{ "cells": [ { "cell_type": "markdown", "id": "66779563", "metadata": { "id": "66779563" }, "source": [ "# MNIST CNN Tutorial\n", "This notebook walks step-by-step through training a small Convolutional Neural Network (CNN) on MNIST dataset. You will alos have a chance to examine how a model overfits the data which can happen due multiple reasons." ] }, { "cell_type": "markdown", "id": "8afcd4b7", "metadata": { "id": "8afcd4b7" }, "source": [ "## 1. Imports\n", "We load PyTorch, data utilities, and plotting libraries." ] }, { "cell_type": "code", "execution_count": null, "id": "d86082b5", "metadata": { "id": "d86082b5" }, "outputs": [], "source": [ "import torch\n", "import torch.nn as nn\n", "import torch.optim as optim\n", "import torchvision\n", "import torchvision.transforms as transforms\n", "from torch.utils.data import DataLoader, random_split\n", "\n", "from IPython.display import Image, display\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "from sklearn.metrics import confusion_matrix, ConfusionMatrixDisplay, classification_report\n" ] }, { "cell_type": "markdown", "id": "755b633e", "metadata": { "id": "755b633e" }, "source": [ "## 2. Load MNIST dataset\n", "Create train/val/test loaders after downloading the dataset" ] }, { "cell_type": "code", "execution_count": null, "id": "afe84b3c", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 411 }, "id": "afe84b3c", "outputId": "b99a76d4-fe3b-48ec-f3ab-7e4bbfaf3d08" }, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {} }, { "output_type": "stream", "name": "stdout", "text": [ "Dataset size: 70000\n", "Train dataset: 50000\n", "Validation dataset: 10000\n", "Test dataset: 10000\n" ] } ], "source": [ "transform = transforms.Compose([\n", " transforms.ToTensor()\n", "])\n", "\n", "dataset = torchvision.datasets.MNIST(root='./data', train=True, download=True, transform=transform)\n", "test_dataset = torchvision.datasets.MNIST(root='./data', train=False, download=True, transform=transform)\n", "\n", "# Split into train/validation\n", "train_size = len(dataset) - 10000\n", "val_size = 10000\n", "full_train_dataset, full_val_dataset = random_split(dataset, [train_size, val_size])\n", "\n", "# display(Image(filename='/content/MNIST.png'))\n", "\n", "print(\"Dataset size: \", len(dataset)+len(test_dataset))\n", "print(\"Train dataset: \", len(full_train_dataset))\n", "print(\"Validation dataset: \", len(full_val_dataset))\n", "print(\"Test dataset: \", len(test_dataset))" ] }, { "cell_type": "markdown", "source": [ "We will reduce the train and validation dataset a bit to trian faster" ], "metadata": { "id": "JX5OwjBqBJ2R" }, "id": "JX5OwjBqBJ2R" }, { "cell_type": "code", "execution_count": null, "id": "86fe619d", "metadata": { "id": "86fe619d" }, "outputs": [], "source": [ "train_dataset = torch.utils.data.Subset(full_train_dataset, range(10000))\n", "val_dataset = torch.utils.data.Subset(full_train_dataset, range(10000))\n", "\n", "train_loader = DataLoader(full_train_dataset, batch_size=32, shuffle=True)\n", "val_loader = DataLoader(full_val_dataset, batch_size=32)\n", "test_loader = DataLoader(test_dataset, batch_size=128)" ] }, { "cell_type": "markdown", "id": "3b68aef6", "metadata": { "id": "3b68aef6" }, "source": [ "## 3. Define CNN Model\n", "We buid small CNN composed of two Convolution layers that extract features from the images, followed by fully connected layers for classification\n", "" ] }, { "cell_type": "code", "execution_count": null, "id": "f3b0ca02", "metadata": { "id": "f3b0ca02", "colab": { "base_uri": "https://localhost:8080/", "height": 462 }, "outputId": "6d4f0aef-c926-46c0-804c-2b0f7815eb31" }, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {} } ], "source": [ "class CNN(nn.Module):\n", " def __init__(self, use_dropout=False):\n", " super().__init__()\n", " self.conv1 = nn.Conv2d(1, 16, 3)\n", " self.conv2 = nn.Conv2d(16, 32, 3)\n", " self.fc1 = nn.Linear(32*5*5, 128)\n", " self.fc2 = nn.Linear(128, 10)\n", " self.dropout = nn.Dropout(0.5)\n", " self.use_dropout = use_dropout\n", "\n", " def forward(self, x):\n", " x = torch.relu(self.conv1(x))\n", " x = torch.max_pool2d(x, 2)\n", " x = torch.relu(self.conv2(x))\n", " x = torch.max_pool2d(x, 2)\n", " x = x.view(-1, 32*5*5)\n", " x = torch.relu(self.fc1(x))\n", " if self.use_dropout:\n", " x = self.dropout(x)\n", " x = self.fc2(x)\n", " return x\n", "\n", "# display(Image(filename='/content/SmallCNN.png'))" ] }, { "cell_type": "markdown", "id": "2d4f5203", "metadata": { "id": "2d4f5203" }, "source": [ "## 4. Training and Evaluation Functions" ] }, { "cell_type": "code", "execution_count": null, "id": "bc39265c", "metadata": { "id": "bc39265c" }, "outputs": [], "source": [ "def train_model(model, epochs=5):\n", " device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n", " model.to(device)\n", "\n", " criterion = nn.CrossEntropyLoss()\n", " optimizer = optim.Adam(model.parameters(), lr=0.001)\n", "\n", " train_losses = []\n", " train_accs = []\n", " val_losses = []\n", " val_accs = []\n", " test_accs = []\n", "\n", " for epoch in range(epochs):\n", " # ---- TRAIN ----\n", " model.train()\n", " total_loss = 0\n", " correct = 0\n", " total = 0\n", "\n", " for images, labels in train_loader:\n", " images, labels = images.to(device), labels.to(device)\n", "\n", " optimizer.zero_grad()\n", " outputs = model(images)\n", " loss = criterion(outputs, labels)\n", " loss.backward()\n", " optimizer.step()\n", "\n", " total_loss += loss.item()\n", "\n", " _, preds = torch.max(outputs, 1)\n", " correct += (preds == labels).sum().item()\n", " total += labels.size(0)\n", "\n", " train_loss = total_loss / len(train_loader)\n", " train_acc = 100 * correct / total\n", "\n", " train_losses.append(train_loss)\n", " train_accs.append(train_acc)\n", "\n", " # ---- VALIDATION ----\n", " model.eval()\n", " val_loss = 0\n", " correct = 0\n", " total = 0\n", "\n", " with torch.no_grad():\n", " for images, labels in val_loader:\n", " images, labels = images.to(device), labels.to(device)\n", "\n", " outputs = model(images)\n", " loss = criterion(outputs, labels)\n", "\n", " val_loss += loss.item()\n", " _, preds = torch.max(outputs, 1)\n", "\n", " correct += (preds == labels).sum().item()\n", " total += labels.size(0)\n", "\n", " val_loss /= len(val_loader)\n", " val_acc = 100 * correct / total\n", "\n", " val_losses.append(val_loss)\n", " val_accs.append(val_acc)\n", "\n", " # ---- TEST ------\n", " # with torch.no_grad():\n", " # for images, labels in test_loader:\n", " # outputs = model(images)\n", " # _, preds = torch.max(outputs, 1)\n", " # total += labels.size(0)\n", " # correct += (preds == labels).sum().item()\n", "\n", " # acc = 100 * correct / total\n", " # test_accs.append(acc)\n", "\n", " print(f\"Epoch {epoch+1}: \"\n", " f\"Train Acc={train_acc:.2f}% | \"\n", " f\"Val Acc={val_acc:.2f}% | \"\n", " f\"Train Loss={train_loss:.4f}% | \"\n", " f\"Val Loss={val_loss:.4f}\")\n", "\n", " return train_losses, train_accs, val_losses, val_accs, test_accs" ] }, { "cell_type": "code", "execution_count": null, "id": "a6cf317e", "metadata": { "id": "a6cf317e" }, "outputs": [], "source": [ "def plot_curves(train_losses, train_accs, val_losses, val_accs):\n", " plt.figure()\n", "\n", " # Accuracy\n", " plt.plot(train_accs, label=\"Train Accuracy\")\n", " plt.plot(val_accs, label=\"Validation Accuracy\")\n", "\n", " plt.xlabel(\"Epoch\")\n", " plt.title(\"Train vs Validation Accuracy\")\n", " plt.legend()\n", " plt.show()\n", "\n", " # Loss\n", " plt.plot(train_losses, linestyle='--', label=\"Train Loss\")\n", " plt.plot(val_losses, linestyle='--', label=\"Validation Loss\")\n", "\n", " plt.xlabel(\"Epoch\")\n", " plt.title(\"Train vs. Validation Loss\")\n", " plt.legend()\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": null, "id": "87a51323", "metadata": { "id": "87a51323" }, "outputs": [], "source": [ "def evaluate_model(eval_model, test_loader):\n", " all_preds = []\n", " all_labels = []\n", " correct, total = 0, 0\n", "\n", " eval_model.eval()\n", " with torch.no_grad():\n", " for images, labels in test_loader:\n", " outputs = eval_model(images)\n", " _, preds = torch.max(outputs, 1)\n", " all_preds.extend(preds.numpy())\n", " all_labels.extend(labels.numpy())\n", " correct += (preds == labels).sum().item()\n", " total += labels.size(0)\n", "\n", " cm = confusion_matrix(all_labels, all_preds)\n", " ConfusionMatrixDisplay(cm).plot()\n", " plt.show()\n", " print(\"Test Accuracy: \", 100 * correct / total)\n", " print(classification_report(all_labels, all_preds, digits=3))" ] }, { "cell_type": "markdown", "id": "cedac9a7", "metadata": { "id": "cedac9a7" }, "source": [ "## 5. Train baseline models" ] }, { "cell_type": "markdown", "id": "09378a9b", "metadata": { "id": "09378a9b" }, "source": [ "Train using full dataset" ] }, { "cell_type": "code", "execution_count": null, "id": "94145c08", "metadata": { "id": "94145c08", "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "outputId": "aebf3bd1-c4f0-4123-fefe-eaaca0788f89" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Epoch 1: Train Acc=93.60% | Val Acc=97.91% | Train Loss=0.2060% | Val Loss=0.0683\n", "Epoch 2: Train Acc=97.96% | Val Acc=98.41% | Train Loss=0.0648% | Val Loss=0.0497\n", "Epoch 3: Train Acc=98.61% | Val Acc=98.68% | Train Loss=0.0450% | Val Loss=0.0447\n", "Epoch 4: Train Acc=98.91% | Val Acc=98.52% | Train Loss=0.0349% | Val Loss=0.0456\n", "Epoch 5: Train Acc=99.17% | Val Acc=98.68% | Train Loss=0.0266% | Val Loss=0.0463\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" 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73/8Kffv2Fezt7QW5XC60atVKeP/997WG6hOJQSIIDfhnIREREVE9YZ8aIiIiMghMaoiIiMggMKkhIiIig8CkhoiIiAwCkxoiIiIyCExqiIiIyCA0mcn3VCoVEhMTYWlpqdM050RERCQeQRCQk5MDNzc3rQlCq9JkkprExES4u7uLHQYRERHVwu3bt7WWVKlKk0lqyqbuvn37NqysrESOhoiIiGoiOzsb7u7uNVqCo8kkNWVNTlZWVkxqiIiI9ExNuo6wozAREREZBCY1REREZBCY1BAREZFBaDJ9aoiI6MkplUqUlJSIHQYZEGNjY8hksjq5FpMaIiJ6LEEQkJycjMzMTLFDIQNkY2MDFxeXJ55HjkkNERE9VllC4+TkBDMzM05iSnVCEATk5+cjNTUVAODq6vpE12NSQ0REj6RUKjUJjb29vdjhkIExNTUFAKSmpsLJyemJmqLYUZiIiB6prA+NmZmZyJGQoSr7t/Wk/bWY1BARUY2wyYnqS13922JSQ0RERAaBSQ0REVENeXp6Yvny5WKHQdVgUkNERAZHIpE8cps3b16trnvy5Em8/vrrTxRb//79MWPGjCe6BlWNo5+IiMjgJCUlaV6Hh4djzpw5uHTpkmafhYWF5rUgCFAqlTAyevxXoqOjY90GSnWKNTV1oKBYif0XU8QOg4iIHnBxcdFs1tbWkEgkmvcXL16EpaUldu3aBX9/f8jlcvzzzz+4du0annvuOTg7O8PCwgLdu3fHvn37tK77cPOTRCLB//73Pzz//PMwMzODt7c3tm3b9kSx//HHH+jYsSPkcjk8PT3x9ddfax1ftWoVvL29oVAo4OzsjDFjxmiO/f777/Dx8YGpqSns7e0RFBSEvLy8J4pHnzCpeUI5hSXo/eV+vLruFK6l5YodDhFRg8kvLq12KyxR1nnZuvbRRx9h0aJFiI+PR+fOnZGbm4thw4YhMjISp0+fxpAhQzBixAgkJCQ88jrz58/Hiy++iLNnz2LYsGEYP3487t27V6uYoqOj8eKLL2Ls2LGIi4vDvHnzMHv2bKxbtw4AcOrUKbz99tv47LPPcOnSJezevRt9+/YFoK6dGjduHF599VXEx8fj4MGDGDVqFARBqFUs+ojNT0/IUmGMri1ssC8+FT8evYn5z3USOyQiogbRYc6eao8NaOuItZN6aN77L9iHgoeSlzIBLe0Q/kag5n2fLw/gXl5xpXI3Fw1/gmgr++yzz/D0009r3tvZ2cHX11fzfsGCBdiyZQu2bduGadOmVXudiRMnYty4cQCAL774At988w1OnDiBIUOG6BzT0qVLMWjQIMyePRsA0KZNG1y4cAGLFy/GxIkTkZCQAHNzczzzzDOwtLSEh4cHunTpAkCd1JSWlmLUqFHw8PAAAPj4+Ogcgz5jTU0dCO3lCQD4PfoOcgq50BsRkT7o1q2b1vvc3Fy89957aN++PWxsbGBhYYH4+PjH1tR07txZ89rc3BxWVlaaaf91FR8fj969e2vt6927N65cuQKlUomnn34aHh4e8PLywiuvvIJffvkF+fn5AABfX18MGjQIPj4+eOGFF/Ddd9/h/v37tYpDX7Gmpg70ae2AVo7muJaWhz+i72Bi75Zih0REVO8ufBZc7THpQ5OpRc8OqnHZfz4c8GSB1ZC5ubnW+/feew8RERFYsmQJWrduDVNTU4wZMwbFxZVrjSoyNjbWei+RSKBSqeo8XgCwtLRETEwMDh48iL1792LOnDmYN28eTp48CRsbG0RERODo0aPYu3cv/vOf/+CTTz7B8ePH0bJl0/heYk1NHZBIJJramh+jbkGlajrtl0TUdJmZGFW7KYxldV62vh05cgQTJ07E888/Dx8fH7i4uODmzZv1ft+K2rdvjyNHjlSKq02bNpo1kYyMjBAUFISvvvoKZ8+exc2bN7F//34A6u+j3r17Y/78+Th9+jRMTEywZcuWBn0GMbGmpo6M6tocX+2+hOvpefj7ajr6teGwPyIifeLt7Y3NmzdjxIgRkEgkmD17dr3VuKSlpSE2NlZrn6urK9599110794dCxYsQEhICKKiorBixQqsWrUKALB9+3Zcv34dffv2ha2tLXbu3AmVSoW2bdvi+PHjiIyMxODBg+Hk5ITjx48jLS0N7du3r5dnaIxYU1NHLORGGOPfHABwOqFptWESERmCpUuXwtbWFr169cKIESMQHByMrl271su9NmzYgC5dumht3333Hbp27YrffvsNGzduRKdOnTBnzhx89tlnmDhxIgDAxsYGmzdvxsCBA9G+fXusWbMGv/76Kzp27AgrKyscPnwYw4YNQ5s2bfDpp5/i66+/xtChQ+vlGRoloRZWrFgheHh4CHK5XOjRo4dw/Pjxast+++23Qp8+fQQbGxvBxsZGGDRoUKXyKpVKmD17tuDi4iIoFAph0KBBwuXLl7XKZGRkCC+99JJgaWkpWFtbC6+++qqQk5NT45izsrIEAEJWVpZuD6uDpMwC4Xpabr1dn4hIDAUFBcKFCxeEgoICsUMhA/Wof2O6fH/rXFMTHh6OsLAwzJ07FzExMfD19UVwcHC1Pb0PHjyIcePG4cCBA4iKioK7uzsGDx6Mu3fvasp89dVX+Oabb7BmzRocP34c5ubmCA4ORmFhoabM+PHjcf78eURERGD79u04fPjwE09VXddcrBVo6WD++IJERERU93TNpnr06CFMnTpV816pVApubm7CwoULa3R+aWmpYGlpKaxfv14QBHUtjYuLi7B48WJNmczMTEEulwu//vqrIAiCcOHCBQGAcPLkSU2ZXbt2CRKJRLh7926N7tsQNTUV3b2fL+QVlTTIvYiI6hNraqi+iVJTU1xcjOjoaAQFlQ/Nk0qlCAoKQlRUVI2ukZ+fj5KSEtjZ2QEAbty4geTkZK1rWltbIyAgQHPNqKgo2NjYaM0pEBQUBKlUiuPHj1d5n6KiImRnZ2ttDeWLnfF46qsD2Bxz9/GFiYiIqE7olNSkp6dDqVTC2dlZa7+zszOSk5NrdI0PP/wQbm5umiSm7LxHXTM5ORlOTk5ax42MjGBnZ1ftfRcuXAhra2vN5u7uXqP46oKLlQJKlYD1R282qempiYiIxNSgo58WLVqEjRs3YsuWLVAoFPV6r1mzZiErK0uz3b59u17vV9GYbs1hZiLDldRcHL2W0WD3JSIiasp0SmocHBwgk8mQkqK9InVKSgpcXFweee6SJUuwaNEi7N27V2tK6bLzHnVNFxeXSh2RS0tLce/evWrvK5fLYWVlpbU1FCuFMUZ3VQ/vXnf0ZoPdl4iIqCnTKakxMTGBv78/IiMjNftUKhUiIyMRGBhY7XlfffUVFixYgN27d1daa6Nly5ZwcXHRumZ2djaOHz+uuWZgYCAyMzMRHR2tKbN//36oVCoEBATo8ggNJrSXejGxyPgU3L6XL3I0REREhk/n5qewsDB89913WL9+PeLj4/HWW28hLy8PkyZNAgBMmDABs2bN0pT/8ssvMXv2bPzwww/w9PREcnIykpOTkZubC0A9pfOMGTPw+eefY9u2bYiLi8OECRPg5uaGkSNHAlBPGz1kyBC89tprOHHiBI4cOYJp06Zh7NixcHNzq4MfQ91r7WSJPq0doBKAn4/dEjscIiIig6fzMgkhISFIS0vDnDlzkJycDD8/P+zevVvT0TchIQFSaXmutHr1ahQXF2PMmDFa15k7dy7mzZsHAPjggw+Ql5eH119/HZmZmejTpw92796t1e/ml19+wbRp0zBo0CBIpVKMHj0a33zzTW2eucGE9vLEP1fTsf1sEj4Y0g4yqeTxJxEREVGtSIQmMjwnOzsb1tbWyMrKarD+NUqVgPCTt/GMryusFMaPP4GIqBEqLCzEjRs30LJly3of5NHY9O/fH35+fli+fDkAwNPTEzNmzMCMGTOqPUcikWDLli2a1obaqqvr6INH/RvT5fubaz/VI5lUgpcCWjChISJqYCNGjMCQIUOqPPb3339DIpHg7NmzOl/35MmTdT6b/bx58+Dn51dpf1JSUr2v27Ru3TrY2NjU6z0aEpOaBiIIAvKLS8UOg4ioSZg8eTIiIiJw586dSsfWrl2Lbt26aY3ErSlHR0eYmZnVRYiP5eLiArlc3iD3MhRMahpA9K37eHbFEbz72xmxQyEiahKeeeYZODo6Yt26dVr7c3NzsWnTJkyePBkZGRkYN24cmjVrBjMzM/j4+ODXX3995HU9PT01TVEAcOXKFfTt2xcKhQIdOnRAREREpXM+/PBDtGnTBmZmZvDy8sLs2bNRUlICQF1TMn/+fJw5cwYSiQQSiUQTs0QiwdatWzXXiYuLw8CBA2Fqagp7e3u8/vrrmkE3ADBx4kSMHDkSS5YsgaurK+zt7TF16lTNvWojISEBzz33HCwsLGBlZYUXX3xRawqWM2fOYMCAAbC0tISVlRX8/f1x6tQpAMCtW7cwYsQI2NrawtzcHB07dsTOnTtrHUtN6NxRmHRnLpch7m4WLiRlIzGzAG42pmKHRET05Irzqj8mkQHGihqWlQLGpo8va1LzBYONjIwwYcIErFu3Dp988gkkEvVAjU2bNkGpVGLcuHHIzc2Fv78/PvzwQ1hZWWHHjh145ZVX0KpVK/To0eOx91CpVBg1ahScnZ1x/PhxZGVlVdnXxtLSEuvWrYObmxvi4uLw2muvwdLSEh988AFCQkJw7tw57N69G/v27QOgXiroYXl5eQgODkZgYCBOnjyJ1NRUTJkyBdOmTdNK3A4cOABXV1ccOHAAV69eRUhICPz8/PDaa6/V+GdX8fnKEppDhw6htLQUU6dORUhICA4ePAhAvdh0ly5dsHr1ashkMsTGxsLYWN3lYurUqSguLsbhw4dhbm6OCxcuwMLCQuc4dMGkpgG0c7FCoJc9oq5n4Odjt/DBkHZih0RE9OS+eMSUGt6DgfGbyt8vbg2UVDNnl0cfYNKO8vfLfYD8KmZjn5elU3ivvvoqFi9ejEOHDqF///4A1E1Po0eP1iyh895772nKT58+HXv27MFvv/1Wo6Rm3759uHjxIvbs2aOZXuSLL76o1A/m008/1bz29PTEe++9h40bN+KDDz6AqakpLCwsYGRk9MhJbDds2IDCwkL8+OOPMDdXJ3crVqzAiBEj8OWXX2pGINva2mLFihWQyWRo164dhg8fjsjIyFolNZGRkYiLi8ONGzc0Sw39+OOP6NixI06ePInu3bsjISEB77//Ptq1U3+veXt7a85PSEjA6NGj4ePjAwDw8vLSOQZdsfmpgYT28gQAbDx5G4UlSnGDISJqAtq1a4devXrhhx9+AABcvXoVf//9NyZPngwAUCqVWLBgAXx8fGBnZwcLCwvs2bMHCQkJNbp+fHw83N3dteZLq2oi2vDwcPTu3RsuLi6wsLDAp59+WuN7VLyXr6+vJqEBgN69e0OlUuHSpUuafR07doRMJtO8d3V1rTQjvy73dHd311o7sUOHDrCxsUF8fDwA9dx1U6ZMQVBQEBYtWoRr165pyr799tv4/PPP0bt3b8ydO7dWHbN1xZqaBhLU3gnNbExxN7MAf51JxAvdGm6BTSKievFxYvXHJDLt9+9ffUTZh/6+nhFX+5geMnnyZEyfPh0rV67E2rVr0apVK/Tr1w8AsHjxYvz73//G8uXL4ePjA3Nzc8yYMQPFxcV1dv+oqCiMHz8e8+fPR3BwMKytrbFx40Z8/fXXdXaPisqafspIJBKoVKp6uRegHrn10ksvYceOHdi1axfmzp2LjRs34vnnn8eUKVMQHByMHTt2YO/evVi4cCG+/vprTJ8+vd7iYU1NAzGSSfFyT/XSCeujuHo3ERkAE/PqN2OFDmVNa1a2Fl588UVIpVJs2LABP/74I1599VVN/5ojR47gueeew8svvwxfX194eXnh8uXLNb52+/btcfv2bSQlJWn2HTt2TKvM0aNH4eHhgU8++QTdunWDt7c3bt3SnmXexMQESuWja/Dbt2+PM2fOIC+vvL/RkSNHIJVK0bZt2xrHrIuy56u4IPSFCxeQmZmJDh06aPa1adMGM2fOxN69ezFq1CisXbtWc8zd3R1vvvkmNm/ejHfffRffffddvcRahklNAxrb3R1yIynO3c3G6duZYodDRGTwLCwsEBISglmzZiEpKQkTJ07UHPP29kZERASOHj2K+Ph4vPHGG5UWV36UoKAgtGnTBqGhoThz5gz+/vtvfPLJJ1plvL29kZCQgI0bN+LatWv45ptvsGXLFq0ynp6euHHjBmJjY5Geno6ioqJK9xo/fjwUCgVCQ0Nx7tw5HDhwANOnT8crr7yi6U9TW0qlErGxsVpbfHw8goKC4OPjg/HjxyMmJgYnTpzAhAkT0K9fP3Tr1g0FBQWYNm0aDh48iFu3buHIkSM4efIk2rdvDwCYMWMG9uzZgxs3biAmJgYHDhzQHKsvTGoakK25CT4Y0g7fTegG3+Y2YodDRNQkTJ48Gffv30dwcLBW/5dPP/0UXbt2RXBwMPr37w8XFxedZu+VSqXYsmULCgoK0KNHD0yZMgX/+te/tMo8++yzmDlzJqZNmwY/Pz8cPXoUs2fP1iozevRoDBkyBAMGDICjo2OVw8rNzMywZ88e3Lt3D927d8eYMWMwaNAgrFixQrcfRhVyc3PRpUsXrW3EiBGQSCT4888/YWtri759+yIoKAheXl4IDw8HAMhkMmRkZGDChAlo06YNXnzxRQwdOhTz588HoE6Wpk6dqlm/sU2bNli1atUTx/soXCaBiIgeqSkvk0ANg8skGIAmkk8SERE1CCY1IsgvLsWyiMsY9s0/KCrl8G4iIqK6wKRGBMYyKcJP3kZ8UjZ2xiU9/gQiIiJ6LCY1IjCWSTE+oAUAYN3RW48pTURERDXBpEYk4wJawEQmxZnbmTidcF/scIiIHov9AKm+1NW/LSY1InGwkOMZX1cAwPqjN8UNhojoEcpmqc3Pr2btJqInVPZv6+EZkXXFZRJENLGXJzbH3MWOuCR8PLw9nCw5VJKIGh+ZTAYbGxvNGkJmZmaaWXmJnoQgCMjPz0dqaipsbGy01q2qDSY1Iurc3AZdWtjgdEImfj1+G+8EeT/+JCIiEZStIF3bxRGJHsXGxuaRq5TXFJMakb32lBcOX07DkE5P/mESEdUXiUQCV1dXODk5oaSkROxwyIAYGxs/cQ1NGSY1Ihvm44phPq5ih0FEVCMymazOvoCI6ho7ChMREZFBYFLTSMTdyULYb7E4dzdL7FCIiIj0EpOaRuJ//1zH5pi7WMfh3URERLXCpKaRCO3lCQDYdiYRGblF4gZDRESkh5jUNBJd3G3Qubk1iktV2HjyttjhEBER6R0mNY2ERCJBaKAnAODnY7dQqlSJGxAREZGeYVLTiDzj6woHCxMkZRVi74UUscMhIiLSK0xqGhG5kQzjepSt3n1T3GCIiIj0DJOaRmZ8gAfc7UzRr40jVCquiEtERFRTnFG4kXGxVuDw+wO4WBwREZGOWFPTCDGhISIi0h1rahqpEqUKe8+nQCUIGOHrJnY4REREjR6TmkbqrzOJCPvtDJrZmGKYjytkUtbeEBERPQqbnxqpYT6usDUzxt3MAuyL5/BuIiKix2FS00gpjGUI6a4e3r2ew7uJiIgeq1ZJzcqVK+Hp6QmFQoGAgACcOHGi2rLnz5/H6NGj4enpCYlEguXLl1cqU3bs4W3q1KmaMv379690/M0336xN+Hrj5Z4tIJUAR69l4HJKjtjhEBERNWo6JzXh4eEICwvD3LlzERMTA19fXwQHByM1NbXK8vn5+fDy8sKiRYvg4uJSZZmTJ08iKSlJs0VERAAAXnjhBa1yr732mla5r776Stfw9UpzWzMM7qD+mXEyPiIiokfTOalZunQpXnvtNUyaNAkdOnTAmjVrYGZmhh9++KHK8t27d8fixYsxduxYyOXyKss4OjrCxcVFs23fvh2tWrVCv379tMqZmZlplbOystI1fL1Ttnr3lpi7yMovETcYIiKiRkynpKa4uBjR0dEICgoqv4BUiqCgIERFRdVJQMXFxfj555/x6quvVpqv5ZdffoGDgwM6deqEWbNmIT8/v9rrFBUVITs7W2vTRz297NDW2RLtXS2RllsodjhERESNlk5DutPT06FUKuHs7Ky139nZGRcvXqyTgLZu3YrMzExMnDhRa/9LL70EDw8PuLm54ezZs/jwww9x6dIlbN68ucrrLFy4EPPnz6+TmMQkkUjw25uBsDY1FjsUIiKiRq3RzVPz/fffY+jQoXBz055w7vXXX9e89vHxgaurKwYNGoRr166hVatWla4za9YshIWFad5nZ2fD3d29/gKvR0xoiIiIHk+n5icHBwfIZDKkpGjPm5KSklJtJ2Bd3Lp1C/v27cOUKVMeWzYgIAAAcPXq1SqPy+VyWFlZaW36LjO/GNvOJIodBhERUaOkU1JjYmICf39/REZGavapVCpERkYiMDDwiYNZu3YtnJycMHz48MeWjY2NBQC4uro+8X31QVZBCXot2o+3fz2Na2m5YodDRETU6Og8+iksLAzfffcd1q9fj/j4eLz11lvIy8vDpEmTAAATJkzArFmzNOWLi4sRGxuL2NhYFBcX4+7du4iNja1Uw6JSqbB27VqEhobCyEi7VezatWtYsGABoqOjcfPmTWzbtg0TJkxA37590blz59o8t96xNjVGr1YOAIAfObybiIioEp371ISEhCAtLQ1z5sxBcnIy/Pz8sHv3bk3n4YSEBEil5blSYmIiunTponm/ZMkSLFmyBP369cPBgwc1+/ft24eEhAS8+uqrle5pYmKCffv2Yfny5cjLy4O7uztGjx6NTz/9VNfw9drEXp7YF5+C36Pv4L3gtrBUsK8NERFRGYkgCILYQTSE7OxsWFtbIysrS2/71wiCgKeXHcbV1FzMG9EBE3u3FDskIiKieqXL9zfXftIjEokEoYEeAIAfo25BpWoS+SgREVGNMKnRM6O6Noel3AjX0/Pw99V0scMhIiJqNJjU6BlzuRHGdGsOY5kEV7jIJRERkQb71Oih1JxCQACcrBRih0JERFSvdPn+bnQzCtPjOVkymSEiInoYm5/03JWUHOQVlYodBhERkeiY1OixWZvP4ullh7H59F2xQyEiIhIdkxo91sbZEoB6huEm0jWKiIioWkxq9NgY/+YwN5HhSmoujl7LEDscIiIiUTGp0WOWCmOM9m8OAFjH9aCIiKiJY1Kj5yYEegIAIuNTcPtevrjBEBERiYhJjZ5r7WSBp7wdoBKAn4/dEjscIiIi0TCpMQChD2prIuJTuB4UERE1WZx8zwAMaOeEb8Z1weAOzpBKJWKHQ0REJAomNQZAJpXgWV83scMgIiISFZufDIxKJSArv0TsMIiIiBockxoDcuRqOgZ+fRAfbT4rdihEREQNjs1PBsTewgQ3M/Jx+34B7mYWoJmNqdghERERNRjW1BiQdi5WCPSyh1IlcHg3ERE1OUxqDExoL08AwMYTCSgsUYobDBERUQNiUmNggto7oZmNKe7nl2DbmUSxwyEiImowTGoMjJFMipd7egAA1nP1biIiakKY1Bigsd3dITeS4nxiNs7eyRI7HCIiogbB0U8GyNbcBHNGdIC3kyU6N7cWOxwiIqIGwaTGQI0P8BA7BCIiogbF5qcmgItcEhFRU8CkxoDlFJZg3rbzGLT0EIpKObybiIgMG5MaA6YwlmH3uWTcSM/DzrgkscMhIiKqV0xqDJixTIqXe7YAAKw7clPcYIiIiOoZkxoDN7ZHC5jIpDhzJwunE+6LHQ4REVG9YVJj4Bws5HjG1xWAejI+IiIiQ8WkpgmY+GA9qB1xSUjNKRQ3GCIionrCpKYJ6NzcBl1a2KBEKeDX47fFDoeIiKhecPK9JuLNfq0Qc+s+RnVtJnYoRERE9YJJTRMR3NEFwR1dxA6DiIio3rD5iYiIiAxCrZKalStXwtPTEwqFAgEBAThx4kS1Zc+fP4/Ro0fD09MTEokEy5cvr1Rm3rx5kEgkWlu7du20yhQWFmLq1Kmwt7eHhYUFRo8ejZSUlNqE36QdvZaOKetPIY6rdxMRkYHROakJDw9HWFgY5s6di5iYGPj6+iI4OBipqalVls/Pz4eXlxcWLVoEF5fqmz86duyIpKQkzfbPP/9oHZ85cyb++usvbNq0CYcOHUJiYiJGjRqla/hNXvjJ29gXn4J1HN5NREQGRuekZunSpXjttdcwadIkdOjQAWvWrIGZmRl++OGHKst3794dixcvxtixYyGXy6u9rpGREVxcXDSbg4OD5lhWVha+//57LF26FAMHDoS/vz/Wrl2Lo0eP4tixY7o+QpMW+mB4919nE5GRWyRuMERERHVIp6SmuLgY0dHRCAoKKr+AVIqgoCBERUU9USBXrlyBm5sbvLy8MH78eCQkJGiORUdHo6SkROu+7dq1Q4sWLaq9b1FREbKzs7U2Arq426Bzc2sUl6qw8SSHdxMRkeHQKalJT0+HUqmEs7Oz1n5nZ2ckJyfXOoiAgACsW7cOu3fvxurVq3Hjxg089dRTyMnJAQAkJyfDxMQENjY2Nb7vwoULYW1trdnc3d1rHZ8hkUgkCA30BAD8fOwWSpUqcQMiIiKqI41i9NPQoUPxwgsvoHPnzggODsbOnTuRmZmJ3377rdbXnDVrFrKysjTb7duslSjzjK8rHCxMkJRViL0X2NmaiIgMg05JjYODA2QyWaVRRykpKY/sBKwrGxsbtGnTBlevXgUAuLi4oLi4GJmZmTW+r1wuh5WVldZGanIjGcb1eLB6NzsMExGRgdApqTExMYG/vz8iIyM1+1QqFSIjIxEYGFhnQeXm5uLatWtwdVUvxOjv7w9jY2Ot+166dAkJCQl1et+mZHyAB9q5WGKErxsEQRA7HCIioiem84zCYWFhCA0NRbdu3dCjRw8sX74ceXl5mDRpEgBgwoQJaNasGRYuXAhA3bn4woULmtd3795FbGwsLCws0Lp1awDAe++9hxEjRsDDwwOJiYmYO3cuZDIZxo0bBwCwtrbG5MmTERYWBjs7O1