Medical_Fake_Test.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": [],
      "gpuType": "T4"
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "markdown",
      "source": [
        "#Load Libraries"
      ],
      "metadata": {
        "id": "-gFDrFYQiGU5"
      }
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "id": "6IdQV7PRMiva"
      },
      "outputs": [],
      "source": [
        "import tensorflow as tf\n",
        "import cv2\n",
        "import numpy as np\n",
        "from IPython.display import display, HTML\n",
        "from tensorflow.keras.preprocessing.image import ImageDataGenerator\n",
        "import warnings\n"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "#Download Weights and Testing Files"
      ],
      "metadata": {
        "id": "MCmiasj1ivpq"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "!wget https://www.dropbox.com/scl/fo/m6e7grzxvrbhjj1zqoakp/AFVEWT9e0iKTquB5c8EMh3I?rlkey=o9c4tdqilk141imof6t349wej&st=y6vnwysz&dl=0"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "IQCV7drriuaW",
        "outputId": "59f6b92e-c993-4a2e-8df5-194c3145b70c"
      },
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "--2024-08-19 03:34:36--  https://www.dropbox.com/scl/fo/m6e7grzxvrbhjj1zqoakp/AFVEWT9e0iKTquB5c8EMh3I?rlkey=o9c4tdqilk141imof6t349wej\n",
            "Resolving www.dropbox.com (www.dropbox.com)... 162.125.81.18, 2620:100:6031:18::a27d:5112\n",
            "Connecting to www.dropbox.com (www.dropbox.com)|162.125.81.18|:443... connected.\n",
            "HTTP request sent, awaiting response... 302 Found\n",
            "Location: https://uc27433e7214034a980c64aa3cf8.dl.dropboxusercontent.com/zip_download_get/B8QIPBQsxaaiaDnFni585YZDZCbYWWICKQz4eGUJWegd0JwSeVPsobM-jvOuLskievQ61W-NqQbDPCsrsyI2FH9EEIkMNN-17rSUBMzoBx-QYg# [following]\n",
            "--2024-08-19 03:34:36--  https://uc27433e7214034a980c64aa3cf8.dl.dropboxusercontent.com/zip_download_get/B8QIPBQsxaaiaDnFni585YZDZCbYWWICKQz4eGUJWegd0JwSeVPsobM-jvOuLskievQ61W-NqQbDPCsrsyI2FH9EEIkMNN-17rSUBMzoBx-QYg\n",
            "Resolving uc27433e7214034a980c64aa3cf8.dl.dropboxusercontent.com (uc27433e7214034a980c64aa3cf8.dl.dropboxusercontent.com)... 162.125.81.15, 2620:100:6031:15::a27d:510f\n",
            "Connecting to uc27433e7214034a980c64aa3cf8.dl.dropboxusercontent.com (uc27433e7214034a980c64aa3cf8.dl.dropboxusercontent.com)|162.125.81.15|:443... connected.\n",
            "HTTP request sent, awaiting response... 200 OK\n",
            "Length: 246442437 (235M) [application/zip]\n",
            "Saving to: ‘AFVEWT9e0iKTquB5c8EMh3I?rlkey=o9c4tdqilk141imof6t349wej’\n",
            "\n",
            "AFVEWT9e0iKTquB5c8E 100%[===================>] 235.03M  12.7MB/s    in 19s     \n",
            "\n",
            "2024-08-19 03:34:56 (12.2 MB/s) - ‘AFVEWT9e0iKTquB5c8EMh3I?rlkey=o9c4tdqilk141imof6t349wej’ saved [246442437/246442437]\n",
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "#Unrar/Extract Weights and Testing Folders"
      ],
      "metadata": {
        "id": "CTVHFmWAiKDZ"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "!pip install unrar\n",
        "\n",
        "!unrar x /content/AFVEWT9e0iKTquB5c8EMh3I?rlkey=o9c4tdqilk141imof6t349wej"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "xq-cKrM2dmYG",
        "outputId": "3e223267-4d01-496c-ac49-db162b14a0d1"
      },
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Collecting unrar\n",
            "  Downloading unrar-0.4-py3-none-any.whl.metadata (3.0 kB)\n",
            "Downloading unrar-0.4-py3-none-any.whl (25 kB)\n",
            "Installing collected packages: unrar\n",
            "Successfully installed unrar-0.4\n",
            "\n",
            "UNRAR 6.11 beta 1 freeware      Copyright (c) 1993-2022 Alexander Roshal\n",
            "\n",
            "\n",
            "Extracting from /content/AFVEWT9e0iKTquB5c8EMh3I?rlkey=o9c4tdqilk141imof6t349wej\n",
            "\n",
            "Extracting  InceptionV3+StratifiedKFold_Best_Weights.keras               \b\b\b\b  1%\b\b\b\b  3%\b\b\b\b  5%\b\b\b\b  6%\b\b\b\b  8%\b\b\b\b 10%\b\b\b\b 11%\b\b\b\b 13%\b\b\b\b 15%\b\b\b\b 17%\b\b\b\b 18%\b\b\b\b 20%\b\b\b\b 22%\b\b\b\b 23%\b\b\b\b 25%\b\b\b\b 27%\b\b\b\b 28%\b\b\b\b 30%\b\b\b\b 32%\b\b\b\b 34%\b\b\b\b 35%\b\b\b\b 37%\b\b\b\b 39%\b\b\b\b 40%\b\b\b\b 42%\b\b\b\b 44%\b\b\b\b 45%\b\b\b\b 47%\b\b\b\b 49%\b\b\b\b 51%\b\b\b\b 52%\b\b\b\b 54%\b\b\b\b 56%\b\b\b\b 57%\b\b\b\b 59%\b\b\b\b 61%\b\b\b\b 62%\b\b\b\b 64%\b\b\b\b 66%\b\b\b\b 68%\b\b\b\b 69%\b\b\b\b 71%\b\b\b\b 73%\b\b\b\b 74%\b\b\b\b 76%\b\b\b\b 78%\b\b\b\b 80%\b\b\b\b 81%\b\b\b\b 83%\b\b\b\b 85%\b\b\b\b 86%\b\b\b\b 88%\b\b\b\b 90%\b\b\b\b 91%\b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Creating    test                                                      OK\n",
            "Creating    test/real_malignant                                       OK\n",
            "Extracting  test/real_malignant/1.jpg                                    \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1003.jpg                                 \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1005.jpg                                 \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1007.jpg                                 \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1009.jpg                                 \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1012.jpg                                 \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1019.jpg                                 \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1022.jpg                                 \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1026.jpg                                 \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1027.jpg                                 \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1037.jpg                                 \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1038.jpg                                 \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1046.jpg                                 \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1049.jpg                                 \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1056.jpg                                 \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1058.jpg                                 \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1065.jpg                                 \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1074.jpg                                 \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1080.jpg                                 \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1083.jpg                                 \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1089.jpg                                 \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1091.jpg                                 \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1094.jpg                                 \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/110.jpg                                  \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1112.jpg                                 \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1113.jpg                                 \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1119.jpg                                 \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1120.jpg                                 \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1128.jpg                                 \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1135.jpg                                 \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1141.jpg                                 \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1150.jpg                                 \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1151.jpg                                 \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1155.jpg                                 \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1156.jpg                                 \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1160.jpg                                 \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1164.jpg                                 \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1166.jpg                                 \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1170.jpg                                 \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1173.jpg                                 \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1176.jpg                                 \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1185.jpg                                 \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1186.jpg                                 \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1187.jpg                                 \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1189.jpg                                 \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1194.jpg                                 \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1197.jpg                                 \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1198.jpg                                 \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1211.jpg                                 \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1215.jpg                                 \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1216.jpg                                 \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1218.jpg                                 \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1220.jpg                                 \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1221.jpg                                 \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1227.jpg                                 \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1228.jpg                                 \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1229.jpg                                 \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1234.jpg                                 \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1238.jpg                                 \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1242.jpg                                 \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1251.jpg                                 \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1254.jpg                                 \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1256.jpg                                 \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1262.jpg                                 \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1266.jpg                                 \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1267.jpg                                 \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1268.jpg                                 \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1280.jpg                                 \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1286.jpg                                 \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1289.jpg                                 \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/129.jpg                                  \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1292.jpg                                 \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1295.jpg                                 \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1297.jpg                                 \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/13.jpg                                   \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1300.jpg                                 \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1310.jpg                                 \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1320.jpg                                 \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1322.jpg                                 \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1330.jpg                                 \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1333.jpg                                 \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1336.jpg                                 \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1339.jpg                                 \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1342.jpg                                 \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1347.jpg                                 \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1354.jpg                                 \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1355.jpg                                 \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1358.jpg                                 \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1359.jpg                                 \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1364.jpg                                 \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1366.jpg                                 \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1370.jpg                                 \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1374.jpg                                 \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1378.jpg                                 \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1379.jpg                                 \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1380.jpg                                 \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1382.jpg                                 \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1383.jpg                                 \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/139.jpg                                  \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1395.jpg                                 \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1401.jpg                                 \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1402.jpg                                 \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1417.jpg                                 \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1422.jpg                                 \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1425.jpg                                 \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1427.jpg                                 \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1430.jpg                                 \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1436.jpg                                 \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1438.jpg                                 \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1443.jpg                                 \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1447.jpg                                 \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1451.jpg                                 \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1461.jpg                                 \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1464.jpg                                 \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1484.jpg                                 \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1489.jpg                                 \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1495.jpg                                 \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/1499.jpg                                 \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/156.jpg                                  \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/161.jpg                                  \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/17.jpg                                   \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/173.jpg                                  \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/179.jpg                                  \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/182.jpg                                  \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/184.jpg                                  \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/185.jpg                                  \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/186.jpg                                  \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/190.jpg                                  \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/193.jpg                                  \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/195.jpg                                  \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/196.jpg                                  \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/200.jpg                                  \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/208.jpg                                  \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/231.jpg                                  \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/232.jpg                                  \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/237.jpg                                  \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/238.jpg                                  \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/24.jpg                                   \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/247.jpg                                  \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/256.jpg                                  \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/257.jpg                                  \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/258.jpg                                  \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/260.jpg                                  \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/275.jpg                                  \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/276.jpg                                  \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/3.jpg                                    \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/303.jpg                                  \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/307.jpg                                  \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/310.jpg                                  \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/317.jpg                                  \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/318.jpg                                  \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/322.jpg                                  \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/33.jpg                                   \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/338.jpg                                  \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/342.jpg                                  \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/343.jpg                                  \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/348.jpg                                  \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/355.jpg                                  \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/356.jpg                                  \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/360.jpg                                  \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/364.jpg                                  \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/375.jpg                                  \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/381.jpg                                  \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/382.jpg                                  \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/384.jpg                                  \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/389.jpg                                  \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/39.jpg                                   \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/390.jpg                                  \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/394.jpg                                  \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/399.jpg                                  \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/4.jpg                                    \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/402.jpg                                  \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/405.jpg                                  \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/407.jpg                                  \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/409.jpg                                  \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/419.jpg                                  \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/421.jpg                                  \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/424.jpg                                  \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/426.jpg                                  \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/428.jpg                                  \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/430.jpg                                  \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/436.jpg                                  \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/437.jpg                                  \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/44.jpg                                   \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/445.jpg                                  \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/450.jpg                                  \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/459.jpg                                  \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/46.jpg                                   \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/463.jpg                                  \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/474.jpg                                  \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/479.jpg                                  \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/483.jpg                                  \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/501.jpg                                  \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/504.jpg                                  \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/507.jpg                                  \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/508.jpg                                  \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/511.jpg                                  \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/519.jpg                                  \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/52.jpg                                   \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/528.jpg                                  \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/536.jpg                                  \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/54.jpg                                   \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/546.jpg                                  \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/554.jpg                                  \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/556.jpg                                  \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/562.jpg                                  \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/568.jpg                                  \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/57.jpg                                   \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/570.jpg                                  \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/572.jpg                                  \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/573.jpg                                  \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/575.jpg                                  \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/58.jpg                                   \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/590.jpg                                  \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/592.jpg                                  \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/593.jpg                                  \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/596.jpg                                  \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/602.jpg                                  \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/603.jpg                                  \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/614.jpg                                  \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/615.jpg                                  \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/619.jpg                                  \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/62.jpg                                   \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/628.jpg                                  \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/638.jpg                                  \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/641.jpg                                  \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/643.jpg                                  \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/65.jpg                                   \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/653.jpg                                  \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/658.jpg                                  \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/66.jpg                                   \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/660.jpg                                  \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/667.jpg                                  \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/670.jpg                                  \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/674.jpg                                  \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/679.jpg                                  \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/68.jpg                                   \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/686.jpg                                  \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/694.jpg                                  \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/696.jpg                                  \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/706.jpg                                  \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/709.jpg                                  \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/713.jpg                                  \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/73.jpg                                   \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/735.jpg                                  \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/739.jpg                                  \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/74.jpg                                   \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/744.jpg                                  \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/747.jpg                                  \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/749.jpg                                  \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/757.jpg                                  \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/759.jpg                                  \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/762.jpg                                  \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/763.jpg                                  \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/771.jpg                                  \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/773.jpg                                  \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/778.jpg                                  \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/792.jpg                                  \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/794.jpg                                  \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/797.jpg                                  \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/8.jpg                                    \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/804.jpg                                  \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/808.jpg                                  \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/81.jpg                                   \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/817.jpg                                  \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/822.jpg                                  \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/826.jpg                                  \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/832.jpg                                  \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/836.jpg                                  \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/838.jpg                                  \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/839.jpg                                  \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/85.jpg                                   \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/852.jpg                                  \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/859.jpg                                  \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/864.jpg                                  \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/866.jpg                                  \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/868.jpg                                  \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/87.jpg                                   \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/871.jpg                                  \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/874.jpg                                  \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/881.jpg                                  \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/887.jpg                                  \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/893.jpg                                  \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/894.jpg                                  \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/905.jpg                                  \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/91.jpg                                   \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/92.jpg                                   \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/927.jpg                                  \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/93.jpg                                   \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/934.jpg                                  \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/937.jpg                                  \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/940.jpg                                  \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/947.jpg                                  \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/948.jpg                                  \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/949.jpg                                  \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/953.jpg                                  \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/985.jpg                                  \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/992.jpg                                  \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/994.jpg                                  \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/real_malignant/995.jpg                                  \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Creating    test/stable_fake_malignant                                OK\n",
