{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "9cd9e958-f93c-4346-86f9-d81f9283fc02",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Torch: 2.7.1+cu118\n",
      "Torchvision: 0.22.1+cu118\n"
     ]
    }
   ],
   "source": [
    "# 1. Imports & Environment Check\n",
    "import os\n",
    "import numpy as np\n",
    "import torch\n",
    "import torchvision\n",
    "from torchvision import datasets, transforms as T\n",
    "from torch import nn, optim\n",
    "from torch.utils.data import DataLoader\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from tqdm import tqdm\n",
    "from PIL import Image\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.metrics import confusion_matrix, accuracy_score, precision_score, recall_score, f1_score, classification_report\n",
    "import shutil\n",
    "\n",
    "print(\"Torch:\", torch.__version__)\n",
    "print(\"Torchvision:\", torchvision.__version__)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "d507ef3f-4f17-40b9-a986-c7b612a81ba0",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 2. Resize Images\n",
    "input_root = 'dataset'  # Change if needed (your folder after unzipping)\n",
    "output_root = 'output'\n",
    "resize_size = (256, 256)\n",
    "os.makedirs(output_root, exist_ok=True)\n",
    "for class_name in os.listdir(input_root):\n",
    "    class_path = os.path.join(input_root, class_name)\n",
    "    if not os.path.isdir(class_path):\n",
    "        continue\n",
    "    output_class_path = os.path.join(output_root, class_name)\n",
    "    os.makedirs(output_class_path, exist_ok=True)\n",
    "    for image_name in os.listdir(class_path):\n",
    "        if image_name.lower().endswith(('.png', '.jpg', '.jpeg', '.bmp', '.tiff')):\n",
    "            input_image_path = os.path.join(class_path, image_name)\n",
    "            output_image_name = os.path.splitext(image_name)[0] + '.jpg'\n",
    "            output_image_path = os.path.join(output_class_path, output_image_name)\n",
    "            try:\n",
    "                with Image.open(input_image_path) as img:\n",
    "                    img = img.convert('RGB')\n",
    "                    img = img.resize(resize_size)\n",
    "                    img.save(output_image_path, 'JPEG')\n",
    "            except Exception as e:\n",
    "                print(f\"Failed to process {input_image_path}: {e}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "57b6b445-9a05-4053-91c1-7cf1f69da7c8",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 3. Split Dataset (Train/Validation/Test)\n",
    "original_dataset_dir = 'output'\n",
    "base_dir = 'new_dataset'\n",
    "train_dir = os.path.join(base_dir, 'train')\n",
    "validation_dir = os.path.join(base_dir, 'validation')\n",
    "test_dir = os.path.join(base_dir, 'test')\n",
    "for dir in [train_dir, validation_dir, test_dir]:\n",
    "    os.makedirs(dir, exist_ok=True)\n",
    "train_ratio, validation_ratio, test_ratio = 0.7, 0.1, 0.2\n",
    "\n",
    "def split_and_copy_files(class_dir, dest_base_dir):\n",
    "    all_images = [os.path.join(class_dir, f) for f in os.listdir(class_dir) if os.path.isfile(os.path.join(class_dir, f))]\n",
    "    train_images, temp_images = train_test_split(all_images, test_size=(1 - train_ratio), random_state=42)\n",
    "    validation_images, test_images = train_test_split(temp_images, test_size=test_ratio/(validation_ratio + test_ratio), random_state=42)\n",
    "    for images, folder_name in zip([train_images, validation_images, test_images], ['train', 'validation', 'test']):\n",
    "        dest_dir = os.path.join(dest_base_dir, folder_name, os.path.basename(class_dir))\n",
    "        os.makedirs(dest_dir, exist_ok=True)\n",
    "        for file in images:\n",
    "            shutil.copy(file, dest_dir)\n",
    "\n",
    "for class_dir in os.listdir(original_dataset_dir):\n",
    "    full_class_dir = os.path.join(original_dataset_dir, class_dir)\n",
    "    if os.path.isdir(full_class_dir):\n",
    "        split_and_copy_files(full_class_dir, base_dir)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "b242d5f5-4fda-4a28-b695-a46069d5ca79",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 4. Data Loaders & Setup (with drop_last=True, num_workers=0, batch_size=8)\n",
    "def get_classes(data_dir):\n",
    "    all_data = datasets.ImageFolder(data_dir)\n",
    "    return all_data.classes\n",
    "\n",
    "def get_data_loaders(data_dir, batch_size, train=False):\n",
    "    if train:\n",
    "        transform = T.Compose([\n",
    "            T.RandomHorizontalFlip(),\n",
    "            T.RandomVerticalFlip(),\n",
    "            T.RandomRotation(10),\n",
    "            T.Resize((299, 299)),\n",
    "            T.ToTensor(),\n",
    "            T.Normalize(mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225])\n",
    "        ])\n",
    "        train_data = datasets.ImageFolder(os.path.join(data_dir, \"train/\"), transform=transform)\n",
    "        train_loader = DataLoader(train_data, batch_size=batch_size, shuffle=True, num_workers=0, drop_last=True)\n",
    "        return train_loader, len(train_data)\n",
    "    else:\n",
    "        transform = T.Compose([\n",
    "            T.Resize((299, 299)),\n",
    "            T.ToTensor(),\n",
    "            T.Normalize(mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225])\n",
    "        ])\n",
    "        val_data = datasets.ImageFolder(os.path.join(data_dir, \"validation/\"), transform=transform)\n",
    "        test_data = datasets.ImageFolder(os.path.join(data_dir, \"test/\"), transform=transform)\n",
    "        val_loader = DataLoader(val_data, batch_size=batch_size, shuffle=False, num_workers=0, drop_last=True)\n",
    "        test_loader = DataLoader(test_data, batch_size=batch_size, shuffle=False, num_workers=0, drop_last=True)\n",
    "        return val_loader, test_loader, len(val_data), len(test_data)\n",
    "\n",
    "dataset_path = \"new_dataset\"\n",
    "batch_size = 8\n",
    "\n",
    "(train_loader, train_data_len) = get_data_loaders(dataset_path, batch_size, train=True)\n",
    "(val_loader, test_loader, valid_data_len, test_data_len) = get_data_loaders(dataset_path, batch_size, train=False)\n",
