VGG19.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": [],
      "gpuType": "T4",
      "authorship_tag": "ABX9TyNa67F+letCiSThqCJmksAD",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/eshal26/Leukemia-classification/blob/main/VGG19.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 2,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "5n-9goI94Clc",
        "outputId": "10da0508-3d97-44a7-8a6e-ccc7e4406f54"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Archive:  Original.zip\n",
            "   creating: Original/Benign/\n",
            "  inflating: Original/Benign/WBC-Benign-001.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-002.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-003.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-004.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-005.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-006.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-007.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-008.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-009.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-010.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-011.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-012.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-013.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-014.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-015.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-016.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-017.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-018.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-019.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-020.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-021.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-022.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-023.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-024.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-025.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-026.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-027.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-028.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-029.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-030.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-031.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-032.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-033.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-034.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-035.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-036.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-037.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-038.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-039.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-040.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-041.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-042.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-043.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-044.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-045.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-046.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-047.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-048.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-049.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-050.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-051.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-052.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-053.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-054.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-055.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-056.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-057.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-058.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-059.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-060.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-061.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-062.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-063.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-064.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-065.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-066.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-067.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-068.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-069.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-070.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-071.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-072.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-073.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-074.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-075.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-076.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-077.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-078.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-079.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-080.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-081.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-082.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-083.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-084.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-085.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-086.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-087.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-088.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-089.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-090.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-091.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-092.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-093.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-094.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-095.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-096.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-097.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-098.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-099.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-100.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-101.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-102.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-103.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-104.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-105.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-106.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-107.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-108.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-109.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-110.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-111.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-112.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-113.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-114.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-115.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-116.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-117.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-118.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-119.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-120.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-121.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-122.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-123.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-124.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-125.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-126.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-127.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-128.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-129.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-130.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-131.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-132.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-133.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-134.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-135.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-136.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-137.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-138.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-139.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-140.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-141.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-142.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-143.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-144.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-145.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-146.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-147.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-148.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-149.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-150.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-151.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-152.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-153.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-154.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-155.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-156.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-157.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-158.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-159.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-160.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-161.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-162.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-163.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-164.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-165.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-166.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-167.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-168.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-169.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-170.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-171.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-172.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-173.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-174.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-175.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-176.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-177.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-178.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-179.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-180.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-181.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-182.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-183.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-184.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-185.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-186.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-187.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-188.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-189.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-190.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-191.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-192.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-193.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-194.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-195.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-196.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-197.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-198.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-199.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-200.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-201.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-202.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-203.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-204.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-205.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-206.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-207.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-208.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-209.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-210.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-211.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-212.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-213.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-214.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-215.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-216.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-217.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-218.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-219.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-220.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-221.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-222.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-223.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-224.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-225.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-226.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-227.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-228.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-229.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-230.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-231.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-232.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-233.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-234.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-235.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-236.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-237.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-238.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-239.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-240.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-241.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-242.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-243.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-244.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-245.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-246.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-247.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-248.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-249.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-250.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-251.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-252.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-253.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-254.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-255.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-256.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-257.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-258.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-259.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-260.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-261.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-262.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-263.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-264.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-265.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-266.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-267.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-268.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-269.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-270.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-271.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-272.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-273.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-274.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-275.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-276.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-277.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-278.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-279.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-280.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-281.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-282.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-283.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-284.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-285.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-286.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-287.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-288.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-289.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-290.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-291.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-292.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-293.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-294.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-295.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-296.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-297.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-298.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-299.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-300.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-301.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-302.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-303.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-304.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-305.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-306.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-307.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-308.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-309.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-310.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-311.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-312.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-313.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-314.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-315.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-316.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-317.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-318.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-319.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-320.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-321.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-322.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-323.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-324.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-325.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-326.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-327.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-328.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-329.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-330.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-331.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-332.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-333.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-334.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-335.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-336.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-337.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-338.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-339.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-340.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-341.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-342.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-343.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-344.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-345.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-346.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-347.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-348.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-349.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-350.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-351.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-352.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-353.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-354.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-355.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-356.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-357.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-358.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-359.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-360.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-361.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-362.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-363.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-364.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-365.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-366.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-367.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-368.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-369.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-370.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-371.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-372.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-373.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-374.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-375.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-376.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-377.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-378.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-379.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-380.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-381.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-382.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-383.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-384.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-385.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-386.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-387.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-388.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-389.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-390.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-391.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-392.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-393.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-394.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-395.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-396.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-397.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-398.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-399.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-400.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-401.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-402.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-403.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-404.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-405.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-406.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-407.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-408.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-409.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-410.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-411.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-412.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-413.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-414.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-415.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-416.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-417.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-418.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-419.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-420.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-421.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-422.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-423.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-424.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-425.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-426.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-427.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-428.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-429.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-430.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-431.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-432.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-433.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-434.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-435.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-436.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-437.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-438.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-439.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-440.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-441.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-442.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-443.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-444.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-445.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-446.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-447.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-448.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-449.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-450.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-451.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-452.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-453.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-454.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-455.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-456.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-457.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-458.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-459.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-460.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-461.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-462.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-463.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-464.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-465.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-466.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-467.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-468.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-469.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-470.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-471.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-472.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-473.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-474.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-475.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-476.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-477.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-478.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-479.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-480.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-481.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-482.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-483.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-484.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-485.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-486.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-487.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-488.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-489.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-490.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-491.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-492.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-493.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-494.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-495.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-496.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-497.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-498.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-499.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-500.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-501.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-502.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-503.jpg  \n",
