sign_model_colab.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "kernelspec": {
      "display_name": "Python 3",
      "language": "python",
      "name": "python3"
    },
    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3",
      "version": "3.7.4"
    },
    "colab": {
      "name": "sign-model-colab.ipynb",
      "provenance": [],
      "collapsed_sections": []
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "code",
      "metadata": {
        "id": "pXWxmZNOxzGs",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "3a7e0963-67c2-45b1-a0fc-9c90ca713e4c"
      },
      "source": [
        "from google.colab import drive\n",
        "drive.mount('/content/drive')"
      ],
      "execution_count": 1,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Mounted at /content/drive\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "o-3wArbtzKEd",
        "outputId": "19a04e48-c54e-4d60-e4fe-2daadb8c84d6"
      },
      "source": [
        "# place the zip file in this path of google drive, which is the home page of google drive, change if path is different\r\n",
        "# No need to change any other code hereafter\r\n",
        "\r\n",
        "!unzip /content/drive/MyDrive/sign_data.zip"
      ],
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Archive:  /content/drive/MyDrive/sign_data.zip\n",
            "   creating: sign_data/\n",
            "   creating: sign_data/sign_data/\n",
            "   creating: sign_data/sign_data/test/\n",
            "   creating: sign_data/sign_data/test/049/\n",
            " extracting: sign_data/sign_data/test/049/01_049.png  \n",
            " extracting: sign_data/sign_data/test/049/02_049.png  \n",
            " extracting: sign_data/sign_data/test/049/03_049.png  \n",
            " extracting: sign_data/sign_data/test/049/04_049.png  \n",
            " extracting: sign_data/sign_data/test/049/05_049.png  \n",
            " extracting: sign_data/sign_data/test/049/06_049.png  \n",
            " extracting: sign_data/sign_data/test/049/07_049.png  \n",
            " extracting: sign_data/sign_data/test/049/08_049.png  \n",
            " extracting: sign_data/sign_data/test/049/09_049.png  \n",
            " extracting: sign_data/sign_data/test/049/10_049.png  \n",
            " extracting: sign_data/sign_data/test/049/11_049.png  \n",
            " extracting: sign_data/sign_data/test/049/12_049.png  \n",
            "   creating: sign_data/sign_data/test/049_forg/\n",
            " extracting: sign_data/sign_data/test/049_forg/01_0114049.PNG  \n",
            " extracting: sign_data/sign_data/test/049_forg/01_0206049.PNG  \n",
            " extracting: sign_data/sign_data/test/049_forg/01_0210049.PNG  \n",
            " extracting: sign_data/sign_data/test/049_forg/02_0114049.PNG  \n",
            " extracting: sign_data/sign_data/test/049_forg/02_0206049.PNG  \n",
            " extracting: sign_data/sign_data/test/049_forg/02_0210049.PNG  \n",
            " extracting: sign_data/sign_data/test/049_forg/03_0114049.PNG  \n",
            " extracting: sign_data/sign_data/test/049_forg/03_0206049.PNG  \n",
            " extracting: sign_data/sign_data/test/049_forg/03_0210049.PNG  \n",
            " extracting: sign_data/sign_data/test/049_forg/04_0114049.PNG  \n",
            " extracting: sign_data/sign_data/test/049_forg/04_0206049.PNG  \n",
            " extracting: sign_data/sign_data/test/049_forg/04_0210049.PNG  \n",
            "   creating: sign_data/sign_data/test/050/\n",
            " extracting: sign_data/sign_data/test/050/01_050.png  \n",
            " extracting: sign_data/sign_data/test/050/02_050.png  \n",
            " extracting: sign_data/sign_data/test/050/03_050.png  \n",
            " extracting: sign_data/sign_data/test/050/04_050.png  \n",
            " extracting: sign_data/sign_data/test/050/05_050.png  \n",
            " extracting: sign_data/sign_data/test/050/06_050.png  \n",
            " extracting: sign_data/sign_data/test/050/07_050.png  \n",
            " extracting: sign_data/sign_data/test/050/08_050.png  \n",
            " extracting: sign_data/sign_data/test/050/09_050.png  \n",
            " extracting: sign_data/sign_data/test/050/10_050.png  \n",
            " extracting: sign_data/sign_data/test/050/11_050.png  \n",
            " extracting: sign_data/sign_data/test/050/12_050.png  \n",
            "   creating: sign_data/sign_data/test/050_forg/\n",
            " extracting: sign_data/sign_data/test/050_forg/01_0125050.PNG  \n",
            " extracting: sign_data/sign_data/test/050_forg/01_0126050.PNG  \n",
            " extracting: sign_data/sign_data/test/050_forg/01_0204050.PNG  \n",
            " extracting: sign_data/sign_data/test/050_forg/02_0125050.PNG  \n",
            " extracting: sign_data/sign_data/test/050_forg/02_0126050.PNG  \n",
            " extracting: sign_data/sign_data/test/050_forg/02_0204050.PNG  \n",
            " extracting: sign_data/sign_data/test/050_forg/03_0125050.PNG  \n",
            " extracting: sign_data/sign_data/test/050_forg/03_0126050.PNG  \n",
            " extracting: sign_data/sign_data/test/050_forg/03_0204050.PNG  \n",
            " extracting: sign_data/sign_data/test/050_forg/04_0125050.PNG  \n",
            " extracting: sign_data/sign_data/test/050_forg/04_0126050.PNG  \n",
            " extracting: sign_data/sign_data/test/050_forg/04_0204050.PNG  \n",
            "   creating: sign_data/sign_data/test/051/\n",
            " extracting: sign_data/sign_data/test/051/01_051.png  \n",
            " extracting: sign_data/sign_data/test/051/02_051.png  \n",
            " extracting: sign_data/sign_data/test/051/03_051.png  \n",
            " extracting: sign_data/sign_data/test/051/04_051.png  \n",
            " extracting: sign_data/sign_data/test/051/05_051.png  \n",
            " extracting: sign_data/sign_data/test/051/06_051.png  \n",
            " extracting: sign_data/sign_data/test/051/07_051.png  \n",
            " extracting: sign_data/sign_data/test/051/08_051.png  \n",
            " extracting: sign_data/sign_data/test/051/09_051.png  \n",
            " extracting: sign_data/sign_data/test/051/10_051.png  \n",
            " extracting: sign_data/sign_data/test/051/11_051.png  \n",
            " extracting: sign_data/sign_data/test/051/12_051.png  \n",
            "   creating: sign_data/sign_data/test/051_forg/\n",
            " extracting: sign_data/sign_data/test/051_forg/01_0104051.PNG  \n",
            " extracting: sign_data/sign_data/test/051_forg/01_0120051.PNG  \n",
            " extracting: sign_data/sign_data/test/051_forg/02_0104051.PNG  \n",
            " extracting: sign_data/sign_data/test/051_forg/02_0120051.PNG  \n",
            " extracting: sign_data/sign_data/test/051_forg/03_0104051.PNG  \n",
            " extracting: sign_data/sign_data/test/051_forg/03_0120051.PNG  \n",
            " extracting: sign_data/sign_data/test/051_forg/04_0104051.PNG  \n",
            " extracting: sign_data/sign_data/test/051_forg/04_0120051.PNG  \n",
            "   creating: sign_data/sign_data/test/052/\n",
            " extracting: sign_data/sign_data/test/052/01_052.png  \n",
            " extracting: sign_data/sign_data/test/052/02_052.png  \n",
            " extracting: sign_data/sign_data/test/052/03_052.png  \n",
            " extracting: sign_data/sign_data/test/052/04_052.png  \n",
            " extracting: sign_data/sign_data/test/052/05_052.png  \n",
            " extracting: sign_data/sign_data/test/052/06_052.png  \n",
            " extracting: sign_data/sign_data/test/052/07_052.png  \n",
            " extracting: sign_data/sign_data/test/052/08_052.png  \n",
            " extracting: sign_data/sign_data/test/052/09_052.png  \n",
            " extracting: sign_data/sign_data/test/052/10_052.png  \n",
            " extracting: sign_data/sign_data/test/052/11_052.png  \n",
            " extracting: sign_data/sign_data/test/052/12_052.png  \n",
            "   creating: sign_data/sign_data/test/052_forg/\n",
            " extracting: sign_data/sign_data/test/052_forg/01_0106052.PNG  \n",
            " extracting: sign_data/sign_data/test/052_forg/01_0109052.PNG  \n",
            " extracting: sign_data/sign_data/test/052_forg/01_0207052.PNG  \n",
            " extracting: sign_data/sign_data/test/052_forg/01_0210052.PNG  \n",
            " extracting: sign_data/sign_data/test/052_forg/02_0106052.PNG  \n",
            " extracting: sign_data/sign_data/test/052_forg/02_0109052.PNG  \n",
            " extracting: sign_data/sign_data/test/052_forg/02_0207052.PNG  \n",
            " extracting: sign_data/sign_data/test/052_forg/02_0210052.PNG  \n",
            " extracting: sign_data/sign_data/test/052_forg/03_0106052.PNG  \n",
            " extracting: sign_data/sign_data/test/052_forg/03_0109052.PNG  \n",
            " extracting: sign_data/sign_data/test/052_forg/03_0207052.PNG  \n",
            " extracting: sign_data/sign_data/test/052_forg/03_0210052.PNG  \n",
            " extracting: sign_data/sign_data/test/052_forg/04_0106052.PNG  \n",
            " extracting: sign_data/sign_data/test/052_forg/04_0109052.PNG  \n",
            " extracting: sign_data/sign_data/test/052_forg/04_0207052.PNG  \n",
            " extracting: sign_data/sign_data/test/052_forg/04_0210052.PNG  \n",
            "   creating: sign_data/sign_data/test/053/\n",
            " extracting: sign_data/sign_data/test/053/01_053.png  \n",
            " extracting: sign_data/sign_data/test/053/02_053.png  \n",
            " extracting: sign_data/sign_data/test/053/03_053.png  \n",
            " extracting: sign_data/sign_data/test/053/04_053.png  \n",
            " extracting: sign_data/sign_data/test/053/05_053.png  \n",
            " extracting: sign_data/sign_data/test/053/06_053.png  \n",
            " extracting: sign_data/sign_data/test/053/07_053.png  \n",
            " extracting: sign_data/sign_data/test/053/08_053.png  \n",
            " extracting: sign_data/sign_data/test/053/09_053.png  \n",
            " extracting: sign_data/sign_data/test/053/10_053.png  \n",
            " extracting: sign_data/sign_data/test/053/11_053.png  \n",
            " extracting: sign_data/sign_data/test/053/12_053.png  \n",
            "   creating: sign_data/sign_data/test/053_forg/\n",
            " extracting: sign_data/sign_data/test/053_forg/01_0107053.PNG  \n",
            " extracting: sign_data/sign_data/test/053_forg/01_0115053.PNG  \n",
            " extracting: sign_data/sign_data/test/053_forg/01_0202053.PNG  \n",
            " extracting: sign_data/sign_data/test/053_forg/01_0207053.PNG  \n",
            " extracting: sign_data/sign_data/test/053_forg/02_0107053.PNG  \n",
            " extracting: sign_data/sign_data/test/053_forg/02_0115053.PNG  \n",
            " extracting: sign_data/sign_data/test/053_forg/02_0202053.PNG  \n",
            " extracting: sign_data/sign_data/test/053_forg/02_0207053.PNG  \n",
            " extracting: sign_data/sign_data/test/053_forg/03_0107053.PNG  \n",
            " extracting: sign_data/sign_data/test/053_forg/03_0115053.PNG  \n",
            " extracting: sign_data/sign_data/test/053_forg/03_0202053.PNG  \n",
            " extracting: sign_data/sign_data/test/053_forg/03_0207053.PNG  \n",
            " extracting: sign_data/sign_data/test/053_forg/04_0107053.PNG  \n",
            " extracting: sign_data/sign_data/test/053_forg/04_0115053.PNG  \n",
            " extracting: sign_data/sign_data/test/053_forg/04_0202053.PNG  \n",
            " extracting: sign_data/sign_data/test/053_forg/04_0207053.PNG  \n",
            "   creating: sign_data/sign_data/test/054/\n",
            " extracting: sign_data/sign_data/test/054/01_054.png  \n",
            " extracting: sign_data/sign_data/test/054/02_054.png  \n",
            " extracting: sign_data/sign_data/test/054/03_054.png  \n",
            " extracting: sign_data/sign_data/test/054/04_054.png  \n",
            " extracting: sign_data/sign_data/test/054/05_054.png  \n",
            " extracting: sign_data/sign_data/test/054/06_054.png  \n",
            " extracting: sign_data/sign_data/test/054/07_054.png  \n",
            " extracting: sign_data/sign_data/test/054/08_054.png  \n",
            " extracting: sign_data/sign_data/test/054/09_054.png  \n",
            " extracting: sign_data/sign_data/test/054/10_054.png  \n",
            " extracting: sign_data/sign_data/test/054/11_054.png  \n",
            " extracting: sign_data/sign_data/test/054/12_054.png  \n",
            "   creating: sign_data/sign_data/test/054_forg/\n",
            " extracting: sign_data/sign_data/test/054_forg/01_0102054.PNG  \n",
            " extracting: sign_data/sign_data/test/054_forg/01_0124054.PNG  \n",
            " extracting: sign_data/sign_data/test/054_forg/01_0207054.PNG  \n",
            " extracting: sign_data/sign_data/test/054_forg/01_0208054.PNG  \n",
            " extracting: sign_data/sign_data/test/054_forg/01_0214054.PNG  \n",
            " extracting: sign_data/sign_data/test/054_forg/02_0102054.PNG  \n",
            " extracting: sign_data/sign_data/test/054_forg/02_0124054.PNG  \n",
            " extracting: sign_data/sign_data/test/054_forg/02_0207054.PNG  \n",
            " extracting: sign_data/sign_data/test/054_forg/02_0208054.PNG  \n",
            " extracting: sign_data/sign_data/test/054_forg/02_0214054.PNG  \n",
            " extracting: sign_data/sign_data/test/054_forg/03_0102054.PNG  \n",
            " extracting: sign_data/sign_data/test/054_forg/03_0124054.PNG  \n",
            " extracting: sign_data/sign_data/test/054_forg/03_0207054.PNG  \n",
            " extracting: sign_data/sign_data/test/054_forg/03_0208054.PNG  \n",
            " extracting: sign_data/sign_data/test/054_forg/03_0214054.PNG  \n",
            " extracting: sign_data/sign_data/test/054_forg/04_0102054.PNG  \n",
            " extracting: sign_data/sign_data/test/054_forg/04_0124054.PNG  \n",
            " extracting: sign_data/sign_data/test/054_forg/04_0207054.PNG  \n",
            " extracting: sign_data/sign_data/test/054_forg/04_0208054.PNG  \n",
            " extracting: sign_data/sign_data/test/054_forg/04_0214054.PNG  \n",
            "   creating: sign_data/sign_data/test/055/\n",
            " extracting: sign_data/sign_data/test/055/01_055.png  \n",
            " extracting: sign_data/sign_data/test/055/02_055.png  \n",
            " extracting: sign_data/sign_data/test/055/03_055.png  \n",
            " extracting: sign_data/sign_data/test/055/04_055.png  \n",
            " extracting: sign_data/sign_data/test/055/05_055.png  \n",
            " extracting: sign_data/sign_data/test/055/06_055.png  \n",
            " extracting: sign_data/sign_data/test/055/07_055.png  \n",
            " extracting: sign_data/sign_data/test/055/08_055.png  \n",
            " extracting: sign_data/sign_data/test/055/09_055.png  \n",
            " extracting: sign_data/sign_data/test/055/10_055.png  \n",
            " extracting: sign_data/sign_data/test/055/11_055.png  \n",
            " extracting: sign_data/sign_data/test/055/12_055.png  \n",
            "   creating: sign_data/sign_data/test/055_forg/\n",
            " extracting: sign_data/sign_data/test/055_forg/01_0118055.PNG  \n",
            " extracting: sign_data/sign_data/test/055_forg/01_0120055.PNG  \n",
            " extracting: sign_data/sign_data/test/055_forg/01_0202055.PNG  \n",
            " extracting: sign_data/sign_data/test/055_forg/02_0118055.PNG  \n",
            " extracting: sign_data/sign_data/test/055_forg/02_0120055.PNG  \n",
            " extracting: sign_data/sign_data/test/055_forg/02_0202055.PNG  \n",
            " extracting: sign_data/sign_data/test/055_forg/03_0118055.PNG  \n",
            " extracting: sign_data/sign_data/test/055_forg/03_0120055.PNG  \n",
            " extracting: sign_data/sign_data/test/055_forg/03_0202055.PNG  \n",
            " extracting: sign_data/sign_data/test/055_forg/04_0118055.PNG  \n",
            " extracting: sign_data/sign_data/test/055_forg/04_0120055.PNG  \n",
            " extracting: sign_data/sign_data/test/055_forg/04_0202055.PNG  \n",
            "   creating: sign_data/sign_data/test/056/\n",
            " extracting: sign_data/sign_data/test/056/01_056.png  \n",
            " extracting: sign_data/sign_data/test/056/02_056.png  \n",
            " extracting: sign_data/sign_data/test/056/03_056.png  \n",
            " extracting: sign_data/sign_data/test/056/04_056.png  \n",
            " extracting: sign_data/sign_data/test/056/05_056.png  \n",
            " extracting: sign_data/sign_data/test/056/06_056.png  \n",
            " extracting: sign_data/sign_data/test/056/07_056.png  \n",
            " extracting: sign_data/sign_data/test/056/08_056.png  \n",
            " extracting: sign_data/sign_data/test/056/09_056.png  \n",
            " extracting: sign_data/sign_data/test/056/10_056.png  \n",
            " extracting: sign_data/sign_data/test/056/11_056.png  \n",
            " extracting: sign_data/sign_data/test/056/12_056.png  \n",
            "   creating: sign_data/sign_data/test/056_forg/\n",
            " extracting: sign_data/sign_data/test/056_forg/01_0105056.PNG  \n",
            " extracting: sign_data/sign_data/test/056_forg/01_0115056.PNG  \n",
            " extracting: sign_data/sign_data/test/056_forg/02_0105056.PNG  \n",
            " extracting: sign_data/sign_data/test/056_forg/02_0115056.PNG  \n",
            " extracting: sign_data/sign_data/test/056_forg/03_0105056.PNG  \n",
            " extracting: sign_data/sign_data/test/056_forg/03_0115056.PNG  \n",
            " extracting: sign_data/sign_data/test/056_forg/04_0105056.PNG  \n",
            " extracting: sign_data/sign_data/test/056_forg/04_0115056.PNG  \n",
            "   creating: sign_data/sign_data/test/057/\n",
            " extracting: sign_data/sign_data/test/057/01_057.png  \n",
            " extracting: sign_data/sign_data/test/057/02_057.png  \n",
            " extracting: sign_data/sign_data/test/057/03_057.png  \n",
            " extracting: sign_data/sign_data/test/057/04_057.png  \n",
            " extracting: sign_data/sign_data/test/057/05_057.png  \n",
            " extracting: sign_data/sign_data/test/057/06_057.png  \n",
            " extracting: sign_data/sign_data/test/057/07_057.png  \n",
            " extracting: sign_data/sign_data/test/057/08_057.png  \n",
            " extracting: sign_data/sign_data/test/057/09_057.png  \n",
            " extracting: sign_data/sign_data/test/057/10_057.png  \n",
            " extracting: sign_data/sign_data/test/057/11_057.png  \n",
            " extracting: sign_data/sign_data/test/057/12_057.png  \n",
            "   creating: sign_data/sign_data/test/057_forg/\n",
            " extracting: sign_data/sign_data/test/057_forg/01_0117057.PNG  \n",
            " extracting: sign_data/sign_data/test/057_forg/01_0208057.PNG  \n",
            " extracting: sign_data/sign_data/test/057_forg/01_0210057.PNG  \n",
            " extracting: sign_data/sign_data/test/057_forg/02_0117057.PNG  \n",
            " extracting: sign_data/sign_data/test/057_forg/02_0208057.PNG  \n",
            " extracting: sign_data/sign_data/test/057_forg/02_0210057.PNG  \n",
            " extracting: sign_data/sign_data/test/057_forg/03_0117057.PNG  \n",
            " extracting: sign_data/sign_data/test/057_forg/03_0208057.PNG  \n",
            " extracting: sign_data/sign_data/test/057_forg/03_0210057.PNG  \n",
            " extracting: sign_data/sign_data/test/057_forg/04_0117057.PNG  \n",
            " extracting: sign_data/sign_data/test/057_forg/04_0208057.PNG  \n",
            " extracting: sign_data/sign_data/test/057_forg/04_0210057.PNG  \n",
            "   creating: sign_data/sign_data/test/058/\n",
            " extracting: sign_data/sign_data/test/058/01_058.png  \n",
            " extracting: sign_data/sign_data/test/058/02_058.png  \n",
            " extracting: sign_data/sign_data/test/058/03_058.png  \n",
            " extracting: sign_data/sign_data/test/058/04_058.png  \n",
            " extracting: sign_data/sign_data/test/058/05_058.png  \n",
            " extracting: sign_data/sign_data/test/058/06_058.png  \n",
            " extracting: sign_data/sign_data/test/058/07_058.png  \n",
            " extracting: sign_data/sign_data/test/058/08_058.png  \n",
            " extracting: sign_data/sign_data/test/058/09_058.png  \n",
            " extracting: sign_data/sign_data/test/058/10_058.png  \n",
            " extracting: sign_data/sign_data/test/058/11_058.png  \n",
            " extracting: sign_data/sign_data/test/058/12_058.png  \n",
            "   creating: sign_data/sign_data/test/058_forg/\n",
            " extracting: sign_data/sign_data/test/058_forg/01_0109058.PNG  \n",
            " extracting: sign_data/sign_data/test/058_forg/01_0110058.PNG  \n",
            " extracting: sign_data/sign_data/test/058_forg/01_0125058.PNG  \n",
            " extracting: sign_data/sign_data/test/058_forg/01_0127058.PNG  \n",
            " extracting: sign_data/sign_data/test/058_forg/02_0109058.PNG  \n",
            " extracting: sign_data/sign_data/test/058_forg/02_0110058.PNG  \n",
            " extracting: sign_data/sign_data/test/058_forg/02_0125058.PNG  \n",
            " extracting: sign_data/sign_data/test/058_forg/02_0127058.PNG  \n",
            " extracting: sign_data/sign_data/test/058_forg/03_0109058.PNG  \n",
            " extracting: sign_data/sign_data/test/058_forg/03_0110058.PNG  \n",
            " extracting: sign_data/sign_data/test/058_forg/03_0125058.PNG  \n",
            " extracting: sign_data/sign_data/test/058_forg/03_0127058.PNG  \n",
            " extracting: sign_data/sign_data/test/058_forg/04_0109058.PNG  \n",
            " extracting: sign_data/sign_data/test/058_forg/04_0110058.PNG  \n",
            " extracting: sign_data/sign_data/test/058_forg/04_0125058.PNG  \n",
            " extracting: sign_data/sign_data/test/058_forg/04_0127058.PNG  \n",
            "   creating: sign_data/sign_data/test/059/\n",
            " extracting: sign_data/sign_data/test/059/01_059.png  \n",
            " extracting: sign_data/sign_data/test/059/02_059.png  \n",
            " extracting: sign_data/sign_data/test/059/03_059.png  \n",
            " extracting: sign_data/sign_data/test/059/04_059.png  \n",
            " extracting: sign_data/sign_data/test/059/05_059.png  \n",
            " extracting: sign_data/sign_data/test/059/06_059.png  \n",
            " extracting: sign_data/sign_data/test/059/07_059.png  \n",
            " extracting: sign_data/sign_data/test/059/08_059.png  \n",
            " extracting: sign_data/sign_data/test/059/09_059.png  \n",
            " extracting: sign_data/sign_data/test/059/10_059.png  \n",
            " extracting: sign_data/sign_data/test/059/11_059.png  \n",
            " extracting: sign_data/sign_data/test/059/12_059.png  \n",
            "   creating: sign_data/sign_data/test/059_forg/\n",
            " extracting: sign_data/sign_data/test/059_forg/01_0104059.PNG  \n",
            " extracting: sign_data/sign_data/test/059_forg/01_0125059.PNG  \n",
            " extracting: sign_data/sign_data/test/059_forg/02_0104059.PNG  \n",
            " extracting: sign_data/sign_data/test/059_forg/02_0125059.PNG  \n",
            " extracting: sign_data/sign_data/test/059_forg/03_0104059.PNG  \n",
            " extracting: sign_data/sign_data/test/059_forg/03_0125059.PNG  \n",
            " extracting: sign_data/sign_data/test/059_forg/04_0104059.PNG  \n",
            " extracting: sign_data/sign_data/test/059_forg/04_0125059.PNG  \n",
            "   creating: sign_data/sign_data/test/060/\n",
            " extracting: sign_data/sign_data/test/060/01_060.png  \n",
