ResNet50 on proposed augmented dataset with WCCE.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "Copy of Resnet50 on 30k dataset.ipynb",
      "provenance": [],
      "collapsed_sections": [
        "TAlZ6dPHHTvf",
        "D4nLRwZMHe6T",
        "vWoXGgDIHvWA"
      ],
      "toc_visible": true,
      "machine_shape": "hm"
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    },
    "language_info": {
      "name": "python"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "3CzQfhzaAqDL"
      },
      "source": [
        "#Importing libraries and dataset"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "brQocH-3Abfy"
      },
      "source": [
        "import numpy as np\n",
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt\n",
        "import keras\n",
        "from keras.preprocessing.image import ImageDataGenerator\n",
        "import tensorflow as tf\n",
        "import os\n",
        "from matplotlib.pyplot import imread\n",
        "from sklearn.model_selection import train_test_split\n",
        "from sklearn.utils import class_weight\n",
        "from sklearn.preprocessing import LabelBinarizer, LabelEncoder\n",
        "import cv2\n",
        "from sklearn.metrics import confusion_matrix\n",
        "import seaborn as sns\n",
        "from sklearn.metrics import matthews_corrcoef\n",
        "from sklearn.metrics import classification_report\n",
        "from sklearn.metrics import plot_confusion_matrix\n",
        "import keras.backend as K\n",
        "import warnings\n",
        "from sklearn.utils import compute_class_weight\n",
        "import pywt"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "dT6dD2mAccYn"
      },
      "source": [
        "warnings.filterwarnings(\"ignore\")"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "CYPvV76VKXmW",
        "outputId": "eaf6fbb7-f4e3-480f-8e68-13146d0e8959"
      },
      "source": [
        "from google.colab import drive\n",
        "drive.mount('/content/drive')"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Mounted at /content/drive\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "cMWH88uFBITI",
        "outputId": "778af180-72a5-4b70-8e16-e6b52efe4167"
      },
      "source": [
        "!pip install unrar\n",
        "!unrar x /content/drive/MyDrive/Covid_mrinal/CovidXRay.rar"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[1;30;43mStreaming output truncated to the last 5000 lines.\u001b[0m\n",
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            "Extracting  Chest X-Ray image dataset/Normal/Normal-6840.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6841.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6842.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6843.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6844.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6845.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6846.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6847.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6848.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6849.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-685.png              \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6850.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6851.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6852.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6853.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6854.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6855.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6856.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6857.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6858.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6859.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-686.png              \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6860.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6861.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6862.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6863.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6864.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6865.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6866.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6867.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6868.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6869.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-687.png              \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6870.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6871.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6872.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6873.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6874.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6875.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6876.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6877.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6878.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6879.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-688.png              \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6880.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6881.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6882.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6883.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6884.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6885.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6886.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6887.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6888.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6889.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-689.png              \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6890.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6891.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6892.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6893.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6894.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6895.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6896.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6897.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6898.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6899.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-69.png               \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-690.png              \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6900.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6901.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6902.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6903.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6904.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6905.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6906.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6907.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6908.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6909.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-691.png              \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6910.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6911.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6912.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6913.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6914.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6915.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6916.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6917.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6918.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6919.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-692.png              \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6920.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6921.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6922.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6923.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6924.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6925.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6926.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6927.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6928.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6929.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-693.png              \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6930.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6931.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6932.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6933.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6934.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6935.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6936.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6937.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6938.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6939.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-694.png              \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6940.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6941.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6942.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6943.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6944.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6945.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6946.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6947.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6948.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6949.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-695.png              \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6950.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6951.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6952.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6953.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6954.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6955.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6956.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6957.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6958.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6959.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-696.png              \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6960.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6961.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6962.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6963.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6964.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6965.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6966.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6967.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6968.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6969.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-697.png              \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6970.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6971.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6972.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6973.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6974.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6975.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6976.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6977.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6978.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6979.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-698.png              \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6980.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6981.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6982.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6983.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6984.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6985.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6986.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6987.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6988.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6989.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-699.png              \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6990.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6991.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6992.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6993.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6994.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6995.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6996.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6997.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6998.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-6999.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7.png                \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-70.png               \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-700.png              \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7000.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7001.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7002.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7003.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7004.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7005.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7006.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7007.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7008.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7009.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-701.png              \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7010.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7011.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7012.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7013.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7014.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7015.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7016.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7017.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7018.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7019.png             \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-702.png              \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7020.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7021.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7022.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7023.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7024.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7025.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7026.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7027.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7028.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7029.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-703.png              \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7030.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7031.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7032.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7033.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7034.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7035.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7036.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7037.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7038.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7039.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-704.png              \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7040.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7041.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7042.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7043.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7044.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7045.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7046.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7047.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7048.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7049.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-705.png              \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7050.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7051.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7052.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7053.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7054.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7055.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7056.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7057.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7058.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7059.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-706.png              \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7060.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7061.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7062.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7063.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7064.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7065.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7066.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7067.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7068.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7069.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-707.png              \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7070.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7071.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7072.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7073.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7074.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7075.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7076.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7077.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7078.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7079.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-708.png              \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7080.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7081.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7082.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7083.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7084.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7085.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7086.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7087.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7088.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7089.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-709.png              \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7090.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7091.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7092.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7093.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7094.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7095.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7096.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7097.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7098.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7099.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-71.png               \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-710.png              \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7100.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7101.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7102.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7103.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7104.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7105.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7106.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7107.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7108.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7109.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-711.png              \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7110.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7111.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7112.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7113.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7114.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7115.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7116.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7117.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7118.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7119.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-712.png              \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7120.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7121.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7122.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7123.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7124.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7125.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7126.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7127.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7128.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7129.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-713.png              \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7130.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7131.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7132.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7133.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7134.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7135.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7136.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7137.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7138.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7139.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-714.png              \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7140.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7141.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7142.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7143.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7144.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7145.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7146.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7147.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7148.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7149.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-715.png              \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7150.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7151.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7152.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7153.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7154.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7155.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7156.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7157.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7158.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7159.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-716.png              \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7160.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7161.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7162.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7163.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7164.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7165.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7166.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7167.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7168.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7169.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-717.png              \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7170.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7171.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7172.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7173.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7174.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7175.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7176.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7177.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7178.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7179.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-718.png              \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7180.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7181.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7182.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7183.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7184.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7185.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7186.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7187.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7188.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7189.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-719.png              \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7190.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7191.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7192.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7193.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7194.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7195.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7196.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7197.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7198.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7199.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-72.png               \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-720.png              \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7200.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7201.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7202.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7203.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7204.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7205.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7206.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7207.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7208.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7209.png             \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-721.png              \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7210.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7211.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7212.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7213.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7214.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7215.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7216.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7217.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7218.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7219.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-722.png              \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7220.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7221.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7222.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7223.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7224.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7225.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7226.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7227.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7228.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7229.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-723.png              \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7230.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7231.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7232.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7233.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7234.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7235.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7236.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7237.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7238.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7239.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-724.png              \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7240.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7241.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7242.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7243.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7244.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7245.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7246.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7247.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7248.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7249.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-725.png              \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7250.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7251.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7252.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7253.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7254.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7255.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7256.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7257.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7258.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7259.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-726.png              \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7260.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7261.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7262.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7263.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7264.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7265.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7266.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7267.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7268.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7269.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-727.png              \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7270.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7271.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7272.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7273.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7274.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7275.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7276.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7277.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7278.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7279.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-728.png              \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7280.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7281.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7282.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7283.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7284.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7285.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7286.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7287.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7288.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7289.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-729.png              \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7290.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7291.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7292.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7293.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7294.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7295.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7296.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7297.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7298.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7299.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-73.png               \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-730.png              \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7300.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7301.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7302.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7303.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7304.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7305.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7306.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7307.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7308.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7309.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-731.png              \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7310.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7311.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7312.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7313.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7314.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7315.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7316.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7317.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7318.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7319.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-732.png              \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7320.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7321.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7322.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7323.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7324.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7325.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7326.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7327.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7328.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7329.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-733.png              \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7330.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7331.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7332.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7333.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7334.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7335.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7336.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7337.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7338.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7339.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-734.png              \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7340.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7341.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7342.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7343.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7344.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7345.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7346.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7347.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7348.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7349.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-735.png              \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7350.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7351.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7352.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7353.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7354.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7355.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7356.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7357.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7358.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7359.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-736.png              \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7360.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7361.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7362.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7363.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7364.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7365.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7366.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7367.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7368.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7369.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-737.png              \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7370.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7371.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7372.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7373.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7374.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7375.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7376.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7377.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7378.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7379.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-738.png              \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7380.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7381.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7382.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7383.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7384.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7385.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7386.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7387.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7388.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7389.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-739.png              \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7390.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7391.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7392.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7393.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7394.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7395.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7396.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7397.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7398.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7399.png             \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-74.png               \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-740.png              \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7400.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7401.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7402.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7403.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7404.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7405.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7406.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7407.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7408.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7409.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-741.png              \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7410.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7411.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7412.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7413.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7414.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7415.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7416.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7417.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7418.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7419.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-742.png              \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7420.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7421.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7422.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7423.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7424.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7425.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7426.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7427.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7428.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7429.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-743.png              \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7430.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7431.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7432.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7433.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7434.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7435.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7436.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7437.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7438.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7439.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-744.png              \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7440.