDr++ZUswzmxXD7+e6h7Ht4GHzGyzmW0GHgQy61ZIEckIsYerYg9TLVmyhJkzZzJjxgzWrl3b5rBSvFdffZWvfvWrDBgwgMGDB3PppZe2rvvggw8477zzmDp1Kk899VTSYdlbrF+/nvHjxzN58mQArrrqKlasWNG6/mtf+xoAs2bNYvPmzSnV2NPDr6d6VdUaYJqZDQ5fV5nZzcB7R90DEclIHe0ZpNPcuXO55ZZbeOedd6itrWXWrFls2rSJe++9l5UrV1JUVMTChQupq6vr1PsvXLiQ5557jmnTpvFv//ZvRz0sfl5eHgDZ2dk0NTUd1XsVFRWxZs0ali9fzk9+8hOeeuopnnzySX7729+yYsUKfv3rX7No0SLef//9owqQSI+Odfeq8A5ygP/e6U8VEUmTgQMHcsEFF3D11Ve37m1UVVVRUFBAYWEh27dv5/nnn+/wPT73uc/x3HPPcfDgQaqrq/n1r3/duq66upoRI0bQ2NjIU0891bp80KBBCZ99cfLJJ7N582YqKioAePLJJzn//POPqsbZs2fzhz/8gV27dtHc3MzTTz/N+eefz65duzh06BBf//rX+dGPfsSaNWs4dOgQW7Zs4YILLuCee+5h//791NTUHNXnH80+ix3VJ4uIpMnll1/OV7/61dZDVtOmTWPGjBmccsopjBkzhnPPPbfD7WfOnMlll13GtGnTGD58eJuh0X/4wx9y5plnMmzYMM4888zWsFiwYAHf/OY3eeCBB1pPikPwrIuf/exnzJ8/n6amJs444wy+/e1vR6qns8Ov33HHHWkZft3cOzdyiJl96u5jj+rTu0lJSYm3XKcdVaY9aCcTasmUOiDzaikuLuYzn/lMT3flqKT68KO+INVaPvzww3bfm5m97e4lidp3uMdhZtUkHpPKgP5H7I2IiGScDoPD3TMjdkVEpMtEOjkuIiKi4BCRLtXZ86bSMzrzfSk4RKTL5Ofns3v3boVHH+Hu7N69m/z8/EjbHf0thCIiodGjR1NZWcnOnTt7uiudVldXF/kXaW+VSi35+fltLvVNhYJDRLpMbm4u48eP7+luHJXy8nJmzJjR093oEumqRYeqREQkEgWHiIhEktbgMLM5ZrbezCrM7LYE6/PM7Jlw/ZtmNi5m3ffC5evN7Evhsnwze8vM1pjZWjP7x3T2X0RE2ktbcJhZNvAQ8GVgCnC5mU2Ja3YNsNfdJwI/Bu4Jt50CLABOBeYAD4fvVw983t2nAdOBOWZ2VrpqEBGR9tK5xzEbqAifGNgALAbmxrWZCzwezi8FLjQzC5cvdvd6d98EVACzPdAyrGNuOOm6PxGRbpTO4BgFbIl5XRkuS9jG3ZuA/cCQjrY1s2wzWw3sAF5w9zfT0nsREUmoz12O6+7NwHQzOw541sxOc/cP4tuZ2bXAtQDFxcWdfthKTU3NUT+opbfIlFoypQ5QLb1RptQB6aslncGxFRgT83p0uCxRm0ozywEKgd2pbOvu+8zsFYJzIO2Cw90fAR6BYFj1zg5dnWnDXmdCLZlSB6iW3ihT6oD01ZLOQ1UrgUlmNt7M+hGc7C6La1MGXBXOzwNe9mCsgjJgQXjV1XhgEvCWmQ0L9zQws/7ARcBHaaxBRETipG2Pw92bzOwGYDmQDTzm7mvN7C5glbuXAY8CT5pZBbCHIFwI2y0B1gFNwPXu3mxmI4DHwyussoAl7v6bdNUgIiLtpfUch7svA5bFLbs9Zr4OmJ9k20XAorhl7wGZMRaAiEgfpTvHRUQkEgWHiIhEouAQEZFIFBwiIhKJgkNERCJRcIiISCQKDhERiUTBISIikSg4REQkEgWHiIhEouAQEZFIFBwiIhKJgkNERCJRcIiISCQKDhERiUTBISIikSg4REQkEgWHiIhEouAQEZFIFBwiIhKJgkNERCJRcIiISCQKDhERiSStwWFmc8xsvZlVmNltCdbnmdkz4fo3zWxczLrvhcvXm9mXwmVjzOwVM1tnZmvN7Dvp7L+IiLSXtuAws2zgIeDLwBTgcjObEtfsGmCvu08EfgzcE247BVgAnB69kuAAAA2PSURBVArMAR4O368J+Dt3nwKcBVyf4D1FRCSN0rnHMRuocPeN7t4ALAbmxrWZCzwezi8FLjQzC5cvdvd6d98EVACz3f3P7v4OgLtXAx8Co9JYg4iIxMlJ43uPArbEvK4EzkzWxt2bzGw/MCRc/kbctm0CIjysNQN4M9GHm9m1wLUAxcXFlJeXd6qImpqaTm/b22RKLZlSB6iW3ihT6oD01ZLO4EgbMxsI/BK42d2rErVx90eARwBKSkq8tLS0U59VXl5OZ7ftbTKllkypA1RLb5QpdUD6aknnoaqtwJiY16PDZQnbmFkOUAjs7mhbM8slCI2n3P0/0tJzERFJKp3BsRKYZGbjzawfwcnusrg2ZcBV4fw84GV393D5gvCqq/HAJOCt8PzHo8CH7n5fGvsuIiJJpO1QVXjO4gZgOZANPObua83sLmCVu5cRhMCTZlYB7CEIF8J2S4B1BFdSXe/uzWb2WeBvgPfNbHX4Ud9392XpqkNERNpK6zmO8Bf6srhlt8fM1wHzk2y7CFgUt+yPgHV9T0VEJFW6c1xERCJRcIiISCQKDhERiUTBISIikSg4REQkEgWHiIhEouAQEZFIFBwiIhKJgkNERCJRcIiISCQKDhERiUTBISIikSg4REQkEgWHiIhEouAQEZFIFBwiIhKJgkNERCJRcIiISCQKDhERiUTBISIikSg4REQkEgWHiIhEkpPONzezOcA/A9nAT9397rj1ecATwCxgN3CZu28O130PuAZoBm5y9+Xh8seAS4Ad7n5aOvt/zqPnUFtdy+SdkykuKGZ4wXCKBxa3my/oV5DOboiI9CppCw4zywYeAi4CKoGVZlbm7utiml0D7HX3iWa2ALgHuMzMpgALgFOBkcCLZjbZ3ZuBfwMeJAictHF3Rg8ezfrq9azZvoYdB3awr25fwrYDcgckDpYEy4r6F5Fl2tETkb4rnXscs4EKd98IYGaLgblAbHDMBe4M55cCD5qZhcsXu3s9sMnMKsL3+5O7rzCzcWnsN2F/WTJ/CeXl5ZSWlgJQ31TPjgM72HFgB9sPbA9+1mw/PH9gO5v2buLNyjfZWbuTQ36o3fvmZOUwvGB422ApKKZ4YPuwGTZgGLnZuekuVUQkknQGxyhgS8zrSuDMZG3cvcnM9gNDwuVvxG07KsqHm9m1wLUAxcXFlJeXR9m8VU1NTcJtBzCAceF/5BFMxx9e3+zNVDdWs7dxL3sa9rCvcR97G/YGU2Pw85MDn7C6YTV7GvbQ6I0JP39wzmCK+hVRlFvEcf2Oa51P9DM/O79TtfQ1mVIHqJbeKFPqgPTVktZzHD3J3R8BHgEoKSnxlr2GqGL3ONLF3aluqGZ7zfYO92a2HdjGu7veZX/9/oTvU5Bb0GbPJXbvZXjBcLbt28ac0+YEh8zyiwh27vqe7vhOuotq6X0ypQ5IXy3pDI6twJiY16PDZYnaVJpZDlBIcJI8lW0zhpkxOG8wg/MGM2nIpCO2r2uqY+eBnWw/sL192ITLNu7dyJ8q/8Su2l1tDpndsuYWAHKzcg8fMksSNi3zwwqGkZOVsf/GEJGI0vnbYCUwyczGE/zSXwD8dVybMuAq4E/APOBld3czKwN+YWb3EZwcnwS8lca+9in5OfmMKRzDmMIxR2zbfKiZ3Qd3s71mO79//feMmDgi4d7Mup3r2F6znfrm+oTvM6T/kCOe+G+Z75/bv6tLFpFeJG3BEZ6zuAFYTnA57mPuvtbM7gJWuXsZ8CjwZHjyew9BuBC2W0JwIr0JuD68ogozexooBYaaWSVwh7s/mq46+rrsrOzWPYvdRbspnVqatK27U1Vf1eHhsh0HdvDOn99h+4HtVNVXJXyfgf0GJr3KLP4igOPyj+uzh8xEjlVpPf7g7suAZXHLbo+ZrwPmJ9l2EbAowfLLu7ibEjIzCvMLKcwvTPmQWUu4JAubij0VvL7ldXYe2Inj7d6jX3a/I15l1jI/dMBQHTIT6QX0f6F0Wn5OPmMLxzK2cOwR2zYfamZX7a4O92a212zngx0fsP3AdhqaG9q9h2EMGTCE/t6foo+KyMvOIy8nj37Z/Vrn87KTvE4wH79tR9vFru+X3U97SXJMU3BIt8jOyg4OWw0sZipTO2zbcsgs4cn/mu189OlHFB5XSENzA/XN9dQ31VNVXxW8bqqnvrm+zXx9Uz2NhxJf7txZuVm5SQOow7CKe72tchuvv/p69PdJEnoKNOkOCg7pdWIPmU0eMrnd+s5cYujubYIm2Xyi0OlofZu2Cbatrq/u8H0amhvgky76g+NwoHUqgCLuhcW/z+YDm6nYU0G/7H7tptysXIVaBlFwyDHBzIJfcjl5wc2avcQrr7zCOeedc8TAihJuCdvGva6prelw20SHClOyKvmqnKychKGSbMrNyk1r+37Z/cjNbr9NohEfpC0Fh0gPahNovUjLHlrKe1tN9ax+fzWTTpnUul1HU2NzYzB/KPH6lkOPCbeJmZqDiy27XPar2SkHTcIpqxPbdDIAs7Oy0/Jn0BEFh4i0ExtogxiU0jZF24soPb00vR2L03yomcZD7QMlWdAcMdAONbK+Yj2jxo5KuX1tYy376vYdsW3Toaa0/BlkWVbSsMlvyue90ve6/DMVHCLSZ2VnZZOdlU1+TsfjtEVR3pSeYToO+SGaDjVFD7OIARgbpFW7Et9rdbQUHCIi3SDLslr3BLpLugZr1IMhREQkEgWHiIhEouAQEZFIFBwiIhKJgkNERCJRcIiISCQKDhERiUTBISIikZh7+4frZBoz20nnxyAdCuzqwu70pEypJVPqANXSG2VKHXB0tZzo7sMSrTgmguNomNkqdy/p6X50hUypJVPqANXSG2VKHZC+WnSoSkREIlFwiIhIJAqOI3ukpzvQhTKllkypA1RLb5QpdUCaatE5DhERiUR7HCIiEomCQ0REIlFwhMxsjpmtN7MKM7stwfo8M3smXP+mmY3r/l4eWQp1LDSznWa2Opz+a0/080jM7DEz22FmHyRZb2b2QFjne2Y2s7v7mKoUaik1s/0x38nt3d3HVJnZGDN7xczWmdlaM/tOgja9/rtJsY4+8b2YWb6ZvWVma8Ja/jFBm679/eXux/wEZAMbgJOAfsAaYEpcm/8G/CScXwA809P97mQdC4EHe7qvKdTyOWAm8EGS9V8BngcMOAt4s6f7fBS1lAK/6el+pljLCGBmOD8I+DjB37Fe/92kWEef+F7CP+eB4Xwu8CZwVlybLv39pT2OwGygwt03unsDsBiYG9dmLvB4OL8UuNDMrBv7mIpU6ugT3H0FsKeDJnOBJzzwBnCcmY3ont5Fk0ItfYa7/9nd3wnnq4EPgVFxzXr9d5NiHX1C+OdcE77MDaf4q5669PeXgiMwCtgS87qS9n+JWtu4exOwHxjSLb1LXSp1AHw9PISw1MzGdE/XulyqtfYVZ4eHGp43s1N7ujOpCA93zCD4F26sPvXddFAH9JHvxcyyzWw1sAN4wd2Tfidd8ftLwXHs+TUwzt1PB17g8L9CpOe8QzAu0DTg/wLP9XB/jsjMBgK/BG5296qe7k9nHaGOPvO9uHuzu08HRgOzzey0dH6egiOwFYj9l/focFnCNmaWAxQCu7uld6k7Yh3uvtvd68OXPwVmdVPfuloq31mf4O5VLYca3H0ZkGtmQ3u4W0mZWS7BL9un3P0/EjTpE9/Nkeroa98LgLvvA14B5sSt6tLfXwqOwEpgkpmNN7N+BCePyuLalAFXhfPzgJc9PNPUixyxjrhjzZcSHNvti8qAvw2v4DkL2O/uf+7pTnWGmZ3QcrzZzGYT/H/Z2/5RAgRXTAGPAh+6+31JmvX67yaVOvrK92Jmw8zsuHC+P3AR8FFcsy79/ZXT2Q0zibs3mdkNwHKCK5Mec/e1ZnYXsMrdywj+kj1pZhUEJzoX9FyPE0uxjpvM7FKgiaCOhT3W4Q6Y2dMEV7UMNbNK4A6Ck364+0+AZQRX71QAtcA3eqanR5ZCLfOA68ysCTgILOiF/yhpcS7wN8D74TF1gO8DY6FPfTep1NFXvpcRwONmlk0Qbkvc/Tfp/P2lIUdERCQSHaoSEZFIFBwiIhKJgkNERCJRcIiISCQKDhERiUTBIdIFzKw5ZhTV1ZZgZOKjeO9xyUbWFekJuo9DpGscDId8EMl42uMQSSMz22xm/8vM3g+fmTAxXD7OzF4OB5t8yczGhsuLzezZcGC9NWZ2TvhW2Wb2r+HzFn4f3iEs0iMUHCJdo3/coarLYtbtd/epwIPA/eGy/ws8Hg42+RTwQLj8AeAP4cB6M4G14fJJwEPufiqwD/h6musRSUp3jot0ATOrcfeBCZZvBj7v7hvDQfX+4u5DzGwXMMLdG8Plf3b3oWa2ExgdMxBly7DfL7j7pPD1rUCuu/8o/ZWJtKc9DpH08yTzUdTHzDej85PSgxQcIul3WczPP4Xzr3N4oLkrgFfD+ZeA66D14TyF3dVJkVTpXy0iXaN/zCirAL9z95ZLcovM7D2CvYbLw2U3Aj8zs38AdnJ4BNnvAI+Y2TUEexbXAb1qSHIRneMQSaPwHEeJu+/q6b6IdBUdqhIRkUi0xyEiIpFoj0NERCJRcIiISCQKDhERiUTBISIikSg4REQkkv8PNWrHUOLBhmEAAAAASUVORK5CYII=\n","text/plain":["<Figure size 432x288 with 1 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\n","text/plain":["<Figure 