            "Extracting  test/stable_fake_malignant/1.jpg                             \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1003.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1005.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1007.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1009.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1012.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1019.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1022.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1026.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1027.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1037.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1038.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1046.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1049.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1056.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1058.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1065.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1074.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1080.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1083.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1089.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1091.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1094.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/110.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1112.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1113.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1119.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1120.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1128.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1135.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1141.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1150.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1151.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1155.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1156.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1160.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1164.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1166.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1170.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1173.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1176.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1185.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1186.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1187.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1189.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1194.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1197.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1198.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1211.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1215.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1216.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1218.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1220.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1221.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1227.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1228.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1229.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1234.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1238.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1242.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1251.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1254.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1256.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1262.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1266.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1267.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1268.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1280.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1286.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1289.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/129.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1292.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1295.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1297.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/13.jpg                            \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1300.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1310.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1320.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1322.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1330.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1333.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1336.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1339.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1342.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1347.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1354.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1355.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1358.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1359.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1364.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1366.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1370.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1374.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1378.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1379.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1380.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1382.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1383.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/139.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1395.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1401.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1402.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1417.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1422.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1425.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1427.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1430.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1436.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1438.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1443.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1447.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1451.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1461.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1464.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1484.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1489.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1495.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/1499.jpg                          \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/156.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/161.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/17.jpg                            \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/173.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/179.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/182.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/184.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/185.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/186.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/190.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/193.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/195.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/196.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/200.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/208.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/231.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/232.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/237.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/238.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/24.jpg                            \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/247.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/256.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/257.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/258.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/260.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/275.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/276.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/3.jpg                             \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/303.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/307.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/310.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/317.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/318.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/322.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/33.jpg                            \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/338.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/342.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/343.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/348.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/355.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/356.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/360.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/364.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/375.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/381.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/382.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/384.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/389.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/39.jpg                            \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/390.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/394.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/399.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/4.jpg                             \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/402.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/405.