ISIC_segmentation.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "ISIC-segmentation.ipynb",
      "provenance": [],
      "collapsed_sections": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "code",
      "source": [
        "!wget https://isic-challenge-data.s3.amazonaws.com/2018/ISIC2018_Task1-2_Training_Input.zip"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "4Uu2Ogc4aOSc",
        "outputId": "b48eae89-2af7-43f4-8c7b-385eb43ebbc8"
      },
      "execution_count": 1,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "--2022-02-10 16:27:30--  https://isic-challenge-data.s3.amazonaws.com/2018/ISIC2018_Task1-2_Training_Input.zip\n",
            "Resolving isic-challenge-data.s3.amazonaws.com (isic-challenge-data.s3.amazonaws.com)... 52.216.18.224\n",
            "Connecting to isic-challenge-data.s3.amazonaws.com (isic-challenge-data.s3.amazonaws.com)|52.216.18.224|:443... connected.\n",
            "HTTP request sent, awaiting response... 200 OK\n",
            "Length: 11165358566 (10G) [application/zip]\n",
            "Saving to: ‘ISIC2018_Task1-2_Training_Input.zip’\n",
            "\n",
            "ISIC2018_Task1-2_Tr 100%[===================>]  10.40G  42.3MB/s    in 3m 52s  \n",
            "\n",
            "2022-02-10 16:31:22 (45.9 MB/s) - ‘ISIC2018_Task1-2_Training_Input.zip’ saved [11165358566/11165358566]\n",
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!unzip /content/ISIC2018_Task1-2_Training_Input.zip"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "_NvGASyubzpj",
        "outputId": "6a881c17-3208-425c-ce61-14791c31db87"
      },
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Archive:  /content/ISIC2018_Task1-2_Training_Input.zip\n",
            "   creating: ISIC2018_Task1-2_Training_Input/\n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ATTRIBUTION.txt  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000000.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000001.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000003.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000004.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000006.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000007.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000008.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000009.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000011.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000012.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000013.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000014.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000015.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000016.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000017.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000018.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000019.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000020.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000021.jpg  \n",
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            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000057.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000058.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000059.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000060.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000061.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000062.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000063.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000064.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000065.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000066.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000067.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000068.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000069.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000071.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000072.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000073.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000074.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000075.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000077.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000078.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000079.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000080.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0000081.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000082.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000085.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000086.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0000087.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000088.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000089.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000091.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0000092.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0000093.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0000094.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0000095.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0000096.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0000097.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000098.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000099.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0000100.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0000101.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000102.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000103.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0000104.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000105.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000107.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0000108.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0000109.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000110.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0000111.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000112.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0000113.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0000115.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0000116.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0000117.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000119.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000120.jpg  \n",
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            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000123.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0000124.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0000125.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000126.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0000127.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0000128.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000129.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0000131.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000132.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000133.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000134.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000135.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000136.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000137.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000138.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0000139.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0000140.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0000141.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000142.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000143.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0000145.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0000146.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000147.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0000148.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0000149.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000150.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0000151.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000152.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000153.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0000154.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000155.jpg  \n",
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            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0000240.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0000242.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0000243.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0000244.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0000245.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0000246.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000247.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000249.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0000250.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0000251.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0000252.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000253.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0000254.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000255.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0000256.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0000258.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0000259.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0000260.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0000261.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000262.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0000263.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0000264.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0000265.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000268.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000269.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0000271.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000274.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000275.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000276.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000277.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0000278.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0000279.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000281.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000282.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000283.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000287.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000288.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000290.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0000292.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0000293.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0000294.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000295.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000297.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000298.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000299.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000300.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000301.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000303.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000306.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000307.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000310.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000311.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000313.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000314.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000315.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000316.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000317.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000319.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000320.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000321.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000322.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000323.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000324.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000325.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000326.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000327.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000328.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000329.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000330.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000331.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000332.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000336.jpg  \n",
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            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000340.jpg  \n",
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            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000346.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000348.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000349.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000350.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000351.jpg  \n",
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            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000366.jpg  \n",
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            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000368.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000370.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000372.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000374.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000376.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000377.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000378.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000379.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000380.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000381.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000382.jpg  \n",
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            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000385.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000386.jpg  \n",
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            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000390.jpg  \n",
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            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000395.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000396.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000397.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000403.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000407.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000408.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000409.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000410.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000412.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000413.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000415.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000416.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000418.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000419.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000420.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000421.jpg  \n",
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            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000425.jpg  \n",
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            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000431.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000433.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000434.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000436.jpg  \n",
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            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000460.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000461.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0000463.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000465.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000466.jpg  \n",
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            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000471.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0000473.jpg  \n",
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            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0001242.jpg  \n",
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            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0002976.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0003005.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0003056.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0003174.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0003308.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0003346.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0003462.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0003539.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0003559.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0003582.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0003657.jpg  \n",
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            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0005666.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0005787.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0006021.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0006114.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0006193.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0006350.jpg  \n",
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            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0006711.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0006776.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0006795.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0006800.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0006815.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0006914.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0006940.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0006982.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0007038.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0007087.jpg  \n",
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            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0007788.jpg  \n",
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            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0008029.jpg  \n",
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            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0012086.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0012089.jpg  \n",
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            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0012191.jpg  \n",
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            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0012221.jpg  \n",
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            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012253.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012256.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012257.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012258.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012259.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012260.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012261.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012263.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012266.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012268.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012271.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012272.jpg  \n",
