Malaria_Detection.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "fK8vIcQCRK_g"
   },
   "source": [
    "# **Malaria Detection**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "_nPfpURcS88V"
   },
   "source": [
    "## Detecting malaria with deep learning"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "-h4V6wfDSmIC"
   },
   "source": [
    "Our goal is to create a deep learing model to detect detect 'Parasitized' and 'Uninfected' samples from given image data.\n",
    "\n",
    "The images are of the blood smears of healthy and infected patients."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "R7musVldUPbq"
   },
   "source": [
    "We will be mainly using Tensorflow framework, along with NumPy, Matplotlib, OpenCV and Scikit-learn."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "9B6tMhDpWbCQ"
   },
   "source": [
    "## Dataset"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "5DYlhnePWk7W"
   },
   "source": [
    "I have the data in my Google Drive ([here is the link](https://drive.google.com/file/d/1zM2LvCaaA9-FX8G60PLt-LwAxF9yC06w/view?usp=sharing)). You may copy it into your Drive and use it.\n",
    "\n",
    "The size of the dataset is 337MB. The dataset contains a total of 27558 images (13779 parasitized and 13779 uninfected)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "zgGOLj60WnGU"
   },
   "source": [
    "## Platform"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "55lgAkxD2Qch"
   },
   "source": [
    "I am running this notebook on Google Colaboratory platform.\n",
    "\n",
    "If you are running this locally or any different platform, you may need to change the 'GPU Initialization', 'Connecting to Google Drive' and 'Saving Models to Drive' sections."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "jfZQ7HE62H0W"
   },
   "source": [
    "# GPU Initialization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 34
    },
    "colab_type": "code",
    "id": "9vFk1X7wUUGf",
    "outputId": "4df15cdf-6b3e-4a0e-a91a-0b06523f00a5"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Found GPU at: /device:GPU:0\n"
     ]
    }
   ],
   "source": [
    "%tensorflow_version 2.x\n",
    "import tensorflow as tf\n",
    "device_name = tf.test.gpu_device_name()\n",
    "if device_name != '/device:GPU:0':\n",
    "    raise SystemError('GPU device not found')\n",
    "print('Found GPU at: {}'.format(device_name))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "EJpCZPK62Wd_"
   },
   "source": [
    "# Importing Libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "oev3uLfOSo-5"
   },
   "outputs": [],
   "source": [
    "# For files and directories\n",
    "import shutil\n",
    "import os\n",
    "import glob\n",
    "\n",
    "# For basic operations\n",
    "import numpy as np\n",
    "import random\n",
    "\n",
    "# For image visualization\n",
    "import cv2\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# For model creation\n",
    "import tensorflow as tf\n",
    "import tensorflow.keras as K\n",
    "\n",
    "# For model evaluation\n",
    "import sklearn\n",
    "from sklearn import metrics"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "NFkQPFm62rIe"
   },
   "source": [
    "# Importing Dataset"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "WdkOGUyR22c2"
   },
   "source": [
    "## Connecting to Google Drive (for Google Colab)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 34
    },
    "colab_type": "code",
    "id": "T5p00CdceLf_",
    "outputId": "55b8b4de-9ae2-43dd-b931-6d66f1c8d80f"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mounted at /content/gdrive\n"
     ]
    }
   ],
   "source": [
    "from google.colab import drive\n",
    "drive.mount('/content/gdrive')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "colab_type": "code",
    "id": "RU3W2AjJeLd6",
    "outputId": "68284cc3-6f74-4d3d-e66a-534d8d26f715"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[1;30;43mStreaming output truncated to the last 5000 lines.\u001b[0m\n",
      " extracting: cell_images/Uninfected/C236ThinF_IMG_20151127_102428_cell_118.png  \n",
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      " extracting: cell_images/Uninfected/C238NThinF_IMG_20151207_114605_cell_163.png  \n",
      " extracting: cell_images/Uninfected/C238NThinF_IMG_20151207_114605_cell_164.png  \n",
      " extracting: cell_images/Uninfected/C238NThinF_IMG_20151207_114605_cell_171.png  \n",
      " extracting: cell_images/Uninfected/C238NThinF_IMG_20151207_114605_cell_18.png  \n",
      " extracting: cell_images/Uninfected/C238NThinF_IMG_20151207_114605_cell_24.png  \n",
      " extracting: cell_images/Uninfected/C238NThinF_IMG_20151207_114605_cell_64.png  \n",
      " extracting: cell_images/Uninfected/C238NThinF_IMG_20151207_114605_cell_75.png  \n",
      " extracting: cell_images/Uninfected/C238NThinF_IMG_20151207_114605_cell_83.png  \n",
      " extracting: cell_images/Uninfected/C238NThinF_IMG_20151207_114653_cell_106.png  \n",
      " extracting: cell_images/Uninfected/C238NThinF_IMG_20151207_114653_cell_120.png  \n",
      " extracting: cell_images/Uninfected/C238NThinF_IMG_20151207_114653_cell_125.png  \n",
      " extracting: cell_images/Uninfected/C238NThinF_IMG_20151207_114653_cell_126.png  \n",
      " extracting: cell_images/Uninfected/C238NThinF_IMG_20151207_114653_cell_13.png  \n",
      " extracting: cell_images/Uninfected/C238NThinF_IMG_20151207_114653_cell_133.png  \n",
      " extracting: cell_images/Uninfected/C238NThinF_IMG_20151207_114653_cell_148.png  \n",
      " extracting: cell_images/Uninfected/C238NThinF_IMG_20151207_114653_cell_154.png  \n",
      " extracting: cell_images/Uninfected/C238NThinF_IMG_20151207_114653_cell_58.png  \n",
      " extracting: cell_images/Uninfected/C238NThinF_IMG_20151207_114653_cell_95.png  \n",
      " extracting: cell_images/Uninfected/C238NThinF_IMG_20151207_114914_cell_165.png  \n",
      " extracting: cell_images/Uninfected/C238NThinF_IMG_20151207_114914_cell_174.png  \n",
      " extracting: cell_images/Uninfected/C238NThinF_IMG_20151207_114914_cell_180.png  \n",
      " extracting: cell_images/Uninfected/C238NThinF_IMG_20151207_114914_cell_190.png  \n",
      " extracting: cell_images/Uninfected/C238NThinF_IMG_20151207_114914_cell_26.png  \n",
      " extracting: cell_images/Uninfected/C238NThinF_IMG_20151207_114914_cell_36.png  \n",
      " extracting: cell_images/Uninfected/C238NThinF_IMG_20151207_114914_cell_40.png  \n",
      " extracting: cell_images/Uninfected/C238NThinF_IMG_20151207_114914_cell_42.png  \n",
      " extracting: cell_images/Uninfected/C238NThinF_IMG_20151207_114914_cell_51.png  \n",
      " extracting: cell_images/Uninfected/C238NThinF_IMG_20151207_114914_cell_91.png  \n",
      " extracting: cell_images/Uninfected/C238NThinF_IMG_20151207_115017_cell_115.png  \n",
      " extracting: cell_images/Uninfected/C238NThinF_IMG_20151207_115017_cell_148.png  \n",
      " extracting: cell_images/Uninfected/C238NThinF_IMG_20151207_115017_cell_172.png  \n",
      " extracting: cell_images/Uninfected/C238NThinF_IMG_20151207_115017_cell_184.png  \n",
      " extracting: cell_images/Uninfected/C238NThinF_IMG_20151207_115017_cell_187.png  \n",
      " extracting: cell_images/Uninfected/C238NThinF_IMG_20151207_115017_cell_188.png  \n",
      " extracting: cell_images/Uninfected/C238NThinF_IMG_20151207_115017_cell_191.png  \n",
      " extracting: cell_images/Uninfected/C238NThinF_IMG_20151207_115017_cell_25.png  \n",
      " extracting: cell_images/Uninfected/C238NThinF_IMG_20151207_115017_cell_41.png  \n",
      " extracting: cell_images/Uninfected/C238NThinF_IMG_20151207_115017_cell_95.png  \n",
      " extracting: cell_images/Uninfected/C239ThinF_IMG_20151127_113008_cell_1.png  \n",
      " extracting: cell_images/Uninfected/C239ThinF_IMG_20151127_113008_cell_127.png  \n",
      " extracting: cell_images/Uninfected/C239ThinF_IMG_20151127_113008_cell_146.png  \n",
      " extracting: cell_images/Uninfected/C239ThinF_IMG_20151127_113008_cell_154.png  \n",
      " extracting: cell_images/Uninfected/C239ThinF_IMG_20151127_113008_cell_162.png  \n",
      " extracting: cell_images/Uninfected/C239ThinF_IMG_20151127_113008_cell_174.png  \n",
      " extracting: cell_images/Uninfected/C239ThinF_IMG_20151127_113008_cell_202.png  \n",
      " extracting: cell_images/Uninfected/C239ThinF_IMG_20151127_113008_cell_215.png  \n",
      " extracting: cell_images/Uninfected/C239ThinF_IMG_20151127_113008_cell_216.png  \n",
      " extracting: cell_images/Uninfected/C239ThinF_IMG_20151127_113008_cell_279.png  \n",
      " extracting: cell_images/Uninfected/C239ThinF_IMG_20151127_113008_cell_39.png  \n",
      " extracting: cell_images/Uninfected/C239ThinF_IMG_20151127_113008_cell_60.png  \n",
      " extracting: cell_images/Uninfected/C239ThinF_IMG_20151127_113008_cell_71.png  \n",
      " extracting: cell_images/Uninfected/C239ThinF_IMG_20151127_113008_cell_76.png  \n",
      " extracting: cell_images/Uninfected/C239ThinF_IMG_20151127_113150_cell_128.png  \n",
      " extracting: cell_images/Uninfected/C239ThinF_IMG_20151127_113150_cell_130.png  \n",
      " extracting: cell_images/Uninfected/C239ThinF_IMG_20151127_113150_cell_17.png  \n",
      " extracting: cell_images/Uninfected/C239ThinF_IMG_20151127_113150_cell_174.png  \n",
      " extracting: cell_images/Uninfected/C239ThinF_IMG_20151127_113150_cell_178.png  \n",
      " extracting: cell_images/Uninfected/C239ThinF_IMG_20151127_113150_cell_181.png  \n",
      " extracting: cell_images/Uninfected/C239ThinF_IMG_20151127_113150_cell_196.png  \n",
      " extracting: cell_images/Uninfected/C239ThinF_IMG_20151127_113150_cell_225.png  \n",
      " extracting: cell_images/Uninfected/C239ThinF_IMG_20151127_113150_cell_24.png  \n",
      " extracting: cell_images/Uninfected/C239ThinF_IMG_20151127_113150_cell_262.png  \n",
      " extracting: cell_images/Uninfected/C239ThinF_IMG_20151127_113150_cell_3.png  \n",
      " extracting: cell_images/Uninfected/C239ThinF_IMG_20151127_113150_cell_54.png  \n",
      " extracting: cell_images/Uninfected/C239ThinF_IMG_20151127_113150_cell_71.png  \n",
      " extracting: cell_images/Uninfected/C239ThinF_IMG_20151127_113150_cell_82.png  \n",
      " extracting: cell_images/Uninfected/C239ThinF_IMG_20151127_113202_cell_12.png  \n",
      " extracting: cell_images/Uninfected/C239ThinF_IMG_20151127_113202_cell_164.png  \n",
      " extracting: cell_images/Uninfected/C239ThinF_IMG_20151127_113202_cell_199.png  \n",
      " extracting: cell_images/Uninfected/C239ThinF_IMG_20151127_113202_cell_216.png  \n",
      " extracting: cell_images/Uninfected/C239ThinF_IMG_20151127_113202_cell_237.png  \n",
      " extracting: cell_images/Uninfected/C239ThinF_IMG_20151127_113202_cell_244.png  \n",
      " extracting: cell_images/Uninfected/C239ThinF_IMG_20151127_113202_cell_250.png  \n",
      " extracting: cell_images/Uninfected/C239ThinF_IMG_20151127_113202_cell_26.png  \n",
      " extracting: cell_images/Uninfected/C239ThinF_IMG_20151127_113202_cell_265.png  \n",
      " extracting: cell_images/Uninfected/C239ThinF_IMG_20151127_113202_cell_273.png  \n",
      " extracting: cell_images/Uninfected/C239ThinF_IMG_20151127_113202_cell_291.png  \n",
      " extracting: cell_images/Uninfected/C239ThinF_IMG_20151127_113202_cell_62.png  \n",
      " extracting: cell_images/Uninfected/C239ThinF_IMG_20151127_113202_cell_91.png  \n",
      " extracting: cell_images/Uninfected/C239ThinF_IMG_20151127_113223_cell_116.png  \n",
      " extracting: cell_images/Uninfected/C239ThinF_IMG_20151127_113223_cell_117.png  \n",
      " extracting: cell_images/Uninfected/C239ThinF_IMG_20151127_113223_cell_123.png  \n",
      " extracting: cell_images/Uninfected/C239ThinF_IMG_20151127_113223_cell_132.png  \n",
      " extracting: cell_images/Uninfected/C239ThinF_IMG_20151127_113223_cell_173.png  \n",
      " extracting: cell_images/Uninfected/C239ThinF_IMG_20151127_113223_cell_23.png  \n",
      " extracting: cell_images/Uninfected/C239ThinF_IMG_20151127_113223_cell_236.png  \n",
      " extracting: cell_images/Uninfected/C239ThinF_IMG_20151127_113223_cell_237.png  \n",
      " extracting: cell_images/Uninfected/C239ThinF_IMG_20151127_113223_cell_245.png  \n",
      " extracting: cell_images/Uninfected/C239ThinF_IMG_20151127_113223_cell_284.png  \n",
      " extracting: cell_images/Uninfected/C239ThinF_IMG_20151127_113223_cell_38.png  \n",
      " extracting: cell_images/Uninfected/C239ThinF_IMG_20151127_113223_cell_61.png  \n",
      " extracting: cell_images/Uninfected/C239ThinF_IMG_20151127_113223_cell_7.png  \n",
      " extracting: cell_images/Uninfected/C239ThinF_IMG_20151127_113223_cell_96.png  \n",
      " extracting: cell_images/Uninfected/C239ThinF_IMG_20151127_113253_cell_148.png  \n",
      " extracting: cell_images/Uninfected/C239ThinF_IMG_20151127_113253_cell_150.png  \n",
      " extracting: cell_images/Uninfected/C239ThinF_IMG_20151127_113253_cell_169.png  \n",
      " extracting: cell_images/Uninfected/C239ThinF_IMG_20151127_113253_cell_18.png  \n",
      " extracting: cell_images/Uninfected/C239ThinF_IMG_20151127_113253_cell_188.png  \n",
      " extracting: cell_images/Uninfected/C239ThinF_IMG_20151127_113253_cell_25.png  \n",
      " extracting: cell_images/Uninfected/C239ThinF_IMG_20151127_113253_cell_254.png  \n",
      " extracting: cell_images/Uninfected/C239ThinF_IMG_20151127_113253_cell_278.png  \n",
      " extracting: cell_images/Uninfected/C239ThinF_IMG_20151127_113253_cell_61.png  \n",
      " extracting: cell_images/Uninfected/C239ThinF_IMG_20151127_113253_cell_67.png  \n",
      " extracting: cell_images/Uninfected/C239ThinF_IMG_20151127_113253_cell_73.png  \n",
      " extracting: cell_images/Uninfected/C239ThinF_IMG_20151127_113253_cell_80.png  \n",
      " extracting: cell_images/Uninfected/C239ThinF_IMG_20151127_113253_cell_84.png  \n",
      " extracting: cell_images/Uninfected/C239ThinF_IMG_20151127_113253_cell_94.png  \n",
      " extracting: cell_images/Uninfected/C240ThinF_IMG_20151127_115223_cell_105.png  \n",
      " extracting: cell_images/Uninfected/C240ThinF_IMG_20151127_115223_cell_106.png  \n",
      " extracting: cell_images/Uninfected/C240ThinF_IMG_20151127_115223_cell_120.png  \n",
      " extracting: cell_images/Uninfected/C240ThinF_IMG_20151127_115223_cell_121.png  \n",
      " extracting: cell_images/Uninfected/C240ThinF_IMG_20151127_115223_cell_125.png  \n",
      " extracting: cell_images/Uninfected/C240ThinF_IMG_20151127_115223_cell_144.png  \n",
      " extracting: cell_images/Uninfected/C240ThinF_IMG_20151127_115223_cell_167.png  \n",
      " extracting: cell_images/Uninfected/C240ThinF_IMG_20151127_115223_cell_182.png  \n",
      " extracting: cell_images/Uninfected/C240ThinF_IMG_20151127_115223_cell_185.png  \n",
      " extracting: cell_images/Uninfected/C240ThinF_IMG_20151127_115223_cell_194.png  \n",
      " extracting: cell_images/Uninfected/C240ThinF_IMG_20151127_115223_cell_72.png  \n",
      " extracting: cell_images/Uninfected/C240ThinF_IMG_20151127_115223_cell_87.png  \n",
      " extracting: cell_images/Uninfected/C240ThinF_IMG_20151127_115223_cell_9.png  \n",
      " extracting: cell_images/Uninfected/C240ThinF_IMG_20151127_115247_cell_151.png  \n",
      " extracting: cell_images/Uninfected/C240ThinF_IMG_20151127_115247_cell_160.png  \n",
      " extracting: cell_images/Uninfected/C240ThinF_IMG_20151127_115247_cell_17.png  \n",
      " extracting: cell_images/Uninfected/C240ThinF_IMG_20151127_115247_cell_203.png  \n",
      " extracting: cell_images/Uninfected/C240ThinF_IMG_20151127_115247_cell_205.png  \n",
      " extracting: cell_images/Uninfected/C240ThinF_IMG_20151127_115247_cell_208.png  \n",
      " extracting: cell_images/Uninfected/C240ThinF_IMG_20151127_115247_cell_234.png  \n",
      " extracting: cell_images/Uninfected/C240ThinF_IMG_20151127_115247_cell_42.png  \n",
      " extracting: cell_images/Uninfected/C240ThinF_IMG_20151127_115247_cell_5.png  \n",
      " extracting: cell_images/Uninfected/C240ThinF_IMG_20151127_115247_cell_64.png  \n",
      " extracting: cell_images/Uninfected/C240ThinF_IMG_20151127_115247_cell_96.png  \n",
      " extracting: cell_images/Uninfected/C240ThinF_IMG_20151127_115247_cell_97.png  \n",
      " extracting: cell_images/Uninfected/C240ThinF_IMG_20151127_115306_cell_105.png  \n",
      " extracting: cell_images/Uninfected/C240ThinF_IMG_20151127_115306_cell_110.png  \n",
      " extracting: cell_images/Uninfected/C240ThinF_IMG_20151127_115306_cell_172.png  \n",
      " extracting: cell_images/Uninfected/C240ThinF_IMG_20151127_115306_cell_203.png  \n",
      " extracting: cell_images/Uninfected/C240ThinF_IMG_20151127_115306_cell_231.png  \n",
      " extracting: cell_images/Uninfected/C240ThinF_IMG_20151127_115306_cell_29.png  \n",
      " extracting: cell_images/Uninfected/C240ThinF_IMG_20151127_115306_cell_4.png  \n",
      " extracting: cell_images/Uninfected/C240ThinF_IMG_20151127_115306_cell_6.png  \n",
      " extracting: cell_images/Uninfected/C240ThinF_IMG_20151127_115306_cell_73.png  \n",
      " extracting: cell_images/Uninfected/C240ThinF_IMG_20151127_115306_cell_75.png  \n",
      " extracting: cell_images/Uninfected/C240ThinF_IMG_20151127_115306_cell_92.png  \n",
      " extracting: cell_images/Uninfected/C240ThinF_IMG_20151127_115306_cell_96.png  \n",
      " extracting: cell_images/Uninfected/C240ThinF_IMG_20151127_115328_cell_104.png  \n",
      " extracting: cell_images/Uninfected/C240ThinF_IMG_20151127_115328_cell_15.png  \n",
      " extracting: cell_images/Uninfected/C240ThinF_IMG_20151127_115328_cell_157.png  \n",
      " extracting: cell_images/Uninfected/C240ThinF_IMG_20151127_115328_cell_159.png  \n",
      " extracting: cell_images/Uninfected/C240ThinF_IMG_20151127_115328_cell_16.png  \n",
      " extracting: cell_images/Uninfected/C240ThinF_IMG_20151127_115328_cell_166.png  \n",
      " extracting: cell_images/Uninfected/C240ThinF_IMG_20151127_115328_cell_192.png  \n",
      " extracting: cell_images/Uninfected/C240ThinF_IMG_20151127_115328_cell_196.png  \n",
      " extracting: cell_images/Uninfected/C240ThinF_IMG_20151127_115328_cell_200.png  \n",
      " extracting: cell_images/Uninfected/C240ThinF_IMG_20151127_115328_cell_225.png  \n",
      " extracting: cell_images/Uninfected/C240ThinF_IMG_20151127_115328_cell_227.png  \n",
      " extracting: cell_images/Uninfected/C240ThinF_IMG_20151127_115328_cell_65.png  \n",
      " extracting: cell_images/Uninfected/C240ThinF_IMG_20151127_115328_cell_7.png  \n",
      " extracting: cell_images/Uninfected/C240ThinF_IMG_20151127_115328_cell_72.png  \n",
      " extracting: cell_images/Uninfected/C240ThinF_IMG_20151127_115545_cell_127.png  \n",
      " extracting: cell_images/Uninfected/C240ThinF_IMG_20151127_115545_cell_129.png  \n",
      " extracting: cell_images/Uninfected/C240ThinF_IMG_20151127_115545_cell_138.png  \n",
      " extracting: cell_images/Uninfected/C240ThinF_IMG_20151127_115545_cell_140.png  \n",
      " extracting: cell_images/Uninfected/C240ThinF_IMG_20151127_115545_cell_174.png  \n",
      " extracting: cell_images/Uninfected/C240ThinF_IMG_20151127_115545_cell_205.png  \n",
      " extracting: cell_images/Uninfected/C240ThinF_IMG_20151127_115545_cell_207.png  \n",
      " extracting: cell_images/Uninfected/C240ThinF_IMG_20151127_115545_cell_214.png  \n",
      " extracting: cell_images/Uninfected/C240ThinF_IMG_20151127_115545_cell_28.png  \n",
      " extracting: cell_images/Uninfected/C240ThinF_IMG_20151127_115545_cell_42.png  \n",
      " extracting: cell_images/Uninfected/C240ThinF_IMG_20151127_115545_cell_44.png  \n",
      " extracting: cell_images/Uninfected/C240ThinF_IMG_20151127_115545_cell_6.png  \n",
      " extracting: cell_images/Uninfected/C240ThinF_IMG_20151127_115545_cell_63.png  \n",
      " extracting: cell_images/Uninfected/C240ThinF_IMG_20151127_115545_cell_97.png  \n",
      " extracting: cell_images/Uninfected/C241NThinF_IMG_20151207_124030_cell_129.png  \n",
      " extracting: cell_images/Uninfected/C241NThinF_IMG_20151207_124030_cell_142.png  \n",
      " extracting: cell_images/Uninfected/C241NThinF_IMG_20151207_124030_cell_143.png  \n",
      " extracting: cell_images/Uninfected/C241NThinF_IMG_20151207_124030_cell_144.png  \n",
      " extracting: cell_images/Uninfected/C241NThinF_IMG_20151207_124030_cell_15.png  \n",
      " extracting: cell_images/Uninfected/C241NThinF_IMG_20151207_124030_cell_150.png  \n",
      " extracting: cell_images/Uninfected/C241NThinF_IMG_20151207_124030_cell_20.png  \n",
      " extracting: cell_images/Uninfected/C241NThinF_IMG_20151207_124030_cell_43.png  \n",
      " extracting: cell_images/Uninfected/C241NThinF_IMG_20151207_124030_cell_83.png  \n",
      " extracting: cell_images/Uninfected/C241NThinF_IMG_20151207_124030_cell_98.png  \n",
      " extracting: cell_images/Uninfected/C241NThinF_IMG_20151207_124115_cell_138.png  \n",
      " extracting: cell_images/Uninfected/C241NThinF_IMG_20151207_124115_cell_143.png  \n",
      " extracting: cell_images/Uninfected/C241NThinF_IMG_20151207_124115_cell_161.png  \n",
      " extracting: cell_images/Uninfected/C241NThinF_IMG_20151207_124115_cell_166.png  \n",
      " extracting: cell_images/Uninfected/C241NThinF_IMG_20151207_124115_cell_173.png  \n",
      " extracting: cell_images/Uninfected/C241NThinF_IMG_20151207_124115_cell_26.png  \n",
      " extracting: cell_images/Uninfected/C241NThinF_IMG_20151207_124115_cell_29.png  \n",
      " extracting: cell_images/Uninfected/C241NThinF_IMG_20151207_124115_cell_75.png  \n",
      " extracting: cell_images/Uninfected/C241NThinF_IMG_20151207_124115_cell_87.png  \n",
      " extracting: cell_images/Uninfected/C241NThinF_IMG_20151207_124208_cell_112.png  \n",
      " extracting: cell_images/Uninfected/C241NThinF_IMG_20151207_124208_cell_117.png  \n",
      " extracting: cell_images/Uninfected/C241NThinF_IMG_20151207_124208_cell_119.png  \n",
      " extracting: cell_images/Uninfected/C241NThinF_IMG_20151207_124208_cell_128.png  \n",
      " extracting: cell_images/Uninfected/C241NThinF_IMG_20151207_124208_cell_132.png  \n",
      " extracting: cell_images/Uninfected/C241NThinF_IMG_20151207_124208_cell_150.png  \n",
      " extracting: cell_images/Uninfected/C241NThinF_IMG_20151207_124208_cell_164.png  \n",
      " extracting: cell_images/Uninfected/C241NThinF_IMG_20151207_124208_cell_29.png  \n",
      " extracting: cell_images/Uninfected/C241NThinF_IMG_20151207_124208_cell_68.png  \n",
      " extracting: cell_images/Uninfected/C241NThinF_IMG_20151207_124208_cell_7.png  \n",
      " extracting: cell_images/Uninfected/C241NThinF_IMG_20151207_124240_cell_125.png  \n",
      " extracting: cell_images/Uninfected/C241NThinF_IMG_20151207_124240_cell_131.png  \n",
      " extracting: cell_images/Uninfected/C241NThinF_IMG_20151207_124240_cell_149.png  \n",
      " extracting: cell_images/Uninfected/C241NThinF_IMG_20151207_124240_cell_169.png  \n",
      " extracting: cell_images/Uninfected/C241NThinF_IMG_20151207_124240_cell_18.png  \n",
      " extracting: cell_images/Uninfected/C241NThinF_IMG_20151207_124240_cell_51.png  \n",
      " extracting: cell_images/Uninfected/C241NThinF_IMG_20151207_124240_cell_6.png  \n",
      " extracting: cell_images/Uninfected/C241NThinF_IMG_20151207_124240_cell_7.png  \n",
      " extracting: cell_images/Uninfected/C241NThinF_IMG_20151207_124240_cell_9.png  \n",
      " extracting: cell_images/Uninfected/C241NThinF_IMG_20151207_124358_cell_119.png  \n",
      " extracting: cell_images/Uninfected/C241NThinF_IMG_20151207_124358_cell_130.png  \n",
      " extracting: cell_images/Uninfected/C241NThinF_IMG_20151207_124358_cell_137.png  \n",
      " extracting: cell_images/Uninfected/C241NThinF_IMG_20151207_124358_cell_144.png  \n",
      " extracting: cell_images/Uninfected/C241NThinF_IMG_20151207_124358_cell_149.png  \n",
      " extracting: cell_images/Uninfected/C241NThinF_IMG_20151207_124358_cell_35.png  \n",
      " extracting: cell_images/Uninfected/C241NThinF_IMG_20151207_124358_cell_73.png  \n",
      " extracting: cell_images/Uninfected/C241NThinF_IMG_20151207_124358_cell_82.png  \n",
      " extracting: cell_images/Uninfected/C241NThinF_IMG_20151207_124358_cell_84.png  \n",
      " extracting: cell_images/Uninfected/C241NThinF_IMG_20151207_124358_cell_91.png  \n",
      " extracting: cell_images/Uninfected/C241NThinF_IMG_20151207_124608_cell_104.png  \n",
      " extracting: cell_images/Uninfected/C241NThinF_IMG_20151207_124608_cell_120.png  \n",
      " extracting: cell_images/Uninfected/C241NThinF_IMG_20151207_124608_cell_125.png  \n",
      " extracting: cell_images/Uninfected/C241NThinF_IMG_20151207_124608_cell_171.png  \n",
      " extracting: cell_images/Uninfected/C241NThinF_IMG_20151207_124608_cell_22.png  \n",
      " extracting: cell_images/Uninfected/C241NThinF_IMG_20151207_124608_cell_30.png  \n",
      " extracting: cell_images/Uninfected/C241NThinF_IMG_20151207_124608_cell_40.png  \n",
      " extracting: cell_images/Uninfected/C241NThinF_IMG_20151207_124608_cell_51.png  \n",
      " extracting: cell_images/Uninfected/C241NThinF_IMG_20151207_124608_cell_61.png  \n",
      " extracting: cell_images/Uninfected/C241NThinF_IMG_20151207_124608_cell_90.png  \n",
      " extracting: cell_images/Uninfected/C241NThinF_IMG_20151207_124643_cell_125.png  \n",
      " extracting: cell_images/Uninfected/C241NThinF_IMG_20151207_124643_cell_136.png  \n",
      " extracting: cell_images/Uninfected/C241NThinF_IMG_20151207_124643_cell_158.png  \n",
      " extracting: cell_images/Uninfected/C241NThinF_IMG_20151207_124643_cell_169.png  \n",
      " extracting: cell_images/Uninfected/C241NThinF_IMG_20151207_124643_cell_25.png  \n",
      " extracting: cell_images/Uninfected/C241NThinF_IMG_20151207_124643_cell_26.png  \n",
      " extracting: cell_images/Uninfected/C241NThinF_IMG_20151207_124643_cell_45.png  \n",
      " extracting: cell_images/Uninfected/C241NThinF_IMG_20151207_124643_cell_46.png  \n",
      " extracting: cell_images/Uninfected/C241NThinF_IMG_20151207_124643_cell_91.png  \n",
      " extracting: cell_images/Uninfected/C241NThinF_IMG_20151207_124643_cell_96.png  \n",
      " extracting: cell_images/Uninfected/C2NThinF_IMG_20150604_114631_cell_141.png  \n",
      " extracting: cell_images/Uninfected/C2NThinF_IMG_20150604_114631_cell_144.png  \n",
      " extracting: cell_images/Uninfected/C2NThinF_IMG_20150604_114631_cell_150.png  \n",
      " extracting: cell_images/Uninfected/C2NThinF_IMG_20150604_114631_cell_155.png  \n",
      " extracting: cell_images/Uninfected/C2NThinF_IMG_20150604_114631_cell_187.png  \n",
      " extracting: cell_images/Uninfected/C2NThinF_IMG_20150604_114631_cell_204.png  \n",
      " extracting: cell_images/Uninfected/C2NThinF_IMG_20150604_114631_cell_214.png  \n",
      " extracting: cell_images/Uninfected/C2NThinF_IMG_20150604_114631_cell_215.png  \n",
      " extracting: cell_images/Uninfected/C2NThinF_IMG_20150604_114631_cell_38.png  \n",
      " extracting: cell_images/Uninfected/C2NThinF_IMG_20150604_114631_cell_52.png  \n",
      " extracting: cell_images/Uninfected/C2NThinF_IMG_20150604_114631_cell_72.png  \n",
      " extracting: cell_images/Uninfected/C2NThinF_IMG_20150604_114631_cell_74.png  \n",
      " extracting: cell_images/Uninfected/C2NThinF_IMG_20150604_114631_cell_84.png  \n",
      " extracting: cell_images/Uninfected/C2NThinF_IMG_20150604_114631_cell_99.png  \n",
      " extracting: cell_images/Uninfected/C2NThinF_IMG_20150604_114730_cell_113.png  \n",
      " extracting: cell_images/Uninfected/C2NThinF_IMG_20150604_114730_cell_12.png  \n",
      " extracting: cell_images/Uninfected/C2NThinF_IMG_20150604_114730_cell_124.png  \n",
      " extracting: cell_images/Uninfected/C2NThinF_IMG_20150604_114730_cell_13.png  \n",
      " extracting: cell_images/Uninfected/C2NThinF_IMG_20150604_114730_cell_139.png  \n",
      " extracting: cell_images/Uninfected/C2NThinF_IMG_20150604_114730_cell_161.png  \n",
      " extracting: cell_images/Uninfected/C2NThinF_IMG_20150604_114730_cell_172.png  \n",
      " extracting: cell_images/Uninfected/C2NThinF_IMG_20150604_114730_cell_173.png  \n",
      " extracting: cell_images/Uninfected/C2NThinF_IMG_20150604_114730_cell_178.png  \n",
      " extracting: cell_images/Uninfected/C2NThinF_IMG_20150604_114730_cell_183.png  \n",
      " extracting: cell_images/Uninfected/C2NThinF_IMG_20150604_114730_cell_36.png  \n",
      " extracting: cell_images/Uninfected/C2NThinF_IMG_20150604_114730_cell_72.png  \n",
      " extracting: cell_images/Uninfected/C2NThinF_IMG_20150604_114730_cell_98.png  \n",
      " extracting: cell_images/Uninfected/C2NThinF_IMG_20150604_114751_cell_101.png  \n",
      " extracting: cell_images/Uninfected/C2NThinF_IMG_20150604_114751_cell_106.png  \n",
      " extracting: cell_images/Uninfected/C2NThinF_IMG_20150604_114751_cell_107.png  \n",
      " extracting: cell_images/Uninfected/C2NThinF_IMG_20150604_114751_cell_113.png  \n",
      " extracting: cell_images/Uninfected/C2NThinF_IMG_20150604_114751_cell_127.png  \n",
      " extracting: cell_images/Uninfected/C2NThinF_IMG_20150604_114751_cell_142.png  \n",
      " extracting: cell_images/Uninfected/C2NThinF_IMG_20150604_114751_cell_181.png  \n",
      " extracting: cell_images/Uninfected/C2NThinF_IMG_20150604_114751_cell_197.png  \n",
      " extracting: cell_images/Uninfected/C2NThinF_IMG_20150604_114751_cell_217.png  \n",
      " extracting: cell_images/Uninfected/C2NThinF_IMG_20150604_114751_cell_221.png  \n",
      " extracting: cell_images/Uninfected/C2NThinF_IMG_20150604_114751_cell_38.png  \n",
      " extracting: cell_images/Uninfected/C2NThinF_IMG_20150604_114751_cell_69.png  \n",
      " extracting: cell_images/Uninfected/C2NThinF_IMG_20150604_114751_cell_92.png  \n",
      " extracting: cell_images/Uninfected/C2NThinF_IMG_20150604_114751_cell_93.png  \n",
      " extracting: cell_images/Uninfected/C2NThinF_IMG_20150604_114815_cell_107.png  \n",
      " extracting: cell_images/Uninfected/C2NThinF_IMG_20150604_114815_cell_128.png  \n",
      " extracting: cell_images/Uninfected/C2NThinF_IMG_20150604_114815_cell_142.png  \n",
      " extracting: cell_images/Uninfected/C2NThinF_IMG_20150604_114815_cell_217.png  \n",
      " extracting: cell_images/Uninfected/C2NThinF_IMG_20150604_114815_cell_232.png  \n",
      " extracting: cell_images/Uninfected/C2NThinF_IMG_20150604_114815_cell_233.png  \n",
      " extracting: cell_images/Uninfected/C2NThinF_IMG_20150604_114815_cell_235.png  \n",
      " extracting: cell_images/Uninfected/C2NThinF_IMG_20150604_114815_cell_242.png  \n",
      " extracting: cell_images/Uninfected/C2NThinF_IMG_20150604_114815_cell_6.png  \n",
      " extracting: cell_images/Uninfected/C2NThinF_IMG_20150604_114815_cell_62.png  \n",
      " extracting: cell_images/Uninfected/C2NThinF_IMG_20150604_114815_cell_66.png  \n",
      " extracting: cell_images/Uninfected/C2NThinF_IMG_20150604_114815_cell_73.png  \n",
      " extracting: cell_images/Uninfected/C2NThinF_IMG_20150604_114815_cell_9.png  \n",
      " extracting: cell_images/Uninfected/C2NThinF_IMG_20150604_114815_cell_95.png  \n",
      " extracting: cell_images/Uninfected/C2NThinF_IMG_20150604_115238_cell_115.png  \n",
      " extracting: cell_images/Uninfected/C2NThinF_IMG_20150604_115238_cell_117.png  \n",
      " extracting: cell_images/Uninfected/C2NThinF_IMG_20150604_115238_cell_126.png  \n",
      " extracting: cell_images/Uninfected/C2NThinF_IMG_20150604_115238_cell_13.png  \n",
      " extracting: cell_images/Uninfected/C2NThinF_IMG_20150604_115238_cell_133.png  \n",
      " extracting: cell_images/Uninfected/C2NThinF_IMG_20150604_115238_cell_138.png  \n",
      " extracting: cell_images/Uninfected/C2NThinF_IMG_20150604_115238_cell_196.png  \n",
      " extracting: cell_images/Uninfected/C2NThinF_IMG_20150604_115238_cell_203.png  \n",
      " extracting: cell_images/Uninfected/C2NThinF_IMG_20150604_115238_cell_205.png  \n",
      " extracting: cell_images/Uninfected/C2NThinF_IMG_20150604_115238_cell_223.png  \n",
      " extracting: cell_images/Uninfected/C2NThinF_IMG_20150604_115238_cell_240.png  \n",
      " extracting: cell_images/Uninfected/C2NThinF_IMG_20150604_115238_cell_247.png  \n",
      " extracting: cell_images/Uninfected/C2NThinF_IMG_20150604_115238_cell_249.png  \n",
      " extracting: cell_images/Uninfected/C2NThinF_IMG_20150604_115238_cell_259.png  \n",
      " extracting: cell_images/Uninfected/C33P1thinF_IMG_20150619_114756a_cell_127.png  \n",
      " extracting: cell_images/Uninfected/C33P1thinF_IMG_20150619_114756a_cell_157.png  \n",
      " extracting: cell_images/Uninfected/C33P1thinF_IMG_20150619_114756a_cell_2.png  \n",
      " extracting: cell_images/Uninfected/C33P1thinF_IMG_20150619_114756a_cell_20.png  \n",
      " extracting: cell_images/Uninfected/C33P1thinF_IMG_20150619_114756a_cell_36.png  \n",
      " extracting: cell_images/Uninfected/C33P1thinF_IMG_20150619_114756a_cell_81.png  \n",
      " extracting: cell_images/Uninfected/C33P1thinF_IMG_20150619_115740a_cell_120.png  \n",
      " extracting: cell_images/Uninfected/C33P1thinF_IMG_20150619_115740a_cell_127.png  \n",
      " extracting: cell_images/Uninfected/C33P1thinF_IMG_20150619_115740a_cell_132.png  \n",
      " extracting: cell_images/Uninfected/C33P1thinF_IMG_20150619_115740a_cell_39.png  \n",
      " extracting: cell_images/Uninfected/C33P1thinF_IMG_20150619_115740a_cell_6.png  \n",
      " extracting: cell_images/Uninfected/C33P1thinF_IMG_20150619_115740a_cell_65.png  \n",
      " extracting: cell_images/Uninfected/C33P1thinF_IMG_20150619_115808a_cell_101.png  \n",
      " extracting: cell_images/Uninfected/C33P1thinF_IMG_20150619_115808a_cell_175.png  \n",
      " extracting: cell_images/Uninfected/C33P1thinF_IMG_20150619_115808a_cell_52.png  \n",
      " extracting: cell_images/Uninfected/C33P1thinF_IMG_20150619_115808a_cell_55.png  \n",
      " extracting: cell_images/Uninfected/C33P1thinF_IMG_20150619_115808a_cell_59.png  \n",
      " extracting: cell_images/Uninfected/C33P1thinF_IMG_20150619_115808a_cell_62.png  \n",
      " extracting: cell_images/Uninfected/C33P1thinF_IMG_20150619_120645a_cell_11.png  \n",
      " extracting: cell_images/Uninfected/C33P1thinF_IMG_20150619_120645a_cell_153.png  \n",
      " extracting: cell_images/Uninfected/C33P1thinF_IMG_20150619_120645a_cell_189.png  \n",
      " extracting: cell_images/Uninfected/C33P1thinF_IMG_20150619_120645a_cell_212.png  \n",
      " extracting: cell_images/Uninfected/C33P1thinF_IMG_20150619_120645a_cell_26.png  \n",
      " extracting: cell_images/Uninfected/C33P1thinF_IMG_20150619_120645a_cell_35.png  \n",
      " extracting: cell_images/Uninfected/C33P1thinF_IMG_20150619_120742a_cell_120.png  \n",
      " extracting: cell_images/Uninfected/C33P1thinF_IMG_20150619_120742a_cell_123.png  \n",
      " extracting: cell_images/Uninfected/C33P1thinF_IMG_20150619_120742a_cell_155.png  \n",
      " extracting: cell_images/Uninfected/C33P1thinF_IMG_20150619_120742a_cell_182.png  \n",
      " extracting: cell_images/Uninfected/C33P1thinF_IMG_20150619_120742a_cell_191.png  \n",
      " extracting: cell_images/Uninfected/C33P1thinF_IMG_20150619_120742a_cell_62.png  \n",
      " extracting: cell_images/Uninfected/C33P1thinF_IMG_20150619_120804a_cell_166.png  \n",
      " extracting: cell_images/Uninfected/C33P1thinF_IMG_20150619_120804a_cell_3.png  \n",
      " extracting: cell_images/Uninfected/C33P1thinF_IMG_20150619_120804a_cell_55.png  \n",
      " extracting: cell_images/Uninfected/C33P1thinF_IMG_20150619_120804a_cell_65.png  \n",
      " extracting: cell_images/Uninfected/C33P1thinF_IMG_20150619_120804a_cell_73.png  \n",
      " extracting: cell_images/Uninfected/C33P1thinF_IMG_20150619_120804a_cell_74.png  \n",
      " extracting: cell_images/Uninfected/C33P1thinF_IMG_20150619_120838a_cell_105.png  \n",
      " extracting: cell_images/Uninfected/C33P1thinF_IMG_20150619_120838a_cell_134.png  \n",
      " extracting: cell_images/Uninfected/C33P1thinF_IMG_20150619_120838a_cell_28.png  \n",
      " extracting: cell_images/Uninfected/C33P1thinF_IMG_20150619_120838a_cell_42.png  \n",
      " extracting: cell_images/Uninfected/C33P1thinF_IMG_20150619_120838a_cell_91.png  \n",
      " extracting: cell_images/Uninfected/C33P1thinF_IMG_20150619_120838a_cell_94.png  \n",
      " extracting: cell_images/Uninfected/C33P1thinF_IMG_20150619_121102a_cell_156.png  \n",
      " extracting: cell_images/Uninfected/C33P1thinF_IMG_20150619_121102a_cell_159.png  \n",
      " extracting: cell_images/Uninfected/C33P1thinF_IMG_20150619_121102a_cell_176.png  \n",
      " extracting: cell_images/Uninfected/C33P1thinF_IMG_20150619_121102a_cell_60.png  \n",
      " extracting: cell_images/Uninfected/C33P1thinF_IMG_20150619_121102a_cell_62.png  \n",
      " extracting: cell_images/Uninfected/C33P1thinF_IMG_20150619_121102a_cell_7.png  \n",
      " extracting: cell_images/Uninfected/C33P1thinF_IMG_20150619_121229a_cell_120.png  \n",
      " extracting: cell_images/Uninfected/C33P1thinF_IMG_20150619_121229a_cell_127.png  \n",
      " extracting: cell_images/Uninfected/C33P1thinF_IMG_20150619_121229a_cell_144.png  \n",
      " extracting: cell_images/Uninfected/C33P1thinF_IMG_20150619_121229a_cell_42.png  \n",