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JJyz0XC969gzJ8qVLlSxPpP+Z7PzKYOPGTbEtqz569GiuvPJKFixYwFdffcWwYcP44IMPuO2225g7dy4dOnRgwoQJlJTUbdX4CRMmMH36dAYNGsTDDz9Mfn7+brW3Ynn2VCzNriXYZVeWLQtzNbp0geefh/bt09OOY48NuZUf/xh+/ev48yuNga440qht27aMHDmS8847b9vVxoYNG2jTpg3t27dnzZo1PP/88zs9xze+8Q2mT5/Opk2b2LhxI88888y2fRs3bqRr165s3bqVxx9/fFv5nnvuycaNG3c4V9++fVm5ciXLly8H4NFHH+Xoo4/erT5qCXapi9Wrw6xwszDBb5990tueK68MD4T6xS/guefS25aGQL/Kpdm4ceP4zne+s23IatCgQQwZMoSDDjqIHj16cMQRR+z0+KFDh3LmmWcyaNAgunTpUml59F/96leMGDGCzp07M2LEiG3BYuzYsVxwwQXcfffd25LiANnZ2fzlL39h/PjxlJeXc+ihh3LRRRcl1R8twS6764sv4KSTYN268OjXhjCD2yw862Px4pAsnzsXDjww3a1Ko5pWP2xKL62Om5yG3GetjpsaDbW/mza5f+Mb7i1bur/4YmrPnYo+r1zp3qmT+8EHuxcV7X6b4tYYV8cVEam1srLw2/zs2fDII3D88elu0Y722w+mTIH//Cc8ZbB8x8d+NAsKHCKSdu5hYt+0aWGeRkOewjNyJNx2W1jXauIOq+k1D806cLjurWtU9PfVdN10U1h76tpr4fLL092aXfvRj+Ccc8LzzRPuR2k2mm3gyM7OZt26dfoyaiTcnXXr1pGdnZ3upkiK3Xcf3HhjmOT361+nuzW1U5EsHzo0BJCEBRuahWZ7V1X37t0pLCzks88+22m9kpKSZvdl1VD7nJ2dXemOLWn8nnoK/ud/4JRTwhdx3EuJpFLr1mFobdiwMLP8rbcgmsfa5DXbwNGyZUt69eq1y3r5+fkMGTKkHlrUcDTHPkv9e+21kAw/7LAwO7sxzvP82tfg738PK+qee24IJC2awThOrF00s1FmtszMCszs2mr2tzKzJ6P9b5lZz4R910Xly8zsxKisr5ktTHhtMLMr4uyDiKTeokVw6qlwwAEhR9CYH3eflwd33AEzZoTl3puD2GK8mWUA9wDHA4XAXDOb4e6JCy+dD6x3995mNha4FTjTzPoRHiN7CLAv8JKZHejuy4DBCef/CJgWVx9EJPU++ABGjQrDOrNmQceO6W7R7rvsMpg/P+RqhgwJQbEpi/OKYzhQ4O4r3H0LMBmo+ryu0cBfo/dTgWPNzKLyye6+2d0/AAqi8yU6Flju7qti64GIpNRnn4WlRDZvDqve9uiR7halhllI8g8bFpLlSTx1oFGKc1SxG/BhwnYhMKKmOu5eamZFQMeo/M0qx3arcuxY4ImaPtzMLgQuBMjJyanTAn9z5nSgfXunvDy/WYxbViguLt7tBREbm+bW53T0d9OmDK66ahCrVrXh9tsX8dlnG6jPJtRHn6++uhU//OEwTjihlHvvnU/btmWxft6uxNXnRpiOAjPLAk4FrqupjrtPAiYB5Obmel5eXlKfUVoa1sspKQmX1EOGhFvvhg0LrwMPbLpJsPz8fJL982rsmluf67u/W7bAt74VHog0bRp861tD6+2zK9RXn3Ny4Ljjsvjzn4/i6afT+z0RV5/jDBwfAYkXot2jsurqFJpZJtAeWFeLY08CFrj7mlQ3ukKLFuHBLY8/vpQvvzyIBQvgT38KgQSgbdsdg0nfvvX3kBmRxqK8HM47L6xy++CDIYA0ZUcfHZLll18Ov/xleDU1cQaOuUAfM+tF+NIfC5xVpc4MYDzwBjAGeMXd3cxmAH8zszsIyfE+wJyE48axk2GqVGjRIjw2cv36T8jLOwgIVyHvvx+SYPPnw4IFcP/9YYkECHeGDB68PZAMGwYHHdQ4bzMUSQX38MjXxx8Pk/vOOy/dLaofl14avh9uuin8gvntb6e7RakV21dalLO4FJgFZAAPuftiM7uJsOriDOBB4FEzKwA+JwQXonpTgCVAKXCJu5cBmFkbwp1aP4yr7TXJzIQBA8JrwoRQVlYWEmGJweShh+APfwj7W7cOASgxmBx8MLRsWd+tF6l/t90Gd94Z7jq6docb8psuszBCsXhxmN/x1lvQr1+6W5U6sf4u7O4zgZlVyq5PeF8CnF7DsROBHZYQc/cvCQn0BiEjAw45JLy+971QVlYWVs+sCCbz58Nf/wr33BP2Z2fDwIGVg8khhyiYSNPyyCNw9dVwxhnhKZuNaVZ4KmRnwz/+sX1m+Zw50FQeL6NBlBhkZISrioMPDrfmQRjn/b//qxxMHnss/FYCkJW1YzDp3z+UizQ2M2eGYaljjw0BpKneSLIr3bvD1KlwzDHhu2DGjKbxZ6HAUU9atAjJ8759wzILEILJ8uWVg8nkyWGVUAhXIAMGVA4mAwZA9OhvkQbprbfg9NPDEO0//qF/r0cdFa64Lr0UbrihacwuV+BIoxYtoE+f8Kp4/oA7rFhROZhMnRqS8BDyLP37bw8kQ4eGK5XWrdPXD5EKS5fCySdD167hqqO5LPq3K//zP+H/8s03h2T5d7+b7hbtHgWOBsYsrN9zwAFhbBhCMFm5snIwmTYt3NoI2/MsicFk0KDGvf6PND4ffRRmhWdkhKVEcnLS3aKGwwzuvTcky8ePD3dbNuZkuQJHI2AGvXqF15gxocwd/vvfysHkmWfgL38J+yvyLInBZPBgaNMmff2Qpmv9+rD+1Pr1YdXbAw5Id4sansRk+ejRMHdu402WK3A0Umbh+cf77bf9stcdCgsrB5Pnnw93dEEYGjvooO2BZNiwcNnctm36+iGN36ZNYVG/ZcvC+lNakb9m3bqFoeeRI0Ou85lnGuekYQWOJsQsLBrXo8f2CUfusHp15WDyz3/Co49uP6Zv38rBpKhI/yykdkpLwxfgv/8dbuw45ph0t6jhO/JIuPvukPe4/vrG+dxyfUM0cWbht5xu3Sov9fzxx5WDyauvhtm9wZF06hSuTg4+OPyseO23X+P8DUlSzz18+U2fHr4IK3JysmsXXRT+3/361+EXttNOS3eLkqPA0Ux17Roe13nKKdvLPvkE3n4bnnmmgK1be7N0aUjCr127vU52dljgsWpQOfBAJeObmxtuCHf7/exnYWa41J5ZmBD83nshWd63b7hbsrFQ4JBt9tknrAjcunUheXm9t5WvXRtus6x4vf8+zJsXHpnpHupU5FwqAkliUOncufnNGm7q7r03zEc4//ymMS8hHVq1Cs9cz80NQ8tz50KHDuluVe0ocMgudeoUxmWPPLJy+aZNYTZ81aDy2mthX4UOHSoHkor3PXtqAcjGaOrUMJntW98KDy/SLwV1161bCB55eSFX9OyzjWMoWP9tpc5atw6TDwcOrFxeXg4ffhiCSGJQefbZsABkhaysMPmxalA58EDd6dVQvfoqnH02HH54SIYr8O++ww8Pi6JedBH8/Ofwm9+ku0W7pr92SbkWLbbfKjxqVOV9n38ebttMDCqLFoX728vLt9fr0WPHIa+DDw6TyvQbbnq8/XaYf9CnT1hzSTmt1PnhD0Oy/JZbQrL89GqXfm04FDikXu29N3z96+GVaPNmKCioPOS1dGmYHf/ll9vrtW9ffR5l//21unCcVqwI+a+99gpzNfbeO90tanr+8IeQLJ8wIfybHjAg3S2qmQKHNAitWm1fnj5RxaTGqnmUF1/cPrERQtDo3XvHoNK3r9ZL2l2ffhqWEtm6NQxVde+e7hY1Ta1ahfxRxTLsc+c23ACtwCENWuKkxuOPr7yvqKhyQFm6FJYsCcMoZWXb63XrVnkuSkVQ2XdfDXvtysaN8M1vhnWoXn45/NlJfPbdNwzbHn00jBsXFopsiMlyBQ5ptNq3hxEjwivRli1haKVqcv6RR8IXYYW2bbcHkjZtelBaGtbz6tSpfvvRUG3ZEpazWbgQnn56x+FFicfXvx7meFx4Ifz0p3Drrelu0Y5iDRxmNgr4PeHRsQ+4+y1V9rcCHgGGAeuAM919ZbTvOuB8oAy43N1nReV7AQ8A/QEHznP3N+LshzQuWVnbry4SuYcZ81XzKC+/DKtXH8B994V63bqF1YUHD97+OuCApvEAntoqLw9j7S+9FBbOPPnkdLeoebnggpAs/+1vQ7L8zDPT3aLKYgscZpYB3EN4PnghMNfMZrj7koRq5wPr3b23mY0FbgXONLN+hOePHwLsC7xkZgdGzx3/PfCCu48xsyxA93ZIrZiFoYB9991xTaXp0/9N27ZHsGhR+A174cKwNHjFkFebNuG244pAMmhQSF42xTuL3OGqq+CJJ8JdPhMmpLtFzdPdd8O774YnKR50UPg311DEecUxHChw9xUAZjYZGA0kBo7RwI3R+6nAH83MovLJ7r4Z+MDMCoDhZrYE+AYwAcDdtwBbYuyDNBN77bWVvDw47rjtZSUlIWdSEUgWLQrreVU87rdFizDnJDGYDB4cZuA3Zr/9Lfz+93DFFeGZ4ZIeWVkhWZ6bC9/5TkiWd+yY7lYF5hVrRqT6xGZjgFHu/oNo+1xghLtfmlDnvahOYbS9HBhBCCZvuvtjUfmDwPNAATCJEHwGAfOBH7l7wg2b2859IXAhQE5OzrDJkyfXqR/FxcW0bWaz0dTnmrnDJ59kU1DQluXL21JQEF5r1mRvq9OhwxZ69y7mgAOK6d07vLp3/6pBJTlr6u8LL+zDrbcexDHHrOFnP3u/SQ3PNdZ/10uWtOOKKwYzaNAX3HLLu2Rk1P47e3f6PHLkyPnunlvdvsaWHM8EhgKXuftbZvZ74FrgF1UruvskQpAhNzfX8/Ly6vSB+fn51PXYxkp9Tt769fDOOxVXJ1ksXLg3Tz21N1u3hv2tW4dF7BLzJgMGwJ57pqb9yaquv889B7fdFq66nnsuh6yspvUIv8b67zovL1x9XHDB3syadTS//W3tj42rz3EGjo+AHgnb3aOy6uoUmlkm0J6QJK/p2EKg0N3fisqnEgKHSFp16BBuoTz66O1lW7aE5HviUNdTT21/fjyEuSdVh7q6dav/24TfeCPMVh48ONwOmpVVv58vO/eDH8CCBfC734UHZY0bl972xBk45gJ9zKwX4Ut/LHBWlTozgPHAG8AY4BV3dzObAfzNzO4gJMf7AHPcvczMPjSzvu6+DDiWyjkTkQYjK2v7Wl7f+14oq5jQWBFIFi4MS3lMnbr9uI4dKweSwYNDcjSumfFLloS7prp1C/MG0nUVJDt3110hWX7++eEW8sGD09eW2AKHu5ea2aXALMLtuA+5+2IzuwmY5+4zgAeBR6Pk9+eE4EJUbwohKJQCl0R3VAFcBjwe3VG1Avh+XH0QSbXECY3f+tb28g0bwpdCxdXJwoVh6fKSkrA/KyvMqk8c6ho4cPefWV1YGGaFZ2WFu8i6dNm980l8srLCowwqkuXz5qUvWR5rjsPdZwIzq5Rdn/C+BKh2OS93nwjs8FBFd18IVJuwEWms2rWDI44IrwqlpfCf/1Qe6nr22TCvokLPnjsOde23X+2Guj7/PASNoiKYPTus9yUN2z77hOHOb3wjzO144YX0rFDc2JLjIs1GZib06xdeZ0WDvOGurspDXRUzuytukGzffsdg0q9fWAupQklJC049NSws+cIL6R32kOSMGBFuCT//fLj22nBDQ31T4BBpRMzCY3+7dg2r1Vb48suwsmriUNf998NXX4X9FUGoIpBMmXIIc+bAlCkwcmR6+iJ1d955IVl+++1hZvlZVbPHMVPgEGkC2rTZcd2usjJYvrzyUNfLL8OjjwJ05J57YMyYdLVYdtedd4ZbwCuS5UOG1N9nK3CINFEZGWFm+4EHwhlnbC//7DP45z/f5KyzDktf42S3tWy5Y7K8vhbobELzQkWkNjp3hn33LUl3MyQFcnLCvJtPPgnJ8tLS+vlcBQ4RkUbs0EPhvvvglVfqb20xDVWJiDRyEyaEZdjvvDMky885J97P0xWHiEgTcMcdYX7HBReEO67ipMAhItIEVCTLO3cOyfLPPovvsxQ4RESaiC5dQrJ8zZpwJ11paTyrZSpwiIg0Ibm5MGkS5OfDffcdEMtnKDkuItLEfO97IVn+9NMdKC6GVD+/SoFDRKQJuu02OPHEBbRte1TKz62hKhGRJqhlS9hjj7JdV6wDBQ4REUmKAoeIiCQl1jCfm/cAABSBSURBVMBhZqPMbJmZFZjZDs8GN7NWZvZktP8tM+uZsO+6qHyZmZ2YUL7SzN41s4VmNi/O9ouIyI5iS46bWQZwD3A8UAjMNbMZ7p74jPDzgfXu3tvMxgK3AmeaWT/CY2QPITxz/CUzOzDh8bEj3X1tXG0XEZGaxXnFMRwocPcV7r4FmAyMrlJnNPDX6P1U4Fgzs6h8srtvdvcPgILofCIikmZx3o7bDfgwYbsQGFFTHXcvNbMioGNU/maVY7tF7x140cwc+LO7T6ruw83sQuBCgJycHPLz8+vUieLi4jof21ipz01fc+svqM+p1BjncRzp7h+ZWRfgn2a21N1nV60UBZRJALm5uZ6Xl1enD8vPz6euxzZW6nPT19z6C+pzKsU5VPUR0CNhu3tUVm0dM8sE2gPrdnasu1f8/BSYhoawRETqVZyBYy7Qx8x6mVkWIdk9o0qdGcD46P0Y4BV396h8bHTXVS+gDzDHzNqY2Z4AZtYGOAF4L8Y+iIhIFbENVUU5i0uBWUAG8JC7Lzazm4B57j4DeBB41MwKgM8JwYWo3hRgCVAKXOLuZWaWA0wL+XMygb+5+wtx9UFERHYUa47D3WcCM6uUXZ/wvgQ4vYZjJwITq5StAAalvqUiIlJbmjkuIiJJqVXgiHILLaL3B5rZqWbWMt6miYhIQ1TbK47ZQLaZdQNeBM4FHo6rUSIi0nDVNnCYu38FfBe4191PJywHIiIizUytA4eZfR04G3guKsuIp0kiItKQ1TZwXAFcB0yLbpXdH3g1vmaJiEhDVavbcd39NeA1gChJvtbdL4+zYSIi0jDV9q6qv5lZu2i29nvAEjP7SbxNExGRhqi2Q1X93H0D8G3geaAX4c4qERFpZmobOFpG8za+Dcxw962E5c1FRKSZqW3g+DOwEmgDzDaz/YANcTVKREQartomx+8G7k4oWmVmI+NpkoiINGS1TY63N7M7zGxe9LqdcPUhIiLNTG2Hqh4CNgJnRK8NwF/iapSIiDRctV1W/QB3Py1h+5dmtjCOBomISMNW2yuOTWZ2ZMWGmR0BbIqnSSIi0pDV9orjIuARM2sfba9n+yNfRUSkGanVFYe7L3L3QcBAYKC7DwGO2dVxZjbKzJaZWYGZXVvN/lZm9mS0/y0z65mw77qofJmZnVjluAwze9vMnq1N+0VEJHWSegKgu2+IZpADXLWzumaWAdwDnAT0A8aZWb8q1c4H1rt7b+BO4Nbo2H6E548fAowC7o3OV+FHwPvJtF1ERFJjdx4da7vYPxwocPcV7r4FmAyMrlJnNPDX6P1U4Fgzs6h8srtvdvcPgILofJhZd+Bk4IHdaLuIiNRRbXMc1dnVkiPdgA8TtguBETXVcfdSMysCOkblb1Y5tlv0/i7gamDPnX24mV0IXAiQk5NDfn7+LppbveLi4jof21ipz01fc+svqM+ptNPAYWYbqT5AGNA65a3ZBTM7BfjU3eebWd7O6rr7JGASQG5urufl7bR6jfLz86nrsY2V+tz0Nbf+gvqcSjsNHO6+09/qd+EjoEfCdveorLo6hWaWCbQH1u3k2FOBU83sm0A20M7MHnP3c3ajnSIikoTdyXHsylygj5n1MrMsQrJ7RpU6M9h+W+8Y4BV396h8bHTXVS+gDzDH3a9z9+7u3jM63ysKGiIi9Wt3chw7FeUsLgVmEZ5P/lD02NmbgHnuPgN4EHjUzAqAzwnBgKjeFGAJUApc4u5lcbVVRERqL7bAAeDuM4GZVcquT3hfApxew7ETgYk7OXc+kJ+KdoqISO3FOVQlIiJNkAKHiIgkRYFDRESSosAhIiJJUeAQEZGkKHCIiEhSFDhERCQpChwiIpIUBQ4REUmKAoeIiCRFgUNERJKiwCEiIklR4BARkaQocIiISFIUOEREJCkKHCIikpRYA4eZjTKzZWZWYGbXVrO/lZk9Ge1/y8x6Juy7LipfZmYnRmXZZjbHzBaZ2WIz+2Wc7RcRkR3FFjjMLAO4BzgJ6AeMM7N+VaqdD6x3997AncCt0bH