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            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012278.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012281.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012282.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012284.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012285.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012288.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012290.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012298.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012299.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012303.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012306.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012309.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012311.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012313.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012314.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012316.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012318.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012320.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012323.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012324.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012325.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012329.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012330.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012332.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012333.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012334.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012335.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012338.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012342.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012348.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012351.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012356.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012357.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0012358.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012360.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012363.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012369.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012372.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012374.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012376.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012378.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012379.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012381.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012382.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012384.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012390.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012391.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012395.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012400.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012406.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012413.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012415.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012417.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012425.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012432.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012434.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012435.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012442.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012445.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012447.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012448.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012450.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012453.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012455.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012464.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012469.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012473.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0012475.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012478.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0012481.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0012484.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012487.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012489.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012493.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0012494.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012495.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012496.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012503.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012506.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012508.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012510.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012511.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012512.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012516.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012517.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012518.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012520.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012521.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0012523.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012526.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012529.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012538.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012539.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0012544.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0012547.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0012548.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0012549.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012550.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0012551.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012653.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012654.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012655.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012656.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012657.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012658.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012659.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012660.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012661.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0012662.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0012663.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0012664.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0012665.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0012666.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012669.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0012670.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012671.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012672.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012673.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0012674.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012675.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0012676.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0012677.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0012678.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012679.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012680.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012681.jpg  \n",
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            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012684.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012685.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012690.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012693.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012697.jpg  \n",
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            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012700.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012701.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012702.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012704.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012705.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012706.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0012708.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012710.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012711.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012713.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012715.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012719.jpg  \n",
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            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012722.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012725.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012726.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012735.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012737.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012739.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012740.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012741.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012742.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012744.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012746.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012749.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012756.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012758.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012768.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012770.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012773.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012777.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012786.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012789.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012792.jpg  \n",
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            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012826.jpg  \n",
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            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012835.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012836.jpg  \n",
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            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012840.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012844.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012852.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012855.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012856.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012865.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012871.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012873.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012876.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012877.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012878.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012879.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012880.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012883.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012884.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012887.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012888.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012889.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012891.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012897.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012898.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012901.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012902.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012903.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012904.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012905.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012907.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012911.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012930.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012932.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012939.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012940.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012941.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012944.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012945.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012949.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012950.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012956.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012957.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012961.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012965.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012966.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012969.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012976.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012981.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012986.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012987.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012988.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012989.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012990.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0012999.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013000.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013001.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013007.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013010.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013012.jpg  \n",
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            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013065.jpg  \n",
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            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013071.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013072.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013073.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013075.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013079.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013082.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013084.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013086.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013087.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013089.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013090.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013094.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013096.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013104.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013106.jpg  \n",
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            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013114.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013118.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013120.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013121.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013124.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013126.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013128.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013129.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013134.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013136.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013140.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013141.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013146.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0013147.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013150.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013155.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013159.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013160.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0013163.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013164.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013165.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013166.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0013167.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013169.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013170.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013172.jpg  \n",
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            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013176.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013177.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013178.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013181.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013184.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013187.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013189.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013190.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013191.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013192.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013193.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013196.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013197.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013198.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013200.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013201.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013203.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013204.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013205.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013207.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013208.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013212.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013213.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013216.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013217.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013219.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013220.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013222.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013223.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013224.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013226.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013227.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013229.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013230.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0013232.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013233.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013235.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013238.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013242.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0013244.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013248.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013249.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013257.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013258.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013269.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013271.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0013274.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013275.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013277.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013287.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013288.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013291.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013294.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013302.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013304.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013306.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013310.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0013311.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013314.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013315.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013319.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013320.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013321.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013325.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013326.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013329.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013330.