      " extracting: cell_images/Uninfected/C33P1thinF_IMG_20150619_121229a_cell_46.png  \n",
      " extracting: cell_images/Uninfected/C33P1thinF_IMG_20150619_121229a_cell_97.png  \n",
      " extracting: cell_images/Uninfected/C33P1thinF_IMG_20150619_121300a_cell_129.png  \n",
      " extracting: cell_images/Uninfected/C33P1thinF_IMG_20150619_121300a_cell_135.png  \n",
      " extracting: cell_images/Uninfected/C33P1thinF_IMG_20150619_121300a_cell_151.png  \n",
      " extracting: cell_images/Uninfected/C33P1thinF_IMG_20150619_121300a_cell_29.png  \n",
      " extracting: cell_images/Uninfected/C33P1thinF_IMG_20150619_121300a_cell_46.png  \n",
      " extracting: cell_images/Uninfected/C33P1thinF_IMG_20150619_121300a_cell_67.png  \n",
      " extracting: cell_images/Uninfected/C33P1thinF_IMG_20150619_121411a_cell_102.png  \n",
      " extracting: cell_images/Uninfected/C33P1thinF_IMG_20150619_121411a_cell_114.png  \n",
      " extracting: cell_images/Uninfected/C33P1thinF_IMG_20150619_121411a_cell_139.png  \n",
      " extracting: cell_images/Uninfected/C33P1thinF_IMG_20150619_121411a_cell_43.png  \n",
      " extracting: cell_images/Uninfected/C33P1thinF_IMG_20150619_121411a_cell_78.png  \n",
      " extracting: cell_images/Uninfected/C33P1thinF_IMG_20150619_121411a_cell_79.png  \n",
      " extracting: cell_images/Uninfected/C33P1thinF_IMG_20150619_121435a_cell_138.png  \n",
      " extracting: cell_images/Uninfected/C33P1thinF_IMG_20150619_121435a_cell_147.png  \n",
      " extracting: cell_images/Uninfected/C33P1thinF_IMG_20150619_121435a_cell_35.png  \n",
      " extracting: cell_images/Uninfected/C33P1thinF_IMG_20150619_121435a_cell_41.png  \n",
      " extracting: cell_images/Uninfected/C33P1thinF_IMG_20150619_121435a_cell_98.png  \n",
      " extracting: cell_images/Uninfected/C33P1thinF_IMG_20150619_121503a_cell_105.png  \n",
      " extracting: cell_images/Uninfected/C33P1thinF_IMG_20150619_121503a_cell_143.png  \n",
      " extracting: cell_images/Uninfected/C33P1thinF_IMG_20150619_121503a_cell_72.png  \n",
      " extracting: cell_images/Uninfected/C33P1thinF_IMG_20150619_121503a_cell_73.png  \n",
      " extracting: cell_images/Uninfected/C33P1thinF_IMG_20150619_121503a_cell_76.png  \n",
      " extracting: cell_images/Uninfected/C33P1thinF_IMG_20150619_121503a_cell_99.png  \n",
      " extracting: cell_images/Uninfected/C37BP2_thinF_IMG_20150620_131423a_cell_10.png  \n",
      " extracting: cell_images/Uninfected/C37BP2_thinF_IMG_20150620_131423a_cell_16.png  \n",
      " extracting: cell_images/Uninfected/C37BP2_thinF_IMG_20150620_131423a_cell_38.png  \n",
      " extracting: cell_images/Uninfected/C37BP2_thinF_IMG_20150620_131423a_cell_41.png  \n",
      " extracting: cell_images/Uninfected/C37BP2_thinF_IMG_20150620_131423a_cell_47.png  \n",
      " extracting: cell_images/Uninfected/C37BP2_thinF_IMG_20150620_131423a_cell_51.png  \n",
      " extracting: cell_images/Uninfected/C37BP2_thinF_IMG_20150620_131423a_cell_63.png  \n",
      " extracting: cell_images/Uninfected/C37BP2_thinF_IMG_20150620_131423a_cell_67.png  \n",
      " extracting: cell_images/Uninfected/C37BP2_thinF_IMG_20150620_131423a_cell_87.png  \n",
      " extracting: cell_images/Uninfected/C37BP2_thinF_IMG_20150620_132440a_cell_1.png  \n",
      " extracting: cell_images/Uninfected/C37BP2_thinF_IMG_20150620_132440a_cell_25.png  \n",
      " extracting: cell_images/Uninfected/C37BP2_thinF_IMG_20150620_132440a_cell_41.png  \n",
      " extracting: cell_images/Uninfected/C37BP2_thinF_IMG_20150620_132440a_cell_44.png  \n",
      " extracting: cell_images/Uninfected/C37BP2_thinF_IMG_20150620_132440a_cell_50.png  \n",
      " extracting: cell_images/Uninfected/C37BP2_thinF_IMG_20150620_132440a_cell_54.png  \n",
      " extracting: cell_images/Uninfected/C37BP2_thinF_IMG_20150620_132440a_cell_61.png  \n",
      " extracting: cell_images/Uninfected/C37BP2_thinF_IMG_20150620_132440a_cell_62.png  \n",
      " extracting: cell_images/Uninfected/C37BP2_thinF_IMG_20150620_132440a_cell_82.png  \n",
      " extracting: cell_images/Uninfected/C37BP2_thinF_IMG_20150620_132440a_cell_89.png  \n",
      " extracting: cell_images/Uninfected/C37BP2_thinF_IMG_20150620_132847a_cell_1.png  \n",
      " extracting: cell_images/Uninfected/C37BP2_thinF_IMG_20150620_132847a_cell_18.png  \n",
      " extracting: cell_images/Uninfected/C37BP2_thinF_IMG_20150620_132847a_cell_37.png  \n",
      " extracting: cell_images/Uninfected/C37BP2_thinF_IMG_20150620_132847a_cell_38.png  \n",
      " extracting: cell_images/Uninfected/C37BP2_thinF_IMG_20150620_132847a_cell_42.png  \n",
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      " extracting: cell_images/Uninfected/C37BP2_thinF_IMG_20150620_132847a_cell_51.png  \n",
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      " extracting: cell_images/Uninfected/C37BP2_thinF_IMG_20150620_132847a_cell_7.png  \n",
      " extracting: cell_images/Uninfected/C37BP2_thinF_IMG_20150620_132847a_cell_75.png  \n",
      " extracting: cell_images/Uninfected/C37BP2_thinF_IMG_20150620_133001a_cell_12.png  \n",
      " extracting: cell_images/Uninfected/C37BP2_thinF_IMG_20150620_133001a_cell_2.png  \n",
      " extracting: cell_images/Uninfected/C37BP2_thinF_IMG_20150620_133001a_cell_20.png  \n",
      " extracting: cell_images/Uninfected/C37BP2_thinF_IMG_20150620_133001a_cell_44.png  \n",
      " extracting: cell_images/Uninfected/C37BP2_thinF_IMG_20150620_133001a_cell_45.png  \n",
      " extracting: cell_images/Uninfected/C37BP2_thinF_IMG_20150620_133001a_cell_64.png  \n",
      " extracting: cell_images/Uninfected/C37BP2_thinF_IMG_20150620_133001a_cell_66.png  \n",
      " extracting: cell_images/Uninfected/C37BP2_thinF_IMG_20150620_133001a_cell_67.png  \n",
      " extracting: cell_images/Uninfected/C37BP2_thinF_IMG_20150620_133001a_cell_68.png  \n",
      " extracting: cell_images/Uninfected/C37BP2_thinF_IMG_20150620_133001a_cell_7.png  \n",
      " extracting: cell_images/Uninfected/C37BP2_thinF_IMG_20150620_133111a_cell_16.png  \n",
      " extracting: cell_images/Uninfected/C37BP2_thinF_IMG_20150620_133111a_cell_31.png  \n",
      " extracting: cell_images/Uninfected/C37BP2_thinF_IMG_20150620_133111a_cell_4.png  \n",
      " extracting: cell_images/Uninfected/C37BP2_thinF_IMG_20150620_133111a_cell_40.png  \n",
      " extracting: cell_images/Uninfected/C37BP2_thinF_IMG_20150620_133111a_cell_46.png  \n",
      " extracting: cell_images/Uninfected/C37BP2_thinF_IMG_20150620_133111a_cell_59.png  \n",
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      " extracting: cell_images/Uninfected/C37BP2_thinF_IMG_20150620_133205a_cell_18.png  \n",
      " extracting: cell_images/Uninfected/C37BP2_thinF_IMG_20150620_133205a_cell_38.png  \n",
      " extracting: cell_images/Uninfected/C37BP2_thinF_IMG_20150620_133205a_cell_41.png  \n",
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      " extracting: cell_images/Uninfected/C37BP2_thinF_IMG_20150620_133205a_cell_9.png  \n",
      " extracting: cell_images/Uninfected/C37BP2_thinF_IMG_20150620_133238a_cell_22.png  \n",
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      " extracting: cell_images/Uninfected/C37BP2_thinF_IMG_20150620_133238a_cell_41.png  \n",
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      " extracting: cell_images/Uninfected/C37BP2_thinF_IMG_20150620_133238a_cell_50.png  \n",
      " extracting: cell_images/Uninfected/C37BP2_thinF_IMG_20150620_133238a_cell_64.png  \n",
      " extracting: cell_images/Uninfected/C37BP2_thinF_IMG_20150620_133238a_cell_82.png  \n",
      " extracting: cell_images/Uninfected/C37BP2_thinF_IMG_20150620_133238a_cell_83.png  \n",
      " extracting: cell_images/Uninfected/C37BP2_thinF_IMG_20150620_133238a_cell_90.png  \n",
      " extracting: cell_images/Uninfected/C38P3thinF_original_IMG_20150621_112023_cell_106.png  \n",
      " extracting: cell_images/Uninfected/C38P3thinF_original_IMG_20150621_112023_cell_130.png  \n",
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      " extracting: cell_images/Uninfected/C38P3thinF_original_IMG_20150621_112023_cell_150.png  \n",
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      " extracting: cell_images/Uninfected/C38P3thinF_original_IMG_20150621_112023_cell_177.png  \n",
      " extracting: cell_images/Uninfected/C38P3thinF_original_IMG_20150621_112023_cell_24.png  \n",
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      " extracting: cell_images/Uninfected/C38P3thinF_original_IMG_20150621_112023_cell_69.png  \n",
      " extracting: cell_images/Uninfected/C38P3thinF_original_IMG_20150621_112023_cell_9.png  \n",
      " extracting: cell_images/Uninfected/C38P3thinF_original_IMG_20150621_112043_cell_101.png  \n",
      " extracting: cell_images/Uninfected/C38P3thinF_original_IMG_20150621_112043_cell_128.png  \n",
      " extracting: cell_images/Uninfected/C38P3thinF_original_IMG_20150621_112043_cell_132.png  \n",
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      " extracting: cell_images/Uninfected/C38P3thinF_original_IMG_20150621_112043_cell_151.png  \n",
      " extracting: cell_images/Uninfected/C38P3thinF_original_IMG_20150621_112043_cell_152.png  \n",
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      " extracting: cell_images/Uninfected/C38P3thinF_original_IMG_20150621_112043_cell_162.png  \n",
      " extracting: cell_images/Uninfected/C38P3thinF_original_IMG_20150621_112043_cell_21.png  \n",
      " extracting: cell_images/Uninfected/C38P3thinF_original_IMG_20150621_112043_cell_66.png  \n",
      " extracting: cell_images/Uninfected/C38P3thinF_original_IMG_20150621_112043_cell_75.png  \n",
      " extracting: cell_images/Uninfected/C38P3thinF_original_IMG_20150621_112043_cell_81.png  \n",
      " extracting: cell_images/Uninfected/C38P3thinF_original_IMG_20150621_112116_cell_1.png  \n",
      " extracting: cell_images/Uninfected/C38P3thinF_original_IMG_20150621_112116_cell_129.png  \n",
      " extracting: cell_images/Uninfected/C38P3thinF_original_IMG_20150621_112116_cell_189.png  \n",
      " extracting: cell_images/Uninfected/C38P3thinF_original_IMG_20150621_112116_cell_192.png  \n",
      " extracting: cell_images/Uninfected/C38P3thinF_original_IMG_20150621_112116_cell_194.png  \n",
      " extracting: cell_images/Uninfected/C38P3thinF_original_IMG_20150621_112116_cell_197.png  \n",
      " extracting: cell_images/Uninfected/C38P3thinF_original_IMG_20150621_112116_cell_48.png  \n",
      " extracting: cell_images/Uninfected/C38P3thinF_original_IMG_20150621_112116_cell_60.png  \n",
      " extracting: cell_images/Uninfected/C38P3thinF_original_IMG_20150621_112116_cell_63.png  \n",
      " extracting: cell_images/Uninfected/C38P3thinF_original_IMG_20150621_112116_cell_65.png  \n",
      " extracting: cell_images/Uninfected/C38P3thinF_original_IMG_20150621_112116_cell_67.png  \n",
      " extracting: cell_images/Uninfected/C38P3thinF_original_IMG_20150621_112138_cell_1.png  \n",
      " extracting: cell_images/Uninfected/C38P3thinF_original_IMG_20150621_112138_cell_110.png  \n",
      " extracting: cell_images/Uninfected/C38P3thinF_original_IMG_20150621_112138_cell_111.png  \n",
      " extracting: cell_images/Uninfected/C38P3thinF_original_IMG_20150621_112138_cell_113.png  \n",
      " extracting: cell_images/Uninfected/C38P3thinF_original_IMG_20150621_112138_cell_135.png  \n",
      " extracting: cell_images/Uninfected/C38P3thinF_original_IMG_20150621_112138_cell_159.png  \n",
      " extracting: cell_images/Uninfected/C38P3thinF_original_IMG_20150621_112138_cell_17.png  \n",
      " extracting: cell_images/Uninfected/C38P3thinF_original_IMG_20150621_112138_cell_40.png  \n",
      " extracting: cell_images/Uninfected/C38P3thinF_original_IMG_20150621_112138_cell_68.png  \n",
      " extracting: cell_images/Uninfected/C38P3thinF_original_IMG_20150621_112138_cell_8.png  \n",
      " extracting: cell_images/Uninfected/C38P3thinF_original_IMG_20150621_112138_cell_87.png  \n",
      " extracting: cell_images/Uninfected/C38P3thinF_original_IMG_20150621_112227_cell_1.png  \n",
      " extracting: cell_images/Uninfected/C38P3thinF_original_IMG_20150621_112227_cell_100.png  \n",
      " extracting: cell_images/Uninfected/C38P3thinF_original_IMG_20150621_112227_cell_11.png  \n",
      " extracting: cell_images/Uninfected/C38P3thinF_original_IMG_20150621_112227_cell_116.png  \n",
      " extracting: cell_images/Uninfected/C38P3thinF_original_IMG_20150621_112227_cell_173.png  \n",
      " extracting: cell_images/Uninfected/C38P3thinF_original_IMG_20150621_112227_cell_182.png  \n",
      " extracting: cell_images/Uninfected/C38P3thinF_original_IMG_20150621_112227_cell_186.png  \n",
      " extracting: cell_images/Uninfected/C38P3thinF_original_IMG_20150621_112227_cell_187.png  \n",
      " extracting: cell_images/Uninfected/C38P3thinF_original_IMG_20150621_112227_cell_26.png  \n",
      " extracting: cell_images/Uninfected/C38P3thinF_original_IMG_20150621_112227_cell_3.png  \n",
      " extracting: cell_images/Uninfected/C38P3thinF_original_IMG_20150621_112227_cell_88.png  \n",
      " extracting: cell_images/Uninfected/C38P3thinF_original_IMG_20150621_112227_cell_92.png  \n",
      " extracting: cell_images/Uninfected/C38P3thinF_original_IMG_20150621_112246_cell_123.png  \n",
      " extracting: cell_images/Uninfected/C38P3thinF_original_IMG_20150621_112246_cell_166.png  \n",
      " extracting: cell_images/Uninfected/C38P3thinF_original_IMG_20150621_112246_cell_187.png  \n",
      " extracting: cell_images/Uninfected/C38P3thinF_original_IMG_20150621_112246_cell_192.png  \n",
      " extracting: cell_images/Uninfected/C38P3thinF_original_IMG_20150621_112246_cell_197.png  \n",
      " extracting: cell_images/Uninfected/C38P3thinF_original_IMG_20150621_112246_cell_218.png  \n",
      " extracting: cell_images/Uninfected/C38P3thinF_original_IMG_20150621_112246_cell_35.png  \n",
      " extracting: cell_images/Uninfected/C38P3thinF_original_IMG_20150621_112246_cell_45.png  \n",
      " extracting: cell_images/Uninfected/C38P3thinF_original_IMG_20150621_112246_cell_54.png  \n",
      " extracting: cell_images/Uninfected/C38P3thinF_original_IMG_20150621_112246_cell_70.png  \n",
      " extracting: cell_images/Uninfected/C38P3thinF_original_IMG_20150621_112246_cell_72.png  \n",
      " extracting: cell_images/Uninfected/C39P4thinF_original_IMG_20150622_105102_cell_12.png  \n",
      " extracting: cell_images/Uninfected/C39P4thinF_original_IMG_20150622_105102_cell_14.png  \n",
      " extracting: cell_images/Uninfected/C39P4thinF_original_IMG_20150622_105102_cell_17.png  \n",
      " extracting: cell_images/Uninfected/C39P4thinF_original_IMG_20150622_105102_cell_2.png  \n",
      " extracting: cell_images/Uninfected/C39P4thinF_original_IMG_20150622_105102_cell_33.png  \n",
      " extracting: cell_images/Uninfected/C39P4thinF_original_IMG_20150622_105102_cell_43.png  \n",
      " extracting: cell_images/Uninfected/C39P4thinF_original_IMG_20150622_105102_cell_59.png  \n",
      " extracting: cell_images/Uninfected/C39P4thinF_original_IMG_20150622_105102_cell_73.png  \n",
      " extracting: cell_images/Uninfected/C39P4thinF_original_IMG_20150622_105253_cell_1.png  \n",
      " extracting: cell_images/Uninfected/C39P4thinF_original_IMG_20150622_105253_cell_10.png  \n",
      " extracting: cell_images/Uninfected/C39P4thinF_original_IMG_20150622_105253_cell_18.png  \n",
      " extracting: cell_images/Uninfected/C39P4thinF_original_IMG_20150622_105253_cell_48.png  \n",
      " extracting: cell_images/Uninfected/C39P4thinF_original_IMG_20150622_105253_cell_5.png  \n",
      " extracting: cell_images/Uninfected/C39P4thinF_original_IMG_20150622_105253_cell_61.png  \n",
      " extracting: cell_images/Uninfected/C39P4thinF_original_IMG_20150622_105253_cell_65.png  \n",
      " extracting: cell_images/Uninfected/C39P4thinF_original_IMG_20150622_105253_cell_69.png  \n",
      " extracting: cell_images/Uninfected/C39P4thinF_original_IMG_20150622_105253_cell_76.png  \n",
      " extracting: cell_images/Uninfected/C39P4thinF_original_IMG_20150622_105253_cell_89.png  \n",
      " extracting: cell_images/Uninfected/C39P4thinF_original_IMG_20150622_105803_cell_16.png  \n",
      " extracting: cell_images/Uninfected/C39P4thinF_original_IMG_20150622_105803_cell_31.png  \n",
      " extracting: cell_images/Uninfected/C39P4thinF_original_IMG_20150622_105803_cell_50.png  \n",
      " extracting: cell_images/Uninfected/C39P4thinF_original_IMG_20150622_105803_cell_53.png  \n",
      " extracting: cell_images/Uninfected/C39P4thinF_original_IMG_20150622_105803_cell_58.png  \n",
      " extracting: cell_images/Uninfected/C39P4thinF_original_IMG_20150622_105803_cell_63.png  \n",
      " extracting: cell_images/Uninfected/C39P4thinF_original_IMG_20150622_105803_cell_64.png  \n",
      " extracting: cell_images/Uninfected/C39P4thinF_original_IMG_20150622_105803_cell_73.png  \n",
      " extracting: cell_images/Uninfected/C39P4thinF_original_IMG_20150622_110115_cell_100.png  \n",
      " extracting: cell_images/Uninfected/C39P4thinF_original_IMG_20150622_110115_cell_14.png  \n",
      " extracting: cell_images/Uninfected/C39P4thinF_original_IMG_20150622_110115_cell_19.png  \n",
      " extracting: cell_images/Uninfected/C39P4thinF_original_IMG_20150622_110115_cell_41.png  \n",
      " extracting: cell_images/Uninfected/C39P4thinF_original_IMG_20150622_110115_cell_5.png  \n",
      " extracting: cell_images/Uninfected/C39P4thinF_original_IMG_20150622_110115_cell_60.png  \n",
      " extracting: cell_images/Uninfected/C39P4thinF_original_IMG_20150622_110115_cell_67.png  \n",
      " extracting: cell_images/Uninfected/C39P4thinF_original_IMG_20150622_110115_cell_82.png  \n",
      " extracting: cell_images/Uninfected/C39P4thinF_original_IMG_20150622_110115_cell_98.png  \n",
      " extracting: cell_images/Uninfected/C39P4thinF_original_IMG_20150622_110352_cell_15.png  \n",
      " extracting: cell_images/Uninfected/C39P4thinF_original_IMG_20150622_110352_cell_24.png  \n",
      " extracting: cell_images/Uninfected/C39P4thinF_original_IMG_20150622_110352_cell_28.png  \n",
      " extracting: cell_images/Uninfected/C39P4thinF_original_IMG_20150622_110352_cell_3.png  \n",
      " extracting: cell_images/Uninfected/C39P4thinF_original_IMG_20150622_110352_cell_37.png  \n",
      " extracting: cell_images/Uninfected/C39P4thinF_original_IMG_20150622_110352_cell_42.png  \n",
      " extracting: cell_images/Uninfected/C39P4thinF_original_IMG_20150622_110352_cell_47.png  \n",
      " extracting: cell_images/Uninfected/C39P4thinF_original_IMG_20150622_110352_cell_61.png  \n",
      " extracting: cell_images/Uninfected/C39P4thinF_original_IMG_20150622_110435_cell_1.png  \n",
      " extracting: cell_images/Uninfected/C39P4thinF_original_IMG_20150622_110435_cell_28.png  \n",
      " extracting: cell_images/Uninfected/C39P4thinF_original_IMG_20150622_110435_cell_32.png  \n",
      " extracting: cell_images/Uninfected/C39P4thinF_original_IMG_20150622_110435_cell_41.png  \n",
      " extracting: cell_images/Uninfected/C39P4thinF_original_IMG_20150622_110435_cell_43.png  \n",
      " extracting: cell_images/Uninfected/C39P4thinF_original_IMG_20150622_110435_cell_5.png  \n",
      " extracting: cell_images/Uninfected/C39P4thinF_original_IMG_20150622_110435_cell_50.png  \n",
      " extracting: cell_images/Uninfected/C39P4thinF_original_IMG_20150622_110435_cell_71.png  \n",
      " extracting: cell_images/Uninfected/C39P4thinF_original_IMG_20150622_110435_cell_76.png  \n",
      " extracting: cell_images/Uninfected/C39P4thinF_original_IMG_20150622_111206_cell_1.png  \n",
      " extracting: cell_images/Uninfected/C39P4thinF_original_IMG_20150622_111206_cell_10.png  \n",
      " extracting: cell_images/Uninfected/C39P4thinF_original_IMG_20150622_111206_cell_16.png  \n",
      " extracting: cell_images/Uninfected/C39P4thinF_original_IMG_20150622_111206_cell_22.png  \n",
      " extracting: cell_images/Uninfected/C39P4thinF_original_IMG_20150622_111206_cell_41.png  \n",
      " extracting: cell_images/Uninfected/C39P4thinF_original_IMG_20150622_111206_cell_46.png  \n",
      " extracting: cell_images/Uninfected/C39P4thinF_original_IMG_20150622_111206_cell_60.png  \n",
      " extracting: cell_images/Uninfected/C39P4thinF_original_IMG_20150622_111206_cell_74.png  \n",
      " extracting: cell_images/Uninfected/C39P4thinF_original_IMG_20150622_111206_cell_75.png  \n",
      " extracting: cell_images/Uninfected/C39P4thinF_original_IMG_20150622_111723_cell_1.png  \n",
      " extracting: cell_images/Uninfected/C39P4thinF_original_IMG_20150622_111723_cell_17.png  \n",
      " extracting: cell_images/Uninfected/C39P4thinF_original_IMG_20150622_111723_cell_28.png  \n",
      " extracting: cell_images/Uninfected/C39P4thinF_original_IMG_20150622_111723_cell_30.png  \n",
      " extracting: cell_images/Uninfected/C39P4thinF_original_IMG_20150622_111723_cell_33.png  \n",
      " extracting: cell_images/Uninfected/C39P4thinF_original_IMG_20150622_111723_cell_39.png  \n",
      " extracting: cell_images/Uninfected/C39P4thinF_original_IMG_20150622_111723_cell_46.png  \n",
      " extracting: cell_images/Uninfected/C39P4thinF_original_IMG_20150622_111723_cell_7.png  \n",
      " extracting: cell_images/Uninfected/C39P4thinF_original_IMG_20150622_111723_cell_73.png  \n",
      " extracting: cell_images/Uninfected/C39P4thinF_original_IMG_20150622_111723_cell_9.png  \n",
      " extracting: cell_images/Uninfected/C3thin_original_IMG_20150608_162835_cell_101.png  \n",
      " extracting: cell_images/Uninfected/C3thin_original_IMG_20150608_162835_cell_122.png  \n",
      " extracting: cell_images/Uninfected/C3thin_original_IMG_20150608_162835_cell_144.png  \n",
      " extracting: cell_images/Uninfected/C3thin_original_IMG_20150608_162835_cell_170.png  \n",
      " extracting: cell_images/Uninfected/C3thin_original_IMG_20150608_162835_cell_174.png  \n",
      " extracting: cell_images/Uninfected/C3thin_original_IMG_20150608_162835_cell_207.png  \n",
      " extracting: cell_images/Uninfected/C3thin_original_IMG_20150608_162835_cell_210.png  \n",
      " extracting: cell_images/Uninfected/C3thin_original_IMG_20150608_162835_cell_26.png  \n",
      " extracting: cell_images/Uninfected/C3thin_original_IMG_20150608_162835_cell_28.png  \n",
      " extracting: cell_images/Uninfected/C3thin_original_IMG_20150608_162835_cell_36.png  \n",
      " extracting: cell_images/Uninfected/C3thin_original_IMG_20150608_162835_cell_61.png  \n",
      " extracting: cell_images/Uninfected/C3thin_original_IMG_20150608_162835_cell_77.png  \n",
      " extracting: cell_images/Uninfected/C3thin_original_IMG_20150608_162835_cell_8.png  \n",
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      " extracting: cell_images/Uninfected/C3thin_original_IMG_20150608_162922_cell_205.png  \n",
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      " extracting: cell_images/Uninfected/C3thin_original_IMG_20150608_162922_cell_217.png  \n",
      " extracting: cell_images/Uninfected/C3thin_original_IMG_20150608_162922_cell_22.png  \n",
      " extracting: cell_images/Uninfected/C3thin_original_IMG_20150608_162922_cell_28.png  \n",
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      " extracting: cell_images/Uninfected/C3thin_original_IMG_20150608_163002_cell_13.png  \n",
      " extracting: cell_images/Uninfected/C3thin_original_IMG_20150608_163002_cell_144.png  \n",
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      " extracting: cell_images/Uninfected/C3thin_original_IMG_20150608_163002_cell_159.png  \n",
      " extracting: cell_images/Uninfected/C3thin_original_IMG_20150608_163002_cell_195.png  \n",
      " extracting: cell_images/Uninfected/C3thin_original_IMG_20150608_163002_cell_32.png  \n",
      " extracting: cell_images/Uninfected/C3thin_original_IMG_20150608_163002_cell_34.png  \n",
      " extracting: cell_images/Uninfected/C3thin_original_IMG_20150608_163002_cell_39.png  \n",
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      " extracting: cell_images/Uninfected/C3thin_original_IMG_20150608_163002_cell_78.png  \n",
      " extracting: cell_images/Uninfected/C3thin_original_IMG_20150608_163002_cell_81.png  \n",
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      " extracting: cell_images/Uninfected/C3thin_original_IMG_20150608_163029_cell_1.png  \n",
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      " extracting: cell_images/Uninfected/C3thin_original_IMG_20150608_163029_cell_202.png  \n",
      " extracting: cell_images/Uninfected/C3thin_original_IMG_20150608_163029_cell_220.png  \n",
      " extracting: cell_images/Uninfected/C3thin_original_IMG_20150608_163029_cell_44.png  \n",
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      " extracting: cell_images/Uninfected/C3thin_original_IMG_20150608_163047_cell_103.png  \n",
      " extracting: cell_images/Uninfected/C3thin_original_IMG_20150608_163047_cell_145.png  \n",
      " extracting: cell_images/Uninfected/C3thin_original_IMG_20150608_163047_cell_147.png  \n",
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      " extracting: cell_images/Uninfected/C3thin_original_IMG_20150608_163047_cell_183.png  \n",
      " extracting: cell_images/Uninfected/C3thin_original_IMG_20150608_163047_cell_192.png  \n",
      " extracting: cell_images/Uninfected/C3thin_original_IMG_20150608_163047_cell_212.png  \n",
      " extracting: cell_images/Uninfected/C3thin_original_IMG_20150608_163047_cell_214.png  \n",
      " extracting: cell_images/Uninfected/C3thin_original_IMG_20150608_163047_cell_215.png  \n",
      " extracting: cell_images/Uninfected/C3thin_original_IMG_20150608_163047_cell_22.png  \n",
      " extracting: cell_images/Uninfected/C3thin_original_IMG_20150608_163047_cell_236.png  \n",
      " extracting: cell_images/Uninfected/C3thin_original_IMG_20150608_163047_cell_26.png  \n",
      " extracting: cell_images/Uninfected/C3thin_original_IMG_20150608_163047_cell_36.png  \n",
      " extracting: cell_images/Uninfected/C42P5thin_original_IMG_20150623_134426_cell_117.png  \n",
      " extracting: cell_images/Uninfected/C42P5thin_original_IMG_20150623_134426_cell_127.png  \n",
      " extracting: cell_images/Uninfected/C42P5thin_original_IMG_20150623_134426_cell_128.png  \n",
      " extracting: cell_images/Uninfected/C42P5thin_original_IMG_20150623_134426_cell_131.png  \n",
      " extracting: cell_images/Uninfected/C42P5thin_original_IMG_20150623_134426_cell_152.png  \n",
      " extracting: cell_images/Uninfected/C42P5thin_original_IMG_20150623_134426_cell_164.png  \n",
      " extracting: cell_images/Uninfected/C42P5thin_original_IMG_20150623_134426_cell_17.png  \n",
      " extracting: cell_images/Uninfected/C42P5thin_original_IMG_20150623_134426_cell_25.png  \n",
      " extracting: cell_images/Uninfected/C42P5thin_original_IMG_20150623_134426_cell_37.png  \n",
      " extracting: cell_images/Uninfected/C42P5thin_original_IMG_20150623_134426_cell_53.png  \n",
      " extracting: cell_images/Uninfected/C42P5thin_original_IMG_20150623_134426_cell_75.png  \n",
      " extracting: cell_images/Uninfected/C42P5thin_original_IMG_20150623_134426_cell_95.png  \n",
      " extracting: cell_images/Uninfected/C42P5thin_original_IMG_20150623_134547_cell_114.png  \n",
      " extracting: cell_images/Uninfected/C42P5thin_original_IMG_20150623_134547_cell_121.png  \n",
      " extracting: cell_images/Uninfected/C42P5thin_original_IMG_20150623_134547_cell_134.png  \n",
      " extracting: cell_images/Uninfected/C42P5thin_original_IMG_20150623_134547_cell_155.png  \n",
      " extracting: cell_images/Uninfected/C42P5thin_original_IMG_20150623_134547_cell_160.png  \n",
      " extracting: cell_images/Uninfected/C42P5thin_original_IMG_20150623_134547_cell_180.png  \n",
      " extracting: cell_images/Uninfected/C42P5thin_original_IMG_20150623_134547_cell_222.png  \n",
      " extracting: cell_images/Uninfected/C42P5thin_original_IMG_20150623_134547_cell_235.png  \n",
      " extracting: cell_images/Uninfected/C42P5thin_original_IMG_20150623_134547_cell_237.png  \n",
      " extracting: cell_images/Uninfected/C42P5thin_original_IMG_20150623_134547_cell_70.png  \n",
      " extracting: cell_images/Uninfected/C42P5thin_original_IMG_20150623_134751_cell_1.png  \n",
      " extracting: cell_images/Uninfected/C42P5thin_original_IMG_20150623_134751_cell_107.png  \n",
      " extracting: cell_images/Uninfected/C42P5thin_original_IMG_20150623_134751_cell_124.png  \n",
      " extracting: cell_images/Uninfected/C42P5thin_original_IMG_20150623_134751_cell_164.png  \n",
      " extracting: cell_images/Uninfected/C42P5thin_original_IMG_20150623_134751_cell_165.png  \n",
      " extracting: cell_images/Uninfected/C42P5thin_original_IMG_20150623_134751_cell_200.png  \n",
      " extracting: cell_images/Uninfected/C42P5thin_original_IMG_20150623_134751_cell_35.png  \n",
      " extracting: cell_images/Uninfected/C42P5thin_original_IMG_20150623_134751_cell_54.png  \n",
      " extracting: cell_images/Uninfected/C42P5thin_original_IMG_20150623_134751_cell_61.png  \n",
      " extracting: cell_images/Uninfected/C42P5thin_original_IMG_20150623_134751_cell_68.png  \n",
      " extracting: cell_images/Uninfected/C42P5thin_original_IMG_20150623_134751_cell_75.png  \n",
      " extracting: cell_images/Uninfected/C42P5thin_original_IMG_20150623_134751_cell_77.png  \n",
      " extracting: cell_images/Uninfected/C42P5thin_original_IMG_20150623_134919_cell_100.png  \n",
      " extracting: cell_images/Uninfected/C42P5thin_original_IMG_20150623_134919_cell_155.png  \n",
      " extracting: cell_images/Uninfected/C42P5thin_original_IMG_20150623_134919_cell_166.png  \n",
      " extracting: cell_images/Uninfected/C42P5thin_original_IMG_20150623_134919_cell_183.png  \n",
      " extracting: cell_images/Uninfected/C42P5thin_original_IMG_20150623_134919_cell_185.png  \n",
      " extracting: cell_images/Uninfected/C42P5thin_original_IMG_20150623_134919_cell_19.png  \n",
      " extracting: cell_images/Uninfected/C42P5thin_original_IMG_20150623_134919_cell_25.png  \n",
      " extracting: cell_images/Uninfected/C42P5thin_original_IMG_20150623_134919_cell_55.png  \n",
      " extracting: cell_images/Uninfected/C42P5thin_original_IMG_20150623_134919_cell_74.png  \n",
      " extracting: cell_images/Uninfected/C42P5thin_original_IMG_20150623_134919_cell_82.png  \n",
      " extracting: cell_images/Uninfected/C42P5thin_original_IMG_20150623_134919_cell_90.png  \n",
      " extracting: cell_images/Uninfected/C42P5thin_original_IMG_20150623_134919_cell_95.png  \n",
      " extracting: cell_images/Uninfected/C42P5thin_original_IMG_20150623_135251_cell_106.png  \n",
      " extracting: cell_images/Uninfected/C42P5thin_original_IMG_20150623_135251_cell_121.png  \n",
      " extracting: cell_images/Uninfected/C42P5thin_original_IMG_20150623_135251_cell_141.png  \n",
      " extracting: cell_images/Uninfected/C42P5thin_original_IMG_20150623_135251_cell_150.png  \n",
      " extracting: cell_images/Uninfected/C42P5thin_original_IMG_20150623_135251_cell_20.png  \n",
      " extracting: cell_images/Uninfected/C42P5thin_original_IMG_20150623_135251_cell_24.png  \n",
      " extracting: cell_images/Uninfected/C42P5thin_original_IMG_20150623_135251_cell_36.png  \n",
      " extracting: cell_images/Uninfected/C42P5thin_original_IMG_20150623_135251_cell_43.png  \n",
      " extracting: cell_images/Uninfected/C42P5thin_original_IMG_20150623_135251_cell_50.png  \n",
      " extracting: cell_images/Uninfected/C42P5thin_original_IMG_20150623_135251_cell_6.png  \n",
      " extracting: cell_images/Uninfected/C42P5thin_original_IMG_20150623_135251_cell_92.png  \n",
      " extracting: cell_images/Uninfected/C42P5thin_original_IMG_20150623_135251_cell_97.png  \n",
      " extracting: cell_images/Uninfected/C42P5thin_original_IMG_20150623_135746_cell_106.png  \n",
      " extracting: cell_images/Uninfected/C42P5thin_original_IMG_20150623_135746_cell_126.png  \n",
      " extracting: cell_images/Uninfected/C42P5thin_original_IMG_20150623_135746_cell_127.png  \n",
      " extracting: cell_images/Uninfected/C42P5thin_original_IMG_20150623_135746_cell_128.png  \n",
      " extracting: cell_images/Uninfected/C42P5thin_original_IMG_20150623_135746_cell_130.png  \n",
      " extracting: cell_images/Uninfected/C42P5thin_original_IMG_20150623_135746_cell_140.png  \n",
      " extracting: cell_images/Uninfected/C42P5thin_original_IMG_20150623_135746_cell_159.png  \n",
      " extracting: cell_images/Uninfected/C42P5thin_original_IMG_20150623_135746_cell_21.png  \n",
      " extracting: cell_images/Uninfected/C42P5thin_original_IMG_20150623_135746_cell_22.png  \n",
      " extracting: cell_images/Uninfected/C42P5thin_original_IMG_20150623_135746_cell_30.png  \n",
      " extracting: cell_images/Uninfected/C42P5thin_original_IMG_20150623_135746_cell_41.png  \n",
      " extracting: cell_images/Uninfected/C42P5thin_original_IMG_20150623_135746_cell_80.png  \n",
      " extracting: cell_images/Uninfected/C45P6ThinF_IMG_20151130_154725_cell_107.png  \n",
      " extracting: cell_images/Uninfected/C45P6ThinF_IMG_20151130_154725_cell_113.png  \n",
      " extracting: cell_images/Uninfected/C45P6ThinF_IMG_20151130_154725_cell_139.png  \n",
      " extracting: cell_images/Uninfected/C45P6ThinF_IMG_20151130_154725_cell_154.png  \n",
      " extracting: cell_images/Uninfected/C45P6ThinF_IMG_20151130_154725_cell_159.png  \n",
      " extracting: cell_images/Uninfected/C45P6ThinF_IMG_20151130_154725_cell_166.png  \n",
      " extracting: cell_images/Uninfected/C45P6ThinF_IMG_20151130_154725_cell_25.png  \n",
      " extracting: cell_images/Uninfected/C45P6ThinF_IMG_20151130_154725_cell_39.png  \n",
      " extracting: cell_images/Uninfected/C45P6ThinF_IMG_20151130_154725_cell_74.png  \n",
      " extracting: cell_images/Uninfected/C45P6ThinF_IMG_20151130_154725_cell_86.png  \n",
      " extracting: cell_images/Uninfected/C45P6ThinF_IMG_20151130_154725_cell_87.png  \n",
      " extracting: cell_images/Uninfected/C45P6ThinF_IMG_20151130_155011_cell_104.png  \n",
      " extracting: cell_images/Uninfected/C45P6ThinF_IMG_20151130_155011_cell_123.png  \n",
      " extracting: cell_images/Uninfected/C45P6ThinF_IMG_20151130_155011_cell_126.png  \n",
      " extracting: cell_images/Uninfected/C45P6ThinF_IMG_20151130_155011_cell_144.png  \n",
      " extracting: cell_images/Uninfected/C45P6ThinF_IMG_20151130_155011_cell_158.png  \n",
      " extracting: cell_images/Uninfected/C45P6ThinF_IMG_20151130_155011_cell_168.png  \n",
      " extracting: cell_images/Uninfected/C45P6ThinF_IMG_20151130_155011_cell_3.png  \n",
      " extracting: cell_images/Uninfected/C45P6ThinF_IMG_20151130_155011_cell_46.png  \n",
      " extracting: cell_images/Uninfected/C45P6ThinF_IMG_20151130_155011_cell_49.png  \n",
      " extracting: cell_images/Uninfected/C45P6ThinF_IMG_20151130_155011_cell_64.png  \n",
      " extracting: cell_images/Uninfected/C45P6ThinF_IMG_20151130_155011_cell_67.png  \n",
      " extracting: cell_images/Uninfected/C45P6ThinF_IMG_20151130_155011_cell_72.png  \n",
      " extracting: cell_images/Uninfected/C45P6ThinF_IMG_20151130_155110_cell_100.png  \n",
      " extracting: cell_images/Uninfected/C45P6ThinF_IMG_20151130_155110_cell_136.png  \n",
      " extracting: cell_images/Uninfected/C45P6ThinF_IMG_20151130_155110_cell_138.png  \n",
      " extracting: cell_images/Uninfected/C45P6ThinF_IMG_20151130_155110_cell_15.png  \n",
      " extracting: cell_images/Uninfected/C45P6ThinF_IMG_20151130_155110_cell_161.png  \n",
      " extracting: cell_images/Uninfected/C45P6ThinF_IMG_20151130_155110_cell_164.png  \n",
      " extracting: cell_images/Uninfected/C45P6ThinF_IMG_20151130_155110_cell_175.png  \n",
      " extracting: cell_images/Uninfected/C45P6ThinF_IMG_20151130_155110_cell_179.png  \n",
      " extracting: cell_images/Uninfected/C45P6ThinF_IMG_20151130_155110_cell_187.png  \n",
      " extracting: cell_images/Uninfected/C45P6ThinF_IMG_20151130_155110_cell_27.png  \n",
      " extracting: cell_images/Uninfected/C45P6ThinF_IMG_20151130_155110_cell_42.png  \n",
      " extracting: cell_images/Uninfected/C45P6ThinF_IMG_20151130_155110_cell_99.png  \n",
      " extracting: cell_images/Uninfected/C45P6ThinF_IMG_20151130_160135_cell_108.png  \n",
      " extracting: cell_images/Uninfected/C45P6ThinF_IMG_20151130_160135_cell_114.png  \n",
      " extracting: cell_images/Uninfected/C45P6ThinF_IMG_20151130_160135_cell_115.png  \n",
      " extracting: cell_images/Uninfected/C45P6ThinF_IMG_20151130_160135_cell_124.png  \n",
      " extracting: cell_images/Uninfected/C45P6ThinF_IMG_20151130_160135_cell_199.png  \n",
      " extracting: cell_images/Uninfected/C45P6ThinF_IMG_20151130_160135_cell_4.png  \n",
      " extracting: cell_images/Uninfected/C45P6ThinF_IMG_20151130_160135_cell_45.png  \n",
      " extracting: cell_images/Uninfected/C45P6ThinF_IMG_20151130_160135_cell_53.png  \n",
      " extracting: cell_images/Uninfected/C45P6ThinF_IMG_20151130_160135_cell_69.png  \n",
      " extracting: cell_images/Uninfected/C45P6ThinF_IMG_20151130_160135_cell_72.png  \n",