9CI+RPQQYBdwbnW8zcIy7DwIGA6PM7LC4+iAiIjuK84pjOFDg7ivcfQswGRhdpc5o4K/R+6nAsWZmUflkd9/s7h8ABcBwD4qj+i2jl8fYBxERqSLOZ453Az5M2C4ERtRUx91LzawI6BiVv1nl2G6w7UpmPtAbuMfd36ruw83sQuBCgJycHPLz8+vUieLi4jof21ipz01fc+svqM+pFGfgiIW7lwGDzWwvYJqZ9Xf396qpNwmYBJCbm+t5eXl1+rz8/HzqemxjpT43fc2tv6A+p1KcQ1UfAT0StrtHZdXWMbNMoD2wrjbHuvsXwKuEHIiIiNSTOAPHXKCPmfUysyxCsntGlTozgPHR+zHAK+7uUfnY6K6rXkAfYI6ZdY6uNDCz1sDxwNIY+yAiIlXENlQV5SwuBWYBGcBD7r7YzG4C5rn7DOBB4FEzKwA+JwQXonpTgCVAKXCJu5eZWVfgr1GeowUwxd2fjasPIiKyo1hzHO4+E5hZpez6hPclwOk1HDsRmFil7B1gSOpbKiIitaWZ4yIikhQFDhERSYoCh4iIJEWBQ0REkqLAISIiSVHgEBGRpChwiIhIUhQ4REQkKQocIiKSFAUOERFJigKHiIgkRYFDRESSosAhIiJJUeAQEZGkKHCIiEhSFDhERCQpChwiIpKUWAOHmY0ys2VmVmBm11azv5WZPRntf8vMeibsuy4qX2ZmJ0ZlPczsVTNbYmaLzexHcbZfRER2FFvgiJ4Lfg9wEtAPGGdm/apUOx9Y7+69gTuBW6Nj+xGeP34IMAq4NzpfKfBjd+8HHAZcUs05RUQkRnFecQwHCtx9hbtvASYDo6vUGQ38NXo/FTjWzCwqn+zum939A6AAGO7uH7v7AgB33wi8D3SLsQ8iIlJFZozn7gZ8mLBdCIyoqY67l5pZEdAxKn+zyrGVAkQ0rDUEeKu6DzezC4ELAXJycsjPz69TJ4qLi+t8bGOlPjd9za2/oD6nUpyBIzZm1hZ4CrjC3TdUV8fdJwGTAHJzcz0vL69On5Wfn09dj22s1Oemr7n1F9TnVIpzqOojoEfCdveorNo6ZpYJtAfW7exYM2tJCBqPu/s/Ymm5iIjUKM7AMRfoY2a9zCyLkOyeUaXODGB89H4M8Iq7e1Q+NrrrqhfQB5gT5T8eBN539ztibLuIiNQgtqGqKGdxKTALyAAecvfFZnYTMM/dZxCCwKNmVgB8TgguRPWmAEsId1Jd4u5lZnYkcC7wrpktjD7qp+4+M65+iIhIZbHmOKIv9JlVyq5PeF8CnF7DsROBiVXK/h9gqW+piIjUlmaOi4hIUhQ4REQkKQocIiKSFAUOERFJigKHiIgkRYFDRESSosAhIiJJUeAQEZGkKHCIiEhSFDhERCQpChwiIpIUBQ4REUmKAoeIiCRFgUNERJKiwCEiIklR4BARkaTEGjjMbJSZLTOzAjO7tpr9rczsyWj/W2bWM2HfdVH5MjM7MaH8ITP71Mzei7PtAAs+XsBnmz+jrLws7o8SEWk0YnsCoJllAPcAxwOFwFwzm+HuSxKqnQ+sd/feZjYWuBU408z6ER4jewiwL/CSmR3o7mXAw8AfgUfiajuAu3PkQ0eyqXQTmXMy6dGuB/vttR9fa/819mu/X3jtFX72aN+D7MzsOJsjItJgxPno2OFAgbuvADCzycBownPEK4wGbozeTwX+aGYWlU92983AB9EzyYcDb7j77MQrk7g4zlNnPMU/5/6T7JxsVhWtYtUXq3jlg1dYvXE15V5eqX5Om5xtgWS/9lGA2Wt7gNkre6+4mywiUi/iDBzdgA8TtguBETXVcfdSMysCOkblb1Y5tlsyH25mFwIXAuTk5JCfn5/M4QC0pjXHtDuGthltYW/CCygtL2XtlrV8UvIJa0rWsGbzGtaUrOHTrz7lzc/f5OnNT7OlfEulc7XJaEOX7C7ktMohJztnh597Z+1NC2sYKafi4uI6/Xk1Zs2tz82tv6A+p1KcgSOt3H0SMAkgNzfX8/Ly6nSe/Px8kj3W3fn0y09ZVbSK/xb9l1VfrApXLNFVy+zPZ7O+ZH2lY7IysnY6HNa9XXdaZbaqUx+SVZc+N3bNrc/Nrb+gPqdSnIHjI6BHwnb3qKy6OoVmlgm0B9bV8tgGy8zIaZtDTtschncbXm2dDZs3VAoq/y3677bA8uLyF/l448c4vv2cGPu03Wenw2HtWrWrry6KSDMWZ+CYC/Qxs16EL/2xwFlV6swAxgNvAGOAV9zdzWwG8Dczu4OQHO8DzImxrfWuXat29O/Sn/5d+le7f0vZFgo3FG6/WkkIMPM/ns+0pdPYUlZ5OGyv7L2qvVqpCDA5bXIIKSQRkbqLLXBEOYtLgVlABvCQuy82s5uAee4+A3gQeDRKfn9OCC5E9aYQEumlwCXRHVWY2RNAHtDJzAqBG9z9wbj6kS5ZGVns32F/9u+wf7X7y72cNcVrqh0OW/nFSmavmk3R5qJKx7TKaLUtiHytXeWrlYrhsJYZLeujeyLSiMWa43D3mcDMKmXXJ7wvAU6v4diJwMRqyseluJmNUgtrQdc9u9J1z64c1v2wausUlRTtcLVSsT2zYCafFH9Sqb5hdN2zKy3LWtLxPx3Zo+UetM5sTeuWrSv/zGwd9lUtb9m65mMS9mW0yKiPPyIRiUmTTY4LtM9uz8DsgQzMGVjt/pLSkh2Gwz7c8CErClfQtm1bNpVuYuOWjXz65adsKt3Epq2btv38autXlXIwyWjZomXtg01m3QNURZkClUhqKXA0Y9mZ2fTeuze99+5dqbw2d2K4O1vKtlQbUKqWbSqNyquUVdoXbScGqqrH7G6g2lmw2fj5Rh7+4mGyM7N3eLXObF1t+a5eWRlZyilJk6TAIXViZrTKbEWrzFb1MrkxMVDVFIRqFbSq7N+weQNrvlzD+uL1LF+5nJLSkm2vqjcfJMuwOgWc3Q1Y2ZnZtG7ZmswW+u8t8dC/LGkU4g5U1V1llXs5m0s3Vwomybw2lW7aZZ21X62tcd/W8q271acMy6gxsJR8WUKnlZ3IbJFJy4yW4WeL8HNbmW3fl7g/FWU7fFYtyjTk2HAocIjUoIW1CMNZLVun5fPLysvYXFY5cG3auutgVOOrbPv7jzd9DIQ8V/GWYraWb6W0vJStZdHPaLumsqpL7tQHw3YrcG34YgNdVnfZFoS2BSTb/r7qdmK9hrKvIawwocAh0kBltMhgjxZ7sEfLPVJ+7t2dUVzu5UkFmqplFdvVldXpXL7z+iWlJWws3Uh5cfm28jIv2/a+tLyUsvKyGvelI1DWpCKA1ibIZJdmsyhvUcrboMAhIklrYS3IysgiKyMr3U2ptd0Jlu6+LZgkBpiqQaZB7fMyNq7bmNo/xIgCh4jILpgZmZbZ6G44iGtRx/QPlomISKOiwCEiIklR4BARkaQocIiISFIUOEREJCkKHCIikhQFDhERSYoCh4iIJMXc67ZUdWNiZp8Bq+p4eCdgbQqb0xioz01fc+svqM/J2s/dO1e3o1kEjt1hZvPcPTfd7ahP6nPT19z6C+pzKmmoSkREkqLAISIiSVHg2LVJ6W5AGqjPTV9z6y+ozymjHIeIiCRFVxwiIpIUBQ4REUmKAkcNzGyUmS0zswIzuzbd7akPZvaQmX1qZu+luy31wcx6mNmrZrbEzBab2Y/S3aa4mVm2mc0xs0VRn3+Z7jbVFzPLMLO3zezZdLelPpjZSjN718wWmtm8lJ5bOY4dmVkG8B/geKAQmAuMc/claW1YzMzsG0Ax8Ii79093e+JmZl2Bru6+wMz2BOYD327Kf89mZkAbdy82s5bA/wN+5O5vprlpsTOzq4BcoJ27n5Lu9sTNzFYCue6e8kmPuuKo3nCgwN1XuPsWYDIwOs1tip27zwY+T3c76ou7f+zuC6L3G4H3gW7pbVW8PCiONltGryb/26OZdQdOBh5Id1uaAgWO6nUDPkzYLqSJf6E0d2bWExgCvJXelsQvGrJZCHwK/NPdm3yfgbuAq4HydDekHjnwopnNN7MLU3liBQ5p9sysLfAUcIW7b0h3e+Lm7mXuPhjoDgw3syY9LGlmpwCfuvv8dLelnh3p7kOBk4BLoqHolFDgqN5HQI+E7e5RmTQx0Tj/U8Dj7v6PdLenPrn7F8CrwKh0tyVmRwCnRmP+k4FjzOyx9DYpfu7+UfTzU2AaYQg+JRQ4qjcX6GNmvcwsCxgLzEhzmyTFokTxg8D77n5HuttTH8yss5ntFb1vTbgBZGl6WxUvd7/O3bu7e0/C/+VX3P2cNDcrVmbWJrrhAzNrA5wApOxuSQWOarh7KXApMIuQMJ3i7ovT26r4mdkTwBtAXzMrNLPz092mmB0BnEv4DXRh9PpmuhsVs67Aq2b2DuEXpH+6e7O4PbWZyQH+n5ktAuYAz7n7C6k6uW7HFRGRpOiKQ0REkqLAISIiSVHgEBGRpChwiIhIUhQ4REQkKQocIilgZmUJt/QuTOWKymbWs7msWCyNQ2a6GyDSRGyKlvEQafJ0xSESo+iZCL+Nnoswx8x6R+U9zewVM3vHzF42s69F5TlmNi16XsYiMzs8OlWGmd0fPUPjxWjWt0haKHCIpEbrKkNVZybsK3L3AcAfCau0AvwB+Ku7DwQeB+6Oyu8GXnP3QcBQoGLFgj7APe5+CPAFcFrM/RGpkWaOi6SAmRW7e9tqylcCx7j7imhBxU/cvaOZrSU8RGprVP6xu3cys8+A7u6+OeEcPQlLg/SJtq8BWrr7zfH3TGRHuuIQiZ/X8D4ZmxPel6H8pKSRAodI/M5M+PlG9P51wkqtAGcD/4revwxcDNseuNS+vhopUlv6rUUkNVpHT9Wr8IK7V9yS2yFajXYzMC4quwz4i5n9BPgM+H5U/iNgUrQycRkhiHwce+tFkqAch0iMohxHrruvTXdbRFJFQ1UiIpIUXXGIiEhSdMUhIiJJUeAQEZGkKHCIiEhSFDhERCQpChwiIpKU/w/h0Jjy0jabcwAAAABJRU5ErkJggg==\n","text/plain":["<Figure 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\n","text/plain":["<Figure 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\n","text/plain":["<Figure size 432x288 with 1 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+HGG1wmhYpWGRG33jLHrGn08PPvgg8+fPz+pxs3v3bg4ePEj79u0ZNGgQzZo14/bbb+ett97KcfuaNWty/PhxAN577z3q1q1Lu3bt2LZtW9Y6kyZNonnz5gQHBxMeHk5SUhIrVqxgzpw5vPjiizRu3Jg//viD/v37M336dAAWL15MkyZNaNSoEQMGDOD8+fNZx3vrrbdo2rQpjRo1YuvWrTnGldm+edCgQUybNi1r+ZEjR+jZsyfBwcEEBwezYsUKAKZMmcIdd9xBcHAwjz/++HW+qqqwM8aw69Qupv4+lWfnP0vj/zam/AfleWXTK4z5bQzl/Mvxbui7rBiwgpMvn2Ru37kMazWMRoGNNOkXoEJxxj9sGKzPuSsz6eklyU+PtsaN4ZOrdGWuUKECLVq0ICoqih49ehAREcHDDz+MiPDee+9RoUIF0tPTCQsL4/fff+eOO+7IcT9r1qwhIiKC9evXk5aWRtOmTQkJCQGge/fuDB48GIARI0YwYcIEBg8ezP3330+3bt148MGLG5smJyfTv39/Fi9eTN26dXniiSf44osvGDZsGACVKlVi7dq1jB07ltGjRzN+/PjL4tH2zaogpaSnsP7wepbvXc6K/StYvnd5Vo2+TPEytKreijc6vEGZU2UY1G0QpYqVcnPERUOhSPzuklnuyUz8EyZMAOC7775j3LhxpKWlcejQIbZs2XLFxL9s2TJ69uxJqVL2D/7+++/Pei4uLo7HH3+c+Ph4EhMTLyor5WTbtm3UqlWLunXrAtCvXz8+//zzrMTfq1cvAEJCQoiMjLxse23frK7XiaQT/LL/l6xE/9uB30hOSwagZrma3FnrTtrUaEPbGm1pWKUhvj72rCw2NlaTvgsVisR/tTPzhIRzTuvO2aNHD4YPH87atWtJSkoiJCSEXbt2MXr0aFatWkX58uXp378/ycnJ+dr/oEGDmD17NsHBwUyaNOm629aWKFECsIk7LS3tsucXLlxIfHw8jRo1AmyDt5IlS9KtW7frOq4qnIwxbDuxjRX7VmQl+q3HbQnRz8ePplWb8kzIM7S9uS1tarThpjI3uTlilalQJH53CQgIIDQ0lAEDBmS1PD5z5gylS5embNmyHDlyhKioqKu2bO3QoQP9+/fn1VdfJS0tjblz52b120lISKBq1aqkpqYydepUqlWrBthWzTn1yg8KCmL37t3s3LmT2rVr8/XXX9OxY8dc/zzTpk3LsX1zUlISYWFhWWWjzFLPnXfeSc+ePXn++efz3b5ZeY9zqedYfXA1y/ctZ/m+5fyy7xdOnDsBQIWSFWhTow1P3PEEbW9uS7ObmukZvAfTxH+d+vbtS8+ePYmIiAAgODiYJk2aUK9ePWrUqEHbtm2vun3Tpk3p3bs3wcHBVKlS5aLWyiNGjKBly5ZUrlyZli1bZiX7Pn368NRTT/Hpp59mXdQF8Pf3Z+LEiTz00EOkpaXRvHlznnkmd/3vtH2zupIV+1bw9pK3idkVQ2qGnUUuqGIQPYJ62LLNzW2pW7EuPqJjRbyFGC9oh9+sWTOTOf49U1xcHPXr17/mtq6YiMVZCkPsuf09eRJvnFgDCj7udYfWMSJmBAt2LCCwdCD9gvvR7uZ2tK7RmkqlKhXYccB7X3Pw7NhFZI0xptmly/WMXyl1kbhjcbwZ+ybTt0ynvH953g97n7+1+FuRaFdcVGjiV0oB8OepP3l7ydt88/s3lCpWijc7vMnzrZ+nrH9Zd4emCphXJ35jjN7U4cG8oYyo4MCZA4xaOorx68bj5+PH8FbDebnty1QuXdndoSkncWriF5GhwFOAAF8aYz4RkQrAt0BNYDfwsDHmVF737e/vz4kTJ6hYsaImfw9kjOHEiRP4+/u7OxR1BcfOHuP9n99n7OqxpGWk8VTTpxjRYYQOuywCnJb4RaQhNum3AFKAaBGZBwwEFhtj3heRV4BXgJfzuv/q1auzf/9+jh07dtX1kpOTvTb5eHvs5cqVo3r16u4ORV3idPJpPvzlQz7+9WOSUpN4/I7HeavjW9QqX8vdoSkXceYZf31gpTEmCUBElgC9gB5AJ8c6k4FY8pH4ixUrRq1a1/5DjY2NpUmTJnndvUfQ2FVBOptyljG/jeFfy//FqeRTPNTgId7u9Db1K3vXqCt1/Zw2nFNE6gOzgdbAOWAxsBp43BhTzrGOAKcyH1+y/UDspwMCAwNDMsfJ51ViYiIBAQH52tbdNHb38NbYrxR3SkYKcw/OZereqZxKPUWrCq0YUHMAdcrUcUOUOfPW1xw8O/bQ0NAch3NijHHaF/BXYA2wFPgC+ASIv2SdU9faT0hIiMmvmJiYfG/rbhq7e3hr7JfGnZqear5c86Wp8VENw0hMp0mdzPK9y90T3DV462tujGfHDqw2OeRUp17cNcZMACYAiMg/gP3AERGpaow5JCJVgaPOjEGpoibDZBCxKYK3Yt9i58mdtKjWgq96fEVYrTAdCKEA54/qqWKMOSoiN2Pr+62AWkA/4H3Hv7OdGYNSRYUxhtlbZzMiZgSbjm6iUZVGzO4zm+51u2vCVxdx9jj+GSJSEUgFnjPGxIvI+8B3IvJXYA/wsJNjUKpQSE1P5VjSMY6dPcaxpGMcPXv0ou9jt8eyI3EHdSrUYVr4NB6+/WHtn6Ny5OxST/sclp0Awpx5XKW8QWp6KseTjtsE7kjoF32fdHFij0++fI5mAB/xoVKpSpSVsozvPp5+jfvh5+PV92YqJ9O/DqWczBjDusPrmLJhCqsPrs5K7KeSc75vMTORVy5VmSqlq9D4xsZZ31cuVZnKpS/+vkLJCviIj20W1rSTa3845ZU08SvlJIcTDzP196lM3jCZjUc3Uty3OK2qtyI4MDgrcVcpXYXKpStf9H1mIlfKWTTxK1WAktOSmbttLpM3TCZ6ZzTpJp2W1VoytutYejfsTYWSOlGNcj9N/EpdJ2MMvx34jckbJjNt0zTik+OpVqYaL7Z5kX6N+1GvUj13h+jRjIH0dHdH4TlSUuDoUThyxH61aAGVCnb6A038SuXX/jP7+eb3b5i8YTJbj2/F38+fXvV70T+4P3fWujNrInF1ub17YfFi+Okn+5WY2JboaGjd2t2ROce5cxcS+aVf2ZP8kSNw6pJLPwsWwL33Fmw8mviVyoOk1CRmbZ3FpPWT+PHPHzEY2t3cji+7f8lDDR7S3vVXcPQoxMTYJL94Mfzxh11euTLceScsW5ZGly7FWLwYml3eYMBjJSfDxo03cPLk1ZN6DlNkA1C2LAQG2q+GDSEs7MLjzK8GDQo+bk38Sl2DMYbl+5Yzaf0kvtv8HQkpCdxS9hbe6PAGTwQ/wW0VbnN3iB7n9GlYuvTCWf3GjXb5DTdAp04weLBN+A0bggh89916Xn65NffcY9dv3Nit4efK4cNwzz2wcWPTi5ZXrHghaTdrdnkir1Llwr/uar6riV+pK9gdv5spG6YwZcMU/jj1B6WLlebBBg/Sv3F/OtzSQUfeZHPuHCxffuGMfvVqyMiwia1dO+jb157NNm0KfjlknSpVzvPTT9CxI9x9t/100LCh63+O3Nq7F+66Cw4cgFdeiePhh+sTGGg/wRQr5u7ork0Tv1LZJKYkEn04mrcnv03s7lgAQmuG8mbHN+lVvxcBxT2zC6OrpabCqlUXzuhXrLAXJf387MXI11+3Z/StWuX+rLZWLbu/jh1tUl2yBIKCnPtz5MeOHTa+06fhhx8gJeUITZp4V2trTfzKqxw7ZhNOly7gU4An3KnpqXz222eMXDKSM+fPcFv523g39F0ev+Nxbil3S8EdyEtlZMCGDRcuxi5dComJtkzTuPGF0k379lCmTP6PU6eOTf6dOtn9LV0Kt3lQJW3jRvuJJD3dvg5Nm0JsrLujyjtN/MqrjBgB48ZBkybw0Uc2QVyvJbuX8NyC59h8bDP31r6XewPu5W/3/00bmzksWABDhly4IBsUBI8/bks3nTrZmnZBql8ffvwRQkMvJP9bPOC9N/OEw9/fJn1nXHR1FS1SKq9hDERFwR13wIkTNjH07Gk/eufHwYSDPDLjETpN7sTZ1LPM7jOb+Y/Mp1HZRpr0sXXsnj3hvvts3XrSJNi3D7ZuhbFjITy84JN+pkaNbBnlzBn7e96/3znHya2lS+0b3Q03wLJl3p30QRO/8iJbttjE87e/2eTzj3/YM8MGDWD48MvHP19Janoqo1eMJuizICLjInmzw5tseXYL9wfdrwkfW6v/4AN75r1oEbz/vi3z9OsHrpxCuUkTWLgQjh+3Z/6HDrnu2NktXGjP9KtVg59/hltvdU8cBUkTv/IaUVH23y5doGRJePVV2LkT/vIX+PRTqF3b/puaeuV9/LTrJ4L/G8yLP7xIp5qd2PzsZt4OfZuSxUq65ofwcLGxtmb/yit2qOKWLfDyy1C8uHviadHC/t4PHrQXVI8dc+3xIyOhe3db3lqyxCb/wkATv/Ia0dFw++1Qo8aFZYGBtua/bp290DZ0qB0GOGeOLQ1l2n9mP72n9yZsShjJacnM6TOHuX3n6hh8h8OH4bHHbFklORnmzYOZMz2jtt62rY1n1y6b/E+ccM1xv/4aHn7YjsWPibHj7gsLpyZ+ERkuIptFZJOITBMRfxEJE5G1IrJeRH4WkdrOjEEVDomJtrZ6pVvX77jDliXmzbOjfXr0sEli1ZpUPvj5A+p9Vo852+YwsuNINj+7me5B3V37A3io9HT47DN7Rvv99/DGG7B5s63re5JOnWD2bNi2zX4Sic95aoIC88UX8MQTdmjpokVQrpxzj+dqTkv8IlINGAI0M8Y0BHyBPthJ1x81xjQG/g8Y4awYVOERE2Nrz1frWSJiE9bvv9tktnpdCi2a+/LKkEq0Lf8gW57dwlud3tKyjsPKldC8uR2K2bKlHar4zju2jOaJ7r7bll42brTlviu1Qbhe//43PPssdOsG8+dDQCG8dcPZpR4/oKSI+AGlgIOAAW5wPF/WsUypq4qKgtKl7cf+azmctI/YKg9xZmAVynb6Cr9Nf2H5i5OY+nktkpKcH6unO3kSnn7aNkQ7cgS++85ewKxb192RXVvXrjbeNWvs92fPFty+jbGfeF56CXr3tm8y7mqp4GxOS/zGmAPAaGAvcAg4bYxZBDwJLBCR/cDj2EnXlbqizGGcYWFQosSV1zufdp5/Lvsn9T6vx/zt83m36wscXvQYW+N86NLF/qcOCoKpU+0NSUVNRgZMnGhfgwkT7EiorVvhoYfspyVv8cAD9ne4YgXcf79tF3G9jLGvx6hRMGCA3b83tF7ILzHZr4AV5I5FygMzgN5APPA9MB3oBXxgjFkpIi8CQcaYJ3PYfiAwECAwMDAkIiIiX3EkJiYS4KWf1TR2a+/ekvTr15Jhw7bTo0fOHxB/O/kbY3aOYf+5/bSr2I7naj/Hjf43XrTOhg1lGTu2Ntu3l6FevTM8++wfNGp02qmxu9LV4v7jj9J8/HFdNm8uS8OGpxk2bDu33VaAp8vXKT+v+Q8/BPLPf9ajWbNTjBq1keLF85fL0tPho4+CWLCgKuHh+3n22Z15uivck/9eQkND1xhjLu93aoxxyhfwEDAh2+MnsPX9P7ItuxnYcq19hYSEmPyKiYnJ97bu5ozY09KM+cc/jAkONubw4QLffZaCjP3jj40BY3btuvy53ad2m54RPQ0jMbU/rW2idkRddV/p6cZMmWJMtWp2nw89ZMwffzgvdlfKKe7Tp40ZPtwYX19jKlUyZuJE+xp4mvy+5hMm2N9j9+7GnD+f9+1TUozp08fuY8QIYzIy8r4PT/57AVabHHKqM2v8e4FWIlJK7F0xYcAWoKyIZFYT7wbinBiDymbPHjtc77XX7A0533/v7ohyJzoa6tWDmjUvLEtOS2bU0lHU/7w+0Tujee/O99g0aBNdane56r58fGy7gW3b4O237cW7+vVtXff05Sf/XssYWwuvXx8++QSefNL+zP37F2yPI3cbMMDeRTx3LjzyCKSl5X7b5GR793FEhL1h7d13vavkdT2cWeNfiS3trAU2Oo41DngKmCEiG7A1/hedFYO6YOpUO+Rx/XqYPNkmhBkz3B3VtSUl2ZuKumTL5wt2LKDh2Ia8EfMGXet0ZevftvJa+9co4XeVCwCXKF0a3nzTtnt45BEYPdreAPbFF94/DeD27XbIY+/ecOON8Ouv8N//QoVCOt3voEH2zW3GDPumnpvfX2KiHbUzd65948SOx9EAACAASURBVHjpJefH6VFy+hjgaV9a6sm/U6eM6dvXfpRt29aYP/+0y0eMMMbHx5ijR6/7EDkqqNd9/nwb+8y5Z82Xa740rca3MozE1B1T1yzcubBAjmGMMWvWGNOpkz1WmzbHTFJSge3aZaKilpgRI4wpXtyYsmWN+ewzW9rzBgXx9/LBB/b316/f1ctZp04Z07q1/fufMuW6D+vROYYrlHrcntRz86WJP3+WLDHm5pttfffdd41JTb3w3Lp19rc/btz1xXglBfG6Z2RkmPD+B4xv8WRTcmR5w0hMvc/qmU9++cQkpyZff5CXHc+YMWOMEckw7dvbBOEtVq0ypmrVJAPGPPaYMYcOuTuivCmo/6fvvGP/rgcOzLlef/SoMY0bG1OsmDEzZhTIIT06x1wp8Wtb5kIoJQXeesvWLW+7zc6M1LLlxesEB9vnpk+Hp55yT5xXcijhEFM2TOGr9V+xfc48fGtt5NEm4QxoMoBW1Vs5rZGaiG0Ad/ToFt5//3Y6drTXF6pWdcrhCkxmiaNsWXujW0G0qvZWI0bY2v0//mH7C3366YW6/YED9m7u3bttS48uV78cVKhp4i9ktm6FRx+FtWvhr3+1tc+cRpqJ2AtbH31ku1qWL+/6WLNLTU9l/o75fLXuKxbsWEC6SSekRG84WYcP3riZv9/f2WWx3HnnMdq3ty2J27Sxt+zXqeOyw+eaMfbN/dVX7c1YL764lk6dcnGHWyEmYsfinz8PH35o7/v4978v9Pk5ftzerNahg7sjda9CdH2/aDPGXsBr2tSe0URGwvjxV7/dPDzcjoKYM8dlYV4m7lgcLy56keofV6fntz1ZfXA1L7Z5kW1/20b/AHvvRo9uub9oW1Ay531NTLR3C69d6/IQriolxb6xv/oq9OljJwYpX/4qbUmLEBGb7AcPtsl/0CA7M1h8vJ3dq6gnfdAz/kLh6FE7XG/uXDuaY+JEuOmma2/XvLntdDljhu217ioJ5xP4bvN3TFg3gV/2/4Kfjx/d6nbjr03+SpfaXfDzsX+Ww6PsSJvabmrj17y57b/eubMtn8yaZfvCu9vJk/ZNOzbWjkwaObLoDEPMLRH4z3/smf///me7uC5ZYid4UZr4vd6CBbYf/enTtqwzeHDux2mLQK9e9pNCQsL1zZV6LcYYlu9bzlfrvuK7zd9xNvUs9SrV4993/5vH73icwIDAi9ZPTrZn3E9edk+3awUF2WsknTvbBnFTp8KDD7ovnh077DDE3bvhm29sWU/lTMQOz23e3L5hF4YJVAqKJn4vde4cvPgifP65PYv58cf8nc2Eh9szo/nzbcmgoF10ofbEdgKKB9C3Yd9rXqhdutT+jJ5wAa5aNRtP9+62P/vYsfDMM66PY+lSe93Bx8eWLNq1c30M3sbHx/0nD55IE78XWr/e3nQUF2cbS/3jH/nvItimjf0YPGNGwSX+1PRUfj7+Mx9N+yjrQm27m9vxartXebDBgwQUv3Zfk+hoe2HOU0aoVKhg54B9+GFbMz561DZ9c1WJZfJkO/rqttvsnAO36fwx6jpo4vciGRn2YtXrr0OlSna0yd13X98+fX1tuWfyZHuXbKlS+d+XMYaITRG8/OPL7DuzjxsDbuSFNi8woMkA6lbMW8/fqCg7Ccb1xFPQSpWys1I9+aQdLnv0qB0u6MwWCBkZto7/3nu2XDF9uvtHYCnvp4nfS+zbZ2cEio21iXrcOKhYsWD2HR5ua6HR0Xbf+bHm4BqGRg9l+b7lNLmxCU/XeJqXe72cdaE2L3bvtsNSn346f7E4U7Fi9uJ5lSq2zcPx4/ZN82rtovPr3Dl70f377+2bzdixhbtVsHIdHc7pBb791vbZWbXK9lGfPr3gkj7YM+uKFfPXu+dI4hGenPMkzb9szo6TOxjffTyrnlpF20pt85X0wb4BwdVn23InHx87XPBf/7K/m27dCn42qCNHbEO96dPtscaN06SvCo6e8Xuws2d9eeIJO+lzy5Z2FIczhjb6+dk5aqdPt8PfcnP2mpKewpiVY3hn6TskpSbxfOvneaPDG5T1L3vd8URF2U6cnj4j1IsvQuXK9mz8zjvtCKvKla9/vxs32jeTY8fsm3HPnte/T6Wy0zN+D7VsGTz1VDOmTrU13mXLnDuePTwczpyxo4OuZf72+TQc25AXfniBdje3Y9OgTYy+Z3SBJP3z5+2IlXvv9Y6x6f3727r/pk12lM2ePde3v+hoe8NYaqr9nWvSV86gid/DHDlik0nm3YXLltm+8c7+mB8WBjfccPVyz9bjW+k6tSvdpnVDRJj/yHzmPzKfoEpBBRbH8uV2HlVPGMaZW9272xE/R4/aUVKbNuVvP59/bieLv/VW+O03CAkp2DiVyqSJ30OkpcGYMfaGof/7P3jlFZgwYRVt2rjm+CVK2PlLZ82yZ5vZxSfH8/eFf6fRF41Yvm85H97zIRsHbaRrna4FHkdUlG2u5Ql3yOZFu3Z2nL0xtj3A8uW53zY9HYYOtQ3iuna1dwtXr+68WJXSxO8Bfv7Znt0NGQItWtga7z//CSVLunZG8PBw27AtNtY+Ts9I58s1X1J3TF0+/vVj+gf3Z8fgHTzf+nmK+xZ3SgzR0TZxeugUplfVqJGdALxyZTvMdv78a2+TkGCvr3z6qb0nY9Ys7/zZlXdxauIXkeEisllENonINBHxF+s9EdkuInEiMsSZMXiyI0fscL327W3CnT7ddg4MKrjKSZ507mxnppoxA5btWUbzL5szcN5AgioFsXrgar68/0uqlK7itOPv22fLJN5U5rlUzZr2jbxBA5vQp0y58rp799pPCtHRdjjtRx/Z+yqUcjanjeoRkWrAEKCBMeaciHwH9AEEqAHUM8ZkiIjzMomHSkuzY7LfeMOO1X71VXtTVunS7o2rZEnodHcSkyJS+V9gJ6qXu4lp4dPofXtvp/XAz87Th3HmVpUqts9Qz572jf3oUXjhhYvXWbXKXhs4d86OBrrnHvfEqoomZw/n9ANKikgqUAo4CIwCHjHGZAAYY446OQaP8vPP8Nxz8PvvthyQWdd3t6TUJEavGM2iEjtIPf01/cp/ydjn+lCqmOtunY2OtrXtBg1cdkinKVPGlnoef9wO+zx61PbOF7kwcUpgoB3BdPvt7o5WFTViZ+dy0s5FhgLvAeeARcaYR0XkBPAR0BM4BgwxxuzIYduBwECAwMDAkIiIiHzFkJiYSIAHFE1PnizG//53G4sW3UiVKsk8++xOOnQ4ftUhi66I3RhD7LFY/vfn/zhy/gjtytzLylfm0r37IQYP3pnv/eY19rQ04YEH2tKp01FeeGF7vo9bEArydU9PhzFj6jB7djU6dz5MjRpJjB9/Kw0anGbUqE0F2kPfU/7W80Njd47Q0NA1xphmlz2R03yMBfEFlAd+AioDxYBZwGNAIvB3xzq9gGXX2pc3z7mbmmrMf/5jzA032Hk+X33VmMTE3G3r7NjXHVpnOkzsYBiJCf4i2MTuijXGGNOjhzHVq199wupryWvsS5bYuVIjI/N/zIJS0K97RoYxI0fanw+M6d3bOGUyd3f/rV8Pjd05cMOcu3cBu4wxxwBEJBJoA+wHIh3rzAQmOjEGt1q2zA7R+/13W8P99FPPKOucTj7Nyz++zJdrv6RCyQr8r9v/+GuTv+