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013333.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013334.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013335.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013340.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013341.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013342.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013346.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013355.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013356.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013359.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013360.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013364.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0013365.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013369.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013371.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013374.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013378.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013383.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013385.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013390.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013393.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0013394.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013395.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013397.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013398.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013399.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013400.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013403.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013405.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013410.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0013411.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013414.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013416.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013417.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013423.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013424.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013425.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0013427.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013428.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013429.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013430.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0013432.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013433.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013434.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013437.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013438.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013443.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013455.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013456.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013457.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013458.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013459.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013461.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013465.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013472.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013473.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0013474.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013480.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013487.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013488.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013489.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013490.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013491.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013492.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013493.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013494.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013495.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013498.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013499.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0013500.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0013501.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013511.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013512.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013516.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013517.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0013518.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013523.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013525.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013526.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013527.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013529.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013549.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013552.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013553.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013554.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013558.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013559.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013561.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013562.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013565.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013567.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013568.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0013572.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013573.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013577.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013578.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013579.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013580.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013581.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013585.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013588.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013592.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0013594.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0013595.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013596.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013597.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013599.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013600.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013601.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013602.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013603.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013606.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013610.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013615.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013617.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013618.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013621.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013626.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013634.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013635.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013636.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013637.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013639.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013643.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013644.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013651.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013652.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013656.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013663.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013664.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013667.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013670.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0013671.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013672.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013673.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0013674.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013675.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0013676.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013678.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013680.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013684.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013685.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013688.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013689.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013690.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013691.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013695.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013696.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0013702.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013708.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013709.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013712.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013713.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013719.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013721.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013733.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0013736.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013737.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013738.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013739.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013740.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013747.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013748.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013749.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013758.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013762.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013765.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013766.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013767.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013772.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0013775.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013777.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013778.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013782.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0013783.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013789.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013792.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013793.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013794.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013795.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013796.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013797.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013798.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013799.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013800.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013801.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013802.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013803.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013804.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013805.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013806.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013807.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013808.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013809.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013813.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013815.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013816.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013817.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013819.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013828.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013830.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013831.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013832.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0013833.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013835.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013836.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013837.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013839.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013840.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013842.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013843.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013844.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013861.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013862.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013863.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013865.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013867.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013874.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013879.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013886.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013888.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013891.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013896.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013897.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013898.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013908.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013910.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013911.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013917.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013918.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013921.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013922.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0013925.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013929.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013935.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013936.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013942.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013946.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0013948.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013953.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013958.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013961.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013962.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013966.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0013967.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013969.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013970.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013972.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013975.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013977.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013980.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013981.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013982.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013983.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013984.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013986.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013987.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013988.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013995.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013996.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013997.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0013998.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014001.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014013.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014026.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014027.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014028.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014029.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014032.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014037.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014044.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014046.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014049.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014059.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014062.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014066.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014069.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014072.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014073.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014076.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014077.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014080.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014081.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014089.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014090.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014092.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014093.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014094.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014099.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014103.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014108.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014110.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014114.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014117.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014127.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014129.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014131.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014132.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014133.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014136.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014139.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014144.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014149.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014150.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014151.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014156.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014157.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014158.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014160.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014162.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014163.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014164.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014166.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014169.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014171.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014173.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014174.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014178.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014181.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014183.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014185.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014186.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014187.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014189.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014190.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014195.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014197.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014211.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014217.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014219.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014221.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014222.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014225.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014229.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014233.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014238.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014248.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014249.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014253.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014255.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014263.