hZWWH69OkIDAxEz5496+QH0dS4WCuwe0ZfscMgIiKqMzonNSEhIUhLS8OcOXOQnJwMPz8/7N69W9N5OCEhAVJpeQVQYmIiunTponm/ZMkSLFmyBP369cPBgwcBAHfu3MG4ceOQkZEBR0dH9OnTB8eOHYOjo6PmvGXLlkEqlWL06NEoKipCcHAwVq1aVdvnJiIiIgMjEZpI20N2djasra2RlZXF/jUVFBQrsTX2LuRGUozq2lzscIiIiLTo8v3NBS2buL/OJmLW5jg0szHFc37NIJNKxA6JiIioVhrFkG4Sz7O+brA1M8bdzALsi+fwbiIi0l9Mapo4hbEMId3Vw7vXc3g3ERHpMSY1hJd7toBUAhy9loHLKTlih0NERFQrTGoIzW3NMLiDehJD1tYQEZG+YlJDAMpX794ccxdZ+SXiBkNERFQLHP1EAICeXnZo52IJV2sFsgpKYG1mLHZIREREOmFSQwDUq3dvndobCmOZ2KEQERHVCpufSIMJDRER6TMmNVRJYmYBwk8miB0GERGRTtj8RFru5RWj/+KDKFaq0M3TDq0cLcQOiYiIqEZYU0Na7MxN0LeNeiHRHzm8m4iI9AiTGqpk4oPh3b9H30FOIYd3ExGRfmBSQ5X0bm2P1k4WyCtW4o/oO2KHQ0REVCNMaqgSiUSC0EAPAMCPUbegUgkiR0RERPR4TGqoSqO6Noel3AjX0/Nw+Eqa2OEQERE9FpMaqpK53AgvdHOHuYkMdzMLxA6HiIjosSSCIDSJtoXs7GxYW1sjKysLVlZWYoejF+7lFcNIJoGVgksmEBGROHT5/uY8NVQtO3MTsUMgIiKqMTY/0WMJgoDoW/eQV1QqdihERETVYlJDjzXt19MYvToKm2M4vJuIiBovJjX0WN08bAEA66NuoYl0wSIiIj3EpIYea4x/c5ibyHA1NRdHrmaIHQ4REVGVmNTQY1kqjDHavzkAYB3XgyIiokaKSQ3VyIRATwBA5MUU3L6XL24wREREVWBSQzXS2skCT3k7QBCAn47dEjscIiKiSpjUUI2FPqitOXotnR2GiYio0eHke1RjA9o5Ye3E7ujbxhESiUTscIiIiLQwqaEak0klGNDOSewwiIiIqsTmJ6qV4lIV0nKKxA6DiIhIg0kN6Wz/xRT0/nI/5vx5TuxQiIiINJjUkM6a2ZghLacIey+k4G5mgdjhEBERAWBSQ7XQ1sUSgV72UKoE/Mzh3URE1EgwqaFaCe3lCQDYeCIBhSVKcYMhIiICkxqqpaD2TmhmY4r7+SXYdiZR7HCIiIhql9SsXLkSnp6eUCgUCAgIwIkTJ6ote/78eYwePRqenp6QSCRYvnx5pTILFy5E9+7dYWlpCScnJ4wcORKXLl3SKtO/f39IJBKt7c0336xN+FQHjGRSvNzTAwCw/uhNTsZHRESi0zmpCQ8PR1hYGObOnYuYmBj4+voiODgYqampVZbPz8+Hl5cXFi1aBBcXlyrLHDp0CFOnTsWxY8cQERGBkpISDB48GHl5eVrlXnvtNSQlJWm2r776StfwqQ6N7e4OuZEU5xOzEZ+UI3Y4RETUxEkEHf/EDggIQPfu3bFixQoAgEqlgru7O6ZPn46PPvroked6enpixowZmDFjxiPLpaWlwcnJCYcOHULfvn0BqGtq/Pz8qqzpqYns7GxYW1sjKysLVlZWtboGVfZH9B10cLNCe1f+TImIqO7p8v2tU01NcXExoqOjERQUVH4BqRRBQUGIioqqXbRVyMrKAgDY2dlp7f/ll1/g4OCATp06YdasWcjP52rRYhvt35wJDRERNQo6LZOQnp4OpVIJZ2dnrf3Ozs64ePFinQSkUqkwY8YM9O7dG506ddLsf+mll+Dh4QE3NzecPXsWH374IS5duoTNmzdXeZ2ioiIUFZXPeJudnV0n8VH1iktVMDFi33MiIhJHo1v7aerUqTh37hz++ecfrf2vv/665rWPjw9cXV0xaNAgXLt2Da1atap0nYULF2L+/Pn1Hi8BmfnF+Gz7BRy7loED7/eH3EgmdkhERNQE6fRntYODA2QyGVJSUrT2p6SkVNsJWBfTpk3D9u3bceDAATRv3vyRZQMCAgAAV69erfL4rFmzkJWVpdlu3779xPFR1czlRjh6NQOJWYXYcTZJ7HCIiKiJ0impMTExgb+/PyIjIzX7VCoVIiMjERgYWOsgBEHAtGnTsGXLFuzfvx8tW7Z87DmxsbEAAFdX1yqPy+VyWFlZaW1UP4xlUrwSWD68m4iISAw6Nz+FhYUhNDQU3bp1Q48ePbB8+XLk5eVh0qRJAIAJEyagWbNmWLhwIQB15+ILFy5oXt+9exexsbGwsLBA69atAaibnDZs2IA///wTlpaWSE5OBgBYW1vD1NQU165dw4YNGzBs2DDY29vj7NmzmDlzJvr27YvOnTvXyQ+CnszY7u74d+QVnLmThdMJ99Glha3YIRERUROj85BuAFixYgUWL16M5ORk+Pn54ZtvvtE0B/Xv3x+enp5Yt24dAODmzZtV1rz069cPBw8eVAchkVR5n7Vr12LixIm4ffs2Xn75ZZw7dw55eXlwd3fH888/j08//bTGNTAc0l3/3v3tDP6IuYORfm5YPraL2OEQEZEB0OX7u1ZJjT5iUlP/4u5kYcSKf2Ask+DIRwPhZKkQOyQiItJz9TZPDdGj+DS3RtcWNihRCvj1ODtmExFRw2p0Q7pJv00d0BoXk3MwrkcLsUMhIqImhkkN1alB7Z0xqL3z4wsSERHVMTY/ERERkUFgUkP1Yve5ZLy4Jgpxd7LEDoWIiJoIJjVUL3adS8KJm/ewjpPxERFRA2FSQ/UitJcnAOCvs4nIyC16dGEiIqI6wKSG6kUXdxt0bm6N4lIVNp7k8G4iIqp/TGqoXkgkEkx8UFvzU9QtlChV4gZEREQGj0kN1ZvhnV3hYGGC5OxC7D2f8vgTiIiIngCTGqo3ciOZZhI+rt5NRET1jUkN1avxAR7o4WmH8T1boIksM0ZERCLhjMJUr1ysFfjtzUCxwyAioiaANTVERERkEJjUUIPIzC/GmkPX8BuHdxMRUT1h8xM1iL0XUrBo10U0szHFaP/mkEklYodEREQGhjU11CCe9XWDrZkx7mYWYF88h3cTEVHdY1JDDUJhLMNYDu8mIqJ6xKSGGszLPT0glQBHr2XgckqO2OEQEZGBYVJDDaaZjSkGd3ABwNoaIiKqe0xqqEFN7O0JANgccxdZ+SXiBkNERAaFo5+oQQW0tEPn5tZo6WCO/JJSWMNY7JCIiMhAMKmhBiWRSLD5rV4wkrGSkIiI6ha/WajBMaEhIqL6wG8XEs2VlBysPXJD7DCIiMhAsPmJRJGaU4jg5YehEoCnvB3R2slC7JCIiEjPsaaGROFkqcDAds4AgB+jboobDBERGQQmNSSaib08AQB/RN9BTiGHdxMR0ZNhUkOi6d3aHq2dLJBXrMTv0XfEDoeIiPQckxoSjUQiQWigBwDgx6hbUKkEkSMiIiJ9xqSGRDWqa3NYyo1wIz0Ph66kiR0OERHpMSY1JCpzuRFe6OYOe3MTZOYXix0OERHpMYkgCE2izj87OxvW1tbIysqClZWV2OFQBVkFJZAbSaEwlokdChERNTK6fH9znhoSnbUp138iIqInx+YnajRUKgH7L6Ygr6hU7FCIiEgPMamhRmPSupN4dd0pbI7h8G4iItJdrZKalStXwtPTEwqFAgEBAThx4kS1Zc+fP4/Ro0fD09MTEokEy5cvr9U1CwsLMXXqVNjb28PCwgKjR49GSkpKbcKnRqp/W0cAwPqoW2giXb2IiKgO6ZzUhIeHIywsDHPnzkVMTAx8fX0RHByM1NTUKsvn5+fDy8sLixYtgouLS62vOXPmTPz111/YtGkTDh06hMTERIwaNUrX8KkRG+PfHOYmMlxNzcWRqxlih0NERPpG0FGPHj2EqVOnat4rlUrBzc1NWLhw4WPP9fDwEJYtW6bzNTMzMwVjY2Nh06ZNmjLx8fECACEqKqpGcWdlZQkAhKysrBqVJ3HM3honeHy4XZi87qTYoRARUSOgy/e3TjU1xcXFiI6ORlBQkGafVCpFUFAQoqKiapVU1eSa0dHRKCkp0SrTrl07tGjRotr7FhUVITs7W2ujxm9CoCcAIPJiCm7fyxc3GCIi0is6JTXp6elQKpVwdnbW2u/s7Izk5ORaBVCTayYnJ8PExAQ2NjY1vu/ChQthbW2t2dzd3WsVHzWs1k4WeMrbAYLA1buJiEg3Bjv6adasWcjKytJst2/fFjskqqHQB7U1cXez2GGYiIhqTKfJ9xwcHCCTySqNOkpJSam2E3BdXNPFxQXFxcXIzMzUqq151H3lcjnkcnmtYiJxDWjnhN/fDIS/hy0kEonY4RARkZ7QqabGxMQE/v7+iIyM1OxTqVSIjIxEYGBgrQKoyTX9/f1hbGysVebSpUtISEio9X2p8ZJJJejmaceEhoiIdKLzMglhYWEIDQ1Ft27d0KNHDyxfvhx5eXmYNGkSAGDChAlo1qwZFi5cCEDdEfjChQua13fv3kVsbCwsLCzQunXrGl3T2toakydPRlhYGOzs7GBlZYXp06cjMDAQPXv2rJMfBDVOuUWlyC4ogZuNqdihEBFRI6dzUhMSEoK0tDTMmTMHycnJ8PPzw+7duzUdfRMSEiCVllcAJSYmokuXLpr3S5YswZIlS9CvXz8cPHiwRtcEgGXLlkEqlWL06NEoKipCcHAwVq1aVdvnJj2w42wSPvzjLPq0dsCaV/zFDoeIiBo5rtJNjdal5BwELz8MqQT4+8OBaMbaGiKiJkeX72+DHf1E+q+tiyV6tbKHSgB+PnZL7HCIiKiRY1JDjVpoL08AwMYTCSgsUYobDBERNWpMaqhRC2rvjGY2prifX4JtZxLFDoeIiBoxJjXUqMmkErwS6AEAWH/0JifjIyKiajGpoUYvpJs75EZSxCdl41partjhEBFRI6XzkG6ihmZrboJlIX7waWYNdzszscMhIqJGikkN6YVhPq5ih0BERI0cm59I7+QVlYodAhERNUJMakhvpOUUYcr6k+i/5CCKSjm8m4iItDGpIb1hY2aMc3ezkZZThB1nk8QOh4iIGhkmNaQ3jGVSzfDudRzeTURED2FSQ3plbHd3mBhJcfZOFk7fzhQ7HCIiakSY1JBesbeQY0RnNwDqyfiIiIjKMKkhvTPxwXpQO+OSkJpTKG4wRETUaDCpIb3j09waXVvYoEQpYOOJ22KHQ0REjQQn3yO99PYgb9y5X4DnuzQTOxQiImokmNSQXurf1knsEIiIqJFh8xPpPQ7tJiIigEkN6blNp25jyPK/EXcnS+xQiIhIZExqSK8duZqOSyk5WMfh3URETR6TGtJroQ+Gd/91JhHpuUXiBkNERKJiUkN6rUsLW/g2t0axUoWNJxLEDoeIiETEpIb0Xlltzc/HElCiVIkbDBERiYZJDem94Z1d4WBhguTsQuw9nyJ2OEREJBImNaT35EYyjOvRAgDXgyIiaso4+R4ZhPEBHohPysYrgZ5ih0JERCJhUkMGwcVagf+Fdhc7DCIiEhGbn4iIiMggMKkhg5KYWYAvd1/ET8duiR0KERE1MCY1ZFD+uZqO1QevYc3Bayjl8G4ioiaFSQ0ZlGd93WBrZoy7mQXYF58qdjhERNSAmNSQQVEYyzCWw7uJiJokJjVkcF7u6QGpBIi6noFLyTlih0NERA2ESQ0ZnGY2pgju6AIAWB91U9xgiIiowTCpIYNUth7Ulpi7yMovETcYIiJqEJx8jwxSQEs7dPOwRQc3K5SoOAqKiKgpqFVNzcqVK+Hp6QmFQoGAgACcOHHikeU3bdqEdu3aQaFQwMfHBzt37tQ6LpFIqtwWL16sKePp6Vnp+KJFi2oTPjUBEokEm94MxGfPdYKDhVzscIiIqAHonNSEh4cjLCwMc+fORUxMDHx9fREcHIzU1KqHzx49ehTjxo3D5MmTcfr0aYwcORIjR47EuXPnNGWSkpK0th9++AESiQSjR4/WutZnn32mVW769Om6hk9NiEQiETsEIiJqQBJBEARdTggICED37t2xYsUKAIBKpYK7uzumT5+Ojz76qFL5kJAQ5OXlYfv27Zp9PXv2hJ+fH9asWVPlPUaOHImcnBxERkZq9nl6emLGjBmYMWOGLuFqZGdnw9raGllZWbCysqrVNUj/CIKAmIT7OHb9HqYOaC12OEREpCNdvr91qqkpLi5GdHQ0goKCyi8glSIoKAhRUVFVnhMVFaVVHgCCg4OrLZ+SkoIdO3Zg8uTJlY4tWrQI9vb26NKlCxYvXozS0tJqYy0qKkJ2drbWRk1PUlYhxqyJwuI9l3A1NVfscIiIqB7plNSkp6dDqVTC2dlZa7+zszOSk5OrPCc5OVmn8uvXr4elpSVGjRqltf/tt9/Gxo0bceDAAbzxxhv44osv8MEHH1Qb68KFC2Ftba3Z3N3da/KIZGDcbEwxqJ3639+PHN5NRGTQGt2Q7h9++AHjx4+HQqHQ2h8WFob+/fujc+fOePPNN/H111/jP//5D4qKiqq8zqxZs5CVlaXZbt++3RDhUyM08cHw7j+i7yCnkMO7iYgMlU5JjYODA2QyGVJSUrT2p6SkwMXFpcpzXFxcalz+77//xqVLlzBlypTHxhIQEIDS0lLcvHmzyuNyuRxWVlZaGzVNvVvbo7WTBfKKlfg9+o7Y4RARUT3RKakxMTGBv7+/VgdelUqFyMhIBAYGVnlOYGCgVnkAiIiIqLL8999/D39/f/j6+j42ltjYWEilUjg5OenyCNQESSQShAZ6AAB+jLoFlUqnvvFERKQndG5+CgsLw3fffYf169cjPj4eb731FvLy8jBp0iQAwIQJEzBr1ixN+XfeeQe7d+/G119/jYsXL2LevHk4deoUpk2bpnXd7OxsbNq0qcpamqioKCxfvhxnzpzB9evX8csvv2DmzJl4+eWXYWtrq+sjUBM0qmtzWMqNcCM9D4eupIkdDhER1QOdZxQOCQlBWloa5syZg+TkZPj5+WH37t2azsAJCQmQSstzpV69emHDhg349NNP8fHHH8Pb2xtbt25Fp06dtK67ceNGCIKAcePGVbqnXC7Hxo0bMW/ePBQVFaFly5aYOXMmwsLCdA2fmihzuRFe6OaOiPhkFJVwhmEiIkOk8zw1+orz1FBeUSkUxjLIpJyUj4hIX+jy/c21n6jJMJfznzsRkSFrdEO6iepbcakKf8beRV5R9ZM3EhGR/mFSQ03Oy98fxzsbY7E5hsO7iYgMCZMaanKGdVLPkbQ+6haaSJcyIqImgUlNXVGyKUNfjPZvDnMTGa6m5uLI1QyxwyEiojrCpKYuZN0BFrcC/pgCnPsDKOTimY2ZpcIYY/ybAwDWHb0pbjBERFRnmNTUhSt7gcJMIG4T8PurwFdewE/PAye+Uyc81OhMeLAeVOTFFNy+ly9uMEREVCeY1NSFrqHAq3uAXm8D9t6AqgS4th/Y+R6wrCNwea/YEdJDWjlaoG8bRwgC8NOxW2KHQ0REdYATd9QFqQxo0VO9DV4ApF8BLu4ALu0EEmOBFgHlZU+tBVLjgXbDAI/egMxYtLCbuom9PHD4chpuZeSJHQoREdUBzihc3wqzAIV1+fvvBgJ3o9WvFdaA92Cg7VCg9dOAgjMdNySVSsDVtFy0cbYUOxQiIqqGLt/fTGoa2qVdwMXtwKXdQH56+X6psTq5CflJvNiIiIgaGS6T0Ji1HareVErgzsnyZqqMq4CkwppEggAcXwN49gGcO2kfozqXml2IPRdS8IyPK2zNTcQOh4iIaoE1NY1F+hVAVQo4tVe/T7sMrOyufm3TAmg7TJ0MsR9Ondty+g4+/D0OxUoVZFIJerWyxzAfVwzu4Ax7C7nY4RERNWlsfqpCo09qHpZ8DjjwL/UoqtLC8v1l/XB6vgU08xcvPgNSVKrE//6+gR1nk3AhqXyOIakE6Ollj1d6emCoj6uIERIRNV1Maqqgd0lNmeJ84PoB4OJO4HKFfjgv/Qa0CVa/zk4CBCVg3Vy8OA3EjfQ87DqXhJ1xSTh3V53ghD3dBm8P8gYAFJYokV1QAicrhZhhEhE1GUxqqqC3SU1FZf1wLu0C+s8CjB98se6bB/yzDHD1BdoOVw8XZz+cJ5aQkY9d55IwuKMLWjqYAwB2nE3CtF9j0M3DFkM7uWKojwtcrU1FjpSIyHAxqamCQSQ11dnyJnBmI4AKH6WmH84wdWdjqUy08AzJkj2XsOLAVa19XVvYYJiPK4Z0ckFzWzORIiMiMkxMaqpg0EkNAOSmqpunLu5UN1eV9cMxcwDeu1ye1ChLARkHvT2JxMwC7D6XjF3nknDq1n1U/A06NmsQXKzZNEVEVFeY1FTB4JOaiorzgOsH1QmOmS0w+HP1fpUK+MYPsG+tbqJqMxSwbiZmpHovJbsQu88lY2dcEgpLlPhzWh/NsS92xsPGzBjDOrnC80HzFRER6YZJTRWaVFJTnaSzwH+f0t7n6ge0G65upnLuyH44T6C4VAUTI/VyajmFJfBfsA/FShUAoIOrFYb5uGCYjyu8HC3EDJOISK8wqakCk5oH0i4Dl3aoOxvfPgGtfjj9PgIGzBItNEOSX1yKracTsetcEo5ey4BSVf5zbudiidee8sJof45WIyJ6HM4oTNVzbKPe+sws74dzaZd6PpyWFWpxbh4Boteqa3BaB3FdKh2ZmRjhpYAWeCmgBe7nFWPvhWTsjEvGkavpuJicg8yCEk3Z7MISJGYWoK2zJSSsKSMiqjXW1JBacT5gJC/vULzjPeDkd+rXUmOgZV/2w6kDWfkliIhPwVPeDnB+MNdN+MkEfPhHHLwczDHMRz1MvIOrFRMcIiKw+alKTGp0dDcGOL+lfF2qilz9gFe2AGZ2ooRmaP697wpWHryK4lKVZp+nvRmG+rhiWCdXdGrGBIeImi4mNVVgUvME0i6rk5tLO9X9cKzdgRlnyzsVnwkHLF0Aj15cl6qWcgpLsP9iKnbGJeHgpTQUPUhwpBLg5CdBXIOKiJosJjVVYFJTR3JTgfu3APcHi20qS4DFrYHCzAfrUgWrm6laDWI/nFrKKyrFgUup2BWXjMISJb6f2F1zbGZ4LOzNTTDUxxVd3G0glbIGh4gMG5OaKjCpqSf594C9nz5YlyqjfL/MBPB8CvAPBTo8J158ek4QBE3TU1pOEXp8sU8z2Z+rtQJDOqmHifu3sGWCQ0QGiUlNFZjU1DOVUt00dWmHetK/e9fU+/t+AAz8RP26OB+4d53z4dRSUakSBy+lYWdcEiLjU5FbVKo55mQpxztB3hgf4CFihEREdY9DuqnhSWWAR6B6G/x5+Xw4bYaWl7m6D/jtlQfrUj1YeLNFLy7bUENyIxmCO7oguKMLCkuU+OdKOnbGJSHiQgpSc4pgLJNqyqblFOFKSg56tLSDUYX9RESGjDU11HCiVgGR88vXpQIAhQ3gPVid4HgHAyZcEFJXRaVKHLmaDv8WdrA2U3fU/t/f1/H5jnjYmZsguKMzhvm4oqeXvVbiQ0SkD9j8VAUmNY1EcR5w7YB6wr/Lu7T74bwdC9i1VL9WlnAk1RP476FrWH3oGjLzyyf5szEzxuAO6gSnd2sHJjhEpBeY1FSBSU0jpOmHsxPIuAaM21B+bON4IPtueTOVUwf2w9FRiVKF49fvYUdcEvaeT0ZGXjEAwMRIipjZT8NCrm72q9gZmYiosWFSUwUmNXqktBj40hMoySvfZ+OhXrKh3TCgRSBrcXRUqlThxM172BWXjFKVCgtHddYcG/ftMbhYKzC0kwv6tnGEwlgmYqRERNqY1FSBSY2eKVuX6uJO4PoB7X44rYOAl/8QLzYDkpCRj76LD2jem5vIMKi9uomqf1smOEQkPiY1VWBSo8c0/XB2qhOd3u+oN0A9T87m14G2Q9Q1OVZu4saqZ1QqATEJ97EzLhm7ziUhKas8eTQzkeH94LaY1LuliBESUVPHpKYKTGoMhEoJKIsBY1P1+zMbgS1vlB9368J+OLWkUgmIvZOJXXFJ2BmXjLuZBVg9viuG+rgCUNfqxN7JxKB2TjCXcxg+ETUMXb6/azX8YeXKlfD09IRCoUBAQABOnDjxyPKbNm1Cu3btoFAo4OPjg507d2odnzhxIiQSidY2ZMgQrTL37t3D+PHjYWVlBRsbG0yePBm5ubm1CZ/0mVRWntAA6v41QfOA5j0ASIDE08CBz4HVvYB/+wK3T4oVqd6RSiXo2sIWnwzvgH8+HIA/p/ZG/7ZOmuN/xNzB27+eRtcFEXj9x1PYevoucgpLHnFFIqKGpXNSEx4ejrCwMMydOxcxMTHw9fVFcHAwUlNTqyx/9OhRjBs3DpMnT8bp06cxcuRIjBw5EufOndMqN2TIECQlJWm2X3/9Vev4+PHjcf78eURERGD79u04fPgwXn/9dV3DJ0Nj6wH0mQlMiQDeuwyM+EY94Z+RAshMUE/0V+ZqJHB+K1CUI1q4+kIikcDX3QamJuV9auwtTOBpb4aiUhX2XkjBjPBY+C/YhynrT+KP6DsoKlWKGDERUS2anwICAtC9e3esWLECAKBSqeDu7o7p06fjo48+qlQ+JCQEeXl52L59u2Zfz5494efnhzVr1gBQ19RkZmZi69atVd4zPj4eHTp0wMmTJ9GtWzcAwO7duzFs2DDcuXMHbm6P70fB5qcmpjgPuBsNtOxbvm/9CODGYfW6VC37qvvgtB0GWLmKF6eeEQQB8Uk52HUuCTviknA9TT1CzVJuhFOzgyA3UidBJUoV58EhojpRb81PxcXFiI6ORlBQUPkFpFIEBQUhKiqqynOioqK0ygNAcHBwpfIHDx6Ek5MT2rZti7feegsZGRla17CxsdEkNAAQFBQEqVSK48ePV3nfoqIiZGdna23UhJiYayc0ggA06wbYtVL3ybm6D9gRBixtB3zbH4her31+Top6aDlpkUgk6OBmhXcHt0VkWD/sndkXM4K8Mam3pyahEQQBQ5YfxoQfTiD8ZALu5fHnSEQNQ6fefunp6VAqlXB2dtba7+zsjIsXL1Z5TnJycpXlk5OTNe+HDBmCUaNGoWXLlrh27Ro+/vhjDB06FFFRUZDJZEhOToaTk5PWNYyMjGBnZ6d1nYoWLlyI+fPn6/J4ZMgkEiBoLjBoDpB+WT2S6uJO4M5JdT8cq2bqFcUBdQK0vJM6+ZFbA+YODzZHwMweaNYV8J9Yfu3Ui4CprfpYE1rHSiKRoI2zJdo4W2rtv5qai2tpebiWlofDl9Pw8ZZzCPSyx1Af9bpVDhZykSImIkPXKP4PPHbsWM1rHx8fdO7cGa1atcLBgwcxaNCgWl1z1qxZCAsL07zPzs6Gu7v7E8dKek4iARzbqrc+M9U1Mpd3qzsglynOVY+yAoCiLPVWtuo4oF7aoSypEQRgTR9A9aDDrKktYPYgATK3B9x7Ar2mlZ97KwpQPEiUTO0MMgnydrbE/nf7Yde5ZOyMS8L5xGz8czUd/1xNx+yt5zBraHu81tdL7DCJyADp9H9UBwcHyGQypKSkaO1PSUmBi4tLlee4uLjoVB4AvLy84ODggKtXr2LQoEFwcXGp1BG5tLQU9+7dq/Y6crkccjn/IqTHsHQur6EpI7cEZqcDhZlAXjqQlwbkP/hvXgZg36q8bHEuYGqjTnQEFVBwX71lXKlwwQdJjSCo+/WUJUCQqJMgc0d1kuPRGxj4SflpF3cCCqvyJMnUFpDqRz8VL0cLTB3QGlMHtMbN9DzsOqeeB+fsnSy0cy2v2bmYnI1j1zIwpJMrXKwVIkZMRIZAp6TGxMQE/v7+iIyMxMiRIwGoOwpHRkZi2rRpVZ4TGBiIyMhIzJgxQ7MvIiICgYGB1d7nzp07yMjIgKurq+YamZmZiI6Ohr+/PwBg//79UKlUCAgI0OURiGpGKgXM7NSbY5vqy8ktgfevqmt2CjIfSoDSAesKtYMl+YCdl/pYwX0AAlBwT72lX1I3X5URBOC3VwBVafk+iVRdu2PuCHj1B4YuKj92+mfAxKI8QTJ3VK+A3giSIE8Hc7zVvxXe6t8Kt+/layUvv5+6g//9cwPz/rqAbh62GOrjiqGdXOBmY/qIKxIRVU3n0U/h4eEIDQ3Ff//7X/To0QPLly/Hb7/9hosXL8LZ2RkTJkxAs2bNsHDhQgDqId39+vXDokWLMHz4cGzcuBFffPEFYmJi0KlTJ+Tm5mL+/PkYPXo0XFxccO3aNXzwwQfIyclBXFycprZl6NChSElJwZo1a1BSUoJJkyahW7du2LBhw6PC1eDoJ2pUlKXqZKZiTZC5E9DyKfXx4nzg59Hlxwrua5/f4TngxR/Vr1UqYIEDIDw0pFoiUydK3k8DI1eV7z+6AjAxe9BHqEJTmcKmwScr/D36Dn49kYDoW9rP16WFDYZ1csUrgR5cqoGoidPl+1vnBv2QkBCkpaVhzpw5SE5Ohp+fH3bv3q3pDJyQkABphb8Oe/XqhQ0bNuDTTz/Fxx9/DG9vb2zduhWdOnUCAMhkMpw9exbr169HZmYm3NzcMHjwYCxYsECr+eiXX37BtGnTMGjQIEilUowePRrffPONruETNQ4yI8DCSb1VxcQMeHVX+XtliXpJiLIkR17hF1tZBLQdWl47lJeu7gckKIG8VHUTWRmVCoiYUzkBAgCpsfo6IT+V74tcABgrHkqAHnSclls9cRI0xr85xvg3R1JWAXafS8auuGScvHUPpxMycfd+ASb3KV+iIaugBNamXMiUqNEQBPWACpVS/f8UiUz9/y4RcZkEIkNUWvygGSwdMJKrO0YDQEkhsOv98uQnL03dH6jowZQHHUYCLz4Y3q5SAQvs1X2FquLVH5jwZ/n77TMBI9OHRotVeC23qFHoKdmF2HM+GYIAhPbyBAAoVQICvoiEs5Ucw3xcMczHFS0dzHX+sRBVS1mq/gOh7AtapdR+be6oTvAB9R8Y2XerL+vcSV37CagnAU08/eC46kHZ0vKyXv3UzdIAkH4FuLi9QtlS7fIdnweaqbtgIOU8cHyN+vdUUJaXLbtu11CgzWB12eQ4YPesh+KtEEPP/wO6vqIum3QW+HXsQ2Uq3OOp94B+76vLpsYDq3qW/wzbP6v9R1EdqdeaGiLSA0Ym6sU9H17g01gBPPufyuVLi9RJTkWqEqDX2+r9FfsJ5aUDJXnq/j2askrg1FoA1fyN1LIvEPpX+ftNEwGZvDzhqZAEOVu5YkKgp9bpl5JzcC+vCOm5RTifmI3Fey6hnYulJsFp7VSzhKlJEoTKX44K6/LjuanlI/4qliv7r3uP8hq5pDNAdtKD46XaX5CqUsB3HCB7UJt2ZR+Qcu5BOVV5mbJr9/9I3ScNAM5uAq4fqPzFXPZ6xDfqTv0AcOoH4Oxv1X/pjv0VcGitLnt0BXD0mwplVRWuXwq8uhdo/iBJOLYKiJhd/c9xwjZ1AgIA5/4Adr5Xfdlx4epFdgHg5j/A1reqLzv6+/KkJuU8sG9e9WUd2pYnNdmJQMyP1ZetOE9XYTZw8+/qy+allb8WlOqErTrKovLXkof67FX3B1ADYlJDROraHOtmlfc9Xc1cT8X52v9zUymBpz8rrx3SGjWWrq6xqVj2/FbUOAH6cSQ6yIxxoasdbhSYIjbDCDEZMqSlWmHbPgcsjWiOD4e0w1v91aPSCotLIRWUMJFW/EtXqe40bWpbft2Ma+pmvaq+oE3MAVff8rJXItSzVFf1BW1qq/4LuszJ/6n/ktdKEB68NrMv/ysXAPbNBzJvVU4kBKW6j9MLa8vLbv0/IPnsQ9csVX+hyy2AqRUmIv15DHDjUHm8FcnkwOwKo0m3TVdPa1CdOffUzQoA8M9y4Pzm6st2GFme1FzYou7AXp1e08uTmrungNhfqi9bnAvgQVKTmQAkVD3ZKwCgtKD8dUkBkJtSfdmHO+JXIlFP9yA1gta/V7klYOGs/rlIH2ySCv+tuD6dhZN6jTqJTP1vUGqkXbbiHx62HoDfeHUsmmsaPXgtBZzal5e1bwUM/FT7WhXLtqhQg+LYVp08aY4/FHdZUgUADm2A1w5UX7ZiQmzfGvjwVnlZqfgphfgREJH+MTEDUKHt3MgE6P129eWVFb48BBXw3Art5q+KtUBWzbXPu34QgAAFgPYPtnEP/s91XtEFI3M+QE+vB7VGCxyhUFY9g3F+874wnvRn+fIN3/Yvb3Z7mHsAMHlv+ftt04GcpKrLOvtoJzVRK4F716sua+elndRciQBS4qoua/HQdBUZV9XNCFWRP1QlrypV93WoSsUvckD9BWxi8dAXY9kmfZAQysrjb+av/QVa8b8V+1i5B5SfW/GaZV+SFb/42wwBLF20j1f8QjWvkBT7vAi4dXkoOZCWx2Fb3g8LXSeoa0wqlX0QU8Vku8frQLdJDyUH1fQZ8x2r3mqidZB6qwm3Ltqd+h/Fzgvo+/7jywHqn5/PmJqVNTFXTzBaE1KZekqLRoR9aoio8VKWAlcjtJMeTVNYGtAiEFn9v4CVqREkEgmwwEm7BqmCo8oOCFXNxobXeqK7px2wvDOURTkQIIPMyBiSil/Orp2BMT+Un7xxvLr25eEvcakRYOMBDPmivGzkAnWMWl/kD750zey1J2M8E64eBaeVGDz4r4kZ0H5EednbJ9VJmOa6FWMxBlw6lZfNTVXXQmmOV4hXIlMnoUR6QpfvbyY1RGQ4clIgSKRIyi3F1fR8XEkrwOXUQlxKzcfltHzkFysRNWsgXK3VtQRf772E/+y/ChMjKVo5WqCNswXaOFvC20n9X3c7M8ikDTvMnYi0saMwETVNls6QAHCzANxcgApdJaFSCbibWQAXq/LJ/4pKVVAYS1FYokJ8Ujbik7Sbow6+1x+eD0ZZRd+6h3t5JWjjbAF3WzNImewQNTpMaoioSZBKJXC3055D4+Nh7fHRkHa4c78Al1NycCklB1dScnA5JRd3Mwu0yq87egt/nUkEACiMpWjtZIE2TpbwdrZEG2cLPOXtCBMj8WdwJmrKmNQQUZMmlUrQwt4MLezNENTBWbNfpRK0amNa2JmivasVrqXlorBEhXN3s3Hurrpmx0gqwYXPhmjKhp9MQGZ+ibopy9kCzWxM1X1+iKheMakhIqrCw81L7we3w/vB7VCqVCHhXj4up+Sqa3VSc1FcqtSqpfnleALO3snSvDc3kaG1syXaOFmgnasVXu3tySSHqB4wqSEi0oGRTAovRwt4OVpgSCeXKssM93GFu50ZrqTk4HpaHvKKlThzOxNnbmfCw95Ma/mHT7fGoVQpaJqx2jhbwslSzqSHqBaY1BAR1bE3+rXSvC5RqnAzPQ+XU3JxOSVHa4FOQRDw15kkZBWUaJ1vpTBCG2dLBHjZ4f3gdg0WN5G+Y1JDRFSPjGVSeDurOxQPh6vWMZUALBjZ6UHn5BxcScnFzYw8ZBeW4tSt+zCTa/8vevCyQ7AxNYF32dDzB/91sJCDiJjUEBGJRiaV4Flf7fW5CkuUuJ6WhyupObBSlK9KnplfjMsp6hXXT9y8p3WOnbkJRvo1w5wRHbTK25hxkj1qWpjUEBE1IgpjGTq4WaGDm/YkYxZyI2yf3gdXUnPKOymn5OL2/XzcyytGibJ8jae8olL4fRYBBwsTeDup++qo++yoXzPZIUPFpIaISA8YyaTo1MwanZpZa+0vKFbiamouzOTlfXVuZuQBANJzi5Gem4Go6xla50zq7Ym5IzoCAIpLVTh7JxPezpawNjUGkT5jUkNEpMdMTWTwaa6d6HR0s8aFz4JxNTW3Qq1O+aSCzWzKF5O8lpaLMWvUq147W8kfLBNRXrvT1sUSFnJ+VZB+4L9UIiIDZGZihM7NbdC5uY3W/tyiUlRc8u9+fjFcrRVIyipESnYRUrKL8PeVdM3xD4a0xf/1bw0ASM0pxMGLafB+kPAw2aHGhv8iiYiakIcTkV6tHBA1axCyC0twpUJfHXXfnRy0cbLUlI25dR8f/HFW876ZjWn5SCwnC/TxdtAsFkokBiY1REQEK4Ux/D1s4e9hq7W/Yq2OqYkRere2x+WUXKTlFOFuZgHuZhbg4KU0AMCq8V3h6qNOas7czsTOc0lo46TuoNzayQKmJjIQ1ScmNUREVK2KMxv3a+OIfm0cAZQPMb9cYRHQdi7ltTpR1zPw30PXK1wHcLc10/TVealHi0oLjBI9KSY1RESkMxszE/RoaYceLe2qPO7TzBqv9PRQJz2pubiXV4yEe/lIuJePffGp6qUkHpTdcvoOdsYlo5WjBTzszeBhp15g1NXaFDIpl4ugmmNSQ0REda53awf0bu2geZ+eW6SZNflySg5aO1lojp24cQ8RF1IQgRSta5jIpGhuZ4p1E3ughb26Vuf2vXwUlSrR3NZMa8kJIoBJDRERNQAHCzkcLOTo1cqh0rFxPVqgjbMlbqTn4VaGujbnzv18FCtVuJ6WB1vz8vlzvj18HT8duwWJBHC1UqCFvRk87Mzh4aD+78B2Tuy704QxqSEiIlFVNfRcqRKQmFmAO/cLYFlhuQgBAsxNZMgrViIxqxCJWYU4dr182YgzcwfDFOqk5n9/X8fZO1nqJi17c03TliNXQTdYTGqIiKjRkUklcLczq9SZ+PORPljwXCdk5BU/qNV5ULuTkY+03CKtWZH/vpKOQ5fTKl3b1FiGFnZm2Dq1t6ZW51paLoykErjZmMJYJq3fh6N6w6SGiIj0ikQi0TRnPTwEvaIpT7VEr1b2uFkh+UnMLEBBiRJJWQVazVSfb7+AA5fSIJNK0MzG9EHtjrpJq4W9GZ5u7wwpOy03ekxqiIjIID3l7YinvB219hWXqnA3swAZuUVa+6USCeRGUhSVqjSjtP6+oj5mKTfC2XmDNWW/3H0RqdlFmsSnhZ26ecvWzJjNWiJjUkNERE2GiZEULR3M0dLBXGv/9xO7Q6USkJJTqGnOuvWgdsdYJtVKViIupOBqam6la1vKjdDBzQrhbwRq9l1KzoGFwgguVgoOT28ATGqIiIgASKUSuFqbwtXaFD297Kst997gNriWloeb6Xm4dU+dACVnFyKnqBTZhaVaZd/+9TQupeRohqd7PKjVaWFnhtZOFujbxrGau1BtMKkhIiLSwZBOrpX2FZYocftePgpKlFr7ZVIJjGUSzfD062l5ANSdl9u5WGolNR/+rl5Xq4W9GTwfjNZqYW8Gqwqjv+jRmNQQERE9IYWxDN7OlpX273znKc3w9IR7+biVkY9bGepmrea25Yt/CoKAv84mIr9YWekatmbG6NvGEf8e20Wz79zdLDhZyjk8/SFMaoiIiOpRxeHpvVtXXUapEvD5yE6ayQdvZeQh4V4+0nOLcT+/BHlF5cmOIAgY++0x5BaVaoant3gwB4+HvRk6uFnB36Pq5SsMHZMaIiIikRnJpBjVtXml/blFpUjIyIdUqr3PxswY+cWlKChR4lJKDi6l5GiOD2rnhO8nqpMaQRDw+k/RcLKUPxipZa4ZtWVmYngpgOE9ERERkYGweDCiqiJLhTH++XCgZnh6Wa2OumkrH909y+fuuZ9fgogLKQ9fFgDgaCnH812a4eNh7TX7Ym9nooWdmd4OT2dSQ0REpIeqG57+cJmvxnR+MES9vD9PVkEJ0nKKUFyq0pTNzC/GyJVHAKiHp7fQzMNjDk97M3RublMpwWpsmNQQEREZKAu5EV7s5l5pf1Z+CW7dy4OFvDwNSM8thouVQjM8/XxiNs4nZmuOTwj0wGfPdQIAZBeW4J1fT5evqWVvhlaOFvCwrz7Bagi1WuBi5cqV8PT0hEKhQEBAAE6cOPHI8ps2bUK7du2gUCjg4+ODnTt3ao6VlJTgww8/hI+PD8zNzeHm5oYJEyYgMTFR6xqenp6QSCRa26JFi2oTPhERUZNmbWaMzs1t4OVoodnX2skCxz4ehIsLhiBiZl/8b0I3zH6mAyYEeqBfG0f4Vlh09FZ6Pg5cSsO6ozcx/68LeHXdKXy8JU6EJ9Gmc01NeHg4wsLCsGbNGgQEBGD58uUIDg7GpUuX4OTkVKn80aNHMW7cOCxcuBDPPPMMNmzYgJEjRyImJgadOnVCfn4+YmJiMHv2bPj6+uL+/ft455138Oyzz+LUqVNa1/rss8/w2muvad5bWlYePkdERES1VzY8vaoh6mVcrBX44nkf3LqXh4SMfNzMyEc7F/GbpiSCIAi6nBAQEIDu3btjxYoVAACVSgV3d3dMnz4dH330UaXyISEhyMvLw/bt2zX7evbsCT8/P6xZs6bKe5w8eRI9evTArVu30KJFCwDqmpoZM2ZgxowZuoSrkZ2dDWtra2RlZcHKSvwfPBERET2eLt/fOjU/FRcXIzo6GkFBQeUXkEoRFBSEqKioKs+JiorSKg8AwcHB1ZYHgKysLEgkEtjY2GjtX7RoEezt7dGlSxcsXrwYpaWlVV8AQFFREbKzs7U2IiIiMlw6NT+lp6dDqVTC2dlZa7+zszMuXrxY5TnJyclVlk9OTq6yfGFhIT788EOMGzdOKyN7++230bVrV9jZ2eHo0aOYNWsWkpKSsHTp0iqvs3DhQsyfP1+XxyMiIiI91qhGP5WUlODFF1+EIAhYvXq11rGwsDDN686dO8PExARvvPEGFi5cCLlcXulas2bN0jonOzsb7u6Ve4ATERGRYdApqXFwcIBMJkNKivZEPikpKXBxcanyHBcXlxqVL0tobt26hf379z+23SwgIAClpaW4efMm2rZtW+m4XC6vMtkhIiIiw6RTnxoTExP4+/sjMjJSs0+lUiEyMhKBgYFVnhMYGKhVHgAiIiK0ypclNFeuXMG+fftgb1/9ku9lYmNjIZVKqxxxRURERE2Pzs1PYWFhCA0NRbdu3dCjRw8sX74ceXl5mDRpEgBgwoQJaNasGRYuXAgAeOedd9CvXz98/fXXGD58ODZu3IhTp07h22+/BaBOaMaMGYOYmBhs374dSqVS09/Gzs4OJiYmiIqKwvHjxzFgwABYWloiKioKM2fOxMsvvwxbW9uqAyUiIqImReekJiQkBGlpaZgzZw6Sk5Ph5+eH3bt3azoDJyQkQFph5a1evXphw4YN+PTTT/Hxxx/D29sbW7duRadO6lkJ7969i23btgEA/Pz8tO514MAB9O/fH3K5HBs3bsS8efNQVFSEli1bYubMmVp9ZoiIiKhp03meGn3FeWqIiIj0T73NU0NERETUWDGpISIiIoPApIaIiIgMApMaIiIiMghMaoiIiMggMKkhIiIig9Co1n6qT2Uj17laNxERkf4o+96uyQw0TSapycnJAQAuaklERKSHcnJyYG1t/cgyTWbyPZVKhcTERFhaWkIikdTptctWAL99+7ZBTuzH59N/hv6Mhv58gOE/I59P/9XXMwqCgJycHLi5uWmtWFCVJlNTI5VK0bx583q9h5WVlcH+YwX4fIbA0J/R0J8PMPxn5PPpv/p4xsfV0JRhR2EiIiIyCExqiIiIyCAwqakDcrkcc+fOhVwuFzuUesHn03+G/oyG/nyA4T8jn0//NYZnbDIdhYmIiMiwsaaGiIiIDAKTGiIiIjIITGqIiIjIIDCpISIiIoPApKaGVq5cCU9PTygUCgQEBODEiROPLL9p0ya0a9cOCoUCPj4+2LlzZwNFWju6PN+6desgkUi0NoVC0YDR6ubw4cMYMWIE3NzcIJFIsHXr1seec/DgQXTt2hVyuRytW7fGunXr6j3O2tL1+Q4ePFjp85NIJEhOTm6YgHW0cOFCdO/eHZaWlnBycsLIkSNx6dKlx56nT7+DtXlGffo9XL16NTp37qyZlC0wMBC7du165Dn69Pnp+nz69NlVZdGiRZBIJJgxY8Yjy4nxGTKpqYHw8HCEhYVh7ty5iImJga+vL4KDg5Gamlpl+aNHj2LcuHGYPHkyTp8+jZEjR2LkyJE4d+5cA0deM7o+H6CeMTIpKUmz3bp1qwEj1k1eXh58fX2xcuXKGpW/ceMGhg8fjgEDBiA2NhYzZszAlClTsGfPnnqOtHZ0fb4yly5d0voMnZyc6inCJ3Po0CFMnToVx44dQ0REBEpKSjB48GDk5eVVe46+/Q7W5hkB/fk9bN68ORYtWoTo6GicOnUKAwcOxHPPPYfz589XWV7fPj9dnw/Qn8/uYSdPnsR///tfdO7c+ZHlRPsMBXqsHj16CFOnTtW8VyqVgpubm7Bw4cIqy7/44ovC8OHDtfYFBAQIb7zxRr3GWVu6Pt/atWsFa2vrBoqubgEQtmzZ8sgyH3zwgdCxY0etfSEhIUJwcHA9RlY3avJ8Bw4cEAAI9+/fb5CY6lpqaqoAQDh06FC1ZfTtd/BhNXlGff49FARBsLW1Ff73v/9VeUzfPz9BePTz6etnl5OTI3h7ewsRERFCv379hHfeeafasmJ9hqypeYzi4mJER0cjKChIs08qlSIoKAhRUVFVnhMVFaVVHgCCg4OrLS+m2jwfAOTm5sLDwwPu7u6P/YtE3+jT5/ck/Pz84OrqiqeffhpHjhwRO5way8rKAgDY2dlVW0bfP8OaPCOgn7+HSqUSGzduRF5eHgIDA6sso8+fX02eD9DPz27q1KkYPnx4pc+mKmJ9hkxqHiM9PR1KpRLOzs5a+52dnavtg5CcnKxTeTHV5vnatm2LH374AX/++Sd+/vlnqFQq9OrVC3fu3GmIkOtddZ9fdnY2CgoKRIqq7ri6umLNmjX4448/8Mcff8Dd3R39+/dHTEyM2KE9lkqlwowZM9C7d2906tSp2nL69Dv4sJo+o779HsbFxcHCwgJyuRxvvvkmtmzZgg4dOlRZVh8/P12eT98+OwDYuHEjYmJisHDhwhqVF+szbDKrdFPdCQwM1PoLpFevXmjfvj3++9//YsGCBSJGRjXRtm1btG3bVvO+V69euHbtGpYtW4affvpJxMgeb+rUqTh37hz++ecfsUOpNzV9Rn37PWzbti1iY2ORlZWF33//HaGhoTh06FC1X/z6Rpfn07fP7vbt23jnnXcQERHR6Ds0M6l5DAcHB8hkMqSkpGjtT0lJgYuLS5XnuLi46FReTLV5vocZGxujS5cuuHr1an2E2OCq+/ysrKxgamoqUlT1q0ePHo0+UZg2bRq2b9+Ow4cPo3nz5o8sq0+/gxXp8owPa+y/hyYmJmjdujUAwN/fHydPnsS///1v/Pe//61UVh8/P12e72GN/bOLjo5GamoqunbtqtmnVCpx+PBhrFixAkVFRZDJZFrniPUZsvnpMUxMTODv74/IyEjNPpVKhcjIyGrbSwMDA7XKA0BERMQj21fFUpvne5hSqURcXBxcXV3rK8wGpU+fX12JjY1ttJ+fIAiYNm0atmzZgv3796Nly5aPPUffPsPaPOPD9O33UKVSoaioqMpj+vb5VeVRz/ewxv7ZDRo0CHFxcYiNjdVs3bp1w/jx4xEbG1spoQFE/AzrtRuygdi4caMgl8uFdevWCRcuXBBef/11wcbGRkhOThYEQRBeeeUV4aOPPtKUP3LkiGBkZCQsWbJEiI+PF+bOnSsYGxsLcXFxYj3CI+n6fPPnzxf27NkjXLt2TYiOjhbGjh0rKBQK4fz582I9wiPl5OQIp0+fFk6fPi0AEJYuXSqcPn1auHXrliAIgvDRRx8Jr7zyiqb89evXBTMzM+H9998X4uPjhZUrVwoymUzYvXu3WI/wSLo+37Jly4StW7cKV65cEeLi4oR33nlHkEqlwr59+8R6hEd66623BGtra+HgwYNCUlKSZsvPz9eU0fffwdo8oz79Hn700UfCoUOHhBs3bghnz54VPvroI0EikQh79+4VBEH/Pz9dn0+fPrvqPDz6qbF8hkxqaug///mP0KJFC8HExETo0aOHcOzYMc2xfv36CaGhoVrlf/vtN6FNmzaCiYmJ0LFjR2HHjh0NHLFudHm+GTNmaMo6OzsLw4YNE2JiYkSIumbKhjA/vJU9U2hoqNCvX79K5/j5+QkmJiaCl5eXsHbt2gaPu6Z0fb4vv/xSaNWqlaBQKAQ7Ozuhf//+wv79+8UJvgaqejYAWp+Jvv8O1uYZ9en38NVXXxU8PDwEExMTwdHRURg0aJDmC18Q9P/z0/X59Omzq87DSU1j+QwlgiAI9VsXRERERFT/2KeGiIiIDAKTGiIiIjIITGqIiIjIIDCpISIiIoPApIaIiIgMApMaIiIiMghMaoiIiMggMKkhoiZLIpFg69atYodBRHWESQ0RiWLixImQSCSVtiFDhogdGhHpKa7STUSiGTJkCNauXau1Ty6XixQNEek71tQQkWjkcjlcXFy0NltbWwDqpqHVq1dj6NChMDU1hZeXF37//Xet8+Pi4jBw4ECYmprC3t4er7/+OnJzc7XK/PDDD+jYsSPkcjlcXV0xbdo0rePp6el4/vnnYWZmBm9vb2zbtq1+H5qI6g2TGiJqtGbPno3Ro0fjzJkzGD9+PMaOHYv4+HgAQF5eHoKDg2Fra4uTJ09i06ZN2Ldvn1bSsnr1akydOhWvv/464uLisG3bNrRu3VrrHvPnz8eLL76Is2fPYtiwYRg/fjzu3bvXoM9JRHWk3pfMJCKqQmhoqCCTyQRzc3Ot7V//+pcgCOqVq998802tcwICAoS33npLEARB+PbbbwVbW1shNzdXc3zHjh2CVCoVkpOTBUEQBDc3N+GTTz6pNgYAwqeffqp5n5ubKwAQdu3aVWfPSUQNh31qiEg0AwYMwOrVq7X22dnZaV4HBgZqHQsMDERsbCwAID4+Hr6+vjA3N9cc7927N1QqFS5dugSJRILExEQMGjTokTF07txZ89rc3BxWVlZITU2t7SMRkYiY1BCRaMzNzSs1B9UVU1PTGpUzNjbWei+RSKBSqeojJCKqZ+xTQ0SN1rFjxyq9b9++PQCgffv2OHPmDPLy8jTHjxw5AqlUirZt28LS0hKenp6IjIxs0JiJSDysqSEi0RQVFSE5OVlrn5GRERwcHAAAmzZtQrdu3dCnTx/88ssvOHHiBL7//nsAwPjx4zF37lyEhoZi3rx5SEtLw/Tp0/HKK6/A2dkZADBv3jy8+eabcHJywtChQ5GTk4MjR45g+vTpDfugRNQgmNQQkWh2794NV1dXrX1t27bFxYsXAahHJm3cuBH/93//B1dXV/z666/o0KEDAMDMzAx79uzBO++8g+7du8PMzAyjR4/G0qVLNdcKDQ1FYWEhli1bhvfeew8ODg4YM2ZMwz0gETUoiSAIgthBEBE9TCKRYMuWLRg5cqTYoRCRnmCfGiIiIjIITGqIiIjIILBPDRE1SmwZJyJdsaaGiIiIDAKTGiIiIjIITGqIiIjIIDCpISIiIoPApIaIiIgMApMaIiIiMghMaoiIiMggMKkhIiIig8CkhoiIiAzC/wPlHrtMD10iBQAAAABJRU5ErkJggg==\n" 