ResNet50 with SVD-CLAHE Boosting with equal number of images with CCE.ipynb

{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "3CzQfhzaAqDL"
      },
      "source": [
        "#Importing libraries and dataset"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "brQocH-3Abfy"
      },
      "outputs": [],
      "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"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "dT6dD2mAccYn"
      },
      "outputs": [],
      "source": [
        "warnings.filterwarnings(\"ignore\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "CYPvV76VKXmW",
        "outputId": "adfd0a85-6381-4171-842d-f1ac4b3c6689"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Mounted at /content/drive\n"
          ]
        }
      ],
      "source": [
        "from google.colab import drive\n",
        "drive.mount('/content/drive')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "XBtH1XIGsdE-"
      },
      "outputs": [],
      "source": [
        "!rm -rf /content/Chest X-Ray image dataset"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "cMWH88uFBITI",
        "outputId": "0b5af250-c307-4f57-9b28-c5d7337b8d41"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "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-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"
          ]
        }
      ],
      "source": [
        "!pip install unrar\n",
        "!unrar x /content/drive/MyDrive/Covid_mrinal/CovidXRay.rar"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "2oOcwXCIA6P_"
      },
      "source": [
        "#Loading main dataset"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "CKbRk4ntAyG1"
      },
      "outputs": [],
      "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)))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "KrpvCNTBCcXo"
      },
      "outputs": [],
      "source": [
        "train_images, test_images, train_labels, test_labels = train_test_split(images, classes_labels, test_size = 0.2, random_state = 42)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "SrTm18T9CllG"
      },
      "outputs": [],
      "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)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "4c3YROFoLEdx",
        "outputId": "ec805243-ce80-4edb-ba82-5ce3b810a03f"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "16932"
            ]
          },
          "execution_count": 8,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "len(train_images)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "zbXUIGHFCfX0"
      },
      "source": [
        "#Upsampling dataset"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "18i_E_AMCx35"
      },
      "outputs": [],
      "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)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "nyhuQH7GDj0O"
      },
      "outputs": [],
      "source": [
        "covid = np.asarray(covid)\n",
        "lung_opacity = np.asarray(lung_opacity)\n",
        "normal = np.asarray(normal)\n",
        "viral_pneumonia = np.asarray(viral_pneumonia)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "RvAmA54QD3kk",
        "outputId": "6df22e39-be74-437e-bf5a-236455a9457b"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "COVID : (2850, 224, 224, 3)\tLung Opacity : (4831, 224, 224, 3)\tNormal : (8180, 224, 224, 3)\tViral Pneumonia : (1071, 224, 224, 3)\n"
          ]
        }
      ],
      "source": [
        "print(f\"COVID : {covid.shape}\\tLung Opacity : {lung_opacity.shape}\\tNormal : {normal.shape}\\tViral Pneumonia : {viral_pneumonia.shape}\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "hPwVDVfYD8Yz"
      },
      "outputs": [],
      "source": [
        "covid_selected = covid[np.random.choice(covid.shape[0], size=2678)]\n",
        "lung_opacity_selected = lung_opacity[np.random.choice(lung_opacity.shape[0], size=524)]\n",
        "normal_selected = normal[np.random.choice(normal.shape[0], size=normal.shape[0] - 2825)]\n",
        "viral_pneumonia_selected = viral_pneumonia"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "x5uQqzNsFBlP",
        "outputId": "e7197d4a-e67b-4813-83a9-c131e8aecce1"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "COVID : (2678, 224, 224, 3)\tLung Opacity : (524, 224, 224, 3)\tNormal : (5355, 224, 224, 3)\tViral Pneumonia : (1071, 224, 224, 3)\n"