      " extracting: cell_images/Uninfected/C45P6ThinF_IMG_20151130_160135_cell_74.png  \n",
      " extracting: cell_images/Uninfected/C45P6ThinF_IMG_20151130_160241_cell_1.png  \n",
      " extracting: cell_images/Uninfected/C45P6ThinF_IMG_20151130_160241_cell_11.png  \n",
      " extracting: cell_images/Uninfected/C45P6ThinF_IMG_20151130_160241_cell_114.png  \n",
      " extracting: cell_images/Uninfected/C45P6ThinF_IMG_20151130_160241_cell_137.png  \n",
      " extracting: cell_images/Uninfected/C45P6ThinF_IMG_20151130_160241_cell_162.png  \n",
      " extracting: cell_images/Uninfected/C45P6ThinF_IMG_20151130_160241_cell_33.png  \n",
      " extracting: cell_images/Uninfected/C45P6ThinF_IMG_20151130_160241_cell_48.png  \n",
      " extracting: cell_images/Uninfected/C45P6ThinF_IMG_20151130_160241_cell_7.png  \n",
      " extracting: cell_images/Uninfected/C45P6ThinF_IMG_20151130_160241_cell_71.png  \n",
      " extracting: cell_images/Uninfected/C45P6ThinF_IMG_20151130_160241_cell_74.png  \n",
      " extracting: cell_images/Uninfected/C45P6ThinF_IMG_20151130_160241_cell_78.png  \n",
      " extracting: cell_images/Uninfected/C45P6ThinF_IMG_20151130_160241_cell_83.png  \n",
      " extracting: cell_images/Uninfected/C45P6ThinF_IMG_20151130_160241_cell_9.png  \n",
      " extracting: cell_images/Uninfected/C45P6ThinF_IMG_20151130_160409_cell_141.png  \n",
      " extracting: cell_images/Uninfected/C45P6ThinF_IMG_20151130_160409_cell_163.png  \n",
      " extracting: cell_images/Uninfected/C45P6ThinF_IMG_20151130_160409_cell_17.png  \n",
      " extracting: cell_images/Uninfected/C45P6ThinF_IMG_20151130_160409_cell_171.png  \n",
      " extracting: cell_images/Uninfected/C45P6ThinF_IMG_20151130_160409_cell_180.png  \n",
      " extracting: cell_images/Uninfected/C45P6ThinF_IMG_20151130_160409_cell_184.png  \n",
      " extracting: cell_images/Uninfected/C45P6ThinF_IMG_20151130_160409_cell_37.png  \n",
      " extracting: cell_images/Uninfected/C45P6ThinF_IMG_20151130_160409_cell_45.png  \n",
      " extracting: cell_images/Uninfected/C45P6ThinF_IMG_20151130_160409_cell_62.png  \n",
      " extracting: cell_images/Uninfected/C45P6ThinF_IMG_20151130_160409_cell_85.png  \n",
      " extracting: cell_images/Uninfected/C45P6ThinF_IMG_20151130_160409_cell_86.png  \n",
      " extracting: cell_images/Uninfected/C45P6ThinF_IMG_20151130_160409_cell_9.png  \n",
      " extracting: cell_images/Uninfected/C46P7ThinF_IMG_20151130_205558_cell_17.png  \n",
      " extracting: cell_images/Uninfected/C46P7ThinF_IMG_20151130_205558_cell_20.png  \n",
      " extracting: cell_images/Uninfected/C46P7ThinF_IMG_20151130_205558_cell_35.png  \n",
      " extracting: cell_images/Uninfected/C46P7ThinF_IMG_20151130_205558_cell_39.png  \n",
      " extracting: cell_images/Uninfected/C46P7ThinF_IMG_20151130_205558_cell_49.png  \n",
      " extracting: cell_images/Uninfected/C46P7ThinF_IMG_20151130_205558_cell_55.png  \n",
      " extracting: cell_images/Uninfected/C46P7ThinF_IMG_20151130_205558_cell_66.png  \n",
      " extracting: cell_images/Uninfected/C46P7ThinF_IMG_20151130_205558_cell_86.png  \n",
      " extracting: cell_images/Uninfected/C46P7ThinF_IMG_20151130_205719_cell_101.png  \n",
      " extracting: cell_images/Uninfected/C46P7ThinF_IMG_20151130_205719_cell_127.png  \n",
      " extracting: cell_images/Uninfected/C46P7ThinF_IMG_20151130_205719_cell_20.png  \n",
      " extracting: cell_images/Uninfected/C46P7ThinF_IMG_20151130_205719_cell_22.png  \n",
      " extracting: cell_images/Uninfected/C46P7ThinF_IMG_20151130_205719_cell_56.png  \n",
      " extracting: cell_images/Uninfected/C46P7ThinF_IMG_20151130_205719_cell_58.png  \n",
      " extracting: cell_images/Uninfected/C46P7ThinF_IMG_20151130_205756_cell_10.png  \n",
      " extracting: cell_images/Uninfected/C46P7ThinF_IMG_20151130_205756_cell_111.png  \n",
      " extracting: cell_images/Uninfected/C46P7ThinF_IMG_20151130_205756_cell_115.png  \n",
      " extracting: cell_images/Uninfected/C46P7ThinF_IMG_20151130_205756_cell_51.png  \n",
      " extracting: cell_images/Uninfected/C46P7ThinF_IMG_20151130_205756_cell_56.png  \n",
      " extracting: cell_images/Uninfected/C46P7ThinF_IMG_20151130_205756_cell_7.png  \n",
      " extracting: cell_images/Uninfected/C46P7ThinF_IMG_20151130_205756_cell_89.png  \n",
      " extracting: cell_images/Uninfected/C46P7ThinF_IMG_20151130_205756_cell_98.png  \n",
      " extracting: cell_images/Uninfected/C46P7ThinF_IMG_20151130_205828_cell_104.png  \n",
      " extracting: cell_images/Uninfected/C46P7ThinF_IMG_20151130_205828_cell_132.png  \n",
      " extracting: cell_images/Uninfected/C46P7ThinF_IMG_20151130_205828_cell_2.png  \n",
      " extracting: cell_images/Uninfected/C46P7ThinF_IMG_20151130_205828_cell_34.png  \n",
      " extracting: cell_images/Uninfected/C46P7ThinF_IMG_20151130_205828_cell_5.png  \n",
      " extracting: cell_images/Uninfected/C46P7ThinF_IMG_20151130_205828_cell_58.png  \n",
      " extracting: cell_images/Uninfected/C46P7ThinF_IMG_20151130_205828_cell_96.png  \n",
      " extracting: cell_images/Uninfected/C46P7ThinF_IMG_20151130_205828_cell_99.png  \n",
      " extracting: cell_images/Uninfected/C46P7ThinF_IMG_20151130_210123_cell_1.png  \n",
      " extracting: cell_images/Uninfected/C46P7ThinF_IMG_20151130_210123_cell_106.png  \n",
      " extracting: cell_images/Uninfected/C46P7ThinF_IMG_20151130_210123_cell_112.png  \n",
      " extracting: cell_images/Uninfected/C46P7ThinF_IMG_20151130_210123_cell_115.png  \n",
      " extracting: cell_images/Uninfected/C46P7ThinF_IMG_20151130_210123_cell_2.png  \n",
      " extracting: cell_images/Uninfected/C46P7ThinF_IMG_20151130_210123_cell_24.png  \n",
      " extracting: cell_images/Uninfected/C46P7ThinF_IMG_20151130_210123_cell_40.png  \n",
      " extracting: cell_images/Uninfected/C46P7ThinF_IMG_20151130_210123_cell_98.png  \n",
      " extracting: cell_images/Uninfected/C46P7ThinF_IMG_20151130_210309_cell_1.png  \n",
      " extracting: cell_images/Uninfected/C46P7ThinF_IMG_20151130_210309_cell_116.png  \n",
      " extracting: cell_images/Uninfected/C46P7ThinF_IMG_20151130_210309_cell_18.png  \n",
      " extracting: cell_images/Uninfected/C46P7ThinF_IMG_20151130_210309_cell_33.png  \n",
      " extracting: cell_images/Uninfected/C46P7ThinF_IMG_20151130_210309_cell_42.png  \n",
      " extracting: cell_images/Uninfected/C46P7ThinF_IMG_20151130_210309_cell_82.png  \n",
      " extracting: cell_images/Uninfected/C46P7ThinF_IMG_20151130_210309_cell_95.png  \n",
      " extracting: cell_images/Uninfected/C46P7ThinF_IMG_20151130_210743_cell_127.png  \n",
      " extracting: cell_images/Uninfected/C46P7ThinF_IMG_20151130_210743_cell_131.png  \n",
      " extracting: cell_images/Uninfected/C46P7ThinF_IMG_20151130_210743_cell_143.png  \n",
      " extracting: cell_images/Uninfected/C46P7ThinF_IMG_20151130_210743_cell_3.png  \n",
      " extracting: cell_images/Uninfected/C46P7ThinF_IMG_20151130_210743_cell_36.png  \n",
      " extracting: cell_images/Uninfected/C46P7ThinF_IMG_20151130_210743_cell_47.png  \n",
      " extracting: cell_images/Uninfected/C46P7ThinF_IMG_20151130_210743_cell_83.png  \n",
      " extracting: cell_images/Uninfected/C46P7ThinF_IMG_20151130_210743_cell_9.png  \n",
      " extracting: cell_images/Uninfected/C46P7ThinF_IMG_20151130_210843_cell_12.png  \n",
      " extracting: cell_images/Uninfected/C46P7ThinF_IMG_20151130_210843_cell_131.png  \n",
      " extracting: cell_images/Uninfected/C46P7ThinF_IMG_20151130_210843_cell_24.png  \n",
      " extracting: cell_images/Uninfected/C46P7ThinF_IMG_20151130_210843_cell_42.png  \n",
      " extracting: cell_images/Uninfected/C46P7ThinF_IMG_20151130_210843_cell_51.png  \n",
      " extracting: cell_images/Uninfected/C46P7ThinF_IMG_20151130_210843_cell_59.png  \n",
      " extracting: cell_images/Uninfected/C46P7ThinF_IMG_20151130_210843_cell_61.png  \n",
      " extracting: cell_images/Uninfected/C46P7ThinF_IMG_20151130_210843_cell_88.png  \n",
      " extracting: cell_images/Uninfected/C46P7ThinF_IMG_20151130_210938_cell_109.png  \n",
      " extracting: cell_images/Uninfected/C46P7ThinF_IMG_20151130_210938_cell_110.png  \n",
      " extracting: cell_images/Uninfected/C46P7ThinF_IMG_20151130_210938_cell_122.png  \n",
      " extracting: cell_images/Uninfected/C46P7ThinF_IMG_20151130_210938_cell_125.png  \n",
      " extracting: cell_images/Uninfected/C46P7ThinF_IMG_20151130_210938_cell_144.png  \n",
      " extracting: cell_images/Uninfected/C46P7ThinF_IMG_20151130_210938_cell_36.png  \n",
      " extracting: cell_images/Uninfected/C46P7ThinF_IMG_20151130_210938_cell_48.png  \n",
      " extracting: cell_images/Uninfected/C46P7ThinF_IMG_20151130_210938_cell_55.png  \n",
      " extracting: cell_images/Uninfected/C47P8thinOriginalOlympusCX21_IMG_20150717_172748_cell_105.png  \n",
      " extracting: cell_images/Uninfected/C47P8thinOriginalOlympusCX21_IMG_20150717_172748_cell_135.png  \n",
      " extracting: cell_images/Uninfected/C47P8thinOriginalOlympusCX21_IMG_20150717_172748_cell_143.png  \n",
      " extracting: cell_images/Uninfected/C47P8thinOriginalOlympusCX21_IMG_20150717_172748_cell_21.png  \n",
      " extracting: cell_images/Uninfected/C47P8thinOriginalOlympusCX21_IMG_20150717_172748_cell_25.png  \n",
      " extracting: cell_images/Uninfected/C47P8thinOriginalOlympusCX21_IMG_20150717_172748_cell_45.png  \n",
      " extracting: cell_images/Uninfected/C47P8thinOriginalOlympusCX21_IMG_20150717_172748_cell_50.png  \n",
      " extracting: cell_images/Uninfected/C47P8thinOriginalOlympusCX21_IMG_20150717_172748_cell_62.png  \n",
      " extracting: cell_images/Uninfected/C47P8thinOriginalOlympusCX21_IMG_20150717_172748_cell_95.png  \n",
      " extracting: cell_images/Uninfected/C47P8thinOriginalOlympusCX21_IMG_20150717_173432_cell_10.png  \n",
      " extracting: cell_images/Uninfected/C47P8thinOriginalOlympusCX21_IMG_20150717_173432_cell_110.png  \n",
      " extracting: cell_images/Uninfected/C47P8thinOriginalOlympusCX21_IMG_20150717_173432_cell_116.png  \n",
      " extracting: cell_images/Uninfected/C47P8thinOriginalOlympusCX21_IMG_20150717_173432_cell_30.png  \n",
      " extracting: cell_images/Uninfected/C47P8thinOriginalOlympusCX21_IMG_20150717_173432_cell_43.png  \n",
      " extracting: cell_images/Uninfected/C47P8thinOriginalOlympusCX21_IMG_20150717_173432_cell_46.png  \n",
      " extracting: cell_images/Uninfected/C47P8thinOriginalOlympusCX21_IMG_20150717_173432_cell_69.png  \n",
      " extracting: cell_images/Uninfected/C47P8thinOriginalOlympusCX21_IMG_20150717_173432_cell_71.png  \n",
      " extracting: cell_images/Uninfected/C47P8thinOriginalOlympusCX21_IMG_20150717_173432_cell_82.png  \n",
      " extracting: cell_images/Uninfected/C47P8thinOriginalOlympusCX21_IMG_20150717_173432_cell_83.png  \n",
      " extracting: cell_images/Uninfected/C47P8thinOriginalOlympusCX21_IMG_20150717_173515_cell_10.png  \n",
      " extracting: cell_images/Uninfected/C47P8thinOriginalOlympusCX21_IMG_20150717_173515_cell_106.png  \n",
      " extracting: cell_images/Uninfected/C47P8thinOriginalOlympusCX21_IMG_20150717_173515_cell_116.png  \n",
      " extracting: cell_images/Uninfected/C47P8thinOriginalOlympusCX21_IMG_20150717_173515_cell_23.png  \n",
      " extracting: cell_images/Uninfected/C47P8thinOriginalOlympusCX21_IMG_20150717_173515_cell_3.png  \n",
      " extracting: cell_images/Uninfected/C47P8thinOriginalOlympusCX21_IMG_20150717_173515_cell_57.png  \n",
      " extracting: cell_images/Uninfected/C47P8thinOriginalOlympusCX21_IMG_20150717_173515_cell_91.png  \n",
      " extracting: cell_images/Uninfected/C47P8thinOriginalOlympusCX21_IMG_20150717_173515_cell_92.png  \n",
      " extracting: cell_images/Uninfected/C47P8thinOriginalOlympusCX21_IMG_20150717_173515_cell_93.png  \n",
      " extracting: cell_images/Uninfected/C47P8thinOriginalOlympusCX21_IMG_20150717_173554_cell_11.png  \n",
      " extracting: cell_images/Uninfected/C47P8thinOriginalOlympusCX21_IMG_20150717_173554_cell_116.png  \n",
      " extracting: cell_images/Uninfected/C47P8thinOriginalOlympusCX21_IMG_20150717_173554_cell_143.png  \n",
      " extracting: cell_images/Uninfected/C47P8thinOriginalOlympusCX21_IMG_20150717_173554_cell_148.png  \n",
      " extracting: cell_images/Uninfected/C47P8thinOriginalOlympusCX21_IMG_20150717_173554_cell_28.png  \n",
      " extracting: cell_images/Uninfected/C47P8thinOriginalOlympusCX21_IMG_20150717_173554_cell_54.png  \n",
      " extracting: cell_images/Uninfected/C47P8thinOriginalOlympusCX21_IMG_20150717_173554_cell_58.png  \n",
      " extracting: cell_images/Uninfected/C47P8thinOriginalOlympusCX21_IMG_20150717_173554_cell_61.png  \n",
      " extracting: cell_images/Uninfected/C47P8thinOriginalOlympusCX21_IMG_20150717_173554_cell_83.png  \n",
      " extracting: cell_images/Uninfected/C47P8thinOriginalOlympusCX21_IMG_20150717_173554_cell_91.png  \n",
      " extracting: cell_images/Uninfected/C47P8thinOriginalOlympusCX21_IMG_20150717_174222_cell_117.png  \n",
      " extracting: cell_images/Uninfected/C47P8thinOriginalOlympusCX21_IMG_20150717_174222_cell_124.png  \n",
      " extracting: cell_images/Uninfected/C47P8thinOriginalOlympusCX21_IMG_20150717_174222_cell_14.png  \n",
      " extracting: cell_images/Uninfected/C47P8thinOriginalOlympusCX21_IMG_20150717_174222_cell_152.png  \n",
      " extracting: cell_images/Uninfected/C47P8thinOriginalOlympusCX21_IMG_20150717_174222_cell_17.png  \n",
      " extracting: cell_images/Uninfected/C47P8thinOriginalOlympusCX21_IMG_20150717_174222_cell_21.png  \n",
      " extracting: cell_images/Uninfected/C47P8thinOriginalOlympusCX21_IMG_20150717_174222_cell_23.png  \n",
      " extracting: cell_images/Uninfected/C47P8thinOriginalOlympusCX21_IMG_20150717_174222_cell_24.png  \n",
      " extracting: cell_images/Uninfected/C47P8thinOriginalOlympusCX21_IMG_20150717_174222_cell_27.png  \n",
      " extracting: cell_images/Uninfected/C47P8thinOriginalOlympusCX21_IMG_20150717_174750_cell_1.png  \n",
      " extracting: cell_images/Uninfected/C47P8thinOriginalOlympusCX21_IMG_20150717_174750_cell_123.png  \n",
      " extracting: cell_images/Uninfected/C47P8thinOriginalOlympusCX21_IMG_20150717_174750_cell_136.png  \n",
      " extracting: cell_images/Uninfected/C47P8thinOriginalOlympusCX21_IMG_20150717_174750_cell_137.png  \n",
      " extracting: cell_images/Uninfected/C47P8thinOriginalOlympusCX21_IMG_20150717_174750_cell_14.png  \n",
      " extracting: cell_images/Uninfected/C47P8thinOriginalOlympusCX21_IMG_20150717_174750_cell_141.png  \n",
      " extracting: cell_images/Uninfected/C47P8thinOriginalOlympusCX21_IMG_20150717_174750_cell_62.png  \n",
      " extracting: cell_images/Uninfected/C47P8thinOriginalOlympusCX21_IMG_20150717_174750_cell_70.png  \n",
      " extracting: cell_images/Uninfected/C47P8thinOriginalOlympusCX21_IMG_20150717_174750_cell_85.png  \n",
      " extracting: cell_images/Uninfected/C47P8thinOriginalOlympusCX21_IMG_20150717_174844_cell_152.png  \n",
      " extracting: cell_images/Uninfected/C47P8thinOriginalOlympusCX21_IMG_20150717_174844_cell_162.png  \n",
      " extracting: cell_images/Uninfected/C47P8thinOriginalOlympusCX21_IMG_20150717_174844_cell_165.png  \n",
      " extracting: cell_images/Uninfected/C47P8thinOriginalOlympusCX21_IMG_20150717_174844_cell_2.png  \n",
      " extracting: cell_images/Uninfected/C47P8thinOriginalOlympusCX21_IMG_20150717_174844_cell_34.png  \n",
      " extracting: cell_images/Uninfected/C47P8thinOriginalOlympusCX21_IMG_20150717_174844_cell_39.png  \n",
      " extracting: cell_images/Uninfected/C47P8thinOriginalOlympusCX21_IMG_20150717_174844_cell_52.png  \n",
      " extracting: cell_images/Uninfected/C47P8thinOriginalOlympusCX21_IMG_20150717_174844_cell_56.png  \n",
      " extracting: cell_images/Uninfected/C47P8thinOriginalOlympusCX21_IMG_20150717_174844_cell_72.png  \n",
      " extracting: cell_images/Uninfected/C47P8thin_Original_Motic_IMG_20150714_093512_cell_100.png  \n",
      " extracting: cell_images/Uninfected/C47P8thin_Original_Motic_IMG_20150714_093512_cell_117.png  \n",
      " extracting: cell_images/Uninfected/C47P8thin_Original_Motic_IMG_20150714_093512_cell_129.png  \n",
      " extracting: cell_images/Uninfected/C47P8thin_Original_Motic_IMG_20150714_093512_cell_149.png  \n",
      " extracting: cell_images/Uninfected/C47P8thin_Original_Motic_IMG_20150714_093512_cell_161.png  \n",
      " extracting: cell_images/Uninfected/C47P8thin_Original_Motic_IMG_20150714_093512_cell_163.png  \n",
      " extracting: cell_images/Uninfected/C47P8thin_Original_Motic_IMG_20150714_093512_cell_6.png  \n",
      " extracting: cell_images/Uninfected/C47P8thin_Original_Motic_IMG_20150714_093512_cell_65.png  \n",
      " extracting: cell_images/Uninfected/C47P8thin_Original_Motic_IMG_20150714_093512_cell_72.png  \n",
      " extracting: cell_images/Uninfected/C47P8thin_Original_Motic_IMG_20150714_093512_cell_88.png  \n",
      " extracting: cell_images/Uninfected/C47P8thin_Original_Motic_IMG_20150714_093600_cell_105.png  \n",
      " extracting: cell_images/Uninfected/C47P8thin_Original_Motic_IMG_20150714_093600_cell_149.png  \n",
      " extracting: cell_images/Uninfected/C47P8thin_Original_Motic_IMG_20150714_093600_cell_151.png  \n",
      " extracting: cell_images/Uninfected/C47P8thin_Original_Motic_IMG_20150714_093600_cell_175.png  \n",
      " extracting: cell_images/Uninfected/C47P8thin_Original_Motic_IMG_20150714_093600_cell_25.png  \n",
      " extracting: cell_images/Uninfected/C47P8thin_Original_Motic_IMG_20150714_093600_cell_31.png  \n",
      " extracting: cell_images/Uninfected/C47P8thin_Original_Motic_IMG_20150714_093600_cell_41.png  \n",
      " extracting: cell_images/Uninfected/C47P8thin_Original_Motic_IMG_20150714_093600_cell_46.png  \n",
      " extracting: cell_images/Uninfected/C47P8thin_Original_Motic_IMG_20150714_093600_cell_57.png  \n",
      " extracting: cell_images/Uninfected/C47P8thin_Original_Motic_IMG_20150714_093600_cell_91.png  \n",
      " extracting: cell_images/Uninfected/C47P8thin_Original_Motic_IMG_20150714_093636_cell_101.png  \n",
      " extracting: cell_images/Uninfected/C47P8thin_Original_Motic_IMG_20150714_093636_cell_104.png  \n",
      " extracting: cell_images/Uninfected/C47P8thin_Original_Motic_IMG_20150714_093636_cell_106.png  \n",
      " extracting: cell_images/Uninfected/C47P8thin_Original_Motic_IMG_20150714_093636_cell_118.png  \n",
      " extracting: cell_images/Uninfected/C47P8thin_Original_Motic_IMG_20150714_093636_cell_119.png  \n",
      " extracting: cell_images/Uninfected/C47P8thin_Original_Motic_IMG_20150714_093636_cell_142.png  \n",
      " extracting: cell_images/Uninfected/C47P8thin_Original_Motic_IMG_20150714_093636_cell_167.png  \n",
      " extracting: cell_images/Uninfected/C47P8thin_Original_Motic_IMG_20150714_093636_cell_33.png  \n",
      " extracting: cell_images/Uninfected/C47P8thin_Original_Motic_IMG_20150714_093636_cell_44.png  \n",
      " extracting: cell_images/Uninfected/C47P8thin_Original_Motic_IMG_20150714_093636_cell_97.png  \n",
      " extracting: cell_images/Uninfected/C47P8thin_Original_Motic_IMG_20150714_093715_cell_103.png  \n",
      " extracting: cell_images/Uninfected/C47P8thin_Original_Motic_IMG_20150714_093715_cell_108.png  \n",
      " extracting: cell_images/Uninfected/C47P8thin_Original_Motic_IMG_20150714_093715_cell_116.png  \n",
      " extracting: cell_images/Uninfected/C47P8thin_Original_Motic_IMG_20150714_093715_cell_132.png  \n",
      " extracting: cell_images/Uninfected/C47P8thin_Original_Motic_IMG_20150714_093715_cell_27.png  \n",
      " extracting: cell_images/Uninfected/C47P8thin_Original_Motic_IMG_20150714_093715_cell_29.png  \n",
      " extracting: cell_images/Uninfected/C47P8thin_Original_Motic_IMG_20150714_093715_cell_30.png  \n",
      " extracting: cell_images/Uninfected/C47P8thin_Original_Motic_IMG_20150714_093715_cell_44.png  \n",
      " extracting: cell_images/Uninfected/C47P8thin_Original_Motic_IMG_20150714_093715_cell_76.png  \n",
      " extracting: cell_images/Uninfected/C47P8thin_Original_Motic_IMG_20150714_093715_cell_91.png  \n",
      " extracting: cell_images/Uninfected/C47P8thin_Original_Motic_IMG_20150714_093806_cell_125.png  \n",
      " extracting: cell_images/Uninfected/C47P8thin_Original_Motic_IMG_20150714_093806_cell_131.png  \n",
      " extracting: cell_images/Uninfected/C47P8thin_Original_Motic_IMG_20150714_093806_cell_149.png  \n",
      " extracting: cell_images/Uninfected/C47P8thin_Original_Motic_IMG_20150714_093806_cell_168.png  \n",
      " extracting: cell_images/Uninfected/C47P8thin_Original_Motic_IMG_20150714_093806_cell_25.png  \n",
      " extracting: cell_images/Uninfected/C47P8thin_Original_Motic_IMG_20150714_093806_cell_44.png  \n",
      " extracting: cell_images/Uninfected/C47P8thin_Original_Motic_IMG_20150714_093806_cell_53.png  \n",
      " extracting: cell_images/Uninfected/C47P8thin_Original_Motic_IMG_20150714_093806_cell_61.png  \n",
      " extracting: cell_images/Uninfected/C47P8thin_Original_Motic_IMG_20150714_093806_cell_85.png  \n",
      " extracting: cell_images/Uninfected/C47P8thin_Original_Motic_IMG_20150714_093806_cell_9.png  \n",
      " extracting: cell_images/Uninfected/C47P8thin_Original_Motic_IMG_20150714_093947_cell_104.png  \n",
      " extracting: cell_images/Uninfected/C47P8thin_Original_Motic_IMG_20150714_093947_cell_124.png  \n",
      " extracting: cell_images/Uninfected/C47P8thin_Original_Motic_IMG_20150714_093947_cell_128.png  \n",
      " extracting: cell_images/Uninfected/C47P8thin_Original_Motic_IMG_20150714_093947_cell_146.png  \n",
      " extracting: cell_images/Uninfected/C47P8thin_Original_Motic_IMG_20150714_093947_cell_147.png  \n",
      " extracting: cell_images/Uninfected/C47P8thin_Original_Motic_IMG_20150714_093947_cell_156.png  \n",
      " extracting: cell_images/Uninfected/C47P8thin_Original_Motic_IMG_20150714_093947_cell_32.png  \n",
      " extracting: cell_images/Uninfected/C47P8thin_Original_Motic_IMG_20150714_093947_cell_58.png  \n",
      " extracting: cell_images/Uninfected/C47P8thin_Original_Motic_IMG_20150714_093947_cell_91.png  \n",
      " extracting: cell_images/Uninfected/C47P8thin_Original_Motic_IMG_20150714_094054_cell_164.png  \n",
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      " extracting: cell_images/Uninfected/C47P8thin_Original_Motic_IMG_20150714_094054_cell_97.png  \n",
      " extracting: cell_images/Uninfected/C48P9thinF_IMG_20150721_160406_cell_128.png  \n",
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      " extracting: cell_images/Uninfected/C48P9thinF_IMG_20150721_161412_cell_3.png  \n",
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      " extracting: cell_images/Uninfected/C48P9thinF_IMG_20150721_161412_cell_42.png  \n",
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      " extracting: cell_images/Uninfected/C48P9thinF_IMG_20150721_161412_cell_7.png  \n",
      " extracting: cell_images/Uninfected/C48P9thinF_IMG_20150721_161412_cell_79.png  \n",
      " extracting: cell_images/Uninfected/C49P10thinF_IMG_20150724_102330_cell_109.png  \n",
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      " extracting: cell_images/Uninfected/C49P10thinF_IMG_20150724_102330_cell_24.png  \n",
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      " extracting: cell_images/Uninfected/C49P10thinF_IMG_20150724_102843_cell_118.png  \n",
      " extracting: cell_images/Uninfected/C49P10thinF_IMG_20150724_102843_cell_121.png  \n",
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      " extracting: cell_images/Uninfected/C49P10thinF_IMG_20150724_102843_cell_13.png  \n",
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      " extracting: cell_images/Uninfected/C49P10thinF_IMG_20150724_102843_cell_21.png  \n",
      " extracting: cell_images/Uninfected/C49P10thinF_IMG_20150724_102843_cell_63.png  \n",
      " extracting: cell_images/Uninfected/C49P10thinF_IMG_20150724_102843_cell_64.png  \n",
      " extracting: cell_images/Uninfected/C49P10thinF_IMG_20150724_102843_cell_80.png  \n",
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      " extracting: cell_images/Uninfected/C49P10thinF_IMG_20150724_102843_cell_85.png  \n",
      " extracting: cell_images/Uninfected/C49P10thinF_IMG_20150724_102951_cell_111.png  \n",
      " extracting: cell_images/Uninfected/C49P10thinF_IMG_20150724_102951_cell_122.png  \n",
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      " extracting: cell_images/Uninfected/C49P10thinF_IMG_20150724_102951_cell_167.png  \n",
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      " extracting: cell_images/Uninfected/C49P10thinF_IMG_20150724_102951_cell_2.png  \n",
      " extracting: cell_images/Uninfected/C49P10thinF_IMG_20150724_102951_cell_50.png  \n",
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      " extracting: cell_images/Uninfected/C49P10thinF_IMG_20150724_103054_cell_132.png  \n",
      " extracting: cell_images/Uninfected/C49P10thinF_IMG_20150724_103054_cell_137.png  \n",
      " extracting: cell_images/Uninfected/C49P10thinF_IMG_20150724_103054_cell_138.png  \n",
      " extracting: cell_images/Uninfected/C49P10thinF_IMG_20150724_103054_cell_148.png  \n",
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      " extracting: cell_images/Uninfected/C49P10thinF_IMG_20150724_103054_cell_33.png  \n",
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      " extracting: cell_images/Uninfected/C49P10thinF_IMG_20150724_103054_cell_5.png  \n",
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      " extracting: cell_images/Uninfected/C49P10thinF_IMG_20150724_103233_cell_100.png  \n",
      " extracting: cell_images/Uninfected/C49P10thinF_IMG_20150724_103233_cell_105.png  \n",
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      " extracting: cell_images/Uninfected/C49P10thinF_IMG_20150724_103233_cell_123.png  \n",
      " extracting: cell_images/Uninfected/C49P10thinF_IMG_20150724_103233_cell_133.png  \n",
      " extracting: cell_images/Uninfected/C49P10thinF_IMG_20150724_103233_cell_138.png  \n",
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      " extracting: cell_images/Uninfected/C49P10thinF_IMG_20150724_103233_cell_158.png  \n",
      " extracting: cell_images/Uninfected/C49P10thinF_IMG_20150724_103233_cell_18.png  \n",
      " extracting: cell_images/Uninfected/C49P10thinF_IMG_20150724_103233_cell_184.png  \n",
      " extracting: cell_images/Uninfected/C49P10thinF_IMG_20150724_103233_cell_195.png  \n",
      " extracting: cell_images/Uninfected/C49P10thinF_IMG_20150724_103233_cell_41.png  \n",
      " extracting: cell_images/Uninfected/C49P10thinF_IMG_20150724_103233_cell_44.png  \n",
      " extracting: cell_images/Uninfected/C49P10thinF_IMG_20150724_103233_cell_63.png  \n",
      " extracting: cell_images/Uninfected/C4thin_original_IMG_20150608_165540_cell_168.png  \n",
      " extracting: cell_images/Uninfected/C4thin_original_IMG_20150608_165540_cell_178.png  \n",
      " extracting: cell_images/Uninfected/C4thin_original_IMG_20150608_165540_cell_184.png  \n",
      " extracting: cell_images/Uninfected/C4thin_original_IMG_20150608_165540_cell_187.png  \n",
      " extracting: cell_images/Uninfected/C4thin_original_IMG_20150608_165540_cell_19.png  \n",
      " extracting: cell_images/Uninfected/C4thin_original_IMG_20150608_165540_cell_200.png  \n",
      " extracting: cell_images/Uninfected/C4thin_original_IMG_20150608_165540_cell_226.png  \n",
      " extracting: cell_images/Uninfected/C4thin_original_IMG_20150608_165540_cell_245.png  \n",
      " extracting: cell_images/Uninfected/C4thin_original_IMG_20150608_165540_cell_50.png  \n",
      " extracting: cell_images/Uninfected/C4thin_original_IMG_20150608_165540_cell_52.png  \n",
      " extracting: cell_images/Uninfected/C4thin_original_IMG_20150608_165540_cell_62.png  \n",
      " extracting: cell_images/Uninfected/C4thin_original_IMG_20150608_165540_cell_92.png  \n",
      " extracting: cell_images/Uninfected/C4thin_original_IMG_20150608_165620_cell_111.png  \n",
      " extracting: cell_images/Uninfected/C4thin_original_IMG_20150608_165620_cell_130.png  \n",
      " extracting: cell_images/Uninfected/C4thin_original_IMG_20150608_165620_cell_149.png  \n",
      " extracting: cell_images/Uninfected/C4thin_original_IMG_20150608_165620_cell_157.png  \n",
      " extracting: cell_images/Uninfected/C4thin_original_IMG_20150608_165620_cell_161.png  \n",
      " extracting: cell_images/Uninfected/C4thin_original_IMG_20150608_165620_cell_178.png  \n",
      " extracting: cell_images/Uninfected/C4thin_original_IMG_20150608_165620_cell_194.png  \n",
      " extracting: cell_images/Uninfected/C4thin_original_IMG_20150608_165620_cell_195.png  \n",
      " extracting: cell_images/Uninfected/C4thin_original_IMG_20150608_165620_cell_204.png  \n",
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      " extracting: cell_images/Uninfected/C4thin_original_IMG_20150608_165620_cell_208.png  \n",
      " extracting: cell_images/Uninfected/C4thin_original_IMG_20150608_165620_cell_227.png  \n",
      " extracting: cell_images/Uninfected/C4thin_original_IMG_20150608_165620_cell_29.png  \n",
      " extracting: cell_images/Uninfected/C4thin_original_IMG_20150608_165620_cell_39.png  \n",
      " extracting: cell_images/Uninfected/C4thin_original_IMG_20150608_165908_cell_102.png  \n",
      " extracting: cell_images/Uninfected/C4thin_original_IMG_20150608_165908_cell_111.png  \n",
      " extracting: cell_images/Uninfected/C4thin_original_IMG_20150608_165908_cell_132.png  \n",
      " extracting: cell_images/Uninfected/C4thin_original_IMG_20150608_165908_cell_161.png  \n",
      " extracting: cell_images/Uninfected/C4thin_original_IMG_20150608_165908_cell_164.png  \n",
      " extracting: cell_images/Uninfected/C4thin_original_IMG_20150608_165908_cell_182.png  \n",
      " extracting: cell_images/Uninfected/C4thin_original_IMG_20150608_165908_cell_187.png  \n",
      " extracting: cell_images/Uninfected/C4thin_original_IMG_20150608_165908_cell_191.png  \n",
      " extracting: cell_images/Uninfected/C4thin_original_IMG_20150608_165908_cell_197.png  \n",
      " extracting: cell_images/Uninfected/C4thin_original_IMG_20150608_165908_cell_208.png  \n",
      " extracting: cell_images/Uninfected/C4thin_original_IMG_20150608_165908_cell_222.png  \n",
      " extracting: cell_images/Uninfected/C4thin_original_IMG_20150608_165908_cell_244.png  \n",
      " extracting: cell_images/Uninfected/C4thin_original_IMG_20150608_165908_cell_70.png  \n",
      " extracting: cell_images/Uninfected/C4thin_original_IMG_20150608_165908_cell_73.png  \n",
      " extracting: cell_images/Uninfected/C4thin_original_IMG_20150608_170016_cell_104.png  \n",
      " extracting: cell_images/Uninfected/C4thin_original_IMG_20150608_170016_cell_11.png  \n",
      " extracting: cell_images/Uninfected/C4thin_original_IMG_20150608_170016_cell_117.png  \n",
      " extracting: cell_images/Uninfected/C4thin_original_IMG_20150608_170016_cell_137.png  \n",
      " extracting: cell_images/Uninfected/C4thin_original_IMG_20150608_170016_cell_143.png  \n",
      " extracting: cell_images/Uninfected/C4thin_original_IMG_20150608_170016_cell_155.png  \n",
      " extracting: cell_images/Uninfected/C4thin_original_IMG_20150608_170016_cell_172.png  \n",
      " extracting: cell_images/Uninfected/C4thin_original_IMG_20150608_170016_cell_218.png  \n",
      " extracting: cell_images/Uninfected/C4thin_original_IMG_20150608_170016_cell_31.png  \n",
      " extracting: cell_images/Uninfected/C4thin_original_IMG_20150608_170016_cell_46.png  \n",
      " extracting: cell_images/Uninfected/C4thin_original_IMG_20150608_170016_cell_75.png  \n",
      " extracting: cell_images/Uninfected/C4thin_original_IMG_20150608_170016_cell_77.png  \n",
      " extracting: cell_images/Uninfected/C4thin_original_IMG_20150608_170016_cell_83.png  \n",
      " extracting: cell_images/Uninfected/C4thin_original_IMG_20150608_170016_cell_96.png  \n",
      " extracting: cell_images/Uninfected/C4thin_original_IMG_20150608_170038_cell_112.png  \n",
      " extracting: cell_images/Uninfected/C4thin_original_IMG_20150608_170038_cell_123.png  \n",
      " extracting: cell_images/Uninfected/C4thin_original_IMG_20150608_170038_cell_144.png  \n",
      " extracting: cell_images/Uninfected/C4thin_original_IMG_20150608_170038_cell_180.png  \n",
      " extracting: cell_images/Uninfected/C4thin_original_IMG_20150608_170038_cell_214.png  \n",
      " extracting: cell_images/Uninfected/C4thin_original_IMG_20150608_170038_cell_34.png  \n",
      " extracting: cell_images/Uninfected/C4thin_original_IMG_20150608_170038_cell_44.png  \n",
      " extracting: cell_images/Uninfected/C4thin_original_IMG_20150608_170038_cell_6.png  \n",
      " extracting: cell_images/Uninfected/C4thin_original_IMG_20150608_170038_cell_65.png  \n",
      " extracting: cell_images/Uninfected/C4thin_original_IMG_20150608_170038_cell_89.png  \n",
      " extracting: cell_images/Uninfected/C4thin_original_IMG_20150608_170038_cell_95.png  \n",
      " extracting: cell_images/Uninfected/C4thin_original_IMG_20150608_170038_cell_96.png  \n",
      " extracting: cell_images/Uninfected/C4thin_original_IMG_20150608_170038_cell_97.png  \n",
      " extracting: cell_images/Uninfected/C50P11thinF_IMG_20150724_114951_cell_10.png  \n",
      " extracting: cell_images/Uninfected/C50P11thinF_IMG_20150724_114951_cell_104.png  \n",
      " extracting: cell_images/Uninfected/C50P11thinF_IMG_20150724_114951_cell_107.png  \n",
      " extracting: cell_images/Uninfected/C50P11thinF_IMG_20150724_114951_cell_135.png  \n",
      " extracting: cell_images/Uninfected/C50P11thinF_IMG_20150724_114951_cell_16.png  \n",
      " extracting: cell_images/Uninfected/C50P11thinF_IMG_20150724_114951_cell_51.png  \n",
      " extracting: cell_images/Uninfected/C50P11thinF_IMG_20150724_114951_cell_63.png  \n",
      " extracting: cell_images/Uninfected/C50P11thinF_IMG_20150724_114951_cell_64.png  \n",
      " extracting: cell_images/Uninfected/C50P11thinF_IMG_20150724_114951_cell_73.png  \n",
      " extracting: cell_images/Uninfected/C50P11thinF_IMG_20150724_115141_cell_1.png  \n",
      " extracting: cell_images/Uninfected/C50P11thinF_IMG_20150724_115141_cell_104.png  \n",
      " extracting: cell_images/Uninfected/C50P11thinF_IMG_20150724_115141_cell_14.png  \n",
      " extracting: cell_images/Uninfected/C50P11thinF_IMG_20150724_115141_cell_151.png  \n",
      " extracting: cell_images/Uninfected/C50P11thinF_IMG_20150724_115141_cell_27.png  \n",
      " extracting: cell_images/Uninfected/C50P11thinF_IMG_20150724_115141_cell_37.png  \n",
      " extracting: cell_images/Uninfected/C50P11thinF_IMG_20150724_115141_cell_42.png  \n",
      " extracting: cell_images/Uninfected/C50P11thinF_IMG_20150724_115141_cell_45.png  \n",
      " extracting: cell_images/Uninfected/C50P11thinF_IMG_20150724_115141_cell_69.png  \n",
      " extracting: cell_images/Uninfected/C50P11thinF_IMG_20150724_115141_cell_8.png  \n",
      " extracting: cell_images/Uninfected/C50P11thinF_IMG_20150724_115141_cell_91.png  \n",
      " extracting: cell_images/Uninfected/C50P11thinF_IMG_20150724_115603_cell_111.png  \n",
      " extracting: cell_images/Uninfected/C50P11thinF_IMG_20150724_115603_cell_115.png  \n",
      " extracting: cell_images/Uninfected/C50P11thinF_IMG_20150724_115603_cell_117.png  \n",
      " extracting: cell_images/Uninfected/C50P11thinF_IMG_20150724_115603_cell_133.png  \n",
      " extracting: cell_images/Uninfected/C50P11thinF_IMG_20150724_115603_cell_135.png  \n",
      " extracting: cell_images/Uninfected/C50P11thinF_IMG_20150724_115603_cell_19.png  \n",
      " extracting: cell_images/Uninfected/C50P11thinF_IMG_20150724_115603_cell_6.png  \n",
      " extracting: cell_images/Uninfected/C50P11thinF_IMG_20150724_115603_cell_72.png  \n",
      " extracting: cell_images/Uninfected/C50P11thinF_IMG_20150724_115603_cell_93.png  \n",
      " extracting: cell_images/Uninfected/C50P11thinF_IMG_20150724_115603_cell_99.png  \n",
      " extracting: cell_images/Uninfected/C50P11thinF_IMG_20150724_115651_cell_1.png  \n",
      " extracting: cell_images/Uninfected/C50P11thinF_IMG_20150724_115651_cell_143.png  \n",
      " extracting: cell_images/Uninfected/C50P11thinF_IMG_20150724_115651_cell_17.png  \n",
      " extracting: cell_images/Uninfected/C50P11thinF_IMG_20150724_115651_cell_30.png  \n",
      " extracting: cell_images/Uninfected/C50P11thinF_IMG_20150724_115651_cell_39.png  \n",
      " extracting: cell_images/Uninfected/C50P11thinF_IMG_20150724_115651_cell_54.png  \n",
      " extracting: cell_images/Uninfected/C50P11thinF_IMG_20150724_115651_cell_72.png  \n",
      " extracting: cell_images/Uninfected/C50P11thinF_IMG_20150724_115651_cell_79.png  \n",
      " extracting: cell_images/Uninfected/C50P11thinF_IMG_20150724_115651_cell_92.png  \n",
      " extracting: cell_images/Uninfected/C50P11thinF_IMG_20150724_115651_cell_94.png  \n",
      " extracting: cell_images/Uninfected/C50P11thinF_IMG_20150724_115749_cell_125.png  \n",
      " extracting: cell_images/Uninfected/C50P11thinF_IMG_20150724_115749_cell_143.png  \n",