LrY68shofD7Nl2LHmrVq6JKSrK3kEcFuaa47mSiG3qdttttrfPkCHObeym1LU4M/HvBVqJSClsqScMWA2cAUKBXUBHwL2f653g8GF46SXbaiFzhquePT3jTtQ98Xu47//uY+vxrQxpMYQ3O75J+ZIXt3vs3t3eMDZjhmsTf9u29iaywuqxx9wdgVKW0847jDErgenAWmCj41jjgPeBcBHZCPwTKDTTJKSl2UlNgoIgIgJee832zO/VyzOS/qoDq2g5viX7z+xn0eOL+LjLx5clfYBy5eyZ94wZtjjhbAcPwoYN3j+aRylv4dRRPcaYt4C3Lll8HrjPmcd1h2XL7GidjRttWWfMGM9qMjYzbiaPRj5KYEAgMf1iqF+5/lXXDw+3E3+sXw9Nmjg3toUL7b/ePH5fKW+ilcbrdOiQHZrXoYOd93bGDDss0VOSvjGGj375iPDvwgm+MZiVT668ZtIHe/ORj0/+WjXnVXQ0VK1qW08rpZxPE38+paXZyc2DguC772xZZ8sWzynrAKRlpPHcguf4+6K/E94gnJ+e+CnXd95WrmynPZw+3bnlnrQ0O5NYly6e87opVdhp4s+H1attT53hw203xo0b7dR47r7zNrsz58/QfVp3vlj9BS+3fZlvH/yWksVK5mkf4eGwbZt9Q3OWlSshPl7r+0q5kib+PDhzxnZRbNnSjtz57js7GsVTyjqZ9p3eR/uJ7fnhjx8Y120c79/1Pj6S91915kgkZ5Z7oqNtf5rrnTtYKZV7mvhzadYs20pgzBh45hk7WuehhzyvPLH20Fpajm/J7vjdRD0axVMhT+V7X1Wr2k80zkz8UVF2yGi5cs47hlLqYpr4r2HfPnjgAXv2W6GCbbv7+edQ9vonmypwc7fNpf3E9hTzLcbyAcu5+7brP40OD7c3oO3Mf/eGKzp6FNas0TKPUq6mif8K0tPtmPwGDezFxw8+sEnKVTc05dWnKz+lR0QPGlRuwMonV9KwSsMC2W+vXvZfZ5z16zBOpdxDE38O1q61dfxhw2y/9M2b7Z24zp7+MD/SMtIYvGAwQ6OH8kC9B1jSfwk3BtxYYPu/5RZo3tw5iT8qyrYwdvZ9Akqpi10z8YtIaZELVwZFxMfRhqHQSUyE55+3iW7/fnv37YIFUKuWuyPLWWJKIg9EPMBnqz7j763/zvcPfe+UNsrh4bZ//PVOJJ5devqFYZzat0Yp18rNf7nF2F76mUoBPzonHPeZM8eWdT7+2N6xunUr9O7teRdvMx04c4D2E9sTtTOKsV3HMvqe0VlN1gpaeLj9NzLy6uvlxerVcOKElnmUcofcJH5/Y0xi5gPH94XmjP/AAZvYevSwDcKWL4f//tezR5lsOLyBluNbsvPkTub1nceg5oOcerzate1dtQVZ7omOtm+qOvOUUq6Xm8R/VkSaZj4QkRBst02vZifIgPr1bTnnn/+0tf02bdwd2dUt2LGAdhPbISL8/JefubeOa4bEhIfbEU2HDhXM/qKi7E1wFSsWzP6UUrmXm8Q/DPheRJaJyM/At8DfnBuWc61fD61b277orVrZCb5feQWKF3d3ZFc3dtVYuk/rTp0KdVj55EqCbwx22bHDw23rhpkzr39fx4/bXv86jFMp97hm4jfGrALqAYOAZ4D6xpg1zg7MGc6etZNeN2tmL1ROnWqHFN52m7sju7r0jHSeX/g8zy14jvvq3MfSvyzlpjI3uTSGBg2gXr2CKff88IN9E9HEr5R75GZUz3NAaWPMJmPMJiBARJ51fmgFa/58m7w+/BAGDLB33j7yiOdevM10NuUs4d+F8/GvHzO05VBm9p5JQHHXz+8pYs/6lyyBY8eub19RUbbEExJSMLEppfImN6Wep4wx8ZkPjDGngPz3AXCx48eL8/DD0K0bBATYvvnjxtm7cD3difMn6DipI3O3z+XTLp/ySZdPnDZyJzfCw+21kdmz87+PjAz7KatzZ9ujRynlerlJ/L4iF86LRcQXyFU1XESGi8hmEdkkItNExD/bc5+KSOLVtr9eEyZA//4tmDMHRo2CdevsDVneYOORjTy77lm2Ht/K7D6zGdxysLtDonFje0/D9ZR71q2zrRp0GKdS7pObxB8NfCsiYSISBkwDoq61kYhUA4YAzYwxDQFfoI/juWbA5XP+FbDTpyEoKIGNG+H11z3/4m2mlftX0mFSBzJMBsv+soxudbu5OyTgQrln8WLbSjk/ohx/OZ07F1xcSqm8yU3ifxn4CXth9xns/Lm5bezuB5QUET/s2P+Djk8M/wZeynu4eTN0KIwevYE6dZx9pIKzbM8y7v76biqUrMCYJmNoUtWz+hmEh0NqKsydm7/to6PtxfUquZsPRinlBGJyMb2SiDQBHgEeBv4EZhhjPsvFdkOB97Dj/hcZYx51LPMxxnwsIonGmByvVIrIQGAgQGBgYEhERERuf6aLJCYmEhDg+ouh+bHm1BpGbBpB5RKV+TD4Q0qmlvS42DMyoHfv1gQFJTBq1KYrrpfT656Q4McDD7Tl0Uf3MGDAbidHmn/e9DeTnbfGDRq7s4SGhq4xxjS77AljTI5fQF3sROlbgZ+BwcCeK62fw/blsZ8UKgPFgFnAE459+TnWSczNvkJCQkx+xcTE5HtbV5q3bZ4p8W4J02hsI3M44bAxxnNjHzLEGH9/YxISrrxOTrF/+60xYMzy5c6LrSB46ut+Ld4atzEau7MAq00OOfVqpZ6twJ1AN2NMO2PMGCA9D282dwG7jDHHjDGpQCTwNlAb2Ckiu4FSIuKETu/eZcaWGfT8ticNqzQkpl8MgQGB7g7pqsLDITnZ3vGcF9HRUL68vWNXKeU+V0v8vYBDQIyIfOm4sJuXUe97gVYiUsoxKigM+MgYc6MxpqYxpiaQZIypnd/gC4Opv0+l9/TeNK/WnMVPLKZiKc/vYdC2ra3RT5+e+22MsYn/7rvBz895sSmlru2Kid8YM8sY0wd7124MtnVDFRH5QkSu2VrLGLMSmA6sxV4Q9gHGFUjUhcSEtRN4fObjtL+lPQsfW0hZfw+c1isHvr52RrIFC+BcLrs2/f677fOjd+sq5X65adlw1hjzf8aY7kB1YB12pM81GWPeMsbUM8Y0NMY8bow5f8nznnlFxAU+++0znpz7JJ1rd2bBIwvccjfu9QgPty0wMmfRuhYdxqmU58jTFBjGmFPGmHHGmDBnBVQU/Hv5vxkcNZgeQT2Y1XsWJYvldnSs5+jUydbrc3szV1SUvQGsalWnhqWUygWd+8iFjDG8Hfs2L/34Er1v7833D31PCb8S7g4rX4oVs5PQz50LKSlXX/f0advSWcs8SnkGTfwuYozh1cWvMnLJSPo37s/UXlMp5uuBk/jmQXi4TeqLF199vcWLIS1N2zQo5Sk08btAhslgaPRQPlj+AYOaDWLC/RPc2mytoNx1l5217Frlnuhou17r1q6JSyl1dZr4nSw9I52n5z7NmN/GMLzVcD7v+jk+Ujhe9hIlbNfTWbPsGX1OjLH1/bvusuUhpZT7FY4M5KHSMtLoP7s/49eN57V2r/HhPR8inj4BQB6Fh9tJ05csyfn5zZth/36t7yvlSTTxO0lKegp9pvfhm9+/YVToKN4Le6/QJX2wdftSpa5c7omOvrCeUsozaOJ3guS0ZMK/C2dG3Aw+vOdDXu/wurtDcppSpaBrVzsXb0bG5c9HRUHDhlC9uutjU0rlTBN/AUtKTeL+afczb/s8xnYdy/Otn3d3SE4XHg6HD9shm9klJtoZz7TMo5Rn0cRfgBLOJ3Dv1HtZvGsxE3tMZFDzQe4OySXuu89e6L203PPTT7Z3v5Z5lPIsmvgLSHxyPHd/fTfL9y5naq+p9G/c390huUyZMnDPPTbxZ5/eISrKznPsLdNdKlVUaOIvAMeTjnPn5DtZe2gt0x+eTp+GfdwdksuFh8O+fbBqlX2c2Y0zLMx7prxUqqjQxH+dDiceptOkTsQdj2NO3zk8UO8Bd4fkFvffb9stZ5Z79u0rxe7dWuZRyhNp4r8O+07vo8PEDuyO3838R+bTpXbRzXLly9uz+8xyz2+/VQA08SvliTTx59Pp5NN0nNSRI2ePsPCxhdxZ6053h+R24eHwxx+29/7KlRWoVw9q1nR3VEqpS2niz6eZW2eyK34XkQ9H0vbmtu4OxyM88AD4+MDXX8OGDeV0GKdSHsqpiV9EhovIZhHZJCLTRMRfRKaKyDbHsq9ExCs7uETGRVLjhhp6pp9N5crQoQOMGQOpqT6a+JXyUE5L/CJSDRgCNDPGNAR8gT7AVOx0jo2AksCTzorBWRLOJ7Doj0X0qt+rULZhuB7h4bY/v79/Ou3buzsapVROnF3q8QNKiogfUAo4aIxZYByA37DTOXqVqJ1RnE8/T6/6vdwdisfp2dP+27hxPP7+7o1FKZUzMdnvuCnonYsMBd4DzgGLjDGPZnuuGLASGGqMWZbDtgOBgQCBgYEhERER+YohMTGRgICCnc/2nS3vsD5+Pd+3/h5fcV5ffWfE7gqzZt3EzTcfoWnTdHeHki/e+rp7a9ygsTtLaGjoGmNMs8ueMMY45QsoD/wEVAaKAbOAx7I9/yXwSW72FRISYvIrJiYm39vm5FzqORPwjwAzcM7AAt1vTgo6dlfS2F3PW+M2RmN3FmC1ySGnOrPUcxewyxhzzBiTCkQCbQBE5C3HG4LXdTD74Y8fSExJ1DKPUspr+Tlx33uBViJSClvqCQNWi8iTQGcgzBiTQyNfzxa5NZKyJcoSWivU3aEopVS+OC3xG2NWish0YC2QBqwDxgFngT3AL44RMZHGmHecFUdBSk1PZc62OXQP6k5xX21Ao5TyTs4848cY8xbwliuP6UxL9yzl5LmT9KqnZR6llPfSO3fzIDIuklLFStG5dmd3h6KUUvmmiT+XMkwGM7fO5N7a91KqWCl3h6OUUvmmiT+Xft3/K4cSD+loHqWU19PEn0uRcZEU8ynGfXXuc3coSil1XTTx54Ixhsi4SO669S7K+pd1dzhKKXVdNPHnwoYjG9gVv4vw+uHuDkUppa6bJv5ciIyLxEd8uD/ofneHopRS100Tfy7MiJtBh1s6ULl0ZXeHopRS100T/zVsPb6VLce26E1bSqlCQxP/NcyMmwlAz/o93RyJUkoVDE381xC5NZKW1VpS/Qavmy9GKaVypIn/Kvae3svqg6v1pi2lVKGiif8qIuMiAehZT8s8SqnCQxP/VUTGRdKoSiPqVKzj7lCUUqrAaOK/giOJR/h5789a5lFKFTqa+K9g9rbZGIzerauUKnScmvhFZLiIbBaRTSIyTUT8RaSWiKwUkZ0i8q2IeORUVpFxkdSuUJuGVRq6OxSllCpQTkv8IlINGAI0M8Y0BHyBPsAHwMfGmNrAKeCvzoohv+KT41m8azG96vXCMT2kUkoVGs4u9fgBJUXEDygFHALuBKY7np8MPODkGPJs7ra5pGWkaX1fKVUoiTHGeTsXGQq8B5wDFgFDgV8dZ/uISA0gyvGJ4NJtBwIDAQIDA0MiIiLyFUNiYiIBAQF52uaNTW+wNWEr37b6Fh9x32WQ/MTuKTR21/PWuEFjd5bQ0NA1xphmlz1hjHHKF1Ae+AmoDBQDZgGPATuzrVMD2HStfYWEhJj8iomJydP6iecTjf8ofzN4weB8H7Og5DV2T6Kxu563xm2Mxu4swGqTQ0515unsXcAuY8wxY0wqEAm0Bco5Sj8A1YEDTowhz6J3RpOclqxlHqVUoeXMxL8XaCUipcReIQ0DtgAxwIOOdfoBs50YQ55Fbo2kUqlKtLu5nbtDUUopp3Ba4jfGrMRexF0LbHQcaxzwMvC8iOwEKgITnBVDXp1PO8+87fPoEdQDPx+/a2+glFJeyKnZzRjzFvDWJYv/BFo487j5tXjXYs6cP6NlHqVUoaZ37mYTGRfJDSVuIKxWmLtDUUopp9HE75CWkcbsbbPpVrcbJfxKuDscpZRyGk38Dj/v/ZnjScd1ikWlVKGnid8hMi4Sfz9/utTu4u5QlFLKqTTxAxkmg8i4SLrU7kLp4qXdHY5SSjmVJn5g1YFVHEg4oGUepVSRoIkfW+bx8/Gje1B3d4eilFJOV+QTvzGGyK2RhNUKo5x/OXeHo5RSTlfkE/+mo5vYeXKn3rSllCoyinzij4yLRBB6BPVwdyhKKeUSRT7xz4ibQbub2xEYEOjuUJRSyiWKdOLfcWIHG49u1AnVlVJFSpFO/DO3zgSgZ/2ebo5EKaVcp0gn/si4SJrd1Iyby97s7lCUUsplimzi339mPysPrNSbtpRSRU6RTfwz42yZR4dxKqWKGqclfhEJEpH12b7OiMgwEWksIr86lq0WEbdMyhK5NZLbK99OUKUgdxxeKaXcxplTL24zxjQ2xjQGQoAkYCbwL+Btx/I3HY9d6tjZYyzds1TP9pVSRZKrSj1hwB/GmD2AAW5wLC8LHHRRDFnmbJtDhsnQxK+UKpLEGOP8g4h8Baw1xnwmIvWBhYBg33jaON4QLt1mIDAQIDAwMCQiIiJfx05MTCQgIOCiZa9sfIW9SXuZ2mIqIpKv/bpCTrF7C43d9bw1btDYnSU0NHSNMabZZU8YY5z6BRQHjgOBjsefAuGO7x8GfrzWPkJCQkx+xcTEXPQ4/ly8Kf5ucfP3hX/P9z5d5dLYvYnG7nreGrcxGruzAKtNDjnVFaWee7Fn+0ccj/sBkY7vvwdcenF3/o75pKSn6N26SqkiyxWJvy8wLdvjg0BHx/d3AjtcEEOWyLhIqgZUpWX1lq48rFJKeQw/Z+5cREoDdwNPZ1v8FPAfEfEDknHU8V0hKTWJqJ1R9A/uj48U2VsYlFJFnFMTvzHmLFDxkmU/Y4d3utyiPxaRlJqko3mUUkVakTrtjYyLpELJCnS4pYO7Q1FKKbcpMok/JT2Fudvn0iOoB8V8i7k7HKWUcpsik/hjdsUQnxyvZR6lVJFXZBJ/ZFwkAcUDuOvWu9wdilJKuVWRSPzpGenM2jaL++rch7+fv7vDUUoptyoSiX/FvhUcPXtUyzxKKUURSfyRcZGU8C1B1zpd3R2KUkq5XaFP/MYYIrdG0rl2ZwKKe2YjJaWUcqVCn/i3J25n7+m9OsWiUko5FPrEv/TYUnzFl+5B3d0dilJKeYRCnfiNMSw7vozQWqFUKFnB3eEopZRHKNSJP+54HPvO7dMyj1JKZVOoE39kXCSC8EC9B9wdilJKeYxCnfhvKnMT9954L1XLVHV3KEop5TGc2pbZ3QY0GcCtp291dxhKKeVRCvUZv1JKnNZrIAAABqdJREFUqcs5LfGLSJCIrM/2dUZEhjmeGywiW0Vks4j8y1kxKKWUupzTSj3GmG1AYwAR8QUOADNFJBToAQQbY86LSBVnxaCUUupyrir1hAF/GGP2AIOA940x5wGMMUddFINSSilAjDHOP4jIV8BaY8xnIrIemA10wU62/oIxZlUO2wzEMRF7YGBgSERERL6OnZiYSECAd/bo0djdw1tj99a4QWN3ltDQ0DXGmGaXPWGMceoXUBw4DgQ6Hm8CxgACtAB24XgDutJXSEiIya+YmJh8b+tuGrt7eGvs3