    "classes = get_classes(\"new_dataset/train\")\n",
    "num_classes = len(classes)\n",
    "\n",
    "dataloaders = {\"train\": train_loader, \"val\": val_loader}\n",
    "dataset_sizes = {\"train\": train_data_len, \"val\": valid_data_len}\n",
    "device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "b451a071-87c8-4fb9-b5a5-1fab4aaa49b7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 5. Visualize a Batch\n",
    "def imshow(inp, title=None):\n",
    "    inp = inp.numpy().transpose((1, 2, 0))\n",
    "    mean = [0.485, 0.456, 0.406]\n",
    "    std = [0.229, 0.224, 0.225]\n",
    "    inp = std * inp + mean\n",
    "    inp = np.clip(inp, 0, 1)\n",
    "    plt.imshow(inp)\n",
    "    if title is not None:\n",
    "        plt.title(title)\n",
    "    plt.axis('off')\n",
    "\n",
    "inputs, classes_idx = next(iter(train_loader))\n",
    "out = torchvision.utils.make_grid(inputs[:8], nrow=4)\n",
    "plt.figure(figsize=(10,5))\n",
    "imshow(out, title=[classes[x] for x in classes_idx[:8]])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "fc071c88-4eda-43ff-bb8d-276af51925c2",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 6. Training Loop\n",
    "def train_model(model, criterion, optimizer, scheduler, num_epochs=2):\n",
    "    history = {'train_loss': [], 'val_loss': [], 'train_acc': [], 'val_acc': []}\n",
    "    for epoch in range(num_epochs):\n",
    "        print(f\"Epoch {epoch+1}/{num_epochs}\")\n",
    "        print('-' * 10)\n",
    "        for phase in ['train', 'val']:\n",
    "            if phase == 'train':\n",
    "                model.train()\n",
    "            else:\n",
    "                model.eval()\n",
    "            running_loss = 0.0\n",
    "            running_corrects = 0\n",
    "            for inputs, labels in dataloaders[phase]:\n",
    "                inputs = inputs.to(device)\n",
    "                labels = labels.to(device)\n",
    "                optimizer.zero_grad()\n",
    "                with torch.set_grad_enabled(phase == 'train'):\n",
    "                    outputs = model(inputs)\n",
    "                    if isinstance(outputs, tuple) or hasattr(outputs, \"logits\"):\n",
    "                        main_outputs = outputs.logits if hasattr(outputs, \"logits\") else outputs[0]\n",
    "                        aux_outputs = outputs.aux_logits if hasattr(outputs, \"aux_logits\") else None\n",
    "                        loss = criterion(main_outputs, labels)\n",
    "                        if aux_outputs is not None:\n",
    "                            loss += 0.4 * criterion(aux_outputs, labels)\n",
    "                    else:\n",
    "                        main_outputs = outputs\n",
    "                        loss = criterion(main_outputs, labels)\n",
    "                    _, preds = torch.max(main_outputs, 1)\n",
    "                    if phase == 'train':\n",
    "                        loss.backward()\n",
    "                        optimizer.step()\n",
    "                running_loss += loss.item() * inputs.size(0)\n",
    "                running_corrects += torch.sum(preds == labels.data)\n",
    "            if phase == 'train':\n",
    "                scheduler.step()\n",
    "            epoch_loss = running_loss / dataset_sizes[phase]\n",
    "            epoch_acc = running_corrects.double() / dataset_sizes[phase]\n",
    "            print(f\"{phase} Loss: {epoch_loss:.4f} Acc: {epoch_acc:.4f}\")\n",
    "            if phase == 'train':\n",
    "                history['train_loss'].append(epoch_loss)\n",
    "                history['train_acc'].append(epoch_acc.item())\n",
    "            else:\n",
    "                history['val_loss'].append(epoch_loss)\n",
    "                history['val_acc'].append(epoch_acc.item())\n",
    "    return model, history"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "c0a66691-759f-4aed-ab70-5c9a44882931",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 7. Plot Loss & Accuracy\n",
    "def plot_history(history):\n",
    "    epochs = range(1, len(history['train_loss'])+1)\n",
    "    plt.figure(figsize=(12,5))\n",
    "    plt.subplot(1,2,1)\n",
    "    plt.plot(epochs, history['train_loss'], label='Train Loss')\n",
    "    plt.plot(epochs, history['val_loss'], label='Val Loss')\n",
    "    plt.xlabel('Epoch')\n",
    "    plt.ylabel('Loss')\n",
    "    plt.legend()\n",
    "    plt.title('Loss per Epoch')\n",
    "    plt.subplot(1,2,2)\n",
    "    plt.plot(epochs, history['train_acc'], label='Train Acc')\n",
    "    plt.plot(epochs, history['val_acc'], label='Val Acc')\n",
    "    plt.xlabel('Epoch')\n",
    "    plt.ylabel('Accuracy')\n",
    "    plt.legend()\n",
    "    plt.title('Accuracy per Epoch')\n",
    "    plt.tight_layout()\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "e528b46b-9379-45fb-b174-9b563fa50480",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 8. Evaluate Model\n",
    "def evaluate_model(model, test_loader, classes):\n",
    "    model.eval()\n",
    "    y_true = []\n",
    "    y_pred = []\n",
    "    with torch.no_grad():\n",
    "        for x, y in tqdm(test_loader):\n",
    "            x = x.to(device)\n",
    "            y = y.to(device)\n",
    "            output = model(x)\n",
    "            probs = torch.softmax(output, dim=1)\n",
    "            preds = torch.argmax(probs, axis=1)\n",
    "            y_true.extend(y.cpu().numpy())\n",
    "            y_pred.extend(preds.cpu().numpy())\n",
    "    y_true = np.array(y_true)\n",
    "    y_pred = np.array(y_pred)\n",
    "    acc = accuracy_score(y_true, y_pred)\n",
    "    prec = precision_score(y_true, y_pred, average='weighted', zero_division=0)\n",
    "    rec = recall_score(y_true, y_pred, average='weighted', zero_division=0)\n",
    "    f1 = f1_score(y_true, y_pred, average='weighted', zero_division=0)\n",
    "    cm = confusion_matrix(y_true, y_pred)\n",
    "    print(f'Accuracy: {acc:.4f}')\n",
    "    print(f'Precision: {prec:.4f}')\n",
    "    print(f'Recall: {rec:.4f}')\n",
    "    print(f'F1-score: {f1:.4f}')\n",
    "    print('\\nClassification Report:\\n', classification_report(y_true, y_pred, target_names=classes, zero_division=0))\n",