      " extracting: cell_images/Uninfected/C50P11thinF_IMG_20150724_115749_cell_147.png  \n",
      " extracting: cell_images/Uninfected/C50P11thinF_IMG_20150724_115749_cell_4.png  \n",
      " extracting: cell_images/Uninfected/C50P11thinF_IMG_20150724_115749_cell_73.png  \n",
      " extracting: cell_images/Uninfected/C50P11thinF_IMG_20150724_115749_cell_74.png  \n",
      " extracting: cell_images/Uninfected/C50P11thinF_IMG_20150724_115749_cell_82.png  \n",
      " extracting: cell_images/Uninfected/C50P11thinF_IMG_20150724_115749_cell_96.png  \n",
      " extracting: cell_images/Uninfected/C50P11thinF_IMG_20150724_120553_cell_127.png  \n",
      " extracting: cell_images/Uninfected/C50P11thinF_IMG_20150724_120553_cell_23.png  \n",
      " extracting: cell_images/Uninfected/C50P11thinF_IMG_20150724_120553_cell_24.png  \n",
      " extracting: cell_images/Uninfected/C50P11thinF_IMG_20150724_120553_cell_25.png  \n",
      " extracting: cell_images/Uninfected/C50P11thinF_IMG_20150724_120553_cell_48.png  \n",
      " extracting: cell_images/Uninfected/C50P11thinF_IMG_20150724_120553_cell_54.png  \n",
      " extracting: cell_images/Uninfected/C50P11thinF_IMG_20150724_120553_cell_60.png  \n",
      " extracting: cell_images/Uninfected/C50P11thinF_IMG_20150724_120553_cell_76.png  \n",
      " extracting: cell_images/Uninfected/C50P11thinF_IMG_20150724_120553_cell_96.png  \n",
      " extracting: cell_images/Uninfected/C50P11thinF_IMG_20150724_120553_cell_98.png  \n",
      " extracting: cell_images/Uninfected/C50P11thinF_IMG_20150724_120716_cell_10.png  \n",
      " extracting: cell_images/Uninfected/C50P11thinF_IMG_20150724_120716_cell_111.png  \n",
      " extracting: cell_images/Uninfected/C50P11thinF_IMG_20150724_120716_cell_125.png  \n",
      " extracting: cell_images/Uninfected/C50P11thinF_IMG_20150724_120716_cell_133.png  \n",
      " extracting: cell_images/Uninfected/C50P11thinF_IMG_20150724_120716_cell_135.png  \n",
      " extracting: cell_images/Uninfected/C50P11thinF_IMG_20150724_120716_cell_140.png  \n",
      " extracting: cell_images/Uninfected/C50P11thinF_IMG_20150724_120716_cell_35.png  \n",
      " extracting: cell_images/Uninfected/C50P11thinF_IMG_20150724_120716_cell_44.png  \n",
      " extracting: cell_images/Uninfected/C50P11thinF_IMG_20150724_120716_cell_89.png  \n",
      " extracting: cell_images/Uninfected/C51AP12thinF_IMG_20150724_153313_cell_34.png  \n",
      " extracting: cell_images/Uninfected/C51AP12thinF_IMG_20150724_153313_cell_39.png  \n",
      " extracting: cell_images/Uninfected/C51AP12thinF_IMG_20150724_153313_cell_43.png  \n",
      " extracting: cell_images/Uninfected/C51AP12thinF_IMG_20150724_153313_cell_57.png  \n",
      " extracting: cell_images/Uninfected/C51AP12thinF_IMG_20150724_153313_cell_62.png  \n",
      " extracting: cell_images/Uninfected/C51AP12thinF_IMG_20150724_153313_cell_75.png  \n",
      " extracting: cell_images/Uninfected/C51AP12thinF_IMG_20150724_153313_cell_80.png  \n",
      " extracting: cell_images/Uninfected/C51AP12thinF_IMG_20150724_153313_cell_9.png  \n",
      " extracting: cell_images/Uninfected/C51AP12thinF_IMG_20150724_154243_cell_101.png  \n",
      " extracting: cell_images/Uninfected/C51AP12thinF_IMG_20150724_154243_cell_102.png  \n",
      " extracting: cell_images/Uninfected/C51AP12thinF_IMG_20150724_154243_cell_19.png  \n",
      " extracting: cell_images/Uninfected/C51AP12thinF_IMG_20150724_154243_cell_32.png  \n",
      " extracting: cell_images/Uninfected/C51AP12thinF_IMG_20150724_154243_cell_81.png  \n",
      " extracting: cell_images/Uninfected/C51AP12thinF_IMG_20150724_154243_cell_9.png  \n",
      " extracting: cell_images/Uninfected/C51AP12thinF_IMG_20150724_154330_cell_10.png  \n",
      " extracting: cell_images/Uninfected/C51AP12thinF_IMG_20150724_154330_cell_104.png  \n",
      " extracting: cell_images/Uninfected/C51AP12thinF_IMG_20150724_154330_cell_25.png  \n",
      " extracting: cell_images/Uninfected/C51AP12thinF_IMG_20150724_154330_cell_40.png  \n",
      " extracting: cell_images/Uninfected/C51AP12thinF_IMG_20150724_154330_cell_56.png  \n",
      " extracting: cell_images/Uninfected/C51AP12thinF_IMG_20150724_154330_cell_61.png  \n",
      " extracting: cell_images/Uninfected/C51AP12thinF_IMG_20150724_154330_cell_65.png  \n",
      " extracting: cell_images/Uninfected/C51AP12thinF_IMG_20150724_154330_cell_70.png  \n",
      " extracting: cell_images/Uninfected/C51AP12thinF_IMG_20150724_155046_cell_13.png  \n",
      " extracting: cell_images/Uninfected/C51AP12thinF_IMG_20150724_155046_cell_30.png  \n",
      " extracting: cell_images/Uninfected/C51AP12thinF_IMG_20150724_155046_cell_35.png  \n",
      " extracting: cell_images/Uninfected/C51AP12thinF_IMG_20150724_155046_cell_70.png  \n",
      " extracting: cell_images/Uninfected/C51AP12thinF_IMG_20150724_155046_cell_75.png  \n",
      " extracting: cell_images/Uninfected/C51AP12thinF_IMG_20150724_155046_cell_77.png  \n",
      " extracting: cell_images/Uninfected/C51AP12thinF_IMG_20150724_155046_cell_80.png  \n",
      " extracting: cell_images/Uninfected/C51AP12thinF_IMG_20150724_155557_cell_14.png  \n",
      " extracting: cell_images/Uninfected/C51AP12thinF_IMG_20150724_155557_cell_15.png  \n",
      " extracting: cell_images/Uninfected/C51AP12thinF_IMG_20150724_155557_cell_37.png  \n",
      " extracting: cell_images/Uninfected/C51AP12thinF_IMG_20150724_155557_cell_4.png  \n",
      " extracting: cell_images/Uninfected/C51AP12thinF_IMG_20150724_155557_cell_5.png  \n",
      " extracting: cell_images/Uninfected/C51AP12thinF_IMG_20150724_155557_cell_55.png  \n",
      " extracting: cell_images/Uninfected/C51AP12thinF_IMG_20150724_155557_cell_60.png  \n",
      " extracting: cell_images/Uninfected/C51AP12thinF_IMG_20150724_155557_cell_9.png  \n",
      " extracting: cell_images/Uninfected/C51AP12thinF_IMG_20150724_155947_cell_16.png  \n",
      " extracting: cell_images/Uninfected/C51AP12thinF_IMG_20150724_155947_cell_24.png  \n",
      " extracting: cell_images/Uninfected/C51AP12thinF_IMG_20150724_155947_cell_28.png  \n",
      " extracting: cell_images/Uninfected/C51AP12thinF_IMG_20150724_155947_cell_30.png  \n",
      " extracting: cell_images/Uninfected/C51AP12thinF_IMG_20150724_155947_cell_40.png  \n",
      " extracting: cell_images/Uninfected/C51AP12thinF_IMG_20150724_155947_cell_5.png  \n",
      " extracting: cell_images/Uninfected/C51AP12thinF_IMG_20150724_155947_cell_82.png  \n",
      " extracting: cell_images/Uninfected/C51AP12thinF_IMG_20150724_155947_cell_86.png  \n",
      " extracting: cell_images/Uninfected/C51AP12thinF_IMG_20150724_160140_cell_11.png  \n",
      " extracting: cell_images/Uninfected/C51AP12thinF_IMG_20150724_160140_cell_14.png  \n",
      " extracting: cell_images/Uninfected/C51AP12thinF_IMG_20150724_160140_cell_19.png  \n",
      " extracting: cell_images/Uninfected/C51AP12thinF_IMG_20150724_160140_cell_34.png  \n",
      " extracting: cell_images/Uninfected/C51AP12thinF_IMG_20150724_160140_cell_38.png  \n",
      " extracting: cell_images/Uninfected/C51AP12thinF_IMG_20150724_160140_cell_45.png  \n",
      " extracting: cell_images/Uninfected/C51AP12thinF_IMG_20150724_160140_cell_5.png  \n",
      " extracting: cell_images/Uninfected/C51AP12thinF_IMG_20150724_161126_cell_1.png  \n",
      " extracting: cell_images/Uninfected/C51AP12thinF_IMG_20150724_161126_cell_12.png  \n",
      " extracting: cell_images/Uninfected/C51AP12thinF_IMG_20150724_161126_cell_16.png  \n",
      " extracting: cell_images/Uninfected/C51AP12thinF_IMG_20150724_161126_cell_19.png  \n",
      " extracting: cell_images/Uninfected/C51AP12thinF_IMG_20150724_161126_cell_30.png  \n",
      " extracting: cell_images/Uninfected/C51AP12thinF_IMG_20150724_161126_cell_68.png  \n",
      " extracting: cell_images/Uninfected/C51AP12thinF_IMG_20150724_161126_cell_75.png  \n",
      " extracting: cell_images/Uninfected/C51AP12thinF_IMG_20150724_161126_cell_76.png  \n",
      " extracting: cell_images/Uninfected/C51AP12thinF_IMG_20150724_161126_cell_86.png  \n",
      " extracting: cell_images/Uninfected/C51AP12thinF_IMG_20150724_162636_cell_15.png  \n",
      " extracting: cell_images/Uninfected/C51AP12thinF_IMG_20150724_162636_cell_17.png  \n",
      " extracting: cell_images/Uninfected/C51AP12thinF_IMG_20150724_162636_cell_30.png  \n",
      " extracting: cell_images/Uninfected/C51AP12thinF_IMG_20150724_162636_cell_4.png  \n",
      " extracting: cell_images/Uninfected/C51AP12thinF_IMG_20150724_162636_cell_63.png  \n",
      " extracting: cell_images/Uninfected/C51AP12thinF_IMG_20150724_162636_cell_70.png  \n",
      " extracting: cell_images/Uninfected/C51AP12thinF_IMG_20150724_162636_cell_75.png  \n",
      " extracting: cell_images/Uninfected/C51AP12thinF_IMG_20150724_162636_cell_8.png  \n",
      " extracting: cell_images/Uninfected/C52P13thinF_IMG_20150725_123938_cell_135.png  \n",
      " extracting: cell_images/Uninfected/C52P13thinF_IMG_20150725_123938_cell_136.png  \n",
      " extracting: cell_images/Uninfected/C52P13thinF_IMG_20150725_123938_cell_137.png  \n",
      " extracting: cell_images/Uninfected/C52P13thinF_IMG_20150725_123938_cell_171.png  \n",
      " extracting: cell_images/Uninfected/C52P13thinF_IMG_20150725_123938_cell_179.png  \n",
      " extracting: cell_images/Uninfected/C52P13thinF_IMG_20150725_123938_cell_22.png  \n",
      " extracting: cell_images/Uninfected/C52P13thinF_IMG_20150725_123938_cell_34.png  \n",
      " extracting: cell_images/Uninfected/C52P13thinF_IMG_20150725_123938_cell_45.png  \n",
      " extracting: cell_images/Uninfected/C52P13thinF_IMG_20150725_123938_cell_70.png  \n",
      " extracting: cell_images/Uninfected/C52P13thinF_IMG_20150725_123938_cell_82.png  \n",
      " extracting: cell_images/Uninfected/C52P13thinF_IMG_20150725_123938_cell_90.png  \n",
      " extracting: cell_images/Uninfected/C52P13thinF_IMG_20150725_124606_cell_100.png  \n",
      " extracting: cell_images/Uninfected/C52P13thinF_IMG_20150725_124606_cell_109.png  \n",
      " extracting: cell_images/Uninfected/C52P13thinF_IMG_20150725_124606_cell_110.png  \n",
      " extracting: cell_images/Uninfected/C52P13thinF_IMG_20150725_124606_cell_137.png  \n",
      " extracting: cell_images/Uninfected/C52P13thinF_IMG_20150725_124606_cell_139.png  \n",
      " extracting: cell_images/Uninfected/C52P13thinF_IMG_20150725_124606_cell_16.png  \n",
      " extracting: cell_images/Uninfected/C52P13thinF_IMG_20150725_124606_cell_55.png  \n",
      " extracting: cell_images/Uninfected/C52P13thinF_IMG_20150725_124606_cell_6.png  \n",
      " extracting: cell_images/Uninfected/C52P13thinF_IMG_20150725_124606_cell_72.png  \n",
      " extracting: cell_images/Uninfected/C52P13thinF_IMG_20150725_124606_cell_74.png  \n",
      " extracting: cell_images/Uninfected/C52P13thinF_IMG_20150725_124606_cell_86.png  \n",
      " extracting: cell_images/Uninfected/C52P13thinF_IMG_20150725_124830_cell_115.png  \n",
      " extracting: cell_images/Uninfected/C52P13thinF_IMG_20150725_124830_cell_12.png  \n",
      " extracting: cell_images/Uninfected/C52P13thinF_IMG_20150725_124830_cell_123.png  \n",
      " extracting: cell_images/Uninfected/C52P13thinF_IMG_20150725_124830_cell_140.png  \n",
      " extracting: cell_images/Uninfected/C52P13thinF_IMG_20150725_124830_cell_15.png  \n",
      " extracting: cell_images/Uninfected/C52P13thinF_IMG_20150725_124830_cell_168.png  \n",
      " extracting: cell_images/Uninfected/C52P13thinF_IMG_20150725_124830_cell_58.png  \n",
      " extracting: cell_images/Uninfected/C52P13thinF_IMG_20150725_124830_cell_67.png  \n",
      " extracting: cell_images/Uninfected/C52P13thinF_IMG_20150725_124830_cell_80.png  \n",
      " extracting: cell_images/Uninfected/C52P13thinF_IMG_20150725_124830_cell_86.png  \n",
      " extracting: cell_images/Uninfected/C52P13thinF_IMG_20150725_124830_cell_92.png  \n",
      " extracting: cell_images/Uninfected/C52P13thinF_IMG_20150725_124830_cell_97.png  \n",
      " extracting: cell_images/Uninfected/C52P13thinF_IMG_20150725_125213_cell_107.png  \n",
      " extracting: cell_images/Uninfected/C52P13thinF_IMG_20150725_125213_cell_122.png  \n",
      " extracting: cell_images/Uninfected/C52P13thinF_IMG_20150725_125213_cell_125.png  \n",
      " extracting: cell_images/Uninfected/C52P13thinF_IMG_20150725_125213_cell_130.png  \n",
      " extracting: cell_images/Uninfected/C52P13thinF_IMG_20150725_125213_cell_141.png  \n",
      " extracting: cell_images/Uninfected/C52P13thinF_IMG_20150725_125213_cell_166.png  \n",
      " extracting: cell_images/Uninfected/C52P13thinF_IMG_20150725_125213_cell_21.png  \n",
      " extracting: cell_images/Uninfected/C52P13thinF_IMG_20150725_125213_cell_53.png  \n",
      " extracting: cell_images/Uninfected/C52P13thinF_IMG_20150725_125213_cell_61.png  \n",
      " extracting: cell_images/Uninfected/C52P13thinF_IMG_20150725_125213_cell_69.png  \n",
      " extracting: cell_images/Uninfected/C52P13thinF_IMG_20150725_125213_cell_98.png  \n",
      " extracting: cell_images/Uninfected/C52P13thinF_IMG_20150725_125847_cell_1.png  \n",
      " extracting: cell_images/Uninfected/C52P13thinF_IMG_20150725_125847_cell_104.png  \n",
      " extracting: cell_images/Uninfected/C52P13thinF_IMG_20150725_125847_cell_125.png  \n",
      " extracting: cell_images/Uninfected/C52P13thinF_IMG_20150725_125847_cell_14.png  \n",
      " extracting: cell_images/Uninfected/C52P13thinF_IMG_20150725_125847_cell_163.png  \n",
      " extracting: cell_images/Uninfected/C52P13thinF_IMG_20150725_125847_cell_165.png  \n",
      " extracting: cell_images/Uninfected/C52P13thinF_IMG_20150725_125847_cell_17.png  \n",
      " extracting: cell_images/Uninfected/C52P13thinF_IMG_20150725_125847_cell_27.png  \n",
      " extracting: cell_images/Uninfected/C52P13thinF_IMG_20150725_125847_cell_44.png  \n",
      " extracting: cell_images/Uninfected/C52P13thinF_IMG_20150725_125847_cell_49.png  \n",
      " extracting: cell_images/Uninfected/C52P13thinF_IMG_20150725_125847_cell_53.png  \n",
      " extracting: cell_images/Uninfected/C52P13thinF_IMG_20150725_125847_cell_59.png  \n",
      " extracting: cell_images/Uninfected/C52P13thinF_IMG_20150725_125847_cell_82.png  \n",
      " extracting: cell_images/Uninfected/C52P13thinF_IMG_20150725_130013_cell_104.png  \n",
      " extracting: cell_images/Uninfected/C52P13thinF_IMG_20150725_130013_cell_119.png  \n",
      " extracting: cell_images/Uninfected/C52P13thinF_IMG_20150725_130013_cell_121.png  \n",
      " extracting: cell_images/Uninfected/C52P13thinF_IMG_20150725_130013_cell_152.png  \n",
      " extracting: cell_images/Uninfected/C52P13thinF_IMG_20150725_130013_cell_160.png  \n",
      " extracting: cell_images/Uninfected/C52P13thinF_IMG_20150725_130013_cell_17.png  \n",
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      " extracting: cell_images/Uninfected/C52P13thinF_IMG_20150725_130013_cell_24.png  \n",
      " extracting: cell_images/Uninfected/C52P13thinF_IMG_20150725_130013_cell_25.png  \n",
      " extracting: cell_images/Uninfected/C52P13thinF_IMG_20150725_130013_cell_65.png  \n",
      " extracting: cell_images/Uninfected/C52P13thinF_IMG_20150725_130013_cell_75.png  \n",
      " extracting: cell_images/Uninfected/C52P13thinF_IMG_20150725_130013_cell_79.png  \n",
      " extracting: cell_images/Uninfected/C53P14thinF_IMG_20150726_114404_cell_116.png  \n",
      " extracting: cell_images/Uninfected/C53P14thinF_IMG_20150726_114404_cell_120.png  \n",
      " extracting: cell_images/Uninfected/C53P14thinF_IMG_20150726_114404_cell_125.png  \n",
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      " extracting: cell_images/Uninfected/C53P14thinF_IMG_20150726_114404_cell_90.png  \n",
      " extracting: cell_images/Uninfected/C53P14thinF_IMG_20150726_114404_cell_96.png  \n",
      " extracting: cell_images/Uninfected/C53P14thinF_IMG_20150726_114404_cell_99.png  \n",
      " extracting: cell_images/Uninfected/C53P14thinF_IMG_20150726_114439_cell_133.png  \n",
      " extracting: cell_images/Uninfected/C53P14thinF_IMG_20150726_114439_cell_169.png  \n",
      " extracting: cell_images/Uninfected/C53P14thinF_IMG_20150726_114439_cell_170.png  \n",
      " extracting: cell_images/Uninfected/C53P14thinF_IMG_20150726_114439_cell_25.png  \n",
      " extracting: cell_images/Uninfected/C53P14thinF_IMG_20150726_114439_cell_27.png  \n",
      " extracting: cell_images/Uninfected/C53P14thinF_IMG_20150726_114439_cell_57.png  \n",
      " extracting: cell_images/Uninfected/C53P14thinF_IMG_20150726_114439_cell_69.png  \n",
      " extracting: cell_images/Uninfected/C53P14thinF_IMG_20150726_114439_cell_99.png  \n",
      " extracting: cell_images/Uninfected/C53P14thinF_IMG_20150726_114606_cell_11.png  \n",
      " extracting: cell_images/Uninfected/C53P14thinF_IMG_20150726_114606_cell_112.png  \n",
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      " extracting: cell_images/Uninfected/C53P14thinF_IMG_20150726_114606_cell_117.png  \n",
      " extracting: cell_images/Uninfected/C53P14thinF_IMG_20150726_114606_cell_134.png  \n",
      " extracting: cell_images/Uninfected/C53P14thinF_IMG_20150726_114606_cell_24.png  \n",
      " extracting: cell_images/Uninfected/C53P14thinF_IMG_20150726_114606_cell_63.png  \n",
      " extracting: cell_images/Uninfected/C53P14thinF_IMG_20150726_114918_cell_144.png  \n",
      " extracting: cell_images/Uninfected/C53P14thinF_IMG_20150726_114918_cell_15.png  \n",
      " extracting: cell_images/Uninfected/C53P14thinF_IMG_20150726_114918_cell_19.png  \n",
      " extracting: cell_images/Uninfected/C53P14thinF_IMG_20150726_114918_cell_23.png  \n",
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      " extracting: cell_images/Uninfected/C53P14thinF_IMG_20150726_115046_cell_1.png  \n",
      " extracting: cell_images/Uninfected/C53P14thinF_IMG_20150726_115046_cell_125.png  \n",
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      " extracting: cell_images/Uninfected/C53P14thinF_IMG_20150726_115046_cell_139.png  \n",
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      " extracting: cell_images/Uninfected/C53P14thinF_IMG_20150726_115046_cell_40.png  \n",
      " extracting: cell_images/Uninfected/C53P14thinF_IMG_20150726_115046_cell_73.png  \n",
      " extracting: cell_images/Uninfected/C53P14thinF_IMG_20150726_115046_cell_81.png  \n",
      " extracting: cell_images/Uninfected/C53P14thinF_IMG_20150726_115046_cell_95.png  \n",
      " extracting: cell_images/Uninfected/C53P14thinF_IMG_20150726_115046_cell_99.png  \n",
      " extracting: cell_images/Uninfected/C53P14thinF_IMG_20150726_115457_cell_107.png  \n",
      " extracting: cell_images/Uninfected/C53P14thinF_IMG_20150726_115457_cell_11.png  \n",
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      " extracting: cell_images/Uninfected/C53P14thinF_IMG_20150726_115457_cell_16.png  \n",
      " extracting: cell_images/Uninfected/C53P14thinF_IMG_20150726_115457_cell_29.png  \n",
      " extracting: cell_images/Uninfected/C53P14thinF_IMG_20150726_115457_cell_5.png  \n",
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      " extracting: cell_images/Uninfected/C53P14thinF_IMG_20150726_120026_cell_121.png  \n",
      " extracting: cell_images/Uninfected/C53P14thinF_IMG_20150726_120026_cell_136.png  \n",
      " extracting: cell_images/Uninfected/C53P14thinF_IMG_20150726_120026_cell_15.png  \n",
      " extracting: cell_images/Uninfected/C53P14thinF_IMG_20150726_120026_cell_176.png  \n",
      " extracting: cell_images/Uninfected/C53P14thinF_IMG_20150726_120026_cell_178.png  \n",
      " extracting: cell_images/Uninfected/C53P14thinF_IMG_20150726_120026_cell_49.png  \n",
      " extracting: cell_images/Uninfected/C53P14thinF_IMG_20150726_120026_cell_73.png  \n",
      " extracting: cell_images/Uninfected/C53P14thinF_IMG_20150726_120026_cell_77.png  \n",
      " extracting: cell_images/Uninfected/C53P14thinF_IMG_20150726_120026_cell_84.png  \n",
      " extracting: cell_images/Uninfected/C53P14thinF_IMG_20150726_120600_cell_104.png  \n",
      " extracting: cell_images/Uninfected/C53P14thinF_IMG_20150726_120600_cell_105.png  \n",
      " extracting: cell_images/Uninfected/C53P14thinF_IMG_20150726_120600_cell_106.png  \n",
      " extracting: cell_images/Uninfected/C53P14thinF_IMG_20150726_120600_cell_18.png  \n",
      " extracting: cell_images/Uninfected/C53P14thinF_IMG_20150726_120600_cell_26.png  \n",
      " extracting: cell_images/Uninfected/C53P14thinF_IMG_20150726_120600_cell_44.png  \n",
      " extracting: cell_images/Uninfected/C53P14thinF_IMG_20150726_120600_cell_52.png  \n",
      " extracting: cell_images/Uninfected/C53P14thinF_IMG_20150726_120600_cell_55.png  \n",
      " extracting: cell_images/Uninfected/C53P14thinF_IMG_20150726_120600_cell_68.png  \n",
      " extracting: cell_images/Uninfected/C54P15thinF_IMG_20150728_102017_cell_108.png  \n",
      " extracting: cell_images/Uninfected/C54P15thinF_IMG_20150728_102017_cell_11.png  \n",
      " extracting: cell_images/Uninfected/C54P15thinF_IMG_20150728_102017_cell_114.png  \n",
      " extracting: cell_images/Uninfected/C54P15thinF_IMG_20150728_102017_cell_127.png  \n",
      " extracting: cell_images/Uninfected/C54P15thinF_IMG_20150728_102017_cell_136.png  \n",
      " extracting: cell_images/Uninfected/C54P15thinF_IMG_20150728_102017_cell_146.png  \n",
      " extracting: cell_images/Uninfected/C54P15thinF_IMG_20150728_102017_cell_149.png  \n",
      " extracting: cell_images/Uninfected/C54P15thinF_IMG_20150728_102017_cell_171.png  \n",
      " extracting: cell_images/Uninfected/C54P15thinF_IMG_20150728_102017_cell_179.png  \n",
      " extracting: cell_images/Uninfected/C54P15thinF_IMG_20150728_102017_cell_192.png  \n",
      " extracting: cell_images/Uninfected/C54P15thinF_IMG_20150728_102017_cell_34.png  \n",
      " extracting: cell_images/Uninfected/C54P15thinF_IMG_20150728_102017_cell_72.png  \n",
      " extracting: cell_images/Uninfected/C54P15thinF_IMG_20150728_102017_cell_91.png  \n",
      " extracting: cell_images/Uninfected/C54P15thinF_IMG_20150728_102017_cell_98.png  \n",
      " extracting: cell_images/Uninfected/C54P15thinF_IMG_20150728_105949_cell_103.png  \n",
      " extracting: cell_images/Uninfected/C54P15thinF_IMG_20150728_105949_cell_126.png  \n",
      " extracting: cell_images/Uninfected/C54P15thinF_IMG_20150728_105949_cell_14.png  \n",
      " extracting: cell_images/Uninfected/C54P15thinF_IMG_20150728_105949_cell_151.png  \n",
      " extracting: cell_images/Uninfected/C54P15thinF_IMG_20150728_105949_cell_166.png  \n",
      " extracting: cell_images/Uninfected/C54P15thinF_IMG_20150728_105949_cell_185.png  \n",
      " extracting: cell_images/Uninfected/C54P15thinF_IMG_20150728_105949_cell_189.png  \n",
      " extracting: cell_images/Uninfected/C54P15thinF_IMG_20150728_105949_cell_205.png  \n",
      " extracting: cell_images/Uninfected/C54P15thinF_IMG_20150728_105949_cell_226.png  \n",
      " extracting: cell_images/Uninfected/C54P15thinF_IMG_20150728_105949_cell_228.png  \n",
      " extracting: cell_images/Uninfected/C54P15thinF_IMG_20150728_105949_cell_23.png  \n",
      " extracting: cell_images/Uninfected/C54P15thinF_IMG_20150728_105949_cell_31.png  \n",
      " extracting: cell_images/Uninfected/C54P15thinF_IMG_20150728_105949_cell_34.png  \n",
      " extracting: cell_images/Uninfected/C54P15thinF_IMG_20150728_105949_cell_47.png  \n",
      " extracting: cell_images/Uninfected/C54P15thinF_IMG_20150728_112832_cell_124.png  \n",
      " extracting: cell_images/Uninfected/C54P15thinF_IMG_20150728_112832_cell_167.png  \n",
      " extracting: cell_images/Uninfected/C54P15thinF_IMG_20150728_112832_cell_171.png  \n",
      " extracting: cell_images/Uninfected/C54P15thinF_IMG_20150728_112832_cell_176.png  \n",
      " extracting: cell_images/Uninfected/C54P15thinF_IMG_20150728_112832_cell_183.png  \n",
      " extracting: cell_images/Uninfected/C54P15thinF_IMG_20150728_112832_cell_188.png  \n",
      " extracting: cell_images/Uninfected/C54P15thinF_IMG_20150728_112832_cell_195.png  \n",
      " extracting: cell_images/Uninfected/C54P15thinF_IMG_20150728_112832_cell_21.png  \n",
      " extracting: cell_images/Uninfected/C54P15thinF_IMG_20150728_112832_cell_22.png  \n",
      " extracting: cell_images/Uninfected/C54P15thinF_IMG_20150728_112832_cell_24.png  \n",
      " extracting: cell_images/Uninfected/C54P15thinF_IMG_20150728_112832_cell_56.png  \n",
      " extracting: cell_images/Uninfected/C54P15thinF_IMG_20150728_112832_cell_63.png  \n",
      " extracting: cell_images/Uninfected/C54P15thinF_IMG_20150728_112832_cell_79.png  \n",
      " extracting: cell_images/Uninfected/C54P15thinF_IMG_20150728_112832_cell_93.png  \n",
      " extracting: cell_images/Uninfected/C54P15thinF_IMG_20150728_112938_cell_105.png  \n",
      " extracting: cell_images/Uninfected/C54P15thinF_IMG_20150728_112938_cell_134.png  \n",
      " extracting: cell_images/Uninfected/C54P15thinF_IMG_20150728_112938_cell_141.png  \n",
      " extracting: cell_images/Uninfected/C54P15thinF_IMG_20150728_112938_cell_15.png  \n",
      " extracting: cell_images/Uninfected/C54P15thinF_IMG_20150728_112938_cell_204.png  \n",
      " extracting: cell_images/Uninfected/C54P15thinF_IMG_20150728_112938_cell_213.png  \n",
      " extracting: cell_images/Uninfected/C54P15thinF_IMG_20150728_112938_cell_222.png  \n",
      " extracting: cell_images/Uninfected/C54P15thinF_IMG_20150728_112938_cell_26.png  \n",
      " extracting: cell_images/Uninfected/C54P15thinF_IMG_20150728_112938_cell_32.png  \n",
      " extracting: cell_images/Uninfected/C54P15thinF_IMG_20150728_112938_cell_43.png  \n",
      " extracting: cell_images/Uninfected/C54P15thinF_IMG_20150728_112938_cell_46.png  \n",
      " extracting: cell_images/Uninfected/C54P15thinF_IMG_20150728_112938_cell_63.png  \n",
      " extracting: cell_images/Uninfected/C54P15thinF_IMG_20150728_112938_cell_78.png  \n",
      " extracting: cell_images/Uninfected/C54P15thinF_IMG_20150728_113006_cell_117.png  \n",
      " extracting: cell_images/Uninfected/C54P15thinF_IMG_20150728_113006_cell_12.png  \n",
      " extracting: cell_images/Uninfected/C54P15thinF_IMG_20150728_113006_cell_128.png  \n",
      " extracting: cell_images/Uninfected/C54P15thinF_IMG_20150728_113006_cell_14.png  \n",
      " extracting: cell_images/Uninfected/C54P15thinF_IMG_20150728_113006_cell_142.png  \n",
      " extracting: cell_images/Uninfected/C54P15thinF_IMG_20150728_113006_cell_176.png  \n",
      " extracting: cell_images/Uninfected/C54P15thinF_IMG_20150728_113006_cell_181.png  \n",
      " extracting: cell_images/Uninfected/C54P15thinF_IMG_20150728_113006_cell_183.png  \n",
      " extracting: cell_images/Uninfected/C54P15thinF_IMG_20150728_113006_cell_197.png  \n",
      " extracting: cell_images/Uninfected/C54P15thinF_IMG_20150728_113006_cell_23.png  \n",
      " extracting: cell_images/Uninfected/C54P15thinF_IMG_20150728_113006_cell_230.png  \n",
      " extracting: cell_images/Uninfected/C54P15thinF_IMG_20150728_113006_cell_49.png  \n",
      " extracting: cell_images/Uninfected/C54P15thinF_IMG_20150728_113006_cell_55.png  \n",
      " extracting: cell_images/Uninfected/C54P15thinF_IMG_20150728_113006_cell_95.png  \n",
      " extracting: cell_images/Uninfected/C55P16thinF_IMG_20150728_121151_cell_13.png  \n",
      " extracting: cell_images/Uninfected/C55P16thinF_IMG_20150728_121151_cell_15.png  \n",
      " extracting: cell_images/Uninfected/C55P16thinF_IMG_20150728_121151_cell_16.png  \n",
      " extracting: cell_images/Uninfected/C55P16thinF_IMG_20150728_121151_cell_33.png  \n",
      " extracting: cell_images/Uninfected/C55P16thinF_IMG_20150728_121151_cell_34.png  \n",
      " extracting: cell_images/Uninfected/C55P16thinF_IMG_20150728_121151_cell_40.png  \n",
      " extracting: cell_images/Uninfected/C55P16thinF_IMG_20150728_121151_cell_65.png  \n",
      " extracting: cell_images/Uninfected/C55P16thinF_IMG_20150728_121151_cell_69.png  \n",
      " extracting: cell_images/Uninfected/C55P16thinF_IMG_20150728_121151_cell_74.png  \n",
      " extracting: cell_images/Uninfected/C55P16thinF_IMG_20150728_121151_cell_82.png  \n",
      " extracting: cell_images/Uninfected/C55P16thinF_IMG_20150728_121151_cell_88.png  \n",
      " extracting: cell_images/Uninfected/C55P16thinF_IMG_20150728_121151_cell_91.png  \n",
      " extracting: cell_images/Uninfected/C55P16thinF_IMG_20150728_121350_cell_129.png  \n",
      " extracting: cell_images/Uninfected/C55P16thinF_IMG_20150728_121350_cell_151.png  \n",
      " extracting: cell_images/Uninfected/C55P16thinF_IMG_20150728_121350_cell_157.png  \n",
      " extracting: cell_images/Uninfected/C55P16thinF_IMG_20150728_121350_cell_173.png  \n",
      " extracting: cell_images/Uninfected/C55P16thinF_IMG_20150728_121350_cell_182.png  \n",
      " extracting: cell_images/Uninfected/C55P16thinF_IMG_20150728_121350_cell_186.png  \n",
      " extracting: cell_images/Uninfected/C55P16thinF_IMG_20150728_121350_cell_22.png  \n",
      " extracting: cell_images/Uninfected/C55P16thinF_IMG_20150728_121350_cell_28.png  \n",
      " extracting: cell_images/Uninfected/C55P16thinF_IMG_20150728_121350_cell_5.png  \n",
      " extracting: cell_images/Uninfected/C55P16thinF_IMG_20150728_121350_cell_78.png  \n",
      " extracting: cell_images/Uninfected/C55P16thinF_IMG_20150728_121350_cell_83.png  \n",
      " extracting: cell_images/Uninfected/C55P16thinF_IMG_20150728_123154_cell_122.png  \n",
      " extracting: cell_images/Uninfected/C55P16thinF_IMG_20150728_123154_cell_135.png  \n",
      " extracting: cell_images/Uninfected/C55P16thinF_IMG_20150728_123154_cell_154.png  \n",
      " extracting: cell_images/Uninfected/C55P16thinF_IMG_20150728_123154_cell_16.png  \n",
      " extracting: cell_images/Uninfected/C55P16thinF_IMG_20150728_123154_cell_176.png  \n",
      " extracting: cell_images/Uninfected/C55P16thinF_IMG_20150728_123154_cell_22.png  \n",
      " extracting: cell_images/Uninfected/C55P16thinF_IMG_20150728_123154_cell_29.png  \n",
      " extracting: cell_images/Uninfected/C55P16thinF_IMG_20150728_123154_cell_43.png  \n",
      " extracting: cell_images/Uninfected/C55P16thinF_IMG_20150728_123154_cell_47.png  \n",
      " extracting: cell_images/Uninfected/C55P16thinF_IMG_20150728_123154_cell_61.png  \n",
      " extracting: cell_images/Uninfected/C55P16thinF_IMG_20150728_123154_cell_81.png  \n",
      " extracting: cell_images/Uninfected/C55P16thinF_IMG_20150728_123154_cell_87.png  \n",
      " extracting: cell_images/Uninfected/C55P16thinF_IMG_20150728_123237_cell_1.png  \n",
      " extracting: cell_images/Uninfected/C55P16thinF_IMG_20150728_123237_cell_100.png  \n",
      " extracting: cell_images/Uninfected/C55P16thinF_IMG_20150728_123237_cell_146.png  \n",
      " extracting: cell_images/Uninfected/C55P16thinF_IMG_20150728_123237_cell_15.png  \n",
      " extracting: cell_images/Uninfected/C55P16thinF_IMG_20150728_123237_cell_158.png  \n",
      " extracting: cell_images/Uninfected/C55P16thinF_IMG_20150728_123237_cell_161.png  \n",
      " extracting: cell_images/Uninfected/C55P16thinF_IMG_20150728_123237_cell_164.png  \n",
      " extracting: cell_images/Uninfected/C55P16thinF_IMG_20150728_123237_cell_174.png  \n",
      " extracting: cell_images/Uninfected/C55P16thinF_IMG_20150728_123237_cell_179.png  \n",
      " extracting: cell_images/Uninfected/C55P16thinF_IMG_20150728_123237_cell_74.png  \n",
      " extracting: cell_images/Uninfected/C55P16thinF_IMG_20150728_123237_cell_78.png  \n",
      " extracting: cell_images/Uninfected/C55P16thinF_IMG_20150728_123237_cell_85.png  \n",
      " extracting: cell_images/Uninfected/C55P16thinF_IMG_20150728_123510_cell_103.png  \n",
      " extracting: cell_images/Uninfected/C55P16thinF_IMG_20150728_123510_cell_11.png  \n",
      " extracting: cell_images/Uninfected/C55P16thinF_IMG_20150728_123510_cell_116.png  \n",
      " extracting: cell_images/Uninfected/C55P16thinF_IMG_20150728_123510_cell_129.png  \n",
      " extracting: cell_images/Uninfected/C55P16thinF_IMG_20150728_123510_cell_153.png  \n",
      " extracting: cell_images/Uninfected/C55P16thinF_IMG_20150728_123510_cell_2.png  \n",
      " extracting: cell_images/Uninfected/C55P16thinF_IMG_20150728_123510_cell_21.png  \n",
      " extracting: cell_images/Uninfected/C55P16thinF_IMG_20150728_123510_cell_22.png  \n",
      " extracting: cell_images/Uninfected/C55P16thinF_IMG_20150728_123510_cell_35.png  \n",
      " extracting: cell_images/Uninfected/C55P16thinF_IMG_20150728_123510_cell_64.png  \n",
      " extracting: cell_images/Uninfected/C55P16thinF_IMG_20150728_123510_cell_79.png  \n",
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      " extracting: cell_images/Uninfected/C55P16thinF_IMG_20150728_124508_cell_101.png  \n",
      " extracting: cell_images/Uninfected/C55P16thinF_IMG_20150728_124508_cell_103.png  \n",
      " extracting: cell_images/Uninfected/C55P16thinF_IMG_20150728_124508_cell_11.png  \n",
      " extracting: cell_images/Uninfected/C55P16thinF_IMG_20150728_124508_cell_110.png  \n",
      " extracting: cell_images/Uninfected/C55P16thinF_IMG_20150728_124508_cell_115.png  \n",
      " extracting: cell_images/Uninfected/C55P16thinF_IMG_20150728_124508_cell_139.png  \n",
      " extracting: cell_images/Uninfected/C55P16thinF_IMG_20150728_124508_cell_157.png  \n",
      " extracting: cell_images/Uninfected/C55P16thinF_IMG_20150728_124508_cell_162.png  \n",
      " extracting: cell_images/Uninfected/C55P16thinF_IMG_20150728_124508_cell_183.png  \n",
      " extracting: cell_images/Uninfected/C55P16thinF_IMG_20150728_124508_cell_197.png  \n",
      " extracting: cell_images/Uninfected/C55P16thinF_IMG_20150728_124508_cell_44.png  \n",
      " extracting: cell_images/Uninfected/C55P16thinF_IMG_20150728_124508_cell_93.png  \n",
      " extracting: cell_images/Uninfected/C56P17thinF_IMG_20150728_151330_cell_11.png  \n",
      " extracting: cell_images/Uninfected/C56P17thinF_IMG_20150728_151330_cell_37.png  \n",
      " extracting: cell_images/Uninfected/C56P17thinF_IMG_20150728_151330_cell_63.png  \n",
      " extracting: cell_images/Uninfected/C56P17thinF_IMG_20150728_151330_cell_68.png  \n",
      " extracting: cell_images/Uninfected/C56P17thinF_IMG_20150728_151330_cell_7.png  \n",
      " extracting: cell_images/Uninfected/C56P17thinF_IMG_20150728_151330_cell_76.png  \n",
      " extracting: cell_images/Uninfected/C56P17thinF_IMG_20150728_151330_cell_77.png  \n",
      " extracting: cell_images/Uninfected/C56P17thinF_IMG_20150728_151330_cell_98.png  \n",
      " extracting: cell_images/Uninfected/C56P17thinF_IMG_20150728_153328_cell_33.png  \n",
      " extracting: cell_images/Uninfected/C56P17thinF_IMG_20150728_153328_cell_36.png  \n",
      " extracting: cell_images/Uninfected/C56P17thinF_IMG_20150728_153328_cell_49.png  \n",
      " extracting: cell_images/Uninfected/C56P17thinF_IMG_20150728_153328_cell_53.png  \n",
      " extracting: cell_images/Uninfected/C56P17thinF_IMG_20150728_153328_cell_69.png  \n",
      " extracting: cell_images/Uninfected/C56P17thinF_IMG_20150728_153328_cell_72.png  \n",
      " extracting: cell_images/Uninfected/C56P17thinF_IMG_20150728_153328_cell_75.png  \n",
      " extracting: cell_images/Uninfected/C56P17thinF_IMG_20150728_153328_cell_90.png  \n",
      " extracting: cell_images/Uninfected/C56P17thinF_IMG_20150728_153328_cell_93.png  \n",
      " extracting: cell_images/Uninfected/C56P17thinF_IMG_20150728_153413_cell_105.png  \n",
      " extracting: cell_images/Uninfected/C56P17thinF_IMG_20150728_153413_cell_111.png  \n",
      " extracting: cell_images/Uninfected/C56P17thinF_IMG_20150728_153413_cell_53.png  \n",
      " extracting: cell_images/Uninfected/C56P17thinF_IMG_20150728_153413_cell_69.png  \n",
      " extracting: cell_images/Uninfected/C56P17thinF_IMG_20150728_153413_cell_75.png  \n",
      " extracting: cell_images/Uninfected/C56P17thinF_IMG_20150728_153413_cell_79.png  \n",
      " extracting: cell_images/Uninfected/C56P17thinF_IMG_20150728_155921_cell_1.png  \n",
      " extracting: cell_images/Uninfected/C56P17thinF_IMG_20150728_155921_cell_12.png  \n",
      " extracting: cell_images/Uninfected/C56P17thinF_IMG_20150728_155921_cell_31.png  \n",
      " extracting: cell_images/Uninfected/C56P17thinF_IMG_20150728_155921_cell_37.png  \n",
      " extracting: cell_images/Uninfected/C56P17thinF_IMG_20150728_155921_cell_46.png  \n",
      " extracting: cell_images/Uninfected/C56P17thinF_IMG_20150728_155921_cell_5.png  \n",
      " extracting: cell_images/Uninfected/C56P17thinF_IMG_20150728_155921_cell_51.png  \n",
      " extracting: cell_images/Uninfected/C56P17thinF_IMG_20150728_155921_cell_54.png  \n",
      " extracting: cell_images/Uninfected/C56P17thinF_IMG_20150728_155921_cell_73.png  \n",
      " extracting: cell_images/Uninfected/C56P17thinF_IMG_20150728_155921_cell_86.png  \n",
      " extracting: cell_images/Uninfected/C56P17thinF_IMG_20150728_160256_cell_12.png  \n",
      " extracting: cell_images/Uninfected/C56P17thinF_IMG_20150728_160256_cell_21.png  \n",
      " extracting: cell_images/Uninfected/C56P17thinF_IMG_20150728_160256_cell_30.png  \n",
      " extracting: cell_images/Uninfected/C56P17thinF_IMG_20150728_160256_cell_57.png  \n",
      " extracting: cell_images/Uninfected/C56P17thinF_IMG_20150728_160256_cell_59.png  \n",
