face_clustering_arcface_facecup_samples.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "face_clustering_arcface_facecup_samples.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "authorship_tag": "ABX9TyPXDoWWZGKzpJ3jBm9JA7+A",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/hamidsadeghi68/face-clustering/blob/main/face_clustering_arcface_facecup_samples.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "REsvsDJRvXIV"
      },
      "source": [
        "**install** insighface package for google colab"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "fh4RmnxjQAAR",
        "outputId": "93cf2289-703a-4bac-d76c-7ce4d10e19b4"
      },
      "source": [
        "!pip install -U insightface\n",
        "\n",
        "import torch\n",
        "if torch.cuda.is_available():\n",
        "  print('gpu is available')\n",
        "  !pip install onnxruntime-gpu==1.9.0   # to use GPU\n",
        "else:\n",
        "  print('gpu is not available')\n",
        "  !pip install onnxruntime"
      ],
      "execution_count": 1,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Collecting insightface\n",
            "  Downloading insightface-0.5.tar.gz (431 kB)\n",
            "\u001b[K     |████████████████████████████████| 431 kB 7.4 MB/s \n",
            "\u001b[?25hRequirement already satisfied: numpy in /usr/local/lib/python3.7/dist-packages (from insightface) (1.19.5)\n",
            "Collecting onnx\n",
            "  Downloading onnx-1.10.2-cp37-cp37m-manylinux_2_12_x86_64.manylinux2010_x86_64.whl (12.7 MB)\n",
            "\u001b[K     |████████████████████████████████| 12.7 MB 65.7 MB/s \n",
            "\u001b[?25hRequirement already satisfied: tqdm in /usr/local/lib/python3.7/dist-packages (from insightface) (4.62.3)\n",
            "Requirement already satisfied: requests in /usr/local/lib/python3.7/dist-packages (from insightface) (2.23.0)\n",
            "Requirement already satisfied: matplotlib in /usr/local/lib/python3.7/dist-packages (from insightface) (3.2.2)\n",
            "Requirement already satisfied: Pillow in /usr/local/lib/python3.7/dist-packages (from insightface) (7.1.2)\n",
            "Requirement already satisfied: scipy in /usr/local/lib/python3.7/dist-packages (from insightface) (1.4.1)\n",
            "Requirement already satisfied: scikit-learn in /usr/local/lib/python3.7/dist-packages (from insightface) (1.0.2)\n",
            "Requirement already satisfied: scikit-image in /usr/local/lib/python3.7/dist-packages (from insightface) (0.18.3)\n",
            "Requirement already satisfied: easydict in /usr/local/lib/python3.7/dist-packages (from insightface) (1.9)\n",
            "Requirement already satisfied: cython in /usr/local/lib/python3.7/dist-packages (from insightface) (0.29.26)\n",
            "Requirement already satisfied: albumentations in /usr/local/lib/python3.7/dist-packages (from insightface) (0.1.12)\n",
            "Requirement already satisfied: prettytable in /usr/local/lib/python3.7/dist-packages (from insightface) (3.0.0)\n",
            "Requirement already satisfied: opencv-python in /usr/local/lib/python3.7/dist-packages (from albumentations->insightface) (4.1.2.30)\n",
            "Collecting imgaug<0.2.7,>=0.2.5\n",
            "  Downloading imgaug-0.2.6.tar.gz (631 kB)\n",
            "\u001b[K     |████████████████████████████████| 631 kB 67.0 MB/s \n",
            "\u001b[?25hRequirement already satisfied: six in /usr/local/lib/python3.7/dist-packages (from imgaug<0.2.7,>=0.2.5->albumentations->insightface) (1.15.0)\n",
            "Requirement already satisfied: PyWavelets>=1.1.1 in /usr/local/lib/python3.7/dist-packages (from scikit-image->insightface) (1.2.0)\n",
            "Requirement already satisfied: tifffile>=2019.7.26 in /usr/local/lib/python3.7/dist-packages (from scikit-image->insightface) (2021.11.2)\n",
            "Requirement already satisfied: networkx>=2.0 in /usr/local/lib/python3.7/dist-packages (from scikit-image->insightface) (2.6.3)\n",
            "Requirement already satisfied: imageio>=2.3.0 in /usr/local/lib/python3.7/dist-packages (from scikit-image->insightface) (2.4.1)\n",
            "Requirement already satisfied: python-dateutil>=2.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib->insightface) (2.8.2)\n",
            "Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib->insightface) (1.3.2)\n",
            "Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.7/dist-packages (from matplotlib->insightface) (0.11.0)\n",
            "Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib->insightface) (3.0.6)\n",
            "Requirement already satisfied: typing-extensions>=3.6.2.1 in /usr/local/lib/python3.7/dist-packages (from onnx->insightface) (3.10.0.2)\n",
            "Requirement already satisfied: protobuf in /usr/local/lib/python3.7/dist-packages (from onnx->insightface) (3.17.3)\n",
            "Requirement already satisfied: wcwidth in /usr/local/lib/python3.7/dist-packages (from prettytable->insightface) (0.2.5)\n",
            "Requirement already satisfied: importlib-metadata in /usr/local/lib/python3.7/dist-packages (from prettytable->insightface) (4.10.0)\n",
            "Requirement already satisfied: zipp>=0.5 in /usr/local/lib/python3.7/dist-packages (from importlib-metadata->prettytable->insightface) (3.7.0)\n",
            "Requirement already satisfied: idna<3,>=2.5 in /usr/local/lib/python3.7/dist-packages (from requests->insightface) (2.10)\n",
            "Requirement already satisfied: chardet<4,>=3.0.2 in /usr/local/lib/python3.7/dist-packages (from requests->insightface) (3.0.4)\n",
            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.7/dist-packages (from requests->insightface) (2021.10.8)\n",
            "Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /usr/local/lib/python3.7/dist-packages (from requests->insightface) (1.24.3)\n",
            "Requirement already satisfied: joblib>=0.11 in /usr/local/lib/python3.7/dist-packages (from scikit-learn->insightface) (1.1.0)\n",
            "Requirement already satisfied: threadpoolctl>=2.0.0 in /usr/local/lib/python3.7/dist-packages (from scikit-learn->insightface) (3.0.0)\n",
            "Building wheels for collected packages: insightface, imgaug\n",
            "  Building wheel for insightface (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for insightface: filename=insightface-0.5-cp37-cp37m-linux_x86_64.whl size=976468 sha256=3fb67d2c15c4713bb7ecf6d1bafc0fb06069c916d4cbb40a373e80b47ab557da\n",
            "  Stored in directory: /root/.cache/pip/wheels/10/41/10/d7c3a6acc5896f7e5ebdeb0456579bc6e1dce43bf4920f23a4\n",
            "  Building wheel for imgaug (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for imgaug: filename=imgaug-0.2.6-py3-none-any.whl size=654017 sha256=91abfa04760633dcec7539536ca757529357d00350312a26ca67b63eb2d0328d\n",
            "  Stored in directory: /root/.cache/pip/wheels/89/72/98/3ebfdba1069a9a8eaaa7ae7265cfd67d63ef0197aaee2e5f9c\n",
            "Successfully built insightface imgaug\n",
            "Installing collected packages: imgaug, onnx, insightface\n",
            "  Attempting uninstall: imgaug\n",
            "    Found existing installation: imgaug 0.2.9\n",
            "    Uninstalling imgaug-0.2.9:\n",
            "      Successfully uninstalled imgaug-0.2.9\n",
            "Successfully installed imgaug-0.2.6 insightface-0.5 onnx-1.10.2\n",
            "gpu is available\n",
            "Collecting onnxruntime-gpu==1.9.0\n",
            "  Downloading onnxruntime_gpu-1.9.0-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (95.6 MB)\n",
            "\u001b[K     |████████████████████████████████| 95.6 MB 1.2 MB/s \n",
            "\u001b[?25hRequirement already satisfied: protobuf in /usr/local/lib/python3.7/dist-packages (from onnxruntime-gpu==1.9.0) (3.17.3)\n",
            "Requirement already satisfied: numpy>=1.16.6 in /usr/local/lib/python3.7/dist-packages (from onnxruntime-gpu==1.9.0) (1.19.5)\n",
            "Requirement already satisfied: flatbuffers in /usr/local/lib/python3.7/dist-packages (from onnxruntime-gpu==1.9.0) (2.0)\n",
            "Requirement already satisfied: six>=1.9 in /usr/local/lib/python3.7/dist-packages (from protobuf->onnxruntime-gpu==1.9.0) (1.15.0)\n",
            "Installing collected packages: onnxruntime-gpu\n",
            "Successfully installed onnxruntime-gpu-1.9.0\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "NhqMk8W4vMKI"
      },
      "source": [
        "**download [facecup](https://facecup.ir/) sample dataset**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "d26aN3vuopS8",
        "outputId": "96921a78-7172-4f1c-a10f-6e81ed42640d"
      },
      "source": [
        "from google.colab import drive\n",
        "drive.mount('/gdrive')"
      ],
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Mounted at /gdrive\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "z90kaOX3iD5D",
        "outputId": "e005152f-7939-4334-ba1b-0dc1a8b053e3"
      },
      "source": [
        "!mkdir datasets\n",
        "# # https://drive.google.com/file/d/1hEyOu5u8ZwdNfBfZL7SeloQTpz3Ti79u/view?usp=sharing\n",
        "# !gdown --id 1hEyOu5u8ZwdNfBfZL7SeloQTpz3Ti79u -O \"./datasets/samples for participants.rar\"\n",
        "# !unrar x -Y \"./datasets/samples for participants.rar\" \"./datasets/samples for participants/\"\n",
        "\n",
        "!unrar x -Y '/gdrive/My Drive/datasets/samples for participants.rar' \"./datasets/samples for participants/\""
      ],
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "UNRAR 5.50 freeware      Copyright (c) 1993-2017 Alexander Roshal\n",
            "\n",
            "\n",
            "Extracting from /gdrive/My Drive/datasets/samples for participants.rar\n",
            "\n",
            "Creating    ./datasets/samples for participants                       OK\n",
            "Creating    ./datasets/samples for participants/images                OK\n",
            "Extracting  ./datasets/samples for participants/images/A0101.jpg         \b\b\b\b  0%\b\b\b\b\b  OK \n",
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            "Extracting  ./datasets/samples for participants/images/A0178.jpg         \b\b\b\b  4%\b\b\b\b  5%\b\b\b\b\b  OK \n",