    "    plt.figure(figsize=(8,6))\n",
    "    sns.heatmap(cm, annot=True, fmt='d', cmap='Blues', xticklabels=classes, yticklabels=classes)\n",
    "    plt.xlabel(\"Predicted\")\n",
    "    plt.ylabel(\"True\")\n",
    "    plt.title(\"Confusion Matrix\")\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "a13b560f-8f17-49ab-81aa-12a76440fc1d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/2\n",
      "----------\n",
      "train Loss: 1.0654 Acc: 0.5430\n",
      "val Loss: 1.0994 Acc: 0.5833\n",
      "Epoch 2/2\n",
      "----------\n",
      "train Loss: 0.7446 Acc: 0.7122\n",
      "val Loss: 0.7736 Acc: 0.7292\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 12/12 [00:01<00:00, 10.90it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy: 0.7188\n",
      "Precision: 0.7552\n",
      "Recall: 0.7188\n",
      "F1-score: 0.7066\n",
      "\n",
      "Classification Report:\n",
      "               precision    recall  f1-score   support\n",
      "\n",
      "Bulging_Eyes       0.83      0.40      0.54        25\n",
      "   Cataracts       0.71      0.89      0.79        27\n",
      "Crossed_Eyes       0.61      0.85      0.71        26\n",
      "     Uveitis       0.93      0.72      0.81        18\n",
      "\n",
      "    accuracy                           0.72        96\n",
      "   macro avg       0.77      0.71      0.71        96\n",
      "weighted avg       0.76      0.72      0.71        96\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from torchvision.models import efficientnet_b0, EfficientNet_B0_Weights\n",
    "model = efficientnet_b0(weights=EfficientNet_B0_Weights.DEFAULT)\n",
    "model.classifier[1] = nn.Linear(model.classifier[1].in_features, num_classes)\n",
    "model = model.to(device)\n",
    "\n",
    "criterion = nn.CrossEntropyLoss().to(device)\n",
    "optimizer = optim.AdamW(model.parameters(), lr=0.001)\n",
    "exp_lr_scheduler = optim.lr_scheduler.StepLR(optimizer, step_size=3, gamma=0.97)\n",
    "\n",
    "model, history = train_model(model, criterion, optimizer, exp_lr_scheduler, num_epochs=2)\n",
    "plot_history(history)\n",
    "evaluate_model(model, test_loader, classes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "f1a31a79-eba7-4887-8edf-2cae2dfed75b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/2\n",
      "----------\n",
      "train Loss: 1.3631 Acc: 0.4955\n",
      "val Loss: 2.2144 Acc: 0.3333\n",
      "Epoch 2/2\n",
      "----------\n",
      "train Loss: 0.9820 Acc: 0.6409\n",
      "val Loss: 1.6129 Acc: 0.6042\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 12/12 [00:00<00:00, 23.65it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy: 0.5938\n",
      "Precision: 0.7373\n",
      "Recall: 0.5938\n",
      "F1-score: 0.5969\n",
      "\n",
      "Classification Report:\n",
      "               precision    recall  f1-score   support\n",
      "\n",
      "Bulging_Eyes       0.68      0.68      0.68        25\n",
      "   Cataracts       0.93      0.48      0.63        27\n",
      "Crossed_Eyes       0.41      0.81      0.55        26\n",
      "     Uveitis       1.00      0.33      0.50        18\n",
      "\n",
      "    accuracy                           0.59        96\n",
      "   macro avg       0.76      0.58      0.59        96\n",
      "weighted avg       0.74      0.59      0.60        96\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from torchvision.models import resnet18, ResNet18_Weights\n",
    "model = resnet18(weights=ResNet18_Weights.DEFAULT)\n",
    "model.fc = nn.Linear(model.fc.in_features, num_classes)\n",
    "model = model.to(device)\n",
    "\n",
    "criterion = nn.CrossEntropyLoss().to(device)\n",
    "optimizer = optim.AdamW(model.parameters(), lr=0.001)\n",
    "exp_lr_scheduler = optim.lr_scheduler.StepLR(optimizer, step_size=3, gamma=0.97)\n",
    "\n",
    "model, history = train_model(model, criterion, optimizer, exp_lr_scheduler, num_epochs=2)\n",
    "plot_history(history)\n",
    "evaluate_model(model, test_loader, classes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "d8ee469a-8c74-4f24-a453-5cc01a9036d4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/2\n",
      "----------\n",
      "train Loss: 1.2053 Acc: 0.5282\n",
      "val Loss: 2.3693 Acc: 0.5000\n",
      "Epoch 2/2\n",
      "----------\n",
      "train Loss: 1.0408 Acc: 0.5579\n",
      "val Loss: 0.8661 Acc: 0.7292\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 12/12 [00:00<00:00, 12.49it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy: 0.6562\n",
      "Precision: 0.6621\n",
      "Recall: 0.6562\n",
      "F1-score: 0.6499\n",
      "\n",
      "Classification Report:\n",
      "               precision    recall  f1-score   support\n",
      "\n",
      "Bulging_Eyes       0.59      0.52      0.55        25\n",
      "   Cataracts       0.83      0.74      0.78        27\n",
      "Crossed_Eyes       0.59      0.50      0.54        26\n",
      "     Uveitis       0.61      0.94      0.74        18\n",
      "\n",
      "    accuracy                           0.66        96\n",
      "   macro avg       0.66      0.68      0.65        96\n",
      "weighted avg       0.66      0.66      0.65        96\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from torchvision.models import densenet121, DenseNet121_Weights\n",
    "model = densenet121(weights=DenseNet121_Weights.DEFAULT)\n",
    "model.classifier = nn.Linear(model.classifier.in_features, num_classes)\n",
    "model = model.to(device)\n",
    "\n",
    "criterion = nn.CrossEntropyLoss().to(device)\n",
    "optimizer = optim.AdamW(model.parameters(), lr=0.001)\n",
    "exp_lr_scheduler = optim.lr_scheduler.StepLR(optimizer, step_size=3, gamma=0.97)\n",
    "\n",
    "model, history = train_model(model, criterion, optimizer, exp_lr_scheduler, num_epochs=2)\n",
    "plot_history(history)\n",
    "evaluate_model(model, test_loader, classes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "ed945d04-a66f-4173-8665-c308b14b868a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/2\n",
      "----------\n",
      "train Loss: 2.9613 Acc: 0.3056\n",
      "val Loss: 1.4004 Acc: 0.2708\n",
      "Epoch 2/2\n",