      " extracting: cell_images/Uninfected/C56P17thinF_IMG_20150728_160256_cell_65.png  \n",
      " extracting: cell_images/Uninfected/C56P17thinF_IMG_20150728_160256_cell_79.png  \n",
      " extracting: cell_images/Uninfected/C56P17thinF_IMG_20150728_160256_cell_81.png  \n",
      " extracting: cell_images/Uninfected/C56P17thinF_IMG_20150728_160256_cell_99.png  \n",
      " extracting: cell_images/Uninfected/C56P17thinF_IMG_20150728_160438_cell_115.png  \n",
      " extracting: cell_images/Uninfected/C56P17thinF_IMG_20150728_160438_cell_16.png  \n",
      " extracting: cell_images/Uninfected/C56P17thinF_IMG_20150728_160438_cell_22.png  \n",
      " extracting: cell_images/Uninfected/C56P17thinF_IMG_20150728_160438_cell_29.png  \n",
      " extracting: cell_images/Uninfected/C56P17thinF_IMG_20150728_160438_cell_37.png  \n",
      " extracting: cell_images/Uninfected/C56P17thinF_IMG_20150728_160438_cell_52.png  \n",
      " extracting: cell_images/Uninfected/C56P17thinF_IMG_20150728_160438_cell_68.png  \n",
      " extracting: cell_images/Uninfected/C56P17thinF_IMG_20150728_160438_cell_75.png  \n",
      " extracting: cell_images/Uninfected/C56P17thinF_IMG_20150728_160438_cell_8.png  \n",
      " extracting: cell_images/Uninfected/C56P17thinF_IMG_20150728_160537_cell_114.png  \n",
      " extracting: cell_images/Uninfected/C56P17thinF_IMG_20150728_160537_cell_149.png  \n",
      " extracting: cell_images/Uninfected/C56P17thinF_IMG_20150728_160537_cell_32.png  \n",
      " extracting: cell_images/Uninfected/C56P17thinF_IMG_20150728_160537_cell_42.png  \n",
      " extracting: cell_images/Uninfected/C56P17thinF_IMG_20150728_160537_cell_59.png  \n",
      " extracting: cell_images/Uninfected/C56P17thinF_IMG_20150728_160537_cell_63.png  \n",
      " extracting: cell_images/Uninfected/C56P17thinF_IMG_20150728_160537_cell_7.png  \n",
      " extracting: cell_images/Uninfected/C56P17thinF_IMG_20150728_160537_cell_81.png  \n",
      " extracting: cell_images/Uninfected/C56P17thinF_IMG_20150728_160537_cell_99.png  \n",
      " extracting: cell_images/Uninfected/C56P17thinF_IMG_20150728_160623_cell_121.png  \n",
      " extracting: cell_images/Uninfected/C56P17thinF_IMG_20150728_160623_cell_123.png  \n",
      " extracting: cell_images/Uninfected/C56P17thinF_IMG_20150728_160623_cell_18.png  \n",
      " extracting: cell_images/Uninfected/C56P17thinF_IMG_20150728_160623_cell_20.png  \n",
      " extracting: cell_images/Uninfected/C56P17thinF_IMG_20150728_160623_cell_3.png  \n",
      " extracting: cell_images/Uninfected/C56P17thinF_IMG_20150728_160623_cell_53.png  \n",
      " extracting: cell_images/Uninfected/C56P17thinF_IMG_20150728_160623_cell_65.png  \n",
      " extracting: cell_images/Uninfected/C56P17thinF_IMG_20150728_160623_cell_90.png  \n",
      " extracting: cell_images/Uninfected/C57P18thinF_IMG_20150729_104027_cell_102.png  \n",
      " extracting: cell_images/Uninfected/C57P18thinF_IMG_20150729_104027_cell_128.png  \n",
      " extracting: cell_images/Uninfected/C57P18thinF_IMG_20150729_104027_cell_134.png  \n",
      " extracting: cell_images/Uninfected/C57P18thinF_IMG_20150729_104027_cell_141.png  \n",
      " extracting: cell_images/Uninfected/C57P18thinF_IMG_20150729_104027_cell_167.png  \n",
      " extracting: cell_images/Uninfected/C57P18thinF_IMG_20150729_104027_cell_192.png  \n",
      " extracting: cell_images/Uninfected/C57P18thinF_IMG_20150729_104027_cell_56.png  \n",
      " extracting: cell_images/Uninfected/C57P18thinF_IMG_20150729_104027_cell_6.png  \n",
      " extracting: cell_images/Uninfected/C57P18thinF_IMG_20150729_104027_cell_66.png  \n",
      " extracting: cell_images/Uninfected/C57P18thinF_IMG_20150729_104027_cell_75.png  \n",
      " extracting: cell_images/Uninfected/C57P18thinF_IMG_20150729_104027_cell_78.png  \n",
      " extracting: cell_images/Uninfected/C57P18thinF_IMG_20150729_104027_cell_92.png  \n",
      " extracting: cell_images/Uninfected/C57P18thinF_IMG_20150729_110134_cell_107.png  \n",
      " extracting: cell_images/Uninfected/C57P18thinF_IMG_20150729_110134_cell_113.png  \n",
      " extracting: cell_images/Uninfected/C57P18thinF_IMG_20150729_110134_cell_122.png  \n",
      " extracting: cell_images/Uninfected/C57P18thinF_IMG_20150729_110134_cell_138.png  \n",
      " extracting: cell_images/Uninfected/C57P18thinF_IMG_20150729_110134_cell_140.png  \n",
      " extracting: cell_images/Uninfected/C57P18thinF_IMG_20150729_110134_cell_144.png  \n",
      " extracting: cell_images/Uninfected/C57P18thinF_IMG_20150729_110134_cell_203.png  \n",
      " extracting: cell_images/Uninfected/C57P18thinF_IMG_20150729_110134_cell_5.png  \n",
      " extracting: cell_images/Uninfected/C57P18thinF_IMG_20150729_110134_cell_52.png  \n",
      " extracting: cell_images/Uninfected/C57P18thinF_IMG_20150729_110134_cell_55.png  \n",
      " extracting: cell_images/Uninfected/C57P18thinF_IMG_20150729_110134_cell_57.png  \n",
      " extracting: cell_images/Uninfected/C57P18thinF_IMG_20150729_110134_cell_80.png  \n",
      " extracting: cell_images/Uninfected/C57P18thinF_IMG_20150729_110134_cell_89.png  \n",
      " extracting: cell_images/Uninfected/C57P18thinF_IMG_20150729_110134_cell_91.png  \n",
      " extracting: cell_images/Uninfected/C57P18thinF_IMG_20150729_110305_cell_104.png  \n",
      " extracting: cell_images/Uninfected/C57P18thinF_IMG_20150729_110305_cell_110.png  \n",
      " extracting: cell_images/Uninfected/C57P18thinF_IMG_20150729_110305_cell_151.png  \n",
      " extracting: cell_images/Uninfected/C57P18thinF_IMG_20150729_110305_cell_152.png  \n",
      " extracting: cell_images/Uninfected/C57P18thinF_IMG_20150729_110305_cell_155.png  \n",
      " extracting: cell_images/Uninfected/C57P18thinF_IMG_20150729_110305_cell_168.png  \n",
      " extracting: cell_images/Uninfected/C57P18thinF_IMG_20150729_110305_cell_170.png  \n",
      " extracting: cell_images/Uninfected/C57P18thinF_IMG_20150729_110305_cell_185.png  \n",
      " extracting: cell_images/Uninfected/C57P18thinF_IMG_20150729_110305_cell_205.png  \n",
      " extracting: cell_images/Uninfected/C57P18thinF_IMG_20150729_110305_cell_210.png  \n",
      " extracting: cell_images/Uninfected/C57P18thinF_IMG_20150729_110305_cell_43.png  \n",
      " extracting: cell_images/Uninfected/C57P18thinF_IMG_20150729_110305_cell_72.png  \n",
      " extracting: cell_images/Uninfected/C57P18thinF_IMG_20150729_110305_cell_90.png  \n",
      " extracting: cell_images/Uninfected/C57P18thinF_IMG_20150729_110305_cell_96.png  \n",
      " extracting: cell_images/Uninfected/C57P18thinF_IMG_20150729_110457_cell_106.png  \n",
      " extracting: cell_images/Uninfected/C57P18thinF_IMG_20150729_110457_cell_112.png  \n",
      " extracting: cell_images/Uninfected/C57P18thinF_IMG_20150729_110457_cell_134.png  \n",
      " extracting: cell_images/Uninfected/C57P18thinF_IMG_20150729_110457_cell_153.png  \n",
      " extracting: cell_images/Uninfected/C57P18thinF_IMG_20150729_110457_cell_154.png  \n",
      " extracting: cell_images/Uninfected/C57P18thinF_IMG_20150729_110457_cell_199.png  \n",
      " extracting: cell_images/Uninfected/C57P18thinF_IMG_20150729_110457_cell_2.png  \n",
      " extracting: cell_images/Uninfected/C57P18thinF_IMG_20150729_110457_cell_207.png  \n",
      " extracting: cell_images/Uninfected/C57P18thinF_IMG_20150729_110457_cell_231.png  \n",
      " extracting: cell_images/Uninfected/C57P18thinF_IMG_20150729_110457_cell_32.png  \n",
      " extracting: cell_images/Uninfected/C57P18thinF_IMG_20150729_110457_cell_54.png  \n",
      " extracting: cell_images/Uninfected/C57P18thinF_IMG_20150729_110457_cell_78.png  \n",
      " extracting: cell_images/Uninfected/C57P18thinF_IMG_20150729_110457_cell_85.png  \n",
      " extracting: cell_images/Uninfected/C57P18thinF_IMG_20150729_110457_cell_9.png  \n",
      " extracting: cell_images/Uninfected/C57P18thinF_IMG_20150729_111518_cell_111.png  \n",
      " extracting: cell_images/Uninfected/C57P18thinF_IMG_20150729_111518_cell_115.png  \n",
      " extracting: cell_images/Uninfected/C57P18thinF_IMG_20150729_111518_cell_116.png  \n",
      " extracting: cell_images/Uninfected/C57P18thinF_IMG_20150729_111518_cell_174.png  \n",
      " extracting: cell_images/Uninfected/C57P18thinF_IMG_20150729_111518_cell_18.png  \n",
      " extracting: cell_images/Uninfected/C57P18thinF_IMG_20150729_111518_cell_190.png  \n",
      " extracting: cell_images/Uninfected/C57P18thinF_IMG_20150729_111518_cell_220.png  \n",
      " extracting: cell_images/Uninfected/C57P18thinF_IMG_20150729_111518_cell_23.png  \n",
      " extracting: cell_images/Uninfected/C57P18thinF_IMG_20150729_111518_cell_232.png  \n",
      " extracting: cell_images/Uninfected/C57P18thinF_IMG_20150729_111518_cell_35.png  \n",
      " extracting: cell_images/Uninfected/C57P18thinF_IMG_20150729_111518_cell_38.png  \n",
      " extracting: cell_images/Uninfected/C57P18thinF_IMG_20150729_111518_cell_4.png  \n",
      " extracting: cell_images/Uninfected/C57P18thinF_IMG_20150729_111518_cell_53.png  \n",
      " extracting: cell_images/Uninfected/C57P18thinF_IMG_20150729_111518_cell_54.png  \n",
      " extracting: cell_images/Uninfected/C58P19thinF_IMG_20150802_121847_cell_102.png  \n",
      " extracting: cell_images/Uninfected/C58P19thinF_IMG_20150802_121847_cell_103.png  \n",
      " extracting: cell_images/Uninfected/C58P19thinF_IMG_20150802_121847_cell_120.png  \n",
      " extracting: cell_images/Uninfected/C58P19thinF_IMG_20150802_121847_cell_130.png  \n",
      " extracting: cell_images/Uninfected/C58P19thinF_IMG_20150802_121847_cell_158.png  \n",
      " extracting: cell_images/Uninfected/C58P19thinF_IMG_20150802_121847_cell_38.png  \n",
      " extracting: cell_images/Uninfected/C58P19thinF_IMG_20150802_121847_cell_44.png  \n",
      " extracting: cell_images/Uninfected/C58P19thinF_IMG_20150802_121847_cell_45.png  \n",
      " extracting: cell_images/Uninfected/C58P19thinF_IMG_20150802_121847_cell_90.png  \n",
      " extracting: cell_images/Uninfected/C58P19thinF_IMG_20150802_121847_cell_95.png  \n",
      " extracting: cell_images/Uninfected/C58P19thinF_IMG_20150802_122215_cell_107.png  \n",
      " extracting: cell_images/Uninfected/C58P19thinF_IMG_20150802_122215_cell_129.png  \n",
      " extracting: cell_images/Uninfected/C58P19thinF_IMG_20150802_122215_cell_134.png  \n",
      " extracting: cell_images/Uninfected/C58P19thinF_IMG_20150802_122215_cell_150.png  \n",
      " extracting: cell_images/Uninfected/C58P19thinF_IMG_20150802_122215_cell_16.png  \n",
      " extracting: cell_images/Uninfected/C58P19thinF_IMG_20150802_122215_cell_27.png  \n",
      " extracting: cell_images/Uninfected/C58P19thinF_IMG_20150802_122215_cell_33.png  \n",
      " extracting: cell_images/Uninfected/C58P19thinF_IMG_20150802_122215_cell_67.png  \n",
      " extracting: cell_images/Uninfected/C58P19thinF_IMG_20150802_122215_cell_80.png  \n",
      " extracting: cell_images/Uninfected/C58P19thinF_IMG_20150802_122215_cell_89.png  \n",
      " extracting: cell_images/Uninfected/C58P19thinF_IMG_20150802_122338_cell_130.png  \n",
      " extracting: cell_images/Uninfected/C58P19thinF_IMG_20150802_122338_cell_152.png  \n",
      " extracting: cell_images/Uninfected/C58P19thinF_IMG_20150802_122338_cell_21.png  \n",
      " extracting: cell_images/Uninfected/C58P19thinF_IMG_20150802_122338_cell_49.png  \n",
      " extracting: cell_images/Uninfected/C58P19thinF_IMG_20150802_122338_cell_54.png  \n",
      " extracting: cell_images/Uninfected/C58P19thinF_IMG_20150802_122338_cell_63.png  \n",
      " extracting: cell_images/Uninfected/C58P19thinF_IMG_20150802_122338_cell_82.png  \n",
      " extracting: cell_images/Uninfected/C58P19thinF_IMG_20150802_122338_cell_86.png  \n",
      " extracting: cell_images/Uninfected/C58P19thinF_IMG_20150802_122338_cell_98.png  \n",
      " extracting: cell_images/Uninfected/C58P19thinF_IMG_20150802_122520_cell_1.png  \n",
      " extracting: cell_images/Uninfected/C58P19thinF_IMG_20150802_122520_cell_10.png  \n",
      " extracting: cell_images/Uninfected/C58P19thinF_IMG_20150802_122520_cell_100.png  \n",
      " extracting: cell_images/Uninfected/C58P19thinF_IMG_20150802_122520_cell_107.png  \n",
      " extracting: cell_images/Uninfected/C58P19thinF_IMG_20150802_122520_cell_109.png  \n",
      " extracting: cell_images/Uninfected/C58P19thinF_IMG_20150802_122520_cell_123.png  \n",
      " extracting: cell_images/Uninfected/C58P19thinF_IMG_20150802_122520_cell_149.png  \n",
      " extracting: cell_images/Uninfected/C58P19thinF_IMG_20150802_122520_cell_161.png  \n",
      " extracting: cell_images/Uninfected/C58P19thinF_IMG_20150802_122520_cell_3.png  \n",
      " extracting: cell_images/Uninfected/C58P19thinF_IMG_20150802_122520_cell_58.png  \n",
      " extracting: cell_images/Uninfected/C58P19thinF_IMG_20150802_122520_cell_90.png  \n",
      " extracting: cell_images/Uninfected/C58P19thinF_IMG_20150802_122648_cell_111.png  \n",
      " extracting: cell_images/Uninfected/C58P19thinF_IMG_20150802_122648_cell_123.png  \n",
      " extracting: cell_images/Uninfected/C58P19thinF_IMG_20150802_122648_cell_135.png  \n",
      " extracting: cell_images/Uninfected/C58P19thinF_IMG_20150802_122648_cell_146.png  \n",
      " extracting: cell_images/Uninfected/C58P19thinF_IMG_20150802_122648_cell_151.png  \n",
      " extracting: cell_images/Uninfected/C58P19thinF_IMG_20150802_122648_cell_161.png  \n",
      " extracting: cell_images/Uninfected/C58P19thinF_IMG_20150802_122648_cell_25.png  \n",
      " extracting: cell_images/Uninfected/C58P19thinF_IMG_20150802_122648_cell_4.png  \n",
      " extracting: cell_images/Uninfected/C58P19thinF_IMG_20150802_122648_cell_43.png  \n",
      " extracting: cell_images/Uninfected/C58P19thinF_IMG_20150802_122846_cell_1.png  \n",
      " extracting: cell_images/Uninfected/C58P19thinF_IMG_20150802_122846_cell_100.png  \n",
      " extracting: cell_images/Uninfected/C58P19thinF_IMG_20150802_122846_cell_111.png  \n",
      " extracting: cell_images/Uninfected/C58P19thinF_IMG_20150802_122846_cell_115.png  \n",
      " extracting: cell_images/Uninfected/C58P19thinF_IMG_20150802_122846_cell_122.png  \n",
      " extracting: cell_images/Uninfected/C58P19thinF_IMG_20150802_122846_cell_136.png  \n",
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      " extracting: cell_images/Uninfected/C58P19thinF_IMG_20150802_122846_cell_30.png  \n",
      " extracting: cell_images/Uninfected/C58P19thinF_IMG_20150802_122846_cell_46.png  \n",
      " extracting: cell_images/Uninfected/C58P19thinF_IMG_20150802_122846_cell_88.png  \n",
      " extracting: cell_images/Uninfected/C58P19thinF_IMG_20150802_123134_cell_107.png  \n",
      " extracting: cell_images/Uninfected/C58P19thinF_IMG_20150802_123134_cell_119.png  \n",
      " extracting: cell_images/Uninfected/C58P19thinF_IMG_20150802_123134_cell_147.png  \n",
      " extracting: cell_images/Uninfected/C58P19thinF_IMG_20150802_123134_cell_157.png  \n",
      " extracting: cell_images/Uninfected/C58P19thinF_IMG_20150802_123134_cell_159.png  \n",
      " extracting: cell_images/Uninfected/C58P19thinF_IMG_20150802_123134_cell_162.png  \n",
      " extracting: cell_images/Uninfected/C58P19thinF_IMG_20150802_123134_cell_172.png  \n",
      " extracting: cell_images/Uninfected/C58P19thinF_IMG_20150802_123134_cell_30.png  \n",
      " extracting: cell_images/Uninfected/C58P19thinF_IMG_20150802_123134_cell_44.png  \n",
      " extracting: cell_images/Uninfected/C59P20thinF_IMG_20150803_111244_cell_119.png  \n",
      " extracting: cell_images/Uninfected/C59P20thinF_IMG_20150803_111244_cell_148.png  \n",
      " extracting: cell_images/Uninfected/C59P20thinF_IMG_20150803_111244_cell_157.png  \n",
      " extracting: cell_images/Uninfected/C59P20thinF_IMG_20150803_111244_cell_21.png  \n",
      " extracting: cell_images/Uninfected/C59P20thinF_IMG_20150803_111244_cell_32.png  \n",
      " extracting: cell_images/Uninfected/C59P20thinF_IMG_20150803_111244_cell_36.png  \n",
      " extracting: cell_images/Uninfected/C59P20thinF_IMG_20150803_111244_cell_6.png  \n",
      " extracting: cell_images/Uninfected/C59P20thinF_IMG_20150803_111244_cell_65.png  \n",
      " extracting: cell_images/Uninfected/C59P20thinF_IMG_20150803_111244_cell_72.png  \n",
      " extracting: cell_images/Uninfected/C59P20thinF_IMG_20150803_111244_cell_85.png  \n",
      " extracting: cell_images/Uninfected/C59P20thinF_IMG_20150803_111333_cell_109.png  \n",
      " extracting: cell_images/Uninfected/C59P20thinF_IMG_20150803_111333_cell_113.png  \n",
      " extracting: cell_images/Uninfected/C59P20thinF_IMG_20150803_111333_cell_120.png  \n",
      " extracting: cell_images/Uninfected/C59P20thinF_IMG_20150803_111333_cell_125.png  \n",
      " extracting: cell_images/Uninfected/C59P20thinF_IMG_20150803_111333_cell_134.png  \n",
      " extracting: cell_images/Uninfected/C59P20thinF_IMG_20150803_111333_cell_21.png  \n",
      " extracting: cell_images/Uninfected/C59P20thinF_IMG_20150803_111333_cell_36.png  \n",
      " extracting: cell_images/Uninfected/C59P20thinF_IMG_20150803_111333_cell_48.png  \n",
      " extracting: cell_images/Uninfected/C59P20thinF_IMG_20150803_111333_cell_64.png  \n",
      " extracting: cell_images/Uninfected/C59P20thinF_IMG_20150803_111333_cell_69.png  \n",
      " extracting: cell_images/Uninfected/C59P20thinF_IMG_20150803_111333_cell_81.png  \n",
      " extracting: cell_images/Uninfected/C59P20thinF_IMG_20150803_111333_cell_92.png  \n",
      " extracting: cell_images/Uninfected/C59P20thinF_IMG_20150803_112733_cell_1.png  \n",
      " extracting: cell_images/Uninfected/C59P20thinF_IMG_20150803_112733_cell_109.png  \n",
      " extracting: cell_images/Uninfected/C59P20thinF_IMG_20150803_112733_cell_2.png  \n",
      " extracting: cell_images/Uninfected/C59P20thinF_IMG_20150803_112733_cell_23.png  \n",
      " extracting: cell_images/Uninfected/C59P20thinF_IMG_20150803_112733_cell_34.png  \n",
      " extracting: cell_images/Uninfected/C59P20thinF_IMG_20150803_112733_cell_36.png  \n",
      " extracting: cell_images/Uninfected/C59P20thinF_IMG_20150803_112733_cell_45.png  \n",
      " extracting: cell_images/Uninfected/C59P20thinF_IMG_20150803_112733_cell_61.png  \n",
      " extracting: cell_images/Uninfected/C59P20thinF_IMG_20150803_112733_cell_66.png  \n",
      " extracting: cell_images/Uninfected/C59P20thinF_IMG_20150803_112733_cell_72.png  \n",
      " extracting: cell_images/Uninfected/C59P20thinF_IMG_20150803_112733_cell_82.png  \n",
      " extracting: cell_images/Uninfected/C59P20thinF_IMG_20150803_112733_cell_83.png  \n",
      " extracting: cell_images/Uninfected/C59P20thinF_IMG_20150803_112802_cell_100.png  \n",
      " extracting: cell_images/Uninfected/C59P20thinF_IMG_20150803_112802_cell_106.png  \n",
      " extracting: cell_images/Uninfected/C59P20thinF_IMG_20150803_112802_cell_130.png  \n",
      " extracting: cell_images/Uninfected/C59P20thinF_IMG_20150803_112802_cell_146.png  \n",
      " extracting: cell_images/Uninfected/C59P20thinF_IMG_20150803_112802_cell_20.png  \n",
      " extracting: cell_images/Uninfected/C59P20thinF_IMG_20150803_112802_cell_23.png  \n",
      " extracting: cell_images/Uninfected/C59P20thinF_IMG_20150803_112802_cell_4.png  \n",
      " extracting: cell_images/Uninfected/C59P20thinF_IMG_20150803_112802_cell_45.png  \n",
      " extracting: cell_images/Uninfected/C59P20thinF_IMG_20150803_112802_cell_5.png  \n",
      " extracting: cell_images/Uninfected/C59P20thinF_IMG_20150803_112802_cell_54.png  \n",
      " extracting: cell_images/Uninfected/C59P20thinF_IMG_20150803_112802_cell_83.png  \n",
      " extracting: cell_images/Uninfected/C59P20thinF_IMG_20150803_112858_cell_137.png  \n",
      " extracting: cell_images/Uninfected/C59P20thinF_IMG_20150803_112858_cell_138.png  \n",
      " extracting: cell_images/Uninfected/C59P20thinF_IMG_20150803_112858_cell_16.png  \n",
      " extracting: cell_images/Uninfected/C59P20thinF_IMG_20150803_112858_cell_49.png  \n",
      " extracting: cell_images/Uninfected/C59P20thinF_IMG_20150803_112858_cell_63.png  \n",
      " extracting: cell_images/Uninfected/C59P20thinF_IMG_20150803_112858_cell_68.png  \n",
      " extracting: cell_images/Uninfected/C59P20thinF_IMG_20150803_112858_cell_72.png  \n",
      " extracting: cell_images/Uninfected/C59P20thinF_IMG_20150803_112858_cell_77.png  \n",
      " extracting: cell_images/Uninfected/C59P20thinF_IMG_20150803_112858_cell_8.png  \n",
      " extracting: cell_images/Uninfected/C59P20thinF_IMG_20150803_112858_cell_82.png  \n",
      " extracting: cell_images/Uninfected/C59P20thinF_IMG_20150803_112858_cell_94.png  \n",
      " extracting: cell_images/Uninfected/C59P20thinF_IMG_20150803_113051_cell_101.png  \n",
      " extracting: cell_images/Uninfected/C59P20thinF_IMG_20150803_113051_cell_113.png  \n",
      " extracting: cell_images/Uninfected/C59P20thinF_IMG_20150803_113051_cell_130.png  \n",
      " extracting: cell_images/Uninfected/C59P20thinF_IMG_20150803_113051_cell_144.png  \n",
      " extracting: cell_images/Uninfected/C59P20thinF_IMG_20150803_113051_cell_24.png  \n",
      " extracting: cell_images/Uninfected/C59P20thinF_IMG_20150803_113051_cell_46.png  \n",
      " extracting: cell_images/Uninfected/C59P20thinF_IMG_20150803_113051_cell_47.png  \n",
      " extracting: cell_images/Uninfected/C59P20thinF_IMG_20150803_113051_cell_50.png  \n",
      " extracting: cell_images/Uninfected/C59P20thinF_IMG_20150803_113051_cell_55.png  \n",
      " extracting: cell_images/Uninfected/C59P20thinF_IMG_20150803_113051_cell_57.png  \n",
      " extracting: cell_images/Uninfected/C59P20thinF_IMG_20150803_113051_cell_8.png  \n",
      " extracting: cell_images/Uninfected/C59P20thinF_IMG_20150803_113051_cell_94.png  \n",
      " extracting: cell_images/Uninfected/C5NThinF_IMG_20150609_122006_cell_109.png  \n",
      " extracting: cell_images/Uninfected/C5NThinF_IMG_20150609_122006_cell_119.png  \n",
      " extracting: cell_images/Uninfected/C5NThinF_IMG_20150609_122006_cell_125.png  \n",
      " extracting: cell_images/Uninfected/C5NThinF_IMG_20150609_122006_cell_136.png  \n",
      " extracting: cell_images/Uninfected/C5NThinF_IMG_20150609_122006_cell_154.png  \n",
      " extracting: cell_images/Uninfected/C5NThinF_IMG_20150609_122006_cell_170.png  \n",
      " extracting: cell_images/Uninfected/C5NThinF_IMG_20150609_122006_cell_179.png  \n",
      " extracting: cell_images/Uninfected/C5NThinF_IMG_20150609_122006_cell_26.png  \n",
      " extracting: cell_images/Uninfected/C5NThinF_IMG_20150609_122006_cell_3.png  \n",
      " extracting: cell_images/Uninfected/C5NThinF_IMG_20150609_122006_cell_48.png  \n",
      " extracting: cell_images/Uninfected/C5NThinF_IMG_20150609_122006_cell_5.png  \n",
      " extracting: cell_images/Uninfected/C5NThinF_IMG_20150609_122006_cell_54.png  \n",
      " extracting: cell_images/Uninfected/C5NThinF_IMG_20150609_122006_cell_79.png  \n",
      " extracting: cell_images/Uninfected/C5NThinF_IMG_20150609_122006_cell_82.png  \n",
      " extracting: cell_images/Uninfected/C5NThinF_IMG_20150609_122020_cell_102.png  \n",
      " extracting: cell_images/Uninfected/C5NThinF_IMG_20150609_122020_cell_103.png  \n",
      " extracting: cell_images/Uninfected/C5NThinF_IMG_20150609_122020_cell_11.png  \n",
      " extracting: cell_images/Uninfected/C5NThinF_IMG_20150609_122020_cell_138.png  \n",
      " extracting: cell_images/Uninfected/C5NThinF_IMG_20150609_122020_cell_195.png  \n",
      " extracting: cell_images/Uninfected/C5NThinF_IMG_20150609_122020_cell_196.png  \n",
      " extracting: cell_images/Uninfected/C5NThinF_IMG_20150609_122020_cell_205.png  \n",
      " extracting: cell_images/Uninfected/C5NThinF_IMG_20150609_122020_cell_230.png  \n",
      " extracting: cell_images/Uninfected/C5NThinF_IMG_20150609_122020_cell_37.png  \n",
      " extracting: cell_images/Uninfected/C5NThinF_IMG_20150609_122020_cell_40.png  \n",
      " extracting: cell_images/Uninfected/C5NThinF_IMG_20150609_122020_cell_48.png  \n",
      " extracting: cell_images/Uninfected/C5NThinF_IMG_20150609_122020_cell_62.png  \n",
      " extracting: cell_images/Uninfected/C5NThinF_IMG_20150609_122020_cell_68.png  \n",
      " extracting: cell_images/Uninfected/C5NThinF_IMG_20150609_122020_cell_81.png  \n",
      " extracting: cell_images/Uninfected/C5NThinF_IMG_20150609_122034_cell_113.png  \n",
      " extracting: cell_images/Uninfected/C5NThinF_IMG_20150609_122034_cell_146.png  \n",
      " extracting: cell_images/Uninfected/C5NThinF_IMG_20150609_122034_cell_147.png  \n",
      " extracting: cell_images/Uninfected/C5NThinF_IMG_20150609_122034_cell_148.png  \n",
      " extracting: cell_images/Uninfected/C5NThinF_IMG_20150609_122034_cell_150.png  \n",
      " extracting: cell_images/Uninfected/C5NThinF_IMG_20150609_122034_cell_154.png  \n",
      " extracting: cell_images/Uninfected/C5NThinF_IMG_20150609_122034_cell_171.png  \n",
      " extracting: cell_images/Uninfected/C5NThinF_IMG_20150609_122034_cell_221.png  \n",
      " extracting: cell_images/Uninfected/C5NThinF_IMG_20150609_122034_cell_225.png  \n",
      " extracting: cell_images/Uninfected/C5NThinF_IMG_20150609_122034_cell_226.png  \n",
      " extracting: cell_images/Uninfected/C5NThinF_IMG_20150609_122034_cell_5.png  \n",
      " extracting: cell_images/Uninfected/C5NThinF_IMG_20150609_122034_cell_71.png  \n",
      " extracting: cell_images/Uninfected/C5NThinF_IMG_20150609_122034_cell_74.png  \n",
      " extracting: cell_images/Uninfected/C5NThinF_IMG_20150609_122108_cell_10.png  \n",
      " extracting: cell_images/Uninfected/C5NThinF_IMG_20150609_122108_cell_117.png  \n",
      " extracting: cell_images/Uninfected/C5NThinF_IMG_20150609_122108_cell_141.png  \n",
      " extracting: cell_images/Uninfected/C5NThinF_IMG_20150609_122108_cell_163.png  \n",
      " extracting: cell_images/Uninfected/C5NThinF_IMG_20150609_122108_cell_173.png  \n",
      " extracting: cell_images/Uninfected/C5NThinF_IMG_20150609_122108_cell_175.png  \n",
      " extracting: cell_images/Uninfected/C5NThinF_IMG_20150609_122108_cell_210.png  \n",
      " extracting: cell_images/Uninfected/C5NThinF_IMG_20150609_122108_cell_231.png  \n",
      " extracting: cell_images/Uninfected/C5NThinF_IMG_20150609_122108_cell_29.png  \n",
      " extracting: cell_images/Uninfected/C5NThinF_IMG_20150609_122108_cell_43.png  \n",
      " extracting: cell_images/Uninfected/C5NThinF_IMG_20150609_122108_cell_47.png  \n",
      " extracting: cell_images/Uninfected/C5NThinF_IMG_20150609_122108_cell_52.png  \n",
      " extracting: cell_images/Uninfected/C5NThinF_IMG_20150609_122108_cell_71.png  \n",
      " extracting: cell_images/Uninfected/C5NThinF_IMG_20150609_122108_cell_92.png  \n",
      " extracting: cell_images/Uninfected/C5NThinF_IMG_20150609_122227_cell_128.png  \n",
      " extracting: cell_images/Uninfected/C5NThinF_IMG_20150609_122227_cell_152.png  \n",
      " extracting: cell_images/Uninfected/C5NThinF_IMG_20150609_122227_cell_162.png  \n",
      " extracting: cell_images/Uninfected/C5NThinF_IMG_20150609_122227_cell_166.png  \n",
      " extracting: cell_images/Uninfected/C5NThinF_IMG_20150609_122227_cell_204.png  \n",
      " extracting: cell_images/Uninfected/C5NThinF_IMG_20150609_122227_cell_216.png  \n",
      " extracting: cell_images/Uninfected/C5NThinF_IMG_20150609_122227_cell_43.png  \n",
      " extracting: cell_images/Uninfected/C5NThinF_IMG_20150609_122227_cell_56.png  \n",
      " extracting: cell_images/Uninfected/C5NThinF_IMG_20150609_122227_cell_59.png  \n",
      " extracting: cell_images/Uninfected/C5NThinF_IMG_20150609_122227_cell_72.png  \n",
      " extracting: cell_images/Uninfected/C5NThinF_IMG_20150609_122227_cell_76.png  \n",
      " extracting: cell_images/Uninfected/C5NThinF_IMG_20150609_122227_cell_89.png  \n",
      " extracting: cell_images/Uninfected/C5NThinF_IMG_20150609_122227_cell_9.png  \n",
      " extracting: cell_images/Uninfected/C5NThinF_IMG_20150609_122227_cell_96.png  \n",
      " extracting: cell_images/Uninfected/C60P21thinF_IMG_20150803_144003_cell_1.png  \n",
      " extracting: cell_images/Uninfected/C60P21thinF_IMG_20150803_144003_cell_105.png  \n",
      " extracting: cell_images/Uninfected/C60P21thinF_IMG_20150803_144003_cell_21.png  \n",
      " extracting: cell_images/Uninfected/C60P21thinF_IMG_20150803_144003_cell_29.png  \n",
      " extracting: cell_images/Uninfected/C60P21thinF_IMG_20150803_144003_cell_32.png  \n",
      " extracting: cell_images/Uninfected/C60P21thinF_IMG_20150803_144003_cell_37.png  \n",
      " extracting: cell_images/Uninfected/C60P21thinF_IMG_20150803_144003_cell_40.png  \n",
      " extracting: cell_images/Uninfected/C60P21thinF_IMG_20150803_144003_cell_81.png  \n",
      " extracting: cell_images/Uninfected/C60P21thinF_IMG_20150803_144003_cell_85.png  \n",
      " extracting: cell_images/Uninfected/C60P21thinF_IMG_20150803_144003_cell_86.png  \n",
      " extracting: cell_images/Uninfected/C60P21thinF_IMG_20150803_144003_cell_87.png  \n",
      " extracting: cell_images/Uninfected/C60P21thinF_IMG_20150803_144510_cell_111.png  \n",
      " extracting: cell_images/Uninfected/C60P21thinF_IMG_20150803_144510_cell_128.png  \n",
      " extracting: cell_images/Uninfected/C60P21thinF_IMG_20150803_144510_cell_130.png  \n",
      " extracting: cell_images/Uninfected/C60P21thinF_IMG_20150803_144510_cell_20.png  \n",
      " extracting: cell_images/Uninfected/C60P21thinF_IMG_20150803_144510_cell_26.png  \n",
      " extracting: cell_images/Uninfected/C60P21thinF_IMG_20150803_144510_cell_27.png  \n",
      " extracting: cell_images/Uninfected/C60P21thinF_IMG_20150803_144510_cell_31.png  \n",
      " extracting: cell_images/Uninfected/C60P21thinF_IMG_20150803_144510_cell_35.png  \n",
      " extracting: cell_images/Uninfected/C60P21thinF_IMG_20150803_144510_cell_36.png  \n",
      " extracting: cell_images/Uninfected/C60P21thinF_IMG_20150803_144510_cell_46.png  \n",
      " extracting: cell_images/Uninfected/C60P21thinF_IMG_20150803_144510_cell_61.png  \n",
      " extracting: cell_images/Uninfected/C60P21thinF_IMG_20150803_144510_cell_8.png  \n",
      " extracting: cell_images/Uninfected/C60P21thinF_IMG_20150804_104919_cell_114.png  \n",
      " extracting: cell_images/Uninfected/C60P21thinF_IMG_20150804_104919_cell_118.png  \n",
      " extracting: cell_images/Uninfected/C60P21thinF_IMG_20150804_104919_cell_13.png  \n",
      " extracting: cell_images/Uninfected/C60P21thinF_IMG_20150804_104919_cell_3.png  \n",
      " extracting: cell_images/Uninfected/C60P21thinF_IMG_20150804_104919_cell_30.png  \n",
      " extracting: cell_images/Uninfected/C60P21thinF_IMG_20150804_104919_cell_32.png  \n",
      " extracting: cell_images/Uninfected/C60P21thinF_IMG_20150804_104919_cell_39.png  \n",
      " extracting: cell_images/Uninfected/C60P21thinF_IMG_20150804_104919_cell_48.png  \n",
      " extracting: cell_images/Uninfected/C60P21thinF_IMG_20150804_104919_cell_87.png  \n",
      " extracting: cell_images/Uninfected/C60P21thinF_IMG_20150804_104919_cell_91.png  \n",
      " extracting: cell_images/Uninfected/C60P21thinF_IMG_20150804_104919_cell_94.png  \n",
      " extracting: cell_images/Uninfected/C60P21thinF_IMG_20150804_105034_cell_100.png  \n",
      " extracting: cell_images/Uninfected/C60P21thinF_IMG_20150804_105034_cell_3.png  \n",
      " extracting: cell_images/Uninfected/C60P21thinF_IMG_20150804_105034_cell_33.png  \n",
      " extracting: cell_images/Uninfected/C60P21thinF_IMG_20150804_105034_cell_38.png  \n",
      " extracting: cell_images/Uninfected/C60P21thinF_IMG_20150804_105034_cell_49.png  \n",
      " extracting: cell_images/Uninfected/C60P21thinF_IMG_20150804_105034_cell_50.png  \n",
      " extracting: cell_images/Uninfected/C60P21thinF_IMG_20150804_105034_cell_69.png  \n",
      " extracting: cell_images/Uninfected/C60P21thinF_IMG_20150804_105034_cell_77.png  \n",
      " extracting: cell_images/Uninfected/C60P21thinF_IMG_20150804_105034_cell_81.png  \n",
      " extracting: cell_images/Uninfected/C60P21thinF_IMG_20150804_105034_cell_82.png  \n",
      " extracting: cell_images/Uninfected/C60P21thinF_IMG_20150804_105034_cell_95.png  \n",
      " extracting: cell_images/Uninfected/C60P21thinF_IMG_20150804_105955_cell_1.png  \n",
      " extracting: cell_images/Uninfected/C60P21thinF_IMG_20150804_105955_cell_110.png  \n",
      " extracting: cell_images/Uninfected/C60P21thinF_IMG_20150804_105955_cell_111.png  \n",
      " extracting: cell_images/Uninfected/C60P21thinF_IMG_20150804_105955_cell_13.png  \n",
      " extracting: cell_images/Uninfected/C60P21thinF_IMG_20150804_105955_cell_31.png  \n",
      " extracting: cell_images/Uninfected/C60P21thinF_IMG_20150804_105955_cell_33.png  \n",
      " extracting: cell_images/Uninfected/C60P21thinF_IMG_20150804_105955_cell_4.png  \n",
      " extracting: cell_images/Uninfected/C60P21thinF_IMG_20150804_105955_cell_41.png  \n",
      " extracting: cell_images/Uninfected/C60P21thinF_IMG_20150804_105955_cell_66.png  \n",
      " extracting: cell_images/Uninfected/C60P21thinF_IMG_20150804_105955_cell_70.png  \n",
      " extracting: cell_images/Uninfected/C60P21thinF_IMG_20150804_105955_cell_79.png  \n",
      " extracting: cell_images/Uninfected/C60P21thinF_IMG_20150804_113602_cell_1.png  \n",
      " extracting: cell_images/Uninfected/C60P21thinF_IMG_20150804_113602_cell_10.png  \n",
      " extracting: cell_images/Uninfected/C60P21thinF_IMG_20150804_113602_cell_104.png  \n",
      " extracting: cell_images/Uninfected/C60P21thinF_IMG_20150804_113602_cell_110.png  \n",
      " extracting: cell_images/Uninfected/C60P21thinF_IMG_20150804_113602_cell_115.png  \n",
      " extracting: cell_images/Uninfected/C60P21thinF_IMG_20150804_113602_cell_12.png  \n",
      " extracting: cell_images/Uninfected/C60P21thinF_IMG_20150804_113602_cell_16.png  \n",
      " extracting: cell_images/Uninfected/C60P21thinF_IMG_20150804_113602_cell_19.png  \n",
      " extracting: cell_images/Uninfected/C60P21thinF_IMG_20150804_113602_cell_22.png  \n",
      " extracting: cell_images/Uninfected/C60P21thinF_IMG_20150804_113602_cell_47.png  \n",
      " extracting: cell_images/Uninfected/C60P21thinF_IMG_20150804_113602_cell_50.png  \n",
      " extracting: cell_images/Uninfected/C60P21thinF_IMG_20150804_113602_cell_7.png  \n",
      " extracting: cell_images/Uninfected/C60P21thinF_IMG_20150804_113602_cell_81.png  \n",
      " extracting: cell_images/Uninfected/C61P22N_ThinF_IMG_20150818_112252_cell_10.png  \n",
      " extracting: cell_images/Uninfected/C61P22N_ThinF_IMG_20150818_112252_cell_12.png  \n",
      " extracting: cell_images/Uninfected/C61P22N_ThinF_IMG_20150818_112252_cell_144.png  \n",
      " extracting: cell_images/Uninfected/C61P22N_ThinF_IMG_20150818_112252_cell_147.png  \n",
      " extracting: cell_images/Uninfected/C61P22N_ThinF_IMG_20150818_112252_cell_178.png  \n",
      " extracting: cell_images/Uninfected/C61P22N_ThinF_IMG_20150818_112252_cell_183.png  \n",
      " extracting: cell_images/Uninfected/C61P22N_ThinF_IMG_20150818_112252_cell_206.png  \n",
      " extracting: cell_images/Uninfected/C61P22N_ThinF_IMG_20150818_112252_cell_26.png  \n",
      " extracting: cell_images/Uninfected/C61P22N_ThinF_IMG_20150818_112252_cell_54.png  \n",
      " extracting: cell_images/Uninfected/C61P22N_ThinF_IMG_20150818_112252_cell_62.png  \n",
      " extracting: cell_images/Uninfected/C61P22N_ThinF_IMG_20150818_112252_cell_87.png  \n",
      " extracting: cell_images/Uninfected/C61P22N_ThinF_IMG_20150818_112252_cell_96.png  \n",
      " extracting: cell_images/Uninfected/C61P22N_ThinF_IMG_20150818_112433_cell_135.png  \n",
      " extracting: cell_images/Uninfected/C61P22N_ThinF_IMG_20150818_112433_cell_152.png  \n",
      " extracting: cell_images/Uninfected/C61P22N_ThinF_IMG_20150818_112433_cell_168.png  \n",
      " extracting: cell_images/Uninfected/C61P22N_ThinF_IMG_20150818_112433_cell_170.png  \n",
      " extracting: cell_images/Uninfected/C61P22N_ThinF_IMG_20150818_112433_cell_189.png  \n",
      " extracting: cell_images/Uninfected/C61P22N_ThinF_IMG_20150818_112433_cell_24.png  \n",
      " extracting: cell_images/Uninfected/C61P22N_ThinF_IMG_20150818_112433_cell_37.png  \n",
      " extracting: cell_images/Uninfected/C61P22N_ThinF_IMG_20150818_112433_cell_38.png  \n",
      " extracting: cell_images/Uninfected/C61P22N_ThinF_IMG_20150818_112433_cell_47.png  \n",
      " extracting: cell_images/Uninfected/C61P22N_ThinF_IMG_20150818_112433_cell_48.png  \n",
      " extracting: cell_images/Uninfected/C61P22N_ThinF_IMG_20150818_112433_cell_6.png  \n",
      " extracting: cell_images/Uninfected/C61P22N_ThinF_IMG_20150818_112433_cell_7.png  \n",
      " extracting: cell_images/Uninfected/C61P22N_ThinF_IMG_20150818_112518_cell_11.png  \n",
      " extracting: cell_images/Uninfected/C61P22N_ThinF_IMG_20150818_112518_cell_130.png  \n",
      " extracting: cell_images/Uninfected/C61P22N_ThinF_IMG_20150818_112518_cell_133.png  \n",
      " extracting: cell_images/Uninfected/C61P22N_ThinF_IMG_20150818_112518_cell_143.png  \n",
      " extracting: cell_images/Uninfected/C61P22N_ThinF_IMG_20150818_112518_cell_156.png  \n",