            "  inflating: Original/Benign/WBC-Benign-504.jpg  \n",
            "   creating: Original/Early/\n",
            "  inflating: Original/Early/WBC-Malignant-Early-001.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-002.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-003.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-004.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-005.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-006.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-007.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-008.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-009.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-010.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-011.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-012.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-013.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-014.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-015.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-016.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-017.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-018.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-019.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-020.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-021.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-022.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-023.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-024.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-025.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-026.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-027.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-028.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-029.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-030.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-031.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-032.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-033.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-034.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-035.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-036.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-037.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-038.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-039.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-040.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-041.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-042.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-043.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-044.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-045.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-046.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-047.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-048.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-049.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-050.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-051.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-052.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-053.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-054.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-055.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-056.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-057.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-058.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-059.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-060.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-061.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-062.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-063.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-064.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-065.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-066.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-067.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-068.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-069.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-070.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-071.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-072.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-073.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-074.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-075.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-076.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-077.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-078.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-079.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-080.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-081.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-082.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-083.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-084.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-085.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-086.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-087.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-088.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-089.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-090.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-091.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-092.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-093.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-094.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-095.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-096.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-097.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-098.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-099.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-100.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-101.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-102.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-103.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-104.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-105.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-106.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-107.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-108.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-109.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-110.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-111.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-112.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-113.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-114.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-115.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-116.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-117.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-118.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-119.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-120.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-121.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-122.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-123.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-124.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-125.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-126.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-127.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-128.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-129.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-130.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-131.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-132.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-133.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-134.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-135.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-136.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-137.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-138.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-139.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-140.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-141.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-142.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-143.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-144.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-145.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-146.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-147.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-148.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-149.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-150.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-151.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-152.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-153.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-154.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-155.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-156.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-157.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-158.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-159.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-160.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-161.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-162.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-163.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-164.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-165.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-166.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-167.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-168.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-169.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-170.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-171.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-172.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-173.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-174.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-175.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-176.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-177.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-178.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-179.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-180.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-181.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-182.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-183.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-184.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-185.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-186.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-187.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-188.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-189.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-190.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-191.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-192.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-193.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-194.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-195.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-196.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-197.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-198.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-199.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-200.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-201.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-202.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-203.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-204.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-205.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-206.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-207.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-208.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-209.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-210.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-211.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-212.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-213.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-214.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-215.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-216.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-217.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-218.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-219.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-220.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-221.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-222.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-223.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-224.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-225.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-226.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-227.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-228.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-229.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-230.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-231.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-232.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-233.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-234.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-235.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-236.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-237.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-238.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-239.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-240.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-241.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-242.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-243.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-244.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-245.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-246.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-247.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-248.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-249.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-250.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-251.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-252.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-253.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-254.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-255.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-256.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-257.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-258.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-259.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-260.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-261.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-262.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-263.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-264.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-265.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-266.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-267.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-268.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-269.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-270.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-271.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-272.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-273.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-274.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-275.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-276.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-277.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-278.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-279.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-280.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-281.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-282.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-283.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-284.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-285.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-286.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-287.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-288.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-289.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-290.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-291.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-292.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-293.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-294.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-295.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-296.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-297.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-298.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-299.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-300.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-301.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-302.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-303.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-304.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-305.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-306.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-307.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-308.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-309.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-310.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-311.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-312.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-313.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-314.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-315.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-316.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-317.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-318.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-319.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-320.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-321.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-322.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-323.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-324.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-325.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-326.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-327.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-328.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-329.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-330.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-331.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-332.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-333.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-334.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-335.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-336.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-337.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-338.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-339.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-340.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-341.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-342.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-343.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-344.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-345.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-346.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-347.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-348.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-349.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-350.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-351.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-352.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-353.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-354.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-355.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-356.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-357.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-358.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-359.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-360.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-361.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-362.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-363.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-364.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-365.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-366.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-367.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-368.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-369.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-370.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-371.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-372.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-373.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-374.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-375.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-376.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-377.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-378.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-379.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-380.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-381.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-382.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-383.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-384.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-385.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-386.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-387.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-388.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-389.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-390.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-391.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-392.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-393.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-394.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-395.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-396.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-397.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-398.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-399.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-400.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-401.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-402.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-403.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-404.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-405.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-406.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-407.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-408.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-409.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-410.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-411.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-412.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-413.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-414.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-415.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-416.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-417.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-418.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-419.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-420.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-421.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-422.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-423.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-424.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-425.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-426.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-427.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-428.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-429.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-430.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-431.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-432.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-433.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-434.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-435.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-436.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-437.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-438.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-439.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-440.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-441.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-442.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-443.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-444.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-445.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-446.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-447.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-448.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-449.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-450.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-451.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-452.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-453.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-454.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-455.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-456.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-457.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-458.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-459.