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7441.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7442.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7443.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7444.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7445.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7446.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7447.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7448.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7449.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-745.png              \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7450.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7451.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7452.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7453.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7454.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7455.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7456.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7457.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7458.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7459.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-746.png              \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7460.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7461.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7462.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7463.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7464.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7465.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7466.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7467.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7468.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7469.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-747.png              \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7470.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7471.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7472.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7473.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7474.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7475.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7476.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7477.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7478.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7479.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-748.png              \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7480.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7481.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7482.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7483.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7484.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7485.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7486.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7487.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7488.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7489.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-749.png              \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7490.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7491.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7492.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7493.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7494.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7495.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7496.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7497.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7498.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7499.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-75.png               \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-750.png              \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7500.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7501.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7502.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7503.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7504.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7505.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7506.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7507.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7508.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7509.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-751.png              \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7510.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7511.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7512.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7513.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7514.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7515.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7516.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7517.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7518.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7519.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-752.png              \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7520.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7521.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7522.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7523.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7524.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7525.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7526.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7527.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7528.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7529.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-753.png              \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7530.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7531.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7532.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7533.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7534.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7535.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7536.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7537.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7538.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7539.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-754.png              \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7540.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7541.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7542.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7543.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7544.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7545.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7546.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7547.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7548.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7549.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-755.png              \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7550.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7551.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7552.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7553.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7554.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7555.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7556.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7557.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7558.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7559.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-756.png              \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7560.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7561.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7562.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7563.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7564.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7565.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7566.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7567.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7568.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7569.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-757.png              \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7570.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7571.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7572.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7573.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7574.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7575.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7576.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7577.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7578.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7579.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-758.png              \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7580.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7581.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7582.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7583.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7584.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7585.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7586.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7587.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7588.png             \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7589.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-759.png              \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7590.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7591.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7592.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7593.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7594.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7595.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7596.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7597.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7598.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7599.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-76.png               \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-760.png              \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7600.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7601.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7602.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7603.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7604.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7605.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7606.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7607.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7608.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7609.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-761.png              \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7610.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7611.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7612.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7613.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7614.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7615.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7616.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7617.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7618.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7619.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-762.png              \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7620.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7621.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7622.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7623.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7624.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7625.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7626.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7627.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7628.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7629.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-763.png              \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7630.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7631.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7632.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7633.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7634.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7635.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7636.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7637.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7638.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7639.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-764.png              \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7640.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7641.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7642.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7643.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7644.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7645.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7646.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7647.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7648.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7649.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-765.png              \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7650.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7651.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7652.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7653.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7654.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7655.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7656.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7657.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7658.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7659.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-766.png              \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7660.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7661.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7662.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7663.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7664.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7665.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7666.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7667.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7668.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7669.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-767.png              \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7670.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7671.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7672.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7673.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7674.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7675.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7676.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7677.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7678.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7679.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-768.png              \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7680.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7681.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7682.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7683.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7684.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7685.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7686.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7687.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7688.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7689.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-769.png              \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7690.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7691.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7692.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7693.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7694.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7695.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7696.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7697.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7698.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7699.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-77.png               \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-770.png              \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7700.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7701.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7702.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7703.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7704.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7705.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7706.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7707.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7708.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7709.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-771.png              \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7710.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7711.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7712.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7713.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7714.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7715.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7716.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7717.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7718.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7719.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-772.png              \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7720.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7721.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7722.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7723.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7724.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7725.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7726.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7727.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7728.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7729.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-773.png              \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7730.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7731.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7732.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7733.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7734.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7735.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7736.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7737.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7738.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7739.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-774.png              \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7740.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7741.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7742.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7743.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7744.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7745.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7746.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7747.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7748.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7749.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-775.png              \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7750.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7751.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7752.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7753.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7754.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7755.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7756.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7757.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7758.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7759.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-776.png              \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7760.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7761.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7762.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7763.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7764.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7765.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7766.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7767.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7768.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7769.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-777.png              \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7770.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7771.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7772.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7773.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7774.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7775.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7776.png             \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7777.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7778.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7779.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-778.png              \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7780.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7781.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7782.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7783.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7784.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7785.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7786.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7787.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7788.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7789.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-779.png              \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7790.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7791.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7792.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7793.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7794.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7795.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7796.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7797.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7798.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7799.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-78.png               \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-780.png              \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7800.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7801.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7802.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7803.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7804.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7805.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7806.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7807.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7808.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7809.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-781.png              \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7810.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7811.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7812.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7813.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7814.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7815.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7816.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7817.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7818.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7819.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-782.png              \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7820.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7821.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7822.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7823.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7824.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7825.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7826.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7827.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7828.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7829.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-783.png              \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7830.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7831.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7832.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7833.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7834.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7835.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7836.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7837.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7838.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7839.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-784.png              \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7840.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7841.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7842.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7843.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7844.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7845.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7846.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7847.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7848.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7849.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-785.png              \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7850.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7851.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7852.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7853.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7854.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7855.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7856.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7857.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7858.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7859.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-786.png              \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7860.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7861.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7862.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7863.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7864.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7865.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7866.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7867.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7868.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7869.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-787.png              \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7870.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7871.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7872.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7873.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7874.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7875.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7876.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7877.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7878.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7879.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-788.png              \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7880.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7881.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7882.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7883.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7884.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7885.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7886.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7887.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7888.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7889.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-789.png              \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7890.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7891.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7892.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7893.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7894.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7895.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7896.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7897.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7898.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7899.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-79.png               \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-790.png              \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7900.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7901.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7902.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7903.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7904.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7905.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7906.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7907.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7908.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7909.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-791.png              \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7910.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7911.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7912.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7913.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7914.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7915.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7916.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7917.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7918.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7919.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-792.png              \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7920.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7921.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7922.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7923.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7924.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7925.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7926.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7927.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7928.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7929.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-793.png              \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7930.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7931.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7932.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7933.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7934.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7935.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7936.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7937.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7938.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7939.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-794.png              \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7940.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7941.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7942.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7943.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7944.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7945.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7946.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7947.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7948.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7949.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-795.png              \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7950.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7951.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7952.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7953.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7954.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7955.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7956.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7957.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7958.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7959.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-796.png              \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7960.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7961.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7962.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7963.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7964.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7965.png             \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7966.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7967.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7968.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7969.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-797.png              \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7970.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7971.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7972.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7973.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7974.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7975.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7976.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7977.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7978.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7979.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-798.png              \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7980.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7981.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7982.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7983.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7984.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7985.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7986.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7987.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7988.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7989.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-799.png              \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7990.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7991.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7992.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7993.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7994.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7995.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7996.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7997.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7998.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-7999.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8.png                \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-80.png               \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-800.png              \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8000.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8001.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8002.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8003.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8004.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8005.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8006.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8007.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8008.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8009.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-801.png              \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8010.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8011.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8012.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8013.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8014.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8015.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8016.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8017.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8018.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8019.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-802.png              \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8020.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8021.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8022.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8023.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8024.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8025.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8026.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8027.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8028.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8029.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-803.png              \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8030.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8031.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8032.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8033.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8034.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8035.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8036.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8037.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8038.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8039.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-804.png              \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8040.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8041.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8042.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8043.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8044.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8045.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8046.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8047.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8048.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8049.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-805.png              \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8050.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8051.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8052.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8053.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8054.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8055.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8056.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8057.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8058.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8059.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-806.png              \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8060.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8061.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8062.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8063.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8064.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8065.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8066.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8067.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8068.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8069.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-807.png              \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8070.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8071.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8072.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8073.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8074.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8075.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8076.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8077.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8078.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8079.