      " extracting: cell_images/Uninfected/C61P22N_ThinF_IMG_20150818_112518_cell_16.png  \n",
      " extracting: cell_images/Uninfected/C61P22N_ThinF_IMG_20150818_112518_cell_17.png  \n",
      " extracting: cell_images/Uninfected/C61P22N_ThinF_IMG_20150818_112518_cell_37.png  \n",
      " extracting: cell_images/Uninfected/C61P22N_ThinF_IMG_20150818_112518_cell_6.png  \n",
      " extracting: cell_images/Uninfected/C61P22N_ThinF_IMG_20150818_112518_cell_71.png  \n",
      " extracting: cell_images/Uninfected/C61P22N_ThinF_IMG_20150818_112518_cell_9.png  \n",
      " extracting: cell_images/Uninfected/C61P22N_ThinF_IMG_20150818_112518_cell_92.png  \n",
      " extracting: cell_images/Uninfected/C61P22N_ThinF_IMG_20150818_112626_cell_119.png  \n",
      " extracting: cell_images/Uninfected/C61P22N_ThinF_IMG_20150818_112626_cell_124.png  \n",
      " extracting: cell_images/Uninfected/C61P22N_ThinF_IMG_20150818_112626_cell_142.png  \n",
      " extracting: cell_images/Uninfected/C61P22N_ThinF_IMG_20150818_112626_cell_147.png  \n",
      " extracting: cell_images/Uninfected/C61P22N_ThinF_IMG_20150818_112626_cell_164.png  \n",
      " extracting: cell_images/Uninfected/C61P22N_ThinF_IMG_20150818_112626_cell_29.png  \n",
      " extracting: cell_images/Uninfected/C61P22N_ThinF_IMG_20150818_112626_cell_49.png  \n",
      " extracting: cell_images/Uninfected/C61P22N_ThinF_IMG_20150818_112626_cell_54.png  \n",
      " extracting: cell_images/Uninfected/C61P22N_ThinF_IMG_20150818_112626_cell_59.png  \n",
      " extracting: cell_images/Uninfected/C61P22N_ThinF_IMG_20150818_112626_cell_68.png  \n",
      " extracting: cell_images/Uninfected/C61P22N_ThinF_IMG_20150818_112626_cell_82.png  \n",
      " extracting: cell_images/Uninfected/C61P22N_ThinF_IMG_20150818_112704_cell_10.png  \n",
      " extracting: cell_images/Uninfected/C61P22N_ThinF_IMG_20150818_112704_cell_110.png  \n",
      " extracting: cell_images/Uninfected/C61P22N_ThinF_IMG_20150818_112704_cell_116.png  \n",
      " extracting: cell_images/Uninfected/C61P22N_ThinF_IMG_20150818_112704_cell_151.png  \n",
      " extracting: cell_images/Uninfected/C61P22N_ThinF_IMG_20150818_112704_cell_155.png  \n",
      " extracting: cell_images/Uninfected/C61P22N_ThinF_IMG_20150818_112704_cell_175.png  \n",
      " extracting: cell_images/Uninfected/C61P22N_ThinF_IMG_20150818_112704_cell_176.png  \n",
      " extracting: cell_images/Uninfected/C61P22N_ThinF_IMG_20150818_112704_cell_185.png  \n",
      " extracting: cell_images/Uninfected/C61P22N_ThinF_IMG_20150818_112704_cell_209.png  \n",
      " extracting: cell_images/Uninfected/C61P22N_ThinF_IMG_20150818_112704_cell_210.png  \n",
      " extracting: cell_images/Uninfected/C61P22N_ThinF_IMG_20150818_112704_cell_212.png  \n",
      " extracting: cell_images/Uninfected/C61P22N_ThinF_IMG_20150818_112704_cell_73.png  \n",
      " extracting: cell_images/Uninfected/C61P22N_ThinF_IMG_20150818_112811_cell_108.png  \n",
      " extracting: cell_images/Uninfected/C61P22N_ThinF_IMG_20150818_112811_cell_119.png  \n",
      " extracting: cell_images/Uninfected/C61P22N_ThinF_IMG_20150818_112811_cell_128.png  \n",
      " extracting: cell_images/Uninfected/C61P22N_ThinF_IMG_20150818_112811_cell_130.png  \n",
      " extracting: cell_images/Uninfected/C61P22N_ThinF_IMG_20150818_112811_cell_193.png  \n",
      " extracting: cell_images/Uninfected/C61P22N_ThinF_IMG_20150818_112811_cell_218.png  \n",
      " extracting: cell_images/Uninfected/C61P22N_ThinF_IMG_20150818_112811_cell_230.png  \n",
      " extracting: cell_images/Uninfected/C61P22N_ThinF_IMG_20150818_112811_cell_234.png  \n",
      " extracting: cell_images/Uninfected/C61P22N_ThinF_IMG_20150818_112811_cell_24.png  \n",
      " extracting: cell_images/Uninfected/C61P22N_ThinF_IMG_20150818_112811_cell_38.png  \n",
      " extracting: cell_images/Uninfected/C61P22N_ThinF_IMG_20150818_112811_cell_54.png  \n",
      " extracting: cell_images/Uninfected/C61P22N_ThinF_IMG_20150818_112811_cell_8.png  \n",
      " extracting: cell_images/Uninfected/C62P23N_ThinF_IMG_20150818_132811_cell_10.png  \n",
      " extracting: cell_images/Uninfected/C62P23N_ThinF_IMG_20150818_132811_cell_103.png  \n",
      " extracting: cell_images/Uninfected/C62P23N_ThinF_IMG_20150818_132811_cell_115.png  \n",
      " extracting: cell_images/Uninfected/C62P23N_ThinF_IMG_20150818_132811_cell_134.png  \n",
      " extracting: cell_images/Uninfected/C62P23N_ThinF_IMG_20150818_132811_cell_143.png  \n",
      " extracting: cell_images/Uninfected/C62P23N_ThinF_IMG_20150818_132811_cell_150.png  \n",
      " extracting: cell_images/Uninfected/C62P23N_ThinF_IMG_20150818_132811_cell_166.png  \n",
      " extracting: cell_images/Uninfected/C62P23N_ThinF_IMG_20150818_132811_cell_168.png  \n",
      " extracting: cell_images/Uninfected/C62P23N_ThinF_IMG_20150818_132811_cell_176.png  \n",
      " extracting: cell_images/Uninfected/C62P23N_ThinF_IMG_20150818_132811_cell_23.png  \n",
      " extracting: cell_images/Uninfected/C62P23N_ThinF_IMG_20150818_132811_cell_85.png  \n",
      " extracting: cell_images/Uninfected/C62P23N_ThinF_IMG_20150818_132811_cell_9.png  \n",
      " extracting: cell_images/Uninfected/C62P23N_ThinF_IMG_20150818_132918_cell_1.png  \n",
      " extracting: cell_images/Uninfected/C62P23N_ThinF_IMG_20150818_132918_cell_108.png  \n",
      " extracting: cell_images/Uninfected/C62P23N_ThinF_IMG_20150818_132918_cell_120.png  \n",
      " extracting: cell_images/Uninfected/C62P23N_ThinF_IMG_20150818_132918_cell_136.png  \n",
      " extracting: cell_images/Uninfected/C62P23N_ThinF_IMG_20150818_132918_cell_146.png  \n",
      " extracting: cell_images/Uninfected/C62P23N_ThinF_IMG_20150818_132918_cell_161.png  \n",
      " extracting: cell_images/Uninfected/C62P23N_ThinF_IMG_20150818_132918_cell_180.png  \n",
      " extracting: cell_images/Uninfected/C62P23N_ThinF_IMG_20150818_132918_cell_28.png  \n",
      " extracting: cell_images/Uninfected/C62P23N_ThinF_IMG_20150818_132918_cell_39.png  \n",
      " extracting: cell_images/Uninfected/C62P23N_ThinF_IMG_20150818_132918_cell_4.png  \n",
      " extracting: cell_images/Uninfected/C62P23N_ThinF_IMG_20150818_132918_cell_98.png  \n",
      " extracting: cell_images/Uninfected/C62P23N_ThinF_IMG_20150818_133055_cell_1.png  \n",
      " extracting: cell_images/Uninfected/C62P23N_ThinF_IMG_20150818_133055_cell_102.png  \n",
      " extracting: cell_images/Uninfected/C62P23N_ThinF_IMG_20150818_133055_cell_119.png  \n",
      " extracting: cell_images/Uninfected/C62P23N_ThinF_IMG_20150818_133055_cell_133.png  \n",
      " extracting: cell_images/Uninfected/C62P23N_ThinF_IMG_20150818_133055_cell_160.png  \n",
      " extracting: cell_images/Uninfected/C62P23N_ThinF_IMG_20150818_133055_cell_177.png  \n",
      " extracting: cell_images/Uninfected/C62P23N_ThinF_IMG_20150818_133055_cell_182.png  \n",
      " extracting: cell_images/Uninfected/C62P23N_ThinF_IMG_20150818_133055_cell_3.png  \n",
      " extracting: cell_images/Uninfected/C62P23N_ThinF_IMG_20150818_133055_cell_4.png  \n",
      " extracting: cell_images/Uninfected/C62P23N_ThinF_IMG_20150818_133055_cell_59.png  \n",
      " extracting: cell_images/Uninfected/C62P23N_ThinF_IMG_20150818_133055_cell_85.png  \n",
      " extracting: cell_images/Uninfected/C62P23N_ThinF_IMG_20150818_133211_cell_10.png  \n",
      " extracting: cell_images/Uninfected/C62P23N_ThinF_IMG_20150818_133211_cell_169.png  \n",
      " extracting: cell_images/Uninfected/C62P23N_ThinF_IMG_20150818_133211_cell_172.png  \n",
      " extracting: cell_images/Uninfected/C62P23N_ThinF_IMG_20150818_133211_cell_23.png  \n",
      " extracting: cell_images/Uninfected/C62P23N_ThinF_IMG_20150818_133211_cell_43.png  \n",
      " extracting: cell_images/Uninfected/C62P23N_ThinF_IMG_20150818_133211_cell_57.png  \n",
      " extracting: cell_images/Uninfected/C62P23N_ThinF_IMG_20150818_133211_cell_70.png  \n",
      " extracting: cell_images/Uninfected/C62P23N_ThinF_IMG_20150818_133211_cell_76.png  \n",
      " extracting: cell_images/Uninfected/C62P23N_ThinF_IMG_20150818_133211_cell_77.png  \n",
      " extracting: cell_images/Uninfected/C62P23N_ThinF_IMG_20150818_133211_cell_86.png  \n",
      " extracting: cell_images/Uninfected/C62P23N_ThinF_IMG_20150818_133211_cell_87.png  \n",
      " extracting: cell_images/Uninfected/C62P23N_ThinF_IMG_20150818_133211_cell_94.png  \n",
      " extracting: cell_images/Uninfected/C62P23N_ThinF_IMG_20150818_133307_cell_114.png  \n",
      " extracting: cell_images/Uninfected/C62P23N_ThinF_IMG_20150818_133307_cell_129.png  \n",
      " extracting: cell_images/Uninfected/C62P23N_ThinF_IMG_20150818_133307_cell_137.png  \n",
      " extracting: cell_images/Uninfected/C62P23N_ThinF_IMG_20150818_133307_cell_141.png  \n",
      " extracting: cell_images/Uninfected/C62P23N_ThinF_IMG_20150818_133307_cell_150.png  \n",
      " extracting: cell_images/Uninfected/C62P23N_ThinF_IMG_20150818_133307_cell_154.png  \n",
      " extracting: cell_images/Uninfected/C62P23N_ThinF_IMG_20150818_133307_cell_18.png  \n",
      " extracting: cell_images/Uninfected/C62P23N_ThinF_IMG_20150818_133307_cell_21.png  \n",
      " extracting: cell_images/Uninfected/C62P23N_ThinF_IMG_20150818_133307_cell_48.png  \n",
      " extracting: cell_images/Uninfected/C62P23N_ThinF_IMG_20150818_133307_cell_57.png  \n",
      " extracting: cell_images/Uninfected/C62P23N_ThinF_IMG_20150818_133307_cell_6.png  \n",
      " extracting: cell_images/Uninfected/C62P23N_ThinF_IMG_20150818_133307_cell_63.png  \n",
      " extracting: cell_images/Uninfected/C62P23N_ThinF_IMG_20150818_133527_cell_103.png  \n",
      " extracting: cell_images/Uninfected/C62P23N_ThinF_IMG_20150818_133527_cell_115.png  \n",
      " extracting: cell_images/Uninfected/C62P23N_ThinF_IMG_20150818_133527_cell_136.png  \n",
      " extracting: cell_images/Uninfected/C62P23N_ThinF_IMG_20150818_133527_cell_173.png  \n",
      " extracting: cell_images/Uninfected/C62P23N_ThinF_IMG_20150818_133527_cell_28.png  \n",
      " extracting: cell_images/Uninfected/C62P23N_ThinF_IMG_20150818_133527_cell_32.png  \n",
      " extracting: cell_images/Uninfected/C62P23N_ThinF_IMG_20150818_133527_cell_36.png  \n",
      " extracting: cell_images/Uninfected/C62P23N_ThinF_IMG_20150818_133527_cell_46.png  \n",
      " extracting: cell_images/Uninfected/C62P23N_ThinF_IMG_20150818_133527_cell_69.png  \n",
      " extracting: cell_images/Uninfected/C62P23N_ThinF_IMG_20150818_133527_cell_74.png  \n",
      " extracting: cell_images/Uninfected/C62P23N_ThinF_IMG_20150818_133527_cell_9.png  \n",
      " extracting: cell_images/Uninfected/C63P24N_ThinF_IMG_20150818_142948_cell_106.png  \n",
      " extracting: cell_images/Uninfected/C63P24N_ThinF_IMG_20150818_142948_cell_109.png  \n",
      " extracting: cell_images/Uninfected/C63P24N_ThinF_IMG_20150818_142948_cell_111.png  \n",
      " extracting: cell_images/Uninfected/C63P24N_ThinF_IMG_20150818_142948_cell_132.png  \n",
      " extracting: cell_images/Uninfected/C63P24N_ThinF_IMG_20150818_142948_cell_135.png  \n",
      " extracting: cell_images/Uninfected/C63P24N_ThinF_IMG_20150818_142948_cell_162.png  \n",
      " extracting: cell_images/Uninfected/C63P24N_ThinF_IMG_20150818_142948_cell_45.png  \n",
      " extracting: cell_images/Uninfected/C63P24N_ThinF_IMG_20150818_142948_cell_56.png  \n",
      " extracting: cell_images/Uninfected/C63P24N_ThinF_IMG_20150818_142948_cell_65.png  \n",
      " extracting: cell_images/Uninfected/C63P24N_ThinF_IMG_20150818_142948_cell_72.png  \n",
      " extracting: cell_images/Uninfected/C63P24N_ThinF_IMG_20150818_142948_cell_74.png  \n",
      " extracting: cell_images/Uninfected/C63P24N_ThinF_IMG_20150818_143319_cell_103.png  \n",
      " extracting: cell_images/Uninfected/C63P24N_ThinF_IMG_20150818_143319_cell_104.png  \n",
      " extracting: cell_images/Uninfected/C63P24N_ThinF_IMG_20150818_143319_cell_107.png  \n",
      " extracting: cell_images/Uninfected/C63P24N_ThinF_IMG_20150818_143319_cell_122.png  \n",
      " extracting: cell_images/Uninfected/C63P24N_ThinF_IMG_20150818_143319_cell_130.png  \n",
      " extracting: cell_images/Uninfected/C63P24N_ThinF_IMG_20150818_143319_cell_140.png  \n",
      " extracting: cell_images/Uninfected/C63P24N_ThinF_IMG_20150818_143319_cell_32.png  \n",
      " extracting: cell_images/Uninfected/C63P24N_ThinF_IMG_20150818_143319_cell_48.png  \n",
      " extracting: cell_images/Uninfected/C63P24N_ThinF_IMG_20150818_143319_cell_63.png  \n",
      " extracting: cell_images/Uninfected/C63P24N_ThinF_IMG_20150818_143319_cell_75.png  \n",
      " extracting: cell_images/Uninfected/C63P24N_ThinF_IMG_20150818_143319_cell_78.png  \n",
      " extracting: cell_images/Uninfected/C63P24N_ThinF_IMG_20150818_143319_cell_9.png  \n",
      " extracting: cell_images/Uninfected/C63P24N_ThinF_IMG_20150818_143423_cell_104.png  \n",
      " extracting: cell_images/Uninfected/C63P24N_ThinF_IMG_20150818_143423_cell_126.png  \n",
      " extracting: cell_images/Uninfected/C63P24N_ThinF_IMG_20150818_143423_cell_127.png  \n",
      " extracting: cell_images/Uninfected/C63P24N_ThinF_IMG_20150818_143423_cell_130.png  \n",
      " extracting: cell_images/Uninfected/C63P24N_ThinF_IMG_20150818_143423_cell_16.png  \n",
      " extracting: cell_images/Uninfected/C63P24N_ThinF_IMG_20150818_143423_cell_160.png  \n",
      " extracting: cell_images/Uninfected/C63P24N_ThinF_IMG_20150818_143423_cell_33.png  \n",
      " extracting: cell_images/Uninfected/C63P24N_ThinF_IMG_20150818_143423_cell_35.png  \n",
      " extracting: cell_images/Uninfected/C63P24N_ThinF_IMG_20150818_143423_cell_40.png  \n",
      " extracting: cell_images/Uninfected/C63P24N_ThinF_IMG_20150818_143423_cell_47.png  \n",
      " extracting: cell_images/Uninfected/C63P24N_ThinF_IMG_20150818_143423_cell_69.png  \n",
      " extracting: cell_images/Uninfected/C63P24N_ThinF_IMG_20150818_143544_cell_1.png  \n",
      " extracting: cell_images/Uninfected/C63P24N_ThinF_IMG_20150818_143544_cell_123.png  \n",
      " extracting: cell_images/Uninfected/C63P24N_ThinF_IMG_20150818_143544_cell_125.png  \n",
      " extracting: cell_images/Uninfected/C63P24N_ThinF_IMG_20150818_143544_cell_132.png  \n",
      " extracting: cell_images/Uninfected/C63P24N_ThinF_IMG_20150818_143544_cell_134.png  \n",
      " extracting: cell_images/Uninfected/C63P24N_ThinF_IMG_20150818_143544_cell_137.png  \n",
      " extracting: cell_images/Uninfected/C63P24N_ThinF_IMG_20150818_143544_cell_159.png  \n",
      " extracting: cell_images/Uninfected/C63P24N_ThinF_IMG_20150818_143544_cell_23.png  \n",
      " extracting: cell_images/Uninfected/C63P24N_ThinF_IMG_20150818_143544_cell_46.png  \n",
      " extracting: cell_images/Uninfected/C63P24N_ThinF_IMG_20150818_143544_cell_64.png  \n",
      " extracting: cell_images/Uninfected/C63P24N_ThinF_IMG_20150818_143544_cell_92.png  \n",
      " extracting: cell_images/Uninfected/C63P24N_ThinF_IMG_20150818_143757_cell_106.png  \n",
      " extracting: cell_images/Uninfected/C63P24N_ThinF_IMG_20150818_143757_cell_110.png  \n",
      " extracting: cell_images/Uninfected/C63P24N_ThinF_IMG_20150818_143757_cell_118.png  \n",
      " extracting: cell_images/Uninfected/C63P24N_ThinF_IMG_20150818_143757_cell_129.png  \n",
      " extracting: cell_images/Uninfected/C63P24N_ThinF_IMG_20150818_143757_cell_169.png  \n",
      " extracting: cell_images/Uninfected/C63P24N_ThinF_IMG_20150818_143757_cell_58.png  \n",
      " extracting: cell_images/Uninfected/C63P24N_ThinF_IMG_20150818_143757_cell_64.png  \n",
      " extracting: cell_images/Uninfected/C63P24N_ThinF_IMG_20150818_143757_cell_72.png  \n",
      " extracting: cell_images/Uninfected/C63P24N_ThinF_IMG_20150818_143757_cell_83.png  \n",
      " extracting: cell_images/Uninfected/C63P24N_ThinF_IMG_20150818_143757_cell_84.png  \n",
      " extracting: cell_images/Uninfected/C63P24N_ThinF_IMG_20150818_143757_cell_88.png  \n",
      " extracting: cell_images/Uninfected/C63P24N_ThinF_IMG_20150818_143757_cell_95.png  \n",
      " extracting: cell_images/Uninfected/C63P24N_ThinF_IMG_20150818_144456_cell_100.png  \n",
      " extracting: cell_images/Uninfected/C63P24N_ThinF_IMG_20150818_144456_cell_11.png  \n",
      " extracting: cell_images/Uninfected/C63P24N_ThinF_IMG_20150818_144456_cell_116.png  \n",
      " extracting: cell_images/Uninfected/C63P24N_ThinF_IMG_20150818_144456_cell_117.png  \n",
      " extracting: cell_images/Uninfected/C63P24N_ThinF_IMG_20150818_144456_cell_135.png  \n",
      " extracting: cell_images/Uninfected/C63P24N_ThinF_IMG_20150818_144456_cell_18.png  \n",
      " extracting: cell_images/Uninfected/C63P24N_ThinF_IMG_20150818_144456_cell_27.png  \n",
      " extracting: cell_images/Uninfected/C63P24N_ThinF_IMG_20150818_144456_cell_74.png  \n",
      " extracting: cell_images/Uninfected/C63P24N_ThinF_IMG_20150818_144456_cell_78.png  \n",
      " extracting: cell_images/Uninfected/C63P24N_ThinF_IMG_20150818_144456_cell_88.png  \n",
      " extracting: cell_images/Uninfected/C63P24N_ThinF_IMG_20150818_144456_cell_89.png  \n",
      " extracting: cell_images/Uninfected/C64P25N_ThinF_IMG_20150818_152337_cell_106.png  \n",
      " extracting: cell_images/Uninfected/C64P25N_ThinF_IMG_20150818_152337_cell_119.png  \n",
      " extracting: cell_images/Uninfected/C64P25N_ThinF_IMG_20150818_152337_cell_132.png  \n",
      " extracting: cell_images/Uninfected/C64P25N_ThinF_IMG_20150818_152337_cell_146.png  \n",
      " extracting: cell_images/Uninfected/C64P25N_ThinF_IMG_20150818_152337_cell_150.png  \n",
      " extracting: cell_images/Uninfected/C64P25N_ThinF_IMG_20150818_152337_cell_151.png  \n",
      " extracting: cell_images/Uninfected/C64P25N_ThinF_IMG_20150818_152337_cell_17.png  \n",
      " extracting: cell_images/Uninfected/C64P25N_ThinF_IMG_20150818_152337_cell_20.png  \n",
      " extracting: cell_images/Uninfected/C64P25N_ThinF_IMG_20150818_152337_cell_31.png  \n",
      " extracting: cell_images/Uninfected/C64P25N_ThinF_IMG_20150818_152337_cell_51.png  \n",
      " extracting: cell_images/Uninfected/C64P25N_ThinF_IMG_20150818_152337_cell_93.png  \n",
      " extracting: cell_images/Uninfected/C64P25N_ThinF_IMG_20150818_152455_cell_112.png  \n",
      " extracting: cell_images/Uninfected/C64P25N_ThinF_IMG_20150818_152455_cell_145.png  \n",
      " extracting: cell_images/Uninfected/C64P25N_ThinF_IMG_20150818_152455_cell_167.png  \n",
      " extracting: cell_images/Uninfected/C64P25N_ThinF_IMG_20150818_152455_cell_18.png  \n",
      " extracting: cell_images/Uninfected/C64P25N_ThinF_IMG_20150818_152455_cell_22.png  \n",
      " extracting: cell_images/Uninfected/C64P25N_ThinF_IMG_20150818_152455_cell_25.png  \n",
      " extracting: cell_images/Uninfected/C64P25N_ThinF_IMG_20150818_152455_cell_42.png  \n",
      " extracting: cell_images/Uninfected/C64P25N_ThinF_IMG_20150818_152455_cell_54.png  \n",
      " extracting: cell_images/Uninfected/C64P25N_ThinF_IMG_20150818_152455_cell_6.png  \n",
      " extracting: cell_images/Uninfected/C64P25N_ThinF_IMG_20150818_152455_cell_79.png  \n",
      " extracting: cell_images/Uninfected/C64P25N_ThinF_IMG_20150818_152455_cell_96.png  \n",
      " extracting: cell_images/Uninfected/C64P25N_ThinF_IMG_20150818_152613_cell_107.png  \n",
      " extracting: cell_images/Uninfected/C64P25N_ThinF_IMG_20150818_152613_cell_109.png  \n",
      " extracting: cell_images/Uninfected/C64P25N_ThinF_IMG_20150818_152613_cell_147.png  \n",
      " extracting: cell_images/Uninfected/C64P25N_ThinF_IMG_20150818_152613_cell_148.png  \n",
      " extracting: cell_images/Uninfected/C64P25N_ThinF_IMG_20150818_152613_cell_156.png  \n",
      " extracting: cell_images/Uninfected/C64P25N_ThinF_IMG_20150818_152613_cell_159.png  \n",
      " extracting: cell_images/Uninfected/C64P25N_ThinF_IMG_20150818_152613_cell_165.png  \n",
      " extracting: cell_images/Uninfected/C64P25N_ThinF_IMG_20150818_152613_cell_171.png  \n",
      " extracting: cell_images/Uninfected/C64P25N_ThinF_IMG_20150818_152613_cell_20.png  \n",
      " extracting: cell_images/Uninfected/C64P25N_ThinF_IMG_20150818_152613_cell_43.png  \n",
      " extracting: cell_images/Uninfected/C64P25N_ThinF_IMG_20150818_152613_cell_78.png  \n",
      " extracting: cell_images/Uninfected/C64P25N_ThinF_IMG_20150818_152613_cell_97.png  \n",
      " extracting: cell_images/Uninfected/C64P25N_ThinF_IMG_20150818_152921_cell_119.png  \n",
      " extracting: cell_images/Uninfected/C64P25N_ThinF_IMG_20150818_152921_cell_12.png  \n",
      " extracting: cell_images/Uninfected/C64P25N_ThinF_IMG_20150818_152921_cell_13.png  \n",
      " extracting: cell_images/Uninfected/C64P25N_ThinF_IMG_20150818_152921_cell_139.png  \n",
      " extracting: cell_images/Uninfected/C64P25N_ThinF_IMG_20150818_152921_cell_169.png  \n",
      " extracting: cell_images/Uninfected/C64P25N_ThinF_IMG_20150818_152921_cell_172.png  \n",
      " extracting: cell_images/Uninfected/C64P25N_ThinF_IMG_20150818_152921_cell_177.png  \n",
      " extracting: cell_images/Uninfected/C64P25N_ThinF_IMG_20150818_152921_cell_179.png  \n",
      " extracting: cell_images/Uninfected/C64P25N_ThinF_IMG_20150818_152921_cell_31.png  \n",
      " extracting: cell_images/Uninfected/C64P25N_ThinF_IMG_20150818_152921_cell_33.png  \n",
      " extracting: cell_images/Uninfected/C64P25N_ThinF_IMG_20150818_152921_cell_35.png  \n",
      " extracting: cell_images/Uninfected/C64P25N_ThinF_IMG_20150818_152921_cell_39.png  \n",
      " extracting: cell_images/Uninfected/C64P25N_ThinF_IMG_20150818_153401_cell_103.png  \n",
      " extracting: cell_images/Uninfected/C64P25N_ThinF_IMG_20150818_153401_cell_11.png  \n",
      " extracting: cell_images/Uninfected/C64P25N_ThinF_IMG_20150818_153401_cell_133.png  \n",
      " extracting: cell_images/Uninfected/C64P25N_ThinF_IMG_20150818_153401_cell_135.png  \n",
      " extracting: cell_images/Uninfected/C64P25N_ThinF_IMG_20150818_153401_cell_160.png  \n",
      " extracting: cell_images/Uninfected/C64P25N_ThinF_IMG_20150818_153401_cell_171.png  \n",
      " extracting: cell_images/Uninfected/C64P25N_ThinF_IMG_20150818_153401_cell_179.png  \n",
      " extracting: cell_images/Uninfected/C64P25N_ThinF_IMG_20150818_153401_cell_42.png  \n",
      " extracting: cell_images/Uninfected/C64P25N_ThinF_IMG_20150818_153401_cell_45.png  \n",
      " extracting: cell_images/Uninfected/C64P25N_ThinF_IMG_20150818_153401_cell_70.png  \n",
      " extracting: cell_images/Uninfected/C64P25N_ThinF_IMG_20150818_153401_cell_74.png  \n",
      " extracting: cell_images/Uninfected/C64P25N_ThinF_IMG_20150818_153517_cell_1.png  \n",
      " extracting: cell_images/Uninfected/C64P25N_ThinF_IMG_20150818_153517_cell_122.png  \n",
      " extracting: cell_images/Uninfected/C64P25N_ThinF_IMG_20150818_153517_cell_130.png  \n",
      " extracting: cell_images/Uninfected/C64P25N_ThinF_IMG_20150818_153517_cell_144.png  \n",
      " extracting: cell_images/Uninfected/C64P25N_ThinF_IMG_20150818_153517_cell_145.png  \n",
      " extracting: cell_images/Uninfected/C64P25N_ThinF_IMG_20150818_153517_cell_24.png  \n",
      " extracting: cell_images/Uninfected/C64P25N_ThinF_IMG_20150818_153517_cell_34.png  \n",
      " extracting: cell_images/Uninfected/C64P25N_ThinF_IMG_20150818_153517_cell_40.png  \n",
      " extracting: cell_images/Uninfected/C64P25N_ThinF_IMG_20150818_153517_cell_49.png  \n",
      " extracting: cell_images/Uninfected/C64P25N_ThinF_IMG_20150818_153517_cell_56.png  \n",
      " extracting: cell_images/Uninfected/C64P25N_ThinF_IMG_20150818_153517_cell_76.png  \n",
      " extracting: cell_images/Uninfected/C64P25N_ThinF_IMG_20150818_153517_cell_90.png  \n",
      " extracting: cell_images/Uninfected/C65P26N_ThinF_IMG_20150818_154010_cell_111.png  \n",
      " extracting: cell_images/Uninfected/C65P26N_ThinF_IMG_20150818_154010_cell_165.png  \n",
      " extracting: cell_images/Uninfected/C65P26N_ThinF_IMG_20150818_154010_cell_186.png  \n",
      " extracting: cell_images/Uninfected/C65P26N_ThinF_IMG_20150818_154010_cell_192.png  \n",
      " extracting: cell_images/Uninfected/C65P26N_ThinF_IMG_20150818_154010_cell_193.png  \n",
      " extracting: cell_images/Uninfected/C65P26N_ThinF_IMG_20150818_154010_cell_66.png  \n",
      " extracting: cell_images/Uninfected/C65P26N_ThinF_IMG_20150818_154010_cell_81.png  \n",
      " extracting: cell_images/Uninfected/C65P26N_ThinF_IMG_20150818_154010_cell_82.png  \n",
      " extracting: cell_images/Uninfected/C65P26N_ThinF_IMG_20150818_154010_cell_84.png  \n",
      " extracting: cell_images/Uninfected/C65P26N_ThinF_IMG_20150818_154010_cell_87.png  \n",
      " extracting: cell_images/Uninfected/C65P26N_ThinF_IMG_20150818_154010_cell_96.png  \n",
      " extracting: cell_images/Uninfected/C65P26N_ThinF_IMG_20150818_154050_cell_100.png  \n",
      " extracting: cell_images/Uninfected/C65P26N_ThinF_IMG_20150818_154050_cell_119.png  \n",
      " extracting: cell_images/Uninfected/C65P26N_ThinF_IMG_20150818_154050_cell_123.png  \n",
      " extracting: cell_images/Uninfected/C65P26N_ThinF_IMG_20150818_154050_cell_146.png  \n",
      " extracting: cell_images/Uninfected/C65P26N_ThinF_IMG_20150818_154050_cell_160.png  \n",
      " extracting: cell_images/Uninfected/C65P26N_ThinF_IMG_20150818_154050_cell_168.png  \n",
      " extracting: cell_images/Uninfected/C65P26N_ThinF_IMG_20150818_154050_cell_18.png  \n",
      " extracting: cell_images/Uninfected/C65P26N_ThinF_IMG_20150818_154050_cell_19.png  \n",
      " extracting: cell_images/Uninfected/C65P26N_ThinF_IMG_20150818_154050_cell_36.png  \n",
      " extracting: cell_images/Uninfected/C65P26N_ThinF_IMG_20150818_154050_cell_37.png  \n",
      " extracting: cell_images/Uninfected/C65P26N_ThinF_IMG_20150818_154050_cell_39.png  \n",
      " extracting: cell_images/Uninfected/C65P26N_ThinF_IMG_20150818_154050_cell_90.png  \n",
      " extracting: cell_images/Uninfected/C65P26N_ThinF_IMG_20150818_154326_cell_104.png  \n",
      " extracting: cell_images/Uninfected/C65P26N_ThinF_IMG_20150818_154326_cell_108.png  \n",
      " extracting: cell_images/Uninfected/C65P26N_ThinF_IMG_20150818_154326_cell_114.png  \n",
      " extracting: cell_images/Uninfected/C65P26N_ThinF_IMG_20150818_154326_cell_12.png  \n",
      " extracting: cell_images/Uninfected/C65P26N_ThinF_IMG_20150818_154326_cell_168.png  \n",
      " extracting: cell_images/Uninfected/C65P26N_ThinF_IMG_20150818_154326_cell_175.png  \n",
      " extracting: cell_images/Uninfected/C65P26N_ThinF_IMG_20150818_154326_cell_179.png  \n",
      " extracting: cell_images/Uninfected/C65P26N_ThinF_IMG_20150818_154326_cell_53.png  \n",
      " extracting: cell_images/Uninfected/C65P26N_ThinF_IMG_20150818_154326_cell_64.png  \n",
      " extracting: cell_images/Uninfected/C65P26N_ThinF_IMG_20150818_154326_cell_74.png  \n",
      " extracting: cell_images/Uninfected/C65P26N_ThinF_IMG_20150818_154326_cell_94.png  \n",
      " extracting: cell_images/Uninfected/C65P26N_ThinF_IMG_20150818_154436_cell_1.png  \n",
      " extracting: cell_images/Uninfected/C65P26N_ThinF_IMG_20150818_154436_cell_101.png  \n",
      " extracting: cell_images/Uninfected/C65P26N_ThinF_IMG_20150818_154436_cell_12.png  \n",
      " extracting: cell_images/Uninfected/C65P26N_ThinF_IMG_20150818_154436_cell_124.png  \n",
      " extracting: cell_images/Uninfected/C65P26N_ThinF_IMG_20150818_154436_cell_134.png  \n",
      " extracting: cell_images/Uninfected/C65P26N_ThinF_IMG_20150818_154436_cell_146.png  \n",
      " extracting: cell_images/Uninfected/C65P26N_ThinF_IMG_20150818_154436_cell_173.png  \n",
      " extracting: cell_images/Uninfected/C65P26N_ThinF_IMG_20150818_154436_cell_3.png  \n",
      " extracting: cell_images/Uninfected/C65P26N_ThinF_IMG_20150818_154436_cell_34.png  \n",
      " extracting: cell_images/Uninfected/C65P26N_ThinF_IMG_20150818_154436_cell_38.png  \n",
      " extracting: cell_images/Uninfected/C65P26N_ThinF_IMG_20150818_154436_cell_44.png  \n",
      " extracting: cell_images/Uninfected/C65P26N_ThinF_IMG_20150818_154436_cell_81.png  \n",
      " extracting: cell_images/Uninfected/C65P26N_ThinF_IMG_20150818_154436_cell_82.png  \n",
      " extracting: cell_images/Uninfected/C65P26N_ThinF_IMG_20150818_154624_cell_118.png  \n",
      " extracting: cell_images/Uninfected/C65P26N_ThinF_IMG_20150818_154624_cell_148.png  \n",
      " extracting: cell_images/Uninfected/C65P26N_ThinF_IMG_20150818_154624_cell_169.png  \n",
      " extracting: cell_images/Uninfected/C65P26N_ThinF_IMG_20150818_154624_cell_17.png  \n",
      " extracting: cell_images/Uninfected/C65P26N_ThinF_IMG_20150818_154624_cell_180.png  \n",
      " extracting: cell_images/Uninfected/C65P26N_ThinF_IMG_20150818_154624_cell_190.png  \n",
      " extracting: cell_images/Uninfected/C65P26N_ThinF_IMG_20150818_154624_cell_31.png  \n",
      " extracting: cell_images/Uninfected/C65P26N_ThinF_IMG_20150818_154624_cell_41.png  \n",
      " extracting: cell_images/Uninfected/C65P26N_ThinF_IMG_20150818_154624_cell_43.png  \n",
      " extracting: cell_images/Uninfected/C65P26N_ThinF_IMG_20150818_154624_cell_74.png  \n",
      " extracting: cell_images/Uninfected/C65P26N_ThinF_IMG_20150818_154624_cell_88.png  \n",
      " extracting: cell_images/Uninfected/C65P26N_ThinF_IMG_20150818_154624_cell_99.png  \n",
      " extracting: cell_images/Uninfected/C65P26N_ThinF_IMG_20150818_154714_cell_110.png  \n",
      " extracting: cell_images/Uninfected/C65P26N_ThinF_IMG_20150818_154714_cell_120.png  \n",
      " extracting: cell_images/Uninfected/C65P26N_ThinF_IMG_20150818_154714_cell_126.png  \n",
      " extracting: cell_images/Uninfected/C65P26N_ThinF_IMG_20150818_154714_cell_136.png  \n",
      " extracting: cell_images/Uninfected/C65P26N_ThinF_IMG_20150818_154714_cell_173.png  \n",
      " extracting: cell_images/Uninfected/C65P26N_ThinF_IMG_20150818_154714_cell_20.png  \n",
      " extracting: cell_images/Uninfected/C65P26N_ThinF_IMG_20150818_154714_cell_28.png  \n",
      " extracting: cell_images/Uninfected/C65P26N_ThinF_IMG_20150818_154714_cell_41.png  \n",
      " extracting: cell_images/Uninfected/C65P26N_ThinF_IMG_20150818_154714_cell_63.png  \n",
      " extracting: cell_images/Uninfected/C65P26N_ThinF_IMG_20150818_154714_cell_64.png  \n",
      " extracting: cell_images/Uninfected/C65P26N_ThinF_IMG_20150818_154714_cell_69.png  \n",
      " extracting: cell_images/Uninfected/C65P26N_ThinF_IMG_20150818_154714_cell_80.png  \n",
      " extracting: cell_images/Uninfected/C66P27N_ThinF_IMG_20150818_163419_cell_117.png  \n",
      " extracting: cell_images/Uninfected/C66P27N_ThinF_IMG_20150818_163419_cell_120.png  \n",
      " extracting: cell_images/Uninfected/C66P27N_ThinF_IMG_20150818_163419_cell_125.png  \n",
      " extracting: cell_images/Uninfected/C66P27N_ThinF_IMG_20150818_163419_cell_127.png  \n",
      " extracting: cell_images/Uninfected/C66P27N_ThinF_IMG_20150818_163419_cell_172.png  \n",
      " extracting: cell_images/Uninfected/C66P27N_ThinF_IMG_20150818_163419_cell_182.png  \n",
      " extracting: cell_images/Uninfected/C66P27N_ThinF_IMG_20150818_163419_cell_188.png  \n",
      " extracting: cell_images/Uninfected/C66P27N_ThinF_IMG_20150818_163419_cell_189.png  \n",
      " extracting: cell_images/Uninfected/C66P27N_ThinF_IMG_20150818_163419_cell_191.png  \n",
      " extracting: cell_images/Uninfected/C66P27N_ThinF_IMG_20150818_163419_cell_36.png  \n",
      " extracting: cell_images/Uninfected/C66P27N_ThinF_IMG_20150818_163419_cell_72.png  \n",
      " extracting: cell_images/Uninfected/C66P27N_ThinF_IMG_20150818_163551_cell_108.png  \n",
      " extracting: cell_images/Uninfected/C66P27N_ThinF_IMG_20150818_163551_cell_12.png  \n",
      " extracting: cell_images/Uninfected/C66P27N_ThinF_IMG_20150818_163551_cell_16.png  \n",
      " extracting: cell_images/Uninfected/C66P27N_ThinF_IMG_20150818_163551_cell_167.png  \n",
      " extracting: cell_images/Uninfected/C66P27N_ThinF_IMG_20150818_163551_cell_26.png  \n",
      " extracting: cell_images/Uninfected/C66P27N_ThinF_IMG_20150818_163551_cell_30.png  \n",
      " extracting: cell_images/Uninfected/C66P27N_ThinF_IMG_20150818_163551_cell_38.png  \n",
      " extracting: cell_images/Uninfected/C66P27N_ThinF_IMG_20150818_163551_cell_41.png  \n",
      " extracting: cell_images/Uninfected/C66P27N_ThinF_IMG_20150818_163551_cell_82.png  \n",
      " extracting: cell_images/Uninfected/C66P27N_ThinF_IMG_20150818_163551_cell_86.png  \n",
      " extracting: cell_images/Uninfected/C66P27N_ThinF_IMG_20150818_163551_cell_98.png  \n",
      " extracting: cell_images/Uninfected/C66P27N_ThinF_IMG_20150818_164008_cell_10.png  \n",
      " extracting: cell_images/Uninfected/C66P27N_ThinF_IMG_20150818_164008_cell_101.png  \n",
      " extracting: cell_images/Uninfected/C66P27N_ThinF_IMG_20150818_164008_cell_118.png  \n",
      " extracting: cell_images/Uninfected/C66P27N_ThinF_IMG_20150818_164008_cell_144.png  \n",
      " extracting: cell_images/Uninfected/C66P27N_ThinF_IMG_20150818_164008_cell_30.png  \n",
      " extracting: cell_images/Uninfected/C66P27N_ThinF_IMG_20150818_164008_cell_37.png  \n",
      " extracting: cell_images/Uninfected/C66P27N_ThinF_IMG_20150818_164008_cell_5.png  \n",
      " extracting: cell_images/Uninfected/C66P27N_ThinF_IMG_20150818_164008_cell_54.png  \n",
      " extracting: cell_images/Uninfected/C66P27N_ThinF_IMG_20150818_164008_cell_58.png  \n",
      " extracting: cell_images/Uninfected/C66P27N_ThinF_IMG_20150818_164008_cell_88.png  \n",
      " extracting: cell_images/Uninfected/C66P27N_ThinF_IMG_20150818_164008_cell_99.png  \n",
      " extracting: cell_images/Uninfected/C66P27N_ThinF_IMG_20150818_164408_cell_122.png  \n",
      " extracting: cell_images/Uninfected/C66P27N_ThinF_IMG_20150818_164408_cell_17.png  \n",
      " extracting: cell_images/Uninfected/C66P27N_ThinF_IMG_20150818_164408_cell_22.png  \n",
      " extracting: cell_images/Uninfected/C66P27N_ThinF_IMG_20150818_164408_cell_4.png  \n",
      " extracting: cell_images/Uninfected/C66P27N_ThinF_IMG_20150818_164408_cell_42.png  \n",
      " extracting: cell_images/Uninfected/C66P27N_ThinF_IMG_20150818_164408_cell_52.png  \n",
      " extracting: cell_images/Uninfected/C66P27N_ThinF_IMG_20150818_164408_cell_60.png  \n",
      " extracting: cell_images/Uninfected/C66P27N_ThinF_IMG_20150818_164408_cell_68.png  \n",
      " extracting: cell_images/Uninfected/C66P27N_ThinF_IMG_20150818_164408_cell_75.png  \n",
      " extracting: cell_images/Uninfected/C66P27N_ThinF_IMG_20150818_164408_cell_86.png  \n",
      " extracting: cell_images/Uninfected/C66P27N_ThinF_IMG_20150818_164702_cell_104.png  \n",
      " extracting: cell_images/Uninfected/C66P27N_ThinF_IMG_20150818_164702_cell_117.png  \n",
      " extracting: cell_images/Uninfected/C66P27N_ThinF_IMG_20150818_164702_cell_128.png  \n",
      " extracting: cell_images/Uninfected/C66P27N_ThinF_IMG_20150818_164702_cell_142.png  \n",
      " extracting: cell_images/Uninfected/C66P27N_ThinF_IMG_20150818_164702_cell_32.png  \n",
      " extracting: cell_images/Uninfected/C66P27N_ThinF_IMG_20150818_164702_cell_70.png  \n",
      " extracting: cell_images/Uninfected/C66P27N_ThinF_IMG_20150818_164702_cell_73.png  \n",
      " extracting: cell_images/Uninfected/C66P27N_ThinF_IMG_20150818_164702_cell_78.png  \n",
      " extracting: cell_images/Uninfected/C66P27N_ThinF_IMG_20150818_164702_cell_81.png  \n",
      " extracting: cell_images/Uninfected/C66P27N_ThinF_IMG_20150818_164702_cell_83.png  \n",
      " extracting: cell_images/Uninfected/C66P27N_ThinF_IMG_20150818_164702_cell_87.png  \n",
      " extracting: cell_images/Uninfected/C66P27N_ThinF_IMG_20150818_164754_cell_122.png  \n",
      " extracting: cell_images/Uninfected/C66P27N_ThinF_IMG_20150818_164754_cell_14.png  \n",
      " extracting: cell_images/Uninfected/C66P27N_ThinF_IMG_20150818_164754_cell_158.png  \n",
      " extracting: cell_images/Uninfected/C66P27N_ThinF_IMG_20150818_164754_cell_160.png  \n",
      " extracting: cell_images/Uninfected/C66P27N_ThinF_IMG_20150818_164754_cell_163.png  \n",
      " extracting: cell_images/Uninfected/C66P27N_ThinF_IMG_20150818_164754_cell_45.png  \n",
      " extracting: cell_images/Uninfected/C66P27N_ThinF_IMG_20150818_164754_cell_59.png  \n",
      " extracting: cell_images/Uninfected/C66P27N_ThinF_IMG_20150818_164754_cell_77.png  \n",
      " extracting: cell_images/Uninfected/C66P27N_ThinF_IMG_20150818_164754_cell_85.png  \n",
      " extracting: cell_images/Uninfected/C66P27N_ThinF_IMG_20150818_164754_cell_86.png  \n",
      " extracting: cell_images/Uninfected/C66P27N_ThinF_IMG_20150818_164754_cell_95.png  \n",
      " extracting: cell_images/Uninfected/C66P27N_ThinF_IMG_20150818_164754_cell_97.png  \n",
      " extracting: cell_images/Uninfected/C67P28N_ThinF_IMG_20150819_115417_cell_104.png  \n",
      " extracting: cell_images/Uninfected/C67P28N_ThinF_IMG_20150819_115417_cell_12.png  \n",
      " extracting: cell_images/Uninfected/C67P28N_ThinF_IMG_20150819_115417_cell_125.png  \n",
      " extracting: cell_images/Uninfected/C67P28N_ThinF_IMG_20150819_115417_cell_13.png  \n",
      " extracting: cell_images/Uninfected/C67P28N_ThinF_IMG_20150819_115417_cell_133.png  \n",
      " extracting: cell_images/Uninfected/C67P28N_ThinF_IMG_20150819_115417_cell_158.png  \n",