          ]
        }
      ],
      "source": [
        "print(f\"COVID : {covid_selected.shape}\\tLung Opacity : {lung_opacity_selected.shape}\\tNormal : {normal_selected.shape}\\tViral Pneumonia : {viral_pneumonia_selected.shape}\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "K5ASAYju1hrT"
      },
      "outputs": [],
      "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"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "m7pPApwLBqhv"
      },
      "outputs": [],
      "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"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "QQDO0Jii1mqq"
      },
      "outputs": [],
      "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"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "dtGFxmN0qcsx"
      },
      "outputs": [],
      "source": [
        "def NormalizeData(data):\n",
        "    return (data - np.min(data)) / (np.max(data) - np.min(data))"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "86jao4hE2PFa"
      },
      "source": [
        "##Upsampling COVID"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "Cevy7qRCViYz"
      },
      "outputs": [],
      "source": [
        "# test_images = test_images.astype(np.float32) / 255"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "m-hzwAw_1wzj"
      },
      "outputs": [],
      "source": [
        "covid_clahe_point_5 = [clahe(x, 0.5, 8) for x in covid_selected]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "Ik1s1lSVmUQR"
      },
      "outputs": [],
      "source": [
        "covid_final = []\n",
        "for i in covid_clahe_point_5:\n",
        "  covid_final.append(i)\n",
        "for i in covid_selected:\n",
        "  covid_final.append(i.astype(np.float32)/255)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "2Mo9-GeAu0ia",
        "outputId": "27ebc490-ff9e-41e2-d19c-1bc8c7e45483"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "array([[[0.04705882, 0.04705882, 0.04705882],\n",
              "        [0.05882353, 0.05882353, 0.05882353],\n",
              "        [0.05882353, 0.05882353, 0.05882353],\n",
              "        ...,\n",
              "        [0.09411765, 0.09411765, 0.09411765],\n",
              "        [0.09803922, 0.09803922, 0.09803922],\n",
              "        [0.11372549, 0.11372549, 0.11372549]],\n",
              "\n",
              "       [[0.07058824, 0.07058824, 0.07058824],\n",
              "        [0.05490196, 0.05490196, 0.05490196],\n",
              "        [0.02745098, 0.02745098, 0.02745098],\n",
              "        ...,\n",
              "        [0.07843138, 0.07843138, 0.07843138],\n",
              "        [0.08235294, 0.08235294, 0.08235294],\n",
              "        [0.09411765, 0.09411765, 0.09411765]],\n",
              "\n",
              "       [[0.04313726, 0.04313726, 0.04313726],\n",
              "        [0.02352941, 0.02352941, 0.02352941],\n",
              "        [0.00392157, 0.00392157, 0.00392157],\n",
              "        ...,\n",
              "        [0.07843138, 0.07843138, 0.07843138],\n",
              "        [0.07843138, 0.07843138, 0.07843138],\n",
              "        [0.08627451, 0.08627451, 0.08627451]],\n",
              "\n",
              "       ...,\n",
              "\n",
              "       [[0.09411765, 0.09411765, 0.09411765],\n",
              "        [0.09019608, 0.09019608, 0.09019608],\n",
              "        [0.16078432, 0.16078432, 0.16078432],\n",
              "        ...,\n",
              "        [0.16862746, 0.16862746, 0.16862746],\n",
              "        [0.16470589, 0.16470589, 0.16470589],\n",
              "        [0.22352941, 0.22352941, 0.22352941]],\n",
              "\n",
              "       [[0.09019608, 0.09019608, 0.09019608],\n",
              "        [0.10196079, 0.10196079, 0.10196079],\n",
              "        [0.20784314, 0.20784314, 0.20784314],\n",
              "        ...,\n",
              "        [0.1764706 , 0.1764706 , 0.1764706 ],\n",
              "        [0.18039216, 0.18039216, 0.18039216],\n",
              "        [0.22745098, 0.22745098, 0.22745098]],\n",
              "\n",
              "       [[0.08235294, 0.08235294, 0.08235294],\n",