            " extracting: sign_data/sign_data/test/060/02_060.png  \n",
            " extracting: sign_data/sign_data/test/060/03_060.png  \n",
            " extracting: sign_data/sign_data/test/060/04_060.png  \n",
            " extracting: sign_data/sign_data/test/060/05_060.png  \n",
            " extracting: sign_data/sign_data/test/060/06_060.png  \n",
            " extracting: sign_data/sign_data/test/060/07_060.png  \n",
            " extracting: sign_data/sign_data/test/060/08_060.png  \n",
            " extracting: sign_data/sign_data/test/060/09_060.png  \n",
            " extracting: sign_data/sign_data/test/060/10_060.png  \n",
            " extracting: sign_data/sign_data/test/060/11_060.png  \n",
            " extracting: sign_data/sign_data/test/060/12_060.png  \n",
            "   creating: sign_data/sign_data/test/060_forg/\n",
            " extracting: sign_data/sign_data/test/060_forg/01_0111060.PNG  \n",
            " extracting: sign_data/sign_data/test/060_forg/01_0121060.PNG  \n",
            " extracting: sign_data/sign_data/test/060_forg/01_0126060.PNG  \n",
            " extracting: sign_data/sign_data/test/060_forg/02_0111060.PNG  \n",
            " extracting: sign_data/sign_data/test/060_forg/02_0121060.PNG  \n",
            " extracting: sign_data/sign_data/test/060_forg/02_0126060.PNG  \n",
            " extracting: sign_data/sign_data/test/060_forg/03_0111060.PNG  \n",
            " extracting: sign_data/sign_data/test/060_forg/03_0121060.PNG  \n",
            " extracting: sign_data/sign_data/test/060_forg/03_0126060.PNG  \n",
            " extracting: sign_data/sign_data/test/060_forg/04_0111060.PNG  \n",
            " extracting: sign_data/sign_data/test/060_forg/04_0121060.PNG  \n",
            " extracting: sign_data/sign_data/test/060_forg/04_0126060.PNG  \n",
            "   creating: sign_data/sign_data/test/061/\n",
            " extracting: sign_data/sign_data/test/061/01_061.png  \n",
            " extracting: sign_data/sign_data/test/061/02_061.png  \n",
            " extracting: sign_data/sign_data/test/061/03_061.png  \n",
            " extracting: sign_data/sign_data/test/061/04_061.png  \n",
            " extracting: sign_data/sign_data/test/061/05_061.png  \n",
            " extracting: sign_data/sign_data/test/061/06_061.png  \n",
            " extracting: sign_data/sign_data/test/061/07_061.png  \n",
            " extracting: sign_data/sign_data/test/061/08_061.png  \n",
            " extracting: sign_data/sign_data/test/061/09_061.png  \n",
            " extracting: sign_data/sign_data/test/061/10_061.png  \n",
            " extracting: sign_data/sign_data/test/061/11_061.png  \n",
            " extracting: sign_data/sign_data/test/061/12_061.png  \n",
            "   creating: sign_data/sign_data/test/061_forg/\n",
            " extracting: sign_data/sign_data/test/061_forg/01_0102061.PNG  \n",
            " extracting: sign_data/sign_data/test/061_forg/01_0112061.PNG  \n",
            " extracting: sign_data/sign_data/test/061_forg/01_0206061.PNG  \n",
            " extracting: sign_data/sign_data/test/061_forg/02_0102061.PNG  \n",
            " extracting: sign_data/sign_data/test/061_forg/02_0112061.PNG  \n",
            " extracting: sign_data/sign_data/test/061_forg/02_0206061.PNG  \n",
            " extracting: sign_data/sign_data/test/061_forg/03_0102061.PNG  \n",
            " extracting: sign_data/sign_data/test/061_forg/03_0112061.PNG  \n",
            " extracting: sign_data/sign_data/test/061_forg/03_0206061.PNG  \n",
            " extracting: sign_data/sign_data/test/061_forg/04_0102061.PNG  \n",
            " extracting: sign_data/sign_data/test/061_forg/04_0112061.PNG  \n",
            " extracting: sign_data/sign_data/test/061_forg/04_0206061.PNG  \n",
            "   creating: sign_data/sign_data/test/062/\n",
            " extracting: sign_data/sign_data/test/062/01_062.png  \n",
            " extracting: sign_data/sign_data/test/062/02_062.png  \n",
            " extracting: sign_data/sign_data/test/062/03_062.png  \n",
            " extracting: sign_data/sign_data/test/062/04_062.png  \n",
            " extracting: sign_data/sign_data/test/062/05_062.png  \n",
            "  inflating: sign_data/sign_data/test/062/06_062.png  \n",
            " extracting: sign_data/sign_data/test/062/07_062.png  \n",
            " extracting: sign_data/sign_data/test/062/08_062.png  \n",
            " extracting: sign_data/sign_data/test/062/09_062.png  \n",
            " extracting: sign_data/sign_data/test/062/10_062.png  \n",
            " extracting: sign_data/sign_data/test/062/11_062.png  \n",
            " extracting: sign_data/sign_data/test/062/12_062.png  \n",
            "   creating: sign_data/sign_data/test/062_forg/\n",
            " extracting: sign_data/sign_data/test/062_forg/01_0109062.PNG  \n",
            " extracting: sign_data/sign_data/test/062_forg/01_0116062.PNG  \n",
            " extracting: sign_data/sign_data/test/062_forg/01_0201062.PNG  \n",
            " extracting: sign_data/sign_data/test/062_forg/02_0109062.PNG  \n",
            " extracting: sign_data/sign_data/test/062_forg/02_0116062.PNG  \n",
            " extracting: sign_data/sign_data/test/062_forg/02_0201062.PNG  \n",
            " extracting: sign_data/sign_data/test/062_forg/03_0109062.PNG  \n",
            " extracting: sign_data/sign_data/test/062_forg/03_0116062.PNG  \n",
            " extracting: sign_data/sign_data/test/062_forg/03_0201062.PNG  \n",
            " extracting: sign_data/sign_data/test/062_forg/04_0109062.PNG  \n",
            " extracting: sign_data/sign_data/test/062_forg/04_0116062.PNG  \n",
            " extracting: sign_data/sign_data/test/062_forg/04_0201062.PNG  \n",
            "   creating: sign_data/sign_data/test/063/\n",
            " extracting: sign_data/sign_data/test/063/01_063.png  \n",
            " extracting: sign_data/sign_data/test/063/02_063.png  \n",
            " extracting: sign_data/sign_data/test/063/03_063.png  \n",
            " extracting: sign_data/sign_data/test/063/04_063.png  \n",
            " extracting: sign_data/sign_data/test/063/05_063.png  \n",
            " extracting: sign_data/sign_data/test/063/06_063.png  \n",
            " extracting: sign_data/sign_data/test/063/07_063.png  \n",
            " extracting: sign_data/sign_data/test/063/08_063.png  \n",
            " extracting: sign_data/sign_data/test/063/09_063.png  \n",
            " extracting: sign_data/sign_data/test/063/10_063.png  \n",
            " extracting: sign_data/sign_data/test/063/11_063.png  \n",
            " extracting: sign_data/sign_data/test/063/12_063.png  \n",
            "   creating: sign_data/sign_data/test/063_forg/\n",
            " extracting: sign_data/sign_data/test/063_forg/01_0104063.PNG  \n",
            " extracting: sign_data/sign_data/test/063_forg/01_0108063.PNG  \n",
            " extracting: sign_data/sign_data/test/063_forg/01_0119063.PNG  \n",
            " extracting: sign_data/sign_data/test/063_forg/02_0104063.PNG  \n",
            " extracting: sign_data/sign_data/test/063_forg/02_0108063.PNG  \n",
            " extracting: sign_data/sign_data/test/063_forg/02_0119063.PNG  \n",
            " extracting: sign_data/sign_data/test/063_forg/03_0104063.PNG  \n",
            " extracting: sign_data/sign_data/test/063_forg/03_0108063.PNG  \n",
            " extracting: sign_data/sign_data/test/063_forg/03_0119063.PNG  \n",
            " extracting: sign_data/sign_data/test/063_forg/04_0104063.PNG  \n",
            " extracting: sign_data/sign_data/test/063_forg/04_0108063.PNG  \n",
            " extracting: sign_data/sign_data/test/063_forg/04_0119063.PNG  \n",
            "   creating: sign_data/sign_data/test/064/\n",
            " extracting: sign_data/sign_data/test/064/01_064.png  \n",
            " extracting: sign_data/sign_data/test/064/02_064.png  \n",
            " extracting: sign_data/sign_data/test/064/03_064.png  \n",
            " extracting: sign_data/sign_data/test/064/04_064.png  \n",
            " extracting: sign_data/sign_data/test/064/05_064.png  \n",
            " extracting: sign_data/sign_data/test/064/06_064.png  \n",
            " extracting: sign_data/sign_data/test/064/07_064.png  \n",
            " extracting: sign_data/sign_data/test/064/08_064.png  \n",
            " extracting: sign_data/sign_data/test/064/09_064.png  \n",
            " extracting: sign_data/sign_data/test/064/10_064.png  \n",
            " extracting: sign_data/sign_data/test/064/11_064.png  \n",
            " extracting: sign_data/sign_data/test/064/12_064.png  \n",
            "   creating: sign_data/sign_data/test/064_forg/\n",
            " extracting: sign_data/sign_data/test/064_forg/01_0105064.PNG  \n",
            " extracting: sign_data/sign_data/test/064_forg/01_0203064.PNG  \n",
            " extracting: sign_data/sign_data/test/064_forg/02_0105064.PNG  \n",
            " extracting: sign_data/sign_data/test/064_forg/02_0203064.PNG  \n",
            " extracting: sign_data/sign_data/test/064_forg/03_0105064.PNG  \n",
            " extracting: sign_data/sign_data/test/064_forg/03_0203064.PNG  \n",
            " extracting: sign_data/sign_data/test/064_forg/04_0105064.PNG  \n",
            " extracting: sign_data/sign_data/test/064_forg/04_0203064.PNG  \n",
            "   creating: sign_data/sign_data/test/065/\n",
            " extracting: sign_data/sign_data/test/065/01_065.png  \n",
            " extracting: sign_data/sign_data/test/065/02_065.png  \n",
            " extracting: sign_data/sign_data/test/065/03_065.png  \n",
            " extracting: sign_data/sign_data/test/065/04_065.png  \n",
            " extracting: sign_data/sign_data/test/065/05_065.png  \n",
            " extracting: sign_data/sign_data/test/065/06_065.png  \n",
            " extracting: sign_data/sign_data/test/065/07_065.png  \n",
            " extracting: sign_data/sign_data/test/065/08_065.png  \n",
            " extracting: sign_data/sign_data/test/065/09_065.png  \n",
            " extracting: sign_data/sign_data/test/065/10_065.png  \n",
            " extracting: sign_data/sign_data/test/065/11_065.png  \n",
            " extracting: sign_data/sign_data/test/065/12_065.png  \n",
            "   creating: sign_data/sign_data/test/065_forg/\n",
            " extracting: sign_data/sign_data/test/065_forg/01_0118065.PNG  \n",
            " extracting: sign_data/sign_data/test/065_forg/01_0206065.PNG  \n",
            " extracting: sign_data/sign_data/test/065_forg/02_0118065.PNG  \n",
            " extracting: sign_data/sign_data/test/065_forg/02_0206065.PNG  \n",
            " extracting: sign_data/sign_data/test/065_forg/03_0118065.PNG  \n",
            " extracting: sign_data/sign_data/test/065_forg/03_0206065.PNG  \n",
            " extracting: sign_data/sign_data/test/065_forg/04_0118065.PNG  \n",
            " extracting: sign_data/sign_data/test/065_forg/04_0206065.PNG  \n",
            "   creating: sign_data/sign_data/test/066/\n",
            " extracting: sign_data/sign_data/test/066/01_066.png  \n",
            " extracting: sign_data/sign_data/test/066/02_066.png  \n",
            " extracting: sign_data/sign_data/test/066/03_066.png  \n",
            " extracting: sign_data/sign_data/test/066/04_066.png  \n",
            " extracting: sign_data/sign_data/test/066/05_066.png  \n",
            " extracting: sign_data/sign_data/test/066/06_066.png  \n",
            " extracting: sign_data/sign_data/test/066/07_066.png  \n",
            " extracting: sign_data/sign_data/test/066/08_066.png  \n",
            " extracting: sign_data/sign_data/test/066/09_066.png  \n",
            " extracting: sign_data/sign_data/test/066/10_066.png  \n",
            " extracting: sign_data/sign_data/test/066/11_066.png  \n",
            " extracting: sign_data/sign_data/test/066/12_066.png  \n",
            "   creating: sign_data/sign_data/test/066_forg/\n",
            " extracting: sign_data/sign_data/test/066_forg/01_0101066.PNG  \n",
            " extracting: sign_data/sign_data/test/066_forg/01_0127066.PNG  \n",
            " extracting: sign_data/sign_data/test/066_forg/01_0211066.PNG  \n",
            " extracting: sign_data/sign_data/test/066_forg/01_0212066.PNG  \n",
            " extracting: sign_data/sign_data/test/066_forg/02_0101066.PNG  \n",
            " extracting: sign_data/sign_data/test/066_forg/02_0127066.PNG  \n",
            " extracting: sign_data/sign_data/test/066_forg/02_0211066.PNG  \n",
            " extracting: sign_data/sign_data/test/066_forg/02_0212066.PNG  \n",
            " extracting: sign_data/sign_data/test/066_forg/03_0101066.PNG  \n",
            " extracting: sign_data/sign_data/test/066_forg/03_0127066.PNG  \n",
            " extracting: sign_data/sign_data/test/066_forg/03_0211066.PNG  \n",
            " extracting: sign_data/sign_data/test/066_forg/03_0212066.PNG  \n",
            " extracting: sign_data/sign_data/test/066_forg/04_0101066.PNG  \n",
            " extracting: sign_data/sign_data/test/066_forg/04_0127066.PNG  \n",
            " extracting: sign_data/sign_data/test/066_forg/04_0211066.PNG  \n",
            " extracting: sign_data/sign_data/test/066_forg/04_0212066.PNG  \n",
            "   creating: sign_data/sign_data/test/067/\n",
            " extracting: sign_data/sign_data/test/067/01_067.png  \n",
            " extracting: sign_data/sign_data/test/067/02_067.png  \n",
            " extracting: sign_data/sign_data/test/067/03_067.png  \n",
            " extracting: sign_data/sign_data/test/067/04_067.png  \n",
            " extracting: sign_data/sign_data/test/067/05_067.png  \n",
            " extracting: sign_data/sign_data/test/067/06_067.png  \n",
            " extracting: sign_data/sign_data/test/067/07_067.png  \n",
            " extracting: sign_data/sign_data/test/067/08_067.png  \n",
            " extracting: sign_data/sign_data/test/067/09_067.png  \n",
            " extracting: sign_data/sign_data/test/067/10_067.png  \n",
            " extracting: sign_data/sign_data/test/067/11_067.png  \n",
            " extracting: sign_data/sign_data/test/067/12_067.png  \n",
            "   creating: sign_data/sign_data/test/067_forg/\n",
            " extracting: sign_data/sign_data/test/067_forg/01_0205067.PNG  \n",
            " extracting: sign_data/sign_data/test/067_forg/01_0212067.PNG  \n",
            " extracting: sign_data/sign_data/test/067_forg/02_0205067.PNG  \n",
            " extracting: sign_data/sign_data/test/067_forg/02_0212067.PNG  \n",
            " extracting: sign_data/sign_data/test/067_forg/03_0205067.PNG  \n",
            " extracting: sign_data/sign_data/test/067_forg/03_0212067.PNG  \n",
            " extracting: sign_data/sign_data/test/067_forg/04_0205067.PNG  \n",
            " extracting: sign_data/sign_data/test/067_forg/04_0212067.PNG  \n",
            "   creating: sign_data/sign_data/test/068/\n",
            " extracting: sign_data/sign_data/test/068/01_068.png  \n",
            " extracting: sign_data/sign_data/test/068/02_068.png  \n",
            " extracting: sign_data/sign_data/test/068/03_068.png  \n",
            " extracting: sign_data/sign_data/test/068/04_068.png  \n",
            " extracting: sign_data/sign_data/test/068/05_068.png  \n",
            " extracting: sign_data/sign_data/test/068/06_068.png  \n",
            " extracting: sign_data/sign_data/test/068/07_068.png  \n",
            " extracting: sign_data/sign_data/test/068/08_068.png  \n",
            " extracting: sign_data/sign_data/test/068/09_068.png  \n",
            " extracting: sign_data/sign_data/test/068/10_068.png  \n",
            " extracting: sign_data/sign_data/test/068/11_068.png  \n",
            " extracting: sign_data/sign_data/test/068/12_068.png  \n",
            "   creating: sign_data/sign_data/test/068_forg/\n",
            " extracting: sign_data/sign_data/test/068_forg/01_0113068.PNG  \n",
            " extracting: sign_data/sign_data/test/068_forg/01_0124068.PNG  \n",
            " extracting: sign_data/sign_data/test/068_forg/02_0113068.PNG  \n",
            " extracting: sign_data/sign_data/test/068_forg/02_0124068.PNG  \n",
            " extracting: sign_data/sign_data/test/068_forg/03_0113068.PNG  \n",
            " extracting: sign_data/sign_data/test/068_forg/03_0124068.PNG  \n",
            " extracting: sign_data/sign_data/test/068_forg/04_0113068.PNG  \n",
            " extracting: sign_data/sign_data/test/068_forg/04_0124068.PNG  \n",
            "   creating: sign_data/sign_data/test/069/\n",
            " extracting: sign_data/sign_data/test/069/01_069.png  \n",
            " extracting: sign_data/sign_data/test/069/02_069.png  \n",
            " extracting: sign_data/sign_data/test/069/03_069.png  \n",
            " extracting: sign_data/sign_data/test/069/04_069.png  \n",
            " extracting: sign_data/sign_data/test/069/05_069.png  \n",
            " extracting: sign_data/sign_data/test/069/06_069.png  \n",
            " extracting: sign_data/sign_data/test/069/07_069.png  \n",
            " extracting: sign_data/sign_data/test/069/08_069.png  \n",
            " extracting: sign_data/sign_data/test/069/09_069.png  \n",
            " extracting: sign_data/sign_data/test/069/10_069.png  \n",
            " extracting: sign_data/sign_data/test/069/11_069.png  \n",
            " extracting: sign_data/sign_data/test/069/12_069.png  \n",
            "   creating: sign_data/sign_data/test/069_forg/\n",
            " extracting: sign_data/sign_data/test/069_forg/01_0106069.PNG  \n",
            " extracting: sign_data/sign_data/test/069_forg/01_0108069.PNG  \n",
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            " extracting: sign_data/sign_data/test/069_forg/04_0111069.PNG  \n",
            "  inflating: sign_data/sign_data/test_data.csv  \n",
            "   creating: sign_data/sign_data/train/\n",
            "   creating: sign_data/sign_data/train/001/\n",
            " extracting: sign_data/sign_data/train/001/001_01.PNG  \n",
            " extracting: sign_data/sign_data/train/001/001_02.PNG  \n",
            " extracting: sign_data/sign_data/train/001/001_03.PNG  \n",
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            " extracting: sign_data/sign_data/train/001/001_24.PNG  \n",
            "   creating: sign_data/sign_data/train/001_forg/\n",
            " extracting: sign_data/sign_data/train/001_forg/0119001_01.png  \n",
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            " extracting: sign_data/sign_data/train/001_forg/0201001_04.png  \n",
            "   creating: sign_data/sign_data/train/002/\n",
            " extracting: sign_data/sign_data/train/002/002_01.PNG  \n",
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            " extracting: sign_data/sign_data/train/002/002_24.PNG  \n",
            "   creating: sign_data/sign_data/train/002_forg/\n",
            " extracting: sign_data/sign_data/train/002_forg/0108002_01.png  \n",
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            " extracting: sign_data/sign_data/train/002_forg/0118002_04.png  \n",
            "   creating: sign_data/sign_data/train/003/\n",
            " extracting: sign_data/sign_data/train/003/003_01.PNG  \n",
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            " extracting: sign_data/sign_data/train/003/003_14.PNG  \n",
            " extracting: sign_data/sign_data/train/003/003_15.PNG  \n",
            " extracting: sign_data/sign_data/train/003/003_16.PNG  \n",
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            " extracting: sign_data/sign_data/train/003/003_18.PNG  \n",
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            " extracting: sign_data/sign_data/train/003/003_24.PNG  \n",
            "   creating: sign_data/sign_data/train/003_forg/\n",
            " extracting: sign_data/sign_data/train/003_forg/0121003_01.png  \n",
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            " extracting: sign_data/sign_data/train/003_forg/0206003_04.png  \n",
            "   creating: sign_data/sign_data/train/004/\n",
            " extracting: sign_data/sign_data/train/004/004_01.PNG  \n",
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            " extracting: sign_data/sign_data/train/004/004_11.PNG  \n",
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            " extracting: sign_data/sign_data/train/004/004_15.PNG  \n",
            " extracting: sign_data/sign_data/train/004/004_16.PNG  \n",
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            " extracting: sign_data/sign_data/train/004/004_18.PNG  \n",
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            " extracting: sign_data/sign_data/train/004/004_22.PNG  \n",
            " extracting: sign_data/sign_data/train/004/004_23.PNG  \n",
            " extracting: sign_data/sign_data/train/004/004_24.PNG  \n",
            "   creating: sign_data/sign_data/train/004_forg/\n",
            " extracting: sign_data/sign_data/train/004_forg/0103004_02.png  \n",
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            " extracting: sign_data/sign_data/train/004_forg/0124004_04.png  \n",
            "   creating: sign_data/sign_data/train/006/\n",
            " extracting: sign_data/sign_data/train/006/006_01.PNG  \n",
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            " extracting: sign_data/sign_data/train/006/006_09.PNG  \n",
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            " extracting: sign_data/sign_data/train/006/006_11.PNG  \n",
            " extracting: sign_data/sign_data/train/006/006_12.PNG  \n",
            " extracting: sign_data/sign_data/train/006/006_13.PNG  \n",
            " extracting: sign_data/sign_data/train/006/006_14.PNG  \n",
            " extracting: sign_data/sign_data/train/006/006_15.PNG  \n",
            " extracting: sign_data/sign_data/train/006/006_16.PNG  \n",
            " extracting: sign_data/sign_data/train/006/006_17.PNG  \n",
            " extracting: sign_data/sign_data/train/006/006_18.PNG  \n",
            " extracting: sign_data/sign_data/train/006/006_19.PNG  \n",
            " extracting: sign_data/sign_data/train/006/006_20.PNG  \n",
            " extracting: sign_data/sign_data/train/006/006_21.PNG  \n",
            " extracting: sign_data/sign_data/train/006/006_22.PNG  \n",
            " extracting: sign_data/sign_data/train/006/006_23.PNG  \n",
            " extracting: sign_data/sign_data/train/006/006_24.PNG  \n",
            "   creating: sign_data/sign_data/train/006_forg/\n",
            " extracting: sign_data/sign_data/train/006_forg/0111006_01.png  \n",
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            " extracting: sign_data/sign_data/train/006_forg/0202006_01.png  \n",
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            " extracting: sign_data/sign_data/train/006_forg/0205006_01.png  \n",
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            " extracting: sign_data/sign_data/train/006_forg/0205006_04.png  \n",
            "   creating: sign_data/sign_data/train/009/\n",
            " extracting: sign_data/sign_data/train/009/009_01.PNG  \n",
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            " extracting: sign_data/sign_data/train/009/009_08.PNG  \n",
            " extracting: sign_data/sign_data/train/009/009_09.PNG  \n",
            " extracting: sign_data/sign_data/train/009/009_10.PNG  \n",
            " extracting: sign_data/sign_data/train/009/009_11.PNG  \n",
            " extracting: sign_data/sign_data/train/009/009_12.PNG  \n",
            " extracting: sign_data/sign_data/train/009/009_13.PNG  \n",
            " extracting: sign_data/sign_data/train/009/009_14.PNG  \n",
            " extracting: sign_data/sign_data/train/009/009_15.PNG  \n",