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\n" }, "metadata": {} }, { "output_type": "stream", "name": "stdout", "text": [ "Test Accuracy: 98.59\n", " precision recall f1-score support\n", "\n", " 0 0.981 0.999 0.990 980\n", " 1 0.989 0.991 0.990 1135\n", " 2 0.990 0.989 0.990 1032\n", " 3 0.984 0.991 0.988 1010\n", " 4 0.994 0.989 0.991 982\n", " 5 0.979 0.984 0.982 892\n", " 6 0.996 0.976 0.986 958\n", " 7 0.995 0.967 0.981 1028\n", " 8 0.972 0.993 0.982 974\n", " 9 0.979 0.979 0.979 1009\n", "\n", " accuracy 0.986 10000\n", " macro avg 0.986 0.986 0.986 10000\n", "weighted avg 0.986 0.986 0.986 10000\n", "\n" ] } ], "source": [ "model_base = CNN(use_dropout=False)\n", "\n", "base_train_losses, base_train_accs, base_val_losses, base_val_accs, base_test_accs = train_model(model_base, epochs=5)\n", "\n", "plot_curves(base_train_losses, base_train_accs, base_val_losses, base_val_accs)\n", "\n", "\n", "evaluate_model(model_base, test_loader)" ] }, { "cell_type": "markdown", "id": "194989af", "metadata": { "id": "194989af" }, "source": [ "## 6. Train Overfitted Models\n", "\n", "### Overfitting happens when: Model capacity ≫ Data complexity\n", "\n", "### You detect overfitting on the learning curves by observing\n", "- Train accuracy → keeps increasing\n", "- Validation accuracy → plateaus or drops\n", "- Validation loss → starts increasing\n", "\n", "👉 That divergence = overfitting\n", "\n", "### To introduce overfitting in our model, we can:\n", "- Decrease data size (Data complexity ↓)\n", "- Increase model size (Model capacity ↑)\n", "- Increase training time (Model learns more from the data, hence model capacity ↑)\n" ] }, { "cell_type": "markdown", "id": "fab65c70", "metadata": { "id": "fab65c70" }, "source": [ " ### 1. Train using reduced dataset (1000 out of 5000 training images)" ] }, { "cell_type": "code", "execution_count": null, "id": "29512890", "metadata": { "id": "29512890" }, "outputs": [], "source": [ "# Reduce training size to 1000 images\n", "train_dataset = torch.utils.data.Subset(full_train_dataset, range(1000))\n", "val_dataset = torch.utils.data.Subset(full_train_dataset, range(1000))\n", "\n", "train_loader = DataLoader(train_dataset, batch_size=32, shuffle=True)\n", "val_loader = DataLoader(val_dataset, batch_size=32)\n", "test_loader = DataLoader(test_dataset, batch_size=128)" ] }, { "cell_type": "code", "execution_count": null, "id": "42f42b79", "metadata": { "id": "42f42b79", "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "outputId": "d69d57b1-74b9-4d56-baa7-04e6a562719f" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Epoch 1: Train Acc=37.80% | Val Acc=67.00% | Train Loss=2.0086% | Val Loss=1.3233\n", "Epoch 2: Train Acc=70.30% | Val Acc=80.10% | Train Loss=0.9257% | Val Loss=0.6067\n", "Epoch 3: Train Acc=81.00% | Val Acc=87.10% | Train Loss=0.5363% | Val Loss=0.4004\n", "Epoch 4: Train Acc=88.30% | Val Acc=91.00% | Train Loss=0.3641% | Val Loss=0.2972\n", "Epoch 5: Train Acc=91.60% | Val Acc=93.70% | Train Loss=0.2658% | Val Loss=0.2106\n", "Epoch 6: Train Acc=92.70% | Val Acc=93.90% | Train Loss=0.2281% | Val Loss=0.1809\n", "Epoch 7: Train Acc=94.10% | Val Acc=97.00% | Train Loss=0.1673% | Val Loss=0.1252\n", "Epoch 8: Train Acc=95.90% | Val Acc=97.40% | Train Loss=0.1367% | Val Loss=0.0949\n", "Epoch 9: Train Acc=97.20% | Val Acc=98.40% | Train Loss=0.1089% | Val Loss=0.0749\n", "Epoch 10: Train Acc=97.40% | Val Acc=98.10% | Train Loss=0.0830% | Val Loss=0.0769\n", "Epoch 11: Train Acc=97.80% | Val Acc=98.70% | Train Loss=0.0764% | Val Loss=0.0541\n", "Epoch 12: Train Acc=97.60% | Val Acc=98.50% | Train Loss=0.0754% | Val Loss=0.0467\n", "Epoch 13: Train Acc=98.30% | Val Acc=99.70% | Train Loss=0.0549% | Val Loss=0.0301\n", "Epoch 14: Train Acc=98.90% | Val Acc=99.30% | Train Loss=0.0403% | Val Loss=0.0310\n", "Epoch 15: Train Acc=99.60% | Val Acc=98.50% | Train Loss=0.0308% | Val Loss=0.0424\n", "Epoch 16: Train Acc=98.80% | Val Acc=99.70% | Train Loss=0.0428% | Val Loss=0.0173\n", "Epoch 17: Train Acc=99.90% | Val Acc=100.00% | Train Loss=0.0169% | Val Loss=0.0144\n", "Epoch 18: Train Acc=99.90% | Val Acc=99.80% | Train Loss=0.0145% | Val Loss=0.0175\n", "Epoch 19: Train Acc=99.90% | Val Acc=99.80% | Train Loss=0.0124% | Val Loss=0.0134\n", "Epoch 20: Train Acc=99.60% | Val Acc=100.00% | Train Loss=0.0132% | Val Loss=0.0074\n", "Epoch 21: Train Acc=100.00% | Val Acc=100.00% | Train Loss=0.0064% | Val Loss=0.0051\n", "Epoch 22: Train Acc=100.00% | Val Acc=100.00% | Train Loss=0.0052% | Val Loss=0.0048\n", "Epoch 23: Train Acc=100.00% | Val Acc=100.00% | Train Loss=0.0046% | Val Loss=0.0037\n", "Epoch 24: Train Acc=100.00% | Val Acc=100.00% | Train Loss=0.0040% | Val Loss=0.0038\n", "Epoch 25: Train Acc=100.00% | Val Acc=100.00% | Train Loss=0.0034% | Val Loss=0.0030\n", "Epoch 26: Train Acc=100.00% | Val Acc=100.00% | Train Loss=0.0030% | Val Loss=0.0025\n", "Epoch 27: Train Acc=100.00% | Val Acc=100.00% | Train Loss=0.0026% | Val Loss=0.0024\n", "Epoch 28: Train Acc=100.00% | Val Acc=100.00% | Train Loss=0.0024% | Val Loss=0.0022\n", "Epoch 29: Train Acc=100.00% | Val Acc=100.00% | Train Loss=0.0021% | Val Loss=0.0020\n", "Epoch 30: Train Acc=100.00% | Val Acc=100.00% | Train Loss=0.0021% | Val Loss=0.0018\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" 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\n" 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\n" }, "metadata": {} }, { "output_type": "stream", "name": "stdout", "text": [ "Test Accuracy: 94.7\n", " precision recall f1-score support\n", "\n", " 0 0.943 0.992 0.967 980\n", " 1 0.974 0.983 0.979 1135\n", " 2 0.944 0.941 0.942 1032\n", " 3 0.932 0.934 0.933 1010\n", " 4 0.966 0.941 0.953 982\n", " 5 0.928 0.954 0.941 892\n", " 6 0.961 0.955 0.958 958\n", " 7 0.959 0.932 0.945 1028\n", " 8 0.951 0.890 0.919 974\n", " 9 0.912 0.944 0.928 1009\n", "\n", " accuracy 0.947 10000\n", " macro avg 0.947 0.947 0.946 10000\n", "weighted avg 0.947 0.947 0.947 10000\n", "\n" ] } ], "source": [ "model_base = CNN(use_dropout=False)\n", "\n", "base_train_losses, base_train_accs, base_val_losses, base_val_accs, base_test_accs = train_model(model_base, epochs=30)\n", "\n", "plot_curves(base_train_losses, base_train_accs, base_val_losses, base_val_accs)\n", "\n", "evaluate_model(model_base, test_loader)" ] }, { "cell_type": "markdown", "id": "eecfbf04", "metadata": { "id": "eecfbf04" }, "source": [ " ### 2. Train using reduced dataset (500 out of 5000 training images)" ] }, { "cell_type": "code", "execution_count": null, "id": "f76ca12e", "metadata": { "id": "f76ca12e" }, "outputs": [], "source": [ "# Reduce training size to 500 images\n", "train_dataset = torch.utils.data.Subset(full_train_dataset, range(500))\n", "\n", "train_loader = DataLoader(train_dataset, batch_size=32, shuffle=True)\n", "val_loader = DataLoader(val_dataset, batch_size=32)\n", "test_loader = DataLoader(test_dataset, batch_size=128)" ] }, { "cell_type": "code", "execution_count": null, "id": "42ef7e9f", "metadata": { "id": "42ef7e9f", "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "outputId": "8965e1f5-51f5-491a-a465-089846da2034" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Epoch 1: Train Acc=26.40% | Val Acc=53.90% | Train Loss=2.1966% | Val Loss=1.9840\n", "Epoch 2: Train Acc=61.60% | Val Acc=66.10% | Train Loss=1.5981% | Val Loss=1.2125\n", "Epoch 3: Train Acc=73.60% | Val Acc=76.30% | Train Loss=0.9157% | Val Loss=0.7495\n", "Epoch 4: Train Acc=82.00% | Val Acc=83.40% | Train Loss=0.6183% | Val Loss=0.5683\n", "Epoch 5: Train Acc=88.00% | Val Acc=86.00% | Train Loss=0.4378% | Val Loss=0.4408\n", "Epoch 6: Train Acc=88.40% | Val Acc=87.20% | Train Loss=0.3672% | Val Loss=0.4144\n", "Epoch 7: Train Acc=90.80% | Val Acc=89.20% | Train Loss=0.3307% | Val Loss=0.3376\n", "Epoch 8: Train Acc=93.60% | Val Acc=90.30% | Train Loss=0.2460% | Val Loss=0.2999\n", "Epoch 9: Train Acc=94.60% | Val Acc=89.10% | Train Loss=0.1813% | Val Loss=0.3180\n", "Epoch 10: Train Acc=95.40% | Val Acc=92.80% | Train Loss=0.1703% | Val Loss=0.2447\n", "Epoch 11: Train Acc=96.60% | Val Acc=93.00% | Train Loss=0.1200% | Val Loss=0.2217\n", "Epoch 12: Train Acc=97.40% | Val Acc=94.00% | Train Loss=0.1006% | Val Loss=0.2145\n", "Epoch 13: Train Acc=98.20% | Val Acc=94.50% | Train Loss=0.0741% | Val Loss=0.1979\n", "Epoch 14: Train Acc=98.60% | Val Acc=93.10% | Train Loss=0.0625% | Val Loss=0.2361\n", "Epoch 15: Train Acc=98.00% | Val Acc=95.30% | Train Loss=0.0571% | Val Loss=0.1946\n", "Epoch 16: Train Acc=98.60% | Val Acc=94.70% | Train Loss=0.0431% | Val Loss=0.1917\n", "Epoch 17: Train Acc=99.40% | Val Acc=94.90% | Train Loss=0.0357% | Val Loss=0.1821\n", "Epoch 18: Train Acc=99.80% | Val Acc=95.00% | Train Loss=0.0261% | Val Loss=0.1901\n", "Epoch 19: Train Acc=100.00% | Val Acc=95.30% | Train Loss=0.0230% | Val Loss=0.1868\n", "Epoch 20: Train Acc=100.00% | Val Acc=94.70% | Train Loss=0.0171% | Val Loss=0.1879\n", "Epoch 21: Train Acc=100.00% | Val Acc=95.00% | Train Loss=0.0136% | Val Loss=0.1892\n", "Epoch 22: Train Acc=100.00% | Val Acc=95.30% | Train Loss=0.0118% | Val Loss=0.1833\n", "Epoch 23: Train Acc=100.00% | Val Acc=95.40% | Train Loss=0.0102% | Val Loss=0.1947\n", "Epoch 24: Train Acc=100.00% | Val Acc=95.20% | Train Loss=0.0098% | Val Loss=0.1871\n", "Epoch 25: Train Acc=100.00% | Val Acc=95.20% | Train Loss=0.0075% | Val Loss=0.1933\n", "Epoch 26: Train Acc=100.00% | Val Acc=95.10% | Train Loss=0.0070% | Val Loss=0.1936\n", "Epoch 27: Train Acc=100.00% | Val Acc=95.30% | Train Loss=0.0060% | Val Loss=0.1970\n", "Epoch 28: Train Acc=100.00% | Val Acc=95.20% | Train Loss=0.0057% | Val Loss=0.1958\n", "Epoch 29: Train Acc=100.00% | Val Acc=95.30% | Train Loss=0.0049% | Val Loss=0.1980\n", "Epoch 30: Train Acc=100.00% | Val Acc=95.00% | Train Loss=0.0044% | Val Loss=0.1998\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" 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tW119/v3vf5t9+/Y1o6KiTJvNZrZs2dJ86KGH3A71FvEUwzTr8KediIiISAW0pkRERES8gpISERER8QpKSkRERMQrKCkRERERr6CkRERERLyCkhIRERHxCvWieJrD4WDfvn2EhIRUqUy0iIiIeI5pmmRmZpKQkOBW4LEi9SIp2bdvH02aNPF0GCIiIlINe/bscTslRUXqRVJSUvp4z549hIaGejgaERERqYyMjAyaNGlS6VMY1IukpGTKJjQ0VEmJiIhIPVPZpRda6CoiIiJeQUmJiIiIeAUlJSIiIuIV6sWaEhEROT12u53CwkJPhyFnGF9fX6xWa409n5ISEZEzmGmapKWlcezYMU+HImeo8PBw4uLiaqSOmJISEZEzWElCEhMTQ2BgoApQSo0xTZOcnBwOHDgAQHx8/Gk/p5ISEZEzlN1udyUkUVFRng5HzkABAQEAHDhwgJiYmNOeytFCVxGRM1TJGpLAwEAPRyJnspLPV02sWVJSIiJyhtOUjdSmmvx8KSkRERERr6CkREREGoRmzZoxbdo0T4chJ6GkREREvIphGCe9TJo0qVrPu3LlSu64447Tiq1///6MGzfutJ5DKqajb0RExKukpqa6bs+ZM4eJEyeyZcsW17bg4GDXbdM0sdvt+Pic+ussOjq6ZgOVGtegR0pM0+TPY7kczS7wdCgiIlIsLi7OdQkLC8MwDNf9zZs3ExISwjfffEO3bt2w2Wz8+OOP7Nixg8svv5zY2FiCg4Pp0aMHCxYscHveE6dvDMPgzTff5IorriAwMJCkpCS++OKL04r9k08+oUOHDthsNpo1a8bUqVPd2l977TWSkpLw9/cnNjaWq6++2tX28ccf06lTJwICAoiKimLgwIFkZ2efVjz1TYNOSsbO+o0+z37Pl+v2eToUEZE6lVNQVOElr9Be431r2t///neeffZZNm3aROfOncnKyuKSSy5h4cKF/PbbbwwePJhhw4aRkpJy0ueZPHky1157LevWreOSSy5h5MiRHDlypFox/frrr1x77bVcd911rF+/nkmTJvH4448zc+ZMAFatWsW9997Lk08+yZYtW/j222/p27cv4Bwduv7667nlllvYtGkTixcv5sorr8Q0zWrFUl816OmbxCjnsdVb0jI9HImISN1qP3FehW0XtInmnb/0dN3v9tQCck9IPkr0ah7JnDt7u+6f989FHCln9HnXs0NPI9qynnzySS666CLX/cjISJKTk133n3rqKT777DO++OILxo4dW+HzjB49muuvvx6Af/zjH/zf//0fv/zyC4MHD65yTC+88AIDBgzg8ccfB6B169b8/vvvPPfcc4wePZqUlBSCgoK49NJLCQkJITExka5duwLOpKSoqIgrr7ySxMREADp16lTlGOq7Bj1S0jo2BIBt+7M8HImIiFRF9+7d3e5nZWXx4IMP0q5dO8LDwwkODmbTpk2nHCnp3Lmz63ZQUBChoaGusulVtWnTJvr06eO2rU+fPmzbtg273c5FF11EYmIiLVq04KabbuK///0vOTk5ACQnJzNgwAA6derENddcwxtvvMHRo0erFUd91qBHSpJinYultuzPxDRNFRgSkQbj9ycHVdhmOeH/wl8fH1jpvj8+fMHpBVZJQUFBbvcffPBB5s+fz/PPP0+rVq0ICAjg6quvpqDg5GsGfX193e4bhoHD4ajxeAFCQkJYvXo1ixcv5rvvvmPixIlMmjSJlStXEh4ezvz58/npp5/47rvvePnll3n00UdZsWIFzZs3r5V4vFGDHilpGR2MxYD03EIOZuZ7OhwRkToT6OdT4cXf11rjfWvbsmXLGD16NFdccQWdOnUiLi6OXbt21fp+j9euXTuWLVtWJq7WrVu7zgnj4+PDwIED+de//sW6devYtWsX33//PeBMiPr06cPkyZP57bff8PPz47PPPqvT1+BpDXqkxN/XSrOoIP44lM2W/ZnEhPp7OiQREamGpKQkPv30U4YNG4ZhGDz++OO1NuJx8OBB1qxZ47YtPj6eBx54gB49evDUU08xYsQIli9fziuvvMJrr70GwFdffcUff/xB3759iYiI4H//+x8Oh4M2bdqwYsUKFi5cyMUXX0xMTAwrVqzg4MGDtGvXrlZeg7dq0CMlUDqFs1XrSkRE6q0XXniBiIgIzj33XIYNG8agQYM4++yza2Vfs2bNomvXrm6XN954g7PPPpsPP/yQ2bNn07FjRyZOnMiTTz7J6NGjAQgPD+fTTz/lwgsvpF27dsyYMYMPPviADh06EBoaytKlS7nkkkto3bo1jz32GFOnTmXIkCG18hq8lWHWg+ONMjIyCAsLIz09ndDQ0Bp97s/X/Mmm1Ewuah9Lt8SIGn1uERFPysvLY+fOnTRv3hx/f40ES+042eesqt/fDXr6BuDyLmdxeRdPRyEiIiINfvpGREREvIOSEuBgZj7Lth8iPbfQ06GIiIg0WEpKgJFv/szIN1ewOqXhFaoRERHxFkpKgKTiyq5bVW5eRETEY5SUAK1jipMSHRYsIiLiMUpKgDZxJbVKNFIiIiLiKUpKKJ2+2XYgE4fD68u2iIiInJGUlACJkYH4+VjIK3Sw52iOp8MRERFpkJSUAD5WCy2jVW5eRORM0r9/f8aNG+e636xZM6ZNm3bSxxiGwdy5c0973zX1PA2NkpJid/RtzrNXdqJDQs2WsRcRkaoZNmwYgwcPLrfthx9+wDAM1q1bV+XnXblyJXfcccfphudm0qRJdOnSpcz21NTUWj9vzcyZMwkPD6/VfdS1Bl9mvsQVXRt7OgQREQFuvfVWrrrqKvbu3Uvjxu7/N7/zzjt0796dzp07V/l5o6OjayrEU4qLi6uzfZ1JNFIiIiJe5dJLLyU6OpqZM2e6bc/KyuKjjz7i1ltv5fDhw1x//fWcddZZBAYG0qlTJz744IOTPu+J0zfbtm2jb9+++Pv70759e+bPn1/mMQ8//DCtW7cmMDCQFi1a8Pjjj1NY6Kz+PXPmTCZPnszatWsxDAPDMFwxnzh9s379ei688EICAgKIiorijjvuICurdLnA6NGjGT58OM8//zzx8fFERUUxZswY176qIyUlhcsvv5zg4GBCQ0O59tpr2b9/v6t97dq1XHDBBYSEhBAaGkq3bt1YtWoVALt372bYsGFEREQQFBREhw4d+N///lftWCpLIyXF7A6T1SlH2bo/kxHdm+BjVb4mImewguyK2wwr+PpXsq8FfANO3dcvqNKh+fj4cPPNNzNz5kweffRRDMMA4KOPPsJut3P99deTlZVFt27dePjhhwkNDeXrr7/mpptuomXLlvTs2fOU+3A4HFx55ZXExsayYsUK0tPT3daflAgJCWHmzJkkJCSwfv16br/9dkJCQvjb3/7GiBEj2LBhA99++y0LFiwAICwsrMxzZGdnM2jQIHr37s3KlSs5cOAAt912G2PHjnVLvBYtWkR8fDyLFi1i+/btjBgxgi5dunD77bdX+r07/vWVJCRLliyhqKiIMWPGMGLECBYvXgzAyJEj6dq1K9OnT8dqtbJmzRp8fX0BGDNmDAUFBSxdupSgoCB+//13goODqxxHVSkpKWYAN721grxCB71bRNEiuvbffBERj/lHQsVtSRfDyI9K7z/XCgorODIx8Tz4y9el96d1gpzDZftNSq9SeLfccgvPPfccS5YsoX///oBz6uaqq64iLCyMsLAwHnzwQVf/e+65h3nz5vHhhx9WKilZsGABmzdvZt68eSQkON+Lf/zjH2XWgTz22GOu282aNePBBx9k9uzZ/O1vfyMgIIDg4GB8fHxOOl0za9Ys8vLyePfddwkKciZnr7zyCsOGDeOf//wnsbGxAERERPDKK69gtVpp27YtQ4cOZeHChdVKShYuXMj69evZuXMnTZo0AeDdd9+lQ4cOrFy5kh49epCSksJDDz1E27ZtAUhKSnI9PiUlhauuuopOnToB0KJFiyrHUB0aDihmsRgkuSq7qoiaiIgntW3blnPPPZe3334bgO3bt/PDDz9w6623AmC323nqqafo1KkTkZGRBAcHM2/ePFJSUir1/Js2baJJkyauhASgd+/eZfrNmTOHPn36EBcXR3BwMI899lil93H8vpKTk10JCUCfPn1wOBxs2bLFta1Dhw5YrVbX/fj4eA4cOFClfR2/zyZNmrgSEoD27dsTHh7Opk2bABg/fjy33XYbAwcO5Nlnn2XHjh2uvvfeey9PP/00ffr04YknnqjWwuLq0EjJcVrHhrD+z3S27s9icEdPRyMiUose2Vdxm2F1v//Q9pP0PeG37bj11Y/pBLfeeiv33HMPr776Ku+88w4tW7akX79+ADz33HO89NJLTJs2jU6dOhEUFMS4ceMoKCiosf0vX76ckSNHMnnyZAYNGkRYWBizZ89m6tSpNbaP45VMnZQwDAOHw1Er+wLnkUM33HADX3/9Nd988w1PPPEEs2fP5oorruC2225j0KBBfP3113z33XdMmTKFqVOncs8999RaPKCREjetY51TNls0UiIiZzq/oIovx68nOWXfgMr1rYZrr70Wi8XCrFmzePfdd7nllltc60uWLVvG5Zdfzo033khycjItWrRg69atlX7udu3asWfPHlJTU13bfv75Z7c+P/30E4mJiTz66KN0796dpKQkdu/e7f5y/fyw2+2n3NfatWvJzi5db7Ns2TIsFgtt2rSpdMxVUfL69uzZ49r2+++/c+zYMdq3b+/a1rp1a+6//36+++47rrzySt555x1XW5MmTbjrrrv49NNPeeCBB3jjjTdqJdbjVSkpmTJlCj169CAkJISYmBiGDx/uNvRUkY8++oi2bdvi7+9Pp06d6mQFb3W0Lik3r6RERMTjgoODGTFiBBMmTCA1NZXRo0e72pKSkpg/fz4//fQTmzZt4s4773Q7suRUBg4cSOvWrRk1ahRr167lhx9+4NFHH3Xrk5SUREpKCrNnz2bHjh383//9H5999plbn2bNmrFz507WrFnDoUOHyM/PL7OvkSNH4u/vz6hRo9iwYQOLFi3innvu4aabbnKtJ6kuu93OmjVr3C6bNm1i4MCBdOrUiZEjR7J69Wp++eUXbr75Zvr160f37t3Jzc1l7NixLF68mN27d7Ns2TJWrlxJu3btABg3bhzz5s1j586drF69mkWLFrnaalOVkpIlS5YwZswYfv75Z+bPn09hYSEXX3yxW/Z3op9++onrr7+eW2+9ld9++43hw4czfPhwNmzYcNrB17TWcc6k5I+D2RQU1d6QmYiIVM6tt97K0aNHGTRokNv6j8cee4yzzz6bQYMG0b9/f+Li4hg+fHiln9disfDZZ5+Rm5tLz549ue2223jmmWfc+lx22WXcf//9jB07li5duvDTTz/x+OOPu/W56qqrGDx4MBdccAHR0dHlHpYcGBjIvHnzOHLkCD169ODqq69mwIABvPLKK1V7M8qRlZVF165d3S7Dhg3DMAw+//xzIiIi6Nu3LwMHDqRFixbMmTMHAKvVyuHDh7n55ptp3bo11157LUOGDGHy5MmAM9kZM2YM7dq1Y/DgwbRu3ZrXXnvttOM9FcM0zWqfge7gwYPExMSwZMkS+vbtW26fESNGkJ2dzVdffeXads4559ClSxdmzJhRqf1kZGQQFhZGeno6oaG1V3HVNE06TfqOrPwivru/r2vkRESkPsrLy2Pnzp00b94cf3//Uz9ApBpO9jmr6vf3aS10TU93HuIVGRlZYZ/ly5czfvx4t22DBg066TkB8vPz3YbAMjIyTifMSjMMg2ev6kRUkI0mEYF1sk8RERFxqvZCV4fDwbhx4+jTpw8dO1Z8qEpaWlqZObPY2FjS0tIqfMyUKVNcx6GHhYW5HdJU2y7tnEDvllEE+FlP3VlERERqTLWTkjFjxrBhwwZmz55dk/EAMGHCBNLT012X41cPi4iIyJmpWtM3Y8eO5auvvmLp0qVlTpZ0ori4uDIrovfv33/S6nc2mw2bzVad0Kpm89ewdyW0HQaNuwGQmVfIvI37OZiZz939W9Z+DCIiIgJUcaTENE3Gjh3LZ599xvfff0/z5s1P+ZjevXuzcOFCt23z588vt3JenVv/Mfz4IqT85NqUW2DnwY/W8ty8zeQVnvzYcxGR+uA0jmcQOaWa/HxVKSkZM2YM77//PrNmzSIkJIS0tDTS0tLIzc119bn55puZMGGC6/59993Ht99+y9SpU9m8eTOTJk1i1apVjB07tsZeRLVFNHNeHy0thhMdYiMswBeH6Tw0WESkviqpEJqTU8F5a0RqQMnn68SKtNVRpemb6dOnA7hOjlTinXfecRW1SUlJwWIpzXXOPfdcZs2axWOPPcYjjzxCUlISc+fOPeni2DoTkei8PrrLtckwDFrHBrNyl/OMwe0Tau8QZBGR2mS1WgkPD3edPyUwMNBVEVXkdJmmSU5ODgcOHCA8PNztvD3VVaWkpDJDNCWnRD7eNddcwzXXXFOVXdUN10jJLrfNrWNDXEmJiEh9VrJ+r7ondhM5lfDw8JOuE62Khn1CvpKk5FgKOBxQPMJTUjRt6/4sDwUmIlIzDMMgPj6emJgYCgsLPR2OnGF8fX1rZISkRMNOSkIbO8+Gac+HrDQIdZYwLk1KNFIiImcGq9Vao18eIrWhYZ8l2OoDYcWHNB+32LXkbMF7juaQW6AjcEREROpCwx4pAbjuv+Af7holAYgKtvHerT1pGR2Mv2/DzttERETqipKSuE7lbj4/KbqOAxEREWnYNAwgIiIiXkEjJUd2wup3weoHF5QWfdt1KJtPVu/Fz2rhngFJHgxQRESkYdBISe4R+PEFWP0ft80Hs/J5+fvtzF6pkwGKiIjUBSUlEcXn78lMhcI81+bWMc7Dgv88lktmno7tFxERqW1KSgIiwM+ZgHAsxbU5LNCXmBDnmYq3HVARNRERkdqmpMQwKiw33ybOmaxsUxE1ERGRWqekBMo9MR9AUvEUzpY0jZSIiIjUNiUlcNw5cHa7bW4T56zsuu2ARkpERERqm5ISqHD6Jqn4HDi7DmfXbTwiIiINkGGapunpIE4lIyODsLAw0tPTCQ0Nrfkd5ByBgiwIPQsspSesyi+yk3osjyaRgVgtRs3vV0RE5AxW1e9vFU8DCIx0Xk5g87HSrFGQBwISERFpeDR9IyIiIl5BSUmJZf8HH98KBza5bf5p+yHu+eA3pi/e4aHAREREGgYlJSW2/A82fAwHfnfbvC89jy/X7mPJ1gMeCkxERKRhUFJSIrz8WiVtYksKqKlWiYiISG1SUlLCdViwe62SVjHBGAYczi7gUFZ+3cclIiLSQCgpKVFBrZIAPytNIgIB2Kpy8yIiIrVGSUmJCkrNA7SOLa7sqikcERGRWqOkpETJSEn6XrAXuTW1Ll5XopESERGR2qOkpERwHFhtztuZqW5NrWND8LEY5BTYPRCYiIhIw6Ay88dL/xOCY8HqXug2r9COxTDw81EOJyIiUlkqM386ws4qd7O/r7Xc7SIiIlJz9NNfREREvIKSkuOlrIBPboNF/yjT9O7yXVz+yo+8//Puch4oIiIip0tJyfGyD8D6j2D7gjJNhzLzWbs3nfV70z0QmIiIyJlPScnxKiigBtA6rviw4AM6LFhERKQ2KCk5Xsn5b3IOQ7578tH6uHPg1IMDlkREROodJSXH8w+FgEjn7RPOgdMsKghfq0FWfhH70vM8EJyIiMiZTUnJiSqYwvHzsdC8URAAW9M0hSMiIlLTlJSc6CTrSpJUbl5ERKTWKCk5UUQiGFbIO1amqV1cCE0jA/Gx6m0TERGpaSozf6L8LPCxgdW3TJNpmhiGUbv7FxEROUOozPzpsgVX2KSEREREpPZoHqIaTNPE4fD6ASYREZF6RUnJiUwTPrsb3roYMtPKND/88Tq6PDmfhZsPeCA4ERGRM5eSkhMZBuz+EfasgCM7yzTnF9lJzy3UETgiIiI1TElJeUoOCz5W9uR7Sa7KrkpKREREapKSkvKcpFZJm+KkZMv+rLqLR0REpAFQUlKeknPglHdivuKkZMfBLIrsjjoMSkRE5MympKQ8rpGSstM3jSMCCPC1UlDkYPeRnLqNS0RE5AympKQ8J5m+sVgMWsU4a5loXYmIiEjNUfG08kQ0A8PirOpqLwKr+9t0TotIIoL8CPTT2yciIlJTVGa+PKYJjqJyS82LiIhI5VT1+1vTN+UxDCUkIiIidUxJyWk4llOAXeXmRUREaoSSkoqs+wjeGgRLniu3ecDUxXR5cj47DqpeiYiISE1QUlKR3KOw52dIXVNuc2iAc3pnS5qOwBEREakJSkoqcpJS81Ba2VWHBYuIiNQMJSUViSip6rrbeTTOCUrOgbNV5eZFRERqhJKSioQ3dV7nZzinck5QMlKy9YBGSkRERGqCkpKK+AZASLzz9tGdZZpbRAcBkHI4R+fAERERqQFKSk4m/LgpnBPEhfrj72uhyGGy52huHQcmIiJy5lGd9JOJbAEZf4K9sEyTxWJwRdezsFoMfCyGB4ITERE5s6jM/MmYprO6q4iIiFSZyszXJCUkIiIidUZJyWnKyi9i56FsT4chIiJS7ykpOZncY/D2YHixE9iLyjSv3XOMjk/M44Y3fq772ERERM4wSkpOxhYKf/4K6SnOBa8nSIwKBCA1PY+cgrJJi4iIiFSekpKTsVhKi6gd3VWmOTzQj4hA5zlwdh3KqcPAREREzjxKSk6l5Bw45SQlAM0bOYuoaV2JiIjI6alyUrJ06VKGDRtGQkIChmEwd+7ck/ZfvHgxhmGUuaSlpVU35rp1ihPzNW8UDMDOQzoHjoiIyOmoclKSnZ1NcnIyr776apUet2XLFlJTU12XmJiYqu7aM1xVXXeV21xSbv4PjZSIiIiclipXdB0yZAhDhgyp8o5iYmIIDw+v8uM8zjV9U9FISXFSclBJiYiIyOmoszUlXbp0IT4+nosuuohly5bV1W5PX2RzCG0MIXHlNrePD+X6nk24qlvjOg5MRETkzFLr576Jj49nxowZdO/enfz8fN5880369+/PihUrOPvss8t9TH5+Pvn5+a77GRkZtR1mxeI6wfiNFTY3axTElCs712FAIiIiZ6ZaT0ratGlDmzZtXPfPPfdcduzYwYsvvsh7771X7mOmTJnC5MmTazs0ERER8SIeOSS4Z8+ebN++vcL2CRMmkJ6e7rrs2bOnDqOrutwCO5tSM9h7VLVKREREqssjScmaNWuIj4+vsN1msxEaGup28ahFU+CF9vDz9HKbn/nf7wx56Qc++CWljgMTERE5c1R5+iYrK8ttlGPnzp2sWbOGyMhImjZtyoQJE/jzzz959913AZg2bRrNmzenQ4cO5OXl8eabb/L999/z3Xff1dyrqG32fGeZ+SM7y20urVWiI3BERESqq8pJyapVq7jgggtc98ePHw/AqFGjmDlzJqmpqaSklI4YFBQU8MADD/Dnn38SGBhI586dWbBggdtzeL1T1SrRYcEiIiKnzTBN0/R0EKeSkZFBWFgY6enpnpnK2bEI3hsOjdrA2F/KNO86lE3/5xfj72vh98mDsViMuo9RRETEy1T1+1vnvqmMiOKRkmO7oZwcrnFEAD4Wg7xCB6kZeXUcnIiIyJlBSUllhDUBwwJFeZC1v0yzj9VC06hAAHZqCkdERKRalJRUhtUXwoortla4rkQn5hMRETkdtV487YzRuIez3HwFhndNoFtiBN0SI+swKBERkTOHkpLKuvrtkzZf2jmhjgIRERE5M2n6RkRERLyCkpKqctjL3WyaJtv2ZzJvYxoFRY46DkpERKT+U1JSWQe3wAsd4KXkCrsMf3UZd773KylHdA4cERGRqlJSUlkBkZCxF9L3QlF+mWbDMGge7azsqnLzIiIiVaekpLKCGoFvEGDCsfLPWtxchwWLiIhUm5KSyjIMiGjmvF1BrZLmjTRSIiIiUl1KSqqipNz80fLPFlxyYr4dquoqIiJSZUpKqqJkpOTY7nKbNVIiIiJSfUpKqiK8ZKRkV7nNzYqTkoOZ+WTmFdZRUCIiImcGVXStipi20LQ3RLcrtzkswJdHL2lHQngAPhbleyIiIlVhmKZpejqIU8nIyCAsLIz09HRCQ0M9HY6IiIhUQlW/v/VzXkRERLyCpm+qo6jAee3jV6bpSHYBq3cfxWKBC9vG1nFgIiIi9ZdGSqpqzo3wTCxs+brc5pW7jnDbu6t4acG2Og5MRESkflNSUlW+gWA6KjwCp6RWyR+HsqkHy3VERES8hpKSqjpFVdemUYEYBmTmFXE4u6DOwhIREanvlJRUlatWSfkF1Gw+VhpHBAAqoiYiIlIVSkqq6hQjJXDciflUbl5ERKTSlJRUVUlSkr4H7EXldnGdA0dnCxYREak0JSVVFRIPVj9wFEHGn+V2cZ0DRyMlIiIilaY6JVVlsUDbS8HqC5R/dE2/1tH83/VdaRsXUrexiYiI1GNKSqrjmndO2tysUZDr5HwiIiJSOZq+EREREa+gpKS67IWQfajC5pW7jvD2jzvZuj+zDoMSERGpv5SUVMfW7+DpGJg1osIub/7wB09+9Ts/ba84cREREZFSSkqqIyTWWWr+WPkF1OC4WiUqoCYiIlIpSkqqo6RWSfZByC+/Fsnx58ARERGRU1NSUh3+YeAf7rxdwWhJ8+jiWiVKSkRERCpFSUl1ucrNV5CUFI+U/Hksl7xCex0FJSIiUn8pKamuiJIT8+0qtzkqyI8Qfx9ME1KO5NRdXCIiIvWUkpLqOsWJ+QzDKF1XclDnwBERETkVVXStria9oNO10Lh7hV0ev7Q9PlYLSTHBdRiYiIhI/aSkpLraDnVeTqJ7s8g6CkZERKT+0/SNiIiIeAUlJafD4YBD2yAjtdzmrPwi/vPTLp79ZnMdByYiIlL/KCk5HV/cA690h9/eL7fZAJ74YiMzluwgPbewbmMTERGpZ5SUnI64Ts7rvSvLbQ6y+RAbagNgl4qoiYiInJSSktPRuIfzeu9KMM1yu5QUUVNlVxERkZNTUnI64jqB1Qa5R+DIH+V2KTkxn86BIyIicnJKSk6Hjx/EJztv711VbpcWGikRERGpFCUlp+v4KZxylE7fqKqriIjIySgpOV0lFV0rSkpKzhZ8MBuzgnUnIiIiooqup69pbzj/AWhyTvnNkYF8cve5rhETERERKZ+SktMVGg8DJlbY7Gu10C0xog4DEhERqZ80fSMiIiJeQSMlNSE/E3Yvh/wM6HR1meZVu47wzYY02sSGcG2PJh4IUERExPtppKQmpK2HWdfAvEfLLaK2KS2Tt37cyXe/p3kgOBERkfpBSUlNiO8ChhWy0iDjzzLNJbVKVEBNRESkYkpKaoJfIMR1dN4u59DgkiNvUg7nUGR31GVkIiIi9YaSkpriKqJWtrJrXKg//r4Wihwme4/m1nFgIiIi9YOSkppyksquFotBsyiVmxcRETkZJSU1pSQp2bcGigrKNLeI1roSERGRk1FSUlMiW0BABNjznUfjnKBkXcmeIzl1HZmIiEi9YJj14IQsGRkZhIWFkZ6eTmhoqKfDqdj2BRDaGBq1Bot7vncoKx/ThEbBfhiG4aEARURE6k5Vv79VPK0mtRpYYVOjYFsdBiIiIlL/aPpGREREvIKSkppkmvDLG/DJbZB1sEzzywu3cfu7q9h+IMsDwYmIiHg3JSU1yTBg5Vuw/qNyDw1etOUA83/fz9b9mR4ITkRExLspKalpjbs7r8ut7BoMwB8HNVIiIiJyIiUlNe0kRdRUq0RERKRiSkpqWklS8udqcNjdmkpqlaiqq4iISFlVTkqWLl3KsGHDSEhIwDAM5s6de8rHLF68mLPPPhubzUarVq2YOXNmNUKtJ6LbgF8IFGbDgU1uTUpKREREKlblpCQ7O5vk5GReffXVSvXfuXMnQ4cO5YILLmDNmjWMGzeO2267jXnz5lU52HrBYoWzznbePmEKp+T8N8dyCjmaXbYUvYiISENW5eJpQ4YMYciQIZXuP2PGDJo3b87UqVMBaNeuHT/++CMvvvgigwYNquru64fGPWDXD5Dxp9vmAD8rCWH+HM0pZF96LhFBfh4KUERExPvUekXX5cuXM3Cge6XTQYMGMW7cuAofk5+fT35+vut+RkZGbYVXO3qPgfPuB1twmaav7z2f8EBflZoXERE5Qa0vdE1LSyM2NtZtW2xsLBkZGeTm5pb7mClTphAWFua6NGnSpLbDrFmBkeUmJAARQTr3jYiISHm88uibCRMmkJ6e7rrs2bPH0yGJiIhILav16Zu4uDj279/vtm3//v2EhoYSEBBQ7mNsNhs2Wz0/gd26D+GX16HNEDj/AdfmPw5m8a9vt2AYMP3Gbh4MUERExLvU+khJ7969Wbhwodu2+fPn07t379retWflpTuPvtn9k9tmq8Xg241pLNpyAIfD9FBwIiIi3qfKSUlWVhZr1qxhzZo1gPOQ3zVr1pCSkgI4p15uvvlmV/+77rqLP/74g7/97W9s3ryZ1157jQ8//JD777+/Zl6Bt3KVm18FDodr81nhAfhaDfIKHaRl5HkoOBEREe9T5aRk1apVdO3ala5duwIwfvx4unbtysSJEwFITU11JSgAzZs35+uvv2b+/PkkJyczdepU3nzzzTP3cOASsR3Bxx/yjsGRHa7NPlYLTSMDARVRExEROV6V15T0798f06x42qG8aq39+/fnt99+q+qu6jerLyR0hZTlzmmcRkmupuaNgtlxMJs/DmXTp1UjDwYpIiLiPbzy6JszRgVnDC45Md/OgxopERERKaGkpDZVcMbg0nPgZNV1RCIiIl5LSUltatwDguMgsqXbYtfmjYKw+VhURE1EROQ4hnmyBSJeIiMjg7CwMNLT0wkNDfV0OFVjmnBC8mF3mBiAxaKkREREzlxV/f6u9eJpDV45oyFWJSMiIiJlaPqmLpgmZB/ydBQiIiJeTUlJbTu4FZ5Pgtd6O5OTYu//vJtLXvqB5+dt8WBwIiIi3kNJSW0LbwK5xyD7ABwrLSoXHWLj99QMPlm9V+XmRUREUFJS+3wDIK6T8/Zxhwb3ax1NiM2H1PQ8Vqcc9VBwIiIi3kNJSV1w1StZ5drk72vlovaxAHy5dp8nohIREfEqSkrqQgVF1IYlJwDwvw1p2DWFIyIiDZySkrpQUm4+bR0U5bs292nViLAAXw5m5rNi52EPBSciIuIdlJTUhYhmENgI7AWQus612c/HwuAOcQB8uTbVQ8GJiIh4BxVPqwuGAWffDI4iCIx0a7ri7LModDgY1jneQ8GJiIh4B5WZFxERkVpR1e9vTd+IiIiIV1BSUpfy0mHHIsh1r0timiYb/kznuXmbyS+yeyg4ERERz1JSUpfeGQrvDYddP7ptNk24ZeZKXl20gx+26hw5IiLSMCkpqUuNuzmvT6hXYrEYDC1e6PrVOhVSExGRhklJSV0qp7JriUs7Owupzf99P3mFmsIREZGGR0lJXSpJSv5cDfYit6azm4ZzVngA2QV2Fm0+4IHgREREPEtJSV2KSgJbGBTlwoGNbk2GYXCpawpHhdRERKThUVJSlyyWCteVQOkUzsLN+8nOLyrTLiIiciZTUlLXTrKupONZoSRGBRLo58OOg1l1HJiIiIhnqcx8XWs3DIJjIbFPmSbDMHjvll4khPvjY1W+KCIiDYuSkroW18l5qUDTqMA6DEZERMR76Oe4l3I4TI5mF3g6DBERkTqjpMQTju6GVe/Apq/KbV669SB9/vk94+asqdu4REREPEhJiSdsXwBfjYOVb5bbfFZEAKnpeSzbfkijJSIi0mAoKfEEVxG1X8HhKNPcMjqY9vGhFDlMvt2YVsfBiYiIeIaSEk+IaQ++gZCfAYe2ltvl0mSdC0dERBoWJSWeYPWBhLOdt7fNK7fLpZ2chdSW7zjMwcz8uopMRETEY5SUeEryCOf1Dy9AzpEyzU2jAkluEo7DhG82qOy8iIic+ZSUeEqXkRDTAfKOwdLny+0yrORcOGuVlIiIyJlPxdM8xWKFi5+CD64Dv/ILpg3tHM+eIzkMS06o4+BERETqnmGapunpIE4lIyODsLAw0tPTCQ0N9XQ4NStzP4TEejoKERGRGlfV729N33iaEhIRERFASYn32PsrfHV/uXVLfv7jMI98tp49R3I8EJiIiEjdUFLiDfIz4b3hsOpt2PBxmeaXFmxj1ooUvlqnBa8iInLmUlLiDWwhcN445+0Fk6Ew1625ZKGrCqmJiMiZTEmJtzjnrxDWBDL2wvJX3ZoGd4zDajHYuC+DPw5meShAERGR2qWkxFv4BsCAic7bP74IWQdcTZFBfpzXqhGApnBEROSMpaTEm3S82ll+viALFv3DrenSzjoXjoiInNmUlHgTiwUGFScjq/8DB7e4mi7uEIef1cLW/Vls3Z/poQBFRERqjyq6epvE3tD9VohPhqhWrs1hAb70bR3NptQM0tLzaB0b4sEgRUREap4qutYj6bmFhPr7YBiGp0MRERE5JVV0PdMU5oLDDjhHS5SQiIjImUpJiTf7/Qt4pQf89p7b5kK7Q4cGi4jIGUdJiTdL3wvpe+D7Z5xVX4H1e9Pp8cwCbn77F+rBzJuIiEilKSnxZj1ug8gWkH0AfpwGQKuYYAqKHOw9msuaPcc8Gp6IiEhNUlLizXz84KInnbeXvwLpewnwszKwnfPMwl+uVSE1ERE5cygp8XZtL4Wm50JRHix8Cig9F86X6/aRV2j3ZHQiIiI1RkmJtzMMGPSM8/a62fDnavq2bkRCmD8HM/N584c/PBufiIhIDVFSUh+cdTZ0HuG8vXUeNh8rDw9pC8Bri3dwIDPPg8GJiIjUDCUl9cWAiTD6a7hgAgDDOieQ3CScvEI7y7Yf8nBwIiIip09l5uuLsMbOSzGLxWDKFZ2wWgzaxKnkvIiI1H9KSuqjjFQ4uJn2LS/wdCQiIiI1RtM39c2+NfDy2fDxXyD3qGvz9gOZrE45WvHjREREvJySkvomtiOEJzoTkiXPATBvYxqDpv3AQx+tpdDu8HCAIiIi1aOkpL6x+sCgp523V0yHHYvo3TKKsABfdhzMZvYvKZ6NT0REpJqUlNRHrQZClxvBdMDHtxCau4/7ByYB8OKCbaTnFno4QBERkapTUlJfDZ0KCV0h9wjMGcn1XRvRKiaYI9kFvLZou6ejExERqTIlJfWVrz9c+x4ERkHaenxW/ptHL2kHwDvLdpFyOMfDAYqIiFSNkpL6LLwJXPMfOOevcO699G8TzflJjSiwO3j2202ejk5ERKRKlJTUd83Ph8FTwOqLYRg8OrQd4YG+dG0SgWmano5ORESk0lQ87UxiL6Ttxmn8/NdR+DdK9HQ0IiIiVVKtkZJXX32VZs2a4e/vT69evfjll18q7Dtz5kwMw3C7+Pv7VztgOYlvHoYfpuL/6Wgo1En6RESkfqlyUjJnzhzGjx/PE088werVq0lOTmbQoEEcOHCgwseEhoaSmprquuzevfu0gpYK9LkPAiJg32rMrx9g0ab93PTWCvIK7Z6OTERE5JSqnJS88MIL3H777fzlL3+hffv2zJgxg8DAQN5+++0KH2MYBnFxca5LbGzsaQUtFYhIhKvfBsOCseZ9Vn0ylR+2HeKtH3d6OjIREZFTqlJSUlBQwK+//srAgQNLn8BiYeDAgSxfvrzCx2VlZZGYmEiTJk24/PLL2bhx40n3k5+fT0ZGhttFKqnlhTDgCQAesL/F2cZWXlu0nQOZms4RERHvVqWk5NChQ9jt9jIjHbGxsaSlpZX7mDZt2vD222/z+eef8/777+NwODj33HPZu3dvhfuZMmUKYWFhrkuTJk2qEqb0uQ/aD8diFvFmwEsEFRzixflbPR2ViIjISdX6IcG9e/fm5ptvpkuXLvTr149PP/2U6Oho/v3vf1f4mAkTJpCenu667Nmzp7bDPLMYBlz+KsS0J8xaSEvLPuas3MOmVI04iYiI96rSIcGNGjXCarWyf/9+t+379+8nLi6uUs/h6+tL165d2b694lLoNpsNm81WldDkRLZguO6/WO2FRHyXhWN9Gs98vYn3bu2JYRiejk5ERKSMKo2U+Pn50a1bNxYuXOja5nA4WLhwIb17967Uc9jtdtavX098fHzVIpWqi2wB0W14eHBb/KwWftmeyqrdRz0dlYiISLmqPH0zfvx43njjDf7zn/+wadMm7r77brKzs/nLX/4CwM0338yECRNc/Z988km+++47/vjjD1avXs2NN97I7t27ue2222ruVchJJUYF8WKvTNZFPEx36w5PhyMiIlKuKld0HTFiBAcPHmTixImkpaXRpUsXvv32W9fi15SUFCyW0lzn6NGj3H777aSlpREREUG3bt346aefaN++fc29CjmloXlfQW4afHgz3LkEgmM8HZKIiIgbw6wHJ0jJyMggLCyM9PR0QkNDPR1O/ZSXAW8OgENbKWp8DrnXf0ZIUKCnoxIRkTNYVb+/dUK+hsI/FEb8l0KfIHz2/szmd+/zdEQiIiJulJQ0JNGt2XTOcwD02P8huTMGwLb5Hg5KRETESUlJA9NpwA18GOpclByQtorl21JxzeClroMfX4Q/fwWHzpcjIiJ1q8oLXaV+MwyD82+dwp3vnk9Y2nK+WRpA36O/8cwVHQnf9AUsdY6kYAuDZudB877Qoh9Et3UWZRMREaklWujaQBXZHUxfvIOXFm6jyGESH+bP90PSCdj0Mez6EfLT3R8QFAO3L4Twpp4JWERE6p2qfn9rpKSB8rFauGdAEv3aRDNuzhoGtI0hoMsA6HKlc+omdQ3sXAp/LIGUn8FeAKGNS59g51IIiYdGSR57DSIicmbRSImQW2DHMMDf1wpAyuEcjuUW0LlxuLNDUT4c2QkxbZ33j6XAjPPBUQTDXoJOV3smcBER8Wo6JFiqLMDP6kpIiuwOxs35jStf+4mXF26jyO4AH1tpQgJgtUFcJyjIgk9uha/GQ2Geh6IXEZEzhZIScZNf5CA+PIAih8nU+Vu59t/L2XUo271TSCzcNBf6PuS8v+otePti52iKiIhINSkpETdBNh9eub4r00Z0IcTfh9Upx7jk/37gg19ScJvps/rAhY/ByE8gIBJS18K/+8GmLz0XvIiI1GtKSqQMwzAY3vUsvh3Xl3NaRJJTYGfCp+u57T+rSM8pdO+cNBDu+gGa9HIesbN9gWeCFhGRek9JiVTorPAAZt12Do8NbYef1UJaRh4BftayHcMaw+iv4eJnYPCzdR+oiIicEXT0jVTK5rQMfCwWWsUEA7DnSA57juZwTvMoLJZyiqo57PDJbZB8HbQeVMfRioiIN1CdEqkVbePcP0yzfklh+uIdxIf5c1mXBK7oepZ7n9X/gY2fOi99xsGFjzvXoYiIiFRA0zdSLb4WgxB/H1LT8/j3kj8YPO0HBk9byr+X7CA1PRe6jISedzo7L5sG/xkGGfs8GrOIiHg3Td9IteUV2lm85QCf/fYnizYfpMDuACAyyI+Vjw7EajFg42fw+T1QkAmBjeDK16HVAA9HLiIidUHTN1Jn/H2tDO4Yz+CO8RzLKeB/69OYu+ZP2sSGOBMSwGw/nGkbArgtdRIhxzbB+1fBJc9Bz9s9HL2IiHgbJSVSI8ID/bihV1Nu6NUUu6N08O3X3Ud56Tc7M3iYZ/zf53JjKdt829PONDEMAwpywC/Qg5GLiIi30JoSqXHW447GiQnx59bzmhMaEsKDebdwYd4/uWTOMcZ+8Bu5BXb4aDT8uy+s+DdkH/Zc0CIi4nFaUyJ1osju4Kcdh5m75k++XLuPQrtJrwRfZmfcjFGU6+xk8XUePpx8PSRdDD5+NRuEvRCy9kPoWWCUcxiziIjUqKp+fyspkTq34o/D3PX+ryTFhPD+Da3w2/QprPmvs1R9icAo6Ps3OOeuqu/ANJ3Jx/4NsH8j7P/deX1oi7PtziUQ26HmXpCIiJRLC13F6/VqEcXnY84j2N8HvyA/6HUnZs87MA5sgrWzYN2HzqTi+Lom+ZnO9Schse5PVpAN6Xshuk3ptjcHwJ+/lr/z3mOVkIiIeCklJeIRTaPcF7dO+WYzwTZf7rnoKYwBk+CPRdC4e2mHdXPgf39zHk4c3wUObnKOfhzZCbZQ+Pvu0imZ0ATY9xtEtYKY9hDb0ZmIxLaHsKalz5m6Fn6eDkP+Cf5htf6aRUTk5JSUiMf9lnKU15f+AcC2A1k8d3Vn/JMucu+Uth5MO2z7znk5no8Ncg5DUCPn/UumwpVvgG9AxTt12OHTO53Jze6f4Kq3oEmPGnxVIiJSVVpTIl5h9i8pPDZ3A0UOk+TGYbxxc3diQv3dOx3a5hwxyUx1joDEtHeOgATHVG+ne36BT26FYylgWOGCCXDeeLCUc9JBERGpMi10lXpr+Y7D3P3fXzmWU0hcqD9vjupOx7NqeVolLx2+Gg8bPnbeTzzPWXU27Kza3a+ISANQ1e9v1SkRr9G7ZRRz/9qHltFBpGXkcc2M5Xy7Ia12d+ofBle9CcOng28Q7P4Rpp8Lh7bX7n5FRKQMJSXiVZo1CuKzMX3o2zqa3EI7jroYyDMM6HID3PUDJHSFhC4Q2aL29ysiIm40fSNeqaTYWt/W0XW84wIoyILASOf9gmw4utt55I6IiFSJpm/kjOBjtbglJKnpudzx7ioOZObV8o79ShMSgG8nwOv94ecZzsJrIiJSa5SUSL3w0Efr+O73/Qx/ZRm/78uom52WlKW358O3D8OsEZB9qG72LSLSACkpkXrhqeEdaREdxL70PK6cvox/L9lBkd1Ruzu1+sL1s2HIc2C1wbZ58PLZ8MEN8OM0Z+E2ERGpMVpTIvVGem4h937wG0u2HgSgQ0Io/7yqc+0fNgyQtsFZ0+Tg5tJt18+GNkOctw9ucV6a9CpbCr8+K8iGTV9B2jpIugia99PJDEWk0lSnRM5opmny0a97eebrTaTnFmIx4N1benFeUqPa37m9CPathpSfYc8KGPZ/EBTlbPv+GVj6L+ft8ERnctKkJzQ9x1nkrT4WZHM4YFonyNhbui2qFXS/xXkm5+PX3oiIlENJiTQIBzPzefKr39malsmX95yHn4+HZyJ/ngG/vec8Hw8n/JPyC4a/Lofw4vPupK6DwhwIiHBe/MOdC2w97dge2Pw19LqzdDTky3HF5yHqCVu+gYJM53Yffzj3HrjwMY+FKyLeT2cJlgYhOsTGy9d3JTOv0JWQFBQ5mLZgK7ed34LIoDr+kj/nLuclLwP+XOUsYb9nBexZCYYFQhuX9l30D9j6jfvj/YJLk5Tbv3euZwHYONdZBj8gAoKioVESRDSruZGXghzY/BWs+S/8sQQw4ayznaM8ABc/Db6BYLE4z9S8/mNY9ZbzXETHn8SwKB/sBWALqZm4RKRBUlIi9VqIv6/r9utLd/Da4h3MXrmHiZe25/IuCRh1vf7BPxRaXui8gPPEf+l7nF/qJYKjIaI55B51lrnHdNZGKchyHt1jLX1NrJ1dNoGx2pzJSXQbuOwV8Cs+47JpVm69h2k6E6Y1/4UNn5WOfgA0O9/90Gdb8HG3Q6D7X6DbaPjzV/cCcxvnwtcPQOdrndM7cR1PHYeIyAk0fSNnjN9SjvL3T9azZb/zS7Zv62ieGd6RJpGBHo7sJBx2Z2KSexRyjzkTkxb9Stt/ng77fnO2Z6TC4W1QVFyrxRYKf08pTUQ+HAUHNjmTlei2pddRrcD3uJMb7loGMy8pvR/eFLqMhOTrnKMw1fHxraXnDwLnmprut0D74e77FhHvYJrOsgcWH/cfTTVMa0qkQSsocvD60h383/fbKShyEOBr5YGLWzP63Gb4WM+AI+Addji2Gw5udSYqXa4vbXu5Gxwu55w9hgViOjjL6BuGcwHra+fAWd2c5fUT+5z+f0qmCTuXOqd2Nn8NjiLn9oAI6HojDHyydB/7fwerH/jYjrv4O7fpyJ4zw64fwTcAAiKdC6JtoXX/t8095vzSBcA8bgTQBAz3o+SyD0NRrrOPo8iZ+BfllU5LNu9b2nfrd3Bkh7O9MO+4vnnOitDDXipdI7ZmlvNHhWF1TrkaluLr4vt9xpWOdO743jktai9wxu26Lr590ZPOkViAVW8713jZC5wL8O0FzoujyHm58RMIK54yXvIcrJju7OcoAkeh89osLqlw90/Os63XEq0pkQbNz8fC2AuTGNIpngmfrueXnUd4+utNpBzJ4cnLz4ApBYvVOW1S3rl5bv7cecjywa3F11uc13nHiv8jLP5SsFjgrz/X7K8jw3CO8LToB5lpsPo9+HWm88idfWtK9+VwwPTeFT9P6yFww+zS+9P7OL8oghpBcCwEx0BInPN2ZAto3P30Yy/Kh5zDzqmznMPOL9DG3UrbF0xyXvsEOBMo3+JrnwAIjXf/wtq/0fmFU9LP4uNMJE2H83bwcadNOLzDuW/TXtrHdDhv+/pDfHJp310/Qn5W8ZeJvfjLxeG87RsI7S8r7bvuI8g+6PwCtIU4L/6hztcVEF798zrlHIH0vZDx53HXfzqv/cPg+g9K+345zjmqV8LiU7xmKhIiEmHkR6VtGz51jhAGREJglDOJMR3OEUSHHZr1Ke3708vOxDsvw9meX3ydl+6MYezK0r4fXAcpy8t/LX7B8Mifpfc/vR12LCy/r8UHJh4uvf/rTNjydcXv07CXSm/v+B7Wf1Rx33PuBoqTko2fwep3K+7b72+lScnBrbDtu4r7Fh5X+boo1/m5rkjJDwgvoaREzkgto4OZffs5zFm1hxfmb+UvfZq72tLS8wgN8CHQ7wz7+Ic1dl5aDSzdZpqQdcCZmByvFodrCYmDfg/B+eOd/3Hajvt15CiEwEbOX3VFec5rt7hOWMB7YJPzi7c8zfvBqC9K7884zznaUpK8BMc5ry0+EBIPrS929isqgLcHOf+jzjns/EI8XptL3L9gl7/mrOpbnmbnuyclMy+F3CPl923SC2497ovknSHOisHlie0Ed/9Yev/zsXC0gmJ9kS3ck5Jl02D/hvL7BjaCv+0ovT/nRufIVUnS4h8KtrDSZObCR0v7vnWxe6Jx4vMer+k5ziPMco44vxQdRc5EKftg2b/5smmQurb85w1rCvevL72/4VPnYfnlOf6LGIATR2aM0sTcOOFzZvV1fnYwnJ8XX3/n6F3JxWEv/Wwm9i7bXnLf6ud8fIm2Q51Tog67e/JZct/nuKnNxj2coyJWv9J4XNd+zuSzRMernOu2ju9j8QWrj3P/oQmlfXveCZ2uKZ6mOe5i9XW+JtupRy/q0hn2v7JIKYvF4PqeTbny7LOw+ZT+JzT6nV/YnJZJqL8P8WEBxIb5Ex/qT1yYP80bBTG861kejLqGGcXD1J4o6GaxlhaXK+Fjc/9SNM3SBKWowD0pMU0Y/bXzyy37kPML/PhLQtfSvkUFzqHvirQeUpqU+Pg5k52i3NJ2w1r8Kz3K/T90gN5jiofqc50jG0XF14W5ENfJvW9J7ZaS/iWHhxvFQ/fHC4h0flm7hvatzmTRsELYCZ/BuI7OkQaLj3tfiw+EnBBvq4EQ0875xZefWTyakOG8Doxy73t0l3MqojwBke5JSVhjZ3IbepbzElZy3bh0qqDE5a+U3i7MdSYnuUec1yXTBiWane9MJI/vU/JleeLzdr0RWg9yjorYQp3X/mHOZOr4o8EA/vK/yk8Z3TCncv3AeSh8ZXW4wnmpjLNvdl4qo0kP56UyPPXvv5q0pkQanHOnLGRfevkn9msTG8K8+0t/+Q5/dRkZuYXEhTmTllYxwVzXo2ndH3IsJ+ewO+fuXUnLAec0UtZ+Z1uTHtD3odL+2xc6RwJKpgtsYTU/emQWr2OozVGp03VwK+QcKk1aSqZE8jOdX/rn3V/6xX78aIFIJWmhq0glZOYVkpaeR2p6HmkZea7b0SE2xl/U2tWv86R5ZOS5z7kG+lm5uXczbj+/OVHBtroOXUSk3lBSIlKDdh3KdiUt+9Jz+XpdKhuLz1I8sF0sb46qgYWWIiJnKB19I1KDmjUKolmjINf9u/u1ZOGmA7y0cBt39y89iuFodgGFDgcxIarJISJSXUpKRKrAMAwGto9lQLsYt2qxry7azvsrdjOyVyJ39muh5EREpBq8eAWWiPc6PiExTZPfUzPIK3Tw1o87Of+fi5j85Ub2Z5S/mFZERMqnNSUiNcA0TX7YdoiXFm7j191HAWchtxt6NuWufi2JC9PIiYg0PFpTIuIBhmHQt3U05yc1Ytn2w7y0cCsrdx1l5k+7MAx4YljtlXEWETlTKCkRqUGGYXBeUiP6tIpi+Y7DTF+yg7v6tXS1f7F2H5tSM+iQEEqHhDASIwOxWHS+FxERUFIiUisMw+DcVo04t5V7+e2v1+1j3sbS0uLBNh/axYfQISGM9gmhXN4lwa36rIhIQ6KkRKQODe2cQGSQjY370tmclklWfhErdx1l5a6j2HwsXHlcifsPV+4ht9BOh4RQ2sWHEmTTP1cRObPpfzmROnRZcgKXJTvPVVJod7DjYBYb/8xg474M8ovs+FhLD4h7e9lONqdlAs5K3y2jgzmnRSR9Wjaid8sowgNV6l5Eziw6+kbES720YBtr9x5j47509me4n6W2SWQAP/ztQtf9QrsDX6uO8BcR76Kjb0TOEPcNTHLdPpSVz+rdR/lpx2GWbT/E2U0jXG12h0nvKQtpER3MuS2j6NOqEV2ahCtJEZF6RyMlIvVQkd3hmurZ8Gc6l778o1t7oJ+Vns2dUz0XtouhZXSwJ8IUkQZOIyUiDcDxa086JISy+MH+LNtxiJ92HGb5jsMcyS5g8ZaDLN5ykKz8Iu4vPvPx7sPZfLr6TxLC/YkPC3BdaxGtiHgD/U8kUs8ZhuE6ceDIXok4HCab0zL5acchlm0/RN/W0a6+G/7M4KWF28o8R1iAL/Fh/oy/qDUXd4gD4HBWPtsPZJEQHkBsqD9+PpoOEpHapaRE5AxjsRi0TwilfUIot53fwq0tIdyf63s2Zd+xXFLTc0k9lkdmfhHpuYWk5xbiOG4y9+c/jjBm1mrXfX9fC8E2H4JtPgTZfHhoUBv6t4kBYHNaBp+u/pMgPx+CbFZC/J19Svo3axREo2Bbnbx+Eam/lJSINCBdm0bQ9bhFsgAZeYWkHstjX3ounc4Kc2trFhXIvvQ8Cooc5BU6yCss4FBWAQB5hXZXv637s3h96R8V7vep4R256ZzE4r6ZvLt8F4mRQSRGBZIYFUTTyEAC/FQ0TqShU1Ii0sCF+vsSGudLm7gQt+1DO8cztHM8pmlyLKeQrPwisvKLyM4vIjO/iA4JpYvWWjQK4vbzm5OVb3f1ycovIivPed2yUZCr7/q96bz/c0qZOGJDbSRGBnHfwCT6FFfCzSkoIr/QQXigr9uZmUXkzKSkREROyjAMIoL8iAiquFhbx7PC6HjCKEtF2sSFMOaCluw+nEPKkRx2HcomI6+I/Rn57M/Ip9DucPWdtzGN++esxWoxCA/wJTzQl4hAP8ID/YgI9GV0n2Z0SHDud39GHn8czCYiqKSPr0r2i9QzSkpEpE6Vl8Acyylg9+Ecdh3OpnPjcNf2A8VF4+wOk8PZBRzOLgCyXe3DiqvjAizecoCHP1nv9ryBflYig/yIDrHxt0Ft6d0yCoC9R3P4fV8G0SE2okNsNAq24e+rBEbE05SUiIjHhRePfiQ3CXfbfme/low6txnHcgo5mlPA0ZwC1+1jOYW0iimtv2LzsdIiOoj0nEKO5RZid5jkFNjJKchl79FcihylIzDLth8qk8CE+vu4kpQHLm5Dj2aRAGw/kMWqXUew+Vqw+Vix+RRf+1qw+VhIjAoiLMAXgIIiB4V2BzYfi9th2yJSOdVKSl599VWee+450tLSSE5O5uWXX6Znz54V9v/oo494/PHH2bVrF0lJSfzzn//kkksuqXbQItJw+PtaiQuzEhfmf9J+w7uexfDiExo6HCaZ+UUcy3EuzD2Yme+a5gEItvmS3CScQ5n5HMzMp8DuICOviIy8InYczCa/sDSB+WXnER75bH2Z/ZX4903dGFR8GPU3G1K5b/YaAKwWgwBf55FIzosv9w5Iol/xIdo7DmbxzfpUQvx9CfF3HqVUcjvU35foEJsW/0qDU+WkZM6cOYwfP54ZM2bQq1cvpk2bxqBBg9iyZQsxMTFl+v/0009cf/31TJkyhUsvvZRZs2YxfPhwVq9eTceOHWvkRYiIHM9iMQgL8CUswJfEqKAy7SWLeAFM0yQjt4iDWXkcKE5S2sWXLvqND/NnYLsY8osc5Bc6yC+yO28XOSgochByXOG545MZu8N0LQ5OTXduy84vcrVvSs3g+e+2Vvga/nVVZ67t0QSAJVsPcu8Hv+Hva8Hf1zla4+9rxb94xOYvfZpxYdtYAHYeymbWit34+VjwsVjwsRhYrQa+FgtWi0GvFpGuBO1wVj4/bj+Er9XZ5mMx8LEWP8Zi0DQykITwAMB5tFXKkRxXP+d16eMC/KyuKTDTNDFN54kktUBZqqLKZeZ79epFjx49eOWVVwBwOBw0adKEe+65h7///e9l+o8YMYLs7Gy++uor17ZzzjmHLl26MGPGjErtU2XmRaQ+cDjM4oTFmbjkFNjJzCskM6+IzLwiujQJd434rE45ypxf9pCZ72zPyCsi67i+U69N5pJOzsTpm/Wp3P3f1RXu99krO3Fdz6aAc23N6HdWVth34qXtueW85gCs3HWEa2Ysr7DvQ4PaMOaCVkD5pzM43tgLWvHgoDaAc8pr4AtL3NotxQmKAdxyXnMeuaQdAKnpuVz4/BJnAoOzj9Vi4Gs18LVaGN71LB4e3BaArPwibnprBb5WC35WC75WZxJVcrt7s0huLD70vNDu4Mkvf8cwwFKcGFkMo/g+tI0L5apujV3xTf1uCxTv31L8GKvF2T8xMsiVxALMWpGC3TSxGGA1DCyGgcXifFyjYJtbwcJvN6SRX2R3vfaSHM3AIDzQ13WkGcAP2w6SV+hw7b/kOS2GQaCf1e1w/o370skvcjj7HfcaDQNsPhZaxZQm1nuO5JBf5HB7j0tisVoMGkcEVvh3PV21Wma+oKCAX3/9lQkTJri2WSwWBg4cyPLl5X+wly9fzvjx4922DRo0iLlz51Zl1yIiXs9SPGJQmWmXs5tGuJ1Y8UTH/17s2zqaBeP7kVdoJ7/IXlwzxnmdX2R3+7JqHBHAnX1bkF/koMjhwO4wKbSbxdcOWkSXjhwF+flwbssoiuwmRQ4HRQ7TddvuMIk87ogrw4DIID+K7M62Iofpui557cdFX+b1OEyg+DXZj6vS5zAh97iaNyfKzCt03c4vtPNbyrEK+1oshispsTtM3vt5d4V9h3SMc0tKXlm0nYp+ovdrHe2WlDz99e/kFJQfc89mkW5JyaOfrS9eoF1Wp7PC+PKe81z3H/lsPXuO5Jbbt2V0EAsf6O+6f/+cNWzdn1Vu34Qwf36aMMB1f+ys1azdm15u3/BAX9ZMvLjcNk+oUlJy6NAh7HY7sbGxbttjY2PZvHlzuY9JS0srt39aWlqF+8nPzyc/v/RU7RkZGVUJU0Sk3jt+2iPI5uO2qPdkWsWEMKF4FOJU2ieEMuv2cyrVt0NCGKsfv6jMdtM03ZIMgGZRQax+/CLnNA7OXMTEOaVjmrglbbEhNn742wVufeymM4EqLDIJD/R19Q2y+fD6Td0oLE6cnAuLi/vaHbQ87j2yWgzuHZAExTE4iqeUHMX7aRPrXpdn9LnNcDhK+9odpa/txBo+F7ePJb/ImZw5TGd/R3Hftif07dEskvTcQtdrg+KUzcQtQQToEB9Go2Cb8zkdZvHzOuM4cTQjLiyA3EI7jpI4i1+fCUSdUD05xN95OH3J66O4n2maBPl51/Eu3hVNsSlTpjB58mRPhyEiIqdgGAY+Vvd1Iz5Wi9soy8n4WC00iazc9IG/r9V1bqZT8bVaGF98IsrKeGJYh0r3nXZd10r3nXFTt1rp++4tFR9ccqL3b+tV6b6eVqVj1ho1aoTVamX//v1u2/fv309cXPkflLi4uCr1B5gwYQLp6emuy549e6oSpoiIiNRDVUpK/Pz86NatGwsXLnRtczgcLFy4kN69e5f7mN69e7v1B5g/f36F/QFsNhuhoaFuFxERETmzVXn6Zvz48YwaNYru3bvTs2dPpk2bRnZ2Nn/5y18AuPnmmznrrLOYMmUKAPfddx/9+vVj6tSpDB06lNmzZ7Nq1Spef/31mn0lIiIiUq9VOSkZMWIEBw8eZOLEiaSlpdGlSxe+/fZb12LWlJQULJbSAZhzzz2XWbNm8dhjj/HII4+QlJTE3LlzVaNERERE3FS5ToknqE6JiIhI/VPV72+dnEFERES8gpISERER8QpKSkRERMQrKCkRERERr6CkRERERLyCkhIRERHxCkpKRERExCsoKRERERGvoKREREREvEKVy8x7QknR2YyMDA9HIiIiIpVV8r1d2eLx9SIpyczMBKBJkyYejkRERESqKjMzk7CwsFP2qxfnvnE4HOzbt4+QkBAMw6ix583IyKBJkybs2bNH59SpAr1v1aP3rer0nlWP3rfq0ftWPSd730zTJDMzk4SEBLeT9VakXoyUWCwWGjduXGvPHxoaqg9gNeh9qx69b1Wn96x69L5Vj9636qnofavMCEkJLXQVERERr6CkRERERLxCg05KbDYbTzzxBDabzdOh1Ct636pH71vV6T2rHr1v1aP3rXpq8n2rFwtdRURE5MzXoEdKRERExHsoKRERERGvoKREREREvIKSEhEREfEKDTopefXVV2nWrBn+/v706tWLX375xdMhebVJkyZhGIbbpW3btp4Oy+ssXbqUYcOGkZCQgGEYzJ07163dNE0mTpxIfHw8AQEBDBw4kG3btnkmWC9xqvds9OjRZT57gwcP9kywXmLKlCn06NGDkJAQYmJiGD58OFu2bHHrk5eXx5gxY4iKiiI4OJirrrqK/fv3eyhi71CZ961///5lPm933XWXhyL2DtOnT6dz586uAmm9e/fmm2++cbXX1GetwSYlc+bMYfz48TzxxBOsXr2a5ORkBg0axIEDBzwdmlfr0KEDqamprsuPP/7o6ZC8TnZ2NsnJybz66qvltv/rX//i//7v/5gxYwYrVqwgKCiIQYMGkZeXV8eReo9TvWcAgwcPdvvsffDBB3UYofdZsmQJY8aM4eeff2b+/PkUFhZy8cUXk52d7epz//338+WXX/LRRx+xZMkS9u3bx5VXXunBqD2vMu8bwO233+72efvXv/7loYi9Q+PGjXn22Wf59ddfWbVqFRdeeCGXX345GzduBGrws2Y2UD179jTHjBnjum+3282EhARzypQpHozKuz3xxBNmcnKyp8OoVwDzs88+c913OBxmXFyc+dxzz7m2HTt2zLTZbOYHH3zggQi9z4nvmWma5qhRo8zLL7/cI/HUFwcOHDABc8mSJaZpOj9Xvr6+5kcffeTqs2nTJhMwly9f7qkwvc6J75tpmma/fv3M++67z3NB1RMRERHmm2++WaOftQY5UlJQUMCvv/7KwIEDXdssFgsDBw5k+fLlHozM+23bto2EhARatGjByJEjSUlJ8XRI9crOnTtJS0tz++yFhYXRq1cvffZOYfHixcTExNCmTRvuvvtuDh8+7OmQvEp6ejoAkZGRAPz6668UFha6fdbatm1L06ZN9Vk7zonvW4n//ve/NGrUiI4dOzJhwgRycnI8EZ5XstvtzJ49m+zsbHr37l2jn7V6cUK+mnbo0CHsdjuxsbFu22NjY9m8ebOHovJ+vXr1YubMmbRp04bU1FQmT57M+eefz4YNGwgJCfF0ePVCWloaQLmfvZI2KWvw4MFceeWVNG/enB07dvDII48wZMgQli9fjtVq9XR4HudwOBg3bhx9+vShY8eOgPOz5ufnR3h4uFtffdZKlfe+Adxwww0kJiaSkJDAunXrePjhh9myZQuffvqpB6P1vPXr19O7d2/y8vIIDg7ms88+o3379qxZs6bGPmsNMimR6hkyZIjrdufOnenVqxeJiYl8+OGH3HrrrR6MTM501113net2p06d6Ny5My1btmTx4sUMGDDAg5F5hzFjxrBhwwat8aqiit63O+64w3W7U6dOxMfHM2DAAHbs2EHLli3rOkyv0aZNG9asWUN6ejoff/wxo0aNYsmSJTW6jwY5fdOoUSOsVmuZlcH79+8nLi7OQ1HVP+Hh4bRu3Zrt27d7OpR6o+Tzpc/e6WnRogWNGjXSZw8YO3YsX331FYsWLaJx48au7XFxcRQUFHDs2DG3/vqsOVX0vpWnV69eAA3+8+bn50erVq3o1q0bU6ZMITk5mZdeeqlGP2sNMinx8/OjW7duLFy40LXN4XCwcOFCevfu7cHI6pesrCx27NhBfHy8p0OpN5o3b05cXJzbZy8jI4MVK1bos1cFe/fu5fDhww36s2eaJmPHjuWzzz7j+++/p3nz5m7t3bp1w9fX1+2ztmXLFlJSUhr0Z+1U71t51qxZA9CgP2/lcTgc5Ofn1+xnrWbX4tYfs2fPNm02mzlz5kzz999/N++44w4zPDzcTEtL83RoXuuBBx4wFy9ebO7cudNctmyZOXDgQLNRo0bmgQMHPB2aV8nMzDR/++0387fffjMB84UXXjB/++03c/fu3aZpmuazzz5rhoeHm59//rm5bt068/LLLzebN29u5ubmejhyzznZe5aZmWk++OCD5vLly82dO3eaCxYsMM8++2wzKSnJzMvL83ToHnP33XebYWFh5uLFi83U1FTXJScnx9XnrrvuMps2bWp+//335qpVq8zevXubvXv39mDUnneq92379u3mk08+aa5atcrcuXOn+fnnn5stWrQw+/bt6+HIPevvf/+7uWTJEnPnzp3munXrzL///e+mYRjmd999Z5pmzX3WGmxSYpqm+fLLL5tNmzY1/fz8zJ49e5o///yzp0PyaiNGjDDj4+NNPz8/86yzzjJHjBhhbt++3dNheZ1FixaZQJnLqFGjTNN0Hhb8+OOPm7GxsabNZjMHDBhgbtmyxbNBe9jJ3rOcnBzz4osvNqOjo01fX18zMTHRvP322xv8D4jy3i/AfOedd1x9cnNzzb/+9a9mRESEGRgYaF5xxRVmamqq54L2Aqd631JSUsy+ffuakZGRps1mM1u1amU+9NBDZnp6umcD97BbbrnFTExMNP38/Mzo6GhzwIABroTENGvus2aYpmlWc+RGREREpMY0yDUlIiIi4n2UlIiIiIhXUFIiIiIiXkFJiYiIiHgFJSUiIiLiFZSUiIiIiFdQUiIiIiJeQUmJiNRLhmEwd+5cT4chIjVISYmIVNno0aMxDKPMZfDgwZ4OTUTqMR9PByAi9dPgwYN555133LbZbDYPRSMiZwKNlIhItdhsNuLi4twuERERgHNqZfr06QwZMoSAgABatGjBxx9/7Pb49evXc+GFFxIQEEBUVBR33HEHWVlZbn3efvttOnTogM1mIz4+nrFjx7q1Hzp0iCuuuILAwECSkpL44osvavdFi0itUlIiIrXi8ccf56qrrmLt2rWMHDmS6667jk2bNgGQnZ3NoEGDiIiIYOXKlXz00UcsWLDALemYPn06Y8aM4Y477mD9+vV88cUXtGrVym0fkydP5tprr2XdunVccskljBw5kiNHjtTp6xSRGlRz5xAUkYZi1KhRptVqNYOCgtwuzzzzjGmazjOx3nXXXW6P6dWrl3n33Xebpmmar7/+uhkREWFmZWW52r/++mvTYrG4zv6bkJBgPvrooxXGAJiPPfaY635WVpYJmN98802NvU4RqVtaUyIi1XLBBRcwffp0t22RkZGu271793Zr6927N2vWrAFg06ZNJCcnExQU5Grv06cPDoeDLVu2YBgG+/btY8CAASeNoXPnzq7bQUFBhIaGcuDAgeq+JBHxMCUlIlItQUFBZaZTakpAQECl+vn6+rrdNwwDh8NRGyGJSB3QmhIRqRU///xzmfvt2rUDoF27dqxdu5bs7GxX+7Jly7BYLLRp04aQkBCaNWvGwoUL6zRmEfEsjZSISLXk5+eTlpbmts3Hx4dGjRoB8NFHH9G9e3fOO+88/vvf//LLL7/w1ltvATBy5EieeOIJRo0axaRJkzh48CD33HMPN910E7GxsQBMmjSJu+66i5iYGIYMGUJmZibLli3jnnvuqdsXKiJ1RkmJiFTLt99+S3x8vNu2Nm3asHnzZsB5ZMzs2bP561//Snx8PB988AHt27cHIDAwkHnz5nHffffRo0cPAgMDueqqq3jhhRdczzVq1Cjy8vJ48cUXefDBB2nUqBFXX3113b1AEalzhmmapqeDEJEzi2EYfPbZZwwfPtzToYhIPaI1JSIiIuIVlJSIiIiIV9CaEhGpcZoVFpHq0EiJiIiIeAUlJSIiIuIVlJSIiIiIV1BSIiIiIl5BSYmIiIh4BSUlIiIi4hWUlIiIiIhXUFIiIiIiXkFJiYiIiHiF/weaTORpVy5JyAAAAABJRU5ErkJggg==\n" 