              "        [0.12156863, 0.12156863, 0.12156863],\n",
              "        [0.22745098, 0.22745098, 0.22745098],\n",
              "        ...,\n",
              "        [0.1764706 , 0.1764706 , 0.1764706 ],\n",
              "        [0.1882353 , 0.1882353 , 0.1882353 ],\n",
              "        [0.23529412, 0.23529412, 0.23529412]]], dtype=float32)"
            ]
          },
          "execution_count": 20,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "covid_final.pop()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "-erAQ2_muxZC",
        "outputId": "c6328f5e-8360-45bf-d84f-990fce5f758d"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "5355"
            ]
          },
          "execution_count": 21,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "len(covid_final)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "RP0ENTyi2gJp"
      },
      "source": [
        "##Upsampling Viral Pneumonia"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "O1uVYItG2nmr"
      },
      "outputs": [],
      "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]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "zzzCssBZBwet"
      },
      "outputs": [],
      "source": [
        "viral_pneumonia_preprocessed_custom_with_clahe_point_5 = [svdstdwithoutdecompostionC(claheInt(x, 0.5, 8)) for x in viral_pneumonia_selected]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "T9Lkd99m3T9s"
      },
      "outputs": [],
      "source": [
        "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.float32)/255)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "TqVvmN56vIDo"
      },
      "outputs": [],
      "source": [
        "del covid_clahe_point_5, covid_selected, covid"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "nsnyjZwJwOEr",
        "outputId": "90402e20-c7b7-4169-f1b2-7294dfbd9661"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "5355"
            ]
          },
          "execution_count": 26,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "len(covid_final)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "9UzkgtTqwQXa",
        "outputId": "5ae3d7ca-729c-4d1b-c942-eb5c220c9580"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "5355"
            ]
          },
          "execution_count": 27,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "len(viral_pneumonia_final)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "0eL-_tcr32-w"
      },
      "outputs": [],
      "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]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "simpLjhQHV9F"
      },
      "outputs": [],
      "source": [
        "lung_opacity_final = []\n",
        "for i in lung_opacity:\n",
        "  lung_opacity_final.append(i.astype(np.float32)/255)\n",
        "for i in lung_opacity_inter:\n",
        "  lung_opacity_final.append(i)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "mTLZxcLSwV36",
        "outputId": "51ae1a0a-3497-4dd8-9174-6c455736b438"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "5355"
            ]
          },
          "execution_count": 30,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "len(lung_opacity_final)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "VBCBF_3sDryi"
      },
      "outputs": [],
      "source": [
        "del lung_opacity_selected, lung_opacity_inter"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "Dt6Ct4zbLWq5"
      },
      "outputs": [],
      "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\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "4qUq9WbxwFiL",
        "outputId": "be39f4ea-479e-456c-92a1-2c8df42fd189"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "16065"
            ]
          },
          "execution_count": 33,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "len(Y_train)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "kB3xocrgDwst"
      },
      "outputs": [],
      "source": [
        "del covid_final, lung_opacity_final, viral_pneumonia_final"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "eDz_mLcYBHZg"
      },
      "outputs": [],
      "source": [
        "normal_final = []\n",
        "for i in normal_selected:\n",
        "  normal_final.append(i.astype(np.float32)/255)\n",
        "# for i in normal_inter:\n",
