Nepali_numeric_letter_classifier(_ek_dui_tin_classifier).ipynb

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      "display_name": "Python 3",
      "language": "python",
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    "language_info": {
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      "name": "python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3",
      "version": "3.7.7"
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    "colab": {
      "name": "Nepali numeric letter classifier( ek dui tin classifier).ipynb",
      "provenance": [],
      "include_colab_link": true
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/rockerritesh/1st-project-NEPAL-Nepali_devanagari_Classifier-Ka-Kha-Ga---Ek-Dui-Tin-/blob/master/Nepali_numeric_letter_classifier(_ek_dui_tin_classifier).ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ueLZhupQ8j6h",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# Convolutional Neural Network\n",
        "\n",
        "# Part 1 - Building the CNN\n",
        "\n",
        "# Importing the Keras libraries and packages\n",
        "from keras.models import Sequential\n",
        "from keras.layers import Conv2D\n",
        "from keras.layers import MaxPooling2D\n",
        "from keras.layers import Flatten\n",
        "from keras.layers import Dense\n",
        "import matplotlib.pyplot as plt\n"
      ],
      "execution_count": 27,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "UrFoyHMy8xUS",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "c89b5e13-a397-4ad9-8bd9-6b76aa7aa92b"
      },
      "source": [
        "!unzip dataset.zip"
      ],
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Archive:  dataset.zip\n",
            "   creating: dataset/test/\n",
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            " extracting: dataset/test/02/005_04.jpg  \n",
            " extracting: dataset/test/02/005_05.jpg  \n",
            "  inflating: dataset/test/02/005_06.jpg  \n",
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            "  inflating: dataset/test/02/005_08.jpg  \n",
            " extracting: dataset/test/02/005_09.jpg  \n",
            " extracting: dataset/test/02/005_10.jpg  \n",
            "  inflating: dataset/test/02/005_11.jpg  \n",
            " extracting: dataset/test/02/005_12.jpg  \n",
            " extracting: dataset/test/02/005_13.jpg  \n",
            "  inflating: dataset/test/02/005_14.jpg  \n",
            "  inflating: dataset/test/02/005_15.jpg  \n",
            " extracting: dataset/test/02/006_01.jpg  \n",
            " extracting: dataset/test/02/006_02.jpg  \n",
            " extracting: dataset/test/02/006_03.jpg  \n",
            " extracting: dataset/test/02/006_04.jpg  \n",
            " extracting: dataset/test/02/006_05.jpg  \n",
            "  inflating: dataset/test/02/006_06.jpg  \n",
            "  inflating: dataset/test/02/006_07.jpg  \n",
            "  inflating: dataset/test/02/006_08.jpg  \n",
            " extracting: dataset/test/02/006_09.jpg  \n",
            " extracting: dataset/test/02/006_10.jpg  \n",
            "  inflating: dataset/test/02/007_01.jpg  \n",
            " extracting: dataset/test/02/007_02.jpg  \n",
            " extracting: dataset/test/02/007_03.jpg  \n",
            " extracting: dataset/test/02/007_04.jpg  \n",
            "  inflating: dataset/test/02/007_05.jpg  \n",
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            "  inflating: dataset/test/02/007_08.jpg  \n",
            " extracting: dataset/test/02/007_09.jpg  \n",
            " extracting: dataset/test/02/007_10.jpg  \n",
            "  inflating: dataset/test/02/008_01.jpg  \n",
            " extracting: dataset/test/02/008_02.jpg  \n",
            "  inflating: dataset/test/02/008_03.jpg  \n",
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            " extracting: dataset/test/02/008_05.jpg  \n",
            "  inflating: dataset/test/02/008_06.jpg  \n",
            "  inflating: dataset/test/02/008_07.jpg  \n",
            " extracting: dataset/test/02/008_08.jpg  \n",
            "  inflating: dataset/test/02/008_09.jpg  \n",
            " extracting: dataset/test/02/008_10.jpg  \n",
            " extracting: dataset/test/02/010_01.jpg  \n",
            " extracting: dataset/test/02/010_02.jpg  \n",
            "  inflating: dataset/test/02/010_03.jpg  \n",
            "  inflating: dataset/test/02/010_04.jpg  \n",
            " extracting: dataset/test/02/010_05.jpg  \n",
            " extracting: dataset/test/02/010_06.jpg  \n",
            " extracting: dataset/test/02/010_07.jpg  \n",
            " extracting: dataset/test/02/010_08.jpg  \n",
            " extracting: dataset/test/02/010_09.jpg  \n",
            " extracting: dataset/test/02/010_10.jpg  \n",
            " extracting: dataset/test/02/011_01.jpg  \n",
            "  inflating: dataset/test/02/011_02.jpg  \n",
            "  inflating: dataset/test/02/011_03.jpg  \n",
            " extracting: dataset/test/02/011_04.jpg  \n",
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            " extracting: dataset/test/02/011_06.jpg  \n",
            " extracting: dataset/test/02/011_07.jpg  \n",
            "  inflating: dataset/test/02/011_08.jpg  \n",
            "  inflating: dataset/test/02/011_09.jpg  \n",
            "  inflating: dataset/test/02/011_10.jpg  \n",
            " extracting: dataset/test/02/012_01.jpg  \n",
            "  inflating: dataset/test/02/012_02.jpg  \n",
            "  inflating: dataset/test/02/012_03.jpg  \n",
            " extracting: dataset/test/02/012_04.jpg  \n",
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            "  inflating: dataset/test/02/012_07.jpg  \n",
            " extracting: dataset/test/02/012_08.jpg  \n",
            " extracting: dataset/test/02/012_09.jpg  \n",
            " extracting: dataset/test/02/012_10.jpg  \n",
            " extracting: dataset/test/02/012_11.jpg  \n",
            " extracting: dataset/test/02/012_12.jpg  \n",
            " extracting: dataset/test/02/012_13.jpg  \n",
            " extracting: dataset/test/02/012_14.jpg  \n",
            " extracting: dataset/test/02/012_15.jpg  \n",
            " extracting: dataset/test/02/012_16.jpg  \n",
            " extracting: dataset/test/02/012_17.jpg  \n",
            " extracting: dataset/test/02/013_01.jpg  \n",
            " extracting: dataset/test/02/013_02.jpg  \n",
            "  inflating: dataset/test/02/013_03.jpg  \n",
            " extracting: dataset/test/02/013_04.jpg  \n",
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            " extracting: dataset/test/02/013_08.jpg  \n",
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            "  inflating: dataset/test/02/014_01.jpg  \n",
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            " extracting: dataset/test/02/014_04.jpg  \n",
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            " extracting: dataset/test/02/014_07.jpg  \n",
            "  inflating: dataset/test/02/014_08.jpg  \n",
            "  inflating: dataset/test/02/014_09.jpg  \n",
            " extracting: dataset/test/02/014_10.jpg  \n",
            " extracting: dataset/test/02/015_01.jpg  \n",
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            " extracting: dataset/test/02/016_02.jpg  \n",
            "  inflating: dataset/test/02/016_03.jpg  \n",
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            " extracting: dataset/test/02/016_05.jpg  \n",
            "  inflating: dataset/test/02/016_06.jpg  \n",
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            "  inflating: dataset/test/02/016_08.jpg  \n",
            " extracting: dataset/test/02/016_09.jpg  \n",
            " extracting: dataset/test/02/016_10.jpg  \n",
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            " extracting: dataset/test/02/017_02.jpg  \n",
            "  inflating: dataset/test/02/017_03.jpg  \n",
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            " extracting: dataset/test/02/017_06.jpg  \n",
            "   creating: dataset/test/03/\n",
            " extracting: dataset/test/03/001_01.jpg  \n",
            " extracting: dataset/test/03/001_02.jpg  \n",
            " extracting: dataset/test/03/001_03.jpg  \n",
            " extracting: dataset/test/03/001_04.jpg  \n",
            " extracting: dataset/test/03/001_05.jpg  \n",
            "  inflating: dataset/test/03/001_06.jpg  \n",
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            " extracting: dataset/test/03/001_09.jpg  \n",
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            " extracting: dataset/test/03/001_11.jpg  \n",
            " extracting: dataset/test/03/001_12.jpg  \n",
            " extracting: dataset/test/03/001_13.jpg  \n",
            " extracting: dataset/test/03/001_14.jpg  \n",
            " extracting: dataset/test/03/001_15.jpg  \n",
            "  inflating: dataset/test/03/001_16.jpg  \n",
            " extracting: dataset/test/03/001_17.jpg  \n",
            "  inflating: dataset/test/03/001_18.jpg  \n",
            " extracting: dataset/test/03/001_19.jpg  \n",
            " extracting: dataset/test/03/001_20.jpg  \n",
            "  inflating: dataset/test/03/001_21.jpg  \n",
            "  inflating: dataset/test/03/001_22.jpg  \n",
            "  inflating: dataset/test/03/001_23.jpg  \n",
            " extracting: dataset/test/03/001_24.jpg  \n",
            " extracting: dataset/test/03/001_25.jpg  \n",
            "  inflating: dataset/test/03/002_01.jpg  \n",
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            "  inflating: dataset/test/03/002_03.jpg  \n",
            " extracting: dataset/test/03/002_04.jpg  \n",
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            " extracting: dataset/test/03/002_11.jpg  \n",
            " extracting: dataset/test/03/002_12.jpg  \n",
            " extracting: dataset/test/03/002_13.jpg  \n",
            "  inflating: dataset/test/03/002_14.jpg  \n",
            "  inflating: dataset/test/03/002_15.jpg  \n",
            " extracting: dataset/test/03/004_01.jpg  \n",
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            " extracting: dataset/test/03/004_03.jpg  \n",
            " extracting: dataset/test/03/004_04.jpg  \n",
            "  inflating: dataset/test/03/004_05.jpg  \n",
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            " extracting: dataset/test/03/004_10.jpg  \n",
            "  inflating: dataset/test/03/004_11.jpg  \n",
            "  inflating: dataset/test/03/004_12.jpg  \n",
            " extracting: dataset/test/03/005_01.jpg  \n",
            "  inflating: dataset/test/03/005_02.jpg  \n",
            "  inflating: dataset/test/03/005_03.jpg  \n",
            "  inflating: dataset/test/03/005_04.jpg  \n",
            " extracting: dataset/test/03/005_05.jpg  \n",
            " extracting: dataset/test/03/005_06.jpg  \n",
            "  inflating: dataset/test/03/005_07.jpg  \n",
            " extracting: dataset/test/03/005_08.jpg  \n",
            "  inflating: dataset/test/03/005_09.jpg  \n",
            "  inflating: dataset/test/03/005_10.jpg  \n",
            "  inflating: dataset/test/03/005_11.jpg  \n",
            " extracting: dataset/test/03/005_12.jpg  \n",
            " extracting: dataset/test/03/005_13.jpg  \n",
            "  inflating: dataset/test/03/005_14.jpg  \n",
            "  inflating: dataset/test/03/005_15.jpg  \n",
            "  inflating: dataset/test/03/006_01.jpg  \n",
            " extracting: dataset/test/03/006_02.jpg  \n",
            " extracting: dataset/test/03/006_03.jpg  \n",
            " extracting: dataset/test/03/006_04.jpg  \n",
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            " extracting: dataset/test/03/006_08.jpg  \n",
            " extracting: dataset/test/03/006_09.jpg  \n",
            " extracting: dataset/test/03/006_10.jpg  \n",
            " extracting: dataset/test/03/007_01.jpg  \n",
            " extracting: dataset/test/03/007_02.jpg  \n",
            " extracting: dataset/test/03/007_03.jpg  \n",
            " extracting: dataset/test/03/007_04.jpg  \n",
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            " extracting: dataset/test/03/007_06.jpg  \n",
            "  inflating: dataset/test/03/007_07.jpg  \n",
            " extracting: dataset/test/03/007_08.jpg  \n",
            " extracting: dataset/test/03/007_09.jpg  \n",
            " extracting: dataset/test/03/007_10.jpg  \n",
            " extracting: dataset/test/03/008_01.jpg  \n",
            " extracting: dataset/test/03/008_02.jpg  \n",
            " extracting: dataset/test/03/008_03.jpg  \n",
            " extracting: dataset/test/03/008_04.jpg  \n",
            "  inflating: dataset/test/03/008_05.jpg  \n",
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            " extracting: dataset/test/03/008_07.jpg  \n",
            "  inflating: dataset/test/03/008_08.jpg  \n",
            " extracting: dataset/test/03/008_09.jpg  \n",
            " extracting: dataset/test/03/008_10.jpg  \n",
            "  inflating: dataset/test/03/010_01.jpg  \n",
            " extracting: dataset/test/03/010_02.jpg  \n",
            "  inflating: dataset/test/03/010_03.jpg  \n",
            " extracting: dataset/test/03/010_04.jpg  \n",
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            "  inflating: dataset/test/03/010_07.jpg  \n",
            "  inflating: dataset/test/03/010_08.jpg  \n",
            " extracting: dataset/test/03/010_09.jpg  \n",
            " extracting: dataset/test/03/010_10.jpg  \n",
            " extracting: dataset/test/03/011_01.jpg  \n",
            "  inflating: dataset/test/03/011_02.jpg  \n",
            "  inflating: dataset/test/03/011_03.jpg  \n",
            " extracting: dataset/test/03/011_04.jpg  \n",
            " extracting: dataset/test/03/011_05.jpg  \n",
            "  inflating: dataset/test/03/011_06.jpg  \n",
            " extracting: dataset/test/03/011_07.jpg  \n",
            " extracting: dataset/test/03/011_08.jpg  \n",
            " extracting: dataset/test/03/011_09.jpg  \n",
            "  inflating: dataset/test/03/011_10.jpg  \n",
            " extracting: dataset/test/03/012_01.jpg  \n",
            " extracting: dataset/test/03/012_02.jpg  \n",
            " extracting: dataset/test/03/012_03.jpg  \n",
            " extracting: dataset/test/03/012_04.jpg  \n",
            " extracting: dataset/test/03/012_05.jpg  \n",
            " extracting: dataset/test/03/012_06.jpg  \n",
            " extracting: dataset/test/03/012_07.jpg  \n",
            " extracting: dataset/test/03/012_08.jpg  \n",
            " extracting: dataset/test/03/012_09.jpg  \n",
            " extracting: dataset/test/03/012_10.jpg  \n",
            " extracting: dataset/test/03/012_11.jpg  \n",
            "  inflating: dataset/test/03/012_12.jpg  \n",
            " extracting: dataset/test/03/012_13.jpg  \n",
            " extracting: dataset/test/03/012_14.jpg  \n",
            " extracting: dataset/test/03/012_15.jpg  \n",
            " extracting: dataset/test/03/012_16.jpg  \n",
            " extracting: dataset/test/03/012_17.jpg  \n",
            "  inflating: dataset/test/03/013_01.jpg  \n",
            " extracting: dataset/test/03/013_02.jpg  \n",
            "  inflating: dataset/test/03/013_03.jpg  \n",
            " extracting: dataset/test/03/013_04.jpg  \n",
            " extracting: dataset/test/03/013_05.jpg  \n",
            " extracting: dataset/test/03/013_06.jpg  \n",
            " extracting: dataset/test/03/013_07.jpg  \n",
            " extracting: dataset/test/03/013_08.jpg  \n",
            "  inflating: dataset/test/03/013_09.jpg  \n",
            " extracting: dataset/test/03/013_10.jpg  \n",
            "   creating: dataset/test/04/\n",
            " extracting: dataset/test/04/001_01.jpg  \n",
            " extracting: dataset/test/04/001_02.jpg  \n",
            "  inflating: dataset/test/04/001_03.jpg  \n",
            " extracting: dataset/test/04/001_04.jpg  \n",
            " extracting: dataset/test/04/001_05.jpg  \n",
            "  inflating: dataset/test/04/001_06.jpg  \n",
            " extracting: dataset/test/04/001_07.jpg  \n",
            " extracting: dataset/test/04/001_08.jpg  \n",
            "  inflating: dataset/test/04/001_09.jpg  \n",
            "  inflating: dataset/test/04/001_10.jpg  \n",
            " extracting: dataset/test/04/001_11.jpg  \n",
            " extracting: dataset/test/04/001_12.jpg  \n",
            " extracting: dataset/test/04/001_13.jpg  \n",
            " extracting: dataset/test/04/001_14.jpg  \n",
            "  inflating: dataset/test/04/001_15.jpg  \n",
            "  inflating: dataset/test/04/001_16.jpg  \n",
            "  inflating: dataset/test/04/001_17.jpg  \n",
            " extracting: dataset/test/04/001_18.jpg  \n",
            " extracting: dataset/test/04/001_19.jpg  \n",
            " extracting: dataset/test/04/001_20.jpg  \n",
            "  inflating: dataset/test/04/001_21.jpg  \n",
            "  inflating: dataset/test/04/001_22.jpg  \n",
            " extracting: dataset/test/04/001_23.jpg  \n",
            " extracting: dataset/test/04/001_24.jpg  \n",
            " extracting: dataset/test/04/001_25.jpg  \n",
            "  inflating: dataset/test/04/002_01.jpg  \n",
            "  inflating: dataset/test/04/002_02.jpg  \n",
            "  inflating: dataset/test/04/002_03.jpg  \n",
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            "  inflating: dataset/test/04/002_07.jpg  \n",
            " extracting: dataset/test/04/002_08.jpg  \n",
            "  inflating: dataset/test/04/002_09.jpg  \n",
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            "  inflating: dataset/test/04/002_11.jpg  \n",
            "  inflating: dataset/test/04/002_12.jpg  \n",
            "  inflating: dataset/test/04/002_13.jpg  \n",
            "  inflating: dataset/test/04/002_14.jpg  \n",
            "  inflating: dataset/test/04/002_15.jpg  \n",
            "  inflating: dataset/test/04/004_01.jpg  \n",
            " extracting: dataset/test/04/004_02.jpg  \n",
            " extracting: dataset/test/04/004_03.jpg  \n",
            "  inflating: dataset/test/04/004_04.jpg  \n",
            " extracting: dataset/test/04/004_05.jpg  \n",
            " extracting: dataset/test/04/004_06.jpg  \n",
            "  inflating: dataset/test/04/004_07.jpg  \n",
            "  inflating: dataset/test/04/004_08.jpg  \n",
            "  inflating: dataset/test/04/004_09.jpg  \n",
            " extracting: dataset/test/04/004_10.jpg  \n",
            "  inflating: dataset/test/04/004_11.jpg  \n",
            "  inflating: dataset/test/04/004_12.jpg  \n",
            " extracting: dataset/test/04/005_01.jpg  \n",
            " extracting: dataset/test/04/005_02.jpg  \n",
            " extracting: dataset/test/04/005_03.jpg  \n",
            "  inflating: dataset/test/04/005_04.jpg  \n",
            "  inflating: dataset/test/04/005_05.jpg  \n",
            "  inflating: dataset/test/04/005_06.jpg  \n",
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            "  inflating: dataset/test/04/005_08.jpg  \n",
            "  inflating: dataset/test/04/005_09.jpg  \n",
            "  inflating: dataset/test/04/005_10.jpg  \n",
            " extracting: dataset/test/04/005_11.jpg  \n",
            "  inflating: dataset/test/04/005_12.jpg  \n",
            "  inflating: dataset/test/04/005_13.jpg  \n",
            " extracting: dataset/test/04/005_14.jpg  \n",
            "  inflating: dataset/test/04/005_15.jpg  \n",
            " extracting: dataset/test/04/006_01.jpg  \n",
            " extracting: dataset/test/04/006_02.jpg  \n",
            " extracting: dataset/test/04/006_03.jpg  \n",
            " extracting: dataset/test/04/006_04.jpg  \n",
            " extracting: dataset/test/04/006_05.jpg  \n",
            "  inflating: dataset/test/04/006_06.jpg  \n",
            " extracting: dataset/test/04/006_07.jpg  \n",
            " extracting: dataset/test/04/006_08.jpg  \n",
            " extracting: dataset/test/04/006_09.jpg  \n",
            " extracting: dataset/test/04/006_10.jpg  \n",
            " extracting: dataset/test/04/007_01.jpg  \n",
            "  inflating: dataset/test/04/007_02.jpg  \n",
            " extracting: dataset/test/04/007_03.jpg  \n",
            " extracting: dataset/test/04/007_04.jpg  \n",
            " extracting: dataset/test/04/007_05.jpg  \n",
            " extracting: dataset/test/04/007_06.jpg  \n",
            "  inflating: dataset/test/04/007_07.jpg  \n",
            " extracting: dataset/test/04/007_08.jpg  \n",
            " extracting: dataset/test/04/007_09.jpg  \n",
            " extracting: dataset/test/04/007_10.jpg  \n",
            " extracting: dataset/test/04/008_01.jpg  \n",
            " extracting: dataset/test/04/008_02.jpg  \n",
            "  inflating: dataset/test/04/008_03.jpg  \n",
            " extracting: dataset/test/04/008_04.jpg  \n",
            " extracting: dataset/test/04/008_05.jpg  \n",
            "  inflating: dataset/test/04/008_06.jpg  \n",
            " extracting: dataset/test/04/008_07.jpg  \n",
            " extracting: dataset/test/04/008_08.jpg  \n",
            " extracting: dataset/test/04/008_09.jpg  \n",
            "  inflating: dataset/test/04/008_10.jpg  \n",
            " extracting: dataset/test/04/010_01.jpg  \n",
            " extracting: dataset/test/04/010_02.jpg  \n",
            " extracting: dataset/test/04/010_03.jpg  \n",
            " extracting: dataset/test/04/010_04.jpg  \n",
            " extracting: dataset/test/04/010_05.jpg  \n",
            " extracting: dataset/test/04/010_06.jpg  \n",
            " extracting: dataset/test/04/010_07.jpg  \n",
            " extracting: dataset/test/04/010_08.jpg  \n",
            "  inflating: dataset/test/04/010_09.jpg  \n",
            " extracting: dataset/test/04/010_10.jpg  \n",
            " extracting: dataset/test/04/011_01.jpg  \n",
            "  inflating: dataset/test/04/011_02.jpg  \n",
            " extracting: dataset/test/04/011_03.jpg  \n",
            " extracting: dataset/test/04/011_04.jpg  \n",
            " extracting: dataset/test/04/011_05.jpg  \n",
            "  inflating: dataset/test/04/011_06.jpg  \n",