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-460.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-461.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-462.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-463.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-464.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-465.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-466.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-467.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-468.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-469.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-470.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-471.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-472.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-473.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-474.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-475.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-476.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-477.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-478.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-479.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-480.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-481.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-482.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-483.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-484.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-485.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-486.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-487.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-488.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-489.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-490.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-491.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-492.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-493.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-494.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-495.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-496.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-497.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-498.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-499.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-500.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-501.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-502.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-503.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-504.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-505.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-506.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-507.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-508.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-509.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-510.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-511.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-512.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-513.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-514.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-515.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-516.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-517.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-518.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-519.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-520.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-521.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-522.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-523.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-524.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-525.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-526.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-527.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-528.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-529.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-530.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-531.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-532.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-533.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-534.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-535.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-536.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-537.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-538.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-539.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-540.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-541.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-542.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-543.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-544.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-545.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-546.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-547.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-548.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-549.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-550.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-551.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-552.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-553.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-554.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-555.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-556.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-557.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-558.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-559.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-560.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-561.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-562.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-563.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-564.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-565.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-566.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-567.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-568.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-569.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-570.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-571.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-572.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-573.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-574.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-575.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-576.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-577.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-578.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-579.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-580.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-581.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-582.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-583.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-584.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-585.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-586.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-587.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-588.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-589.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-590.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-591.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-592.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-593.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-594.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-595.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-596.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-597.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-598.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-599.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-600.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-601.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-602.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-603.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-604.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-605.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-606.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-607.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-608.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-609.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-610.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-611.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-612.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-613.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-614.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-615.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-616.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-617.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-618.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-619.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-620.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-621.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-622.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-623.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-624.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-625.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-626.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-627.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-628.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-629.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-630.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-631.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-632.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-633.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-634.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-635.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-636.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-637.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-638.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-639.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-640.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-641.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-642.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-643.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-644.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-645.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-646.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-647.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-648.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-649.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-650.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-651.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-652.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-653.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-654.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-655.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-656.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-657.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-658.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-659.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-660.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-661.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-662.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-663.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-664.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-665.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-666.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-667.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-668.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-669.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-670.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-671.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-672.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-673.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-674.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-675.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-676.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-677.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-678.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-679.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-680.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-681.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-682.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-683.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-684.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-685.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-686.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-687.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-688.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-689.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-690.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-691.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-692.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-693.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-694.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-695.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-696.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-697.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-698.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-699.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-700.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-701.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-702.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-703.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-704.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-705.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-706.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-707.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-708.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-709.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-710.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-711.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-712.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-713.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-714.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-715.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-716.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-717.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-718.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-719.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-720.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-721.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-722.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-723.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-724.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-725.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-726.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-727.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-728.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-729.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-730.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-731.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-732.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-733.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-734.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-735.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-736.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-737.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-738.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-739.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-740.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-741.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-742.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-743.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-744.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-745.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-746.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-747.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-748.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-749.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-750.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-751.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-752.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-753.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-754.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-755.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-756.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-757.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-758.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-759.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-760.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-761.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-762.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-763.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-764.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-765.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-766.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-767.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-768.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-769.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-770.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-771.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-772.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-773.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-774.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-775.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-776.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-777.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-778.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-779.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-780.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-781.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-782.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-783.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-784.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-785.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-786.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-787.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-788.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-789.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-790.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-791.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-792.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-793.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-794.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-795.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-796.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-797.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-798.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-799.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-800.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-801.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-802.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-803.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-804.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-805.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-806.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-807.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-808.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-809.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-810.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-811.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-812.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-813.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-814.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-815.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-816.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-817.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-818.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-819.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-820.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-821.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-822.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-823.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-824.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-825.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-826.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-827.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-828.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-829.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-830.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-831.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-832.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-833.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-834.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-835.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-836.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-837.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-838.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-839.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-840.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-841.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-842.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-843.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-844.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-845.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-846.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-847.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-848.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-849.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-850.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-851.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-852.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-853.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-854.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-855.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-856.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-857.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-858.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-859.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-860.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-861.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-862.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-863.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-864.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-865.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-866.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-867.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-868.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-869.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-870.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-871.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-872.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-873.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-874.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-875.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-876.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-877.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-878.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-879.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-880.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-881.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-882.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-883.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-884.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-885.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-886.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-887.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-888.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-889.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-890.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-891.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-892.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-893.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-894.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-895.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-896.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-897.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-898.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-899.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-900.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-901.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-902.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-903.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-904.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-905.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-906.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-907.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-908.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-909.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-910.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-911.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-912.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-913.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-914.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-915.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-916.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-917.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-918.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-919.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-920.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-921.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-922.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-923.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-924.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-925.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-926.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-927.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-928.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-929.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-930.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-931.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-932.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-933.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-934.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-935.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-936.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-937.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-938.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-939.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-940.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-941.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-942.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-943.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-944.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-945.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-946.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-947.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-948.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-949.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-950.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-951.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-952.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-953.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-954.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-955.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-956.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-957.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-958.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-959.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-960.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-961.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-962.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-963.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-964.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-965.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-966.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-967.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-968.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-969.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-970.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-971.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-972.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-973.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-974.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-975.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-976.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-977.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-978.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-979.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-980.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-981.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-982.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-983.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-984.jpg  \n",