        "#   normal_final.append(i)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Y5CkNB6322JP",
        "outputId": "964d121a-c96f-4b69-ea8d-9eb9b8a361a9"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "5355"
            ]
          },
          "execution_count": 36,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "len(normal_final)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "PIi8L76MFYsU"
      },
      "outputs": [],
      "source": [
        "for i in normal_final:\n",
        "  X_train.append(i)\n",
        "  Y_train.append(\"Normal\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "47lKRQTfD3Pr"
      },
      "outputs": [],
      "source": [
        "del normal_final"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "rZiFzpKkBdVw",
        "outputId": "7f61657b-ec88-4f5d-854a-17c132468fcf"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "21420"
            ]
          },
          "execution_count": 39,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "len(X_train)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "CBUflDOGTzVv"
      },
      "outputs": [],
      "source": [
        "lb = LabelBinarizer()\n",
        "Y_train = lb.fit_transform(Y_train)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "LAczBomt5yHI"
      },
      "outputs": [],
      "source": [
        "import pickle \n",
        "pickle.dump(lb, open('binarizer.pkl', 'wb'))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "uKLTaCzz4VjR"
      },
      "outputs": [],
      "source": [
        "import numpy as np\n",
        "from PIL import Image"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 287
        },
        "id": "2MHaynO86Kzd",
        "outputId": "c434b689-76f8-41e2-df63-f715a5ba1b39"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "<matplotlib.image.AxesImage at 0x7f8118dd3210>"
            ]
          },
          "execution_count": 44,
          "metadata": {},
          "output_type": "execute_result"
        },
        {
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        }
      ],
      "source": [
        "plt.imshow(X_train[0])"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "w8CyO0bk6q86"
      },
      "outputs": [],
      "source": [
        "import matplotlib.pyplot as plt"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "HriG2RrC61Gp"
      },
      "outputs": [],
      "source": [
        "import os"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "w0xpX_eG7XkQ"
      },
      "outputs": [],
      "source": [
        "!rm -rf /content/drive/MyDrive/Covid_mrinal/Equal Processed"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "7K8o10xd69bc"
      },
      "outputs": [],
      "source": [
        "base_path = \"/content/drive/MyDrive/Covid_mrinal/Equal Processed\"\n",
        "for i in set(Y_train):\n",
        "  path = f\"{base_path}/{i}\"\n",
        "  try: \n",
        "    os.mkdir(path) \n",
        "  except OSError as error: \n",
        "    print(error)  "
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "0NGsd2tU34Cc"
      },
      "outputs": [],
      "source": [
        "base_path = \"/content/drive/MyDrive/Covid_mrinal/Equal Processed\"\n",
        "for i in range(len(X_train)):\n",
        "  im = np.array(X_train[i])\n",
        "  plt.imsave(f\"{base_path}/{Y_train[i]}/{i}.png\", im)\n",
        "  print(i, end=\"\\t\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "cgqhSFBe75OY"
      },
      "outputs": [],
      "source": [
        "del lb"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "nDitX-S2UU0d"
      },
      "outputs": [],
      "source": [
        "X_train = np.array(X_train, dtype=np.float16)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "mkRep5r-AgpA"
      },
      "outputs": [],
      "source": [
        "X_train.shape"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "TAlZ6dPHHTvf"
      },
      "source": [
        "#Data Visualization"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "5b9qRnE2HPZZ"
      },
      "outputs": [],
      "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\"])"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "erCsAa2CHXXD"
      },
      "outputs": [],
      "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"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "Gzzt0AHYHZ3p"