            " extracting: sign_data/sign_data/train/009/009_16.PNG  \n",
            " extracting: sign_data/sign_data/train/009/009_17.PNG  \n",
            " extracting: sign_data/sign_data/train/009/009_18.PNG  \n",
            " extracting: sign_data/sign_data/train/009/009_19.PNG  \n",
            " extracting: sign_data/sign_data/train/009/009_20.PNG  \n",
            " extracting: sign_data/sign_data/train/009/009_21.PNG  \n",
            " extracting: sign_data/sign_data/train/009/009_22.PNG  \n",
            " extracting: sign_data/sign_data/train/009/009_23.PNG  \n",
            " extracting: sign_data/sign_data/train/009/009_24.PNG  \n",
            "   creating: sign_data/sign_data/train/009_forg/\n",
            " extracting: sign_data/sign_data/train/009_forg/0117009_01.png  \n",
            " extracting: sign_data/sign_data/train/009_forg/0117009_02.png  \n",
            " extracting: sign_data/sign_data/train/009_forg/0117009_03.png  \n",
            " extracting: sign_data/sign_data/train/009_forg/0117009_04.png  \n",
            " extracting: sign_data/sign_data/train/009_forg/0123009_01.png  \n",
            " extracting: sign_data/sign_data/train/009_forg/0123009_02.png  \n",
            " extracting: sign_data/sign_data/train/009_forg/0123009_03.png  \n",
            " extracting: sign_data/sign_data/train/009_forg/0123009_04.png  \n",
            " extracting: sign_data/sign_data/train/009_forg/0201009_01.png  \n",
            " extracting: sign_data/sign_data/train/009_forg/0201009_02.png  \n",
            " extracting: sign_data/sign_data/train/009_forg/0201009_03.png  \n",
            " extracting: sign_data/sign_data/train/009_forg/0201009_04.png  \n",
            "   creating: sign_data/sign_data/train/012/\n",
            " extracting: sign_data/sign_data/train/012/012_01.PNG  \n",
            " extracting: sign_data/sign_data/train/012/012_02.PNG  \n",
            " extracting: sign_data/sign_data/train/012/012_03.PNG  \n",
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            " extracting: sign_data/sign_data/train/012/012_05.PNG  \n",
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            " extracting: sign_data/sign_data/train/012/012_07.PNG  \n",
            " extracting: sign_data/sign_data/train/012/012_08.PNG  \n",
            " extracting: sign_data/sign_data/train/012/012_09.PNG  \n",
            " extracting: sign_data/sign_data/train/012/012_10.PNG  \n",
            " extracting: sign_data/sign_data/train/012/012_11.PNG  \n",
            " extracting: sign_data/sign_data/train/012/012_12.PNG  \n",
            " extracting: sign_data/sign_data/train/012/012_13.PNG  \n",
            " extracting: sign_data/sign_data/train/012/012_14.PNG  \n",
            " extracting: sign_data/sign_data/train/012/012_15.PNG  \n",
            " extracting: sign_data/sign_data/train/012/012_16.PNG  \n",
            " extracting: sign_data/sign_data/train/012/012_17.PNG  \n",
            " extracting: sign_data/sign_data/train/012/012_18.PNG  \n",
            " extracting: sign_data/sign_data/train/012/012_19.PNG  \n",
            " extracting: sign_data/sign_data/train/012/012_20.PNG  \n",
            " extracting: sign_data/sign_data/train/012/012_21.PNG  \n",
            " extracting: sign_data/sign_data/train/012/012_22.PNG  \n",
            " extracting: sign_data/sign_data/train/012/012_23.PNG  \n",
            " extracting: sign_data/sign_data/train/012/012_24.PNG  \n",
            "   creating: sign_data/sign_data/train/012_forg/\n",
            " extracting: sign_data/sign_data/train/012_forg/0113012_01.png  \n",
            " extracting: sign_data/sign_data/train/012_forg/0113012_02.png  \n",
            " extracting: sign_data/sign_data/train/012_forg/0113012_03.png  \n",
            " extracting: sign_data/sign_data/train/012_forg/0113012_04.png  \n",
            " extracting: sign_data/sign_data/train/012_forg/0206012_01.png  \n",
            " extracting: sign_data/sign_data/train/012_forg/0206012_02.png  \n",
            " extracting: sign_data/sign_data/train/012_forg/0206012_03.png  \n",
            " extracting: sign_data/sign_data/train/012_forg/0206012_04.png  \n",
            " extracting: sign_data/sign_data/train/012_forg/0210012_01.png  \n",
            " extracting: sign_data/sign_data/train/012_forg/0210012_02.png  \n",
            " extracting: sign_data/sign_data/train/012_forg/0210012_03.png  \n",
            " extracting: sign_data/sign_data/train/012_forg/0210012_04.png  \n",
            "   creating: sign_data/sign_data/train/013/\n",
            " extracting: sign_data/sign_data/train/013/01_013.png  \n",
            " extracting: sign_data/sign_data/train/013/02_013.png  \n",
            " extracting: sign_data/sign_data/train/013/03_013.png  \n",
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            " extracting: sign_data/sign_data/train/013/08_013.png  \n",
            " extracting: sign_data/sign_data/train/013/09_013.png  \n",
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            " extracting: sign_data/sign_data/train/013/11_013.png  \n",
            " extracting: sign_data/sign_data/train/013/12_013.png  \n",
            "   creating: sign_data/sign_data/train/013_forg/\n",
            " extracting: sign_data/sign_data/train/013_forg/01_0113013.PNG  \n",
            " extracting: sign_data/sign_data/train/013_forg/01_0203013.PNG  \n",
            " extracting: sign_data/sign_data/train/013_forg/01_0204013.PNG  \n",
            " extracting: sign_data/sign_data/train/013_forg/02_0113013.PNG  \n",
            " extracting: sign_data/sign_data/train/013_forg/02_0203013.PNG  \n",
            " extracting: sign_data/sign_data/train/013_forg/02_0204013.PNG  \n",
            " extracting: sign_data/sign_data/train/013_forg/03_0113013.PNG  \n",
            " extracting: sign_data/sign_data/train/013_forg/03_0203013.PNG  \n",
            " extracting: sign_data/sign_data/train/013_forg/03_0204013.PNG  \n",
            " extracting: sign_data/sign_data/train/013_forg/04_0113013.PNG  \n",
            " extracting: sign_data/sign_data/train/013_forg/04_0203013.PNG  \n",
            " extracting: sign_data/sign_data/train/013_forg/04_0204013.PNG  \n",
            "   creating: sign_data/sign_data/train/014/\n",
            " extracting: sign_data/sign_data/train/014/014_01.PNG  \n",
            " extracting: sign_data/sign_data/train/014/014_02.PNG  \n",
            " extracting: sign_data/sign_data/train/014/014_03.PNG  \n",
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            " extracting: sign_data/sign_data/train/014/014_06.PNG  \n",
            " extracting: sign_data/sign_data/train/014/014_07.PNG  \n",
            " extracting: sign_data/sign_data/train/014/014_08.PNG  \n",
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            " extracting: sign_data/sign_data/train/014/014_11.PNG  \n",
            " extracting: sign_data/sign_data/train/014/014_12.PNG  \n",
            " extracting: sign_data/sign_data/train/014/014_13.PNG  \n",
            " extracting: sign_data/sign_data/train/014/014_14.PNG  \n",
            " extracting: sign_data/sign_data/train/014/014_15.PNG  \n",
            " extracting: sign_data/sign_data/train/014/014_16.PNG  \n",
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            " extracting: sign_data/sign_data/train/014/014_18.PNG  \n",
            " extracting: sign_data/sign_data/train/014/014_19.PNG  \n",
            " extracting: sign_data/sign_data/train/014/014_20.PNG  \n",
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            " extracting: sign_data/sign_data/train/014/014_22.PNG  \n",
            " extracting: sign_data/sign_data/train/014/014_23.PNG  \n",
            " extracting: sign_data/sign_data/train/014/014_24.PNG  \n",
            "   creating: sign_data/sign_data/train/014_forg/\n",
            " extracting: sign_data/sign_data/train/014_forg/0102014_01.png  \n",
            " extracting: sign_data/sign_data/train/014_forg/0102014_02.png  \n",
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            " extracting: sign_data/sign_data/train/014_forg/0214014_04.png  \n",
            "   creating: sign_data/sign_data/train/015/\n",
            " extracting: sign_data/sign_data/train/015/015_01.PNG  \n",
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            " extracting: sign_data/sign_data/train/015/015_11.PNG  \n",
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            " extracting: sign_data/sign_data/train/015/015_16.PNG  \n",
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            " extracting: sign_data/sign_data/train/015/015_18.PNG  \n",
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            " extracting: sign_data/sign_data/train/015/015_23.PNG  \n",
            " extracting: sign_data/sign_data/train/015/015_24.PNG  \n",
            "   creating: sign_data/sign_data/train/015_forg/\n",
            " extracting: sign_data/sign_data/train/015_forg/0106015_01.png  \n",
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            " extracting: sign_data/sign_data/train/015_forg/0210015_01.png  \n",
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            " extracting: sign_data/sign_data/train/015_forg/0213015_01.png  \n",
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            " extracting: sign_data/sign_data/train/015_forg/0213015_04.png  \n",
            "   creating: sign_data/sign_data/train/016/\n",
            " extracting: sign_data/sign_data/train/016/016_01.PNG  \n",
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            " extracting: sign_data/sign_data/train/016/016_11.PNG  \n",
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            " extracting: sign_data/sign_data/train/016/016_16.PNG  \n",
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            " extracting: sign_data/sign_data/train/016/016_18.PNG  \n",
            " extracting: sign_data/sign_data/train/016/016_20.PNG  \n",
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            " extracting: sign_data/sign_data/train/016/016_22.PNG  \n",
            " extracting: sign_data/sign_data/train/016/016_23.PNG  \n",
            " extracting: sign_data/sign_data/train/016/016_24.PNG  \n",
            "   creating: sign_data/sign_data/train/016_forg/\n",
            " extracting: sign_data/sign_data/train/016_forg/0107016_01.png  \n",
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            " extracting: sign_data/sign_data/train/016_forg/0127016_01.png  \n",
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            " extracting: sign_data/sign_data/train/016_forg/0202016_01.png  \n",
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            " extracting: sign_data/sign_data/train/016_forg/0202016_03.png  \n",
            " extracting: sign_data/sign_data/train/016_forg/0202016_04.png  \n",
            "   creating: sign_data/sign_data/train/017/\n",
            " extracting: sign_data/sign_data/train/017/01_017.png  \n",
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            " extracting: sign_data/sign_data/train/017/11_017.png  \n",
            " extracting: sign_data/sign_data/train/017/12_017.png  \n",
            "   creating: sign_data/sign_data/train/017_forg/\n",
            " extracting: sign_data/sign_data/train/017_forg/01_0107017.PNG  \n",
            " extracting: sign_data/sign_data/train/017_forg/01_0124017.PNG  \n",
            " extracting: sign_data/sign_data/train/017_forg/01_0211017.PNG  \n",
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            " extracting: sign_data/sign_data/train/017_forg/03_0107017.PNG  \n",
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            " extracting: sign_data/sign_data/train/017_forg/04_0107017.PNG  \n",
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            " extracting: sign_data/sign_data/train/017_forg/04_0211017.PNG  \n",
            "   creating: sign_data/sign_data/train/018/\n",
            " extracting: sign_data/sign_data/train/018/01_018.png  \n",
            " extracting: sign_data/sign_data/train/018/02_018.png  \n",
            " extracting: sign_data/sign_data/train/018/03_018.png  \n",
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            " extracting: sign_data/sign_data/train/018/05_018.png  \n",
            " extracting: sign_data/sign_data/train/018/06_018.png  \n",
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            " extracting: sign_data/sign_data/train/018/11_018.png  \n",
            " extracting: sign_data/sign_data/train/018/12_018.png  \n",
            "   creating: sign_data/sign_data/train/018_forg/\n",
            " extracting: sign_data/sign_data/train/018_forg/01_0106018.PNG  \n",
            " extracting: sign_data/sign_data/train/018_forg/01_0112018.PNG  \n",
            " extracting: sign_data/sign_data/train/018_forg/01_0202018.PNG  \n",
            " extracting: sign_data/sign_data/train/018_forg/02_0106018.PNG  \n",
            " extracting: sign_data/sign_data/train/018_forg/02_0112018.PNG  \n",
            " extracting: sign_data/sign_data/train/018_forg/02_0202018.PNG  \n",
            " extracting: sign_data/sign_data/train/018_forg/03_0106018.PNG  \n",
            " extracting: sign_data/sign_data/train/018_forg/03_0112018.PNG  \n",
            " extracting: sign_data/sign_data/train/018_forg/03_0202018.PNG  \n",
            " extracting: sign_data/sign_data/train/018_forg/04_0106018.PNG  \n",
            " extracting: sign_data/sign_data/train/018_forg/04_0112018.PNG  \n",
            " extracting: sign_data/sign_data/train/018_forg/04_0202018.PNG  \n",
            "   creating: sign_data/sign_data/train/019/\n",
            " extracting: sign_data/sign_data/train/019/01_019.png  \n",
            " extracting: sign_data/sign_data/train/019/02_019.png  \n",
            " extracting: sign_data/sign_data/train/019/03_019.png  \n",
            " extracting: sign_data/sign_data/train/019/04_019.png  \n",
            " extracting: sign_data/sign_data/train/019/05_019.png  \n",
            " extracting: sign_data/sign_data/train/019/06_019.png  \n",
            " extracting: sign_data/sign_data/train/019/07_019.png  \n",
            " extracting: sign_data/sign_data/train/019/08_019.png  \n",
            " extracting: sign_data/sign_data/train/019/09_019.png  \n",
            " extracting: sign_data/sign_data/train/019/10_019.png  \n",
            " extracting: sign_data/sign_data/train/019/11_019.png  \n",
            " extracting: sign_data/sign_data/train/019/12_019.png  \n",
            "   creating: sign_data/sign_data/train/019_forg/\n",
            " extracting: sign_data/sign_data/train/019_forg/01_0115019.PNG  \n",
            " extracting: sign_data/sign_data/train/019_forg/01_0116019.PNG  \n",
            " extracting: sign_data/sign_data/train/019_forg/01_0119019.PNG  \n",
            " extracting: sign_data/sign_data/train/019_forg/02_0115019.PNG  \n",
            " extracting: sign_data/sign_data/train/019_forg/02_0116019.PNG  \n",
            " extracting: sign_data/sign_data/train/019_forg/02_0119019.PNG  \n",
            " extracting: sign_data/sign_data/train/019_forg/03_0115019.PNG  \n",
            " extracting: sign_data/sign_data/train/019_forg/03_0116019.PNG  \n",
            " extracting: sign_data/sign_data/train/019_forg/03_0119019.PNG  \n",
            " extracting: sign_data/sign_data/train/019_forg/04_0115019.PNG  \n",
            " extracting: sign_data/sign_data/train/019_forg/04_0116019.PNG  \n",
            " extracting: sign_data/sign_data/train/019_forg/04_0119019.PNG  \n",
            "   creating: sign_data/sign_data/train/020/\n",
            " extracting: sign_data/sign_data/train/020/01_020.png  \n",
            " extracting: sign_data/sign_data/train/020/02_020.png  \n",
            " extracting: sign_data/sign_data/train/020/03_020.png  \n",
            " extracting: sign_data/sign_data/train/020/04_020.png  \n",
            " extracting: sign_data/sign_data/train/020/05_020.png  \n",
            " extracting: sign_data/sign_data/train/020/06_020.png  \n",
            " extracting: sign_data/sign_data/train/020/07_020.png  \n",
            " extracting: sign_data/sign_data/train/020/08_020.png  \n",
            " extracting: sign_data/sign_data/train/020/09_020.png  \n",
            " extracting: sign_data/sign_data/train/020/10_020.png  \n",
            " extracting: sign_data/sign_data/train/020/11_020.png  \n",
            " extracting: sign_data/sign_data/train/020/12_020.png  \n",
            "   creating: sign_data/sign_data/train/020_forg/\n",
            " extracting: sign_data/sign_data/train/020_forg/01_0105020.PNG  \n",
            " extracting: sign_data/sign_data/train/020_forg/01_0117020.PNG  \n",
            " extracting: sign_data/sign_data/train/020_forg/01_0127020.PNG  \n",
            " extracting: sign_data/sign_data/train/020_forg/01_0213020.PNG  \n",
            " extracting: sign_data/sign_data/train/020_forg/02_0101020.PNG  \n",
            " extracting: sign_data/sign_data/train/020_forg/02_0105020.PNG  \n",
            " extracting: sign_data/sign_data/train/020_forg/02_0117020.PNG  \n",
            " extracting: sign_data/sign_data/train/020_forg/02_0127020.PNG  \n",
            " extracting: sign_data/sign_data/train/020_forg/02_0213020.PNG  \n",
            " extracting: sign_data/sign_data/train/020_forg/03_0101020.PNG  \n",
            " extracting: sign_data/sign_data/train/020_forg/03_0105020.PNG  \n",
            " extracting: sign_data/sign_data/train/020_forg/03_0117020.PNG  \n",
            " extracting: sign_data/sign_data/train/020_forg/03_0127020.PNG  \n",
            " extracting: sign_data/sign_data/train/020_forg/03_0213020.PNG  \n",
            " extracting: sign_data/sign_data/train/020_forg/04_0101020.PNG  \n",
            " extracting: sign_data/sign_data/train/020_forg/04_0105020.PNG  \n",
            " extracting: sign_data/sign_data/train/020_forg/04_0117020.PNG  \n",
            " extracting: sign_data/sign_data/train/020_forg/04_0127020.PNG  \n",
            " extracting: sign_data/sign_data/train/020_forg/04_0213020.PNG  \n",
            "   creating: sign_data/sign_data/train/021/\n",
            " extracting: sign_data/sign_data/train/021/01_021.png  \n",
            " extracting: sign_data/sign_data/train/021/02_021.png  \n",
            " extracting: sign_data/sign_data/train/021/03_021.png  \n",
            " extracting: sign_data/sign_data/train/021/04_021.png  \n",
            " extracting: sign_data/sign_data/train/021/05_021.png  \n",
            " extracting: sign_data/sign_data/train/021/06_021.png  \n",
            " extracting: sign_data/sign_data/train/021/07_021.png  \n",
            " extracting: sign_data/sign_data/train/021/08_021.png  \n",
            " extracting: sign_data/sign_data/train/021/09_021.png  \n",
            " extracting: sign_data/sign_data/train/021/10_021.png  \n",
            " extracting: sign_data/sign_data/train/021/11_021.png  \n",
            " extracting: sign_data/sign_data/train/021/12_021.png  \n",
            "   creating: sign_data/sign_data/train/021_forg/\n",
            " extracting: sign_data/sign_data/train/021_forg/01_0110021.PNG  \n",
            " extracting: sign_data/sign_data/train/021_forg/01_0204021.PNG  \n",
            " extracting: sign_data/sign_data/train/021_forg/01_0211021.PNG  \n",
            " extracting: sign_data/sign_data/train/021_forg/02_0110021.PNG  \n",
            " extracting: sign_data/sign_data/train/021_forg/02_0204021.PNG  \n",
            " extracting: sign_data/sign_data/train/021_forg/02_0211021.PNG  \n",
            " extracting: sign_data/sign_data/train/021_forg/03_0110021.PNG  \n",
            " extracting: sign_data/sign_data/train/021_forg/03_0204021.PNG  \n",
            " extracting: sign_data/sign_data/train/021_forg/03_0211021.PNG  \n",
            " extracting: sign_data/sign_data/train/021_forg/04_0110021.PNG  \n",
            " extracting: sign_data/sign_data/train/021_forg/04_0204021.PNG  \n",
            " extracting: sign_data/sign_data/train/021_forg/04_0211021.PNG  \n",
            "   creating: sign_data/sign_data/train/022/\n",
            " extracting: sign_data/sign_data/train/022/01_022.png  \n",
            " extracting: sign_data/sign_data/train/022/02_022.png  \n",
            " extracting: sign_data/sign_data/train/022/03_022.png  \n",
            " extracting: sign_data/sign_data/train/022/04_022.png  \n",
            " extracting: sign_data/sign_data/train/022/05_022.png  \n",
            " extracting: sign_data/sign_data/train/022/06_022.png  \n",
            " extracting: sign_data/sign_data/train/022/07_022.png  \n",
            " extracting: sign_data/sign_data/train/022/08_022.png  \n",
            " extracting: sign_data/sign_data/train/022/09_022.png  \n",
            " extracting: sign_data/sign_data/train/022/10_022.png  \n",
            " extracting: sign_data/sign_data/train/022/11_022.png  \n",
            " extracting: sign_data/sign_data/train/022/12_022.png  \n",
            "   creating: sign_data/sign_data/train/022_forg/\n",
            " extracting: sign_data/sign_data/train/022_forg/01_0125022.PNG  \n",
            " extracting: sign_data/sign_data/train/022_forg/01_0127022.PNG  \n",
            " extracting: sign_data/sign_data/train/022_forg/01_0208022.PNG  \n",
            " extracting: sign_data/sign_data/train/022_forg/01_0214022.PNG  \n",
            " extracting: sign_data/sign_data/train/022_forg/02_0125022.PNG  \n",
            " extracting: sign_data/sign_data/train/022_forg/02_0127022.PNG  \n",
            " extracting: sign_data/sign_data/train/022_forg/02_0208022.PNG  \n",
            " extracting: sign_data/sign_data/train/022_forg/02_0214022.PNG  \n",
            " extracting: sign_data/sign_data/train/022_forg/03_0125022.PNG  \n",
            " extracting: sign_data/sign_data/train/022_forg/03_0127022.PNG  \n",
            " extracting: sign_data/sign_data/train/022_forg/03_0208022.PNG  \n",
            " extracting: sign_data/sign_data/train/022_forg/03_0214022.PNG  \n",
            " extracting: sign_data/sign_data/train/022_forg/04_0125022.PNG  \n",
            " extracting: sign_data/sign_data/train/022_forg/04_0127022.PNG  \n",
            " extracting: sign_data/sign_data/train/022_forg/04_0208022.PNG  \n",
            " extracting: sign_data/sign_data/train/022_forg/04_0214022.PNG  \n",
            "   creating: sign_data/sign_data/train/023/\n",
            " extracting: sign_data/sign_data/train/023/01_023.png  \n",
            " extracting: sign_data/sign_data/train/023/02_023.png  \n",
            " extracting: sign_data/sign_data/train/023/03_023.png  \n",
            " extracting: sign_data/sign_data/train/023/04_023.png  \n",
            " extracting: sign_data/sign_data/train/023/05_023.png  \n",
            " extracting: sign_data/sign_data/train/023/06_023.png  \n",
            " extracting: sign_data/sign_data/train/023/07_023.png  \n",
            " extracting: sign_data/sign_data/train/023/08_023.png  \n",
            " extracting: sign_data/sign_data/train/023/09_023.png  \n",
            " extracting: sign_data/sign_data/train/023/10_023.png  \n",
            " extracting: sign_data/sign_data/train/023/11_023.png  \n",
            " extracting: sign_data/sign_data/train/023/12_023.png  \n",
            "   creating: sign_data/sign_data/train/023_forg/\n",
            " extracting: sign_data/sign_data/train/023_forg/01_0126023.PNG  \n",
            " extracting: sign_data/sign_data/train/023_forg/01_0203023.PNG  \n",
            " extracting: sign_data/sign_data/train/023_forg/02_0126023.PNG  \n",