      "----------\n",
      "train Loss: 1.4275 Acc: 0.2849\n",
      "val Loss: 1.4057 Acc: 0.2083\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1200x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 12/12 [00:01<00:00,  6.79it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy: 0.1875\n",
      "Precision: 0.0352\n",
      "Recall: 0.1875\n",
      "F1-score: 0.0592\n",
      "\n",
      "Classification Report:\n",
      "               precision    recall  f1-score   support\n",
      "\n",
      "Bulging_Eyes       0.00      0.00      0.00        25\n",
      "   Cataracts       0.00      0.00      0.00        27\n",
      "Crossed_Eyes       0.00      0.00      0.00        26\n",
      "     Uveitis       0.19      1.00      0.32        18\n",
      "\n",
      "    accuracy                           0.19        96\n",
      "   macro avg       0.05      0.25      0.08        96\n",
      "weighted avg       0.04      0.19      0.06        96\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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8+uuvZoyEzphyLytWrJBatWrJ/v37JX/+/AmnD6A2806cOFEWL15s5gLs2rWryWTTp0/vuY2OgilSpIitcQIAgABl+bZR9EHJXmTdunWTBQsWyOrVq++b/KkKFSqYnwkuAXz55ZelRYsW8vvvv0v58uWjvY1W/9555514jw0AADiA5R/TwGjDbPfu3WXOnDny22+/Sd68eR94n23btpmf2bNnj/Hz+EUCqMOXdTTL/ehcOHpqOAAAgED16quvmsGw8+bNkzRp0sipU6fMeu0zqLnQgQMHzHY9VW7GjBnNuInXX3/djBAuWbJkwhgEMnv2bLl586Yn+dO+ftrh0U0HfcR2XhsAAICHagK2fLjE0Lhx48zIX53sWSt67mXWrFlme9KkSc0gWZ0bsHDhwtK7d2955pln5Oeff044g0ASJUpkqn86v41KmzatKWPmy5fPMyhEm37v3LkTq8dlEAgABAYGgTiLrYNA6o/06eOHLeol/sTWJuDIuacfDUgGAABOYvlHH8D44lfzAAIAAMD3/GIQCAAAgK0sZ9XEbE8Ade4/HdmidADI8uXLZdeuXeb6pUuXbI4OAAAg8NieALZp08breqdOnbyuWw5rkwcAADawnJVv2JoARpzyBQAAAPEjQTV4P/XUU2baGAAAgECcB9AxTcCxoefDCwsLszsMAAAQaCz/S9J8yVl7CwAAgIRVAQQAAPAJy1mDQKgAAgAAOAwVwAAxc8Z0mTxxgpw7d1YKhRSWvm/3lxIlS9odFnyE4+0sHO/A1OeFitKsSogUyplBwm7clo27j8s7X/8m+/654LnN4hEtpVqpXF73+/rnrfLamMU2RBzgLGfVxJy1twFq0a8L5ZPhw6RT11dl5vdzJCSksHTp1F7Onz9vd2jwAY63s3C8A1fVkrlk/LwtUr37VGn01ixJnDhIFnz0H0mZPInX7Sb8sk3yPPepZ3nn65W2xYzAkaASwLffflsyZMhgdxh+Z+rkidL82eel2dPPSP4CBeTdAYMkefLkMvenH+0ODT7A8XYWjnfgatpvtkxbslP+OnJOdh48Ix2H/yK5sqaT0gWzed0uLPyWnL54zbNcuX7TtpgDvg+g5cPFz/hFE/D8+fOjXa9nAdEvugIFCkjevHmlX79+8R6bv7t186b8tftPad/h/86gEhQUJBUrVpYd27faGhviHsfbWTjezpI2VTLz8+IV7+nO/lOrmLSoXUxOX7gmCzfsl2HTfjdNxkCCTwCbNWtmkj2Xy+W13r1Of1apUkXmzp0rwcHBXre5ceOGWSJyJUomyZL974MU6C5euih37tyRjBkzeq3X64cOHbQtLvgGx9tZON7OoQWij7vWlnW7jsnuw+c862et+FOOnr4sJ89flRJ5M8uQDjWk0KMZpMWgObbGG5CsBNUo+q/5xd4uXbpUypcvb36GhoaaRS9XqFBBFixYYCaA1v4uffr0iXLfYcOGSbp06byWjz8aZst+AADwMEa/VleK5cksrYd4t4h9+8t2WfbfQ/LnobMyc8Vuaf/RL9K0aojkzZ7etlgDlkUTcLzr0aOHfPXVV1K5cmXPulq1apnm344dO8qff/4po0ePlnbt2kW5rzYL9+rVK0oF0CmC0wdLokSJonQI1+uZMmWyLS74BsfbWTjezjCqWx1pWKGA1O41XY6fu3Lf2/6x54T5mf+RYDl08lI8RYhA5BcVwAMHDkjatGmjrNd1Bw/+r5mjYMGCcu7c/5XF3bSpV28XcXFK869KkjSpFClaTDZuWO9Zd/fuXdm4cb2ULFXa1tgQ9zjezsLxdkby16RKIan/xndy5FToA29fKn8W8/PU+avxEJ2zWJbl08Xf+EUFsGzZsvLGG2/IlClTJHPmzGbd2bNn5c033zRNw2rfvn2SM2dOmyP1Ty+1eVn6v/2WFCtWXIqXKCnTpk4250xu9nRzu0ODD3C8nYXjHdjNvv95sqg8996PcvX6TckanMqsD712Q8Jv3jbNvLp98aYDcv5yuJTIl1mGd6kla7YflV2HztodPhI4v0gAJ0yYIE2bNpVHH33Uk+QdO3ZM8uXLJ/PmzTPXr169Ku+++67Nkfqn+g0aysULF+SLz8aaiWJDCheRL778RjLSRBSQON7OwvEOXJ2alDE/l45s5bW+w/BfzPQwt27fkSfL5JFuz5SXVMmTyD9nLsvcNXvlw+nrbIo4sFl+WKXzJcsVeeitTbRZY8mSJfL333+b6yEhIVKnTh0z5UFshTM6HgACQnD9D+0OAfEobFlf25471bMTffr41354WfyJX1QAlSZ69evXNwsAAEC8ssRR/CYBXL58uVnOnDljqoERffvtt7bFBQAAEGj8IgEcNGiQDB48WMqVKyfZs2d3XDs8AACwl+Ww3MMvEsDx48fLpEmT5KWXXrI7FAAA4ECWwxJAv5gH8ObNm16TQAMAACDAE8BXXnlFZsyYYXcYAADAoSwmgo5/4eHh5lRwy5Ytk5IlS0qSJEm8to8cOdK22AAAAAKNXySAO3bskMcee8xc3rVrl9c2f8yaAQBAYLEclm/4RQK4cuVKu0MAAABwDL9IAAEAAGxliaPYlgA2b97cTP2SNm1ac/l+fvrpp3iLCwAAINDZlgCmS5fO096ulwEAAOxi0QcwfkycODHaywAAAPHNclgC6BfzAAIAAMBhg0BKly4dbeat65InTy4FChSQtm3bSs2aNW2JDwAABDaLCmD8q1+/vhw8eFBSpUplkjxdUqdOLQcOHJDy5cvLyZMnpXbt2jJv3jy7QwUAAEjw/KICeO7cOendu7f079/fa/2QIUPkyJEjsmTJEhkwYIC8//770rRpU9viBAAAgcmiAhj/Zs+eLS+88EKU9S1atDDblG7fu3evDdEBAAAEFr9IALWf37p166Ks13W6Td29e9dzGQAAIE5ZPl78jF80AXfv3l06d+4smzdvNn3+1B9//CHffPONvP322+b64sWLPecLBgAAwMOzXC6XS/zA9OnT5bPPPvM084aEhJjEsGXLluZ6WFiYZ1Twg4Tf9nm4AIB4EFz/Q7tDQDwKW9bXtufO1HamTx//3KQW4k/8ogKoWrVqZZZ7SZEiRbzGAwAAnMNiEAgAAAACmW0VwODg4Bhn2xcuXPB5PAAAwLksh1UAbUsAR48ebddTAwAAOJptCWCbNm3semoAAABvzioA+scgkKNHj953e65cueItFgAAgEDnFwlgnjx57tv2fufOnXiNBwAAOItFH8D4t3XrVq/rt27dMutGjhwpH3zwgW1xAQAABCK/SABLlSoVZV25cuUkR44c8vHHH0vz5s1tiQsAADiDRQXQf+jZQPSUcAAAAL5kkQDGv8uXL3td17PTnTx5UgYOHCgFCxa0LS4AAIBA5BcJYPr06aNk3poE5syZU2bO9O25+QAAAKgA2mDFihVeL3xQUJBkzpxZChQoIIkT+0WIAAAAAcMvsqsSJUpIxowZzeVjx47J119/LWFhYdKkSROpWrWq3eEBAIBAZ4mjBNn55Dt37jRzAGbJkkUKFy4s27Ztk/Lly8uoUaPkq6++kpo1a8rcuXPtDBEAACDg2JoAvvnmm6b6t3r1aqlRo4Y0atRInnrqKQkNDZWLFy9Kp06d5MMPP7QzRAAA4ACWZfl08Te2NgHrFC/a/69kyZJmLkCt+nXt2tX0AVTdu3eXihUr2hkiAABAwLE1Abxw4YJky5bNXE6dOrWkSpVKgoODPdv18pUrV2yMEAAAOIHlh1W6gB4EEvkFd9oBAAAA9rMcln/YngC2bdtWkiVLZi6Hh4dL586dTSVQ3bhxw+boAAAAAo+tCWCbNm28rr/44otRbtO6det4jAgAADiSJY5iawI4ceJEO58eAADAkWxvAgYAALCb5bA+gLbOAwgAAID4RwUQAAA4nkUFEAAAAIGMCiAAAHA8y2EVQBJAAADgeJbDEkCagAEAAByGCiAAAIAljkIFEAAAwGGoAAIA/Nf5f+yOAA5h0QcQAAAAdhg2bJiUL19e0qRJI1myZJFmzZrJ3r17vW4THh4ur776qmTMmFFSp04tzzzzjJw+fTpWz0MCCAAAHM+yLJ8uMbVq1SqT3G3YsEGWLl0qt27dkrp168q1a9c8t3n99dfl559/lu+//97c/sSJE9K8efNY7S9NwAAAAD5248YNs0SULFkys0S0aNEir+uTJk0ylcDNmzdLtWrVJDQ0VCZMmCAzZsyQJ5980txm4sSJUqRIEZM0VqxYMUbxUAEEAACOZ1m+XbRpN126dF6LrnsQTfhUhgwZzE9NBLUqWLt2bc9tChcuLLly5ZL169fHeH+pAAIAAMezfDwIpF+/ftKrVy+vdZGrf5HdvXtXevbsKU888YQUL17crDt16pQkTZpU0qdP73XbrFmzmm0xRQIIAADgY9E19z6I9gXctWuXrF27Ns7jIQEEAACOZ/nZLDDdunWTBQsWyOrVq+XRRx/1rM+WLZvcvHlTLl265FUF1FHAui2m6AMIAADgJ1wul0n+5syZIytWrJC8efN6bS9btqwkSZJEli9f7lmn08QcPXpUKlWqFOPnoQIIAAAcz/KTEqA2++oI33nz5pm5AN39+nTQSIoUKczP9u3bm/6EOjAkbdq00r17d5P8xXQEsCIBBAAA8BPjxo0zP2vUqOG1Xqd6adu2rbk8atQoCQoKMhNA69Qy9erVky+++CJWz0MCCAAAHM+y/KcJ+EGSJ08un3/+uVkeFn0AAQAAHIYKIAAAcLygID8pAcYTKoAAAAAOQwUQAAA4nuWsAiAJIAAAgOWwDJAmYAAAAIehAggAABzPclYBkAogAACA01ABBAAAjmc5rARIBRAAAMBhqAACAADHs6gAAgAAIJBRAQQAAI5nOasASAIIAABgOSwDpAkYAADAYWyvAIaFhYnL5ZKUKVOa60eOHJE5c+ZI0aJFpW7dunaHBwAAHMByVgHQ/gpg06ZNZcqUKebypUuXpEKFCjJixAizfty4cXaHBwAAEHBsTwC3bNkiVatWNZd/+OEHyZo1q6kCalI4duxYu8MDAAAO6QNo+XDxN7YngNevX5c0adKYy0uWLJHmzZtLUFCQVKxY0SSCAAAACLAEsECBAjJ37lw5duyYLF682NPv78yZM5I2bVq7wwMAAA5gWb5d/I3tCeB7770nffr0kTx