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-808.png              \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8080.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8081.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8082.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8083.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8084.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8085.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8086.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8087.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8088.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8089.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-809.png              \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8090.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8091.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8092.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8093.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8094.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8095.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8096.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8097.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8098.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8099.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-81.png               \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-810.png              \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8100.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8101.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8102.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8103.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8104.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8105.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8106.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8107.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8108.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8109.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-811.png              \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8110.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8111.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8112.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8113.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8114.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8115.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8116.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8117.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8118.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8119.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-812.png              \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8120.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8121.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8122.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8123.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8124.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8125.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8126.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8127.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8128.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8129.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-813.png              \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8130.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8131.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8132.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8133.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8134.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8135.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8136.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8137.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8138.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8139.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-814.png              \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8140.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8141.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8142.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8143.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8144.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8145.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8146.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8147.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8148.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8149.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-815.png              \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8150.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8151.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8152.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8153.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8154.png             \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8155.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8156.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8157.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8158.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8159.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-816.png              \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8160.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8161.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8162.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8163.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8164.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8165.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8166.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8167.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8168.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8169.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-817.png              \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8170.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8171.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8172.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8173.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8174.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8175.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8176.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8177.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8178.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8179.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-818.png              \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8180.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8181.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8182.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8183.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8184.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8185.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8186.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8187.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8188.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8189.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-819.png              \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8190.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8191.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8192.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8193.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8194.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8195.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8196.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8197.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8198.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8199.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-82.png               \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-820.png              \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8200.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8201.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8202.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8203.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8204.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8205.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8206.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8207.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8208.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8209.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-821.png              \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8210.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8211.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8212.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8213.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8214.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8215.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8216.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8217.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8218.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8219.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-822.png              \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8220.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8221.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8222.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8223.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8224.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8225.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8226.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8227.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8228.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8229.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-823.png              \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8230.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8231.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8232.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8233.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8234.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8235.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8236.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8237.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8238.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8239.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-824.png              \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8240.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8241.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8242.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8243.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8244.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8245.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8246.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8247.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8248.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8249.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-825.png              \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8250.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8251.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8252.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8253.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8254.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8255.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8256.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8257.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8258.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8259.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-826.png              \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8260.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8261.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8262.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8263.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8264.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8265.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8266.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8267.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8268.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8269.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-827.png              \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8270.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8271.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8272.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8273.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8274.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8275.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8276.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8277.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8278.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8279.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-828.png              \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8280.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8281.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8282.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8283.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8284.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8285.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8286.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8287.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8288.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8289.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-829.png              \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8290.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8291.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8292.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8293.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8294.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8295.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8296.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8297.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8298.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8299.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-83.png               \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-830.png              \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8300.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8301.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8302.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8303.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8304.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8305.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8306.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8307.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8308.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8309.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-831.png              \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8310.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8311.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8312.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8313.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8314.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8315.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8316.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8317.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8318.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8319.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-832.png              \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8320.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8321.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8322.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8323.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8324.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8325.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8326.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8327.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8328.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8329.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-833.png              \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8330.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8331.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8332.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8333.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8334.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8335.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8336.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8337.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8338.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8339.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-834.png              \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8340.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8341.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8342.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8343.png             \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8344.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8345.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8346.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8347.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8348.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8349.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-835.png              \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8350.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8351.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8352.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8353.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8354.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8355.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8356.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8357.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8358.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8359.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-836.png              \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8360.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8361.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8362.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8363.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8364.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8365.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8366.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8367.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8368.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8369.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-837.png              \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8370.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8371.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8372.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8373.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8374.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8375.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8376.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8377.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8378.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8379.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-838.png              \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8380.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8381.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8382.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8383.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8384.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8385.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8386.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8387.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8388.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8389.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-839.png              \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8390.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8391.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8392.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8393.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8394.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8395.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8396.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8397.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8398.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8399.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-84.png               \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-840.png              \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8400.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8401.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8402.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8403.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8404.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8405.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8406.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8407.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8408.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8409.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-841.png              \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8410.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8411.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8412.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8413.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8414.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8415.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8416.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8417.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8418.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8419.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-842.png              \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8420.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8421.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8422.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8423.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8424.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8425.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8426.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8427.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8428.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8429.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-843.png              \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8430.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8431.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8432.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8433.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8434.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8435.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8436.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8437.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8438.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8439.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-844.png              \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8440.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8441.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8442.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8443.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8444.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8445.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8446.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8447.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8448.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8449.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-845.png              \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8450.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8451.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8452.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8453.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8454.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8455.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8456.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8457.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8458.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8459.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-846.png              \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8460.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8461.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8462.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8463.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8464.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8465.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8466.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8467.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8468.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8469.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-847.png              \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8470.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8471.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8472.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8473.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8474.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8475.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8476.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8477.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8478.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8479.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-848.png              \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8480.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8481.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8482.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8483.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8484.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8485.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8486.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8487.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8488.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8489.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-849.png              \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8490.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8491.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8492.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8493.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8494.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8495.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8496.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8497.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8498.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8499.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-85.png               \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-850.png              \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8500.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8501.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8502.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8503.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8504.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8505.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8506.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8507.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8508.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8509.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-851.png              \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8510.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8511.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8512.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8513.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8514.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8515.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8516.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8517.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8518.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8519.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-852.png              \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8520.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8521.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8522.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8523.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8524.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8525.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8526.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8527.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8528.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8529.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-853.png              \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8530.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8531.png             \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8532.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8533.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8534.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8535.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8536.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8537.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8538.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8539.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-854.png              \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8540.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8541.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8542.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8543.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8544.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8545.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8546.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8547.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8548.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8549.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-855.png              \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8550.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8551.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8552.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8553.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8554.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8555.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8556.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8557.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8558.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8559.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-856.png              \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8560.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8561.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8562.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8563.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8564.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8565.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8566.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8567.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8568.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8569.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-857.png              \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8570.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8571.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8572.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8573.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8574.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8575.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8576.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8577.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8578.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8579.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-858.png              \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8580.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8581.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8582.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8583.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8584.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8585.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8586.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8587.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8588.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8589.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-859.png              \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8590.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8591.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8592.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8593.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8594.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8595.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8596.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8597.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8598.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8599.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-86.png               \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-860.png              \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8600.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8601.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8602.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8603.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8604.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8605.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8606.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8607.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8608.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8609.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-861.png              \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8610.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8611.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8612.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8613.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8614.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8615.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8616.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8617.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8618.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8619.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-862.png              \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8620.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8621.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8622.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8623.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8624.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8625.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8626.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8627.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8628.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8629.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-863.png              \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8630.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8631.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8632.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8633.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8634.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8635.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8636.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8637.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8638.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8639.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-864.png              \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8640.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8641.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8642.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8643.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8644.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8645.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8646.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8647.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8648.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8649.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-865.png              \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8650.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8651.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8652.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8653.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8654.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8655.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8656.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8657.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8658.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8659.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-866.png              \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8660.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8661.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8662.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8663.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8664.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8665.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8666.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8667.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8668.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8669.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-867.png              \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8670.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8671.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8672.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8673.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8674.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8675.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8676.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8677.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8678.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8679.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-868.png              \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8680.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8681.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8682.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8683.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8684.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8685.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8686.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8687.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8688.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8689.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-869.png              \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8690.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8691.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8692.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8693.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8694.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8695.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8696.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8697.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8698.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8699.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-87.png               \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-870.png              \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8700.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8701.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8702.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8703.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8704.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8705.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8706.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8707.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8708.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8709.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-871.png              \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8710.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8711.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8712.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8713.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8714.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8715.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8716.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8717.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8718.