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            "Extracting  ./datasets/samples for participants/images/A0180.jpg         \b\b\b\b  5%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0181.jpg         \b\b\b\b  5%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0182.jpg         \b\b\b\b  5%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0183.jpg         \b\b\b\b  5%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0184.jpg         \b\b\b\b  5%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0185.jpg         \b\b\b\b  5%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0186.jpg         \b\b\b\b  5%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0187.jpg         \b\b\b\b  5%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0188.jpg         \b\b\b\b  5%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0189.jpg         \b\b\b\b  5%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0190.jpg         \b\b\b\b  5%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0191.jpg         \b\b\b\b  5%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0192.jpg         \b\b\b\b  5%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0193.jpg         \b\b\b\b  5%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0194.jpg         \b\b\b\b  5%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0195.jpg         \b\b\b\b  6%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0201.jpg         \b\b\b\b  6%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0202.jpg         \b\b\b\b  6%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0203.jpg         \b\b\b\b  6%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0204.jpg         \b\b\b\b  6%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0205.jpg         \b\b\b\b  6%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0206.jpg         \b\b\b\b  6%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0207.jpg         \b\b\b\b  7%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0208.jpg         \b\b\b\b  7%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0209.jpg         \b\b\b\b  7%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0210.jpg         \b\b\b\b  7%\b\b\b\b  8%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0211.jpg         \b\b\b\b  8%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0212.jpg         \b\b\b\b  8%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0213.jpg         \b\b\b\b  8%\b\b\b\b  9%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0214.jpg         \b\b\b\b  9%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0215.jpg         \b\b\b\b  9%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0216.jpg         \b\b\b\b  9%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0217.jpg         \b\b\b\b  9%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0218.jpg         \b\b\b\b  9%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0219.jpg         \b\b\b\b  9%\b\b\b\b 10%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0220.jpg         \b\b\b\b 10%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0221.jpg         \b\b\b\b 10%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0222.jpg         \b\b\b\b 10%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0223.jpg         \b\b\b\b 10%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0224.jpg         \b\b\b\b 10%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0225.jpg         \b\b\b\b 10%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0226.jpg         \b\b\b\b 10%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0227.jpg         \b\b\b\b 10%\b\b\b\b 11%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0228.jpg         \b\b\b\b 11%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0229.jpg         \b\b\b\b 11%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0230.jpg         \b\b\b\b 11%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0231.jpg         \b\b\b\b 11%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0232.jpg         \b\b\b\b 11%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0233.jpg         \b\b\b\b 11%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0234.jpg         \b\b\b\b 11%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0235.jpg         \b\b\b\b 11%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0236.jpg         \b\b\b\b 11%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0237.jpg         \b\b\b\b 11%\b\b\b\b 12%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0238.jpg         \b\b\b\b 12%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0239.jpg         \b\b\b\b 12%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0240.jpg         \b\b\b\b 12%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0241.jpg         \b\b\b\b 12%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0242.jpg         \b\b\b\b 12%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0243.jpg         \b\b\b\b 12%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0244.jpg         \b\b\b\b 12%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0245.jpg         \b\b\b\b 12%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0246.jpg         \b\b\b\b 12%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0247.jpg         \b\b\b\b 12%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0248.jpg         \b\b\b\b 12%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0249.jpg         \b\b\b\b 12%\b\b\b\b 13%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0250.jpg         \b\b\b\b 13%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0251.jpg         \b\b\b\b 13%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0252.jpg         \b\b\b\b 13%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0253.jpg         \b\b\b\b 13%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0254.jpg         \b\b\b\b 13%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0255.jpg         \b\b\b\b 13%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0256.jpg         \b\b\b\b 13%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0257.jpg         \b\b\b\b 13%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0258.jpg         \b\b\b\b 14%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0259.jpg         \b\b\b\b 14%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0260.jpg         \b\b\b\b 14%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0261.jpg         \b\b\b\b 14%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0262.jpg         \b\b\b\b 14%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0263.jpg         \b\b\b\b 14%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0264.jpg         \b\b\b\b 14%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0301.jpg         \b\b\b\b 14%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0302.jpg         \b\b\b\b 14%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0303.jpg         \b\b\b\b 14%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0304.jpg         \b\b\b\b 14%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0305.jpg         \b\b\b\b 14%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0306.jpg         \b\b\b\b 14%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0307.jpg         \b\b\b\b 14%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0308.jpg         \b\b\b\b 14%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0309.jpg         \b\b\b\b 15%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0310.jpg         \b\b\b\b 15%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0311.jpg         \b\b\b\b 15%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0312.jpg         \b\b\b\b 15%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0313.jpg         \b\b\b\b 15%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0314.jpg         \b\b\b\b 15%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0315.jpg         \b\b\b\b 15%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0316.jpg         \b\b\b\b 15%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0317.jpg         \b\b\b\b 15%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0318.jpg         \b\b\b\b 15%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0319.jpg         \b\b\b\b 15%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0320.jpg         \b\b\b\b 15%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0321.jpg         \b\b\b\b 15%\b\b\b\b 16%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0322.jpg         \b\b\b\b 16%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0323.jpg         \b\b\b\b 16%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0324.jpg         \b\b\b\b 16%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0325.jpg         \b\b\b\b 16%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0326.jpg         \b\b\b\b 16%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0327.jpg         \b\b\b\b 16%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0328.jpg         \b\b\b\b 16%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0329.jpg         \b\b\b\b 16%\b\b\b\b 17%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0330.jpg         \b\b\b\b 17%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0331.jpg         \b\b\b\b 17%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0332.jpg         \b\b\b\b 17%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0333.jpg         \b\b\b\b 17%\b\b\b\b 18%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0334.jpg         \b\b\b\b 18%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0335.jpg         \b\b\b\b 18%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0336.jpg         \b\b\b\b 18%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0401.jpg         \b\b\b\b 18%\b\b\b\b 19%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0402.jpg         \b\b\b\b 19%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0403.jpg         \b\b\b\b 19%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0404.jpg         \b\b\b\b 19%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0405.jpg         \b\b\b\b 19%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0406.jpg         \b\b\b\b 19%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0407.jpg         \b\b\b\b 19%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0408.jpg         \b\b\b\b 19%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0409.jpg         \b\b\b\b 19%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0410.jpg         \b\b\b\b 19%\b\b\b\b 20%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0411.jpg         \b\b\b\b 20%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0412.jpg         \b\b\b\b 20%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0413.jpg         \b\b\b\b 20%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0414.jpg         \b\b\b\b 20%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0415.jpg         \b\b\b\b 20%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0416.jpg         \b\b\b\b 20%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0417.jpg         \b\b\b\b 20%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0418.jpg         \b\b\b\b 20%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0419.jpg         \b\b\b\b 20%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0420.jpg         \b\b\b\b 20%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0421.jpg         \b\b\b\b 20%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0422.jpg         \b\b\b\b 20%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0423.jpg         \b\b\b\b 21%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0424.jpg         \b\b\b\b 21%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0425.jpg         \b\b\b\b 21%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0426.jpg         \b\b\b\b 21%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0427.jpg         \b\b\b\b 21%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0428.jpg         \b\b\b\b 21%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0429.jpg         \b\b\b\b 21%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0430.jpg         \b\b\b\b 21%\b\b\b\b 22%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0431.jpg         \b\b\b\b 22%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0501.jpg         \b\b\b\b 22%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0502.jpg         \b\b\b\b 22%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0503.jpg         \b\b\b\b 22%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0504.jpg         \b\b\b\b 22%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0505.jpg         \b\b\b\b 22%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0506.jpg         \b\b\b\b 22%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0507.jpg         \b\b\b\b 22%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0508.jpg         \b\b\b\b 