hq3MRq7swCrTQ451RWlnnuxZ/tHHI/3A5GOuH4DMoBKLohDKaUUrqnx9wWmZXs8CwgFEJG6XPhEoJRSygWcWuMXkdLAXuBWY8xpx7LiwFfYET8p2Br/T9fYzzFgTz7DqIT3vrFo7O7hrbF7a9ygsTvLLcaYypcudMnFXXcSkdUmp4sbXkBjdw9vjd1b4waN3dX0zl2llCpiNPErpVQRUxQS/zh3B3AdNHb38NbYvTVu0NhdqtDX+JVSSl2sKJzxK6WUykYTv1JKFTGFOvGLSBcR2SYiO0XkFXfHk1siUkNEYkRki6N19VB3x5QXIuIrIutEZJ67Y8kLESknItMdLcPjRKS1u2PKLREZ7vhb2SQi00TE390xXYmIfCUiR0VkU7ZlFUTkBxHZ4fi3vDtjvJIrxP5vx9/M7yIyU0TKuTPG3Ci0id/RCvpzbMuIBkBfEWng3qhyLQ34uzGmAdAKeM6LYgcYCsS5O4h8+A8QbYypBwTjJT+DiFQDhgDNjDENAV+gj3ujuqpJ2CaN2b0CLDbG1AEWOx57oklcHvsPQENjzB3AduBVVweVV4U28WMbwO00xvxpjEkBIrDzAHg8Y8whY8xax/cJ2ARUzb1R5Y6IVAfuA8a7O5a8EJGyQAdgAoAxJsUYE+/eqPLEDygpIn5AKeCgm+O5ImPMUuDkJYt7AJMd308GHnBpULmUU+zGmEXGmDTHw1+B6i4PLI8Kc+KvBuzL9ng/XpI8sxORmkATYKV7I8m1T4CXsM33vEkt4Bgw0VGmGu9oOeLxjDEHgNHY9iiHgNPGmEXujSrPAo0xhxzfHwYC3RnMdRgARLk7iGspzInf64lIADADGGaMOePueK5FRLoBR40xa9wdSz74AU2BL4wxTYCzeG654SKOengP7JvXTUBpEXnMvVHln6OdsNeNMxeR17Fl2qnujuVaCnPiPwDUyPa4umOZVxCRYtikP9UYE+nueHKpLXC/iOzGltbuFJFv3BtSru0H9htjMj9ZTce+EXiDu4BdxphjxphUIBJo4+aY8uqIiFQFcPzrVTPziUh/oBvw/+3dT4hNYRjH8e8vLEYkUVLSKJqFxMJC2ZGShY0FmiRZKZOVZC/JQvKnxMpiUrKy8idKyhSlYcJCaUJRLCjRpOlncd7hhjFXzcyZmfP71G3e+0zdnnOb88x733PP83Z7GtwcNZML/yNglaQVpSPoLuB6zTm1RZKo1ppf2D5Vdz7tsn3U9jLbnVTv913b02Lmafs98EZSVwltBp7XmNL/eA1skDS3/O1sZppcmG5xHdhbxnupdumbFiRtpVre3G77a935tGPGFv5yseUgcJPqJLhq+1m9WbVtI7CHasbcXx7b6k6qAXqAXklPqdqGH685n7aUTynXgMfAANV5PWXbCEi6AvQBXZLeStoPnAC2SHpJ9QnmRJ05jmaU3M8B84Hb5Vy9UGuSbUjLhoiIhpmxM/6IiPi7FP6IiIZJ4Y+IaJgU/oiIhknhj4homBT+CEDScMtXZ/vHs5urpM7Wbo4RdZtddwIRU8Q32+vqTiJiMmTGH/EPkgYlnZQ0IOmhpJUl3inpbunBfkfS8hJfUnqyPymPkdYJsyRdKj3zb0nqqO2govFS+CMqHb8t9exs+d1n22uo7tA8XWJngculB3svcKbEzwD3bK+l6vUzcrf4KuC87dXAJ2DHBB9PxKhy524EIOmL7Xl/iQ8Cm2y/Ko3z3tteJOkjsNT29xJ/Z3uxpA/AMttDLa/RCdwum4wg6Qgwx/axiT+yiD9lxh8xNo8y/h9DLeNhcn0tapTCHzG2nS0/+8r4Ab+2N+wG7pfxHeAA/Nx7eMFkJRnRrsw6Iiodkvpbnt+wPfKVzoWlY+cQsLvEeqh26zpMtXPXvhI/BFwsXRuHqf4JvCNiCskaf8Q/lDX+9bY/1p1LxHjJUk9ERMNkxh8R0TCZ8UdENEwKf0REw6TwR0Q0TAp/RETDpPBHRDTMD3FP1vL8SOhZAAAAAElFTkSuQmCC\n","text/plain":["<Figure 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\n","text/plain":["<Figure 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\n","text/plain":["<Figure 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\n","text/plain":["<Figure 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size 432x288 with 1 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\n","text/plain":["<Figure size 432x288 with 1 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size 432x288 with 1 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\n","text/plain":["<Figure size 432x288 with 1 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\n","text/plain":["<Figure 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RF3fd5b4oH3/czWjckMAfy265xX2ubr11FQUFriP51VddDf6KK+AHP3A/XGq7yqlTJ9ff+PLLrs8jXMFFyyLZTBXUkH6O3Fz3A+LUU+Heewfy2GOwfHl0+xsrqGqTv40YMULD9d5774W0X3a2apcuqikpqrNnh/1yEXXppapt26qWljbsPLfdppqQoLp374HbQi0fr0pKVAcMUD3ySG/5/+AD1RYtVMeOVS0u9iVrnnkpo1WrVJs1U/3Vr9zza69VBdVXXvEnb9Hy6qvufV1+ecM+Q3l5qocconriiarl5eGdY+tWl5cZM8LORq3Ky1U7d1Y999zQ91+4UHXyZNWWLV2++vZVbdeuSF2Ic+knnqh6ww2qL72k+vXXkc+3qiqwVGv5To36l3pj3BojcKiqfvut+8IC1fPPV925M+yXjYhBg1R/+MOGn2f+fPeePvjgwG1+BY6nnnKv+c9/hn/spZeG/2USSV7K6KyzVFu1Ut22zT0vLFQdNky1Y0f3BdcUfPWVaocOqkOHqhYUNPwz9PDD7u/9+uvhHf/KK7V/viPhnHNUDz207s/iN9+o3nuvav/+Li+tW6teconqRx+549599z3dsEH12WdVr75aNTNTtXlzrQgmhx3mPjt/+IPqhx+6cm0oCxyNFDhU3a/jO+5wvxo7dlR9/HHVsrKwXz5sO3a4v+706Q0/1zffuHP98Y8HbvMjcBQXq/bpo5qeHv4X/403qm+/Ir0KtYxWrHB5vvXWqumrV7tfmSedFJ3PUiSVlKgef7wLjmvWuLSGfoaKitznZciQ8MrnN79RFXG1Fz/MmuX+rqtXV00vLladN0913DhXowfV445TfeIJ1fz8qvvWVEYFBaqLFqk++KDq2Wer9uy5P5A0b646cqQLMuF+ZixwNGLgCFq+XHX0aFfCRx+tmpMTdhbC8q9/uddesCAy5+vRw/1yqs6PwDFzpsv7q6+Gf46yMtXx410Af/PNyOUtHKGW0U9+opqaqvr99wdu+9vfXJnce29k89bYbr/dvY+//31/WiQ+Q//4hzvv0097P3b8eNWBAxuchVqtX+/y9sgj7vmaNa6ZqUsXl96li/uhs3Zt7ecItYy+/lr15ZdVb7pJNStLNSMj/Hxb4IhC4FB1X15PPqnaqZP7ArviCtVdu8I+nSe/+pVr649ElVVV9cwzVQ8//MD0SAeOggLV7t1dsG1oM1NenvsVmprq+g6iJZQyWrLE/Tf+5jc1by8vV504UTUxUfWTTyKbv8byzjvul/3kyVXTI/EZKitzNdRevVzznhc9eqj+7GcNzkKtystdU9KwYa5GAa6GMW6c+4EXSl9cuGXUkP+hugKHXVXlo2bN4IIL3ER8l18Of/mLG2fw5JP+z7b7wQfuaqhIXV44ciRs2OD/NNGzZsGWLXD33Q0fF9O6tRsHkpTkrrSK5Smu77jDTax57bU1bxdxl3t37eou0Y3UiOnG8t13cO657jLpP/858udv1syN59m0Cf7619CP277dXbLuxxVVQSJwyinuiqht2+C++9xr/utfbomASMyNVddr+8ECRyNo1w4eftgNZOvb160pccIJbpZXP+zb516rIZfhVhccCOjnSPl9+9ylzSeeCCedFJlz9uwJ8+a5f9Qzz3RjB2LNokXw73+7y27btq19v3bt3HiVTZvc5aoHi/JyN95p926YOzf0VSi9OuUUNwbknnsgLy+0Yz791N37GTgA7r/fjRVZs8b9nQ891N/X85sFjkaUnu5qArNnw9q17sN6zTWRX9R+8WJ3rXe481PVZMQI9+vFz/Ecjz7qppqIRG2jsmOOcWMi3n8fTj7ZDbCLJcHp4q+8sv59R4+GO++EZ56Bp5/2P2+R8Pvfw1tvual6hgzx73VE4N57XS3iD38I7ZjgVCPp6f7lC1zQT0+PzdklwmGBo5E1a+ZqHOvWuZleH37YVd+ffjpyM+4uXOg+oMceG5nzgfslPHCgfzPl5uW5f/pTTolsTSnovPPgqafcgLohQ+CPf3Qjs6MtO3v/dPGh/hK/9VZXRpdfHntBsLpFi9xcU2ed5WaZ9ltmpqtZ/uEPrlmoPjk5bsR6u4N/oc9GZYEjStLS3KR8S5a4CfzOP981X0Vi5PnChW698LS0hp+rMj+Xkp0xw/VB3H135M8ddP75sGqVq3X88peuRrZ6tX+vVx8NTODYtev+6eJDkZDgahzNm8PPfhabzW/gRu9PmuSaC2fObLxf29Onu4k577mn/n0jPZV6vPA1cIjIqSKyVkTWi8hNNWxPEpG5ge2fiEivSttuDqSvFZEfVEpvJyIvisgaEVktIsf4+R78NmKE+1X2t7+5L7H0dDcVQ7jrS5SWurVD/PjVPnKk6+T86qvInnfXLtcGPG7c/r4Uv3Tt6joln33W1fqGDXOdqtGYxuGtt1zT5a23er+I4bDD3GdmyRLXsR4Jn33mpm2JxNomqm4242+/hTlz3MzSjWXAAPjFL9y69HUte7x7t7vgwwJHGGq73KqhNyAB2AD0AVoAK4BB1fa5HHgs8HgSMDfweFBg/ySgd+A8CYFtTwEXBx63ANrVl5doXY7r1c6dqhdd5C7Xy8hQXbfO+zmWLnXHP/dc5PO3eLE794sv7k+LRPncdps77/LlDT6VJ99+qzphgnvt4cP9e/2ayqi83A3Q6tnT++WjlU2Z4vL/n/+Ed3xJiRudf+KJWjF4rEcPN9gzNzf8fP3pT1rroNHq/Pgf27rVTf9T11Qf773n8vjGGxF/+YhrzO+hIKJ0OW4msF5VN6pqMTAHGF9tn/GBQADwInCSiEggfY6qFqnql8B6IFNEUoETgMcBVLVYVXf7+B4aVfv2rhP3xRfdL6H0dNeR7qVpqKELN9VlyBA3iWAkO8h37HCdphMnNv607Z07wwsvuNuWLW6SymnTGqfp59VXXW3h9tvd5cLhevBBN6X4z3/uOoVD9f33rtP68MNdn8CmTa7W9/LLbhbX6693tZpbbnG1Bi+WLXOTD55+eu2XF/uta1d34ck//uEug61JY3WMN0WifjRYAyIyAThVVS8OPP85MEpVr6y0zxeBfbYEnm8ARgHTgI9V9ZlA+uPAv3EBZCawChgKLAOuUdVKs/dXnHsKMAWgc+fOI+bMmRPW+8jPz6d169ZhHdsQ27cn8bvfDeTTT9M48cRtXH/9Otq2rb895c47j2TdutY899wnvuRr6tThJCeX8eCD7lrihpbPY4/14YUXejB79hJ69twXqWx6tmdPIn/+cz/efrszffrkc8MNaxkwIMRrOutRvYzKy2HKlAwKChJ46qnFJCY27H9ww4ZWTJ06ghEjdvHb335eZ1/Cxo2teOmlbrz9dmeKihJIT9/FGWds5ZhjdpCQsH+/VavaMHfuYSxc2JHEROWUU77lrLO+4rDDCurMy969CUyZkkFJiTBr1lJSU+v/zPr1P5afn8jPfjaKI47I5b77Duw8nD79CFasSOX55xswtW4jicb30JgxY5apakaNG2urijT0BkwA/lbp+c+BP1fb5wuge6XnG4COwJ+B8yqlPx44XwZQigtAAH8C7q4vLwdLU1V1paWq993nRgt37+6q1nUJzsR53nn+5emKK1TbtNk/Y21Dyufrr11zgp/59Wr+fNWuXd1I/xtvjMzI++pl9MILGvb0GLWZMcOd809/OnBbaambhmLMGLdPSoqbQO+zz+o/77p1qpddppqU5EZ9/+QnbhK9mpSXq06a5EZFL1wYet79/B/7/e/de67pJY44wo3ePhjEWlOVn4HjGODNSs9vBm6uts+bwDGBx4nADkCq7xvcD+gCbKqUfjzwWn15OVgDR9DSpW7WTBH3ZVZUVPN+69a5v+hf/+pfXoIzz65c6Z43pHyuusp9yfz3v5HJW6Ts2qX6i1+49zlgQO1flKGqXEalpW7W4iOOaPh095WVl6uefrqbZibYV/P996r3379/8rvDDnNfpOHM2vzdd26eqfbt3blGj3YT9FWeQC84mZ/XiTX9/B/bt8/96MrMrDr9Rn6++3+aNs23l46oeAocicBGXOd2sHP8yGr7XEHVzvHnA4+PpGrn+Eb2d44vBAYEHk8D7q8vLwd74FB1H/RLLnF/sREjap4Q7fHHq36p+2HVKvcaTzzhnodbPv/7n/uSu/jiiGUt4t58033Ziqhec43qnj3hnadyGT37rCu/uXMjk8fKtm9303cPHOg6zVNS3GtlZbl1G0pKGv4a+fmudhMMRgMGuAkYly5VTU5WPflk77Ox+v0/FpwgsvIU/R9+6NLmz/f1pSMmbgKHe11OA9YFmqBuDaTdBYwLPE4GXsD1XSwG+lQ69tbAcWuBH1ZKHwYsBT4D5gFp9eWjKQSOoJdecr/6WrZ0/xCVf0VdeKFb58DPNSjKylxT1eWXu+fhls+UKS5wbN4cubz5ITdXdepUFzy6dHHNS17LN1hGJSWq/fqFP/13KN5+2+U1OdkF5RUr/HmdkhJ35V56ulZcjdW5s5uC3yu//8dKSlwNb8CA/cEzuIbHli2+vnTExFXgiJVbUwocqu7DftJJ7q935pn7mx769nVTRPtt7Nj90zV7LZ+iItXrr3d5v/LKyOfNL5984i6fDa6Z4OXS3WAZzZ7tjp83z588Bn36qVuPpTGUl7tgNWmSt36Nyhrjf+zll13Zz5rlnl94oQt0sbDQVyhiLXDYyPGDULdubvDY/fe72V+HDIHnnnPTT/hxGW51I0e6CRqLirwdt3Gjy98f/+imy7j/fn/y54fMTLeu9axZbqDm8OFw1VVu8GIoiovdWuIZGW6go5+GDYMOHfx9jSARNyHlc881zmcvXOPHuznLpk1zo8qDI8abytxRjc0Cx0GqWTN3rfzHH7vpw3/2M5fux4jx6jIz3ehiL7P7zp3rrpdft86NU3nkkchN+d5YmjWDiy9272HqVDcpY//+buxNfdPkz57txkpEegJHE5rgBIhbt8IDD8DKlTZivCEscBzkhg93v56mTnU1gcYYzDRypLsPZSDgvn1ucrtJk2DQIDcY68wz/c2f39q3d2tKLFvmpre4+GL3a7a2CSCLi5txzz1u0skf/KDmfYz/TjgBTjsNfvMbN8WMBY7wWeBoAlq2dL9+Fy92I7v91r07dOlS/0y5q1a52smsWXDjjbBggZvQsakYNsxNKPn3v8PmzTBqlAuSO3ZU3e+VVw5l61Y36Z7VNqLrd7/bXzu0wBE+CxzGM5H9M+XWRNU132RkuKmt33jDNRP4udJZtIi46T7WrYPrrnNNUv37u9Uey8pcjevZZ3syZoxbZMhE15AhMHmy+/HTs2e0c3PwssBhwjJypFvNLD8/oUp6bq5bIjTYfLNiRXw0z7Rt69aAWLHC1UQuv9wFzmuugV27Wvg6Xbzx5q9/dX8nq/2FzwKHCUtw+vN169pUpC1d6qr/c+e6Zpm33jr4l8j06sgj4Z13XBls3+6mPs/M3Mno0dHOmQlq3tz1U5nwJUY7A+bglBGY+mzNmraowp/+5NZS7tzZLdEay5dm+k3ErXh32mnwxBPQqdM63Iw5xjQNVuMwYWnfHvr2haVL0xg/3rXv//CH7qqpeA4albVu7cZ6dOniccCLMTHOAocJW2YmfPppGm+84dbUmDev8QaeGWOix5qqTNjOPRc+/3w3TzzRjhEjop0bY0xjscBhwnbaadCy5XJGjMiKdlaMMY3ImqqMMcZ4YjUOY0zElJSUsGXLFgoLC0M+JjU1ldWrV/uYq4Ofn2WUnJxM9+7dae5hhK4FDmNMxGzZsoU2bdrQq1cvJMQRdnl5ebRp06b+HeOYX2WkquzcuZMtW7bQu3fvkI+zpipjTMQUFhbSoUOHkIOGiS4RoUOHDp5qiGCBwxgTYRY0Di7h/L0scBhjmoydO3cybNgwhg0bRpcuXejWrVvF8+Li4jqPXbp0KVdffXW9r3HsscdGJK/Z2dmcfvrpETlXY7M+DmNMk9GhQweWL18OwLRp02jdujW/+tWvKraXlpaSmFjz115GRgYZwbl06rBo0aLIZPYgZjUOY0yTNnnyZC677DJGjRrFDTfcwOLFiznmmGNIT0/n2GOPZe3atUDVGsC0adO46KKLyMrKok+fPsyYMaPifK1bt67YPysriwkTJjBw4EDOPfdc3FLd8PrrrzNw4EBGjBjB1Vdf7alm8dxzzzF48GCOOuoobrzxRgDKysqYPHkyRx11FIMHD+bBB5SmZmMAABngSURBVB8EYMaMGQwaNIghQ4YwadKkhhdWiKzGYYzxxbVvXMvyb5fXu19ZWRkJCQn17gcwrMswHjr1Ic952bJlC4sWLSIhIYHc3FwWLlxIYmIib7/9Nrfccgv//Oc/DzhmzZo1vPfee+Tl5TFgwACmTp16wCWrn376KStXrqRr166MHj2aDz/8kIyMDC699FIWLFhA7969Oeecc0LO59dff82NN97IsmXLSEtL45RTTmHevHm0b9+erVu38sUXXwCwe/duAO69916+/PJLkpKSKtIaQ0g1DhFpJSLNAo/7i8g4EWmCy/IYY5qiiRMnVgSnPXv2MHHiRI466iiuu+46Vq5cWeMxP/rRj0hKSqJjx44ccsghfPfddwfsk5mZSffu3WnWrBnDhg1j06ZNrFmzhj59+lRc3uolcCxZsoSsrCw6depEYmIi5557LgsWLKBXr15s3LiRq666ijfeeIO2bdsCMGTIEM4991yeeeaZWpvg/BDqKy0AjheRNOAtYAlwNnCuXxkzxhzcQq0ZNMY4jlatWlU8vv322xkzZgwvv/wymzZtIisrq8ZjkpKSKh4nJCRQWloa1j6RkJaWxooVK3jzzTd57LHHeP7555k9ezavvfYaCxYs4JVXXmH69Ol8/vnnjRJAQu3jEFXdB5wBPKqqE4Ej/cuWMcb4Y8+ePXTr1g2AJ598MuLnHzBgABs3bmTTpk0AzJ07N+RjMzMzef/999mxYwdlZWU899xznHjiiezcuZPy8nLOPPNM7rnnHnJycigvL+err75izJgx3HfffezZs4f8/PyIv5+ahBqaRESOwdUwfhFIC61R0hhjYsgNN9zABRdcwD333MOPfvSjiJ8/JSWFRx99lFNPPZVWrVoxcuTIWvd955136N69e8XzF154gXvvvZcxY8agqvzoRz9i/PjxLFq0iDPOOIPy8nIAfve731FWVsZ5553Hnj17UFWuvvpq2rVrF/H3UxMJXgVQ504iJwK/BD5U1ftEpA9wrarWf9FzDMjIyNClS5eGdWzwyglTMyuf+sVTGa1evZojjjjC0zFNccqR/Px8WrdujapyxRVX0K9fP6677rqwz+d3GdX0dxORZapa4/XJIdU4VPV94P3AyZoBOw6WoGGMMY1t1qxZPPXUUxQXF5Oens6ll14a7SxFVEiBQ0T+AVwGlOE6xtuKyJ9U9X4/M2eMMQej6667rkE1jFgXauf4IFXNBX4C/BvoDfzct1wZY4yJWaEGjuaBcRs/AearaglQf+eIMcaYJifUwPFXYBPQClggIj2BXL8yZYwxJnaF2jk+A5hRKWmziIzxJ0vGGGNiWahTjqSKyB9FZGng9gdc7cMYY2LGmDFjePPNN6ukPfTQQ0ydOrXWY7Kysghern/aaafVOOfTtGnTeOCBB+p87Xnz5rFq1aqK53fccQdvv/22l+zXKDs7m4kTJzb4PJEUalPVbCAPOCtwywWe8CtTxhgTjnPOOYc5c+ZUSZszZ07I80W9/vrrYQ+iqx447rrrLk4++eSwzhXrQg0ch6vqnaq6MXD7DdDHz4wZY4xXEyZM4LXXXqtYtGnTpk18/fXXHH/88UydOpWMjAyOPPJI7rzzzhqP79WrFzt27ABg+vTp9O/fn+OOO65i6nVwYzRGjhzJ0KFDOfPMM9m3bx+LFi1i/vz5/PrXv2bYsGFs2LCByZMn8+KLLwJuhHh6ejqDBw/moosuoqioqOL17rzzToYPH87gwYNZs2ZNyO81mtOvhzrlSIGIHKeqHwCIyGigoMGvboxpsq69FpbXP6s6ZWUphDirOsOGwUN1zJ3Yvn17MjMz+fe//8348eOZM2cOZ511FiLC9OnTad++PWVlZZx00kl89tlnDBkypMbzLFu2jDlz5rB8+XJKS0sZPnw4I0aMAOCMM87gkksuAeC2227j8ccf56qrrmLcuHGcfvrpTJgwocq5CgsLmTx5Mu+88w79+/fn/PPP5y9/+QvXXnstAB07diQnJ4dHH32UBx54gL/97W/1lkNt06/36NGjUaZfD7XGcRnwiIhsEpFNwJ+BpjUU0hjTJFRurqrcTPX8888zfPhw0tPTWblyZZVmpeoWLlzIT3/6U1q2bEnbtm0ZN25cxbYvvviC448/nsGDB/Pss8/WOi170Nq1a+nduzf9+/cH4IILLmDBggUV28844wwARowYUTExYn1qm369T58+jTL9eqhXVa0AhopI28DzXBG5FviswTkwxjRJddUMKsvLK4joPEzjx4/nuuuuIycnh3379jFixAi+/PJLHnjgAZYsWUJaWhqTJ0+msLAwrPNPnjyZefPmMXToUJ588kmys7MblN/g1OyRmJa9saZf97R0rKrmBkaQA1xf3/4icqqIrBWR9SJyUw3bk0RkbmD7JyLSq9K2mwPpa0XkB9WOSxCRT0XkVS/5N8Y0fa1bt2bMmDFcdNFFFbWN3NxcWrVqRWpqKt999x3//ve/6zzHCSecwLx58ygoKCAvL49XXnmlYlteXh6HHnooJSUlPPvssxXpbdq0IS8v74BzDRgwgE2bNrF+/XoAnn76aU488cQGvcfapl/fsWNHo0y/3pA6i9S5USQBeAT4P2ALsERE5qtq5frhL4BdqtpXRCYB9wFni8ggYBJuzY+uwNsi0l9VywLHXQOsBto2IP/GmCbqnHPO4ac//WlFk9XQoUNJT09n4MCB9OjRg9GjR9d5/PDhwzn77LMZOnQohxxySJWp0e+++25GjRpFp06dGDVqVEWwmDRpEpdccgkzZsyo6BQHSE5O5oknnmDixImUlpYycuRILrvsMk/v5/333w9p+vUVK1Zw4YUX+j/9uqqGdQP+V8/2Y4A3Kz2/Gbi52j5vAscEHicCO3ABqcq+1fbrDrwDjAVeDSWvI0aM0HC99957YR8bD6x86hdPZbRq1SrPx+Tm5vqQk6bF7zKq6e8GLNVavlPrrHGISB41z0klQEo9Makb8FWl51uAUbXto6qlIrIH6BBI/7jasd0Cjx8CbgDqbBQVkSnAFIDOnTuH3Q6Zn5/f4DbMpszKp37xVEapqak1NtfUpayszPMx8cbvMiosLPT0Ga0zcKhqTK2uIiKnA9tUdZmIZNW1r6rOBGaCW8gp3IV04mkRnnBY+dQvnspo9erVnju6m+JCTpHmdxklJyeTnp4e8v6eOsc92gr0qPS8eyCtxn1EJBFIBXbWcexoYFzgkuA5wFgRecaPzBtjjKmZn4FjCdBPRHqLSAtcZ/f8avvMBy4IPJ4AvBtoW5sPTApcddUb6AcsVtWbVbW7qvYKnO9dVT3Px/dgjPFIQ1iO2sSOcP5eDR8JUotAn8WVuI7tBGC2qq4UkbtwnS7zgceBp0VkPfA9LhgQ2O95YBVQClyh+6+oMsbEqOTkZHbu3EmHDh0QqfPCSxMDVJWdO3eSnJzs6TjfAgeAqr4OvF4t7Y5KjwuBGqd9VNXpwPQ6zp0NZEcin8aYyOjevTtbtmxh+/btIR9TWFjo+Ysr3vhZRsnJyVUu9Q2Fr4HDGBNfmjdvTu/evT0dk52d7aljNh7FWhn52cdhjDGmCbLAYYwxxhMLHMYYYzyxwGGMMcYTCxzGGGM8scBhjDHGEwscxhhjPLHAYYwxxhMLHMYYYzyxwGGMMcYTCxzGGGM8scBhjDHGEwscxhhjPLHAYYwxxhMLHMYYYzyxwGGMMcYTCxzGGGM8scBhjDHGEwscxhhjPLHAYYwxxhMLHMYYYzyxwGGMMcYTCxzGGGM8scBhjDHGEwscxhhjPLHAYYwxxhMLHMYYYzyxwGGMMcYTCxzGGGM8scBhjDHGEwscxhhjPLHAYYwxxhMLHMYYYzyxwGGMMcYTCxzGGGM8scBhjDHGE18Dh4icKiJrRWS9iNxUw/YkEZkb2P6JiPSqtO3mQPpaEflBIK2HiLwnIqtEZKWIXONn/o0xxhzIt8AhIgnAI8APgUHAOSIyqNpuvwB2qWpf4EHgvsCxg4BJwJHAqcCjgfOVAr9U1UHA0cAVNZzTGGOMj/yscWQC61V1o6oWA3OA8dX2GQ88FXj8InCSiEggfY6qFqnql8B6IFNVv1HVHABVzQNWA918fA/GGGOqSfTx3N2Aryo93wKMqm0fVS0VkT1Ah0D6x9WOrRIgAs1a6cAnNb24iEwBpgB07tyZ7OzssN5Efn5+2MfGAyuf+lkZ1c3Kp36xVkZ+Bg7fiEhr4J/AtaqaW9M+qjoTmAmQkZGhWVlZYb1WdnY24R4bD6x86mdlVDcrn/rFWhn52VS1FehR6Xn3QFqN+4hIIpAK7KzrWBFpjgsaz6rqS77k3BhjTK38DBxLgH4i0ltEWuA6u+dX22c+cEHg8QTgXVXVQPqkwFVXvYF+wOJA/8fjwGpV/aOPeTfGGFML35qqAn0WVwJvAgnAbFVdKSJ3AUtVdT4uCDwtIuuB73HBhcB+zwOrcFdSXaGqZSJyHPBz4HMRWR54qVtU9XW/3ocxxpiqfO3jCHyhv14t7Y5KjwuBibUcOx2YXi3tA0Ain1NjjDGhspHjxhhjPLHAYYwxxhMLHMYYYzyxwGGMMcYTCxzGGGM8scBhjDHGEwscxhhjPLHAYYwxxhMLHMYYYzyxwGGMMcYTCxzGGGM8scBhjDHGEwscxhhjPLHAYYwxxhMLHHUoKi2KdhaMMSbmHJRrjjeG0vJShjw2hO4J3UkdkEr6oenRzpIxxsQEq3HUoqi0iPEDxvPxzo8ZPnM4pzx9Cv/Z8B/cyrbGGBO/LHDUolWLVvz+/37P3KPnct/J9/HFti845ZlTGD5zOM99/hyl5aXRzqIxxkSFBY56tE5szQ2jb+DLa77k8XGPU1hayM9e+hn9Hu7HjE9msLd4b7SzaIwxjcoCR4iSEpO4KP0iVl6+kvmT5tO9bXeueeMaDnvoMO547w627d0W7SwaY0yjsMDhUTNpxo8H/JiFFy7kw4s+5ISeJ3DPgnvo+VBPpr46lfXfr492Fo0xxlcWOBrg2B7H8vLZL7PqilWcN/g8Zi+fTf+H+zPxhYlkb8pm576d1plujGly7HLcCBjYcSCzxs3irjF38fDih3l0yaO8uOpFAFKTUjm8/eEcnha4tT+cvu37cnja4XRr241mYrHbGHNwscARQYe2OZTfnvRbbj7uZt798l027NrAhu83sGHXBj799lNeXvNylauxkhKS6J3Wu0pQOTztcHq160XPdj1p3aJ1FN+NMcbUzAKHD9oktWH8wPEHpJeWl/LVnq+qBJQNuzaw/vv1ZG/KZm9J1Su02qe0p2dqT3q260nP1J4clnpYlecdW3ZERBrrbRljDGCBo1ElNkukd1pveqf15uQ+J1fZpqps27uNDbs2sHn3Zjbv2Vxxv27nOv6z4T8HBJaUxBQXTAKBpHvb7rRPaU+75HakJaeRlpJW5T4pMakx364xpomywBEjRITOrTvTuXVnju1x7AHbVZVdhbsOCCqb92zmf3v+x6fffMr2fdvrfI2UxBTSUtIODCzJaaQmp9I2qS2pSe6+bVLbirTgrU2LNiQ0S/CrCIwxBwkLHAcJEaF9Snvap7Svdd6s4rJidhfuZlfBLndfuItdBbsq7ivSAs+35G7hi21fsKtgF7lFuSj1XwHWukXrKgGmfF85/b/vT6eWnejYsiOdWnWiU8tOdGoVeN6yE2kpaXYRgDFNiAWOJqRFQgsOaXUIh7Q6xPOx5VrO3uK95BblsqdoD7lFuRW3PYX7n1fftjl3M4u+WsSOfTvIK86r8dwJkkCHlh0OCC5tk9rSsnnLilur5q32P27Rqsb0ls1bWq3HmCizwGEAN7CxTVIb2iS1oRvdQj4uOzubrKwsAApLC9mxbwfb92539/u2s33v9or7HQVu2xfbvmD73u3kF+dTVOZ96voWCS0qbkkJSfsfJybVmhZMb9OiDanJqbRLbkdqkrtvl9zugDTrDzKmdhY4TMQkJybTvW13urftHvIxZeVl7CvZV3HbW7J3/+PivTWm7yvZR3FZccWtqKzI3ZcWVUnLK85jZ8HOivSisiLyivLYU7SHci2v970Eg0iwr6dl85akJKaQ0jyFloktSWmeQkpiikuv4XFKc/d8ff56uu7sWuX45MRka74zBy0LHCaqEpolVNR0Gouqkl+cz+7C3ewp2sPuwt3uceGeA9MCj3