      },
      "outputs": [],
      "source": [
        "early_stoping = keras.callbacks.EarlyStopping(monitor=\"val_loss\", patience=5, restore_best_weights=True)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "D4nLRwZMHe6T"
      },
      "source": [
        "#Custom Metrics using Tensorflow"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "VsSrpQjeHdDi"
      },
      "outputs": [],
      "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))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "LOKtWzdJHnCa"
      },
      "outputs": [],
      "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)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "Yo4K5FsSHoka"
      },
      "outputs": [],
      "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))"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "bDfub9JSuf4Z"
      },
      "source": [
        "#Image Generator"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "yVJiACiRshUK"
      },
      "outputs": [],
      "source": [
        "image_generator = ImageDataGenerator(validation_split = 0.2)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "kmMF7RkQsruT",
        "outputId": "d2032526-1eb2-44ed-c281-7377d04f1f5f"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Found 17136 images belonging to 4 classes.\n"
          ]
        }
      ],
      "source": [
        "train_dataset = image_generator.flow_from_directory(directory=\"/content/drive/MyDrive/Covid_mrinal/Equal Processed\", target_size=(224, 224), color_mode=\"rgb\", class_mode=\"categorical\", shuffle=True, subset=\"training\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "7dhu9Tjqsrwi",
        "outputId": "de4cb592-e82a-47df-c364-217f5dfd20ac"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Found 4284 images belonging to 4 classes.\n"
          ]
        }
      ],
      "source": [
        "validation_dataset = image_generator.flow_from_directory(directory=\"/content/drive/MyDrive/Covid_mrinal/Equal Processed\", target_size=(224, 224), color_mode=\"rgb\", class_mode=\"categorical\", shuffle=True, subset=\"validation\")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "vWoXGgDIHvWA"
      },
      "source": [
        "#ResNet50 with Categorical Cross Entropy\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "cy2viP0xPffJ",
        "outputId": "57e3f07b-896c-4364-d946-d38f63563b95"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Downloading data from https://storage.googleapis.com/tensorflow/keras-applications/resnet/resnet50_weights_tf_dim_ordering_tf_kernels_notop.h5\n",
            "94773248/94765736 [==============================] - 0s 0us/step\n",
            "94781440/94765736 [==============================] - 0s 0us/step\n",
            "Epoch 1/20\n",
            "536/536 [==============================] - 6392s 12s/step - loss: 2.5988 - accuracy: 0.5496 - precision: 0.8751 - recall: 0.8745 - auc: 0.9323 - specificity: 0.7640 - sensitivity: 0.5616 - mcc: 0.7128 - val_loss: 1.7097 - val_accuracy: 0.7229 - val_precision: 0.9239 - val_recall: 0.9239 - val_auc: 0.9595 - val_specificity: 0.8881 - val_sensitivity: 0.5746 - val_mcc: 0.8346\n",
            "Epoch 2/20\n",
            "536/536 [==============================] - 157s 293ms/step - loss: 0.9841 - accuracy: 0.7636 - precision: 0.9523 - recall: 0.9523 - auc: 0.9745 - specificity: 0.9039 - sensitivity: 0.6549 - mcc: 0.8809 - val_loss: 1.2213 - val_accuracy: 0.7880 - val_precision: 0.9526 - val_recall: 0.9526 - val_auc: 0.9739 - val_specificity: 0.8657 - val_sensitivity: 0.6754 - val_mcc: 0.8818\n",
            "Epoch 3/20\n",
            "536/536 [==============================] - 157s 293ms/step - loss: 0.7549 - accuracy: 0.8303 - precision: 0.9655 - recall: 0.9655 - auc: 0.9820 - specificity: 0.9459 - sensitivity: 0.6754 - mcc: 0.9207 - val_loss: 1.2099 - val_accuracy: 0.8525 - val_precision: 0.9606 - val_recall: 0.9606 - val_auc: 0.9776 - val_specificity: 0.9366 - val_sensitivity: 0.7201 - val_mcc: 0.9098\n",
            "Epoch 4/20\n",
            "536/536 [==============================] - 159s 296ms/step - loss: 0.4946 - accuracy: 0.8706 - precision: 0.9754 - recall: 0.9754 - auc: 0.9871 - specificity: 0.9478 - sensitivity: 0.7174 - mcc: 0.9379 - val_loss: 1.3560 - val_accuracy: 0.8831 - val_precision: 0.9610 - val_recall: 0.9610 - val_auc: 0.9756 - val_specificity: 0.9515 - val_sensitivity: 0.6455 - val_mcc: 0.8912\n",