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\n" }, "metadata": {} }, { "output_type": "stream", "name": "stdout", "text": [ "Test Accuracy: 92.57\n", " precision recall f1-score support\n", "\n", " 0 0.920 0.988 0.953 980\n", " 1 0.985 0.953 0.969 1135\n", " 2 0.898 0.917 0.907 1032\n", " 3 0.918 0.894 0.906 1010\n", " 4 0.962 0.919 0.940 982\n", " 5 0.924 0.936 0.930 892\n", " 6 0.929 0.937 0.933 958\n", " 7 0.948 0.928 0.938 1028\n", " 8 0.883 0.866 0.874 974\n", " 9 0.888 0.918 0.903 1009\n", "\n", " accuracy 0.926 10000\n", " macro avg 0.925 0.926 0.925 10000\n", "weighted avg 0.926 0.926 0.926 10000\n", "\n" ] } ], "source": [ "model_base = CNN(use_dropout=False)\n", "\n", "base_train_losses, base_train_accs, base_val_losses, base_val_accs, base_test_accs = train_model(model_base, epochs=30)\n", "\n", "plot_curves(base_train_losses, base_train_accs, base_val_losses, base_val_accs)\n", "\n", "evaluate_model(model_base, test_loader)" ] }, { "cell_type": "markdown", "id": "68c6c39d", "metadata": { "id": "68c6c39d" }, "source": [ " ### 3. Train using reduced dataset (250 out of 5000 training images)" ] }, { "cell_type": "code", "execution_count": null, "id": "dfb3c3aa", "metadata": { "id": "dfb3c3aa" }, "outputs": [], "source": [ "# Reduce training size to 250 images\n", "train_dataset = torch.utils.data.Subset(full_train_dataset, range(250))\n", "\n", "train_loader = DataLoader(train_dataset, batch_size=32, shuffle=True)\n", "val_loader = DataLoader(val_dataset, batch_size=32)\n", "test_loader = DataLoader(test_dataset, batch_size=128)" ] }, { "cell_type": "code", "execution_count": null, "id": "3b858dd8", "metadata": { "id": "3b858dd8", "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "outputId": "7cb96e8a-ecf1-4468-95b5-908961b89eb1" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Epoch 1: Train Acc=19.20% | Val Acc=31.00% | Train Loss=2.2774% | Val Loss=2.2319\n", "Epoch 2: Train Acc=32.00% | Val Acc=36.90% | Train Loss=2.1358% | Val Loss=2.0731\n", "Epoch 3: Train Acc=44.00% | Val Acc=48.20% | Train Loss=1.8989% | Val Loss=1.7997\n", "Epoch 4: Train Acc=56.80% | Val Acc=59.00% | Train Loss=1.5352% | Val Loss=1.4221\n", "Epoch 5: Train Acc=69.60% | Val Acc=66.60% | Train Loss=1.1566% | Val Loss=1.0959\n", "Epoch 6: Train Acc=74.80% | Val Acc=73.60% | Train Loss=0.8766% | Val Loss=0.8724\n", "Epoch 7: Train Acc=79.20% | Val Acc=74.90% | Train Loss=0.6769% | Val Loss=0.7552\n", "Epoch 8: Train Acc=83.60% | Val Acc=78.80% | Train Loss=0.5501% | Val Loss=0.6572\n", "Epoch 9: Train Acc=82.80% | Val Acc=82.40% | Train Loss=0.4604% | Val Loss=0.5847\n", "Epoch 10: Train Acc=90.40% | Val Acc=80.60% | Train Loss=0.3721% | Val Loss=0.5721\n", "Epoch 11: Train Acc=90.00% | Val Acc=85.30% | Train Loss=0.3342% | Val Loss=0.5006\n", "Epoch 12: Train Acc=92.80% | Val Acc=85.30% | Train Loss=0.2924% | Val Loss=0.4606\n", "Epoch 13: Train Acc=95.60% | Val Acc=86.10% | Train Loss=0.2140% | Val Loss=0.4376\n", "Epoch 14: Train Acc=95.60% | Val Acc=87.30% | Train Loss=0.2015% | Val Loss=0.4202\n", "Epoch 15: Train Acc=94.00% | Val Acc=87.50% | Train Loss=0.1931% | Val Loss=0.4034\n", "Epoch 16: Train Acc=97.20% | Val Acc=88.60% | Train Loss=0.1648% | Val Loss=0.3898\n", "Epoch 17: Train Acc=98.00% | Val Acc=88.50% | Train Loss=0.1206% | Val Loss=0.3650\n", "Epoch 18: Train Acc=98.40% | Val Acc=89.70% | Train Loss=0.0992% | Val Loss=0.3512\n", "Epoch 19: Train Acc=98.40% | Val Acc=88.90% | Train Loss=0.0912% | Val Loss=0.3555\n", "Epoch 20: Train Acc=98.80% | Val Acc=90.30% | Train Loss=0.0642% | Val Loss=0.3412\n", "Epoch 21: Train Acc=99.60% | Val Acc=89.50% | Train Loss=0.0573% | Val Loss=0.3558\n", "Epoch 22: Train Acc=100.00% | Val Acc=90.10% | Train Loss=0.0502% | Val Loss=0.3473\n", "Epoch 23: Train Acc=99.60% | Val Acc=90.00% | Train Loss=0.0399% | Val Loss=0.3479\n", "Epoch 24: Train Acc=100.00% | Val Acc=89.90% | Train Loss=0.0333% | Val Loss=0.3604\n", "Epoch 25: Train Acc=100.00% | Val Acc=90.20% | Train Loss=0.0253% | Val Loss=0.3490\n", "Epoch 26: Train Acc=100.00% | Val Acc=90.60% | Train Loss=0.0239% | Val Loss=0.3540\n", "Epoch 27: Train Acc=100.00% | Val Acc=90.00% | Train Loss=0.0213% | Val Loss=0.3562\n", "Epoch 28: Train Acc=100.00% | Val Acc=90.60% | Train Loss=0.0176% | Val Loss=0.3677\n", "Epoch 29: Train Acc=100.00% | Val Acc=90.00% | Train Loss=0.0168% | Val Loss=0.3712\n", "Epoch 30: Train Acc=100.00% | Val Acc=90.50% | Train Loss=0.0141% | Val Loss=0.3679\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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Ku+++S2JiImazmc6dO1O5cuV8+xw+fDj/+te/GDJkCBs3bqRGjRr88MMPrF69mo8//hg/P78i/0yXWrdune0S54JUqVKFFi1aMH36dF566SUGDRrE119/zXPPPceff/7JLbfcQmpqKkuWLOGJJ56gV69edOrUiQcffJAJEyawd+9eunfvjsVi4ffff6dTp062Yz388MO88847PPzww7Rq1YrffvuNPXv2FLp2f39/2rdvz/jx48nKyqJKlSr8+uuvBbYcvv322/z666906NCB4cOH06BBA06cOMHs2bNZtWoVgYGBtm0HDRrEhAkTWL58ua2rVOSaOeeiIpGSdblLkBs1alTg9qtXrzZuuukmw8vLy4iMjDRefPFFY9GiRfkue73cJcjvvfdevn1yySWhV7J3714DMABj1apVdusyMjKMF154wWjWrJnh5+dn+Pj4GM2aNTM+++yzQu0716RJkwzAuPHGG/OtS09PN55//nkjIiLC8PLyMtq1a2esWbMm3+W9hbkE2TAM4/z588ZTTz1lhISEGD4+PkbPnj2NI0eO5Dsn586dMx566CGjUqVKhq+vr9GtWzdj165dRvXq1fNdvvrFF18YNWvWNFxdXe1+L5fWaBjWS4Nz9+vh4WE0adIk32W71/K7e/LJJw3A2L9//2W3GTNmjAEYmzdvNgzDetnvP/7xDyM6Otpwd3c3wsPDjXvuucduH9nZ2cZ7771n1K9f3/Dw8DBCQ0ONHj16GBs3brRtk5aWZgwbNswICAgw/Pz8jPvuu884efLkZS9BPnXqVL7ajh49atx9991GYGCgERAQYNx7773G8ePHC/y5Dx06ZAwaNMgIDQ01zGazUbNmTWPEiBFGRkZGvv02atTIcHFxMY4ePXrZ8yJSFCbDuI5/LoqISLl1ww03EBwczNKlS51dipQTGpMiIiLXbMOGDWzatKnA+0SJFJdaUkREpNi2bdvGxo0b+eCDDzh9+jQHDhzA09PT2WVJOaGWFBERKbYffviBhx56iKysLGbOnKmAIg6llhQREREpldSSIiIiIqWSQoqIiIiUSmVyMjeLxcLx48fx8/O7pruDioiIyPVjGAbJyclERkYW6t5OZTKkHD9+nKioKGeXISIiIsVw5MgRqlatetXtymRIyZ3W+siRI/j7+zu5GhERESmMpKQkoqKiCn17ijIZUnK7ePz9/RVSREREypjCDtXQwFkREREplRRSREREpFRSSBEREZFSSSFFRERESiWFFBERESmVFFJERESkVFJIERERkVJJIUVERERKJYUUERERKZUUUkRERKRUKnJI+e233+jZsyeRkZGYTCbmzp1rt94wDF599VUiIiLw8vKia9eu7N27126bs2fPMnDgQPz9/QkMDGTYsGGkpKRc0w8iIiIi5UuRQ0pqairNmjVj0qRJBa4fP348EyZM4PPPP2fdunX4+PjQrVs30tPTbdsMHDiQ7du3s3jxYn755Rd+++03hg8fXvyfQkRERModk2EYRrFfbDIxZ84cevfuDVhbUSIjI3n++ecZNWoUAImJiYSFhTFt2jT69+/Pzp07adiwIevXr6dVq1YALFy4kNtvv52jR48SGRl51eMmJSUREBBAYmKibjAoIlKCDMMgOSObjCwLIT4euLgU7sZwjpKakc25tMzrekyx8vFwI8jHw6H7LOrnt0PvghwbG0tcXBxdu3a1LQsICKBNmzasWbOG/v37s2bNGgIDA20BBaBr1664uLiwbt067r777nz7zcjIICMjw/Z9UlKSI8sWEamQLBaD06kZxCWmE5eYTnxSOicS04lLsn4fl5ROfGI6qZk5ALi7mqjs50l4gCfh/he/hgV4EnHheWV/M2Y316se2zAMzqZmciLPcePzHDe3puSM7JI+DXIZ97epxtt3N3FqDQ4NKXFxcQCEhYXZLQ8LC7Oti4uLo3LlyvZFuLkRHBxs2+ZS48aNY+zYsY4sVUSkQkjNyGbrsUS2HUvkeEI6cUnnLwSSDOKT0sm2FK4x3WSCrByDYwnnOZZw/orbhvh4EOZvDS5hAZ5U9jOTmpFtF0hOJmWQmWMp1LE9XF0wXd8GHAHcr3OrWUEcGlJKyujRo3nuueds3yclJREVFeXEikRESp8ci8Hek8lsOpzA5qMJ/H04gT3xyVwph7iYINTPXGDLiDVoeBHmb8bD1YVTKRnWoJGYp+UjTyvIicR0MrMtnEnN5ExqJjtOXLnV22SCEB8z4QFmwv29Lnz1JDzA62I9AZ74msvER5WUAIf+5sPDwwGIj48nIiLCtjw+Pp7mzZvbtjl58qTd67Kzszl79qzt9Zcym82YzWZHlioiUubFJaaz6cg5Nh1JZNORc2w9mmjrmskr3N+TZlEB1AjxsWvhiAjwJNTXjJtr4a6hiAjwIiLA67LrDcMgIS3LrrvoRGI6p5LT8TW7EXYheOQGoMp+nni4aSYMuTyHhpTo6GjCw8NZunSpLZQkJSWxbt06Hn/8cQBiYmJISEhg48aNtGzZEoBly5ZhsVho06aNI8sRESkXDMPgXFoWu+OS2XQkgc1HEth0JIG4pPR82/p4uNKkagDNo4JoHhVI86hAwgM8r0udJpOJIB8Pgnw8aBChixrk2hU5pKSkpLBv3z7b97GxsWzatIng4GCqVavGM888w5tvvkmdOnWIjo7mlVdeITIy0nYFUIMGDejevTuPPPIIn3/+OVlZWYwcOZL+/fsX6soeEZHyJCvHwqnkjMsOHI270KWSmZ1//IaLCeqF+9M8KuBCIAmidmVfXEvBWAIRRyhySNmwYQOdOnWyfZ87VmTw4MFMmzaNF198kdTUVIYPH05CQgI333wzCxcuxNPzYpKfPn06I0eOpEuXLri4uNC3b18mTJjggB9HRMRxciwGp5IzLoQG64DT81mFG+xZkOwcy8VxHReCyKmUDAo7EURkgCfNqwXSrKq1haRJ1QC8PTReQ8qva5onxVk0T4qIXKv0rBziLhkAmtt6ceLCpbenUjLIKeTVL9fCzcVkG68RfunXIl7aK1KaOXWeFBGR0iYz28LOE0m2sRw7TiQRl5ROQlpWoV7v6mKisp/ZNuD0Wq40cTGZqOTncfHqlQtBxBmTpImUBQopIlJuGIbB4bNpbDpivfx289EEth9PKnA8B4CXu6vtSpO8rRZ5v1byNWuMh4iTKKSISJmVkJbJpgtXumw+ksDmo4mcTc0/hXqgt7ttHEfTqgFUDfImPMATf083TJolTKTUUkgRkTLDMAx+3nSclXtOselIArGnU/Nt4+HqQoNIf264cPlt86hAqod4K4yIlEEKKSJSJmRk5zD6x6389Pcxu+XRlXxoHhVIs6oBNK8WRIMIPw0wFSknFFJEpNQ7l5rJo99u5M/Ys7i6mHj4lmhiaobQPCqQQG/H3qVVREoPhRQRKdViT6cydNp6Yk+n4md247MHWnBLnVBnlyUi14FCioiUWusOnOHRbzeSkJZFlUAvpj7Umrphfs4uS0SuE4UUESmV5vx9lBd/2EJWjkGzqED+M6gVoX660ahIRaKQIiKlimEYfLxkL58s3QtAj8bhfHhfc7w8NBhWpKJRSBGpYLJyLExcupdfd8QX+p4xlzKZ4IZqgQyKqeHQu91mZOfw0g9bmLvpOACPdajFi93qaTZWkQpKIUWkAjmWcJ4nZ/zFX4cTrnlfu+KSmfnnEdpEB/NQuxp0bRCGm6tLsfd3NjWTR7/ZwPqD53BzMfFm78b0v7HaNdcpImWXQopIBbFkRzzPz95M4vks/Dzd+OcdDaga5F2sfaVl5jD372Ms3B7HutizrIs9S5VALx64qTr9W0cR5FO0y4L3n0ph6LT1HDqThp+nG5MHtuTmOpWKVZuIlB+6C7JIOZeVY2H8wl188XssAM2qBvDp/S2ICi5eQMnrROJ5vl17iJl/HrFNR292c6F38yoMbluDhpFX//e5Zv8ZHvt2I4nns6ga5MXUIa2poyt4RMqlon5+K6SIlGNHz6Xx5My/+ftC987QdtG83KM+Hm7F75YpSHpWDvM3H2faHwfZfjzJtvzG6GAealuDWxsW3BX048ajvPyT9QqeG6oF8sWgVlTy1RU8IuWVQoqIALB4RzyjLnTv+Hu68d69zejWKLxEj2kYBhsPnWPqHwdZuC2OHIv1v5fIAE8eiKlO/9bVCPbxwDAMPly8h4nL9gFwR9MIPri3GZ7uuoJHpDxTSBGp4DKzrd07/1l1oXsnKpBPB9zgkO6dojiReJ7paw8z88/DnLnQFeTh5kLv5pGkZubw3y0nABjRqRbP36oreEQqAoUUkQrsyNk0Rs78m81HEgAYdnM0L3V3fPdOUaRn5fDLlhNM+yOWbccudgW5uZh4u08T7msV5bTaROT6Kurnt67uESknft0ex6jZm0lKz8bf0433723GbSXcvVMYnu6u3NOyKn1bVOGvw+eY9schdsclMaZnI9rW1hU8InJ5CikiZVxmtoV3F+5iyoXuneZRgUx0QvfO1ZhMJlpWD6Zl9WBnlyIiZYRCikgZdmn3ziO3RPNCN+d274iIOIpCikgZtWh7HC9c6N4J8HLn/XubcWvDMGeXJSLiMAopImVMZraFcQt2MnX1QcB6D52JA24o9uyxIiKllUKKSBly5GwaI2f8xeajiYC1e+fF7vVxv4Z75oiIlFYKKSJlxMJtcbzww2aSL3TvfHBvM7qqe0dEyjGFFJFSLiM7h3H/28W0Pw4C1u6dT+9vQZVAL+cWJiJSwhRSREqxw2fSGDHjL7Yes3bvPNq+JqO61VP3johUCAopIqXUgq0nePGHLSRnZBPo7c6H9zWjc31174hIxaGQIlLKXNq907J6EBMH3ECkundEpIJRSBEpRfJ173Soyajb1L0jIhVTifzPl5yczDPPPEP16tXx8vKibdu2rF+/3rbeMAxeffVVIiIi8PLyomvXruzdu7ckShEpM/639QR3TPidrccSCfR258shrRjdo4ECiogzWXKceGyL845dSpRIS8rDDz/Mtm3b+Oabb4iMjOTbb7+la9eu7NixgypVqjB+/HgmTJjAV199RXR0NK+88grdunVjx44deHp6lkRJIiXi4OlUzO4uhPqacStmmMjIzuHt/+7kqzWHAHXviFwXFguknoLk45B0ApKOQfKJ/M8zUyCoOlSqB6F1L3ytb33uGXDtdRiGtY5Tu+H0bji1B07tgtN7IDkOAqpCpboQWi/P13rgE3Ltx85bQ9oZOBsL5w5efNTsAE3vc9xxisFkGIbhyB2eP38ePz8/fv75Z+644w7b8pYtW9KjRw/eeOMNIiMjef755xk1ahQAiYmJhIWFMW3aNPr373/VYxT1Vs8iJeH79Ud48cctALiYINTPTLi/J+EBnoT7exIW4ElEgCdh/p625d4e9n8XHDqTyogZf7HtWBIAj3WoxfO31VXriVxkyYHYlbDle0g7C5E3QNVWUKUleOtmjflkZ0DqaeuHbtppSD0DKXGQdNz6SD5x4WscWLKu7Vi+4XmCS54Q4RsGJpP9thYLJB62hpDTuy+Ekj3Wr+kJRT+2d4g1LF0aYPyr5D82WM9LwpELAeSSMHLuoDWMXeqGB6HXp0Wv7QqK+vnt8JaU7OxscnJy8rWIeHl5sWrVKmJjY4mLi6Nr1662dQEBAbRp04Y1a9YUKqSIOFtGdg4fLdkDWP8/sBgQn5RBfFKGbTbYgvh7ullDTIAXob5mft0eR3JGNkHe7nx4X3M61a98vX4EKe1O74PNM2DzLOtf9rn2Lrr4PCj6QmC5EFoimoKb+dqOm55o/0Ga+xd+2llwdQdXM7h5gKtHnud5vrq6W2u42rIr7cPNnOdY5ot/6ecGj7QzeYLIJc8L+rC9LJM1UPhHWD/c/SIueV4FPLzhzP6LrRy5X5OPW8NPShzE/ma/W3PAxfCSk3HhHO6F7POXryOoRv7WEv9ISDic/9iJh60/66HV1kdeHr5QqY719a5ucO6QtYUk6RhwpTYJk/XnDaphfQTXgKqti3AuS4bDQ4qfnx8xMTG88cYbNGjQgLCwMGbOnMmaNWuoXbs2cXFxAISF2V9KGRYWZlt3qYyMDDIyMmzfJyUlObpskSL5ceMxTiSmE+ZvZsWoTiSnZxGXlE5cYvrFr7nPL3yflplDUno2Sekp7Im/+B9pq+pBTLz/BiIC1L1TqhkGnNwBOVlQuaH1A9XR0hNh20+weSYcWXdxuWcgNLnX+gF2/C84ugHO7L3wF3EsbJ1t3c7FHcKbXGxpqdIKQmrl/8vaMCAl3v6v+dwPwJSC/x8uU1zcrC0NuQ/fMOsHfu7DL9IaRnzDrGHoavwjIfoW+2Xpidbgkffcnd5tbZXISISj662PvFw9IKR2/taPkNrgfpl//wFVoHqM/bLM1EuOfeH3ePaANaQd/9v6uJS7T54QEn3xeVANCKx27QG3BJTImJRvvvmGoUOHUqVKFVxdXWnRogUDBgxg48aNxdrfuHHjGDt2rIOrFCmerBwLk5bvA6zdM14ernh5uFLZ35OmVQt+jWEYJGdkE5+Yzok8QaaSr5l7W1VV905pZbHA0T9h53zYOc/6Vy1Y/8KPaJYnDLS0/kdfUDP7VY+RAwdWwKYZsOsXyE63Lje5Qu2u0Px+qNcj/wfI+XNw7K8Ljw3W4JJ22hpijv91cTvPQGt94U2s63M/TNMv3+KHX2Seboy6F/+qz8m0PrIzrS0E2RkXvr/ka75lGRdek1nAsku/FrAMrF1bPpUuBI9K+b+3PQ+xjhUpzu+iKDwDrL//qq3sl2elw9n9F1tP3DwudgcFVre2blwrDx+IbG595JWTZQ0queHFYrEPIz6hJX9eHMzhY1LySk1NJSkpiYiICPr160dKSgoTJ06kVq1a/P333zRv3ty2bYcOHWjevDmffPJJvv0U1JISFRWlMSniFLljUSr5mln1Uic83V2dXZI4Uk4WHFxlDSW7/mttccjl5mX90CnoA967kjUM2IJLC/AKuvxxTu+1BpPNs6xdB7lCG1iDSdP7wC+88HUbBiQcsoaVYxutjxObL4aeS5lcrB9cdgNC61m7ChwxIFSkAE4fk5KXj48PPj4+nDt3jkWLFjF+/Hiio6MJDw9n6dKltpCSlJTEunXrePzxxwvcj9lsxmwufc1QUvFk51j41NaKUlMBpbzIOg/7l1tbTHb/z34gozkA6nWHBj2hVhdrs/yZ/ReCwIUWjLit1laKvYvsx4yE1LZ2ueQGl8Bq1mNsmmFtocnlFWTtzml+P0Q0L95fuybTxb+Ym9xjXZaTBfHbrDWe3GHt3sjtYgiuBe66mlJKtxJpSVm0aBGGYVCvXj327dvHCy+8gKenJ7///jvu7u68++67vPPOO3aXIG/ZsqXQlyDr6h5xlh83HuX52ZsJ8fHg95c65btaR8qQjGTY+yvsmAd7F0NW6sV13pWg/h3Q4C6Ibn/18SdZ6RfDQG5wORd75deYXKHOrdZgUrd7qRwPIOJopaIlJTExkdGjR3P06FGCg4Pp27cvb731Fu7u1gFKL774IqmpqQwfPpyEhARuvvlmFi5cqDlSpFTLsRi2VpRH2tdUQLneUs/AviWwfymcT7jkShCPi1/zPrf7euHqkfMJ1taS/cutYx5y+Ve1tpY06AnVbgKXIrSSuXvmH5+Qdtba2mLrftlgHUdSuSE0H2htOfHTvZhErqREx6SUFLWkiDP8vOkYT8/aRJC3O6te6oyPWSGlRBmGtXVizyJri8fR9WA4eAbO4FrQ8C5ri0nkDSU7qNAwrCHFK6jMDV4UcZRS0ZIiUt7kWAwmLrO2ogy7OVoBpaRkplknLssNJnnnBwEIawx1brNesXDVK0ous87kap1Js0FP62RY1yswmEyafE2kiPQ/rUghLNh2gn0nU/D3dGNQ2xrOLqd8OXfIGkj2LIKDv9tfjeLmZQ0UdW6zPgKjnFeniFx3CikiV2GxGHx6oRVl6M3R+HsWYvInyc8wrJNQZSRb53LYuwj2/AqndtpvF1AN6t4GdbpZJ9C63CRXIlLuKaSIXMWvO+LZFZeMn9mNh9pGO7sc58vOtM6GmhIPGUnW0JGRDBkpF75eWJaZkmfdhe8LGlNicoGomy4Gk8oNNGZDRACFFJErMgyDCUv3AjCkXQ0CvCtoK0pmGuxfZp3jY8+CK89WejUmF+slvjU7Qt1uUKuzxmqISIEUUkSuYOnOk+w4kYSPhytD21WwVpT0pAvziPxsvfQ3K+3iOp/K1hYPs9/Fh4dvnu/9wZzne48827l7qaVERApFIUXkMgzDYMIyayvKoLY1CPIpgRvKlTapp61ziOycb72fTE7mxXUB1S7OIxJ1Y9HmERERKQaFFJHLWLHnFFuOJuLl7srDN5fjVpTEY9Yb2+2cb73te95xI5XqWucQadDTekM9tYCIyHWkkCJSAMMw+GSJtRXlwZjqhPiWoynLc7Lh5PaL96o5tsF+fUSzCy0md1nv8SIi4iQKKSIFWLXvNJuOJGB2c+GRW2o6u5ziMwxIPGJ/Z9zjmyD7fJ6NTBDVxjrzav07Iai6s6oVEbGjkCJyibytKAPbVCfUrwy1oqQnwrG/Ltzk7kIoST2ZfzuzP1Rtbb2JXv07wC/8+tcqInIVCikil1hz4AwbDp3Dw82FRzuU4laUnCyI354nkGyA03vyb+fiBmGNoMqFG+BVaQUhtcHF5frXLCJSBAopIpfInRdlQOsowvxL6M7cOVkw51HY9tM17OQy9wYNrGYfSCKaatZWESmTFFJE8lh34AxrD5zFw9WFxzrWKrkD/foKbPvx2vdjDoAqLS4GkiotwTf02vcrIlIKKKSI5JF7p+N7W1UlIqCEWh82z4J1k63P+06BGrcUbz8mk3XmVnXbiEg5pZAicsHGQ+dYte80bi4mHi+pVpTjm2D+09bn7V+AJveUzHFERMoB/QkmcsHEC7PL3tOyKlWDvB1/gNQz8N2DkJ0OdW6DjqMdfwwRkXJEIUUE2HwkgRW7T+HqYuKJjrUdf4CcbPjhIUg8DEHR0OffmlZeROQqFFJEuNiKcvcNVagWUgKtKEvHQOxKcPeB/jPAK8jxxxARKWc0JkXKtPmbj/Puwl3UCPGheVQgzaMCaRYVWKQJ2LYdS2TJzpO4mGBEpxJoRdn2I/wx0fq89yQIa+j4Y4iIlEMKKVJmrTtwhue+30RWjsHRc+dZte+0bV2VQC+aVwvkhguhpXFkAF4eBXev5Lai3NUskuhKPo4tMm4b/DzS+rzd09DobsfuX0SkHFNIkTLp4OlUHv12I1k5Brc1DKNDvVA2HU5g05EE9p1K4VjCeY4lnOe/W04A4Opion64n62l5YaoQGqF+rI7PplF2+MxmWBkZwe3oqSdhe8GQlYa1OwEXV5z7P5FRMo5hRQpcxLTshg6bT0JaVk0rRrAJ/1vwMvDlYFtrDfGS07PYuvRRP4+Yg0tm44kcCo5g+3Hk9h+PInp6w4D4Gd2w8ds/SdwR5MIalf2c1yRlhz46RE4d9A6A+w9X2qgrIhIESmkSJmSmW3hsW83cuB0KpEBnvxnUKt83Th+nu60rV2JtrUrAdYbBp5ITLcFlk2HE9h6LJHkjGySM7IxmeDJznUcW+jyt2DfEnDzgn7TwTvYsfsXEakAFFKkzDAMg1fmbmPNgTP4eLgyZUhrKhfi3jomk4nIQC8iA724vUkEANk5FvYdPob//x7D15KM/6nzUPlux7R27JgHv39gfX7XROu9c0REpMh0CbKUGf/67QDfbTiCiwkm3n8DDSL8i70vt/Rz1F90P5GnVuF/ZjP8OAwm3Qh/f2u9+V9xndwFcx+3Pr9pBDS9t/j7EhGp4BRSpExYuO0E7y7cBcArdzakc/2w4u8sOR6m3QFxW8An1HrVjWcgnNkHP4+ACS3gzy8gK71o+01PhFn3Q2aK9X48t75e/BpFREQhRUq/LUcTeOa7TRgGDIqpzpC2NYq/s8RjMO12OLUT/CJgyP+sYeLZbdavPpWts8L+bxR80hRWT4CMlKvv12KBnx6Fs/vBvyrcOw1c1ZsqInItFFKkVDuecJ6Hv9pAepaFDnVDefXOhphMpuLt7NxBmNrD2mISUA0e+h+E1rWuM/tZW1Se2QK3vw8BUZASD4tfgY8bw8rxcD7h8vv+bTzsWQCuZuj/LfhUKl6NIiJio5AipVZqRjbDvtrAyeQM6oX58en9N+DmWsy37Ol9MPV2SDgEwTWtASW4Zv7t3L3gxkfgyb/grk8huBacP2e9WuejxrBkDKScsn/N7gWwYpz1+Z0fQeQNxatRRETsmAzDMJxdRFElJSUREBBAYmIi/v7FHzwppVeOxWD41xtYuusklXw9mDuiXfHvTBy/A77uBaknoVI9GPQz+EcU7rWWHNg+x3q1zskd1mVuXtByCLR9ErLOwxedICMJbhwOt79XvBpFRCqAon5+O7wlJScnh1deeYXo6Gi8vLyoVasWb7zxBnmzkGEYvPrqq0RERODl5UXXrl3Zu3evo0uRMuyt/+5k6a6TmN1c+GJQq+IHlBObrYNkU09CWBMY8t/CBxSwXpLc5B54bLX1xoCRLSD7PKybDJ80s45vyUiCajHQ7e3i1SgiIgVyeEh59913mTx5Mp9++ik7d+7k3XffZfz48UycONG2zfjx45kwYQKff/4569atw8fHh27dupGeXsSrKaRc+mbtIb5cHQvAB/c144Zqxbxj8JH1MK0nnD9rDReD54FvaPH25eIC9e+AR5bBg3Og+s1gybKOW/GLgHu/Alf34u1bREQK5PDunjvvvJOwsDCmTJliW9a3b1+8vLz49ttvMQyDyMhInn/+eUaNGgVAYmIiYWFhTJs2jf79+1/1GOruKb9W7jnF0GnrybEYjLqtLiOLOxPswdUw4z7r5cDVYuD+78HTwe+VQ2tgx8/QcjBUbuDYfYuIlENO7+5p27YtS5cuZc+ePQBs3ryZVatW0aNHDwBiY2OJi4uja9euttcEBATQpk0b1qxZU+A+MzIySEpKsntI+bMnPpmR0/8ix2LQp0UVRnQq5g3/9i+Db/taA0p0e3jgR8cHFIDqMdDjHQUUEZES4vCJHF5++WWSkpKoX78+rq6u5OTk8NZbbzFw4EAA4uLiAAgLs5+MKywszLbuUuPGjWPs2LGOLlVKkVPJGTw0dT3JGdncWCOYcX2aFO9S490L4fsHIScT6twG931tvWJHRETKHIe3pHz//fdMnz6dGTNm8Ndff/HVV1/x/vvv89VXXxV7n6NHjyYxMdH2OHLkiAMrFmdLz8ph+DcbOJZwnhoh3vzrwZaY3YpxD53tc+G7gdaA0qCn9cZ+CigiImWWw1tSXnjhBV5++WXb2JImTZpw6NAhxo0bx+DBgwkPDwcgPj6eiIiLV1nEx8fTvHnzAvdpNpsxm82OLlVKAYvF4IUftvD34QQCvNyZMqQ1QT4eRd/R5u9g7mNgWKDJvdD7c834KiJSxjm8JSUtLQ0XF/vdurq6YrFYAIiOjiY8PJylS5fa1iclJbFu3TpiYmIcXY6Uch8v2cP8zcdxczEx+YEW1Ar1LfpONn4Fcx61BpQbHoC7/6WAIiJSDjj8f/KePXvy1ltvUa1aNRo1asTff//Nhx9+yNChQwEwmUw888wzvPnmm9SpU4fo6GheeeUVIiMj6d27t6PLkVJszt9HmbBsHwBv392EtrWKMZX8+inw3+esz1s/DD3es14uLCIiZZ7DQ8rEiRN55ZVXeOKJJzh58iSRkZE8+uijvPrqq7ZtXnzxRVJTUxk+fDgJCQncfPPNLFy4EE9PT0eXI6XU+oNneemHrQA81qEW97WOKvpO/p5+MaDEjITb3oTi3tdHRERKHU2LL9fdoTOp9J60mnNpWXRvFM5nA1vg4lLEcLHtR/jxYWsXT5vHofs4BRQRkVLO6fOkiFxJYloWD01bz7m0LJpWDeCjfs2LHlB2/Q9+Gm4NKC0GK6CIiJRTCily3WTlWHh8+kYOnEolIsCT/wxqhZdHES813rcUZg8GSzY07We967ACiohIuaSQIteFYRi8Mncbf+w/g4+HK1MGt6ayfxHHIB1cDbNy50G5C3p9Zr0BoIiIlEsKKXJdfPH7AWatP4KLCSbefwMNI4s4lujoBuu9eLLPW2eS7TtFlxmLiJRzCilS4hZtj2Pcgl0AvHJnQzrXD7vKKy5xYgt82+fivXju+xrcijHhm4iIlCkKKVKith5N5JlZmzAMePCm6gxpW6NoOzi5C77pDemJENUG+s/UVPciIhWEQoqUmBOJ5xn21XrOZ+XQoW4or/VsWLSbBp7ZD1/3grQzENEcBs4GczFmpBURkTJJIUVKRGpGNsOmbeBkcgZ1w3yZeP8NuLkW4e2WcMQaUFLioHJDeHAOeAaUXMEiIlLqKKSIw+VYDJ6e9Tc7TiRRydeDKYNb4+/pXvgdJMfB13dB4hEIqQ2Dfgbv4JIrWERESiWFFHG4t/+3kyU7T+Lh5sK/B7UiKti78C9OPW1tQTl7AAKrw6B54Fu55IoVEZFSSyFFHOrbtYeYsioWgA/ubUaLakGFf/H5c9ZBsqd2gV8kDJ4HAVVKplARESn1FFLEYX7bc4rX5m0H4Plb69KzWWThX5yRDN/eA3FbwSfUGlCCapRMoSIiUiYopIhD7I1PZsT0v8ixGPS5oQojO9cu/Isz02BGfzi2AbyCrGNQKtUpuWJFRKRM0JSdcs1Op2Tw0LT1JGdkc2ONYMb1bVK4S42zM2DfEvhjIhxeA2Z/eOAnCGtU8kWLiEipp5Ai1yTHYvDUzL85eu481UO8+fzBlpjdrnA/HUsOxP4G236AnfOtk7QBuHtb50Gp0uL6FC4iIqWeQopck3//doA/9p/By92VKYNbEexTwHT1hgFH18PWH2D7HEg9eXGdXyQ07gMtBkNo3etXuIiIlHoKKVJsm48k8MGvuwEYe1cjalf2u7jSMCB+u7XFZNuPkHD44jqvYGjYC5rcA9XagouGRomISH4KKVIsKRnZPD3rb7ItBnc0ieDeVlWtK87st4aSrT/A6d0XX+DhC/XvgMb3QK1O4FqEyd1ERKRCUkiRYhkzbzsHz6QRGeDJ23fWxrT2M9g6G47/fXEjVw+oc5u1xaRON/AowqRuIiJS4SmkSJHN23ycHzYexcUEH/e/gYCFI2DnPOtKkwvU7GhtMWlwp+63IyIixaaQIkVy5Gwa/5izFYCRnetwo+tea0AxuUC3cdC4L/iGOrlKEREpDxRSpNCycyw8+90mktOzaVEtkKc61YKv77SubD4QbnrMuQWKiEi5ossqpNA+Xb6PDYfO4Wd245P+N+B2YCkc/gPcPKHjaGeXJyIi5YxCihTKhoNnmbB0LwBv3t2YqEBPWDrWuvLG4boRoIiIOJxCilxV4vksnp61CYsBfVpUoVfzKtYreeK3gTkAbn7W2SWKiEg5pJAiV2QYBv+Ys5VjCeepFuzN670aW++5s/xN6wY3Pw3ewc4tUkREyiWFFLmiH/86xi9bTuDmYmLCgBvwNbvBxmnWGWR9w6HN484uUUREyimFFLms2NOpvPrzNgCevbUuzaMCISMZVo63btDxJU3QJiIiJUYhRQqUmW3h6Vl/k5aZw001g3msQy3rijWTIO00BNeCGx50bpEiIlKuKaRIgT5cvIctRxMJ9Hbno37NcXUxQcop+GOidYPO/9T9d0REpEQ5PKTUqFEDk8mU7zFixAgA0tPTGTFiBCEhIfj6+tK3b1/i4+MdXYZcg9X7TvOv3/YD8E6fpkQEeFlX/P4BZKZARHNo2Ntp9YmISMXg8JCyfv16Tpw4YXssXrwYgHvvvReAZ599lvnz5zN79mxWrlzJ8ePH6dOnj6PLkGI6m5rJc99vwjDg/jbV6N443Lri3CHYMMX6vOsYcFEjnIiIlCyHT4sfGmp/35Z33nmHWrVq0aFDBxITE5kyZQozZsygc+fOAEydOpUGDRqwdu1abrrpJkeXI0VgGAYv/biF+KQMaoX68ModDS+uXP425GRCdAeo1cl5RYqISIVRon8OZ2Zm8u233zJ06FBMJhMbN24kKyuLrl272rapX78+1apVY82aNSVZihTC9HWHWbwjHg9XFyYMuAEvD1frirhtsOU76/OuY5xWn4iIVCwleoPBuXPnkpCQwJAhQwCIi4vDw8ODwMBAu+3CwsKIi4u77H4yMjLIyMiwfZ+UlFQS5VZoe+OTeeOXHQC81KM+jSIDLq5c9gZgWMehVGnhlPpERKTiKdGWlClTptCjRw8iIyOvaT/jxo0jICDA9oiKinJQhQLWy42fnPk3GdkWOtQN5aG2NS6uPLQG9iwEkyt0fsVpNYqISMVTYiHl0KFDLFmyhIcffti2LDw8nMzMTBISEuy2jY+PJzw8/LL7Gj16NImJibbHkSNHSqrsCum3PafYFZdMkLc779/bDBcXk3WFYcCS16zPWzwIlWo7r0gREalwSiykTJ06lcqVK3PHHXfYlrVs2RJ3d3eWLl1qW7Z7924OHz5MTEzMZfdlNpvx9/e3e4jjLNt9EoA7m0YS6me+uGL3AjiyDty8oMPLTqpOREQqqhIZk2KxWJg6dSqDBw/Gze3iIQICAhg2bBjPPfccwcHB+Pv78+STTxITE6Mre5zEMAxW7LKGlM71K19cYcmBpa9bn9/0GPhHOKE6ERGpyEokpCxZsoTDhw8zdOjQfOs++ugjXFxc6Nu3LxkZGXTr1o3PPvusJMqQQtgdn8zxxHQ83V2IqRVyccWW7+DUTvAMhHbPOKs8ERGpwEokpNx2220YhlHgOk9PTyZNmsSkSZNK4tBSRMsutKK0rVUJT/cLlxxnpVvnRQG4+VnwCnROcSIiUqFp2tAKbvmFkNKpXp5J+DZMgcQj4BcJbR51UmUiIlLRKaRUYIlpWWw8dA6ATrnjUdIT4bf3rc87vgzuXk6qTkREKjqFlAps5d5TWAyoG+ZL1SBv68I/PoXzZyGkDjQf6NwCRUSkQlNIqcBsXT25rSgpJ2HNhbFCXV4B1xKdkFhEROSKFFIqqByLwYoL86N0rnchpKwcD1mpUKUlNLjLidWJiIgopFRYm44kcC4tCz9PN1pUD4KzB2DjVOvKrmPAZHJqfSIiIgopFVRuK0r7uqG4u7rAsrfAkg21ukB0eydXJyIiopBSYeXOj9K5XmWI2wbbfrCu6PqaE6sSERG5SCGlAopPSmf78SRMJuhQLxR+e8+6omFviGjm1NpERERyKaRUQLlX9TStGkiltAOw42frig4vOrEqERERewopFdDyvFf1/PY+YECDnhDWyLmFiYiI5KGQUsFkZOewau9pAHqEJ8G2H60r2qsVRURESheFlApmfew5UjNzCPUzU2fPvwAD6t0OEU2dXZqIiIgdhZQKJveqnr7VMzBtnW1d2P4FJ1YkIiJSMIWUCiZ3fpQHsn4AwwJ1boMqLZxclYiISH4KKRXIwdOpHDidSrTrKaocvnBFj8aiiIhIKaWQUoHkdvW8ErAQk5EDtTpDVGsnVyUiIlIwhZQKZPnuk0Rymg7nF1sXdHjJuQWJiIhcgUJKBZGakc26A2d5zG0+rka29f481W5ydlkiIiKXpZBSQazed5qgnNP0d1tuXaBWFBERKeUUUiqI5btP8pjbfDzIhurtoMbNzi5JRETkihRSKgDDMNiyczcDXJdZF+gePSIiUgYopFQAO04k0fv8T3iasrBUvRGiOzi7JBERkatSSKkA1m3dzQOuSwBw6fgSmExOrkhEROTqFFIqgKDN/8LLlMnpgMZQq4uzyxERESkUhZRyLuHUCW5LnQ+ASa0oIiJShiiklHPxv36IjymDva61CGne09nliIiIFJpCSnmWdpbq+78FYGutR9WKIiIiZYpCSjlmWTsZT0saOy3ViIrp6+xyREREikQhpbw6n4BlzWQA/uNyDzdUC3ZyQSIiIkWjkFJe/flv3LKS2WOpQlbdO3Fz1a9aRETKlhL55Dp27BgPPPAAISEheHl50aRJEzZs2GBbbxgGr776KhEREXh5edG1a1f27t1bEqVUTBnJsGYSABOz76ZTgzAnFyQiIlJ0Dg8p586do127dri7u7NgwQJ27NjBBx98QFBQkG2b8ePHM2HCBD7//HPWrVuHj48P3bp1Iz093dHlVEx/fgHpCey3RPA/4yY61K3s7IpERESKzM3RO3z33XeJiopi6tSptmXR0dG254Zh8PHHH/PPf/6TXr16AfD1118TFhbG3Llz6d+/v6NLqlgyUmDNp4C1FaVZVDDBPh5OLkpERKToHN6SMm/ePFq1asW9995L5cqVueGGG/jiiy9s62NjY4mLi6Nr1662ZQEBAbRp04Y1a9YUuM+MjAySkpLsHnIZG76EtDPEu1VhviWGzvXViiIiImWTw0PKgQMHmDx5MnXq1GHRokU8/vjjPPXUU3z11VcAxMXFARAWZj9OIiwszLbuUuPGjSMgIMD2iIqKcnTZ5UNmGvwxAYCPM+8iB1c61lNIERGRssnhIcVisdCiRQvefvttbrjhBoYPH84jjzzC559/Xux9jh49msTERNvjyJEjDqy4HNk4DVJPcd4nitmZMYT5m2kU6e/sqkRERIrF4SElIiKChg0b2i1r0KABhw8fBiA8PByA+Ph4u23i4+Nt6y5lNpvx9/e3e8glss7D6o8BWBwykGzc6FSvMibNMisiImWUw0NKu3bt2L17t92yPXv2UL16dcA6iDY8PJylS5fa1iclJbFu3TpiYmIcXU7F8dc3kBKPEVCVT063BKCTxqOIiEgZ5vCQ8uyzz7J27Vrefvtt9u3bx4wZM/j3v//NiBEjADCZTDzzzDO8+eabzJs3j61btzJo0CAiIyPp3bu3o8upGAwD/vw3AKebP8H+s1m4u5poV7uSkwsTEREpPodfgty6dWvmzJnD6NGjef3114mOjubjjz9m4MCBtm1efPFFUlNTGT58OAkJCdx8880sXLgQT09PR5dTMcRtgTN7wc2T/9EeOEyb6BB8zQ7/9YqIiFw3JsMwDGcXUVRJSUkEBASQmJio8SkAi1+F1Z9Aw14MTHqC1fvO8MqdDRl2c/TVXysiInKdFPXzWzd0KessFtj2EwDn69/Nn7FnATQ/ioiIlHkKKWXd0T8h8Qh4+PG70ZysHIMaId5EV/JxdmUiIiLXRCGlrNv2o/VrgztZstc6E6+u6hERkfJAIaUsy8mG7XMAsDTqy/LdpwB19YiISPmgkFKWHfwNUk+BVzA7vG7gVHIG3h6u3Bgd7OzKRERErplCSlmW29XTqDfL9pwDoF3tSpjdXJ1YlIiIiGMopJRV2RmwY771eeO+LNt1ElBXj4iIlB8KKWXVviWQkQh+kZwJacnmowkAdNJdj0VEpJxQSCmrcrt6Gvdh5d4zGAY0jPAnPECz9oqISPmgkFIWZabC7gXW5437qKtHRETKJYWUsmj3AshKg6BossOa89se66XHneqHOrkwERERx1FIKYtsXT192Xg4gaT0bIK83WkeFeTcukRERBxIIaWsOX8O9i62Pm9yD8t2W7t6OtQNxdXF5MTCREREHEshpazZ+QtYsqByI6jcgBW7crt6NB5FRETKF4WUsmbbD9avjftwLOE8u+OTcTFZW1JERETKE4WUsiQ5HmJ/sz7PM4Fbi2pBBHp7OLEwERERx1NIKUt2/AyGBaq0guBoll8IKerqERGR8kghpSyxdfX0JT0rhz/2nwY0P4qIiJRPCillRcJhOLIOMEGju1lz4AzpWRYiAjypH+7n7OpEREQcTiGlrNj2k/VrjZvBP8LW1dOxXmVMJl16LCIi5Y9CSlmRp6vHMAxNhS8iIuWeQkpZcGoPxG0FFzdo2It9J1M4eu48Hm4utKsd4uzqRERESoRCSlmQOw1+rc7gHczyC7PM3lQzBG8PNycWJiIiUnIUUko7w8jT1XMPwMWunnqawE1ERMovhZTSLm4LnNkHbp5Q/3aS0rPYcPAcoPlRRESkfFNIKe22XmhFqdsNzH78vuc02RaDmqE+VA/xcW5tIiIiJUghpTSzWC5eepyvq0etKCIiUr4ppJRmR/+EpKPg4Qd1bsViMVi5R5cei4hIxaCQUprldvU0uBPcvdh6LJHTKZn4mt1oVSPYubWJiIiUMIWU0ionG3bMtT6/pKvn5tqV8HDTr05ERMo3fdKVVgd/g9RT4BUMNTsA2OZHUVePiIhUBA4PKWPGjMFkMtk96tevb1ufnp7OiBEjCAkJwdfXl759+xIfH+/oMsq+rRcmcGvUG1zdOZWcwZajiQB0rK/5UUREpPwrkZaURo0aceLECdtj1apVtnXPPvss8+fPZ/bs2axcuZLjx4/Tp0+fkiij7MrOgJ3zrc8b9wVgxYVWlCZVAqjs5+msykRERK6bEplT3c3NjfDw8HzLExMTmTJlCjNmzKBz584ATJ06lQYNGrB27Vpuuummkiin7Nm3BDISwS8SqrUFLnb1dNIssyIiUkGUSEvK3r17iYyMpGbNmgwcOJDDhw8DsHHjRrKysujatatt2/r161OtWjXWrFlz2f1lZGSQlJRk9yjXcq/qadwHXFzIyrHw+57TgGaZFRGRisPhIaVNmzZMmzaNhQsXMnnyZGJjY7nllltITk4mLi4ODw8PAgMD7V4TFhZGXFzcZfc5btw4AgICbI+oqChHl116ZKbCnoXW542t3WDrD54lOSObEB8PmlUNdF5tIiIi15HDu3t69Ohhe960aVPatGlD9erV+f777/Hy8irWPkePHs1zzz1n+z4pKan8BpXdCyArDYKiIbIFACt2nwKgQ71QXFxMzqxORETkuinxS5ADAwOpW7cu+/btIzw8nMzMTBISEuy2iY+PL3AMSy6z2Yy/v7/do9zK7eppcg+YrIEkd36UTpoKX0REKpASDykpKSns37+fiIgIWrZsibu7O0uXLrWt3717N4cPHyYmJqakSyn9zp+zDpoF21U9R86mse9kCq4uJtrX1aBZERGpOBze3TNq1Ch69uxJ9erVOX78OK+99hqurq4MGDCAgIAAhg0bxnPPPUdwcDD+/v48+eSTxMTE6MoesF52bMmCyo2gcgPgYitKy+pBBHi5O7M6ERGR68rhIeXo0aMMGDCAM2fOEBoays0338zatWsJDbW2Anz00Ue4uLjQt29fMjIy6NatG5999pmjyyib8l7Vc4Htrse6qkdERCoYk2EYhrOLKKqkpCQCAgJITEwsP+NTkuPhw/pgWOCpTRAczfnMHJq9/iuZ2RZ+fbY9dcP8nF2liIhIsRX181v37iktds6zBpQqLSE4GoA/9p8mM9tClUAv6lT2dXKBIiIi15dCSmmxfa71a6O7bYtsV/XUD8Vk0qXHIiJSsSiklAYpJ+HQauvzhr0AMAyD5RqPIiIiFZhCSmmwcx5gWCdvC6wGwJ74FI4npmN2cyGmZiXn1iciIuIECimlga2rp7dtUW5XT9taIXh5uF7/mkRERJxMIcXZUk7l6+oBbF09uqGgiIhUVAopzrZrvvWqnsgbIKgGAIlpWWw8fA7QVPgiIlJxKaQ4W25XT55WlJV7T5FjMahT2ZeoYG/n1CUiIuJkCinOlHoaDv5ufd6wt23xCl3VIyIiopDiVLt+sXb1RDSzTeCWYzFYsecUAB3V1SMiIhWYQoozFdDVs/loAmdTM/HzdKNVjSDn1CUiIlIKKKQ4S+oZiP3N+jxPV0/uVT3t64Ti7qpfj4iIVFz6FHSW3f8FIwfCm0BILdviZbr0WEREBFBIcR5bV09v26L4pHS2H08CoGO90Otfk4iISCmikOIMaWchdqX1ed6renZbW1GaVQ2gkq/ZCYWJiIiUHgopzrDrv2DJhrDGUKm2bbG6ekRERC5SSHGGHT9bv+ZpRcnIzmHV3tOA5kcREREBhZTr7/w5OLDC+jzPpcfrY8+RmplDJV8zjSMDnFObiIhIKaKQcr3t+h9YsqByQwita1u8eEccAJ3rh+LiYnJWdSIiIqWGQsr1VkBXj2EY/LojHoBujcKdUJSIiEjpo5ByPZ1PgP3LrM8b9bYt3nYsiROJ6Xi5u9KudiWnlCYiIlLaKKRcT7sXWLt6QutDaD3b4tyung51Q/F0d3VWdSIiIqWKQsr1tGOu9Wuerh7A1tVzW6Ow61uPiIhIKaaQcr2kJxbY1XPoTCq74pJxdTHp0mMREZE8FFKul90LIScTKtW1dvdcsPhCK8qNNYIJ9PZwVnUiIiKljkLK9ZK3q8d08RJjdfWIiIgUTCHlekhPgn1Lrc/zdPWcSclgw8GzANzaUCFFREQkL4WU62HPIsjJgJA61kncLli66yQWAxpF+lM1yNuJBYqIiJQ+CinXg62rp5d9V8/2C109DTWBm4iIyKUUUkpaRjLsXWx9nqer53xmDqv2nQLU1SMiIlKQEg8p77zzDiaTiWeeeca2LD09nREjRhASEoKvry99+/YlPj6+pEtxjtyunuBaENbYtvi3vadIz7JQNciLBhF+TixQRESkdCrRkLJ+/Xr+9a9/0bRpU7vlzz77LPPnz2f27NmsXLmS48eP06dPn5IsxXkK0dVjMumGgiIiIpcqsZCSkpLCwIED+eKLLwgKCrItT0xMZMqUKXz44Yd07tyZli1bMnXqVP744w/Wrl1bUuU4R0ZKgV092TkWlu7SpcciIiJXUmIhZcSIEdxxxx107drVbvnGjRvJysqyW16/fn2qVavGmjVrCtxXRkYGSUlJdo8yYe+vkJ0OQdEQfrE1acOhcySkZRHo7U6r6kFX2IGIiEjF5VYSO501axZ//fUX69evz7cuLi4ODw8PAgMD7ZaHhYURFxdX4P7GjRvH2LFjS6LUkpXb1dOod4FdPV3qh+HmqrHLIiIiBXH4J+SRI0d4+umnmT59Op6eng7Z5+jRo0lMTLQ9jhw54pD9lqjMVNjzq/V5w162xYZh8OuFux6rq0dEROTyHB5SNm7cyMmTJ2nRogVubm64ubmxcuVKJkyYgJubG2FhYWRmZpKQkGD3uvj4eMLDC54vxGw24+/vb/co9fb+CtnnIbA6RDS3Ld55Ipmj587j6e5C+zqhzqtPRESklHN4d0+XLl3YunWr3bKHHnqI+vXr89JLLxEVFYW7uztLly6lb9++AOzevZvDhw8TExPj6HKcZ8fP1q+XdPXk3lDwljqheHm4OqEwERGRssHhIcXPz4/GjRvbLfPx8SEkJMS2fNiwYTz33HMEBwfj7+/Pk08+SUxMDDfddJOjy3GOzDTr/Chg19UD2Lp6NIGbiIjIlZXIwNmr+eijj3BxcaFv375kZGTQrVs3PvvsM2eUUjL2LYasNAisBpEtbIuPnktj+/EkXEzQpX5lJxYoIiJS+l2XkLJixQq77z09PZk0aRKTJk26Hoe//nK7ei6ZwC23q6dVjWBCfM3OqExERKTM0PWvjpZ1HnYvtD5veLfdqtyQcpu6ekRERK5KIcXR9i2BrFQIiIIqF7t6EtIyWRd7FtBdj0VERApDIcXRts+1fr2kq2fZrpPkWAzqh/tRLcTbObWJiIiUIQopjpSVDntyu3p62626eENBdfWIiIgUhkKKI+1fCpkp4F8FqrS0LU7PyuG3vacAuK2RunpEREQKQyHFkfJ29bhcPLWr950mLTOHyABPGkWWgdlyRURESgGFFEeJ2wbbfrQ+b9THblVuV8+tDcMw5RmnIiIiIpenkOIIlhyY/xQYOdDgLohqbVuVYzFYsvPCeBR19YiIiBSaQooj/PkFHNsIZn/oMd5u1d+Hz3EmNRN/TzdujA52UoEiIiJlj0LKtUo4Aktftz7vOgb8I+xW/3phArcuDcJwd9XpFhERKSx9al4Lw4D/jbJO3hZ1E7R86JLVBou264aCIiIixaGQci12/GydF8XFHXp+YndFD8DekykcOpOGh5sL7euGOqlIERGRskkhpbjOJ8CCF63Pb3kOKtfPt0nuvXpurl0JX7NTbjgtIiJSZimkFNeS1yAlHkLqwM3PFbjJrxe6ejTLrIiISNEppBTHoT9g4zTr856fgLtnvk1OJJ5n89FETCbroFkREREpGoWUosrOgPlPW5+3GAw12hW42ZILXT0tqgUR6me+XtWJiIiUGwopRbXqIzi9B3wqw61jL7tZ7qXH6uoREREpHoWUoji1G37/wPq8x7vgFVTgZonns1iz/wygWWZFRESKSyGlsCwWazdPTibU6QaN7r7spit2nyTbYlCnsi/RlXyuY5EiIiLlh0JKYf31FRxeA+4+cMcHcIUbBeZ29WgCNxERkeJTSCmM5DhY/Jr1eZdXIDDqsptmZOewcvcpQF09IiIi10IhpTAWvAQZiRB5A9w4/Iqbrtl/hpSMbML8zTStEnCdChQRESl/FFKuZvcC2DEXTK5w10Rwcb3i5nm7elxcLt8lJCIiIlemkHIlGcnw3+etz9s+CeFNrri5xWLYpsK/taG6ekRERK6FQsqVLHsTko5BUA3o8NJVN990NIFTyRn4md2IqRlS8vWJiIiUYwopl3N0I6z7l/X5nR+Bh/dVX5LbitKxfmU83HRqRUREroU+SQuSkwXznwIMaNofanUu1MsW69JjERERh1FIKciaTyF+G3gFQ7e3CvWSw2fS2HcyBTcXEx3rhZZwgSIiIuWfQsqlzuyHFe9Yn3cfBz6VCvWy5btPAtCqRhD+nu4lVZ2IiEiFoZCSl2HAL89CdjrU7AhN+xX6pct2WUNKp3qVS6g4ERGRikUhJa/NsyB2Jbh5WgfLXmHq+7zSMrNZc8B6Q8HO9RVSREREHMHhIWXy5Mk0bdoUf39//P39iYmJYcGCBbb16enpjBgxgpCQEHx9fenbty/x8fGOLqN43L3AOwQ6vgzBNQv9sj/2nSEz20LVIC9qV/YtwQJFREQqDoeHlKpVq/LOO++wceNGNmzYQOfOnenVqxfbt28H4Nlnn2X+/PnMnj2blStXcvz4cfr06ePoMoqnUW8YsR5iRhbpZbnjUTrXr4ypkK0vIiIicmUmwzCMkj5IcHAw7733Hvfccw+hoaHMmDGDe+65B4Bdu3bRoEED1qxZw0033VSo/SUlJREQEEBiYiL+/v4lWfpVGYZBu3eWcTwxnalDWtNJ3T0iIiIFKurnd4mOScnJyWHWrFmkpqYSExPDxo0bycrKomvXrrZt6tevT7Vq1VizZs1l95ORkUFSUpLdo7TYHZ/M8cR0PN1diKmlWWZFREQcpURCytatW/H19cVsNvPYY48xZ84cGjZsSFxcHB4eHgQGBtptHxYWRlxc3GX3N27cOAICAmyPqKiokii7WHKv6mlbqxKe7le++aCIiIgUXomElHr16rFp0ybWrVvH448/zuDBg9mxY0ex9zd69GgSExNtjyNHjjiw2muzPPfSY3XziIiIOJRbSezUw8OD2rVrA9CyZUvWr1/PJ598Qr9+/cjMzCQhIcGuNSU+Pp7w8MvfNdhsNmM2m0ui1GuSmJbFxkPnAOikWWZFREQc6rrMk2KxWMjIyKBly5a4u7uzdOlS27rdu3dz+PBhYmJirkcpDrVy7yksBtQN86Vq0NVvQCgiIiKF5/CWlNGjR9OjRw+qVatGcnIyM2bMYMWKFSxatIiAgACGDRvGc889R3BwMP7+/jz55JPExMQU+sqe0kRdPSIiIiXH4SHl5MmTDBo0iBMnThAQEEDTpk1ZtGgRt956KwAfffQRLi4u9O3bl4yMDLp168Znn33m6DJKXI7FYEXu/CiaCl9ERMThrss8KY5WGuZJ2XjoHH0n/4Gfpxt/v3Irbq66w4CIiMiVlKp5Usqz3FaU9nVDFVBERERKQIlc3VMR5M6Poq4eESmqnJwcsrKynF2GiMO5u7vj6uq4OcMUUoohPimd7ceTMJmgoy49FpFCMgyDuLg4EhISnF2KSIkJDAwkPDzcIfeyU0gphtyreppVDSTEt/TN3yIipVNuQKlcuTLe3t66IamUK4ZhkJaWxsmT1s/IiIiIa96nQkox5Hb1dFJXj4gUUk5Oji2ghIToPl9SPnl5eQHWK30rV658zV0/GvFZRBnZOazedxqAzpofRUQKKXcMire3Jn6U8i33Pe6IcVcKKUW0PvYcqZk5hPqZaRTpnMufRaTsUhePlHeOfI8rpBTRxa6eUFxc9J+NiEhx1KhRg48//tjZZUgpp5BSRMtzZ5lVV4+IVAAmk+mKjzFjxhRrv+vXr2f48OEOqXHmzJm4uroyYsQIh+xPSg+FlCKIPZ1K7OlU3F1NtKtdydnliIiUuBMnTtgeH3/8Mf7+/nbLRo0aZdvWMAyys7MLtd/Q0FCHjc+ZMmUKL774IjNnziQ9Pd0h+yyuzMxMpx6/vFFIKYLcS49b1wjGz9PdydWIiJS88PBw2yMgIACTyWT7fteuXfj5+bFgwQJatmyJ2Wxm1apV7N+/n169ehEWFoavry+tW7dmyZIldvu9tLvHZDLxn//8h7vvvhtvb2/q1KnDvHnzrlpfbGwsf/zxBy+//DJ169blp59+yrfNl19+SaNGjTCbzURERDBy5EjbuoSEBB599FHCwsLw9PSkcePG/PLLLwCMGTOG5s2b2+3r448/pkaNGrbvhwwZQu/evXnrrbeIjIykXr16AHzzzTe0atUKPz8/wsPDuf/++22X5ubavn07d955J/7+/vj5+XHLLbewf/9+fvvtN9zd3YmLi7Pb/plnnuGWW2656jkpTxRSikBdPSLiSIZhkJaZ7ZSHI2/b9vLLL/POO++wc+dOmjZtSkpKCrfffjtLly7l77//pnv37vTs2ZPDhw9fcT9jx47lvvvuY8uWLdx+++0MHDiQs2fPXvE1U6dO5Y477iAgIIAHHniAKVOm2K2fPHkyI0aMYPjw4WzdupV58+ZRu3ZtACwWCz169GD16tV8++237Nixg3feeafIl80uXbqU3bt3s3jxYlvAycrK4o033mDz5s3MnTuXgwcPMmTIENtrjh07Rvv27TGbzSxbtoyNGzcydOhQsrOzad++PTVr1uSbb76xbZ+VlcX06dMZOnRokWor6zRPSiGlZmSz7oD1H0snhRQRcYDzWTk0fHWRU4694/VueHs45iPg9ddft93pHiA4OJhmzZrZvn/jjTeYM2cO8+bNs2vFuNSQIUMYMGAAAG+//TYTJkzgzz//pHv37gVub7FYmDZtGhMnTgSgf//+PP/888TGxhIdHQ3Am2++yfPPP8/TTz9te13r1q0BWLJkCX/++Sc7d+6kbt26ANSsWbPIP7+Pjw//+c9/8PDwsC3LGyZq1qzJhAkTaN26NSkpKfj6+jJp0iQCAgKYNWsW7u7WlvncGgCGDRvG1KlTeeGFFwCYP38+6enp3HfffUWuryxTS0ohrdp3mswcC9WCvalZycfZ5YiIlBqtWrWy+z4lJYVRo0bRoEEDAgMD8fX1ZefOnVdtSWnatKntuY+PD/7+/vm6SPJavHgxqamp3H777QBUqlSJW2+9lS+//BKwTih2/PhxunTpUuDrN23aRNWqVe3CQXE0adLELqAAbNy4kZ49e1KtWjX8/Pzo0KEDgO0cbNq0iVtuucUWUC41ZMgQ9u3bx9q1awGYNm0a9913Hz4+FevzRy0phbQiT1eP5jkQEUfwcndlx+vdnHZsR7n0g3PUqFEsXryY999/n9q1a+Pl5cU999xz1UGll35gm0wmLBbLZbefMmUKZ8+etc1yCtbWlS1btjB27Fi75QW52noXF5d83WIFTVB26c+fmppKt27d6NatG9OnTyc0NJTDhw/TrVs32zm42rErV65Mz549mTp1KtHR0SxYsIAVK1Zc8TXlkUJKIRiGwfJdpwB19YiI45hMJod1uZQmq1evZsiQIdx9992AtWXl4MGDDj3GmTNn+Pnnn5k1axaNGjWyLc/JyeHmm2/m119/pXv37tSoUYOlS5fSqVOnfPto2rQpR48eZc+ePQW2poSGhhIXF4dhGLY/Tjdt2nTV2nbt2sWZM2d45513iIqKAmDDhg35jv3VV1+RlZV12daUhx9+mAEDBlC1alVq1apFu3btrnrs8kbdPYWw40QScUnpeLm70iY62NnliIiUanXq1OGnn35i06ZNbN68mfvvv/+KLSLF8c033xASEsJ9991H48aNbY9mzZpx++232wbQjhkzhg8++IAJEyawd+9e/vrrL9sYlg4dOtC+fXv69u3L4sWLiY2NZcGCBSxcuBCAjh07curUKcaPH8/+/fuZNGkSCxYsuGpt1apVw8PDg4kTJ3LgwAHmzZvHG2+8YbfNyJEjSUpKon///mzYsIG9e/fyzTffsHv3bts23bp1w9/fnzfffJOHHnrIUaeuTFFIKYTcS4/b1Q7B04FNpCIi5dGHH35IUFAQbdu2pWfPnnTr1o0WLVo49Bhffvkld999d4Hd73379mXevHmcPn2awYMH8/HHH/PZZ5/RqFEj7rzzTvbu3Wvb9scff6R169YMGDCAhg0b8uKLL5KTkwNAgwYN+Oyzz5g0aRLNmjXjzz//tJsX5nJCQ0OZNm0as2fPpmHDhrzzzju8//77dtuEhISwbNkyUlJS6NChAy1btuSLL76wa1VxcXFhyJAh5OTkMGjQoOKeqjLNZDjyOrTrJCkpiYCAABITE/H3L/n75/T5bDV/HU7grbsbM7BN9RI/noiUP+np6barTjw9PZ1djpQRw4YN49SpU4WaM6a0uNJ7vaif3+WvM9TBzqZm8veRBAA61dN4FBERKXmJiYls3bqVGTNmlKmA4mgKKVfx255TGAbUD/cjMvDKo7FFREQcoVevXvz555889thjdnPQVDQKKVeRe9djzTIrIiLXS0W83LggGjh7Bdk5Flbu0aXHIiIizqCQcgWbjiSQeD6LAC93bogKdHY5IiIiFYpCyhXkdvV0qBuKm6tOlYiIyPWkT94r0HgUERER51FIuYzjCefZFZeMyQTt64Y6uxwREZEKRyHlMpZfuKHgDVGBBPt4XGVrERERcTSFlMvIvaGgunpERK5dx44deeaZZ2zf16hRg48//viKrzGZTMydO/eaj+2o/cj1p5BSgPSsHFbvOw3o0mMRqdh69uxJ9+7dC1z3+++/YzKZ2LJlS5H3u379eoYPH36t5dkZM2YMzZs3z7f8xIkT9OjRw6HHupzz588THBxMpUqVyMjIuC7HLM8cHlLGjRtH69at8fPzo3LlyvTu3dvuro5gndd/xIgRhISE4OvrS9++fYmPj3d0KcW2LvYs57NyCPM30zCi5O8NJCJSWg0bNozFixdz9OjRfOumTp1Kq1ataNq0aZH3Gxoaire3tyNKvKrw8HDMZvN1OdaPP/5Io0aNqF+/vtNbbwzDIDs726k1XCuHh5SVK1cyYsQI1q5dy+LFi8nKyuK2224jNTXVts2zzz7L/PnzmT17NitXruT48eP06dPH0aUUW+5djzvVq1zgHTZFRCqKO++803ZX37xSUlKYPXs2w4YN48yZMwwYMIAqVarg7e1NkyZNmDlz5hX3e2l3z969e2nfvj2enp40bNiQxYsX53vNSy+9RN26dfH29qZmzZq88sorZGVlATBt2jTGjh3L5s2bMZlMmEwmW82Xdvds3bqVzp074+XlRUhICMOHDyclJcW2fsiQIfTu3Zv333+fiIgIQkJCGDFihO1YVzJlyhQeeOABHnjgAaZMmZJv/fbt27nzzjvx9/fHz8+PW265hf3799vWf/nllzRq1Aiz2UxERAQjR44E4ODBg5hMJjZt2mTbNiEhAZPJZJuddsWKFZhMJhYsWEDLli0xm82sWrWK/fv306tXL8LCwvD19aV169YsWbLErq6MjAxeeukloqKiMJvN1K5dmylTpmAYBrVr1853F+dNmzZhMpnYt2/fVc/JtXD4tPgLFy60+37atGlUrlyZjRs30r59exITE5kyZQozZsygc+fOgDWNN2jQgLVr13LTTTc5uqQiMQzDdumxunpEpEQZBmSlOefY7t5QiD/C3NzcGDRoENOmTeMf//iH7Q+32bNnk5OTw4ABA0hJSaFly5a89NJL+Pv789///pcHH3yQWrVqceONN171GBaLhT59+hAWFsa6detITEy0G7+Sy8/Pj2nTphEZGcnWrVt55JFH8PPz48UXX6Rfv35s27aNhQsX2j6AAwIC8u0jNTWVbt26ERMTw/r16zl58iQPP/wwI0eOtAtiy5cvJyIiguXLl7Nv3z769etH8+bNeeSRRy77c+zfv581a9bw008/YRgGzz77LIcOHaJ69eoAHDt2jPbt29OxY0eWLVuGv78/q1evtrV2TJ48meeee4533nmHHj16kJiYyOrVq696/i718ssv8/7771OzZk2CgoI4cuQIt99+O2+99RZms5mvv/6anj17snv3bqpVqwbAoEGDWLNmDRMmTKBZs2bExsZy+vRpTCYTQ4cOZerUqYwaNcp2jKlTp9K+fXtq165d5PqKosTv3ZOYmAhAcHAwABs3biQrK4uuXbvatqlfvz7VqlVjzZo1Tg8pB06ncvhsGh6uLtxcu5JTaxGRci4rDd6OdM6x/+84ePgUatOhQ4fy3nvvsXLlSjp27AhYP6T69u1LQEAAAQEBdh9gTz75JIsWLeL7778vVEhZsmQJu3btYtGiRURGWs/H22+/nW8cyT//+U/b8xo1ajBq1ChmzZrFiy++iJeXF76+vri5uREeHn7ZY82YMYP09HS+/vprfHysP/+nn35Kz549effddwkLCwMgKCiITz/9FFdXV+rXr88dd9zB0qVLrxhSvvzyS3r06EFQUBAA3bp1Y+rUqYwZMwaASZMmERAQwKxZs3B3dwegbt26tte/+eabPP/88zz99NO2Za1bt77q+bvU66+/bndTwuDgYJo1a2b7/o033mDOnDnMmzePkSNHsmfPHr7//nsWL15s+2yuWbOmbfshQ4bw6quv8ueff3LjjTeSlZXFjBkz8rWulIQSHThrsVh45plnaNeuHY0bNwYgLi4ODw8PAgMD7bYNCwsjLi6uwP1kZGSQlJRk9ygpuV09bWoG42PW/RdFROrXr0/btm358ssvAdi3bx+///47w4YNAyAnJ4c33niDJk2aEBwcjK+vL4sWLeLw4cOF2v/OnTuJioqyBRSAmJiYfNt99913tGvXjvDwcHx9ffnnP/9Z6GPkPVazZs1sAQWgXbt2WCwWu/GTjRo1wtXV1fZ9REQEJ0+evOx+c3Jy+Oqrr3jggQdsyx544AGmTZuGxWIBrF0kt9xyiy2g5HXy5EmOHz9Oly5divTzFKRVq1Z236ekpDBq1CgaNGhAYGAgvr6+7Ny503buNm3ahKurKx06dChwf5GRkdxxxx223//8+fPJyMjg3nvvveZar6ZEP4VHjBjBtm3bWLVq1TXtZ9y4cYwdO9ZBVV1ZbldPx3rq6hGREububW3RcNaxi2DYsGE8+eSTTJo0ialTp1KrVi3bh9p7773HJ598wscff0yTJk3w8fHhmWeeITMz02HlrlmzhoEDBzJ27Fi6detma5H44IMPHHaMvC4NEiaTyRY2CrJo0SKOHTtGv3797Jbn5OSwdOlSbr31Vry8vC77+iutA3BxsbYpGIZhW3a5MTJ5AxjAqFGjWLx4Me+//z61a9fGy8uLe+65x/b7udqxAR5++GEefPBBPvroI6ZOnUq/fv2uy8DnEmtJGTlyJL/88gvLly+natWqtuXh4eFkZmaSkJBgt318fPxlm+hGjx5NYmKi7XHkyJESqTk5PYs/Y88Cmh9FRK4Dk8na5eKMRxEvCrjvvvtwcXFhxowZfP311wwdOtQ2PmX16tX06tWLBx54gGbNmlGzZk327NlT6H03aNCAI0eOcOLECduytWvX2m3zxx9/UL16df7xj3/QqlUr6tSpw6FDh+y28fDwICcn56rH2rx5s93FHKtXr8bFxYV69eoVuuZLTZkyhf79+7Np0ya7R//+/W0DaJs2bcrvv/9eYLjw8/OjRo0aLF26tMD9h4ZaZz7Pe47yDqK9ktWrVzNkyBDuvvtumjRpQnh4OAcPHrStb9KkCRaLhZUrV152H7fffjs+Pj5MnjyZhQsXMnTo0EId+1o5PKQYhsHIkSOZM2cOy5YtIzo62m59y5YtcXd3t/tF7N69m8OHDxfYvAdgNpvx9/e3e5SE1ftOk20xiK7kQ3SlwvXViohUBL6+vvTr14/Ro0dz4sQJhgwZYltXp04dFi9ezB9//MHOnTt59NFHizStRNeuXalbty6DBw9m8+bN/P777/zjH/+w26ZOnTocPnyYWbNmsX//fiZMmMCcOXPstqlRowaxsbFs2rSJ06dPFzhPycCBA/H09GTw4MFs27aN5cuX8+STT/Lggw/axqMU1alTp5g/fz6DBw+mcePGdo9BgwYxd+5czp49y8iRI0lKSqJ///5s2LCBvXv38s0339i6mcaMGcMHH3zAhAkT2Lt3L3/99RcTJ04ErK0dN910E++88w47d+5k5cqVdmN0rqROnTr89NNPbNq0ic2bN3P//ffbtQrVqFGDwYMHM3ToUObOnUtsbCwrVqzg+++/t23j6urKkCFDGD16NHXq1Lns57WjOTykjBgxgm+//ZYZM2bg5+dHXFwccXFxnD9/HrCOth42bBjPPfccy5cvZ+PGjTz00EPExMQ4fdDsqeQMfM1udFJXj4hIPsOGDePcuXN069bNbvzIP//5T1q0aEG3bt3o2LEj4eHh9O7du9D7dXFxYc6cOZw/f54bb7yRhx9+mLfeestum7vuuotnn32WkSNH0rx5c/744w9eeeUVu2369u1L9+7d6dSpE6GhoQVeBu3t7c2iRYs4e/YsrVu35p577qFLly58+umnRTsZeeQOwi1oPEmXLl3w8vLi22+/JSQkhGXLlpGSkkKHDh1o2bIlX3zxha1rafDgwXz88cd89tlnNGrUiDvvvJO9e/fa9vXll1+SnZ1Ny5YteeaZZ3jzzTcLVd+HH35IUFAQbdu2pWfPnnTr1o0WLVrYbTN58mTuuecennjiCerXr88jjzxi19oE1t9/ZmYmDz30UFFPUbGZjLwdXI7Y4WWaEKdOnWpL3unp6Tz//PPMnDmTjIwMunXrxmeffXbFEdl5JSUlERAQQGJiosNbVTKzLZzPzCHAO//AJhGR4kpPTyc2Npbo6Gg8PT2dXY5Ikf3+++906dKFI0eOXLHV6Urv9aJ+fjt84GxhMo+npyeTJk1i0qRJjj78NfNwc8HDTXcLEBERAesVtqdOnWLMmDHce++9xe4WKw59GouIiMhlzZw5k+rVq5OQkMD48eOv67EVUkREROSyhgwZQk5ODhs3bqRKlSrX9dgKKSIiIlIqKaSIiIhIqaSQIiJyHTn4gkqRUseR73GFFBGR6yB3Loy0NCfd9VjkOsl9jxd0j6Ki0h30RESuA1dXVwIDA203qfP29r7svFIiZZFhGKSlpXHy5EkCAwPtbtBYXAopIiLXSe6ElVe6m65IWRcYGFjoyVmvRiFFROQ6MZlMREREULly5cvewVakLHN3d3dIC0ouhRQRkevM1dXVof+Ri5RXGjgrIiIipZJCioiIiJRKCikiIiJSKpXJMSm5E8UkJSU5uRIREREprNzP7cJO+FYmQ0pycjIAUVFRTq5EREREiio5OZmAgICrbmcyyuAczRaLhePHj+Pn5+fwyZCSkpKIioriyJEj+Pv7O3Tf5ZXOWfHovBWPzlvx6LwVnc5Z8VzpvBmGQXJyMpGRkbi4XH3ESZlsSXFxcaFq1aolegx/f3+9KYtI56x4dN6KR+eteHTeik7nrHgud94K04KSSwNnRUREpFRSSBEREZFSSSHlEmazmddeew2z2ezsUsoMnbPi0XkrHp234tF5Kzqds+Jx5HkrkwNnRUREpPxTS4qIiIiUSgopIiIiUioppIiIiEippJAiIiIipZJCSh6TJk2iRo0aeHp60qZNG/78809nl1SqjRkzBpPJZPeoX7++s8sqdX777Td69uxJZGQkJpOJuXPn2q03DINXX32ViIgIvLy86Nq1K3v37nVOsaXI1c7bkCFD8r3/unfv7pxiS4lx48bRunVr/Pz8qFy5Mr1792b37t1226SnpzNixAhCQkLw9fWlb9++xMfHO6ni0qEw561jx4753m+PPfaYkyp2vsmTJ9O0aVPbhG0xMTEsWLDAtt5R7zOFlAu+++47nnvuOV577TX++usvmjVrRrdu3Th58qSzSyvVGjVqxIkTJ2yPVatWObukUic1NZVmzZoxadKkAtePHz+eCRMm8Pnnn7Nu3Tp8fHzo1q0b6enp17nS0uVq5w2ge/fudu+/mTNnXscKS5+VK1cyYsQI1q5dy+LFi8nKyuK2224jNTXVts2zzz7L/PnzmT17NitXruT48eP06dPHiVU7X2HOG8Ajjzxi934bP368kyp2vqpVq/LOO++wceNGNmzYQOfOnenVqxfbt28HHPg+M8QwDMO48cYbjREjRti+z8nJMSIjI41x48Y5sarS7bXXXjOaNWvm7DLKFMCYM2eO7XuLxWKEh4cb7733nm1ZQkKCYTabjZkzZzqhwtLp0vNmGIYxePBgo1evXk6pp6w4efKkARgrV640DMP63nJ3dzdmz55t22bnzp0GYKxZs8ZZZZY6l543wzCMDh06GE8//bTziioDgoKCjP/85z8OfZ+pJQXIzMxk48aNdO3a1bbMxcWFrl27smbNGidWVvrt3buXyMhIatasycCBAzl8+LCzSypTYmNjiYuLs3vvBQQE0KZNG733CmHFihVUrlyZevXq8fjjj3PmzBlnl1SqJCYmAhAcHAzAxo0bycrKsnu/1a9fn2rVqun9lsel5y3X9OnTqVSpEo0bN2b06NGkpaU5o7xSJycnh1mzZpGamkpMTIxD32dl8gaDjnb69GlycnIICwuzWx4WFsauXbucVFXp16ZNG6ZNm0a9evU4ceIEY8eO5ZZbbmHbtm34+fk5u7wyIS4uDqDA917uOilY9+7d6dOnD9HR0ezfv5//+7//o0ePHqxZswZXV1dnl+d0FouFZ555hnbt2tG4cWPA+n7z8PAgMDDQblu93y4q6LwB3H///VSvXp3IyEi2bNnCSy+9xO7du/npp5+cWK1zbd26lZiYGNLT0/H19WXOnDk0bNiQTZs2Oex9ppAixdajRw/b86ZNm9KmTRuqV6/O999/z7Bhw5xYmVQE/fv3tz1v0qQJTZs2pVatWqxYsYIuXbo4sbLSYcSIEWzbtk3jxIrocudt+PDhtudNmjQhIiKCLl26sH//fmrVqnW9yywV6tWrx6ZNm0hMTOSHH35g8ODBrFy50qHHUHcPUKlSJVxdXfONPI6Pjyc8PNxJVZU9gYGB1K1bl3379jm7lDIj9/2l9961q1mzJpUqVdL7Dxg5ciS//PILy5cvp2rVqrbl4eHhZGZmkpCQYLe93m9WlztvBWnTpg1AhX6/eXh4ULt2bVq2bMm4ceNo1qwZn3zyiUPfZwopWE90y5YtWbp0qW2ZxWJh6dKlxMTEOLGysiUlJYX9+/cTERHh7FLKjOjoaMLDw+3ee0lJSaxbt07vvSI6evQoZ86cqdDvP8MwGDlyJHPmzGHZsmVER0fbrW/ZsiXu7u5277fdu3dz+PDhCv1+u9p5K8imTZsAKvT77VIWi4WMjAzHvs8cO7a37Jo1a5ZhNpuNadOmGTt27DCGDx9uBAYGGnFxcc4urdR6/vnnjRUrVhixsbHG6tWrja5duxqVKlUyTp486ezSSpXk5GTj77//Nv7++28DMD788EPj77//Ng4dOmQYhmG88847RmBgoPHzzz8bW7ZsMXr16mVER0cb58+fd3LlznWl85acnGyMGjXKWLNmjREbG2ssWbLEaNGihVGnTh0jPT3d2aU7zeOPP24EBAQYK1asME6cOGF7pKWl2bZ57LHHjGrVqhnLli0zNmzYYMTExBgxMTFOrNr5rnbe9u3bZ7z++uvGhg0bjNjYWOPnn382atasabRv397JlTvPyy+/bKxcudKIjY01tmzZYrz88suGyWQyfv31V8MwHPc+U0jJY+LEiUa1atUMDw8P48YbbzTWrl3r7JJKtX79+hkRERGGh4eHUaVKFaNfv37Gvn37nF1WqbN8+XIDyPcYPHiwYRjWy5BfeeUVIywszDCbzUaXLl2M3bt3O7foUuBK5y0tLc247bbbjNDQUMPd3d2oXr268cgjj1T4PyoKOl+AMXXqVNs258+fN5544gkjKCjI8Pb2Nu6++27jxIkTziu6FLjaeTt8+LDRvn17Izg42DCbzUbt2rWNF154wUhMTHRu4U40dOhQo3r16oaHh4cRGhpqdOnSxRZQDMNx7zOTYRhGMVt2REREREqMxqSIiIhIqaSQIiIiIqWSQoqIiIiUSgopIiIiUioppIiIiEippJAiIiIipZJCioiIiJRKCikiUi6YTCbmzp3r7DJExIEUUkTkmg0ZMgSTyZTv0b17d2eXJiJlmJuzCxCR8qF79+5MnTrVbpnZbHZSNSJSHqglRUQcwmw2Ex4ebvcICgoCrF0xkydPpkePHnh5eVGzZk1++OEHu9dv3bqVzp074+XlRUhICMOHDyclJcVumy+//JJGjRphNpuJiIhg5MiRdutPnz7N3Xffjbe3N3Xq1GHevHkl+0OLSIlSSBGR6+KVV16hb9++bN68mYEDB9K/f3927twJQGpqKt26dSMoKIj169cze/ZslixZYhdCJk+ezIgRIxg+fDhbt25l3rx51K5d2+4YY8eO5b777mPLli3cfvvtDBw4kLNnz17Xn1NEHMhx90QUkYpq8ODBhqurq+Hj42P3eOuttwzDsN5l9rHHHrN7TZs2bYzHH3/cMAzD+Pe//20EBQUZKSkptvX//e9/DRcXF9udjSMjI41//OMfl60BMP75z3/avk9JSTEAY8GCBQ77OUXk+tKYFBFxiE6dOjF58mS7ZcHBwbbnMTExdutiYmLYtGkTADt37qRZs2b4+PjY1rdr1w6LxcLu3bsxmUwcP36cLl26XLGGpk2b2p77+Pjg7+/PyZMni/sjiYiTKaSIiEP4+Pjk635xFC8vr0Jt5+7ubve9yWTCYrGUREkich1oTIqIXBdr167N932DBg0AaNCgAZs3byY1NdW2fvXq1bi4uFCvXj38/PyoUaMGS5cuva41i4hzqSVFRBwiIyODuLg4u2Vubm5UqlQJgNmzZ9OqVStuvvlmpk+fzp9//smUKVMAGDhwIK+99hqDBw9mzJgxnDp1iieffJIHH3yQsLAwAMaMGcNjjz1G5cqV6dGjB8nJyaxevZonn3zy+v6gInLdKKSIiEMsXLiQiIgIu2X16tVj165dgPXKm1mzZvHEE08QERHBzJkzadiwIQDe3t4sWrSIp59+mtatW+Pt7U3fvn358MMPbfsaPHgw6enpfPTRR4waNYpKlSpxzz33XL8fUESuO5NhGIazixCR8s1kMjFnzhx69+7t7FJEpAzRmBQREREplRRSREREpFTSmBQRKXHqVRaR4lBLioiIiJRKCikiIiJSKimkiIiISKmkkCIiIiKlkkKKiIiIlEoKKSIiIlIqKaSIiIhIqaSQIiIiIqWSQoqIiIiUSv8P8vVTCeC3d8QAAAAASUVORK5CYII=\n" 