            " extracting: dataset/test/04/011_07.jpg  \n",
            "  inflating: dataset/test/04/011_08.jpg  \n",
            " extracting: dataset/test/04/011_09.jpg  \n",
            " extracting: dataset/test/04/011_10.jpg  \n",
            " extracting: dataset/test/04/012_01.jpg  \n",
            " extracting: dataset/test/04/012_02.jpg  \n",
            " extracting: dataset/test/04/012_03.jpg  \n",
            " extracting: dataset/test/04/012_04.jpg  \n",
            " extracting: dataset/test/04/012_05.jpg  \n",
            "  inflating: dataset/test/04/012_06.jpg  \n",
            " extracting: dataset/test/04/012_07.jpg  \n",
            "  inflating: dataset/test/04/012_08.jpg  \n",
            " extracting: dataset/test/04/012_09.jpg  \n",
            " extracting: dataset/test/04/012_10.jpg  \n",
            " extracting: dataset/test/04/012_11.jpg  \n",
            " extracting: dataset/test/04/012_12.jpg  \n",
            "  inflating: dataset/test/04/012_13.jpg  \n",
            " extracting: dataset/test/04/012_14.jpg  \n",
            "  inflating: dataset/test/04/012_15.jpg  \n",
            " extracting: dataset/test/04/012_16.jpg  \n",
            "  inflating: dataset/test/04/012_17.jpg  \n",
            " extracting: dataset/test/04/013_01.jpg  \n",
            "  inflating: dataset/test/04/013_02.jpg  \n",
            "  inflating: dataset/test/04/013_03.jpg  \n",
            "  inflating: dataset/test/04/013_04.jpg  \n",
            "  inflating: dataset/test/04/013_05.jpg  \n",
            "  inflating: dataset/test/04/013_06.jpg  \n",
            " extracting: dataset/test/04/013_07.jpg  \n",
            "  inflating: dataset/test/04/013_08.jpg  \n",
            "  inflating: dataset/test/04/013_09.jpg  \n",
            " extracting: dataset/test/04/013_10.jpg  \n",
            " extracting: dataset/test/04/014_01.jpg  \n",
            " extracting: dataset/test/04/014_02.jpg  \n",
            " extracting: dataset/test/04/014_03.jpg  \n",
            "  inflating: dataset/test/04/014_04.jpg  \n",
            "  inflating: dataset/test/04/014_05.jpg  \n",
            " extracting: dataset/test/04/014_06.jpg  \n",
            " extracting: dataset/test/04/014_07.jpg  \n",
            " extracting: dataset/test/04/014_08.jpg  \n",
            " extracting: dataset/test/04/014_09.jpg  \n",
            " extracting: dataset/test/04/014_10.jpg  \n",
            "  inflating: dataset/test/04/015_01.jpg  \n",
            "  inflating: dataset/test/04/015_02.jpg  \n",
            "   creating: dataset/test/05/\n",
            "  inflating: dataset/test/05/001_01.jpg  \n",
            "  inflating: dataset/test/05/001_02.jpg  \n",
            "  inflating: dataset/test/05/001_03.jpg  \n",
            " extracting: dataset/test/05/001_04.jpg  \n",
            "  inflating: dataset/test/05/001_05.jpg  \n",
            " extracting: dataset/test/05/001_06.jpg  \n",
            "  inflating: dataset/test/05/001_07.jpg  \n",
            "  inflating: dataset/test/05/001_08.jpg  \n",
            " extracting: dataset/test/05/001_09.jpg  \n",
            " extracting: dataset/test/05/001_10.jpg  \n",
            "  inflating: dataset/test/05/001_11.jpg  \n",
            "  inflating: dataset/test/05/001_12.jpg  \n",
            "  inflating: dataset/test/05/001_13.jpg  \n",
            " extracting: dataset/test/05/001_14.jpg  \n",
            "  inflating: dataset/test/05/001_15.jpg  \n",
            " extracting: dataset/test/05/001_16.jpg  \n",
            "  inflating: dataset/test/05/001_17.jpg  \n",
            " extracting: dataset/test/05/001_18.jpg  \n",
            "  inflating: dataset/test/05/001_19.jpg  \n",
            "  inflating: dataset/test/05/001_20.jpg  \n",
            "  inflating: dataset/test/05/001_21.jpg  \n",
            " extracting: dataset/test/05/001_22.jpg  \n",
            " extracting: dataset/test/05/001_23.jpg  \n",
            "  inflating: dataset/test/05/001_24.jpg  \n",
            " extracting: dataset/test/05/001_25.jpg  \n",
            " extracting: dataset/test/05/002_01.jpg  \n",
            "  inflating: dataset/test/05/002_02.jpg  \n",
            " extracting: dataset/test/05/002_03.jpg  \n",
            "  inflating: dataset/test/05/002_04.jpg  \n",
            " extracting: dataset/test/05/002_05.jpg  \n",
            "  inflating: dataset/test/05/002_06.jpg  \n",
            "  inflating: dataset/test/05/002_07.jpg  \n",
            " extracting: dataset/test/05/002_08.jpg  \n",
            " extracting: dataset/test/05/002_09.jpg  \n",
            " extracting: dataset/test/05/002_10.jpg  \n",
            " extracting: dataset/test/05/002_11.jpg  \n",
            " extracting: dataset/test/05/002_12.jpg  \n",
            "  inflating: dataset/test/05/002_13.jpg  \n",
            " extracting: dataset/test/05/002_14.jpg  \n",
            "  inflating: dataset/test/05/002_15.jpg  \n",
            " extracting: dataset/test/05/004_01.jpg  \n",
            " extracting: dataset/test/05/004_02.jpg  \n",
            "  inflating: dataset/test/05/004_03.jpg  \n",
            " extracting: dataset/test/05/004_04.jpg  \n",
            "  inflating: dataset/test/05/004_05.jpg  \n",
            " extracting: dataset/test/05/004_06.jpg  \n",
            " extracting: dataset/test/05/004_07.jpg  \n",
            " extracting: dataset/test/05/004_08.jpg  \n",
            " extracting: dataset/test/05/004_09.jpg  \n",
            " extracting: dataset/test/05/004_10.jpg  \n",
            " extracting: dataset/test/05/004_11.jpg  \n",
            " extracting: dataset/test/05/004_12.jpg  \n",
            "  inflating: dataset/test/05/005_01.jpg  \n",
            "  inflating: dataset/test/05/005_02.jpg  \n",
            "  inflating: dataset/test/05/005_03.jpg  \n",
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            "  inflating: dataset/test/05/005_06.jpg  \n",
            "  inflating: dataset/test/05/005_07.jpg  \n",
            "  inflating: dataset/test/05/005_08.jpg  \n",
            "  inflating: dataset/test/05/005_09.jpg  \n",
            "  inflating: dataset/test/05/005_10.jpg  \n",
            " extracting: dataset/test/05/005_11.jpg  \n",
            " extracting: dataset/test/05/005_12.jpg  \n",
            " extracting: dataset/test/05/005_13.jpg  \n",
            " extracting: dataset/test/05/005_14.jpg  \n",
            "  inflating: dataset/test/05/005_15.jpg  \n",
            " extracting: dataset/test/05/006_01.jpg  \n",
            " extracting: dataset/test/05/006_02.jpg  \n",
            " extracting: dataset/test/05/006_03.jpg  \n",
            " extracting: dataset/test/05/006_04.jpg  \n",
            "  inflating: dataset/test/05/006_05.jpg  \n",
            " extracting: dataset/test/05/006_06.jpg  \n",
            "  inflating: dataset/test/05/006_07.jpg  \n",
            " extracting: dataset/test/05/006_08.jpg  \n",
            " extracting: dataset/test/05/006_09.jpg  \n",
            " extracting: dataset/test/05/006_10.jpg  \n",
            "  inflating: dataset/test/05/007_01.jpg  \n",
            " extracting: dataset/test/05/007_02.jpg  \n",
            " extracting: dataset/test/05/007_03.jpg  \n",
            "  inflating: dataset/test/05/007_04.jpg  \n",
            "  inflating: dataset/test/05/007_05.jpg  \n",
            " extracting: dataset/test/05/007_06.jpg  \n",
            "  inflating: dataset/test/05/007_07.jpg  \n",
            "  inflating: dataset/test/05/007_08.jpg  \n",
            "  inflating: dataset/test/05/007_09.jpg  \n",
            " extracting: dataset/test/05/007_10.jpg  \n",
            " extracting: dataset/test/05/008_01.jpg  \n",
            " extracting: dataset/test/05/008_02.jpg  \n",
            " extracting: dataset/test/05/008_03.jpg  \n",
            " extracting: dataset/test/05/008_04.jpg  \n",
            " extracting: dataset/test/05/008_05.jpg  \n",
            " extracting: dataset/test/05/008_06.jpg  \n",
            " extracting: dataset/test/05/008_07.jpg  \n",
            "  inflating: dataset/test/05/008_08.jpg  \n",
            "  inflating: dataset/test/05/008_09.jpg  \n",
            "  inflating: dataset/test/05/008_10.jpg  \n",
            " extracting: dataset/test/05/010_01.jpg  \n",
            "  inflating: dataset/test/05/010_02.jpg  \n",
            "  inflating: dataset/test/05/010_03.jpg  \n",
            "  inflating: dataset/test/05/010_04.jpg  \n",
            "  inflating: dataset/test/05/010_05.jpg  \n",
            " extracting: dataset/test/05/010_06.jpg  \n",
            "  inflating: dataset/test/05/010_07.jpg  \n",
            " extracting: dataset/test/05/010_08.jpg  \n",
            "  inflating: dataset/test/05/010_09.jpg  \n",
            "  inflating: dataset/test/05/010_10.jpg  \n",
            " extracting: dataset/test/05/011_01.jpg  \n",
            "  inflating: dataset/test/05/011_02.jpg  \n",
            "  inflating: dataset/test/05/011_03.jpg  \n",
            "  inflating: dataset/test/05/011_04.jpg  \n",
            " extracting: dataset/test/05/011_05.jpg  \n",
            "  inflating: dataset/test/05/011_06.jpg  \n",
            " extracting: dataset/test/05/011_07.jpg  \n",
            " extracting: dataset/test/05/011_08.jpg  \n",
            "  inflating: dataset/test/05/011_09.jpg  \n",
            " extracting: dataset/test/05/011_10.jpg  \n",
            " extracting: dataset/test/05/012_01.jpg  \n",
            " extracting: dataset/test/05/012_02.jpg  \n",
            "  inflating: dataset/test/05/012_03.jpg  \n",
            "  inflating: dataset/test/05/012_04.jpg  \n",
            " extracting: dataset/test/05/012_05.jpg  \n",
            " extracting: dataset/test/05/012_06.jpg  \n",
            "  inflating: dataset/test/05/012_07.jpg  \n",
            " extracting: dataset/test/05/012_08.jpg  \n",
            "  inflating: dataset/test/05/012_09.jpg  \n",
            "  inflating: dataset/test/05/012_10.jpg  \n",
            "  inflating: dataset/test/05/012_11.jpg  \n",
            " extracting: dataset/test/05/012_12.jpg  \n",
            "  inflating: dataset/test/05/012_13.jpg  \n",
            "  inflating: dataset/test/05/012_14.jpg  \n",
            " extracting: dataset/test/05/012_15.jpg  \n",
            "  inflating: dataset/test/05/012_16.jpg  \n",
            " extracting: dataset/test/05/012_17.jpg  \n",
            "  inflating: dataset/test/05/013_01.jpg  \n",
            " extracting: dataset/test/05/013_02.jpg  \n",
            "  inflating: dataset/test/05/013_03.jpg  \n",
            "  inflating: dataset/test/05/013_04.jpg  \n",
            " extracting: dataset/test/05/013_05.jpg  \n",
            " extracting: dataset/test/05/013_06.jpg  \n",
            " extracting: dataset/test/05/013_07.jpg  \n",
            "  inflating: dataset/test/05/013_08.jpg  \n",
            " extracting: dataset/test/05/013_09.jpg  \n",
            " extracting: dataset/test/05/013_10.jpg  \n",
            " extracting: dataset/test/05/014_01.jpg  \n",
            " extracting: dataset/test/05/014_02.jpg  \n",
            "  inflating: dataset/test/05/014_03.jpg  \n",
            "  inflating: dataset/test/05/014_04.jpg  \n",
            "  inflating: dataset/test/05/014_05.jpg  \n",
            " extracting: dataset/test/05/014_06.jpg  \n",
            "  inflating: dataset/test/05/014_07.jpg  \n",
            " extracting: dataset/test/05/014_08.jpg  \n",
            " extracting: dataset/test/05/014_09.jpg  \n",
            "  inflating: dataset/test/05/014_10.jpg  \n",
            " extracting: dataset/test/05/015_01.jpg  \n",
            " extracting: dataset/test/05/015_02.jpg  \n",
            "  inflating: dataset/test/05/015_03.jpg  \n",
            " extracting: dataset/test/05/015_04.jpg  \n",
            "  inflating: dataset/test/05/015_05.jpg  \n",
            " extracting: dataset/test/05/015_06.jpg  \n",
            " extracting: dataset/test/05/015_07.jpg  \n",
            "  inflating: dataset/test/05/015_08.jpg  \n",
            " extracting: dataset/test/05/015_09.jpg  \n",
            " extracting: dataset/test/05/015_10.jpg  \n",
            " extracting: dataset/test/05/016_01.jpg  \n",
            " extracting: dataset/test/05/016_02.jpg  \n",
            " extracting: dataset/test/05/016_03.jpg  \n",
            "  inflating: dataset/test/05/016_04.jpg  \n",
            " extracting: dataset/test/05/016_05.jpg  \n",
            " extracting: dataset/test/05/016_06.jpg  \n",
            "  inflating: dataset/test/05/016_07.jpg  \n",
            "  inflating: dataset/test/05/016_08.jpg  \n",
            "  inflating: dataset/test/05/016_09.jpg  \n",
            "  inflating: dataset/test/05/016_10.jpg  \n",
            " extracting: dataset/test/05/017_01.jpg  \n",
            " extracting: dataset/test/05/017_02.jpg  \n",
            "  inflating: dataset/test/05/017_03.jpg  \n",
            " extracting: dataset/test/05/017_04.jpg  \n",
            " extracting: dataset/test/05/017_05.jpg  \n",
            " extracting: dataset/test/05/017_06.jpg  \n",
            "  inflating: dataset/test/05/017_07.jpg  \n",
            " extracting: dataset/test/05/017_08.jpg  \n",
            " extracting: dataset/test/05/017_09.jpg  \n",
            " extracting: dataset/test/05/017_10.jpg  \n",
            "  inflating: dataset/test/05/018_01.jpg  \n",
            "  inflating: dataset/test/05/018_02.jpg  \n",
            "  inflating: dataset/test/05/018_03.jpg  \n",
            " extracting: dataset/test/05/018_04.jpg  \n",
            " extracting: dataset/test/05/018_05.jpg  \n",
            " extracting: dataset/test/05/018_06.jpg  \n",
            "  inflating: dataset/test/05/018_07.jpg  \n",
            "  inflating: dataset/test/05/018_08.jpg  \n",
            "  inflating: dataset/test/05/018_09.jpg  \n",
            "  inflating: dataset/test/05/018_10.jpg  \n",
            " extracting: dataset/test/05/019_01.jpg  \n",
            " extracting: dataset/test/05/019_02.jpg  \n",
            " extracting: dataset/test/05/019_03.jpg  \n",
            "  inflating: dataset/test/05/019_04.jpg  \n",
            " extracting: dataset/test/05/019_05.jpg  \n",
            " extracting: dataset/test/05/019_06.jpg  \n",
            " extracting: dataset/test/05/019_07.jpg  \n",
            " extracting: dataset/test/05/019_08.jpg  \n",
            " extracting: dataset/test/05/019_09.jpg  \n",
            "  inflating: dataset/test/05/019_10.jpg  \n",
            "   creating: dataset/test/06/\n",
            " extracting: dataset/test/06/001_01.jpg  \n",
            "  inflating: dataset/test/06/001_02.jpg  \n",
            " extracting: dataset/test/06/001_03.jpg  \n",
            " extracting: dataset/test/06/001_04.jpg  \n",
            "  inflating: dataset/test/06/001_05.jpg  \n",
            "  inflating: dataset/test/06/001_06.jpg  \n",
            "  inflating: dataset/test/06/001_07.jpg  \n",
            "  inflating: dataset/test/06/001_08.jpg  \n",
            "  inflating: dataset/test/06/001_09.jpg  \n",
            " extracting: dataset/test/06/001_10.jpg  \n",
            " extracting: dataset/test/06/001_11.jpg  \n",
            " extracting: dataset/test/06/001_12.jpg  \n",
            "  inflating: dataset/test/06/001_13.jpg  \n",
            "  inflating: dataset/test/06/001_14.jpg  \n",
            " extracting: dataset/test/06/001_15.jpg  \n",
            " extracting: dataset/test/06/001_16.jpg  \n",
            "  inflating: dataset/test/06/001_17.jpg  \n",
            " extracting: dataset/test/06/001_18.jpg  \n",
            " extracting: dataset/test/06/001_19.jpg  \n",
            "  inflating: dataset/test/06/001_20.jpg  \n",
            " extracting: dataset/test/06/001_21.jpg  \n",
            " extracting: dataset/test/06/001_22.jpg  \n",
            " extracting: dataset/test/06/001_23.jpg  \n",
            " extracting: dataset/test/06/001_24.jpg  \n",
            " extracting: dataset/test/06/001_25.jpg  \n",
            "  inflating: dataset/test/06/002_01.jpg  \n",
            "  inflating: dataset/test/06/002_02.jpg  \n",
            " extracting: dataset/test/06/002_03.jpg  \n",
            "  inflating: dataset/test/06/002_04.jpg  \n",
            " extracting: dataset/test/06/002_05.jpg  \n",
            "  inflating: dataset/test/06/002_06.jpg  \n",
            "  inflating: dataset/test/06/002_07.jpg  \n",
            "  inflating: dataset/test/06/002_08.jpg  \n",
            "  inflating: dataset/test/06/002_09.jpg  \n",
            "  inflating: dataset/test/06/002_10.jpg  \n",
            " extracting: dataset/test/06/002_11.jpg  \n",
            " extracting: dataset/test/06/002_12.jpg  \n",
            " extracting: dataset/test/06/002_13.jpg  \n",
            "  inflating: dataset/test/06/002_14.jpg  \n",
            " extracting: dataset/test/06/002_15.jpg  \n",
            "  inflating: dataset/test/06/004_01.jpg  \n",
            "  inflating: dataset/test/06/004_02.jpg  \n",
            "  inflating: dataset/test/06/004_03.jpg  \n",
            "  inflating: dataset/test/06/004_04.jpg  \n",
            " extracting: dataset/test/06/004_05.jpg  \n",
            "  inflating: dataset/test/06/004_06.jpg  \n",
            " extracting: dataset/test/06/004_07.jpg  \n",
            "  inflating: dataset/test/06/004_08.jpg  \n",
            "  inflating: dataset/test/06/004_09.jpg  \n",
            " extracting: dataset/test/06/004_10.jpg  \n",
            " extracting: dataset/test/06/004_11.jpg  \n",
            "  inflating: dataset/test/06/004_12.jpg  \n",
            "  inflating: dataset/test/06/005_01.jpg  \n",
            " extracting: dataset/test/06/005_02.jpg  \n",
            " extracting: dataset/test/06/005_03.jpg  \n",
            "  inflating: dataset/test/06/005_04.jpg  \n",
            "  inflating: dataset/test/06/005_05.jpg  \n",
            " extracting: dataset/test/06/005_06.jpg  \n",
            "  inflating: dataset/test/06/005_07.jpg  \n",
            " extracting: dataset/test/06/005_08.jpg  \n",
            " extracting: dataset/test/06/005_09.jpg  \n",
            "  inflating: dataset/test/06/005_10.jpg  \n",
            " extracting: dataset/test/06/005_11.jpg  \n",
            "  inflating: dataset/test/06/005_12.jpg  \n",
            " extracting: dataset/test/06/005_13.jpg  \n",
            "  inflating: dataset/test/06/005_14.jpg  \n",
            "  inflating: dataset/test/06/005_15.jpg  \n",
            " extracting: dataset/test/06/006_01.jpg  \n",
            " extracting: dataset/test/06/006_02.jpg  \n",
            "  inflating: dataset/test/06/006_03.jpg  \n",
            " extracting: dataset/test/06/006_04.jpg  \n",
            " extracting: dataset/test/06/006_05.jpg  \n",
            "  inflating: dataset/test/06/006_06.jpg  \n",
            " extracting: dataset/test/06/006_07.jpg  \n",
            "  inflating: dataset/test/06/006_08.jpg  \n",
            " extracting: dataset/test/06/006_09.jpg  \n",
            " extracting: dataset/test/06/006_10.jpg  \n",
            " extracting: dataset/test/06/007_01.jpg  \n",
            " extracting: dataset/test/06/007_02.jpg  \n",
            "  inflating: dataset/test/06/007_03.jpg  \n",
            " extracting: dataset/test/06/007_04.jpg  \n",
            " extracting: dataset/test/06/007_05.jpg  \n",
            " extracting: dataset/test/06/007_06.jpg  \n",
            " extracting: dataset/test/06/007_07.jpg  \n",
            "  inflating: dataset/test/06/007_08.jpg  \n",
            "  inflating: dataset/test/06/007_09.jpg  \n",
            " extracting: dataset/test/06/007_10.jpg  \n",
            " extracting: dataset/test/06/008_01.jpg  \n",
            " extracting: dataset/test/06/008_02.jpg  \n",
            " extracting: dataset/test/06/008_03.jpg  \n",
            " extracting: dataset/test/06/008_04.jpg  \n",
            "  inflating: dataset/test/06/008_05.jpg  \n",
            " extracting: dataset/test/06/008_06.jpg  \n",
            " extracting: dataset/test/06/008_07.jpg  \n",
            " extracting: dataset/test/06/008_08.jpg  \n",
            " extracting: dataset/test/06/008_09.jpg  \n",
            " extracting: dataset/test/06/008_10.jpg  \n",
            " extracting: dataset/test/06/010_01.jpg  \n",
            " extracting: dataset/test/06/010_02.jpg  \n",
            "  inflating: dataset/test/06/010_03.jpg  \n",
            " extracting: dataset/test/06/010_04.jpg  \n",
            "  inflating: dataset/test/06/010_05.jpg  \n",
            "  inflating: dataset/test/06/010_06.jpg  \n",
            " extracting: dataset/test/06/010_07.jpg  \n",
            " extracting: dataset/test/06/010_08.jpg  \n",
            "  inflating: dataset/test/06/010_09.jpg  \n",
            " extracting: dataset/test/06/010_10.jpg  \n",
            " extracting: dataset/test/06/011_01.jpg  \n",
            " extracting: dataset/test/06/011_02.jpg  \n",
            "  inflating: dataset/test/06/011_03.jpg  \n",
            " extracting: dataset/test/06/011_04.jpg  \n",
            " extracting: dataset/test/06/011_05.jpg  \n",
            " extracting: dataset/test/06/011_06.jpg  \n",
            " extracting: dataset/test/06/011_07.jpg  \n",
            " extracting: dataset/test/06/011_08.jpg  \n",
            " extracting: dataset/test/06/011_09.jpg  \n",
            " extracting: dataset/test/06/011_10.jpg  \n",
            "  inflating: dataset/test/06/012_01.jpg  \n",
            " extracting: dataset/test/06/012_02.jpg  \n",
            "  inflating: dataset/test/06/012_03.jpg  \n",
            " extracting: dataset/test/06/012_04.jpg  \n",
            "  inflating: dataset/test/06/012_05.jpg  \n",
            " extracting: dataset/test/06/012_06.jpg  \n",
            "  inflating: dataset/test/06/012_07.jpg  \n",
            " extracting: dataset/test/06/012_08.jpg  \n",
            "  inflating: dataset/test/06/012_09.jpg  \n",
            " extracting: dataset/test/06/012_10.jpg  \n",
            " extracting: dataset/test/06/012_11.jpg  \n",
            " extracting: dataset/test/06/012_12.jpg  \n",
            " extracting: dataset/test/06/012_13.jpg  \n",
            " extracting: dataset/test/06/012_14.jpg  \n",
            " extracting: dataset/test/06/012_15.jpg  \n",
            "  inflating: dataset/test/06/012_16.jpg  \n",
            " extracting: dataset/test/06/012_17.jpg  \n",