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8719.png             \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-872.png              \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8720.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8721.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8722.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8723.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8724.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8725.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8726.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8727.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8728.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8729.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-873.png              \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8730.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8731.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8732.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8733.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8734.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8735.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8736.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8737.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8738.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8739.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-874.png              \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8740.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8741.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8742.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8743.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8744.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8745.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8746.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8747.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8748.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8749.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-875.png              \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8750.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8751.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8752.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8753.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8754.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8755.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8756.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8757.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8758.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8759.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-876.png              \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8760.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8761.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8762.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8763.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8764.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8765.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8766.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8767.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8768.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8769.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-877.png              \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8770.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8771.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8772.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8773.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8774.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8775.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8776.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8777.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8778.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8779.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-878.png              \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8780.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8781.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8782.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8783.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8784.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8785.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8786.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8787.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8788.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8789.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-879.png              \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8790.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8791.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8792.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8793.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8794.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8795.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8796.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8797.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8798.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8799.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-88.png               \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-880.png              \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8800.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8801.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8802.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8803.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8804.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8805.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8806.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8807.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8808.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8809.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-881.png              \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8810.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8811.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8812.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8813.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8814.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8815.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8816.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8817.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8818.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8819.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-882.png              \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8820.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8821.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8822.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8823.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8824.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8825.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8826.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8827.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8828.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8829.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-883.png              \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8830.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8831.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8832.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8833.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8834.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8835.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8836.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8837.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8838.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8839.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-884.png              \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8840.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8841.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8842.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8843.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8844.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8845.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8846.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8847.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8848.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8849.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-885.png              \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8850.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8851.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8852.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8853.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8854.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8855.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8856.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8857.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8858.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8859.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-886.png              \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8860.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8861.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8862.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8863.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8864.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8865.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8866.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8867.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8868.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8869.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-887.png              \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8870.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8871.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8872.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8873.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8874.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8875.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8876.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8877.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8878.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8879.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-888.png              \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8880.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8881.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8882.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8883.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8884.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8885.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8886.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8887.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8888.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8889.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-889.png              \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8890.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8891.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8892.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8893.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8894.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8895.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8896.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8897.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8898.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8899.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-89.png               \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-890.png              \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8900.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8901.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8902.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8903.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8904.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8905.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8906.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8907.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8908.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8909.png             \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-891.png              \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8910.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8911.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8912.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8913.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8914.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8915.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8916.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8917.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8918.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8919.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-892.png              \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8920.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8921.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8922.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8923.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8924.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8925.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8926.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8927.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8928.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8929.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-893.png              \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8930.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8931.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8932.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8933.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8934.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8935.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8936.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8937.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8938.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8939.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-894.png              \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8940.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8941.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8942.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8943.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8944.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8945.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8946.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8947.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8948.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8949.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-895.png              \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8950.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8951.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8952.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8953.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8954.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8955.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8956.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8957.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8958.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8959.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-896.png              \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8960.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8961.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8962.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8963.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8964.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8965.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8966.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8967.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8968.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8969.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-897.png              \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8970.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8971.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8972.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8973.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8974.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8975.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8976.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8977.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8978.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8979.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-898.png              \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8980.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8981.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8982.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8983.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8984.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8985.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8986.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8987.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8988.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8989.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-899.png              \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8990.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8991.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8992.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8993.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8994.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8995.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8996.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8997.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8998.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-8999.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9.png                \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-90.png               \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-900.png              \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9000.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9001.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9002.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9003.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9004.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9005.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9006.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9007.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9008.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9009.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-901.png              \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9010.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9011.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9012.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9013.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9014.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9015.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9016.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9017.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9018.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9019.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-902.png              \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9020.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9021.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9022.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9023.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9024.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9025.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9026.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9027.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9028.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9029.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-903.png              \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9030.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9031.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9032.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9033.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9034.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9035.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9036.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9037.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9038.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9039.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-904.png              \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9040.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9041.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9042.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9043.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9044.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9045.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9046.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9047.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9048.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9049.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-905.png              \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9050.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9051.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9052.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9053.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9054.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9055.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9056.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9057.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9058.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9059.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-906.png              \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9060.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9061.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9062.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9063.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9064.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9065.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9066.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9067.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9068.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9069.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-907.png              \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9070.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9071.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9072.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9073.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9074.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9075.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9076.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9077.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9078.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9079.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-908.png              \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9080.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9081.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9082.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9083.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9084.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9085.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9086.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9087.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9088.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9089.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-909.png              \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9090.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9091.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9092.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9093.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9094.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9095.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9096.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9097.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9098.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9099.png             \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-91.png               \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-910.png              \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9100.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9101.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9102.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9103.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9104.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9105.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9106.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9107.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9108.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9109.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-911.png              \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9110.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9111.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9112.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9113.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9114.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9115.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9116.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9117.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9118.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9119.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-912.png              \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9120.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9121.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9122.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9123.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9124.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9125.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9126.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9127.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9128.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9129.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-913.png              \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9130.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9131.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9132.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9133.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9134.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9135.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9136.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9137.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9138.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9139.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-914.png              \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9140.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9141.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9142.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9143.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9144.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9145.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9146.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9147.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9148.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9149.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-915.png              \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9150.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9151.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9152.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9153.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9154.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9155.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9156.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9157.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9158.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9159.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-916.png              \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9160.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9161.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9162.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9163.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9164.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9165.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9166.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9167.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9168.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9169.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-917.png              \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9170.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9171.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9172.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9173.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9174.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9175.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9176.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9177.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9178.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9179.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-918.png              \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9180.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9181.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9182.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9183.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9184.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9185.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9186.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9187.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9188.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9189.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-919.png              \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9190.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9191.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9192.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9193.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9194.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9195.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9196.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9197.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9198.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9199.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-92.png               \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-920.png              \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9200.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9201.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9202.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9203.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9204.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9205.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9206.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9207.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9208.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9209.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-921.png              \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9210.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9211.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9212.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9213.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9214.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9215.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9216.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9217.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9218.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9219.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-922.png              \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9220.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9221.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9222.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9223.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9224.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9225.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9226.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9227.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9228.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9229.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-923.png              \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9230.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9231.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9232.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9233.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9234.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9235.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9236.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9237.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9238.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9239.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-924.png              \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9240.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9241.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9242.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9243.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9244.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9245.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9246.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9247.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9248.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9249.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-925.png              \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9250.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9251.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9252.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9253.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9254.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9255.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9256.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9257.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9258.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9259.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-926.png              \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9260.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9261.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9262.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9263.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9264.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9265.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9266.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9267.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9268.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9269.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-927.png              \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9270.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9271.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9272.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9273.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9274.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9275.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9276.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9277.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9278.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9279.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-928.png              \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9280.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9281.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9282.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9283.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9284.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9285.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9286.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9287.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9288.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9289.png             \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-929.png              \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9290.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9291.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9292.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9293.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9294.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9295.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9296.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9297.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9298.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9299.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-93.png               \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-930.png              \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9300.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9301.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9302.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9303.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9304.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9305.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9306.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9307.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9308.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9309.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-931.png              \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9310.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9311.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9312.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9313.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9314.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9315.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9316.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9317.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9318.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9319.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-932.png              \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9320.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9321.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9322.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9323.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9324.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9325.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9326.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9327.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9328.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9329.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-933.png              \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9330.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9331.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9332.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9333.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9334.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9335.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9336.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9337.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9338.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9339.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-934.png              \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9340.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9341.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9342.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9343.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9344.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9345.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9346.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9347.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9348.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9349.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-935.png              \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9350.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9351.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9352.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9353.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9354.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9355.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9356.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9357.