      " extracting: cell_images/Uninfected/C67P28N_ThinF_IMG_20150819_115417_cell_177.png  \n",
      " extracting: cell_images/Uninfected/C67P28N_ThinF_IMG_20150819_115417_cell_55.png  \n",
      " extracting: cell_images/Uninfected/C67P28N_ThinF_IMG_20150819_115417_cell_92.png  \n",
      " extracting: cell_images/Uninfected/C67P28N_ThinF_IMG_20150819_115955_cell_107.png  \n",
      " extracting: cell_images/Uninfected/C67P28N_ThinF_IMG_20150819_115955_cell_13.png  \n",
      " extracting: cell_images/Uninfected/C67P28N_ThinF_IMG_20150819_115955_cell_17.png  \n",
      " extracting: cell_images/Uninfected/C67P28N_ThinF_IMG_20150819_115955_cell_19.png  \n",
      " extracting: cell_images/Uninfected/C67P28N_ThinF_IMG_20150819_115955_cell_29.png  \n",
      " extracting: cell_images/Uninfected/C67P28N_ThinF_IMG_20150819_115955_cell_38.png  \n",
      " extracting: cell_images/Uninfected/C67P28N_ThinF_IMG_20150819_115955_cell_48.png  \n",
      " extracting: cell_images/Uninfected/C67P28N_ThinF_IMG_20150819_115955_cell_97.png  \n",
      " extracting: cell_images/Uninfected/C67P28N_ThinF_IMG_20150819_121053_cell_105.png  \n",
      " extracting: cell_images/Uninfected/C67P28N_ThinF_IMG_20150819_121053_cell_126.png  \n",
      " extracting: cell_images/Uninfected/C67P28N_ThinF_IMG_20150819_121053_cell_140.png  \n",
      " extracting: cell_images/Uninfected/C67P28N_ThinF_IMG_20150819_121053_cell_152.png  \n",
      " extracting: cell_images/Uninfected/C67P28N_ThinF_IMG_20150819_121053_cell_158.png  \n",
      " extracting: cell_images/Uninfected/C67P28N_ThinF_IMG_20150819_121053_cell_176.png  \n",
      " extracting: cell_images/Uninfected/C67P28N_ThinF_IMG_20150819_121053_cell_68.png  \n",
      " extracting: cell_images/Uninfected/C67P28N_ThinF_IMG_20150819_121240_cell_112.png  \n",
      " extracting: cell_images/Uninfected/C67P28N_ThinF_IMG_20150819_121240_cell_132.png  \n",
      " extracting: cell_images/Uninfected/C67P28N_ThinF_IMG_20150819_121240_cell_194.png  \n",
      " extracting: cell_images/Uninfected/C67P28N_ThinF_IMG_20150819_121240_cell_219.png  \n",
      " extracting: cell_images/Uninfected/C67P28N_ThinF_IMG_20150819_121240_cell_228.png  \n",
      " extracting: cell_images/Uninfected/C67P28N_ThinF_IMG_20150819_121240_cell_240.png  \n",
      " extracting: cell_images/Uninfected/C67P28N_ThinF_IMG_20150819_121240_cell_36.png  \n",
      " extracting: cell_images/Uninfected/C67P28N_ThinF_IMG_20150819_121240_cell_85.png  \n",
      " extracting: cell_images/Uninfected/C67P28N_ThinF_IMG_20150819_121456_cell_102.png  \n",
      " extracting: cell_images/Uninfected/C67P28N_ThinF_IMG_20150819_121456_cell_128.png  \n",
      " extracting: cell_images/Uninfected/C67P28N_ThinF_IMG_20150819_121456_cell_133.png  \n",
      " extracting: cell_images/Uninfected/C67P28N_ThinF_IMG_20150819_121456_cell_150.png  \n",
      " extracting: cell_images/Uninfected/C67P28N_ThinF_IMG_20150819_121456_cell_174.png  \n",
      " extracting: cell_images/Uninfected/C67P28N_ThinF_IMG_20150819_121456_cell_56.png  \n",
      " extracting: cell_images/Uninfected/C67P28N_ThinF_IMG_20150819_121456_cell_95.png  \n",
      " extracting: cell_images/Uninfected/C67P28N_ThinF_IMG_20150819_121456_cell_96.png  \n",
      " extracting: cell_images/Uninfected/C67P28N_ThinF_IMG_20150819_125901_cell_146.png  \n",
      " extracting: cell_images/Uninfected/C67P28N_ThinF_IMG_20150819_125901_cell_149.png  \n",
      " extracting: cell_images/Uninfected/C67P28N_ThinF_IMG_20150819_125901_cell_188.png  \n",
      " extracting: cell_images/Uninfected/C67P28N_ThinF_IMG_20150819_125901_cell_210.png  \n",
      " extracting: cell_images/Uninfected/C67P28N_ThinF_IMG_20150819_125901_cell_225.png  \n",
      " extracting: cell_images/Uninfected/C67P28N_ThinF_IMG_20150819_125901_cell_50.png  \n",
      " extracting: cell_images/Uninfected/C67P28N_ThinF_IMG_20150819_125901_cell_66.png  \n",
      " extracting: cell_images/Uninfected/C67P28N_ThinF_IMG_20150819_125901_cell_72.png  \n",
      " extracting: cell_images/Uninfected/C67P28N_ThinF_IMG_20150819_125901_cell_78.png  \n",
      " extracting: cell_images/Uninfected/C67P28N_ThinF_IMG_20150819_132441_cell_10.png  \n",
      " extracting: cell_images/Uninfected/C67P28N_ThinF_IMG_20150819_132441_cell_114.png  \n",
      " extracting: cell_images/Uninfected/C67P28N_ThinF_IMG_20150819_132441_cell_117.png  \n",
      " extracting: cell_images/Uninfected/C67P28N_ThinF_IMG_20150819_132441_cell_123.png  \n",
      " extracting: cell_images/Uninfected/C67P28N_ThinF_IMG_20150819_132441_cell_136.png  \n",
      " extracting: cell_images/Uninfected/C67P28N_ThinF_IMG_20150819_132441_cell_150.png  \n",
      " extracting: cell_images/Uninfected/C67P28N_ThinF_IMG_20150819_132441_cell_56.png  \n",
      " extracting: cell_images/Uninfected/C67P28N_ThinF_IMG_20150819_132441_cell_59.png  \n",
      " extracting: cell_images/Uninfected/C67P28N_ThinF_IMG_20150819_132441_cell_87.png  \n",
      " extracting: cell_images/Uninfected/C67P28N_ThinF_IMG_20150819_133000_cell_119.png  \n",
      " extracting: cell_images/Uninfected/C67P28N_ThinF_IMG_20150819_133000_cell_142.png  \n",
      " extracting: cell_images/Uninfected/C67P28N_ThinF_IMG_20150819_133000_cell_143.png  \n",
      " extracting: cell_images/Uninfected/C67P28N_ThinF_IMG_20150819_133000_cell_23.png  \n",
      " extracting: cell_images/Uninfected/C67P28N_ThinF_IMG_20150819_133000_cell_52.png  \n",
      " extracting: cell_images/Uninfected/C67P28N_ThinF_IMG_20150819_133000_cell_53.png  \n",
      " extracting: cell_images/Uninfected/C67P28N_ThinF_IMG_20150819_133000_cell_61.png  \n",
      " extracting: cell_images/Uninfected/C67P28N_ThinF_IMG_20150819_133000_cell_72.png  \n",
      " extracting: cell_images/Uninfected/C67P28N_ThinF_IMG_20150819_133000_cell_79.png  \n",
      " extracting: cell_images/Uninfected/C68P29N_ThinF_IMG_20150819_133236_cell_123.png  \n",
      " extracting: cell_images/Uninfected/C68P29N_ThinF_IMG_20150819_133236_cell_27.png  \n",
      " extracting: cell_images/Uninfected/C68P29N_ThinF_IMG_20150819_133236_cell_33.png  \n",
      " extracting: cell_images/Uninfected/C68P29N_ThinF_IMG_20150819_133236_cell_54.png  \n",
      " extracting: cell_images/Uninfected/C68P29N_ThinF_IMG_20150819_133236_cell_55.png  \n",
      " extracting: cell_images/Uninfected/C68P29N_ThinF_IMG_20150819_133236_cell_57.png  \n",
      " extracting: cell_images/Uninfected/C68P29N_ThinF_IMG_20150819_133236_cell_60.png  \n",
      " extracting: cell_images/Uninfected/C68P29N_ThinF_IMG_20150819_133236_cell_64.png  \n",
      " extracting: cell_images/Uninfected/C68P29N_ThinF_IMG_20150819_133236_cell_68.png  \n",
      " extracting: cell_images/Uninfected/C68P29N_ThinF_IMG_20150819_133236_cell_79.png  \n",
      " extracting: cell_images/Uninfected/C68P29N_ThinF_IMG_20150819_133236_cell_93.png  \n",
      " extracting: cell_images/Uninfected/C68P29N_ThinF_IMG_20150819_133350_cell_100.png  \n",
      " extracting: cell_images/Uninfected/C68P29N_ThinF_IMG_20150819_133350_cell_103.png  \n",
      " extracting: cell_images/Uninfected/C68P29N_ThinF_IMG_20150819_133350_cell_109.png  \n",
      " extracting: cell_images/Uninfected/C68P29N_ThinF_IMG_20150819_133350_cell_21.png  \n",
      " extracting: cell_images/Uninfected/C68P29N_ThinF_IMG_20150819_133350_cell_27.png  \n",
      " extracting: cell_images/Uninfected/C68P29N_ThinF_IMG_20150819_133350_cell_45.png  \n",
      " extracting: cell_images/Uninfected/C68P29N_ThinF_IMG_20150819_133350_cell_48.png  \n",
      " extracting: cell_images/Uninfected/C68P29N_ThinF_IMG_20150819_133350_cell_58.png  \n",
      " extracting: cell_images/Uninfected/C68P29N_ThinF_IMG_20150819_133350_cell_64.png  \n",
      " extracting: cell_images/Uninfected/C68P29N_ThinF_IMG_20150819_133350_cell_68.png  \n",
      " extracting: cell_images/Uninfected/C68P29N_ThinF_IMG_20150819_133350_cell_82.png  \n",
      " extracting: cell_images/Uninfected/C68P29N_ThinF_IMG_20150819_133350_cell_85.png  \n",
      " extracting: cell_images/Uninfected/C68P29N_ThinF_IMG_20150819_133447_cell_1.png  \n",
      " extracting: cell_images/Uninfected/C68P29N_ThinF_IMG_20150819_133447_cell_104.png  \n",
      " extracting: cell_images/Uninfected/C68P29N_ThinF_IMG_20150819_133447_cell_15.png  \n",
      " extracting: cell_images/Uninfected/C68P29N_ThinF_IMG_20150819_133447_cell_17.png  \n",
      " extracting: cell_images/Uninfected/C68P29N_ThinF_IMG_20150819_133447_cell_22.png  \n",
      " extracting: cell_images/Uninfected/C68P29N_ThinF_IMG_20150819_133447_cell_32.png  \n",
      " extracting: cell_images/Uninfected/C68P29N_ThinF_IMG_20150819_133447_cell_36.png  \n",
      " extracting: cell_images/Uninfected/C68P29N_ThinF_IMG_20150819_133447_cell_42.png  \n",
      " extracting: cell_images/Uninfected/C68P29N_ThinF_IMG_20150819_133447_cell_44.png  \n",
      " extracting: cell_images/Uninfected/C68P29N_ThinF_IMG_20150819_133447_cell_77.png  \n",
      " extracting: cell_images/Uninfected/C68P29N_ThinF_IMG_20150819_133447_cell_8.png  \n",
      " extracting: cell_images/Uninfected/C68P29N_ThinF_IMG_20150819_133447_cell_87.png  \n",
      " extracting: cell_images/Uninfected/C68P29N_ThinF_IMG_20150819_134112_cell_10.png  \n",
      " extracting: cell_images/Uninfected/C68P29N_ThinF_IMG_20150819_134112_cell_14.png  \n",
      " extracting: cell_images/Uninfected/C68P29N_ThinF_IMG_20150819_134112_cell_17.png  \n",
      " extracting: cell_images/Uninfected/C68P29N_ThinF_IMG_20150819_134112_cell_51.png  \n",
      " extracting: cell_images/Uninfected/C68P29N_ThinF_IMG_20150819_134112_cell_55.png  \n",
      " extracting: cell_images/Uninfected/C68P29N_ThinF_IMG_20150819_134112_cell_6.png  \n",
      " extracting: cell_images/Uninfected/C68P29N_ThinF_IMG_20150819_134112_cell_79.png  \n",
      " extracting: cell_images/Uninfected/C68P29N_ThinF_IMG_20150819_134112_cell_8.png  \n",
      " extracting: cell_images/Uninfected/C68P29N_ThinF_IMG_20150819_134112_cell_83.png  \n",
      " extracting: cell_images/Uninfected/C68P29N_ThinF_IMG_20150819_134112_cell_85.png  \n",
      " extracting: cell_images/Uninfected/C68P29N_ThinF_IMG_20150819_134112_cell_99.png  \n",
      " extracting: cell_images/Uninfected/C68P29N_ThinF_IMG_20150819_134326_cell_1.png  \n",
      " extracting: cell_images/Uninfected/C68P29N_ThinF_IMG_20150819_134326_cell_10.png  \n",
      " extracting: cell_images/Uninfected/C68P29N_ThinF_IMG_20150819_134326_cell_104.png  \n",
      " extracting: cell_images/Uninfected/C68P29N_ThinF_IMG_20150819_134326_cell_20.png  \n",
      " extracting: cell_images/Uninfected/C68P29N_ThinF_IMG_20150819_134326_cell_21.png  \n",
      " extracting: cell_images/Uninfected/C68P29N_ThinF_IMG_20150819_134326_cell_28.png  \n",
      " extracting: cell_images/Uninfected/C68P29N_ThinF_IMG_20150819_134326_cell_3.png  \n",
      " extracting: cell_images/Uninfected/C68P29N_ThinF_IMG_20150819_134326_cell_5.png  \n",
      " extracting: cell_images/Uninfected/C68P29N_ThinF_IMG_20150819_134326_cell_53.png  \n",
      " extracting: cell_images/Uninfected/C68P29N_ThinF_IMG_20150819_134326_cell_79.png  \n",
      " extracting: cell_images/Uninfected/C68P29N_ThinF_IMG_20150819_134326_cell_9.png  \n",
      " extracting: cell_images/Uninfected/C68P29N_ThinF_IMG_20150819_134326_cell_91.png  \n",
      " extracting: cell_images/Uninfected/C68P29N_ThinF_IMG_20150819_134504_cell_12.png  \n",
      " extracting: cell_images/Uninfected/C68P29N_ThinF_IMG_20150819_134504_cell_14.png  \n",
      " extracting: cell_images/Uninfected/C68P29N_ThinF_IMG_20150819_134504_cell_24.png  \n",
      " extracting: cell_images/Uninfected/C68P29N_ThinF_IMG_20150819_134504_cell_37.png  \n",
      " extracting: cell_images/Uninfected/C68P29N_ThinF_IMG_20150819_134504_cell_5.png  \n",
      " extracting: cell_images/Uninfected/C68P29N_ThinF_IMG_20150819_134504_cell_62.png  \n",
      " extracting: cell_images/Uninfected/C68P29N_ThinF_IMG_20150819_134504_cell_65.png  \n",
      " extracting: cell_images/Uninfected/C68P29N_ThinF_IMG_20150819_134504_cell_76.png  \n",
      " extracting: cell_images/Uninfected/C68P29N_ThinF_IMG_20150819_134504_cell_88.png  \n",
      " extracting: cell_images/Uninfected/C68P29N_ThinF_IMG_20150819_134504_cell_92.png  \n",
      " extracting: cell_images/Uninfected/C68P29N_ThinF_IMG_20150819_134504_cell_95.png  \n",
      " extracting: cell_images/Uninfected/C69P30N_ThinF_IMG_20150819_135421_cell_112.png  \n",
      " extracting: cell_images/Uninfected/C69P30N_ThinF_IMG_20150819_135421_cell_119.png  \n",
      " extracting: cell_images/Uninfected/C69P30N_ThinF_IMG_20150819_135421_cell_127.png  \n",
      " extracting: cell_images/Uninfected/C69P30N_ThinF_IMG_20150819_135421_cell_148.png  \n",
      " extracting: cell_images/Uninfected/C69P30N_ThinF_IMG_20150819_135421_cell_15.png  \n",
      " extracting: cell_images/Uninfected/C69P30N_ThinF_IMG_20150819_135421_cell_157.png  \n",
      " extracting: cell_images/Uninfected/C69P30N_ThinF_IMG_20150819_135421_cell_161.png  \n",
      " extracting: cell_images/Uninfected/C69P30N_ThinF_IMG_20150819_135421_cell_165.png  \n",
      " extracting: cell_images/Uninfected/C69P30N_ThinF_IMG_20150819_135421_cell_170.png  \n",
      " extracting: cell_images/Uninfected/C69P30N_ThinF_IMG_20150819_135421_cell_186.png  \n",
      " extracting: cell_images/Uninfected/C69P30N_ThinF_IMG_20150819_135421_cell_19.png  \n",
      " extracting: cell_images/Uninfected/C69P30N_ThinF_IMG_20150819_135421_cell_203.png  \n",
      " extracting: cell_images/Uninfected/C69P30N_ThinF_IMG_20150819_135421_cell_30.png  \n",
      " extracting: cell_images/Uninfected/C69P30N_ThinF_IMG_20150819_135613_cell_102.png  \n",
      " extracting: cell_images/Uninfected/C69P30N_ThinF_IMG_20150819_135613_cell_117.png  \n",
      " extracting: cell_images/Uninfected/C69P30N_ThinF_IMG_20150819_135613_cell_136.png  \n",
      " extracting: cell_images/Uninfected/C69P30N_ThinF_IMG_20150819_135613_cell_170.png  \n",
      " extracting: cell_images/Uninfected/C69P30N_ThinF_IMG_20150819_135613_cell_21.png  \n",
      " extracting: cell_images/Uninfected/C69P30N_ThinF_IMG_20150819_135613_cell_223.png  \n",
      " extracting: cell_images/Uninfected/C69P30N_ThinF_IMG_20150819_135613_cell_23.png  \n",
      " extracting: cell_images/Uninfected/C69P30N_ThinF_IMG_20150819_135613_cell_240.png  \n",
      " extracting: cell_images/Uninfected/C69P30N_ThinF_IMG_20150819_135613_cell_42.png  \n",
      " extracting: cell_images/Uninfected/C69P30N_ThinF_IMG_20150819_135613_cell_53.png  \n",
      " extracting: cell_images/Uninfected/C69P30N_ThinF_IMG_20150819_135613_cell_55.png  \n",
      " extracting: cell_images/Uninfected/C69P30N_ThinF_IMG_20150819_135613_cell_8.png  \n",
      " extracting: cell_images/Uninfected/C69P30N_ThinF_IMG_20150819_135613_cell_83.png  \n",
      " extracting: cell_images/Uninfected/C69P30N_ThinF_IMG_20150819_135705_cell_108.png  \n",
      " extracting: cell_images/Uninfected/C69P30N_ThinF_IMG_20150819_135705_cell_141.png  \n",
      " extracting: cell_images/Uninfected/C69P30N_ThinF_IMG_20150819_135705_cell_155.png  \n",
      " extracting: cell_images/Uninfected/C69P30N_ThinF_IMG_20150819_135705_cell_156.png  \n",
      " extracting: cell_images/Uninfected/C69P30N_ThinF_IMG_20150819_135705_cell_168.png  \n",
      " extracting: cell_images/Uninfected/C69P30N_ThinF_IMG_20150819_135705_cell_171.png  \n",
      " extracting: cell_images/Uninfected/C69P30N_ThinF_IMG_20150819_135705_cell_197.png  \n",
      " extracting: cell_images/Uninfected/C69P30N_ThinF_IMG_20150819_135705_cell_27.png  \n",
      " extracting: cell_images/Uninfected/C69P30N_ThinF_IMG_20150819_135705_cell_29.png  \n",
      " extracting: cell_images/Uninfected/C69P30N_ThinF_IMG_20150819_135705_cell_3.png  \n",
      " extracting: cell_images/Uninfected/C69P30N_ThinF_IMG_20150819_135705_cell_47.png  \n",
      " extracting: cell_images/Uninfected/C69P30N_ThinF_IMG_20150819_135705_cell_49.png  \n",
      " extracting: cell_images/Uninfected/C69P30N_ThinF_IMG_20150819_135705_cell_57.png  \n",
      " extracting: cell_images/Uninfected/C69P30N_ThinF_IMG_20150819_135705_cell_62.png  \n",
      " extracting: cell_images/Uninfected/C69P30N_ThinF_IMG_20150819_140143_cell_101.png  \n",
      " extracting: cell_images/Uninfected/C69P30N_ThinF_IMG_20150819_140143_cell_113.png  \n",
      " extracting: cell_images/Uninfected/C69P30N_ThinF_IMG_20150819_140143_cell_131.png  \n",
      " extracting: cell_images/Uninfected/C69P30N_ThinF_IMG_20150819_140143_cell_148.png  \n",
      " extracting: cell_images/Uninfected/C69P30N_ThinF_IMG_20150819_140143_cell_157.png  \n",
      " extracting: cell_images/Uninfected/C69P30N_ThinF_IMG_20150819_140143_cell_16.png  \n",
      " extracting: cell_images/Uninfected/C69P30N_ThinF_IMG_20150819_140143_cell_20.png  \n",
      " extracting: cell_images/Uninfected/C69P30N_ThinF_IMG_20150819_140143_cell_208.png  \n",
      " extracting: cell_images/Uninfected/C69P30N_ThinF_IMG_20150819_140143_cell_44.png  \n",
      " extracting: cell_images/Uninfected/C69P30N_ThinF_IMG_20150819_140143_cell_53.png  \n",
      " extracting: cell_images/Uninfected/C69P30N_ThinF_IMG_20150819_140143_cell_7.png  \n",
      " extracting: cell_images/Uninfected/C69P30N_ThinF_IMG_20150819_140143_cell_71.png  \n",
      " extracting: cell_images/Uninfected/C69P30N_ThinF_IMG_20150819_140143_cell_86.png  \n",
      " extracting: cell_images/Uninfected/C69P30N_ThinF_IMG_20150819_140143_cell_99.png  \n",
      " extracting: cell_images/Uninfected/C69P30N_ThinF_IMG_20150819_140652_cell_115.png  \n",
      " extracting: cell_images/Uninfected/C69P30N_ThinF_IMG_20150819_140652_cell_117.png  \n",
      " extracting: cell_images/Uninfected/C69P30N_ThinF_IMG_20150819_140652_cell_126.png  \n",
      " extracting: cell_images/Uninfected/C69P30N_ThinF_IMG_20150819_140652_cell_132.png  \n",
      " extracting: cell_images/Uninfected/C69P30N_ThinF_IMG_20150819_140652_cell_149.png  \n",
      " extracting: cell_images/Uninfected/C69P30N_ThinF_IMG_20150819_140652_cell_158.png  \n",
      " extracting: cell_images/Uninfected/C69P30N_ThinF_IMG_20150819_140652_cell_17.png  \n",
      " extracting: cell_images/Uninfected/C69P30N_ThinF_IMG_20150819_140652_cell_2.png  \n",
      " extracting: cell_images/Uninfected/C69P30N_ThinF_IMG_20150819_140652_cell_210.png  \n",
      " extracting: cell_images/Uninfected/C69P30N_ThinF_IMG_20150819_140652_cell_213.png  \n",
      " extracting: cell_images/Uninfected/C69P30N_ThinF_IMG_20150819_140652_cell_218.png  \n",
      " extracting: cell_images/Uninfected/C69P30N_ThinF_IMG_20150819_140652_cell_24.png  \n",
      " extracting: cell_images/Uninfected/C69P30N_ThinF_IMG_20150819_140652_cell_34.png  \n",
      " extracting: cell_images/Uninfected/C69P30N_ThinF_IMG_20150819_140652_cell_51.png  \n",
      " extracting: cell_images/Uninfected/C6NThinF_IMG_20150609_121955_cell_104.png  \n",
      " extracting: cell_images/Uninfected/C6NThinF_IMG_20150609_121955_cell_110.png  \n",
      " extracting: cell_images/Uninfected/C6NThinF_IMG_20150609_121955_cell_125.png  \n",
      " extracting: cell_images/Uninfected/C6NThinF_IMG_20150609_121955_cell_133.png  \n",
      " extracting: cell_images/Uninfected/C6NThinF_IMG_20150609_121955_cell_155.png  \n",
      " extracting: cell_images/Uninfected/C6NThinF_IMG_20150609_121955_cell_171.png  \n",
      " extracting: cell_images/Uninfected/C6NThinF_IMG_20150609_121955_cell_190.png  \n",
      " extracting: cell_images/Uninfected/C6NThinF_IMG_20150609_121955_cell_197.png  \n",
      " extracting: cell_images/Uninfected/C6NThinF_IMG_20150609_121955_cell_23.png  \n",
      " extracting: cell_images/Uninfected/C6NThinF_IMG_20150609_121955_cell_51.png  \n",
      " extracting: cell_images/Uninfected/C6NThinF_IMG_20150609_121955_cell_54.png  \n",
      " extracting: cell_images/Uninfected/C6NThinF_IMG_20150609_121955_cell_68.png  \n",
      " extracting: cell_images/Uninfected/C6NThinF_IMG_20150609_122327_cell_112.png  \n",
      " extracting: cell_images/Uninfected/C6NThinF_IMG_20150609_122327_cell_119.png  \n",
      " extracting: cell_images/Uninfected/C6NThinF_IMG_20150609_122327_cell_155.png  \n",
      " extracting: cell_images/Uninfected/C6NThinF_IMG_20150609_122327_cell_174.png  \n",
      " extracting: cell_images/Uninfected/C6NThinF_IMG_20150609_122327_cell_179.png  \n",
      " extracting: cell_images/Uninfected/C6NThinF_IMG_20150609_122327_cell_20.png  \n",
      " extracting: cell_images/Uninfected/C6NThinF_IMG_20150609_122327_cell_28.png  \n",
      " extracting: cell_images/Uninfected/C6NThinF_IMG_20150609_122327_cell_46.png  \n",
      " extracting: cell_images/Uninfected/C6NThinF_IMG_20150609_122327_cell_50.png  \n",
      " extracting: cell_images/Uninfected/C6NThinF_IMG_20150609_122327_cell_51.png  \n",
      " extracting: cell_images/Uninfected/C6NThinF_IMG_20150609_122327_cell_80.png  \n",
      " extracting: cell_images/Uninfected/C6NThinF_IMG_20150609_122327_cell_96.png  \n",
      " extracting: cell_images/Uninfected/C6NThinF_IMG_20150609_122421_cell_103.png  \n",
      " extracting: cell_images/Uninfected/C6NThinF_IMG_20150609_122421_cell_106.png  \n",
      " extracting: cell_images/Uninfected/C6NThinF_IMG_20150609_122421_cell_115.png  \n",
      " extracting: cell_images/Uninfected/C6NThinF_IMG_20150609_122421_cell_166.png  \n",
      " extracting: cell_images/Uninfected/C6NThinF_IMG_20150609_122421_cell_17.png  \n",
      " extracting: cell_images/Uninfected/C6NThinF_IMG_20150609_122421_cell_180.png  \n",
      " extracting: cell_images/Uninfected/C6NThinF_IMG_20150609_122421_cell_199.png  \n",
      " extracting: cell_images/Uninfected/C6NThinF_IMG_20150609_122421_cell_214.png  \n",
      " extracting: cell_images/Uninfected/C6NThinF_IMG_20150609_122421_cell_232.png  \n",
      " extracting: cell_images/Uninfected/C6NThinF_IMG_20150609_122421_cell_49.png  \n",
      " extracting: cell_images/Uninfected/C6NThinF_IMG_20150609_122421_cell_85.png  \n",
      " extracting: cell_images/Uninfected/C6NThinF_IMG_20150609_122421_cell_98.png  \n",
      " extracting: cell_images/Uninfected/C6NThinF_IMG_20150609_122547_cell_101.png  \n",
      " extracting: cell_images/Uninfected/C6NThinF_IMG_20150609_122547_cell_114.png  \n",
      " extracting: cell_images/Uninfected/C6NThinF_IMG_20150609_122547_cell_120.png  \n",
      " extracting: cell_images/Uninfected/C6NThinF_IMG_20150609_122547_cell_123.png  \n",
      " extracting: cell_images/Uninfected/C6NThinF_IMG_20150609_122547_cell_139.png  \n",
      " extracting: cell_images/Uninfected/C6NThinF_IMG_20150609_122547_cell_163.png  \n",
      " extracting: cell_images/Uninfected/C6NThinF_IMG_20150609_122547_cell_180.png  \n",
      " extracting: cell_images/Uninfected/C6NThinF_IMG_20150609_122547_cell_195.png  \n",
      " extracting: cell_images/Uninfected/C6NThinF_IMG_20150609_122547_cell_199.png  \n",
      " extracting: cell_images/Uninfected/C6NThinF_IMG_20150609_122547_cell_204.png  \n",
      " extracting: cell_images/Uninfected/C6NThinF_IMG_20150609_122547_cell_205.png  \n",
      " extracting: cell_images/Uninfected/C6NThinF_IMG_20150609_122547_cell_82.png  \n",
      " extracting: cell_images/Uninfected/C6NThinF_IMG_20150609_122725_cell_131.png  \n",
      " extracting: cell_images/Uninfected/C6NThinF_IMG_20150609_122725_cell_132.png  \n",
      " extracting: cell_images/Uninfected/C6NThinF_IMG_20150609_122725_cell_155.png  \n",
      " extracting: cell_images/Uninfected/C6NThinF_IMG_20150609_122725_cell_160.png  \n",
      " extracting: cell_images/Uninfected/C6NThinF_IMG_20150609_122725_cell_174.png  \n",
      " extracting: cell_images/Uninfected/C6NThinF_IMG_20150609_122725_cell_184.png  \n",
      " extracting: cell_images/Uninfected/C6NThinF_IMG_20150609_122725_cell_185.png  \n",
      " extracting: cell_images/Uninfected/C6NThinF_IMG_20150609_122725_cell_208.png  \n",
      " extracting: cell_images/Uninfected/C6NThinF_IMG_20150609_122725_cell_45.png  \n",
      " extracting: cell_images/Uninfected/C6NThinF_IMG_20150609_122725_cell_89.png  \n",
      " extracting: cell_images/Uninfected/C6NThinF_IMG_20150609_122725_cell_91.png  \n",
      " extracting: cell_images/Uninfected/C6NThinF_IMG_20150609_122832_cell_122.png  \n",
      " extracting: cell_images/Uninfected/C6NThinF_IMG_20150609_122832_cell_124.png  \n",
      " extracting: cell_images/Uninfected/C6NThinF_IMG_20150609_122832_cell_152.png  \n",
      " extracting: cell_images/Uninfected/C6NThinF_IMG_20150609_122832_cell_170.png  \n",
      " extracting: cell_images/Uninfected/C6NThinF_IMG_20150609_122832_cell_182.png  \n",
      " extracting: cell_images/Uninfected/C6NThinF_IMG_20150609_122832_cell_184.png  \n",
      " extracting: cell_images/Uninfected/C6NThinF_IMG_20150609_122832_cell_201.png  \n",
      " extracting: cell_images/Uninfected/C6NThinF_IMG_20150609_122832_cell_42.png  \n",
      " extracting: cell_images/Uninfected/C6NThinF_IMG_20150609_122832_cell_87.png  \n",
      " extracting: cell_images/Uninfected/C6NThinF_IMG_20150609_122832_cell_89.png  \n",
      " extracting: cell_images/Uninfected/C6NThinF_IMG_20150609_122832_cell_95.png  \n",
      " extracting: cell_images/Uninfected/C70P31_ThinF_IMG_20150813_130332_cell_21.png  \n",
      " extracting: cell_images/Uninfected/C70P31_ThinF_IMG_20150813_130332_cell_32.png  \n",
      " extracting: cell_images/Uninfected/C70P31_ThinF_IMG_20150813_130332_cell_34.png  \n",
      " extracting: cell_images/Uninfected/C70P31_ThinF_IMG_20150813_130332_cell_4.png  \n",
      " extracting: cell_images/Uninfected/C70P31_ThinF_IMG_20150813_130332_cell_44.png  \n",
      " extracting: cell_images/Uninfected/C70P31_ThinF_IMG_20150813_130332_cell_58.png  \n",
      " extracting: cell_images/Uninfected/C70P31_ThinF_IMG_20150813_130332_cell_85.png  \n",
      " extracting: cell_images/Uninfected/C70P31_ThinF_IMG_20150813_130510_cell_21.png  \n",
      " extracting: cell_images/Uninfected/C70P31_ThinF_IMG_20150813_130510_cell_43.png  \n",
      " extracting: cell_images/Uninfected/C70P31_ThinF_IMG_20150813_130510_cell_55.png  \n",
      " extracting: cell_images/Uninfected/C70P31_ThinF_IMG_20150813_130510_cell_67.png  \n",
      " extracting: cell_images/Uninfected/C70P31_ThinF_IMG_20150813_130510_cell_70.png  \n",
      " extracting: cell_images/Uninfected/C70P31_ThinF_IMG_20150813_130510_cell_8.png  \n",
      " extracting: cell_images/Uninfected/C70P31_ThinF_IMG_20150813_130849_cell_1.png  \n",
      " extracting: cell_images/Uninfected/C70P31_ThinF_IMG_20150813_130849_cell_2.png  \n",
      " extracting: cell_images/Uninfected/C70P31_ThinF_IMG_20150813_130849_cell_22.png  \n",
      " extracting: cell_images/Uninfected/C70P31_ThinF_IMG_20150813_130849_cell_26.png  \n",
      " extracting: cell_images/Uninfected/C70P31_ThinF_IMG_20150813_130849_cell_44.png  \n",
      " extracting: cell_images/Uninfected/C70P31_ThinF_IMG_20150813_130849_cell_46.png  \n",
      " extracting: cell_images/Uninfected/C70P31_ThinF_IMG_20150813_130849_cell_6.png  \n",
      " extracting: cell_images/Uninfected/C70P31_ThinF_IMG_20150813_130849_cell_69.png  \n",
      " extracting: cell_images/Uninfected/C70P31_ThinF_IMG_20150813_131022_cell_48.png  \n",
      " extracting: cell_images/Uninfected/C70P31_ThinF_IMG_20150813_131022_cell_54.png  \n",
      " extracting: cell_images/Uninfected/C70P31_ThinF_IMG_20150813_131022_cell_60.png  \n",
      " extracting: cell_images/Uninfected/C70P31_ThinF_IMG_20150813_131022_cell_64.png  \n",
      " extracting: cell_images/Uninfected/C70P31_ThinF_IMG_20150813_131022_cell_70.png  \n",
      " extracting: cell_images/Uninfected/C70P31_ThinF_IMG_20150813_131022_cell_75.png  \n",
      " extracting: cell_images/Uninfected/C70P31_ThinF_IMG_20150813_131022_cell_84.png  \n",
      " extracting: cell_images/Uninfected/C70P31_ThinF_IMG_20150813_131330_cell_22.png  \n",
      " extracting: cell_images/Uninfected/C70P31_ThinF_IMG_20150813_131330_cell_32.png  \n",
      " extracting: cell_images/Uninfected/C70P31_ThinF_IMG_20150813_131330_cell_35.png  \n",
      " extracting: cell_images/Uninfected/C70P31_ThinF_IMG_20150813_131330_cell_56.png  \n",
      " extracting: cell_images/Uninfected/C70P31_ThinF_IMG_20150813_131330_cell_57.png  \n",
      " extracting: cell_images/Uninfected/C70P31_ThinF_IMG_20150813_131330_cell_58.png  \n",
      " extracting: cell_images/Uninfected/C70P31_ThinF_IMG_20150813_131330_cell_72.png  \n",
      " extracting: cell_images/Uninfected/C70P31_ThinF_IMG_20150813_131609_cell_22.png  \n",
      " extracting: cell_images/Uninfected/C70P31_ThinF_IMG_20150813_131609_cell_4.png  \n",
      " extracting: cell_images/Uninfected/C70P31_ThinF_IMG_20150813_131609_cell_44.png  \n",
      " extracting: cell_images/Uninfected/C70P31_ThinF_IMG_20150813_131609_cell_49.png  \n",
      " extracting: cell_images/Uninfected/C70P31_ThinF_IMG_20150813_131609_cell_50.png  \n",
      " extracting: cell_images/Uninfected/C70P31_ThinF_IMG_20150813_131609_cell_51.png  \n",
      " extracting: cell_images/Uninfected/C70P31_ThinF_IMG_20150813_131609_cell_64.png  \n",
      " extracting: cell_images/Uninfected/C70P31_ThinF_IMG_20150819_141327_cell_14.png  \n",
      " extracting: cell_images/Uninfected/C70P31_ThinF_IMG_20150819_141327_cell_20.png  \n",
      " extracting: cell_images/Uninfected/C70P31_ThinF_IMG_20150819_141327_cell_33.png  \n",
      " extracting: cell_images/Uninfected/C70P31_ThinF_IMG_20150819_141327_cell_5.png  \n",
      " extracting: cell_images/Uninfected/C70P31_ThinF_IMG_20150819_141327_cell_63.png  \n",
      " extracting: cell_images/Uninfected/C70P31_ThinF_IMG_20150819_141327_cell_65.png  \n",
      " extracting: cell_images/Uninfected/C70P31_ThinF_IMG_20150819_141403_cell_17.png  \n",
      " extracting: cell_images/Uninfected/C70P31_ThinF_IMG_20150819_141403_cell_27.png  \n",
      " extracting: cell_images/Uninfected/C70P31_ThinF_IMG_20150819_141403_cell_40.png  \n",
      " extracting: cell_images/Uninfected/C70P31_ThinF_IMG_20150819_141403_cell_50.png  \n",
      " extracting: cell_images/Uninfected/C70P31_ThinF_IMG_20150819_141403_cell_62.png  \n",
      " extracting: cell_images/Uninfected/C70P31_ThinF_IMG_20150819_141403_cell_66.png  \n",
      " extracting: cell_images/Uninfected/C70P31_ThinF_IMG_20150819_141403_cell_82.png  \n",
      " extracting: cell_images/Uninfected/C70P31_ThinF_IMG_20150819_141436_cell_13.png  \n",
      " extracting: cell_images/Uninfected/C70P31_ThinF_IMG_20150819_141436_cell_18.png  \n",
      " extracting: cell_images/Uninfected/C70P31_ThinF_IMG_20150819_141436_cell_51.png  \n",
      " extracting: cell_images/Uninfected/C70P31_ThinF_IMG_20150819_141436_cell_80.png  \n",
      " extracting: cell_images/Uninfected/C70P31_ThinF_IMG_20150819_141436_cell_87.png  \n",
      " extracting: cell_images/Uninfected/C70P31_ThinF_IMG_20150819_141436_cell_92.png  \n",
      " extracting: cell_images/Uninfected/C70P31_ThinF_IMG_20150819_141436_cell_98.png  \n",
      " extracting: cell_images/Uninfected/C70P31_ThinF_IMG_20150819_141730_cell_26.png  \n",
      " extracting: cell_images/Uninfected/C70P31_ThinF_IMG_20150819_141730_cell_48.png  \n",
      " extracting: cell_images/Uninfected/C70P31_ThinF_IMG_20150819_141730_cell_53.png  \n",
      " extracting: cell_images/Uninfected/C70P31_ThinF_IMG_20150819_141730_cell_65.png  \n",
      " extracting: cell_images/Uninfected/C70P31_ThinF_IMG_20150819_141730_cell_85.png  \n",
      " extracting: cell_images/Uninfected/C70P31_ThinF_IMG_20150819_141730_cell_90.png  \n",
      " extracting: cell_images/Uninfected/C70P31_ThinF_IMG_20150819_142744_cell_1.png  \n",
      " extracting: cell_images/Uninfected/C70P31_ThinF_IMG_20150819_142744_cell_22.png  \n",
      " extracting: cell_images/Uninfected/C70P31_ThinF_IMG_20150819_142744_cell_41.png  \n",
      " extracting: cell_images/Uninfected/C70P31_ThinF_IMG_20150819_142744_cell_48.png  \n",
      " extracting: cell_images/Uninfected/C70P31_ThinF_IMG_20150819_142744_cell_51.png  \n",
      " extracting: cell_images/Uninfected/C70P31_ThinF_IMG_20150819_142744_cell_68.png  \n",
      " extracting: cell_images/Uninfected/C70P31_ThinF_IMG_20150819_142744_cell_80.png  \n",
      " extracting: cell_images/Uninfected/C70P31_ThinF_IMG_20150819_142744_cell_86.png  \n",
      " extracting: cell_images/Uninfected/C71P32_ThinF_IMG_20150813_161634_cell_110.png  \n",
      " extracting: cell_images/Uninfected/C71P32_ThinF_IMG_20150813_161634_cell_128.png  \n",
      " extracting: cell_images/Uninfected/C71P32_ThinF_IMG_20150813_161634_cell_18.png  \n",
      " extracting: cell_images/Uninfected/C71P32_ThinF_IMG_20150813_161634_cell_189.png  \n",
      " extracting: cell_images/Uninfected/C71P32_ThinF_IMG_20150813_161634_cell_208.png  \n",
      " extracting: cell_images/Uninfected/C71P32_ThinF_IMG_20150813_161634_cell_225.png  \n",
      " extracting: cell_images/Uninfected/C71P32_ThinF_IMG_20150813_161634_cell_49.png  \n",
      " extracting: cell_images/Uninfected/C71P32_ThinF_IMG_20150813_161634_cell_58.png  \n",
      " extracting: cell_images/Uninfected/C71P32_ThinF_IMG_20150813_161634_cell_66.png  \n",
      " extracting: cell_images/Uninfected/C71P32_ThinF_IMG_20150813_161634_cell_68.png  \n",
      " extracting: cell_images/Uninfected/C71P32_ThinF_IMG_20150813_161634_cell_78.png  \n",
      " extracting: cell_images/Uninfected/C71P32_ThinF_IMG_20150813_162016_cell_108.png  \n",
      " extracting: cell_images/Uninfected/C71P32_ThinF_IMG_20150813_162016_cell_166.png  \n",
      " extracting: cell_images/Uninfected/C71P32_ThinF_IMG_20150813_162016_cell_18.png  \n",
      " extracting: cell_images/Uninfected/C71P32_ThinF_IMG_20150813_162016_cell_193.png  \n",
      " extracting: cell_images/Uninfected/C71P32_ThinF_IMG_20150813_162016_cell_209.png  \n",
      " extracting: cell_images/Uninfected/C71P32_ThinF_IMG_20150813_162016_cell_23.png  \n",
      " extracting: cell_images/Uninfected/C71P32_ThinF_IMG_20150813_162016_cell_39.png  \n",
      " extracting: cell_images/Uninfected/C71P32_ThinF_IMG_20150813_162016_cell_44.png  \n",
      " extracting: cell_images/Uninfected/C71P32_ThinF_IMG_20150813_162016_cell_61.png  \n",
      " extracting: cell_images/Uninfected/C71P32_ThinF_IMG_20150813_162016_cell_72.png  \n",
      " extracting: cell_images/Uninfected/C71P32_ThinF_IMG_20150813_162016_cell_80.png  \n",
      " extracting: cell_images/Uninfected/C71P32_ThinF_IMG_20150813_162016_cell_82.png  \n",
      " extracting: cell_images/Uninfected/C71P32_ThinF_IMG_20150813_162146_cell_120.png  \n",
      " extracting: cell_images/Uninfected/C71P32_ThinF_IMG_20150813_162146_cell_121.png  \n",
      " extracting: cell_images/Uninfected/C71P32_ThinF_IMG_20150813_162146_cell_134.png  \n",
      " extracting: cell_images/Uninfected/C71P32_ThinF_IMG_20150813_162146_cell_136.png  \n",
      " extracting: cell_images/Uninfected/C71P32_ThinF_IMG_20150813_162146_cell_183.png  \n",
      " extracting: cell_images/Uninfected/C71P32_ThinF_IMG_20150813_162146_cell_188.png  \n",
      " extracting: cell_images/Uninfected/C71P32_ThinF_IMG_20150813_162146_cell_31.png  \n",
      " extracting: cell_images/Uninfected/C71P32_ThinF_IMG_20150813_162146_cell_36.png  \n",
      " extracting: cell_images/Uninfected/C71P32_ThinF_IMG_20150813_162146_cell_43.png  \n",
      " extracting: cell_images/Uninfected/C71P32_ThinF_IMG_20150813_162146_cell_53.png  \n",
      " extracting: cell_images/Uninfected/C71P32_ThinF_IMG_20150813_162146_cell_61.png  \n",
      " extracting: cell_images/Uninfected/C71P32_ThinF_IMG_20150813_162146_cell_95.png  \n",
      " extracting: cell_images/Uninfected/C71P32_ThinF_IMG_20150813_162554_cell_103.png  \n",
      " extracting: cell_images/Uninfected/C71P32_ThinF_IMG_20150813_162554_cell_108.png  \n",
      " extracting: cell_images/Uninfected/C71P32_ThinF_IMG_20150813_162554_cell_13.png  \n",
      " extracting: cell_images/Uninfected/C71P32_ThinF_IMG_20150813_162554_cell_155.png  \n",
      " extracting: cell_images/Uninfected/C71P32_ThinF_IMG_20150813_162554_cell_21.png  \n",
      " extracting: cell_images/Uninfected/C71P32_ThinF_IMG_20150813_162554_cell_40.png  \n",
      " extracting: cell_images/Uninfected/C71P32_ThinF_IMG_20150813_162554_cell_55.png  \n",
      " extracting: cell_images/Uninfected/C71P32_ThinF_IMG_20150813_162554_cell_65.png  \n",
      " extracting: cell_images/Uninfected/C71P32_ThinF_IMG_20150813_162554_cell_79.png  \n",
      " extracting: cell_images/Uninfected/C71P32_ThinF_IMG_20150813_162554_cell_83.png  \n",
      " extracting: cell_images/Uninfected/C71P32_ThinF_IMG_20150813_162554_cell_95.png  \n",
      " extracting: cell_images/Uninfected/C71P32_ThinF_IMG_20150813_162554_cell_99.png  \n",
      " extracting: cell_images/Uninfected/C71P32_ThinF_IMG_20150813_163120_cell_124.png  \n",
      " extracting: cell_images/Uninfected/C71P32_ThinF_IMG_20150813_163120_cell_135.png  \n",
      " extracting: cell_images/Uninfected/C71P32_ThinF_IMG_20150813_163120_cell_140.png  \n",
      " extracting: cell_images/Uninfected/C71P32_ThinF_IMG_20150813_163120_cell_159.png  \n",
      " extracting: cell_images/Uninfected/C71P32_ThinF_IMG_20150813_163120_cell_160.png  \n",
      " extracting: cell_images/Uninfected/C71P32_ThinF_IMG_20150813_163120_cell_177.png  \n",