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/407.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/409.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/419.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/421.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/424.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/426.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/428.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/430.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/436.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/437.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/44.jpg                            \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/445.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/450.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/459.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/46.jpg                            \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/463.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/474.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/479.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/483.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/501.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/504.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/507.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/508.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/511.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/519.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/52.jpg                            \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/528.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/536.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/54.jpg                            \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/546.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/554.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/556.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/562.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/568.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/57.jpg                            \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/570.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/572.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/573.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/575.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/58.jpg                            \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/590.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/592.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/593.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/596.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/602.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/603.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/614.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/615.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/619.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/62.jpg                            \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/628.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/638.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/641.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/643.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/65.jpg                            \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/653.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/658.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/66.jpg                            \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/660.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/667.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/670.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/674.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/679.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/68.jpg                            \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/686.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/694.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/696.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/706.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/709.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/713.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/73.jpg                            \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/735.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/739.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/74.jpg                            \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/744.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/747.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/749.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/757.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/759.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/762.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/763.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/771.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/773.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/778.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/792.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/794.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/797.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/8.jpg                             \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/804.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/808.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/81.jpg                            \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/817.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/822.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/826.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/832.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/836.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/838.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/839.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/85.jpg                            \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/852.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/859.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/864.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/866.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/868.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/87.jpg                            \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/871.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/874.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/881.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/887.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/893.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/894.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/905.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/91.jpg                            \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/92.jpg                            \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/927.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/93.jpg                            \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/934.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/937.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/940.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/947.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/948.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/949.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/953.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/985.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/992.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/994.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  test/stable_fake_malignant/995.jpg                           \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Creating    test/.ipynb_checkpoints                                   OK\n",
            "All OK\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "#Load the Model"
      ],
      "metadata": {
        "id": "rmcsH2gFi-N0"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "model = tf.keras.models.load_model('InceptionV3+StratifiedKFold_Best_Weights.keras')"
      ],
      "metadata": {
        "id": "B84T0wFfMrIf"
      },
      "execution_count": 4,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "#Settig Test Generator"
      ],
      "metadata": {
        "id": "ytcuk94CjCAi"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "test_generator = ImageDataGenerator(\n",
        "     rescale = 1./255,\n",
        "\n",
        "  )"
      ],
      "metadata": {
        "id": "_eywQAZ3ZyaO"
      },
      "execution_count": 5,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "dataset = \"/content/test\"\n",
        "import os\n",
        "from pathlib import Path\n",
        "import pandas as pd\n",
        "image_dir = Path(dataset)\n",
        "# Get filepaths and labels\n",
        "filepaths = list(image_dir.glob(r'**/*.jpg'))\n",
        "\n",
        "labels = list(map(lambda x: os.path.split(os.path.split(x)[0])[1], filepaths))\n",
        "\n",
        "filepaths = pd.Series(filepaths, name='Filepath').astype(str)\n",
        "labels = pd.Series(labels, name='Label')\n",
        "\n",
        "# Concatenate filepaths and labels\n",
        "t_df = pd.concat([filepaths, labels], axis=1)\n",
        "\n",
        "test_images = test_generator.flow_from_dataframe(\n",
        "      dataframe=t_df,\n",
        "      x_col='Filepath',\n",
        "      y_col='Label',\n",
        "      target_size=(224, 224),\n",
        "      color_mode='rgb',\n",
        "      class_mode='binary',\n",
        "      batch_size=32,\n",
        "      shuffle=False\n",
        "  )"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "CmXb4BPxaBDn",
        "outputId": "d33a89f1-1b9f-4fd2-8510-4294cd75028e"
      },
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Found 600 validated image filenames belonging to 2 classes.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "#Evaluate for the Test Images (Be Patience)"
      ],
      "metadata": {
        "id": "Zz-i52vgmeeK"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "warnings.filterwarnings(\"ignore\")\n",
        "results = model.evaluate(test_images, verbose=0)\n",
        "\n",
        "print(\"Test Loss: {:.5f}\".format(results[0]))\n",
        "print(\"Test Accuracy: {:.2f}%\".format(results[1] * 100))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "RxEpeATreiy0",
        "outputId": "91613e8f-a59f-4aee-cd42-c99c46a10bce"
      },
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Test Loss: 0.03022\n",
            "Test Accuracy: 99.17%\n"
          ]
        }
      ]
    }
  ]
}