            "  inflating: Original/Early/WBC-Malignant-Early-985.jpg  \n",
            "   creating: Original/Pre/\n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-001.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-002.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-003.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-004.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-005.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-006.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-007.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-008.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-009.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-010.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-011.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-012.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-013.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-014.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-015.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-016.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-017.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-018.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-019.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-020.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-021.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-022.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-023.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-024.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-025.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-026.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-027.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-028.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-029.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-030.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-031.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-032.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-033.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-034.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-035.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-036.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-037.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-038.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-039.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-040.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-041.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-042.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-043.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-044.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-045.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-046.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-047.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-048.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-049.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-050.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-051.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-052.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-053.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-054.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-055.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-056.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-057.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-058.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-059.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-060.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-061.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-062.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-063.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-064.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-065.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-066.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-067.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-068.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-069.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-070.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-071.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-072.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-073.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-074.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-075.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-076.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-077.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-078.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-079.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-080.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-081.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-082.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-083.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-084.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-085.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-086.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-087.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-088.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-089.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-090.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-091.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-092.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-093.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-094.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-095.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-096.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-097.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-098.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-099.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-100.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-101.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-102.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-103.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-104.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-105.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-106.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-107.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-108.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-109.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-110.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-111.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-112.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-113.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-114.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-115.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-116.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-117.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-118.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-119.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-120.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-121.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-122.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-123.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-124.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-125.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-126.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-127.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-128.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-129.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-130.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-131.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-132.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-133.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-134.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-135.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-136.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-137.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-138.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-139.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-140.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-141.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-142.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-143.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-144.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-145.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-146.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-147.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-148.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-149.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-150.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-151.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-152.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-153.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-154.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-155.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-156.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-157.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-158.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-159.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-160.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-161.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-162.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-163.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-164.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-165.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-166.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-167.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-168.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-169.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-170.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-171.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-172.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-173.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-174.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-175.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-176.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-177.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-178.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-179.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-180.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-181.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-182.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-183.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-184.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-185.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-186.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-187.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-188.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-189.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-190.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-191.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-192.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-193.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-194.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-195.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-196.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-197.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-198.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-199.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-200.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-201.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-202.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-203.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-204.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-205.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-206.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-207.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-208.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-209.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-210.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-211.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-212.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-213.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-214.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-215.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-216.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-217.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-218.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-219.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-220.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-221.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-222.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-223.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-224.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-225.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-226.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-227.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-228.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-229.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-230.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-231.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-232.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-233.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-234.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-235.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-236.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-237.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-238.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-239.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-240.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-241.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-242.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-243.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-244.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-245.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-246.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-247.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-248.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-249.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-250.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-251.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-252.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-253.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-254.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-255.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-256.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-257.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-258.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-259.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-260.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-261.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-262.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-263.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-264.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-265.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-266.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-267.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-268.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-269.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-270.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-271.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-272.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-273.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-274.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-275.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-276.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-277.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-278.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-279.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-280.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-281.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-282.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-283.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-284.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-285.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-286.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-287.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-288.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-289.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-290.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-291.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-292.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-293.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-294.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-295.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-296.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-297.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-298.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-299.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-300.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-301.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-302.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-303.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-304.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-305.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-306.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-307.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-308.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-309.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-310.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-311.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-312.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-313.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-314.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-315.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-316.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-317.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-318.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-319.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-320.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-321.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-322.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-323.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-324.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-325.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-326.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-327.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-328.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-329.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-330.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-331.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-332.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-333.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-334.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-335.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-336.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-337.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-338.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-339.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-340.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-341.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-342.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-343.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-344.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-345.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-346.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-347.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-348.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-349.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-350.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-351.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-352.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-353.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-354.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-355.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-356.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-357.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-358.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-359.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-360.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-361.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-362.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-363.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-364.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-365.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-366.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-367.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-368.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-369.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-370.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-371.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-372.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-373.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-374.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-375.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-376.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-377.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-378.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-379.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-380.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-381.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-382.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-383.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-384.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-385.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-386.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-387.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-388.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-389.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-390.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-391.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-392.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-393.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-394.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-395.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-396.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-397.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-398.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-399.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-400.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-401.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-402.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-403.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-404.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-405.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-406.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-407.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-408.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-409.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-410.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-411.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-412.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-413.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-414.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-415.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-416.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-417.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-418.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-419.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-420.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-421.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-422.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-423.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-424.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-425.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-426.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-427.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-428.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-429.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-430.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-431.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-432.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-433.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-434.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-435.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-436.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-437.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-438.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-439.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-440.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-441.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-442.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-443.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-444.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-445.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-446.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-447.