58pj+f5UqVfJUA0uXLm13eAAAAAHH9lHAzz77rFSpUkVOnjwppUqV8qyvVauWaQ4GAADwNcsfy3SBXAFs166dpEqVylT7tO+fW7FixeSjjz6yNTYAAOAMFk3A8Wvy5MlmLsDIdJ17ehgAAAAEQBPw5cuXzQTQuly5ckWSJ0/u2Xbnzh1ZuHChZMmSxa7wAACAg1j+WKYLxAQwffr0nrlxChUqFGW7rh80aJAtsQEAAAQy2xLAlStXmurfk08+KT/++KNkyJDBsy1p0qSSO3duyZEjh13hAQAAB7GcVQC0LwGsXr26+Xno0CHJlSuX40qvAAAAjh0EsmLFCnMKuMi+//57M0AEAADA1yxOBRe/hg0bJpkyZYqyXgeADB061JaYAAAAApntE0EfPXpU8ubNG2W99gHUbQAAAL5m+V+RLrArgFrp27FjR5T127dvl4wZM9oSEwAAcBaLJuD49cILL8hrr71mRgXr/H+6aL/AHj16SIsWLewODwAAIODY3gT8/vvvy+HDh825fxMn/l84d+/eldatW9MHEAAAxAvL/4p0gZ0A6px/s2bNMomgNvumSJFCSpQoYfoAAgAAIAATQDc9G0h0ZwQBAADwNcthJUC/SAD/+ecfmT9/vhn1e/PmTa9tI0eOtC0uAACAQGR7Arh8+XJp0qSJ5MuXT/bs2SPFixc3fQL1NHFlypSxOzwAAOAAlsMqgLaPAu7Xr5/06dNHdu7cKcmTJzfnBT527Jg5Vdxzzz1nd3gAAAABx/YE8K+//jIjfpWOAg4LC5PUqVPL4MGD5aOPPrI7PAAA4ACW5dvF39ieAKZKlcrT7y979uxy4MABz7Zz587ZGBkAAHAKy2ETQdveB7BixYqydu1aKVKkiDRs2FB69+5tmoN/+uknsw0xM3PGdJk8cYKcO3dWCoUUlr5v95cSJUvaHRZ8hOPtLBzvwNSnXV1p9mQpKZQnq4TduCUbtx+Ud8bMk31HzpjtubJnkL0LB0d731ZvTJCflm2N54gRSGyvAOoo3woVKpjLgwYNMhNC67yAefLkkQkTJtgdXoKw6NeF8snwYdKp66sy8/s5EhJSWLp0ai/nz5+3OzT4AMfbWTjegatqmQIyftZqqd76E2nU5TNJnDiRLBjXTVImT2q2/3P6ouSp3c9rGTxugVy5Fi6Lf//T7vADjuWwJmDLpcNtbaKnffv999+lZMmSkj59+jh73PDb4iitWjwnxYqXkLfffc9zJpW6tarLCy1fkvYdOtodHuIYx9tZnH68g8t3E6fIFJxajq34UGq3HyW/b/m/7lARrf/uLdm255h0GTRDAlHY1s9se+6aY9b59PFX9qgs/sTWCmCiRImkbt26cvHiRTvDSNBu3bwpf+3+UypW+r83VlBQkFSsWFl2bKd5INBwvJ2F4+0saVMnNz8vhl6PdnvpIjnlscI5ZfLc9fEcmTNYDusDaHsTsM77d/DgwYe+/40bN+Ty5ctei65ziouXLppKasaMGb3W63UG0QQejrezcLydQxOEj/s8K+u2HpDdB05Ge5s2zSrJXwdPyobth+I9PgQe2xPAIUOGmHkAFyxYICdPnoySzD3IsGHDJF26dF7Lxx8Ni5fYAQCIC6P7PS/FCmSX1n0nRrs9ebIk8p8G5aj++ZDlsD6Ato8C1pG/Ss8GErFEql0T9br+9fugiaR79erltc6VKJk4RXD6YNOUHrlDuF7PlCmTbXHBNzjezsLxdoZRbz0nDasWl9rtR8vxM5eivc3TtR8zg0OmL9gU7/EhMNmeAK5cufJf3T9ZsmRmceogkCRJk0qRosVk44b18mSt2p5O4hs3rpcWL7xod3iIYxxvZ+F4OyP5a/JkKanbYYwcOXHvkd1tm1WWX1btlHMXr8ZrfE4S5I9lukBOAPWUb/h3XmrzsvR/+y0pVqy4FC9RUqZNnWzOqNLs6eZ2hwYf4Hg7C8c7sJt9tVn3ude/kqvXwiVrxjRmfejVcAm/cctzu3w5M0mVMvmlWfdxNkYb+Cxn5X/2J4Bu169fl6NHj3rOCuKmU8Tg/uo3aCgXL1yQLz4bayaKDSlcRL748hvJSBNRQOJ4OwvHO3B1er6a+bn0m55e6zu8N1Wm/bzRc71N00py/PQlWbZ+T7zHiMBl6zyA6uzZs/Lyyy/Lr7/+Gu32B/UBjI6TmoABIJA5aR5A2DsPYL0v/i/p9oXFXf930gt/Yfso4J49e8qlS5dk48aNkiJFClm0aJFMnjxZChYsKPPnz7c7PAAAgIBjexPwihUrZN68eVKuXDkzwWnu3LmlTp06kjZtWjPFy1NPPWV3iAAAIMAFOawPoO0VwGvXrkmWLFnM5eDgYNMkrEqUKCFbtmyxOToAAIDAY3sCGBISInv37jWXS5UqJV9++aUcP35cxo8fL9mzZ7c7PAAA4ACWw04FZ3sTcI8ePcwZQNSAAQOkfv36Mn36dEmaNKlMmjTJ7vAAAAACju0J4Isv/t9kpmXLlpUjR47Inj17JFeuXMx0DwAA4oXlf0W6wG4CHjx4sJkD0C1lypRSpkwZSZUqldkGAADga5aP//kb2xPAQYMGydWrUU9to0mhbgMAAECANQHrPNTRdY7cvn27ZMiQwZaYAACAswT5X5EuMBNAnfLFPTKmUKFCXkmgnv1Dq4KdO3e2KzwAAICAZVsCOHr0aFP9a9eunWnqTZcunWebjgDOkyePVKpUya7wAACAg1gOGwViWwLYpk0b8zNv3rxSuXJlSZIkiV2hAAAAOIrtfQCrV6/uuRweHi43b9702q6nhAMAAPAly1kFQPtHAeto327dupnTwenUL9o3MOICAACAAEsA33jjDVmxYoWMGzdOkiVLJt98843pE5gjRw6ZMmWK3eEBAAAHCLIsny7+xvYm4J9//tkkejVq1JCXX35ZqlatKgUKFJDcuXObU8K1atXK7hABAECAs/wvRwvsCuCFCxckX758nv5+el1VqVJFVq9ebXN0AAAAgcf2BFCTv0OHDpnLhQsXltmzZ3sqg+nTp7c5OgAA4ATW/5+b2FeLv7E9AdRmXz3rh+rbt698/vnnkjx5cunZs6fpHwgAAIAA6wP4+uuvey7Xrl1b9uzZI5s3b5aCBQtKiRIlbI0NAAA4g+V/RbrArADqyN+iRYvK5cuXvdbr4I9atWpJixYtZM2aNXaFBwAAELCC7DwVXIcOHaKd6FlPC9epUycZOXKkLbEBAABnCXLYNDC2JYDa769+/fr33F63bl3TFAwAAOAkq1evlsaNG5s5kXUAydy5c722t23bNsogk/vlVH6VAJ4+ffq+5/9NnDixnD17Nl5jAgAAzmT5eImNa9euSalSpczA2HvRhO/kyZOe5bvvvksYg0AeeeQR2bVrl5n0OTo7duyQ7Nmzx3tcAAAAdmrQoIFZ7kfPnpYtW7aHfg7bKoANGzaU/v37S3h4eJRtYWFhMmDAAGnUqJEtsQEAAGexfDwP4I0bN8zA14iLrntYv/32m2TJkkVCQkKkS5cucv78+YSRAL777rvmrB+FChWS4cOHy7x588zy0UcfmZ3Rbe+8845d4QEAAAcJsny7DBs2zAxyjbjouoehzb96Gt3ly5ebvGnVqlWmYnjnzp0YP4blcrlcYpMjR46YrHXx4sXiDkOz5Hr16pl277x58z7U44bfjuNAAQC2CC7fze4QEI/Ctn5m23O3mrrNp4//7fNFolT8tBlXl/vRvGjOnDnSrFmze97m4MGDkj9/flm2bJmZSs/vJ4LWOf8WLlwoFy9elP3795skUCeADg4OtjMsAADgMJaPp2qJSbL3b06rmylTJpNLJYgE0E0TvvLly9sdBgAAQILzzz//mD6AsRk86xcJIAAAgJ0sP5qr+erVq6aa53bo0CHZtm2bZMiQwSyDBg2SZ555xowCPnDggLz55ptmVhXtQhdTJIAAAAB+5L///a/UrFnTc71Xr17mZ5s2bWTcuHFmqrzJkyfLpUuXzGTRevKM999/P1ZNzCSAAADA8Sw/KgHWqFHDMzg2Ojp49t+ybRoYAAAA2IMKIAAAcLwg/ykAxgsSQAAA4HiWHzUBxweagAEAAByGCiAAAHA8S5yFCiAAAIDDPFQCuGbNGnnxxRelUqVKcvz4cbNu6tSpsnbt2riODwAAwOeCLMunS4JPAH/88Ucz03SKFClk69atnhMbh4aGytChQ30RIwAAAOxMAIcMGSLjx4+Xr7/+WpIkSeJZ/8QTT8iWLVviMjYAAIB4YVm+XRJ8Arh3716pVq1alPXp0qUzpyQBAACAf4t1AqgnHo54gmI37f+XL1++uIoLAAAgXucBtHy4JPgEsEOHDtKjRw/ZuHGj2aETJ07I9OnTpU+fPtKlSxffRAkAAOBDlsOagGM9D2Dfvn3l7t27UqtWLbl+/bppDk6WLJlJALt37+6bKAEAAGBfAqhVv3feeUfeeOMN0xR89epVKVq0qKROnTruogIAAIhHQf5YpvPHM4EkTZrUJH4AAAAI8ASwZs2a9+3MuGLFin8bEwAAQLyynFUAjH0C+Nhjj3ldv3Xrlmzbtk127dolbdq0icvYAAAA4A8J4KhRo6JdP3DgQNMfEAAAIKGxHFYCfKhzAUdHzw387bffxtXDAQAAwN8GgUS2fv16SZ48eVw9HAAAIinS2h0BHCJInCXWCWDz5s29rrtcLjl58qT897//lf79+8dlbAAAAPHCclgTcKwTQD3nb0RBQUESEhIigwcPlrp168ZlbAAAALA7Abxz5468/PLLUqJECQkODvZFPAAAAPEuyFkFwNg1eSdKlMhU+S5duuS7iAAAAOBffR6LFy8uBw8e9E00AAAANlUAg3y4JPgEcMiQIdKnTx9ZsGCBGfxx+fJlrwUAAAAB0gdQB3n07t1bGjZsaK43adLEa8SMjgbW69pPEAAAICGxGAUcvUGDBknnzp1l5cqVvo0IAAAA/pEAaoVPVa9e3ZfxAAAAxLsgZxUAYzcNjNPKowAAwBksh6U4sUoACxUq9MAk8MKFC/82JgAAAPhLAqj9ACOfCQQAACChC3JYCTBWCWCLFi0kS5YsvotGxEwls2LFCnN6uSJFivj0uQAAAJwoyO7+f88//7x89tln5nJYWJiUK1fOrCtZsqT8+OOPPnlOAACAyAmRLxd/ExTbUcBxbfXq1VK1alVzec6cOeZ59FRzY8eONZNOAwAAwKYE8O7duz5p/g0NDZUMGTKYy4sWLZJnnnlGUqZMKU899ZTs27cvzp8PAAAgMm3o9OXib2yvSubMmVPWr18v165dMwlg3bp1zfqLFy9K8uTJ7Q4PAADA2YNAfKFnz57SqlUrSZ06teTKlUtq1KjhaRouUaKE3eEBAAAHCPLHMl0gJ4Bdu3aVxx9/XI4dOyZ16tSRoKD/FSXz5ctHH0AAABAvLGflf/YngEpH/uqo30OHDkn+/PklceLEpg8gAAAAArAP4PXr16V9+/Zm4EexYsXk6NGjZn337t3lww8/tDs8AADgkHMBB/lw8Te2J4D9+vWT7du3y2+//eY16KN27doya9YsW2MDAAAIRLY3Ac+dO9ckehUrVvSabFqrgQcOHLA1NgAA4AxBDusEaHsF8OzZs9HOL6jTwvjq7CMAAABOFuQPA0B++eUXz3V30vfNN99IpUqVbIwMAAA4heWwiaBtbwIeOnSoNGjQQHbv3i23b9+WMWPGmMvr1q2TVatW2R0eAABAwLG9AlilShXZtm2bSf504uclS5aYJmE9O0jZsmXtDg8AADhAkMNGAdteAVQ699/XX39tdxgAAMChLPHDLC2QK4DVq1eXKVOmSFhYmN2hAAAAOILtCWDp0qWlT58+ki1bNunQoYNs2LDB7pAAAIDDBDmsCdj2BHD06NFy4sQJmThxopw5c0aqVasmRYsWlU8++UROnz5td3gAAAABx/YEUOm5f5s3by7z5s2Tf/75R1q2bCn9+/eXnDlzSrNmzWTFihV2hwgAAAJYEBVA+2zatEkGDBggI0aMMCOB9TRxmTJlkkaNGplmYgAAAATAKGBt9p06dappAt63b580btxYvvvuO6lXr55nUui2bdtK/fr1TbMwAABAXLP8cbbmQE4AH330UTMNTLt27Uyilzlz5ii3KVmypJQvX96W+AAAAAKN7Qng8uXLpWrVqve9Tdq0aWXlypXxFhMAAHCWIGcVAO3rA6hNv+peyZ+eGUT7BAIAAPia5bBzAduWAGbPnt2TBCo9DdyxY8c818+fPy+VKlWyKToAAIDAZVsTsMvl8rp++PBhuXXr1n1vAwAA4AtB/limc8o0ME4fkQMAAOCIQSAAAAB2C3JYzSmxndW9K1euSPLkyU1Tr16/evWqXL582Wx3/wQAAEAA9QEsVKiQ1/XSpUt7XacJGAAAxAfLYSmHbQkg8/oBAAA4LAGsXr16rG7/4YcfSufOnSV9+vQ+iwkAADhTkDirBOjXo4AjGjp0qFy4cMHuMAAAABK8BDMKmDkBAQCAr1jOKgAmnAQQAADAV4IclgAmmCZgAAAAxA0qgAAAwPGCHNYGTAUQAADAYRJMAli1alVJkSKF3WH4rZkzpkuDOk9K+dIlpFWL52Tnjh12hwQf4ng7C8c7MPV5qbqsndBVziwdIEd+eVtmf/iiFMyVKcrtKhTPKb9+2l7OLR8op5e+J0u/6CDJk9KAF9csy7eLv7ElAdTTvMV0cVu4cKFkz57djnD93qJfF8onw4dJp66vyszv50hISGHp0qm9nD9/3u7Q4AMcb2fheAeuqqXzyvgfN0j1juOkUY9vJXHiIFkw+mVJmTyJV/I3b+TLsnzTPqn6yhdSpf0XMv6HDXKXmTHwL1kuG+ZXCQoKivFp3u7cuRPrxw+/LY6iFYFixUvI2+++Z67fvXtX6taqLi+0fEnad+hod3iIYxxvZ3H68Q6u9rY4Rab0qeTYwnekdtev5Pdth826VV91luV/7JfBXy8TJwhbN9S2556w6ahPH7/947nEnyS2+zRwhw8flr59+0rbtm2lUqVKZt369etl8uTJMmzYMDvCS1Bu3bwpf+3+U9p36OSVYFesWFl2bN9qa2yIexxvZ+F4O0vaVMnMz4uXw8zPzMGp5PHiuWTmku2y8stOkveRjPL3kbMy8Mslsm7HEZujRUIXZNdp4NzLlClTZOTIkSbZa9KkiVn08ieffCITJ0584GPduHEjSrOxrnOKi5cumippxowZvdbr9XPnztkWF3yD4+0sHG/n0Faxj3s2knXbD8vug6fNurw5Mpif77SvJd/O/0Oa9poo2/Yel4Vj20v+R73fEwisPoCrV6+Wxo0bS44cOcx7Y+7cuV7btfH2vffeM13jdHxE7dq1Zd++fQlrEIhW+8qVKxdlva7btGnTA++vyWK6dOm8lo8/onIIAEg4RvduIsXyZZXW782MMi3JhLmbZOovW2T73yflzbEL5e+jZ6VNo7I2RhuYgny8xMa1a9ekVKlS8vnnn0e7ffjw4TJ27FgZP368bNy4UVKlSiX16tWT8PDwGD+H7cOIcubMKV9//bXZmYi++eYbs+1B+vXrJ7169fJa50r0vzK6EwSnD5ZEiRJF6RCu1zNlijqaDAkbx9tZON7OMKpXY2n4RIjU7vq1HD/7f4MfT56/Yn7+dfiM1+33Hj4rObOmj/c48e9o62TkFspkyZKZJbIGDRqYJTpa/Rs9erS8++670rRpU7NOW1OzZs1qKoUtWrRIGBXAUaNGyaeffiolSpSQV155xSwlS5Y063Tbg+gLlzZtWq8luhczUCVJmlSKFC0mGzes96zTTuIbN66XkqVK2xob4h7H21k43s5I/ppULyr1u0+QIycvem3T6yfOhkqhSFPDFMiVSY6euhTPkQY+y7J8ukTXYvkwYx0OHTokp06dMs2+bvpYFSpUMK2qCaYC2LBhQ/n7779l3LhxsmfPHrNO2707d+4cowogRF5q87L0f/stKVasuBQvUVKmTZ0sYWFh0uzp5naHBh/geDsLxztwje7TRP5Tp5Q899Y0uXr9hmTNkNqsD70aLuE3/zedxajpa+TdV2rLzv2nZPvfJ+TFhmUkJHdmafnODJujR2xF12L5MAUrTf6UVvwi0uvubQkiAVSa6A0dat/Q74SufoOGcvHCBfnis7Fy7txZCSlcRL748hvJSBNRQOJ4OwvHO3B1al7R/NSJnSPqMOQHmbZwi7n82ex1kjxZYhn+WkMJTptSdu4/aeYMPHT8gi0xBzLLx49/r+ZeR80DGNmaNWvkyy+/lIMHD8r3338vjzzyiEydOlXy5s0rVapUifXjOW0eQAAIVE6aBxD2zgM45b/HfPr4rcs9XKumNh/PmTNHmjVrZq5rrpQ/f37ZunWrPPbYY57b6cwqen3MmDEJow/gjz/+aEau6DDmLVu2eDpIhoaGUhUEAADxIsiyfLrEFS2OZcuWTZYvX+5Zp1Pg6Whg93zKMdpfsdmQIUPMMGYdCZwkyf+d/uaJJ54wCSEAAICTXL16VbZt22YW98APvXz06FFTEezZs6fJn+bPny87d+6U1q1bmzkD3VXCBNEHcO/evVKtWrUo63VEy6VLjHICAAAJvw9gbPz3v/+VmjVreq67B4+0adNGJk2aJG+++aaZK7Bjx44mV9LucosWLZLkyZMnnARQy5j79++XPHnyeK1fu3at5MuXz7a4AACAc1h+lAHWqFHDzPd3L1oFHDx4sFkelu1NwB06dJAePXqYtmvdoRMnTsj06dOlT58+0qVLF7vDAwAACDi2VwD79u1rJjatVauWXL9+3TQH6zBpTQC7d+9ud3gAAMABLH8qATohAdQX/J133pE33njDNAVrx8eiRYtK6tT/mxATAAAAAZYAuiVNmtQkfjqUedmyZRISEiJFihSxOywAAOAAQeIstu/v888/L5999pm5rKc3Kl++vFmn5wPWOQIBAAAQYAng6tWrpWrVquayznSt/QF1SPPYsWPNHDcAAADx0SXN8uHib2xPAPWMHxkyZDCXdQ6bZ555RlKmTClPPfWU7Nu3z+7wAAAAAo7tCWDOnDll/fr1ZkJDTQDr1q1r1l+8eDFWExoCAAA8LMvHi7+xfRCIns6kVatWZtRv7ty5zeSH7qbhEiVK2B0eAABwAMsPm2kDOgHs2rWrPP7443Ls2DGpU6eOBAX9ryipZwGhDyAAAEAAJoCqXLlyZlF37twxJzauXLmyBAcH2x0aAABwgCBxliB/aAKeMGGCJ/mrXr26lClTxvQN/O233+wODwAAIODYngD+8MMPUqpUKXP5559/lkOHDsmePXvk9ddfN2cIAQAA8DWLaWDi17lz5yRbtmzm8sKFC+W5556TQoUKSbt27UxTMAAAAAIsAcyaNavs3r3bNP/qNDA6EERdv35dEiVKZHd4AADAASymgYlfL7/8sjn1W/bs2U2JtHbt2mb9xo0bpXDhwnaHBwAAEHBsTwAHDhwoxYsXN9PAaPNvsmTJzHqt/vXt29fu8AAAgANY/limC+QEUD377LNR1rVp08aWWAAAgPME+WVDbQD3AVSrVq2Sxo0bS4ECBczSpEkTWbNmjd1hAQAABCTbE8Bp06aZfn8pU6aU1157zSwpUqSQWrVqyYwZM+wODwAAOKQJ2PLh4m8sl8vlsjOAIkWKSMeOHc28fxGNHDlSvv76a/nrr79i/Zjht+MwQACAbYKrvW13CIhHYeuG2vbcC3ad9unjNyqeVfyJ7RXAgwcPmubfyLQZWCeFBgAA8DXLx//8je0JoJ7ybfny5VHWL1u2zGwDAABAgI0C7t27t+n3t23bNqlcubJZ9/vvv8ukSZNkzJgxdocHAAAcwPK/Il1gJ4BdunQxp4IbMWKEzJ4929MvcNasWdK0aVO7wwMAAAg4tiaAt2/flqFDh5rz/q5du9bOUAAAgIMF+WE/vYDtA5g4cWIZPny4SQQBAADsYjlsGhjbB4HofH86ETQAAAAc0gewQYMG5py/O3fulLJly0qqVKmiTAcDAADgS5YfVukCOgHs2rWrZ+LnyCzLkjt37tgQFQAAQOCyPQG8e/eu3SEAAACHsxgEEj9WrFghRYsWlcuXL0fZFhoaKsWKFZM1a9bYEhsAAEAgsy0BHD16tHTo0EHSpk0bZVu6dOmkU6dO0TYLAwAAxLUgy7eLv7EtAdy+fbvUr1//ntvr1q0rmzdvjteYAAAAnMC2PoCnT5+WJEmS3HeOwLNnz8ZrTAAAwJks+gDGj0ceeUR27dp1z+07duyQ7Nmzx2tMAADAmSwmgo4fDRs2lP79+0t4eHiUbWFhYTJgwABp1KiRLbEBAAAEMsvlcrnsagIuU6aMJEqUSLp16yYhISFm/Z49e+Tzzz838/9t2bJFsmbNGuvHDufMcgAQEIKrvW13CIhHYeuG2vbcv+294NPHrxGSQfyJbX0ANbFbt26ddOnSRfr16yfuPFQnf65Xr55JAh8m+QMAAIAfTwSdO3duWbhwoVy8eFH2799vksCCBQtKcHCwnWEBAACHCfLDfnoBfSYQpQlf+fLl7Q4DAADAEfwiAQQAALCTxTQwAAAACGRUAAEAgONZzioAkgACAABY4iw0AQMAADgMFUAAAOB4QQ5rA6YCCAAA4DBUAAEAfqtUk3p2hwCHsMRZqAACAAA4DBVAAAAASxyFCiAAAIDDUAEEAACOZzmsBEgCCAAAHM9yVv5HEzAAAIDTUAEEAACOZ4mzUAEEAABwGCqAAAAAljgKFUAAAACHoQIIAAAcz3JYCZAKIAAAgMNQAQQAAI5nOasASAUQAADAaagAAgAAx7PEWUgAAQAALHEUmoABAAAchgogAABwPMthJUAqgAAAAA5DBRAAADie5awCIBVAAAAAp6ECCAAAHM8SZ6ECCAAA4DBUAAEAACxxFBJAAADgeJbDMkCagAEAAPzEwIEDxbIsr6Vw4cJx/jxUAAEAgONZflQALFasmCxbtsxzPXHiuE/XSAABAAD8iCZ82bJl8+lz0AQMAAAcz/LxcuPGDbl8+bLXouuis2/fPsmRI4fky5dPWrVqJUePHo3z/SUBBAAA8LFhw4ZJunTpvBZdF1mFChVk0qRJsmjRIhk3bpwcOnRIqlatKleuXInTeCyXy+WSABN+2+4IAABxocYnq+wOAfFoQ9/qtj33ruNXffr4BTMliVLxS5YsmVnu59KlS5I7d24ZOXKktG/fPs7ioQ8gAACAj8Uk2YtO+vTppVChQrJ///44jYcmYAAA4HiWj/89rKtXr8qBAwcke/bscbq/JIAAAMDxLMu3S0z16dNHVq1aJYcPH5Z169bJ008/LYkSJZIXXnghTveXJmAAAAA/8c8//5hk7/z585I5c2apUqWKbNiwwVyOSySAAADA8SzxDzNnzoyX56EJGAAAwGH8IgE8duyYKXm6bdq0SXr27ClfffWVrXEBAACHsHy8+Bm/SABbtmwpK1euNJdPnTolderUMUngO++8I4MHD7Y7PAAAgIDiFwngrl275PHHHzeXZ8+eLcWLFzcjX6ZPn25mwwYAAHDiNDABnQDeunXLMznismXLpEmTJuZy4cKF5eTJkzZHBwAAEFj8IgEsVqyYjB8/XtasWSNLly6V+vXrm/UnTpyQjBkz2h0eAAAIcJafzAPoqATwo48+ki+//FJq1Khh5r4pVaqUWT9//nxP0zAAAICvWM4aA+If8wBq4nfu3Dm5fPmyBAcHe9Z37NhRUqZMaWtsAAAAgcYvEkClpzmJmPypPHny2BYPAABwEEscxbYEsEyZMrJ8+XKT9JUuXVqs+zSQb9myJV5jAwAACGS2JYBNmzb1jPzVy/dLAAEAAHzJclgJ0HK5XC4JMOG37Y4AABAXanyyyu4QEI829K1u23PvOx3m08cvmDWF+BO/GAWcL18+OX/+fJT1ly5dMtsAAAB8yWIamPh3+PBhuXPnTpT1N27c8DpHMAAAABL4KGCd589t8eLFki5dOs91TQh1kEjevHltig4AADiFJc5iawLYrFkz81MHgLRp08ZrW5IkScw0MCNGjLApOgAA4BiWOIqtCeDdu3fNT63y/fHHH5IpUyY7w0nQZs6YLpMnTpBz585KoZDC0vft/lKiZEm7w4KPcLydheMdmB7LmU5erJBTQrKmlsxpksmbP+6S1fv+rz98iiRB0rVGPqleMJOkTZFYToaGy+z/Hpc5207aGjcCg1/0ATx06BDJ37+w6NeF8snwYdKp66sy8/s5EhJSWLp0ah/twBokfBxvZ+F4B64USRLJvtNX5ZOl+6Ld3qNWfqmYL4MMXPCXvPDNHzLzj+PSu25BqVogY7zH6pRpYCwf/vM3tlUAx44da071ljx5cnP5fl577bV4iyshmjp5ojR/9nlp9vQz5vq7AwbJ6tW/ydyffpT2HTraHR7iGMfbWTjegWv9wQtmuZcSj6SThTtPyZajoeb6vO0n5enS2aVo9jSyZj9/ACCBJoCjRo2SVq1amQRQL9+L9g8kAby3Wzdvyl+7/5T2HTp51gUFBUnFipVlx/attsaGuMfxdhaOt7PtPB4qVQtmlAU7TsnZqzelTK70kjM4hYw+fNHu0AKS5X9FusBMALXZN7rLsaVTxegSkStRMs9ZRgLdxUsXzYjpjBm9mwT0+qFDB22LC77B8XYWjrezjVi6X/rWLyQ/d6skt+/clbsukWGL/pZtx/5XEQQSfB9At5s3b8revXvl9u2Yn8pj2LBhZvqYiMvHHw3zaZwAAPjac2UfkeI50kqfH3ZJ20lbZOyKA9KnTgEpnzu93aEFJMvHi7/xiwTw+vXr0r59e0mZMqUUK1ZMjh49atZ3795dPvzww/vet1+/fhIaGuq1vPFWP3GK4PTBkihRoigdwvU6A2sCD8fbWTjezpUscZB0qZ5Xxqw4IGv3n5f9Z6/JD1tOyPI9Z6VlhZx2h4cA4BcJoCZx27dvl99++830CXSrXbu2zJo167731abetGnTei1Oaf5VSZImlSJFi8nGDeu9ptfZuHG9lCxV2tbYEPc43s7C8XauREGWJEkUJC6X9/o7d10S5I/lpEBgOasEaOs8gG5z5841iV7FihXNoA83rQYeOHDA1tgSgpfavCz9335LihUrLsVLlJRpUydLWFiYNHu6ud2hwQc43s7C8Q5cOs/fo8EpPNdzpE8uBbOkksvht+X05Ruy5egl6VYzn9y4fUdOht6QMrnSSYPiWU1TMOKe5Y9ZWqAngGfPnpUsWbJEWX/t2jWvhBDRq9+goVy8cEG++GysmSg2pHAR+eLLbyQjTUQBiePtLBzvwFUkexr5ouVjnus9axUwP3/ZeUre/2WvvDtvt3Stnk8GNi4iaZMnllOXb8iXqw/LT1uZCBr/nuVyRS4wx79q1arJc889Z/r8pUmTRnbs2GHODqLX9+3bJ4sWLYrV44XHfAwJAMCP1fhkld0hIB5t6Fvdtuc+esF7RpG4liuDf3VP84sK4NChQ6VBgwaye/duMwJ4zJgx5vK6detk1So+/AAAAAE3CKRKlSqybds2k/yVKFFClixZYpqE169fL2XLlrU7PAAAEOAsZ40B8Y8KoMqfP798/fXXdocBAAAQ8PyiAqjTvUyaNEkuX75sdygAAMCBLMu3i7/xiwRQp3vRuQCzZctmBoPMmzdPbt26ZXdYAAAAAckvEkAd9HH8+HEzH2CqVKmkdevWkjVrVunYsSODQAAAQDywHNUL0C8SQBUUFCR169Y1TcGnT5+WL7/8UjZt2iRPPvmk3aEBAIAAZzmsCdhvBoG4nTp1SmbOnCnTpk0z8wE+/vjjdocEAAAQUPyiAqiDPyZOnCh16tSRnDlzyrhx46RJkyZmEugNGzbYHR4AAAhwlqMagP2kAqj9/dKnTy8tWrSQYcOGSbly5ewOCQAAIGD5RQI4f/58MxUM5/0FAAB2sByWgtiaAAYHB0eb9KVLl04KFSokffr0Mc3CAAAACJAEcPTo0dGuv3TpkmzevFkaNWokP/zwgzRu3DjeYwMAAM5h+WVPvQBNANu0aXPf7Y899pjpE0gCCAAAEGCjgO9FK4B79uyxOwwAABDoLGcNA/aLQSD3cuPGDUmaNKndYQAAgABnibP4dQVwwoQJphkYAAAAAVIB7NWrV7TrQ0NDZcuWLfL333/L6tWr4z0uAADgLJbDSoC2JoBbt26Ndn3atGnN9C8//fST5M2bN97jAgAACGS2JoArV6608+kBAAAcOQ2MX/cBBAAAgMNGAQMAAMQLSxyFCiAAAIDDUAEEAACOZ4mzUAEEAABwGCqAAADA8SyHlQBJAAEAgONZDmsEpgkYAADAYagAAgAAx7OcVQCkAggAAOA0JIAAAAAOQwIIAADgMPQBBAAAjmfRBxAAAACBjAogAABwPMth8wCSAAIAAMeznJX/0QQMAADgNFQAAQCA41niLFQAAQAAHIYKIAAAgCWOQgUQAADAYagAAgAAx7McVgKkAggAAOAwVAABAIDjWc4qAJIAAgAAWOIsNAEDAAA4DBVAAAAASxyFCiAAAIDDkAACAADHs3z8L7Y+//xzyZMnjyRPnlwqVKggmzZtitP9JQEEAADwI7NmzZJevXrJgAEDZMuWLVKqVCmpV6+enDlzJs6egwQQAAA4nmX5domNkSNHSocOHeTll1+WokWLyvjx4yVlypTy7bffxtn+kgACAAD42I0bN+Ty5ctei66L7ObNm7J582apXbu2Z11QUJC5vn79+jiLJyBHAScPyL26P30TDRs2TPr16yfJkiWzOxz4GMfbWZx8vDf0rS5O4+TjHci5w8Ahw2TQoEFe67SJd+DAgV7rzp07J3fu3JGsWbN6rdfre/bsibN4LJfL5YqzR4Nt9C+JdOnSSWhoqKRNm9bucOBjHG9n4Xg7C8c7cBP7G5EqfprgR07yT5w4IY888oisW7dOKlWq5Fn/5ptvyqpVq2Tjxo1xEo8Da2UAAADxK7pkLzqZMmWSRIkSyenTp73W6/Vs2bLFWTz0AQQAAPATSZMmlbJly8ry5cs96+7evWuuR6wI/ltUAAEAAPyITgHTpk0bKVeunDz++OMyevRouXbtmhkVHFdIAAOElpW1Mykdhp2B4+0sHG9n4XjjP//5j5w9e1bee+89OXXqlDz22GOyaNGiKAND/g0GgQAAADgMfQABAAAchgQQAADAYUgAAQAAHIYE0McmTZok6dOnj9V92rZtK82aNfNZTAACw2+//SaWZcmlS5fsDgU+lidPHjMS9H70jBI6WACICRLAByRi+uXqXjJmzCj169eXHTt2+PR5x4wZYxLH+BRxPyMuM2fOjNc4EiIdodW9e3fJly+fGbWXM2dOady4sdccTnH9R4IvOSWp+LfHLaFxH9foFn0t8HBq1KghPXv29Pnn+o8//pCOHTt6rutxmzt3rtdt+vTpE7DvX8Q9poF5AE34Jk6caC7rl+S7774rjRo1kqNHj/rsOfUUQHbQ/dT9jcifEhN/dPjwYXniiSfM6/Txxx9LiRIl5NatW7J48WJ59dVX4/S8jQ+iA/r1/JGJE/Ox9sVx0+1JkiSRhG7v3r1RTi+WJUsW2+JBzGTOnPmBt0mdOrVZgBjRaWAQvTZt2riaNm3qtW7NmjU6bY7rzJkzrpUrV5rLFy9e9GzfunWrWXfo0CFzfeLEia506dJ5Pcb777/vypw5syt16tSu9u3bu9566y1XqVKl7vm81atXd3Xv3t31xhtvuIKDg11Zs2Z1DRgwwOsx//rrL9cTTzzhSpYsmatIkSKupUuXmjjmzJkTo329322vXr3qSpMmjev777/3Wq+3T5kypevy5cvm+tGjR13PPfec2V+Ns0mTJp7XQenrVb58eXMfvU3lypVdhw8fdiVkDRo0cD3yyCPmNYrM/b4YMWKEq3jx4ma/H330UVeXLl1cV65cMdvc76GIi/vYTpkyxVW2bFnzPtFj/sILL7hOnz7teXz3fRcuXOgqU6aMK0mSJGbd/v37zWufJUsWV6pUqVzlypUz74eIwsPDXW+++aaJJ2nSpK78+fO7vvnmG3O8Isej70elx1/3I3ny5K4MGTK4atWqFe1+B8px033/4osvXI0bNzbHzn1cdF2+fPnM612oUCFznNzu3r1rbpczZ07zumbPnt18dt0+//xzV4ECBcznVI/PM88849l2584d19ChQ1158uQxr3HJkiWjfOZ++eUXV8GCBc32GjVqmO+XyN9B9xLd91VEq1atciVOnNh18uRJr/U9evRwValSxes7UK9rDPr+0f2L+Drebx8DkX4/62sUmfu7f/Hixea1iPy6v/baa66aNWvG+HXNnTu3a9SoUZ7LET+jel3pey/i75JA/M5F3CEBvI/IiZj+0u7UqZP5ctMv64dJAKdNm2Y+4N9++61r7969rkGDBrnSpk37wARQbzNw4EDX33//7Zo8ebLLsizXkiVLzPbbt2+7QkJCXHXq1HFt27bNfJE8/vjjcZYAqg4dOrgaNmzotU6TjNatW5vLN2/eNIlnu3btXDt27HDt3r3b1bJlSxPXjRs3XLdu3TKvQ58+fUyCotsnTZrkOnLkiCuhOn/+vDkO+kv7fvRLe8WKFeY9sXz5cvOaaBKo9LUZPXq0Ob76i1cXd3I4YcIEk9wdOHDAtX79elelSpVM4uLmfv9poqDvBX1dNSZ9D4wfP961c+dO83559913zXsu4mv9/PPPmyTlp59+Mo+/bNky18yZM8176ccffzSPq+9PjefSpUuuEydOmORg5MiRZj/0GOsvenesgXjc9DXQBEY/q/oa6eunr5cmfrrv+vpocp8oUSJzfJUmbHos9bjp7Tdu3Oj66quvzLY//vjD3HbGjBnml/CWLVtcY8aM8TzfkCFDXIULF3YtWrTIPJ9+d2ji8Ntvv3n+wNLrvXr1cu3Zs8d8l+gfBnGVACpNaIcPH+65rp/rTJkymddA6XtM/6jQ97S+t37//XdX6dKlXW3bto3RPjoxAdTPlB4n/QPLLfK6B72ukRNALUDosdTn0M+oXo+cAAbidy7iFgngfWgipl9m+sHURT9w+hf95s2bzfaHSQArVKjgevXVV72eRyt3D0oAI/4FrvSvOq0cql9//TXKX+4PUwHUJMG9r+7F/WWhv8j0tdBEQGklSp/T/ctp6tSpJrHRCoibJjcpUqQwfwHrL119DvftA4G+JrpPmhTEhiYJGTNm9FyPrkocHf3lqs8XuXo4d+7cB963WLFirk8//dRc1sRF7xe5KugW3fta3/O6LhCqBzE9bnqbnj17eq3TCor+MRSRVr3dfxxpQqhJlCZOkWlircmhu2IeuSKrVZp169Z5rdcWAq38qn79+rmKFi3qtV2/A2KbAEb+jEd8zI8++sj8IRcxZq1AuytRGk/Hjh29Hlf/4AwKCnKFhYXddx+dmgAq3f7kk096tkWuCj7odY2cAKrovt8jJoCB+J2LuMUgkAeoWbOmbNu2zSybNm2SevXqSYMGDeTIkSMP3f9Gz+sXUeTr0SlZsqTX9ezZs8uZM2c8j6kd2LNlyxarx4xs1KhRnn11Lzly5PA8XrFixWTy5Mnm+rRp0yR37txSrVo1c3379u2yf/9+SZMmjacfSoYMGSQ8PFwOHDhgLuugGn39tKO9DnQ5efKkJGQxPYnOsmXLpFatWvLII4+Y1+ell16S8+fPy/Xr1+97v82bN5vXKleuXOZ+1atXN+sj9z/Vc0VGdPXqVdMZvEiRIqaPmx6Lv/76y3M/Pa6JEiXyPF5MlCpVyuyD9pV77rnn5Ouvv5aLFy9KQhSbkx9Ffm31ddS+gxHpdV2v9LUJCwszA0s6dOggc+bMkdu3b5ttderUMZ8Z3abvgenTp3veA/rZ0ct6G/fnR5cpU6aYz4/7uStUqOD13A9zYvg1a9Z4fcYXLlzo2aafUY1lw4YNnoEMzz//vKRKlcrzOdd1EWPUz7SeqP7QoUP33Ucna9WqlRmEc+LECXNdX5ennnrK08f6Qa/rwwjE71zELRLAB9AvvgIFCpilfPny8s0335gTMusvwKCgoCi/ULSjuC9E7nyuI8D0yyEuaQLp3lf3EnFAwSuvvOIZnawDRvSk1BqHO+koW7ZslATy77//lpYtW3rus379eqlcubLMmjVLChUq5PlFkxAVLFjQ7P/9BnroYAMdNKQJ/I8//miSus8//9xsu3nz5j3vp+8x/eLWzvr6y0JHAGoyEd393L+c3TT509sOHTrU88teEzf3/VKkSBHrfdWEcenSpfLrr79K0aJF5dNPP5WQkJCH/uXk78ftXq/tg+gfYvoH2RdffGFe565du5o/kvR7QZP4LVu2yHfffWf+gNNzfGpiraOt9fOjfvnlF6/Pz+7du+WHH36QuJQ3b16vz7gmbBEHg2iyoJ/V06dPm+Pdrl07z3aNs1OnTl4xavKyb98+yZ8//333MVDpZzQ0NDTKet1n94A+/d2hr4/OqqB/IOjnU5PCmL6uDyvQvnMRt0gAY0l/cWjipx9i96isiH9V6Qf3fvSXpv4yjyjy9djSxzx27Jj5wo6rx4zOiy++aCqfY8eONb+Y2rRp49lWpkwZ82Wlv0AiJ5ERRzWXLl1a+vXrJ+vWrZPixYvLjBkzJKHSv7A1SdOEThO26H4BaMKnifqIESOkYsWK5gvYXQVwS5o0qRm9G5EmJ1ol/PDDD6Vq1apSuHBhT8X3QX7//Xfzl//TTz9tEj9N7DURddN1GtOqVauivb/GoyLHpO99rXYNGjRItm7dam7nTkoD7bjdi1ZV9fWNSK9rUuymiZ8mUfo50aqP/gLeuXOn