            " extracting: dataset/test/06/013_01.jpg  \n",
            " extracting: dataset/test/06/013_02.jpg  \n",
            " extracting: dataset/test/06/013_03.jpg  \n",
            "  inflating: dataset/test/06/013_04.jpg  \n",
            " extracting: dataset/test/06/013_05.jpg  \n",
            "  inflating: dataset/test/06/013_06.jpg  \n",
            " extracting: dataset/test/06/013_07.jpg  \n",
            " extracting: dataset/test/06/013_08.jpg  \n",
            " extracting: dataset/test/06/013_09.jpg  \n",
            " extracting: dataset/test/06/013_10.jpg  \n",
            " extracting: dataset/test/06/014_01.jpg  \n",
            "  inflating: dataset/test/06/014_02.jpg  \n",
            "  inflating: dataset/test/06/014_03.jpg  \n",
            " extracting: dataset/test/06/014_04.jpg  \n",
            " extracting: dataset/test/06/014_05.jpg  \n",
            " extracting: dataset/test/06/014_06.jpg  \n",
            "  inflating: dataset/test/06/014_07.jpg  \n",
            "  inflating: dataset/test/06/014_08.jpg  \n",
            "  inflating: dataset/test/06/014_09.jpg  \n",
            "  inflating: dataset/test/06/014_10.jpg  \n",
            " extracting: dataset/test/06/015_01.jpg  \n",
            " extracting: dataset/test/06/015_02.jpg  \n",
            " extracting: dataset/test/06/015_03.jpg  \n",
            " extracting: dataset/test/06/015_04.jpg  \n",
            " extracting: dataset/test/06/015_05.jpg  \n",
            "  inflating: dataset/test/06/015_06.jpg  \n",
            " extracting: dataset/test/06/015_07.jpg  \n",
            " extracting: dataset/test/06/015_08.jpg  \n",
            " extracting: dataset/test/06/015_09.jpg  \n",
            " extracting: dataset/test/06/015_10.jpg  \n",
            "  inflating: dataset/test/06/016_01.jpg  \n",
            "  inflating: dataset/test/06/016_02.jpg  \n",
            "  inflating: dataset/test/06/016_03.jpg  \n",
            "  inflating: dataset/test/06/016_04.jpg  \n",
            "   creating: dataset/test/07/\n",
            " extracting: dataset/test/07/001_01.jpg  \n",
            " extracting: dataset/test/07/001_02.jpg  \n",
            " extracting: dataset/test/07/001_03.jpg  \n",
            " extracting: dataset/test/07/001_04.jpg  \n",
            "  inflating: dataset/test/07/001_05.jpg  \n",
            " extracting: dataset/test/07/001_06.jpg  \n",
            "  inflating: dataset/test/07/001_07.jpg  \n",
            "  inflating: dataset/test/07/001_08.jpg  \n",
            "  inflating: dataset/test/07/001_09.jpg  \n",
            " extracting: dataset/test/07/001_10.jpg  \n",
            " extracting: dataset/test/07/001_11.jpg  \n",
            " extracting: dataset/test/07/001_12.jpg  \n",
            " extracting: dataset/test/07/001_13.jpg  \n",
            " extracting: dataset/test/07/001_14.jpg  \n",
            "  inflating: dataset/test/07/001_15.jpg  \n",
            " extracting: dataset/test/07/001_16.jpg  \n",
            " extracting: dataset/test/07/001_17.jpg  \n",
            " extracting: dataset/test/07/001_18.jpg  \n",
            " extracting: dataset/test/07/001_19.jpg  \n",
            " extracting: dataset/test/07/001_20.jpg  \n",
            " extracting: dataset/test/07/001_21.jpg  \n",
            " extracting: dataset/test/07/001_22.jpg  \n",
            "  inflating: dataset/test/07/001_23.jpg  \n",
            "  inflating: dataset/test/07/001_24.jpg  \n",
            " extracting: dataset/test/07/001_25.jpg  \n",
            "  inflating: dataset/test/07/002_01.jpg  \n",
            " extracting: dataset/test/07/002_02.jpg  \n",
            " extracting: dataset/test/07/002_03.jpg  \n",
            " extracting: dataset/test/07/002_04.jpg  \n",
            "  inflating: dataset/test/07/002_05.jpg  \n",
            "  inflating: dataset/test/07/002_06.jpg  \n",
            " extracting: dataset/test/07/002_07.jpg  \n",
            "  inflating: dataset/test/07/002_08.jpg  \n",
            " extracting: dataset/test/07/002_09.jpg  \n",
            "  inflating: dataset/test/07/002_10.jpg  \n",
            " extracting: dataset/test/07/002_11.jpg  \n",
            "  inflating: dataset/test/07/002_12.jpg  \n",
            " extracting: dataset/test/07/002_13.jpg  \n",
            " extracting: dataset/test/07/002_14.jpg  \n",
            "  inflating: dataset/test/07/002_15.jpg  \n",
            "  inflating: dataset/test/07/004_01.jpg  \n",
            " extracting: dataset/test/07/004_02.jpg  \n",
            " extracting: dataset/test/07/004_03.jpg  \n",
            " extracting: dataset/test/07/004_04.jpg  \n",
            "  inflating: dataset/test/07/004_05.jpg  \n",
            " extracting: dataset/test/07/004_06.jpg  \n",
            " extracting: dataset/test/07/004_07.jpg  \n",
            " extracting: dataset/test/07/004_08.jpg  \n",
            "  inflating: dataset/test/07/004_09.jpg  \n",
            " extracting: dataset/test/07/004_10.jpg  \n",
            "  inflating: dataset/test/07/004_11.jpg  \n",
            "  inflating: dataset/test/07/004_12.jpg  \n",
            " extracting: dataset/test/07/005_01.jpg  \n",
            " extracting: dataset/test/07/005_02.jpg  \n",
            " extracting: dataset/test/07/005_03.jpg  \n",
            " extracting: dataset/test/07/005_04.jpg  \n",
            "  inflating: dataset/test/07/005_05.jpg  \n",
            "  inflating: dataset/test/07/005_06.jpg  \n",
            "  inflating: dataset/test/07/005_07.jpg  \n",
            " extracting: dataset/test/07/005_08.jpg  \n",
            " extracting: dataset/test/07/005_09.jpg  \n",
            " extracting: dataset/test/07/005_10.jpg  \n",
            "  inflating: dataset/test/07/005_11.jpg  \n",
            " extracting: dataset/test/07/005_12.jpg  \n",
            " extracting: dataset/test/07/005_13.jpg  \n",
            "  inflating: dataset/test/07/005_14.jpg  \n",
            " extracting: dataset/test/07/005_15.jpg  \n",
            "  inflating: dataset/test/07/006_01.jpg  \n",
            "  inflating: dataset/test/07/006_02.jpg  \n",
            "  inflating: dataset/test/07/006_03.jpg  \n",
            " extracting: dataset/test/07/006_04.jpg  \n",
            "  inflating: dataset/test/07/006_05.jpg  \n",
            " extracting: dataset/test/07/006_06.jpg  \n",
            " extracting: dataset/test/07/006_07.jpg  \n",
            "  inflating: dataset/test/07/006_08.jpg  \n",
            "  inflating: dataset/test/07/006_09.jpg  \n",
            "  inflating: dataset/test/07/006_10.jpg  \n",
            "  inflating: dataset/test/07/007_01.jpg  \n",
            " extracting: dataset/test/07/007_02.jpg  \n",
            "  inflating: dataset/test/07/007_03.jpg  \n",
            " extracting: dataset/test/07/007_04.jpg  \n",
            " extracting: dataset/test/07/007_05.jpg  \n",
            " extracting: dataset/test/07/007_06.jpg  \n",
            "  inflating: dataset/test/07/007_07.jpg  \n",
            " extracting: dataset/test/07/007_08.jpg  \n",
            "  inflating: dataset/test/07/007_09.jpg  \n",
            "  inflating: dataset/test/07/007_10.jpg  \n",
            " extracting: dataset/test/07/008_01.jpg  \n",
            " extracting: dataset/test/07/008_02.jpg  \n",
            "  inflating: dataset/test/07/008_03.jpg  \n",
            " extracting: dataset/test/07/008_04.jpg  \n",
            "  inflating: dataset/test/07/008_05.jpg  \n",
            "  inflating: dataset/test/07/008_06.jpg  \n",
            "  inflating: dataset/test/07/008_07.jpg  \n",
            "  inflating: dataset/test/07/008_08.jpg  \n",
            " extracting: dataset/test/07/008_09.jpg  \n",
            " extracting: dataset/test/07/008_10.jpg  \n",
            " extracting: dataset/test/07/010_01.jpg  \n",
            "  inflating: dataset/test/07/010_02.jpg  \n",
            "  inflating: dataset/test/07/010_03.jpg  \n",
            "  inflating: dataset/test/07/010_04.jpg  \n",
            " extracting: dataset/test/07/010_05.jpg  \n",
            "  inflating: dataset/test/07/010_06.jpg  \n",
            " extracting: dataset/test/07/010_07.jpg  \n",
            " extracting: dataset/test/07/010_08.jpg  \n",
            " extracting: dataset/test/07/010_09.jpg  \n",
            " extracting: dataset/test/07/010_10.jpg  \n",
            " extracting: dataset/test/07/011_01.jpg  \n",
            " extracting: dataset/test/07/011_02.jpg  \n",
            " extracting: dataset/test/07/011_03.jpg  \n",
            " extracting: dataset/test/07/011_04.jpg  \n",
            " extracting: dataset/test/07/011_05.jpg  \n",
            " extracting: dataset/test/07/011_06.jpg  \n",
            " extracting: dataset/test/07/011_07.jpg  \n",
            " extracting: dataset/test/07/011_08.jpg  \n",
            " extracting: dataset/test/07/011_09.jpg  \n",
            "  inflating: dataset/test/07/011_10.jpg  \n",
            "  inflating: dataset/test/07/012_01.jpg  \n",
            " extracting: dataset/test/07/012_02.jpg  \n",
            "  inflating: dataset/test/07/012_03.jpg  \n",
            "  inflating: dataset/test/07/012_04.jpg  \n",
            " extracting: dataset/test/07/012_05.jpg  \n",
            " extracting: dataset/test/07/012_06.jpg  \n",
            "  inflating: dataset/test/07/012_07.jpg  \n",
            " extracting: dataset/test/07/012_08.jpg  \n",
            " extracting: dataset/test/07/012_09.jpg  \n",
            "  inflating: dataset/test/07/012_10.jpg  \n",
            "  inflating: dataset/test/07/012_11.jpg  \n",
            " extracting: dataset/test/07/012_12.jpg  \n",
            " extracting: dataset/test/07/012_13.jpg  \n",
            "  inflating: dataset/test/07/012_14.jpg  \n",
            " extracting: dataset/test/07/012_15.jpg  \n",
            "  inflating: dataset/test/07/012_16.jpg  \n",
            "  inflating: dataset/test/07/012_17.jpg  \n",
            " extracting: dataset/test/07/013_01.jpg  \n",
            "  inflating: dataset/test/07/013_02.jpg  \n",
            "  inflating: dataset/test/07/013_03.jpg  \n",
            " extracting: dataset/test/07/013_04.jpg  \n",
            "  inflating: dataset/test/07/013_05.jpg  \n",
            " extracting: dataset/test/07/013_06.jpg  \n",
            " extracting: dataset/test/07/013_07.jpg  \n",
            " extracting: dataset/test/07/013_08.jpg  \n",
            " extracting: dataset/test/07/013_09.jpg  \n",
            "  inflating: dataset/test/07/013_10.jpg  \n",
            " extracting: dataset/test/07/014_01.jpg  \n",
            "  inflating: dataset/test/07/014_02.jpg  \n",
            "  inflating: dataset/test/07/014_03.jpg  \n",
            " extracting: dataset/test/07/014_04.jpg  \n",
            "  inflating: dataset/test/07/014_05.jpg  \n",
            "  inflating: dataset/test/07/014_06.jpg  \n",
            "  inflating: dataset/test/07/014_07.jpg  \n",
            " extracting: dataset/test/07/014_08.jpg  \n",
            " extracting: dataset/test/07/014_09.jpg  \n",
            "  inflating: dataset/test/07/014_10.jpg  \n",
            "  inflating: dataset/test/07/015_01.jpg  \n",
            "  inflating: dataset/test/07/015_02.jpg  \n",
            " extracting: dataset/test/07/015_03.jpg  \n",
            " extracting: dataset/test/07/015_04.jpg  \n",
            "  inflating: dataset/test/07/015_05.jpg  \n",
            "  inflating: dataset/test/07/015_06.jpg  \n",
            "  inflating: dataset/test/07/015_07.jpg  \n",
            " extracting: dataset/test/07/015_08.jpg  \n",
            " extracting: dataset/test/07/015_09.jpg  \n",
            " extracting: dataset/test/07/015_10.jpg  \n",
            "  inflating: dataset/test/07/016_01.jpg  \n",
            "  inflating: dataset/test/07/016_02.jpg  \n",
            " extracting: dataset/test/07/016_03.jpg  \n",
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            " extracting: dataset/test/07/016_05.jpg  \n",
            "  inflating: dataset/test/07/016_06.jpg  \n",
            "  inflating: dataset/test/07/016_07.jpg  \n",
            "  inflating: dataset/test/07/016_08.jpg  \n",
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            "  inflating: dataset/test/07/017_02.jpg  \n",
            "  inflating: dataset/test/07/017_03.jpg  \n",
            " extracting: dataset/test/07/017_04.jpg  \n",
            " extracting: dataset/test/07/017_05.jpg  \n",
            "  inflating: dataset/test/07/017_06.jpg  \n",
            "  inflating: dataset/test/07/017_07.jpg  \n",
            " extracting: dataset/test/07/017_08.jpg  \n",
            "  inflating: dataset/test/07/017_09.jpg  \n",
            " extracting: dataset/test/07/017_10.jpg  \n",
            "  inflating: dataset/test/07/018_01.jpg  \n",
            "  inflating: dataset/test/07/018_02.jpg  \n",
            " extracting: dataset/test/07/018_03.jpg  \n",
            " extracting: dataset/test/07/018_04.jpg  \n",
            "  inflating: dataset/test/07/018_05.jpg  \n",
            "  inflating: dataset/test/07/018_06.jpg  \n",
            "  inflating: dataset/test/07/018_07.jpg  \n",
            " extracting: dataset/test/07/018_08.jpg  \n",
            "  inflating: dataset/test/07/018_09.jpg  \n",
            "  inflating: dataset/test/07/018_10.jpg  \n",
            " extracting: dataset/test/07/019_01.jpg  \n",
            " extracting: dataset/test/07/019_02.jpg  \n",
            " extracting: dataset/test/07/019_03.jpg  \n",
            " extracting: dataset/test/07/019_04.jpg  \n",
            "  inflating: dataset/test/07/019_05.jpg  \n",
            " extracting: dataset/test/07/019_06.jpg  \n",
            " extracting: dataset/test/07/019_07.jpg  \n",
            "  inflating: dataset/test/07/019_08.jpg  \n",
            "  inflating: dataset/test/07/019_09.jpg  \n",
            "  inflating: dataset/test/07/019_10.jpg  \n",
            " extracting: dataset/test/07/020_01.jpg  \n",
            " extracting: dataset/test/07/020_02.jpg  \n",
            " extracting: dataset/test/07/020_03.jpg  \n",
            " extracting: dataset/test/07/020_04.jpg  \n",
            " extracting: dataset/test/07/020_05.jpg  \n",
            "  inflating: dataset/test/07/020_06.jpg  \n",
            " extracting: dataset/test/07/020_07.jpg  \n",
            " extracting: dataset/test/07/020_08.jpg  \n",
            "  inflating: dataset/test/07/020_09.jpg  \n",
            "  inflating: dataset/test/07/020_10.jpg  \n",
            "  inflating: dataset/test/07/021_01.jpg  \n",
            " extracting: dataset/test/07/021_02.jpg  \n",
            "   creating: dataset/test/08/\n",
            "  inflating: dataset/test/08/001_01.jpg  \n",
            "  inflating: dataset/test/08/001_02.jpg  \n",
            "  inflating: dataset/test/08/001_03.jpg  \n",
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            "  inflating: dataset/test/08/001_08.jpg  \n",
            "  inflating: dataset/test/08/001_09.jpg  \n",
            " extracting: dataset/test/08/001_10.jpg  \n",
            " extracting: dataset/test/08/001_11.jpg  \n",
            "  inflating: dataset/test/08/001_12.jpg  \n",
            "  inflating: dataset/test/08/001_13.jpg  \n",
            "  inflating: dataset/test/08/001_14.jpg  \n",
            "  inflating: dataset/test/08/001_15.jpg  \n",
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            "  inflating: dataset/test/08/001_19.jpg  \n",
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            "  inflating: dataset/test/08/001_22.jpg  \n",
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            "  inflating: dataset/test/08/001_24.jpg  \n",
            "  inflating: dataset/test/08/001_25.jpg  \n",
            "  inflating: dataset/test/08/002_01.jpg  \n",
            "  inflating: dataset/test/08/002_02.jpg  \n",
            "  inflating: dataset/test/08/002_03.jpg  \n",
            " extracting: dataset/test/08/002_04.jpg  \n",
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            "  inflating: dataset/test/08/002_06.jpg  \n",
            "  inflating: dataset/test/08/002_07.jpg  \n",
            " extracting: dataset/test/08/002_08.jpg  \n",
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            "  inflating: dataset/test/08/002_11.jpg  \n",
            "  inflating: dataset/test/08/002_12.jpg  \n",
            "  inflating: dataset/test/08/002_13.jpg  \n",
            "  inflating: dataset/test/08/002_14.jpg  \n",
            "  inflating: dataset/test/08/002_15.jpg  \n",
            "  inflating: dataset/test/08/004_01.jpg  \n",
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            "  inflating: dataset/test/08/004_04.jpg  \n",
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            " extracting: dataset/test/08/004_06.jpg  \n",
            "  inflating: dataset/test/08/004_07.jpg  \n",
            "  inflating: dataset/test/08/004_08.jpg  \n",
            "  inflating: dataset/test/08/004_09.jpg  \n",
            " extracting: dataset/test/08/004_10.jpg  \n",
            " extracting: dataset/test/08/004_11.jpg  \n",
            "  inflating: dataset/test/08/004_12.jpg  \n",
            "  inflating: dataset/test/08/005_01.jpg  \n",
            "  inflating: dataset/test/08/005_02.jpg  \n",
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            "  inflating: dataset/test/08/005_12.jpg  \n",
            "  inflating: dataset/test/08/005_13.jpg  \n",
            "  inflating: dataset/test/08/005_14.jpg  \n",
            "  inflating: dataset/test/08/005_15.jpg  \n",
            " extracting: dataset/test/08/006_01.jpg  \n",
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            "  inflating: dataset/test/08/006_03.jpg  \n",
            "  inflating: dataset/test/08/006_04.jpg  \n",
            "  inflating: dataset/test/08/006_05.jpg  \n",
            " extracting: dataset/test/08/006_06.jpg  \n",
            " extracting: dataset/test/08/006_07.jpg  \n",
            "  inflating: dataset/test/08/006_08.jpg  \n",
            " extracting: dataset/test/08/006_09.jpg  \n",
            " extracting: dataset/test/08/006_10.jpg  \n",
            "  inflating: dataset/test/08/007_01.jpg  \n",
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            "  inflating: dataset/test/08/007_03.jpg  \n",
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            "  inflating: dataset/test/08/008_10.jpg  \n",
            "  inflating: dataset/test/08/010_01.jpg  \n",
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            "  inflating: dataset/test/08/010_09.jpg  \n",
            "  inflating: dataset/test/08/010_10.jpg  \n",
            " extracting: dataset/test/08/011_01.jpg  \n",
            "  inflating: dataset/test/08/011_02.jpg  \n",
            " extracting: dataset/test/08/011_03.jpg  \n",
            " extracting: dataset/test/08/011_04.jpg  \n",
            "  inflating: dataset/test/08/011_05.jpg  \n",
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            " extracting: dataset/test/08/011_08.jpg  \n",
            "  inflating: dataset/test/08/011_09.jpg  \n",
            "  inflating: dataset/test/08/011_10.jpg  \n",
            "  inflating: dataset/test/08/012_01.jpg  \n",
            " extracting: dataset/test/08/012_02.jpg  \n",
            "  inflating: dataset/test/08/012_03.jpg  \n",
            " extracting: dataset/test/08/012_04.jpg  \n",
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            "  inflating: dataset/test/08/015_01.jpg  \n",
            "  inflating: dataset/test/08/015_02.jpg  \n",
            "   creating: dataset/test/09/\n",
            "  inflating: dataset/test/09/001_01.jpg  \n",
            " extracting: dataset/test/09/001_02.jpg  \n",
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            " extracting: dataset/test/09/001_04.jpg  \n",
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            " extracting: dataset/test/09/001_10.jpg  \n",
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            "  inflating: dataset/test/09/001_12.jpg  \n",
            "  inflating: dataset/test/09/001_13.jpg  \n",
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            "  inflating: dataset/test/09/001_16.jpg  \n",
            "  inflating: dataset/test/09/001_17.jpg  \n",
            " extracting: dataset/test/09/001_18.jpg  \n",
            " extracting: dataset/test/09/001_19.jpg  \n",
            "  inflating: dataset/test/09/001_20.jpg  \n",
            " extracting: dataset/test/09/001_21.jpg  \n",
            " extracting: dataset/test/09/001_22.jpg  \n",
            "  inflating: dataset/test/09/001_23.jpg  \n",
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            " extracting: dataset/test/09/001_25.jpg  \n",
            " extracting: dataset/test/09/002_01.jpg  \n",
            " extracting: dataset/test/09/002_02.jpg  \n",
            "  inflating: dataset/test/09/002_03.jpg  \n",
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            " extracting: dataset/test/09/002_09.jpg  \n",
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            "  inflating: dataset/test/09/002_12.jpg  \n",
            "  inflating: dataset/test/09/002_13.jpg  \n",
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            " extracting: dataset/test/09/002_15.jpg  \n",
            "  inflating: dataset/test/09/004_01.jpg  \n",
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            " extracting: dataset/test/09/004_09.jpg  \n",
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            "  inflating: dataset/test/09/004_12.jpg  \n",
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            "  inflating: dataset/test/09/005_11.jpg  \n",
            "  inflating: dataset/test/09/005_12.jpg  \n",
            " extracting: dataset/test/09/005_13.jpg  \n",
            "  inflating: dataset/test/09/005_14.jpg  \n",
            "  inflating: dataset/test/09/005_15.jpg  \n",
            " extracting: dataset/test/09/006_01.jpg  \n",
            " extracting: dataset/test/09/006_02.jpg  \n",
            "  inflating: dataset/test/09/006_03.jpg  \n",
            " extracting: dataset/test/09/006_04.jpg  \n",
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            " extracting: dataset/test/09/006_07.jpg  \n",
            " extracting: dataset/test/09/006_08.jpg  \n",