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-448.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-449.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-450.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-451.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-452.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-453.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-454.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-455.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-456.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-457.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-458.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-459.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-460.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-461.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-462.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-463.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-464.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-465.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-466.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-467.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-468.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-469.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-470.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-471.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-472.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-473.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-474.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-475.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-476.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-477.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-478.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-479.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-480.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-481.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-482.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-483.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-484.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-485.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-486.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-487.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-488.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-489.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-490.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-491.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-492.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-493.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-494.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-495.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-496.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-497.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-498.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-499.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-500.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-501.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-502.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-503.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-504.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-505.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-506.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-507.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-508.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-509.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-510.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-511.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-512.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-513.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-514.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-515.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-516.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-517.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-518.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-519.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-520.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-521.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-522.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-523.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-524.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-525.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-526.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-527.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-528.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-529.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-530.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-531.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-532.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-533.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-534.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-535.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-536.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-537.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-538.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-539.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-540.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-541.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-542.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-543.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-544.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-545.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-546.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-547.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-548.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-549.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-550.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-551.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-552.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-553.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-554.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-555.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-556.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-557.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-558.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-559.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-560.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-561.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-562.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-563.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-564.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-565.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-566.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-567.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-568.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-569.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-570.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-571.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-572.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-573.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-574.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-575.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-576.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-577.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-578.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-579.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-580.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-581.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-582.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-583.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-584.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-585.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-586.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-587.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-588.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-589.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-590.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-591.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-592.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-593.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-594.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-595.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-596.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-597.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-598.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-599.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-600.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-601.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-602.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-603.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-604.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-605.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-606.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-607.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-608.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-609.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-610.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-611.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-612.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-613.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-614.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-615.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-616.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-617.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-618.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-619.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-620.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-621.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-622.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-623.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-624.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-625.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-626.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-627.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-628.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-629.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-630.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-631.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-632.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-633.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-634.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-635.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-636.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-637.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-638.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-639.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-640.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-641.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-642.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-643.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-644.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-645.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-646.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-647.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-648.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-649.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-650.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-651.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-652.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-653.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-654.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-655.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-656.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-657.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-658.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-659.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-660.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-661.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-662.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-663.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-664.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-665.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-666.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-667.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-668.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-669.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-670.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-671.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-672.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-673.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-674.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-675.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-676.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-677.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-678.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-679.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-680.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-681.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-682.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-683.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-684.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-685.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-686.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-687.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-688.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-689.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-690.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-691.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-692.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-693.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-694.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-695.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-696.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-697.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-698.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-699.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-700.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-701.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-702.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-703.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-704.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-705.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-706.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-707.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-708.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-709.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-710.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-711.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-712.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-713.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-714.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-715.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-716.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-717.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-718.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-719.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-720.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-721.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-722.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-723.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-724.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-725.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-726.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-727.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-728.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-729.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-730.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-731.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-732.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-733.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-734.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-735.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-736.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-737.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-738.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-739.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-740.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-741.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-742.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-743.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-744.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-745.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-746.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-747.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-748.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-749.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-750.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-751.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-752.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-753.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-754.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-755.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-756.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-757.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-758.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-759.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-760.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-761.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-762.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-763.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-764.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-765.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-766.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-767.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-768.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-769.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-770.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-771.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-772.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-773.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-774.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-775.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-776.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-777.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-778.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-779.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-780.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-781.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-782.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-783.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-784.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-785.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-786.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-787.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-788.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-789.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-790.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-791.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-792.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-793.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-794.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-795.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-796.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-797.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-798.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-799.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-800.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-801.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-802.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-803.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-804.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-805.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-806.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-807.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-808.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-809.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-810.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-811.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-812.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-813.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-814.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-815.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-816.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-817.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-818.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-819.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-820.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-821.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-822.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-823.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-824.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-825.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-826.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-827.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-828.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-829.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-830.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-831.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-832.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-833.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-834.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-835.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-836.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-837.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-838.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-839.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-840.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-841.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-842.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-843.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-844.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-845.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-846.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-847.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-848.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-849.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-850.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-851.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-852.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-853.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-854.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-855.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-856.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-857.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-858.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-859.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-860.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-861.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-862.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-863.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-864.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-865.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-866.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-867.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-868.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-869.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-870.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-871.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-872.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-873.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-874.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-875.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-876.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-877.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-878.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-879.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-880.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-881.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-882.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-883.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-884.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-885.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-886.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-887.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-888.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-889.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-890.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-891.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-892.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-893.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-894.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-895.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-896.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-897.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-898.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-899.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-900.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-901.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-902.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-903.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-904.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-905.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-906.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-907.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-908.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-909.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-910.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-911.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-912.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-913.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-914.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-915.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-916.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-917.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-918.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-919.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-920.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-921.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-922.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-923.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-924.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-925.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-926.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-927.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-928.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-929.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-930.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-931.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-932.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-933.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-934.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-935.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-936.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-937.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-938.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-939.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-940.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-941.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-942.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-943.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-944.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-945.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-946.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-947.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-948.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-949.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-950.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-951.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-952.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-953.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-954.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-955.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-956.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-957.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-958.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-959.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-960.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-961.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-962.jpg  \n",