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014270.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014273.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014274.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014284.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014286.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014288.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014289.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014290.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014291.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014299.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014302.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014308.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014311.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014316.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014317.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014324.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014325.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014327.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014328.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014331.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014336.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014337.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014346.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014347.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014349.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014353.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014357.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014360.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014361.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014365.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014366.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014372.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014382.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014385.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014386.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014392.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014393.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014394.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014395.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014397.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014410.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014419.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014422.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014423.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014428.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014430.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014431.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014433.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014434.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014438.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014440.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014441.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014453.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014454.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014457.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014458.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014469.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014470.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014473.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014475.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014476.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014478.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014480.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014486.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014489.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014490.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014498.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014500.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014501.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014502.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014503.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014506.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014507.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014511.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014513.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014518.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014522.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014525.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014526.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014527.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014529.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014535.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014537.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014541.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014542.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014543.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014545.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014546.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014547.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014548.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014554.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014558.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014559.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014567.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014572.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014573.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014574.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014576.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014577.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014580.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014581.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014583.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014585.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014586.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014587.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014596.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014599.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014600.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014601.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014603.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014605.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014609.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014610.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014617.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014619.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014623.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014624.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014625.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014628.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014632.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014633.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014635.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014637.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014639.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014640.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014642.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014643.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014651.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014652.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014657.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014658.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014661.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014663.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014664.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014665.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014666.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014667.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014675.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014677.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014680.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014682.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014683.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014684.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014685.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014687.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014688.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014692.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014693.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014694.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014696.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014697.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014698.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014702.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014703.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014707.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014708.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014713.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014714.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014715.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014716.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014720.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014722.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014723.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014724.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014725.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014726.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014728.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014729.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014730.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014731.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014735.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014739.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014740.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014742.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014743.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014745.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014746.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014748.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014749.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014753.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014754.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014755.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014760.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014762.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014763.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014765.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014768.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014769.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014770.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014771.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014772.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014773.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014775.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014778.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014779.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014780.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014782.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014783.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014784.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014785.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014786.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014787.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014788.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014790.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014791.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014792.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014794.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014795.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014796.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014797.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014798.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014800.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014802.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014803.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014804.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014805.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014806.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014807.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014808.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014809.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014812.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014814.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014815.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014818.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014820.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014821.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014823.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014825.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014826.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014829.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014830.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014831.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014832.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014833.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014834.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014835.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014836.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014838.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014839.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014843.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014844.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014845.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014846.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014848.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014849.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014850.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014851.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014853.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014854.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014855.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014857.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014860.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014862.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014863.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014867.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014868.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014869.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014872.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014876.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014879.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014883.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014890.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014891.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014897.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014898.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014901.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014903.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014904.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014907.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014908.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014910.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014911.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014912.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014913.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014915.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014919.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014920.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014921.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014922.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014923.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014925.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014926.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014927.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014928.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014929.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014930.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014931.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014932.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014933.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014936.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014937.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014938.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014940.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014941.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014942.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014943.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014944.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014945.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014946.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014947.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014948.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014949.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014951.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014952.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014955.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014956.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014957.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014958.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014961.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014962.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014963.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014964.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014966.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014968.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014969.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014973.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014974.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014975.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014979.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014982.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014983.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014985.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014987.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014989.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0014992.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014994.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0014998.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0015002.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015003.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015005.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015007.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0015008.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0015009.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0015011.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0015013.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0015015.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015016.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015018.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0015019.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015020.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015021.