            "  inflating: dataset/test/09/006_09.jpg  \n",
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            " extracting: dataset/test/09/007_01.jpg  \n",
            " extracting: dataset/test/09/007_02.jpg  \n",
            "  inflating: dataset/test/09/007_03.jpg  \n",
            "  inflating: dataset/test/09/007_04.jpg  \n",
            " extracting: dataset/test/09/007_05.jpg  \n",
            " extracting: dataset/test/09/007_06.jpg  \n",
            "  inflating: dataset/test/09/007_07.jpg  \n",
            "  inflating: dataset/test/09/007_08.jpg  \n",
            "  inflating: dataset/test/09/007_09.jpg  \n",
            "  inflating: dataset/test/09/007_10.jpg  \n",
            " extracting: dataset/test/09/008_01.jpg  \n",
            " extracting: dataset/test/09/008_02.jpg  \n",
            " extracting: dataset/test/09/008_03.jpg  \n",
            " extracting: dataset/test/09/008_04.jpg  \n",
            " extracting: dataset/test/09/008_05.jpg  \n",
            " extracting: dataset/test/09/008_06.jpg  \n",
            " extracting: dataset/test/09/008_07.jpg  \n",
            "  inflating: dataset/test/09/008_08.jpg  \n",
            " extracting: dataset/test/09/008_09.jpg  \n",
            " extracting: dataset/test/09/008_10.jpg  \n",
            " extracting: dataset/test/09/010_01.jpg  \n",
            " extracting: dataset/test/09/010_02.jpg  \n",
            "  inflating: dataset/test/09/010_03.jpg  \n",
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            " extracting: dataset/test/09/010_06.jpg  \n",
            "  inflating: dataset/test/09/010_07.jpg  \n",
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            " extracting: dataset/test/09/010_09.jpg  \n",
            "  inflating: dataset/test/09/010_10.jpg  \n",
            "  inflating: dataset/test/09/011_01.jpg  \n",
            "   creating: dataset/train/\n",
            "   creating: dataset/train/00/\n",
            " extracting: dataset/train/00/001_01.jpg  \n",
            " extracting: dataset/train/00/001_02.jpg  \n",
            "  inflating: dataset/train/00/001_03.jpg  \n",
            " extracting: dataset/train/00/001_04.jpg  \n",
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            " extracting: dataset/train/00/001_07.jpg  \n",
            "  inflating: dataset/train/00/001_08.jpg  \n",
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            " extracting: dataset/train/00/001_10.jpg  \n",
            " extracting: dataset/train/00/001_11.jpg  \n",
            " extracting: dataset/train/00/001_12.jpg  \n",
            " extracting: dataset/train/00/001_13.jpg  \n",
            " extracting: dataset/train/00/001_14.jpg  \n",
            " extracting: dataset/train/00/001_15.jpg  \n",
            " extracting: dataset/train/00/001_16.jpg  \n",
            " extracting: dataset/train/00/001_17.jpg  \n",
            " extracting: dataset/train/00/001_18.jpg  \n",
            " extracting: dataset/train/00/001_19.jpg  \n",
            " extracting: dataset/train/00/001_20.jpg  \n",
            " extracting: dataset/train/00/001_21.jpg  \n",
            " extracting: dataset/train/00/001_22.jpg  \n",
            "  inflating: dataset/train/00/001_23.jpg  \n",
            " extracting: dataset/train/00/001_24.jpg  \n",
            "  inflating: dataset/train/00/001_25.jpg  \n",
            " extracting: dataset/train/00/002_01.jpg  \n",
            " extracting: dataset/train/00/002_02.jpg  \n",
            "  inflating: dataset/train/00/002_03.jpg  \n",
            " extracting: dataset/train/00/002_04.jpg  \n",
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            " extracting: dataset/train/00/002_06.jpg  \n",
            " extracting: dataset/train/00/002_07.jpg  \n",
            " extracting: dataset/train/00/002_08.jpg  \n",
            " extracting: dataset/train/00/002_09.jpg  \n",
            " extracting: dataset/train/00/002_10.jpg  \n",
            " extracting: dataset/train/00/002_11.jpg  \n",
            " extracting: dataset/train/00/002_12.jpg  \n",
            " extracting: dataset/train/00/002_13.jpg  \n",
            " extracting: dataset/train/00/002_14.jpg  \n",
            " extracting: dataset/train/00/002_15.jpg  \n",
            " extracting: dataset/train/00/004_01.jpg  \n",
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            " extracting: dataset/train/00/004_03.jpg  \n",
            " extracting: dataset/train/00/004_04.jpg  \n",
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            " extracting: dataset/train/00/004_06.jpg  \n",
            " extracting: dataset/train/00/004_07.jpg  \n",
            "  inflating: dataset/train/00/004_08.jpg  \n",
            " extracting: dataset/train/00/004_09.jpg  \n",
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            " extracting: dataset/train/00/004_11.jpg  \n",
            " extracting: dataset/train/00/004_12.jpg  \n",
            " extracting: dataset/train/00/005_01.jpg  \n",
            " extracting: dataset/train/00/005_02.jpg  \n",
            " extracting: dataset/train/00/005_03.jpg  \n",
            " extracting: dataset/train/00/005_04.jpg  \n",
            " extracting: dataset/train/00/005_05.jpg  \n",
            "  inflating: dataset/train/00/005_06.jpg  \n",
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            " extracting: dataset/train/00/005_08.jpg  \n",
            "  inflating: dataset/train/00/005_09.jpg  \n",
            " extracting: dataset/train/00/005_10.jpg  \n",
            "  inflating: dataset/train/00/005_11.jpg  \n",
            " extracting: dataset/train/00/005_12.jpg  \n",
            " extracting: dataset/train/00/005_13.jpg  \n",
            "  inflating: dataset/train/00/005_14.jpg  \n",
            " extracting: dataset/train/00/005_15.jpg  \n",
            "  inflating: dataset/train/00/006_01.jpg  \n",
            " extracting: dataset/train/00/006_02.jpg  \n",
            " extracting: dataset/train/00/006_03.jpg  \n",
            "  inflating: dataset/train/00/006_04.jpg  \n",
            " extracting: dataset/train/00/006_05.jpg  \n",
            " extracting: dataset/train/00/006_06.jpg  \n",
            " extracting: dataset/train/00/006_07.jpg  \n",
            " extracting: dataset/train/00/006_08.jpg  \n",
            " extracting: dataset/train/00/006_09.jpg  \n",
            " extracting: dataset/train/00/006_10.jpg  \n",
            " extracting: dataset/train/00/007_01.jpg  \n",
            " extracting: dataset/train/00/007_02.jpg  \n",
            " extracting: dataset/train/00/007_03.jpg  \n",
            " extracting: dataset/train/00/007_04.jpg  \n",
            "  inflating: dataset/train/00/007_05.jpg  \n",
            " extracting: dataset/train/00/007_06.jpg  \n",
            "  inflating: dataset/train/00/007_07.jpg  \n",
            " extracting: dataset/train/00/007_08.jpg  \n",
            " extracting: dataset/train/00/007_09.jpg  \n",
            " extracting: dataset/train/00/007_10.jpg  \n",
            " extracting: dataset/train/00/008_01.jpg  \n",
            " extracting: dataset/train/00/008_02.jpg  \n",
            " extracting: dataset/train/00/008_03.jpg  \n",
            " extracting: dataset/train/00/008_04.jpg  \n",
            " extracting: dataset/train/00/008_05.jpg  \n",
            " extracting: dataset/train/00/008_06.jpg  \n",
            " extracting: dataset/train/00/008_07.jpg  \n",
            " extracting: dataset/train/00/008_08.jpg  \n",
            " extracting: dataset/train/00/008_09.jpg  \n",
            " extracting: dataset/train/00/008_10.jpg  \n",
            " extracting: dataset/train/00/010_01.jpg  \n",
            "  inflating: dataset/train/00/010_02.jpg  \n",
            " extracting: dataset/train/00/010_03.jpg  \n",
            " extracting: dataset/train/00/010_04.jpg  \n",
            " extracting: dataset/train/00/010_05.jpg  \n",
            " extracting: dataset/train/00/010_06.jpg  \n",
            " extracting: dataset/train/00/010_07.jpg  \n",
            "  inflating: dataset/train/00/010_08.jpg  \n",
            " extracting: dataset/train/00/010_09.jpg  \n",
            " extracting: dataset/train/00/010_10.jpg  \n",
            " extracting: dataset/train/00/011_01.jpg  \n",
            " extracting: dataset/train/00/011_02.jpg  \n",
            " extracting: dataset/train/00/011_03.jpg  \n",
            " extracting: dataset/train/00/011_04.jpg  \n",
            "  inflating: dataset/train/00/011_05.jpg  \n",
            " extracting: dataset/train/00/011_06.jpg  \n",
            " extracting: dataset/train/00/011_07.jpg  \n",
            "  inflating: dataset/train/00/011_08.jpg  \n",
            " extracting: dataset/train/00/011_09.jpg  \n",
            " extracting: dataset/train/00/011_10.jpg  \n",
            "  inflating: dataset/train/00/012_01.jpg  \n",
            "  inflating: dataset/train/00/012_02.jpg  \n",
            "  inflating: dataset/train/00/012_03.jpg  \n",
            " extracting: dataset/train/00/012_04.jpg  \n",
            " extracting: dataset/train/00/012_05.jpg  \n",
            "  inflating: dataset/train/00/012_06.jpg  \n",
            " extracting: dataset/train/00/012_07.jpg  \n",
            " extracting: dataset/train/00/012_08.jpg  \n",
            " extracting: dataset/train/00/012_09.jpg  \n",
            " extracting: dataset/train/00/012_10.jpg  \n",
            " extracting: dataset/train/00/012_11.jpg  \n",
            "  inflating: dataset/train/00/012_12.jpg  \n",
            " extracting: dataset/train/00/012_13.jpg  \n",
            " extracting: dataset/train/00/012_14.jpg  \n",
            " extracting: dataset/train/00/012_15.jpg  \n",
            " extracting: dataset/train/00/012_16.jpg  \n",
            " extracting: dataset/train/00/012_17.jpg  \n",
            " extracting: dataset/train/00/013_01.jpg  \n",
            " extracting: dataset/train/00/013_02.jpg  \n",
            " extracting: dataset/train/00/013_03.jpg  \n",
            " extracting: dataset/train/00/013_04.jpg  \n",
            " extracting: dataset/train/00/013_05.jpg  \n",
            " extracting: dataset/train/00/013_06.jpg  \n",
            " extracting: dataset/train/00/013_07.jpg  \n",
            " extracting: dataset/train/00/013_08.jpg  \n",
            "  inflating: dataset/train/00/013_09.jpg  \n",
            "  inflating: dataset/train/00/013_10.jpg  \n",
            " extracting: dataset/train/00/014_01.jpg  \n",
            " extracting: dataset/train/00/014_02.jpg  \n",
            " extracting: dataset/train/00/014_03.jpg  \n",
            " extracting: dataset/train/00/014_04.jpg  \n",
            " extracting: dataset/train/00/014_05.jpg  \n",
            "  inflating: dataset/train/00/014_06.jpg  \n",
            " extracting: dataset/train/00/014_07.jpg  \n",
            " extracting: dataset/train/00/014_08.jpg  \n",
            " extracting: dataset/train/00/014_09.jpg  \n",
            " extracting: dataset/train/00/014_10.jpg  \n",
            " extracting: dataset/train/00/015_01.jpg  \n",
            " extracting: dataset/train/00/015_02.jpg  \n",
            " extracting: dataset/train/00/015_03.jpg  \n",
            "  inflating: dataset/train/00/015_04.jpg  \n",
            "  inflating: dataset/train/00/015_05.jpg  \n",
            " extracting: dataset/train/00/015_06.jpg  \n",
            " extracting: dataset/train/00/015_07.jpg  \n",
            " extracting: dataset/train/00/015_08.jpg  \n",
            " extracting: dataset/train/00/015_09.jpg  \n",
            " extracting: dataset/train/00/015_10.jpg  \n",
            " extracting: dataset/train/00/016_01.jpg  \n",
            " extracting: dataset/train/00/016_02.jpg  \n",
            " extracting: dataset/train/00/016_03.jpg  \n",
            " extracting: dataset/train/00/016_04.jpg  \n",
            " extracting: dataset/train/00/016_05.jpg  \n",
            " extracting: dataset/train/00/016_06.jpg  \n",
            " extracting: dataset/train/00/016_07.jpg  \n",
            " extracting: dataset/train/00/016_08.jpg  \n",
            " extracting: dataset/train/00/016_09.jpg  \n",
            " extracting: dataset/train/00/016_10.jpg  \n",
            " extracting: dataset/train/00/017_01.jpg  \n",
            " extracting: dataset/train/00/017_02.jpg  \n",
            " extracting: dataset/train/00/017_03.jpg  \n",
            "  inflating: dataset/train/00/017_04.jpg  \n",
            " extracting: dataset/train/00/017_05.jpg  \n",
            " extracting: dataset/train/00/017_06.jpg  \n",
            "  inflating: dataset/train/00/017_07.jpg  \n",
            " extracting: dataset/train/00/017_08.jpg  \n",
            " extracting: dataset/train/00/017_09.jpg  \n",
            " extracting: dataset/train/00/017_10.jpg  \n",
            " extracting: dataset/train/00/018_01.jpg  \n",
            " extracting: dataset/train/00/018_02.jpg  \n",
            " extracting: dataset/train/00/018_03.jpg  \n",
            " extracting: dataset/train/00/018_04.jpg  \n",
            " extracting: dataset/train/00/018_05.jpg  \n",
            " extracting: dataset/train/00/018_06.jpg  \n",
            "  inflating: dataset/train/00/018_07.jpg  \n",
            " extracting: dataset/train/00/018_08.jpg  \n",
            " extracting: dataset/train/00/018_09.jpg  \n",
            " extracting: dataset/train/00/018_10.jpg  \n",
            " extracting: dataset/train/00/019_01.jpg  \n",
            " extracting: dataset/train/00/019_02.jpg  \n",
            " extracting: dataset/train/00/019_03.jpg  \n",
            " extracting: dataset/train/00/019_04.jpg  \n",
            " extracting: dataset/train/00/019_05.jpg  \n",
            "  inflating: dataset/train/00/019_06.jpg  \n",
            " extracting: dataset/train/00/019_07.jpg  \n",
            " extracting: dataset/train/00/019_08.jpg  \n",
            " extracting: dataset/train/00/019_09.jpg  \n",
            "  inflating: dataset/train/00/019_10.jpg  \n",
            " extracting: dataset/train/00/020_01.jpg  \n",
            "  inflating: dataset/train/00/020_02.jpg  \n",
            " extracting: dataset/train/00/020_03.jpg  \n",
            " extracting: dataset/train/00/020_04.jpg  \n",
            " extracting: dataset/train/00/020_05.jpg  \n",
            " extracting: dataset/train/00/020_06.jpg  \n",
            " extracting: dataset/train/00/020_07.jpg  \n",
            " extracting: dataset/train/00/020_08.jpg  \n",
            " extracting: dataset/train/00/020_09.jpg  \n",
            " extracting: dataset/train/00/020_10.jpg  \n",
            " extracting: dataset/train/00/021_01.jpg  \n",
            " extracting: dataset/train/00/021_02.jpg  \n",
            " extracting: dataset/train/00/021_03.jpg  \n",
            " extracting: dataset/train/00/021_04.jpg  \n",
            " extracting: dataset/train/00/021_05.jpg  \n",
            " extracting: dataset/train/00/021_06.jpg  \n",
            " extracting: dataset/train/00/021_07.jpg  \n",
            "  inflating: dataset/train/00/021_08.jpg  \n",
            " extracting: dataset/train/00/021_09.jpg  \n",
            " extracting: dataset/train/00/021_10.jpg  \n",
            " extracting: dataset/train/00/022_01.jpg  \n",
            " extracting: dataset/train/00/022_02.jpg  \n",
            " extracting: dataset/train/00/022_03.jpg  \n",
            " extracting: dataset/train/00/022_04.jpg  \n",
            " extracting: dataset/train/00/022_05.jpg  \n",
            " extracting: dataset/train/00/022_06.jpg  \n",
            " extracting: dataset/train/00/022_07.jpg  \n",
            " extracting: dataset/train/00/022_08.jpg  \n",
            " extracting: dataset/train/00/023_01.jpg  \n",
            " extracting: dataset/train/00/023_02.jpg  \n",
            " extracting: dataset/train/00/024_01.jpg  \n",
            " extracting: dataset/train/00/024_02.jpg  \n",
            " extracting: dataset/train/00/025_01.jpg  \n",
            "  inflating: dataset/train/00/025_02.jpg  \n",
            " extracting: dataset/train/00/025_03.jpg  \n",
            "  inflating: dataset/train/00/025_04.jpg  \n",
            " extracting: dataset/train/00/025_05.jpg  \n",
            " extracting: dataset/train/00/025_06.jpg  \n",
            " extracting: dataset/train/00/027_01.jpg  \n",
            " extracting: dataset/train/00/027_02.jpg  \n",
            " extracting: dataset/train/00/027_03.jpg  \n",
            " extracting: dataset/train/00/028_01.jpg  \n",
            "  inflating: dataset/train/00/028_02.jpg  \n",
            " extracting: dataset/train/00/028_03.jpg  \n",
            " extracting: dataset/train/00/028_04.jpg  \n",
            "  inflating: dataset/train/00/028_05.jpg  \n",
            " extracting: dataset/train/00/029_01.jpg  \n",
            " extracting: dataset/train/00/030_01.jpg  \n",
            " extracting: dataset/train/00/030_02.jpg  \n",
            " extracting: dataset/train/00/030_03.jpg  \n",
            " extracting: dataset/train/00/030_04.jpg  \n",
            " extracting: dataset/train/00/032_01.jpg  \n",
            "  inflating: dataset/train/00/032_02.jpg  \n",
            " extracting: dataset/train/00/033_01.jpg  \n",
            " extracting: dataset/train/00/033_02.jpg  \n",
            " extracting: dataset/train/00/034_01.jpg  \n",
            " extracting: dataset/train/00/034_02.jpg  \n",
            " extracting: dataset/train/00/035_01.jpg  \n",
            " extracting: dataset/train/00/035_02.jpg  \n",
            " extracting: dataset/train/00/036_01.jpg  \n",
            " extracting: dataset/train/00/036_02.jpg  \n",
            " extracting: dataset/train/00/037_01.jpg  \n",
            " extracting: dataset/train/00/037_02.jpg  \n",
            " extracting: dataset/train/00/038_01.jpg  \n",
            " extracting: dataset/train/00/038_02.jpg  \n",
            " extracting: dataset/train/00/039_01.jpg  \n",
            "  inflating: dataset/train/00/039_02.jpg  \n",
            " extracting: dataset/train/00/039_03.jpg  \n",
            " extracting: dataset/train/00/039_04.jpg  \n",
            " extracting: dataset/train/00/039_05.jpg  \n",
            " extracting: dataset/train/00/040_01.jpg  \n",
            " extracting: dataset/train/00/040_02.jpg  \n",
            " extracting: dataset/train/00/041_01.jpg  \n",
            " extracting: dataset/train/00/041_02.jpg  \n",
            " extracting: dataset/train/00/042_01.jpg  \n",
            " extracting: dataset/train/00/042_02.jpg  \n",
            " extracting: dataset/train/00/043_01.jpg  \n",
            " extracting: dataset/train/00/043_02.jpg  \n",
            " extracting: dataset/train/00/044_01.jpg  \n",
            " extracting: dataset/train/00/044_02.jpg  \n",
            " extracting: dataset/train/00/045_01.jpg  \n",
            " extracting: dataset/train/00/045_02.jpg  \n",
            " extracting: dataset/train/00/046_01.jpg  \n",
            " extracting: dataset/train/00/046_02.jpg  \n",
            "   creating: dataset/train/01/\n",
            " extracting: dataset/train/01/001_01.jpg  \n",
            " extracting: dataset/train/01/001_02.jpg  \n",
            "  inflating: dataset/train/01/001_03.jpg  \n",
            "  inflating: dataset/train/01/001_04.jpg  \n",
            "  inflating: dataset/train/01/001_05.jpg  \n",
            " extracting: dataset/train/01/001_06.jpg  \n",
            " extracting: dataset/train/01/001_07.jpg  \n",
            "  inflating: dataset/train/01/001_08.jpg  \n",
            "  inflating: dataset/train/01/001_09.jpg  \n",
            "  inflating: dataset/train/01/001_10.jpg  \n",
            "  inflating: dataset/train/01/001_11.jpg  \n",
            "  inflating: dataset/train/01/001_12.jpg  \n",
            "  inflating: dataset/train/01/001_13.jpg  \n",
            "  inflating: dataset/train/01/001_14.jpg  \n",
            " extracting: dataset/train/01/001_15.jpg  \n",
            "  inflating: dataset/train/01/001_16.jpg  \n",
            " extracting: dataset/train/01/001_17.jpg  \n",
            "  inflating: dataset/train/01/001_18.jpg  \n",
            " extracting: dataset/train/01/001_19.jpg  \n",
            "  inflating: dataset/train/01/001_20.jpg  \n",
            "  inflating: dataset/train/01/001_21.jpg  \n",
            "  inflating: dataset/train/01/001_22.jpg  \n",
            "  inflating: dataset/train/01/001_23.jpg  \n",
            "  inflating: dataset/train/01/001_24.jpg  \n",
            " extracting: dataset/train/01/001_25.jpg  \n",
            " extracting: dataset/train/01/002_01.jpg  \n",
            "  inflating: dataset/train/01/002_02.jpg  \n",
            " extracting: dataset/train/01/002_03.jpg  \n",
            "  inflating: dataset/train/01/002_04.jpg  \n",
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            "  inflating: dataset/train/01/002_06.jpg  \n",
            "  inflating: dataset/train/01/002_07.jpg  \n",
            "  inflating: dataset/train/01/002_08.jpg  \n",
            " extracting: dataset/train/01/002_09.jpg  \n",
            " extracting: dataset/train/01/002_10.jpg  \n",
            " extracting: dataset/train/01/002_11.jpg  \n",
            "  inflating: dataset/train/01/002_12.jpg  \n",
            " extracting: dataset/train/01/002_13.jpg  \n",
            "  inflating: dataset/train/01/002_14.jpg  \n",
            " extracting: dataset/train/01/002_15.jpg  \n",
            " extracting: dataset/train/01/004_01.jpg  \n",
            "  inflating: dataset/train/01/004_02.jpg  \n",
            "  inflating: dataset/train/01/004_03.jpg  \n",
            "  inflating: dataset/train/01/004_04.jpg  \n",
            " extracting: dataset/train/01/004_05.jpg  \n",
            "  inflating: dataset/train/01/004_06.jpg  \n",
            "  inflating: dataset/train/01/004_07.jpg  \n",
            "  inflating: dataset/train/01/004_08.jpg  \n",
            " extracting: dataset/train/01/004_09.jpg  \n",
            "  inflating: dataset/train/01/004_10.jpg  \n",
            "  inflating: dataset/train/01/004_11.jpg  \n",
            "  inflating: dataset/train/01/004_12.jpg  \n",
            " extracting: dataset/train/01/005_01.jpg  \n",
            " extracting: dataset/train/01/005_02.jpg  \n",
            " extracting: dataset/train/01/005_03.jpg  \n",