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            " extracting: sign_data/sign_data/train/023_forg/04_0126023.PNG  \n",
            " extracting: sign_data/sign_data/train/023_forg/04_0203023.PNG  \n",
            "   creating: sign_data/sign_data/train/024/\n",
            " extracting: sign_data/sign_data/train/024/01_024.png  \n",
            " extracting: sign_data/sign_data/train/024/02_024.png  \n",
            " extracting: sign_data/sign_data/train/024/03_024.png  \n",
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            " extracting: sign_data/sign_data/train/024/06_024.png  \n",
            " extracting: sign_data/sign_data/train/024/07_024.png  \n",
            " extracting: sign_data/sign_data/train/024/08_024.png  \n",
            " extracting: sign_data/sign_data/train/024/09_024.png  \n",
            " extracting: sign_data/sign_data/train/024/10_024.png  \n",
            " extracting: sign_data/sign_data/train/024/11_024.png  \n",
            " extracting: sign_data/sign_data/train/024/12_024.png  \n",
            "   creating: sign_data/sign_data/train/024_forg/\n",
            " extracting: sign_data/sign_data/train/024_forg/01_0102024.PNG  \n",
            " extracting: sign_data/sign_data/train/024_forg/01_0119024.PNG  \n",
            " extracting: sign_data/sign_data/train/024_forg/01_0120024.PNG  \n",
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            " extracting: sign_data/sign_data/train/024_forg/02_0120024.PNG  \n",
            " extracting: sign_data/sign_data/train/024_forg/03_0102024.PNG  \n",
            " extracting: sign_data/sign_data/train/024_forg/03_0119024.PNG  \n",
            " extracting: sign_data/sign_data/train/024_forg/03_0120024.PNG  \n",
            " extracting: sign_data/sign_data/train/024_forg/04_0102024.PNG  \n",
            " extracting: sign_data/sign_data/train/024_forg/04_0119024.PNG  \n",
            " extracting: sign_data/sign_data/train/024_forg/04_0120024.PNG  \n",
            "   creating: sign_data/sign_data/train/025/\n",
            " extracting: sign_data/sign_data/train/025/01_025.png  \n",
            " extracting: sign_data/sign_data/train/025/02_025.png  \n",
            " extracting: sign_data/sign_data/train/025/03_025.png  \n",
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            " extracting: sign_data/sign_data/train/025/06_025.png  \n",
            " extracting: sign_data/sign_data/train/025/07_025.png  \n",
            " extracting: sign_data/sign_data/train/025/08_025.png  \n",
            " extracting: sign_data/sign_data/train/025/09_025.png  \n",
            " extracting: sign_data/sign_data/train/025/10_025.png  \n",
            " extracting: sign_data/sign_data/train/025/11_025.png  \n",
            " extracting: sign_data/sign_data/train/025/12_025.png  \n",
            "   creating: sign_data/sign_data/train/025_forg/\n",
            " extracting: sign_data/sign_data/train/025_forg/01_0116025.PNG  \n",
            " extracting: sign_data/sign_data/train/025_forg/01_0121025.PNG  \n",
            " extracting: sign_data/sign_data/train/025_forg/02_0116025.PNG  \n",
            " extracting: sign_data/sign_data/train/025_forg/02_0121025.PNG  \n",
            " extracting: sign_data/sign_data/train/025_forg/03_0116025.PNG  \n",
            " extracting: sign_data/sign_data/train/025_forg/03_0121025.PNG  \n",
            " extracting: sign_data/sign_data/train/025_forg/04_0116025.PNG  \n",
            " extracting: sign_data/sign_data/train/025_forg/04_0121025.PNG  \n",
            "   creating: sign_data/sign_data/train/026/\n",
            " extracting: sign_data/sign_data/train/026/01_026.png  \n",
            " extracting: sign_data/sign_data/train/026/02_026.png  \n",
            " extracting: sign_data/sign_data/train/026/03_026.png  \n",
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            " extracting: sign_data/sign_data/train/026/11_026.png  \n",
            " extracting: sign_data/sign_data/train/026/12_026.png  \n",
            "   creating: sign_data/sign_data/train/026_forg/\n",
            " extracting: sign_data/sign_data/train/026_forg/01_0119026.PNG  \n",
            " extracting: sign_data/sign_data/train/026_forg/01_0123026.PNG  \n",
            " extracting: sign_data/sign_data/train/026_forg/01_0125026.PNG  \n",
            " extracting: sign_data/sign_data/train/026_forg/02_0119026.PNG  \n",
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            " extracting: sign_data/sign_data/train/026_forg/03_0119026.PNG  \n",
            " extracting: sign_data/sign_data/train/026_forg/03_0123026.PNG  \n",
            " extracting: sign_data/sign_data/train/026_forg/03_0125026.PNG  \n",
            " extracting: sign_data/sign_data/train/026_forg/04_0119026.PNG  \n",
            " extracting: sign_data/sign_data/train/026_forg/04_0123026.PNG  \n",
            " extracting: sign_data/sign_data/train/026_forg/04_0125026.PNG  \n",
            "   creating: sign_data/sign_data/train/027/\n",
            " extracting: sign_data/sign_data/train/027/01_027.png  \n",
            " extracting: sign_data/sign_data/train/027/02_027.png  \n",
            " extracting: sign_data/sign_data/train/027/03_027.png  \n",
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            " extracting: sign_data/sign_data/train/027/06_027.png  \n",
            " extracting: sign_data/sign_data/train/027/07_027.png  \n",
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            " extracting: sign_data/sign_data/train/027/09_027.png  \n",
            " extracting: sign_data/sign_data/train/027/10_027.png  \n",
            " extracting: sign_data/sign_data/train/027/11_027.png  \n",
            " extracting: sign_data/sign_data/train/027/12_027.png  \n",
            "   creating: sign_data/sign_data/train/027_forg/\n",
            " extracting: sign_data/sign_data/train/027_forg/01_0101027.PNG  \n",
            " extracting: sign_data/sign_data/train/027_forg/01_0212027.PNG  \n",
            " extracting: sign_data/sign_data/train/027_forg/02_0101027.PNG  \n",
            " extracting: sign_data/sign_data/train/027_forg/02_0212027.PNG  \n",
            " extracting: sign_data/sign_data/train/027_forg/03_0101027.PNG  \n",
            " extracting: sign_data/sign_data/train/027_forg/03_0212027.PNG  \n",
            " extracting: sign_data/sign_data/train/027_forg/04_0101027.PNG  \n",
            " extracting: sign_data/sign_data/train/027_forg/04_0212027.PNG  \n",
            "   creating: sign_data/sign_data/train/028/\n",
            " extracting: sign_data/sign_data/train/028/01_028.png  \n",
            " extracting: sign_data/sign_data/train/028/02_028.png  \n",
            " extracting: sign_data/sign_data/train/028/03_028.png  \n",
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            " extracting: sign_data/sign_data/train/028/10_028.png  \n",
            " extracting: sign_data/sign_data/train/028/11_028.png  \n",
            " extracting: sign_data/sign_data/train/028/12_028.png  \n",
            "   creating: sign_data/sign_data/train/028_forg/\n",
            " extracting: sign_data/sign_data/train/028_forg/01_0126028.PNG  \n",
            " extracting: sign_data/sign_data/train/028_forg/01_0205028.PNG  \n",
            " extracting: sign_data/sign_data/train/028_forg/01_0212028.PNG  \n",
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            " extracting: sign_data/sign_data/train/028_forg/02_0205028.PNG  \n",
            " extracting: sign_data/sign_data/train/028_forg/02_0212028.PNG  \n",
            " extracting: sign_data/sign_data/train/028_forg/03_0126028.PNG  \n",
            " extracting: sign_data/sign_data/train/028_forg/03_0205028.PNG  \n",
            " extracting: sign_data/sign_data/train/028_forg/03_0212028.PNG  \n",
            " extracting: sign_data/sign_data/train/028_forg/04_0126028.PNG  \n",
            " extracting: sign_data/sign_data/train/028_forg/04_0205028.PNG  \n",
            " extracting: sign_data/sign_data/train/028_forg/04_0212028.PNG  \n",
            "   creating: sign_data/sign_data/train/029/\n",
            " extracting: sign_data/sign_data/train/029/01_029.png  \n",
            " extracting: sign_data/sign_data/train/029/02_029.png  \n",
            " extracting: sign_data/sign_data/train/029/03_029.png  \n",
            " extracting: sign_data/sign_data/train/029/04_029.png  \n",
            " extracting: sign_data/sign_data/train/029/05_029.png  \n",
            " extracting: sign_data/sign_data/train/029/06_029.png  \n",
            " extracting: sign_data/sign_data/train/029/07_029.png  \n",
            " extracting: sign_data/sign_data/train/029/08_029.png  \n",
            " extracting: sign_data/sign_data/train/029/09_029.png  \n",
            " extracting: sign_data/sign_data/train/029/10_029.png  \n",
            " extracting: sign_data/sign_data/train/029/11_029.png  \n",
            " extracting: sign_data/sign_data/train/029/12_029.png  \n",
            "   creating: sign_data/sign_data/train/029_forg/\n",
            " extracting: sign_data/sign_data/train/029_forg/01_0104029.PNG  \n",
            " extracting: sign_data/sign_data/train/029_forg/01_0115029.PNG  \n",
            " extracting: sign_data/sign_data/train/029_forg/01_0203029.PNG  \n",
            " extracting: sign_data/sign_data/train/029_forg/02_0104029.PNG  \n",
            " extracting: sign_data/sign_data/train/029_forg/02_0115029.PNG  \n",
            " extracting: sign_data/sign_data/train/029_forg/02_0203029.PNG  \n",
            " extracting: sign_data/sign_data/train/029_forg/03_0104029.PNG  \n",
            " extracting: sign_data/sign_data/train/029_forg/03_0115029.PNG  \n",
            " extracting: sign_data/sign_data/train/029_forg/03_0203029.PNG  \n",
            " extracting: sign_data/sign_data/train/029_forg/04_0104029.PNG  \n",
            " extracting: sign_data/sign_data/train/029_forg/04_0115029.PNG  \n",
            " extracting: sign_data/sign_data/train/029_forg/04_0203029.PNG  \n",
            "   creating: sign_data/sign_data/train/030/\n",
            " extracting: sign_data/sign_data/train/030/01_030.png  \n",
            " extracting: sign_data/sign_data/train/030/02_030.png  \n",
            " extracting: sign_data/sign_data/train/030/03_030.png  \n",
            " extracting: sign_data/sign_data/train/030/04_030.png  \n",
            " extracting: sign_data/sign_data/train/030/05_030.png  \n",
            " extracting: sign_data/sign_data/train/030/06_030.png  \n",
            " extracting: sign_data/sign_data/train/030/07_030.png  \n",
            " extracting: sign_data/sign_data/train/030/08_030.png  \n",
            " extracting: sign_data/sign_data/train/030/09_030.png  \n",
            " extracting: sign_data/sign_data/train/030/10_030.png  \n",
            " extracting: sign_data/sign_data/train/030/11_030.png  \n",
            " extracting: sign_data/sign_data/train/030/12_030.png  \n",
            "   creating: sign_data/sign_data/train/030_forg/\n",
            " extracting: sign_data/sign_data/train/030_forg/01_0109030.PNG  \n",
            " extracting: sign_data/sign_data/train/030_forg/01_0114030.PNG  \n",
            " extracting: sign_data/sign_data/train/030_forg/01_0213030.PNG  \n",
            " extracting: sign_data/sign_data/train/030_forg/02_0109030.PNG  \n",
            " extracting: sign_data/sign_data/train/030_forg/02_0114030.PNG  \n",
            " extracting: sign_data/sign_data/train/030_forg/02_0213030.PNG  \n",
            " extracting: sign_data/sign_data/train/030_forg/03_0109030.PNG  \n",
            " extracting: sign_data/sign_data/train/030_forg/03_0114030.PNG  \n",
            " extracting: sign_data/sign_data/train/030_forg/03_0213030.PNG  \n",
            " extracting: sign_data/sign_data/train/030_forg/04_0109030.PNG  \n",
            " extracting: sign_data/sign_data/train/030_forg/04_0114030.PNG  \n",
            " extracting: sign_data/sign_data/train/030_forg/04_0213030.PNG  \n",
            "   creating: sign_data/sign_data/train/031/\n",
            " extracting: sign_data/sign_data/train/031/01_031.png  \n",
            " extracting: sign_data/sign_data/train/031/02_031.png  \n",
            " extracting: sign_data/sign_data/train/031/03_031.png  \n",
            " extracting: sign_data/sign_data/train/031/04_031.png  \n",
            " extracting: sign_data/sign_data/train/031/05_031.png  \n",
            " extracting: sign_data/sign_data/train/031/06_031.png  \n",
            " extracting: sign_data/sign_data/train/031/07_031.png  \n",
            " extracting: sign_data/sign_data/train/031/08_031.png  \n",
            " extracting: sign_data/sign_data/train/031/09_031.png  \n",
            " extracting: sign_data/sign_data/train/031/10_031.png  \n",
            " extracting: sign_data/sign_data/train/031/11_031.png  \n",
            " extracting: sign_data/sign_data/train/031/12_031.png  \n",
            "   creating: sign_data/sign_data/train/031_forg/\n",
            " extracting: sign_data/sign_data/train/031_forg/01_0103031.PNG  \n",
            " extracting: sign_data/sign_data/train/031_forg/01_0121031.PNG  \n",
            " extracting: sign_data/sign_data/train/031_forg/02_0103031.PNG  \n",
            " extracting: sign_data/sign_data/train/031_forg/02_0121031.PNG  \n",
            " extracting: sign_data/sign_data/train/031_forg/03_0103031.PNG  \n",
            " extracting: sign_data/sign_data/train/031_forg/03_0121031.PNG  \n",
            " extracting: sign_data/sign_data/train/031_forg/04_0103031.PNG  \n",
            " extracting: sign_data/sign_data/train/031_forg/04_0121031.PNG  \n",
            "   creating: sign_data/sign_data/train/032/\n",
            " extracting: sign_data/sign_data/train/032/01_032.png  \n",
            " extracting: sign_data/sign_data/train/032/02_032.png  \n",
            " extracting: sign_data/sign_data/train/032/03_032.png  \n",
            " extracting: sign_data/sign_data/train/032/04_032.png  \n",
            " extracting: sign_data/sign_data/train/032/05_032.png  \n",
            " extracting: sign_data/sign_data/train/032/06_032.png  \n",
            " extracting: sign_data/sign_data/train/032/07_032.png  \n",
            " extracting: sign_data/sign_data/train/032/08_032.png  \n",
            " extracting: sign_data/sign_data/train/032/09_032.png  \n",
            " extracting: sign_data/sign_data/train/032/10_032.png  \n",
            " extracting: sign_data/sign_data/train/032/11_032.png  \n",
            " extracting: sign_data/sign_data/train/032/12_032.png  \n",
            "   creating: sign_data/sign_data/train/032_forg/\n",
            " extracting: sign_data/sign_data/train/032_forg/01_0112032.PNG  \n",
            " extracting: sign_data/sign_data/train/032_forg/01_0117032.PNG  \n",
            " extracting: sign_data/sign_data/train/032_forg/01_0120032.PNG  \n",
            " extracting: sign_data/sign_data/train/032_forg/02_0112032.PNG  \n",
            " extracting: sign_data/sign_data/train/032_forg/02_0117032.PNG  \n",
            " extracting: sign_data/sign_data/train/032_forg/02_0120032.PNG  \n",
            " extracting: sign_data/sign_data/train/032_forg/03_0112032.PNG  \n",
            " extracting: sign_data/sign_data/train/032_forg/03_0117032.PNG  \n",
            " extracting: sign_data/sign_data/train/032_forg/03_0120032.PNG  \n",
            " extracting: sign_data/sign_data/train/032_forg/04_0112032.PNG  \n",
            " extracting: sign_data/sign_data/train/032_forg/04_0117032.PNG  \n",
            " extracting: sign_data/sign_data/train/032_forg/04_0120032.PNG  \n",
            "   creating: sign_data/sign_data/train/033/\n",
            " extracting: sign_data/sign_data/train/033/01_033.png  \n",
            " extracting: sign_data/sign_data/train/033/02_033.png  \n",
            " extracting: sign_data/sign_data/train/033/03_033.png  \n",
            " extracting: sign_data/sign_data/train/033/04_033.png  \n",
            " extracting: sign_data/sign_data/train/033/05_033.png  \n",
            " extracting: sign_data/sign_data/train/033/06_033.png  \n",
            " extracting: sign_data/sign_data/train/033/07_033.png  \n",
            " extracting: sign_data/sign_data/train/033/08_033.png  \n",
            " extracting: sign_data/sign_data/train/033/09_033.png  \n",
            " extracting: sign_data/sign_data/train/033/10_033.png  \n",
            " extracting: sign_data/sign_data/train/033/11_033.png  \n",
            " extracting: sign_data/sign_data/train/033/12_033.png  \n",
            "   creating: sign_data/sign_data/train/033_forg/\n",
            " extracting: sign_data/sign_data/train/033_forg/01_0112033.PNG  \n",
            " extracting: sign_data/sign_data/train/033_forg/01_0203033.PNG  \n",
            " extracting: sign_data/sign_data/train/033_forg/01_0205033.PNG  \n",
            " extracting: sign_data/sign_data/train/033_forg/01_0213033.PNG  \n",
            " extracting: sign_data/sign_data/train/033_forg/02_0112033.PNG  \n",
            " extracting: sign_data/sign_data/train/033_forg/02_0203033.PNG  \n",
            " extracting: sign_data/sign_data/train/033_forg/02_0205033.PNG  \n",
            " extracting: sign_data/sign_data/train/033_forg/02_0213033.PNG  \n",
            " extracting: sign_data/sign_data/train/033_forg/03_0112033.PNG  \n",
            " extracting: sign_data/sign_data/train/033_forg/03_0203033.PNG  \n",
            " extracting: sign_data/sign_data/train/033_forg/03_0205033.PNG  \n",
            " extracting: sign_data/sign_data/train/033_forg/03_0213033.PNG  \n",
            " extracting: sign_data/sign_data/train/033_forg/04_0112033.PNG  \n",
            " extracting: sign_data/sign_data/train/033_forg/04_0203033.PNG  \n",
            " extracting: sign_data/sign_data/train/033_forg/04_0205033.PNG  \n",
            " extracting: sign_data/sign_data/train/033_forg/04_0213033.PNG  \n",
            "   creating: sign_data/sign_data/train/034/\n",
            " extracting: sign_data/sign_data/train/034/01_034.png  \n",
            " extracting: sign_data/sign_data/train/034/02_034.png  \n",
            " extracting: sign_data/sign_data/train/034/03_034.png  \n",
            " extracting: sign_data/sign_data/train/034/04_034.png  \n",
            " extracting: sign_data/sign_data/train/034/05_034.png  \n",
            " extracting: sign_data/sign_data/train/034/06_034.png  \n",
            " extracting: sign_data/sign_data/train/034/07_034.png  \n",
            " extracting: sign_data/sign_data/train/034/08_034.png  \n",
            " extracting: sign_data/sign_data/train/034/09_034.png  \n",
            " extracting: sign_data/sign_data/train/034/10_034.png  \n",
            " extracting: sign_data/sign_data/train/034/11_034.png  \n",
            " extracting: sign_data/sign_data/train/034/12_034.png  \n",
            "   creating: sign_data/sign_data/train/034_forg/\n",
            " extracting: sign_data/sign_data/train/034_forg/01_0103034.PNG  \n",
            " extracting: sign_data/sign_data/train/034_forg/01_0110034.PNG  \n",
            " extracting: sign_data/sign_data/train/034_forg/01_0120034.PNG  \n",
            " extracting: sign_data/sign_data/train/034_forg/02_0103034.PNG  \n",
            " extracting: sign_data/sign_data/train/034_forg/02_0110034.PNG  \n",
            " extracting: sign_data/sign_data/train/034_forg/02_0120034.PNG  \n",
            " extracting: sign_data/sign_data/train/034_forg/03_0103034.PNG  \n",
            " extracting: sign_data/sign_data/train/034_forg/03_0110034.PNG  \n",
            " extracting: sign_data/sign_data/train/034_forg/03_0120034.PNG  \n",
            " extracting: sign_data/sign_data/train/034_forg/04_0103034.PNG  \n",
            " extracting: sign_data/sign_data/train/034_forg/04_0110034.PNG  \n",
            " extracting: sign_data/sign_data/train/034_forg/04_0120034.PNG  \n",
            "   creating: sign_data/sign_data/train/035/\n",
            " extracting: sign_data/sign_data/train/035/01_035.png  \n",
            " extracting: sign_data/sign_data/train/035/02_035.png  \n",
            " extracting: sign_data/sign_data/train/035/03_035.png  \n",
            " extracting: sign_data/sign_data/train/035/04_035.png  \n",
            " extracting: sign_data/sign_data/train/035/05_035.png  \n",
            " extracting: sign_data/sign_data/train/035/06_035.png  \n",
            " extracting: sign_data/sign_data/train/035/07_035.png  \n",
            " extracting: sign_data/sign_data/train/035/08_035.png  \n",
            " extracting: sign_data/sign_data/train/035/09_035.png  \n",
            " extracting: sign_data/sign_data/train/035/10_035.png  \n",
            " extracting: sign_data/sign_data/train/035/11_035.png  \n",
            " extracting: sign_data/sign_data/train/035/12_035.png  \n",
            "   creating: sign_data/sign_data/train/035_forg/\n",
            " extracting: sign_data/sign_data/train/035_forg/01_0103035.PNG  \n",
            " extracting: sign_data/sign_data/train/035_forg/01_0115035.PNG  \n",
            " extracting: sign_data/sign_data/train/035_forg/01_0201035.PNG  \n",
            " extracting: sign_data/sign_data/train/035_forg/02_0103035.PNG  \n",
            " extracting: sign_data/sign_data/train/035_forg/02_0115035.PNG  \n",
            " extracting: sign_data/sign_data/train/035_forg/02_0201035.PNG  \n",
            " extracting: sign_data/sign_data/train/035_forg/03_0103035.PNG  \n",
            " extracting: sign_data/sign_data/train/035_forg/03_0115035.PNG  \n",
            " extracting: sign_data/sign_data/train/035_forg/03_0201035.PNG  \n",
            " extracting: sign_data/sign_data/train/035_forg/04_0103035.PNG  \n",
            " extracting: sign_data/sign_data/train/035_forg/04_0115035.PNG  \n",
            " extracting: sign_data/sign_data/train/035_forg/04_0201035.PNG  \n",
            "   creating: sign_data/sign_data/train/036/\n",
            " extracting: sign_data/sign_data/train/036/01_036.png  \n",
            " extracting: sign_data/sign_data/train/036/02_036.png  \n",
            " extracting: sign_data/sign_data/train/036/03_036.png  \n",
            " extracting: sign_data/sign_data/train/036/04_036.png  \n",
            " extracting: sign_data/sign_data/train/036/05_036.png  \n",
            " extracting: sign_data/sign_data/train/036/06_036.png  \n",
            " extracting: sign_data/sign_data/train/036/07_036.png  \n",
            " extracting: sign_data/sign_data/train/036/08_036.png  \n",
            " extracting: sign_data/sign_data/train/036/09_036.png  \n",
            " extracting: sign_data/sign_data/train/036/10_036.png  \n",
            " extracting: sign_data/sign_data/train/036/11_036.png  \n",
            " extracting: sign_data/sign_data/train/036/12_036.png  \n",
            "   creating: sign_data/sign_data/train/036_forg/\n",
            " extracting: sign_data/sign_data/train/036_forg/01_0109036.PNG  \n",
            " extracting: sign_data/sign_data/train/036_forg/01_0118036.PNG  \n",
            " extracting: sign_data/sign_data/train/036_forg/01_0123036.PNG  \n",
            " extracting: sign_data/sign_data/train/036_forg/02_0109036.PNG  \n",
            " extracting: sign_data/sign_data/train/036_forg/02_0118036.PNG  \n",
            " extracting: sign_data/sign_data/train/036_forg/02_0123036.PNG  \n",
            " extracting: sign_data/sign_data/train/036_forg/03_0109036.PNG  \n",
            " extracting: sign_data/sign_data/train/036_forg/03_0118036.PNG  \n",
            " extracting: sign_data/sign_data/train/036_forg/03_0123036.PNG  \n",
            " extracting: sign_data/sign_data/train/036_forg/04_0109036.PNG  \n",
            " extracting: sign_data/sign_data/train/036_forg/04_0118036.PNG  \n",