22%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0509.jpg         \b\b\b\b 22%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0510.jpg         \b\b\b\b 22%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0511.jpg         \b\b\b\b 22%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0512.jpg         \b\b\b\b 22%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0513.jpg         \b\b\b\b 22%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0514.jpg         \b\b\b\b 22%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0515.jpg         \b\b\b\b 22%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0516.jpg         \b\b\b\b 23%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0517.jpg         \b\b\b\b 23%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0518.jpg         \b\b\b\b 23%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0519.jpg         \b\b\b\b 23%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0520.jpg         \b\b\b\b 23%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0521.jpg         \b\b\b\b 23%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0522.jpg         \b\b\b\b 23%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0523.jpg         \b\b\b\b 23%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0524.jpg         \b\b\b\b 23%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0525.jpg         \b\b\b\b 23%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0526.jpg         \b\b\b\b 23%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0527.jpg         \b\b\b\b 23%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0528.jpg         \b\b\b\b 24%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0529.jpg         \b\b\b\b 24%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0530.jpg         \b\b\b\b 24%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0531.jpg         \b\b\b\b 24%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0532.jpg         \b\b\b\b 24%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0533.jpg         \b\b\b\b 24%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0534.jpg         \b\b\b\b 24%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0601.jpg         \b\b\b\b 24%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0602.jpg         \b\b\b\b 24%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0603.jpg         \b\b\b\b 24%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0604.jpg         \b\b\b\b 25%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0605.jpg         \b\b\b\b 25%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0606.jpg         \b\b\b\b 25%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0607.jpg         \b\b\b\b 25%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0608.jpg         \b\b\b\b 25%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0609.jpg         \b\b\b\b 25%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0610.jpg         \b\b\b\b 25%\b\b\b\b 26%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0611.jpg         \b\b\b\b 26%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0612.jpg         \b\b\b\b 26%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0613.jpg         \b\b\b\b 26%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0614.jpg         \b\b\b\b 26%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0615.jpg         \b\b\b\b 26%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0616.jpg         \b\b\b\b 26%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0617.jpg         \b\b\b\b 26%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0618.jpg         \b\b\b\b 26%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0619.jpg         \b\b\b\b 26%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0620.jpg         \b\b\b\b 26%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0621.jpg         \b\b\b\b 26%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0622.jpg         \b\b\b\b 26%\b\b\b\b 27%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0623.jpg         \b\b\b\b 27%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0624.jpg         \b\b\b\b 27%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0625.jpg         \b\b\b\b 27%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0626.jpg         \b\b\b\b 27%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0627.jpg         \b\b\b\b 27%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0628.jpg         \b\b\b\b 27%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0629.jpg         \b\b\b\b 27%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0630.jpg         \b\b\b\b 27%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0631.jpg         \b\b\b\b 27%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0632.jpg         \b\b\b\b 27%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0633.jpg         \b\b\b\b 27%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0634.jpg         \b\b\b\b 27%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0635.jpg         \b\b\b\b 27%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0636.jpg         \b\b\b\b 27%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0637.jpg         \b\b\b\b 27%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0638.jpg         \b\b\b\b 27%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0639.jpg         \b\b\b\b 27%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0640.jpg         \b\b\b\b 27%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0641.jpg         \b\b\b\b 28%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0642.jpg         \b\b\b\b 28%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0643.jpg         \b\b\b\b 28%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0644.jpg         \b\b\b\b 28%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0645.jpg         \b\b\b\b 28%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0646.jpg         \b\b\b\b 28%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0647.jpg         \b\b\b\b 28%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0648.jpg         \b\b\b\b 28%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0649.jpg         \b\b\b\b 28%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0650.jpg         \b\b\b\b 28%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0651.jpg         \b\b\b\b 28%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0652.jpg         \b\b\b\b 28%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0653.jpg         \b\b\b\b 28%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0654.jpg         \b\b\b\b 29%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0655.jpg         \b\b\b\b 29%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0656.jpg         \b\b\b\b 29%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0657.jpg         \b\b\b\b 29%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0658.jpg         \b\b\b\b 29%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0659.jpg         \b\b\b\b 29%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0660.jpg         \b\b\b\b 29%\b\b\b\b 30%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0661.jpg         \b\b\b\b 30%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0662.jpg         \b\b\b\b 30%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0701.jpg         \b\b\b\b 30%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0702.jpg         \b\b\b\b 30%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0703.jpg         \b\b\b\b 30%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0704.jpg         \b\b\b\b 30%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0705.jpg         \b\b\b\b 30%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0706.jpg         \b\b\b\b 30%\b\b\b\b 31%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0707.jpg         \b\b\b\b 31%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0708.jpg         \b\b\b\b 31%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0709.jpg         \b\b\b\b 31%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0710.jpg         \b\b\b\b 31%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0711.jpg         \b\b\b\b 31%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0712.jpg         \b\b\b\b 31%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0713.jpg         \b\b\b\b 31%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0714.jpg         \b\b\b\b 31%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0715.jpg         \b\b\b\b 32%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0716.jpg         \b\b\b\b 32%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0717.jpg         \b\b\b\b 32%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0718.jpg         \b\b\b\b 32%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0719.jpg         \b\b\b\b 32%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0720.jpg         \b\b\b\b 32%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0721.jpg         \b\b\b\b 32%\b\b\b\b 33%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0722.jpg         \b\b\b\b 33%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0723.jpg         \b\b\b\b 33%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0724.jpg         \b\b\b\b 33%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0801.jpg         \b\b\b\b 33%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0802.jpg         \b\b\b\b 33%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0803.jpg         \b\b\b\b 33%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0804.jpg         \b\b\b\b 33%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0805.jpg         \b\b\b\b 33%\b\b\b\b 34%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0806.jpg         \b\b\b\b 34%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0807.jpg         \b\b\b\b 34%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0808.jpg         \b\b\b\b 34%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0809.jpg         \b\b\b\b 34%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0810.jpg         \b\b\b\b 35%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0811.jpg         \b\b\b\b 35%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0812.jpg         \b\b\b\b 35%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0813.jpg         \b\b\b\b 35%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0901.jpg         \b\b\b\b 35%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0902.jpg         \b\b\b\b 35%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0903.jpg         \b\b\b\b 35%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0904.jpg         \b\b\b\b 35%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0905.jpg         \b\b\b\b 35%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0906.jpg         \b\b\b\b 35%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0907.jpg         \b\b\b\b 35%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0908.jpg         \b\b\b\b 35%\b\b\b\b 36%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0909.jpg         \b\b\b\b 36%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0910.jpg         \b\b\b\b 36%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0911.jpg         \b\b\b\b 36%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0912.jpg         \b\b\b\b 36%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0913.jpg         \b\b\b\b 36%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0914.jpg         \b\b\b\b 36%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0915.jpg         \b\b\b\b 36%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0916.jpg         \b\b\b\b 36%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0917.jpg         \b\b\b\b 36%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0918.jpg         \b\b\b\b 36%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0919.jpg         \b\b\b\b 36%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0920.jpg         \b\b\b\b 36%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0921.jpg         \b\b\b\b 36%\b\b\b\b 37%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0922.jpg         \b\b\b\b 37%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0923.jpg         \b\b\b\b 37%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0924.jpg         \b\b\b\b 37%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0925.jpg         \b\b\b\b 37%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0926.jpg         \b\b\b\b 37%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0927.jpg         \b\b\b\b 37%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0928.jpg         \b\b\b\b 37%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0929.jpg         \b\b\b\b 37%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0930.jpg         \b\b\b\b 37%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0931.jpg         \b\b\b\b 37%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0932.jpg         \b\b\b\b 37%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0933.jpg         \b\b\b\b 37%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0934.jpg         \b\b\b\b 37%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0935.jpg         \b\b\b\b 37%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0936.jpg         \b\b\b\b 38%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0937.jpg         \b\b\b\b 38%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0938.jpg         \b\b\b\b 38%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0939.jpg         \b\b\b\b 38%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0940.jpg         \b\b\b\b 38%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0941.jpg         \b\b\b\b 38%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0942.jpg         \b\b\b\b 38%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0943.jpg         \b\b\b\b 39%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0944.jpg         \b\b\b\b 39%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0945.jpg         \b\b\b\b 39%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0946.jpg         \b\b\b\b 39%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0947.jpg         \b\b\b\b 39%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0948.jpg         \b\b\b\b 39%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0949.jpg         \b\b\b\b 39%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0950.jpg         \b\b\b\b 39%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0951.jpg         \b\b\b\b 39%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0952.jpg         \b\b\b\b 39%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0953.jpg         \b\b\b\b 39%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0954.jpg         \b\b\b\b 39%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0955.jpg         \b\b\b\b 39%\b\b\b\b 40%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0956.jpg         \b\b\b\b 40%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0957.jpg         \b\b\b\b 40%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0958.jpg         \b\b\b\b 40%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0959.jpg         \b\b\b\b 40%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0960.jpg         \b\b\b\b 40%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0961.jpg         \b\b\b\b 40%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0962.jpg         \b\b\b\b 40%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0963.jpg         \b\b\b\b 40%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0964.jpg         \b\b\b\b 40%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0965.jpg         \b\b\b\b 40%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0966.jpg         \b\b\b\b 40%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0967.jpg         \b\b\b\b 40%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0968.jpg         \b\b\b\b 40%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0969.jpg         \b\b\b\b 40%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0970.jpg         \b\b\b\b 40%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0971.jpg         \b\b\b\b 40%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0972.jpg         \b\b\b\b 40%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0973.jpg         \b\b\b\b 40%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0974.jpg         \b\b\b\b 40%\b\b\b\b 41%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0975.jpg         \b\b\b\b 41%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A0976.jpg         \b\b\b\b 41%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1001.jpg         \b\b\b\b 41%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1002.jpg         \b\b\b\b 41%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1003.jpg         \b\b\b\b 41%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1004.jpg         \b\b\b\b 41%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1005.jpg         \b\b\b\b 41%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1006.jpg         \b\b\b\b 41%\b\b\b\b 42%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1007.jpg         \b\b\b\b 42%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1008.jpg         \b\b\b\b 42%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1009.jpg         \b\b\b\b 42%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1010.jpg         \b\b\b\b 42%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1011.jpg         \b\b\b\b 42%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1012.jpg         \b\b\b\b 42%\b\b\b\b 43%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1013.jpg         \b\b\b\b 43%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1101.jpg         \b\b\b\b 43%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1102.jpg         \b\b\b\b 43%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1103.jpg         \b\b\b\b 43%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1104.jpg         \b\b\b\b 43%\b\b\b\b 44%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1105.jpg         \b\b\b\b 44%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1106.jpg         \b\b\b\b 44%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1107.jpg         \b\b\b\b 44%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1108.jpg         \b\b\b\b 44%\b\b\b\b 45%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1109.jpg         \b\b\b\b 45%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1110.jpg         \b\b\b\b 45%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1111.jpg         \b\b\b\b 45%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1112.jpg         \b\b\b\b 45%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1113.jpg         \b\b\b\b 45%\b\b\b\b 46%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1114.jpg         \b\b\b\b 46%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1115.jpg         \b\b\b\b 46%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1116.jpg         \b\b\b\b 46%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1117.jpg         \b\b\b\b 46%\b\b\b\b 47%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1118.jpg         \b\b\b\b 47%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1119.jpg         \b\b\b\b 47%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1201.jpg         \b\b\b\b 47%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1202.jpg         \b\b\b\b 47%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1203.jpg         \b\b\b\b 47%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1204.jpg         \b\b\b\b 47%\b\b\b\b 48%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1205.jpg         \b\b\b\b 48%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1206.jpg         \b\b\b\b 48%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1207.jpg         \b\b\b\b 48%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1208.jpg         \b\b\b\b 48%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1209.jpg         \b\b\b\b 48%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1210.jpg         \b\b\b\b 48%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1211.jpg         \b\b\b\b 48%\b\b\b\b 49%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1212.jpg         \b\b\b\b 49%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1213.jpg         \b\b\b\b 49%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1214.jpg         \b\b\b\b 49%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1215.jpg         \b\b\b\b 49%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1216.jpg         \b\b\b\b 49%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1217.jpg         \b\b\b\b 49%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1218.jpg         \b\b\b\b 49%\b\b\b\b 50%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1301.jpg         \b\b\b\b 50%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1302.jpg         \b\b\b\b 50%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1303.jpg         \b\b\b\b 50%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1304.jpg         \b\b\b\b 50%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1305.jpg         \b\b\b\b 50%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1306.jpg         \b\b\b\b 50%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1307.jpg         \b\b\b\b 51%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1308.jpg         \b\b\b\b 51%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1309.jpg         \b\b\b\b 51%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1310.jpg         \b\b\b\b 51%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1311.jpg         \b\b\b\b 51%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1312.jpg         \b\b\b\b 51%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1313.jpg         \b\b\b\b 51%\b\b\b\b 52%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1314.jpg         \b\b\b\b 52%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1315.jpg         \b\b\b\b 52%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1316.jpg         \b\b\b\b 52%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1317.jpg         \b\b\b\b 52%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1318.jpg         \b\b\b\b 52%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1319.jpg         \b\b\b\b 52%\b\b\b\b 53%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1401.jpg         \b\b\b\b 53%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1402.jpg         \b\b\b\b 53%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1403.jpg         \b\b\b\b 53%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1404.jpg         \b\b\b\b 53%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1405.jpg         \b\b\b\b 53%\b\b\b\b 54%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1406.jpg         \b\b\b\b 54%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1407.jpg         \b\b\b\b 54%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1408.jpg         \b\b\b\b 54%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1409.jpg         \b\b\b\b 54%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1410.jpg         \b\b\b\b 