2aZ/UNWuXVuGDx9uppPS47JixQpzf52KRqu0kT8/mlS6n1tbISLyxS9z/UNPk4WvvvrKJB8RK576OdfPfuQYdXG/b+61j4FKv3816Y1M1+nn3U0TPv1j7ueffza/Q7QCGJvXNbqiQOTPaHQC6TsXcYsE8AFu3Lhhpn/RRZtgdN4w/WtNv+DdX846+aYmP/rXu/6ivx+9/4QJE0xTqt5nyJAh5kvSXUl7GNrsol/UmpDpY+kvJJ2uRsXmcfUXn3tf3UvEX5DBwcHSvHlzeeONN6Ru3bry6KOPen25ZcqUSZo2bWqqTloZ0l9+r732mvzzzz/mun4J6S9DTSKXLFli9l9/qSVkmkTol7A2kWuFT/dJ3yf6y1+b5/Q9otUfrZgdPHhQpk6dKuPHj48ywau+p3T+rnPnzpkmM2321S9+9/3mz58v77//fowrXD/99JOniqAV2IjVYn0+fa9oZUfnEXMfq9mzZ5vtWhHS982CBQvk7NmzJraNGzeaiuJ///tfk6To4+u2hHr8HnTc7kXf+1oFHzdunLnPyJEjzWuhVVel2/TzvWvXLnPctKuEJoT6murrqY+vx0U/A9q8q8dFEwitnOljvP766+a7QZt9NYHQ4+/udtG5c2fznBqDVhn1F/nDzBeqf0hE/pxHbLlwV571u0mr/BG99dZbJpHo1q2b2Q+NZ968eea6ut8+BqouXbqYlg79rtPvXz02+r7QKmjv3r29viP1mH7wwQfy7LPPmoQ/pq9rdPRzrN8Zevyi644RqN+5iENx3KcwoOhgjIhD7XUqFB188cMPP3hus3btWleJEiXMAIqqVauaDv4PmgZm8ODBZmSddq7WUbM6HUDFihXvOwgkcidj3e6eniPiNDA69YSOJPz5559NHDqiMCYiT/3hXoYNG+Z1Ox3Fqutnz54d5TF0EIqOCtZ90w7OOlWGdpgPDQ11nTp1ytWsWTMziEZj1A7N7733nhlNndDpwBgd2KP7pPum04voCGntdK905Kzutw6IqVevnpk2JHLH/c6dO5uBIRGngdGRlDoliL6WOgJ4/vz5ZrsONLrfqE597+n0Evp8OtL3s88+i/Ie0o7lr7/+uud46Mh290hP93s0W7ZsZrSsvs90BKHGrtMXaTw60ME9qCRQj9u9BlHdbxoYvb0O9NKBEDrAQj/XOsLa3alfj4NOkaTHRkdvz5o1y3NfHUClI8J1MJU+tr7W+prr9Cxu+rl2T7Gi3zd6zGI7CCS6RUeZR9S/f3+vQV8Rbdq0ycw4oN9fuo+6Hx988EGM9jFQuV8TPWb6fa/vgejeO+7ZGdyjxmP6ukY3CES/D/S9oIPxopsGJpC/cxE3LP0vLhNKPFwFT5vptDoUV7QKWKVKFdOh+9/0IYlMY9QqhTZj3qtpAkDC1r59e1Ph1cozgMDEKQPimTbvaROgNrNox3ptJtBRotrB/t/Qvlg6ckyb/zTp69Gjh+m7E1fJn8atfR21T5p2Vib5AwKPDmbQ/oravEzyBwQ2+gDGM+1bpdMu6MhAHTWrHYK1D5J2mv43rly5Yk5hpYMFdACAjjrTPiRK+25FnF4g4qJT2sSEdujWx9ZKpfYrAeBf9LN8r8+5fgfEhPbh1f692t9QWyYABC6agB3gwoULZomOdlDX+ekAJGzHjx83sxPca+SzLgDgRgIIAADgMDQBAwAAOAwJIAAAgMOQAAIAADgMCSAAAIDDkAAC8Fs6pVGzZs0812vUqCE9e/aM9zj0VHk6hdP9zhMMAAkJCSCAh0rMNCHSRScF13MeDx48WG7fvu3T59Xz7sb0nMgkbQBwb5wJBMBDqV+/vkycOFFu3LhhJjfXiciTJEkSZaLwmzdvxtmZY5jLDgDiBhVAAA8lWbJk5swwuXPnli5dupiz2ejpw9zNth988IHkyJFDQkJCzO2PHTsmzz//vKRPn94kcnrWicOHD3se786dO9KrVy+zPWPGjPLmm29K5GlKIzcBa/L51ltvSc6cOU08WomcMGGCedyaNWua2wQHB5tKoMal7t69K8OGDZO8efOaidBLlSolP/zwg9fzaEJbqFAhs10fJ2KcABAISAABxAlNlrTap5YvXy579+4157hesGCB3Lp1y5z/Ok2aNLJmzRr5/fffzSnKtIrovs+IESNk0qRJ8u2338ratWvN2Wv0HNf307p1a3M+7bFjx8pff/0lX375pXlcTQj1FItK49DzWI8ZM8Zc1+RvypQp5pzcf/75p7z++uvy4osvyqpVqzyJavPmzaVx48aybds2eeWVV6Rv374+fvUAIH7RBAzgX9EqnSZ8ixcvlu7du8vZs2clVapU8s0333iafqdNm2Yqb7pOq3FKm4+12qd99fT8s6NHjzbNx5p8KU3Q9DHv5e+//5bZs2ebJNN9Lu18+fJFaS7OkiWLeR53xVDPi7ts2TKpVKmS5z6acGryWL16dRk3bpzkz5/fJKRKK5g7d+6Ujz76yEevIADEPxJAAA9FK3tabdPqniZ3LVu2lIEDB5q+gCVKlPDq97d9+3bZv3+/qQBGFB4eLgcOHJDQ0FBTpatQoYJnW+LEiaVcuXJRmoHdtDqXKFEik7TFlMZw/fp1qVOnjtd6rUKWLl3aXNZKYsQ4lDtZBIBAQQII4KFo3zitlmmip339NGFz0wpgRFevXpWyZcvK9OnTozxO5syZH7rJObY0DvXLL7/II4884rVN+xACgFOQAAJ4KJrk6aCLmChTpozMmjXLNMemTZs22ttkz55dNm7cKNWqVTPXdUqZzZs3m/tGR6uMWnnUvnvuJuCI3BVIHVziVrRoUZPoHT169J6VwyJFipjBLBFt2LAhRvsJAAkFg0AA+FyrVq0kU6ZMZuSvDgI5dOiQ6fv32muvyT///GNu06NHD/nwww9l7ty5smfPHunatet95/DLkyePtGnTRtq1a2fu435M7ReodHSy9jfUpmrtl6jVP22C7tOnjxn4MXnyZNP8vGXLFvn000/NddW5c2fZt2+fvPHGG2YAyYwZM8zgFAAIJCSAAHwuZcqUsnr1asmVK5cZ5KFVtvbt25s+gO6KYO/eveWll14ySZ32udNk7emnn77v42oT9LPPPmuSxcKFC0uHDh3k2rVrZps28Q4aNMiM4M2aNat069bNrNeJpPv3729GA2scOhJZm4R1WhilMeoIYk0qdYoYHYyiA0cAIJBYrnv1sAYAAEBAogIIAADgMCSAAAAADkMCCAAA4DAkgAAAAA5DAggAAOAwJIAAAAAOQwIIAADgMCSAAAAADkMCCAAA4DAkgAAAAA5DAggAACDO8v8A0d5+vpGuwH8AAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from torchvision.models import vgg16, VGG16_Weights\n",
    "model = vgg16(weights=VGG16_Weights.DEFAULT)\n",
    "model.classifier[6] = nn.Linear(model.classifier[6].in_features, num_classes)\n",
    "model = model.to(device)\n",
    "\n",
    "criterion = nn.CrossEntropyLoss().to(device)\n",
    "optimizer = optim.AdamW(model.parameters(), lr=0.001)\n",
    "exp_lr_scheduler = optim.lr_scheduler.StepLR(optimizer, step_size=3, gamma=0.97)\n",
    "\n",
    "model, history = train_model(model, criterion, optimizer, exp_lr_scheduler, num_epochs=2)\n",
    "plot_history(history)\n",
    "evaluate_model(model, test_loader, classes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "617f5fa0-f9be-4931-ae1d-86df82862f42",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/2\n",
      "----------\n",
      "train Loss: 1.8982 Acc: 0.4481\n",
      "val Loss: 2.3004 Acc: 0.6250\n",
      "Epoch 2/2\n",
      "----------\n",
      "train Loss: 1.4513 Acc: 0.5786\n",
      "val Loss: 3.0190 Acc: 0.4375\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1200x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 12/12 [00:00<00:00, 14.33it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy: 0.4583\n",
      "Precision: 0.6397\n",
      "Recall: 0.4583\n",
      "F1-score: 0.3857\n",
      "\n",
      "Classification Report:\n",
      "               precision    recall  f1-score   support\n",
      "\n",
      "Bulging_Eyes       0.47      0.64      0.54        25\n",
      "   Cataracts       1.00      0.04      0.07        27\n",
      "Crossed_Eyes       0.60      0.35      0.44        26\n",
      "     Uveitis       0.39      1.00      0.56        18\n",
      "\n",
      "    accuracy                           0.46        96\n",
      "   macro avg       0.62      0.51      0.40        96\n",
      "weighted avg       0.64      0.46      0.39        96\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from torchvision.models import inception_v3, Inception_V3_Weights\n",
    "model = inception_v3(weights=Inception_V3_Weights.DEFAULT, aux_logits=True)\n",
    "model.fc = nn.Linear(model.fc.in_features, num_classes)\n",
    "if model.aux_logits:\n",
    "    model.AuxLogits.fc = nn.Linear(model.AuxLogits.fc.in_features, num_classes)\n",
    "model = model.to(device)\n",
    "\n",
    "criterion = nn.CrossEntropyLoss().to(device)\n",
    "optimizer = optim.AdamW(model.parameters(), lr=0.001)\n",
    "exp_lr_scheduler = optim.lr_scheduler.StepLR(optimizer, step_size=3, gamma=0.97)\n",
    "\n",
    "model, history = train_model(model, criterion, optimizer, exp_lr_scheduler, num_epochs=2)\n",
    "plot_history(history)\n",
    "evaluate_model(model, test_loader, classes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4621a689-bd98-4e05-bb43-dea1e79d28cc",
   "metadata": {},
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