            "Epoch 5/20\n",
            "536/536 [==============================] - 157s 293ms/step - loss: 0.4586 - accuracy: 0.8973 - precision: 0.9785 - recall: 0.9785 - auc: 0.9886 - specificity: 0.9562 - sensitivity: 0.7360 - mcc: 0.9431 - val_loss: 1.7281 - val_accuracy: 0.9101 - val_precision: 0.9592 - val_recall: 0.9592 - val_auc: 0.9765 - val_specificity: 0.9254 - val_sensitivity: 0.7052 - val_mcc: 0.8968\n",
            "Epoch 6/20\n",
            "536/536 [==============================] - 157s 293ms/step - loss: 0.3516 - accuracy: 0.9205 - precision: 0.9831 - recall: 0.9831 - auc: 0.9913 - specificity: 0.9515 - sensitivity: 0.7481 - mcc: 0.9532 - val_loss: 1.7172 - val_accuracy: 0.9196 - val_precision: 0.9631 - val_recall: 0.9631 - val_auc: 0.9776 - val_specificity: 0.9440 - val_sensitivity: 0.7090 - val_mcc: 0.9123\n",
            "Epoch 7/20\n",
            "536/536 [==============================] - 157s 292ms/step - loss: 0.3266 - accuracy: 0.9323 - precision: 0.9851 - recall: 0.9851 - auc: 0.9921 - specificity: 0.9683 - sensitivity: 0.6996 - mcc: 0.9529 - val_loss: 1.8829 - val_accuracy: 0.9370 - val_precision: 0.9648 - val_recall: 0.9648 - val_auc: 0.9781 - val_specificity: 0.9403 - val_sensitivity: 0.7164 - val_mcc: 0.9204\n",
            "Epoch 8/20\n",
            "536/536 [==============================] - 157s 293ms/step - loss: 0.3563 - accuracy: 0.9408 - precision: 0.9845 - recall: 0.9845 - auc: 0.9914 - specificity: 0.9590 - sensitivity: 0.7313 - mcc: 0.9656 - val_loss: 2.0039 - val_accuracy: 0.9379 - val_precision: 0.9631 - val_recall: 0.9631 - val_auc: 0.9770 - val_specificity: 0.9366 - val_sensitivity: 0.6791 - val_mcc: 0.9179\n"
          ]
        }
      ],
      "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])"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "Voi_h2esIH2E"
      },
      "outputs": [],
      "source": [
        "df = data(resnet50_history)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 337
        },
        "id": "DHssyQaUKIVf",
        "outputId": "57c12075-3eb0-49c0-d0ba-a30fc1393431"
      },
      "outputs": [
        {
          "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",
              "        vertical-align: top;\n",
              "    }\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>0.549618</td>\n",
              "      <td>0.722864</td>\n",
              "      <td>2.598834</td>\n",
              "      <td>1.709746</td>\n",
              "      <td>0.874533</td>\n",
              "      <td>0.923903</td>\n",
              "      <td>0.875095</td>\n",
              "      <td>0.923903</td>\n",
              "      <td>0.932282</td>\n",
              "      <td>0.959502</td>\n",
              "      <td>0.763992</td>\n",
              "      <td>0.888060</td>\n",
              "      <td>0.561567</td>\n",
              "      <td>0.574627</td>\n",
              "      <td>0.712842</td>\n",
              "      <td>0.834577</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>0.763553</td>\n",
              "      <td>0.788049</td>\n",
              "      <td>0.984126</td>\n",
              "      <td>1.221337</td>\n",
              "      <td>0.952264</td>\n",
              "      <td>0.952614</td>\n",
              "      <td>0.952264</td>\n",
              "      <td>0.952614</td>\n",
              "      <td>0.974511</td>\n",
              "      <td>0.973888</td>\n",
              "      <td>0.903918</td>\n",
              "      <td>0.865672</td>\n",
              "      <td>0.654851</td>\n",
              "      <td>0.675373</td>\n",
              "      <td>0.880908</td>\n",
              "      <td>0.881841</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>0.830343</td>\n",
              "      <td>0.852533</td>\n",
              "      <td>0.754880</td>\n",
              "      <td>1.209876</td>\n",
              "      <td>0.965453</td>\n",
              "      <td>0.960551</td>\n",
              "      <td>0.965453</td>\n",
              "      <td>0.960551</td>\n",
              "      <td>0.981983</td>\n",
              "      <td>0.977560</td>\n",