            " extracting: sign_data/sign_data/train/036_forg/04_0123036.PNG  \n",
            "   creating: sign_data/sign_data/train/037/\n",
            " extracting: sign_data/sign_data/train/037/01_037.png  \n",
            " extracting: sign_data/sign_data/train/037/02_037.png  \n",
            " extracting: sign_data/sign_data/train/037/03_037.png  \n",
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            " extracting: sign_data/sign_data/train/037/05_037.png  \n",
            " extracting: sign_data/sign_data/train/037/06_037.png  \n",
            " extracting: sign_data/sign_data/train/037/07_037.png  \n",
            " extracting: sign_data/sign_data/train/037/08_037.png  \n",
            " extracting: sign_data/sign_data/train/037/09_037.png  \n",
            " extracting: sign_data/sign_data/train/037/10_037.png  \n",
            " extracting: sign_data/sign_data/train/037/11_037.png  \n",
            " extracting: sign_data/sign_data/train/037/12_037.png  \n",
            "   creating: sign_data/sign_data/train/037_forg/\n",
            " extracting: sign_data/sign_data/train/037_forg/01_0114037.PNG  \n",
            " extracting: sign_data/sign_data/train/037_forg/01_0123037.PNG  \n",
            " extracting: sign_data/sign_data/train/037_forg/01_0208037.PNG  \n",
            " extracting: sign_data/sign_data/train/037_forg/01_0214037.PNG  \n",
            " extracting: sign_data/sign_data/train/037_forg/02_0114037.PNG  \n",
            " extracting: sign_data/sign_data/train/037_forg/02_0123037.PNG  \n",
            " extracting: sign_data/sign_data/train/037_forg/02_0208037.PNG  \n",
            " extracting: sign_data/sign_data/train/037_forg/02_0214037.PNG  \n",
            " extracting: sign_data/sign_data/train/037_forg/03_0114037.PNG  \n",
            " extracting: sign_data/sign_data/train/037_forg/03_0123037.PNG  \n",
            " extracting: sign_data/sign_data/train/037_forg/03_0208037.PNG  \n",
            " extracting: sign_data/sign_data/train/037_forg/03_0214037.PNG  \n",
            " extracting: sign_data/sign_data/train/037_forg/04_0114037.PNG  \n",
            " extracting: sign_data/sign_data/train/037_forg/04_0123037.PNG  \n",
            " extracting: sign_data/sign_data/train/037_forg/04_0208037.PNG  \n",
            " extracting: sign_data/sign_data/train/037_forg/04_0214037.PNG  \n",
            "   creating: sign_data/sign_data/train/038/\n",
            " extracting: sign_data/sign_data/train/038/01_038.png  \n",
            " extracting: sign_data/sign_data/train/038/02_038.png  \n",
            " extracting: sign_data/sign_data/train/038/03_038.png  \n",
            " extracting: sign_data/sign_data/train/038/04_038.png  \n",
            " extracting: sign_data/sign_data/train/038/05_038.png  \n",
            " extracting: sign_data/sign_data/train/038/06_038.png  \n",
            " extracting: sign_data/sign_data/train/038/07_038.png  \n",
            " extracting: sign_data/sign_data/train/038/08_038.png  \n",
            " extracting: sign_data/sign_data/train/038/09_038.png  \n",
            " extracting: sign_data/sign_data/train/038/10_038.png  \n",
            " extracting: sign_data/sign_data/train/038/11_038.png  \n",
            " extracting: sign_data/sign_data/train/038/12_038.png  \n",
            "   creating: sign_data/sign_data/train/038_forg/\n",
            " extracting: sign_data/sign_data/train/038_forg/01_0101038.PNG  \n",
            " extracting: sign_data/sign_data/train/038_forg/01_0124038.PNG  \n",
            " extracting: sign_data/sign_data/train/038_forg/01_0213038.PNG  \n",
            " extracting: sign_data/sign_data/train/038_forg/02_0101038.PNG  \n",
            " extracting: sign_data/sign_data/train/038_forg/02_0124038.PNG  \n",
            " extracting: sign_data/sign_data/train/038_forg/02_0213038.PNG  \n",
            " extracting: sign_data/sign_data/train/038_forg/03_0101038.PNG  \n",
            " extracting: sign_data/sign_data/train/038_forg/03_0124038.PNG  \n",
            " extracting: sign_data/sign_data/train/038_forg/03_0213038.PNG  \n",
            " extracting: sign_data/sign_data/train/038_forg/04_0101038.PNG  \n",
            " extracting: sign_data/sign_data/train/038_forg/04_0124038.PNG  \n",
            " extracting: sign_data/sign_data/train/038_forg/04_0213038.PNG  \n",
            "   creating: sign_data/sign_data/train/039/\n",
            " extracting: sign_data/sign_data/train/039/01_039.png  \n",
            " extracting: sign_data/sign_data/train/039/02_039.png  \n",
            " extracting: sign_data/sign_data/train/039/03_039.png  \n",
            " extracting: sign_data/sign_data/train/039/04_039.png  \n",
            " extracting: sign_data/sign_data/train/039/05_039.png  \n",
            " extracting: sign_data/sign_data/train/039/06_039.png  \n",
            " extracting: sign_data/sign_data/train/039/07_039.png  \n",
            " extracting: sign_data/sign_data/train/039/08_039.png  \n",
            " extracting: sign_data/sign_data/train/039/09_039.png  \n",
            " extracting: sign_data/sign_data/train/039/10_039.png  \n",
            " extracting: sign_data/sign_data/train/039/11_039.png  \n",
            " extracting: sign_data/sign_data/train/039/12_039.png  \n",
            "   creating: sign_data/sign_data/train/039_forg/\n",
            " extracting: sign_data/sign_data/train/039_forg/01_0102039.PNG  \n",
            " extracting: sign_data/sign_data/train/039_forg/01_0108039.PNG  \n",
            " extracting: sign_data/sign_data/train/039_forg/01_0113039.PNG  \n",
            " extracting: sign_data/sign_data/train/039_forg/02_0102039.PNG  \n",
            " extracting: sign_data/sign_data/train/039_forg/02_0108039.PNG  \n",
            " extracting: sign_data/sign_data/train/039_forg/02_0113039.PNG  \n",
            " extracting: sign_data/sign_data/train/039_forg/03_0102039.PNG  \n",
            " extracting: sign_data/sign_data/train/039_forg/03_0108039.PNG  \n",
            " extracting: sign_data/sign_data/train/039_forg/03_0113039.PNG  \n",
            " extracting: sign_data/sign_data/train/039_forg/04_0102039.PNG  \n",
            " extracting: sign_data/sign_data/train/039_forg/04_0108039.PNG  \n",
            " extracting: sign_data/sign_data/train/039_forg/04_0113039.PNG  \n",
            "   creating: sign_data/sign_data/train/040/\n",
            " extracting: sign_data/sign_data/train/040/01_040.png  \n",
            " extracting: sign_data/sign_data/train/040/02_040.png  \n",
            " extracting: sign_data/sign_data/train/040/03_040.png  \n",
            " extracting: sign_data/sign_data/train/040/04_040.png  \n",
            " extracting: sign_data/sign_data/train/040/05_040.png  \n",
            " extracting: sign_data/sign_data/train/040/06_040.png  \n",
            " extracting: sign_data/sign_data/train/040/07_040.png  \n",
            " extracting: sign_data/sign_data/train/040/08_040.png  \n",
            " extracting: sign_data/sign_data/train/040/09_040.png  \n",
            " extracting: sign_data/sign_data/train/040/10_040.png  \n",
            " extracting: sign_data/sign_data/train/040/11_040.png  \n",
            " extracting: sign_data/sign_data/train/040/12_040.png  \n",
            "   creating: sign_data/sign_data/train/040_forg/\n",
            " extracting: sign_data/sign_data/train/040_forg/01_0114040.PNG  \n",
            " extracting: sign_data/sign_data/train/040_forg/01_0121040.PNG  \n",
            " extracting: sign_data/sign_data/train/040_forg/02_0114040.PNG  \n",
            " extracting: sign_data/sign_data/train/040_forg/02_0121040.PNG  \n",
            " extracting: sign_data/sign_data/train/040_forg/03_0114040.PNG  \n",
            " extracting: sign_data/sign_data/train/040_forg/03_0121040.PNG  \n",
            " extracting: sign_data/sign_data/train/040_forg/04_0114040.PNG  \n",
            " extracting: sign_data/sign_data/train/040_forg/04_0121040.PNG  \n",
            "   creating: sign_data/sign_data/train/041/\n",
            " extracting: sign_data/sign_data/train/041/01_041.png  \n",
            " extracting: sign_data/sign_data/train/041/02_041.png  \n",
            " extracting: sign_data/sign_data/train/041/03_041.png  \n",
            " extracting: sign_data/sign_data/train/041/04_041.png  \n",
            " extracting: sign_data/sign_data/train/041/05_041.png  \n",
            " extracting: sign_data/sign_data/train/041/06_041.png  \n",
            " extracting: sign_data/sign_data/train/041/07_041.png  \n",
            " extracting: sign_data/sign_data/train/041/08_041.png  \n",
            " extracting: sign_data/sign_data/train/041/09_041.png  \n",
            " extracting: sign_data/sign_data/train/041/10_041.png  \n",
            " extracting: sign_data/sign_data/train/041/11_041.png  \n",
            " extracting: sign_data/sign_data/train/041/12_041.png  \n",
            "   creating: sign_data/sign_data/train/041_forg/\n",
            " extracting: sign_data/sign_data/train/041_forg/01_0105041.PNG  \n",
            " extracting: sign_data/sign_data/train/041_forg/01_0116041.PNG  \n",
            " extracting: sign_data/sign_data/train/041_forg/01_0117041.PNG  \n",
            " extracting: sign_data/sign_data/train/041_forg/02_0105041.PNG  \n",
            " extracting: sign_data/sign_data/train/041_forg/02_0116041.PNG  \n",
            " extracting: sign_data/sign_data/train/041_forg/02_0117041.PNG  \n",
            " extracting: sign_data/sign_data/train/041_forg/03_0105041.PNG  \n",
            " extracting: sign_data/sign_data/train/041_forg/03_0116041.PNG  \n",
            " extracting: sign_data/sign_data/train/041_forg/03_0117041.PNG  \n",
            " extracting: sign_data/sign_data/train/041_forg/04_0105041.PNG  \n",
            " extracting: sign_data/sign_data/train/041_forg/04_0116041.PNG  \n",
            " extracting: sign_data/sign_data/train/041_forg/04_0117041.PNG  \n",
            "   creating: sign_data/sign_data/train/042/\n",
            " extracting: sign_data/sign_data/train/042/01_042.png  \n",
            " extracting: sign_data/sign_data/train/042/02_042.png  \n",
            " extracting: sign_data/sign_data/train/042/03_042.png  \n",
            " extracting: sign_data/sign_data/train/042/04_042.png  \n",
            " extracting: sign_data/sign_data/train/042/05_042.png  \n",
            " extracting: sign_data/sign_data/train/042/06_042.png  \n",
            " extracting: sign_data/sign_data/train/042/07_042.png  \n",
            " extracting: sign_data/sign_data/train/042/08_042.png  \n",
            " extracting: sign_data/sign_data/train/042/09_042.png  \n",
            " extracting: sign_data/sign_data/train/042/10_042.png  \n",
            " extracting: sign_data/sign_data/train/042/11_042.png  \n",
            " extracting: sign_data/sign_data/train/042/12_042.png  \n",
            "   creating: sign_data/sign_data/train/042_forg/\n",
            " extracting: sign_data/sign_data/train/042_forg/01_0107042.PNG  \n",
            " extracting: sign_data/sign_data/train/042_forg/01_0118042.PNG  \n",
            " extracting: sign_data/sign_data/train/042_forg/01_0204042.PNG  \n",
            " extracting: sign_data/sign_data/train/042_forg/02_0107042.PNG  \n",
            " extracting: sign_data/sign_data/train/042_forg/02_0118042.PNG  \n",
            " extracting: sign_data/sign_data/train/042_forg/02_0204042.PNG  \n",
            " extracting: sign_data/sign_data/train/042_forg/03_0107042.PNG  \n",
            " extracting: sign_data/sign_data/train/042_forg/03_0118042.PNG  \n",
            " extracting: sign_data/sign_data/train/042_forg/03_0204042.PNG  \n",
            " extracting: sign_data/sign_data/train/042_forg/04_0107042.PNG  \n",
            " extracting: sign_data/sign_data/train/042_forg/04_0118042.PNG  \n",
            " extracting: sign_data/sign_data/train/042_forg/04_0204042.PNG  \n",
            "   creating: sign_data/sign_data/train/043/\n",
            " extracting: sign_data/sign_data/train/043/01_043.png  \n",
            " extracting: sign_data/sign_data/train/043/02_043.png  \n",
            " extracting: sign_data/sign_data/train/043/03_043.png  \n",
            " extracting: sign_data/sign_data/train/043/04_043.png  \n",
            " extracting: sign_data/sign_data/train/043/05_043.png  \n",
            " extracting: sign_data/sign_data/train/043/06_043.png  \n",
            " extracting: sign_data/sign_data/train/043/07_043.png  \n",
            " extracting: sign_data/sign_data/train/043/08_043.png  \n",
            " extracting: sign_data/sign_data/train/043/09_043.png  \n",
            " extracting: sign_data/sign_data/train/043/10_043.png  \n",
            " extracting: sign_data/sign_data/train/043/11_043.png  \n",
            " extracting: sign_data/sign_data/train/043/12_043.png  \n",
            "   creating: sign_data/sign_data/train/043_forg/\n",
            " extracting: sign_data/sign_data/train/043_forg/01_0111043.PNG  \n",
            " extracting: sign_data/sign_data/train/043_forg/01_0201043.PNG  \n",
            " extracting: sign_data/sign_data/train/043_forg/01_0211043.PNG  \n",
            " extracting: sign_data/sign_data/train/043_forg/02_0111043.PNG  \n",
            " extracting: sign_data/sign_data/train/043_forg/02_0201043.PNG  \n",
            " extracting: sign_data/sign_data/train/043_forg/02_0211043.PNG  \n",
            " extracting: sign_data/sign_data/train/043_forg/03_0111043.PNG  \n",
            " extracting: sign_data/sign_data/train/043_forg/03_0201043.PNG  \n",
            " extracting: sign_data/sign_data/train/043_forg/03_0211043.PNG  \n",
            " extracting: sign_data/sign_data/train/043_forg/04_0111043.PNG  \n",
            " extracting: sign_data/sign_data/train/043_forg/04_0201043.PNG  \n",
            " extracting: sign_data/sign_data/train/043_forg/04_0211043.PNG  \n",
            "   creating: sign_data/sign_data/train/044/\n",
            " extracting: sign_data/sign_data/train/044/01_044.png  \n",
            " extracting: sign_data/sign_data/train/044/02_044.png  \n",
            " extracting: sign_data/sign_data/train/044/03_044.png  \n",
            " extracting: sign_data/sign_data/train/044/04_044.png  \n",
            " extracting: sign_data/sign_data/train/044/05_044.png  \n",
            " extracting: sign_data/sign_data/train/044/06_044.png  \n",
            " extracting: sign_data/sign_data/train/044/07_044.png  \n",
            " extracting: sign_data/sign_data/train/044/08_044.png  \n",
            " extracting: sign_data/sign_data/train/044/09_044.png  \n",
            " extracting: sign_data/sign_data/train/044/10_044.png  \n",
            " extracting: sign_data/sign_data/train/044/11_044.png  \n",
            " extracting: sign_data/sign_data/train/044/12_044.png  \n",
            "   creating: sign_data/sign_data/train/044_forg/\n",
            " extracting: sign_data/sign_data/train/044_forg/01_0103044.PNG  \n",
            " extracting: sign_data/sign_data/train/044_forg/01_0112044.PNG  \n",
            " extracting: sign_data/sign_data/train/044_forg/01_0211044.PNG  \n",
            " extracting: sign_data/sign_data/train/044_forg/02_0103044.PNG  \n",
            " extracting: sign_data/sign_data/train/044_forg/02_0112044.PNG  \n",
            " extracting: sign_data/sign_data/train/044_forg/02_0211044.PNG  \n",
            " extracting: sign_data/sign_data/train/044_forg/03_0103044.PNG  \n",
            " extracting: sign_data/sign_data/train/044_forg/03_0112044.PNG  \n",
            " extracting: sign_data/sign_data/train/044_forg/03_0211044.PNG  \n",
            " extracting: sign_data/sign_data/train/044_forg/04_0103044.PNG  \n",
            " extracting: sign_data/sign_data/train/044_forg/04_0112044.PNG  \n",
            " extracting: sign_data/sign_data/train/044_forg/04_0211044.PNG  \n",
            "   creating: sign_data/sign_data/train/045/\n",
            " extracting: sign_data/sign_data/train/045/01_045.png  \n",
            " extracting: sign_data/sign_data/train/045/02_045.png  \n",
            " extracting: sign_data/sign_data/train/045/03_045.png  \n",
            " extracting: sign_data/sign_data/train/045/04_045.png  \n",
            " extracting: sign_data/sign_data/train/045/05_045.png  \n",
            " extracting: sign_data/sign_data/train/045/06_045.png  \n",
            " extracting: sign_data/sign_data/train/045/07_045.png  \n",
            " extracting: sign_data/sign_data/train/045/08_045.png  \n",
            " extracting: sign_data/sign_data/train/045/09_045.png  \n",
            " extracting: sign_data/sign_data/train/045/10_045.png  \n",
            " extracting: sign_data/sign_data/train/045/11_045.png  \n",
            " extracting: sign_data/sign_data/train/045/12_045.png  \n",
            "   creating: sign_data/sign_data/train/045_forg/\n",
            " extracting: sign_data/sign_data/train/045_forg/01_0111045.PNG  \n",
            " extracting: sign_data/sign_data/train/045_forg/01_0116045.PNG  \n",
            " extracting: sign_data/sign_data/train/045_forg/01_0205045.PNG  \n",
            " extracting: sign_data/sign_data/train/045_forg/02_0111045.PNG  \n",
            " extracting: sign_data/sign_data/train/045_forg/02_0116045.PNG  \n",
            " extracting: sign_data/sign_data/train/045_forg/02_0205045.PNG  \n",
            " extracting: sign_data/sign_data/train/045_forg/03_0111045.PNG  \n",
            " extracting: sign_data/sign_data/train/045_forg/03_0116045.PNG  \n",
            " extracting: sign_data/sign_data/train/045_forg/03_0205045.PNG  \n",
            " extracting: sign_data/sign_data/train/045_forg/04_0111045.PNG  \n",
            " extracting: sign_data/sign_data/train/045_forg/04_0116045.PNG  \n",
            " extracting: sign_data/sign_data/train/045_forg/04_0205045.PNG  \n",
            "   creating: sign_data/sign_data/train/046/\n",
            " extracting: sign_data/sign_data/train/046/01_046.png  \n",
            " extracting: sign_data/sign_data/train/046/02_046.png  \n",
            " extracting: sign_data/sign_data/train/046/03_046.png  \n",
            " extracting: sign_data/sign_data/train/046/04_046.png  \n",
            " extracting: sign_data/sign_data/train/046/05_046.png  \n",
            " extracting: sign_data/sign_data/train/046/06_046.png  \n",
            " extracting: sign_data/sign_data/train/046/07_046.png  \n",
            " extracting: sign_data/sign_data/train/046/08_046.png  \n",
            " extracting: sign_data/sign_data/train/046/09_046.png  \n",
            " extracting: sign_data/sign_data/train/046/10_046.png  \n",
            " extracting: sign_data/sign_data/train/046/11_046.png  \n",
            " extracting: sign_data/sign_data/train/046/12_046.png  \n",
            "   creating: sign_data/sign_data/train/046_forg/\n",
            " extracting: sign_data/sign_data/train/046_forg/01_0107046.PNG  \n",
            " extracting: sign_data/sign_data/train/046_forg/01_0108046.PNG  \n",
            " extracting: sign_data/sign_data/train/046_forg/01_0123046.PNG  \n",
            " extracting: sign_data/sign_data/train/046_forg/02_0107046.PNG  \n",
            " extracting: sign_data/sign_data/train/046_forg/02_0108046.PNG  \n",
            " extracting: sign_data/sign_data/train/046_forg/02_0123046.PNG  \n",
            " extracting: sign_data/sign_data/train/046_forg/03_0107046.PNG  \n",
            " extracting: sign_data/sign_data/train/046_forg/03_0108046.PNG  \n",
            " extracting: sign_data/sign_data/train/046_forg/03_0123046.PNG  \n",
            " extracting: sign_data/sign_data/train/046_forg/04_0107046.PNG  \n",
            " extracting: sign_data/sign_data/train/046_forg/04_0108046.PNG  \n",
            " extracting: sign_data/sign_data/train/046_forg/04_0123046.PNG  \n",
            "   creating: sign_data/sign_data/train/047/\n",
            " extracting: sign_data/sign_data/train/047/01_047.png  \n",
            " extracting: sign_data/sign_data/train/047/02_047.png  \n",
            " extracting: sign_data/sign_data/train/047/03_047.png  \n",
            " extracting: sign_data/sign_data/train/047/04_047.png  \n",
            " extracting: sign_data/sign_data/train/047/05_047.png  \n",
            "  inflating: sign_data/sign_data/train/047/06_047.png  \n",
            " extracting: sign_data/sign_data/train/047/07_047.png  \n",
            " extracting: sign_data/sign_data/train/047/08_047.png  \n",
            " extracting: sign_data/sign_data/train/047/09_047.png  \n",
            " extracting: sign_data/sign_data/train/047/10_047.png  \n",
            " extracting: sign_data/sign_data/train/047/11_047.png  \n",
            " extracting: sign_data/sign_data/train/047/12_047.png  \n",
            "   creating: sign_data/sign_data/train/047_forg/\n",
            " extracting: sign_data/sign_data/train/047_forg/01_0113047.PNG  \n",
            " extracting: sign_data/sign_data/train/047_forg/01_0114047.PNG  \n",
            " extracting: sign_data/sign_data/train/047_forg/01_0212047.PNG  \n",
            " extracting: sign_data/sign_data/train/047_forg/02_0113047.PNG  \n",
            " extracting: sign_data/sign_data/train/047_forg/02_0114047.PNG  \n",
            " extracting: sign_data/sign_data/train/047_forg/02_0212047.PNG  \n",
            " extracting: sign_data/sign_data/train/047_forg/03_0113047.PNG  \n",
            " extracting: sign_data/sign_data/train/047_forg/03_0114047.PNG  \n",
            " extracting: sign_data/sign_data/train/047_forg/03_0212047.PNG  \n",
            " extracting: sign_data/sign_data/train/047_forg/04_0113047.PNG  \n",
            " extracting: sign_data/sign_data/train/047_forg/04_0114047.PNG  \n",
            " extracting: sign_data/sign_data/train/047_forg/04_0212047.PNG  \n",
            "   creating: sign_data/sign_data/train/048/\n",
            " extracting: sign_data/sign_data/train/048/01_048.png  \n",
            " extracting: sign_data/sign_data/train/048/02_048.png  \n",
            " extracting: sign_data/sign_data/train/048/03_048.png  \n",
            " extracting: sign_data/sign_data/train/048/04_048.png  \n",
            " extracting: sign_data/sign_data/train/048/05_048.png  \n",
            " extracting: sign_data/sign_data/train/048/06_048.png  \n",
            " extracting: sign_data/sign_data/train/048/07_048.png  \n",
            " extracting: sign_data/sign_data/train/048/08_048.png  \n",
            " extracting: sign_data/sign_data/train/048/09_048.png  \n",
            " extracting: sign_data/sign_data/train/048/10_048.png  \n",
            " extracting: sign_data/sign_data/train/048/11_048.png  \n",
            " extracting: sign_data/sign_data/train/048/12_048.png  \n",
            "   creating: sign_data/sign_data/train/048_forg/\n",
            " extracting: sign_data/sign_data/train/048_forg/01_0106048.PNG  \n",
            " extracting: sign_data/sign_data/train/048_forg/01_0204048.PNG  \n",
            " extracting: sign_data/sign_data/train/048_forg/02_0106048.PNG  \n",
            " extracting: sign_data/sign_data/train/048_forg/02_0204048.PNG  \n",
            " extracting: sign_data/sign_data/train/048_forg/03_0106048.PNG  \n",
            " extracting: sign_data/sign_data/train/048_forg/03_0204048.PNG  \n",
            " extracting: sign_data/sign_data/train/048_forg/04_0106048.PNG  \n",
            " extracting: sign_data/sign_data/train/048_forg/04_0204048.PNG  \n",
            "   creating: sign_data/sign_data/train/049/\n",
            " extracting: sign_data/sign_data/train/049/01_049.png  \n",
            " extracting: sign_data/sign_data/train/049/02_049.png  \n",
            " extracting: sign_data/sign_data/train/049/03_049.png  \n",