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9358.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9359.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-936.png              \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9360.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9361.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9362.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9363.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9364.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9365.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9366.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9367.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9368.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9369.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-937.png              \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9370.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9371.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9372.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9373.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9374.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9375.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9376.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9377.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9378.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9379.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-938.png              \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9380.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9381.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9382.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9383.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9384.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9385.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9386.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9387.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9388.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9389.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-939.png              \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9390.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9391.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9392.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9393.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9394.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9395.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9396.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9397.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9398.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9399.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-94.png               \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-940.png              \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9400.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9401.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9402.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9403.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9404.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9405.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9406.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9407.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9408.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9409.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-941.png              \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9410.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9411.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9412.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9413.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9414.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9415.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9416.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9417.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9418.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9419.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-942.png              \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9420.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9421.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9422.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9423.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9424.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9425.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9426.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9427.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9428.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9429.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-943.png              \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9430.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9431.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9432.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9433.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9434.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9435.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9436.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9437.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9438.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9439.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-944.png              \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9440.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9441.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9442.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9443.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9444.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9445.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9446.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9447.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9448.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9449.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-945.png              \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9450.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9451.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9452.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9453.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9454.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9455.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9456.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9457.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9458.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9459.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-946.png              \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9460.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9461.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9462.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9463.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9464.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9465.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9466.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9467.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9468.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9469.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-947.png              \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9470.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9471.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9472.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9473.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9474.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9475.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9476.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9477.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9478.png             \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9479.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-948.png              \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9480.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9481.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9482.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9483.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9484.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9485.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9486.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9487.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9488.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9489.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-949.png              \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9490.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9491.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9492.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9493.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9494.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9495.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9496.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9497.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9498.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9499.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-95.png               \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-950.png              \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9500.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9501.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9502.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9503.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9504.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9505.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9506.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9507.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9508.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9509.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-951.png              \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9510.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9511.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9512.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9513.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9514.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9515.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9516.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9517.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9518.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9519.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-952.png              \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9520.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9521.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9522.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9523.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9524.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9525.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9526.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9527.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9528.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9529.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-953.png              \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9530.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9531.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9532.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9533.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9534.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9535.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9536.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9537.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9538.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9539.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-954.png              \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9540.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9541.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9542.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9543.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9544.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9545.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9546.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9547.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9548.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9549.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-955.png              \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9550.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9551.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9552.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9553.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9554.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9555.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9556.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9557.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9558.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9559.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-956.png              \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9560.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9561.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9562.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9563.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9564.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9565.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9566.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9567.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9568.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9569.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-957.png              \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9570.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9571.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9572.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9573.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9574.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9575.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9576.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9577.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9578.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9579.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-958.png              \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9580.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9581.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9582.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9583.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9584.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9585.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9586.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9587.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9588.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9589.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-959.png              \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9590.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9591.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9592.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9593.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9594.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9595.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9596.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9597.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9598.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9599.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-96.png               \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-960.png              \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9600.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9601.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9602.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9603.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9604.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9605.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9606.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9607.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9608.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9609.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-961.png              \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9610.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9611.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9612.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9613.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9614.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9615.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9616.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9617.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9618.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9619.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-962.png              \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9620.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9621.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9622.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9623.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9624.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9625.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9626.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9627.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9628.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9629.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-963.png              \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9630.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9631.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9632.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9633.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9634.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9635.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9636.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9637.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9638.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9639.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-964.png              \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9640.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9641.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9642.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9643.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9644.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9645.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9646.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9647.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9648.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9649.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-965.png              \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9650.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9651.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9652.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9653.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9654.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9655.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9656.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9657.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9658.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9659.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-966.png              \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9660.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9661.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9662.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9663.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9664.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9665.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9666.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9667.png             \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9668.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9669.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-967.png              \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9670.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9671.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9672.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9673.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9674.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9675.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9676.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9677.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9678.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9679.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-968.png              \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9680.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9681.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9682.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9683.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9684.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9685.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9686.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9687.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9688.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9689.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-969.png              \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9690.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9691.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9692.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9693.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9694.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9695.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9696.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9697.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9698.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9699.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-97.png               \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-970.png              \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9700.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9701.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9702.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9703.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9704.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9705.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9706.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9707.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9708.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9709.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-971.png              \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9710.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9711.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9712.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9713.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9714.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9715.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9716.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9717.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9718.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9719.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-972.png              \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9720.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9721.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9722.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9723.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9724.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9725.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9726.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9727.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9728.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9729.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-973.png              \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9730.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9731.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9732.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9733.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9734.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9735.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9736.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9737.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9738.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9739.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-974.png              \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9740.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9741.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9742.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9743.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9744.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9745.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9746.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9747.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9748.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9749.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-975.png              \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9750.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9751.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9752.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9753.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9754.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9755.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9756.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9757.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9758.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9759.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-976.png              \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9760.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9761.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9762.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9763.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9764.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9765.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9766.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9767.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9768.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9769.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-977.png              \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9770.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9771.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9772.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9773.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9774.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9775.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9776.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9777.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9778.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9779.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-978.png              \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9780.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9781.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9782.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9783.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9784.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9785.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9786.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9787.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9788.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9789.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-979.png              \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9790.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9791.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9792.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9793.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9794.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9795.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9796.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9797.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9798.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9799.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-98.png               \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-980.png              \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9800.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9801.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9802.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9803.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9804.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9805.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9806.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9807.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9808.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9809.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-981.png              \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9810.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9811.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9812.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9813.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9814.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9815.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9816.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9817.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9818.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9819.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-982.png              \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9820.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9821.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9822.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9823.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9824.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9825.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9826.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9827.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9828.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9829.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-983.png              \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9830.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9831.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9832.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9833.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9834.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9835.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9836.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9837.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9838.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9839.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-984.png              \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9840.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9841.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9842.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9843.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9844.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9845.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9846.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9847.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9848.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9849.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-985.png              \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9850.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9851.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9852.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9853.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9854.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9855.png             \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9856.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9857.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9858.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9859.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-986.png              \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9860.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9861.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9862.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9863.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9864.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9865.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9866.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9867.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9868.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9869.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-987.png              \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9870.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9871.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9872.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9873.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9874.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9875.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9876.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9877.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9878.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9879.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-988.png              \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9880.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9881.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9882.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9883.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9884.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9885.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9886.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9887.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9888.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9889.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-989.png              \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9890.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9891.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9892.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9893.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9894.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9895.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9896.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9897.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9898.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9899.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-99.png               \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-990.png              \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9900.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9901.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9902.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9903.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9904.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9905.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9906.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9907.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9908.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9909.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-991.png              \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9910.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9911.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9912.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9913.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9914.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9915.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9916.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9917.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9918.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9919.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-992.png              \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9920.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9921.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9922.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9923.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9924.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9925.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9926.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9927.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9928.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9929.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-993.png              \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9930.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9931.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9932.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9933.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9934.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9935.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9936.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9937.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9938.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9939.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-994.png              \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9940.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9941.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9942.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9943.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9944.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9945.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9946.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9947.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9948.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9949.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-995.png              \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9950.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9951.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9952.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9953.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9954.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9955.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9956.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9957.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9958.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9959.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-996.png              \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9960.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9961.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9962.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9963.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9964.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9965.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9966.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9967.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9968.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9969.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-997.png              \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9970.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9971.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9972.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9973.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9974.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9975.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9976.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9977.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9978.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9979.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-998.png              \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9980.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9981.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9982.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9983.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9984.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9985.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9986.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9987.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9988.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9989.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-999.png              \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9990.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9991.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9992.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9993.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9994.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9995.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9996.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9997.