            "  inflating: Original/Pre/WBC-Malignant-Pre-963.jpg  \n",
            "   creating: Original/Pro/\n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-001.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-002.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-003.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-004.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-005.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-006.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-007.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-008.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-009.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-010.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-011.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-012.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-013.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-014.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-015.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-016.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-017.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-018.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-019.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-020.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-021.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-022.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-023.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-024.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-025.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-026.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-027.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-028.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-029.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-030.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-031.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-032.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-033.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-034.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-035.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-036.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-037.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-038.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-039.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-040.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-041.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-042.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-043.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-044.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-045.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-046.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-047.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-048.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-049.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-050.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-051.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-052.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-053.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-054.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-055.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-056.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-057.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-058.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-059.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-060.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-061.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-062.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-063.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-064.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-065.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-066.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-067.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-068.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-069.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-070.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-071.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-072.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-073.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-074.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-075.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-076.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-077.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-078.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-079.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-080.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-081.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-082.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-083.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-084.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-085.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-086.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-087.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-088.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-089.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-090.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-091.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-092.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-093.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-094.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-095.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-096.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-097.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-098.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-099.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-100.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-101.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-102.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-103.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-104.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-105.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-106.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-107.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-108.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-109.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-110.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-111.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-112.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-113.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-114.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-115.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-116.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-117.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-118.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-119.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-120.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-121.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-122.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-123.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-124.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-125.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-126.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-127.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-128.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-129.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-130.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-131.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-132.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-133.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-134.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-135.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-136.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-137.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-138.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-139.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-140.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-141.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-142.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-143.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-144.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-145.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-146.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-147.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-148.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-149.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-150.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-151.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-152.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-153.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-154.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-155.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-156.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-157.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-158.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-159.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-160.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-161.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-162.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-163.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-164.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-165.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-166.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-167.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-168.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-169.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-170.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-171.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-172.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-173.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-174.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-175.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-176.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-177.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-178.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-179.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-180.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-181.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-182.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-183.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-184.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-185.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-186.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-187.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-188.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-189.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-190.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-191.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-192.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-193.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-194.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-195.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-196.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-197.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-198.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-199.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-200.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-201.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-202.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-203.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-204.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-205.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-206.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-207.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-208.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-209.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-210.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-211.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-212.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-213.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-214.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-215.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-216.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-217.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-218.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-219.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-220.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-221.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-222.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-223.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-224.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-225.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-226.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-227.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-228.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-229.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-230.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-231.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-232.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-233.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-234.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-235.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-236.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-237.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-238.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-239.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-240.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-241.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-242.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-243.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-244.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-245.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-246.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-247.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-248.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-249.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-250.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-251.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-252.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-253.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-254.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-255.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-256.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-257.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-258.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-259.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-260.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-261.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-262.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-263.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-264.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-265.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-266.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-267.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-268.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-269.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-270.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-271.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-272.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-273.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-274.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-275.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-276.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-277.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-278.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-279.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-280.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-281.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-282.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-283.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-284.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-285.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-286.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-287.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-288.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-289.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-290.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-291.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-292.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-293.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-294.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-295.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-296.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-297.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-298.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-299.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-300.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-301.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-302.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-303.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-304.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-305.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-306.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-307.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-308.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-309.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-310.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-311.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-312.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-313.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-314.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-315.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-316.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-317.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-318.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-319.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-320.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-321.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-322.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-323.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-324.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-325.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-326.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-327.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-328.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-329.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-330.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-331.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-332.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-333.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-334.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-335.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-336.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-337.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-338.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-339.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-340.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-341.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-342.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-343.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-344.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-345.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-346.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-347.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-348.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-349.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-350.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-351.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-352.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-353.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-354.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-355.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-356.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-357.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-358.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-359.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-360.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-361.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-362.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-363.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-364.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-365.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-366.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-367.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-368.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-369.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-370.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-371.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-372.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-373.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-374.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-375.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-376.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-377.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-378.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-379.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-380.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-381.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-382.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-383.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-384.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-385.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-386.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-387.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-388.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-389.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-390.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-391.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-392.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-393.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-394.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-395.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-396.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-397.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-398.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-399.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-400.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-401.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-402.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-403.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-404.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-405.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-406.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-407.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-408.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-409.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-410.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-411.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-412.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-413.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-414.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-415.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-416.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-417.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-418.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-419.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-420.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-421.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-422.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-423.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-424.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-425.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-426.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-427.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-428.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-429.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-430.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-431.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-432.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-433.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-434.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-435.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-436.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-437.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-438.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-439.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-440.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-441.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-442.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-443.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-444.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-445.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-446.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-447.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-448.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-449.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-450.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-451.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-452.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-453.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-454.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-455.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-456.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-457.