              "      <td>0.945895</td>\n",
              "      <td>0.936567</td>\n",
              "      <td>0.675373</td>\n",
              "      <td>0.720149</td>\n",
              "      <td>0.920709</td>\n",
              "      <td>0.909826</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>0.870565</td>\n",
              "      <td>0.883053</td>\n",
              "      <td>0.494573</td>\n",
              "      <td>1.355966</td>\n",
              "      <td>0.975432</td>\n",
              "      <td>0.961018</td>\n",
              "      <td>0.975432</td>\n",
              "      <td>0.961018</td>\n",
              "      <td>0.987082</td>\n",
              "      <td>0.975576</td>\n",
              "      <td>0.947761</td>\n",
              "      <td>0.951492</td>\n",
              "      <td>0.717351</td>\n",
              "      <td>0.645522</td>\n",
              "      <td>0.937930</td>\n",
              "      <td>0.891169</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>0.897263</td>\n",
              "      <td>0.910072</td>\n",
              "      <td>0.458601</td>\n",
              "      <td>1.728136</td>\n",
              "      <td>0.978466</td>\n",
              "      <td>0.959150</td>\n",
              "      <td>0.978466</td>\n",
              "      <td>0.959150</td>\n",
              "      <td>0.988635</td>\n",
              "      <td>0.976539</td>\n",
              "      <td>0.956157</td>\n",
              "      <td>0.925373</td>\n",
              "      <td>0.736007</td>\n",
              "      <td>0.705224</td>\n",
              "      <td>0.943149</td>\n",
              "      <td>0.896766</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>0.920474</td>\n",
              "      <td>0.919585</td>\n",
              "      <td>0.351555</td>\n",
              "      <td>1.717195</td>\n",
              "      <td>0.983135</td>\n",
              "      <td>0.963119</td>\n",
              "      <td>0.983135</td>\n",
              "      <td>0.963119</td>\n",
              "      <td>0.991292</td>\n",
              "      <td>0.977566</td>\n",
              "      <td>0.951492</td>\n",
              "      <td>0.944030</td>\n",
              "      <td>0.748134</td>\n",
              "      <td>0.708955</td>\n",
              "      <td>0.953203</td>\n",
              "      <td>0.912313</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>0.932277</td>\n",
              "      <td>0.936975</td>\n",
              "      <td>0.326619</td>\n",
              "      <td>1.882902</td>\n",
              "      <td>0.985119</td>\n",
              "      <td>0.964753</td>\n",
              "      <td>0.985119</td>\n",
              "      <td>0.964753</td>\n",
              "      <td>0.992118</td>\n",
              "      <td>0.978118</td>\n",
              "      <td>0.968283</td>\n",
              "      <td>0.940298</td>\n",
              "      <td>0.699627</td>\n",
              "      <td>0.716418</td>\n",
              "      <td>0.952892</td>\n",
              "      <td>0.920398</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>0.940783</td>\n",
              "      <td>0.937908</td>\n",
              "      <td>0.356251</td>\n",
              "      <td>2.003944</td>\n",
              "      <td>0.984535</td>\n",
              "      <td>0.963119</td>\n",
              "      <td>0.984535</td>\n",
              "      <td>0.963119</td>\n",
              "      <td>0.991421</td>\n",
              "      <td>0.976956</td>\n",
              "      <td>0.958955</td>\n",
              "      <td>0.936567</td>\n",
              "      <td>0.731343</td>\n",
              "      <td>0.679104</td>\n",
              "      <td>0.965641</td>\n",
              "      <td>0.917910</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "   Accuracy  Validation Accuracy  ...       MCC  Validation MCC\n",
              "0  0.549618             0.722864  ...  0.712842        0.834577\n",
              "1  0.763553             0.788049  ...  0.880908        0.881841\n",
              "2  0.830343             0.852533  ...  0.920709        0.909826\n",
              "3  0.870565             0.883053  ...  0.937930        0.891169\n",
              "4  0.897263             0.910072  ...  0.943149        0.896766\n",