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0015023.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015026.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0015030.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0015031.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0015032.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015034.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015035.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0015037.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0015040.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0015041.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015043.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0015044.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015046.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0015050.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015051.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0015056.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0015057.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0015060.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0015062.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015064.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0015071.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015078.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015079.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0015082.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0015089.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0015102.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0015108.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0015109.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015110.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0015113.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0015115.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0015118.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0015124.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015125.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015127.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0015129.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0015130.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015132.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0015133.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0015136.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015139.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015140.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015142.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015144.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015146.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0015149.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015150.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0015152.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015153.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015155.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0015156.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015157.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015158.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015160.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0015161.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0015163.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0015166.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0015167.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015170.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015171.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0015173.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015174.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0015175.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015176.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0015179.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0015180.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0015184.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0015185.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015189.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0015190.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015193.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015200.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015201.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0015202.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0015203.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0015204.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0015206.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015207.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0015208.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015211.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0015212.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0015215.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015216.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015218.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0015219.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0015220.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0015223.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0015224.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0015226.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015229.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0015232.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015233.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0015237.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0015241.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0015243.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0015244.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0015245.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0015250.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0015251.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0015254.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015255.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015256.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0015258.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0015260.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015264.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015270.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0015273.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0015274.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0015276.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0015279.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0015283.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015284.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0015291.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015293.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0015295.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015298.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015309.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015310.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015311.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015312.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015313.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015330.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015331.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015353.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015355.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0015357.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015360.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0015363.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0015368.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0015369.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0015383.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015390.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015395.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015401.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015403.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015404.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015411.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0015412.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015416.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015417.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0015418.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0015419.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0015436.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015440.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015443.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0015445.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0015447.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0015455.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015464.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0015466.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015468.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015476.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0015481.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0015482.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015483.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0015485.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0015496.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015510.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0015526.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0015537.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0015544.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015559.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015563.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0015566.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015568.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015582.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015593.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0015603.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015607.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015614.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0015617.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015625.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0015627.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015631.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015636.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015638.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015641.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0015645.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015936.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015937.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015939.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0015940.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015941.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015942.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015943.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015944.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015945.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015946.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015947.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015948.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015949.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015950.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015951.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015952.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015953.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015955.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015956.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015957.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015958.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015960.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015961.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0015962.jpg  \n",
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            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0016015.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0016016.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0016017.jpg  \n",
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            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0016046.jpg  \n",
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            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0016056.jpg  \n",
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            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0016060.jpg  \n",
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            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0016064.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0016065.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0016066.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0016068.jpg  \n",
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            "  inflating: ISIC2018_Task1-2_Training_Input/ISIC_0016071.jpg  \n",
            " extracting: ISIC2018_Task1-2_Training_Input/ISIC_0016072.jpg  \n",
            "  inflating: ISIC2018_Task1-2_Training_Input/LICENSE.txt  \n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!wget https://isic-challenge-data.s3.amazonaws.com/2018/ISIC2018_Task1_Training_GroundTruth.zip"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "goSq8XvwcgB1",
        "outputId": "be8efffc-eb12-4b09-8ed6-5f18c6f4e6ba"
      },
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "--2022-02-10 16:33:32--  https://isic-challenge-data.s3.amazonaws.com/2018/ISIC2018_Task1_Training_GroundTruth.zip\n",
            "Resolving isic-challenge-data.s3.amazonaws.com (isic-challenge-data.s3.amazonaws.com)... 54.231.138.129\n",
            "Connecting to isic-challenge-data.s3.amazonaws.com (isic-challenge-data.s3.amazonaws.com)|54.231.138.129|:443... connected.\n",
            "HTTP request sent, awaiting response... 200 OK\n",
            "Length: 27402895 (26M) [application/zip]\n",
            "Saving to: ‘ISIC2018_Task1_Training_GroundTruth.zip’\n",
            "\n",
            "ISIC2018_Task1_Trai 100%[===================>]  26.13M  50.7MB/s    in 0.5s    \n",
            "\n",
            "2022-02-10 16:33:33 (50.7 MB/s) - ‘ISIC2018_Task1_Training_GroundTruth.zip’ saved [27402895/27402895]\n",
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!unzip /content/ISIC2018_Task1_Training_GroundTruth.zip"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Z5iq90X0chpe",
        "outputId": "8e9135a8-17ae-44b1-c8e0-c86e3ade0187"
      },
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Archive:  /content/ISIC2018_Task1_Training_GroundTruth.zip\n",
            "   creating: ISIC2018_Task1_Training_GroundTruth/\n",
            "  inflating: ISIC2018_Task1_Training_GroundTruth/ATTRIBUTION.txt  \n",
            "  inflating: ISIC2018_Task1_Training_GroundTruth/ISIC_0000000_segmentation.png  \n",
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            "  inflating: ISIC2018_Task1_Training_GroundTruth/ISIC_0016041_segmentation.png  \n",
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            "  inflating: ISIC2018_Task1_Training_GroundTruth/ISIC_0016044_segmentation.png  \n",
            "  inflating: ISIC2018_Task1_Training_GroundTruth/ISIC_0016045_segmentation.png  \n",
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            "  inflating: ISIC2018_Task1_Training_GroundTruth/ISIC_0016053_segmentation.png  \n",
            "  inflating: ISIC2018_Task1_Training_GroundTruth/ISIC_0016054_segmentation.png  \n",
            "  inflating: ISIC2018_Task1_Training_GroundTruth/ISIC_0016055_segmentation.png  \n",
            "  inflating: ISIC2018_Task1_Training_GroundTruth/ISIC_0016056_segmentation.png  \n",
            "  inflating: ISIC2018_Task1_Training_GroundTruth/ISIC_0016057_segmentation.png  \n",
            "  inflating: ISIC2018_Task1_Training_GroundTruth/ISIC_0016058_segmentation.png  \n",
            "  inflating: ISIC2018_Task1_Training_GroundTruth/ISIC_0016059_segmentation.png  \n",
            "  inflating: ISIC2018_Task1_Training_GroundTruth/ISIC_0016060_segmentation.png  \n",
            "  inflating: ISIC2018_Task1_Training_GroundTruth/ISIC_0016061_segmentation.png  \n",
            "  inflating: ISIC2018_Task1_Training_GroundTruth/ISIC_0016062_segmentation.png  \n",
            "  inflating: ISIC2018_Task1_Training_GroundTruth/ISIC_0016063_segmentation.png  \n",
            "  inflating: ISIC2018_Task1_Training_GroundTruth/ISIC_0016064_segmentation.png  \n",
            "  inflating: ISIC2018_Task1_Training_GroundTruth/ISIC_0016065_segmentation.png  \n",
            "  inflating: ISIC2018_Task1_Training_GroundTruth/ISIC_0016066_segmentation.png  \n",
            "  inflating: ISIC2018_Task1_Training_GroundTruth/ISIC_0016068_segmentation.png  \n",
            "  inflating: ISIC2018_Task1_Training_GroundTruth/ISIC_0016069_segmentation.png  \n",
            "  inflating: ISIC2018_Task1_Training_GroundTruth/ISIC_0016070_segmentation.png  \n",
            "  inflating: ISIC2018_Task1_Training_GroundTruth/ISIC_0016071_segmentation.png  \n",
            "  inflating: ISIC2018_Task1_Training_GroundTruth/ISIC_0016072_segmentation.png  \n",
            "  inflating: ISIC2018_Task1_Training_GroundTruth/LICENSE.txt  \n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 5,
      "metadata": {
        "id": "gleDocGe8_XC"
      },
      "outputs": [],
      "source": [
        "import os\n",
        "import sys\n",
        "import random\n",
        "\n",
        "import numpy as np\n",
        "import cv2\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "import tensorflow as tf\n",
        "from tensorflow import keras"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "seed = 2019\n",
        "random.seed = seed\n",
        "np.random.seed = seed\n",
        "tf.seed = seed"
      ],
      "metadata": {
        "id": "GFnAMW6SHFHz"
      },
      "execution_count": 6,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "class DataGen(keras.utils.Sequence):\n",
        "    def __init__(self, ids, path, batch_size=8, image_size=128):\n",
        "        self.ids = ids\n",
        "        self.path = path\n",
        "        self.batch_size = batch_size\n",
        "        self.image_size = image_size\n",
        "        self.on_epoch_end()\n",
        "        \n",
        "    def __load__(self, id_name):\n",
        "        ## Path\n",
        "        image_path = os.path.join(self.path, \"ISIC2018_Task1-2_Training_Input\", id_name) + \".jpg\"\n",
        "        mask_path = os.path.join(self.path, \"ISIC2018_Task1_Training_GroundTruth\", id_name) + \"_segmentation.png\"\n",
        "        \n",
        "        ## Reading Image\n",
        "    \n",
        "        image = cv2.imread(image_path,1)\n",
        "        image = cv2.resize(image, (self.image_size, self.image_size))\n",
        "        mask = np.zeros((self.image_size, self.image_size, 1))\n",
        "        _mask = cv2.imread(mask_path, -1)\n",
        "        _mask = cv2.resize(_mask, (self.image_size, self.image_size))\n",
        "        _mask = np.expand_dims(_mask, axis=-1)\n",
        "        mask = np.maximum(mask, _mask)\n",
        "        \n",
        "        \n",
        "        ## Normalizaing \n",
        "        image = image/255.0\n",
        "        mask = mask/255.0\n",
        "        \n",
        "        return image, mask\n",
        "    \n",
        "    def __getitem__(self, index):\n",
        "        if(index+1)*self.batch_size > len(self.ids):\n",
        "            self.batch_size = len(self.ids) - index*self.batch_size\n",
        "        \n",
        "        files_batch = self.ids[index*self.batch_size : (index+1)*self.batch_size]\n",
        "        \n",
        "        image = []\n",
        "        mask  = []\n",
        "        \n",
        "        for id_name in files_batch:\n",
        "            _img, _mask = self.__load__(id_name)\n",
        "            image.append(_img)\n",