            " extracting: sign_data/sign_data/train/049/04_049.png  \n",
            " extracting: sign_data/sign_data/train/049/05_049.png  \n",
            " extracting: sign_data/sign_data/train/049/06_049.png  \n",
            " extracting: sign_data/sign_data/train/049/07_049.png  \n",
            " extracting: sign_data/sign_data/train/049/08_049.png  \n",
            " extracting: sign_data/sign_data/train/049/09_049.png  \n",
            " extracting: sign_data/sign_data/train/049/10_049.png  \n",
            " extracting: sign_data/sign_data/train/049/11_049.png  \n",
            " extracting: sign_data/sign_data/train/049/12_049.png  \n",
            "   creating: sign_data/sign_data/train/049_forg/\n",
            " extracting: sign_data/sign_data/train/049_forg/01_0114049.PNG  \n",
            " extracting: sign_data/sign_data/train/049_forg/01_0206049.PNG  \n",
            " extracting: sign_data/sign_data/train/049_forg/01_0210049.PNG  \n",
            " extracting: sign_data/sign_data/train/049_forg/02_0114049.PNG  \n",
            " extracting: sign_data/sign_data/train/049_forg/02_0206049.PNG  \n",
            " extracting: sign_data/sign_data/train/049_forg/02_0210049.PNG  \n",
            " extracting: sign_data/sign_data/train/049_forg/03_0114049.PNG  \n",
            " extracting: sign_data/sign_data/train/049_forg/03_0206049.PNG  \n",
            " extracting: sign_data/sign_data/train/049_forg/03_0210049.PNG  \n",
            " extracting: sign_data/sign_data/train/049_forg/04_0114049.PNG  \n",
            " extracting: sign_data/sign_data/train/049_forg/04_0206049.PNG  \n",
            " extracting: sign_data/sign_data/train/049_forg/04_0210049.PNG  \n",
            "   creating: sign_data/sign_data/train/050/\n",
            " extracting: sign_data/sign_data/train/050/01_050.png  \n",
            " extracting: sign_data/sign_data/train/050/02_050.png  \n",
            " extracting: sign_data/sign_data/train/050/03_050.png  \n",
            " extracting: sign_data/sign_data/train/050/04_050.png  \n",
            " extracting: sign_data/sign_data/train/050/05_050.png  \n",
            " extracting: sign_data/sign_data/train/050/06_050.png  \n",
            " extracting: sign_data/sign_data/train/050/07_050.png  \n",
            " extracting: sign_data/sign_data/train/050/08_050.png  \n",
            " extracting: sign_data/sign_data/train/050/09_050.png  \n",
            " extracting: sign_data/sign_data/train/050/10_050.png  \n",
            " extracting: sign_data/sign_data/train/050/11_050.png  \n",
            " extracting: sign_data/sign_data/train/050/12_050.png  \n",
            "   creating: sign_data/sign_data/train/050_forg/\n",
            " extracting: sign_data/sign_data/train/050_forg/01_0125050.PNG  \n",
            " extracting: sign_data/sign_data/train/050_forg/01_0126050.PNG  \n",
            " extracting: sign_data/sign_data/train/050_forg/01_0204050.PNG  \n",
            " extracting: sign_data/sign_data/train/050_forg/02_0125050.PNG  \n",
            " extracting: sign_data/sign_data/train/050_forg/02_0126050.PNG  \n",
            " extracting: sign_data/sign_data/train/050_forg/02_0204050.PNG  \n",
            " extracting: sign_data/sign_data/train/050_forg/03_0125050.PNG  \n",
            " extracting: sign_data/sign_data/train/050_forg/03_0126050.PNG  \n",
            " extracting: sign_data/sign_data/train/050_forg/03_0204050.PNG  \n",
            " extracting: sign_data/sign_data/train/050_forg/04_0125050.PNG  \n",
            " extracting: sign_data/sign_data/train/050_forg/04_0126050.PNG  \n",
            " extracting: sign_data/sign_data/train/050_forg/04_0204050.PNG  \n",
            "   creating: sign_data/sign_data/train/051/\n",
            " extracting: sign_data/sign_data/train/051/01_051.png  \n",
            " extracting: sign_data/sign_data/train/051/02_051.png  \n",
            " extracting: sign_data/sign_data/train/051/03_051.png  \n",
            " extracting: sign_data/sign_data/train/051/04_051.png  \n",
            " extracting: sign_data/sign_data/train/051/05_051.png  \n",
            " extracting: sign_data/sign_data/train/051/06_051.png  \n",
            " extracting: sign_data/sign_data/train/051/07_051.png  \n",
            " extracting: sign_data/sign_data/train/051/08_051.png  \n",
            " extracting: sign_data/sign_data/train/051/09_051.png  \n",
            " extracting: sign_data/sign_data/train/051/10_051.png  \n",
            " extracting: sign_data/sign_data/train/051/11_051.png  \n",
            " extracting: sign_data/sign_data/train/051/12_051.png  \n",
            "   creating: sign_data/sign_data/train/051_forg/\n",
            " extracting: sign_data/sign_data/train/051_forg/01_0104051.PNG  \n",
            " extracting: sign_data/sign_data/train/051_forg/01_0120051.PNG  \n",
            " extracting: sign_data/sign_data/train/051_forg/02_0104051.PNG  \n",
            " extracting: sign_data/sign_data/train/051_forg/02_0120051.PNG  \n",
            " extracting: sign_data/sign_data/train/051_forg/03_0104051.PNG  \n",
            " extracting: sign_data/sign_data/train/051_forg/03_0120051.PNG  \n",
            " extracting: sign_data/sign_data/train/051_forg/04_0104051.PNG  \n",
            " extracting: sign_data/sign_data/train/051_forg/04_0120051.PNG  \n",
            "   creating: sign_data/sign_data/train/052/\n",
            " extracting: sign_data/sign_data/train/052/01_052.png  \n",
            " extracting: sign_data/sign_data/train/052/02_052.png  \n",
            " extracting: sign_data/sign_data/train/052/03_052.png  \n",
            " extracting: sign_data/sign_data/train/052/04_052.png  \n",
            " extracting: sign_data/sign_data/train/052/05_052.png  \n",
            " extracting: sign_data/sign_data/train/052/06_052.png  \n",
            " extracting: sign_data/sign_data/train/052/07_052.png  \n",
            " extracting: sign_data/sign_data/train/052/08_052.png  \n",
            " extracting: sign_data/sign_data/train/052/09_052.png  \n",
            " extracting: sign_data/sign_data/train/052/10_052.png  \n",
            " extracting: sign_data/sign_data/train/052/11_052.png  \n",
            " extracting: sign_data/sign_data/train/052/12_052.png  \n",
            "   creating: sign_data/sign_data/train/052_forg/\n",
            " extracting: sign_data/sign_data/train/052_forg/01_0106052.PNG  \n",
            " extracting: sign_data/sign_data/train/052_forg/01_0109052.PNG  \n",
            " extracting: sign_data/sign_data/train/052_forg/01_0207052.PNG  \n",
            " extracting: sign_data/sign_data/train/052_forg/01_0210052.PNG  \n",
            " extracting: sign_data/sign_data/train/052_forg/02_0106052.PNG  \n",
            " extracting: sign_data/sign_data/train/052_forg/02_0109052.PNG  \n",
            " extracting: sign_data/sign_data/train/052_forg/02_0207052.PNG  \n",
            " extracting: sign_data/sign_data/train/052_forg/02_0210052.PNG  \n",
            " extracting: sign_data/sign_data/train/052_forg/03_0106052.PNG  \n",
            " extracting: sign_data/sign_data/train/052_forg/03_0109052.PNG  \n",
            " extracting: sign_data/sign_data/train/052_forg/03_0207052.PNG  \n",
            " extracting: sign_data/sign_data/train/052_forg/03_0210052.PNG  \n",
            " extracting: sign_data/sign_data/train/052_forg/04_0106052.PNG  \n",
            " extracting: sign_data/sign_data/train/052_forg/04_0109052.PNG  \n",
            " extracting: sign_data/sign_data/train/052_forg/04_0207052.PNG  \n",
            " extracting: sign_data/sign_data/train/052_forg/04_0210052.PNG  \n",
            "   creating: sign_data/sign_data/train/053/\n",
            " extracting: sign_data/sign_data/train/053/01_053.png  \n",
            " extracting: sign_data/sign_data/train/053/02_053.png  \n",
            " extracting: sign_data/sign_data/train/053/03_053.png  \n",
            " extracting: sign_data/sign_data/train/053/04_053.png  \n",
            " extracting: sign_data/sign_data/train/053/05_053.png  \n",
            " extracting: sign_data/sign_data/train/053/06_053.png  \n",
            " extracting: sign_data/sign_data/train/053/07_053.png  \n",
            " extracting: sign_data/sign_data/train/053/08_053.png  \n",
            " extracting: sign_data/sign_data/train/053/09_053.png  \n",
            " extracting: sign_data/sign_data/train/053/10_053.png  \n",
            " extracting: sign_data/sign_data/train/053/11_053.png  \n",
            " extracting: sign_data/sign_data/train/053/12_053.png  \n",
            "   creating: sign_data/sign_data/train/053_forg/\n",
            " extracting: sign_data/sign_data/train/053_forg/01_0107053.PNG  \n",
            " extracting: sign_data/sign_data/train/053_forg/01_0115053.PNG  \n",
            " extracting: sign_data/sign_data/train/053_forg/01_0202053.PNG  \n",
            " extracting: sign_data/sign_data/train/053_forg/01_0207053.PNG  \n",
            " extracting: sign_data/sign_data/train/053_forg/02_0107053.PNG  \n",
            " extracting: sign_data/sign_data/train/053_forg/02_0115053.PNG  \n",
            " extracting: sign_data/sign_data/train/053_forg/02_0202053.PNG  \n",
            " extracting: sign_data/sign_data/train/053_forg/02_0207053.PNG  \n",
            " extracting: sign_data/sign_data/train/053_forg/03_0107053.PNG  \n",
            " extracting: sign_data/sign_data/train/053_forg/03_0115053.PNG  \n",
            " extracting: sign_data/sign_data/train/053_forg/03_0202053.PNG  \n",
            " extracting: sign_data/sign_data/train/053_forg/03_0207053.PNG  \n",
            " extracting: sign_data/sign_data/train/053_forg/04_0107053.PNG  \n",
            " extracting: sign_data/sign_data/train/053_forg/04_0115053.PNG  \n",
            " extracting: sign_data/sign_data/train/053_forg/04_0202053.PNG  \n",
            " extracting: sign_data/sign_data/train/053_forg/04_0207053.PNG  \n",
            "   creating: sign_data/sign_data/train/054/\n",
            " extracting: sign_data/sign_data/train/054/01_054.png  \n",
            " extracting: sign_data/sign_data/train/054/02_054.png  \n",
            " extracting: sign_data/sign_data/train/054/03_054.png  \n",
            " extracting: sign_data/sign_data/train/054/04_054.png  \n",
            " extracting: sign_data/sign_data/train/054/05_054.png  \n",
            " extracting: sign_data/sign_data/train/054/06_054.png  \n",
            " extracting: sign_data/sign_data/train/054/07_054.png  \n",
            " extracting: sign_data/sign_data/train/054/08_054.png  \n",
            " extracting: sign_data/sign_data/train/054/09_054.png  \n",
            " extracting: sign_data/sign_data/train/054/10_054.png  \n",
            " extracting: sign_data/sign_data/train/054/11_054.png  \n",
            " extracting: sign_data/sign_data/train/054/12_054.png  \n",
            "   creating: sign_data/sign_data/train/054_forg/\n",
            " extracting: sign_data/sign_data/train/054_forg/01_0102054.PNG  \n",
            " extracting: sign_data/sign_data/train/054_forg/01_0124054.PNG  \n",
            " extracting: sign_data/sign_data/train/054_forg/01_0207054.PNG  \n",
            " extracting: sign_data/sign_data/train/054_forg/01_0208054.PNG  \n",
            " extracting: sign_data/sign_data/train/054_forg/01_0214054.PNG  \n",
            " extracting: sign_data/sign_data/train/054_forg/02_0102054.PNG  \n",
            " extracting: sign_data/sign_data/train/054_forg/02_0124054.PNG  \n",
            " extracting: sign_data/sign_data/train/054_forg/02_0207054.PNG  \n",
            " extracting: sign_data/sign_data/train/054_forg/02_0208054.PNG  \n",
            " extracting: sign_data/sign_data/train/054_forg/02_0214054.PNG  \n",
            " extracting: sign_data/sign_data/train/054_forg/03_0102054.PNG  \n",
            " extracting: sign_data/sign_data/train/054_forg/03_0124054.PNG  \n",
            " extracting: sign_data/sign_data/train/054_forg/03_0207054.PNG  \n",
            " extracting: sign_data/sign_data/train/054_forg/03_0208054.PNG  \n",
            " extracting: sign_data/sign_data/train/054_forg/03_0214054.PNG  \n",
            " extracting: sign_data/sign_data/train/054_forg/04_0102054.PNG  \n",
            " extracting: sign_data/sign_data/train/054_forg/04_0124054.PNG  \n",
            " extracting: sign_data/sign_data/train/054_forg/04_0207054.PNG  \n",
            " extracting: sign_data/sign_data/train/054_forg/04_0208054.PNG  \n",
            " extracting: sign_data/sign_data/train/054_forg/04_0214054.PNG  \n",
            "   creating: sign_data/sign_data/train/055/\n",
            " extracting: sign_data/sign_data/train/055/01_055.png  \n",
            " extracting: sign_data/sign_data/train/055/02_055.png  \n",
            " extracting: sign_data/sign_data/train/055/03_055.png  \n",
            " extracting: sign_data/sign_data/train/055/04_055.png  \n",
            " extracting: sign_data/sign_data/train/055/05_055.png  \n",
            " extracting: sign_data/sign_data/train/055/06_055.png  \n",
            " extracting: sign_data/sign_data/train/055/07_055.png  \n",
            " extracting: sign_data/sign_data/train/055/08_055.png  \n",
            " extracting: sign_data/sign_data/train/055/09_055.png  \n",
            " extracting: sign_data/sign_data/train/055/10_055.png  \n",
            " extracting: sign_data/sign_data/train/055/11_055.png  \n",
            " extracting: sign_data/sign_data/train/055/12_055.png  \n",
            "   creating: sign_data/sign_data/train/055_forg/\n",
            " extracting: sign_data/sign_data/train/055_forg/01_0118055.PNG  \n",
            " extracting: sign_data/sign_data/train/055_forg/01_0120055.PNG  \n",
            " extracting: sign_data/sign_data/train/055_forg/01_0202055.PNG  \n",
            " extracting: sign_data/sign_data/train/055_forg/02_0118055.PNG  \n",
            " extracting: sign_data/sign_data/train/055_forg/02_0120055.PNG  \n",
            " extracting: sign_data/sign_data/train/055_forg/02_0202055.PNG  \n",
            " extracting: sign_data/sign_data/train/055_forg/03_0118055.PNG  \n",
            " extracting: sign_data/sign_data/train/055_forg/03_0120055.PNG  \n",
            " extracting: sign_data/sign_data/train/055_forg/03_0202055.PNG  \n",
            " extracting: sign_data/sign_data/train/055_forg/04_0118055.PNG  \n",
            " extracting: sign_data/sign_data/train/055_forg/04_0120055.PNG  \n",
            " extracting: sign_data/sign_data/train/055_forg/04_0202055.PNG  \n",
            "   creating: sign_data/sign_data/train/056/\n",
            " extracting: sign_data/sign_data/train/056/01_056.png  \n",
            " extracting: sign_data/sign_data/train/056/02_056.png  \n",
            " extracting: sign_data/sign_data/train/056/03_056.png  \n",
            " extracting: sign_data/sign_data/train/056/04_056.png  \n",
            " extracting: sign_data/sign_data/train/056/05_056.png  \n",
            " extracting: sign_data/sign_data/train/056/06_056.png  \n",
            " extracting: sign_data/sign_data/train/056/07_056.png  \n",
            " extracting: sign_data/sign_data/train/056/08_056.png  \n",
            " extracting: sign_data/sign_data/train/056/09_056.png  \n",
            " extracting: sign_data/sign_data/train/056/10_056.png  \n",
            " extracting: sign_data/sign_data/train/056/11_056.png  \n",
            " extracting: sign_data/sign_data/train/056/12_056.png  \n",
            "   creating: sign_data/sign_data/train/056_forg/\n",
            " extracting: sign_data/sign_data/train/056_forg/01_0105056.PNG  \n",
            " extracting: sign_data/sign_data/train/056_forg/01_0115056.PNG  \n",
            " extracting: sign_data/sign_data/train/056_forg/02_0105056.PNG  \n",
            " extracting: sign_data/sign_data/train/056_forg/02_0115056.PNG  \n",
            " extracting: sign_data/sign_data/train/056_forg/03_0105056.PNG  \n",
            " extracting: sign_data/sign_data/train/056_forg/03_0115056.PNG  \n",
            " extracting: sign_data/sign_data/train/056_forg/04_0105056.PNG  \n",
            " extracting: sign_data/sign_data/train/056_forg/04_0115056.PNG  \n",
            "   creating: sign_data/sign_data/train/057/\n",
            " extracting: sign_data/sign_data/train/057/01_057.png  \n",
            " extracting: sign_data/sign_data/train/057/02_057.png  \n",
            " extracting: sign_data/sign_data/train/057/03_057.png  \n",
            " extracting: sign_data/sign_data/train/057/04_057.png  \n",
            " extracting: sign_data/sign_data/train/057/05_057.png  \n",
            " extracting: sign_data/sign_data/train/057/06_057.png  \n",
            " extracting: sign_data/sign_data/train/057/07_057.png  \n",
            " extracting: sign_data/sign_data/train/057/08_057.png  \n",
            " extracting: sign_data/sign_data/train/057/09_057.png  \n",
            " extracting: sign_data/sign_data/train/057/10_057.png  \n",
            " extracting: sign_data/sign_data/train/057/11_057.png  \n",
            " extracting: sign_data/sign_data/train/057/12_057.png  \n",
            "   creating: sign_data/sign_data/train/057_forg/\n",
            " extracting: sign_data/sign_data/train/057_forg/01_0117057.PNG  \n",
            " extracting: sign_data/sign_data/train/057_forg/01_0208057.PNG  \n",
            " extracting: sign_data/sign_data/train/057_forg/01_0210057.PNG  \n",
            " extracting: sign_data/sign_data/train/057_forg/02_0117057.PNG  \n",
            " extracting: sign_data/sign_data/train/057_forg/02_0208057.PNG  \n",
            " extracting: sign_data/sign_data/train/057_forg/02_0210057.PNG  \n",
            " extracting: sign_data/sign_data/train/057_forg/03_0117057.PNG  \n",
            " extracting: sign_data/sign_data/train/057_forg/03_0208057.PNG  \n",
            " extracting: sign_data/sign_data/train/057_forg/03_0210057.PNG  \n",
            " extracting: sign_data/sign_data/train/057_forg/04_0117057.PNG  \n",
            " extracting: sign_data/sign_data/train/057_forg/04_0208057.PNG  \n",
            " extracting: sign_data/sign_data/train/057_forg/04_0210057.PNG  \n",
            "   creating: sign_data/sign_data/train/058/\n",
            " extracting: sign_data/sign_data/train/058/01_058.png  \n",
            " extracting: sign_data/sign_data/train/058/02_058.png  \n",
            " extracting: sign_data/sign_data/train/058/03_058.png  \n",
            " extracting: sign_data/sign_data/train/058/04_058.png  \n",
            " extracting: sign_data/sign_data/train/058/05_058.png  \n",
            " extracting: sign_data/sign_data/train/058/06_058.png  \n",
            " extracting: sign_data/sign_data/train/058/07_058.png  \n",
            " extracting: sign_data/sign_data/train/058/08_058.png  \n",
            " extracting: sign_data/sign_data/train/058/09_058.png  \n",
            " extracting: sign_data/sign_data/train/058/10_058.png  \n",
            " extracting: sign_data/sign_data/train/058/11_058.png  \n",
            " extracting: sign_data/sign_data/train/058/12_058.png  \n",
            "   creating: sign_data/sign_data/train/058_forg/\n",
            " extracting: sign_data/sign_data/train/058_forg/01_0109058.PNG  \n",
            " extracting: sign_data/sign_data/train/058_forg/01_0110058.PNG  \n",
            " extracting: sign_data/sign_data/train/058_forg/01_0125058.PNG  \n",
            " extracting: sign_data/sign_data/train/058_forg/01_0127058.PNG  \n",
            " extracting: sign_data/sign_data/train/058_forg/02_0109058.PNG  \n",
            " extracting: sign_data/sign_data/train/058_forg/02_0110058.PNG  \n",
            " extracting: sign_data/sign_data/train/058_forg/02_0125058.PNG  \n",
            " extracting: sign_data/sign_data/train/058_forg/02_0127058.PNG  \n",
            " extracting: sign_data/sign_data/train/058_forg/03_0109058.PNG  \n",
            " extracting: sign_data/sign_data/train/058_forg/03_0110058.PNG  \n",
            " extracting: sign_data/sign_data/train/058_forg/03_0125058.PNG  \n",
            " extracting: sign_data/sign_data/train/058_forg/03_0127058.PNG  \n",
            " extracting: sign_data/sign_data/train/058_forg/04_0109058.PNG  \n",
            " extracting: sign_data/sign_data/train/058_forg/04_0110058.PNG  \n",
            " extracting: sign_data/sign_data/train/058_forg/04_0125058.PNG  \n",
            " extracting: sign_data/sign_data/train/058_forg/04_0127058.PNG  \n",
            "   creating: sign_data/sign_data/train/059/\n",
            " extracting: sign_data/sign_data/train/059/01_059.png  \n",
            " extracting: sign_data/sign_data/train/059/02_059.png  \n",
            " extracting: sign_data/sign_data/train/059/03_059.png  \n",
            " extracting: sign_data/sign_data/train/059/04_059.png  \n",
            " extracting: sign_data/sign_data/train/059/05_059.png  \n",
            " extracting: sign_data/sign_data/train/059/06_059.png  \n",
            " extracting: sign_data/sign_data/train/059/07_059.png  \n",
            " extracting: sign_data/sign_data/train/059/08_059.png  \n",
            " extracting: sign_data/sign_data/train/059/09_059.png  \n",
            " extracting: sign_data/sign_data/train/059/10_059.png  \n",
            " extracting: sign_data/sign_data/train/059/11_059.png  \n",
            " extracting: sign_data/sign_data/train/059/12_059.png  \n",
            "   creating: sign_data/sign_data/train/059_forg/\n",
            " extracting: sign_data/sign_data/train/059_forg/01_0104059.PNG  \n",
            " extracting: sign_data/sign_data/train/059_forg/01_0125059.PNG  \n",
            " extracting: sign_data/sign_data/train/059_forg/02_0104059.PNG  \n",
            " extracting: sign_data/sign_data/train/059_forg/02_0125059.PNG  \n",
            " extracting: sign_data/sign_data/train/059_forg/03_0104059.PNG  \n",
            " extracting: sign_data/sign_data/train/059_forg/03_0125059.PNG  \n",
            " extracting: sign_data/sign_data/train/059_forg/04_0104059.PNG  \n",
            " extracting: sign_data/sign_data/train/059_forg/04_0125059.PNG  \n",
            "   creating: sign_data/sign_data/train/060/\n",
            " extracting: sign_data/sign_data/train/060/01_060.png  \n",
            " extracting: sign_data/sign_data/train/060/02_060.png  \n",
            " extracting: sign_data/sign_data/train/060/03_060.png  \n",
            " extracting: sign_data/sign_data/train/060/04_060.png  \n",
            " extracting: sign_data/sign_data/train/060/05_060.png  \n",
            " extracting: sign_data/sign_data/train/060/06_060.png  \n",
            " extracting: sign_data/sign_data/train/060/07_060.png  \n",
            " extracting: sign_data/sign_data/train/060/08_060.png  \n",
            " extracting: sign_data/sign_data/train/060/09_060.png  \n",
            " extracting: sign_data/sign_data/train/060/10_060.png  \n",
            " extracting: sign_data/sign_data/train/060/11_060.png  \n",
            " extracting: sign_data/sign_data/train/060/12_060.png  \n",
            "   creating: sign_data/sign_data/train/060_forg/\n",
            " extracting: sign_data/sign_data/train/060_forg/01_0111060.PNG  \n",
            " extracting: sign_data/sign_data/train/060_forg/01_0121060.PNG  \n",
            " extracting: sign_data/sign_data/train/060_forg/01_0126060.PNG  \n",
            " extracting: sign_data/sign_data/train/060_forg/02_0111060.PNG  \n",
            " extracting: sign_data/sign_data/train/060_forg/02_0121060.PNG  \n",
            " extracting: sign_data/sign_data/train/060_forg/02_0126060.PNG  \n",
            " extracting: sign_data/sign_data/train/060_forg/03_0111060.PNG  \n",
            " extracting: sign_data/sign_data/train/060_forg/03_0121060.PNG  \n",