54%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1411.jpg         \b\b\b\b 54%\b\b\b\b 55%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1412.jpg         \b\b\b\b 55%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1413.jpg         \b\b\b\b 55%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1414.jpg         \b\b\b\b 55%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1415.jpg         \b\b\b\b 55%\b\b\b\b 56%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1416.jpg         \b\b\b\b 56%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1417.jpg         \b\b\b\b 56%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1418.jpg         \b\b\b\b 56%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1419.jpg         \b\b\b\b 56%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1420.jpg         \b\b\b\b 56%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1421.jpg         \b\b\b\b 56%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1422.jpg         \b\b\b\b 56%\b\b\b\b 57%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1423.jpg         \b\b\b\b 57%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1424.jpg         \b\b\b\b 57%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1425.jpg         \b\b\b\b 57%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1426.jpg         \b\b\b\b 57%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1427.jpg         \b\b\b\b 57%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1428.jpg         \b\b\b\b 57%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1429.jpg         \b\b\b\b 57%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1430.jpg         \b\b\b\b 58%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1431.jpg         \b\b\b\b 58%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1432.jpg         \b\b\b\b 58%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1433.jpg         \b\b\b\b 58%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1434.jpg         \b\b\b\b 58%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1435.jpg         \b\b\b\b 58%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1436.jpg         \b\b\b\b 58%\b\b\b\b 59%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1437.jpg         \b\b\b\b 59%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1438.jpg         \b\b\b\b 59%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1439.jpg         \b\b\b\b 59%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1440.jpg         \b\b\b\b 59%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1441.jpg         \b\b\b\b 59%\b\b\b\b 60%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1442.jpg         \b\b\b\b 60%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1443.jpg         \b\b\b\b 60%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1444.jpg         \b\b\b\b 60%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1445.jpg         \b\b\b\b 60%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1446.jpg         \b\b\b\b 60%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1447.jpg         \b\b\b\b 60%\b\b\b\b 61%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1448.jpg         \b\b\b\b 61%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1449.jpg         \b\b\b\b 61%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1450.jpg         \b\b\b\b 61%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1451.jpg         \b\b\b\b 61%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1452.jpg         \b\b\b\b 61%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1453.jpg         \b\b\b\b 61%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1454.jpg         \b\b\b\b 62%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1455.jpg         \b\b\b\b 62%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1501.jpg         \b\b\b\b 62%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1502.jpg         \b\b\b\b 62%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1503.jpg         \b\b\b\b 62%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1504.jpg         \b\b\b\b 62%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1505.jpg         \b\b\b\b 62%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1506.jpg         \b\b\b\b 62%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1507.jpg         \b\b\b\b 62%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1508.jpg         \b\b\b\b 62%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1509.jpg         \b\b\b\b 63%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1510.jpg         \b\b\b\b 63%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1511.jpg         \b\b\b\b 63%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1512.jpg         \b\b\b\b 63%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1513.jpg         \b\b\b\b 63%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1514.jpg         \b\b\b\b 63%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1515.jpg         \b\b\b\b 63%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1516.jpg         \b\b\b\b 63%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1517.jpg         \b\b\b\b 63%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1518.jpg         \b\b\b\b 63%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1519.jpg         \b\b\b\b 63%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1520.jpg         \b\b\b\b 63%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1521.jpg         \b\b\b\b 63%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1522.jpg         \b\b\b\b 63%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1523.jpg         \b\b\b\b 64%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1524.jpg         \b\b\b\b 64%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1525.jpg         \b\b\b\b 64%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1526.jpg         \b\b\b\b 64%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1527.jpg         \b\b\b\b 64%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1528.jpg         \b\b\b\b 64%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1529.jpg         \b\b\b\b 64%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1530.jpg         \b\b\b\b 64%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1531.jpg         \b\b\b\b 64%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1532.jpg         \b\b\b\b 64%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1533.jpg         \b\b\b\b 64%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1534.jpg         \b\b\b\b 65%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1535.jpg         \b\b\b\b 65%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1536.jpg         \b\b\b\b 65%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1537.jpg         \b\b\b\b 65%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1538.jpg         \b\b\b\b 65%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1539.jpg         \b\b\b\b 65%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1601.jpg         \b\b\b\b 65%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1602.jpg         \b\b\b\b 65%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1603.jpg         \b\b\b\b 65%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1604.jpg         \b\b\b\b 65%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1605.jpg         \b\b\b\b 65%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1606.jpg         \b\b\b\b 65%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1607.jpg         \b\b\b\b 65%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1608.jpg         \b\b\b\b 65%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1609.jpg         \b\b\b\b 65%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1610.jpg         \b\b\b\b 65%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1611.jpg         \b\b\b\b 66%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1612.jpg         \b\b\b\b 66%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1613.jpg         \b\b\b\b 66%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1614.jpg         \b\b\b\b 66%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1615.jpg         \b\b\b\b 66%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1616.jpg         \b\b\b\b 66%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1617.jpg         \b\b\b\b 66%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1618.jpg         \b\b\b\b 66%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1619.jpg         \b\b\b\b 66%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1620.jpg         \b\b\b\b 66%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1621.jpg         \b\b\b\b 66%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1622.jpg         \b\b\b\b 66%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1623.jpg         \b\b\b\b 66%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1624.jpg         \b\b\b\b 66%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1625.jpg         \b\b\b\b 66%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1626.jpg         \b\b\b\b 66%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1627.jpg         \b\b\b\b 66%\b\b\b\b 67%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1628.jpg         \b\b\b\b 67%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1629.jpg         \b\b\b\b 67%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1630.jpg         \b\b\b\b 67%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1631.jpg         \b\b\b\b 67%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1632.jpg         \b\b\b\b 67%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1633.jpg         \b\b\b\b 67%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1634.jpg         \b\b\b\b 68%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1635.jpg         \b\b\b\b 68%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1636.jpg         \b\b\b\b 68%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1637.jpg         \b\b\b\b 68%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1638.jpg         \b\b\b\b 68%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1639.jpg         \b\b\b\b 68%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1640.jpg         \b\b\b\b 68%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1641.jpg         \b\b\b\b 68%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1642.jpg         \b\b\b\b 68%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1643.jpg         \b\b\b\b 68%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1644.jpg         \b\b\b\b 68%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1645.jpg         \b\b\b\b 68%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1646.jpg         \b\b\b\b 68%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1647.jpg         \b\b\b\b 68%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1648.jpg         \b\b\b\b 68%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1649.jpg         \b\b\b\b 69%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1650.jpg         \b\b\b\b 69%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1651.jpg         \b\b\b\b 69%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1652.jpg         \b\b\b\b 69%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1653.jpg         \b\b\b\b 69%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1654.jpg         \b\b\b\b 69%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1655.jpg         \b\b\b\b 69%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1656.jpg         \b\b\b\b 69%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1657.jpg         \b\b\b\b 69%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1658.jpg         \b\b\b\b 69%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1659.jpg         \b\b\b\b 69%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1701.jpg         \b\b\b\b 69%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1702.jpg         \b\b\b\b 69%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1703.jpg         \b\b\b\b 69%\b\b\b\b 70%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1704.jpg         \b\b\b\b 70%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1705.jpg         \b\b\b\b 70%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1706.jpg         \b\b\b\b 70%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1707.jpg         \b\b\b\b 70%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1708.jpg         \b\b\b\b 70%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1709.jpg         \b\b\b\b 70%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1710.jpg         \b\b\b\b 70%\b\b\b\b 71%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1711.jpg         \b\b\b\b 71%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1712.jpg         \b\b\b\b 71%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1801.jpg         \b\b\b\b 71%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1802.jpg         \b\b\b\b 71%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1803.jpg         \b\b\b\b 71%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1804.jpg         \b\b\b\b 71%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1805.jpg         \b\b\b\b 71%\b\b\b\b 72%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1806.jpg         \b\b\b\b 72%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1807.jpg         \b\b\b\b 72%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1808.jpg         \b\b\b\b 72%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1809.jpg         \b\b\b\b 72%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1810.jpg         \b\b\b\b 72%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1811.jpg         \b\b\b\b 72%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1812.jpg         \b\b\b\b 72%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1813.jpg         \b\b\b\b 72%\b\b\b\b 73%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1814.jpg         \b\b\b\b 73%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1815.jpg         \b\b\b\b 73%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1816.jpg         \b\b\b\b 73%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1901.jpg         \b\b\b\b 73%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1902.jpg         \b\b\b\b 73%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1903.jpg         \b\b\b\b 73%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1904.jpg         \b\b\b\b 73%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1905.jpg         \b\b\b\b 73%\b\b\b\b 74%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1906.jpg         \b\b\b\b 74%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1907.jpg         \b\b\b\b 74%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1908.jpg         \b\b\b\b 74%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1909.jpg         \b\b\b\b 74%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1910.jpg         \b\b\b\b 74%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1911.jpg         \b\b\b\b 74%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1912.jpg         \b\b\b\b 74%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1913.jpg         \b\b\b\b 74%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1914.jpg         \b\b\b\b 74%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1915.jpg         \b\b\b\b 75%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1916.jpg         \b\b\b\b 75%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1917.jpg         \b\b\b\b 75%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1918.jpg         \b\b\b\b 75%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1919.jpg         \b\b\b\b 75%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1920.jpg         \b\b\b\b 75%\b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1921.jpg         \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1922.jpg         \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1923.jpg         \b\b\b\b 76%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1924.jpg         \b\b\b\b 76%\b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1925.jpg         \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1926.jpg         \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1927.jpg         \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1928.jpg         \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1929.jpg         \b\b\b\b 77%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1930.jpg         \b\b\b\b 77%\b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1931.jpg         \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1932.jpg         \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A1933.jpg         \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2001.jpg         \b\b\b\b 78%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2002.jpg         \b\b\b\b 78%\b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2003.jpg         \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2004.jpg         \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2005.jpg         \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2006.jpg         \b\b\b\b 79%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2007.jpg         \b\b\b\b 79%\b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2008.jpg         \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2009.jpg         \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2010.jpg         \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2011.jpg         \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2012.jpg         \b\b\b\b 80%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2013.jpg         \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2014.jpg         \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2015.jpg         \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2016.jpg         \b\b\b\b 81%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2017.jpg         \b\b\b\b 81%\b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2018.jpg         \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2019.jpg         \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2020.jpg         \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2021.jpg         \b\b\b\b 82%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2022.jpg         \b\b\b\b 82%\b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2023.jpg         \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2024.jpg         \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2025.jpg         \b\b\b\b 83%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2026.jpg         \b\b\b\b 83%\b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2027.jpg         \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2101.jpg         \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2102.jpg         \b\b\b\b 84%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2103.jpg         \b\b\b\b 84%\b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2104.jpg         \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2105.jpg         \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2106.jpg         \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2107.jpg         \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2108.jpg         \b\b\b\b 85%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2109.jpg         \b\b\b\b 85%\b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2110.jpg         \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2111.jpg         \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2112.jpg         \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2113.jpg         \b\b\b\b 86%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2114.jpg         \b\b\b\b 86%\b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2115.jpg         \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2116.jpg         \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2117.jpg         \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2118.jpg         \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2119.jpg         \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2120.jpg         \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2121.jpg         \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2201.jpg         \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2202.jpg         \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2203.jpg         \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2204.jpg         \b\b\b\b 87%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2205.jpg         \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2206.jpg         \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2207.jpg         \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2208.jpg         \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2209.jpg         \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2210.jpg         \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2211.jpg         \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2212.jpg         \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2213.jpg         \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2214.jpg         \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2215.jpg         \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2216.jpg         \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2217.jpg         \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2218.jpg         \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2219.jpg         \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2220.jpg         \b\b\b\b 88%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2221.jpg         \b\b\b\b 88%\b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2222.jpg         \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2223.jpg         \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2224.jpg         \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2225.jpg         \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2301.jpg         \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2302.jpg         \b\b\b\b 89%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2303.jpg         \b\b\b\b 89%\b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2304.jpg         \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2305.jpg         \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2306.jpg         \b\b\b\b 90%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2307.jpg         \b\b\b\b 90%\b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2308.jpg         \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2309.jpg         \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2310.jpg         \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2311.jpg         \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2312.jpg         \b\b\b\b 91%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2313.jpg         \b\b\b\b 