OLctm+dzsFpQXsK9lHQUlBxeOQLDswKTkxud7Ak5KYUrFfcmJyRdCp73lSQtIBNbCkxCSSEpJontDcgpZpEAscJu6ISEWw6kGPBp1LVSkqK6oSSKo/XrJ8CX0G9Klxn4KSwPPSqtu279vOvpJ9FJYWUlhaSEFJgbsvLYhIGTRv1rzW5r3EZolVbgnNEg5MkwPTgsEqOTG51ltSwoHbv9z7JZ23d6aZNKOZNENEKh5XvwlVt4kIglQcE3xc+b76fsF7Ez4LHMY0gIhUfAGmkVbjPilbU8gakhWR11NVisuKKSgtOCCgBJ8XlBZUabqr3pRX+XnF40ppZVpGWXkZpeWlFbei0iL26b4qaaXlpRX7lZSXUFxWXBHoisuKvb2xpREpnpAJ7u8WrIWF8jh4n9gsscYAVluAqysQhnrbuG0juWtzq9RKg02flWupjXXhiAUOYw4iIuK+wGK8875cy6sEkuq3otKiisc5n+UwaNAgyrW84qZolefVb6pKmZahqihacR/cVjlNVSvOGUwLBsOisiKXl7LCqs8DwXh34W6X30rpNeUx+Bo1pYdymXtIVte/S4uEFlUCStc2XVlw4YLIvH4lFjiMMRHXTJpV1MTqk/ptKllHZfmfqSipHtSCQaVMy+oMjhX7lZexYNECBg8fXNGUGWzeDF4sUj2toKSAfaX7aJnY0pf3ZIHDGGN8VLmvJVybW21m+KHDI5irhvH10goROVVE1orIehG5qYbtSSIyN7D9ExHpVWnbzYH0tSLyg1DPaYwxxl++BQ4RSQAeAX4IDALOEZFB1Xb7BbBLVfsCDwL3BY4dBEwCjgROBR4VkYQQz2mMMcZHftY4MoH1qrpRVYuBOUD1ucbHA08FHr8InCTuOrnxwBxVLVLVL4H1gfOFck5jjDE+8rOPoxvwVaXnW4BRte2jqqUisgfoEEj/uNqxwXkw6jsnACIyBZgC0LlzZ7Kzs8N6E/n5+WEfGw+sfOpnZVQ3K5/6xVoZNdnOcVWdCcwEyMjI0OB8Sl5VnovJHMjKp35WRnWz8qlfrJWRn01VW6HKsNzugbQa9xGRRCAV2FnHsaGc0xhjjI/8DBxLgH4i0ltEWuA6u+dX22c+cEHg8QTgXVXVQPqkwFVXvYF+wOIQz2mMMcZHvjVVBfosrgTeBBKA2aq6UkTuApaq6nzgceBpEVkPfI8LBAT2ex5YBZQCV6hqGUBN5/TrPRhjjDmQuB/4TZuIbAc2h3l4R2BHBLPT1Fj51M/KqG5WPvWLRhn1VNVONW2Ii8DRECKyVFUzop2PWGXlUz8ro7pZ+dQv1srIJuU3xhjjiQUOY4wxnljgqN/MaGcgxln51M/KqG5WPvWLqTKyPg5jjDGeWI3DGGOMJxY4jDHGeGKBoxa27kf9RGSTiHwuIstFpJFXjY5NIjJbRLaJyBeV0tqLyH9E5L+B+5oXJ48DtZTPNBHZGvgcLReR06KZx2gSkR4i8p6IrBKRlSJyTSA9pj5DFjhqYOt+eDJGVYfF0jXmUfYkbg2Zym4C3lHVfsA7gefx6kkOLB+ABwOfo2Gq+noj5ymWlAK/VNVBwNHAFYHvnpj6DFngqJmt+2HCoqoLcNPnVFZ53ZmngJ80aqZiSC3lYwJU9RtVzQk8zgNW45aUiKnPkAWOmtW0lki3WvaNZwq8JSLLAuufmJp1VtVvAo+/BTpHMzMx6koR+SzQlBW3TXmVBZbSTgc+IcY+QxY4TEMcp6rDcU16V4jICdHOUKwLzP5s18BX9RfgcGAY8A3wh+hmJ/pEpDXwT+BaVc2tvC0WPkMWOGpm636EQFW3Bu63AS/jmvjMgb4TkUMBAvfbopyfmKKq36lqmaqWA7OI88+RiDTHBY1nVfWlQHJMfYYscNTM1v2oh4i0EpE2wcfAKcAXdR8VtyqvO3MB8K8o5iXmBL8QA35KHH+ORERwy02sVtU/VtoUU58hGzlei8AlgQ+xf92P6VHOUkwRkT64Wga4dV3+YWUEIvIckIWbBvs74E5gHvA8cBhuev+zVDUuO4hrKZ8sXDOVApuASyu158cVETkOWAh8DpQHkm/B9XPEzGfIAocxxhhPrKnKGGOMJxY4jDHGeGKBwxhjjCcWOIwxxnhigcMYY4wnFjiMiQARKas0u+vySM6oLCK9Ks8ma0y0JUY7A8Y0EQWqOizamTCmMViNwxgfBdYs+X1g3ZLFItI3kN5LRN4NTOz3jogcFkjvLCIvi8iKwO3YwKkSRGRWYI2Gt0QkJWpvysQ9CxzGREZKtaaqsytt26Oqg4E/42YjAHgYeEpVhwDPAjMC6TOA91V1KDAcWBlI7wc8oqpHAruBM31+P8bUykaOGxMBIpKvqq1rSN8EjFXVjYHJ675V1Q4isgM4VFVLAunfqGpHEdkOdFfVokrn6AX8J7CIDyJyI9BcVe/x/50ZcyCrcRjjP63lsRdFlR6XYf2TJooscBjjv7Mr3X8UeLwIN+sywLm4ie3ALQs6FdwSxiKS2liZNCZU9qvFmMhIEZHllZ6/oarBS3LTROQzXK3hnEDaVcATIvJrYDtwYSD9GmCmiPwCV7OYilvcyJiYYX0cxvgo0MeRoao7op0XYyLFmqq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size 432x288 with 1 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\n","text/plain":["<Figure size 432x288 with 1 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\n","text/plain":["<Figure 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\n","text/plain":["<Figure 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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":[" # Calculate performance on test set\n","criterion = nn.CrossEntropyLoss()\n","acc_test, loss_test = evaluate(net, testloader, criterion)\n","print('Test Accuracy: %2.4f %%' % acc_test,\n"," 'Test Loss: %2.6f' % loss_test,\n"," sep='\\t\\t')"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"MauZ4oEwXKZO","executionInfo":{"status":"ok","timestamp":1642562704754,"user_tz":-330,"elapsed":6954,"user":{"displayName":"Madhu Sanjeevi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gjkca8rvT07nKSPLgSnSoR4tLRNGObsxcHZsBFOXZU=s64","userId":"04590410780891828412"}},"outputId":"d33bd954-3e6f-4255-f193-4287b599a5e0"},"execution_count":18,"outputs":[{"output_type":"stream","name":"stdout","text":["Test Accuracy: 89.7591 %\t\tTest Loss: 0.007952\n"]}]},{"cell_type":"code","source":["#Testing code begins from here\n","\n","logger = Logger()\n","\n","checkpoint = torch.load('checkpointsv3/epoch_40')\n","net = Vgg().to(device)\n","net.load_state_dict(checkpoint[\"params\"])\n","criterion = nn.CrossEntropyLoss()\n"],"metadata":{"id":"GVVu7uP7cnvG","executionInfo":{"status":"ok","timestamp":1642564540904,"user_tz":-330,"elapsed":393,"user":{"displayName":"Madhu Sanjeevi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gjkca8rvT07nKSPLgSnSoR4tLRNGObsxcHZsBFOXZU=s64","userId":"04590410780891828412"}}},"execution_count":18,"outputs":[]},{"cell_type":"code","source":["def evaluateScores(net, dataloader, criterion, Ncrop=True):\n"," net = net.eval()\n"," loss_tr, correct_count, n_samples = 0.0, 0.0, 0.0\n"," predictions, labeloutputs = [],[]\n","\n"," for data in dataloader:\n"," inputs, labels = data\n"," inputs, labels = inputs.to(device), labels.to(device)\n"," if Ncrop:\n"," bs, ncrops, c, h, w = inputs.shape\n"," inputs = inputs.view(-1, c, h, w)\n"," outputs = net(inputs)\n"," outputs = outputs.view(bs, ncrops, -1)\n"," outputs = torch.sum(outputs, dim=1) / ncrops\n"," else:\n"," outputs = net(inputs)\n","\n"," loss = criterion(outputs, labels)\n"," loss_tr += loss.item()\n","\n"," _, preds = torch.max(outputs.data, 1)\n","\n"," preds = preds.cpu().detach().numpy()\n"," labels = labels.cpu().detach().numpy()\n"," \n"," predictions = np.concatenate((predictions, preds),axis=0)\n"," labeloutputs = np.concatenate((labeloutputs, labels),axis=0)\n","\n"," return predictions,labeloutputs\n"],"metadata":{"id":"wu5ThfWywnjC","executionInfo":{"status":"ok","timestamp":1642564809279,"user_tz":-330,"elapsed":387,"user":{"displayName":"Madhu Sanjeevi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gjkca8rvT07nKSPLgSnSoR4tLRNGObsxcHZsBFOXZU=s64","userId":"04590410780891828412"}}},"execution_count":27,"outputs":[]},{"cell_type":"code","source":["predictions,labeloutputs = evaluateScores(net, testloader, criterion)"],"metadata":{"id":"K01AJaDQX3p-","executionInfo":{"status":"ok","timestamp":1642564818077,"user_tz":-330,"elapsed":6835,"user":{"displayName":"Madhu Sanjeevi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gjkca8rvT07nKSPLgSnSoR4tLRNGObsxcHZsBFOXZU=s64","userId":"04590410780891828412"}}},"execution_count":28,"outputs":[]},{"cell_type":"code","source":["print(\"VGG outputs\")\n","print(\"--------------------------------------------\")\n","print(\"Precision: %2.6f\" % precision_score(labeloutputs, predictions, average='micro'))\n","print(\"Recall: %2.6f\" % recall_score(labeloutputs, predictions, average='micro'))\n","print(\"F1 Score: %2.6f\" % f1_score(labeloutputs, predictions, average='micro'))\n","print(\"Confusion Matrix:\\n\", confusion_matrix(labeloutputs, predictions), '\\n')\n","print(\"--------------------------------------------\")"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"aZlst8S8XJSe","executionInfo":{"status":"ok","timestamp":1642564849784,"user_tz":-330,"elapsed":441,"user":{"displayName":"Madhu Sanjeevi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gjkca8rvT07nKSPLgSnSoR4tLRNGObsxcHZsBFOXZU=s64","userId":"04590410780891828412"}},"outputId":"9103eedb-c37a-496d-efb1-f3edc2ea684b"},"execution_count":29,"outputs":[{"output_type":"stream","name":"stdout","text":["VGG outputs\n","--------------------------------------------\n","Precision: 0.897255\n","Recall: 0.897255\n","F1 Score: 0.897255\n","Confusion Matrix:\n"," [[ 721 11 36 10 24 39 23]\n"," [ 22 434 27 3 7 3 1]\n"," [ 11 4 696 5 8 9 8]\n"," [ 10 1 8 822 19 6 4]\n"," [ 26 2 12 24 554 56 9]\n"," [ 20 1 11 6 45 969 18]\n"," [ 15 0 11 19 15 21 1131]] \n","\n","--------------------------------------------\n"]}]}]}
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