            "  inflating: dataset/train/01/005_04.jpg  \n",
            "  inflating: dataset/train/01/005_05.jpg  \n",
            "  inflating: dataset/train/01/005_06.jpg  \n",
            " extracting: dataset/train/01/005_07.jpg  \n",
            "  inflating: dataset/train/01/005_08.jpg  \n",
            "  inflating: dataset/train/01/005_09.jpg  \n",
            " extracting: dataset/train/01/005_10.jpg  \n",
            "  inflating: dataset/train/01/005_11.jpg  \n",
            "  inflating: dataset/train/01/005_12.jpg  \n",
            "  inflating: dataset/train/01/005_13.jpg  \n",
            "  inflating: dataset/train/01/005_14.jpg  \n",
            " extracting: dataset/train/01/005_15.jpg  \n",
            " extracting: dataset/train/01/006_01.jpg  \n",
            " extracting: dataset/train/01/006_02.jpg  \n",
            "  inflating: dataset/train/01/006_03.jpg  \n",
            "  inflating: dataset/train/01/006_04.jpg  \n",
            " extracting: dataset/train/01/006_05.jpg  \n",
            "  inflating: dataset/train/01/006_06.jpg  \n",
            " extracting: dataset/train/01/006_07.jpg  \n",
            " extracting: dataset/train/01/006_08.jpg  \n",
            " extracting: dataset/train/01/006_09.jpg  \n",
            " extracting: dataset/train/01/006_10.jpg  \n",
            " extracting: dataset/train/01/007_01.jpg  \n",
            " extracting: dataset/train/01/007_02.jpg  \n",
            "  inflating: dataset/train/01/007_03.jpg  \n",
            " extracting: dataset/train/01/007_04.jpg  \n",
            " extracting: dataset/train/01/007_05.jpg  \n",
            " extracting: dataset/train/01/007_06.jpg  \n",
            "  inflating: dataset/train/01/007_07.jpg  \n",
            " extracting: dataset/train/01/007_08.jpg  \n",
            " extracting: dataset/train/01/007_09.jpg  \n",
            " extracting: dataset/train/01/007_10.jpg  \n",
            "  inflating: dataset/train/01/008_01.jpg  \n",
            " extracting: dataset/train/01/008_02.jpg  \n",
            "  inflating: dataset/train/01/008_03.jpg  \n",
            " extracting: dataset/train/01/008_04.jpg  \n",
            "  inflating: dataset/train/01/008_05.jpg  \n",
            " extracting: dataset/train/01/008_06.jpg  \n",
            "  inflating: dataset/train/01/008_07.jpg  \n",
            " extracting: dataset/train/01/008_08.jpg  \n",
            "  inflating: dataset/train/01/008_09.jpg  \n",
            "  inflating: dataset/train/01/008_10.jpg  \n",
            "  inflating: dataset/train/01/010_01.jpg  \n",
            "  inflating: dataset/train/01/010_02.jpg  \n",
            "  inflating: dataset/train/01/010_03.jpg  \n",
            " extracting: dataset/train/01/010_04.jpg  \n",
            "  inflating: dataset/train/01/010_05.jpg  \n",
            " extracting: dataset/train/01/010_06.jpg  \n",
            "  inflating: dataset/train/01/010_07.jpg  \n",
            "  inflating: dataset/train/01/010_08.jpg  \n",
            "  inflating: dataset/train/01/010_09.jpg  \n",
            "  inflating: dataset/train/01/010_10.jpg  \n",
            " extracting: dataset/train/01/011_01.jpg  \n",
            "  inflating: dataset/train/01/011_02.jpg  \n",
            " extracting: dataset/train/01/011_03.jpg  \n",
            " extracting: dataset/train/01/011_04.jpg  \n",
            "  inflating: dataset/train/01/011_05.jpg  \n",
            " extracting: dataset/train/01/011_06.jpg  \n",
            "  inflating: dataset/train/01/011_07.jpg  \n",
            "  inflating: dataset/train/01/011_08.jpg  \n",
            "  inflating: dataset/train/01/011_09.jpg  \n",
            " extracting: dataset/train/01/011_10.jpg  \n",
            "  inflating: dataset/train/01/012_01.jpg  \n",
            "  inflating: dataset/train/01/012_02.jpg  \n",
            "  inflating: dataset/train/01/012_03.jpg  \n",
            "  inflating: dataset/train/01/012_04.jpg  \n",
            "  inflating: dataset/train/01/012_05.jpg  \n",
            "  inflating: dataset/train/01/012_06.jpg  \n",
            " extracting: dataset/train/01/012_07.jpg  \n",
            "  inflating: dataset/train/01/012_08.jpg  \n",
            "  inflating: dataset/train/01/012_09.jpg  \n",
            " extracting: dataset/train/01/012_10.jpg  \n",
            "  inflating: dataset/train/01/012_11.jpg  \n",
            "  inflating: dataset/train/01/012_12.jpg  \n",
            "  inflating: dataset/train/01/012_13.jpg  \n",
            "  inflating: dataset/train/01/012_14.jpg  \n",
            "  inflating: dataset/train/01/012_15.jpg  \n",
            "  inflating: dataset/train/01/012_16.jpg  \n",
            "  inflating: dataset/train/01/012_17.jpg  \n",
            "  inflating: dataset/train/01/013_01.jpg  \n",
            "  inflating: dataset/train/01/013_02.jpg  \n",
            " extracting: dataset/train/01/013_03.jpg  \n",
            "  inflating: dataset/train/01/013_04.jpg  \n",
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            "  inflating: dataset/train/01/013_06.jpg  \n",
            "  inflating: dataset/train/01/013_07.jpg  \n",
            "  inflating: dataset/train/01/013_08.jpg  \n",
            "  inflating: dataset/train/01/013_09.jpg  \n",
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            "  inflating: dataset/train/01/014_01.jpg  \n",
            "  inflating: dataset/train/01/014_02.jpg  \n",
            "  inflating: dataset/train/01/014_03.jpg  \n",
            " extracting: dataset/train/01/014_04.jpg  \n",
            " extracting: dataset/train/01/014_05.jpg  \n",
            "  inflating: dataset/train/01/014_06.jpg  \n",
            "  inflating: dataset/train/01/014_07.jpg  \n",
            "  inflating: dataset/train/01/014_08.jpg  \n",
            "  inflating: dataset/train/01/014_09.jpg  \n",
            "  inflating: dataset/train/01/014_10.jpg  \n",
            " extracting: dataset/train/01/015_01.jpg  \n",
            " extracting: dataset/train/01/015_02.jpg  \n",
            "  inflating: dataset/train/01/015_03.jpg  \n",
            "  inflating: dataset/train/01/015_04.jpg  \n",
            "  inflating: dataset/train/01/015_05.jpg  \n",
            " extracting: dataset/train/01/015_06.jpg  \n",
            " extracting: dataset/train/01/015_07.jpg  \n",
            "  inflating: dataset/train/01/015_08.jpg  \n",
            " extracting: dataset/train/01/015_09.jpg  \n",
            "  inflating: dataset/train/01/015_10.jpg  \n",
            " extracting: dataset/train/01/016_01.jpg  \n",
            "  inflating: dataset/train/01/016_02.jpg  \n",
            "  inflating: dataset/train/01/016_03.jpg  \n",
            "  inflating: dataset/train/01/016_04.jpg  \n",
            " extracting: dataset/train/01/016_05.jpg  \n",
            "  inflating: dataset/train/01/016_06.jpg  \n",
            " extracting: dataset/train/01/016_07.jpg  \n",
            "  inflating: dataset/train/01/016_08.jpg  \n",
            " extracting: dataset/train/01/016_09.jpg  \n",
            "  inflating: dataset/train/01/016_10.jpg  \n",
            "  inflating: dataset/train/01/017_01.jpg  \n",
            " extracting: dataset/train/01/017_02.jpg  \n",
            " extracting: dataset/train/01/017_03.jpg  \n",
            "  inflating: dataset/train/01/017_04.jpg  \n",
            "  inflating: dataset/train/01/017_05.jpg  \n",
            "  inflating: dataset/train/01/017_06.jpg  \n",
            " extracting: dataset/train/01/017_07.jpg  \n",
            " extracting: dataset/train/01/017_08.jpg  \n",
            " extracting: dataset/train/01/017_09.jpg  \n",
            " extracting: dataset/train/01/017_10.jpg  \n",
            "  inflating: dataset/train/01/018_01.jpg  \n",
            "  inflating: dataset/train/01/018_02.jpg  \n",
            "  inflating: dataset/train/01/018_03.jpg  \n",
            "  inflating: dataset/train/01/018_04.jpg  \n",
            "  inflating: dataset/train/01/018_05.jpg  \n",
            "  inflating: dataset/train/01/018_06.jpg  \n",
            "  inflating: dataset/train/01/018_07.jpg  \n",
            "  inflating: dataset/train/01/018_08.jpg  \n",
            "  inflating: dataset/train/01/018_09.jpg  \n",
            "  inflating: dataset/train/01/018_10.jpg  \n",
            " extracting: dataset/train/01/019_01.jpg  \n",
            "  inflating: dataset/train/01/019_02.jpg  \n",
            " extracting: dataset/train/01/019_03.jpg  \n",
            "  inflating: dataset/train/01/019_04.jpg  \n",
            "  inflating: dataset/train/01/019_05.jpg  \n",
            "  inflating: dataset/train/01/019_06.jpg  \n",
            "  inflating: dataset/train/01/019_07.jpg  \n",
            " extracting: dataset/train/01/019_08.jpg  \n",
            "  inflating: dataset/train/01/019_09.jpg  \n",
            "  inflating: dataset/train/01/019_10.jpg  \n",
            " extracting: dataset/train/01/020_01.jpg  \n",
            "  inflating: dataset/train/01/020_02.jpg  \n",
            " extracting: dataset/train/01/020_03.jpg  \n",
            "  inflating: dataset/train/01/020_04.jpg  \n",
            "  inflating: dataset/train/01/020_05.jpg  \n",
            " extracting: dataset/train/01/020_06.jpg  \n",
            "  inflating: dataset/train/01/020_07.jpg  \n",
            "  inflating: dataset/train/01/020_08.jpg  \n",
            "  inflating: dataset/train/01/020_09.jpg  \n",
            "  inflating: dataset/train/01/020_10.jpg  \n",
            "  inflating: dataset/train/01/021_01.jpg  \n",
            "  inflating: dataset/train/01/021_02.jpg  \n",
            "  inflating: dataset/train/01/021_03.jpg  \n",
            " extracting: dataset/train/01/021_04.jpg  \n",
            " extracting: dataset/train/01/021_05.jpg  \n",
            " extracting: dataset/train/01/021_06.jpg  \n",
            "  inflating: dataset/train/01/021_07.jpg  \n",
            "  inflating: dataset/train/01/021_08.jpg  \n",
            " extracting: dataset/train/01/021_09.jpg  \n",
            " extracting: dataset/train/01/021_10.jpg  \n",
            "  inflating: dataset/train/01/022_01.jpg  \n",
            "  inflating: dataset/train/01/022_02.jpg  \n",
            " extracting: dataset/train/01/022_03.jpg  \n",
            "  inflating: dataset/train/01/022_04.jpg  \n",
            "  inflating: dataset/train/01/022_05.jpg  \n",
            "  inflating: dataset/train/01/022_06.jpg  \n",
            " extracting: dataset/train/01/022_07.jpg  \n",
            "  inflating: dataset/train/01/022_08.jpg  \n",
            "  inflating: dataset/train/01/023_01.jpg  \n",
            "  inflating: dataset/train/01/023_02.jpg  \n",
            "  inflating: dataset/train/01/024_01.jpg  \n",
            "  inflating: dataset/train/01/024_02.jpg  \n",
            "  inflating: dataset/train/01/025_01.jpg  \n",
            " extracting: dataset/train/01/025_02.jpg  \n",
            "  inflating: dataset/train/01/025_03.jpg  \n",
            "  inflating: dataset/train/01/025_04.jpg  \n",
            "  inflating: dataset/train/01/025_05.jpg  \n",
            "  inflating: dataset/train/01/025_06.jpg  \n",
            " extracting: dataset/train/01/027_01.jpg  \n",
            " extracting: dataset/train/01/027_02.jpg  \n",
            "  inflating: dataset/train/01/027_03.jpg  \n",
            " extracting: dataset/train/01/028_01.jpg  \n",
            " extracting: dataset/train/01/028_02.jpg  \n",
            " extracting: dataset/train/01/028_03.jpg  \n",
            "  inflating: dataset/train/01/028_04.jpg  \n",
            "  inflating: dataset/train/01/028_05.jpg  \n",
            " extracting: dataset/train/01/029_01.jpg  \n",
            "  inflating: dataset/train/01/030_01.jpg  \n",
            "  inflating: dataset/train/01/030_02.jpg  \n",
            "  inflating: dataset/train/01/030_03.jpg  \n",
            "  inflating: dataset/train/01/030_04.jpg  \n",
            " extracting: dataset/train/01/032_01.jpg  \n",
            " extracting: dataset/train/01/032_02.jpg  \n",
            "  inflating: dataset/train/01/033_01.jpg  \n",
            " extracting: dataset/train/01/033_02.jpg  \n",
            "  inflating: dataset/train/01/034_01.jpg  \n",
            "  inflating: dataset/train/01/034_02.jpg  \n",
            "  inflating: dataset/train/01/035_01.jpg  \n",
            "  inflating: dataset/train/01/035_02.jpg  \n",
            "  inflating: dataset/train/01/036_01.jpg  \n",
            "  inflating: dataset/train/01/036_02.jpg  \n",
            "  inflating: dataset/train/01/037_01.jpg  \n",
            " extracting: dataset/train/01/037_02.jpg  \n",
            "  inflating: dataset/train/01/038_01.jpg  \n",
            " extracting: dataset/train/01/038_02.jpg  \n",
            "  inflating: dataset/train/01/039_01.jpg  \n",
            "  inflating: dataset/train/01/039_02.jpg  \n",
            "  inflating: dataset/train/01/039_03.jpg  \n",
            "  inflating: dataset/train/01/039_04.jpg  \n",
            " extracting: dataset/train/01/039_05.jpg  \n",
            " extracting: dataset/train/01/040_01.jpg  \n",
            "  inflating: dataset/train/01/040_02.jpg  \n",
            " extracting: dataset/train/01/041_01.jpg  \n",
            "  inflating: dataset/train/01/041_02.jpg  \n",
            "  inflating: dataset/train/01/042_01.jpg  \n",
            "  inflating: dataset/train/01/042_02.jpg  \n",
            " extracting: dataset/train/01/043_01.jpg  \n",
            "  inflating: dataset/train/01/043_02.jpg  \n",
            "  inflating: dataset/train/01/044_01.jpg  \n",
            "  inflating: dataset/train/01/044_02.jpg  \n",
            " extracting: dataset/train/01/045_01.jpg  \n",
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            " extracting: dataset/train/01/046_02.jpg  \n",
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            " extracting: dataset/train/02/005_04.jpg  \n",
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            " extracting: dataset/train/02/033_01.jpg  \n",
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            " extracting: dataset/train/02/046_01.jpg  \n",
            " extracting: dataset/train/02/046_02.jpg  \n",
            "   creating: dataset/train/03/\n",
            " extracting: dataset/train/03/001_01.jpg  \n",
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            "  inflating: dataset/train/03/001_16.jpg  \n",
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            " extracting: dataset/train/03/001_19.jpg  \n",
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            "  inflating: dataset/train/03/001_21.jpg  \n",
            "  inflating: dataset/train/03/001_22.jpg  \n",
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            " extracting: dataset/train/03/001_24.jpg  \n",
            " extracting: dataset/train/03/001_25.jpg  \n",
            "  inflating: dataset/train/03/002_01.jpg  \n",
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            " extracting: dataset/train/03/002_04.jpg  \n",
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            "  inflating: dataset/train/03/002_14.jpg  \n",
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            " extracting: dataset/train/03/004_01.jpg  \n",
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            " extracting: dataset/train/03/005_01.jpg  \n",
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            "  inflating: dataset/train/03/005_11.jpg  \n",
            " extracting: dataset/train/03/005_12.jpg  \n",
            " extracting: dataset/train/03/005_13.jpg  \n",
            "  inflating: dataset/train/03/005_14.jpg  \n",
            "  inflating: dataset/train/03/005_15.jpg  \n",
            "  inflating: dataset/train/03/006_01.jpg  \n",
            " extracting: dataset/train/03/006_02.jpg  \n",
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            "   creating: dataset/train/04/\n",
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            " extracting: dataset/train/04/005_01.jpg  \n",
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            " extracting: dataset/train/04/005_14.jpg  \n",
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            " extracting: dataset/train/04/012_12.jpg  \n",
            "  inflating: dataset/train/04/012_13.jpg  \n",
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            " extracting: dataset/train/04/013_10.jpg  \n",
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            "  inflating: dataset/train/04/015_01.jpg  \n",
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            " extracting: dataset/train/04/016_01.jpg  \n",
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            " extracting: dataset/train/04/016_04.jpg  \n",
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            "  inflating: dataset/train/04/021_01.jpg  \n",
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            " extracting: dataset/train/04/021_03.jpg  \n",
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            "  inflating: dataset/train/04/029_01.jpg  \n",
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            " extracting: dataset/train/04/044_02.jpg  \n",
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            "  inflating: dataset/train/04/046_02.jpg  \n",
            "   creating: dataset/train/05/\n",
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            " extracting: dataset/train/05/001_09.jpg  \n",
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            "  inflating: dataset/train/05/001_11.jpg  \n",
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            " extracting: dataset/train/05/001_14.jpg  \n",
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            " extracting: dataset/train/05/001_22.jpg  \n",
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            "  inflating: dataset/train/05/005_01.jpg  \n",
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            " extracting: dataset/train/05/005_11.jpg  \n",
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            " extracting: dataset/train/05/005_14.jpg  \n",
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            " extracting: dataset/train/05/010_01.jpg  \n",
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            " extracting: dataset/train/05/011_01.jpg  \n",
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            "  inflating: dataset/train/05/012_03.jpg  \n",
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            " extracting: dataset/train/05/012_05.jpg  \n",
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            "  inflating: dataset/train/05/012_11.jpg  \n",
            " extracting: dataset/train/05/012_12.jpg  \n",
            "  inflating: dataset/train/05/012_13.jpg  \n",
            "  inflating: dataset/train/05/012_14.jpg  \n",
            " extracting: dataset/train/05/012_15.jpg  \n",
            "  inflating: dataset/train/05/012_16.jpg  \n",
            " extracting: dataset/train/05/012_17.jpg  \n",
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            " extracting: dataset/train/05/013_05.jpg  \n",
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            " extracting: dataset/train/05/014_06.jpg  \n",
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            " extracting: dataset/train/05/014_09.jpg  \n",
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            " extracting: dataset/train/05/015_01.jpg  \n",
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            " extracting: dataset/train/05/015_07.jpg  \n",
            "  inflating: dataset/train/05/015_08.jpg  \n",
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            " extracting: dataset/train/05/016_03.jpg  \n",
            "  inflating: dataset/train/05/016_04.jpg  \n",
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            " extracting: dataset/train/05/016_06.jpg  \n",
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            " extracting: dataset/train/05/017_01.jpg  \n",
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            "  inflating: dataset/train/05/017_03.jpg  \n",
            " extracting: dataset/train/05/017_04.jpg  \n",
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            "  inflating: dataset/train/05/018_01.jpg  \n",
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            " extracting: dataset/train/05/018_04.jpg  \n",
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            " extracting: dataset/train/05/019_01.jpg  \n",
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            " extracting: dataset/train/05/019_03.jpg  \n",
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            "  inflating: dataset/train/05/020_05.jpg  \n",
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            " extracting: dataset/train/05/020_07.jpg  \n",
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            " extracting: dataset/train/05/022_04.jpg  \n",
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            " extracting: dataset/train/05/024_01.jpg  \n",
            " extracting: dataset/train/05/024_02.jpg  \n",
            "  inflating: dataset/train/05/025_01.jpg  \n",
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            " extracting: dataset/train/05/027_01.jpg  \n",
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            " extracting: dataset/train/05/028_04.jpg  \n",
            "  inflating: dataset/train/05/028_05.jpg  \n",
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            " extracting: dataset/train/05/030_01.jpg  \n",
            "  inflating: dataset/train/05/030_02.jpg  \n",
            " extracting: dataset/train/05/030_03.jpg  \n",
            "  inflating: dataset/train/05/030_04.jpg  \n",
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            "  inflating: dataset/train/05/032_02.jpg  \n",
            " extracting: dataset/train/05/033_01.jpg  \n",
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            " extracting: dataset/train/05/034_01.jpg  \n",
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            " extracting: dataset/train/05/035_02.jpg  \n",