91%\b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2314.jpg         \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2315.jpg         \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2316.jpg         \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2317.jpg         \b\b\b\b 92%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2318.jpg         \b\b\b\b 92%\b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2319.jpg         \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2320.jpg         \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2321.jpg         \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2322.jpg         \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2323.jpg         \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2324.jpg         \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2325.jpg         \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2326.jpg         \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2327.jpg         \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2328.jpg         \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2329.jpg         \b\b\b\b 93%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2330.jpg         \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2331.jpg         \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2332.jpg         \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2333.jpg         \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2401.jpg         \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2402.jpg         \b\b\b\b 94%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2403.jpg         \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2404.jpg         \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2405.jpg         \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2406.jpg         \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2407.jpg         \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2408.jpg         \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2409.jpg         \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2410.jpg         \b\b\b\b 95%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2411.jpg         \b\b\b\b 95%\b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2412.jpg         \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2413.jpg         \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2414.jpg         \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2415.jpg         \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2416.jpg         \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2417.jpg         \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2418.jpg         \b\b\b\b 96%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2419.jpg         \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2420.jpg         \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2501.jpg         \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2502.jpg         \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2503.jpg         \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2504.jpg         \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2505.jpg         \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2506.jpg         \b\b\b\b 97%\b\b\b\b\b  OK \n",
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            "Extracting  ./datasets/samples for participants/images/A2511.jpg         \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2512.jpg         \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2513.jpg         \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2514.jpg         \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2515.jpg         \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2516.jpg         \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2517.jpg         \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2518.jpg         \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2519.jpg         \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2520.jpg         \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2521.jpg         \b\b\b\b 97%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2522.jpg         \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2523.jpg         \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2524.jpg         \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2525.jpg         \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2526.jpg         \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2527.jpg         \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2528.jpg         \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2529.jpg         \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2530.jpg         \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2531.jpg         \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2532.jpg         \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2533.jpg         \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2534.jpg         \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2535.jpg         \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2536.jpg         \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2537.jpg         \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2538.jpg         \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2539.jpg         \b\b\b\b 98%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2540.jpg         \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2601.jpg         \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2701.jpg         \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2801.jpg         \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A2901.jpg         \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A3001.jpg         \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A3101.jpg         \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A3201.jpg         \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A3301.jpg         \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A3401.jpg         \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A3501.jpg         \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A3601.jpg         \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A3701.jpg         \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A3801.jpg         \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A3901.jpg         \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/A4001.jpg         \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "Extracting  ./datasets/samples for participants/images/Thumbs.db         \b\b\b\b 99%\b\b\b\b\b  OK \n",
            "All OK\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "_i0Mbpeavmd1"
      },
      "source": [
        "**prepare insightface module**\n",
        "\n",
        "Here I used default model. You can select the best Face Detection and Face Recognition models (trade-off between accuracy and computational cost) on model-zoo page\n",
        "\n",
        "more accurate <===================================================> faster\n",
        "\n",
        "ResNet-100 (R100) - ResNet-50 (R50) - ResNet-34 (R34) - ResNet-18 (R18) - MobileNet"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "loTH_sYeQT7t",
        "outputId": "acbbbf3e-9a0c-4533-c437-c5fd334a58ed"
      },
      "source": [
        "from insightface.app import FaceAnalysis\n",
        "from insightface.data import get_image as ins_get_image\n",
        "\n",
        "app = FaceAnalysis()\n",
        "app.prepare(ctx_id=0, det_thresh=0.5)"
      ],
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "download_path: /root/.insightface/models/buffalo_l\n",
            "Downloading /root/.insightface/models/buffalo_l.zip from http://storage.insightface.ai/files/models/buffalo_l.zip...\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "100%|██████████| 281857/281857 [00:04<00:00, 66903.78KB/s]\n",
            "/usr/local/lib/python3.7/dist-packages/onnxruntime/capi/onnxruntime_inference_collection.py:353: UserWarning: Deprecation warning. This ORT build has ['CUDAExecutionProvider', 'CPUExecutionProvider'] enabled. The next release (ORT 1.10) will require explicitly setting the providers parameter (as opposed to the current behavior of providers getting set/registered by default based on the build flags) when instantiating InferenceSession.For example, onnxruntime.InferenceSession(..., providers=[\"CUDAExecutionProvider\"], ...)\n",
            "  \"based on the build flags) when instantiating InferenceSession.\"\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Applied providers: ['CUDAExecutionProvider', 'CPUExecutionProvider'], with options: {'CPUExecutionProvider': {}, 'CUDAExecutionProvider': {'do_copy_in_default_stream': '1', 'arena_extend_strategy': 'kNextPowerOfTwo', 'gpu_external_empty_cache': '0', 'gpu_external_free': '0', 'cudnn_conv_use_max_workspace': '0', 'gpu_mem_limit': '18446744073709551615', 'cudnn_conv_algo_search': 'EXHAUSTIVE', 'gpu_external_alloc': '0', 'device_id': '0'}}\n",
            "find model: /root/.insightface/models/buffalo_l/1k3d68.onnx landmark_3d_68 ['None', 3, 192, 192] 0.0 1.0\n",
            "Applied providers: ['CUDAExecutionProvider', 'CPUExecutionProvider'], with options: {'CPUExecutionProvider': {}, 'CUDAExecutionProvider': {'do_copy_in_default_stream': '1', 'arena_extend_strategy': 'kNextPowerOfTwo', 'gpu_external_empty_cache': '0', 'gpu_external_free': '0', 'cudnn_conv_use_max_workspace': '0', 'gpu_mem_limit': '18446744073709551615', 'cudnn_conv_algo_search': 'EXHAUSTIVE', 'gpu_external_alloc': '0', 'device_id': '0'}}\n",
            "find model: /root/.insightface/models/buffalo_l/2d106det.onnx landmark_2d_106 ['None', 3, 192, 192] 0.0 1.0\n",
            "Applied providers: ['CUDAExecutionProvider', 'CPUExecutionProvider'], with options: {'CPUExecutionProvider': {}, 'CUDAExecutionProvider': {'do_copy_in_default_stream': '1', 'arena_extend_strategy': 'kNextPowerOfTwo', 'gpu_external_empty_cache': '0', 'gpu_external_free': '0', 'cudnn_conv_use_max_workspace': '0', 'gpu_mem_limit': '18446744073709551615', 'cudnn_conv_algo_search': 'EXHAUSTIVE', 'gpu_external_alloc': '0', 'device_id': '0'}}\n",
            "find model: /root/.insightface/models/buffalo_l/det_10g.onnx detection [1, 3, '?', '?'] 127.5 128.0\n",
            "Applied providers: ['CUDAExecutionProvider', 'CPUExecutionProvider'], with options: {'CPUExecutionProvider': {}, 'CUDAExecutionProvider': {'do_copy_in_default_stream': '1', 'arena_extend_strategy': 'kNextPowerOfTwo', 'gpu_external_empty_cache': '0', 'gpu_external_free': '0', 'cudnn_conv_use_max_workspace': '0', 'gpu_mem_limit': '18446744073709551615', 'cudnn_conv_algo_search': 'EXHAUSTIVE', 'gpu_external_alloc': '0', 'device_id': '0'}}\n",
            "find model: /root/.insightface/models/buffalo_l/genderage.onnx genderage ['None', 3, 96, 96] 0.0 1.0\n",
            "Applied providers: ['CUDAExecutionProvider', 'CPUExecutionProvider'], with options: {'CPUExecutionProvider': {}, 'CUDAExecutionProvider': {'do_copy_in_default_stream': '1', 'arena_extend_strategy': 'kNextPowerOfTwo', 'gpu_external_empty_cache': '0', 'gpu_external_free': '0', 'cudnn_conv_use_max_workspace': '0', 'gpu_mem_limit': '18446744073709551615', 'cudnn_conv_algo_search': 'EXHAUSTIVE', 'gpu_external_alloc': '0', 'device_id': '0'}}\n",
            "find model: /root/.insightface/models/buffalo_l/w600k_r50.onnx recognition ['None', 3, 112, 112] 127.5 127.5\n",