            " extracting: sign_data/sign_data/train/060_forg/03_0126060.PNG  \n",
            " extracting: sign_data/sign_data/train/060_forg/04_0111060.PNG  \n",
            " extracting: sign_data/sign_data/train/060_forg/04_0121060.PNG  \n",
            " extracting: sign_data/sign_data/train/060_forg/04_0126060.PNG  \n",
            "   creating: sign_data/sign_data/train/061/\n",
            " extracting: sign_data/sign_data/train/061/01_061.png  \n",
            " extracting: sign_data/sign_data/train/061/02_061.png  \n",
            " extracting: sign_data/sign_data/train/061/03_061.png  \n",
            " extracting: sign_data/sign_data/train/061/04_061.png  \n",
            " extracting: sign_data/sign_data/train/061/05_061.png  \n",
            " extracting: sign_data/sign_data/train/061/06_061.png  \n",
            " extracting: sign_data/sign_data/train/061/07_061.png  \n",
            " extracting: sign_data/sign_data/train/061/08_061.png  \n",
            " extracting: sign_data/sign_data/train/061/09_061.png  \n",
            " extracting: sign_data/sign_data/train/061/10_061.png  \n",
            " extracting: sign_data/sign_data/train/061/11_061.png  \n",
            " extracting: sign_data/sign_data/train/061/12_061.png  \n",
            "   creating: sign_data/sign_data/train/061_forg/\n",
            " extracting: sign_data/sign_data/train/061_forg/01_0102061.PNG  \n",
            " extracting: sign_data/sign_data/train/061_forg/01_0112061.PNG  \n",
            " extracting: sign_data/sign_data/train/061_forg/01_0206061.PNG  \n",
            " extracting: sign_data/sign_data/train/061_forg/02_0102061.PNG  \n",
            " extracting: sign_data/sign_data/train/061_forg/02_0112061.PNG  \n",
            " extracting: sign_data/sign_data/train/061_forg/02_0206061.PNG  \n",
            " extracting: sign_data/sign_data/train/061_forg/03_0102061.PNG  \n",
            " extracting: sign_data/sign_data/train/061_forg/03_0112061.PNG  \n",
            " extracting: sign_data/sign_data/train/061_forg/03_0206061.PNG  \n",
            " extracting: sign_data/sign_data/train/061_forg/04_0102061.PNG  \n",
            " extracting: sign_data/sign_data/train/061_forg/04_0112061.PNG  \n",
            " extracting: sign_data/sign_data/train/061_forg/04_0206061.PNG  \n",
            "   creating: sign_data/sign_data/train/062/\n",
            " extracting: sign_data/sign_data/train/062/01_062.png  \n",
            " extracting: sign_data/sign_data/train/062/02_062.png  \n",
            " extracting: sign_data/sign_data/train/062/03_062.png  \n",
            " extracting: sign_data/sign_data/train/062/04_062.png  \n",
            " extracting: sign_data/sign_data/train/062/05_062.png  \n",
            "  inflating: sign_data/sign_data/train/062/06_062.png  \n",
            " extracting: sign_data/sign_data/train/062/07_062.png  \n",
            " extracting: sign_data/sign_data/train/062/08_062.png  \n",
            " extracting: sign_data/sign_data/train/062/09_062.png  \n",
            " extracting: sign_data/sign_data/train/062/10_062.png  \n",
            " extracting: sign_data/sign_data/train/062/11_062.png  \n",
            " extracting: sign_data/sign_data/train/062/12_062.png  \n",
            "   creating: sign_data/sign_data/train/062_forg/\n",
            " extracting: sign_data/sign_data/train/062_forg/01_0109062.PNG  \n",
            " extracting: sign_data/sign_data/train/062_forg/01_0116062.PNG  \n",
            " extracting: sign_data/sign_data/train/062_forg/01_0201062.PNG  \n",
            " extracting: sign_data/sign_data/train/062_forg/02_0109062.PNG  \n",
            " extracting: sign_data/sign_data/train/062_forg/02_0116062.PNG  \n",
            " extracting: sign_data/sign_data/train/062_forg/02_0201062.PNG  \n",
            " extracting: sign_data/sign_data/train/062_forg/03_0109062.PNG  \n",
            " extracting: sign_data/sign_data/train/062_forg/03_0116062.PNG  \n",
            " extracting: sign_data/sign_data/train/062_forg/03_0201062.PNG  \n",
            " extracting: sign_data/sign_data/train/062_forg/04_0109062.PNG  \n",
            " extracting: sign_data/sign_data/train/062_forg/04_0116062.PNG  \n",
            " extracting: sign_data/sign_data/train/062_forg/04_0201062.PNG  \n",
            "   creating: sign_data/sign_data/train/063/\n",
            " extracting: sign_data/sign_data/train/063/01_063.png  \n",
            " extracting: sign_data/sign_data/train/063/02_063.png  \n",
            " extracting: sign_data/sign_data/train/063/03_063.png  \n",
            " extracting: sign_data/sign_data/train/063/04_063.png  \n",
            " extracting: sign_data/sign_data/train/063/05_063.png  \n",
            " extracting: sign_data/sign_data/train/063/06_063.png  \n",
            " extracting: sign_data/sign_data/train/063/07_063.png  \n",
            " extracting: sign_data/sign_data/train/063/08_063.png  \n",
            " extracting: sign_data/sign_data/train/063/09_063.png  \n",
            " extracting: sign_data/sign_data/train/063/10_063.png  \n",
            " extracting: sign_data/sign_data/train/063/11_063.png  \n",
            " extracting: sign_data/sign_data/train/063/12_063.png  \n",
            "   creating: sign_data/sign_data/train/063_forg/\n",
            " extracting: sign_data/sign_data/train/063_forg/01_0104063.PNG  \n",
            " extracting: sign_data/sign_data/train/063_forg/01_0108063.PNG  \n",
            " extracting: sign_data/sign_data/train/063_forg/01_0119063.PNG  \n",
            " extracting: sign_data/sign_data/train/063_forg/02_0104063.PNG  \n",
            " extracting: sign_data/sign_data/train/063_forg/02_0108063.PNG  \n",
            " extracting: sign_data/sign_data/train/063_forg/02_0119063.PNG  \n",
            " extracting: sign_data/sign_data/train/063_forg/03_0104063.PNG  \n",
            " extracting: sign_data/sign_data/train/063_forg/03_0108063.PNG  \n",
            " extracting: sign_data/sign_data/train/063_forg/03_0119063.PNG  \n",
            " extracting: sign_data/sign_data/train/063_forg/04_0104063.PNG  \n",
            " extracting: sign_data/sign_data/train/063_forg/04_0108063.PNG  \n",
            " extracting: sign_data/sign_data/train/063_forg/04_0119063.PNG  \n",
            "   creating: sign_data/sign_data/train/064/\n",
            " extracting: sign_data/sign_data/train/064/01_064.png  \n",
            " extracting: sign_data/sign_data/train/064/02_064.png  \n",
            " extracting: sign_data/sign_data/train/064/03_064.png  \n",
            " extracting: sign_data/sign_data/train/064/04_064.png  \n",
            " extracting: sign_data/sign_data/train/064/05_064.png  \n",
            " extracting: sign_data/sign_data/train/064/06_064.png  \n",
            " extracting: sign_data/sign_data/train/064/07_064.png  \n",
            " extracting: sign_data/sign_data/train/064/08_064.png  \n",
            " extracting: sign_data/sign_data/train/064/09_064.png  \n",
            " extracting: sign_data/sign_data/train/064/10_064.png  \n",
            " extracting: sign_data/sign_data/train/064/11_064.png  \n",
            " extracting: sign_data/sign_data/train/064/12_064.png  \n",
            "   creating: sign_data/sign_data/train/064_forg/\n",
            " extracting: sign_data/sign_data/train/064_forg/01_0105064.PNG  \n",
            " extracting: sign_data/sign_data/train/064_forg/01_0203064.PNG  \n",
            " extracting: sign_data/sign_data/train/064_forg/02_0105064.PNG  \n",
            " extracting: sign_data/sign_data/train/064_forg/02_0203064.PNG  \n",
            " extracting: sign_data/sign_data/train/064_forg/03_0105064.PNG  \n",
            " extracting: sign_data/sign_data/train/064_forg/03_0203064.PNG  \n",
            " extracting: sign_data/sign_data/train/064_forg/04_0105064.PNG  \n",
            " extracting: sign_data/sign_data/train/064_forg/04_0203064.PNG  \n",
            "   creating: sign_data/sign_data/train/065/\n",
            " extracting: sign_data/sign_data/train/065/01_065.png  \n",
            " extracting: sign_data/sign_data/train/065/02_065.png  \n",
            " extracting: sign_data/sign_data/train/065/03_065.png  \n",
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            " extracting: sign_data/sign_data/train/065/06_065.png  \n",
            " extracting: sign_data/sign_data/train/065/07_065.png  \n",
            " extracting: sign_data/sign_data/train/065/08_065.png  \n",
            " extracting: sign_data/sign_data/train/065/09_065.png  \n",
            " extracting: sign_data/sign_data/train/065/10_065.png  \n",
            " extracting: sign_data/sign_data/train/065/11_065.png  \n",
            " extracting: sign_data/sign_data/train/065/12_065.png  \n",
            "   creating: sign_data/sign_data/train/065_forg/\n",
            " extracting: sign_data/sign_data/train/065_forg/01_0118065.PNG  \n",
            " extracting: sign_data/sign_data/train/065_forg/01_0206065.PNG  \n",
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            " extracting: sign_data/sign_data/train/065_forg/04_0118065.PNG  \n",
            " extracting: sign_data/sign_data/train/065_forg/04_0206065.PNG  \n",
            "   creating: sign_data/sign_data/train/066/\n",
            " extracting: sign_data/sign_data/train/066/01_066.png  \n",
            " extracting: sign_data/sign_data/train/066/02_066.png  \n",
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            " extracting: sign_data/sign_data/train/066/05_066.png  \n",
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            " extracting: sign_data/sign_data/train/066/07_066.png  \n",
            " extracting: sign_data/sign_data/train/066/08_066.png  \n",
            " extracting: sign_data/sign_data/train/066/09_066.png  \n",
            " extracting: sign_data/sign_data/train/066/10_066.png  \n",
            " extracting: sign_data/sign_data/train/066/11_066.png  \n",
            " extracting: sign_data/sign_data/train/066/12_066.png  \n",
            "   creating: sign_data/sign_data/train/066_forg/\n",
            " extracting: sign_data/sign_data/train/066_forg/01_0101066.PNG  \n",
            " extracting: sign_data/sign_data/train/066_forg/01_0127066.PNG  \n",
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            " extracting: sign_data/sign_data/train/066_forg/04_0212066.PNG  \n",
            "   creating: sign_data/sign_data/train/067/\n",
            " extracting: sign_data/sign_data/train/067/01_067.png  \n",
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            " extracting: sign_data/sign_data/train/067/10_067.png  \n",
            " extracting: sign_data/sign_data/train/067/11_067.png  \n",
            " extracting: sign_data/sign_data/train/067/12_067.png  \n",
            "   creating: sign_data/sign_data/train/067_forg/\n",
            " extracting: sign_data/sign_data/train/067_forg/01_0205067.PNG  \n",
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            " extracting: sign_data/sign_data/train/067_forg/04_0212067.PNG  \n",
            "   creating: sign_data/sign_data/train/068/\n",
            " extracting: sign_data/sign_data/train/068/01_068.png  \n",
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            " extracting: sign_data/sign_data/train/068/07_068.png  \n",
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            " extracting: sign_data/sign_data/train/068/10_068.png  \n",
            " extracting: sign_data/sign_data/train/068/11_068.png  \n",
            " extracting: sign_data/sign_data/train/068/12_068.png  \n",
            "   creating: sign_data/sign_data/train/068_forg/\n",
            " extracting: sign_data/sign_data/train/068_forg/01_0113068.PNG  \n",
            " extracting: sign_data/sign_data/train/068_forg/01_0124068.PNG  \n",
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            " extracting: sign_data/sign_data/train/068_forg/04_0124068.PNG  \n",
            "   creating: sign_data/sign_data/train/069/\n",
            " extracting: sign_data/sign_data/train/069/01_069.png  \n",
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            " extracting: sign_data/sign_data/train/069/11_069.png  \n",
            " extracting: sign_data/sign_data/train/069/12_069.png  \n",
            "   creating: sign_data/sign_data/train/069_forg/\n",
            " extracting: sign_data/sign_data/train/069_forg/01_0106069.PNG  \n",
            " extracting: sign_data/sign_data/train/069_forg/01_0108069.PNG  \n",
            " extracting: sign_data/sign_data/train/069_forg/01_0111069.PNG  \n",
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            " extracting: sign_data/sign_data/train/069_forg/04_0106069.PNG  \n",
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            " extracting: sign_data/sign_data/train/069_forg/04_0111069.PNG  \n",
            "  inflating: sign_data/sign_data/train_data.csv  \n",
            "   creating: sign_data/test/\n",
            "   creating: sign_data/test/049/\n",
            " extracting: sign_data/test/049/01_049.png  \n",
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            " extracting: sign_data/test/049/11_049.png  \n",
            " extracting: sign_data/test/049/12_049.png  \n",
            "   creating: sign_data/test/049_forg/\n",
            " extracting: sign_data/test/049_forg/01_0114049.PNG  \n",
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            " extracting: sign_data/test/049_forg/04_0210049.PNG  \n",
            "   creating: sign_data/test/050/\n",
            " extracting: sign_data/test/050/01_050.png  \n",
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            " extracting: sign_data/test/050/11_050.png  \n",
            " extracting: sign_data/test/050/12_050.png  \n",
            "   creating: sign_data/test/050_forg/\n",
            " extracting: sign_data/test/050_forg/01_0125050.PNG  \n",
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            " extracting: sign_data/test/050_forg/04_0204050.PNG  \n",
            "   creating: sign_data/test/051/\n",
            " extracting: sign_data/test/051/01_051.png  \n",
            " extracting: sign_data/test/051/02_051.png  \n",
            " extracting: sign_data/test/051/03_051.png  \n",
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            " extracting: sign_data/test/051/10_051.png  \n",
            " extracting: sign_data/test/051/11_051.png  \n",
            " extracting: sign_data/test/051/12_051.png  \n",
            "   creating: sign_data/test/051_forg/\n",
            " extracting: sign_data/test/051_forg/01_0104051.PNG  \n",
            " extracting: sign_data/test/051_forg/01_0120051.PNG  \n",
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            " extracting: sign_data/test/051_forg/04_0120051.PNG  \n",
            "   creating: sign_data/test/052/\n",
            " extracting: sign_data/test/052/01_052.png  \n",
            " extracting: sign_data/test/052/02_052.png  \n",
            " extracting: sign_data/test/052/03_052.png  \n",
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            " extracting: sign_data/test/052/11_052.png  \n",
            " extracting: sign_data/test/052/12_052.png  \n",
            "   creating: sign_data/test/052_forg/\n",
            " extracting: sign_data/test/052_forg/01_0106052.PNG  \n",
            " extracting: sign_data/test/052_forg/01_0109052.PNG  \n",
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            " extracting: sign_data/test/052_forg/04_0106052.PNG  \n",
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            " extracting: sign_data/test/052_forg/04_0210052.PNG  \n",
            "   creating: sign_data/test/053/\n",
            " extracting: sign_data/test/053/01_053.png  \n",
            " extracting: sign_data/test/053/02_053.png  \n",
            " extracting: sign_data/test/053/03_053.png  \n",
            " extracting: sign_data/test/053/04_053.png  \n",
            " extracting: sign_data/test/053/05_053.png  \n",
            " extracting: sign_data/test/053/06_053.png  \n",
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            " extracting: sign_data/test/053/11_053.png  \n",
            " extracting: sign_data/test/053/12_053.png  \n",
            "   creating: sign_data/test/053_forg/\n",
            " extracting: sign_data/test/053_forg/01_0107053.PNG  \n",
            " extracting: sign_data/test/053_forg/01_0115053.PNG  \n",
            " extracting: sign_data/test/053_forg/01_0202053.PNG  \n",
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            " extracting: sign_data/test/053_forg/04_0107053.PNG  \n",
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            " extracting: sign_data/test/053_forg/04_0207053.PNG  \n",
            "   creating: sign_data/test/054/\n",
            " extracting: sign_data/test/054/01_054.png  \n",
            " extracting: sign_data/test/054/02_054.png  \n",
            " extracting: sign_data/test/054/03_054.png  \n",
            " extracting: sign_data/test/054/04_054.png  \n",
            " extracting: sign_data/test/054/05_054.png  \n",
            " extracting: sign_data/test/054/06_054.png  \n",
            " extracting: sign_data/test/054/07_054.png  \n",
            " extracting: sign_data/test/054/08_054.png  \n",
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            " extracting: sign_data/test/054/10_054.png  \n",
            " extracting: sign_data/test/054/11_054.png  \n",
            " extracting: sign_data/test/054/12_054.png  \n",
            "   creating: sign_data/test/054_forg/\n",
            " extracting: sign_data/test/054_forg/01_0102054.PNG  \n",
            " extracting: sign_data/test/054_forg/01_0124054.PNG  \n",
            " extracting: sign_data/test/054_forg/01_0207054.PNG  \n",
            " extracting: sign_data/test/054_forg/01_0208054.PNG  \n",
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            " extracting: sign_data/test/054_forg/03_0102054.PNG  \n",
            " extracting: sign_data/test/054_forg/03_0124054.PNG  \n",
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            " extracting: sign_data/test/054_forg/04_0214054.PNG  \n",
            "   creating: sign_data/test/055/\n",
            " extracting: sign_data/test/055/01_055.png  \n",
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            " extracting: sign_data/test/055/12_055.png  \n",
            "   creating: sign_data/test/055_forg/\n",
            " extracting: sign_data/test/055_forg/01_0118055.PNG  \n",
            " extracting: sign_data/test/055_forg/01_0120055.PNG  \n",
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            " extracting: sign_data/test/055_forg/04_0202055.PNG  \n",
            "   creating: sign_data/test/056/\n",
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            " extracting: sign_data/test/056/12_056.png  \n",
            "   creating: sign_data/test/056_forg/\n",
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            "  inflating: sign_data/test/062/06_062.png  \n",
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            "   creating: sign_data/test/064_forg/\n",
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            "   creating: sign_data/test/065_forg/\n",
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            "   creating: sign_data/test/066/\n",
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            " extracting: sign_data/test/066/12_066.png  \n",
            "   creating: sign_data/test/066_forg/\n",
            " extracting: sign_data/test/066_forg/01_0101066.PNG  \n",
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            "   creating: sign_data/test/067/\n",
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            " extracting: sign_data/test/067/06_067.png  \n",
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            " extracting: sign_data/test/067/11_067.png  \n",
            " extracting: sign_data/test/067/12_067.png  \n",
            "   creating: sign_data/test/067_forg/\n",
            " extracting: sign_data/test/067_forg/01_0205067.PNG  \n",
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            " extracting: sign_data/test/067_forg/04_0212067.PNG  \n",
            "   creating: sign_data/test/068/\n",
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            " extracting: sign_data/test/068/12_068.png  \n",
            "   creating: sign_data/test/068_forg/\n",
            " extracting: sign_data/test/068_forg/01_0113068.PNG  \n",
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            "   creating: sign_data/test/069/\n",
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            " extracting: sign_data/test/069_forg/04_0111069.PNG  \n",
            "  inflating: sign_data/test_data.csv  \n",
            "   creating: sign_data/train/\n",
            "   creating: sign_data/train/001/\n",
            " extracting: sign_data/train/001/001_01.PNG  \n",
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            " extracting: sign_data/train/006/006_24.PNG  \n",
            "   creating: sign_data/train/006_forg/\n",
            " extracting: sign_data/train/006_forg/0111006_01.png  \n",
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            " extracting: sign_data/train/006_forg/0202006_01.png  \n",
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            " extracting: sign_data/train/006_forg/0205006_01.png  \n",
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            "   creating: sign_data/train/009/\n",
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            " extracting: sign_data/train/009/009_24.PNG  \n",
            "   creating: sign_data/train/009_forg/\n",
            " extracting: sign_data/train/009_forg/0117009_01.png  \n",
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            "   creating: sign_data/train/012/\n",
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            " extracting: sign_data/train/012/012_13.PNG  \n",
            " extracting: sign_data/train/012/012_14.PNG  \n",
            " extracting: sign_data/train/012/012_15.PNG  \n",
            " extracting: sign_data/train/012/012_16.PNG  \n",
            " extracting: sign_data/train/012/012_17.PNG  \n",
            " extracting: sign_data/train/012/012_18.PNG  \n",
            " extracting: sign_data/train/012/012_19.PNG  \n",
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            " extracting: sign_data/train/012/012_21.PNG  \n",
            " extracting: sign_data/train/012/012_22.PNG  \n",
            " extracting: sign_data/train/012/012_23.PNG  \n",
            " extracting: sign_data/train/012/012_24.PNG  \n",
            "   creating: sign_data/train/012_forg/\n",
            " extracting: sign_data/train/012_forg/0113012_01.png  \n",
            " extracting: sign_data/train/012_forg/0113012_02.png  \n",
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            " extracting: sign_data/train/012_forg/0206012_01.png  \n",
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            " extracting: sign_data/train/012_forg/0210012_01.png  \n",
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            " extracting: sign_data/train/012_forg/0210012_04.png  \n",
            "   creating: sign_data/train/013/\n",
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            " extracting: sign_data/train/021/12_021.png  \n",
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            "   creating: sign_data/train/022/\n",
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            " extracting: sign_data/train/022/11_022.png  \n",