            "  inflating: dataset/train/05/036_01.jpg  \n",
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            " extracting: dataset/train/05/037_01.jpg  \n",
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            " extracting: dataset/train/05/039_03.jpg  \n",
            " extracting: dataset/train/05/039_04.jpg  \n",
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            " extracting: dataset/train/05/042_01.jpg  \n",
            "  inflating: dataset/train/05/042_02.jpg  \n",
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            " extracting: dataset/train/05/043_02.jpg  \n",
            "  inflating: dataset/train/05/044_01.jpg  \n",
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            " extracting: dataset/train/05/045_01.jpg  \n",
            " extracting: dataset/train/05/045_02.jpg  \n",
            "  inflating: dataset/train/05/046_01.jpg  \n",
            "  inflating: dataset/train/05/046_02.jpg  \n",
            "   creating: dataset/train/06/\n",
            " extracting: dataset/train/06/001_01.jpg  \n",
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            " extracting: dataset/train/06/001_03.jpg  \n",
            " extracting: dataset/train/06/001_04.jpg  \n",
            "  inflating: dataset/train/06/001_05.jpg  \n",
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            "  inflating: dataset/train/06/001_08.jpg  \n",
            "  inflating: dataset/train/06/001_09.jpg  \n",
            " extracting: dataset/train/06/001_10.jpg  \n",
            " extracting: dataset/train/06/001_11.jpg  \n",
            " extracting: dataset/train/06/001_12.jpg  \n",
            "  inflating: dataset/train/06/001_13.jpg  \n",
            "  inflating: dataset/train/06/001_14.jpg  \n",
            " extracting: dataset/train/06/001_15.jpg  \n",
            " extracting: dataset/train/06/001_16.jpg  \n",
            "  inflating: dataset/train/06/001_17.jpg  \n",
            " extracting: dataset/train/06/001_18.jpg  \n",
            " extracting: dataset/train/06/001_19.jpg  \n",
            "  inflating: dataset/train/06/001_20.jpg  \n",
            " extracting: dataset/train/06/001_21.jpg  \n",
            " extracting: dataset/train/06/001_22.jpg  \n",
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            " extracting: dataset/train/06/001_24.jpg  \n",
            " extracting: dataset/train/06/001_25.jpg  \n",
            "  inflating: dataset/train/06/002_01.jpg  \n",
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            " extracting: dataset/train/06/002_03.jpg  \n",
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            " extracting: dataset/train/06/002_05.jpg  \n",
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            "  inflating: dataset/train/06/002_10.jpg  \n",
            " extracting: dataset/train/06/002_11.jpg  \n",
            " extracting: dataset/train/06/002_12.jpg  \n",
            " extracting: dataset/train/06/002_13.jpg  \n",
            "  inflating: dataset/train/06/002_14.jpg  \n",
            " extracting: dataset/train/06/002_15.jpg  \n",
            "  inflating: dataset/train/06/004_01.jpg  \n",
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            "  inflating: dataset/train/06/004_03.jpg  \n",
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            " extracting: dataset/train/06/004_05.jpg  \n",
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            "  inflating: dataset/train/06/004_08.jpg  \n",
            "  inflating: dataset/train/06/004_09.jpg  \n",
            " extracting: dataset/train/06/004_10.jpg  \n",
            " extracting: dataset/train/06/004_11.jpg  \n",
            "  inflating: dataset/train/06/004_12.jpg  \n",
            "  inflating: dataset/train/06/005_01.jpg  \n",
            " extracting: dataset/train/06/005_02.jpg  \n",
            " extracting: dataset/train/06/005_03.jpg  \n",
            "  inflating: dataset/train/06/005_04.jpg  \n",
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            " extracting: dataset/train/06/005_06.jpg  \n",
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            " extracting: dataset/train/06/005_09.jpg  \n",
            "  inflating: dataset/train/06/005_10.jpg  \n",
            " extracting: dataset/train/06/005_11.jpg  \n",
            "  inflating: dataset/train/06/005_12.jpg  \n",
            " extracting: dataset/train/06/005_13.jpg  \n",
            "  inflating: dataset/train/06/005_14.jpg  \n",
            "  inflating: dataset/train/06/005_15.jpg  \n",
            " extracting: dataset/train/06/006_01.jpg  \n",
            " extracting: dataset/train/06/006_02.jpg  \n",
            "  inflating: dataset/train/06/006_03.jpg  \n",
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            "  inflating: dataset/train/06/007_03.jpg  \n",
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            " extracting: dataset/train/06/007_07.jpg  \n",
            "  inflating: dataset/train/06/007_08.jpg  \n",
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            " extracting: dataset/train/06/007_10.jpg  \n",
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            "  inflating: dataset/train/06/008_05.jpg  \n",
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            " extracting: dataset/train/06/010_01.jpg  \n",
            " extracting: dataset/train/06/010_02.jpg  \n",
            "  inflating: dataset/train/06/010_03.jpg  \n",
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            " extracting: dataset/train/06/010_07.jpg  \n",
            " extracting: dataset/train/06/010_08.jpg  \n",
            "  inflating: dataset/train/06/010_09.jpg  \n",
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            "  inflating: dataset/train/06/011_03.jpg  \n",
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            "  inflating: dataset/train/06/012_01.jpg  \n",
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            " extracting: dataset/train/06/012_10.jpg  \n",
            " extracting: dataset/train/06/012_11.jpg  \n",
            " extracting: dataset/train/06/012_12.jpg  \n",
            " extracting: dataset/train/06/012_13.jpg  \n",
            " extracting: dataset/train/06/012_14.jpg  \n",
            " extracting: dataset/train/06/012_15.jpg  \n",
            "  inflating: dataset/train/06/012_16.jpg  \n",
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            " extracting: dataset/train/06/013_01.jpg  \n",
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            " extracting: dataset/train/06/014_01.jpg  \n",
            "  inflating: dataset/train/06/014_02.jpg  \n",
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            " extracting: dataset/train/06/014_04.jpg  \n",
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            "  inflating: dataset/train/06/014_07.jpg  \n",
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            " extracting: dataset/train/06/015_01.jpg  \n",
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            "  inflating: dataset/train/06/015_06.jpg  \n",
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            " extracting: dataset/train/06/015_09.jpg  \n",
            " extracting: dataset/train/06/015_10.jpg  \n",
            "  inflating: dataset/train/06/016_01.jpg  \n",
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            " extracting: dataset/train/06/016_08.jpg  \n",
            "  inflating: dataset/train/06/016_09.jpg  \n",
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            " extracting: dataset/train/06/017_01.jpg  \n",
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            "  inflating: dataset/train/06/017_06.jpg  \n",
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            " extracting: dataset/train/06/018_01.jpg  \n",
            " extracting: dataset/train/06/018_02.jpg  \n",
            "  inflating: dataset/train/06/018_03.jpg  \n",
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            " extracting: dataset/train/06/018_10.jpg  \n",
            "  inflating: dataset/train/06/019_01.jpg  \n",
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            "  inflating: dataset/train/06/019_07.jpg  \n",
            " extracting: dataset/train/06/019_08.jpg  \n",
            " extracting: dataset/train/06/019_09.jpg  \n",
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            " extracting: dataset/train/06/020_01.jpg  \n",
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            " extracting: dataset/train/06/020_03.jpg  \n",
            " extracting: dataset/train/06/020_04.jpg  \n",
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            " extracting: dataset/train/06/020_07.jpg  \n",
            " extracting: dataset/train/06/020_08.jpg  \n",
            "  inflating: dataset/train/06/020_09.jpg  \n",
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            "  inflating: dataset/train/06/021_01.jpg  \n",
            "  inflating: dataset/train/06/021_02.jpg  \n",
            " extracting: dataset/train/06/021_03.jpg  \n",
            " extracting: dataset/train/06/021_04.jpg  \n",
            "  inflating: dataset/train/06/021_05.jpg  \n",
            " extracting: dataset/train/06/021_06.jpg  \n",
            "  inflating: dataset/train/06/021_07.jpg  \n",
            "  inflating: dataset/train/06/021_08.jpg  \n",
            " extracting: dataset/train/06/021_09.jpg  \n",
            " extracting: dataset/train/06/021_10.jpg  \n",
            " extracting: dataset/train/06/022_01.jpg  \n",
            "  inflating: dataset/train/06/022_02.jpg  \n",
            " extracting: dataset/train/06/022_03.jpg  \n",
            " extracting: dataset/train/06/022_04.jpg  \n",
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            " extracting: dataset/train/06/022_07.jpg  \n",
            " extracting: dataset/train/06/022_08.jpg  \n",
            "  inflating: dataset/train/06/023_01.jpg  \n",
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            "  inflating: dataset/train/06/024_01.jpg  \n",
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            " extracting: dataset/train/06/025_01.jpg  \n",
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            " extracting: dataset/train/06/025_03.jpg  \n",
            " extracting: dataset/train/06/025_04.jpg  \n",
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            " extracting: dataset/train/06/025_06.jpg  \n",
            " extracting: dataset/train/06/027_01.jpg  \n",
            "  inflating: dataset/train/06/027_02.jpg  \n",
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            " extracting: dataset/train/06/028_01.jpg  \n",
            " extracting: dataset/train/06/028_02.jpg  \n",
            " extracting: dataset/train/06/028_03.jpg  \n",
            " extracting: dataset/train/06/028_04.jpg  \n",
            "  inflating: dataset/train/06/028_05.jpg  \n",
            "  inflating: dataset/train/06/029_01.jpg  \n",
            "  inflating: dataset/train/06/030_01.jpg  \n",
            "  inflating: dataset/train/06/030_02.jpg  \n",
            " extracting: dataset/train/06/030_03.jpg  \n",
            "  inflating: dataset/train/06/030_04.jpg  \n",
            " extracting: dataset/train/06/032_01.jpg  \n",
            "  inflating: dataset/train/06/032_02.jpg  \n",
            " extracting: dataset/train/06/033_01.jpg  \n",
            "  inflating: dataset/train/06/033_02.jpg  \n",
            "  inflating: dataset/train/06/034_01.jpg  \n",
            "  inflating: dataset/train/06/034_02.jpg  \n",
            " extracting: dataset/train/06/035_01.jpg  \n",
            " extracting: dataset/train/06/035_02.jpg  \n",
            " extracting: dataset/train/06/036_01.jpg  \n",
            "  inflating: dataset/train/06/036_02.jpg  \n",
            "  inflating: dataset/train/06/037_01.jpg  \n",
            "  inflating: dataset/train/06/037_02.jpg  \n",
            " extracting: dataset/train/06/038_01.jpg  \n",
            " extracting: dataset/train/06/038_02.jpg  \n",
            "  inflating: dataset/train/06/039_01.jpg  \n",
            "  inflating: dataset/train/06/039_02.jpg  \n",
            " extracting: dataset/train/06/039_03.jpg  \n",
            " extracting: dataset/train/06/039_04.jpg  \n",
            "  inflating: dataset/train/06/039_05.jpg  \n",
            "  inflating: dataset/train/06/040_01.jpg  \n",
            " extracting: dataset/train/06/040_02.jpg  \n",
            "  inflating: dataset/train/06/041_01.jpg  \n",
            " extracting: dataset/train/06/041_02.jpg  \n",
            " extracting: dataset/train/06/042_01.jpg  \n",
            " extracting: dataset/train/06/042_02.jpg  \n",
            " extracting: dataset/train/06/043_01.jpg  \n",
            "  inflating: dataset/train/06/043_02.jpg  \n",
            "  inflating: dataset/train/06/044_01.jpg  \n",
            "  inflating: dataset/train/06/044_02.jpg  \n",
            " extracting: dataset/train/06/045_01.jpg  \n",
            " extracting: dataset/train/06/045_02.jpg  \n",
            " extracting: dataset/train/06/046_01.jpg  \n",
            " extracting: dataset/train/06/046_02.jpg  \n",
            "   creating: dataset/train/07/\n",
            " extracting: dataset/train/07/001_01.jpg  \n",
            " extracting: dataset/train/07/001_02.jpg  \n",
            " extracting: dataset/train/07/001_03.jpg  \n",
            " extracting: dataset/train/07/001_04.jpg  \n",
            "  inflating: dataset/train/07/001_05.jpg  \n",
            " extracting: dataset/train/07/001_06.jpg  \n",
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            "  inflating: dataset/train/07/001_08.jpg  \n",
            "  inflating: dataset/train/07/001_09.jpg  \n",
            " extracting: dataset/train/07/001_10.jpg  \n",
            " extracting: dataset/train/07/001_11.jpg  \n",
            " extracting: dataset/train/07/001_12.jpg  \n",
            " extracting: dataset/train/07/001_13.jpg  \n",
            " extracting: dataset/train/07/001_14.jpg  \n",
            "  inflating: dataset/train/07/001_15.jpg  \n",
            " extracting: dataset/train/07/001_16.jpg  \n",
            " extracting: dataset/train/07/001_17.jpg  \n",
            " extracting: dataset/train/07/001_18.jpg  \n",
            " extracting: dataset/train/07/001_19.jpg  \n",
            " extracting: dataset/train/07/001_20.jpg  \n",
            " extracting: dataset/train/07/001_21.jpg  \n",
            " extracting: dataset/train/07/001_22.jpg  \n",
            "  inflating: dataset/train/07/001_23.jpg  \n",
            "  inflating: dataset/train/07/001_24.jpg  \n",
            " extracting: dataset/train/07/001_25.jpg  \n",
            "  inflating: dataset/train/07/002_01.jpg  \n",
            " extracting: dataset/train/07/002_02.jpg  \n",
            " extracting: dataset/train/07/002_03.jpg  \n",
            " extracting: dataset/train/07/002_04.jpg  \n",
            "  inflating: dataset/train/07/002_05.jpg  \n",
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            " extracting: dataset/train/07/002_07.jpg  \n",
            "  inflating: dataset/train/07/002_08.jpg  \n",
            " extracting: dataset/train/07/002_09.jpg  \n",
            "  inflating: dataset/train/07/002_10.jpg  \n",
            " extracting: dataset/train/07/002_11.jpg  \n",
            "  inflating: dataset/train/07/002_12.jpg  \n",
            " extracting: dataset/train/07/002_13.jpg  \n",
            " extracting: dataset/train/07/002_14.jpg  \n",
            "  inflating: dataset/train/07/002_15.jpg  \n",
            "  inflating: dataset/train/07/004_01.jpg  \n",
            " extracting: dataset/train/07/004_02.jpg  \n",
            " extracting: dataset/train/07/004_03.jpg  \n",
            " extracting: dataset/train/07/004_04.jpg  \n",
            "  inflating: dataset/train/07/004_05.jpg  \n",
            " extracting: dataset/train/07/004_06.jpg  \n",
            " extracting: dataset/train/07/004_07.jpg  \n",
            " extracting: dataset/train/07/004_08.jpg  \n",
            "  inflating: dataset/train/07/004_09.jpg  \n",
            " extracting: dataset/train/07/004_10.jpg  \n",
            "  inflating: dataset/train/07/004_11.jpg  \n",
            "  inflating: dataset/train/07/004_12.jpg  \n",
            " extracting: dataset/train/07/005_01.jpg  \n",
            " extracting: dataset/train/07/005_02.jpg  \n",
            " extracting: dataset/train/07/005_03.jpg  \n",
            " extracting: dataset/train/07/005_04.jpg  \n",
            "  inflating: dataset/train/07/005_05.jpg  \n",
            "  inflating: dataset/train/07/005_06.jpg  \n",
            "  inflating: dataset/train/07/005_07.jpg  \n",
            " extracting: dataset/train/07/005_08.jpg  \n",
            " extracting: dataset/train/07/005_09.jpg  \n",
            " extracting: dataset/train/07/005_10.jpg  \n",
            "  inflating: dataset/train/07/005_11.jpg  \n",
            " extracting: dataset/train/07/005_12.jpg  \n",
            " extracting: dataset/train/07/005_13.jpg  \n",
            "  inflating: dataset/train/07/005_14.jpg  \n",
            " extracting: dataset/train/07/005_15.jpg  \n",
            "  inflating: dataset/train/07/006_01.jpg  \n",
            "  inflating: dataset/train/07/006_02.jpg  \n",
            "  inflating: dataset/train/07/006_03.jpg  \n",
            " extracting: dataset/train/07/006_04.jpg  \n",
            "  inflating: dataset/train/07/006_05.jpg  \n",
            " extracting: dataset/train/07/006_06.jpg  \n",
            " extracting: dataset/train/07/006_07.jpg  \n",
            "  inflating: dataset/train/07/006_08.jpg  \n",
            "  inflating: dataset/train/07/006_09.jpg  \n",
            "  inflating: dataset/train/07/006_10.jpg  \n",
            "  inflating: dataset/train/07/007_01.jpg  \n",
            " extracting: dataset/train/07/007_02.jpg  \n",
            "  inflating: dataset/train/07/007_03.jpg  \n",
            " extracting: dataset/train/07/007_04.jpg  \n",
            " extracting: dataset/train/07/007_05.jpg  \n",
            " extracting: dataset/train/07/007_06.jpg  \n",
            "  inflating: dataset/train/07/007_07.jpg  \n",
            " extracting: dataset/train/07/007_08.jpg  \n",
            "  inflating: dataset/train/07/007_09.jpg  \n",
            "  inflating: dataset/train/07/007_10.jpg  \n",
            " extracting: dataset/train/07/008_01.jpg  \n",
            " extracting: dataset/train/07/008_02.jpg  \n",
            "  inflating: dataset/train/07/008_03.jpg  \n",
            " extracting: dataset/train/07/008_04.jpg  \n",
            "  inflating: dataset/train/07/008_05.jpg  \n",
            "  inflating: dataset/train/07/008_06.jpg  \n",
            "  inflating: dataset/train/07/008_07.jpg  \n",
            "  inflating: dataset/train/07/008_08.jpg  \n",
            " extracting: dataset/train/07/008_09.jpg  \n",
            " extracting: dataset/train/07/008_10.jpg  \n",
            " extracting: dataset/train/07/010_01.jpg  \n",
            "  inflating: dataset/train/07/010_02.jpg  \n",
            "  inflating: dataset/train/07/010_03.jpg  \n",
            "  inflating: dataset/train/07/010_04.jpg  \n",
            " extracting: dataset/train/07/010_05.jpg  \n",
            "  inflating: dataset/train/07/010_06.jpg  \n",
            " extracting: dataset/train/07/010_07.jpg  \n",
            " extracting: dataset/train/07/010_08.jpg  \n",
            " extracting: dataset/train/07/010_09.jpg  \n",
            " extracting: dataset/train/07/010_10.jpg  \n",
            " extracting: dataset/train/07/011_01.jpg  \n",
            " extracting: dataset/train/07/011_02.jpg  \n",
            " extracting: dataset/train/07/011_03.jpg  \n",
            " extracting: dataset/train/07/011_04.jpg  \n",
            " extracting: dataset/train/07/011_05.jpg  \n",
            " extracting: dataset/train/07/011_06.jpg  \n",
            " extracting: dataset/train/07/011_07.jpg  \n",
            " extracting: dataset/train/07/011_08.jpg  \n",
            " extracting: dataset/train/07/011_09.jpg  \n",
            "  inflating: dataset/train/07/011_10.jpg  \n",
            "  inflating: dataset/train/07/012_01.jpg  \n",
            " extracting: dataset/train/07/012_02.jpg  \n",
            "  inflating: dataset/train/07/012_03.jpg  \n",
            "  inflating: dataset/train/07/012_04.jpg  \n",
            " extracting: dataset/train/07/012_05.jpg  \n",
            " extracting: dataset/train/07/012_06.jpg  \n",
            "  inflating: dataset/train/07/012_07.jpg  \n",
            " extracting: dataset/train/07/012_08.jpg  \n",
            " extracting: dataset/train/07/012_09.jpg  \n",
            "  inflating: dataset/train/07/012_10.jpg  \n",
            "  inflating: dataset/train/07/012_11.jpg  \n",
            " extracting: dataset/train/07/012_12.jpg  \n",
            " extracting: dataset/train/07/012_13.jpg  \n",
            "  inflating: dataset/train/07/012_14.jpg  \n",
            " extracting: dataset/train/07/012_15.jpg  \n",
            "  inflating: dataset/train/07/012_16.jpg  \n",
            "  inflating: dataset/train/07/012_17.jpg  \n",
            " extracting: dataset/train/07/013_01.jpg  \n",
            "  inflating: dataset/train/07/013_02.jpg  \n",
            "  inflating: dataset/train/07/013_03.jpg  \n",
            " extracting: dataset/train/07/013_04.jpg  \n",
            "  inflating: dataset/train/07/013_05.jpg  \n",
            " extracting: dataset/train/07/013_06.jpg  \n",
            " extracting: dataset/train/07/013_07.jpg  \n",
            " extracting: dataset/train/07/013_08.jpg  \n",
            " extracting: dataset/train/07/013_09.jpg  \n",
            "  inflating: dataset/train/07/013_10.jpg  \n",
            " extracting: dataset/train/07/014_01.jpg  \n",
            "  inflating: dataset/train/07/014_02.jpg  \n",
            "  inflating: dataset/train/07/014_03.jpg  \n",
            " extracting: dataset/train/07/014_04.jpg  \n",
            "  inflating: dataset/train/07/014_05.jpg  \n",
            "  inflating: dataset/train/07/014_06.jpg  \n",
            "  inflating: dataset/train/07/014_07.jpg  \n",