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9998.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Normal/Normal-9999.png             \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Creating    Chest X-Ray image dataset/Viral Pneumonia                 OK\n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1.png     \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-10.png     \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-100.png     \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1000.png     \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1001.png     \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1002.png     \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1003.png     \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1004.png     \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1005.png     \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1006.png     \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1007.png     \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1008.png     \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1009.png     \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-101.png     \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1010.png     \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1011.png     \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1012.png     \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1013.png     \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1014.png     \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1015.png     \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1016.png     \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1017.png     \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1018.png     \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1019.png     \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-102.png     \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1020.png     \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1021.png     \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1022.png     \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1023.png     \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1024.png     \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1025.png     \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1026.png     \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1027.png     \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1028.png     \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1029.png     \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-103.png     \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1030.png     \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1031.png     \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1032.png     \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1033.png     \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1034.png     \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1035.png     \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1036.png     \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1037.png     \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1038.png     \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1039.png     \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-104.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1040.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1041.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1042.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1043.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1044.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1045.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1046.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1047.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1048.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1049.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-105.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1050.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1051.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1052.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1053.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1054.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1055.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1056.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1057.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1058.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1059.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-106.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1060.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1061.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1062.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1063.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1064.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1065.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1066.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1067.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1068.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1069.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-107.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1070.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1071.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1072.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1073.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1074.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1075.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1076.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1077.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1078.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1079.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-108.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1080.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1081.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1082.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1083.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1084.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1085.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1086.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1087.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1088.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1089.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-109.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1090.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1091.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1092.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1093.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1094.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1095.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1096.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1097.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1098.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1099.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-11.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-110.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1100.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1101.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1102.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1103.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1104.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1105.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1106.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1107.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1108.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1109.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-111.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1110.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1111.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1112.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1113.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1114.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1115.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1116.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1117.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1118.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1119.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-112.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1120.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1121.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1122.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1123.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1124.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1125.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1126.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1127.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1128.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1129.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-113.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1130.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1131.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1132.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1133.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1134.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1135.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1136.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1137.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1138.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1139.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-114.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1140.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1141.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1142.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1143.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1144.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1145.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1146.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1147.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1148.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1149.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-115.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1150.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1151.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1152.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1153.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1154.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1155.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1156.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1157.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1158.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1159.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-116.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1160.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1161.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1162.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1163.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1164.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1165.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1166.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1167.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1168.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1169.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-117.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1170.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1171.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1172.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1173.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1174.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1175.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1176.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1177.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1178.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1179.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-118.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1180.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1181.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1182.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1183.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1184.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1185.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1186.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1187.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1188.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1189.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-119.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1190.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1191.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1192.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1193.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1194.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1195.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1196.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1197.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1198.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1199.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-12.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-120.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1200.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1201.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1202.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1203.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1204.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1205.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1206.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1207.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1208.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1209.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-121.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1210.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1211.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1212.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1213.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1214.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1215.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1216.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1217.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1218.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1219.png     \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-122.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1220.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1221.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1222.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1223.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1224.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1225.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1226.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1227.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1228.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1229.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-123.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1230.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1231.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1232.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1233.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1234.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1235.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1236.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1237.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1238.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1239.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-124.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1240.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1241.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1242.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1243.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1244.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1245.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1246.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1247.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1248.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1249.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-125.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1250.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1251.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1252.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1253.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1254.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1255.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1256.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1257.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1258.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1259.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-126.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1260.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1261.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1262.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1263.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1264.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1265.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1266.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1267.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1268.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1269.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-127.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1270.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1271.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1272.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1273.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1274.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1275.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1276.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1277.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1278.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1279.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-128.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1280.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1281.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1282.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1283.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1284.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1285.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1286.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1287.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1288.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1289.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-129.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1290.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1291.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1292.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1293.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1294.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1295.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1296.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1297.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1298.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1299.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-13.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-130.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1300.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1301.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1302.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1303.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1304.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1305.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1306.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1307.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1308.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1309.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-131.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1310.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1311.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1312.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1313.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1314.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1315.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1316.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1317.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1318.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1319.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-132.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1320.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1321.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1322.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1323.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1324.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1325.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1326.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1327.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1328.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1329.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-133.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1330.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1331.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1332.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1333.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1334.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1335.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1336.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1337.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1338.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1339.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-134.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1340.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1341.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1342.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1343.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1344.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-1345.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-135.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-136.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-137.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-138.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-139.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-14.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-140.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-141.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-142.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-143.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-144.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-145.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-146.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-147.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-148.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-149.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-15.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-150.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-151.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-152.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-153.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-154.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-155.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-156.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-157.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-158.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-159.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-16.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-160.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-161.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-162.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-163.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-164.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-165.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-166.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-167.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-168.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-169.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-17.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-170.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-171.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-172.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-173.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-174.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-175.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-176.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-177.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-178.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-179.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-18.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-180.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-181.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-182.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-183.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-184.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-185.png     \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-186.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-187.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-188.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-189.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-19.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-190.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-191.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-192.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-193.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-194.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-195.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-196.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-197.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-198.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-199.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-2.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-20.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-200.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-201.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-202.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-203.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-204.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-205.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-206.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-207.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-208.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-209.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-21.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-210.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-211.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-212.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-213.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-214.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-215.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-216.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-217.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-218.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-219.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-22.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-220.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-221.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-222.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-223.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-224.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-225.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-226.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-227.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-228.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-229.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-23.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-230.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-231.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-232.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-233.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-234.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-235.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-236.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-237.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-238.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-239.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-24.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-240.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-241.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-242.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-243.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-244.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-245.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-246.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-247.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-248.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-249.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-25.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-250.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-251.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-252.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-253.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-254.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-255.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-256.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-257.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-258.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-259.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-26.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-260.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-261.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-262.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-263.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-264.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-265.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-266.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-267.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-268.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-269.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-27.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-270.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-271.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-272.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-273.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-274.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-275.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-276.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-277.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-278.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-279.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-28.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-280.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-281.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-282.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-283.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-284.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-285.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-286.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-287.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-288.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-289.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-29.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-290.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-291.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-292.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-293.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-294.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-295.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-296.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-297.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-298.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-299.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-3.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-30.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-300.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-301.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-302.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-303.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-304.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-305.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-306.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-307.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-308.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-309.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-31.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-310.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-311.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-312.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-313.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-314.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-315.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-316.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-317.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-318.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-319.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-32.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-320.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-321.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-322.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-323.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-324.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-325.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-326.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-327.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-328.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-329.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-33.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-330.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-331.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-332.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-333.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-334.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-335.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-336.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-337.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-338.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-339.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-34.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-340.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-341.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-342.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-343.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-344.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-345.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-346.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-347.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-348.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-349.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-35.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-350.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-351.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-352.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-353.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-354.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-355.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-356.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-357.png     \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-358.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-359.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-36.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-360.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-361.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-362.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-363.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-364.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-365.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-366.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-367.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-368.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-369.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-37.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-370.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-371.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-372.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-373.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-374.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-375.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-376.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-377.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-378.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-379.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-38.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-380.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-381.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-382.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-383.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-384.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-385.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-386.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-387.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-388.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-389.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-39.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-390.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-391.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-392.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-393.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-394.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-395.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-396.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-397.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-398.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-399.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-4.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-40.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-400.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-401.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-402.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-403.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-404.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-405.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-406.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-407.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-408.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-409.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-41.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-410.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-411.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-412.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-413.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-414.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-415.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-416.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-417.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-418.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-419.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-42.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-420.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-421.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-422.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-423.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-424.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-425.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-426.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-427.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-428.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-429.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-43.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-430.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-431.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-432.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-433.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-434.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-435.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-436.