              "5  0.920474             0.919585  ...  0.953203        0.912313\n",
              "6  0.932277             0.936975  ...  0.952892        0.920398\n",
              "7  0.940783             0.937908  ...  0.965641        0.917910\n",
              "\n",
              "[8 rows x 16 columns]"
            ]
          },
          "execution_count": 20,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "df"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "crlQnZADqYWD"
      },
      "outputs": [],
      "source": [
        "df.to_csv(\"resnet50_best_model_30k.csv\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 934
        },
        "id": "TMK01GD8KMAz",
        "outputId": "e9128822-b4c9-413d-b6aa-a6d779c7ab5d"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1440x1152 with 8 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "history_visualization(df)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "JsgIC2poKN5y"
      },
      "outputs": [],
      "source": [
        "final_model_resnet50.save(\"/content/drive/MyDrive/COVID/resnet_model_best_30k.h5\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "KnsczBCWsQcs"
      },
      "outputs": [],
      "source": [
        "final_model_resnet50.save_weights(\"/content/drive/MyDrive/COVID/resnet_model_best_30k_weights.h5\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "LEkQvVgUlEM4",
        "outputId": "82792969-50dc-418d-e16a-ffc8420b02b5"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "{'COVID': 0, 'Lung opacity': 1, 'Normal': 2, 'Viral Pneumonia': 3}"
            ]
          },
          "execution_count": 23,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "train_dataset.class_indices"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "vV5iYJcctlRW"
      },
      "outputs": [],
      "source": [
        "import pickle \n",
        "pickle.dump(train_dataset.class_indices, open('train_dataset.pkl', 'wb'))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "16x2yBKMlI7t"
      },
      "outputs": [],
      "source": [
        "predictions = final_model_resnet50.predict(test_images)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "Tbqwvd54lUZu"
      },
      "outputs": [],
      "source": [
        "predictions_index = np.argmax(predictions, axis = -1)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "WNaxMgCGloHb"
      },
      "outputs": [],
      "source": [
        "test_labels_index = np.vectorize(train_dataset.class_indices.get)(test_labels)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Nr-LygfRKOEN",
        "outputId": "49825dce-d3ca-456e-9f21-77e20c94f9b6"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "              precision    recall  f1-score   support\n",
            "\n",
            "           0       0.91      0.94      0.92       744\n",
            "           1       0.85      0.89      0.87      1133\n",
            "           2       0.94      0.90      0.92      2089\n",
            "           3       0.95      0.97      0.96       267\n",
            "\n",
            "    accuracy                           0.91      4233\n",
            "   macro avg       0.91      0.93      0.92      4233\n",
            "weighted avg       0.91      0.91      0.91      4233\n",
            "\n"
          ]
        }
      ],
      "source": [
        "print(classification_report(predictions_index, test_labels_index))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 708
        },
        "id": "MU81Di6qKOGo",
        "outputId": "ab33b979-f014-4c59-86d1-9373e92b339f"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1080x864 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "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()"
      ]
    }
  ],
  "metadata": {
    "accelerator": "GPU",
    "colab": {
      "collapsed_sections": [
        "zbXUIGHFCfX0"
      ],
      "machine_shape": "hm",
      "name": "Resnet 50 Experiment with equal for all classes.ipynb",
      "provenance": [],
      "toc_visible": true
    },
    "kernelspec": {
      "display_name": "Python 3",
      "language": "python",
      "name": "python3"
    },
    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3",
      "version": "3.8.5"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}