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-458.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-459.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-460.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-461.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-462.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-463.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-464.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-465.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-466.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-467.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-468.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-469.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-470.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-471.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-472.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-473.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-474.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-475.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-476.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-477.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-478.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-479.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-480.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-481.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-482.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-483.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-484.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-485.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-486.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-487.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-488.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-489.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-490.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-491.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-492.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-493.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-494.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-495.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-496.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-497.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-498.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-499.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-500.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-501.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-502.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-503.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-504.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-505.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-506.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-507.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-508.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-509.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-510.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-511.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-512.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-513.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-514.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-515.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-516.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-517.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-518.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-519.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-520.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-521.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-522.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-523.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-524.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-525.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-526.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-527.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-528.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-529.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-530.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-531.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-532.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-533.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-534.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-535.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-536.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-537.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-538.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-539.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-540.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-541.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-542.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-543.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-544.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-545.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-546.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-547.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-548.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-549.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-550.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-551.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-552.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-553.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-554.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-555.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-556.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-557.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-558.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-559.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-560.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-561.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-562.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-563.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-564.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-565.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-566.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-567.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-568.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-569.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-570.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-571.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-572.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-573.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-574.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-575.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-576.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-577.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-578.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-579.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-580.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-581.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-582.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-583.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-584.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-585.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-586.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-587.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-588.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-589.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-590.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-591.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-592.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-593.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-594.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-595.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-596.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-597.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-598.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-599.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-600.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-601.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-602.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-603.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-604.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-605.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-606.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-607.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-608.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-609.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-610.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-611.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-612.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-613.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-614.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-615.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-616.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-617.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-618.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-619.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-620.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-621.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-622.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-623.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-624.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-625.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-626.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-627.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-628.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-629.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-630.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-631.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-632.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-633.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-634.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-635.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-636.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-637.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-638.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-639.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-640.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-641.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-642.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-643.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-644.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-645.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-646.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-647.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-648.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-649.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-650.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-651.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-652.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-653.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-654.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-655.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-656.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-657.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-658.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-659.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-660.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-661.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-662.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-663.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-664.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-665.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-666.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-667.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-668.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-669.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-670.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-671.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-672.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-673.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-674.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-675.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-676.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-677.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-678.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-679.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-680.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-681.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-682.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-683.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-684.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-685.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-686.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-687.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-688.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-689.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-690.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-691.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-692.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-693.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-694.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-695.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-696.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-697.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-698.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-699.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-700.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-701.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-702.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-703.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-704.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-705.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-706.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-707.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-708.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-709.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-710.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-711.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-712.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-713.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-714.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-715.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-716.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-717.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-718.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-719.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-720.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-721.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-722.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-723.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-724.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-725.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-726.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-727.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-728.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-729.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-730.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-731.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-732.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-733.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-734.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-735.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-736.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-737.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-738.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-739.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-740.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-741.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-742.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-743.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-744.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-745.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-746.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-747.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-748.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-749.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-750.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-751.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-752.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-753.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-754.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-755.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-756.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-757.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-758.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-759.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-760.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-761.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-762.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-763.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-764.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-765.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-766.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-767.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-768.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-769.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-770.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-771.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-772.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-773.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-774.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-775.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-776.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-777.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-778.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-779.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-780.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-781.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-782.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-783.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-784.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-785.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-786.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-787.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-788.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-789.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-790.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-791.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-792.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-793.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-794.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-795.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-796.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-797.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-798.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-799.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-800.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-801.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-802.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-803.jpg  \n",
            "  inflating: Original/Pro/WBC-Malignant-Pro-804.jpg  \n"
          ]
        }
      ],
      "source": [
        "!unzip Original.zip"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import torch\n",
        "import torch.nn as nn\n",
        "import torch.optim as optim\n",
        "from torch.utils.data import DataLoader\n",
        "from torchvision import datasets, transforms, models\n",
        "import matplotlib.pyplot as plt\n",
        "import os\n",
        "import sklearn\n",
        "from sklearn.model_selection import train_test_split\n",
        "import shutil\n",
        "\n",
        "# Define paths to your dataset directories\n",
        "dataset_dir = 'Original'\n",
        "benign_dir = os.path.join(dataset_dir, 'Benign')\n",
        "malignant_dir = os.path.join(dataset_dir, 'Malignant')  # Create this directory if it doesn't exist\n",
        "\n",
        "# Create the malignant directory if it doesn't exist\n",
        "if not os.path.exists(malignant_dir):\n",
        "    os.makedirs(malignant_dir)\n",
        "\n",
        "# Move images from early, pre, and pro directories to malignant directory\n",
        "for stage in ['Early', 'Pre', 'Pro']:\n",
        "    stage_dir = os.path.join(dataset_dir, stage)\n",
        "    for img_file in os.listdir(stage_dir):\n",
        "        img_path = os.path.join(stage_dir, img_file)\n",
        "        shutil.move(img_path, malignant_dir)\n",
        "\n",
        "# Update dataset directory structure and labels\n",
        "os.rmdir(os.path.join(dataset_dir, 'Early'))\n",
        "os.rmdir(os.path.join(dataset_dir, 'Pre'))\n",
        "os.rmdir(os.path.join(dataset_dir, 'Pro'))"
      ],
      "metadata": {
        "id": "vX11Kg-076Ky"
      },
      "execution_count": 3,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn.model_selection import train_test_split\n",
        "\n",
        "# Define paths to your original dataset directory\n",
        "original_data_dir = 'Original'\n",
        "benign_dir = os.path.join(original_data_dir, 'Benign')\n",
        "malignant_dir = os.path.join(original_data_dir, 'Malignant')\n",
        "\n",
        "# Define paths to create directories for the new dataset splits\n",
        "train_dir = 'train_dataset'\n",
        "val_dir = 'validation_dataset'\n",
        "test_dir = 'test_dataset'\n",
        "\n",
        "# Create directories for the new dataset splits if they don't exist\n",
        "for directory in [train_dir, val_dir, test_dir]:\n",
        "    os.makedirs(directory, exist_ok=True)\n",
        "    for category in ['Benign', 'Malignant']:\n",
        "        os.makedirs(os.path.join(directory, category), exist_ok=True)\n",
        "\n",
        "# Split dataset and copy images to appropriate directories\n",
        "for category_dir, category in [(benign_dir, 'Benign'), (malignant_dir, 'Malignant')]:\n",
        "    image_files = [os.path.join(category_dir, img) for img in os.listdir(category_dir)]\n",
        "    train_files, test_val_files = train_test_split(image_files, test_size=0.2, random_state=42)\n",
        "    val_files, test_files = train_test_split(test_val_files, test_size=0.5, random_state=42)\n",
        "\n",
        "    for file in train_files:\n",
        "        shutil.copy(file, os.path.join(train_dir, category))\n",
        "    for file in val_files:\n",
        "        shutil.copy(file, os.path.join(val_dir, category))\n",
        "    for file in test_files:\n",
        "        shutil.copy(file, os.path.join(test_dir, category))\n"
      ],
      "metadata": {
        "id": "hXsiiG_68kqw"
      },
      "execution_count": 4,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Define data transformations\n",
        "data_transforms = {\n",
        "    'train': transforms.Compose([\n",
        "        transforms.Resize(256),\n",
        "        transforms.RandomResizedCrop(224),\n",
        "        transforms.RandomHorizontalFlip(),\n",
        "        transforms.ToTensor(),\n",
        "        transforms.Normalize([0.485, 0.456, 0.406], [0.229, 0.224, 0.225])\n",
        "    ]),\n",
        "    'val': transforms.Compose([\n",
        "        transforms.Resize(256),\n",
        "        transforms.CenterCrop(224),\n",
        "        transforms.ToTensor(),\n",
        "        transforms.Normalize([0.485, 0.456, 0.406], [0.229, 0.224, 0.225])\n",
        "    ]),\n",
        "    'test': transforms.Compose([\n",
        "        transforms.Resize(256),\n",
        "        transforms.CenterCrop(224),\n",
        "        transforms.ToTensor(),\n",
        "        transforms.Normalize([0.485, 0.456, 0.406], [0.229, 0.224, 0.225])\n",
        "    ]),\n",
        "}\n",
        "\n",
        "# Load datasets\n",
        "data_dir = {\n",
        "    'train': 'train_dataset',\n",
        "    'val': 'validation_dataset',\n",
        "    'test': 'test_dataset'\n",
        "}\n",
        "\n",
        "image_datasets = {x: datasets.ImageFolder(data_dir[x], data_transforms[x]) for x in ['train', 'val', 'test']}\n",
        "dataloaders = {x: DataLoader(image_datasets[x], batch_size=32, shuffle=True, num_workers=2) for x in ['train', 'val', 'test']}\n",
        "dataset_sizes = {x: len(image_datasets[x]) for x in ['train', 'val', 'test']}\n",
        "class_names = image_datasets['train'].classes\n"
      ],
      "metadata": {
        "id": "ReKaTxSk8oPS"
      },
      "execution_count": 9,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Load VGG model\n",
        "model_ft = models.vgg19(pretrained=True)\n",
        "num_ftrs = model_ft.classifier[6].in_features\n",
        "model_ft.classifier[6] = nn.Linear(num_ftrs, len(class_names))\n",
        "\n",
        "device = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")\n",
        "model_ft = model_ft.to(device)\n",
        "\n",
        "criterion = nn.CrossEntropyLoss()\n",
        "optimizer = optim.SGD(model_ft.parameters(), lr=0.001, momentum=0.9)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "XUxCjAys9GuK",
        "outputId": "51c79c10-6e73-4c74-f6cb-820f90990d2c"
      },
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.10/dist-packages/torchvision/models/_utils.py:208: UserWarning: The parameter 'pretrained' is deprecated since 0.13 and may be removed in the future, please use 'weights' instead.\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.10/dist-packages/torchvision/models/_utils.py:223: UserWarning: Arguments other than a weight enum or `None` for 'weights' are deprecated since 0.13 and may be removed in the future. The current behavior is equivalent to passing `weights=VGG19_Weights.IMAGENET1K_V1`. You can also use `weights=VGG19_Weights.DEFAULT` to get the most up-to-date weights.\n",
            "  warnings.warn(msg)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn.metrics import precision_score, recall_score, f1_score, accuracy_score\n",
        "def train_model(model, criterion, optimizer, dataloaders, num_epochs=10):\n",
        "    device = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")\n",
        "    model = model.to(device)\n",
        "\n",
        "    train_acc_history = []\n",
        "    val_acc_history = []\n",
        "    val_precision_history = []\n",
        "    val_recall_history = []\n",
        "    val_f1_history = []\n",
        "\n",
        "    for epoch in range(num_epochs):\n",
        "        print(f'Epoch {epoch}/{num_epochs - 1}')\n",
        "        print('-' * 10)\n",
        "\n",
        "        for phase in ['train', 'val']:\n",
        "            if phase == 'train':\n",
        "                model.train()  # Set model to training mode\n",
        "            else:\n",
        "                model.eval()   # Set model to evaluate mode\n",
        "\n",
        "            running_loss = 0.0\n",
        "            running_corrects = 0\n",
        "            all_preds = []\n",
        "            all_labels = []\n",
        "\n",
        "            for inputs, labels in dataloaders[phase]:\n",
        "                inputs = inputs.to(device)\n",
        "                labels = labels.to(device)\n",