            "set det-size: (640, 640)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Important notes about run time:**\n",
        "\n",
        "\n",
        "> a) Remove unnecessary processes, such as landmark detection and gender recognition, to reduce run time.\n",
        "in [face_analysis.py](https://github.com/deepinsight/insightface/blob/8137469a08a00ddf9a4de4f15f5e98b2869ced21/python-package/insightface/app/face_analysis.py#L73) (/usr/local/lib/python3.7/dist-packages/insightface/app/face_analysis.py) see: \"taskname, model in self.models.items():\"\n",
        "*   'landmark_3d_68'\n",
        "*   'landmark_2d_106'\n",
        "*   'genderage'\n",
        "*   'recognition'\n",
        "*   'detection'\n",
        "\n",
        "> b) Feature (embedding) extraction can be perfomed only for the best face ([facecup](https://facecup.ir/) images are single face).\n",
        "\n",
        "\n",
        "\n",
        "> c) Try to use batch processing (feature extraction) to reduce overall run time.\n",
        "\n",
        "\n",
        "\n",
        "\n",
        "\n",
        "\n"
      ],
      "metadata": {
        "id": "oxpinde9gaRm"
      }
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "wgJywYBHv8qf"
      },
      "source": [
        "**feature extraction**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "4TPfcdARQYTt",
        "outputId": "903ffec5-d31d-4979-8737-f853690119ee"
      },
      "source": [
        "import os\n",
        "import cv2\n",
        "import numpy as np\n",
        "\n",
        "dataset_path = './datasets/samples for participants/images'\n",
        "files = os.listdir(dataset_path)\n",
        "\n",
        "accepted_files = []\n",
        "features = []\n",
        "labels = []\n",
        "reject_labels = []\n",
        "counter = 1\n",
        "for file in files:\n",
        "  if not file.endswith('.jpg'):\n",
        "    continue\n",
        "  print('prosessing image %d: %s'%(counter,file))\n",
        "    \n",
        "  img = cv2.imread(os.path.join(dataset_path, file))\n",
        "  faces = app.get(img)\n",
        "  if len(faces) > 0:\n",
        "    features.append(faces[0].normed_embedding)\n",
        "    accepted_files.append(file)\n",
        "    labels.append(int(file[1:3]))\n",
        "  else:\n",
        "    reject_labels.append(int(file[1:3]))\n",
        "  \n",
        "  counter+=1\n",
        "\n",
        "labels += reject_labels # add images without face detection\n",
        "print('number of images without face: %d' % len(reject_labels))"
      ],
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "prosessing image 1: A0805.jpg\n",
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            "prosessing image 792: A1631.jpg\n",
            "prosessing image 793: A1657.jpg\n",
            "prosessing image 794: A2321.jpg\n",
            "prosessing image 795: A0520.jpg\n",
            "prosessing image 796: A0631.jpg\n",
            "prosessing image 797: A2533.jpg\n",
            "prosessing image 798: A0617.jpg\n",
            "prosessing image 799: A0703.jpg\n",
            "prosessing image 800: A2534.jpg\n",
            "prosessing image 801: A2202.jpg\n",
            "prosessing image 802: A1618.jpg\n",
            "prosessing image 803: A2016.jpg\n",
            "prosessing image 804: A1401.jpg\n",
            "prosessing image 805: A2505.jpg\n",
            "prosessing image 806: A1412.jpg\n",
            "prosessing image 807: A0129.jpg\n",
            "prosessing image 808: A0176.jpg\n",
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            "prosessing image 850: A0620.jpg\n",
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            "prosessing image 871: A0944.jpg\n",
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            "prosessing image 877: A0419.jpg\n",
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            "prosessing image 888: A1615.jpg\n",
            "prosessing image 889: A0605.jpg\n",
            "prosessing image 890: A2309.jpg\n",
            "prosessing image 891: A0959.jpg\n",
            "prosessing image 892: A2538.jpg\n",
            "prosessing image 893: A2510.jpg\n",
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            "prosessing image 897: A0426.jpg\n",
            "prosessing image 898: A0705.jpg\n",
            "prosessing image 899: A0607.jpg\n",
            "number of images without face: 23\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "kE5KSVvims1E"
      },
      "source": [
        "**Evaluation**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "hsSZ6nu1mosg",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "2ef05992-88ff-49d2-a3e5-e6868a238093"
      },
      "source": [
        "# download evaluation.py from my github page to use in colab machine\n",
        "!wget https://raw.githubusercontent.com/hamidsadeghi68/face-clustering/main/evaluation.py"
      ],
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "--2022-01-17 04:53:40--  https://raw.githubusercontent.com/hamidsadeghi68/face-clustering/main/evaluation.py\n",
            "Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.108.133, 185.199.109.133, 185.199.110.133, ...\n",
            "Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.108.133|:443... connected.\n",
            "HTTP request sent, awaiting response... 200 OK\n",
            "Length: 674 [text/plain]\n",
            "Saving to: ‘evaluation.py’\n",
            "\n",
            "\revaluation.py         0%[                    ]       0  --.-KB/s               \revaluation.py       100%[===================>]     674  --.-KB/s    in 0s      \n",
            "\n",
            "2022-01-17 04:53:41 (45.7 MB/s) - ‘evaluation.py’ saved [674/674]\n",
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "DLSBvm6VeIHw"
      },
      "source": [
        "from evaluation import evaluate_clustering"
      ],
      "execution_count": 7,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "IFxel1EB3hdg"
      },
      "source": [
        "**Clustering**"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "5apWf_kgwIHZ"
      },
      "source": [
        "K-means clustering"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "dPd-JPaxQbnG",
        "outputId": "493a4df3-d2ca-4238-ed8e-e396198602e1"
      },
      "source": [
        "from sklearn import cluster\n",
        "k = 40 # set the number of clusters\n",
        "y_pred = cluster.KMeans(n_clusters=k, random_state=0).fit_predict(features)\n",
        "y_pred_compelet = list(y_pred) + list(range(max(y_pred)+1,max(y_pred)+len(reject_labels)+1))\n",
        "print('num of clusters: %d' % (max(y_pred_compelet)+1))\n",
        "evaluate_clustering(labels, y_pred_compelet)"
      ],
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "num of clusters: 63\n",
            "Rand Index: 0.976609, NMI: 0.883034, F-measure: 0.720734\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "nbnLpFiuwMix"
      },
      "source": [
        "DBSCAN clustering"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "v9vDIgNfQekH",
        "outputId": "68e5de62-28d5-42d9-ea12-fcee7fc0a5fc"
      },
      "source": [
        "y_pred = cluster.DBSCAN(eps=1.14, min_samples=2).fit_predict(features)\n",
        "\n",
        "# remove noise label from the output:\n",
        "# (assign a separate cluster label for each noise image)\n",
        "c_id = max(y_pred)+1\n",
        "for i, y in enumerate(y_pred):\n",
        "  if y == -1:\n",
        "    y_pred[i] = c_id\n",
        "    c_id += 1\n",
        "\n",
        "y_pred_compelet = list(y_pred) + list(range(max(y_pred)+1,max(y_pred)+len(reject_labels)+1))\n",
        "print('num of clusters: %d' % (max(y_pred_compelet)+1))\n",
        "evaluate_clustering(labels, y_pred_compelet)"
      ],
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "num of clusters: 83\n",
            "Rand Index: 0.994733, NMI: 0.959152, F-measure: 0.946191\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "giuP3LcQwRiS"
      },
      "source": [
        "Agglomerative clustering (using feature vector directly)"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "j9HXU-VEQgyn",
        "outputId": "f6fdbfec-cbfc-4bba-f74f-463c704b3dd3"
      },
      "source": [
        "y_pred = cluster.AgglomerativeClustering(n_clusters=None, distance_threshold=1.14, linkage='single').fit_predict(features)\n",
        "y_pred_compelet = list(y_pred) + list(range(max(y_pred)+1,max(y_pred)+len(reject_labels)+1))\n",
        "print('num of clusters: %d' % (max(y_pred_compelet)+1))\n",
        "evaluate_clustering(labels, y_pred_compelet)"
      ],
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "num of clusters: 83\n",
            "Rand Index: 0.994733, NMI: 0.959152, F-measure: 0.946191\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Agglomerative clustering (using distance matrix)"
      ],
      "metadata": {
        "id": "H96QCLhLBBuj"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "!wget https://raw.githubusercontent.com/hamidsadeghi68/face-clustering/main/matching.py\n",
        "from matching import match"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "uZHMjEM33uro",
        "outputId": "565412f0-d748-4703-e081-c9d86d3c818e"
      },
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "--2022-01-17 04:54:34--  https://raw.githubusercontent.com/hamidsadeghi68/face-clustering/main/matching.py\n",
            "Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.108.133, 185.199.109.133, 185.199.110.133, ...\n",
            "Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.108.133|:443... connected.\n",
            "HTTP request sent, awaiting response... 200 OK\n",
            "Length: 548 [text/plain]\n",
            "Saving to: ‘matching.py’\n",
            "\n",
            "\rmatching.py           0%[                    ]       0  --.-KB/s               \rmatching.py         100%[===================>]     548  --.-KB/s    in 0s      \n",
            "\n",
            "2022-01-17 04:54:34 (41.1 MB/s) - ‘matching.py’ saved [548/548]\n",
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# re-implement this part of code to reduce run-time:\n",
        "n = len(features)\n",
        "distance_matrix = np.empty([n, n])\n",
        "for i, feature in enumerate(features):\n",
        "  for j in range(i+1, n): # distance[i, j] == distance [j, i]\n",
        "    distance_matrix[i, j] = match(feature, features[j])\n",
        "    # distance_matrix[i, j] = match(feature, features[j], metric='Cosine') # precomputed --> a distance matrix is needed"
      ],
      "metadata": {
        "id": "5wob0ZZZ1kPf"
      },
      "execution_count": 12,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# affinity='precomputed'\n",
        "y_pred = cluster.AgglomerativeClustering(n_clusters=None, distance_threshold=1.14, linkage='single', affinity='precomputed').fit_predict(distance_matrix)\n",
        "y_pred_compelet = list(y_pred) + list(range(max(y_pred)+1,max(y_pred)+len(reject_labels)+1))\n",
        "print('num of clusters: %d' % (max(y_pred_compelet)+1))\n",
        "evaluate_clustering(labels, y_pred_compelet)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "qMaCinkZ9_gO",
        "outputId": "3f83e606-dc49-47c3-b086-b2982dd44ad9"
      },
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "num of clusters: 83\n",
            "Rand Index: 0.994733, NMI: 0.959152, F-measure: 0.946191\n"
          ]
        }
      ]
    }
  ]
}