            " extracting: dataset/train/07/014_08.jpg  \n",
            " extracting: dataset/train/07/014_09.jpg  \n",
            "  inflating: dataset/train/07/014_10.jpg  \n",
            "  inflating: dataset/train/07/015_01.jpg  \n",
            "  inflating: dataset/train/07/015_02.jpg  \n",
            " extracting: dataset/train/07/015_03.jpg  \n",
            " extracting: dataset/train/07/015_04.jpg  \n",
            "  inflating: dataset/train/07/015_05.jpg  \n",
            "  inflating: dataset/train/07/015_06.jpg  \n",
            "  inflating: dataset/train/07/015_07.jpg  \n",
            " extracting: dataset/train/07/015_08.jpg  \n",
            " extracting: dataset/train/07/015_09.jpg  \n",
            " extracting: dataset/train/07/015_10.jpg  \n",
            "  inflating: dataset/train/07/016_01.jpg  \n",
            "  inflating: dataset/train/07/016_02.jpg  \n",
            " extracting: dataset/train/07/016_03.jpg  \n",
            "  inflating: dataset/train/07/016_04.jpg  \n",
            " extracting: dataset/train/07/016_05.jpg  \n",
            "  inflating: dataset/train/07/016_06.jpg  \n",
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            "  inflating: dataset/train/07/016_08.jpg  \n",
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            "  inflating: dataset/train/07/017_01.jpg  \n",
            "  inflating: dataset/train/07/017_02.jpg  \n",
            "  inflating: dataset/train/07/017_03.jpg  \n",
            " extracting: dataset/train/07/017_04.jpg  \n",
            " extracting: dataset/train/07/017_05.jpg  \n",
            "  inflating: dataset/train/07/017_06.jpg  \n",
            "  inflating: dataset/train/07/017_07.jpg  \n",
            " extracting: dataset/train/07/017_08.jpg  \n",
            "  inflating: dataset/train/07/017_09.jpg  \n",
            " extracting: dataset/train/07/017_10.jpg  \n",
            "  inflating: dataset/train/07/018_01.jpg  \n",
            "  inflating: dataset/train/07/018_02.jpg  \n",
            " extracting: dataset/train/07/018_03.jpg  \n",
            " extracting: dataset/train/07/018_04.jpg  \n",
            "  inflating: dataset/train/07/018_05.jpg  \n",
            "  inflating: dataset/train/07/018_06.jpg  \n",
            "  inflating: dataset/train/07/018_07.jpg  \n",
            " extracting: dataset/train/07/018_08.jpg  \n",
            "  inflating: dataset/train/07/018_09.jpg  \n",
            "  inflating: dataset/train/07/018_10.jpg  \n",
            " extracting: dataset/train/07/019_01.jpg  \n",
            " extracting: dataset/train/07/019_02.jpg  \n",
            " extracting: dataset/train/07/019_03.jpg  \n",
            " extracting: dataset/train/07/019_04.jpg  \n",
            "  inflating: dataset/train/07/019_05.jpg  \n",
            " extracting: dataset/train/07/019_06.jpg  \n",
            " extracting: dataset/train/07/019_07.jpg  \n",
            "  inflating: dataset/train/07/019_08.jpg  \n",
            "  inflating: dataset/train/07/019_09.jpg  \n",
            "  inflating: dataset/train/07/019_10.jpg  \n",
            " extracting: dataset/train/07/020_01.jpg  \n",
            " extracting: dataset/train/07/020_02.jpg  \n",
            " extracting: dataset/train/07/020_03.jpg  \n",
            " extracting: dataset/train/07/020_04.jpg  \n",
            " extracting: dataset/train/07/020_05.jpg  \n",
            "  inflating: dataset/train/07/020_06.jpg  \n",
            " extracting: dataset/train/07/020_07.jpg  \n",
            " extracting: dataset/train/07/020_08.jpg  \n",
            "  inflating: dataset/train/07/020_09.jpg  \n",
            "  inflating: dataset/train/07/020_10.jpg  \n",
            "  inflating: dataset/train/07/021_01.jpg  \n",
            " extracting: dataset/train/07/021_02.jpg  \n",
            " extracting: dataset/train/07/021_03.jpg  \n",
            " extracting: dataset/train/07/021_04.jpg  \n",
            " extracting: dataset/train/07/021_05.jpg  \n",
            " extracting: dataset/train/07/021_06.jpg  \n",
            "  inflating: dataset/train/07/021_07.jpg  \n",
            " extracting: dataset/train/07/021_08.jpg  \n",
            " extracting: dataset/train/07/021_09.jpg  \n",
            " extracting: dataset/train/07/021_10.jpg  \n",
            " extracting: dataset/train/07/022_01.jpg  \n",
            "  inflating: dataset/train/07/022_02.jpg  \n",
            " extracting: dataset/train/07/022_03.jpg  \n",
            " extracting: dataset/train/07/022_04.jpg  \n",
            " extracting: dataset/train/07/022_05.jpg  \n",
            "  inflating: dataset/train/07/022_06.jpg  \n",
            " extracting: dataset/train/07/022_07.jpg  \n",
            "  inflating: dataset/train/07/022_08.jpg  \n",
            " extracting: dataset/train/07/023_01.jpg  \n",
            "  inflating: dataset/train/07/023_02.jpg  \n",
            " extracting: dataset/train/07/024_01.jpg  \n",
            " extracting: dataset/train/07/024_02.jpg  \n",
            "  inflating: dataset/train/07/025_01.jpg  \n",
            "  inflating: dataset/train/07/025_02.jpg  \n",
            " extracting: dataset/train/07/025_03.jpg  \n",
            " extracting: dataset/train/07/025_04.jpg  \n",
            "  inflating: dataset/train/07/025_05.jpg  \n",
            "  inflating: dataset/train/07/025_06.jpg  \n",
            "  inflating: dataset/train/07/027_01.jpg  \n",
            "  inflating: dataset/train/07/027_02.jpg  \n",
            "  inflating: dataset/train/07/027_03.jpg  \n",
            " extracting: dataset/train/07/028_01.jpg  \n",
            " extracting: dataset/train/07/028_02.jpg  \n",
            " extracting: dataset/train/07/028_03.jpg  \n",
            " extracting: dataset/train/07/028_04.jpg  \n",
            " extracting: dataset/train/07/028_05.jpg  \n",
            " extracting: dataset/train/07/029_01.jpg  \n",
            " extracting: dataset/train/07/030_01.jpg  \n",
            " extracting: dataset/train/07/030_02.jpg  \n",
            " extracting: dataset/train/07/030_03.jpg  \n",
            " extracting: dataset/train/07/030_04.jpg  \n",
            " extracting: dataset/train/07/032_01.jpg  \n",
            " extracting: dataset/train/07/032_02.jpg  \n",
            " extracting: dataset/train/07/033_01.jpg  \n",
            " extracting: dataset/train/07/033_02.jpg  \n",
            " extracting: dataset/train/07/034_01.jpg  \n",
            " extracting: dataset/train/07/034_02.jpg  \n",
            " extracting: dataset/train/07/035_01.jpg  \n",
            "  inflating: dataset/train/07/035_02.jpg  \n",
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            "  inflating: dataset/train/07/037_01.jpg  \n",
            " extracting: dataset/train/07/037_02.jpg  \n",
            " extracting: dataset/train/07/038_01.jpg  \n",
            "  inflating: dataset/train/07/038_02.jpg  \n",
            " extracting: dataset/train/07/039_01.jpg  \n",
            " extracting: dataset/train/07/039_02.jpg  \n",
            " extracting: dataset/train/07/039_03.jpg  \n",
            " extracting: dataset/train/07/039_04.jpg  \n",
            " extracting: dataset/train/07/039_05.jpg  \n",
            " extracting: dataset/train/07/040_01.jpg  \n",
            "  inflating: dataset/train/07/040_02.jpg  \n",
            " extracting: dataset/train/07/041_01.jpg  \n",
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            " extracting: dataset/train/07/042_01.jpg  \n",
            " extracting: dataset/train/07/042_02.jpg  \n",
            " extracting: dataset/train/07/043_01.jpg  \n",
            "  inflating: dataset/train/07/043_02.jpg  \n",
            " extracting: dataset/train/07/044_01.jpg  \n",
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            " extracting: dataset/train/07/045_01.jpg  \n",
            " extracting: dataset/train/07/045_02.jpg  \n",
            " extracting: dataset/train/07/046_01.jpg  \n",
            " extracting: dataset/train/07/046_02.jpg  \n",
            "   creating: dataset/train/08/\n",
            "  inflating: dataset/train/08/001_01.jpg  \n",
            "  inflating: dataset/train/08/001_02.jpg  \n",
            "  inflating: dataset/train/08/001_03.jpg  \n",
            "  inflating: dataset/train/08/001_04.jpg  \n",
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            "  inflating: dataset/train/08/001_08.jpg  \n",
            "  inflating: dataset/train/08/001_09.jpg  \n",
            " extracting: dataset/train/08/001_10.jpg  \n",
            " extracting: dataset/train/08/001_11.jpg  \n",
            "  inflating: dataset/train/08/001_12.jpg  \n",
            "  inflating: dataset/train/08/001_13.jpg  \n",
            "  inflating: dataset/train/08/001_14.jpg  \n",
            "  inflating: dataset/train/08/001_15.jpg  \n",
            "  inflating: dataset/train/08/001_16.jpg  \n",
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            "  inflating: dataset/train/08/001_22.jpg  \n",
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            "  inflating: dataset/train/08/001_25.jpg  \n",
            "  inflating: dataset/train/08/002_01.jpg  \n",
            "  inflating: dataset/train/08/002_02.jpg  \n",
            "  inflating: dataset/train/08/002_03.jpg  \n",
            " extracting: dataset/train/08/002_04.jpg  \n",
            "  inflating: dataset/train/08/002_05.jpg  \n",
            "  inflating: dataset/train/08/002_06.jpg  \n",
            "  inflating: dataset/train/08/002_07.jpg  \n",
            " extracting: dataset/train/08/002_08.jpg  \n",
            "  inflating: dataset/train/08/002_09.jpg  \n",
            "  inflating: dataset/train/08/002_10.jpg  \n",
            "  inflating: dataset/train/08/002_11.jpg  \n",
            "  inflating: dataset/train/08/002_12.jpg  \n",
            "  inflating: dataset/train/08/002_13.jpg  \n",
            "  inflating: dataset/train/08/002_14.jpg  \n",
            "  inflating: dataset/train/08/002_15.jpg  \n",
            "  inflating: dataset/train/08/004_01.jpg  \n",
            "  inflating: dataset/train/08/004_02.jpg  \n",
            "  inflating: dataset/train/08/004_03.jpg  \n",
            "  inflating: dataset/train/08/004_04.jpg  \n",
            "  inflating: dataset/train/08/004_05.jpg  \n",
            " extracting: dataset/train/08/004_06.jpg  \n",
            "  inflating: dataset/train/08/004_07.jpg  \n",
            "  inflating: dataset/train/08/004_08.jpg  \n",
            "  inflating: dataset/train/08/004_09.jpg  \n",
            " extracting: dataset/train/08/004_10.jpg  \n",
            " extracting: dataset/train/08/004_11.jpg  \n",
            "  inflating: dataset/train/08/004_12.jpg  \n",
            "  inflating: dataset/train/08/005_01.jpg  \n",
            "  inflating: dataset/train/08/005_02.jpg  \n",
            "  inflating: dataset/train/08/005_03.jpg  \n",
            "  inflating: dataset/train/08/005_04.jpg  \n",
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            "  inflating: dataset/train/08/005_10.jpg  \n",
            "  inflating: dataset/train/08/005_11.jpg  \n",
            "  inflating: dataset/train/08/005_12.jpg  \n",
            "  inflating: dataset/train/08/005_13.jpg  \n",
            "  inflating: dataset/train/08/005_14.jpg  \n",
            "  inflating: dataset/train/08/005_15.jpg  \n",
            " extracting: dataset/train/08/006_01.jpg  \n",
            "  inflating: dataset/train/08/006_02.jpg  \n",
            "  inflating: dataset/train/08/006_03.jpg  \n",
            "  inflating: dataset/train/08/006_04.jpg  \n",
            "  inflating: dataset/train/08/006_05.jpg  \n",
            " extracting: dataset/train/08/006_06.jpg  \n",
            " extracting: dataset/train/08/006_07.jpg  \n",
            "  inflating: dataset/train/08/006_08.jpg  \n",
            " extracting: dataset/train/08/006_09.jpg  \n",
            " extracting: dataset/train/08/006_10.jpg  \n",
            "  inflating: dataset/train/08/007_01.jpg  \n",
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            "  inflating: dataset/train/08/007_03.jpg  \n",
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            "  inflating: dataset/train/08/010_09.jpg  \n",
            "  inflating: dataset/train/08/010_10.jpg  \n",
            " extracting: dataset/train/08/011_01.jpg  \n",
            "  inflating: dataset/train/08/011_02.jpg  \n",
            " extracting: dataset/train/08/011_03.jpg  \n",
            " extracting: dataset/train/08/011_04.jpg  \n",
            "  inflating: dataset/train/08/011_05.jpg  \n",
            "  inflating: dataset/train/08/011_06.jpg  \n",
            "  inflating: dataset/train/08/011_07.jpg  \n",
            " extracting: dataset/train/08/011_08.jpg  \n",
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            "  inflating: dataset/train/08/011_10.jpg  \n",
            "  inflating: dataset/train/08/012_01.jpg  \n",
            " extracting: dataset/train/08/012_02.jpg  \n",
            "  inflating: dataset/train/08/012_03.jpg  \n",
            " extracting: dataset/train/08/012_04.jpg  \n",
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            "  inflating: dataset/train/08/012_11.jpg  \n",
            "  inflating: dataset/train/08/012_12.jpg  \n",
            "  inflating: dataset/train/08/012_13.jpg  \n",
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            "  inflating: dataset/train/08/016_09.jpg  \n",
            "  inflating: dataset/train/08/016_10.jpg  \n",
            " extracting: dataset/train/08/017_01.jpg  \n",
            " extracting: dataset/train/08/017_02.jpg  \n",
            "  inflating: dataset/train/08/017_03.jpg  \n",
            "  inflating: dataset/train/08/017_04.jpg  \n",
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            "  inflating: dataset/train/08/017_08.jpg  \n",
            "  inflating: dataset/train/08/017_09.jpg  \n",
            " extracting: dataset/train/08/017_10.jpg  \n",
            "  inflating: dataset/train/08/018_01.jpg  \n",
            "  inflating: dataset/train/08/018_02.jpg  \n",
            " extracting: dataset/train/08/018_03.jpg  \n",
            "  inflating: dataset/train/08/018_04.jpg  \n",
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            "  inflating: dataset/train/08/018_06.jpg  \n",
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            "  inflating: dataset/train/08/018_09.jpg  \n",
            "  inflating: dataset/train/08/018_10.jpg  \n",
            " extracting: dataset/train/08/019_01.jpg  \n",
            "  inflating: dataset/train/08/019_02.jpg  \n",
            "  inflating: dataset/train/08/019_03.jpg  \n",
            " extracting: dataset/train/08/019_04.jpg  \n",
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            "  inflating: dataset/train/08/019_06.jpg  \n",
            "  inflating: dataset/train/08/019_07.jpg  \n",
            " extracting: dataset/train/08/019_08.jpg  \n",
            "  inflating: dataset/train/08/019_09.jpg  \n",
            " extracting: dataset/train/08/019_10.jpg  \n",
            " extracting: dataset/train/08/020_01.jpg  \n",
            "  inflating: dataset/train/08/020_02.jpg  \n",
            "  inflating: dataset/train/08/020_03.jpg  \n",
            "  inflating: dataset/train/08/020_04.jpg  \n",
            "  inflating: dataset/train/08/020_05.jpg  \n",
            "  inflating: dataset/train/08/020_06.jpg  \n",
            " extracting: dataset/train/08/020_07.jpg  \n",
            "  inflating: dataset/train/08/020_08.jpg  \n",
            "  inflating: dataset/train/08/020_09.jpg  \n",
            " extracting: dataset/train/08/020_10.jpg  \n",
            "  inflating: dataset/train/08/021_01.jpg  \n",
            "  inflating: dataset/train/08/021_02.jpg  \n",
            "  inflating: dataset/train/08/021_03.jpg  \n",
            " extracting: dataset/train/08/021_04.jpg  \n",
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            "  inflating: dataset/train/08/021_07.jpg  \n",
            "  inflating: dataset/train/08/021_08.jpg  \n",
            " extracting: dataset/train/08/021_09.jpg  \n",
            " extracting: dataset/train/08/021_10.jpg  \n",
            "  inflating: dataset/train/08/022_01.jpg  \n",
            "  inflating: dataset/train/08/022_02.jpg  \n",
            " extracting: dataset/train/08/022_03.jpg  \n",
            "  inflating: dataset/train/08/022_04.jpg  \n",
            " extracting: dataset/train/08/022_05.jpg  \n",
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            " extracting: dataset/train/08/022_07.jpg  \n",
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            "  inflating: dataset/train/08/024_02.jpg  \n",
            " extracting: dataset/train/08/025_01.jpg  \n",
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            "  inflating: dataset/train/08/025_03.jpg  \n",
            "  inflating: dataset/train/08/025_04.jpg  \n",
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            "  inflating: dataset/train/08/028_04.jpg  \n",
            " extracting: dataset/train/08/028_05.jpg  \n",
            "  inflating: dataset/train/08/029_01.jpg  \n",
            "  inflating: dataset/train/08/030_01.jpg  \n",
            " extracting: dataset/train/08/030_02.jpg  \n",
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            "  inflating: dataset/train/08/032_01.jpg  \n",
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            "  inflating: dataset/train/08/035_01.jpg  \n",
            "  inflating: dataset/train/08/035_02.jpg  \n",
            " extracting: dataset/train/08/036_01.jpg  \n",
            "  inflating: dataset/train/08/036_02.jpg  \n",
            "  inflating: dataset/train/08/037_01.jpg  \n",
            " extracting: dataset/train/08/037_02.jpg  \n",
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            "  inflating: dataset/train/08/038_02.jpg  \n",
            "  inflating: dataset/train/08/039_01.jpg  \n",
            " extracting: dataset/train/08/039_02.jpg  \n",
            " extracting: dataset/train/08/039_03.jpg  \n",
            "  inflating: dataset/train/08/039_04.jpg  \n",
            "  inflating: dataset/train/08/039_05.jpg  \n",
            "  inflating: dataset/train/08/040_01.jpg  \n",
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            " extracting: dataset/train/08/041_02.jpg  \n",
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            " extracting: dataset/train/08/043_02.jpg  \n",
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            " extracting: dataset/train/08/044_02.jpg  \n",
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            "  inflating: dataset/train/08/046_01.jpg  \n",
            "  inflating: dataset/train/08/046_02.jpg  \n",
            "   creating: dataset/train/09/\n",
            "  inflating: dataset/train/09/001_01.jpg  \n",
            " extracting: dataset/train/09/001_02.jpg  \n",
            "  inflating: dataset/train/09/001_03.jpg  \n",
            " extracting: dataset/train/09/001_04.jpg  \n",
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            "  inflating: dataset/train/09/001_08.jpg  \n",
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            " extracting: dataset/train/09/001_10.jpg  \n",
            "  inflating: dataset/train/09/001_11.jpg  \n",
            "  inflating: dataset/train/09/001_12.jpg  \n",
            "  inflating: dataset/train/09/001_13.jpg  \n",
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            "  inflating: dataset/train/09/001_16.jpg  \n",
            "  inflating: dataset/train/09/001_17.jpg  \n",
            " extracting: dataset/train/09/001_18.jpg  \n",
            " extracting: dataset/train/09/001_19.jpg  \n",
            "  inflating: dataset/train/09/001_20.jpg  \n",
            " extracting: dataset/train/09/001_21.jpg  \n",
            " extracting: dataset/train/09/001_22.jpg  \n",
            "  inflating: dataset/train/09/001_23.jpg  \n",
            "  inflating: dataset/train/09/001_24.jpg  \n",
            " extracting: dataset/train/09/001_25.jpg  \n",
            " extracting: dataset/train/09/002_01.jpg  \n",
            " extracting: dataset/train/09/002_02.jpg  \n",
            "  inflating: dataset/train/09/002_03.jpg  \n",
            " extracting: dataset/train/09/002_04.jpg  \n",
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            " extracting: dataset/train/09/002_09.jpg  \n",
            "  inflating: dataset/train/09/002_10.jpg  \n",
            "  inflating: dataset/train/09/002_11.jpg  \n",
            "  inflating: dataset/train/09/002_12.jpg  \n",
            "  inflating: dataset/train/09/002_13.jpg  \n",
            "  inflating: dataset/train/09/002_14.jpg  \n",
            " extracting: dataset/train/09/002_15.jpg  \n",
            "  inflating: dataset/train/09/004_01.jpg  \n",
            " extracting: dataset/train/09/004_02.jpg  \n",
            "  inflating: dataset/train/09/004_03.jpg  \n",
            " extracting: dataset/train/09/004_04.jpg  \n",
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            " extracting: dataset/train/09/004_09.jpg  \n",
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            "  inflating: dataset/train/09/004_11.jpg  \n",
            "  inflating: dataset/train/09/004_12.jpg  \n",
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            "  inflating: dataset/train/09/005_11.jpg  \n",
            "  inflating: dataset/train/09/005_12.jpg  \n",
            " extracting: dataset/train/09/005_13.jpg  \n",
            "  inflating: dataset/train/09/005_14.jpg  \n",
            "  inflating: dataset/train/09/005_15.jpg  \n",
            " extracting: dataset/train/09/006_01.jpg  \n",
            " extracting: dataset/train/09/006_02.jpg  \n",
            "  inflating: dataset/train/09/006_03.jpg  \n",
            " extracting: dataset/train/09/006_04.jpg  \n",
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            " extracting: dataset/train/09/006_06.jpg  \n",
            " extracting: dataset/train/09/006_07.jpg  \n",
            " extracting: dataset/train/09/006_08.jpg  \n",
            "  inflating: dataset/train/09/006_09.jpg  \n",
            " extracting: dataset/train/09/006_10.jpg  \n",