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-437.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-438.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-439.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-44.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-440.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-441.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-442.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-443.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-444.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-445.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-446.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-447.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-448.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-449.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-45.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-450.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-451.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-452.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-453.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-454.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-455.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-456.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-457.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-458.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-459.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-46.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-460.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-461.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-462.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-463.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-464.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-465.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-466.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-467.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-468.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-469.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-47.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-470.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-471.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-472.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-473.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-474.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-475.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-476.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-477.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-478.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-479.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-48.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-480.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-481.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-482.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-483.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-484.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-485.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-486.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-487.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-488.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-489.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-49.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-490.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-491.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-492.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-493.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-494.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-495.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-496.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-497.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-498.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-499.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-5.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-50.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-500.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-501.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-502.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-503.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-504.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-505.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-506.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-507.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-508.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-509.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-51.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-510.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-511.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-512.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-513.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-514.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-515.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-516.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-517.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-518.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-519.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-52.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-520.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-521.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-522.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-523.png     \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-524.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-525.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-526.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-527.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-528.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-529.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-53.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-530.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-531.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-532.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-533.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-534.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-535.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-536.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-537.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-538.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-539.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-54.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-540.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-541.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-542.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-543.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-544.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-545.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-546.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-547.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-548.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-549.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-55.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-550.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-551.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-552.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-553.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-554.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-555.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-556.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-557.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-558.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-559.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-56.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-560.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-561.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-562.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-563.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-564.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-565.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-566.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-567.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-568.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-569.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-57.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-570.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-571.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-572.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-573.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-574.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-575.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-576.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-577.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-578.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-579.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-58.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-580.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-581.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-582.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-583.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-584.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-585.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-586.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-587.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-588.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-589.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-59.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-590.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-591.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-592.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-593.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-594.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-595.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-596.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-597.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-598.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-599.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-6.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-60.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-600.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-601.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-602.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-603.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-604.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-605.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-606.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-607.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-608.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-609.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-61.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-610.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-611.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-612.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-613.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-614.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-615.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-616.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-617.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-618.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-619.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-62.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-620.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-621.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-622.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-623.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-624.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-625.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-626.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-627.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-628.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-629.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-63.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-630.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-631.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-632.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-633.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-634.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-635.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-636.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-637.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-638.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-639.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-64.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-640.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-641.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-642.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-643.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-644.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-645.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-646.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-647.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-648.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-649.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-65.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-650.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-651.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-652.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-653.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-654.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-655.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-656.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-657.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-658.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-659.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-66.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-660.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-661.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-662.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-663.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-664.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-665.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-666.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-667.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-668.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-669.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-67.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-670.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-671.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-672.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-673.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-674.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-675.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-676.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-677.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-678.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-679.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-68.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-680.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-681.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-682.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-683.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-684.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-685.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-686.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-687.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-688.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-689.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-69.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-690.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-691.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-692.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-693.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-694.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-695.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-696.png     \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-697.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-698.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-699.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-7.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-70.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-700.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-701.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-702.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-703.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-704.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-705.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-706.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-707.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-708.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-709.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-71.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-710.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-711.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-712.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-713.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-714.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-715.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-716.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-717.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-718.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-719.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-72.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-720.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-721.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-722.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-723.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-724.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-725.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-726.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-727.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-728.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-729.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-73.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-730.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-731.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-732.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-733.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-734.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-735.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-736.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-737.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-738.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-739.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-74.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-740.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-741.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-742.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-743.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-744.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-745.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-746.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-747.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-748.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-749.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-75.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-750.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-751.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-752.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-753.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-754.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-755.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-756.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-757.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-758.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-759.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-76.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-760.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-761.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-762.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-763.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-764.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-765.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-766.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-767.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-768.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-769.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-77.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-770.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-771.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-772.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-773.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-774.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-775.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-776.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-777.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-778.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-779.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-78.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-780.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-781.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-782.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-783.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-784.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-785.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-786.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-787.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-788.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-789.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-79.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-790.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-791.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-792.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-793.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-794.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-795.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-796.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-797.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-798.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-799.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-8.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-80.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-800.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-801.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-802.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-803.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-804.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-805.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-806.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-807.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-808.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-809.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-81.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-810.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-811.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-812.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-813.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-814.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-815.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-816.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-817.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-818.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-819.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-82.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-820.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-821.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-822.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-823.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-824.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-825.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-826.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-827.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-828.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-829.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-83.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-830.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-831.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-832.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-833.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-834.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-835.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-836.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-837.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-838.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-839.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-84.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-840.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-841.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-842.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-843.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-844.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-845.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-846.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-847.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-848.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-849.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-85.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-850.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-851.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-852.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-853.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-854.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-855.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-856.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-857.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-858.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-859.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-86.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-860.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-861.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-862.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-863.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-864.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-865.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-866.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-867.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-868.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-869.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-87.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-870.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-871.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-872.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-873.png     \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-874.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-875.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-876.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-877.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-878.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-879.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-88.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-880.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-881.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-882.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-883.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-884.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-885.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-886.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-887.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-888.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-889.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-89.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-890.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-891.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-892.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-893.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-894.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-895.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-896.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-897.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-898.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-899.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-9.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-90.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-900.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-901.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-902.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-903.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-904.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-905.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-906.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-907.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-908.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-909.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-91.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-910.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-911.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-912.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-913.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-914.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-915.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-916.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-917.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-918.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-919.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-92.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-920.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-921.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-922.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-923.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-924.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-925.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-926.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-927.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-928.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-929.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-93.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-930.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-931.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-932.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-933.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-934.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-935.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-936.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-937.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-938.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-939.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-94.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-940.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-941.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-942.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-943.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-944.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-945.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-946.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-947.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-948.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-949.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-95.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-950.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-951.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-952.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-953.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-954.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-955.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-956.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-957.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-958.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-959.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-96.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-960.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-961.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-962.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-963.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-964.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-965.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-966.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-967.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-968.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-969.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-97.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-970.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-971.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-972.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-973.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-974.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-975.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-976.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-977.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-978.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-979.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-98.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-980.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-981.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-982.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-983.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-984.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-985.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-986.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-987.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-988.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-989.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-99.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-990.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-991.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-992.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-993.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-994.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-995.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-996.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-997.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-998.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  Chest X-Ray image dataset/Viral Pneumonia/Viral Pneumonia-999.png     \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "All OK\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "2oOcwXCIA6P_"
      },
      "source": [
        "#Loading main dataset"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "CKbRk4ntAyG1"
      },
      "source": [
        "images = []\n",
        "classes_labels = []\n",
        "for i in os.listdir(\"/content/Chest X-Ray image dataset\"):\n",
        "  class_path = f\"/content/Chest X-Ray image dataset/{i}\"\n",
        "  for j in os.listdir(class_path):\n",
        "    file_path = f\"{class_path}/{j}\"\n",
        "    classes_labels.append(i)\n",
        "    images.append(cv2.resize(cv2.imread(file_path, 1), (224, 224)))"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "KrpvCNTBCcXo"
      },
      "source": [
        "train_images, test_images, train_labels, test_labels = train_test_split(images, classes_labels, test_size = 0.2, random_state = 42)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "SrTm18T9CllG"
      },
      "source": [
        "train_images = np.asarray(train_images)\n",
        "test_images = np.asarray(test_images)\n",
        "train_labels = np.asarray(train_labels)\n",
        "test_labels = np.asarray(test_labels)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "4c3YROFoLEdx",
        "outputId": "a9141cb3-1b8a-4a43-c3de-a14c949efff1"
      },
      "source": [
        "len(train_images)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "16932"
            ]
          },
          "metadata": {},
          "execution_count": 8
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "zbXUIGHFCfX0"
      },
      "source": [
        "#Upsampling dataset"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "18i_E_AMCx35"
      },
      "source": [
        "covid = []\n",
        "lung_opacity = []\n",
        "normal = []\n",
        "viral_pneumonia = []\n",
        "for i,j in list(zip(train_images, train_labels)):\n",
        "  if j == \"COVID\":\n",
        "    covid.append(i)\n",
        "  elif j == \"Lung opacity\":\n",
        "    lung_opacity.append(i)\n",
        "  elif j == \"Normal\":\n",
        "    normal.append(i)\n",
        "  elif j == \"Viral Pneumonia\":\n",
        "    viral_pneumonia.append(i)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "nyhuQH7GDj0O"
      },
      "source": [
        "covid = np.asarray(covid)\n",
        "lung_opacity = np.asarray(lung_opacity)\n",
        "normal = np.asarray(normal)\n",
        "viral_pneumonia = np.asarray(viral_pneumonia)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "RvAmA54QD3kk",
        "outputId": "d237be2f-d163-4835-913d-57bf1f2d8651"
      },
      "source": [
        "print(f\"COVID : {covid.shape}\\tLung Opacity : {lung_opacity.shape}\\tNormal : {normal.shape}\\tViral Pneumonia : {viral_pneumonia.shape}\")"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "COVID : (2923, 224, 224, 3)\tLung Opacity : (4831, 224, 224, 3)\tNormal : (8096, 224, 224, 3)\tViral Pneumonia : (1082, 224, 224, 3)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "hPwVDVfYD8Yz"
      },
      "source": [
        "covid_selected = covid\n",
        "lung_opacity_selected = lung_opacity[np.random.choice(lung_opacity.shape[0], size=lung_opacity.shape[0] - 1000)]\n",
        "normal_selected = normal[np.random.choice(normal.shape[0], size=normal.shape[0] - 4000)]\n",
        "viral_pneumonia_selected = viral_pneumonia"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "x5uQqzNsFBlP",
        "outputId": "770d2f7b-a2b5-4572-d90a-407e42a1d403"
      },
      "source": [
        "print(f\"COVID : {covid_selected.shape}\\tLung Opacity : {lung_opacity_selected.shape}\\tNormal : {normal_selected.shape}\\tViral Pneumonia : {viral_pneumonia_selected.shape}\")"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "COVID : (2923, 224, 224, 3)\tLung Opacity : (3831, 224, 224, 3)\tNormal : (4096, 224, 224, 3)\tViral Pneumonia : (1082, 224, 224, 3)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "-5zfXV02DRKi"
      },
      "source": [
        "del covid, lung_opacity, normal, viral_pneumonia"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "K5ASAYju1hrT"
      },
      "source": [
        "def clahe(image,cliplimit,gridsize):\n",
        "\n",
        "    lab = cv2.cvtColor(image, cv2.COLOR_BGR2LAB)\n",
        "    lab_planes = cv2.split(lab)\n",
        "    clahe = cv2.createCLAHE(clipLimit=cliplimit, tileGridSize=(gridsize,gridsize))\n",
        "    lab_planes[0] = clahe.apply(lab_planes[0])\n",
        "\n",
        "    lab = cv2.merge(lab_planes)\n",
        "    bgr = cv2.cvtColor(lab, cv2.COLOR_LAB2BGR)\n",
        "    bgr = bgr.astype(np.float32)/255\n",
        "    return bgr"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "m7pPApwLBqhv"
      },
      "source": [
        "def claheInt(image,cliplimit,gridsize):\n",
        "\n",
        "    lab = cv2.cvtColor(image, cv2.COLOR_BGR2LAB)\n",
        "    lab_planes = cv2.split(lab)\n",
        "    clahe = cv2.createCLAHE(clipLimit=cliplimit, tileGridSize=(gridsize,gridsize))\n",
        "    lab_planes[0] = clahe.apply(lab_planes[0])\n",
        "\n",
        "    lab = cv2.merge(lab_planes)\n",
        "    bgr = cv2.cvtColor(lab, cv2.COLOR_LAB2BGR)\n",
        "    # bgr = bgr.astype('float32')/255\n",
        "    return bgr"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "QQDO0Jii1mqq"
      },
      "source": [
        "def svdstdwithoutdecompostionC(imageA):\n",
        "  image = imageA\n",
        "  image = cv2.cvtColor(image,cv2.COLOR_RGB2GRAY)\n",
        "  target_im = cv2.imread('/content/Chest X-Ray image dataset/COVID/COVID-32.png')\n",
        "  target_im = cv2.cvtColor(target_im, cv2.COLOR_RGB2GRAY)\n",
        "  st = np.std(image)\n",
        "  st1 = np.std(target_im)\n",
        "  mean  =np.mean(image)\n",
        "  mean1 = np.mean(target_im)\n",
        "  c = st/mean\n",
        "  c1 = st1/mean1\n",
        "  if c1 > c:\n",
        "    ratio = 1.05 + ((c1-c)/(c1+c))\n",
        "  else:\n",
        "  #  print(\"Original image contrast is better than the target image\")\n",
        "   ratio = 1.05\n",
        "  u1, s1, v1 = np.linalg.svd(target_im)\n",
        "  u2, s2, v2 = np.linalg.svd(image)\n",