            " extracting: sign_data/train/022/12_022.png  \n",
            "   creating: sign_data/train/022_forg/\n",
            " extracting: sign_data/train/022_forg/01_0125022.PNG  \n",
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            "   creating: sign_data/train/023/\n",
            " extracting: sign_data/train/023/01_023.png  \n",
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            " extracting: sign_data/train/033/12_033.png  \n",
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            "   creating: sign_data/train/034/\n",
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            " extracting: sign_data/train/035/12_035.png  \n",
            "   creating: sign_data/train/035_forg/\n",
            " extracting: sign_data/train/035_forg/01_0103035.PNG  \n",
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            " extracting: sign_data/train/035_forg/04_0201035.PNG  \n",
            "   creating: sign_data/train/036/\n",
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            " extracting: sign_data/train/036/12_036.png  \n",
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            " extracting: sign_data/train/036_forg/01_0109036.PNG  \n",
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            " extracting: sign_data/train/043/12_043.png  \n",
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            " extracting: sign_data/train/044/01_044.png  \n",
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            " extracting: sign_data/train/044/12_044.png  \n",
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            "   creating: sign_data/train/045/\n",
            " extracting: sign_data/train/045/01_045.png  \n",
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            " extracting: sign_data/train/045/11_045.png  \n",
            " extracting: sign_data/train/045/12_045.png  \n",
            "   creating: sign_data/train/045_forg/\n",
            " extracting: sign_data/train/045_forg/01_0111045.PNG  \n",
            " extracting: sign_data/train/045_forg/01_0116045.PNG  \n",
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            "   creating: sign_data/train/046/\n",
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            " extracting: sign_data/train/046/11_046.png  \n",
            " extracting: sign_data/train/046/12_046.png  \n",
            "   creating: sign_data/train/046_forg/\n",
            " extracting: sign_data/train/046_forg/01_0107046.PNG  \n",
            " extracting: sign_data/train/046_forg/01_0108046.PNG  \n",
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            " extracting: sign_data/train/046_forg/04_0123046.PNG  \n",
            "   creating: sign_data/train/047/\n",
            " extracting: sign_data/train/047/01_047.png  \n",
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            " extracting: sign_data/train/047/03_047.png  \n",
            " extracting: sign_data/train/047/04_047.png  \n",
            " extracting: sign_data/train/047/05_047.png  \n",
            "  inflating: sign_data/train/047/06_047.png  \n",
            " extracting: sign_data/train/047/07_047.png  \n",
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            " extracting: sign_data/train/047/11_047.png  \n",
            " extracting: sign_data/train/047/12_047.png  \n",
            "   creating: sign_data/train/047_forg/\n",
            " extracting: sign_data/train/047_forg/01_0113047.PNG  \n",
            " extracting: sign_data/train/047_forg/01_0114047.PNG  \n",
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            "   creating: sign_data/train/048/\n",
            " extracting: sign_data/train/048/01_048.png  \n",
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            " extracting: sign_data/train/048/07_048.png  \n",
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            " extracting: sign_data/train/048/12_048.png  \n",
            "   creating: sign_data/train/048_forg/\n",
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            " extracting: sign_data/train/058/12_058.png  \n",
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            "   creating: sign_data/train/059/\n",
            " extracting: sign_data/train/059/01_059.png  \n",
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            " extracting: sign_data/train/059/12_059.png  \n",
            "   creating: sign_data/train/059_forg/\n",
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            "   creating: sign_data/train/060/\n",
            " extracting: sign_data/train/060/01_060.png  \n",
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            " extracting: sign_data/train/060/12_060.png  \n",
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            " extracting: sign_data/train/062/05_062.png  \n",
            "  inflating: sign_data/train/062/06_062.png  \n",
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            "   creating: sign_data/train/063_forg/\n",
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            "   creating: sign_data/train/064_forg/\n",
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            " extracting: sign_data/train/069_forg/04_0111069.PNG  \n",
            "  inflating: sign_data/train_data.csv  \n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "_cell_guid": "b1076dfc-b9ad-4769-8c92-a6c4dae69d19",
        "_uuid": "8f2839f25d086af736a60e9eeb907d3b93b6e0e5",
        "id": "R1488wTvclLP"
      },
      "source": [
        "import numpy as np # linear algebra\n",
        "import pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n",
        "import keras "
      ],
      "execution_count": 3,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "5hIB8YvhclLW",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        },
        "outputId": "2c8d7116-2628-4ae9-be9d-8e107578a36c"
      },
      "source": [
        "pwd"
      ],
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            },
            "text/plain": [
              "'/content'"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 4
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "_cell_guid": "79c7e3d0-c299-4dcb-8224-4455121ee9b0",
        "_uuid": "d629ff2d2480ee46fbb7e2d37f6b5fab8052498a",
        "id": "36jRvgdQclLY"
      },
      "source": [
        "train_dir=\"/content/sign_data/train\"\n",
        "train_csv=\"/content/sign_data/train_data.csv\"\n",
        "test_csv=\"/content/sign_data/test_data.csv\"\n",
        "test_dir=\"/content/sign_data/test\""
      ],
      "execution_count": 5,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "1OrjO7X9clLZ",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 195
        },
        "outputId": "f44ac069-5949-4f44-d81e-162fb6e2fb80"
      },
      "source": [
        "df_train=pd.read_csv(train_csv)\n",
        "df_train.head()"
      ],
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
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              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
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              "      <th>068/09_068.png</th>\n",
              "      <th>068_forg/03_0113068.PNG</th>\n",
              "      <th>1</th>\n",
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              "      <td>068/09_068.png</td>\n",
              "      <td>068_forg/01_0124068.PNG</td>\n",
              "      <td>1</td>\n",
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              "      <td>068/09_068.png</td>\n",
              "      <td>068_forg/02_0124068.PNG</td>\n",
              "      <td>1</td>\n",
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              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>068/09_068.png</td>\n",
              "      <td>068_forg/01_0113068.PNG</td>\n",
              "      <td>1</td>\n",
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              "      <th>3</th>\n",
              "      <td>068/09_068.png</td>\n",
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              "      <td>1</td>\n",
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              "  </tbody>\n",
              "</table>\n",
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            ],
            "text/plain": [
              "   068/09_068.png  068_forg/03_0113068.PNG  1\n",
              "0  068/09_068.png  068_forg/01_0124068.PNG  1\n",
              "1  068/09_068.png  068_forg/02_0124068.PNG  1\n",
              "2  068/09_068.png  068_forg/01_0113068.PNG  1\n",
              "3  068/09_068.png  068_forg/04_0124068.PNG  1\n",
              "4  068/09_068.png  068_forg/04_0113068.PNG  1"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 6
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "5umeFPkqclLZ",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 195
        },
        "outputId": "fd36ba15-60d7-4d4d-fdad-99a03987674e"
      },
      "source": [
        "df_test = pd.read_csv(test_csv)\n",
        "df_test.head()"
      ],
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
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              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>068/09_068.png</th>\n",
              "      <th>068_forg/03_0113068.PNG</th>\n",
              "      <th>1</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>068/09_068.png</td>\n",
              "      <td>068_forg/01_0124068.PNG</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>068/09_068.png</td>\n",
              "      <td>068_forg/02_0124068.PNG</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>068/09_068.png</td>\n",
              "      <td>068_forg/01_0113068.PNG</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>068/09_068.png</td>\n",
              "      <td>068_forg/04_0124068.PNG</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>068/09_068.png</td>\n",
              "      <td>068_forg/04_0113068.PNG</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "   068/09_068.png  068_forg/03_0113068.PNG  1\n",
              "0  068/09_068.png  068_forg/01_0124068.PNG  1\n",
              "1  068/09_068.png  068_forg/02_0124068.PNG  1\n",
              "2  068/09_068.png  068_forg/01_0113068.PNG  1\n",
              "3  068/09_068.png  068_forg/04_0124068.PNG  1\n",
              "4  068/09_068.png  068_forg/04_0113068.PNG  1"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 7
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "rLtVTzZGclLa",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 153
        },
        "outputId": "12135c06-5688-4887-9e72-5ad669e8fde7"
      },
      "source": [
        "import matplotlib.pyplot as plt\n",
        "img = plt.imread(train_dir+\"/\"+(df_train.iat[1,0]))#.replace(\"/\", \"\\\\\"))\n",
        "plt.imshow(img)"
      ],
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.image.AxesImage at 0x7f129f5ff470>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 12
        },
        {
          "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": "qapDsePcclLa",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 166
        },
        "outputId": "b8af6fe7-2240-4c03-ff3c-fc92708cf0c8"
      },
      "source": [
        "import matplotlib.pyplot as plt\n",
        "img = plt.imread(train_dir+\"/\"+df_train.iat[1,1])#.replace(\"/\", \"\\\\\"))\n",
        "plt.imshow(img)"
      ],
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.image.AxesImage at 0x7f12453204e0>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 14
        },
        {
          "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": "eIThXw8hclLa"
      },
      "source": [
        "import cv2\n",
        "test_images1 = []\n",
        "test_images2 = []\n",
        "for j in range(0,len(df_test)):\n",
        "    img1 = cv2.imread(test_dir+\"/\"+df_test.iat[j,0])\n",
        "    img1 = cv2.cvtColor(img1, cv2.COLOR_BGR2GRAY)\n",
        "    img1 = cv2.resize(img1, (100, 100))\n",
        "    test_images1.append(img1)\n",
        "    \n",
        "    img2 = cv2.imread(test_dir+\"/\"+df_test.iat[j,1])\n",
        "    img2 = cv2.cvtColor(img2, cv2.COLOR_BGR2GRAY)\n",
        "    img2 = cv2.resize(img2, (100, 100))\n",
        "    test_images2.append(img2)\n",
        "\n",
        "test_images1 = np.array(test_images1)/255.0\n",
        "test_images2 = np.array(test_images2)/255.0"
      ],
      "execution_count": 17,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "QQvwphhQclLb"
      },
      "source": [
        "import cv2\n",
        "\n",
        "train_images1 = []\n",
        "train_images2 = []\n",
        "train_labels = []\n",
        "\n",
        "for i in range(len(df_train)):\n",
        "    img1 = cv2.imread(train_dir+\"/\"+df_train.iat[i,0])\n",
        "    img1 = cv2.cvtColor(img1, cv2.COLOR_BGR2GRAY)\n",
        "    img1 = cv2.resize(img1, (100, 100))\n",
        "    train_images1.append(img1)\n",
        "    \n",
        "    img2 = cv2.imread(train_dir+\"/\"+df_train.iat[i,1])\n",
        "    img2 = cv2.cvtColor(img2, cv2.COLOR_BGR2GRAY)\n",
        "    img2 = cv2.resize(img2, (100, 100))\n",
        "    train_images2.append(img2)\n",
        "    \n",
        "    train_labels.append(df_train.iat[i,2])\n",
        "    \n",
        "train_images1 = np.array(train_images1)/255.0\n",
        "train_images2 = np.array(train_images2)/255.0\n",
        "train_labels = np.array(train_labels)"
      ],
      "execution_count": 18,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "AqG7k5DlclLb"
      },
      "source": [
        "train_images1 = np.expand_dims(train_images1, -1)\n",
        "train_images2 = np.expand_dims(train_images2, -1)\n",
        "test_images1 = np.expand_dims(test_images1, -1)\n",
        "test_images2 = np.expand_dims(test_images2, -1)"
      ],
      "execution_count": 19,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "0qez0eYSclLc"
      },
      "source": [
        "from keras import backend as K\n",
        "def euclidean_distance(vects):\n",
        "    x, y = vects\n",
        "    return K.sqrt(K.sum(K.square(x - y), axis=1, keepdims=True))\n",
        "\n",
        "def eucl_dist_output_shape(shapes):\n",
        "    shape1, shape2 = shapes\n",
        "    return (shape1[0], 1)\n",
        "\n",
        "# def contrastive_loss(y_true, y_pred):\n",
        "#     margin = 1\n",
        "#     return K.mean(y_true * K.square(y_pred) + (1 - y_true) * K.square(K.maximum(margin - y_pred, 0)))\n",
        "\n",
        "# def accuracy(y_true, y_pred):\n",
        "#     '''Compute classification accuracy with a fixed threshold on distances.\n",
        "#     '''\n",
        "#     return K.mean(K.equal(y_true, K.cast(y_pred < 0.5, y_true.dtype)))"
      ],
      "execution_count": 20,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "rBiafz9zclLc"
      },
      "source": [
        "input_dim = (100,100,1)"
      ],
      "execution_count": 21,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "scrolled": true,
        "id": "K-VSKxELclLc"
      },
      "source": [
        "from keras import backend as K\n",
        "from keras.layers import Activation\n",
        "from keras.layers import Input, Lambda, Dense, Dropout, Convolution2D, MaxPooling2D, Flatten\n",
        "from keras.models import Sequential, Model\n",
        "from keras.optimizers import RMSprop\n",
        "from keras import optimizers\n",
        "\n",
        "from keras import callbacks\n",
        "from keras.callbacks import ModelCheckpoint, LearningRateScheduler, EarlyStopping, ReduceLROnPlateau, TensorBoard\n",
        "import os\n",
        "from keras.models import Model,load_model\n",
        "import json\n",
        "from keras.models import model_from_json, load_model\n",
        "from keras.layers import Dense, Dropout, Flatten, Conv2D, MaxPool2D, BatchNormalization\n",
        "import warnings\n",
        "warnings.filterwarnings('ignore')"
      ],
      "execution_count": 22,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "_E2XESw2clLd"
      },
      "source": [
        "def build_base_network(input_shape):\n",
        "    \n",
        "    seq = Sequential()\n",
        "    \n",
        "    kernel_size = 3\n",
        "    \n",
        "    #convolutional layer 1\n",
        "    seq.add(Convolution2D(64, (kernel_size, kernel_size), input_shape=input_shape))\n",
        "    seq.add(Activation('relu'))\n",
        "    seq.add(MaxPooling2D(pool_size=(2, 2)))  \n",
        "    seq.add(Dropout(.25))\n",
        "    \n",
        "    seq.add(Convolution2D(32, (kernel_size, kernel_size)))\n",
        "    seq.add(Activation('relu'))\n",
        "    seq.add(MaxPooling2D(pool_size=(2, 2))) \n",
        "    seq.add(Dropout(.25))\n",
        "    \n",
        "    #convolutional layer 2\n",
        "    seq.add(Convolution2D(32, (kernel_size, kernel_size)))\n",
        "    seq.add(Activation('relu'))\n",
        "    seq.add(MaxPooling2D(pool_size=(2, 2))) \n",
        "    seq.add(Dropout(.25))\n",
        "\n",
        "    #flatten \n",
        "    seq.add(Flatten())\n",
        "    seq.add(Dense(128, activation='relu'))\n",
        "    seq.add(Dropout(0.1))\n",
        "    seq.add(Dense(50, activation='relu'))\n",
        "    return seq\n",
        "\n",
        "base_network = build_base_network(input_dim)\n",
        "\n",
        "img_a = Input(shape=input_dim)\n",
        "img_b = Input(shape=input_dim)\n",
        "\n",
        "feat_vecs_a = base_network(img_a)\n",
        "feat_vecs_b = base_network(img_b)\n",
        "\n",
        "distance = Lambda(euclidean_distance, output_shape=eucl_dist_output_shape)([feat_vecs_a, feat_vecs_b])\n",
        "\n",
        "prediction = Dense(1,activation='sigmoid')(distance)"
      ],
      "execution_count": 23,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "laprjT2FclLe"
      },
      "source": [
        "earlyStopping = EarlyStopping(monitor='val_loss',\n",
        "                              min_delta=0,\n",
        "                              patience=3,\n",
        "                              verbose=1)\n",
        "\n",
        "callback_early_stop_reduceLROnPlateau=[earlyStopping]"
      ],
      "execution_count": 24,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "f69CkOdaclLe",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "a12fadfe-fb69-43e3-94d9-cf220369df31"
      },
      "source": [
        "model = Model([img_a, img_b],prediction)\n",
        "model.summary()"
      ],
      "execution_count": 25,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Model: \"model\"\n",
            "__________________________________________________________________________________________________\n",
            "Layer (type)                    Output Shape         Param #     Connected to                     \n",
            "==================================================================================================\n",
            "input_1 (InputLayer)            [(None, 100, 100, 1) 0                                            \n",
            "__________________________________________________________________________________________________\n",
            "input_2 (InputLayer)            [(None, 100, 100, 1) 0                                            \n",
            "__________________________________________________________________________________________________\n",
            "sequential (Sequential)         (None, 50)           444530      input_1[0][0]                    \n",
            "                                                                 input_2[0][0]                    \n",
            "__________________________________________________________________________________________________\n",
            "lambda (Lambda)                 (None, 1)            0           sequential[0][0]                 \n",
            "                                                                 sequential[1][0]                 \n",
            "__________________________________________________________________________________________________\n",
            "dense_2 (Dense)                 (None, 1)            2           lambda[0][0]                     \n",
            "==================================================================================================\n",
            "Total params: 444,532\n",
            "Trainable params: 444,532\n",
            "Non-trainable params: 0\n",
            "__________________________________________________________________________________________________\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "S7piZGHGclLe",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 422
        },
        "outputId": "23d48103-b9fb-4f5b-982d-adb50ac1709a"
      },
      "source": [
        "from keras.utils.vis_utils import plot_model\n",
        "plot_model(model, to_file='model_plot.png', show_shapes=True, show_layer_names=True)"
      ],
      "execution_count": 26,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 26
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "vNMbepfEclLf"
      },
      "source": [
        "model.compile(loss=\"binary_crossentropy\", optimizer=optimizers.Adam(lr=0.0001), metrics=[\"accuracy\"])"
      ],
      "execution_count": 27,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "2xZ54GFFclLf",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "887e989d-fb9a-4369-edfa-11b57fdfe46e"
      },
      "source": [
        "model_hist = model.fit([train_images1,train_images2], train_labels, validation_split=.10,\n",
        "      batch_size= 32, verbose=1, epochs=5, callbacks=callback_early_stop_reduceLROnPlateau)"
      ],
      "execution_count": 28,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Epoch 1/5\n",
            "653/653 [==============================] - 19s 18ms/step - loss: 0.7070 - accuracy: 0.4782 - val_loss: 0.6929 - val_accuracy: 0.5118\n",
            "Epoch 2/5\n",
            "653/653 [==============================] - 11s 17ms/step - loss: 0.6918 - accuracy: 0.5410 - val_loss: 0.6929 - val_accuracy: 0.5118\n",
            "Epoch 3/5\n",
            "653/653 [==============================] - 11s 17ms/step - loss: 0.6911 - accuracy: 0.5416 - val_loss: 0.6930 - val_accuracy: 0.5118\n",
            "Epoch 4/5\n",
            "653/653 [==============================] - 11s 17ms/step - loss: 0.6900 - accuracy: 0.5498 - val_loss: 0.6931 - val_accuracy: 0.5118\n",
            "Epoch 5/5\n",
            "653/653 [==============================] - 11s 17ms/step - loss: 0.6909 - accuracy: 0.5357 - val_loss: 0.6933 - val_accuracy: 0.5118\n",
            "Epoch 00005: early stopping\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "HFcJv90QclLf"
      },
      "source": [
        "pred_y = model.predict([test_images1,test_images2])"
      ],
      "execution_count": 29,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "86jrGWHBclLg"
      },
      "source": [
        "test_labels = np.array(df_test['1'])"
      ],
      "execution_count": 30,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "4NMfFmHcclLg",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "e349046f-7977-48f1-8f4d-be0c0596a9b5"
      },
      "source": [
        "from sklearn.metrics import accuracy_score\n",
        "accuracy_score(pred_y.argmax(axis=1), test_labels)"
      ],
      "execution_count": 31,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0.4823386114494519"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 31
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ypAsVDmm4i2W"
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": []
    }
  ]
}