            " extracting: dataset/train/09/007_01.jpg  \n",
            " extracting: dataset/train/09/007_02.jpg  \n",
            "  inflating: dataset/train/09/007_03.jpg  \n",
            "  inflating: dataset/train/09/007_04.jpg  \n",
            " extracting: dataset/train/09/007_05.jpg  \n",
            " extracting: dataset/train/09/007_06.jpg  \n",
            "  inflating: dataset/train/09/007_07.jpg  \n",
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            "  inflating: dataset/train/09/007_09.jpg  \n",
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            " extracting: dataset/train/09/008_01.jpg  \n",
            " extracting: dataset/train/09/008_02.jpg  \n",
            " extracting: dataset/train/09/008_03.jpg  \n",
            " extracting: dataset/train/09/008_04.jpg  \n",
            " extracting: dataset/train/09/008_05.jpg  \n",
            " extracting: dataset/train/09/008_06.jpg  \n",
            " extracting: dataset/train/09/008_07.jpg  \n",
            "  inflating: dataset/train/09/008_08.jpg  \n",
            " extracting: dataset/train/09/008_09.jpg  \n",
            " extracting: dataset/train/09/008_10.jpg  \n",
            " extracting: dataset/train/09/010_01.jpg  \n",
            " extracting: dataset/train/09/010_02.jpg  \n",
            "  inflating: dataset/train/09/010_03.jpg  \n",
            "  inflating: dataset/train/09/010_04.jpg  \n",
            "  inflating: dataset/train/09/010_05.jpg  \n",
            " extracting: dataset/train/09/010_06.jpg  \n",
            "  inflating: dataset/train/09/010_07.jpg  \n",
            "  inflating: dataset/train/09/010_08.jpg  \n",
            " extracting: dataset/train/09/010_09.jpg  \n",
            "  inflating: dataset/train/09/010_10.jpg  \n",
            "  inflating: dataset/train/09/011_01.jpg  \n",
            "  inflating: dataset/train/09/011_02.jpg  \n",
            "  inflating: dataset/train/09/011_03.jpg  \n",
            "  inflating: dataset/train/09/011_04.jpg  \n",
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            "  inflating: dataset/train/09/011_06.jpg  \n",
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            "  inflating: dataset/train/09/011_08.jpg  \n",
            "  inflating: dataset/train/09/011_09.jpg  \n",
            " extracting: dataset/train/09/011_10.jpg  \n",
            "  inflating: dataset/train/09/012_01.jpg  \n",
            " extracting: dataset/train/09/012_02.jpg  \n",
            "  inflating: dataset/train/09/012_03.jpg  \n",
            "  inflating: dataset/train/09/012_04.jpg  \n",
            " extracting: dataset/train/09/012_05.jpg  \n",
            " extracting: dataset/train/09/012_06.jpg  \n",
            "  inflating: dataset/train/09/012_07.jpg  \n",
            "  inflating: dataset/train/09/012_08.jpg  \n",
            "  inflating: dataset/train/09/012_09.jpg  \n",
            "  inflating: dataset/train/09/012_10.jpg  \n",
            " extracting: dataset/train/09/012_11.jpg  \n",
            " extracting: dataset/train/09/012_12.jpg  \n",
            "  inflating: dataset/train/09/012_13.jpg  \n",
            "  inflating: dataset/train/09/012_14.jpg  \n",
            " extracting: dataset/train/09/012_15.jpg  \n",
            " extracting: dataset/train/09/012_16.jpg  \n",
            " extracting: dataset/train/09/012_17.jpg  \n",
            "  inflating: dataset/train/09/013_01.jpg  \n",
            "  inflating: dataset/train/09/013_02.jpg  \n",
            "  inflating: dataset/train/09/013_03.jpg  \n",
            "  inflating: dataset/train/09/013_04.jpg  \n",
            "  inflating: dataset/train/09/013_05.jpg  \n",
            "  inflating: dataset/train/09/013_06.jpg  \n",
            " extracting: dataset/train/09/013_07.jpg  \n",
            "  inflating: dataset/train/09/013_08.jpg  \n",
            " extracting: dataset/train/09/013_09.jpg  \n",
            "  inflating: dataset/train/09/013_10.jpg  \n",
            "  inflating: dataset/train/09/014_01.jpg  \n",
            " extracting: dataset/train/09/014_02.jpg  \n",
            "  inflating: dataset/train/09/014_03.jpg  \n",
            " extracting: dataset/train/09/014_04.jpg  \n",
            "  inflating: dataset/train/09/014_05.jpg  \n",
            " extracting: dataset/train/09/014_06.jpg  \n",
            " extracting: dataset/train/09/014_07.jpg  \n",
            "  inflating: dataset/train/09/014_08.jpg  \n",
            "  inflating: dataset/train/09/014_09.jpg  \n",
            " extracting: dataset/train/09/014_10.jpg  \n",
            "  inflating: dataset/train/09/015_01.jpg  \n",
            "  inflating: dataset/train/09/015_02.jpg  \n",
            "  inflating: dataset/train/09/015_03.jpg  \n",
            " extracting: dataset/train/09/015_04.jpg  \n",
            " extracting: dataset/train/09/015_05.jpg  \n",
            "  inflating: dataset/train/09/015_06.jpg  \n",
            "  inflating: dataset/train/09/015_07.jpg  \n",
            "  inflating: dataset/train/09/015_08.jpg  \n",
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            "  inflating: dataset/train/09/015_10.jpg  \n",
            "  inflating: dataset/train/09/016_01.jpg  \n",
            " extracting: dataset/train/09/016_02.jpg  \n",
            "  inflating: dataset/train/09/016_03.jpg  \n",
            "  inflating: dataset/train/09/016_04.jpg  \n",
            "  inflating: dataset/train/09/016_05.jpg  \n",
            "  inflating: dataset/train/09/016_06.jpg  \n",
            "  inflating: dataset/train/09/016_07.jpg  \n",
            " extracting: dataset/train/09/016_08.jpg  \n",
            "  inflating: dataset/train/09/016_09.jpg  \n",
            "  inflating: dataset/train/09/016_10.jpg  \n",
            " extracting: dataset/train/09/017_01.jpg  \n",
            "  inflating: dataset/train/09/017_02.jpg  \n",
            " extracting: dataset/train/09/017_03.jpg  \n",
            "  inflating: dataset/train/09/017_04.jpg  \n",
            " extracting: dataset/train/09/017_05.jpg  \n",
            "  inflating: dataset/train/09/017_06.jpg  \n",
            "  inflating: dataset/train/09/017_07.jpg  \n",
            "  inflating: dataset/train/09/017_08.jpg  \n",
            " extracting: dataset/train/09/017_09.jpg  \n",
            " extracting: dataset/train/09/017_10.jpg  \n",
            "  inflating: dataset/train/09/018_01.jpg  \n",
            "  inflating: dataset/train/09/018_02.jpg  \n",
            " extracting: dataset/train/09/018_03.jpg  \n",
            "  inflating: dataset/train/09/018_04.jpg  \n",
            " extracting: dataset/train/09/018_05.jpg  \n",
            "  inflating: dataset/train/09/018_06.jpg  \n",
            "  inflating: dataset/train/09/018_07.jpg  \n",
            "  inflating: dataset/train/09/018_08.jpg  \n",
            " extracting: dataset/train/09/018_09.jpg  \n",
            " extracting: dataset/train/09/018_10.jpg  \n",
            " extracting: dataset/train/09/019_01.jpg  \n",
            " extracting: dataset/train/09/019_02.jpg  \n",
            "  inflating: dataset/train/09/019_03.jpg  \n",
            " extracting: dataset/train/09/019_04.jpg  \n",
            "  inflating: dataset/train/09/019_05.jpg  \n",
            " extracting: dataset/train/09/019_06.jpg  \n",
            " extracting: dataset/train/09/019_07.jpg  \n",
            "  inflating: dataset/train/09/019_08.jpg  \n",
            "  inflating: dataset/train/09/019_09.jpg  \n",
            " extracting: dataset/train/09/019_10.jpg  \n",
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            " extracting: dataset/train/09/021_01.jpg  \n",
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            " extracting: dataset/train/09/022_04.jpg  \n",
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            " extracting: dataset/train/09/022_07.jpg  \n",
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            " extracting: dataset/train/09/023_01.jpg  \n",
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            " extracting: dataset/train/09/024_01.jpg  \n",
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            " extracting: dataset/train/09/025_02.jpg  \n",
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            " extracting: dataset/train/09/027_01.jpg  \n",
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            " extracting: dataset/train/09/044_02.jpg  \n",
            " extracting: dataset/train/09/045_01.jpg  \n",
            " extracting: dataset/train/09/045_02.jpg  \n",
            " extracting: dataset/train/09/046_01.jpg  \n",
            " extracting: dataset/train/09/046_02.jpg  \n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "6Y7HWDRH8j62",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "\n",
        "# Initialising the CNN\n",
        "classifier = Sequential()\n",
        "\n",
        "# Step 1 - Convolution\n",
        "classifier.add(Conv2D(32, (3, 3), input_shape=(25, 25, 1), activation=\"relu\"))\n",
        "classifier.add(Conv2D(32, (3, 3), activation=\"relu\"))\n",
        "classifier.add(MaxPooling2D(pool_size = (2, 2),padding='same'))\n",
        "# Step 2 - Pooling\n",
        "classifier.add(Conv2D(64, (3, 3), activation=\"relu\"))\n",
        "classifier.add(Conv2D(64, (3, 3), activation=\"relu\"))\n",
        "classifier.add(MaxPooling2D(pool_size = (2, 2),padding='same'))\n",
        "\n",
        "# Step 2 - Pooling\n",
        "classifier.add(Conv2D(128, (3, 3), activation=\"relu\"))\n",
        "#classifier.add(Conv2D(128, (3, 3), activation=\"relu\"))\n",
        "#classifier.add(MaxPooling2D(pool_size = (2, 2),padding='same'))\n",
        "\n",
        "# Step 3 - Flattening\n",
        "classifier.add(Flatten())\n",
        "\n",
        "# Step 4 - Full connection\n",
        "classifier.add(Dense(128,activation=\"relu\"))\n",
        "classifier.add(Dense(activation=\"softmax\", units=10))\n",
        "\n",
        "# Compiling the CNN\n",
        "classifier.compile(optimizer = 'adam', loss = 'categorical_crossentropy', metrics = ['accuracy'])"
      ],
      "execution_count": 14,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Ek5CHGqe9kCy",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 487
        },
        "outputId": "b5aa5c66-28d7-4922-fd51-2a7d35286ea7"
      },
      "source": [
        "classifier.summary()"
      ],
      "execution_count": 15,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Model: \"sequential_8\"\n",
            "_________________________________________________________________\n",
            "Layer (type)                 Output Shape              Param #   \n",
            "=================================================================\n",
            "conv2d_43 (Conv2D)           (None, 23, 23, 32)        320       \n",
            "_________________________________________________________________\n",
            "conv2d_44 (Conv2D)           (None, 21, 21, 32)        9248      \n",
            "_________________________________________________________________\n",
            "max_pooling2d_17 (MaxPooling (None, 11, 11, 32)        0         \n",
            "_________________________________________________________________\n",
            "conv2d_45 (Conv2D)           (None, 9, 9, 64)          18496     \n",
            "_________________________________________________________________\n",
            "conv2d_46 (Conv2D)           (None, 7, 7, 64)          36928     \n",
            "_________________________________________________________________\n",
            "max_pooling2d_18 (MaxPooling (None, 4, 4, 64)          0         \n",
            "_________________________________________________________________\n",
            "conv2d_47 (Conv2D)           (None, 2, 2, 128)         73856     \n",
            "_________________________________________________________________\n",
            "flatten_3 (Flatten)          (None, 512)               0         \n",
            "_________________________________________________________________\n",
            "dense_6 (Dense)              (None, 128)               65664     \n",
            "_________________________________________________________________\n",
            "dense_7 (Dense)              (None, 10)                1290      \n",
            "=================================================================\n",
            "Total params: 205,802\n",
            "Trainable params: 205,802\n",
            "Non-trainable params: 0\n",
            "_________________________________________________________________\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "-kQA5HqF8j7D",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "\n",
        "# Part 2 -Fitting the CNN tothe images\n",
        "from keras.preprocessing.image import ImageDataGenerator\n",
        "\n",
        "train_datagen = ImageDataGenerator(\n",
        "        rescale=1./255,\n",
        "        shear_range=0.2,\n",
        "        zoom_range=0.2,\n",
        "        horizontal_flip=True)\n",
        "\n",
        "test_datagen = ImageDataGenerator(rescale=1./255)"
      ],
      "execution_count": 16,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "KrMLGO-A8j7Q",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "9e3241a5-c17f-4a08-f8ca-8a686006bdaf"
      },
      "source": [
        "\n",
        "training_set = train_datagen.flow_from_directory('dataset/train',\n",
        "                                                 target_size = (25, 25),\n",
        "                                                 batch_size = 32,\n",
        "                                                 class_mode = 'categorical',\n",
        "                                                 color_mode='grayscale' )\n"
      ],
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Found 2880 images belonging to 10 classes.\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "wUJSCrXW8j7d",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "bd1c74e6-212a-405d-93da-695fd265084b"
      },
      "source": [
        "test_set = test_datagen.flow_from_directory('dataset/test',\n",
        "                                            target_size = (25, 25),\n",
        "                                            batch_size = 32,\n",
        "                                            class_mode = 'categorical'\n",
        "                                           , color_mode='grayscale')"
      ],
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Found 1608 images belonging to 10 classes.\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "1hDHRJBF8j7n",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 874
        },
        "outputId": "274e3a72-3b4e-43b9-ad39-758be336498a"
      },
      "source": [
        "classifier.fit(training_set,\n",
        "                        # steps_per_epoch = 800,\n",
        "                         epochs = 25,\n",
        "                         validation_data = test_set)\n",
        "                         #validation_steps = 200)"
      ],
      "execution_count": 24,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Epoch 1/25\n",
            "90/90 [==============================] - 3s 28ms/step - loss: 0.0554 - accuracy: 0.9830 - val_loss: 0.0444 - val_accuracy: 0.9832\n",
            "Epoch 2/25\n",
            "90/90 [==============================] - 3s 28ms/step - loss: 0.0678 - accuracy: 0.9757 - val_loss: 0.0110 - val_accuracy: 0.9956\n",
            "Epoch 3/25\n",
            "90/90 [==============================] - 2s 27ms/step - loss: 0.0438 - accuracy: 0.9847 - val_loss: 0.0197 - val_accuracy: 0.9932\n",
            "Epoch 4/25\n",
            "90/90 [==============================] - 3s 28ms/step - loss: 0.0460 - accuracy: 0.9830 - val_loss: 0.0725 - val_accuracy: 0.9807\n",
            "Epoch 5/25\n",
            "90/90 [==============================] - 3s 29ms/step - loss: 0.0529 - accuracy: 0.9844 - val_loss: 0.0096 - val_accuracy: 0.9969\n",
            "Epoch 6/25\n",
            "90/90 [==============================] - 3s 28ms/step - loss: 0.0544 - accuracy: 0.9799 - val_loss: 0.0239 - val_accuracy: 0.9938\n",
            "Epoch 7/25\n",
            "90/90 [==============================] - 2s 27ms/step - loss: 0.0504 - accuracy: 0.9833 - val_loss: 0.0064 - val_accuracy: 0.9981\n",
            "Epoch 8/25\n",
            "90/90 [==============================] - 3s 28ms/step - loss: 0.0485 - accuracy: 0.9858 - val_loss: 0.0258 - val_accuracy: 0.9882\n",
            "Epoch 9/25\n",
            "90/90 [==============================] - 2s 28ms/step - loss: 0.0498 - accuracy: 0.9826 - val_loss: 0.0174 - val_accuracy: 0.9944\n",
            "Epoch 10/25\n",
            "90/90 [==============================] - 3s 28ms/step - loss: 0.0387 - accuracy: 0.9854 - val_loss: 0.0054 - val_accuracy: 0.9975\n",
            "Epoch 11/25\n",
            "90/90 [==============================] - 2s 28ms/step - loss: 0.0461 - accuracy: 0.9830 - val_loss: 0.0177 - val_accuracy: 0.9969\n",
            "Epoch 12/25\n",
            "90/90 [==============================] - 3s 28ms/step - loss: 0.0538 - accuracy: 0.9809 - val_loss: 0.0062 - val_accuracy: 0.9975\n",
            "Epoch 13/25\n",
            "90/90 [==============================] - 2s 28ms/step - loss: 0.0329 - accuracy: 0.9882 - val_loss: 0.0219 - val_accuracy: 0.9913\n",
            "Epoch 14/25\n",
            "90/90 [==============================] - 3s 28ms/step - loss: 0.0287 - accuracy: 0.9889 - val_loss: 0.0312 - val_accuracy: 0.9907\n",
            "Epoch 15/25\n",
            "90/90 [==============================] - 2s 27ms/step - loss: 0.0363 - accuracy: 0.9878 - val_loss: 0.0092 - val_accuracy: 0.9975\n",
            "Epoch 16/25\n",
            "90/90 [==============================] - 2s 28ms/step - loss: 0.0459 - accuracy: 0.9854 - val_loss: 0.0210 - val_accuracy: 0.9913\n",
            "Epoch 17/25\n",
            "90/90 [==============================] - 3s 28ms/step - loss: 0.0462 - accuracy: 0.9851 - val_loss: 0.0378 - val_accuracy: 0.9882\n",
            "Epoch 18/25\n",
            "90/90 [==============================] - 3s 28ms/step - loss: 0.0440 - accuracy: 0.9844 - val_loss: 0.0041 - val_accuracy: 0.9988\n",
            "Epoch 19/25\n",
            "90/90 [==============================] - 3s 28ms/step - loss: 0.0240 - accuracy: 0.9903 - val_loss: 0.0028 - val_accuracy: 0.9994\n",
            "Epoch 20/25\n",
            "90/90 [==============================] - 2s 27ms/step - loss: 0.0278 - accuracy: 0.9896 - val_loss: 0.0215 - val_accuracy: 0.9913\n",
            "Epoch 21/25\n",
            "90/90 [==============================] - 2s 28ms/step - loss: 0.0295 - accuracy: 0.9903 - val_loss: 0.0046 - val_accuracy: 0.9994\n",
            "Epoch 22/25\n",
            "90/90 [==============================] - 2s 27ms/step - loss: 0.0281 - accuracy: 0.9906 - val_loss: 0.0505 - val_accuracy: 0.9882\n",
            "Epoch 23/25\n",
            "90/90 [==============================] - 3s 29ms/step - loss: 0.0277 - accuracy: 0.9896 - val_loss: 0.0123 - val_accuracy: 0.9950\n",
            "Epoch 24/25\n",
            "90/90 [==============================] - 3s 29ms/step - loss: 0.0290 - accuracy: 0.9878 - val_loss: 0.0051 - val_accuracy: 0.9988\n",
            "Epoch 25/25\n",
            "90/90 [==============================] - 3s 29ms/step - loss: 0.0365 - accuracy: 0.9872 - val_loss: 0.0200 - val_accuracy: 0.9932\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<tensorflow.python.keras.callbacks.History at 0x7facc734ffd0>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 24
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "pN-YrnimFMtM",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "classifier.save('nepalinumberclassifier.h5')"
      ],
      "execution_count": 60,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "rFsZGLNRCBGf",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 530
        },
        "outputId": "4b550c84-d363-4cd1-c0e4-814b1609a3fc"
      },
      "source": [
        "# loss\n",
        "plt.plot(classifier.history.history['loss'], label='train loss')\n",
        "plt.plot(classifier.history.history['val_loss'], label='val loss')\n",
        "plt.legend()\n",
        "plt.show()\n",
        "plt.savefig('LossVal_loss')\n",
        "\n",
        "# accuracies\n",
        "plt.plot(classifier.history.history['accuracy'], label='train acc')\n",
        "plt.plot(classifier.history.history['val_accuracy'], label='val acc')\n",
        "plt.legend()\n",
        "plt.show()\n",
        "plt.savefig('AccVal_acc')"
      ],
      "execution_count": 28,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 0 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "bjnqCaGVCtXS",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 318
        },
        "outputId": "62db4582-fed9-4ace-ef3f-4c0e570da567"
      },
      "source": [
        "path=\"8.png\"  #enter  path of predecting image\n",
        "\n",
        "from keras.preprocessing.image import ImageDataGenerator, array_to_img, img_to_array, load_img\n",
        "test=load_img(path,grayscale=True,target_size=(25,25))\n",
        "test1 = img_to_array(test)\n",
        "test1.shape\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "plt.imshow(test1.reshape(25,25))\n",
        "test1=test1/255  "
      ],
      "execution_count": 58,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.6/dist-packages/keras_preprocessing/image/utils.py:107: UserWarning: grayscale is deprecated. Please use color_mode = \"grayscale\"\n",
            "  warnings.warn('grayscale is deprecated. Please use '\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "qZbud-vZDz7v",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "c1eb051f-c6d2-4e30-9351-c5337a215192"
      },
      "source": [
        "y=classifier.predict(test1.reshape(1,25,25,1))\n",
        "import numpy as np\n",
        "\n",
        "p=np.argmax(y)\n",
        "p"
      ],
      "execution_count": 59,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "8"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 59
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "LJcbVejsEGu_",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": 53,
      "outputs": []
    }
  ]
}