        "  s2_new= ratio * s2\n",
        "  cmpimg = np.matrix(u2[:,:],dtype=np.float32) * np.diag(s2_new[:]) * np.matrix(v2[:,:],dtype=np.float32)\n",
        "  final_img = cmpimg\n",
        "  final_img = np.array(final_img, dtype=np.float32)\n",
        "  # cv2_imshow(final_img)\n",
        "  final_img  = cv2.cvtColor(final_img, cv2.COLOR_GRAY2RGB) / 255\n",
        "  final_img = NormalizeData(final_img)\n",
        "  # final_img = final_img.astype(dtype=np.float16)/255\n",
        "  return final_img"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "dtGFxmN0qcsx"
      },
      "source": [
        "def NormalizeData(data):\n",
        "    return (data - np.min(data)) / (np.max(data) - np.min(data))"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "86jao4hE2PFa"
      },
      "source": [
        "##Upsampling COVID"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Cevy7qRCViYz"
      },
      "source": [
        "# test_images = test_images.astype(np.float32) / 255"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "m-hzwAw_1wzj"
      },
      "source": [
        "covid_clahe_point_5 = [clahe(x, 0.5, 8) for x in covid_selected]\n",
        "covid_preprocessed_custom = [svdstdwithoutdecompostionC(x) for x in covid_selected]"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "yyHSV9DWk-ib"
      },
      "source": [
        "covid_clahe_point_5 = np.array(covid_clahe_point_5)\n",
        "covid_preprocessed_custom = np.array(covid_preprocessed_custom)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "M_H1RnRvkqC8"
      },
      "source": [
        "covid_clahe_point_5 = covid_clahe_point_5[np.random.choice(covid_clahe_point_5.shape[0], size=covid_clahe_point_5.shape[0] - 52)]\n",
        "covid_preprocessed_custom = covid_preprocessed_custom[np.random.choice(covid_preprocessed_custom.shape[0], size=covid_preprocessed_custom.shape[0] - 52)]\n",
        "covid_selected = covid_selected[np.random.choice(covid_selected.shape[0], size=covid_selected.shape[0] - 53)]"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "UWOWvVoSoOpo"
      },
      "source": [
        "np.random.choice()"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Ik1s1lSVmUQR"
      },
      "source": [
        "covid_final = []\n",
        "for i in covid_clahe_point_5:\n",
        "  covid_final.append(i)\n",
        "for i in covid_preprocessed_custom:\n",
        "  covid_final.append(i)\n",
        "for i in covid_selected:\n",
        "  covid_final.append(i.astype(np.float32)/255)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "da2fD9PLnf2i",
        "outputId": "2793c8f9-76f4-4c86-93fa-93d35149f1e0"
      },
      "source": [
        "len(covid_clahe_point_5), len(covid_preprocessed_custom), len(covid_selected)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(2871, 2871, 2870)"
            ]
          },
          "metadata": {},
          "execution_count": 31
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "2jp7L4b7oHH6",
        "outputId": "a41365c0-2105-4815-8e17-2c82df8862cb"
      },
      "source": [
        "sum([len(covid_clahe_point_5), len(covid_preprocessed_custom), len(covid_selected)])"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "8612"
            ]
          },
          "metadata": {},
          "execution_count": 32
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "u1tG8Z9XnPIF"
      },
      "source": [
        "from PIL import Image\n"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "lbeb6WNmmwBw",
        "outputId": "8a0705fd-0711-42c3-86f1-a6cec132dbc1"
      },
      "source": [
        "for index, i in enumerate(covid_final):\n",
        "  im = Image.fromarray(i)\n",
        "  im.save(f\"/content/drive/MyDrive/Covid_mrinal/Mathematical Preprocessed/{index}.png\")\n",
        "  print(i)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([[[0.39215687, 0.39215687, 0.39215687],\n",
              "        [0.37254903, 0.37254903, 0.37254903],\n",
              "        [0.3529412 , 0.3529412 , 0.3529412 ],\n",
              "        ...,\n",
              "        [0.00784314, 0.00784314, 0.00784314],\n",
              "        [0.00784314, 0.00784314, 0.00784314],\n",
              "        [0.00784314, 0.00784314, 0.00784314]],\n",
              "\n",
              "       [[0.2627451 , 0.2627451 , 0.2627451 ],\n",
              "        [0.24705882, 0.24705882, 0.24705882],\n",
              "        [0.23137255, 0.23137255, 0.23137255],\n",
              "        ...,\n",
              "        [0.00784314, 0.00784314, 0.00784314],\n",
              "        [0.00784314, 0.00784314, 0.00784314],\n",
              "        [0.00784314, 0.00784314, 0.00784314]],\n",
              "\n",
              "       [[0.13725491, 0.13725491, 0.13725491],\n",
              "        [0.12156863, 0.12156863, 0.12156863],\n",
              "        [0.10196079, 0.10196079, 0.10196079],\n",
              "        ...,\n",
              "        [0.00784314, 0.00784314, 0.00784314],\n",
              "        [0.00784314, 0.00784314, 0.00784314],\n",
              "        [0.00784314, 0.00784314, 0.00784314]],\n",
              "\n",
              "       ...,\n",
              "\n",
              "       [[0.46666667, 0.46666667, 0.46666667],\n",
              "        [0.05490196, 0.05490196, 0.05490196],\n",
              "        [0.00784314, 0.00784314, 0.00784314],\n",
              "        ...,\n",
              "        [0.14117648, 0.14117648, 0.14117648],\n",
              "        [0.0627451 , 0.0627451 , 0.0627451 ],\n",
              "        [0.01176471, 0.01176471, 0.01176471]],\n",
              "\n",
              "       [[0.47058824, 0.47058824, 0.47058824],\n",
              "        [0.05490196, 0.05490196, 0.05490196],\n",
              "        [0.00784314, 0.00784314, 0.00784314],\n",
              "        ...,\n",
              "        [0.15686275, 0.15686275, 0.15686275],\n",
              "        [0.07843138, 0.07843138, 0.07843138],\n",
              "        [0.05490196, 0.05490196, 0.05490196]],\n",
              "\n",
              "       [[0.47843137, 0.47843137, 0.47843137],\n",
              "        [0.05882353, 0.05882353, 0.05882353],\n",
              "        [0.00784314, 0.00784314, 0.00784314],\n",
              "        ...,\n",
              "        [0.60784316, 0.60784316, 0.60784316],\n",
              "        [0.5647059 , 0.5686275 , 0.5686275 ],\n",
              "        [0.5372549 , 0.5372549 , 0.5372549 ]]], dtype=float32)"
            ]
          },
          "metadata": {},
          "execution_count": 28
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "RP0ENTyi2gJp"
      },
      "source": [
        "##Upsampling Viral Pneumonia"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "O1uVYItG2nmr"
      },
      "source": [
        "viral_pneumonia_clahe_point_5 = [clahe(x, 0.5, 8) for x in viral_pneumonia_selected]\n",
        "viral_pneumonia_clahe_1 = [clahe(x, 1, 8) for x in viral_pneumonia_selected]\n",
        "viral_pneumonia_preprocessed_custom = [svdstdwithoutdecompostionC(x) for x in viral_pneumonia_selected]"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "zzzCssBZBwet"
      },
      "source": [
        "viral_pneumonia_preprocessed_custom_with_clahe_point_5 = [svdstdwithoutdecompostionC(claheInt(x, 0.5, 8)) for x in viral_pneumonia_selected]"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "T9Lkd99m3T9s"
      },
      "source": [
        "covid_final = []\n",
        "for i in covid_clahe_point_5:\n",
        "  covid_final.append(i)\n",
        "for i in covid_preprocessed_custom:\n",
        "  covid_final.append(i)\n",
        "# for i in covid_selected:\n",
        "#   covid_final.append(i.astype(np.float16)/255)\n",
        "\n",
        "viral_pneumonia_final = []\n",
        "for i in viral_pneumonia_clahe_point_5:\n",
        "  viral_pneumonia_final.append(i)\n",
        "for i in viral_pneumonia_clahe_1:\n",
        "  viral_pneumonia_final.append(i)\n",
        "for i in viral_pneumonia_preprocessed_custom:\n",
        "  viral_pneumonia_final.append(i)\n",
        "for i in viral_pneumonia_preprocessed_custom_with_clahe_point_5:\n",
        "  viral_pneumonia_final.append(i)\n",
        "# for i in viral_pneumonia_selected:\n",
        "#   viral_pneumonia_final.append(i.astype(np.float16)/255)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "tVhYhwXgDX8b"
      },
      "source": [
        "del covid_selected, viral_pneumonia_selected, covid_clahe_point_5, covid_preprocessed_custom, viral_pneumonia_clahe_point_5, viral_pneumonia_clahe_1, viral_pneumonia_preprocessed_custom, viral_pneumonia_preprocessed_custom_with_clahe_point_5"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "0eL-_tcr32-w"
      },
      "source": [
        "lung_opacity_inter = [clahe(x, 0.5, 8) for x in lung_opacity_selected]\n",
        "normal_inter = [clahe(x, 0.5, 8) for x in normal_selected]"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "simpLjhQHV9F"
      },
      "source": [
        "lung_opacity_final = []\n",
        "# for i in lung_opacity_selected:\n",
        "#   lung_opacity_final.append(i.astype(np.float16)/255)\n",
        "for i in lung_opacity_inter:\n",
        "  lung_opacity_final.append(i)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "VBCBF_3sDryi"
      },
      "source": [
        "del lung_opacity_selected, lung_opacity_inter"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Dt6Ct4zbLWq5"
      },
      "source": [
        "X_train = []\n",
        "Y_train = []\n",
        "for i in covid_final:\n",
        "  X_train.append(i)\n",
        "  Y_train.append(\"COVID\")\n",
        "for i in lung_opacity_final:\n",
        "  X_train.append(i)\n",
        "  Y_train.append(\"Lung opacity\")\n",
        "for i in viral_pneumonia_final:\n",
        "  X_train.append(i)\n",
        "  Y_train.append(\"Viral Pneumonia\")"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "kB3xocrgDwst"
      },
      "source": [
        "del covid_final, lung_opacity_final, viral_pneumonia_final"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "eDz_mLcYBHZg"
      },
      "source": [
        "normal_final = []\n",
        "# for i in normal_selected:\n",
        "#   normal_final.append(i.astype(np.float16)/255)\n",
        "for i in normal_inter:\n",
        "  normal_final.append(i)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "PIi8L76MFYsU"
      },
      "source": [
        "for i in normal_final:\n",
        "  X_train.append(i)\n",
        "  Y_train.append(\"Normal\")"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "47lKRQTfD3Pr"
      },
      "source": [
        "del normal_selected, normal_inter, normal_final"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "rZiFzpKkBdVw",
        "outputId": "e2561f80-2cda-43e8-da58-2fd48273874a"
      },
      "source": [
        "len(X_train)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "18011"
            ]
          },
          "metadata": {},
          "execution_count": 31
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "CBUflDOGTzVv"
      },
      "source": [
        "lb = LabelBinarizer()\n",
        "Y_train = lb.fit_transform(Y_train)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "LAczBomt5yHI"
      },
      "source": [
        "import pickle \n",
        "pickle.dump(lb, open('binarizer.pkl', 'wb'))"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "cgqhSFBe75OY"
      },
      "source": [
        "del lb"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "nDitX-S2UU0d"
      },
      "source": [
        "X_train = np.array(X_train, dtype=np.float16)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "mkRep5r-AgpA",
        "outputId": "9e166082-e366-413f-80b2-4369d422d280"
      },
      "source": [
        "X_train.shape"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(18011, 224, 224, 3)"
            ]
          },
          "metadata": {},
          "execution_count": 36
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "TAlZ6dPHHTvf"
      },
      "source": [
        "#Data Visualization"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "5b9qRnE2HPZZ"
      },
      "source": [
        "def data(history):\n",
        "  return pd.DataFrame(data=list(zip(history.history[\"accuracy\"], history.history[\"val_accuracy\"], history.history[\"loss\"], history.history[\"val_loss\"], history.history[\"recall\"], history.history[\"val_recall\"], history.history[\"precision\"], history.history[\"val_precision\"], history.history[\"auc\"], history.history[\"val_auc\"], history.history[\"specificity\"], history.history[\"val_specificity\"], history.history[\"sensitivity\"], history.history[\"val_sensitivity\"], history.history[\"mcc\"], history.history[\"val_mcc\"])) , columns=[\"Accuracy\", \"Validation Accuracy\", \"Loss\", \"Validation Loss\", \"Recall\", \"Validation Recall\", \"Precision\", \"Validation Precision\", \"AUC\", \"Validation AUC\", \"Specificity\", \"Validation Specificity\" ,\"Sensitivity\", \"Validation Sensitivity\", \"MCC\", \"Validation MCC\"])"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "erCsAa2CHXXD"
      },
      "source": [
        "def history_visualization(df):\n",
        "  sns.set_style('darkgrid')\n",
        "  nrow = 4\n",
        "  ncol = 2\n",
        "  df_columns = df.columns\n",
        "  df_list = [df[col] for col in df]\n",
        "  titles=[\"Accuracy Visualization\", \"Loss Visualization\", \"Recall Visualization\", \"Precision Visualization\", \"AUC Visualization\", \"Specificity Visualization\", \"Sensitivity Visualization\", \"MCC Visualization\"]\n",
        "  fig, axes = plt.subplots(nrow, ncol, figsize=(20, 16))\n",
        "  count = 0\n",
        "  i = 0\n",
        "  for r in range(nrow):\n",
        "    for c in range(ncol):\n",
        "        df_list[count].plot(ax=axes[r,c], x=\"Number of Epochs\", legend=\"brief\", label=df_columns[count], marker=\"o\").set_title(titles[i])\n",
        "        df_list[count+1].plot(ax=axes[r, c], x=\"Number of Epochs\", legend=\"brief\" ,label=df_columns[count+1], marker=\"o\").set_title(titles[i])\n",
        "        i+=1\n",
        "        count+=2"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Gzzt0AHYHZ3p"
      },
      "source": [
        "early_stoping = keras.callbacks.EarlyStopping(monitor=\"val_loss\", patience=5, restore_best_weights=True)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "D4nLRwZMHe6T"
      },
      "source": [
        "#Custom Metrics using Tensorflow"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "VsSrpQjeHdDi"
      },
      "source": [
        "def true_positive(y_true, y_pred):\n",
        "  y_true = tf.argmax(y_true)\n",
        "  y_pred = tf.argmax(y_pred)\n",
        "  res = tf.math.confusion_matrix(y_true, y_pred, dtype=tf.float32)\n",
        "  return tf.reduce_sum(tf.linalg.diag_part(res), axis = 0)\n",
        "\n",
        "def false_positive(y_true, y_pred):\n",
        "  y_true = tf.argmax(y_true)\n",
        "  y_pred = tf.argmax(y_pred)\n",
        "  res = tf.math.confusion_matrix(y_true, y_pred, dtype=tf.float32)\n",
        "  return tf.reduce_sum(tf.reduce_sum(res, axis = 1) - tf.linalg.diag_part(res), axis = 0)\n",
        "\n",
        "def false_negative(y_true, y_pred):\n",
        "  y_true = tf.argmax(y_true)\n",
        "  y_pred = tf.argmax(y_pred)\n",
        "  res = tf.math.confusion_matrix(y_true, y_pred, dtype=tf.float32)\n",
        "  return tf.reduce_sum(tf.reduce_sum(res, axis = 1) - tf.linalg.diag_part(res), axis = 0)\n",
        "\n",
        "def true_negative(y_true, y_pred):\n",
        "  y_true_res = tf.argmax(y_true)\n",
        "  y_pred_res = tf.argmax(y_pred)\n",
        "  res = tf.math.confusion_matrix(y_true_res, y_pred_res, dtype=tf.float32)\n",
        "  return tf.reduce_sum(tf.reduce_sum(res, axis = 1), axis=0) - (false_negative(y_true, y_pred) + false_positive(y_true, y_pred) + true_positive(y_true, y_pred))"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "LOKtWzdJHnCa"
      },
      "source": [
        "def sensitivity(y_true, y_pred):\n",
        "    y_actual = tf.argmax(y_true).numpy()\n",
        "    y_hat = tf.argmax(y_pred).numpy()\n",
        "    TP = 0\n",
        "    FP = 0\n",
        "    TN = 0\n",
        "    FN = 0\n",
        "    for i in range(len(y_hat)): \n",
        "        if y_actual[i]==y_hat[i]==1:\n",
        "           TP += 1\n",
        "        if y_hat[i]==1 and y_actual[i]!=y_hat[i]:\n",
        "           FP += 1\n",
        "        if y_actual[i]==y_hat[i]==0:\n",
        "           TN += 1\n",
        "        if y_hat[i]==0 and y_actual[i]!=y_hat[i]:\n",
        "           FN += 1\n",
        "    num = float(TP)\n",
        "    den = float(TP + FN + K.epsilon())\n",
        "    if den == 0.0:\n",
        "      return tf.constant(0.0, dtype=tf.float32)\n",
        "    return tf.constant(float(num/den), dtype=tf.float32)\n",
        "\n",
        "def specificity(y_true, y_pred):\n",
        "    y_actual = tf.argmax(y_true).numpy()\n",
        "    y_hat = tf.argmax(y_pred).numpy()\n",
        "    TP = 0\n",
        "    FP = 0\n",
        "    TN = 0\n",
        "    FN = 0\n",
        "    for i in range(len(y_hat)): \n",
        "        if y_actual[i]==y_hat[i]==1:\n",
        "           TP += 1\n",
        "        if y_hat[i]==1 and y_actual[i]!=y_hat[i]:\n",
        "           FP += 1\n",
        "        if y_actual[i]==y_hat[i]==0:\n",
        "           TN += 1\n",
        "        if y_hat[i]==0 and y_actual[i]!=y_hat[i]:\n",
        "           FN += 1\n",
        "    num = float(TN)\n",
        "    den = float(TN + FP + K.epsilon())\n",
        "    if den == 0.0:\n",
        "      return tf.constant(0.0, dtype=tf.float32)\n",
        "    return tf.constant(float(num/den), dtype=tf.float32)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Yo4K5FsSHoka"
      },
      "source": [
        "def mcc(y_true, y_pred):\n",
        "  y_true = tf.argmax(y_true).numpy()\n",
        "  y_pred = tf.argmax(y_pred).numpy()\n",
        "\n",
        "  return tf.constant(matthews_corrcoef(y_true, y_pred))"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "bDfub9JSuf4Z"
      },
      "source": [
        "#Image Generator"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "yVJiACiRshUK"
      },
      "source": [
        "image_generator = ImageDataGenerator(validation_split = 0.2)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "kmMF7RkQsruT",
        "outputId": "72cd4085-136a-4f39-9e21-08ed89f8ddde"
      },
      "source": [
        "train_dataset = image_generator.flow_from_directory(directory=\"/content/drive/MyDrive/Covid_mrinal/Preprocessed\", target_size=(224, 224), color_mode=\"rgb\", class_mode=\"categorical\", shuffle=True, subset=\"training\")"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Found 24000 images belonging to 4 classes.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "7dhu9Tjqsrwi",
        "outputId": "4a66360a-03f6-400b-c4ab-2440826af705"
      },
      "source": [
        "validation_dataset = image_generator.flow_from_directory(directory=\"/content/drive/MyDrive/Covid_mrinal/Preprocessed\", target_size=(224, 224), color_mode=\"rgb\", class_mode=\"categorical\", shuffle=True, subset=\"validation\")"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Found 5998 images belonging to 4 classes.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "eJdPxR2FK9Tq"
      },
      "source": [
        "#ResNet50 with Weighted Categorical Cross Entropy"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "3k5ZqQu4u7p-"
      },
      "source": [
        "from sklearn.utils import class_weight\n",
        "import numpy as np\n",
        "class_weights = class_weight.compute_class_weight('balanced',np.unique(train_dataset.classes), train_dataset.classes)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "DyEbfRt_KSzJ",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "4b58ebd4-61ec-4dad-b511-7b8ae4e7c80c"
      },
      "source": [
        "train_dataset.class_indices"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "{'COVID': 0, 'Lung opacity': 1, 'Normal': 2, 'Viral Pneumonia': 3}"
            ]
          },
          "metadata": {},
          "execution_count": 18
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "LV3gj1OEvAMd",
        "outputId": "0ce8bcbc-0757-4db7-d8ac-9315a8d0c32b"
      },
      "source": [
        "class_weights"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([0.85763293, 0.9771987 , 0.91296409, 1.39794967])"
            ]
          },
          "metadata": {},
          "execution_count": 19
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "-XUn4pQg0JLG"
      },
      "source": [
        "weights = dict(zip([0,1,2,3], class_weights))"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "4WuiGOUB0PTc",
        "outputId": "7506f05f-24bd-4d46-ce6f-d3c3eb09019c"
      },
      "source": [
        "weights"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "{0: 0.8576329331046312,\n",
              " 1: 0.9771986970684039,\n",
              " 2: 0.9129640900791236,\n",
              " 3: 1.3979496738117427}"
            ]
          },
          "metadata": {},
          "execution_count": 21
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "7fQ2Hx9FLAqw",
        "outputId": "32412242-5fbb-4a02-9915-eccdbbec46db"
      },
      "source": [
        "from tensorflow.keras.applications.resnet50 import ResNet50\n",
        "base_model_resnet50 = ResNet50(include_top=False, weights=\"imagenet\", input_shape=(224, 224, 3))\n",
        "base_model_resnet50.trainable = False\n",
        "# base_model_resnet50.summary()\n",
        "final_model_resnet50 = keras.models.Sequential([base_model_resnet50, keras.layers.Flatten(), keras.layers.Dense(4, activation=\"softmax\")])\n",
        "final_model_resnet50.compile(optimizer=\"adam\", loss=\"categorical_crossentropy\", metrics=[keras.metrics.Accuracy(), keras.metrics.Precision(), keras.metrics.Recall(), keras.metrics.AUC(), specificity, sensitivity, mcc], run_eagerly=True)\n",
        "resnet50_history = final_model_resnet50.fit(x=train_dataset, validation_data=validation_dataset, epochs=20, batch_size=32, callbacks=[early_stoping],  class_weight=weights)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Downloading data from https://storage.googleapis.com/tensorflow/keras-applications/resnet/resnet50_weights_tf_dim_ordering_tf_kernels_notop.h5\n",
            "94773248/94765736 [==============================] - 1s 0us/step\n",
            "94781440/94765736 [==============================] - 1s 0us/step\n",
            "Epoch 1/20\n",
            "750/750 [==============================] - 8249s 11s/step - loss: 1.8892 - accuracy: 0.5486 - precision: 0.8958 - recall: 0.8955 - auc: 0.9469 - specificity: 0.7740 - sensitivity: 0.5627 - mcc: 0.7716 - val_loss: 1.2777 - val_accuracy: 0.7038 - val_precision: 0.9328 - val_recall: 0.9328 - val_auc: 0.9645 - val_specificity: 0.8059 - val_sensitivity: 0.6862 - val_mcc: 0.8442\n",
            "Epoch 2/20\n",
            "750/750 [==============================] - 269s 358ms/step - loss: 0.6546 - accuracy: 0.7850 - precision: 0.9632 - recall: 0.9631 - auc: 0.9811 - specificity: 0.9153 - sensitivity: 0.6947 - mcc: 0.9148 - val_loss: 0.5229 - val_accuracy: 0.8167 - val_precision: 0.9700 - val_recall: 0.9700 - val_auc: 0.9847 - val_specificity: 0.8963 - val_sensitivity: 0.6649 - val_mcc: 0.9003\n",
            "Epoch 3/20\n",
            "750/750 [==============================] - 267s 355ms/step - loss: 0.4820 - accuracy: 0.8580 - precision: 0.9741 - recall: 0.9741 - auc: 0.9863 - specificity: 0.9233 - sensitivity: 0.7360 - mcc: 0.9313 - val_loss: 0.7550 - val_accuracy: 0.8765 - val_precision: 0.9660 - val_recall: 0.9660 - val_auc: 0.9829 - val_specificity: 0.8963 - val_sensitivity: 0.7048 - val_mcc: 0.9202\n",
            "Epoch 4/20\n",
            "750/750 [==============================] - 267s 355ms/step - loss: 0.3701 - accuracy: 0.9026 - precision: 0.9820 - recall: 0.9820 - auc: 0.9904 - specificity: 0.9573 - sensitivity: 0.7280 - mcc: 0.9533 - val_loss: 0.4280 - val_accuracy: 0.8996 - val_precision: 0.9792 - val_recall: 0.9792 - val_auc: 0.9885 - val_specificity: 0.9894 - val_sensitivity: 0.7527 - val_mcc: 0.9574\n",
            "Epoch 5/20\n",
            "750/750 [==============================] - 268s 357ms/step - loss: 0.4125 - accuracy: 0.9291 - precision: 0.9822 - recall: 0.9821 - auc: 0.9902 - specificity: 0.9687 - sensitivity: 0.7287 - mcc: 0.9610 - val_loss: 0.3154 - val_accuracy: 0.9332 - val_precision: 0.9857 - val_recall: 0.9857 - val_auc: 0.9922 - val_specificity: 0.9707 - val_sensitivity: 0.7048 - val_mcc: 0.9566\n",
            "Epoch 6/20\n",
            "750/750 [==============================] - 267s 356ms/step - loss: 0.2965 - accuracy: 0.9486 - precision: 0.9870 - recall: 0.9870 - auc: 0.9931 - specificity: 0.9700 - sensitivity: 0.7160 - mcc: 0.9736 - val_loss: 1.4509 - val_accuracy: 0.9131 - val_precision: 0.9523 - val_recall: 0.9523 - val_auc: 0.9721 - val_specificity: 0.9309 - val_sensitivity: 0.7101 - val_mcc: 0.9082\n",
            "Epoch 7/20\n",
            "750/750 [==============================] - 267s 356ms/step - loss: 0.3770 - accuracy: 0.9557 - precision: 0.9856 - recall: 0.9856 - auc: 0.9919 - specificity: 0.9680 - sensitivity: 0.7047 - mcc: 0.9638 - val_loss: 0.3319 - val_accuracy: 0.9629 - val_precision: 0.9882 - val_recall: 0.9882 - val_auc: 0.9935 - val_specificity: 0.9867 - val_sensitivity: 0.7074 - val_mcc: 0.9885\n",
            "Epoch 8/20\n",
            "750/750 [==============================] - 266s 355ms/step - loss: 0.2033 - accuracy: 0.9674 - precision: 0.9923 - recall: 0.9923 - auc: 0.9956 - specificity: 0.9833 - sensitivity: 0.7307 - mcc: 0.9802 - val_loss: 0.2311 - val_accuracy: 0.9615 - val_precision: 0.9903 - val_recall: 0.9903 - val_auc: 0.9945 - val_specificity: 0.9787 - val_sensitivity: 0.7021 - val_mcc: 0.9770\n",
            "Epoch 9/20\n",
            "750/750 [==============================] - 266s 354ms/step - loss: 0.2915 - accuracy: 0.9726 - precision: 0.9911 - recall: 0.9911 - auc: 0.9951 - specificity: 0.9820 - sensitivity: 0.7507 - mcc: 0.9804 - val_loss: 0.3997 - val_accuracy: 0.9693 - val_precision: 0.9887 - val_recall: 0.9887 - val_auc: 0.9931 - val_specificity: 0.9814 - val_sensitivity: 0.8112 - val_mcc: 0.9734\n",
            "Epoch 10/20\n",
            "750/750 [==============================] - 265s 354ms/step - loss: 0.2465 - accuracy: 0.9740 - precision: 0.9916 - recall: 0.9916 - auc: 0.9951 - specificity: 0.9893 - sensitivity: 0.7380 - mcc: 0.9787 - val_loss: 0.2734 - val_accuracy: 0.9687 - val_precision: 0.9892 - val_recall: 0.9892 - val_auc: 0.9936 - val_specificity: 0.9681 - val_sensitivity: 0.7633 - val_mcc: 0.9743\n",
            "Epoch 11/20\n",
            "750/750 [==============================] - 265s 353ms/step - loss: 0.1429 - accuracy: 0.9803 - precision: 0.9945 - recall: 0.9945 - auc: 0.9969 - specificity: 0.9900 - sensitivity: 0.7467 - mcc: 0.9907 - val_loss: 0.3482 - val_accuracy: 0.9727 - val_precision: 0.9872 - val_recall: 0.9872 - val_auc: 0.9925 - val_specificity: 0.9920 - val_sensitivity: 0.6915 - val_mcc: 0.9854\n",
            "Epoch 12/20\n",
            "750/750 [==============================] - 265s 354ms/step - loss: 0.2934 - accuracy: 0.9790 - precision: 0.9911 - recall: 0.9911 - auc: 0.9947 - specificity: 0.9853 - sensitivity: 0.7420 - mcc: 0.9790 - val_loss: 0.5526 - val_accuracy: 0.9739 - val_precision: 0.9838 - val_recall: 0.9838 - val_auc: 0.9908 - val_specificity: 0.9920 - val_sensitivity: 0.6809 - val_mcc: 0.9783\n",
            "Epoch 13/20\n",
            "750/750 [==============================] - 266s 354ms/step - loss: 0.2079 - accuracy: 0.9828 - precision: 0.9927 - recall: 0.9927 - auc: 0.9959 - specificity: 0.9807 - sensitivity: 0.7320 - mcc: 0.9794 - val_loss: 0.4175 - val_accuracy: 0.9773 - val_precision: 0.9898 - val_recall: 0.9898 - val_auc: 0.9941 - val_specificity: 0.9947 - val_sensitivity: 0.7287 - val_mcc: 0.9832\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "V0-hcmZDLI7P"
      },
      "source": [
        "df = data(resnet50_history)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ulClb6jdLKdq",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 494
        },
        "outputId": "e7e1d256-46f8-4132-b9b7-17dadb9abfca"
      },
      "source": [
        "df"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
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              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Accuracy</th>\n",
              "      <th>Validation Accuracy</th>\n",
              "      <th>Loss</th>\n",
              "      <th>Validation Loss</th>\n",
              "      <th>Recall</th>\n",
              "      <th>Validation Recall</th>\n",
              "      <th>Precision</th>\n",
              "      <th>Validation Precision</th>\n",
              "      <th>AUC</th>\n",
              "      <th>Validation AUC</th>\n",
              "      <th>Specificity</th>\n",
              "      <th>Validation Specificity</th>\n",
              "      <th>Sensitivity</th>\n",
              "      <th>Validation Sensitivity</th>\n",
              "      <th>MCC</th>\n",
              "      <th>Validation MCC</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>0.548552</td>\n",
              "      <td>0.703818</td>\n",
              "      <td>1.889223</td>\n",
              "      <td>1.277662</td>\n",
              "      <td>0.895500</td>\n",
              "      <td>0.932811</td>\n",
              "      <td>0.895799</td>\n",
              "      <td>0.932811</td>\n",
              "      <td>0.946865</td>\n",
              "      <td>0.964483</td>\n",
              "      <td>0.774000</td>\n",
              "      <td>0.805851</td>\n",
              "      <td>0.562667</td>\n",
              "      <td>0.686170</td>\n",
              "      <td>0.771556</td>\n",
              "      <td>0.844183</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>0.785010</td>\n",
              "      <td>0.816731</td>\n",
              "      <td>0.654631</td>\n",
              "      <td>0.522883</td>\n",
              "      <td>0.963125</td>\n",
              "      <td>0.969990</td>\n",
              "      <td>0.963165</td>\n",
              "      <td>0.969990</td>\n",
              "      <td>0.981114</td>\n",
              "      <td>0.984725</td>\n",
              "      <td>0.915333</td>\n",
              "      <td>0.896277</td>\n",
              "      <td>0.694667</td>\n",
              "      <td>0.664894</td>\n",
              "      <td>0.914752</td>\n",
              "      <td>0.900266</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>0.857958</td>\n",
              "      <td>0.876542</td>\n",
              "      <td>0.481983</td>\n",
              "      <td>0.755022</td>\n",
              "      <td>0.974083</td>\n",
              "      <td>0.965989</td>\n",
              "      <td>0.974083</td>\n",
              "      <td>0.965989</td>\n",
              "      <td>0.986268</td>\n",
              "      <td>0.982944</td>\n",
              "      <td>0.923333</td>\n",
              "      <td>0.896277</td>\n",
              "      <td>0.736000</td>\n",
              "      <td>0.704787</td>\n",
              "      <td>0.931281</td>\n",
              "      <td>0.920213</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>0.902615</td>\n",
              "      <td>0.899592</td>\n",
              "      <td>0.370084</td>\n",
              "      <td>0.427961</td>\n",
              "      <td>0.981958</td>\n",
              "      <td>0.979160</td>\n",
              "      <td>0.981958</td>\n",
              "      <td>0.979160</td>\n",
              "      <td>0.990351</td>\n",
              "      <td>0.988494</td>\n",
              "      <td>0.957333</td>\n",
              "      <td>0.989362</td>\n",
              "      <td>0.728000</td>\n",
              "      <td>0.752659</td>\n",
              "      <td>0.953333</td>\n",
              "      <td>0.957447</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>0.929146</td>\n",
              "      <td>0.933186</td>\n",
              "      <td>0.412525</td>\n",
              "      <td>0.315401</td>\n",
              "      <td>0.982125</td>\n",
              "      <td>0.985662</td>\n",
              "      <td>0.982166</td>\n",
              "      <td>0.985662</td>\n",
              "      <td>0.990192</td>\n",
              "      <td>0.992188</td>\n",
              "      <td>0.968667</td>\n",
              "      <td>0.970745</td>\n",
              "      <td>0.728667</td>\n",
              "      <td>0.704787</td>\n",
              "      <td>0.961032</td>\n",
              "      <td>0.956560</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>0.948635</td>\n",
              "      <td>0.913138</td>\n",
              "      <td>0.296549</td>\n",
              "      <td>1.450863</td>\n",
              "      <td>0.987000</td>\n",
              "      <td>0.952317</td>\n",
              "      <td>0.987000</td>\n",
              "      <td>0.952317</td>\n",
              "      <td>0.993069</td>\n",
              "      <td>0.972143</td>\n",
              "      <td>0.970000</td>\n",
              "      <td>0.930851</td>\n",
              "      <td>0.716000</td>\n",
              "      <td>0.710106</td>\n",
              "      <td>0.973556</td>\n",
              "      <td>0.908245</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>0.955677</td>\n",
              "      <td>0.962904</td>\n",
              "      <td>0.377040</td>\n",
              "      <td>0.331929</td>\n",
              "      <td>0.985625</td>\n",
              "      <td>0.988163</td>\n",
              "      <td>0.985625</td>\n",
              "      <td>0.988163</td>\n",
              "      <td>0.991931</td>\n",
              "      <td>0.993536</td>\n",
              "      <td>0.968000</td>\n",
              "      <td>0.986702</td>\n",
              "      <td>0.704667</td>\n",
              "      <td>0.707447</td>\n",
              "      <td>0.963752</td>\n",
              "      <td>0.988475</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>0.967417</td>\n",
              "      <td>0.961487</td>\n",
              "      <td>0.203340</td>\n",
              "      <td>0.231096</td>\n",
              "      <td>0.992250</td>\n",
              "      <td>0.990330</td>\n",
              "      <td>0.992250</td>\n",
              "      <td>0.990330</td>\n",
              "      <td>0.995611</td>\n",
              "      <td>0.994544</td>\n",
              "      <td>0.983333</td>\n",
              "      <td>0.978723</td>\n",
              "      <td>0.730667</td>\n",
              "      <td>0.702128</td>\n",
              "      <td>0.980156</td>\n",
              "      <td>0.976950</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>0.972573</td>\n",
              "      <td>0.969323</td>\n",
              "      <td>0.291481</td>\n",
              "      <td>0.399676</td>\n",
              "      <td>0.991083</td>\n",
              "      <td>0.988663</td>\n",
              "      <td>0.991083</td>\n",
              "      <td>0.988663</td>\n",
              "      <td>0.995082</td>\n",
              "      <td>0.993097</td>\n",
              "      <td>0.982000</td>\n",
              "      <td>0.981383</td>\n",
              "      <td>0.750667</td>\n",
              "      <td>0.811170</td>\n",
              "      <td>0.980352</td>\n",
              "      <td>0.973404</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>0.973958</td>\n",
              "      <td>0.968740</td>\n",
              "      <td>0.246532</td>\n",
              "      <td>0.273414</td>\n",
              "      <td>0.991583</td>\n",
              "      <td>0.989163</td>\n",
              "      <td>0.991583</td>\n",
              "      <td>0.989163</td>\n",
              "      <td>0.995069</td>\n",
              "      <td>0.993649</td>\n",
              "      <td>0.989333</td>\n",
              "      <td>0.968085</td>\n",
              "      <td>0.738000</td>\n",
              "      <td>0.763298</td>\n",
              "      <td>0.978667</td>\n",
              "      <td>0.974291</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>0.980292</td>\n",
              "      <td>0.972699</td>\n",
              "      <td>0.142918</td>\n",
              "      <td>0.348229</td>\n",
              "      <td>0.994458</td>\n",
              "      <td>0.987162</td>\n",
              "      <td>0.994458</td>\n",
              "      <td>0.987162</td>\n",
              "      <td>0.996857</td>\n",
              "      <td>0.992540</td>\n",
              "      <td>0.990000</td>\n",
              "      <td>0.992021</td>\n",
              "      <td>0.746667</td>\n",
              "      <td>0.691489</td>\n",
              "      <td>0.990667</td>\n",
              "      <td>0.985372</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>0.979021</td>\n",
              "      <td>0.973866</td>\n",
              "      <td>0.293403</td>\n",
              "      <td>0.552585</td>\n",
              "      <td>0.991083</td>\n",
              "      <td>0.983828</td>\n",
              "      <td>0.991083</td>\n",
              "      <td>0.983828</td>\n",
              "      <td>0.994659</td>\n",
              "      <td>0.990755</td>\n",
              "      <td>0.985333</td>\n",
              "      <td>0.992021</td>\n",
              "      <td>0.742000</td>\n",
              "      <td>0.680851</td>\n",
              "      <td>0.979044</td>\n",
              "      <td>0.978280</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>0.982802</td>\n",
              "      <td>0.977326</td>\n",
              "      <td>0.207926</td>\n",
              "      <td>0.417537</td>\n",
              "      <td>0.992750</td>\n",
              "      <td>0.989830</td>\n",
              "      <td>0.992750</td>\n",
              "      <td>0.989830</td>\n",
              "      <td>0.995856</td>\n",
              "      <td>0.994101</td>\n",
              "      <td>0.980667</td>\n",
              "      <td>0.994681</td>\n",
              "      <td>0.732000</td>\n",
              "      <td>0.728723</td>\n",
              "      <td>0.979444</td>\n",
              "      <td>0.983156</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "    Accuracy  Validation Accuracy  ...       MCC  Validation MCC\n",
              "0   0.548552             0.703818  ...  0.771556        0.844183\n",
              "1   0.785010             0.816731  ...  0.914752        0.900266\n",
              "2   0.857958             0.876542  ...  0.931281        0.920213\n",
              "3   0.902615             0.899592  ...  0.953333        0.957447\n",
              "4   0.929146             0.933186  ...  0.961032        0.956560\n",
              "5   0.948635             0.913138  ...  0.973556        0.908245\n",
              "6   0.955677             0.962904  ...  0.963752        0.988475\n",
              "7   0.967417             0.961487  ...  0.980156        0.976950\n",
              "8   0.972573             0.969323  ...  0.980352        0.973404\n",
              "9   0.973958             0.968740  ...  0.978667        0.974291\n",
              "10  0.980292             0.972699  ...  0.990667        0.985372\n",
              "11  0.979021             0.973866  ...  0.979044        0.978280\n",
              "12  0.982802             0.977326  ...  0.979444        0.983156\n",
              "\n",
              "[13 rows x 16 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 29
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "NG6joUxwLKgE",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 945
        },
        "outputId": "a7d5b218-14a0-4592-b30d-379a2c495d6d"
      },
      "source": [
        "history_visualization(df)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1440x1152 with 8 Axes>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "wPRXwEVALKig"
      },
      "source": [
        "final_model_resnet50.save(\"/content/drive/MyDrive/COVID/resnet_model_best_30k_with_class_weights.h5\")"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "qyAvBMvjlnj3",
        "outputId": "12c84dcd-5001-4286-8353-30e6d3468fd4"
      },
      "source": [
        "predictions = final_model_resnet50.predict(test_images)\n",
        "predictions_index = np.argmax(predictions, axis = -1)\n",
        "test_labels_index = np.vectorize(train_dataset.class_indices.get)(test_labels)\n",
        "print(classification_report(predictions_index, test_labels_index))"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "              precision    recall  f1-score   support\n",
            "\n",
            "           0       0.99      0.94      0.97       802\n",
            "           1       0.90      0.94      0.92      1138\n",
            "           2       0.94      0.95      0.95      1985\n",
            "           3       1.00      0.89      0.94       308\n",
            "\n",
            "    accuracy                           0.94      4233\n",
            "   macro avg       0.96      0.93      0.94      4233\n",
            "weighted avg       0.94      0.94      0.94      4233\n",
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 708
        },
        "id": "VtoWvdgMLPvr",
        "outputId": "8cf0a435-0a4f-42e8-e109-2a7e96d3ca98"
      },
      "source": [
        "plt.figure(figsize=(15, 12))\n",
        "cm = confusion_matrix(predictions_index, test_labels_index)\n",
        "df_cm = pd.DataFrame(cm, index = [i for i in train_dataset.class_indices],\n",
        "                  columns = [i for i in train_dataset.class_indices])\n",
        "sns.set(font_scale=1.4)\n",
        "sns.heatmap(df_cm, annot=True, annot_kws={\"size\": 16}, fmt='g') \n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1080x864 with 2 Axes>"
            ]
          },
          "metadata": {}
        }
      ]
    }
  ]
}