        "\n",
        "                optimizer.zero_grad()\n",
        "\n",
        "                with torch.set_grad_enabled(phase == 'train'):\n",
        "                    outputs = model(inputs)\n",
        "                    loss = criterion(outputs, labels)\n",
        "\n",
        "                    _, preds = torch.max(outputs, 1)\n",
        "                    all_preds.extend(preds.cpu().numpy())\n",
        "                    all_labels.extend(labels.cpu().numpy())\n",
        "\n",
        "                    if phase == 'train':\n",
        "                        loss.backward()\n",
        "                        optimizer.step()\n",
        "\n",
        "                running_loss += loss.item() * inputs.size(0)\n",
        "                running_corrects += torch.sum(preds == labels.data)\n",
        "\n",
        "            epoch_loss = running_loss / dataset_sizes[phase]\n",
        "            epoch_acc = running_corrects.double() / dataset_sizes[phase]\n",
        "            epoch_precision = precision_score(all_labels, all_preds, average='weighted')\n",
        "            epoch_recall = recall_score(all_labels, all_preds, average='weighted')\n",
        "            epoch_f1 = f1_score(all_labels, all_preds, average='weighted')\n",
        "\n",
        "            print(f'{phase} Loss: {epoch_loss:.4f} Acc: {epoch_acc:.4f} Precision: {epoch_precision:.4f} Recall: {epoch_recall:.4f} F1-score: {epoch_f1:.4f}')\n",
        "\n",
        "            if phase == 'train':\n",
        "                train_acc_history.append(epoch_acc)\n",
        "            else:\n",
        "                val_acc_history.append(epoch_acc)\n",
        "                val_precision_history.append(epoch_precision)\n",
        "                val_recall_history.append(epoch_recall)\n",
        "                val_f1_history.append(epoch_f1)\n",
        "\n",
        "    return model, train_acc_history, val_acc_history, val_precision_history, val_recall_history, val_f1_history\n",
        "\n",
        "model_ft, train_acc_history, val_acc_history, val_precision_history, val_recall_history, val_f1_history = train_model(model_ft, criterion, optimizer, dataloaders, num_epochs=15)\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "_YOgK57v-oR9",
        "outputId": "62b3ea24-78c8-4c31-c1fa-b3ff90dbd9c8"
      },
      "execution_count": 15,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Epoch 0/14\n",
            "----------\n",
            "train Loss: 0.2849 Acc: 0.8844 Precision: 0.8727 Recall: 0.8844 F1-score: 0.8728\n",
            "val Loss: 0.0713 Acc: 0.9754 Precision: 0.9751 Recall: 0.9754 F1-score: 0.9752\n",
            "Epoch 1/14\n",
            "----------\n",
            "train Loss: 0.0952 Acc: 0.9647 Precision: 0.9641 Recall: 0.9647 F1-score: 0.9643\n",
            "val Loss: 0.0410 Acc: 0.9846 Precision: 0.9846 Recall: 0.9846 F1-score: 0.9844\n",
            "Epoch 2/14\n",
            "----------\n",
            "train Loss: 0.0828 Acc: 0.9712 Precision: 0.9708 Recall: 0.9712 F1-score: 0.9709\n",
            "val Loss: 0.0278 Acc: 0.9877 Precision: 0.9876 Recall: 0.9877 F1-score: 0.9876\n",
            "Epoch 3/14\n",
            "----------\n",
            "train Loss: 0.0454 Acc: 0.9843 Precision: 0.9843 Recall: 0.9843 F1-score: 0.9843\n",
            "val Loss: 0.0328 Acc: 0.9877 Precision: 0.9876 Recall: 0.9877 F1-score: 0.9876\n",
            "Epoch 4/14\n",
            "----------\n",
            "train Loss: 0.0426 Acc: 0.9843 Precision: 0.9842 Recall: 0.9843 F1-score: 0.9842\n",
            "val Loss: 0.0459 Acc: 0.9877 Precision: 0.9876 Recall: 0.9877 F1-score: 0.9876\n",
            "Epoch 5/14\n",
            "----------\n",
            "train Loss: 0.0414 Acc: 0.9839 Precision: 0.9838 Recall: 0.9839 F1-score: 0.9838\n",
            "val Loss: 0.0322 Acc: 0.9877 Precision: 0.9876 Recall: 0.9877 F1-score: 0.9876\n",
            "Epoch 6/14\n",
            "----------\n",
            "train Loss: 0.0316 Acc: 0.9896 Precision: 0.9896 Recall: 0.9896 F1-score: 0.9896\n",
            "val Loss: 0.0188 Acc: 0.9969 Precision: 0.9970 Recall: 0.9969 F1-score: 0.9969\n",
            "Epoch 7/14\n",
            "----------\n",
            "train Loss: 0.0377 Acc: 0.9866 Precision: 0.9865 Recall: 0.9866 F1-score: 0.9865\n",
            "val Loss: 0.0319 Acc: 0.9846 Precision: 0.9845 Recall: 0.9846 F1-score: 0.9846\n",
            "Epoch 8/14\n",
            "----------\n",
            "train Loss: 0.0338 Acc: 0.9873 Precision: 0.9873 Recall: 0.9873 F1-score: 0.9873\n",
            "val Loss: 0.0190 Acc: 0.9938 Precision: 0.9939 Recall: 0.9938 F1-score: 0.9938\n",
            "Epoch 9/14\n",
            "----------\n",
            "train Loss: 0.0317 Acc: 0.9866 Precision: 0.9865 Recall: 0.9866 F1-score: 0.9866\n",
            "val Loss: 0.0277 Acc: 0.9846 Precision: 0.9846 Recall: 0.9846 F1-score: 0.9844\n",
            "Epoch 10/14\n",
            "----------\n",
            "train Loss: 0.0125 Acc: 0.9962 Precision: 0.9962 Recall: 0.9962 F1-score: 0.9962\n",
            "val Loss: 0.0428 Acc: 0.9846 Precision: 0.9860 Recall: 0.9846 F1-score: 0.9849\n",
            "Epoch 11/14\n",
            "----------\n",
            "train Loss: 0.0200 Acc: 0.9927 Precision: 0.9927 Recall: 0.9927 F1-score: 0.9927\n",
            "val Loss: 0.0120 Acc: 0.9938 Precision: 0.9941 Recall: 0.9938 F1-score: 0.9939\n",
            "Epoch 12/14\n",
            "----------\n",
            "train Loss: 0.0138 Acc: 0.9950 Precision: 0.9950 Recall: 0.9950 F1-score: 0.9950\n",
            "val Loss: 0.0054 Acc: 0.9969 Precision: 0.9969 Recall: 0.9969 F1-score: 0.9969\n",
            "Epoch 13/14\n",
            "----------\n",
            "train Loss: 0.0393 Acc: 0.9862 Precision: 0.9861 Recall: 0.9862 F1-score: 0.9861\n",
            "val Loss: 0.0123 Acc: 0.9938 Precision: 0.9939 Recall: 0.9938 F1-score: 0.9938\n",
            "Epoch 14/14\n",
            "----------\n",
            "train Loss: 0.0192 Acc: 0.9931 Precision: 0.9931 Recall: 0.9931 F1-score: 0.9931\n",
            "val Loss: 0.0081 Acc: 0.9969 Precision: 0.9970 Recall: 0.9969 F1-score: 0.9969\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "\n",
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "def plot_training_results(train_acc_history, val_acc_history):\n",
        "    train_acc_history = [x.cpu().numpy() for x in train_acc_history]\n",
        "    val_acc_history = [x.cpu().numpy() for x in val_acc_history]\n",
        "\n",
        "    epochs = range(1, len(train_acc_history) + 1)\n",
        "\n",
        "    plt.figure(figsize=(10, 5))\n",
        "\n",
        "    # Plot training and validation accuracy\n",
        "    plt.plot(epochs, train_acc_history, 'bo-', label='Training accuracy')\n",
        "    plt.plot(epochs, val_acc_history, 'ro-', label='Validation accuracy')\n",
        "    plt.title('Training and Validation Accuracy')\n",
        "    plt.xlabel('Epochs')\n",
        "    plt.ylabel('Accuracy')\n",
        "    plt.legend()\n",
        "    plt.grid()\n",
        "    plt.show()\n",
        "\n",
        "# Assuming train_acc_history and val_acc_history are already defined\n",
        "plot_training_results(train_acc_history, val_acc_history)\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 487
        },
        "id": "UQeIEYTzCh84",
        "outputId": "294c82f6-a0ce-46df-fb4e-bd01816af842"
      },
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x500 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "\n",
        "from sklearn.metrics import confusion_matrix, ConfusionMatrixDisplay, classification_report\n",
        "\n",
        "def evaluate_model_with_detailed_metrics(model, dataloader, criterion, device):\n",
        "    model.eval()\n",
        "    test_loss = 0.0\n",
        "    all_labels = []\n",
        "    all_preds = []\n",
        "\n",
        "    with torch.no_grad():\n",
        "        for inputs, labels in dataloader:\n",
        "            inputs, labels = inputs.to(device), labels.to(device)\n",
        "            outputs = model(inputs)\n",
        "            loss = criterion(outputs, labels)\n",
        "            test_loss += loss.item() * inputs.size(0)\n",
        "\n",
        "            _, predicted = torch.max(outputs, 1)\n",
        "            all_labels.extend(labels.cpu().numpy())\n",
        "            all_preds.extend(predicted.cpu().numpy())\n",
        "\n",
        "    test_loss /= len(dataloader.dataset)\n",
        "    accuracy = accuracy_score(all_labels, all_preds)\n",
        "    precision = precision_score(all_labels, all_preds, average='weighted')\n",
        "    recall = recall_score(all_labels, all_preds, average='weighted')\n",
        "    f1 = f1_score(all_labels, all_preds, average='weighted')\n",
        "\n",
        "    print(f'Test Loss: {test_loss:.4f}')\n",
        "    print(f'Test Accuracy: {accuracy:.4f}')\n",
        "    print(f'Test Precision: {precision:.4f}')\n",
        "    print(f'Test Recall: {recall:.4f}')\n",
        "    print(f'Test F1-score: {f1:.4f}')\n",
        "\n",
        "    # Compute confusion matrix\n",
        "    cm = confusion_matrix(all_labels, all_preds)\n",
        "    print(\"Confusion Matrix:\\n\", cm)\n",
        "\n",
        "    # Plot confusion matrix\n",
        "    disp = ConfusionMatrixDisplay(confusion_matrix=cm)\n",
        "    disp.plot(cmap=plt.cm.Blues)\n",
        "    plt.show()\n",
        "\n",
        "    # Print classification report\n",
        "    class_report = classification_report(all_labels, all_preds)\n",
        "    print(\"Classification Report:\\n\", class_report)\n",
        "\n",
        "    return test_loss, accuracy, precision, recall, f1, cm, class_report\n",
        "\n",
        "test_loss, test_accuracy, test_precision, test_recall, test_f1, cm, class_report = evaluate_model_with_detailed_metrics(model_ft, dataloaders['test'], criterion, device)\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 761
        },
        "id": "UQ6eFdCsCxr6",
        "outputId": "3621b779-ad0f-4c5e-8720-3648ebecc50f"
      },
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Test Loss: 0.0034\n",
            "Test Accuracy: 1.0000\n",
            "Test Precision: 1.0000\n",
            "Test Recall: 1.0000\n",
            "Test F1-score: 1.0000\n",
            "Confusion Matrix:\n",
            " [[ 51   0]\n",
            " [  0 276]]\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 2 Axes>"
            ],
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAfsAAAGwCAYAAACuFMx9AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAAAxW0lEQVR4nO3deVyVdfr/8fc5KJtwQFRAEsklF8at1IgWl2JAK9PRprGo0Mx+KVhpmvott6yYMafFIm1aJBstm0pLK2dMC3NcSstWZcIsKUVLBhAcFuH8/nA803HlcM7heO779fRxPx6ee71OD+Piuj6f+74tdrvdLgAAYFhWXwcAAAC8i2QPAIDBkewBADA4kj0AAAZHsgcAwOBI9gAAGBzJHgAAg2vi6wDcUVdXp3379ik8PFwWi8XX4QAAXGS323X48GHFxcXJavVe/VlZWanq6mq3zxMYGKjg4GAPRNS4/DrZ79u3T/Hx8b4OAwDgpsLCQrVp08Yr566srFRIeAvp6BG3zxUbG6s9e/b4XcL362QfHh4uSVr78S41Cwv3cTSAd3SICfN1CIDXHC4rU8d28Y6f595QXV0tHT2ioMQMKSCw4SeqrVbRNy+purqaZN+Yjrfum4WFKyzc5uNoAO+w2Uj2ML5GGYptEiyLG8nebvHfaW5+newBAKg3iyR3fqnw46lhJHsAgDlYrMcWd473U/4bOQAAqBcqewCAOVgsbrbx/bePT7IHAJgDbXwAAGBUVPYAAHOgjQ8AgNG52cb342a4/0YOAADqhcoeAGAOtPEBADA4ZuMDAACjorIHAJgDbXwAAAzOxG18kj0AwBxMXNn7768pAACgXqjsAQDmQBsfAACDs1jcTPa08QEAwDmKyh4AYA5Wy7HFneP9FMkeAGAOJh6z99/IAQBAvVDZAwDMwcT32ZPsAQDmQBsfAAAYFZU9AMAcaOMDAGBwJm7jk+wBAOZg4sref39NAQDgHJadna2+ffsqPDxc0dHRGjZsmPLz8532GTBggCwWi9Ny5513Ou2zd+9eXXPNNQoNDVV0dLSmTJmio0ePuhQLlT0AwBwauY2fl5enzMxM9e3bV0ePHtX//d//KTU1Vd98842aNWvm2G/s2LF68MEHHZ9DQ0Mdf6+trdU111yj2NhYbdq0Sfv379ett96qpk2b6pFHHql3LCR7AIA5NHIbf82aNU6fc3NzFR0dre3bt6tfv36O9aGhoYqNjT3lOf7xj3/om2++0fvvv6+YmBj16tVLc+fO1dSpUzV79mwFBgbWKxba+AAAuKCsrMxpqaqqqtdxpaWlkqSoqCin9UuXLlXLli3VrVs3TZ8+XUeOHHFs27x5s7p3766YmBjHurS0NJWVlenrr7+ud8xU9gAAk3Czjf/f+jg+Pt5p7axZszR79uwzHllXV6d77rlHl112mbp16+ZYf9NNNykhIUFxcXH64osvNHXqVOXn5+vNN9+UJBUVFTklekmOz0VFRfWOnGQPADAHD7XxCwsLZbPZHKuDgoLOemhmZqa++uorbdy40Wn9HXfc4fh79+7d1bp1a1111VXavXu3OnTo0PBYT0AbHwAAF9hsNqflbMk+KytLq1ev1gcffKA2bdqccd+kpCRJUkFBgSQpNjZWBw4ccNrn+OfTjfOfCskeAGAOFsv/ZuQ3aHGtK2C325WVlaUVK1Zo/fr1ateu3VmP2bFjhySpdevWkqTk5GR9+eWXOnjwoGOftWvXymazKTExsd6x0MYHAJhDI996l5mZqWXLlumtt95SeHi4Y4w9IiJCISEh2r17t5YtW6arr75aLVq00BdffKGJEyeqX79+6tGjhyQpNTVViYmJuuWWWzRv3jwVFRXpgQceUGZmZr2GD46jsgcAwAsWLlyo0tJSDRgwQK1bt3Ysy5cvlyQFBgbq/fffV2pqqrp06aJ7771XI0aM0KpVqxznCAgI0OrVqxUQEKDk5GTdfPPNuvXWW53uy68PKnsAgDk08n32drv9jNvj4+OVl5d31vMkJCTo3XffdenaJyLZAwDMgRfhAABgcLwIBwAAGBWVPQDAHGjjAwBgcLTxAQCAUVHZAwBMwWKxyGLSyp5kDwAwBTMne9r4AAAYHJU9AMAcLP9d3DneT5HsAQCmQBsfAAAYFpU9AMAUzFzZk+wBAKZAsgcAwODMnOwZswcAwOCo7AEA5sCtdwAAGBttfAAAYFhU9gAAUzj2hlt3KnvPxdLYSPYAAFOwyM02vh9ne9r4AAAYHJU9AMAUzDxBj2QPADAHE996RxsfAACDo7IHAJiDm218O218AADObe6O2bs3k9+3SPYAAFMwc7JnzB4AAIOjsgcAmIOJZ+OT7AEApkAbHwAAGBaVPQDAFMxc2ZPsAQCmYOZkTxsfAACDo7IHAJiCmSt7kj0AwBxMfOsdbXwAAAyOyh4AYAq08QEAMDiSPQAABmfmZM+YPQAABkdlDwAwBxPPxifZAwBMgTY+AAAwLCp7nOQvy9bq+VfWOa1LOK+V/rboXknSijVb9fe8HcrfvU8V/6nSuldmKTwsxBehAh713Gt5euqv63TwUJm6XXCe/jTl9+r9m/N9HRY8xMyVPckep9S+bYyefuh2x+cm1v81gSqrapR8UWclX9RZOUvW+CI8wOPe/Md2PfDECj027Q/q3e18LXrlA42YkKNPXp+pVlHhvg4PHmCRm8nejwftz4k2fk5Ojs4//3wFBwcrKSlJH3/8sa9DMr2AAKtaNg93LJERzRzbbhx6uTJ+P0DdusT7MELAs55Ztl63DrtU6dclq0v71nps+kiFBgfqr29v9nVogNt8nuyXL1+uSZMmadasWfr000/Vs2dPpaWl6eDBg74OzdQK9/2iqzMe1rDb52nG/FdVdLDE1yEBXlNdc1Q7dhVqwMWdHeusVqv6X9xZn3y5x4eRwZOOt/HdWfyVz5P9Y489prFjx2r06NFKTEzUokWLFBoaqhdffNHXoZlWt05tNfOe3+vJ2bdp6vhh2negWHdMW6SKI1W+Dg3wikMl5aqtrTupXd8qyqaDh8p8FBU8zuKBxU/5dMy+urpa27dv1/Tp0x3rrFarUlJStHnzya2zqqoqVVX9L+GUlfE/oTdc2ud/1c0F7VqrW6d4XTfmj3p/4xcamtrXh5EBABrCp5X9L7/8otraWsXExDitj4mJUVFR0Un7Z2dnKyIiwrHExzNm3BjCw0LUNq6Vftx/yNehAF7RIjJMAQFW/Vx82Gn9z8Vlim5h81FU8DTa+H5i+vTpKi0tdSyFhYW+DskUjvynSj8VHVLL5sxIhjEFNm2iXl3ilfdJvmNdXV2dNnzyL/Xt3s6HkcGTzJzsfdrGb9mypQICAnTgwAGn9QcOHFBsbOxJ+wcFBSkoKKixwjOtJ194R1dc3FWx0ZH6pfiw/rJsraxWq1L795Qk/fLvwyr+92EV7jtW6Rf8UKRmIUGKaRWpiPBQX4YONNj4m67U+Dkv68KubXXRb87Xwlc+UMV/qpQ+5BJfhwYPsViOLe4c7698muwDAwPVu3dvrVu3TsOGDZN07LfpdevWKSsry5ehmdrBQ6V6YP4rKi07ouYRzdQz8Xy9OH+8mkeESZLefG+L00N3/t+0ZyVJM+++Xtem9PFJzIC7hqf21i8l5Xrk2Xd08NBhde90nl5fkEkbH4bg84fqTJo0SRkZGerTp48uvvhiPfHEE6qoqNDo0aN9HZppPXzfTWfcfsdNv9UdN/22kaIBGs8dN/TXHTf093UY8JJjlb07T9DzYDCNzOdj9n/4wx80f/58zZw5U7169dKOHTu0Zs2akybtAQDgFsv/WvkNWVy99S47O1t9+/ZVeHi4oqOjNWzYMOXn5zvtU1lZqczMTLVo0UJhYWEaMWLESUPbe/fu1TXXXKPQ0FBFR0drypQpOnr0qEux+DzZS1JWVpZ++OEHVVVVaevWrUpKSvJ1SAAAuCUvL0+ZmZnasmWL1q5dq5qaGqWmpqqiosKxz8SJE7Vq1Sr97W9/U15envbt26fhw4c7ttfW1uqaa65RdXW1Nm3apJdeekm5ubmaOXOmS7FY7Ha73WPfrJGVlZUpIiJCm775SWHhjKvBmC6IDfN1CIDXlJWVKaZFhEpLS2Wzeefn+PFc0eHuNxQQ1OzsB5xGbVWFdj85osGx/vzzz4qOjlZeXp769eun0tJStWrVSsuWLdP1118vSdq1a5e6du2qzZs365JLLtF7772na6+9Vvv27XN0vBctWqSpU6fq559/VmBgYL2ufU5U9gAAeJs7Lfxfz+QvKytzWn79sLczKS0tlSRFRUVJkrZv366amhqlpKQ49unSpYvatm3reLDc5s2b1b17d6eh7bS0NJWVlenrr7+u93cn2QMA4IL4+HinB7xlZ2ef9Zi6ujrdc889uuyyy9StWzdJUlFRkQIDAxUZGem0768fLFdUVHTKB88d31ZfPp+NDwBAY7BaLbJaGz6l3v7fYwsLC53a+PV5/ktmZqa++uorbdy4scHXdwfJHgBgCp56qI7NZnNpzD4rK0urV6/Whg0b1KZNG8f62NhYVVdXq6SkxKm6//WD5WJjY0967fvx2fqnevjc6dDGBwDAC+x2u7KysrRixQqtX79e7do5P3q5d+/eatq0qdat+99DyvLz87V3714lJydLkpKTk/Xll186vfZ97dq1stlsSkxMrHcsVPYAAFNw9/n2rh6bmZmpZcuW6a233lJ4eLhjjD0iIkIhISGKiIjQmDFjNGnSJEVFRclms2nChAlKTk7WJZcce0xzamqqEhMTdcstt2jevHkqKirSAw88oMzMTJceH0+yBwCYQmM/G3/hwoWSpAEDBjitX7x4sUaNGiVJevzxx2W1WjVixAhVVVUpLS1NzzzzjGPfgIAArV69WuPGjVNycrKaNWumjIwMPfjggy7FQrIHAJhCY1f29XmMTXBwsHJycpSTk3PafRISEvTuu++6dO0TMWYPAIDBUdkDAEyhsSv7cwnJHgBgCmZ+nz1tfAAADI7KHgBgCha52cZ39R235xCSPQDAFGjjAwAAw6KyBwCYArPxAQAwONr4AADAsKjsAQCmQBsfAACDM3Mbn2QPADAFM1f2jNkDAGBwVPYAAHNws43vxw/QI9kDAMyBNj4AADAsKnsAgCkwGx8AAIOjjQ8AAAyLyh4AYAq08QEAMDja+AAAwLCo7AEApmDmyp5kDwAwBcbsAQAwODNX9ozZAwBgcFT2AABToI0PAIDB0cYHAACGRWUPADAFi9xs43ssksZHsgcAmILVYpHVjWzvzrG+RhsfAACDo7IHAJgCs/EBADA4M8/GJ9kDAEzBajm2uHO8v2LMHgAAg6OyBwCYg8XNVrwfV/YkewCAKZh5gh5tfAAADI7KHgBgCpb//nHneH9FsgcAmAKz8QEAgGFR2QMATIGH6gAAYHBmno1fr2T/9ttv1/uE1113XYODAQAAnlevZD9s2LB6ncxisai2ttadeAAA8Aozv+K2Xsm+rq7O23EAAOBVtPEbqLKyUsHBwZ6KBQAArzHzBD2Xb72rra3V3Llzdd555yksLEzfffedJGnGjBl64YUXPB4gAABwj8vJ/uGHH1Zubq7mzZunwMBAx/pu3brp+eef92hwAAB4yvE2vjuLv3I52S9ZskR/+ctflJ6eroCAAMf6nj17ateuXR4NDgAATzk+Qc+dxV+5nOx/+ukndezY8aT1dXV1qqmp8UhQAADAc1xO9omJifroo49OWv/666/rwgsv9EhQAAB4msUDi79yeTb+zJkzlZGRoZ9++kl1dXV68803lZ+fryVLlmj16tXeiBEAALcxG98FQ4cO1apVq/T++++rWbNmmjlzpnbu3KlVq1bpt7/9rTdiBAAAbmjQW++uuOIKrV27VgcPHtSRI0e0ceNGpaamejo2AAA85vgrbt1ZXLFhwwYNGTJEcXFxslgsWrlypdP2UaNGOboNx5dBgwY57VNcXKz09HTZbDZFRkZqzJgxKi8vd/m7N/ihOtu2bdPOnTslHRvH7927d0NPBQCA1zV2G7+iokI9e/bUbbfdpuHDh59yn0GDBmnx4sWOz0FBQU7b09PTtX//fq1du1Y1NTUaPXq07rjjDi1btsylWFxO9j/++KNuvPFG/fOf/1RkZKQkqaSkRJdeeqleffVVtWnTxtVTAgBgOIMHD9bgwYPPuE9QUJBiY2NPuW3nzp1as2aNPvnkE/Xp00eS9NRTT+nqq6/W/PnzFRcXV+9YXG7j33777aqpqdHOnTtVXFys4uJi7dy5U3V1dbr99ttdPR0AAI3GEw/UKSsrc1qqqqoaHM+HH36o6Ohode7cWePGjdOhQ4cc2zZv3qzIyEhHopeklJQUWa1Wbd261aXruJzs8/LytHDhQnXu3NmxrnPnznrqqae0YcMGV08HAECjOHF8vCGLJMXHxysiIsKxZGdnNyieQYMGacmSJVq3bp3+9Kc/KS8vT4MHD3a8PbaoqEjR0dFOxzRp0kRRUVEqKipy6Vout/Hj4+NP+fCc2tpal1oKAAA0poZMsjvxeEkqLCyUzWZzrD9xnL2+Ro4c6fh79+7d1aNHD3Xo0EEffvihrrrqqoYHegouV/aPPvqoJkyYoG3btjnWbdu2TXfffbfmz5/v0eAAADjX2Gw2p6Whyf5E7du3V8uWLVVQUCBJio2N1cGDB532OXr0qIqLi087zn869arsmzdv7jQLsaKiQklJSWrSpInj4k2aNNFtt92mYcOGuRQAAACN4Vx/qM6PP/6oQ4cOqXXr1pKk5ORklZSUaPv27Y473tavX6+6ujolJSW5dO56JfsnnnjCtYgBADjHuPvIW1ePLS8vd1TpkrRnzx7t2LFDUVFRioqK0pw5czRixAjFxsZq9+7duu+++9SxY0elpaVJkrp27apBgwZp7NixWrRokWpqapSVlaWRI0e6PGxer2SfkZHh0kkBADC7bdu2aeDAgY7PkyZNknQspy5cuFBffPGFXnrpJZWUlCguLk6pqamaO3eu07DA0qVLlZWVpauuukpWq1UjRozQggULXI6lwQ/VkaTKykpVV1c7rfv1pAUAAM4V7r6m1tVjBwwYILvdftrtf//73896jqioKJcfoHMqLk/Qq6ioUFZWlqKjo9WsWTM1b97caQEA4Fzkzj32J95r729cTvb33Xef1q9fr4ULFyooKEjPP/+85syZo7i4OC1ZssQbMQIAADe43MZftWqVlixZogEDBmj06NG64oor1LFjRyUkJGjp0qVKT0/3RpwAALjlXJ+N700uV/bFxcVq3769pGPj88XFxZKkyy+/nCfoAQDOWbTxXdC+fXvt2bNHktSlSxe99tprko5V/MdfjAMAAM4dLif70aNH6/PPP5ckTZs2TTk5OQoODtbEiRM1ZcoUjwcIAIAnHJ+N787ir1wes584caLj7ykpKdq1a5e2b9+ujh07qkePHh4NDgAAT3G3Fe/Hud69++wlKSEhQQkJCZ6IBQAArzHzBL16JXtXntZz1113NTgYAADgefVK9o8//ni9TmaxWHyS7DvEhMlmC2v06wKNoXnfLF+HAHiNvbb67Dt5iFUNmKh2wvH+ql7J/vjsewAA/JWZ2/j+/IsKAACoB7cn6AEA4A8sFsnKbHwAAIzL6mayd+dYX6ONDwCAwVHZAwBMgQl6Lvroo4908803Kzk5WT/99JMk6eWXX9bGjRs9GhwAAJ5yvI3vzuKvXE72b7zxhtLS0hQSEqLPPvtMVVVVkqTS0lI98sgjHg8QAAC4x+Vk/9BDD2nRokV67rnn1LRpU8f6yy67TJ9++qlHgwMAwFPM/Ipbl8fs8/Pz1a9fv5PWR0REqKSkxBMxAQDgce6+uc6f33rncmUfGxurgoKCk9Zv3LhR7du390hQAAB4mtUDi79yOfaxY8fq7rvv1tatW2WxWLRv3z4tXbpUkydP1rhx47wRIwAAcIPLbfxp06aprq5OV111lY4cOaJ+/fopKChIkydP1oQJE7wRIwAAbuN99i6wWCy6//77NWXKFBUUFKi8vFyJiYkKC+OtcwCAc5dVbo7Zy3+zfYMfqhMYGKjExERPxgIAALzA5WQ/cODAMz5FaP369W4FBACAN9DGd0GvXr2cPtfU1GjHjh366quvlJGR4am4AADwKDO/CMflZP/444+fcv3s2bNVXl7udkAAAMCzPHbb4M0336wXX3zRU6cDAMCjjr3P3tLgxVRt/NPZvHmzgoODPXU6AAA8ijF7FwwfPtzps91u1/79+7Vt2zbNmDHDY4EBAADPcDnZR0REOH22Wq3q3LmzHnzwQaWmpnosMAAAPIkJevVUW1ur0aNHq3v37mrevLm3YgIAwOMs//3jzvH+yqUJegEBAUpNTeXtdgAAv3O8sndn8Vcuz8bv1q2bvvvuO2/EAgAAvMDlZP/QQw9p8uTJWr16tfbv36+ysjKnBQCAc5GZK/t6j9k/+OCDuvfee3X11VdLkq677jqnx+ba7XZZLBbV1tZ6PkoAANxksVjO+Lj3+hzvr+qd7OfMmaM777xTH3zwgTfjAQAAHlbvZG+32yVJ/fv391owAAB4C7fe1ZM/tzAAAObGE/TqqVOnTmdN+MXFxW4FBAAAPMulZD9nzpyTnqAHAIA/OP5CG3eO91cuJfuRI0cqOjraW7EAAOA1Zh6zr/d99ozXAwDgn1yejQ8AgF9yc4KeHz8av/7Jvq6uzptxAADgVVZZZHUjY7tzrK+5/IpbAAD8kZlvvXP52fgAAMC/UNkDAEzBzLPxSfYAAFMw8332tPEBADA4KnsAgCmYeYIeyR4AYApWudnG9+Nb72jjAwBgcFT2AABToI0PAIDBWeVeO9ufW+H+HDsAAOesDRs2aMiQIYqLi5PFYtHKlSudttvtds2cOVOtW7dWSEiIUlJS9O233zrtU1xcrPT0dNlsNkVGRmrMmDEqLy93ORaSPQDAFCwWi9uLKyoqKtSzZ0/l5OSccvu8efO0YMECLVq0SFu3blWzZs2UlpamyspKxz7p6en6+uuvtXbtWq1evVobNmzQHXfc4fJ3p40PADAFi9x7cZ2rxw4ePFiDBw8+5Ta73a4nnnhCDzzwgIYOHSpJWrJkiWJiYrRy5UqNHDlSO3fu1Jo1a/TJJ5+oT58+kqSnnnpKV199tebPn6+4uLh6x0JlDwAwheNP0HNnkaSysjKnpaqqyuVY9uzZo6KiIqWkpDjWRUREKCkpSZs3b5Ykbd68WZGRkY5EL0kpKSmyWq3aunWra9/d5QgBADCx+Ph4RUREOJbs7GyXz1FUVCRJiomJcVofExPj2FZUVKTo6Gin7U2aNFFUVJRjn/qijQ8AMA1P3D1XWFgom83m+BwUFOSBs3oXlT0AwBSO32fvziJJNpvNaWlIso+NjZUkHThwwGn9gQMHHNtiY2N18OBBp+1Hjx5VcXGxY5/6ItkDANDI2rVrp9jYWK1bt86xrqysTFu3blVycrIkKTk5WSUlJdq+fbtjn/Xr16uurk5JSUkuXY82PgDAFBpy+9yJx7uivLxcBQUFjs979uzRjh07FBUVpbZt2+qee+7RQw89pAsuuEDt2rXTjBkzFBcXp2HDhkmSunbtqkGDBmns2LFatGiRampqlJWVpZEjR7o0E18i2QMATKKxn6C3bds2DRw40PF50qRJkqSMjAzl5ubqvvvuU0VFhe644w6VlJTo8ssv15o1axQcHOw4ZunSpcrKytJVV10lq9WqESNGaMGCBS7HbrHb7XaXjzpHlJWVKSIiQgcOlTpNlgCMpHnfLF+HAHiNvbZaVV8+p9JS7/0cP54rXtywU6Fh4Q0+z5Hyw7qtX1evxuotVPYAAFNo7Db+uYRkDwAwhcZ+gt65hNn4AAAYHJU9AMAUaOMDAGBwZn6fPckeAGAKZq7s/fkXFQAAUA9U9gAAUzDzbHySPQDAFH79MpuGHu+vaOMDAGBwVPYAAFOwyiKrG814d471NZI9AMAUaOMDAADDorIHAJiC5b9/3DneX5HsAQCmQBsfAAAYFpU9AMAULG7OxqeNDwDAOc7MbXySPQDAFMyc7BmzBwDA4KjsAQCmwK13AAAYnNVybHHneH9FGx8AAIOjsgcAmAJtfAAADI7Z+AAAwLCo7AEApmCRe614Py7sSfYAAHNgNj4AADAsKnvU23Ov5empv67TwUNl6nbBefrTlN+r92/O93VYwBlNHJWqawf21AUJMaqsqtHHX3yn2U+/pYIfDkqS4ltH6Yu3HzzlsaOmvaC31n3m+HzjtUnKvOlKdWgbrcMVlXpr3WeaMu+1RvkecB+z8YGzePMf2/XAEyv02LQ/qHe387XolQ80YkKOPnl9plpFhfs6POC0Lr2oo57/2wZ99s0PahIQoBnjh+jNp7J0yQ0P6UhltX468G91HjTd6ZiM312mCTen6P1NXzvWjb/pSmWmX6lZC1Zq21ffq1lIoNrGtWjsrwM3MBvfRzZs2KAhQ4YoLi5OFotFK1eu9GU4OINnlq3XrcMuVfp1yerSvrUemz5SocGB+uvbm30dGnBGv7/rGb2yeqt2fVekr779SePn/FXxraPUq2u8JKmuzq6Dhw47LdcO6KmV73+qiv9US5IiwkN0/7hrNW72Er3+9236/qdf9HXBPr234UtffjW4yOKBxV/5NNlXVFSoZ8+eysnJ8WUYOIvqmqPasatQAy7u7FhntVrV/+LO+uTLPT6MDHCdLSxYkvTvsiOn3N6zS7x6dI53+kV2YFIXWS0WtW4VqS2vPaCvVs/Vi4/cpvNiIhsjZMBtPm3jDx48WIMHD673/lVVVaqqqnJ8Lisr80ZYOMGhknLV1tad1K5vFWXTt98f8FFUgOssFouyJ12vLTt2a+fu/afc55ahydr13X59/MX/fpE9/7yWslotmjQ6VdP//IbKyv+j+8ddqzefztLlN2ar5mhtY30FuMEqi6xu9OKtflzb+9Vs/OzsbEVERDiW+Ph4X4cEwI/Mv+8Gde3QWmPuX3zK7cFBTXV9Wp+ThqesFosCmzbRtPmva/2Wndr21fe6/f5cdYiP1hV9OjVG6PAA2vh+Yvr06SotLXUshYWFvg7JFFpEhikgwKqfiw87rf+5uEzRLWw+igpwzbwpv1faFd00ZNwC7TtYcsp9hl7ZSyHBgXr1nY+d1hcdOtZFzN9T5Fh3qKRch0rK1Sa2uddiBjzFr5J9UFCQbDab0wLvC2zaRL26xCvvk3zHurq6Om345F/q272dDyMD6mfelN/rmgE9dd24Bdq779Bp97t56KV6b8OXOlRS7rR+6+ffSZI6JkQ71kXaQtUiMkyF+4u9EzQ8z8SlvV8le/jO+Juu1JKVm/TK6i3K31OkSX9cror/VCl9yCW+Dg04o/lTb9ANg/tq7IxclR+pVHSLcEW3CFdwUFOn/dq1aalLL+ygl9/adNI5du89qHc+/Fx/vPd6Xdyjnbp2aK2Fs2/Rv344oI+2/auxvgrcZPHAH3/Fffaol+GpvfVLSbkeefYdHTx0WN07nafXF2TSxsc5b8z1/SRJ7zx7j9P68XNe1iurtzo+33xdsvYdLNH6LbtOeZ5xs1/WwxOHa/nj41RXZ9c/P/tWv78rR0dr67wWO+ApFrvdbvfVxcvLy1VQUCBJuvDCC/XYY49p4MCBioqKUtu2bc96fFlZmSIiInTgUCktfRhW875Zvg4B8Bp7bbWqvnxOpaXe+zl+PFes27FXYeENv0b54TJd1autV2P1Fp9W9tu2bdPAgQMdnydNmiRJysjIUG5uro+iAgAYkbvD7v7bxPdxsh8wYIB82FgAAMAUGLMHAJiDiUt7kj0AwBR46x0AAAbHW+8AAIBhUdkDAEzBxEP2JHsAgEmYONvTxgcAwOCo7AEApsBsfAAADI7Z+AAAwLCo7AEApmDi+XkkewCASZg429PGBwDA4KjsAQCmYObZ+FT2AABTOD4b353FFbNnz5bFYnFaunTp4theWVmpzMxMtWjRQmFhYRoxYoQOHDjg4W99DMkeAGAKFg8srvrNb36j/fv3O5aNGzc6tk2cOFGrVq3S3/72N+Xl5Wnfvn0aPnx4w7/gGdDGBwDAS5o0aaLY2NiT1peWluqFF17QsmXLdOWVV0qSFi9erK5du2rLli265JJLPBoHlT0AwBw8VNqXlZU5LVVVVae95Lfffqu4uDi1b99e6enp2rt3ryRp+/btqqmpUUpKimPfLl26qG3bttq8ebNHv7ZEsgcAmITFA38kKT4+XhEREY4lOzv7lNdLSkpSbm6u1qxZo4ULF2rPnj264oordPjwYRUVFSkwMFCRkZFOx8TExKioqMjj3502PgAALigsLJTNZnN8DgoKOuV+gwcPdvy9R48eSkpKUkJCgl577TWFhIR4Pc5fo7IHAJiCp2bj22w2p+V0yf5EkZGR6tSpkwoKChQbG6vq6mqVlJQ47XPgwIFTjvG7i2QPADAFX8zG/7Xy8nLt3r1brVu3Vu/evdW0aVOtW7fOsT0/P1979+5VcnKym1c6GW18AAC8YPLkyRoyZIgSEhK0b98+zZo1SwEBAbrxxhsVERGhMWPGaNKkSYqKipLNZtOECROUnJzs8Zn4EskeAGAWjfxs/B9//FE33nijDh06pFatWunyyy/Xli1b1KpVK0nS448/LqvVqhEjRqiqqkppaWl65pln3Ajw9Ej2AABTaOzH5b766qtn3B4cHKycnBzl5OQ0OKb6YsweAACDo7IHAJhCQ55vf+Lx/opkDwAwBRO/zp5kDwAwCRNne8bsAQAwOCp7AIApNPZs/HMJyR4AYA5uTtDz41xPGx8AAKOjsgcAmIKJ5+eR7AEAJmHibE8bHwAAg6OyBwCYArPxAQAwODM/Lpc2PgAABkdlDwAwBRPPzyPZAwBMwsTZnmQPADAFM0/QY8weAACDo7IHAJiCRW7OxvdYJI2PZA8AMAUTD9nTxgcAwOio7AEApmDmh+qQ7AEAJmHeRj5tfAAADI7KHgBgCrTxAQAwOPM28WnjAwBgeFT2AABToI0PAIDBmfnZ+CR7AIA5mHjQnjF7AAAMjsoeAGAKJi7sSfYAAHMw8wQ92vgAABgclT0AwBSYjQ8AgNGZeNCeNj4AAAZHZQ8AMAUTF/YkewCAOTAbHwAAGBaVPQDAJNybje/PjXySPQDAFGjjAwAAwyLZAwBgcLTxAQCmYOY2PskeAGAKZn5cLm18AAAMjsoeAGAKtPEBADA4Mz8ulzY+AAAGR2UPADAHE5f2JHsAgCkwGx8AABgWlT0AwBSYjQ8AgMGZeMieZA8AMAkTZ3vG7AEA8KKcnBydf/75Cg4OVlJSkj7++ONGj4FkDwAwBYsH/rhq+fLlmjRpkmbNmqVPP/1UPXv2VFpamg4ePOiFb3h6JHsAgCkcn6DnzuKqxx57TGPHjtXo0aOVmJioRYsWKTQ0VC+++KLnv+AZ+PWYvd1ulyQdLivzcSSA99hrq30dAuA1x/99H/957k1lbuaK48efeJ6goCAFBQWdtH91dbW2b9+u6dOnO9ZZrValpKRo8+bNbsXiKr9O9ocPH5YkdWwX7+NIAADuOHz4sCIiIrxy7sDAQMXGxuoCD+SKsLAwxcc7n2fWrFmaPXv2Sfv+8ssvqq2tVUxMjNP6mJgY7dq1y+1YXOHXyT4uLk6FhYUKDw+XxZ9vgPQjZWVlio+PV2FhoWw2m6/DATyKf9+Nz2636/Dhw4qLi/PaNYKDg7Vnzx5VV7vfJbPb7Sflm1NV9ecav072VqtVbdq08XUYpmSz2fhhCMPi33fj8lZF/2vBwcEKDg72+nV+rWXLlgoICNCBAwec1h84cECxsbGNGgsT9AAA8ILAwED17t1b69atc6yrq6vTunXrlJyc3Kix+HVlDwDAuWzSpEnKyMhQnz59dPHFF+uJJ55QRUWFRo8e3ahxkOzhkqCgIM2aNcsvxqgAV/HvG572hz/8QT///LNmzpypoqIi9erVS2vWrDlp0p63WeyNcb8DAADwGcbsAQAwOJI9AAAGR7IHAMDgSPYAABgcyR71di68phHwhg0bNmjIkCGKi4uTxWLRypUrfR0S4FEke9TLufKaRsAbKioq1LNnT+Xk5Pg6FMAruPUO9ZKUlKS+ffvq6aeflnTsKVDx8fGaMGGCpk2b5uPoAM+xWCxasWKFhg0b5utQAI+hssdZHX9NY0pKimOdr17TCABwHckeZ3Wm1zQWFRX5KCoAQH2R7AEAMDiSPc7qXHpNIwDAdSR7nNW59JpGAIDreOsd6uVceU0j4A3l5eUqKChwfN6zZ4927NihqKgotW3b1oeRAZ7BrXeot6efflqPPvqo4zWNCxYsUFJSkq/DAtz24YcfauDAgSetz8jIUG5ubuMHBHgYyR4AAINjzB4AAIMj2QMAYHAkewAADI5kDwCAwZHsAQAwOJI9AAAGR7IHAMDgSPYAABgcyR5w06hRozRs2DDH5wEDBuiee+5p9Dg+/PBDWSwWlZSUnHYfi8WilStX1vucs2fPVq9evdyK6/vvv5fFYtGOHTvcOg+AhiPZw5BGjRoli8Uii8WiwMBAdezYUQ8++KCOHj3q9Wu/+eabmjt3br32rU+CBgB38SIcGNagQYO0ePFiVVVV6d1331VmZqaaNm2q6dOnn7RvdXW1AgMDPXLdqKgoj5wHADyFyh6GFRQUpNjYWCUkJGjcuHFKSUnR22+/Lel/rfeHH35YcXFx6ty5sySpsLBQN9xwgyIjIxUVFaWhQ4fq+++/d5yztrZWkyZNUmRkpFq0aKH77rtPJ75e4sQ2flVVlaZOnar4+HgFBQWpY8eOeuGFF/T99987Xr7SvHlzWSwWjRo1StKxVwhnZ2erXbt2CgkJUc+ePfX66687Xefdd99Vp06dFBISooEDBzrFWV9Tp05Vp06dFBoaqvbt22vGjBmqqak5ab9nn31W8fHxCg0N1Q033KDS0lKn7c8//7y6du2q4OBgdenSRc8884zLsQDwHpI9TCMkJETV1dWOz+vWrVN+fr7Wrl2r1atXq6amRmlpaQoPD9dHH32kf/7znwoLC9OgQYMcx/35z39Wbm6uXnzxRW3cuFHFxcVasWLFGa9766236pVXXtGCBQu0c+dOPfvsswoLC1N8fLzeeOMNSVJ+fr7279+vJ598UpKUnZ2tJUuWaNGiRfr66681ceJE3XzzzcrLy5N07JeS4cOHa8iQIdqxY4duv/12TZs2zeX/JuHh4crNzdU333yjJ598Us8995wef/xxp30KCgr02muvadWqVVqzZo0+++wzjR8/3rF96dKlmjlzph5++GHt3LlTjzzyiGbMmKGXXnrJ5XgAeIkdMKCMjAz70KFD7Xa73V5XV2dfu3atPSgoyD558mTH9piYGHtVVZXjmJdfftneuXNne11dnWNdVVWVPSQkxP73v//dbrfb7a1bt7bPmzfPsb2mpsbepk0bx7Xsdru9f//+9rvvvttut9vt+fn5dkn2tWvXnjLODz74wC7J/u9//9uxrrKy0h4aGmrftGmT075jxoyx33jjjXa73W6fPn26PTEx0Wn71KlTTzrXiSTZV6xYcdrtjz76qL13796Oz7NmzbIHBATYf/zxR8e69957z261Wu379++32+12e4cOHezLli1zOs/cuXPtycnJdrvdbt+zZ49dkv2zzz477XUBeBdj9jCs1atXKywsTDU1Naqrq9NNN92k2bNnO7Z3797daZz+888/V0FBgcLDw53OU1lZqd27d6u0tFT79+9XUlKSY1uTJk3Up0+fk1r5x+3YsUMBAQHq379/veMuKCjQkSNH9Nvf/tZpfXV1tS688EJJ0s6dO53ikKTk5OR6X+O45cuXa8GCBdq9e7fKy8t19OhR2Ww2p33atm2r8847z+k6dXV1ys/PV3h4uHbv3q0xY8Zo7Nixjn2OHj2qiIgIl+MB4B0kexjWwIEDtXDhQgUGBiouLk5Nmjj/c2/WrJnT5/LycvXu3VtLly496VytWrVqUAwhISEuH1NeXi5Jeuedd5ySrHRsHoKnbN68Wenp6ZozZ47S0tIUERGhV199VX/+859djvW555476ZePgIAAj8UKwD0kexhWs2bN1LFjx3rvf9FFF2n58uWKjo4+qbo9rnXr1tq6dav69esn6VgFu337dl100UWn3L979+6qq6tTXl6eUlJSTtp+vLNQW1vrWJeYmKigoCDt3bv3tB2Brl27OiYbHrdly5azf8lf2bRpkxISEnT//fc71v3www8n7bd3717t27dPcXFxjutYrVZ17txZMTExiouL03fffaf09HSXrg+g8TBBD/iv9PR0tWzZUkOHDtVHH32kPXv26MMPP9Rdd92lH3/8UZJ09913649//KNWrlypXbt2afz48We8R/78889XRkaGbrvtNq1cudJxztdee02SlJCQIIvFotWrV+vnn39WeXm5wsPDNXnyZE2cOFEvvfSSdu/erU8//VRPPfWUY9LbnXfeqW+//VZTpkxRfn6+li1bptzcXJe+7wUXXKC9e/fq1Vdf1e7du7VgwYJTTjYMDg5WRkaGPv/8c3300Ue66667dMMNNyg2NlaSNGfOHGVnZ2vBggX617/+pS+//FKLFy/WY4895lI8ALyHZA/8V2hoqDZs2KC2bdtq+PDh6tq1q8aMGaPKykpHpX/vvffqlltuUUZGhpKTkxUeHq7f/e53ZzzvwoULdf3112v8+PHq0qWLxo4dq4qKCknSeeedpzlz5mjatGmKiYlRVlaWJGnu3LmaMWOGsrOz1bVrVw0aNEjvvPOO2rVrJ+nYOPobb7yhlStXqmfPnlq0aJEeeeQRl77vddddp4kTJyorK0u9evXSpk2bNGPGjJP269ixo4YPH66rr75aqamp6tGjh9Otdbfffruef/55LV68WN27d1f//v2Vm5vriBWA71nsp5tZBAAADIHKHgAAgyPZAwBgcCR7AAAMjmQPAIDBkewBADA4kj0AAAZHsgcAwOBI9gAAGBzJHgAAgyPZAwBgcCR7AAAM7v8DBbPz6dMsfXcAAAAASUVORK5CYII=\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Classification Report:\n",
            "               precision    recall  f1-score   support\n",
            "\n",
            "           0       1.00      1.00      1.00        51\n",
            "           1       1.00      1.00      1.00       276\n",
            "\n",
            "    accuracy                           1.00       327\n",
            "   macro avg       1.00      1.00      1.00       327\n",
            "weighted avg       1.00      1.00      1.00       327\n",
            "\n"
          ]
        }
      ]
    }
  ]
}