        "            mask.append(_mask)\n",
        "            \n",
        "        image = np.array(image)\n",
        "        mask  = np.array(mask)\n",
        "        \n",
        "        return image, mask\n",
        "    \n",
        "    def on_epoch_end(self):\n",
        "        pass\n",
        "    \n",
        "    def __len__(self):\n",
        "        return int(np.ceil(len(self.ids)/float(self.batch_size)))"
      ],
      "metadata": {
        "id": "G1Vqb_1EHHbF"
      },
      "execution_count": 7,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "image_size = 128\n",
        "path = \"./\"\n",
        "train_path = \"./ISIC2018_Task1-2_Training_Input\"\n",
        "epochs = 1\n",
        "batch_size = 19\n",
        "\n",
        "## Training Ids\n",
        "train_ids = []\n",
        "for files in os.walk(train_path):\n",
        "   for name in files:\n",
        "      train_ids.append(name)\n",
        "\n",
        "train_ids = train_ids[2]\n",
        "train_ids = [i.split('.', 1)[0] for i in train_ids]\n",
        "val_data_size = 171\n",
        "\n",
        "valid_ids = train_ids[:val_data_size]\n",
        "train_ids = train_ids[val_data_size:]"
      ],
      "metadata": {
        "id": "YELt0yNqHPuh"
      },
      "execution_count": 8,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "gen = DataGen(train_ids, path, batch_size=batch_size, image_size=image_size)\n",
        "x, y = gen.__getitem__(0)\n",
        "print(x.shape, y.shape)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "X-OFBcdIHSis",
        "outputId": "294b0d6c-a701-4044-ebf6-de6f48d7f4fc"
      },
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "(19, 128, 128, 3) (19, 128, 128, 1)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "r = random.randint(0, len(x)-1)\n",
        "\n",
        "fig = plt.figure()\n",
        "fig.subplots_adjust(hspace=0.4, wspace=0.4)\n",
        "ax = fig.add_subplot(1, 2, 1)\n",
        "ax.imshow(x[r])\n",
        "ax = fig.add_subplot(1, 2, 2)\n",
        "ax.imshow(np.reshape(y[r], (image_size, image_size)), cmap=\"gray\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 209
        },
        "id": "WaopbxB7HUk0",
        "outputId": "49d26e8e-db9c-47da-b8bf-b50a6238cc30"
      },
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.image.AxesImage at 0x7fb637d16e90>"
            ]
          },
          "metadata": {},
          "execution_count": 10
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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VFqYpdilnS7KkgFrBLOA0F7AWC800VaSvEekf7VGz3/qt32K3293y46oq73rXuwB4xjOewYc//OFbfo4nul0ZXpl7lNGXZIBYb6mfUimlUGtNqmBFHOZpRkU4nSeu7SbmSbNQKKh3qKClcHZzZZorhWkT6WrNWVZCA6UWuiZ33oOw19cVEQ/+NUZzD7qkKFqUFYtiKROWvVM9aJO1VGqyctbeWX1FatAvW4PDwTEL2qVRcIv8QhFBGbuI5O1noVWpJRkxJD1xAEnJisl3cLerudPR4J37ea5CVahVk58v9BZ6Mt1SqItCLRUlePhugsrAoYwiytqVOdef1qPaVTIh7RY4/lQ18glaURGuzcpUjFLAJOaxe1z/yekJ8zyhFHIvFRGchH5QaPsUTnY7qivrQ4egcsoxcn+0TER42ctelgWCt96C5qp88IMf5N3vfjdf9mVfdlvO80S1K+Lck9KneWM7oCUSaAPntQ5EJeg8z1F4pEqt4ZhqrZRaMSR0UPK4oPQlGBd4YN7bn5J9XUoB1a3AaJ5zIQBCXqAy1RJUxG4DceHQOksLCQMvsPbAlXuPL4BDg/0SDr4MikgSIbsFLVA0tW5KjfFQaN0ikTuUEzWpoTLqAM6VM8lIulZNzny4y0FTtyD5R+JWJqZyXtEbfw9RLyTkHaqkANtGSbLETjInUEuKfzUQZ5qEKaq6qArLoW2QUaPQeuD7QyRt1Fq1HpnoIsGUQj3eHwlYzi1qBGSu7O44xaRQdldms/m4tpOTE/70T/80iQu31+68805e8pKX8Pa3v50f//Ef57nPfe5tP+cTwa6IcwdxRVyZS2GeNPVcgt64K8GwMMly+3yNu2claUR+I8nYzUiSyFZRunSjtcDSPUv3e3d6j6IbgO49+Nqa3HYNKMfcM+qMnEBvlnonccrg5wcHfjVCLEAKhQk1WA8r6wGqKAibfK1bfFkPRz/43BYkdpalc2jG2jwVLMnFL3YOI7dYSyQk61xorWM9ueQWTnScLzYDxjwVppKFUBqJ1uRKhsRCCTyfoiHl4BBeuOf5Y3zdUjNGE0IxQU2YppCNKJlgRiUKuXqnWyyAZoAbropUjRyBn+ct3Pyc306ccqqKXJSEONptsac85Sn8zM/8DJ/3eZ/3qJ1zt9vx7Gc/m+///u/n13/91/mpn/qpR+3cj1e7EmHQiCt7VguVjBxJjruoUnyoJybvvYaw1Yiwh24JElGyWyQ5EdBJskI0yDWhRRNFRcjAoR0tJXjomdwzj+Iot0isbmPTAmbUUs6rXNdREBXntO5YC+GvgEagSy4OvTN06y25j0ONsiQlppRYxHp3XAVRp44qWPHzqFZCg6aU8/J+0RAEG4tPLn0Ja8U5K8H5jzxGR6VsY/Atog+OvXAuXOapaOk18PIBEsXaapELKIp3D6kxi2vyopEIvlCzEKQfz8S0oeQC6ucib+PzYfhWsXy022unp6d8+7d/+6Wc++677+buu+/mrrvu4nM/93P5yEc+wmtf+9pLGctj3a6Ec8dT7CohZUmtmKjbCYXHQQPsZmgt4cx8Q1ciGTsKjRIjDPGwiL6LJg89k5dFQ2cGsviVITGgW/Wq9UFcl2TR5EKAo1Uprhun3VqwWqyPa2LD8UsNyqaZU5Hz/OlwvOe5Vnr3qARNR75239QXbdAnIdkjY0EMhxl4fYTL4uda8sO5jxeLCFqi8MsdarKTxtVGcjMcsXkyVURorQd1MrZUkcg2S22ZAR3p+XkF1EP2rOpIBYeT7haL4agwNgmILd7LAMxGxO6pMe99VAYf7XbZ3Xffzetf/3ruuuuuSx3Hc5/7XF796lfz4IMPcv/99/Pnf/7nvO1tb7vUMT3W7Eo49/Bx4QAGQjCitCxpSsdz/hNb8hDCQQ5NmYjtRCNSDEQhmlRYJ3TQCedRNjphyNmap7itbXU0iOrF6v7E7qFUoffQKLekPJIQiHlWg0rsGAICT1EtFeoUBU0tqYUy8O+EJUbxjqT2wiYk5myVuSTqHix+2c4pEgtETilD8czSYQ8lSclKWneotWQzkXMWjCFZXBTFW92MbgQsIs6mm7DNi+SOKQuaUvPGJFY7ldz9jMVJokgqkrIBIUktMVdZ8BQyBeciY5jheuS53y573vOex7333ssP//APX/ZQNrvzzjv5iZ/4Cf7kT/4Ed+fv//7vefe7383hcLjsoV15uyJhUOixD1jFNvj8gjP3dFCqWZFq6aQicec9cFoh5QXwDeN2H1h9dCZyE7wLvWWkLQVJSmT3qN4M35VjSvZKLUIp4awFR4oFbmzhiEfTuOC2R2FSa85+34Kn3jWrPUeCke27p4QBOTYkm1toSAAPaYIhWebZYWnAF4P5gp+X8YdG/Jjj87Ftrf9kyBzr+VRLashkg5A5RdFiEQg2TCkOqX2D6FY5zDZCPU/6loCCBl7lKC7xvLGok/M1VvTYpWVbPXfEhoqO4L3dzg/iE9Z2ux0ve9nL+Mmf/MnLHsonmIjwxV/8xbztbW/jp3/6p/nGb/xGvuiLvohr165d9tCutF0N5z6w1OFM4YIioKYTj0IbzwQdEk5/KDeWqinQ5agPKEaprvTm9FZQEzQjXDM4HIz1IHgLgTDRjNg9eN1oOOPWo+qyDeqgeGLAURo/aTgjSwhBioMEtdHNKVTa3mlrdCxa19G5qObCckElsgqubZMhmKfYAXgnk66jaUboxozipw3p6RFpn++AAgZJUk2wYiBFwyQj+1S1jGnbdgZuUAXqJOzmwm5SCk7NLlZaUmu/G21Np5vQ1ahZqFk1W5OGiYxerrFpdB1jj52bZzs+v3BNUfQEvRhFj1TI22HPf/7z+fIv//LLHsbD2j333MPb3/523vCGN/C1X/u1fPZnf3Y0+TnaJ9jVcO5Jyh4iWcHCGI4noIZalEmj89KatDzJpg5DPlJLVJnWXWrVuKUSY3RIaq0xzcI8w1yzZZwK1ozWFClBgVwtkQFT1p67gi4sa7A8qgh9jWIlFagZ3RZVRoO0OinzaQ28HWASmsH+4Oz30FewldQ/l6BCztHhaODnoTtZYsciulE5e+9Ys8Cfs7Wem9NbqExOU4nFMCEcrbIVRTmDNZQaPUUi+XqxSjD59aUOYTMQjcV0dzrFeyOxWggwTyHJmyF5vpeZ5E4ISDXEzWZVdlopONIDxlJVdnNF3albUvnCx0OCOloIvvzRbq2dnp7yqle9ih/6oR+67KF8yvYd3/EdvPOd7+SNb3wj99xzD9evX7/sIV05uxLOfSTWnIi+dTRbziTaegh6nxZFq7JLepz1qGzU1F6XjJpdz2mFu9MTdieV7gu7MmFNMS94LXgVugpNCusi9MVYDy01aCKlp0pUYE6wm5OSqYrXHLlILABuGZUGfBQRf2i8dDemhJoGO8TJhtdFaaa0lvG3B2TjLhzWkEawQH9yZ6MULczZO9ZdWdeRxQ3lSFdF6UwFdlONiDipkfg5Rz4gKws9FxtSvAFLtbYGjJU+X4uCwrrYyANTakTlo+vTRSy/d9uooypZiDYFD5+klZbdtEX0KkKplTpNWzMPT9aUuGN6njA/2q0zEeFnf/ZnecMb3nDZQ/mM7Hu+53t43/vex6/92q9FvcrRNrsazl2yZB9h7aH8XVW37kyl1It5VHSqFKlIUVoeYNz2AQlAqbE47NeQHq21Uk+Cw44Zak4Rp0pUUE7FqeZcO50CfyeolEomPZMGCdEBapZKlwicQztlQolK0KKyjbdQmGqlDyplnek9nKbIhPXgs+8PcFiGxG048ZM6RXTcQ1nRk1duBJe+iuIrTDqdNxVvTm89RbhgPTRalvcPqGpzxqXScwdUtVKlUhAUy2S1pqxw9DZtPSUOHGpNLD2dbZk0+62ylc2q5Gt7p/W+iaVJnmOuBc18g4zEONG2EAmlfFelTBMVuOPOk6Nrv8X2xje+kW/+5m++7GE8YnvFK17BBz7wAV760pde9lCujH3Gzl1EniMi7xaRfy8i/05EXpuP/3ci8tci8m/y65Wf2gFHtCznFZaheRWNHUqhTFl00wPvzpabIWlroUxoJpC47CTBj157lJR6T0EtFSjBeNEqUByvQqtstBRz4eDRLKKhpE+jKJQex1WRqOasA3smIvJ0bmZGmR0XY78Pvjy9J2NHODus9BaJ3yrgqwe27xbRelGcQnNhMaN3w1rQLrs5a1+jv2o25ehEoZe7siwNAaYajadtDQqQeA+FS3fWfcO7bfDNSH7WEiqYrR2oeq4VL6bMtSbG7rQ1nHb3USdwXmAGbC36Bo90wDMApUyxCFVl9R7ywd2oqkwl3ruaOZhRg7C2zvUnX80k2i2/Hx4lu+eee7j77rsvexi3xJ7//Ofznve8hwcffPCyh3Il7JFQIRvwOnf/QxG5E/jXIvKb+befdff//lM90IBYploiKg1eX8Ai7hutsXh0L8KjUrGI5o2fTZal4C60xag1IIfdVCNJqg5eWJZGSZ0YJHjirbE1dDYCwp80kq+UKOaxTPThjZP5hENLGd5MpCo9IYnwaKLKNAuuHk1ILGCbuqsBbSQtMhKYiSlXTcpkSB2zQC2xG7FOaqsE1h3qBJXeDB1qlozUalShWrJsylCW1IqI0x2KR/SPx0JR1HMOI9chXihaWHsPtUc35l3BkqFjzZmniXl21rWFyqYJiztKiJR5tu2Lw4aUQlsjXyA6dHMMr1Py5UOaQZMl1LNpiGeXKHfhoYeuLFvmlt0Pj5b9zu/8Dl/91V992cO4pVZr5Y477uC+++7j277t2/i93/u9KBp8AtpnHLm7+9+6+x/mzw8C/wF41iMZTGOwZALq8IGnC5kgJal3sRgszaKIh6T9FUfVKBrHqXPot9eSzBdxdIpenJrqkFWy2UcLEvlW6VpS/zy58eEyFZcJN2MJPxSRak+qZSYSPR3SptnuoZgITuvB1hnt+oLXHkVILsLSe/Df0zEvazBnVIIqufZImpYScMo0VRzn0Fo4zmwwYkEziYRm5iqyRggyQT1oh3qB3ZLuOCiLxHW13rOgq7O2JRK6WOwwcvEdydSUOUM4h9JCTvicopkn3ZLNg5ppkjmKrDtQEUiG0khUd7uaN+rtuB9utz3lKU953DJNPuuzPotf+qVf4v3vfz/Pec5zLns4l2K3BHMXkc8F/hPg9/OhHxCR/1tE/rmIPPVhX0+Kd0nSHhn864hSnSgYUinJ8faNfy5btBkXM0/KdKLUIkg6MEPYL1kok7BAtPaMSs25DspdVF+OCDLO30c2ExfFVFm74z0i9zXlAZbmLGtI66ZPC6fWBx89VCo9HTopgWAex+g2tG7OJXU95QX2KzRTeguWztrCyfeEo5pnD9jsGSs5L8muDL+bSehoIO4pRcDWONuJhtyjtZ2PQjFVpsTpzaKhhqniWUA2RMlwaKsFQ8kiK6CqeaygnnofH7ngy7dMBIf2fLzOAEqJBUmjeXcZpPsLsM5Vtkd6Pxzt1tjznvc8vuRLvoRf/uVf5lu/9Vu3Pq9PFHvEzl1E7gB+Hfhhd/8Y8D8Cnw+8GPhb4H/4B173vSLyPhF539nNh7K03rd2dVvklhGbJ3wRrI3Bhw+dFyHglZ48eJHAjyVburUV6CFMJhlFDuEtF2GahWnSkdlFSsmkZlAyW3LdQ5ZAWLogJiwJr7hHIrink7b8WlfoLWD21oNFoiHtSPOELiS49Mvi9C6I12zuEU0+WgsHanl9ayehpCEMFte8thBAG5h3ElViodmSqecwkGUDDdVQY2RUyBqbEuXGTJEUE9NYhOvQvUk2zZqt+Eri88HIGR8t2Rg0ZrIVNm2yA0kFdUvdymy3aMnlRxLzT0aNb1d4Ne1W3A+P2mCfIPY1X/M1vP71r+fnfu7n+KZv+qbLHs6jZo9IfkBEJuKD/C/d/X8FcPe/v/D3twL/+yd7rbu/BXgLwF2f82zvHvj6hhXkd4NsHxrl6IUQBhuRdkDE8fyh9FglsO6tGtOj1V1Ue0axzqjylEJKAsDSZNOrGdWTkv1Th7yBm6eCZcag6Xg3ga5+7nAt2S0lIaPWjHKiG1zhOfbQzImv9P1RRSsBT5HiYKOK00xDGybnsplzWI1dnQOP7+fjgeC2uwlTTb0ZP4dCNj2fXHscPfYAACAASURBVEg33D6rfMdchNDaqAj2rOj1lP5NCE1Cs6eUEsnSdMg29OWJncIGfV2oxiUT6W5DK943frvERUQAcIX5MrfqfhCRq72CPQbtpS99KS996Ut55jOfybVr13jPe97Dhz70ocse1m21z9i5S4TO/xPwH9z9Zy48/jnu/rf567cB//ZhjzX+T2eqKUPg6XBCXZBINg5IRoQ6oAZhqH+FeZLqJPDtaSI9SjSeGBWqlknNEcVC6MR4Ol4YcropAWxAH2NypoxgvXv0IM3IPSLOuKRwbPn7SBASlbUbppzCXH0xpAQK1BvRHFqU3p1GOHzEQ4Y3Fy4jql3NzqPs3n2TcIhTOKsYjmYD8jFfviU9Y3G0rB6VpGQ6UrJ6Nf8e1xVMob4lQeVcHTOvrTdPRYIYiI4qXA0v7zmHUclLyhV4SkdYbCYgpYSDF9/t6gqH3cr74dGwF7zgBZycnFz2MB51e/nLX74pTr7//e/nne9852UP6bbZI4nc/1Pgu4D3i8i/ycf+W+CfisiLCVf758B/8/CHSmZMqj+SzpssYlFGU+yM+DJZCCPRFo4IHdopoFTIiJ2SCUnYPJ6L0BGkCVItMXvZaIqeHG0VCfndhEFG9N48HW9qsvdukZW3nFKJY3RzpDr7M+HatRL4u0ri/+cO0DLZKBIwkItQaIFxtw4WSVgteQ157Wt3FmNroCEZsZ+tnUmTc08cbwHm6knplGT7sO1wLOfSM9Ug2JajGPx0Y+M3Rj2BnitTioScsZtTpojsvUXCVTWaiXtWmPY+Qvlg3pQp5nqesmmKhSRaF0JLH1JX6MoGtbfwfrj99p3f+Z1POAx62Ite9CJe9KIX8Vd/9Vd8y7d8C3/4h3942UO6LfYZO3d3/7/45Hvkd3wmxzudJqyULdocTBPVcK5VsndoCXz8sEZCcy66JVOHSNamY560QetGrcJUBl898eY69MujynTKpGRfDdCAG0aUaR7dkXoqR8LWLKM1x1yRUuh4UP08nnNzcTglS/znSAw7dAypKb0rAfu4Or33ZPQImHLjxspcakTLmmqT2VWpW6dZp3uhd+dQldKjAXVvwuLGVEf1byxup5PSLebMeyxAucVh9OiIJhqRzLWsmupYUiSjd+xg8BQNbnz3zlSjo9WhOVON3cRuqrSxGGWuJHZK+caXSm/r1vC7t4HSpAa9ClOpgNPWlmTVq2e3+n643fYVX/EVT3jhrWc/+9m8+93v5oUvfCH33Xff405p8orscT2aIKuAhB5M6LuPdnCA9Cg2yuh6qsGoCVZGOJhSgjppYlHCPtQRGZCAbp2czDsqxpT0wLXBvsGyenKyk5bXnHUxlsVYVzBXVg9s3dVSjgDWNRze2FRIBStO6wcUZTdPiYUn88ajw9JhcfYH57D2wK9Vad04LB1zCVVGBSbn0KKXay2ytfLb1cphD/vVOXSllx3UKPUXKayrcFicZXUU5aHFoitV98w9DKRl4NuZ4OS8OjWw8+yXijNXZZqCXhlbiaBO7pvSPamnBEzlRYM6aXF9fXTDcqHoFH1rTwqpJMFUlKlovJ+qaCbF6WwVwkd75PaVX/mVnJ6eXvYwLt2e9KQn8Rd/8Rd8/dd//eNuPq6Ec3cnYAdzqgT1bWiK4KnW6AHeiGZ1qMLpHDxvGdoreTk1OjIHk6UZIkr3wrIG1a8Z9FSOtHN0AFuhLeAEBDSl8xEX1BW14KavzVi705ag//W1MZ0UnJ64dBxxQnnqndeoJTjdlu37mrWN/ZN5S5TCPO8Y2jLrvnO4GW3oqCHwdbILHN4yijdzOoWqQludGzdXPvLAwv0fayyHwLLNAVfUC2d75+BCR1kabF2rAtHf8thjRlSzecbQkyegIE0VzNIdyYpZodCX7CFrkTyOJuLRk3aaNdmMsmnJOB0VZ9ZUmURSi8eTeeRQhKKFqcJUhfmoCnm0W2yqym/8xm/wzne+k6c85SmXPZxbZlfCuWtWK5ahAa7ZKSnx92RSf1wDjNZhaVm0U0CKpnxKMD08sRqdUmYgMXXJoqWeOinqsjWmbh4Mm74YSwvaIX7ev9UJRUpRDUEtjXOqlmS1VEj8ekDDu1nYt85h7bQVlh4SCa17Jlcj4XlYGg8+tHK2tChSmgtSQn9+mqPzVKmFea6oFpoDWunN2c2hMyMoUxEWg5uL4RIa7Ah0a6AhO3xYY0Ht+VVK3YTXoj9rDzGx3lmXlUG8idxpSRlm0Empu4pOSl9XdlkvcDrFoltUce+4WzYzr1mFC6MJdk8Fzt5zbonfLWmo1pwqEbWXUihX4hN7tMejfd3XfR33338/L3zhCy97KLfErsStIoTC4NrW86pO1WzUHBFcJNWCQD5nub2WCZfA6b0Z0kMWVjLaK6VkIo9w9BryAOrGROwElq7sb1oIZklEjLYCi2D7zuHmSj8QkXsW/djigIaWTI+FZm1wWFaW1WldWVdhvw9NGUzoq3PYd+YsXHIXVnMOzegmuCn7Q6ObRENsnGYrrTttjUKn0f90XSMkFzeWpbO24IVn6pm2WoyhG4feo9eqKs0jwbruG81hvwRUsiYXXzygHM2ipVKUMu+i8bWTDjrzIjUKjVpG6aVOuUincJuSMI9QtCa7J9jrW7GYOyrOYfUc/XmfVJGoSq7ZkCWO6UzzlfjIHu1xbO973/t4+ctfftnDeMR2Je6UIYWrGvK0cw3JATYmTDSADmlgDdEvKVhLfF5Dy2XQA7O6PSl8OsjbKb4VUaFWYSoEli8BJ9h+NPqIJKmkcFXbr7R9o1DDyUvqzphTpIQ6YzfUlb44h7NgjNRJWdasvFw7J1Olh5J5aNY3p5ggPSAprQUTD4fZfWtMsabWzrJ6asoL3oS+COqF1jpnZ42PPLhn8ZDnFRXaKvR9JIgP3VmWztkKSw8Rs4pGw5IeEsnuWVG7BiV0yAZ0SwleUqCtx6KAGyIdkY6WdNBmHNZGG5o0ZrS+0lsLmmQVpilgMyzmdzcFN37Mt4skfGW0LDgbNFc94u5Hu812cnLCr/zKr/Dbv/3bfNd3fddlD+cztivRQxUieamlbIwKEUnhq4A9NDHqtUcTaJHAtr3DYtEabs4erNaigbX1jkRv6mSZSCAnibWPite1O7UIdRcl9W4RobcO7opOAfN0a0QfUsmeoM6Nh25S68mGJSPJnjFjMsG6MGc0ux4MirI7UQ6HjqMcehDozeBsaUwqXDsN+KGTlbArtEOnTKPhRix5okIthrVkpRwaNx7qzNVZzREzTmphlkK3zT1zbZ4CqnHnbA1549GQ3INHGiJfFqJnjuMmtN6otTDXGmJqybMvtaDdcQmOO2u8py7OVAO66m2NBaNWioJLwGm4oC4064jC0hijIWiZIQMhPlrxXcrH82hPMHv605/OV33VV/G85z2PL/3SL+VHf/RHL3tIn7ZdDecuZHNlixoht9Bf1xKc7IzqomApKHuUwIAb53i8Oel4h8KjU7PTEnCBeSOIJ4+dhFocXMMpD1y5W/TvDBZP8LZjyYljqcC13SmLDdZlaMPPU/R4bc2pJVQgT64lnW9ZOZnnTShsvzfW1cGC+84uKlVbB8OiUMuCoeIekA2E9kwtoavePCEPMbxXDm5BtXTHlsbeYj4nzV1CE3wiC5WU5dB5COdkkrzWSPx2cndRI+9QS0k2kKZsQCZb3aLlXlHAmCY4HGIua1YTmwpkgttLFlBZLK6tN0g5iLFwqihdzhuDhEV3raMd7dGw3W7Hc5/7XF796lcjIvzIj/zIZQ/p07Ir4dzDcSupMxAd7y3w2IH/wnlkbKSuekbfg+ZhfkFX3UIB0rKydUgERMXmOF5K4halr546K0GHTLkVYFTAJq1SCs0sOj4hFKlU6ZAMbBEoU+intObhjHtoxxRxdI7HlyziMbONGgixoKyrZ9FVRPyanbKHHPKAnhCwZQVm5uJ0KyDO2eqsqUopAKuhalw/KVyX4MT3VfDmdGJ+90vCMjUhrUyudhc0aYpSMqKWUSk62PMDXR9c0PzZ87okm5nnTmxDWfI6QpJA6W6p4T72Jhc+H0kr2ipxj3a0R8nuvvtuvvu7vxsz48/+7M9461vfetlD+pTsSmDukNWjUeaY+Hk6siEVu93p8d85zS++Rt2iDxpdDwc0ytwHphwskeDAj2KZc0GqEaGTmjTx91GhL4nVa/o160GtFC4UXYmMrQSIsDZoTVj2YF0QCWZNW43DvgdVcBLmKXcQXegtOPDu0EaHorGQMa4Bli7BfEkZ4blUSgmsundnv3b2q7M052y/cvPQtkVuWZz9ErsG92zc3YVDg8NirGskryP34SlVMOY+F7rUl9chUEPIBwzh4JLUFvfQjYm+rOdSw1G01LeCsmgKItt7LkrSYuMF3Y5R+9Eux57xjGfwute9jh/4gR+47KF8ynZlnDsMRcNsM5dcayf6qEo6YJEIoq2NCtFwzkN2YGjPaGErKsJzB1AuSOESjrNl4rAT1MjWGpIRvQbZPuGegEUsZQe8k6X154vGkCF2J3qSJjTULDTZY5/kG/6fspAUVaYKVUKUzM05pGB8yAafa6FvPHESg9aZ1qIoibxWnFRnlOyNGq73bN946BBqlIcG+xZ68Q8dWlAzja3367L2rYnHiLghsPhuuZgReHgpgmpUD49FWLLT1dDWh9QN0pAaDjE1jWYjBEyjI9eSu44iusE6mnxYvUKf2KM9sazWygte8AJe8YpXXPZQPiW7ErCMO6hbFudMgc64YRqsGEinrUM6lq1Xai3Rkq8lqwNL55lUPLMoEBIikoxzRWL20M6lCtZsymG9owldSBnQSQzSNKsrtx3G6NYUkgAQkeh4TsAnxnTilGK0ZpycTpgHY6SWrHxtRinp2LrRu+De0OshO+CE1EBQFcMRdvPUv+kcslArCnydXS0hAladm0tnaYYSjnxdHS2n7ApJuQy2zFShH0Ku4HQS5jKh0mNnMyJmiyTyUNU8B0higUKhSWwrdnMJjryAeETjHeJ4WijiSZdMyKxngtz72EMlBVJCjwdhVwutHaP3W2H33XcfT33qU49NpT9N2+12vOMd7zjP311huyIjDFbFSa1odujRGk2SbSgcMvDp6JZk3bcOSUIkPXdTYZ4LtYZGCSRtMLsmpV8M55Edmmq9UJRTBKeEwxdn33vooqhHAlck4aNzzFtnKFPJpiHJ7MndQZTPC7uTym6OKszeG8vSqFKYpsI0KZVwyoKzHhamHIt5NPgAZ+lw8+DsF2dNRk9bA8s/u9kiGSlQtbCbCpNGlnjdr+xvLhyWxrquPHh24G8+/BD71aPZRzeKCGvv3FyNsxZCZIs5bZT+Z67DsdwljbmNQqfYtURjji1HIFBqHUhX4OqaDUpstDNMOYhMkrY14KSAdoKzL8m3D4nlSPYe7ZHbm9/8Zj784Q9f9jAes/aMZzzjsofwsHYlnLtIYLclO/f0lBJQLVuzaXfw3hOvNeYqlKlGxJ6caLPgw2uJpGZfE56Q5MAT2i5KJGQR0jlFcY2b0Az2h07PxG1PxD743ZYRe0iqlBJuTtUguyDVIkw1ZILbunKy023nIESEXQpIMQxjnoTdFNc/SeXa9RlEOJ0q/WAczhq9C9aC9dNb6LO07qxLCx11oqnHRz92k54FU1iwZaZamKeCuHFYFmxrx3feR3Y43P1+4YEHz/jojYX9Ktw8wI2908iqJDhvJYgFHx1J/XoL6qn71oADCclkSY2gMnD1ZD9Zj9zDlJW3pQSkVUvoT7beNny/W3a5Ovr2W2JvfvObue+++y57GI9JExH+7u/+7spr0VwJWAayVKn3rEQcnXxGwwqgWyTlnHDWKtCjIUT0Po1/5MIgkrAK0QGjmeMtpAYGFbKo0TWiztIUqc7UlHUWsB6JVg+qIR7VqGtv0YlIIjeAhMM6u3lgN5eNmTNPwsk8sTTBV8OLUnSOSHkO6dtKRKVWgCWc9kmduPngEu+Mh6xA5CojXLcmTFMNGQKPxtV1Kph1dmXHQ2eWi4dwejKz+oKtnXmaNwhEq/L/fewhnv7kE6ZSaL1zWBpOwFxmzs2bazQNb4JNhaVDwZh19Fgq50lpFcx7NkSJyNsHkQbF1TPPkYltjEPreHesdWSKCtY6KVJzGTSjt7bh70EfctbD1eyherSjXTW7Ms4dBg89ConQ6B5kITKOubKbNSO36FeqDrtpTs1x3yh0wUMvWzMLIRzzNE/x94zeaxYiHazRTWktaXcCi52XvXu3EN+SghbDEJYzxws4HVXoIrDe4OT6CaoTZ2eRnBxYfz847Iw6QUmJgHnSEMlq2WVIDK1w/cmV1kBL8PRXi8pR1UqZcnwt1DDXHhCGFnDr3P/AGU++8ySLjeBJ13ZMa4sI+XrID7h25mmi9eCouwjzNEViuRtnrbNIp07RYPbBh1au72KhmyfFa2Dkg2ppFvTRaSp4W3OBI4uiOG+EYoPvIxQpdDVkdkqteLNQ8+zR4FtTw6C12DnhOUdHjPhoV8Ru3LjBc57zHP7mb/7msofySe1KwDIRFefXcObJYvFktPR2kbHB1n4uKhuNOiulZtcgCRxXBYqEuxdV9ofOuqQzjewe01w5mSpTCZGt7qG9PpXgpacwfFAsrUEJSKLReejmGYdD52xvuCt7exL3P1hYVtglzFCSpz+faGLWiQe5jkOj1akT7HZKoWC+UqeQLT50j8pWSrB1Wmi57JfOvgXjZzlEovfmIaJnFJYlot6pCNemyvWTyulJZapCpdKbcXPfaN1SfbMTIFScdzdPVFf2+87BQ9K3i7P0ztm+sfZRX+AInd2koEapoSSpBBTjSQrqudC6JNyWzctVlWYd6y27ZtVs6WfJWMpq4N5TnfLIc79V9kd/9Efcf//9lz2Mx6ypKj/4gz/IM5/5zMseyie1K+HcnaTWpfJfd8ey351IiIDVGpF0KYVlXUJ3RYLxcVg76xoKkX5BU0YJKt1Ukj0jAQ+M3qvjq4ow1YKqUwSqVCDw/1hgPCmAzrp0es8MbSnsF+Nw6Byac/PQOByM/cE5WxqNhmo4qSbOVGduPLCwnhneQ6ag977RALUUrp8K8xwOTaLgE6mF3gxLzF8TtloW5+aNlbP9gZv7hQdvLKzduXmAQxZQWYcqypx6LqHb4qytc1gWcKOtQ7WxcG2eePLJCbtaONlVFLi5bzx4BjcWWJNW2rtxOKwcmtGQrIhNOqtL9EJtHXNnv4QA2lCLD1G00J4pNUGeaYqkt2cPWgmNHJVoVl5raAtNV+IT+/iw173udfzxH//xZQ/jMW3f933fd3Tu/5iNghUR2WRwtzJJIRNtyR9vxlwnCso0HLcUWncOS4fumbwcX/nPs+rTzxs6C4KvsB5Cm90tI8zRfajDYQ3tdk+63oCJhBJiWCLxnGas3oKLnXxtlYBdmoczL+qJT4dj9y54V9yyElUCL59KRYMgjhRo3gIKge38qgEvdQcmZW1Oa87ZYeWBj51x4yzYL4sF02c3KbtJuT5XSlKHpjKBVJbsnTr6y0I64N7RKrRljUKn3DWAbzx1HNoa+DmkfK8LUgLx6yvMWpmKZMu/eE6tBTQS2uN8UpLj3nu0OzS2vq6lhJN/LFDQHiv2eOw+9Gjbk5/8ZH7sx36Me+6557KH8gl2Ze6UgceSOK5DtKxLLGZAMu4BacDgnGs2iCCLjJIBY51xIPd47nAYWXAZjadXY9l7oBIGNM/nyJbUtW7h3CHYOYTznmullqDzPXjjJoJTa5TPR0LQQnzMokp2XXtEoKWQ6QEkOeJb42dzCs4udyqt9+zPGtF2a/EzwFSja1FNKGRo4B8OK2f7lYfOVs6WTusxnnMJXuXaPLGbCnQLvrlnt6WsBD0sPdhBAAiH6Pwd1FKXrTq1aLCDVJXuPXIMGm+R5I5pzFEcCaL4ia3yt9vQ9InqXi163hwkYZz42bdI/2hHuyr28pe/nGc961mXPYxPsEecUBWRPwceJKDV5u5fISJPA/4X4HOJpsD/xN3/EXBvVKdewFQHpJt490jSiZzLBowyfMOyAjW0VcTJhho+5GqimEk1m1yf06U9KXvR2k/S6Qb1MdgqQ34gGTPWsV5QiNZ5a0S34dTCmZn3yBmYgHcmEbSWmKDWQQplJI79vMIVib6wWoK6yYD8GRhSFi8thmqIktVaQo1RiYSxO8vBAnPHgp4pbJBMsvzZFaEQDaebD/mHVE0gHG4pcd6Btc+Z8I7p10gAM2CwMZsxTsNBo0rVjBANS1BGNXq3qihW8uQimLWA5mpJaYfOEARyi4XQt0/K1bNbcy8c7bFmT3va07j33nt54IEH+N3f/d3LHs5mtyoM+np3f7G7f0X+/mPAu9z9C4F35e8PayOyHNWPRST6cQpoHbh88p59CFCdl9uXhERKGe3jEiZoFpxuknKZ1EYhSuenWbdFY8ONk7Q3+PdDhjii7OEkM1pWuHYaVMNIHHrKFUdE2rplWX3sFtaDhchZKkF28w0Oauag0WgD863wR0dES2qvdAnpghKywOoCppRSmEvFzFnWzrI2DmtnWQNSigraUcnLNq6ozo3zWwp61eyZKqpM9Xxeuwtrj/6xqpIQjVCHpj6Si2pE4t0so/OUcCaEwopo4Op5je7nhWmRSB1Sy317rW27iStrt+ReeLTsve99L3/5l3952cN4zNurXvUqXvKSl1z2MD7Obtce91uAf5E//wvgWx/2FX5BKCxZM8PBqwpzDW0YjX490aGoB9QwV6Gm3EDJAqMt4k0d8JAeCNcTcH44pFKgTtHKTtJROzBNUzbVllQ5jOMFy8OT5mdMpeQCEYJgloJlgyUzlRpCXuYcDnZe7u3J+c6sboh3Oc2iH+rh0HMBCuqkXoBwaimoFKynRk1UW3HYN3p3pkmZSlSp1tBhiIYcHklZd4lm35bNTohFrVtE6GuW+5cSVa5znTmpNRe5aId3aNHrVDUKtzTnqFlQRd3P221neJ+5jwzGc0ajtWJG9IyGK6Q+UJxvVCbHvD3m2DKf/r3wKNov/uIv8vu///uXPYzHhX3+538+X/AFX3DZw9jsVjh3B/5PEfnXIvK9+dgz3P1v8+e/Az6hVldEvldE3ici7zu7eQO80FpEkW6WTsCxbogFV7xMUQ4vGrTFoqHtXuRivD8i2hDgmopwejJBiSpSfGDPnslaZZqEeYY6C9OpIuaoO7upUGrwzbM9KmuLAp86FeqkmMSuYCQprUURT62VopW5hjTBQ/uFRmfpjTrFAmHp6MyiWYn3qDTdHzpK5hfS8Ufj7HjMTYLtcsgKTnekARb6NXWq3Hl6wlPuOOXOazuqCGtriBSKFuaqPHRYcsdgrAYL0dhkLoVdLgxmzvXdjFnnxmHlrBmH2FAg2QMVfGuKba4cltgluIw8SCYCxDPK163QayxWAbnEDsEU1lwMxT3ZTkGdrNN01amQn9G9AB9/PzwaAx32wQ9+8ChDcIvs+77v+3j961/PPM+XPRTg1hQxfY27/7WI3AX8poj8Pxf/6O4u8omCIO7+FuAtAM/8nOe6Zll/rSWglqxM7T2KfSKyc3TifOs/xGKQLUFnTka5sJsq3gOlLS64RNs2kYAXwjV5VsWGvs2yOCenoS/TzZGuWxZWC0wovRi9dZrD4awl1q3BlS+xCrQWMgomxjzP+H5hrsquFrob7hW3jptu1ytFWA4NRo9RS4156xzWWER0CM07NGvYkrCRCqfXK94LH33gjDKFU8Qse5NqKmIKNx86bIleR1n2B6xM0C12SKqYGXOZOLSV06my3y/opBQ/d9ROzMEkIa+wrlF4dlga0/WJKbnt3VK+V0G60LrgxTdq6jyXoJd69LcdonBD434TB6Jf9QbZn9G9kH/b7od/6DlHu/r27Gc/mxe/+MX8wR/8wWUP5ZE7d3f/6/z+IRH5V8BXAX8vIp/j7n8rIp8DfOjhjrO2hlZFzdCh+a0Jw7hhG10wWCy9h+OzhEhS8CQcSQnc2HsmCj0i/GkKSh4ePGoToblRiWbMVgWdK5OtWCPGgONrOH2zzjQ58xTOz824885Tzm6uaCmYCQ8dgjGiEi0Aaym4dU7mCa3KasbZzYU77zyNLkQtNNNLKazNmXcTh8MafHRztDgFxSQUMj0XmtDCiQZ5ePR+nYpzs+9Z14V5d4392YqZcO2ksqzGhz5yk0mF3g4sq3Dn9TtZ18a6GjdunLHbVU6vR2Q/q9J9SdlfY7ebadbpXXHvlFmoyUEf+QudBPrK6ekEm3JkZy4lG3oLhtF9ZT2Dk9MCnKu6mXnw3c1xM9YeOjg4TLVEAvcKe/dbdS882jbkpI/2yO2Vr3wlIsIrX/nKyx7KI4NlROS6iNw5fgb+c+DfAv8b8M/yaf8MePvDDqRE67bVjZZ4+Ta4orQeUbFqMGIiqg+OtCj03mitBe2wE00yNmqM0ZN6IsWD3SJDahb2q7Bf4/n75WxUNkUScVamHZycCifXCtNJ5WQ3YSgN5bDvdEIKQArs5kIR4XDWufGxzkcfgP3ekj4IpyfKZ3/W9SzJD0fdmtEWw1bPoiCjlqB8Hs46rQ/8PTtEWTS/uOPOE06uTago0y5UNXFo7ty4cYb0jmTh1bJ2PnL/R+kOd1y7HrIGrUELdcZalXVtURR11nloMQ4rzLXQ1lDdPJmV/dIpWiLi73DosPRoPm4Yu92EZgtEz3dRNRpjk6JjdarMpyVZTApSsm+t0g/GsjaWttIt5X9VUMq5Zv4VtFt5Lzza9o53vIPf/M3fvOxhHO0W2yON3J8B/Ku84Srwy+7+ThF5L/CrIvJfA38B/JOHO5B4lOy7/P/svX+srtl11/dZa+/ned9z7x3/DIlMMwE5iopAoqVEKUggEqFIdRFNI9EqRbIaU2xEiCLyB6JUkApBcYkwVYsAiSqJXYgSN6KNo4BAFSEEFAoZWzA2QiapidVJPPkxzYzv3Hve93n23qt/fNfznOPgJBN7gDtC/wAAIABJREFUZs658VnRjWfOnHvefZ5z3rX3/q7vj0Cs8CL4ZQx8OF6DiA5UpRWhE21h42o7PmmSej6vXFwckwUi/JaN7RKKwFvG4HzeMlkDo3KYnDddVEY4S4PLxwBBKQmDNG1AxZ2SA9FPny65fzik1UFRpmuBexcKxlaO6szhQsEU9CKWSShN6jA5peQwcx30c6fOhQcXB37+8jGHw0wJWHvHimwOyrCd004NBptjonEozoN7M8syYBTaEowYzPOBN72hcH50wuKC+xcHZissLMxWUkXa6c21eVB4uTW6TxyLVLxjbcLjK7u1AyGGTSmCzYpJn2AeaDKeyVOb+MqUSyurfJfAayim0AzMA+9pvRyygogSuOsaNm5vGtOr9l54vevv/J2/w2/+zb+Zr/3ar73ppdzVq1ifV3OPiE8A/8Fn+fgLwO/9VX0x01W8zoVwp3ihIJw8TI1AA7tGDdkFrG2AB5M5dFEE6+Rc3Dts9Gj5lcyF89IzIm+j6hmO5PG1FHrv1NmoBdownEFNauVAlrkRcm586dHCcl7xaaJQOC+NEk6tujVYpMVBNeZamGoQC5SpYg7T5JzGSnUFjez5oOnREhjn1qiTbAeoYsjIKVJrWBqUkJ/OcS6cAhrGPb9HjzMP+5nzecEazDg2Fd70hns8/rTokfcORwbw4Hjg8ty5LPKB8VoIh/Nypk6ThqNjME2VN1zM9LXTO7RkuBQLqgtWKg5L6/JzD3CrtN6xYlSXHUILNFAenZ7Ww8DuGx9cqZXDnWqD7ay+DXBvY72q74XXuSLiDpp5Fevtb38773rXu/iu7/quG13H7QAwTcHTIK61sqgHnUFDlgDhMsiKLnZGoGa5/f1ttjpCrAupIsWAKVVDu1KUzYqJbXM8FC4OM5NXDRLNmctEqUYPGRBujoYbPGAO81R541P3WS7V9N744CAq5zKoYUQfrMsVlbFOunk40GOFMGYrlG2oOwLDmWqlTsZcjHOmM01HJ6wzXH71AXiV1womiuC6aMi8risRwdGNB4eJ41SYinj569q4fHxmOhyZp4l1bbz0C48ptYo6OWmDO5/PgoG8UAuM3hgoqUpOlLJkaGnPwBBNdYsmNAsKUq/2EbtyoRYxh2QlIS8d+bsLLtvSruRx4zvPXXRIz/jBO3z4tarv/M7v5I//8T9+08v4NVFbc7/puh2Wvyk02iXpXVd8YbJijkjUIyaHfEYQE8QFI2xqSAVoSCRUqu0vsKUDsXHDC8k5N2wMlqE0oupVp3KcDHPK2D7RNKs5j/uKefDUxYFO5/Lc0tJAytZiZb+JTMdKW2E+Sg3aw1jXzmFS0xstFLDRYDQDD46Hyml0egy5LU5ioPTeU47vUOVu2cfAeugRuNFWnfiPbmCdHrrN1Jrfv4ecIQ0uI3j4+EQ1PeOL47xvfsbGZJmYK/S+sjbROn3opF0nBXBspmyjid7ZLci9OkOy5V/vspPZE5tK8bRX2PLEXZmvI9IDKL3cY6QNRdxazP1JrxdeeIHnnnvuppfxa6KmaeLNb37zTS/jlpzcIQVEfnVF3EgUgA0X3FGcEQMr4Gnvy0ilZ/rKCI7ZQiGupP1bqLSZSWgTOoVKCi8xk9D+Tl8HtUgQtRla1VqklkXKTTBKkYd5a8HIiLg+hvzXzQiHEU0y+1R+TqXIf6ZITF+LcZiceTamyTEEi5Ti4qD3tjfCkglGO0WQLTzaoAdlFKo5kQZs8zzx1L2ZN9yfeOP9mQcXJeET1+seJvpQ8tGD48T948RhrsxzYU4hVLVdPSBbh2JEUhUhXSbJnFmTotc2czR9ytXPgfw7aOirdi1aJWNr3vkruR3Qt9O7b/TVu+b+WtWHP/xh3vve9970Mu7qVapbcXI306lbLopjb/CWasUtPk8HbctTYPqiD0ElWIqehmCZKxsV25t7mDDfHjCh0ziBmrttSXLBNGVDCcXujbjyl7EwDpOa4qmtRM+hrG9WxbavXYZaQa2AO2ZDTBPTOj2knHU3SNrmFtwhAY9aYd++p6R6bhJ+zQeEUVUvrMugzgqpDuQueZiNaYKpkLMLY7WR34e0AIeqOYCvg6V3wgNMG+3aBsPgMGkw2nswz5ovmJGq1kFFOoBimrTG4Jove+7VQ2Eg0gB0DgdPbN5ZR9utIyJDTsy2LFrF7sm77A6Wea3qJ3/yJ/lrf+2v8aY3vYk/+kf/6E0v564+z7odJ3eTFcDGjY60Itjof5GwSsSQL3lWcYmaShEc48X203zJgOUtiilSSXmZJ2zfT70hjNfk/V7MOB6cqVjmm7qabJqQFXOpTwuEO5cnvcDFcWIqkuhXd6oZFaeWCTNlmU5JVexNuMaG4Y8Qnm4WUq42QRHHQ6F6EVSRIdLayAZhnTqToH5QJoMShOv0fJictOXBUgXrFI7VuaiFYs7BpEYtXjjUohtE9d22YF2VG9vGdqtid6Qsbjjpftm3IBUNPzyb8nbDwXSS3zzxW9t8Zq4CWCBP/wi3t/3rWDJGx9XvxV29ZvXcc8/x5/7cn7tTrX6e9cY3vpHf//t//42u4VY0d+Na88hmIKOuNKYqYrj0Hgwb1JomUw4wMJeDYalX0AXIZGqDAkbIt+XxEpwWUQd7pjF5+sAou5X91Fw9KDYooD9Flr7F9dLTXCk2M4YYOfPBOcxFg9qjoA2GQ5My00ME8MmFgZcir5ox5JMzHZyLB05Pw7BSy55g1JsUtMepUItuIbie0+GiQunM9/NkO4zD7JSSHvSZPLW0HFym8GgywS7uzlQqU37/MhEb4qrnsTtQIPk0OevS9wZtIyhW8M1vHWAoGzUib1y+pU4Z7gUvLqFTbD4/5M3GdtpqfjoeSmHaPHvuevtrX5eXl3z/93//TS/jia6nn36a7/iO77jRNdyK5h6oiXgJomi65tWx6ukJboI0Zue8rhjpuoicCD3hlEROsKKGYYX9Wt8RL3tyY+3B0jrG2E+Pm4OjPN9r2vVuzSqzPVFcXvFBscp9r7z5jcb9g5ggcxEjp1SXT83BOEzGxVHB3r13pqnw1P0DtTiliBkyHSYOx4mpOHOtTLM8bQxBIO66LdTZ8Qrz7FwcC9GHZgHVseFS4E4VytAtBKcNOHcNbenGeg7GOYhVlM8RyEPd4f5BdMfJjX5eCXIjcqO1JgvlbLyPT53TuqUr6cYRcWWNMNWapmA5nN3Sr3xQazJqrvnY2+bmmcpbANusglO8dM0U9K5ew3rxxRf5lm/5lrsB6xNetwJzB9IUK6hW8joe8lFxNVmLwCv4PCfvUarOMk96w9t1mlwOPBPz7WNwMU8srfGGe050/bdheQNYu7DjxTjUQq3Qe1oGG5TJ5ZOydNplo9ZCOcBpHXiHBw+q3BOnpPeZU0ypQgSsoVP/AQVsXJ4Cc2OajHUdXF4OWjeO9+Awi4d+//6Blx8uNAv6atQarKt83L2YFLIe2GjEmKiH9N8pMOdjaz6g5NC2OusSnF4OfDVahV4XHrfGm8sFtRjzBPengvuME5yH2C8WAUvgswn3Hi6veAefZKxGGA3bm3l1I7ol1KQAkDbGPv/o0a/slS3kk79BadYwBEX1PrSRG7I9uAbL3dVrV5eXl3zZl30Zjx494uLi4qaXc1efQ92Kk/tGVXQRywmTlD1GJiDlHd3QEBEzemvU6gQNyJMgSG1qwmbX9Cd3jGUZxHAmg4tZeHropfeh6zwlrBHBXKGWgNGxkGFVTTsCMw1Wj5NBVJZFp9o+Bl60CYUF4UapdQ/5Hl65PAMM2SesAX0wFbSeGKwrHCenrYPL0xDm7LC0hRFpGWzOsirlyaeZlx6eWNrK0kSP1M0BLi6q4KHZqbNTD8bFvYmnfp0xH4pojpPYOb23pB5quPrUgwNveerIW546cDFN9IS6epfI6HhROByLPNxDISQRMg+7ClYxWpef/bbvuot5ZGRwSjpCHo+VUsWGUm5qEQMqf0NKMeq0eznf1etQEcE73vGOuyi+J7RuRXPf6W0hoU9xDfws3RHVCkQdlAI0OByP+5DtM4ZyqXg036zYhdO6LLYAS4taQTAtNv9w0Su7ya6gjQE4h2miFrFDjkdZzq5r31kb8wVMB3HrJbFPVa2PHLp2MUsyPOThi41feOERPTqnkzCRaS4SL00yQpvuSXh1cSgspxV3ebaYwacfnnjxpRNLG7TeWNZFkE6V6KimPfFUKoep4KaAjg12ssNKs850MXAfXNw7MrlCMwbyyY8RVBdl8jhV3ngxcTFVSoW1rdroXNbIa+usrWNpH3A4lJ2FBEMxgEUip4282UMQjeyb9RyVqNWZ5okRwQgpXUsVthYxZLdwx5Z5Xesf/aN/dJstH2513b9/nz/9p//0jb3+rWjuEYmzhgQyxeQu00aGWVRoSktOmiF4vvm9apgXdhUVR2y2AUCyb/ogB32S7yuU2nKIp4GugdgixRnD6E3hG6rBaGsGhxgj5FuOkRF/xuFY8CIq5fGi4E4KdIxC5+VPP+KLfl3li774Pk89OHA81MTmg8MMZp1HLz3CrNDPneOFcf/+kfuH9HPBdjvcAlzMNbn7IRirQJnlZ/PwcmHtnYuLmXv3j1KOzsY8Fy6myr25cpgdj6A343TZOZ8VD0gYwwJLscFpXYHBelY4iZwpBxZBQb4zvQ8uX77k4aOzIJZQZmzP4JXi8tCRK1BnoJtahE7+0WUcNqJhLupnmG8JfBDysL9rNK9/vfWtb+Wnf/qnb3oZT1zdu3ePP/kn/+SNvf6taO5mtlP8MKTYzKbgI5uaqOC4wXQo2eQcH/IpgbErJQMFS9f0Ge9rVzybiZ2xhXtssEAxBX+s6wqI4GLurIsYIyMHicfjxGF2CN0jpuL0LuVlnfQ9eFVDWpqcKK0EzRpWC29684XyVQl6a5S5U2qqcmtnmpw3vOEe1mRqZtU4TnCYtd61D6lN58LSpIC9mDacGu5dOIdqzNNEyVDptXVab2L60DlOgU1Qj2IWRddNp9ZKnaoopyPop0b0oKVfftA5r421L8pHNcNyU3PXP18cKsdJMJQM17SG3jPMPFIzkHx10VO3lKWgreK/uyuCjxA8R25gkdGDd/X61uXlJb/9t/92nn322ZteyhNXNxnccSuau2wGrkKiISlyBj06MToWyC/GxJgomd3ZR99hFYAIo/cu+mDvydAQM0NNZkt70mmxnQNzsWbqVHLgJ2y/VLE7pkk4NMndnmYtbpqdQwXoGiqaZPMRGgaXKTejybEJfK5yd3QY1ilTmmQBDNPglIqH6I40LWZdQ808oGIK3DbRIx8/XjELWoNHjzrrAp5QEBhtETNmnirTPOEuimatGqBOkwE9B7zKSt3gEMukq1qdp45Hnjoe5HyZyVGtQ2tGy1N3VTo4p2Xd/AR2H5nRBusqe+O+NjwCRsOLlMdr6woqGUrQGoxd8epFIjIrdgfK3FA9//zzPPvss7z44os3vZS7eoV1K5o7sPPaY6M5Gtdgk80ZUqfAZWn0VUfBUjzZGFce4uSwbmPPlJq8cDx5l2LgxC6q0Rpq8cT8TfDKYfOrcXnAu2yHpxocDw40SiH9zVMUFZaBIsmzL/Ik763DGNS5KnP0mr+5hTMWYzlpIDtCzXk9d9ZVJM8INVBMRlqH6kx1430P2uiYyw6hFgVu1GpcXDjHC6f3nEeEKbqQ4HgsTLNxPCSE1ILWyVO5hp9TNY5HcffnatybZy6mggWsy2Bt+rptBGvA8DyxB7vKdNMa6P9bYvAaSo/Mwt00UJGKYdIqwiANyVKPcIvDOn6t1/ve97670/sTVLeCCrm/7a8EjWJKmBSjW/IQqNGNDjE6dXashprWgPAc2kn2KSOyEO2QtNXdwq5NvgPq8wOuB2lbkQ1AKfK02S4UbvKbIeA4G6dFG4uTQqP8WpbKzdEBh1o1CD4tnclToJSulREKDMFM4iyCWpDt7nng1qEY07QJkDRQ9pJCrWFppjZ4cCw6UbdUdjIk7HKjn4eEQFUY9+jC6GvVbWessTOSxgh636AmY3LNQOoEg4w0RJ+z3Yz0CKU7sLimOdAypD6OzYRNG595PsyusJOCp7vnyIH1/sugxj/uvGVusv7Fv/gXvO997yMi+D2/5/fc9HLu6leoW9HcIanrSbLYnAMjFaoW6Sy4fXKQJmGyBNDfzeYdpqv+sPzUyNMfV80GdihHIqjkc4+Akk3IAeTaKERY+aC1eLJ0TBF6TT7xgURBEWTohV6wWNHrHIz1JGpgaT3NsCTB9BLC3kewrjBVbTp19p2FcjHBsg6tM4e/faTKFd0kLg7Oo0vRLEfZNsQ89ZZNABTbbip/G9N6zcTQcde8Y2kdq1UW8qGN8jCLsx8ROUjW8Lu6mr4CPGx/5i2b9vYEPR++nB71gzaT6rdtG2t6JQRDG0du+COE0Y87KuSN1g/8wA/wlre8hTe/+c381t/6W296Obe6Wmt8+MMfvrHXvzXNHUJ4eci+to0AK/QhlWgfRlVuBRrWZSPArjUNfSXBAWoIzqY+3cKrN7gmk5m2QI5sdCuDKYwyJXFSSdW7q6GRyUlNwqQxBrWIvlfcGGl1YCGHw2lyejfMOxfHyssvA0vLjFU1dTeDouFlDGNt2nkuLiYuz52CcSzOGJ2WAiwzaMkl731wmAtt23xmY1jHbbsdyElzcrvKhlWsKVsweUms3XMjIM3N+pDnevU0FwulQY0Qn93TdM2SYSPZQN4q1g61aAC73czy5yxmDDq1p5/DBuOYOdGTuglS0IYzaPLduasbrb//9/8+X/7lX37X3H+Fury85K/8lb9yY69/K5p7kCfptIq1azJ3QpmnhO1Nwis4vk8MNhplYMm2kdaxIwzcEpLZzv6xX+5jF81E87Sy7QRyhNwwews1STedahXpBxaDUmRVYEi0RHq+D9fmMoYCtU+Xg2kO2uL47KJjdtEWzbRZTaXA5LRVQ4B6vNp8cGOe5itOvymeztzpC6znYDnDxTGoZewmahu/XZYtCg3pqTzFN8M1KQkYCQtV597FtBuFxawTuhsQg1LLZvaw3wIK2my2n0c30jdn7MhKviREDkyHIy4UzNNEb9K4btbNkYMWt4Rr1kGUu+Z+0/WpT32Kj33sY3zyk5/kN/yG33DTy7m1dTqd+J7v+Z4be/3Pubmb2b8PfPDah94OfBvwJuDdwM/lx/+7iPi7v+wXC1nBesBcnIYpVCO7vpGpSNmwNRvtVJdVwUghUqQviWdOakHNraVqE9Rw9+ks24YyFMFnlbUFXsbOqPHQabx3UQ8jmyQRck7cVVSba6GacS2KBIymxlq80nuDEPNlngr0HCqaVJyTwzyLKng6BY8fD8pUGC1oHrsjYnEpNs8O51Njnmeqdx6eO/drpa8LtRRG13MF4fJ9VQBIsMFdOkVz7dldwSWW84LCaCt2LIw2ePT4Mffv38uEJD3GGJ01NQie3vcjMsA8ApKhNCwgXSsH8guymp405hk20hkbw4nN4ljrklfc7RyovqrvhyegPvjBD/Liiy/ygz/4g9R6K86Id/WL6nP+qUTEx4H/EMDMCvBTwP8JvAv4nyLiL73ir3X9X7a5Z0GioxiCZKykPF3CoFoL5iUHndv/0wm/t7bL4gG8OG3t2FTTSlhD1lLSTx3BLX3IiGt0BU1cMTVIbHs7CSvFaVl7Go0JH+8hPH4g35QDU4Z0dLBCdOcwdR49hrPBwSWqulxXhsGDi4m2rszFmSYxvKOp6SrlKJjmgpfB2jteCnMdzEVsmacuJiCY5kobEmAJHhfLx6uxrvKV771DTzjKc+oZYrNYAt2idzaKF21aDg+euq9B8xi7oMw8DdYo9NFYAiaHtup5FnVpUVGLnnussePpgq0G56UxFTFxlNAkRpSshEa6hN7O5v5qvh+elHrhhRf4sR/7MX7n7/ydN72Uu/os9Wptub8X+H8i4pOfSwza9jeKO30IYzbfMjYLtVa8ivZdPXAvrL2z9s4h3QfdEH9cRunXLAkMojMd5JAYI3nc6RgZOZytBeqc8EEHnWWLTpEW2ghcMvloQVu7Br4FrAcdMU9KcXx1OqIFrl1RgNZ0zLV7hfPotFU8+oGET8eDcf9epZ2CtSmX9HRqsg+IQXcypDuowzGv3DtAuXePh5/uDBtq2u3acDnr3DptBE/dO3B6aeHiwukNfNbGVwzamptWlU/+9lwKGwZ/9fMSzBPsrzIE9UBLCqUEZxJbQemyJyhlY/kYreXw9qys3KnqtkMyZdx1So+Q2jXMGMmkeQLq83o/PCn1zDPP8J73vIePfvSjN72Uu/os9Wodg74BuA4ufbOZPWtm32lmrzhMsPdOsYp5wa3gZYJSWIccIP0aWl5MuPgY6RWTiELJGLsR14IgZBjOeQ1efLmznMSmiaFG82gdLL2xLi2/pprV0hoDqTud2HHy0ZN2mUKr+WAcpkL1LaRCJ1cJhSpTcaYj+KTT8IN7E2054x5MtTLXmalUrf+gBtbPg5I2B3MZLC8vPHo4WBejrcHpsnG+HJxPC2tbYYW+BG2Fde0sa6f1ztIHckkwlmXl4n7BZ+PiXpVtQGuyB0iP+MF2QpZgy6qz9sHDy86SEBVsOLgCxwfbCV6/Tm0o4KM6WF8RLCQhGUPr92KM3qE6ZZ72pKsRQTS2iwQjOf64fj+6TPhve70q74cnoT72sY/xtre97aaXcVefpT7v5m5mM/CfAd+XH/rrwJejK+qngPf9En/vPWb2jJk98/jxy2wUvTGuTKiIgdGZ61XCkuG7HcE816TvXQ37IkOkgy1UOYdzI6AvzAUet87LSweCMToHwK0kmyZSXCQ+dgxx3kNHeGJjkwwJfEpyu3s21NHV9PHkkmek3ViNdtK84FDhrV904HiUIrS6MxqcTk00zwHrMNpl4vc2ce84czyUvZm6w3oetJM2lYcvLTx+rJP9usDlY+Phy4PlHMzuXFRPiqeey2FOzNyMc+usEdRJlgr6+eiWNJlxnGZ8BOsSW9SpWDa2Rd1KXCTaelDCmIClgacNwsiNIGwQZYAH81FmZ/IRNlobIvjnAkZA65Gb8+2FZK7Xq/F+eF0W+irWE7Lhvq71yU9+kj/4B//gja7h1Xi3vAP4SET8DEBE/ExE9ND9+X8Fvuqz/aWI+BsR8ZUR8ZX37j/YGNmZ7oPw4A6jbTazxnJeJQzSeY6IzOPsitDbQ7ITR56L7TitYxzqxP1j4XiU2nQQUqVWQR7bgNAj1aZIWOQFhg2pXMuglODeA6UdYS1P657uldDWRlsWCp2p6GM2guLyTallYKy4d6bD4PgguPeUc5icRy8/5vLcWFY4L4NDqemeKBHV6J31LLOvqRh4pxRjvj8xHYpSpvrgtKwZkScDtp5Oi4zA3TktneLOsrb9lF6SqjhCXurF5IFzWha2kOvR+54OFab5RaS6yhE2/vLlSiNkwpYWB9n3N9UTA9dmGNpM2yp/m0D8+PPSWHpomD308y747plzi+vzfj+8jmt9VeqFF17gN/2m33TTy7hV9ejRI/7xP/7HN7qGVwNz/6+4dgU1s7dFxKfyX78e+Ngr+SIxBlbqbkFAhkl7+omEySWwtXRAnDQGDYK1RUr6r7jpJTa3R+HwjiT/HqIfbvFxDMXXxdiwUdv9XhS2bckegQ3HLpMndUONkp6fm7xvSmJEIcaOFYVXLJdgyvXgeE/JS8K6A8KVjDRmjkenWhBRk+MNy2lQS1UodjTasuJTcA5jnidsDUa5lnGaPH035NiYJ+BaofYh5a8NjvO00yTNcwNAjJZ1i/sLRdx5cfHzozPSt4dgp62e107PBccgf4YZGF4y9SmpkOtppfhEtJ6omdhGPQKrjucmPxAFtiQ3v+4/p1tbr8r74UmqMQb/9t/+25texq2qMcaN++B/Xid3M7sPfC3wf1z78Leb2UfN7Fnga4BvfUULKZb852tKVNepTna9I9WPQnhFehm7ClOsmkisXQKirRmbjuNq2i4xz5Se45th2XYyhXQx7IG5JPqydLHdgGxr3D0bU782SHQTk2eeKlMt+e9X6s8t9s/M9lN167A2/cHKNT8bUUD76ByPznwQVFRcma24Ai3aquYsD3rj3Jr86tFtqA/Z77am8JNiQj9a34RIGhrLT9+o5hRcNrxdJ/DDbJRNkJBPfcTVz2rfGs3kDd+GIvQiaG1ljMa2P7oZDy4mhXiXKzHZCETVHOnrb/LhB7GWIgb9Fg9UX833w5NWrTXe+c537u+hu7r5+rxO7hHxCHjrL/rYOz+nrwXX23p6jMRuCNZDdrdOnsa3UyDsDQI2jHwkjiFKu/xmtmae6Ub5HzeYx4u42JgmeQqpTpqfXwl23C2bpNa3+c9MSb2MERgy7Rq798omxdfnlFSHjs5u6DVGyCa4G5wCqtH6ysU0M81OTUGURVD2W8zAo7Ms6SsfaaGbuoFAXuuaLQTEoK3G2YLjoW4/sJ3jLl/4K8FSmOYG2GCaU6iFlLibqYBG0pbfl7QJAWyZqtt7fXvTh3iNyZrR18JlZkbm1MbYDIHze84jSO/jVrNlXs33w5NWYwz+1t/6W3zN13wN73znO5mm6aaX9AVft2ZCtTUE22Xq7AZXljx2naI3AZJO5/KCT6Vl2sz2gRpwbF9IzUg4/baRXF3vxxCMEJtgZleysjcoYzvBx26cpaGrTqrFuToBs/Gz1Syn7fRftFbIRmiK/zudOi0FR+ZcYdEhhs40p0LWoU7OPOnm4QG+D6AD3zYv37xuuhwXx/YM5O9+XkY2c92WrkLCMwjERfEsVZBIa4Poeo3NzdGQknh/VmlHkGJaYCQXHtwrdu1XLUI/nxGx33a2J+7uu8/QyNM6YzDaYPRxZ+d+y+vbv/3bbxyOuOl6+PAhH//4x296GbenuVe/YmkYerfrkCYvlTo5YxsOtqshHuydIUUxsTNKIoU8I2Rnu5mFZWcCVzO19JbZelXEFkAhSEMqz2TBmOT5W0guqIE9AAAgAElEQVQFXLtJsPmz5/BxbKfttBCoglQYORwlePy48/LLjeUsDPt4EfjBsAoX92Za66yrTrS1Cr7QvSOUvVrhwQEmUzM1d9yc6rLd3Qy3pBy9go3UXKW83eif2zOQaCu/n6qYvN7070XDCD0npKYdocbbwxIOEmtncA1myxuEhfjr2wYRaFNtPeE3Y3+2JR08e+usS0sB2113v8318Y9/nB/5kR/hdDrd9FJurH7yJ3+Sv/k3/+ZNL+N2NPfNyLWUtA2okqJv8XsWAdE5ryObdWDhtNYFpYQRXX9suGwD8ltbmzpGTwzBN5glm/wWFoFegr7EvkmA+pialDYbBYVkk85GpMxqHe8tBVjC1xUQ8vik5iW2i77OGEoeKrWCFy6XYM2ZwVQm1nPQ1oF7pa2CeEo23UFIoWrO8XjgUAtzDMoIDmZMBnM15lJ22KVWoxpKSyrImKuPHfpYz4tCsnMGMLqSjyaXdYOlnfIYQ2yZoYG0bbi4odFnl3umu6IKt/jDHj1hHMEuV1RHbRTrItfI2I7mOe8m5xS404cR6+2FZe5K9ft+3+/jp37qp256GTdWzz33HB/60Iduehm3o7lvFT0yXk0Ml1Jkf8suXnIuhyCFPqB1WE4rozUwqTTXCD59bvzCSwuGMR/rfhuQG6GaM6LNo1i+gU+I/ZKn8o21I/52IVLA416IkUPNbVOIDbIhIRzPQOztxD+kos0Zr00FcNa1UabBfCzEMC4fL8nrDgVhrMb5vGIJT7UV6MZshWOdANcwNgKfCzYdaK3ptD62E75pn4ogxkotgoKW1ultU5oa82HmMCsM3PL2MpWqoSjBdDBOp1XNGzg1WR5soHotJg/90K4ZI7nPQ68/Bqx9SJA2tkSmIEIwzDwJf5frxNhN4nQLc85D8EyZb9Wv7F39EvXw4cM7/vsN1615pwg6GSznlXWVmMczsWcM2eFOBm+4ONBNmZpzgeP9gk+F0+PO40dngs6xFvBZ+aBrnjZHZ02IQ6EcsjvYTpajG22Rde5UnTpV5qlcwRD6LFrvSdXU8NJCXPzRtGlMM1hJrrgFNkOd5Olu4eLjt05bB4dDZZ4mHOdwLLz5i+7ROgQrD54qGdDhRP7pw3n8ODhdbhbEnTmVREHh0ePHWFFguMuHF2LQm5gyZbrg8rJx7pmalJBW7x3fOnCEclqLbhZt7cQ6GA3u3Z+VbdsNoxCUK9O2ZNpMteqG4UVWBkVQzlzKDhVZDltH/ln7YE7zqWCbgST0lkPr4rJ0OPe7k/uTUL/tt/02/sk/+Sc3vYwv6LoVdm5B0NtgnksOT7c4tY3lYcQSxGz83EuXTMVZ3Ll3MKaBrvgu18K2DFYz3BsxHblX4dQFvbRQ08ES7sEIJKg5n8/cO1bcVvAiyl0vn4EL9066UHZKnQDFzM2zQ4G2jDzIJvaep/pajfBgNFkVLCd2pk7x4Hg01ma0dbCeGrMfmR5AW525wjgrQ9YCpgr45k8PawyWBkRwPE4K8ohQpulcaLVLVNUH57UzAp46VGAQXTeQsKReBtCDvg5GDUYVFMMIlnXQR8GiasBKB4Nm2sxqUYj22jWIPZ8G8yEHBMhzvudw3EpqDyxFagbn0XGMtXeucrdIf3fNF+4a+5NVH/jAB+5CPW6wbsXJ3Ui1ZWxOg5lenVf+kdh7rIMHs9wbj6l6tORjF4cyiYHypmPlzQ9mbASnte/KSAOGGcs6OJ0bS+ssZ/2zWWGaKi1x4BhAVZP2a57nYwywwuXjRWCRd4JGQayY4+xMFYoPpmJM7qwZzI0FXhtlkrhpioItTunBoQTH6ly84cBLLz7OJ6PbipeqU7J1rMSebjQCDsU4TkgJ68bSG6e1c14bp9OCRci6YJ5Yl5XTqXFaGtVcWag4kzseXRa8nnODYQrbwBgF1hFcLitrazx+vGrIa2rkG0MpuuPutNYy0clyUNoYDIWwIAO4klGCgt6gJCvHUjHWxmAZnY58g/ArOOuunoz6wAc+cJe5eoN1K94pQQZiCyGmty0vVFf+3oZohAjbvX+szJNMptYmj3J32QLDlmQUtNYVwJH88lp1qq1F7JsWsLTB7HCcUnmZFPliajgRjRga5PbWBd+swalrCLiFVrdQsx1pJ+wlj+4EsBKocUaHy8sTzQYtGlTh/aUYUw3uT86b3zQx2uBQPOmeDS+NsillTRYItRinc25EacmA6fuM0IDSImhr00l/mrl3nKWqNYWakDYDjqmLJgQlSqWG1sXg/kXl3qFSqwK1q+g0RA9ZQA5oMfTsw1nOZwY6hY9Ifr/LTEwMm0JQWYbCRFrXy7fE+6sbh+LMBsX0vR2qNrG7ejJqjME3fdM38Zf+0q85t+Nfsr7ru76Lb/iGb7jpZQC3pLkDYKYkoyS5t3WwLI0xOqXqtG5FNL/jZLiLcbGJZEYEPdWr6zI0+ASWsxqV6HlDXO0Q3DAVY55MeHMOUOsknB8ruSzf+e5bgAXAespNANn8ymnYssHDxqaHQSkFbHB63LHiTNOk3NSDUWf51JvFzh2vh0INYzkruILkyG/PRwHgBYjdOK11jW+nUvT9hmYKU6nMtXKoOqnfmyuTGVMtTFPh4lDEa3dwj1SqGo42ys0KONoQW4bN3163qdYGfShsREybgZlT6iQRF2LMbDbMIwNBxsjELCssg53mSSC3SPQMO+K2L9eEY3f15NTDhw/54R/+YX7oh37oppfyutTl5SWf/vSnb3oZwC1q7lsOKiTnum+MD/2fm07do4sjN1rksBU11gx1SAQ/h4TCk2OIfbIJcUp1qjsVnc6rb8EUYo8sa7JJxibwyai6Ebvi9HBhGvgVEqqxjaS/bwRTdUo1wUzI35ymgWJxVx5saGC5JU9FBIdJ2HlNpor0QRuDhxRn6U9xfX9uMi4roZi/InN7kmSiQWkRXHSci7j2SW8smy1CQjuRTbo1UW5iQGuCuJZ1cG7C7mt1pklrSOI77pEbsb5mb11U1k1zkOEmkUEiY9iuptUz3kzIJACT4Vjk511FJd7Vk1M/+qM/yt/7e3/vppfxBVe3orlvzZMYO33Ky9Y0bBfCeBpU9SbZ/iaHj+00aUEtscMSlp7rYZK9t4QAYKixJcwRkayQPBlKlKMm4ql+Fdc76X6mIah7bkRJNRy5weyB3aiRi/cOdRKvfjoYNcNCLK42ENC/99bTSE3j3tYiRV3ipusT9Rxat8wuFQxT3LiYCoda5FQZ8jErBpWQt3x63egEnhTNoZuDbxvUkNtmnUrG+20q30EMNf7zKmWtoTmAme+NXv5jcfXz2pwpx0iIKgO4Qw2/5VwkpcK7alYHfQ2/tYm+Dr+Qd/Wq1i/8wi/woQ99iL/8l//yTS/lNa2//bf/9o1mpv7iuhVsGdCbX4dRy1NqNshsjuKjR4Y2DNEYd5+RrbmQfi9Fp0dTypCZ+OsbeyWC3USsmEKvTTvAjlWHJy/erlwiY2wwkCkcO9ewBVFbMkMsWYiYWDryZzElHE16LXnE52CRdJXMNSy97WIoIxKW6jrJ5sc2EZAyW50RfQ/SNmD2q2ATEZBcTdh892IP1OR7183AE0Jxz800NCTuTbCXF2fy0C0Hrb8nxCXIPqjYzrMf288w1J5jf/hJ38zhuW/Pz0PPiO3ndLXhFRsarN7BMk9k/Zt/82/4q3/1r/LUU0/x7ne/+6aX86rWv/yX/5JnnnmG97///beK/nlLmrvtOGzZBmaR+O5gHyT2PhRNlzYAsUnYR5pY5YlTf13iGctmJ7haUMpI5oxwZksRkqcIKXArDLOMjrNUn2pHcPeEFYBpm5nGrk7dsHZZFeg0u4zO6AOrjo3B6IYV8K5YO3NtHOK0B6UnFVAHdqaZVLOmGjbhJ1EQlUE6wveBaoyREIzuNpL6i8Jp221hXIOQ2OLvYNsviyOveyBc7BUjKZMlkkKvU/faJARrBAfPk37OQ3JksMfybdhST+dHQ7OUtTcNXXPT2p5jpEtkpLDprrc/ufWJT3yCb/u2b+OLv/iL+bqv+7qbXs6rUj/4gz+4/7ltqtxb0tzJZnblbZKeVhIgNaOUTQhkTJPvg8tAWCytM08S75gHsxc16rJ9cYVUtzGoZrvy0s0l6e8dtyr2h43dRGuEDLm2xm02kvnhRBuU2YgcIsYYuzHYNpPtY+DV6X2lVpfK1DKYzvU5iYpoPZGn19AQWQ6Sg4t7VV9b2BHBZoNQePR4JTxorTF72Qe/AylUBbvoRQpiHwVG2KC03EzL1VB5GyEI79Y/H2ZPPx+tEUhoRcPU3jU4Xlc1Yc10desw9D2AGFFd1w2KBawKxy4BPXIrGH2H05bek/10lad6V09uPf/887zzne/kn//zf/7EB3w888wz/KE/9If4uZ/7uZteymetW4G5AyxtSWQ9h5eyMiQGLGvQNiw+l6z/miyZQXq2KOFTuK8aQWsa2rkXRghTLkUOk/r7+litJYmYppBuFy4PYuxExBWeHIMYXWZfJKQRigDc3ccAwTeRf5zehvjgARHKSJ0mNd/eB+fzKsrmVBQ+4mqM8+TUGWrNE+xIWqUNWgysahOrkzP5tWFkjHxtzSdqqenTosbrGL25COfmuzJ0G95W18D5MEGdgmnKLa7rjxwGFBM4laKAj3Pj8Umn8DZCzTmbeY/BaV1Zm4RSrYduBZHYe+u0kSEgHrkGp5RgKleOkXf1ZNfjx4/5w3/4Dz+x7pHn85nnnnuO3/27f/etbexwa5q7PGVGv2JLxLVG45noIyFMQAMfOSgkqFWUwDBYR5peMTDvjOg6XbaNyuhpCayBYUtmSG+diKakouqyFy7gJqFPRHqbJ+7eBsxHect05Fa49JbmX1eUTjNX8PckOIcu/HkLsrBksRwm+cWYIdijSJVZD06ZITIhaZpEYZSk37HRlaqUNMYelid2GX7VDMRwF33RTVmph2NmX5ocHVtG97UuhotHMB0cqxm5RzA2QrsjJawV3Zy25hydpcN5DV4+NfpwlqXvLBlPBtFm8+uhNYymnwPpld9DTpzn1li6RGitD80V7g7uT3z13vmn//Sf8g//4T98oqitEcHDhw/5oR/6IZ5++ulb73x5a2CZMboM/vcfttPDWFuDHukJPljy1Ho4yoZW/uNqGGrpcG6d45xNucSe07lBPb0HLQZe4FhcJ/w+GJTkz0NFQqQWCgpReMUVnjzoDArnZTDVwjr6Z+DkEYENUfxK1a3BPKTKTMjBQifXGChWztWWi7tsAAhZ+07i2ve1Q1gKp8AGgqjWYBpG1MwXbcawkGIX4VelyoRNp2Jxxu/frzsb3y2FZF0n+OFKgNozTh/DdHDCIUbLm5Qe6HZ7aT00zzBdiy5PZ2wyonemkV78pG1wBA3ovenW0INhukS0yGk0gph6dNrY4Ponpxnc1S9dYwze8Y53cDqdOBwON72cV1TPPfccX/ZlX3bTy3jFdUtO7mAZfOxFw0bRG4N5rsyHOX3VxbIotdBWBThUL8zVqUWqyerIOTCbgnzMTafxHB5GsmfmqabNuMyp8Az6WHvy7DteRnqbK2fVzOi9Y2acV5mRndfGpr8qFikG2hwZDUZjKjrtlmKZdCTv87Hh2B5KO7LQ1y+Bp/1B750xAi9VZmppESB6JDBkYNZ70NfgvHZqGN5ygxmNdV21+bWOZR5qmEimViBqMHxgZVBTCVrcRTQdlqdq43TabJgz2KMW6lShGN2hMFjaIrroQRYQrQG2gV6ACbKJDrXMgLEO8Eh8vnV66/TR6L2ln34Ow5+gk95d/cp1PB75+Z//+Ztexq9YzzzzzBPV2OEVNncz+04z+1kz+9i1j73FzP4vM/vx/N8358fNzP4XM/sJM3vWzP6jX/EFxHCk9U5bg75uHGxL9aQwbsp2KoaGMYYpoac1QmRqDSTz/b/xzS3Vl16FC8/FmTPsubhsgctkKexRcpCsCQTdMJJtb4MeXUHNxShm8p1ha+xieqwt5FszOoPBNBUYXfh60XrGGLsplvugzkG9CA73M8DOgulQGIwchjojxBEf0ZXbOgeUTq3GNBvHozMd4OINznTMn1MgNeqx4DNQZe/QAspslAmMJsVu1XBZA+XOcl7gGgMo6NjQ7WgJ3aLWLsGYEfp5zc5xnnCD5fyIqWjucF7k5bN2OC/a0HrrLEujdc1UTq2RXEz6fpvKoWxi7Ted1fGavxe+AOvpp5/mX//rf33Ty/is9dxzz/He976X3/W7ftdNL+VXXa/05P5+4D/5RR/7b4F/EBFfAfyD/HeAdwBfkX/eA/z1V7QQ992q1jNM2twFQbhTiguvremXctkIM1kOmCX2qyv9SIrf2tI62I3oTnTh1hY6UUcozCM2wVIJ3AZeOmsfO1VwRKYqtYFjzLVo4OtAH1IICXnHbQsX0YA1tskvYDGwIUWq4gQNsF2oUzIt6XgU/HFuZyKCZRXUpEOrJyVT3ufFBOtgRiRN8lBMQ8iDYbWg1gtkBJ9PxlT0HGqFaU6BVmRi06T5hpnr9uG23xS8akZQCSbTxhZDHPtiunkdjy7fdzuwDhOtNOQDtPZOIzi3gGh6OBnIcjkWHq0Ll31lTdMwkr6qh6jv+Ybr/bzG74UvtDqdTnz1V381P/zDP3zTS/mM+lN/6k/xlV/5lbz3ve99Ioe/r6i5R8SPAP/fL/rw1wEfyH/+APCfX/v4/xaq/xt4k5m97Zd9AYPIxigDLPHD1fqE6fbotL4NR4ek/MkMlF9JUHxQa0B0zsuKVZ18g2tJQA5WxTSJFAb1kLVA77L1JeR1orWl+GaIBjk2Ot41QU00+Z1fiZy07s0+YVN4buySMjnFUoefmawb/XOM/FgMbBRtarMxT8G0KWo9tKEkRu3prDgXqJPt0JY4nF2NflIDLxOYdzZl1iA3Qxv0kE9MT6uFkTRT+d6I3L9ZOcitMdW56ZZZ2NKzOtOhMjksvTEVMWp6h/PS049GfB1Mm17vg9FC9sMZE1jYkpkixWiQ+Uw3Vq/5e+ELtH72Z3+Wd7/73Xzrt34r/+yf/bObXg7f8i3fwnd8x3fwMz/zMzx8+PCml/M51eczUP2SiPhU/vPzwJfkP/97wP977fOey499il+qIumF6bu+KxMhVZh6Q/c2sBBFkJB5mGeTGyEmS0mLAks4APdriTCpOAWulLBJiew6bQfG6BpAKqBZn7DZCqgRX63PitFap+7DRblBxgiGybdmbAKqSJGUy6Bs85LZhJtjqNETsgUYS4dwNWSzjK2LpGhqfFzcsSoeeYxgqsLye0unzJKK1hRWeYG2QikDhj620TNTA6XvzeXfs9kv9NHZv9Km/EUL325KJYfT6vfBYoODaajrRYrf3kx2CileKkUk/M0gjD6IlBKXhOZkyiYla7udkPur9174Aq6f+Imf4Hu/93v5sR/7Mb7iK76C3/E7fgd/5I/8kdd1De9617t46aWX+NEf/dFbTXN8JfWqsGUiImzreK+wzOw96KrKU294065mHJt9rUt0JHvYbI5AG0MUQBeX25ILfj3ceRsSbnYEMTpGocVg8noVWu1pRpVYebLYqTuNUX4mRp6SjRwKilceQ/z0HQ/O0/3mgWMu9oggdFno2gah5Gl020AUOiQRlAdQnT5J4EN+j2Ea5Ep5KkHQGMqdHWmUBlpjG8Fs2nzkSdOptSQlkbQC0OcWYz+tu10Nat1IQRV70/aSSJTrYrD76eQlcOP6FzemakJedEZnLrqLLU33s0Hgo+cJXk+/DTF3trgOkZfGZ3jq3Ob6XN4L8Jnvhy/kev7553n++ef5yEc+wkc+8hF+/Md/nHme+Qt/4S+8Zq8ZEfyJP/EnAPjgBz/I5eXla/Zar2d9Ps39Z8zsbRHxqbxq/mx+/KeAp6993pfmxz6jIuJvAH8D4Eve9qWCVT3wPthDMQLGcFofTMnccJPMvoj7mJCJTtw6+KlLyzFgO+HqVN2GMPXYGzn7kTWuIVSRbJQNKtHr5Mmbq41Ef39QvGpTMn1woMYuimAKrsZ2epZ/S++bCVYOVfO1DEEuwcAPmfqUn1dK5AB222IssX+jmtPWgQ39dzGINKztMVJDUJIyqpfuY2Bjy3rN20M+yY3VkiYxgk/coMv/XR9I9WvI92ez/tXNy5ndWH1Lp5I98uyGVeiRxu7oWbpJsNTZbMJ0QxqhiUFvCYt9Dr+or0N9Xu8F+Mz3w+eyOfxaq8vLS5599lmeffZZ5nnmS7/0SwF4z3veQ62vDoP7pZde4ru/+7sZY/C+973vVfmat6k+n6f0A8B/DfyP+b8fuvbxbzaz7wX+Y+Cla1fWX7LaGIwwpmyq0QVBxJDzIKHQ5XvHKZugFI9E7HDJDs+4FKOtdcok/H4bWrY84W4wiYVOkMLWBXOIyVKumjuwNaENao/U6FffhrlSg5IQTKLugBpXz9N0zQGhfNM9NwjStle3CUdQVCnOeQ2OvuNCV+uJDOmwkaIg43RqHEqhlKFg8W0Xw4hwefe4IKg6Cb6xruZeSgq10vN+g5ZaD0rulrV4Qjp6RmEp9BqiYUYMljaovtkkb26XV5tBMbCicPMwbdgMhXHMXuh0ei57w9lHGpRZMmxuYb2q74W7+sxaloU/9sf+GAC//tf/eg6HA08//TS/8Tf+Rh48ePCr/nrPPfccH/3oR/npn/7p/ev+WqxX1NzN7HuArwa+yMyeA/579Iv8v5vZfwN8Evgv89P/LvCfAj8BPAbe9QpegZEnv+o1B6yRSUFqXK13+tq4OA5GODWZGXENe5YFb3qDI0Ot2aVg3U6rYVfAspqjVKhs6tc8ffeuAaFtJmWbxYEBnuyedDQcMRij0/tgnqpsCvIi0HtnnqoolSRmnt9zmNGb7IWNjYaZTo++Nd080ZfNOljfs/xh1HB7F0Y9FWM+FA0/Tet1U+qUm6cHDEAoBMUlWCq1sImRCDXSjVUUAY8vG/PRMvc0ZwuG8PbdXE3Mmqko0crMGWO9tr/k8Hnb9GKAecJjXJmIpRoWtuQmp5k2ZQNGb6/kV/Y1q9f+vXBXv1x9/dd/PQB/4A/8Ad75znfy9re/nbe+9a287W2/8pz6ueee48UXX+T7v//7+TN/5s+81ku98bLbIP/9krd9afwX3/hNGoaaczEpCk5LEyWkQ5pi6e8c5kqdqrDgHtRZTSzCCBd0Ms+TkoHSX2WYBq6MkVCAU6s42QGYFcZolKmkHe/VEPTKzCybUwZ3FJe6cm0K29bQMrQBJLwwV+e8JrY8oKZT5SDFPEM3CCdE9USGWedzY+BcHP1K3Zne8HuAxdjw8+B02cWWMae40pksB5rr0uhDtMagU7aM03WkZ03stE9Mp3MLZz2v2mwKHA6Vy+UsIZXpZqRbDqkkjYy+TepiziwiNqhGsJluT+C1sDYBMafzkhtST/99CcImS8fJDqdFdLT3/8//w4cj4itf39/S16/uYJlfXX3jN34jf/Ev/kVqrbzlLW/5d/77Cy+8QO+db/7mb+b7vu/7bmCFr22F0nv+nboV9gNmQFuohwu8lrTAvbrKD2TDa7ZJ2MVPN5LemBzsyMYUY9DXgCqP8oePF+4fnFKmbOK+WwDDwKLoRB4ZCN0R7OFFDJ3tVhAbNm35v+nQaKIgjvRXIel8Gyyz9KGA7IR2sNgdLTeb3v1jGbwB2sC2IJIrz50uPnxJ/xvbGEVwcSzpqyMvl2Ig0VPs7CFBWDqpuztWpBOw9PZhy3q1QR+dbhooL2tArJSqZzdG0Eew9pGbZH4vCaVHaHPsPTAKA3Ha3Y2Kov0GLamoySIqnvOTpMPmjW7z4JlqlQfNXd3VtXr/+9/P+9//fn7Lb/ktfOQjHwFQpkOy5L7qq76KT3ziEze5xBupW2E/EAHH4z3J8zPkergCM3QeDsZonFrbT5iBBqRJPqGvjb62FBHBPJXN5ZYH9yfqfKAUcacFE6ihReQWkSdLT5Mt2+CWxPF7Hwm4s/VeyK/fN3J87xRZLu4bQc+mXOeEVyzo4WmIlkKmHNrKt2bsjoiW6/C0LRAUsk1og2tzTUDD1had88tnrMua1/NWILaPsbRgWRphQV/azmxxyxHtNtxFsX2H6lLkThtUFqxdcIwHVFML7l3OmT2fYxuDtrZ8RnqTSZMwGAxOo7OsEoZhweFYIWR2diiKQIyck0TeujAFetzVXX22+lf/6l9xOBy4d+8ef/7P/3mOxyOHw+ELsrHDLWnuIIaKTrDZOzcfX7tq4NVtp+zVUkQdzKHeNFdKnWgrjCYu9+gBPZjcsJCjYcts1OQnMpCgZjDAN4gBWhNvvGazh2vsmhjZ34UfWIZpy+gsaKsGwpuFAglX6HNgbV289J1+E/vJXNbF/87T0atlw8fkkrgsJ2ykACgiB5GGT1VCoXYNagk4zJotlFI5nRadpiNpjqajvqXHToQGph12F0eAaEHJ4abZBk0pNjDyc83h8twINCPQb1nsdFIQmwkTTOSISTO5hFLraCyjp3FZ/t0YkJTRu7qrX6567/zZP/tnnyjHydeibgUsA1IuyttkSzEik34GjlNqpZYivDYpgJs3iyVoPlqXa6E5I4x1WTmUyoZ+K8pNQ0b3dFpMEuRy6szHSaZfuSbDYYSCrF3JTCNTn+TOuIH1KUAqdtXMI7Q3ieSCEbTRcxdT9mnZTuioKStSME/1LkFU6134ftmCw2GkkKlM004NNHOW1nTCj41uGdA1RN6M2A6zPNeP88wwzSsioRjLTctMTT56Nn1yw3GZqgnWSv2AbaHa+b0lsWeqnhqCNCfLm9AGZfWe1r4xuLCq13HDwnMTk4K4tfx9QLTQuINl7uoV1Bd6Y4db0tz1YxhqXJ5KVddgcMsnbb2znFbmixnQILOPTkShNyA3hUgIoo3OVCteCsuq3M/RmxqQb1CFAGsvHaZtMcbl5YJPnuFEnowd1Hxc2LQFrOsg3Di60whJ+dsWat3oLbi4N9NTvVmrkorMNr7MtY0gJOlB6YsAABXgSURBVN7BOiAYZm0rmwtlCf2oyrRtFjoGR76uE8wVTmujuAzStouBIyFTXzvuhXVpeKlQFBiSKA9b2tSedYpgl9UkLioGXp2woDGuPGc6opKSPH2CQ91sF7bZRuzrHmz0UEEu6whO68pU5MXT97AWVR8bFHc1e7iru7qrX75uRXO3gLlU2uic1zWxcU/aoBpDrUbrJgfIDM+oLk/3YSMZHZ6wgFPsijoXpiFpMbEzJtu+qqACUQlhPQ/qAersu2WAREiR3PTtSqEGtbtAjpEinORk92Dt6nkXiO7oBLgsiElVak+r3si1tJFirdCJuxajr9rIMrRUuMauRBXGHUKfGDGYpomCsS5th3cs5xAuGhEXD2aWtsgDPm8PAUp1Cm2qEdoMSpHVwHDdkKp5fr74+tv8Y2TU4NiauBmWp/4rcurV92p5M3OD9v+3dzavtiZXGf+tqnefezttQ76DGD8SaAdRRDSIA0VFkESECE50YkQh5C+QSAYBp86EoGQgiSBxFo0DITEDHQVMUJMIiflAMCF2NAHT9MfZb9VaDp5V77s75uZe+p7b+/S2Htics/fZ5z1V7z61atVaz3qWt6RSkg1B8l0eWcGbSdWSbRMnJibui1th3LHsEFTUCUierBKYYk6Qwd+FZ5478vjdKxmWkkIsKAzh4USXKNdi8v5tGIc0iKWcCGZ1FeksRW3tGklLLLYV4ZC0xdFcY8Tom2fb0RNtG4WLQtor1aghfRcOJbVv0rPN0Ev0PLWYpdEydXEi6G4pY9C38NOQF3Df0hOMXLDCTsZg/gfD+dbuUdj3hRErj9AGpfsChEIpW/w/ZGCXYhle0abYumeiU0ZYhxqjm74ff9eyIExNuDUvS55/z1DViLKUbMPniIZZnJQ7Dlrsm8HtyRJNTNxu3A7jzvDmjJKLf3DEbTNoMih9GFB3iqcnZ1sUQWatSblkKYpF78k434x8hArtLePEENRFla09XiBGICoh4++ouCri1MoM0mMa6TCIbE5RUhHYTQVEKQk8Tg2xGbeglKoQRD7EPFFIZcT3N8PNMOqZ482KrAhXYtWQeqSP94jpYgvQQ/fFkNxxBKVWadakABkoERqIHSNaTkof5zi2uM8QUsvXpbCphtnkyYJ91NvGZHnNQXVsLqXMaklN1W3c1CZhxlInJh4Ut8e4D20W2DzBUk7CIKqOgTK8YEn8RknOug/aIFmJ2TlEcDgsWcmqhKgqVBV+qGYb/1vOvaRyfQ0OVaeCPuLGZfdy5QoHWDkpctJmVIulXjxbvsBIz1RWMc1zlscOW2VgJVhMjTR83600NrdNvGsoRw4WjJmqSkshuep6g1l6usni9DyZqFYguz6tMuYlTyHFIIrtYm1jU8jPJdOj27g247157Z7Syb7F2s00rrFJlrTplh/5aXw98hq7EL5tpwTJJ9/ov93ExMXidhj3gHXtLDWL0F2CV7JviqOrBY+L257t2EZcwj09/fSsnTSQR8d95bFXXGFRZLQkVCLDXlLFschwFk8FxvQ0PROdZkbNUnwDDrWw5klDMgCqAh2hmcKuP+5doZ1B53TXu0f5PrBtDLLC8qqHZ++u550hGLZ7r0NuoZi0vUoa+VrTiA+uPipYKllFmmcXhtywp/EtyQCKPFFYMfzYslp4tNaTiZfkgm81A5zIFUceF3qOrSaFtWfDcx8x9egKr+XnJk++JKvIt5OSt937Hzz6iYmJ741bYdwD6K0nZ7pCHu1lYTpmVfRGD5Zg40fXLASCNHgZVDYPDrXSu4xrX9XFqNzRNXqAWNhpSCNoYSyosKcmI0ZectkkcnvvqsasRfH3cJZiHD29cHYvtGyEyjRcpVAXiXeJ9ZGGO5LOSerh5LzNpENfgYiO1YJZhn8yNEJkAjnIQi/2HEF6vd7Ug9SuDknrlI68mlOrl2zJHq156Z3uialW1CWhPDIcBaNnmEsSx3X35E2TC6vDx9+uHeP+uBqUk4/D4cBzxwapLeOWxnwkbJNWCn073U1MTHxv3ArjDmq0rNN+HsVDZf3F9k5GBtw5wNVhUbQhXDFzGwqMolEOBcEljWlbA6xhbRmhY0nIUri6knfbukk4LIt3Fisp6KWmG+QIepzE7VNj/GrZfGGV8qfXuzFCMkE7ePbeRygnGLIDbQWOkbK+gDmLuJ0ynE5KEbO1/SuWp4UMR3lIobGUgqOK0eVwoFZ5zWQjlJaJSc+4fh0Vuco0byeKatBz7CPMIkObP1+WJDYqvj+qVI/rNXcfe1xz9qFXU7DoqR4ZrL3l5wywKhntIa5MjPBMcvvHjlhQcdvExMR9cUu4BzIMg+4mD80JJEzlmWgrBncOC5bx2MEXJ41IWzutNXAd9y3UAcgNsEJ3hU1qFde9eU/jW7g6jNhuBa/0pFYqzi09FjmTkSGGzqhTjR5bDLmEpG9bNsf28M2H35PDQa11M5b6YWFt8Myzkjjeq2izWOqESlhMHZZqzbnkOIpl3D16hkYkR7CaE9laEIOeJ4ByUEcryRtnfqMaZdHJpKcoWElWUosgiuiTo8JW8gt7Ydd6bPTeOV4/r8ImPBPQqVtjHavO1SHlLkty8KNLYgCdQiK7SQ3FTPE9fc9AT0xMfE/cGs99jaA1566p01BvMkRFFfMsyxWRMfcls3KOp656IbyIZYJTq1FKhVJoa+fOAsuV2rs1910Gt+rncXQOdxclM5F0r/cjpS7UuhAuhcUIdmqlnFHCKpuA2QhLoBCRoW5E2M5YGaqLravS07LZhTYiCCqtw1XZDgjESUKUzDMWHV3yjzqtBVcmhouomzUbl2TCuHcsJRtKXju8U5esbM04fzQ2lczWO+PwIPOeUsOho8TYrHoENjj1pbDYFevaNZbxHvct7t7zBCNCjiFzvm9II0msuWeVclbTHtfpuU9MPAhujXE3g6sqr92jqMS9ytA7xtqamiYvjpWKldhDHqjJNajwx4pJdtedQzUa4NdKtNINLxCuTQCMHrA4OCql97VjdqCHYT48TmNZRsK3U4pkiC2aJIUtCE/GzKJm1L0rxOPJnSdMapW5MUDftGzUFHvfIEaLv2KVjYloSEogItUWZd/VJSroBdp1pxwyxJKU0SC14MM5rs7hatmSwz0plH2EidB4IxtojFxC65Enmb5r08fIjSDmDXlS6pns7dLZ761vJxQrRk2TvvoKSRctSP9H4RhRUZcqPnyl4r3T2voCZs3ExMS9cSuMe4T6a45CHhvuZzI6xHG31GpRYwwIlnrAveY1ROnr2adUFDslLFX2LxbHUhY19qhscWc8iLWndIFtVMy2On449T5lfVU67xyoqY9SsiCnb80slihimYyuS66gcamW6ohd7Jdi2/ihg8PhzgEjKZ1N2uvLosKeCG1C6XpvpwL34Nh6VnoWmjvHVVVSy5KJZ4fDUhWOaqqWLRhR9ySq5qHWfMUk6hWDZtk6revoULLKV5697wJfFkDVZpfXGTK9hiiXYdCjs1hwdOVNrIBT6F3KngEZzhm6NLEZ/omJifvjdhj3NCiWnq9bl8ZIg1oXylIVy+4OVJZl2ZJ3LRksNgjUIhpiMXTHO9fPN7wsWfDkW0cjSxnZqIW1q79nAFGlHV8zpDI2nF2vxbDuxCKao22FR0osjgocsVb0+6cxltX7rqOSDbYDyQzYohh0Ixtvm2L/G8alBk3z5LVIimXL/EUpsWm9j1xBwWTUD4U1N45i8qhVvOTURd4yXTIJnlWynvRPS6+8t6HKmffaArxipVOssrbAelBz85CaphKyqisoqffjmDtNPMqtMjYylAMpFZwnkYmJifvjVhh3AqJ3uqtRx2jIIUMChBZ2KYVSKx7SdacskMnNUoxaBj9cRtq7Z6Vk4eqga/e1i3Dhhb0M0qS1cveOKJk1cNuNnvtoJo0kcTOmMU4GxSBq4bDkXEJt7KwW6dq4a2NK+24kAyS9X4aRZvRIHT60jHZrin1by02pbLnILYegPheWRUypXukjlJMMlFAytWaRVS3pMfdhvJPF03cjfjw23U9VLGlDHKciyw0ynLBdX2bkF8rpnmSioOoqeS3ENFqzSYjYT8k6il1XZiTVPYvTJiYm7o/7smXM7M/M7Btm9rmT1/7IzD5vZp8xs4+Y2Svz9R8xs+fM7J/z8acPMoggtqrGrbg+IxlrdyUzu29H/Z0xMVg1nuMaiUtPI0eGSZB3SGzVkd5ljES161iprGtTSKI3zFxdihhSAfk3h5U0koWjv2mZ2NzmlAawu8IS1+suiFW2QHvsDn0mKUlDNrx2FQOJw96RRO7edPrkDmayF9sus5nQ7VBTFevvyebJgUMKoI1qWl1PCU5nFDvtlaaRmjk6/ew6NiNJ69FpvWcydDTKTqqj9+0zDO8US1G1zBp3j1SBzM0oP6d1bfTW6OfvofrI18PExE3gQaiQHwTe9h2vfRz48Yj4CeDfgD84+dmXI+In8/HuBxpFKDwx6JBDbGrolPjoZB1s4ZgIhR++9dRXuX7maRn0/L3h5THCDWm48NgVDzN+PAxpraJKBtJO17jENLFsVdc8NiM23O2I1L1xGd6dIjjGrsYc191T1td26Vsf+YT0Z2M32RH7hlVqVo0S24YxWDclxzKM8EY9RHO30ShjeN1Ig81fcJ8z5j7i2sbmxev6ew9UVc0OKuoY98593zVzBqtm3xzG/qX5DTmGjpHVyBk6aqv+Fzwbs/Suk09b+23w3D/Io14PExM3gPsa94j4B+Bb3/HaxyJiuFCfBN74sAMR/TC2hwyLdMqN2JpPuMuTd++svfPtbz7F888+jXvfDEIk17xnA2c48dLTG2xtGBA1aw530SuD7PLEVnGp5F5sipWRnmYJVVRGngoU/44XhBXI9/aA656dhYax82Got4J8fSiWYRvPqt2Kfhp7s+nIYqPw9IKJ9PBP2DFFTT+wvRvTyAWQssmxGXXdJ6lrWnraqMCJ3VhbGXPzkxNNpByBbtjQ6Bnho/yvyVqAsm1sPT11GF2kgmo6pfUmmmv0Tmt9q1Y9t3F/qdbDxMTD4iaKmH4X+NuT528ys38ys783s59/kAuEx2aIexrhYQBHaf7gO49HuLN254lXvobD1d0TzzGNeThrayqkMdQ8oyvk4unZRtqmiKC1lmEGdPS3ngnJXc+kssfxex+c9SBlLLNSNFvL2R47TlIL16tzPK6422Yoyfj7MPBDgMtSkTEyp7AR3EdRk2mDc+/bJhIZ2rBhVS0yFBXDQm+0ywEZ/WxHXWwzxr1LdnicTGw7lfRx01TI5bGFpMapZYy31pP7QGy9YXWI0n1sboQZvalZ9lWtLEU5AbpCN977dqobfVlvMR56PUxM3AQeKqFqZu9FMiV/kS99HfihiPimmf008Fdm9mMR8e3v8rvvAt4F8Njj36fFWwvmzgL0ESsuUG13o3V8d5ZaWJ+9Zrn7BLZcZTeifbcqtUoBssgrXZYqCmV2d6qgmEYxWpMk8FKN5np+OBS8ZegjPczmjbIUce8jZHzoKgAarA720EvLcEJY5VCCBmCVYwuWA1sjbmKU4bOV4IuSmaeWTIyq85Gn5jsy5CmrK49WksWttbx3ZTfsqABJIZ7AGyy10LqaoygtEWnMR7K4b9W4NmQVrEAZp6eMve+RejxUGDWah5DeveQkckNLBU8v2pCuSKonanISVpRbGEVYBGt3jsdrSRTfUtzUepiYuAm8aONuZr8D/Brwy5EB2Yi4Bq7z+0+b2ZeBHwU+9Z2/HxEfAD4A8KpXvz6OrXG3Fqhl0xIxL0QFqstYd9IQBl6c546dVxwKHCpUNZToYWCFw6Y9KG1wI6jLkp60Qge1KuTRs9dp605ZAkqhJ02RAtcNnjsGJYwn7spYLmXkAEKFVZHsHsgCIBl4X4quj1EJro9HPIyGsRQ2KiKwnSgGA2WoQepnKhA65f0XK9QF2jF7jaa42LKUjdHSFO/QaaCqGYZ5JXA6jaXWjGvHSXI0N7VieFQOh0prK6116lXeu6Rdujuru2oERhFSPh+xfCtwdag6mbW+9YC9wvAouUkUVm/0aHhXFfKK09YVdTXpRIPr59cX+y/7SHGT68FGNdnExEPgRRl3M3sb8PvAL0TEsyevvw74VkR0M3sz8CTwlftdLwj62ui1ZIx5gaoG0h6Gr2CrknvLlZz454/OM98+8thr7qjSsjmeRnc5LJTUn+107qQuzEgolmVneng2q1gbtDVpk3fL3pACkkeu0MMaxhJ545KR0myQaWJLjmrzKCMGIS8aw63QmlMzwTgi4K2LVaMip1ArVetcXUmPvrVO7+L+K8zuRDTu3Fm0kVQJr62pUNl730MtDH32QqHS/Lh55910SjEGE0abW5F+MGqPos2gLIXoLs0cUritGAvGsa9SpiSrZSPZRBmzb803poxZwWoV7RRU5GRBREmKpUIx0bURr035hGM/chujMje9HiYmbgJ2v4o/M/sw8IvAa4GngPchNsAd4Jv5tk9GxLvN7DeAPwRWFKF4X0T8zX0HYfZfwDPAf7+4adxqvJbLnBecb24/HBGvO8PffanWw9PAF25+9LcCl7oebt1auK9xf6lgZp+KiLeeexw3jUudF1z23M6JS76vlzq32zivWyL5OzExMTFxk5jGfWJiYuICcZuM+wfOPYBHhEudF1z23M6JS76vlzq3WzevWxNzn5iYmJi4Odwmz31iYmJi4oZwduNuZm8zsy+Y2ZfM7D3nHs/Dwsz+3cw+myqAn8rXXm1mHzezL+bXV517nA+Ceyggfte5mPDH+Tl+xsx+6nwjf/niktbDXAvnXQtnNe5mVoH3A28H3gL8lpm95ZxjuiH8UqoADmrUe4BPRMSTwCfy+csBH+T/KiDeay5vR0U6T6Iy+j95icZ4MbjQ9TDXwpnWwrk9958BvhQRX4mII/CXwDvOPKZHgXcAH8rvPwT8+hnH8sD4bgqI3Hsu7wD+PIRPAq80s+9/aUZ6Mfj/sB7mWniJcG7j/gPAf5w8/2q+9nJGAB8zs0+nGBTAGyLi6/n9fwJvOM/QbgT3msslfpYvNS7tHs61IJzlc7wdbfYuCz8XEV8zs9cDHzezz5/+MCLiUoShLmkuE48Ecy2cEef23L8G/ODJ8zfmay9bRMTX8us3gI+go/ZT41iWX79xvhE+NO41l4v7LM+Ai7qHcy1sOMvneG7j/o/Ak2b2JjO7An4T+OiZx/SiYWaPm9kT43vgV4DPoTm9M9/2TuCvzzPCG8G95vJR4LeTKfCzwP+cHFknHgwXsx7mWrgFa2Hvb3meB/CrqO/kl4H3nns8DzmXNwP/ko9/HfMBXoOy6V8E/g549bnH+oDz+TBqOLGiuOHv3WsuSNn3/fk5fhZ467nH/3J8XMp6mGvh/GthVqhOTExMXCDOHZaZmJiYmHgEmMZ9YmJi4gIxjfvExMTEBWIa94mJiYkLxDTuExMTExeIadwnJiYmLhDTuE9MTExcIKZxn5iYmLhA/C8JslBLTsrF1QAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "def down_block(x, filters, kernel_size=(3, 3), padding=\"same\", strides=1):\n",
        "    c = keras.layers.Conv2D(filters, kernel_size, padding=padding, strides=strides, activation=\"relu\")(x)\n",
        "    c = keras.layers.Conv2D(filters, kernel_size, padding=padding, strides=strides, activation=\"relu\")(c)\n",
        "    p = keras.layers.MaxPool2D((2, 2), (2, 2))(c)\n",
        "    return c, p\n",
        "\n",
        "def up_block(x, skip, filters, kernel_size=(3, 3), padding=\"same\", strides=1):\n",
        "    us = keras.layers.UpSampling2D((2, 2))(x)\n",
        "    concat = keras.layers.Concatenate()([us, skip])\n",
        "    c = keras.layers.Conv2D(filters, kernel_size, padding=padding, strides=strides, activation=\"relu\")(concat)\n",
        "    c = keras.layers.Conv2D(filters, kernel_size, padding=padding, strides=strides, activation=\"relu\")(c)\n",
        "    return c\n",
        "\n",
        "def bottleneck(x, filters, kernel_size=(3, 3), padding=\"same\", strides=1):\n",
        "    c = keras.layers.Conv2D(filters, kernel_size, padding=padding, strides=strides, activation=\"relu\")(x)\n",
        "    c = keras.layers.Conv2D(filters, kernel_size, padding=padding, strides=strides, activation=\"relu\")(c)\n",
        "    return c"
      ],
      "metadata": {
        "id": "8LaCDFbgHXBq"
      },
      "execution_count": 11,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "def UNet():\n",
        "    f = [16, 32, 64, 128, 256]\n",
        "    inputs = keras.layers.Input((image_size, image_size, 3))\n",
        "    \n",
        "    p0 = inputs\n",
        "    c1, p1 = down_block(p0, f[0]) \n",
        "    c2, p2 = down_block(p1, f[1]) \n",
        "    c3, p3 = down_block(p2, f[2])\n",
        "    c4, p4 = down_block(p3, f[3]) \n",
        "    \n",
        "    bn = bottleneck(p4, f[4])\n",
        "    \n",
        "    u1 = up_block(bn, c4, f[3]) #8 -> 16\n",
        "    u2 = up_block(u1, c3, f[2]) #16 -> 32\n",
        "    u3 = up_block(u2, c2, f[1]) #32 -> 64\n",
        "    u4 = up_block(u3, c1, f[0]) #64 -> 128\n",
        "    \n",
        "    outputs = keras.layers.Conv2D(1, (1, 1), padding=\"same\", activation=\"sigmoid\")(u4)\n",
        "    model = keras.models.Model(inputs, outputs)\n",
        "    return model"
      ],
      "metadata": {
        "id": "TJhb1QNkHZV_"
      },
      "execution_count": 12,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "model = UNet()\n",
        "model.compile(optimizer=\"adam\", loss=\"binary_crossentropy\", metrics=[\"acc\"])"
      ],
      "metadata": {
        "id": "yfSKmB1eHbpL"
      },
      "execution_count": 13,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "train_gen = DataGen(train_ids, path)\n",
        "valid_gen = DataGen(valid_ids, path)\n",
        "\n",
        "train_steps = len(train_ids)//batch_size\n",
        "valid_steps = len(valid_ids)//batch_size\n",
        "model.fit_generator(train_gen, validation_data=valid_gen, steps_per_epoch=train_steps, validation_steps=valid_steps, epochs = epochs)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "msY8WDIqHdmN",
        "outputId": "b7556a1e-c81f-4bfe-d1cf-3eb8835aaed9"
      },
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:6: UserWarning: `Model.fit_generator` is deprecated and will be removed in a future version. Please use `Model.fit`, which supports generators.\n",
            "  \n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "127/127 [==============================] - ETA: 0s - loss: 0.4121 - acc: 0.8127"
          ]
        },
        {
          "output_type": "error",
          "ename": "UnknownError",
          "evalue": "ignored",
          "traceback": [
            "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
            "\u001b[0;31mUnknownError\u001b[0m                              Traceback (most recent call last)",
            "\u001b[0;32m<ipython-input-14-732f438f911a>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      4\u001b[0m \u001b[0mtrain_steps\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtrain_ids\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m//\u001b[0m\u001b[0mbatch_size\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      5\u001b[0m \u001b[0mvalid_steps\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mvalid_ids\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m//\u001b[0m\u001b[0mbatch_size\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 6\u001b[0;31m \u001b[0mmodel\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfit_generator\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtrain_gen\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvalidation_data\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mvalid_gen\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msteps_per_epoch\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mtrain_steps\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvalidation_steps\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mvalid_steps\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mepochs\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mepochs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
            "\u001b[0;32m/usr/local/lib/python3.7/dist-packages/keras/engine/training.py\u001b[0m in \u001b[0;36mfit_generator\u001b[0;34m(self, generator, steps_per_epoch, epochs, verbose, callbacks, validation_data, validation_steps, validation_freq, class_weight, max_queue_size, workers, use_multiprocessing, shuffle, initial_epoch)\u001b[0m\n\u001b[1;32m   2028\u001b[0m         \u001b[0muse_multiprocessing\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0muse_multiprocessing\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2029\u001b[0m         \u001b[0mshuffle\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mshuffle\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2030\u001b[0;31m         initial_epoch=initial_epoch)\n\u001b[0m\u001b[1;32m   2031\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2032\u001b[0m   \u001b[0;34m@\u001b[0m\u001b[0mdoc_controls\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdo_not_generate_docs\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.7/dist-packages/keras/utils/traceback_utils.py\u001b[0m in \u001b[0;36merror_handler\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m     65\u001b[0m     \u001b[0;32mexcept\u001b[0m \u001b[0mException\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[0;34m:\u001b[0m  \u001b[0;31m# pylint: disable=broad-except\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     66\u001b[0m       \u001b[0mfiltered_tb\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_process_traceback_frames\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0me\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__traceback__\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 67\u001b[0;31m       \u001b[0;32mraise\u001b[0m \u001b[0me\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mwith_traceback\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfiltered_tb\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     68\u001b[0m     \u001b[0;32mfinally\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     69\u001b[0m       \u001b[0;32mdel\u001b[0m \u001b[0mfiltered_tb\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.7/dist-packages/tensorflow/python/eager/execute.py\u001b[0m in \u001b[0;36mquick_execute\u001b[0;34m(op_name, num_outputs, inputs, attrs, ctx, name)\u001b[0m\n\u001b[1;32m     57\u001b[0m     \u001b[0mctx\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mensure_initialized\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     58\u001b[0m     tensors = pywrap_tfe.TFE_Py_Execute(ctx._handle, device_name, op_name,\n\u001b[0;32m---> 59\u001b[0;31m                                         inputs, attrs, num_outputs)\n\u001b[0m\u001b[1;32m     60\u001b[0m   \u001b[0;32mexcept\u001b[0m \u001b[0mcore\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_NotOkStatusException\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     61\u001b[0m     \u001b[0;32mif\u001b[0m \u001b[0mname\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;31mUnknownError\u001b[0m: 2 root error(s) found.\n  (0) UNKNOWN:  error: OpenCV(4.1.2) /io/opencv/modules/imgproc/src/resize.cpp:3720: error: (-215:Assertion failed) !ssize.empty() in function 'resize'\n\nTraceback (most recent call last):\n\n  File \"/usr/local/lib/python3.7/dist-packages/tensorflow/python/ops/script_ops.py\", line 275, in __call__\n    ret = func(*args)\n\n  File \"/usr/local/lib/python3.7/dist-packages/tensorflow/python/autograph/impl/api.py\", line 649, in wrapper\n    return func(*args, **kwargs)\n\n  File \"/usr/local/lib/python3.7/dist-packages/tensorflow/python/data/ops/dataset_ops.py\", line 992, in generator_py_func\n    values = next(generator_state.get_iterator(iterator_id))\n\n  File \"/usr/local/lib/python3.7/dist-packages/keras/engine/data_adapter.py\", line 834, in wrapped_generator\n    for data in generator_fn():\n\n  File \"/usr/local/lib/python3.7/dist-packages/keras/engine/data_adapter.py\", line 960, in generator_fn\n    yield x[i]\n\n  File \"<ipython-input-7-793b2fbaecb9>\", line 41, in __getitem__\n    _img, _mask = self.__load__(id_name)\n\n  File \"<ipython-input-7-793b2fbaecb9>\", line 17, in __load__\n    image = cv2.resize(image, (self.image_size, self.image_size))\n\ncv2.error: OpenCV(4.1.2) /io/opencv/modules/imgproc/src/resize.cpp:3720: error: (-215:Assertion failed) !ssize.empty() in function 'resize'\n\n\n\n\t [[{{node PyFunc}}]]\n\t [[IteratorGetNext]]\n\t [[Shape/_6]]\n  (1) UNKNOWN:  error: OpenCV(4.1.2) /io/opencv/modules/imgproc/src/resize.cpp:3720: error: (-215:Assertion failed) !ssize.empty() in function 'resize'\n\nTraceback (most recent call last):\n\n  File \"/usr/local/lib/python3.7/dist-packages/tensorflow/python/ops/script_ops.py\", line 275, in __call__\n    ret = func(*args)\n\n  File \"/usr/local/lib/python3.7/dist-packages/tensorflow/python/autograph/impl/api.py\", line 649, in wrapper\n    return func(*args, **kwargs)\n\n  File \"/usr/local/lib/python3.7/dist-packages/tensorflow/python/data/ops/dataset_ops.py\", line 992, in generator_py_func\n    values = next(generator_state.get_iterator(iterator_id))\n\n  File \"/usr/local/lib/python3.7/dist-packages/keras/engine/data_adapter.py\", line 834, in wrapped_generator\n    for data in generator_fn():\n\n  File \"/usr/local/lib/python3.7/dist-packages/keras/engine/data_adapter.py\", line 960, in generator_fn\n    yield x[i]\n\n  File \"<ipython-input-7-793b2fbaecb9>\", line 41, in __getitem__\n    _img, _mask = self.__load__(id_name)\n\n  File \"<ipython-input-7-793b2fbaecb9>\", line 17, in __load__\n    image = cv2.resize(image, (self.image_size, self.image_size))\n\ncv2.error: OpenCV(4.1.2) /io/opencv/modules/imgproc/src/resize.cpp:3720: error: (-215:Assertion failed) !ssize.empty() in function 'resize'\n\n\n\n\t [[{{node PyFunc}}]]\n\t [[IteratorGetNext]]\n0 successful operations.\n0 derived errors ignored. [Op:__inference_test_function_3255]\n\nFunction call stack:\ntest_function -> test_function\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "## Save the Weights\n",
        "model.save_weights(\"UNetW.h5\")"
      ],
      "metadata": {
        "id": "LWYvpepGHfym"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "for i in range(0,20):\n",
        "    x, y = valid_gen.__getitem__(i)\n",
        "    result = model.predict(x)\n",
        "    \n",
        "    result = result > 0.5\n",
        "    fig = plt.figure(figsize = (16,8))\n",
        "    fig.subplots_adjust(hspace=0.4, wspace=0.4)\n",
        "    \n",
        "    ax = fig.add_subplot(1, 3, 1)\n",
        "    ax.imshow(x[0])\n",
        "    ax = fig.add_subplot(1, 3, 2)\n",
        "    ax.imshow(np.reshape(y[0]*255, (image_size, image_size)), cmap=\"gray\")\n",
        "\n",
        "    ax = fig.add_subplot(1, 3, 3)\n",
        "    ax.imshow(np.reshape(result[0]*255, (image_size, image_size)), cmap=\"gray\")"
      ],
      "metadata": {
        "id": "bKk0cgawHifB"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        ""
      ],
      "metadata": {
        "id": "n7PMtZKDHkTc"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}