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\n" 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\n" }, "metadata": {} }, { "output_type": "stream", "name": "stdout", "text": [ "Test Accuracy: 88.59\n", " precision recall f1-score support\n", "\n", " 0 0.914 0.979 0.945 980\n", " 1 0.938 0.929 0.933 1135\n", " 2 0.880 0.878 0.879 1032\n", " 3 0.842 0.854 0.848 1010\n", " 4 0.909 0.881 0.895 982\n", " 5 0.836 0.836 0.836 892\n", " 6 0.936 0.907 0.922 958\n", " 7 0.957 0.863 0.907 1028\n", " 8 0.817 0.805 0.811 974\n", " 9 0.832 0.918 0.873 1009\n", "\n", " accuracy 0.886 10000\n", " macro avg 0.886 0.885 0.885 10000\n", "weighted avg 0.887 0.886 0.886 10000\n", "\n" ] } ], "source": [ "model_base = CNN(use_dropout=False)\n", "\n", "base_train_losses, base_train_accs, base_val_losses, base_val_accs, base_test_accs = train_model(model_base, epochs=30)\n", "\n", "plot_curves(base_train_losses, base_train_accs, base_val_losses, base_val_accs)\n", "\n", "evaluate_model(model_base, test_loader)" ] }, { "cell_type": "markdown", "id": "1b4e3422", "metadata": { "id": "1b4e3422" }, "source": [ "## 7. Train model with dropout to overcome overfitting (regularization)" ] }, { "cell_type": "code", "execution_count": null, "id": "ebbc1168", "metadata": { "id": "ebbc1168" }, "outputs": [], "source": [ "# Reduce training size to speed up training\n", "train_dataset = torch.utils.data.Subset(full_train_dataset, range(250))\n", "val_dataset = torch.utils.data.Subset(full_train_dataset, range(1000))\n", "\n", "train_loader = DataLoader(train_dataset, batch_size=32, shuffle=True)\n", "val_loader = DataLoader(val_dataset, batch_size=32)\n", "test_loader = DataLoader(test_dataset, batch_size=128)" ] }, { "cell_type": "code", "execution_count": null, "id": "10c789ea", "metadata": { "id": "10c789ea", "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "outputId": "1cf8ffb8-588d-4ea7-dcc5-71ad8126589c" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Epoch 1: Train Acc=12.40% | Val Acc=11.40% | Train Loss=2.2994% | Val Loss=2.2804\n", "Epoch 2: Train Acc=16.80% | Val Acc=19.30% | Train Loss=2.2566% | Val Loss=2.2371\n", "Epoch 3: Train Acc=26.80% | Val Acc=27.60% | Train Loss=2.1814% | Val Loss=2.1430\n", "Epoch 4: Train Acc=36.00% | Val Acc=40.30% | Train Loss=2.0429% | Val Loss=1.9742\n", "Epoch 5: Train Acc=39.20% | Val Acc=42.40% | Train Loss=1.8466% | Val Loss=1.7279\n", "Epoch 6: Train Acc=49.20% | Val Acc=58.60% | Train Loss=1.5719% | Val Loss=1.4448\n", "Epoch 7: Train Acc=52.40% | Val Acc=60.30% | Train Loss=1.4199% | Val Loss=1.2448\n", "Epoch 8: Train Acc=55.20% | Val Acc=68.90% | Train Loss=1.2097% | Val Loss=1.0889\n", "Epoch 9: Train Acc=63.20% | Val Acc=67.00% | Train Loss=1.0888% | Val Loss=1.0176\n", "Epoch 10: Train Acc=65.60% | Val Acc=74.00% | Train Loss=1.0661% | Val Loss=0.8893\n", "Epoch 11: Train Acc=66.80% | Val Acc=75.70% | Train Loss=0.9628% | Val Loss=0.8512\n", "Epoch 12: Train Acc=72.00% | Val Acc=77.20% | Train Loss=0.8120% | Val Loss=0.7599\n", "Epoch 13: Train Acc=73.60% | Val Acc=78.60% | Train Loss=0.7821% | Val Loss=0.6972\n", "Epoch 14: Train Acc=75.60% | Val Acc=80.70% | Train Loss=0.6969% | Val Loss=0.6282\n", "Epoch 15: Train Acc=77.20% | Val Acc=82.70% | Train Loss=0.6391% | Val Loss=0.5821\n", "Epoch 16: Train Acc=80.00% | Val Acc=84.30% | Train Loss=0.5978% | Val Loss=0.5472\n", "Epoch 17: Train Acc=80.80% | Val Acc=86.20% | Train Loss=0.5754% | Val Loss=0.4958\n", "Epoch 18: Train Acc=85.20% | Val Acc=84.90% | Train Loss=0.5043% | Val Loss=0.4762\n", "Epoch 19: Train Acc=84.40% | Val Acc=86.70% | Train Loss=0.4624% | Val Loss=0.4415\n", "Epoch 20: Train Acc=89.20% | Val Acc=87.50% | Train Loss=0.3903% | Val Loss=0.4114\n", "Epoch 21: Train Acc=88.40% | Val Acc=88.40% | Train Loss=0.3647% | Val Loss=0.4025\n", "Epoch 22: Train Acc=88.40% | Val Acc=88.00% | Train Loss=0.3494% | Val Loss=0.3960\n", "Epoch 23: Train Acc=88.40% | Val Acc=88.00% | Train Loss=0.3432% | Val Loss=0.3876\n", "Epoch 24: Train Acc=87.60% | Val Acc=87.20% | Train Loss=0.3637% | Val Loss=0.3879\n", "Epoch 25: Train Acc=88.40% | Val Acc=88.30% | Train Loss=0.3701% | Val Loss=0.3610\n", "Epoch 26: Train Acc=88.00% | Val Acc=89.50% | Train Loss=0.3320% | Val Loss=0.3412\n", "Epoch 27: Train Acc=92.40% | Val Acc=89.40% | Train Loss=0.2459% | Val Loss=0.3625\n", "Epoch 28: Train Acc=90.00% | Val Acc=89.00% | Train Loss=0.3074% | Val Loss=0.3448\n", "Epoch 29: Train Acc=93.60% | Val Acc=89.50% | Train Loss=0.2406% | Val Loss=0.3489\n", "Epoch 30: Train Acc=95.20% | Val Acc=88.70% | Train Loss=0.1913% | Val Loss=0.3356\n", "Epoch 31: Train Acc=92.80% | Val Acc=89.70% | Train Loss=0.2059% | Val Loss=0.3258\n", "Epoch 32: Train Acc=90.40% | Val Acc=90.10% | Train Loss=0.2527% | Val Loss=0.3246\n", "Epoch 33: Train Acc=94.40% | Val Acc=90.20% | Train Loss=0.2257% | Val Loss=0.3341\n", "Epoch 34: Train Acc=95.20% | Val Acc=90.60% | Train Loss=0.1852% | Val Loss=0.3048\n", "Epoch 35: Train Acc=92.80% | Val Acc=90.10% | Train Loss=0.2116% | Val Loss=0.3100\n", "Epoch 36: Train Acc=92.80% | Val Acc=90.50% | Train Loss=0.2098% | Val Loss=0.3215\n", "Epoch 37: Train Acc=94.80% | Val Acc=90.50% | Train Loss=0.1613% | Val Loss=0.3237\n", "Epoch 38: Train Acc=93.20% | Val Acc=90.40% | Train Loss=0.2019% | Val Loss=0.3164\n", "Epoch 39: Train Acc=94.80% | Val Acc=91.80% | Train Loss=0.1688% | Val Loss=0.2966\n", "Epoch 40: Train Acc=94.80% | Val Acc=90.30% | Train Loss=0.1616% | Val Loss=0.3143\n", "Epoch 41: Train Acc=93.20% | Val Acc=91.80% | Train Loss=0.1878% | Val Loss=0.2904\n", "Epoch 42: Train Acc=94.00% | Val Acc=92.00% | Train Loss=0.1729% | Val Loss=0.2653\n", "Epoch 43: Train Acc=97.20% | Val Acc=90.60% | Train Loss=0.1242% | Val Loss=0.2693\n", "Epoch 44: Train Acc=98.40% | Val Acc=91.70% | Train Loss=0.0848% | Val Loss=0.2747\n", "Epoch 45: Train Acc=93.60% | Val Acc=92.10% | Train Loss=0.1598% | Val Loss=0.2795\n", "Epoch 46: Train Acc=96.00% | Val Acc=92.50% | Train Loss=0.1125% | Val Loss=0.2706\n", "Epoch 47: Train Acc=96.40% | Val Acc=92.50% | Train Loss=0.0907% | Val Loss=0.2719\n", "Epoch 48: Train Acc=97.20% | Val Acc=91.60% | Train Loss=0.0961% | Val Loss=0.2822\n", "Epoch 49: Train Acc=98.00% | Val Acc=91.60% | Train Loss=0.0871% | Val Loss=0.2945\n", "Epoch 50: Train Acc=96.40% | Val Acc=91.70% | Train Loss=0.0941% | Val Loss=0.2903\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
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\n" 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pU8d45pln7IZsi5Q1k2GU4T/lRERERC6gPiMiIiLiUEpGRERExKGUjIiIiIhDKRkRERERh1IyIiIiIg6lZEREREQcqkJMemaxWDhy5Ag+Pj7Fms5ZREREHMcwDFJTU4mMjLSbmPFCFSIZOXLkCFFRUY4OQ0RERC5DfHy83dIRF6oQyci5KYrj4+Px9fV1cDQiIiJSFCkpKURFRV1yqYEKkYyca5rx9fVVMiIiIlLBXKqLhTqwioiIiEMpGRERERGHUjIiIiIiDlUh+oyIiMiVycvLIycnx9FhSCXj4uKCk5PTFV9HyYiISCVmGAYJCQmcPn3a0aFIJeXv7094ePgVzQOmZEREpBI7l4iEhobi6empiSOlxBiGQUZGBomJiQBERERc9rWUjIiIVFJ5eXm2RCQoKMjR4Ugl5OHhAUBiYiKhoaGX3WSjDqwiIpXUuT4inp6eDo5EKrNzf19X0idJyYiISCWnphkpTSXx96VkRERERBxKyYiIiFQJNWvW5L333nN0GFIAJSMiIlKumEymi26jR4++rOuuWbOGBx988Ipi69KlCyNGjLiia0h+Gk0jIiLlytGjR22vp0yZwssvv8yuXbts+7y9vW2vDcMgLy8PZ+dLf52FhISUbKBSYqp8zcjEZXF8OH8PuXkWR4ciIiJAeHi4bfPz88NkMtne79y5Ex8fH/744w9atWqFm5sbS5cu5Z9//uHmm28mLCwMb29v2rRpw7x58+yue2Ezjclk4ssvv+SWW27B09OTmJgYZs2adUWx//zzzzRu3Bg3Nzdq1qzJO++8Y3f8448/JiYmBnd3d8LCwrj99tttx3766SeaNm2Kh4cHQUFBdO/enfT09CuKp6Ko0snIoVMZvPHHTt6Zu5u7Pl9J/MkMR4ckIlImMrJzC90yc/JKvGxJe/755/nf//7Hjh07aNasGWlpadxwww3Mnz+fDRs20LNnT/r06cPBgwcvep0xY8Zw5513snnzZm644QYGDBjAyZMnLyumdevWceedd3LXXXexZcsWRo8ezUsvvcTEiRMBWLt2LY899hivvPIKu3bt4s8//6RTp06AtTaof//+3H///ezYsYOFCxdy6623YhjGZcVS0VTpZppq/h7875YmvDxrO2sPnKLX+0sYc1Njbm1ZTUPhRKRSa/TynEKPda0fwoT72tret3p1HmcuSDrOaVcrkCkPdbC9v/r/FnAyPTtfuf3/630F0eb3yiuvcN1119neBwYGEhsba3v/6quvMmPGDGbNmsXw4cMLvc7gwYPp378/AG+88QYffPABq1evpmfPnsWOady4cVx77bW89NJLANSrV4/t27fz1ltvMXjwYA4ePIiXlxc33ngjPj4+REdH06JFC8CajOTm5nLrrbcSHR0NQNOmTYsdQ0VVpWtGTCYTt56eyMqms7i6hgdpWbk8NW0Tw3/cwOmM/P8xiYhI+dC6dWu792lpaTz99NM0bNgQf39/vL292bFjxyVrRpo1a2Z77eXlha+vr2168+LasWMHHTt2tNvXsWNH9uzZQ15eHtdddx3R0dHUrl2bgQMH8sMPP5CRYa2Rj42N5dprr6Vp06bccccdfPHFF5w6deqy4qiIqnTNCKcOwNJ38Tby+C5oFVOvGs0LK838tvkomw+dZu4TnXF3ufLVCEVEypvtr/Qo9Jj5gprhdS91L3LZpc91vbLAisjLy8vu/dNPP83cuXN5++23qVu3Lh4eHtx+++1kZ1/8H5YuLi52700mExZL6fQh9PHxYf369SxcuJC//vqLl19+mdGjR7NmzRr8/f2ZO3cuy5cv56+//uLDDz/khRdeYNWqVdSqVatU4ilPqnTNCAHRMHAG+ERgOrGHfhsHs/jqLdQO8qB/2xpKRESk0vJ0dS50u/D/fSVRtrQtW7aMwYMHc8stt9C0aVPCw8PZv39/qd/33xo2bMiyZcvyxVWvXj3bmi3Ozs50796dN998k82bN7N//37+/vtvwJoIdezYkTFjxrBhwwZcXV2ZMWNGmX4GR6naNSMAtTvDf5bDrEdh52wiV7/B3JqdocWntiK7ElLxdHUiKlDrO4iIlEcxMTFMnz6dPn36YDKZeOmll0qthuP48eNs3LjRbl9ERARPPfUUbdq04dVXX6Vfv36sWLGC8ePH8/HHHwMwe/Zs9u3bR6dOnQgICOD333/HYrFQv359Vq1axfz587n++usJDQ1l1apVHD9+nIYNG5bKZyhvqnbNyDmegdDve7jxPXD2wGn/Ipy+7gG52WTm5DF80nqGfLOGtKyS7xEuIiJXbty4cQQEBHDVVVfRp08fevToQcuWLUvlXpMmTaJFixZ22xdffEHLli2ZOnUqkydPpkmTJrz88su88sorDB48GAB/f3+mT59Ot27daNiwIZ9++ik//vgjjRs3xtfXl8WLF3PDDTdQr149XnzxRd555x169epVKp+hvDEZFWDcUEpKCn5+fiQnJ+Pr61u6Nzu+G34eAm0fhJYDOZ6aRe8PlpCYmkWPxmF8MqAVZrNG2ohI+ZeZmUlcXBy1atXC3d3d0eFIJXWxv7Oifn+rZuRCIfXggb+hxT3Wtz5ufNcD6jgdZ862Y4xfsNfBAYqIiFQuSkYK4uQC53qInzlF/cWPMSXka8xYGDd3N3O3H3NsfCIiIpWIkpFLyUqDzBSCT2/iw7prAXhiykb2JqY6ODAREZHKQcnIpfhHwXWjAbjh2BfcEJVDWlYuL/+yzbFxiYiIVBJKRoqi1f1Q4ypMOem85zWRPs0ieP+uFo6OSkREpFJQMlIUZjPc9AE4ueG6fwEfNt5NiI+bo6MSERGpFJSMFFVwDHR+1vr6z+ch7TgAMzcc5o8tRx0YmIiISMWmGViLo+PjsG0mhDUGsxPzth9jxJSNeLg4UTPYi4YRpTwHioiISCWkmpHicHKB+/+EWz8Dz0C61A/hmphgzuTk8eB3azlVwLLZIiIicnFKRorLzdv20tls4sM7m1Aj0JP4k2cYNUsjbEREyosuXbowYsQI2/uaNWvy3nvvXfQck8nEzJkzr/jeJXWdqkLJyOVKPgw/9sd/0UuMv9s6smb25iMcOpXh4MBERCq2Pn360LNnzwKPLVmyBJPJxObNm4t93TVr1vDggw9eaXh2Ro8eTfPmzfPtP3r0aKmvKzNx4kT8/f1L9R5lRcnI5Tr5D+z+A9Z+RbO87XSsG4TFgO9WHHB0ZCIiFdqQIUOYO3cuhw4dyndswoQJtG7dmmbNmhX7uiEhIXh6ls3q6+Hh4bi5adRlUSkZuVy1OkGLgdbXsx5laPtIACatPkhGtlb3FRG5XDfeeCMhISFMnDjRbn9aWhrTpk1jyJAhnDhxgv79+1OtWjU8PT1p2rQpP/7440Wve2EzzZ49e+jUqRPu7u40atSIuXPn5jvnueeeo169enh6elK7dm1eeuklcnJyAGvNxJgxY9i0aRMmkwmTyWSL+cJmmi1bttCtWzc8PDwICgriwQcfJC0tzXZ88ODB9O3bl7fffpuIiAiCgoIYNmyY7V6X4+DBg9x88814e3vj6+vLnXfeybFj55cz2bRpE127dsXHxwdfX19atWrF2rXWmcYPHDhAnz59CAgIwMvLi8aNG/P7779fdiyXotE0V+L6V2HPX3BiL10SvmFAu77c2CwSDxcnR0cmInJx2emFHzM5gYt7EcuawcXj0mVdvYocmrOzM/feey8TJ07khRdewHR2rbBp06aRl5dH//79SUtLo1WrVjz33HP4+vry22+/MXDgQOrUqUPbtm0veQ+LxcKtt95KWFgYq1atIjk52a5/yTk+Pj5MnDiRyMhItmzZwgMPPICPjw/PPvss/fr1Y+vWrfz555/MmzcPAD8/v3zXSE9Pp0ePHnTo0IE1a9aQmJjI0KFDGT58uF3CtWDBAiIiIliwYAF79+6lX79+NG/enAceeKDIz+7fn+9cIrJo0SJyc3MZNmwY/fr1Y+HChQAMGDCAFi1a8Mknn+Dk5MTGjRtxcXEBYNiwYWRnZ7N48WK8vLzYvn073t7eF7njlVEyciU8AuCGt2HqQEzL3+P1B2+B8CBHRyUicmlvRBZ+LOZ6GDDt/Pu36kJOIf3hoq+G+347//69ppBxIn+50cnFCu/+++/nrbfeYtGiRXTp0gWwNtHcdttt+Pn54efnx9NPP20r/+ijjzJnzhymTp1apGRk3rx57Ny5kzlz5hAZaX0Wb7zxRr5+Hi+++KLtdc2aNXn66aeZPHkyzz77LB4eHnh7e+Ps7Ex4eHih95o0aRKZmZl8++23eHlZk7Lx48fTp08f/u///o+wsDAAAgICGD9+PE5OTjRo0IDevXszf/78y0pG5s+fz5YtW4iLiyMqKgqAb7/9lsaNG7NmzRratGnDwYMHeeaZZ2jQoAEAMTExtvMPHjzIbbfdRtOmTQGoXbt2sWMoDjXTXKlGN0HDPmDJhXmjHB2NiEil0KBBA6666iq+/vprAPbu3cuSJUsYMmQIAHl5ebz66qs0bdqUwMBAvL29mTNnDgcPHizS9Xfs2EFUVJQtEQHo0KFDvnJTpkyhY8eOhIeH4+3tzYsvvljke/z7XrGxsbZEBKBjx45YLBZ27dpl29e4cWOcnM7XrEdERJCYmFise/37nlFRUbZEBKBRo0b4+/uzY8cOAJ588kmGDh1K9+7d+d///sc///xjK/vYY4/x2muv0bFjR0aNGnVZHYaLQzUjJaH7GNjxKxzZSOLJk3y+PIHDp8/wyT2tHB2ZiEjB/nuk8GOmC5qan9l7kbIX/Jt2xJbLj+kCQ4YM4dFHH+Wjjz5iwoQJ1KlTh86dOwPw1ltv8f777/Pee+/RtGlTvLy8GDFiBNnZJTff04oVKxgwYABjxoyhR48e+Pn5MXnyZN55550Su8e/nWsiOcdkMmGxWErlXmAdCXT33Xfz22+/8ccffzBq1CgmT57MLbfcwtChQ+nRowe//fYbf/31F2PHjuWdd97h0UcfLZVYVDNSEoLqwKBf4ckdZOHO18vi+GNrArsSUh0dmYhIwVy9Ct/+3V/kkmU9ilb2Mtx5552YzWYmTZrEt99+y/3332/rP7Js2TJuvvlm7rnnHmJjY6lduza7d+8u8rUbNmxIfHw8R4+eX85j5cqVdmWWL19OdHQ0L7zwAq1btyYmJoYDB+xHTLq6upKXl3fJe23atIn09PP9aZYtW4bZbKZ+/fpFjrk4zn2++Ph4277t27dz+vRpGjVqZNtXr149nnjiCf766y9uvfVWJkyYYDsWFRXFww8/zPTp03nqqaf44osvSiVWUDJScmp1AmdXogI96dHY2nY4YVmcg4MSEam4vL296devHyNHjuTo0aMMHjzYdiwmJoa5c+eyfPlyduzYwUMPPWQ3UuRSunfvTr169Rg0aBCbNm1iyZIlvPDCC3ZlYmJiOHjwIJMnT+aff/7hgw8+YMaMGXZlatasSVxcHBs3biQpKYmsrKx89xowYADu7u4MGjSIrVu3smDBAh599FEGDhxo6y9yufLy8ti4caPdtmPHDrp3707Tpk0ZMGAA69evZ/Xq1dx777107tyZ1q1bc+bMGYYPH87ChQs5cOAAy5YtY82aNTRs2BCAESNGMGfOHOLi4li/fj0LFiywHSsNSkZKmmEwpH0EANM3HOZEWv4/TBERKZohQ4Zw6tQpevToYde/48UXX6Rly5b06NGDLl26EB4eTt++fYt8XbPZzIwZMzhz5gxt27Zl6NChvP7663ZlbrrpJp544gmGDx9O8+bNWb58OS+99JJdmdtuu42ePXvStWtXQkJCChxe7OnpyZw5czh58iRt2rTh9ttv59prr2X8+PHFexgFSEtLo0WLFnZbnz59MJlM/PLLLwQEBNCpUye6d+9O7dq1mTJlCgBOTk6cOHGCe++9l3r16nHnnXfSq1cvxowZA1iTnGHDhtGwYUN69uxJvXr1+Pjjj6843sKYDMMwSu3qJSQlJQU/Pz+Sk5Px9S3Hi9FtngZ/v4rR9A5u2t6VLYeTefr6egzvFnPpc0VESlhmZiZxcXHUqlULd3f3S58gchku9ndW1O9v1YyUJLMZTh/AtGUqQzpGA/DtigNk55ZeByQREZGKTslISarXC1x94PRBevsfJNTHjcTULH7bcpFe6yIiIlWckpGS5OppnXcEcNk2jYc712HI1bVoHR3o4MBERETKLyUjJa3Zndaf22Zwf/tIXrqxEVGBZbMwk4iISEWkZKSk1bwGfCIg8zTsyb/okohIWasA4xSkAiuJvy8lIyXN7ARNb7e+3mwdQrXinxM8+O1a4k8WsraDiEgpODejZ0aG/t8jpefc39eFM8gWh6aDLw2x/SEzxfoT+GjBXpbuTSI6yJMXeje6xMkiIiXDyckJf39/2/omnp6ethlMRa6UYRhkZGSQmJiIv7+/3bo6xaVkpDSENYabPrC9HXJ1LZbuTWLymnge714Pbzc9dhEpG+dWk73cBddELsXf3/+iqxYXhb4Vy0DneiHUDvZiX1I6P687xKCrajo6JBGpIkwmExEREYSGhpKTk+PocKSScXFxuaIakXOUjJSmQ+tg82TMVz3GfR1r8tIv2/hm+X7u7RCtqlIRKVNOTk4l8qUhUhrUgbU0zRsFqz+HLdO4tWV1XJ3N7EtKZ09imqMjExERKTeUjJSmc3OObJ6Cl6sTHesEATB3e9FXlhQREansipWMjB07ljZt2uDj40NoaCh9+/Zl165dlzxv2rRpNGjQAHd3d5o2bcrvv/9+2QFXKA1vAic3OL4TErZwfeNwmlTzJdTHzdGRiYiIlBvFSkYWLVrEsGHDWLlyJXPnziUnJ4frr7+e9PT0Qs9Zvnw5/fv3Z8iQIWzYsIG+ffvSt29ftm7desXBl3se/lC/p/X15inc1SaK2Y9ewx2toxwaloiISHliMq5g6rTjx48TGhrKokWL6NSpU4Fl+vXrR3p6OrNnz7bta9++Pc2bN+fTTz8t0n2KugRxubTzN5h8N3iHw5PbrZOiiYiIVAFF/f6+oj4jycnJAAQGFr4Q3IoVK+jevbvdvh49erBixYpCz8nKyiIlJcVuq7DqXgceAZCWAHGLAUjLymXVvhMODkxERKR8uOxkxGKxMGLECDp27EiTJk0KLZeQkEBYWJjdvrCwMBISEgo9Z+zYsfj5+dm2qKgK3Kzh7AqNbwGfSDhziqPJZ2j5ylwGfrWatKxcR0cnIiLicJedjAwbNoytW7cyefLkkowHgJEjR5KcnGzb4uPjS/weZar7GHhiKzS5lXBfd6oFeJCdZ2HRruOOjkxERMThLisZGT58OLNnz2bBggVUr179omXDw8M5dsx+KOuxY8cuOnWsm5sbvr6+dluF5u5r6ytiMpm4rpG1pmju9sJrh0RERKqKYiUjhmEwfPhwZsyYwd9//02tWrUueU6HDh2YP3++3b65c+fSoUOH4kVaGeTlwuH1tmTk752J5ORZHByUiIiIYxUrGRk2bBjff/89kyZNwsfHh4SEBBISEjhz5oytzL333svIkSNt7x9//HH+/PNP3nnnHXbu3Mno0aNZu3Ytw4cPL7lPURGkn4BxDeDrHrSMcCfIy5WUzFzWxJ10dGQiIiIOVaxk5JNPPiE5OZkuXboQERFh26ZMmWIrc/DgQY4ePWp7f9VVVzFp0iQ+//xzYmNj+emnn5g5c+ZFO71WSp6BYHKCvGycjqyjW4NQAP7SbKwiIlLFXdE8I2WlQs8z8m8/3Q9bf4YuI/krZDAPfreOav4eLH2uqxbOExGRSqdM5hmRYoruaP25fynXxIQwqk8jJj/YXomIiIhUac6ODqBKqXm19eehNXiYc7mv46U7AIuIiFR2qhkpS8H1wCsEcjPh8HpHRyMiIlIuKBkpSybT+aaaA0sBmLomniET13Dk9JmLnCgiIlJ5KRkpa836QZeRENMDgKlr45m/M5F5OzSqRkREqiYlI2WtwQ3Q5XmIaAbwr9lYlYyIiEjVpGTEwc4lIyv3nSAlM8fB0YiIiJQ9JSOOkHESts+CfQupHeJNnRAvcvIMFmrhPBERqYKUjDjC5ikwdSAsHw/A9Y2tiwb+tU0L54mISNWjZMQRzo2oObgS8nJtTTWLdh0nO1cL54mISNWiZMQRwhqDux9kp0LCZppX9yfCz51Gkb4kpWU5OjoREZEypRlYHcHsBDWugt1/wIFlmKu1ZMHTXXB3cXJ0ZCIiImVONSOOUvPcOjXLAJSIiIhIlaVkxFFsM7EuB0uebfeJtCw11YiISJWiZMRRwpuBqw9kJUPidgDenrOLNq/P45vl+x0bm4iISBlSMuIoTs5w5zfw+CYIawJArWAvLIZmYxURkapFyYgj1b0WAmpaF9ADujUIxclsYmdCqhbOExGRKkPJSDkS4OVKwwgfANYfPOXgaERERMqGkhFHW/MV/Hg3JO4EoGWNAAA2HDztwKBERETKjpIRR9vxK+z6DeIWA9Cihj+gmhEREak6lIw42rn5Rg4sBc7XjGw7nEJWbl5hZ4mIiFQamoHV0aKvtv48sBwMgxqBntzbIZqGEb5YtEyNiIhUAUpGHK1aS3B2h/TjkLQbU0h9Xrm5iaOjEhERKTNqpnE0Zzeo3sb6ev9Sx8YiIiLiAEpGyoOa55pqrOvU5FkMth5OZuqaeAcGJSIiUjbUTFMeRHcEJ1ew5AKQmZPHTeOXYjGgU70Qwv3cHRygiIhI6VHNSHlQowM8fxDu/BYALzdn6of7ArAxXkN8RUSkclMyUh44OYOLh92u8/ONnC77eERERMqQkpHyJjcL+PdMrKoZERGRyk3JSHlx4h/49Gr4sDUYhq1mZPOhZLJzNeGIiIhUXkpGygufcEjcAckH4dR+agV54efhQlauhZ0JKY6OTkREpNQoGSkvXL0gsqX19YFlmM2m8/1GDqipRkREKi8lI+XJuflG9lvnG3mkS11+GNqO21tHOTAoERGR0qVkpDy5YNG8trUC6Vg3GG83TQcjIiKVl5KR8iSqPZic4PRBSD7k6GhERETKhJKR8sTNG8IaW18fWgvA0j1JvDZ7O6vjTjowMBERkdKj+v/ypsGNENIAvMMAmL35CJPXxOPsZKZtrUAHByciIlLylIyUN12es3vbooY/k9fEa/IzERGptNRMU86dm4l186FkcvM0+ZmIiFQ+SkbKI0uedQK09BPUCfHGx92ZMzl57ExIdXRkIiIiJU7JSHk0+W74uD3smIXZbKJ5lD+gdWpERKRyUjJSHp0bUXPYOqLmXFONVvAVEZHKSMlIeVSttfXn4fUAtmnhD5xId1BAIiIipUejacqjaq2sPxN3QFYq7WsHseTZrlQP8HBsXCIiIqVANSPlkU8Y+EUBBhzZgLuLE1GBnphMJkdHJiIiUuKUjJRX52pHzs7EKiIiUlkpGSmvqp/rN7IOgO1HUnjw27U8+uMGBwYlIiJS8tRnpLyqcy10ToWaVwNgNsNf24/h5epEnsXAyawmGxERqRyUjJRXYY2s21kxoT54uzmTlpXL7mOpNIzwdWBwIiIiJUfNNBWEk9lEbJQfAOs1+ZmIiFQiSkbKs4yTsPN32DMPgBZR1snPNmjyMxERqUSUjJRnu36Hyf1h6TgAWkb7A6oZERGRykXJSHl2bibWIxsgL5fmZ2tG9h1P53RGtgMDExERKTlKRsqz4Hrg5gs5GXB8B4FerjQI96FVdAAn0pWMiIhI5aDRNOWZ2QyRLSBukXW+kfCm/P7YNZg1rFdERCoR1YyUdxfMxKpEREREKhslI+XdBTOxnpOWlYvFYjggIBERkZKlZKS8O9eJ9ewKvoZhcNsny2k2eg57j6c5NjYREZESoD4j5Z1PGNw+AcKbgosXJpMJdxczFgPmbj9GvTAfR0coIiJyRVQzUhE0uRWCY6wdWoFbW1QH4MfVB9VUIyIiFZ6SkQqod7MIfN2dOXTqDEv3Jjk6HBERkSuiZKQiyEqFFR/Br48D4O7ixK0trbUjk1YddGRkIiIiV0zJSEVgcoK/XoJ1EyH5MAB3tY0CYN6OYySmZDowOBERkSujZKQicPWEsEbW14et8400CPelZQ1/ci0G0zccdmBwIiIiV0ajaSqKaq0hYYt18rNGNwPw2LUxnMrIpleTCAcHJyIicvmKXTOyePFi+vTpQ2RkJCaTiZkzZ160/MKFCzGZTPm2hISEy425aipg8rMu9UO5pUV13F2cHBSUiIjIlSt2MpKenk5sbCwfffRRsc7btWsXR48etW2hoaHFvXXVdsEKviIiIpVFsZtpevXqRa9evYp9o9DQUPz9/Yt9npwVHAOuPpCdCsd3WCdBAywWg6+WxvHTukN8P7QdIT5uDg5URESkeMqsA2vz5s2JiIjguuuuY9myZRctm5WVRUpKit1W5ZmdoFoLMDvDiX/O7zab+H3rUXYdS+WndYccGKCIiMjlKfVkJCIigk8//ZSff/6Zn3/+maioKLp06cL69esLPWfs2LH4+fnZtqioqNIOs2Lo+wmMPASN+9rt7t+2BgCT12hGVhERqXhMhmFc9reXyWRixowZ9O3bt1jnde7cmRo1avDdd98VeDwrK4usrCzb+5SUFKKiokhOTsbX1/dyw620zmTn0faNeaRm5vLD0HZ0rBvs6JBERERISUnBz8/vkt/fDplnpG3btuzdu7fQ425ubvj6+tptUjgPVyduaVEN0IysIiJS8TgkGdm4cSMREZob47Is/D/4vAvst+93c1cba1PNnG0JHE/NKuBEERGR8qnYo2nS0tLsajXi4uLYuHEjgYGB1KhRg5EjR3L48GG+/fZbAN577z1q1apF48aNyczM5Msvv+Tvv//mr7/+KrlPUZUkbrMO7z20Gmp2tO1uFOlL8yh/Nsaf5uf1h3i4cx0HBikiIlJ0xU5G1q5dS9euXW3vn3zySQAGDRrExIkTOXr0KAcPnm8qyM7O5qmnnuLw4cN4enrSrFkz5s2bZ3cNKYZqrWH7L9aZWC9wb4doogI9aVMz0AGBiYiIXJ4r6sBaVoraAaZKOLAcJvQCnwh4aqejoxERESlUue7AKlcgorl1Fd/Uo7YVfEVERCoyJSMVzb9X8D24osAie46l8sqv20lKU0dWEREp/5SMVER1ull/7p5T4OGnf9rM18vi+FkzsoqISAWgZKQiqtcLvELBu+DFBu9ua52x9sfVB6kAXYJERKSKUzJSEUW1g6d2QY/XCzx8Y7NIvN2c2X8igxX/nCjj4ERERIpHyUhFZDZbt0J4uTlzU/NIAGZtOlJWUYmIiFwWJSMVmcVinQCtgKaYHo3DAVi467iaakREpFxTMlJR5eXC+7HWqeGTduc73K5WIO4uZhJSMtmZkFr28YmIiBSRkpGKyskZQupZX+/6I99hdxcnOtYJJtDLlcOnzpRxcCIiIkVX7OngpRyp3wv2zrMmI1ePyHf4rTti8fdwwWw2lX1sIiIiRaSakYqsXk/rz/hVkJ6U73Cgl6sSERERKfeUjFRkftUhvBlgwJ7CV0E2DIO0rNyyi0tERKQYlIxUdPVvsP7c9XuBh2dvPkL7sfMZ9cu2MgxKRESk6JSMVHT1zzbV7P0bcjLzHQ70dOVYShaLdh/HYtEQXxERKX+UjFR0Ec2h8/Nwz0/g5JLvcOuagXi5OpGUlsW2IyllH5+IiMglKBmp6Ewm6DoSoq8Cs1O+w67OZjrWDQZgwa7Eso5ORETkkpSMVAFdG1gX1FMyIiIi5ZGSkcpi30KY/SQcy99RtUv9EAA2xp/mZHp2GQcmIiJycUpGKovVX8Dar2DHr/kORfh50CDcB8OAxbuPOyA4ERGRwikZqSzq97L+LGSI711tohh6dS3qh/uUYVAiIiKXpungK4uYHoAJjm6C5MPgV83u8OCOtRwTl4iIyCWoZqSy8A6B6m2sr3f/6dhYREREikHJSGVia6rJv4ovQFZuHkv2HNeoGhERKVeUjFQm55KRuEWQlZbv8K+bjjLwq9W8O3d3GQcmIiJSOCUjlUlIAwioCT4RcPpAvsOd61mH+G4+lMzx1KwyDk5ERKRgSkYqE5MJhs6HxzdBWON8h0N83GhazQ+ARRriKyIi5YSSkcrGK9ialBSi69kJ0NRvREREygslI5VVXg5kJufb3eXs1PCLdx8nN89S1lGJiIjko2SkMlr1ObxZB5a+m+9QbHV/AjxdSM3MZf3B02Ufm4iIyAWUjFRGnoGQlVzgEF8ns8nWkXXlvhNlHZmIiEg+moG1MqrbHczOcHwnnNwHgbXtDj/StS4Pd6lD/TBNDS8iIo6nmpHKyMMfoq+yvt75W77D9cJ8aBDui+kiHV1FRETKipKRyqrRzdafG38Ew3BsLCIiIhehZKSyanI7OLtD4jY4sj7f4Z0JKYyYvIHnftrsgOBERETOUzJSWXn4n68dWf9tvsM5uQYzNx5h9uYjZOdqiK+IiDiOOrBWZm2Ggn8NaD4g36HGkb4Ee7uRlJbF2v0nuapusAMCFBERUc1I5RbVFrq9CIG18h0ym010OTsb6987NRuriIg4jpKRKqx7wzAAfl5/iLSsXAdHIyIiVZWSkapg158w6S44vttud/eGodQO9uJURg7fLN/vmNhERKTKUzJSFaybCLv/gA32HVmdncw8em1dAL5Ysk+1IyIi4hBKRqqClvdaf278EXKz7Q7dFFuNq+sG89T19XFx0iRoIiJS9jSapiqIuR68wyEtAXb/CY1ush1yMpv4fmg7BwYnIiJVnWpGqgInZ2je3/q6gDlHREREHEnJSFXRYqD15955kHwo3+E8i8H09Yfo+9EyUjNzyjg4ERGpypSMVBVBdaDmNYABGycVWOSjBXvZGH+aicv2l2loIiJStSkZqUpaDISIWAisne+Qk9nEY9fGAPDl0jhSVDsiIiJlRMlIVdLsTnhoMTS9vcDDNzaLpG6oN8lnclQ7IiIiZUbJSFViuvjQXbvakSX7VDsiIiJlQslIVZSZAmu/hoyT+Q71bhpBTKg3KZm5TFi6v+xjExGRKkfJSFX0wx0w+wnYPCXfIfu+I5qVVURESp+SkaroXJ+R9d+CYeQ73LtpBHe0qs5nA1vh5epUxsGJiEhVo2SkKmp6Bzi7Q+J2OLw+32Gz2cRbd8RyVZ1gTJfoZyIiInKllIxURR7+0Ohm6+sNl56RNSfPUrrxiIhIlaZkpKo6NyPrlp8hO73AIpk5ebw1Zyed3lxA8hmNrBERkdKhZKSqqnm1dfKz7FTYNqPAIq5OZuZtT+RociYfzN9DrmpIRESkFCgZqapMJmhxD5jMBXZiBWvfkce7W0fWfLU0jvZj/+aN33ew+1hqWUYqIiKVnMkwCvkmKkdSUlLw8/MjOTkZX19fR4dTeWQmWzuw1ulaaBGLxWD8gr1MXL6fk+nZtv3No/yZ+lAHXJ2Vz4qISMGK+v2tb5KqzN3PPhHJTAGLfVOM+ey8IytHXsvnA1txfaMwnM0mfNyd7RKRjfGn1YwjIiKXxdnRAUg5cXIfTOoHDW6E7qPyHXZ1NnN943CubxzOibQsTmWc79CakJzJrR8vo26oN9Mevgo/D5eyjFxERCo41YyI1eH1kLQblo6DDd9ftGiQtxt1Q71t7/cmpuHt5szuY2m8P29PaUcqIiKVjJIRsWp6O3R61vr618chbnGRT706Jpjxd7cE4JsV+9XBVUREikXJiJzX9b/Q5Daw5MKUgZBU9FqOTvVCuL5RGHkWgzG/bqMC9IsWEZFyQsmInGcywc0fQ/W2kHnauqBe+okin/5i70a4OptZtvcEc7YllF6cIiJSqSgZEXsu7nDXJPCvAafi4M/ninxqjSBPHupUG4BXZ+/gTHZeaUUpIiKViJIRyc87BO6eBnW6wfWvF+vUR7rUpU6IF/3bRmHWX5eIiBRBsb8uFi9eTJ8+fYiMjMRkMjFz5sxLnrNw4UJatmyJm5sbdevWZeLEiZcRqpSp0AYwcAb4hBXrNA9XJ+aM6MTwbjG4OTuVUnAiIlKZFDsZSU9PJzY2lo8++qhI5ePi4ujduzddu3Zl48aNjBgxgqFDhzJnzpxiBysOYhjW0TUpR4tU3Nnp/J+VxaKOrCIicnHFnvSsV69e9OrVq8jlP/30U2rVqsU777wDQMOGDVm6dCnvvvsuPXr0KO7txRH+eA5Wfwbth0HPN4p82qp9Jxg1axsv3diIjnWDSzFAERGpyEq9VX/FihV0797dbl+PHj1YsWJFoedkZWWRkpJit4kD1bve+nPdhGKNrvljawI7E1IZ8+s2cjRVvIiIFKLUk5GEhATCwuz7HYSFhZGSksKZM2cKPGfs2LH4+fnZtqioqNIOUy6mzrUQ3gxyMqw1JEX0RPd6BHq5svtYGt+tOFCKAYqISEVWLsc7jBw5kuTkZNsWHx/v6JCqNpMJrnnS+nrVZ5BVtBlW/TxdeKZHfQDenbebpLSs0opQREQqsFJPRsLDwzl27JjdvmPHjuHr64uHh0eB57i5ueHr62u3iYM1vAmC6lonQ1s3scin3dk6iibVfEnNzOWtP3eVWngiIlJxlXoy0qFDB+bPn2+3b+7cuXTo0KG0by0lyewEHR+3vl7xEeQWrZbDyWxizE2NAZi6Lp5N8adLKUAREamoip2MpKWlsXHjRjZu3AhYh+5u3LiRgwcPAtYmlnvvvddW/uGHH2bfvn08++yz7Ny5k48//pipU6fyxBNPlMwnkLLT7C7wiQQXTzh9sMintYoO5NYW1TAM+Hn9oVIMUEREKiKTUcwVzRYuXEjXrl3z7R80aBATJ05k8ODB7N+/n4ULF9qd88QTT7B9+3aqV6/OSy+9xODBg4t8z5SUFPz8/EhOTlaTjaOd+AcCalprSoohMSWT5f+c4Obm1snyRESk8ivq93exkxFHUDIiIiJS8RT1+7tcjqaRCiA3C7b8ZJ2dtZgyc/JIycwphaBERKQiUjIixWfJg487wM9DYO+8Yp06dU08HcbO5+MF/5RScCIiUtEoGZHiMztB/bNLAiwZV6xTfT1cOJWRw7S18WTnalZWERFRMiKXq8MwMLvAweVwcGWRT7u2YSihPm6cSM9mzraEUgxQREQqCiUjcnl8I6F5f+vrYtSOuDiZuauNdXr/SauKPjxYREQqLyUjcvk6jgCTGfbMgYStRT6tX9samE2wYt8J9h1PK734RESkQlAyIpcvqA40utn6eum7RT6tmr8HXeqHAvDjatWOiIhUdUpG5MpcfXYm3ex06yibIrq7bQ0Afl5/mJw8dWQVEanKnB0dgFRwEbHw2AYIrF2s07o2COXRbnW5uXkkLk7KiUVEqjIlI3Ll/p2IHNtuXd3X2fWipziZTTx1ff1SDkxERCoC/ZNUSs6ZU/DtTfBZp2IN9xURkapNyYiUnKS91unhj++Ar3vAr49bE5SL2HYkmWGT1jP2jx1lFKSIiJQ3Skak5ES1geFroMVA6/t1E2F824uuYXMsJZPfNh9l8up4MnOK3gFWREQqDyUjUrI8A+Hm8TD4dwiuB+mJ1jVsfrgDcrPzFe9cL5Rq/h4kn8nh9y1HHRCwiIg4mpIRKR01O8LDS6HLf8HJFbxDC+zU6mQ2aUZWEZEqTsmIlB5nN+jyHPxnOVz3aqHF7mwThZPZxNoDp9h9LLUMAxQRkfJAyYiUvuAY8Aqyvs5Mgd+etnZ2PSvM153uDa0zsqp2RESk6lEyImXrj+dgzRfwyzC7GVvvbhcNwM/rD3EmWx1ZRUSqEiUjUra6/hdcfSB+Jaz6zLb7mrrBXBMTzGPdYjAoeOSNiIhUTibDKGTMZTmSkpKCn58fycnJ+Pr6OjocuVJrJ8DsEeDsAf9ZZl1wT0REKp2ifn+rZkTKXqvBULsL5J4521xjv1BeVm4eR5PPOCQ0EREpe0pGpOyZTNDnA3D1hoMrYPXndoenromn85sLeXHmFg6fVlIiIlLZKRkRxwiIhutesb5eMR5ys2yH1h44RXaehe9XHqTLWwsYOX0z8SczHBSoiIiUNvUZEcexWGDJ29ZmG+9Qu0Mr953gg/l7WP7PCQCczSZubVmNYV3rEh3k5YBgRUSkuIr6/a1kRMq1NftP8sH8PSzZkwRA94ahfDmojYOjEhGRolAHVql4ts+Ck3F2u9rUDOS7Ie2Y/shVdKkfwrCudR0UnIiIlBYlI1I+LHkHpg6EWY/mG10D0LJGABPva0uLGgEAWCwGXy+NY/k/SWUdqYiIlDAlI1I+NL4VXDxh/xJY+9Uli09cvp9XZm/nySmbOJ2RfzVgERGpOJSMSPkQWAu6j7G+njsqX3PNhfq1iaJWsBcJKZn8d8YWKkDXJxERKYSSESk/2gyF6I6Qkw7f3wapCYUW9XJz5r1+zXE2m/h9SwI/rTtUhoGKiEhJUjIi5YfZDLd+Dn414OQ/8O3NkF54n5DYKH+evL4eAKNmbWN/UnpZRSoiIiVIyYiUL37VYdAs8ImEpN0Qv+qixR/qVId2tQLJyM7j8SkbycnL3/lVRETKNyUjUv4E1oJBv8Id30CD3hct6mQ28W6/5vi6O7PtcDLrDpwqoyBFRKSkODs6AJECBde1buekHgNXL3Dzzlc00t+D9+9qQaCXK7FR/mUXo4iIlAglI1L+JR+Gb/qAbyTcPRVcPfMV6dogtIATRUSkIlAzjZR/accgLdE6B8mUAZCTedHi24+k8PacXRruKyJSQSgZkfKvWku45ydw8YJ//oZpgyC34InOTqZnc9snyxm/YC8zNx4u40BFRORyKBmRiqFGe7h7Mji7w+4/4ef7IS83X7FAL1f+06UOAC/N3Eb8yYyyjlRERIpJyYhUHLU6wV0/gJMr7PgVfhkGBTTFPNKlDq2jA0jLymXYpPUkn8lxQLAiIlJUSkakYqnbHe78FkxO1jlICpgUzdnJzLv9muPn4cLmQ8nc/cVKTqZr/RoRkfJKyYhUPPV7Qb/vYMhc8A4psEhUoCc/PtCeIC9Xth1Jod9nK5SQiIiUU0pGpGJq0Ns+ETmTf7KzRpG+THmoA+G+7tQO8cLXXSPZRUTKI/3fWSq+9d/BnBdg0C8Q2cLuUN1Qb6Y/chVB3q44Oyn3FhEpj/R/Z6nYLBbYNh2ykuGHO+HU/nxFIv09cHN2OlvcYOwfO9iVkFrGgYqISGGUjEjFZjZb17AJawrpifD97ZBxstDiXy7dx2eL9nHX5yvYcii5DAMVEZHCKBmRis/dFwZMBd9qcGIPTL670Fla72wdRWyUP6cycrj7i5Ws3V944iIiImVDyYhUDr6RMOAncPOFgytg5sPWJpwL+Hu68sPQdrStFUhqVi4Dv1rNsr35hweLiEjZUTIilUdYI+j3PZhdYNsM2PFLgcW83Zz55r62dKoXwpmcPAZ9vZoP5+8hNy9/8iIiIqVPyYhULrU7w80fQZf/QqO+hRbzcHXii3tb0Sc2klyLwUcL93L49Jmyi1NERGw0tFcqn9h+9u/TjoObN7h42O12c3big7ua061BCFk5FqKDvGzHDMPAZDKVRbQiIlWeakakcsvLgSn3wJfdIWlvvsMmk4lbWlTnrrY1bPtWx53k7i9WaZE9EZEyomREKrdT++HkP3BsK3zeBbZOv2hxwzB4+ZetrNh3gp7vLebH1QcxCliMT0RESo6SEancgmPg4aUQ3RGyU+Gn++D3ZyA3q8DiJpOJzwe2pm3NQNKz8xg5fQuDJ6whIbngocIiInLlTEYF+GdfSkoKfn5+JCcn4+vr6+hwpCLKy4UFr8PScdb3kS3hjokQEF1wcYvBhGVxvDlnF9m5FnzcnOnbohr3X12LWsFeBZ4jIiL2ivr9rZoRqRqcnKH7KLh7Krj7w5H1MPM/hRc3mxh6TW1+f+xqmlX3IzUrl+9WHuBE2vkaFYul3OfxIiIVgkbTSNVSrwc8vARmPQo3vH3J4nVDfZjxSEeW7U1iwa5EWkUH2I6NmrWNuKR0bmtVjR6Nw/F01X9OIiKXQ800IgAL/weBdaDp7VCEIb05eRZavzaP5DM5AHi5OtG7WQRPXV+fMF/30o5WRKRCUDONSFEd2waL/g+mD4Wve8DhdZc8xcXJzK/Dr2ZE9xhqBHqSnp3H1LWHuPer1aRm5pRB0CIilYdqRkRyzsCK8bDkXchJt+6Lvdvax8Qn/JKnG4bB6riTDP9xA8dTs+hcL4SvBrXG2Um5vohUbaoZESkqFw/o9Aw8uhaa3WXdt2kSfNgKlrxT6ArA55hMJtrVDuKrQa1xdzGzNzGNY6kFDx0WEZH8VDMicqFDa+GP5+DwWuvIm8c2gGdgkU5dtjeJmDBvQn3Ub0REpKjf3+r+L3Kh6q1hyFzYMg2MPPtExDAu2sG1Y91gu/epmTn4uLuUVqQiIpWCmmlECmI2Wxfca373+X3//A2T+kFmcpEuMWPDIa55cwFbDxetvIhIVaVkRKQocjJh5iOwZw58db11zZuLMAyD6esPczojhyHfrOFo8pmyiVNEpAJSMiJSFC7u0H8y+ETA8Z3wxbVwcFWhxU0mEx8NaElMqDfHUrIYMnEt6Vm5ZRiwiEjFcVnJyEcffUTNmjVxd3enXbt2rF69utCyEydOxGQy2W3u7urcJxVQZHN44G8IbwYZSfBNH9g8rdDivu4ufD24DcHermw/msLjkzeQpynkRUTyKXYyMmXKFJ588klGjRrF+vXriY2NpUePHiQmJhZ6jq+vL0ePHrVtBw4cuKKgRRzGNxLu+wPq94a8LOtEaQvGWju2FiAq0JPP722Nm7OZeTsSee237WUcsIhI+VfsZGTcuHE88MAD3HfffTRq1IhPP/0UT09Pvv7660LPMZlMhIeH27awsLArClrEody8od/3cNVj1vcphy5avGWNAMbd2RyACcv2s+dYaikHKCJSsRRraG92djbr1q1j5MiRtn1ms5nu3buzYsWKQs9LS0sjOjoai8VCy5YteeONN2jcuHGh5bOyssjKOj9pVEpKSnHCFCl9ZjNc/yrU6AB1u58f7pt8CHwircf/pXezCPafqM/BExnEhPk4IGARkfKrWDUjSUlJ5OXl5avZCAsLIyEhocBz6tevz9dff80vv/zC999/j8Vi4aqrruLQocL/NTl27Fj8/PxsW1RUVHHCFCk7DW4AZ1fra4vFOtLmvSbw+7OwfylY8mxFH+lSh1f7NrG9T0jO5Od1h6gA8w6KiJSqUh9N06FDB+69916aN29O586dmT59OiEhIXz22WeFnjNy5EiSk5NtW3x8fGmHKXLlTh+wzkGSchhWfwYTe8Pb9WDWY7B3Hqa8HFydrf/JGYbBMz9t4qlpm3j4+3WcSNP08SJSdRUrGQkODsbJyYljx47Z7T927Bjh4ZdeUAzAxcWFFi1asHfv3kLLuLm54evra7eJlHuBteCZf6D/FGg+wDqVfEYSrP8Gvr8N5o+xFbUY0KFOEC5OJuZsO0aP9xYzb/uxwq8tIlKJFSsZcXV1pVWrVsyfP9+2z2KxMH/+fDp06FCka+Tl5bFlyxYiIiKKF6lIReDiDvV7Qt+P4Zm9MHAGtL4fvEKhfi9bMaeM4zzSwp2ZwzpSP8yHpLRshn67lud+2kya5iMRkSqm2M00Tz75JF988QXffPMNO3bs4D//+Q/p6encd999ANx77712HVxfeeUV/vrrL/bt28f69eu55557OHDgAEOHDi25TyFSHjm5QJ1ucOO78NROqHHV+WPzRsOHrWm8+xN+eagFD3aqjckEU9bG0/O9xexNTHNY2CIiZa3YC+X169eP48eP8/LLL5OQkEDz5s35888/bZ1aDx48iPlfIwlOnTrFAw88QEJCAgEBAbRq1Yrly5fTqFGjkvsUIuWd2en869xs63TyuWdg4Vjc13/Lf7uP4dqhXXly2mZcnc1U8/dwWKgiImXNZFSArvxFXYJYpMIwDNg2A+aOguSD1n3V25Le7TWO+TSmdoi3Y+MTESkBRf3+1to0Io5gMkGTW2H4auj2Irh4waHVeH17PbUT/rQVW7grkYxs9SERkcpNyYiII7l4QKdn4NF1EHu3taNrzHUATFgWx30TVvHklE1YtKaNiFRiSkZEygPfCLjlExi+Btz9AGga6ctPrq/SYddYPpu92MEBioiUnmJ3YBWRUuThb3vZ2rwLzLtoZd5F1roF/HPydurc8hL4VXdcfCIipUA1IyLlVY0OcO8s4n1a4GbKpc7+yVjebwGzn4TTmpVYRCoPJSMi5ZXJBLU7U+2JBYyLHMdKS0PMlmxY+xV80AKObjpfNuUIZGluEhGpmNRMI1LOmc0mHh48iDs/q4fXkVW8G/4nkS4ZENb0fKHpD8L+JeATAYF1IKi29WdgbWuzTrWWjvsAIiKXoGREpALwdHXmy3vbsGxvLSJbPQ1nTsO/JhfkzCnrz9Sj1u3A0vPHfCLhqR3n3/86AjJOgG/k2a0aBNSEgFrgGWitkRERKUNKRkQqiHA/d25rdbbzqoc/qZk5OJvNeLg6wX+WWROSE/vg5D9wYi+c+Mc606t3qP2F/pkPpw8WfJOgutZhxufsmWsdfhxQE1w8rZO1YVh/mp2sycs5qcfAIwCcXUvwU4tIVaBkRKQCOpmezcPfrWNnQgr92kRxT/toooMCoHor63Yxvd60JiMpR6y1KMmHrElLymHwDLYv+9uThScuEbHw0L+GHH/VHbLTofUQaDMUfMKu6DOKSNWhZESkAlp/4BQJKZmkZObyxZI4vlwaR5d6Idx7VU06x4RgNl+kqeVfqwfbyTljbf45xzAgpAGYnKwJiZF38aBMZmvzz+I3Ydl70PQOaP8IhDcp7scTkSpGa9OIVFAWi8Gi3cf5ZsV+Fu46btsfHeTJ6Jsa07V+6EXOLvbNAAMwWfuUFNSvJC8Xdv4KKz6GQ6vP767ZieMtn+CAdywJKZkEebnRsW4QJvVNEan0ivr9rZoRkQrKbDbRtUEoXRuEEpeUzvcrDzB1bTwHTmTg6+5iK3foVAaers4Eel1BXw7zxWcBSM3MYcGu4+w91ogE/7d5okMyEdu/hu2/4LR/MW/sbsosyxlb+WtignmtbxOig7wuLx7DUEdbkUpENSMilUhGdi7zdyRyY7MIW83Dk1M2Mn3DYRqE+9ChThDtawfRvlYQfp4ul7ha0e41e/MRFuw6TnauxXZswuA2dG0QCqcPsuP3j7hjx9UE+3oT6uNO68PfUoeDzKc9zbrcypAuDXFxKsKUR5Y8OLAMNk+Fw+vg4WXnk6Sjm8DVG4LqXNFnEpGSVdTvbyUjIpXcwK9WsWRPkt0+kwkaRfhyVZ0gRvZqePE+JgVYuCuRh79fR2bO+QSkdrAX7esEEeHrzg3NIqgT4g1Ym5OsLTsmMAxy3m+Fy+l/AMjAA7dGvXBq0hfqXgeunvY3Mgw4uhG2/ARbf7Z2uD1n8O9Qs6P19bc3w76F1tFAMddbt+irwNmt8A+Rm2XtI5OZbB0F5B1SrGcgIpemZEREbJLSsli57wQr/jnByn0n+Od4OgANwn34c0QnW7me7y3mTE4eYT7uhPq6EebrTrivO97uztQI9KRjXetom8TUTNq/MZ/qAZ7c2CyCG5tF0jDC59L9QAwD4ldhbJvJmU0z8MxMOH/IxZOcRrfhest464498+DP5+HEnvPnu/tBo77WzrHRV1mHFxsG/HC7NRmx5J4v6+oNNa+xdthtNci6LzcL3o+1JiG555uNAPCPhkY3w/WvFuPJisjFqM+IiNgEe7txY7NIbmwWCUBiSiYr9p3A/K/kwTAM9p9IJzPHwoETGfmu0aF2kC0ZCfVxZ+6Tnakd7FW8jqgmE9Roj6lGezx7vAFH1sP2mbD9F0ynD/Ln5sOY6xyhd9MITO6+1kTE2d2aUDS9E+pem7+2w2SCe36GzBRrQrJnjnV+lLRjsPsP6yifc8mIk6t1xE9e9rmTwd3Xeu7pA5CWeP66ljz47hYIbwrVW0NkC/Crccn+MyJSfKoZERHAmozEnzxDQkomx85uialZJCRnciI9i0YRvvz3hoalMgomL8/CiPe+YXtSDv8Y1ehaP4T3+jXHb9+v1iYXN5/iXdBigYTNELfIOsNs09vPH0vYCm7e4O4Pbr7W5CIz2doPxd3//NT5x7bBJ1fZX9fF09oUFFLfWkPT8MYr+NRYRyCdPgBJeyBpFyTthlb3X3quGJEKQs00IlKhZObk8cnCf/hk4T9k51no3SyC8f1bOG4IcMZJ2PMXHFoD8ashcQdYcs4f7/oidH7G+vrkPpjUzzqlvos7mF3A6exmdoGGfaBOV2vZo5tgyTvWBOTE3n/V0pzV601o95D19T9/w9L3oNMzUPPq0htBlHPm/OYZaJ11F6wT4h3bDjkZ1iYw71DrWke+1TXTrhSJmmlEpEJxd3Hiievq0aleCP0+W8Fvm4/SvWEot7So7piAPAMh9i7rBtZajFP7rTUYx3dC7S7nyx4/W6uRtLvgawXWOp+M5GbD9l/OH3N2h6AYCI6x1rhUb3P+2NJ3IW6xtYYnqr01Kal77ZUlJanHIH4VJGyx1h4lbLHOvnvOPdOt9wDYOw9+fbyAi5jAJxxufA/q97TuSj5krU2q1gq8ggs4R6RwSkZEpFxpFR3A49fG8M7c3bw8cxutowOJCvS89ImlzckZgutatwa97Y/VaG/9Ek+Oh7ycs1u2tSYlLxeqtz1fNqQ+9HgDgutZE5CL9UO5aTwsex82fAfxK+GH2yCiuTUpqX9DwecZhrXZKT0J0o/DqThrrYp/DevxHbPg96cLvp/Z2b4TsHe49X4uHtZjqQnWz5ibaR3ZdK4GBay1OLMetfbRie5o7QzcsI81aSkKiwWObgDPIOtaSOc+S1qilhaoAtRMIyLlTm6ehX6fr2RT/GneuTOWm5tXu+xrWSxGsYculzspR2HFeFj7tbXJBKDhTdDvO+vruCUw57/nE5B/NyeBNalpOdD6+tBamP0ERDSD8LNbSH1r/xmnIvz71DCs90mOtyZT5/rzbJ4GS9621hrZmCCqHTS6CZrfbR1C/W9nTluTmD1zYe9ca+wdR8B1Y87H+tV1ENMDWt5r7T9UlBil3FAzjYhUWM5OZt69szmnz2TTrLr/ZV8nMyePJ6dupHmUPw92qsATovlGQI/X4eonYOXHsPoL+9oZI8/a5PJvbr7WWgbfatYRQ+dUbw0PL7n8WEwm65wsF87L0uwO63Yyzlr7sn0WHF5rrdGJXwVNznYizsmEVZ9a++McXGm/5pGrDxjn564hbrH1/e4/rJtPBDQfYE2sztWeSKWgmhERqVT2HEvl4MkMrm0YxqxNR3jsxw0AvHNHLLe1clD/k5J25rR1HpVztQQZJ62jgbyCwSvEuvqyi7tDQwSs/Uh2zLY2FfX6P+s+iwXejoGMsxPxBdeHemcnqotqn79j7PHdsP4b2PSjdVj2ObW7wK1fWDvVynmZKdbE9MiGs9tG62ragbXg/j/Pl1v9hfXvyMPfWmNVp5u1n1QJU82IiFQaO46m8P68Pbzbrzkerk6FltubmEb/L1ZxOiObrwa34abYSLYeTubzxft49ufNBHi50K1BJeh/4OFv/94zEGKuc0goF+VXHdo/bL/PbIZrnrTO+RJz3aVrOELqWWuFrh0Fu36Ddd/AvgWQtNda83NOzhn7PixVQW62ffL27c2wbxHWRS0v4HrBOlDrvoFjW86/f2hxqSQjRaVkRETKtdw8Cw9+t5b4k2cI/n07r/VtWmC5uKR07v5iJUlpWTQI96FZNT8Anu/ZgKTULKZvOMwjP6xn0gPtaVkjoMBrSBnpMKz45zi7QuNbrNup/XDqgHUGXrB2GP6wNUTEQpshULtr6UxOZxiQlWKtock4ab2f09k1nrb/Yh19ZBgQWNu6TlJQXevrK02ScjKtI7WO74TE7ZB49md2Ojyz9/zoKjdfwLB2io5sfnZrYU3a/t0xGaDJrVCtBZw5Za0h8XLscghqphGRcm/JnuMM/Go1AF8Pbp2vduPAiXT6fbaShJRM6of5MOmBdgR5n5+pNSfPwgPfrmXhruP4e7rw08MdqBtazInUpPzatwi+ven8+8Da0HqItdPsxf61bxjWGpXM09bOs+nHoWan87UN6yZak4y0s8cykuy/1EdsBf8o6+u/XoLlHxR8H9/qMHC6taMwWOeaORlnTaIsZ0denRuFZcmBNkPP12TMehQ2fG/fl+bfRmw5P1Lq1H5r8105GlqtZhoRqTSuiQnh/o61+HpZHM/+tJk/R3Qi+GyycfBEBv0/tyYiMaHe/HBBIgLg4mTm4wEt6f/FKjbFn+bBb9fx1xOdcC7KasFS/tXuDI+sso422vSjdRK6v16Av1+1dvS96cPzX+5LxsHGSdbhz5mn80869+8v9xP/WEf7XMjFy1rbkPOvZRPqXmutmTDyrPc/sde6ZSZDyiH7moc1X8L6bwv/PE3vOB+vu781EXH3h9BGENrg7M+GENIQvP7VVFWBO/WqZkREKoTMnDxuHr+MXcdS6d4wlC/ubU1SWjZ9P1rG4dNnqBPixeQHOxDiU/hKvSfTsxnyzRr+e0ND2tR0XPu4lKKsNNj6E6z+8nyfiMc3nf+iLqgGw+R0tvNvKNwxwTpkGaydgo/vsu73CrZunkFFb3YxDGtzzsl9EPWvyeyWfQC7/jg/S6+T6/nZep1c4frXzicZqWcXk/QOK70ZeEuRpoMXkUpnx9EUbh6/jOw8C6/f0oT+bWrw3xlbWB13kskPtifU99IjSAzDcNgU8wdPZDB5zUE61g3mqjpBjpvqviowDOtU/jtnQ/tHzk++lrQX0hKsNQ3uftbOwK7eFfKLviJQMiIildKXS/bx2m876Fo/hK8Ht8EwIPlMDgFexV8rZcfRFCYsi+P1W5riUspNNmv3n+S+iWtIzbT2OWgQ7sPQa2rTJzYCN+fCRwiJVGTqMyIildL9HWsR4uPGjc0iMZlMmExcViKSmZPHoK9Xk5iaRXauhTdvj8XVufQSktoh3vi6uxDm687hU2fYmZDK09M28X9/7mRQh2gGdqiJn4dLqd1fpDxTzYiIVFnzth/joe/XkWcxaFMzgI8HtLpon5PiSs3Mwcf9fIJx4EQ6EX4eZGTn8uPqeCYuj+NYShYuTiaWPteNsCI0M4lUJEX9/lZXchGpsro3CuPLe1vj4+bMmv2nuHn8UrYeTi6Ra6/df5Lu4xYxdU28bV90kBeuzmb8PV35T5c6LHm2G+/1a85j3WLsEpFxc3ez+dDpEolDpCJQzYiIVHn/HE/jgW/Wsi8pHTdnM2/e3uyyF+czDIOvl+1n7O87yLUYNI70Zdbwq3Eq4mJ9OxNS6PneEswmeKhzHUZ0j1GfEqmwVDMiIlJEdUK8mTGsI13rh5CVa2HOtgQu599paVm5DJ+0gVdnbyfXYnBjswimPNShyIkIgI+7CzfFRmIx4JOF/3DjB0vZFH+62LGcs2rfCf7YcpS/dx5j2d4k1uw/yeZDp9mVkEpcUvplfU6RkqaaERGRs/IsBhOWxdG/bQ283Irevz8nz8K87cd4669d7DuejrPZxIu9GzLoqpqXPXx3zrYEXpixlaS0rCuqJbn369Us3n280ONxY2/QEGMpNaoZEREpJieziaHX1LYlIoZhMPaPHexNTLMrd+hUBusOnLS9N5tMPPvTZvYdTyfc150pD3VgcMdaV/Ql36NxOHOf6MTNzc/Xkgz8cnWhNRmpmTl8vTSOXu8vIflMjm1/vVBv2tQMoFl1P+qH+VAr2ItIP3eCvFwJ8nK1i3H6+kNkZOcWdPliKYlrSNWimhERkUJMXBbH6F+34+PmzEOda7M3MY3VcSc5kpxJjUBPFj/b1Vb25V+2YjaZeLRb3XzT0V+pc7UkL93YMF9flv1J6Uxcvp+f1h0iLcuaBLzYuyFDr6ldrHv8vO4QT03bRINwHz4f2JoaQZ5FOi8tK5fNh05zVR3reihHk8/Q870l9G9bg/90qaPhylWcJj0TEblCSWlZPPL9elbvP2m338lsokk1P358oB2ermUzXVNqZg7ebs62mozftxzlyyX72BB/mnP/F68b6s19HWtyS4tqxY5rddxJHvlhHUlp2fh5uDD+7hZcE3PxlVyX7kniuZ83czI9mz9HXEN0kBefLPyH//tzJwD+ni482i2Ge9rXKNFOuCfSspi8Jp6N8afp1iCU/m1rlNi1pWQpGRERKQHZuRY+/HsPWw4n06y6P+1qBdKihn+ZJSEFOZWezXXvLiYpLQuALvWtCwleExN8RU1DR5PP8PD369kUfxqzCZ7t2YCHOtXOd820rFzG/r6DH1YdBCAq0IPx/VsSG+WPYRj8vTOR//2xkz1nm7eiAj14pkcDbmwagbkYnXkvdG7G3Jkbj5Cda13F9v6OtXi5TyMAzmTn8fHCvbStFUir6ACH/o7ESsmIiEgldTojm3Fzd2M2mRjYIZo6Id4ldu3MnDxe/mUrU9ceAqB3swjeur2Z7Yt9+d4knvlpM4dPnwHg3g7RPNezQb4Ov7l5Fn5ad4hxc3eTmGpNmtrWDGTyg+2LlZAYhsGcbceYsCyOVXHna6iaVvOjV9NwOtYJJjbK3xbb3V+uAsDZbKJpdT/a1w5iUIeahPtpQjlHUDIiIiKXxTAMvl91kDGztpFrMfjm/rZ0ignmldnbmbBsPwDVAzx48/Zmtr4ihcnIzuWrJXF8uugfBnaoyfO9GgDn+7pU8/cg0t+DagEeRPq7E+zlli9Zuf2T5aw9cAons4meTcK5v2NNWtYIyFdjs/VwMl8vi2PVvpO2ZAkg2NuVj+5uSbvaQSXwdKQ4lIyIiMgVWbP/JBsPnuaBTtbOsO/8tYsP/97LPe1rMLJXw2INf05Ky8LV2Yzv2enx/9yawMPfr8tXztXJTLifO9MfuYrgsx2B5+84xtoDpxjYPppIf48i3S/+ZAar4k7y1dI4dhxNwdls4q8nOlG7BGuR5NKUjIiISInKzrWw6dBp2tQMvOJr7Tiawi8bj3D49BmOnN2OpWRiOfuN9EyP+gzrWveK73MmO49nf95MkJcro29qfMXXK6rsXEupLrxYUSgZERGRCiUnz8KxlEwOnzqDj7sLjSJL5v/3hmFgMbDNhHsiLYucPKPE+pGcTM/m6WmbePnGRtQM9mLZ3iSen77Z1qm3KtOkZyIiUqG4OJmpHuBJu9pBJZaIAJhMJlsikpNn4ZEf1nPjh0tZe8GQ7cuRk2dh2A/r+XtnIo9P3oBhGIybu5v4k2e449MV/Lj6oKbcLwIlIyIiUmWcysgm+UwOSWlZ9P9iJT+sOnBF13v9tx2s2HcCL1cn3rojFpPJxIT72nBdozCy8yyMnL6FZ3/aTGZOXgl9gspJyYiIiFQZoT7WzrG9m0aQk2fwwoytjJy+mazc4icLU9fGM3H5fgDG9WtOvTAfAHzdXfjsnlY827M+ZhNMW3eI2z5ZzsETGSX5USoVJSMiIlKleLo6M/7uFjzXswEmE/y4Op5bPlrO1sPJRb7GhoOneHHGVgAevzaGHo3D7Y6bzSYe6VKX74a0I9DLlW1HUrjxwyUcOqWEpCBKRkREpMoxmUz8p0sdJt7XFn9PF7YfTeHFmVuL1L/jWEomD323juw8C9c3CuPxa2MKLduxbjCzH72a5lH+dG8YRrUiDk2uajRXroiIVFmd64Uw94nOvDJ7O//pXMc2kZphGIVOrW8CqgV44Ofhwrh+zS85o2ykvwdTHmqPYWC75sp9J5i6Np5bWlTjqjrBtg62VZWG9oqIiFxg3NzdJGdk82wBU90DZOXmcSo957KHBz89bRM/rbNOuR/q48ZNsZH0bVGNxpG+V7S+UHmjeUZEREQuw9HkM3R6cwE5eQbV/D0Ye2tTOtUL4eCJDGoEeZbIPTYcPMXP6w8xe/NRTmfk2PbHhHrTt0U1HrimNq7OZvIsBov3HCcpNYuktGyS0rI4kWZ9fSI9myaRvrx1R6zt/MOnzxDq44aL08V7YWTl5rHlUDJHkjM5cvoMA9tHF2tG3aJSMiIiInKZluw5zsjpWzh0yrrGzfWNwvh7ZyIPdKrNM9fXv6LVh/8tO9fCot3HmbnhMHN3HCM710KtYC/+fqozJpMJi8Ug5sU/yLMU/FXdvWEYXw5qDViblpqN/ouMnDxqBHpSK9iLWsFeOJlNHDl9htbRAQzuWAuA46lZtHl9nu06f464hgbhJf/9WtTvb/UZERERucA1MSHMGdGJt+bs4psV+/lr+zEAjp4+Q0m2org6m7muURjXNQojJTOHP7ck4OJssjXVmM0mOtQOwmw2EeztSoi3G0HergR7uxHg5Uqwl5vtWslncsi1GORZDOKS0olLSre7V57FsCUjQV6u1A7xItjbjUg/90vWpJQ21YyIiIhcxLoDJ3ll9g4CPF349J5WuLs4OTqkQhmGwbGULPYlpVkTkuPpWAyI9HenYYQvHetefJXlkqZmGhEREXEorU0jIiIiFYKSEREREXEoJSMiIiLiUEpGRERExKGUjIiIiIhDKRkRERERh7qsZOSjjz6iZs2auLu7065dO1avXn3R8tOmTaNBgwa4u7vTtGlTfv/998sKVkRERCqfYicjU6ZM4cknn2TUqFGsX7+e2NhYevToQWJiYoHlly9fTv/+/RkyZAgbNmygb9++9O3bl61bt15x8CIiIlLxFXvSs3bt2tGmTRvGjx8PgMViISoqikcffZTnn38+X/l+/fqRnp7O7Nmzbfvat29P8+bN+fTTT4t0T016JiIiUvGUyqRn2dnZrFu3ju7du5+/gNlM9+7dWbFiRYHnrFixwq48QI8ePQotLyIiIlVLsRbKS0pKIi8vj7CwMLv9YWFh7Ny5s8BzEhISCiyfkJBQ6H2ysrLIysqyvU9JSSlOmCIiIlKBlMvRNGPHjsXPz8+2RUVFOTokERERKSXFSkaCg4NxcnLi2LFjdvuPHTtGeHh4geeEh4cXqzzAyJEjSU5Otm3x8fHFCVNEREQqkGIlI66urrRq1Yr58+fb9lksFubPn0+HDh0KPKdDhw525QHmzp1baHkANzc3fH197TYRERGpnIrVZwTgySefZNCgQbRu3Zq2bdvy3nvvkZ6ezn333QfAvffeS7Vq1Rg7diwAjz/+OJ07d+add96hd+/eTJ48mbVr1/L5558X+Z7nBvyo74iIiEjFce57+5IDd43L8OGHHxo1atQwXF1djbZt2xorV660HevcubMxaNAgu/JTp0416tWrZ7i6uhqNGzc2fvvtt2LdLz4+3gC0adOmTZs2bRVwi4+Pv+j3fLHnGXEEi8XCkSNH8PHxwWQyldh1U1JSiIqKIj4+Xk1BZUDPu2zpeZctPe+ypeddti73eRuGQWpqKpGRkZjNhfcMKXYzjSOYzWaqV69eatdXv5SypeddtvS8y5aed9nS8y5bl/O8/fz8LlmmXA7tFRERkapDyYiIiIg4VJVORtzc3Bg1ahRubm6ODqVK0PMuW3reZUvPu2zpeZet0n7eFaIDq4iIiFReVbpmRERERBxPyYiIiIg4lJIRERERcSglIyIiIuJQVToZ+eijj6hZsybu7u60a9eO1atXOzqkSmHx4sX06dOHyMhITCYTM2fOtDtuGAYvv/wyEREReHh40L17d/bs2eOYYCuBsWPH0qZNG3x8fAgNDaVv377s2rXLrkxmZibDhg0jKCgIb29vbrvttnyraUvRfPLJJzRr1sw2+VOHDh34448/bMf1rEvP//73P0wmEyNGjLDt0/MuWaNHj8ZkMtltDRo0sB0vreddZZORKVOm8OSTTzJq1CjWr19PbGwsPXr0IDEx0dGhVXjp6enExsby0UcfFXj8zTff5IMPPuDTTz9l1apVeHl50aNHDzIzM8s40sph0aJFDBs2jJUrVzJ37lxycnK4/vrrSU9Pt5V54okn+PXXX5k2bRqLFi3iyJEj3HrrrQ6MuuKqXr06//vf/1i3bh1r166lW7du3HzzzWzbtg3Qsy4ta9as4bPPPqNZs2Z2+/W8S17jxo05evSobVu6dKntWKk972KtWFeJtG3b1hg2bJjtfV5enhEZGWmMHTvWgVFVPoAxY8YM23uLxWKEh4cbb731lm3f6dOnDTc3N+PHH390QISVT2JiogEYixYtMgzD+nxdXFyMadOm2crs2LHDAIwVK1Y4KsxKJSAgwPjyyy/1rEtJamqqERMTY8ydO9fo3Lmz8fjjjxuGob/t0jBq1CgjNja2wGOl+byrZM1IdnY269ato3v37rZ9ZrOZ7t27s2LFCgdGVvnFxcWRkJBg9+z9/Pxo166dnn0JSU5OBiAwMBCAdevWkZOTY/fMGzRoQI0aNfTMr1BeXh6TJ08mPT2dDh066FmXkmHDhtG7d2+75wr62y4te/bsITIyktq1azNgwAAOHjwIlO7zrhAL5ZW0pKQk8vLyCAsLs9sfFhbGzp07HRRV1ZCQkABQ4LM/d0wun8ViYcSIEXTs2JEmTZoA1mfu6uqKv7+/XVk988u3ZcsWOnToQGZmJt7e3syYMYNGjRqxceNGPesSNnnyZNavX8+aNWvyHdPfdslr164dEydOpH79+hw9epQxY8ZwzTXXsHXr1lJ93lUyGRGprIYNG8bWrVvt2nil5NWvX5+NGzeSnJzMTz/9xKBBg1i0aJGjw6p04uPjefzxx5k7dy7u7u6ODqdK6NWrl+11s2bNaNeuHdHR0UydOhUPD49Su2+VbKYJDg7GyckpXw/gY8eOER4e7qCoqoZzz1fPvuQNHz6c2bNns2DBAqpXr27bHx4eTnZ2NqdPn7Yrr2d++VxdXalbty6tWrVi7NixxMbG8v777+tZl7B169aRmJhIy5YtcXZ2xtnZmUWLFvHBBx/g7OxMWFiYnncp8/f3p169euzdu7dU/76rZDLi6upKq1atmD9/vm2fxWJh/vz5dOjQwYGRVX61atUiPDzc7tmnpKSwatUqPfvLZBgGw4cPZ8aMGfz999/UqlXL7nirVq1wcXGxe+a7du3i4MGDeuYlxGKxkJWVpWddwq699lq2bNnCxo0bbVvr1q0ZMGCA7bWed+lKS0vjn3/+ISIionT/vq+o+2sFNnnyZMPNzc2YOHGisX37duPBBx80/P39jYSEBEeHVuGlpqYaGzZsMDZs2GAAxrhx44wNGzYYBw4cMAzDMP73v/8Z/v7+xi+//GJs3rzZuPnmm41atWoZZ86ccXDkFdN//vMfw8/Pz1i4cKFx9OhR25aRkWEr8/DDDxs1atQw/v77b2Pt2rVGhw4djA4dOjgw6orr+eefNxYtWmTExcUZmzdvNp5//nnDZDIZf/31l2EYetal7d+jaQxDz7ukPfXUU8bChQuNuLg4Y9myZUb37t2N4OBgIzEx0TCM0nveVTYZMQzD+PDDD40aNWoYrq6uRtu2bY2VK1c6OqRKYcGCBQaQbxs0aJBhGNbhvS+99JIRFhZmuLm5Gddee62xa9cuxwZdgRX0rAFjwoQJtjJnzpwxHnnkESMgIMDw9PQ0brnlFuPo0aOOC7oCu//++43o6GjD1dXVCAkJMa699lpbImIYetal7cJkRM+7ZPXr18+IiIgwXF1djWrVqhn9+vUz9u7dazteWs/bZBiGcWV1KyIiIiKXr0r2GREREZHyQ8mIiIiIOJSSEREREXEoJSMiIiLiUEpGRERExKGUjIiIiIhDKRkRERERh1IyIiIVkslkYubMmY4OQ0RKgJIRESm2wYMHYzKZ8m09e/Z0dGgiUgE5OzoAEamYevbsyYQJE+z2ubm5OSgaEanIVDMiIpfFzc2N8PBwuy0gIACwNqF88skn9OrVCw8PD2rXrs1PP/1kd/6WLVvo1q0bHh4eBAUF8eCDD5KWlmZX5uuvv6Zx48a4ubkRERHB8OHD7Y4nJSVxyy234OnpSUxMDLNmzSrdDy0ipULJiIiUipdeeonbbruNTZs2MWDAAO666y527NgBQHp6Oj169CAgIIA1a9Ywbdo05s2bZ5dsfPLJJwwbNowHH3yQLVu2MGvWLOrWrWt3jzFjxnDnnXeyefNmbrjhBgYMGMDJkyfL9HOKSAm44qX2RKTKGTRokOHk5GR4eXnZba+//rphGNaVhB9++GG7c9q1a2f85z//MQzDMD7//HMjICDASEtLsx3/7bffDLPZbCQkJBiGYRiRkZHGCy+8UGgMgPHiiy/a3qelpRmA8ccff5TY5xSRsqE+IyJyWbp27conn3xity8wMND2ukOHDnbHOnTowMaNGwHYsWMHsbGxeHl52Y537NgRi8XCrl27MJlMHDlyhGuvvfaiMTRr1sz22svLC19fXxITEy/3I4mIgygZEZHL4uXlla/ZpKR4eHgUqZyLi4vde5PJhMViKY2QRKQUqc+IiJSKlStX5nvfsGFDABo2bMimTZtIT0+3HV+2bBlms5n69evj4+NDzZo1mT9/fpnGLCKOoZoREbksWVlZJCQk2O1zdnYmODgYgGnTptG6dWuuvvpqfvjhB1avXs1XX30FwIABAxg1ahSDBg1i9OjRHD9+nEcffZSBAwcSFhYGwOjRo3n44YcJDQ2lV69epKamsmzZMh599NGy/aAiUuqUjIjIZfnzzz+JiIiw21e/fn127twJWEe6TJ48mUceeYSIiAh+/PFHGjVqBICnpydz5szh8ccfp02bNnh6enLbbbcxbtw427UGDRpEZmYm7777Lk8//TTBwcHcfvvtZfcBRaTMmAzDMBwdhIhULiaTiRkzZtC3b19HhyIiFYD6jIiIiIhDKRkRERERh1KfEREpcWr9FZHiUM2IiIiIOJSSEREREXEoJSMiIiLiUEpGRERExKGUjIiIiIhDKRkRERERh1IyIiIiIg6lZEREREQcSsmIiIiIONT/A94xXWzARD7KAAAAAElFTkSuQmCC\n" 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\n" }, "metadata": {} }, { "output_type": "stream", "name": "stdout", "text": [ "Test Accuracy: 89.95\n", " precision recall f1-score support\n", "\n", " 0 0.894 0.986 0.937 980\n", " 1 0.943 0.953 0.948 1135\n", " 2 0.867 0.884 0.875 1032\n", " 3 0.878 0.897 0.887 1010\n", " 4 0.904 0.926 0.914 982\n", " 5 0.873 0.882 0.877 892\n", " 6 0.922 0.933 0.927 958\n", " 7 0.952 0.859 0.903 1028\n", " 8 0.930 0.774 0.845 974\n", " 9 0.842 0.894 0.867 1009\n", "\n", " accuracy 0.899 10000\n", " macro avg 0.900 0.899 0.898 10000\n", "weighted avg 0.901 0.899 0.899 10000\n", "\n" ] } ], "source": [ "model_dropout = CNN(use_dropout=True)\n", "\n", "dropout_train_losses, dropout_train_accs, dropout_val_losses, dropout_val_accs, dropout_test_accs = train_model(model_dropout, epochs=50)\n", "\n", "plot_curves(dropout_train_losses, dropout_train_accs, dropout_val_losses, dropout_val_accs)\n", "\n", "evaluate_model(model_dropout, test_loader)\n", "\n" ] }, { "cell_type": "code", "execution_count": null, "id": "ca79fd1f", "metadata": { "id": "ca79fd1f" }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.5" }, "colab": { "provenance": [] } }, "nbformat": 4, "nbformat_minor": 5 }