      " extracting: cell_images/Uninfected/C71P32_ThinF_IMG_20150813_163120_cell_187.png  \n",
      " extracting: cell_images/Uninfected/C71P32_ThinF_IMG_20150813_163120_cell_43.png  \n",
      " extracting: cell_images/Uninfected/C71P32_ThinF_IMG_20150813_163120_cell_70.png  \n",
      " extracting: cell_images/Uninfected/C71P32_ThinF_IMG_20150813_163120_cell_78.png  \n",
      " extracting: cell_images/Uninfected/C71P32_ThinF_IMG_20150813_163120_cell_88.png  \n",
      " extracting: cell_images/Uninfected/C71P32_ThinF_IMG_20150813_163655_cell_117.png  \n",
      " extracting: cell_images/Uninfected/C71P32_ThinF_IMG_20150813_163655_cell_140.png  \n",
      " extracting: cell_images/Uninfected/C71P32_ThinF_IMG_20150813_163655_cell_141.png  \n",
      " extracting: cell_images/Uninfected/C71P32_ThinF_IMG_20150813_163655_cell_165.png  \n",
      " extracting: cell_images/Uninfected/C71P32_ThinF_IMG_20150813_163655_cell_176.png  \n",
      " extracting: cell_images/Uninfected/C71P32_ThinF_IMG_20150813_163655_cell_187.png  \n",
      " extracting: cell_images/Uninfected/C71P32_ThinF_IMG_20150813_163655_cell_20.png  \n",
      " extracting: cell_images/Uninfected/C71P32_ThinF_IMG_20150813_163655_cell_33.png  \n",
      " extracting: cell_images/Uninfected/C71P32_ThinF_IMG_20150813_163655_cell_49.png  \n",
      " extracting: cell_images/Uninfected/C71P32_ThinF_IMG_20150813_163655_cell_58.png  \n",
      " extracting: cell_images/Uninfected/C71P32_ThinF_IMG_20150813_163655_cell_60.png  \n",
      " extracting: cell_images/Uninfected/C71P32_ThinF_IMG_20150813_163655_cell_62.png  \n",
      " extracting: cell_images/Uninfected/C72P33_ThinF_IMG_20150815_104045_cell_109.png  \n",
      " extracting: cell_images/Uninfected/C72P33_ThinF_IMG_20150815_104045_cell_118.png  \n",
      " extracting: cell_images/Uninfected/C72P33_ThinF_IMG_20150815_104045_cell_135.png  \n",
      " extracting: cell_images/Uninfected/C72P33_ThinF_IMG_20150815_104045_cell_163.png  \n",
      " extracting: cell_images/Uninfected/C72P33_ThinF_IMG_20150815_104045_cell_17.png  \n",
      " extracting: cell_images/Uninfected/C72P33_ThinF_IMG_20150815_104045_cell_175.png  \n",
      " extracting: cell_images/Uninfected/C72P33_ThinF_IMG_20150815_104045_cell_194.png  \n",
      " extracting: cell_images/Uninfected/C72P33_ThinF_IMG_20150815_104045_cell_195.png  \n",
      " extracting: cell_images/Uninfected/C72P33_ThinF_IMG_20150815_104045_cell_48.png  \n",
      " extracting: cell_images/Uninfected/C72P33_ThinF_IMG_20150815_104045_cell_50.png  \n",
      " extracting: cell_images/Uninfected/C72P33_ThinF_IMG_20150815_104045_cell_60.png  \n",
      " extracting: cell_images/Uninfected/C72P33_ThinF_IMG_20150815_104045_cell_62.png  \n",
      " extracting: cell_images/Uninfected/C72P33_ThinF_IMG_20150815_104307_cell_135.png  \n",
      " extracting: cell_images/Uninfected/C72P33_ThinF_IMG_20150815_104307_cell_154.png  \n",
      " extracting: cell_images/Uninfected/C72P33_ThinF_IMG_20150815_104307_cell_169.png  \n",
      " extracting: cell_images/Uninfected/C72P33_ThinF_IMG_20150815_104307_cell_182.png  \n",
      " extracting: cell_images/Uninfected/C72P33_ThinF_IMG_20150815_104307_cell_185.png  \n",
      " extracting: cell_images/Uninfected/C72P33_ThinF_IMG_20150815_104307_cell_208.png  \n",
      " extracting: cell_images/Uninfected/C72P33_ThinF_IMG_20150815_104307_cell_217.png  \n",
      " extracting: cell_images/Uninfected/C72P33_ThinF_IMG_20150815_104307_cell_53.png  \n",
      " extracting: cell_images/Uninfected/C72P33_ThinF_IMG_20150815_104307_cell_60.png  \n",
      " extracting: cell_images/Uninfected/C72P33_ThinF_IMG_20150815_104307_cell_66.png  \n",
      " extracting: cell_images/Uninfected/C72P33_ThinF_IMG_20150815_104307_cell_85.png  \n",
      " extracting: cell_images/Uninfected/C72P33_ThinF_IMG_20150815_104307_cell_90.png  \n",
      " extracting: cell_images/Uninfected/C72P33_ThinF_IMG_20150815_104843_cell_138.png  \n",
      " extracting: cell_images/Uninfected/C72P33_ThinF_IMG_20150815_104843_cell_145.png  \n",
      " extracting: cell_images/Uninfected/C72P33_ThinF_IMG_20150815_104843_cell_155.png  \n",
      " extracting: cell_images/Uninfected/C72P33_ThinF_IMG_20150815_104843_cell_173.png  \n",
      " extracting: cell_images/Uninfected/C72P33_ThinF_IMG_20150815_104843_cell_187.png  \n",
      " extracting: cell_images/Uninfected/C72P33_ThinF_IMG_20150815_104843_cell_189.png  \n",
      " extracting: cell_images/Uninfected/C72P33_ThinF_IMG_20150815_104843_cell_194.png  \n",
      " extracting: cell_images/Uninfected/C72P33_ThinF_IMG_20150815_104843_cell_59.png  \n",
      " extracting: cell_images/Uninfected/C72P33_ThinF_IMG_20150815_104843_cell_66.png  \n",
      " extracting: cell_images/Uninfected/C72P33_ThinF_IMG_20150815_104843_cell_71.png  \n",
      " extracting: cell_images/Uninfected/C72P33_ThinF_IMG_20150815_104843_cell_91.png  \n",
      " extracting: cell_images/Uninfected/C72P33_ThinF_IMG_20150815_104923_cell_110.png  \n",
      " extracting: cell_images/Uninfected/C72P33_ThinF_IMG_20150815_104923_cell_156.png  \n",
      " extracting: cell_images/Uninfected/C72P33_ThinF_IMG_20150815_104923_cell_166.png  \n",
      " extracting: cell_images/Uninfected/C72P33_ThinF_IMG_20150815_104923_cell_170.png  \n",
      " extracting: cell_images/Uninfected/C72P33_ThinF_IMG_20150815_104923_cell_178.png  \n",
      " extracting: cell_images/Uninfected/C72P33_ThinF_IMG_20150815_104923_cell_199.png  \n",
      " extracting: cell_images/Uninfected/C72P33_ThinF_IMG_20150815_104923_cell_202.png  \n",
      " extracting: cell_images/Uninfected/C72P33_ThinF_IMG_20150815_104923_cell_208.png  \n",
      " extracting: cell_images/Uninfected/C72P33_ThinF_IMG_20150815_104923_cell_216.png  \n",
      " extracting: cell_images/Uninfected/C72P33_ThinF_IMG_20150815_104923_cell_229.png  \n",
      " extracting: cell_images/Uninfected/C72P33_ThinF_IMG_20150815_104923_cell_27.png  \n",
      " extracting: cell_images/Uninfected/C72P33_ThinF_IMG_20150815_104923_cell_94.png  \n",
      " extracting: cell_images/Uninfected/C72P33_ThinF_IMG_20150815_105033_cell_101.png  \n",
      " extracting: cell_images/Uninfected/C72P33_ThinF_IMG_20150815_105033_cell_115.png  \n",
      " extracting: cell_images/Uninfected/C72P33_ThinF_IMG_20150815_105033_cell_133.png  \n",
      " extracting: cell_images/Uninfected/C72P33_ThinF_IMG_20150815_105033_cell_136.png  \n",
      " extracting: cell_images/Uninfected/C72P33_ThinF_IMG_20150815_105033_cell_140.png  \n",
      " extracting: cell_images/Uninfected/C72P33_ThinF_IMG_20150815_105033_cell_151.png  \n",
      " extracting: cell_images/Uninfected/C72P33_ThinF_IMG_20150815_105033_cell_157.png  \n",
      " extracting: cell_images/Uninfected/C72P33_ThinF_IMG_20150815_105033_cell_175.png  \n",
      " extracting: cell_images/Uninfected/C72P33_ThinF_IMG_20150815_105033_cell_30.png  \n",
      " extracting: cell_images/Uninfected/C72P33_ThinF_IMG_20150815_105033_cell_39.png  \n",
      " extracting: cell_images/Uninfected/C72P33_ThinF_IMG_20150815_105033_cell_4.png  \n",
      " extracting: cell_images/Uninfected/C72P33_ThinF_IMG_20150815_105033_cell_93.png  \n",
      " extracting: cell_images/Uninfected/C72P33_ThinF_IMG_20150815_105823_cell_110.png  \n",
      " extracting: cell_images/Uninfected/C72P33_ThinF_IMG_20150815_105823_cell_113.png  \n",
      " extracting: cell_images/Uninfected/C72P33_ThinF_IMG_20150815_105823_cell_127.png  \n",
      " extracting: cell_images/Uninfected/C72P33_ThinF_IMG_20150815_105823_cell_137.png  \n",
      " extracting: cell_images/Uninfected/C72P33_ThinF_IMG_20150815_105823_cell_155.png  \n",
      " extracting: cell_images/Uninfected/C72P33_ThinF_IMG_20150815_105823_cell_175.png  \n",
      " extracting: cell_images/Uninfected/C72P33_ThinF_IMG_20150815_105823_cell_223.png  \n",
      " extracting: cell_images/Uninfected/C72P33_ThinF_IMG_20150815_105823_cell_23.png  \n",
      " extracting: cell_images/Uninfected/C72P33_ThinF_IMG_20150815_105823_cell_35.png  \n",
      " extracting: cell_images/Uninfected/C72P33_ThinF_IMG_20150815_105823_cell_40.png  \n",
      " extracting: cell_images/Uninfected/C72P33_ThinF_IMG_20150815_105823_cell_5.png  \n",
      " extracting: cell_images/Uninfected/C72P33_ThinF_IMG_20150815_105823_cell_87.png  \n",
      " extracting: cell_images/Uninfected/C73P34_ThinF_IMG_20150815_111114_cell_100.png  \n",
      " extracting: cell_images/Uninfected/C73P34_ThinF_IMG_20150815_111114_cell_144.png  \n",
      " extracting: cell_images/Uninfected/C73P34_ThinF_IMG_20150815_111114_cell_145.png  \n",
      " extracting: cell_images/Uninfected/C73P34_ThinF_IMG_20150815_111114_cell_196.png  \n",
      " extracting: cell_images/Uninfected/C73P34_ThinF_IMG_20150815_111114_cell_199.png  \n",
      " extracting: cell_images/Uninfected/C73P34_ThinF_IMG_20150815_111114_cell_203.png  \n",
      " extracting: cell_images/Uninfected/C73P34_ThinF_IMG_20150815_111114_cell_25.png  \n",
      " extracting: cell_images/Uninfected/C73P34_ThinF_IMG_20150815_111114_cell_41.png  \n",
      " extracting: cell_images/Uninfected/C73P34_ThinF_IMG_20150815_111114_cell_60.png  \n",
      " extracting: cell_images/Uninfected/C73P34_ThinF_IMG_20150815_111114_cell_77.png  \n",
      " extracting: cell_images/Uninfected/C73P34_ThinF_IMG_20150815_111114_cell_78.png  \n",
      " extracting: cell_images/Uninfected/C73P34_ThinF_IMG_20150815_111114_cell_97.png  \n",
      " extracting: cell_images/Uninfected/C73P34_ThinF_IMG_20150815_111302_cell_100.png  \n",
      " extracting: cell_images/Uninfected/C73P34_ThinF_IMG_20150815_111302_cell_127.png  \n",
      " extracting: cell_images/Uninfected/C73P34_ThinF_IMG_20150815_111302_cell_135.png  \n",
      " extracting: cell_images/Uninfected/C73P34_ThinF_IMG_20150815_111302_cell_19.png  \n",
      " extracting: cell_images/Uninfected/C73P34_ThinF_IMG_20150815_111302_cell_30.png  \n",
      " extracting: cell_images/Uninfected/C73P34_ThinF_IMG_20150815_111302_cell_6.png  \n",
      " extracting: cell_images/Uninfected/C73P34_ThinF_IMG_20150815_111302_cell_72.png  \n",
      " extracting: cell_images/Uninfected/C73P34_ThinF_IMG_20150815_111302_cell_79.png  \n",
      " extracting: cell_images/Uninfected/C73P34_ThinF_IMG_20150815_111302_cell_8.png  \n",
      " extracting: cell_images/Uninfected/C73P34_ThinF_IMG_20150815_111302_cell_84.png  \n",
      " extracting: cell_images/Uninfected/C73P34_ThinF_IMG_20150815_111302_cell_95.png  \n",
      " extracting: cell_images/Uninfected/C73P34_ThinF_IMG_20150815_111302_cell_98.png  \n",
      " extracting: cell_images/Uninfected/C73P34_ThinF_IMG_20150815_111422_cell_12.png  \n",
      " extracting: cell_images/Uninfected/C73P34_ThinF_IMG_20150815_111422_cell_126.png  \n",
      " extracting: cell_images/Uninfected/C73P34_ThinF_IMG_20150815_111422_cell_13.png  \n",
      " extracting: cell_images/Uninfected/C73P34_ThinF_IMG_20150815_111422_cell_134.png  \n",
      " extracting: cell_images/Uninfected/C73P34_ThinF_IMG_20150815_111422_cell_15.png  \n",
      " extracting: cell_images/Uninfected/C73P34_ThinF_IMG_20150815_111422_cell_157.png  \n",
      " extracting: cell_images/Uninfected/C73P34_ThinF_IMG_20150815_111422_cell_163.png  \n",
      " extracting: cell_images/Uninfected/C73P34_ThinF_IMG_20150815_111422_cell_175.png  \n",
      " extracting: cell_images/Uninfected/C73P34_ThinF_IMG_20150815_111422_cell_22.png  \n",
      " extracting: cell_images/Uninfected/C73P34_ThinF_IMG_20150815_111422_cell_51.png  \n",
      " extracting: cell_images/Uninfected/C73P34_ThinF_IMG_20150815_111422_cell_63.png  \n",
      " extracting: cell_images/Uninfected/C73P34_ThinF_IMG_20150815_111422_cell_91.png  \n",
      " extracting: cell_images/Uninfected/C73P34_ThinF_IMG_20150815_111501_cell_106.png  \n",
      " extracting: cell_images/Uninfected/C73P34_ThinF_IMG_20150815_111501_cell_119.png  \n",
      " extracting: cell_images/Uninfected/C73P34_ThinF_IMG_20150815_111501_cell_137.png  \n",
      " extracting: cell_images/Uninfected/C73P34_ThinF_IMG_20150815_111501_cell_164.png  \n",
      " extracting: cell_images/Uninfected/C73P34_ThinF_IMG_20150815_111501_cell_19.png  \n",
      " extracting: cell_images/Uninfected/C73P34_ThinF_IMG_20150815_111501_cell_34.png  \n",
      " extracting: cell_images/Uninfected/C73P34_ThinF_IMG_20150815_111501_cell_54.png  \n",
      " extracting: cell_images/Uninfected/C73P34_ThinF_IMG_20150815_111501_cell_58.png  \n",
      " extracting: cell_images/Uninfected/C73P34_ThinF_IMG_20150815_111501_cell_66.png  \n",
      " extracting: cell_images/Uninfected/C73P34_ThinF_IMG_20150815_111501_cell_72.png  \n",
      " extracting: cell_images/Uninfected/C73P34_ThinF_IMG_20150815_111501_cell_81.png  \n",
      " extracting: cell_images/Uninfected/C73P34_ThinF_IMG_20150815_111653_cell_137.png  \n",
      " extracting: cell_images/Uninfected/C73P34_ThinF_IMG_20150815_111653_cell_166.png  \n",
      " extracting: cell_images/Uninfected/C73P34_ThinF_IMG_20150815_111653_cell_20.png  \n",
      " extracting: cell_images/Uninfected/C73P34_ThinF_IMG_20150815_111653_cell_24.png  \n",
      " extracting: cell_images/Uninfected/C73P34_ThinF_IMG_20150815_111653_cell_32.png  \n",
      " extracting: cell_images/Uninfected/C73P34_ThinF_IMG_20150815_111653_cell_36.png  \n",
      " extracting: cell_images/Uninfected/C73P34_ThinF_IMG_20150815_111653_cell_53.png  \n",
      " extracting: cell_images/Uninfected/C73P34_ThinF_IMG_20150815_111653_cell_56.png  \n",
      " extracting: cell_images/Uninfected/C73P34_ThinF_IMG_20150815_111653_cell_80.png  \n",
      " extracting: cell_images/Uninfected/C73P34_ThinF_IMG_20150815_111653_cell_84.png  \n",
      " extracting: cell_images/Uninfected/C73P34_ThinF_IMG_20150815_111653_cell_90.png  \n",
      " extracting: cell_images/Uninfected/C73P34_ThinF_IMG_20150815_112246_cell_12.png  \n",
      " extracting: cell_images/Uninfected/C73P34_ThinF_IMG_20150815_112246_cell_160.png  \n",
      " extracting: cell_images/Uninfected/C73P34_ThinF_IMG_20150815_112246_cell_180.png  \n",
      " extracting: cell_images/Uninfected/C73P34_ThinF_IMG_20150815_112246_cell_49.png  \n",
      " extracting: cell_images/Uninfected/C73P34_ThinF_IMG_20150815_112246_cell_60.png  \n",
      " extracting: cell_images/Uninfected/C73P34_ThinF_IMG_20150815_112246_cell_73.png  \n",
      " extracting: cell_images/Uninfected/C73P34_ThinF_IMG_20150815_112246_cell_74.png  \n",
      " extracting: cell_images/Uninfected/C73P34_ThinF_IMG_20150815_112246_cell_76.png  \n",
      " extracting: cell_images/Uninfected/C73P34_ThinF_IMG_20150815_112246_cell_83.png  \n",
      " extracting: cell_images/Uninfected/C73P34_ThinF_IMG_20150815_112246_cell_90.png  \n",
      " extracting: cell_images/Uninfected/C73P34_ThinF_IMG_20150815_112246_cell_92.png  \n",
      " extracting: cell_images/Uninfected/C73P34_ThinF_IMG_20150815_112246_cell_99.png  \n",
      " extracting: cell_images/Uninfected/C74P35_ThinF_IMG_20150815_113951_cell_104.png  \n",
      " extracting: cell_images/Uninfected/C74P35_ThinF_IMG_20150815_113951_cell_109.png  \n",
      " extracting: cell_images/Uninfected/C74P35_ThinF_IMG_20150815_113951_cell_14.png  \n",
      " extracting: cell_images/Uninfected/C74P35_ThinF_IMG_20150815_113951_cell_44.png  \n",
      " extracting: cell_images/Uninfected/C74P35_ThinF_IMG_20150815_113951_cell_45.png  \n",
      " extracting: cell_images/Uninfected/C74P35_ThinF_IMG_20150815_113951_cell_61.png  \n",
      " extracting: cell_images/Uninfected/C74P35_ThinF_IMG_20150815_113951_cell_85.png  \n",
      " extracting: cell_images/Uninfected/C74P35_ThinF_IMG_20150815_113951_cell_91.png  \n",
      " extracting: cell_images/Uninfected/C74P35_ThinF_IMG_20150815_113951_cell_98.png  \n",
      " extracting: cell_images/Uninfected/C74P35_ThinF_IMG_20150815_114153_cell_100.png  \n",
      " extracting: cell_images/Uninfected/C74P35_ThinF_IMG_20150815_114153_cell_107.png  \n",
      " extracting: cell_images/Uninfected/C74P35_ThinF_IMG_20150815_114153_cell_125.png  \n",
      " extracting: cell_images/Uninfected/C74P35_ThinF_IMG_20150815_114153_cell_19.png  \n",
      " extracting: cell_images/Uninfected/C74P35_ThinF_IMG_20150815_114153_cell_23.png  \n",
      " extracting: cell_images/Uninfected/C74P35_ThinF_IMG_20150815_114153_cell_31.png  \n",
      " extracting: cell_images/Uninfected/C74P35_ThinF_IMG_20150815_114153_cell_63.png  \n",
      " extracting: cell_images/Uninfected/C74P35_ThinF_IMG_20150815_114153_cell_72.png  \n",
      " extracting: cell_images/Uninfected/C74P35_ThinF_IMG_20150815_114401_cell_110.png  \n",
      " extracting: cell_images/Uninfected/C74P35_ThinF_IMG_20150815_114401_cell_136.png  \n",
      " extracting: cell_images/Uninfected/C74P35_ThinF_IMG_20150815_114401_cell_14.png  \n",
      " extracting: cell_images/Uninfected/C74P35_ThinF_IMG_20150815_114401_cell_15.png  \n",
      " extracting: cell_images/Uninfected/C74P35_ThinF_IMG_20150815_114401_cell_35.png  \n",
      " extracting: cell_images/Uninfected/C74P35_ThinF_IMG_20150815_114401_cell_40.png  \n",
      " extracting: cell_images/Uninfected/C74P35_ThinF_IMG_20150815_114401_cell_65.png  \n",
      " extracting: cell_images/Uninfected/C74P35_ThinF_IMG_20150815_114401_cell_80.png  \n",
      " extracting: cell_images/Uninfected/C74P35_ThinF_IMG_20150815_114401_cell_85.png  \n",
      " extracting: cell_images/Uninfected/C74P35_ThinF_IMG_20150815_114555_cell_25.png  \n",
      " extracting: cell_images/Uninfected/C74P35_ThinF_IMG_20150815_114555_cell_27.png  \n",
      " extracting: cell_images/Uninfected/C74P35_ThinF_IMG_20150815_114555_cell_30.png  \n",
      " extracting: cell_images/Uninfected/C74P35_ThinF_IMG_20150815_114555_cell_37.png  \n",
      " extracting: cell_images/Uninfected/C74P35_ThinF_IMG_20150815_114555_cell_4.png  \n",
      " extracting: cell_images/Uninfected/C74P35_ThinF_IMG_20150815_114555_cell_53.png  \n",
      " extracting: cell_images/Uninfected/C74P35_ThinF_IMG_20150815_114555_cell_71.png  \n",
      " extracting: cell_images/Uninfected/C74P35_ThinF_IMG_20150815_114555_cell_86.png  \n",
      " extracting: cell_images/Uninfected/C74P35_ThinF_IMG_20150815_114555_cell_89.png  \n",
      " extracting: cell_images/Uninfected/C74P35_ThinF_IMG_20150815_114819_cell_114.png  \n",
      " extracting: cell_images/Uninfected/C74P35_ThinF_IMG_20150815_114819_cell_126.png  \n",
      " extracting: cell_images/Uninfected/C74P35_ThinF_IMG_20150815_114819_cell_13.png  \n",
      " extracting: cell_images/Uninfected/C74P35_ThinF_IMG_20150815_114819_cell_24.png  \n",
      " extracting: cell_images/Uninfected/C74P35_ThinF_IMG_20150815_114819_cell_29.png  \n",
      " extracting: cell_images/Uninfected/C74P35_ThinF_IMG_20150815_114819_cell_42.png  \n",
      " extracting: cell_images/Uninfected/C74P35_ThinF_IMG_20150815_114819_cell_58.png  \n",
      " extracting: cell_images/Uninfected/C74P35_ThinF_IMG_20150815_114819_cell_78.png  \n",
      " extracting: cell_images/Uninfected/C74P35_ThinF_IMG_20150815_114819_cell_85.png  \n",
      " extracting: cell_images/Uninfected/C74P35_ThinF_IMG_20150815_120712_cell_104.png  \n",
      " extracting: cell_images/Uninfected/C74P35_ThinF_IMG_20150815_120712_cell_108.png  \n",
      " extracting: cell_images/Uninfected/C74P35_ThinF_IMG_20150815_120712_cell_113.png  \n",
      " extracting: cell_images/Uninfected/C74P35_ThinF_IMG_20150815_120712_cell_15.png  \n",
      " extracting: cell_images/Uninfected/C74P35_ThinF_IMG_20150815_120712_cell_26.png  \n",
      " extracting: cell_images/Uninfected/C74P35_ThinF_IMG_20150815_120712_cell_33.png  \n",
      " extracting: cell_images/Uninfected/C74P35_ThinF_IMG_20150815_120712_cell_37.png  \n",
      " extracting: cell_images/Uninfected/C74P35_ThinF_IMG_20150815_120712_cell_83.png  \n",
      " extracting: cell_images/Uninfected/C74P35_ThinF_IMG_20150815_120957_cell_109.png  \n",
      " extracting: cell_images/Uninfected/C74P35_ThinF_IMG_20150815_120957_cell_11.png  \n",
      " extracting: cell_images/Uninfected/C74P35_ThinF_IMG_20150815_120957_cell_112.png  \n",
      " extracting: cell_images/Uninfected/C74P35_ThinF_IMG_20150815_120957_cell_22.png  \n",
      " extracting: cell_images/Uninfected/C74P35_ThinF_IMG_20150815_120957_cell_32.png  \n",
      " extracting: cell_images/Uninfected/C74P35_ThinF_IMG_20150815_120957_cell_36.png  \n",
      " extracting: cell_images/Uninfected/C74P35_ThinF_IMG_20150815_120957_cell_40.png  \n",
      " extracting: cell_images/Uninfected/C74P35_ThinF_IMG_20150815_120957_cell_47.png  \n",
      " extracting: cell_images/Uninfected/C74P35_ThinF_IMG_20150815_120957_cell_64.png  \n",
      " extracting: cell_images/Uninfected/C74P35_ThinF_IMG_20150815_121324_cell_104.png  \n",
      " extracting: cell_images/Uninfected/C74P35_ThinF_IMG_20150815_121324_cell_112.png  \n",
      " extracting: cell_images/Uninfected/C74P35_ThinF_IMG_20150815_121324_cell_114.png  \n",
      " extracting: cell_images/Uninfected/C74P35_ThinF_IMG_20150815_121324_cell_15.png  \n",
      " extracting: cell_images/Uninfected/C74P35_ThinF_IMG_20150815_121324_cell_24.png  \n",
      " extracting: cell_images/Uninfected/C74P35_ThinF_IMG_20150815_121324_cell_49.png  \n",
      " extracting: cell_images/Uninfected/C74P35_ThinF_IMG_20150815_121324_cell_67.png  \n",
      " extracting: cell_images/Uninfected/C74P35_ThinF_IMG_20150815_121324_cell_73.png  \n",
      " extracting: cell_images/Uninfected/C74P35_ThinF_IMG_20150815_121324_cell_74.png  \n",
      " extracting: cell_images/Uninfected/C75P36_ThinF_IMG_20150815_162935_cell_103.png  \n",
      " extracting: cell_images/Uninfected/C75P36_ThinF_IMG_20150815_162935_cell_117.png  \n",
      " extracting: cell_images/Uninfected/C75P36_ThinF_IMG_20150815_162935_cell_143.png  \n",
      " extracting: cell_images/Uninfected/C75P36_ThinF_IMG_20150815_162935_cell_36.png  \n",
      " extracting: cell_images/Uninfected/C75P36_ThinF_IMG_20150815_162935_cell_51.png  \n",
      " extracting: cell_images/Uninfected/C75P36_ThinF_IMG_20150815_162935_cell_67.png  \n",
      " extracting: cell_images/Uninfected/C75P36_ThinF_IMG_20150815_162935_cell_82.png  \n",
      " extracting: cell_images/Uninfected/C75P36_ThinF_IMG_20150815_162935_cell_9.png  \n",
      " extracting: cell_images/Uninfected/C75P36_ThinF_IMG_20150815_162935_cell_99.png  \n",
      " extracting: cell_images/Uninfected/C75P36_ThinF_IMG_20150815_163015_cell_101.png  \n",
      " extracting: cell_images/Uninfected/C75P36_ThinF_IMG_20150815_163015_cell_122.png  \n",
      " extracting: cell_images/Uninfected/C75P36_ThinF_IMG_20150815_163015_cell_132.png  \n",
      " extracting: cell_images/Uninfected/C75P36_ThinF_IMG_20150815_163015_cell_14.png  \n",
      " extracting: cell_images/Uninfected/C75P36_ThinF_IMG_20150815_163015_cell_149.png  \n",
      " extracting: cell_images/Uninfected/C75P36_ThinF_IMG_20150815_163015_cell_22.png  \n",
      " extracting: cell_images/Uninfected/C75P36_ThinF_IMG_20150815_163015_cell_40.png  \n",
      " extracting: cell_images/Uninfected/C75P36_ThinF_IMG_20150815_163015_cell_58.png  \n",
      " extracting: cell_images/Uninfected/C75P36_ThinF_IMG_20150815_163015_cell_68.png  \n",
      " extracting: cell_images/Uninfected/C75P36_ThinF_IMG_20150815_163015_cell_93.png  \n",
      " extracting: cell_images/Uninfected/C75P36_ThinF_IMG_20150815_163059_cell_1.png  \n",
      " extracting: cell_images/Uninfected/C75P36_ThinF_IMG_20150815_163059_cell_116.png  \n",
      " extracting: cell_images/Uninfected/C75P36_ThinF_IMG_20150815_163059_cell_128.png  \n",
      " extracting: cell_images/Uninfected/C75P36_ThinF_IMG_20150815_163059_cell_131.png  \n",
      " extracting: cell_images/Uninfected/C75P36_ThinF_IMG_20150815_163059_cell_3.png  \n",
      " extracting: cell_images/Uninfected/C75P36_ThinF_IMG_20150815_163059_cell_49.png  \n",
      " extracting: cell_images/Uninfected/C75P36_ThinF_IMG_20150815_163059_cell_66.png  \n",
      " extracting: cell_images/Uninfected/C75P36_ThinF_IMG_20150815_163059_cell_84.png  \n",
      " extracting: cell_images/Uninfected/C75P36_ThinF_IMG_20150815_163059_cell_99.png  \n",
      " extracting: cell_images/Uninfected/C75P36_ThinF_IMG_20150815_163147_cell_1.png  \n",
      " extracting: cell_images/Uninfected/C75P36_ThinF_IMG_20150815_163147_cell_128.png  \n",
      " extracting: cell_images/Uninfected/C75P36_ThinF_IMG_20150815_163147_cell_131.png  \n",
      " extracting: cell_images/Uninfected/C75P36_ThinF_IMG_20150815_163147_cell_159.png  \n",
      " extracting: cell_images/Uninfected/C75P36_ThinF_IMG_20150815_163147_cell_2.png  \n",
      " extracting: cell_images/Uninfected/C75P36_ThinF_IMG_20150815_163147_cell_21.png  \n",
      " extracting: cell_images/Uninfected/C75P36_ThinF_IMG_20150815_163147_cell_39.png  \n",
      " extracting: cell_images/Uninfected/C75P36_ThinF_IMG_20150815_163147_cell_42.png  \n",
      " extracting: cell_images/Uninfected/C75P36_ThinF_IMG_20150815_163147_cell_47.png  \n",
      " extracting: cell_images/Uninfected/C75P36_ThinF_IMG_20150815_163147_cell_86.png  \n",
      " extracting: cell_images/Uninfected/C75P36_ThinF_IMG_20150815_163225_cell_1.png  \n",
      " extracting: cell_images/Uninfected/C75P36_ThinF_IMG_20150815_163225_cell_106.png  \n",
      " extracting: cell_images/Uninfected/C75P36_ThinF_IMG_20150815_163225_cell_108.png  \n",
      " extracting: cell_images/Uninfected/C75P36_ThinF_IMG_20150815_163225_cell_126.png  \n",
      " extracting: cell_images/Uninfected/C75P36_ThinF_IMG_20150815_163225_cell_164.png  \n",
      " extracting: cell_images/Uninfected/C75P36_ThinF_IMG_20150815_163225_cell_21.png  \n",
      " extracting: cell_images/Uninfected/C75P36_ThinF_IMG_20150815_163225_cell_6.png  \n",
      " extracting: cell_images/Uninfected/C75P36_ThinF_IMG_20150815_163225_cell_62.png  \n",
      " extracting: cell_images/Uninfected/C75P36_ThinF_IMG_20150815_163707_cell_103.png  \n",
      " extracting: cell_images/Uninfected/C75P36_ThinF_IMG_20150815_163707_cell_131.png  \n",
      " extracting: cell_images/Uninfected/C75P36_ThinF_IMG_20150815_163707_cell_155.png  \n",
      " extracting: cell_images/Uninfected/C75P36_ThinF_IMG_20150815_163707_cell_33.png  \n",
      " extracting: cell_images/Uninfected/C75P36_ThinF_IMG_20150815_163707_cell_44.png  \n",
      " extracting: cell_images/Uninfected/C75P36_ThinF_IMG_20150815_163707_cell_51.png  \n",
      " extracting: cell_images/Uninfected/C75P36_ThinF_IMG_20150815_163707_cell_67.png  \n",
      " extracting: cell_images/Uninfected/C75P36_ThinF_IMG_20150815_163707_cell_81.png  \n",
      " extracting: cell_images/Uninfected/C75P36_ThinF_IMG_20150815_163707_cell_86.png  \n",
      " extracting: cell_images/Uninfected/C75P36_ThinF_IMG_20150815_163742_cell_111.png  \n",
      " extracting: cell_images/Uninfected/C75P36_ThinF_IMG_20150815_163742_cell_136.png  \n",
      " extracting: cell_images/Uninfected/C75P36_ThinF_IMG_20150815_163742_cell_145.png  \n",
      " extracting: cell_images/Uninfected/C75P36_ThinF_IMG_20150815_163742_cell_17.png  \n",
      " extracting: cell_images/Uninfected/C75P36_ThinF_IMG_20150815_163742_cell_30.png  \n",
      " extracting: cell_images/Uninfected/C75P36_ThinF_IMG_20150815_163742_cell_42.png  \n",
      " extracting: cell_images/Uninfected/C75P36_ThinF_IMG_20150815_163742_cell_51.png  \n",
      " extracting: cell_images/Uninfected/C75P36_ThinF_IMG_20150815_163742_cell_6.png  \n",
      " extracting: cell_images/Uninfected/C75P36_ThinF_IMG_20150815_163742_cell_79.png  \n",
      " extracting: cell_images/Uninfected/C75P36_ThinF_IMG_20150815_163742_cell_90.png  \n",
      " extracting: cell_images/Uninfected/C76P37ThinF_IMG_20150815_165356_cell_109.png  \n",
      " extracting: cell_images/Uninfected/C76P37ThinF_IMG_20150815_165356_cell_120.png  \n",
      " extracting: cell_images/Uninfected/C76P37ThinF_IMG_20150815_165356_cell_124.png  \n",
      " extracting: cell_images/Uninfected/C76P37ThinF_IMG_20150815_165356_cell_157.png  \n",
      " extracting: cell_images/Uninfected/C76P37ThinF_IMG_20150815_165356_cell_159.png  \n",
      " extracting: cell_images/Uninfected/C76P37ThinF_IMG_20150815_165356_cell_168.png  \n",
      " extracting: cell_images/Uninfected/C76P37ThinF_IMG_20150815_165356_cell_174.png  \n",
      " extracting: cell_images/Uninfected/C76P37ThinF_IMG_20150815_165356_cell_60.png  \n",
      " extracting: cell_images/Uninfected/C76P37ThinF_IMG_20150815_165356_cell_64.png  \n",
      " extracting: cell_images/Uninfected/C76P37ThinF_IMG_20150815_165356_cell_78.png  \n",
      " extracting: cell_images/Uninfected/C76P37ThinF_IMG_20150815_165356_cell_81.png  \n",
      " extracting: cell_images/Uninfected/C76P37ThinF_IMG_20150815_165356_cell_95.png  \n",
      " extracting: cell_images/Uninfected/C76P37ThinF_IMG_20150815_171214_cell_103.png  \n",
      " extracting: cell_images/Uninfected/C76P37ThinF_IMG_20150815_171214_cell_129.png  \n",
      " extracting: cell_images/Uninfected/C76P37ThinF_IMG_20150815_171214_cell_13.png  \n",
      " extracting: cell_images/Uninfected/C76P37ThinF_IMG_20150815_171214_cell_144.png  \n",
      " extracting: cell_images/Uninfected/C76P37ThinF_IMG_20150815_171214_cell_177.png  \n",
      " extracting: cell_images/Uninfected/C76P37ThinF_IMG_20150815_171214_cell_187.png  \n",
      " extracting: cell_images/Uninfected/C76P37ThinF_IMG_20150815_171214_cell_30.png  \n",
      " extracting: cell_images/Uninfected/C76P37ThinF_IMG_20150815_171214_cell_39.png  \n",
      " extracting: cell_images/Uninfected/C76P37ThinF_IMG_20150815_171214_cell_40.png  \n",
      " extracting: cell_images/Uninfected/C76P37ThinF_IMG_20150815_171214_cell_69.png  \n",
      " extracting: cell_images/Uninfected/C76P37ThinF_IMG_20150815_171214_cell_82.png  \n",
      " extracting: cell_images/Uninfected/C76P37ThinF_IMG_20150815_171214_cell_99.png  \n",
      " extracting: cell_images/Uninfected/C76P37ThinF_IMG_20150815_171454_cell_112.png  \n",
      " extracting: cell_images/Uninfected/C76P37ThinF_IMG_20150815_171454_cell_117.png  \n",
      " extracting: cell_images/Uninfected/C76P37ThinF_IMG_20150815_171454_cell_132.png  \n",
      " extracting: cell_images/Uninfected/C76P37ThinF_IMG_20150815_171454_cell_2.png  \n",
      " extracting: cell_images/Uninfected/C76P37ThinF_IMG_20150815_171454_cell_209.png  \n",
      " extracting: cell_images/Uninfected/C76P37ThinF_IMG_20150815_171454_cell_210.png  \n",
      " extracting: cell_images/Uninfected/C76P37ThinF_IMG_20150815_171454_cell_226.png  \n",
      " extracting: cell_images/Uninfected/C76P37ThinF_IMG_20150815_171454_cell_232.png  \n",
      " extracting: cell_images/Uninfected/C76P37ThinF_IMG_20150815_171454_cell_61.png  \n",
      " extracting: cell_images/Uninfected/C76P37ThinF_IMG_20150815_171454_cell_88.png  \n",
      " extracting: cell_images/Uninfected/C76P37ThinF_IMG_20150815_171454_cell_92.png  \n",
      " extracting: cell_images/Uninfected/C76P37ThinF_IMG_20150815_171454_cell_95.png  \n",
      " extracting: cell_images/Uninfected/C76P37ThinF_IMG_20150815_172808_cell_118.png  \n",
      " extracting: cell_images/Uninfected/C76P37ThinF_IMG_20150815_172808_cell_148.png  \n",
      " extracting: cell_images/Uninfected/C76P37ThinF_IMG_20150815_172808_cell_15.png  \n",
      " extracting: cell_images/Uninfected/C76P37ThinF_IMG_20150815_172808_cell_155.png  \n",
      " extracting: cell_images/Uninfected/C76P37ThinF_IMG_20150815_172808_cell_170.png  \n",
      " extracting: cell_images/Uninfected/C76P37ThinF_IMG_20150815_172808_cell_172.png  \n",
      " extracting: cell_images/Uninfected/C76P37ThinF_IMG_20150815_172808_cell_186.png  \n",
      " extracting: cell_images/Uninfected/C76P37ThinF_IMG_20150815_172808_cell_19.png  \n",
      " extracting: cell_images/Uninfected/C76P37ThinF_IMG_20150815_172808_cell_195.png  \n",
      " extracting: cell_images/Uninfected/C76P37ThinF_IMG_20150815_172808_cell_52.png  \n",
      " extracting: cell_images/Uninfected/C76P37ThinF_IMG_20150815_172808_cell_73.png  \n",
      " extracting: cell_images/Uninfected/C76P37ThinF_IMG_20150815_172902_cell_109.png  \n",
      " extracting: cell_images/Uninfected/C76P37ThinF_IMG_20150815_172902_cell_115.png  \n",
      " extracting: cell_images/Uninfected/C76P37ThinF_IMG_20150815_172902_cell_135.png  \n",
      " extracting: cell_images/Uninfected/C76P37ThinF_IMG_20150815_172902_cell_137.png  \n",
      " extracting: cell_images/Uninfected/C76P37ThinF_IMG_20150815_172902_cell_159.png  \n",
      " extracting: cell_images/Uninfected/C76P37ThinF_IMG_20150815_172902_cell_169.png  \n",
      " extracting: cell_images/Uninfected/C76P37ThinF_IMG_20150815_172902_cell_171.png  \n",
      " extracting: cell_images/Uninfected/C76P37ThinF_IMG_20150815_172902_cell_189.png  \n",
      " extracting: cell_images/Uninfected/C76P37ThinF_IMG_20150815_172902_cell_22.png  \n",
      " extracting: cell_images/Uninfected/C76P37ThinF_IMG_20150815_172902_cell_42.png  \n",
      " extracting: cell_images/Uninfected/C76P37ThinF_IMG_20150815_172902_cell_45.png  \n",
      " extracting: cell_images/Uninfected/C76P37ThinF_IMG_20150815_172902_cell_62.png  \n",
      " extracting: cell_images/Uninfected/C76P37ThinF_IMG_20150815_173019_cell_141.png  \n",
      " extracting: cell_images/Uninfected/C76P37ThinF_IMG_20150815_173019_cell_145.png  \n",
      " extracting: cell_images/Uninfected/C76P37ThinF_IMG_20150815_173019_cell_172.png  \n",
      " extracting: cell_images/Uninfected/C76P37ThinF_IMG_20150815_173019_cell_195.png  \n",
      " extracting: cell_images/Uninfected/C76P37ThinF_IMG_20150815_173019_cell_196.png  \n",
      " extracting: cell_images/Uninfected/C76P37ThinF_IMG_20150815_173019_cell_220.png  \n",
      " extracting: cell_images/Uninfected/C76P37ThinF_IMG_20150815_173019_cell_52.png  \n",
      " extracting: cell_images/Uninfected/C76P37ThinF_IMG_20150815_173019_cell_53.png  \n",
      " extracting: cell_images/Uninfected/C76P37ThinF_IMG_20150815_173019_cell_73.png  \n",
      " extracting: cell_images/Uninfected/C77P38ThinF_IMG_20150601_152941_cell_113.png  \n",
      " extracting: cell_images/Uninfected/C77P38ThinF_IMG_20150601_152941_cell_40.png  \n",
      " extracting: cell_images/Uninfected/C77P38ThinF_IMG_20150601_152941_cell_47.png  \n",
      " extracting: cell_images/Uninfected/C77P38ThinF_IMG_20150601_152941_cell_55.png  \n",
      " extracting: cell_images/Uninfected/C77P38ThinF_IMG_20150601_152941_cell_76.png  \n",
      " extracting: cell_images/Uninfected/C77P38ThinF_IMG_20150601_152941_cell_83.png  \n",
      " extracting: cell_images/Uninfected/C77P38ThinF_IMG_20150601_152941_cell_95.png  \n",
      " extracting: cell_images/Uninfected/C77P38ThinF_IMG_20150601_152941_cell_98.png  \n",
      " extracting: cell_images/Uninfected/C77P38ThinF_IMG_20150601_155125_cell_1.png  \n",
      " extracting: cell_images/Uninfected/C77P38ThinF_IMG_20150601_155125_cell_115.png  \n",
      " extracting: cell_images/Uninfected/C77P38ThinF_IMG_20150601_155125_cell_129.png  \n",
      " extracting: cell_images/Uninfected/C77P38ThinF_IMG_20150601_155125_cell_16.png  \n",
      " extracting: cell_images/Uninfected/C77P38ThinF_IMG_20150601_155125_cell_18.png  \n",
      " extracting: cell_images/Uninfected/C77P38ThinF_IMG_20150601_155125_cell_56.png  \n",
      " extracting: cell_images/Uninfected/C77P38ThinF_IMG_20150601_155125_cell_75.png  \n",
      " extracting: cell_images/Uninfected/C77P38ThinF_IMG_20150601_155125_cell_86.png  \n",
      " extracting: cell_images/Uninfected/C77P38ThinF_IMG_20150601_155642_cell_22.png  \n",
      " extracting: cell_images/Uninfected/C77P38ThinF_IMG_20150601_155642_cell_3.png  \n",
      " extracting: cell_images/Uninfected/C77P38ThinF_IMG_20150601_155642_cell_35.png  \n",
      " extracting: cell_images/Uninfected/C77P38ThinF_IMG_20150601_155642_cell_65.png  \n",
      " extracting: cell_images/Uninfected/C77P38ThinF_IMG_20150601_155642_cell_66.png  \n",
      " extracting: cell_images/Uninfected/C77P38ThinF_IMG_20150601_155642_cell_76.png  \n",
      " extracting: cell_images/Uninfected/C77P38ThinF_IMG_20150601_155642_cell_88.png  \n",
      " extracting: cell_images/Uninfected/C77P38ThinF_IMG_20150601_155642_cell_97.png  \n",
      " extracting: cell_images/Uninfected/C77P38ThinF_IMG_20150602_111510_cell_1.png  \n",
      " extracting: cell_images/Uninfected/C77P38ThinF_IMG_20150602_111510_cell_102.png  \n",
      " extracting: cell_images/Uninfected/C77P38ThinF_IMG_20150602_111510_cell_109.png  \n",
      " extracting: cell_images/Uninfected/C77P38ThinF_IMG_20150602_111510_cell_111.png  \n",
      " extracting: cell_images/Uninfected/C77P38ThinF_IMG_20150602_111510_cell_120.png  \n",
      " extracting: cell_images/Uninfected/C77P38ThinF_IMG_20150602_111510_cell_25.png  \n",
      " extracting: cell_images/Uninfected/C77P38ThinF_IMG_20150602_111510_cell_31.png  \n",
      " extracting: cell_images/Uninfected/C77P38ThinF_IMG_20150602_111510_cell_53.png  \n",
      " extracting: cell_images/Uninfected/C77P38ThinF_IMG_20150602_111510_cell_58.png  \n",
      " extracting: cell_images/Uninfected/C77P38ThinF_IMG_20150602_111510_cell_99.png  \n",
      " extracting: cell_images/Uninfected/C77P38ThinF_IMG_20150602_112011_cell_10.png  \n",
      " extracting: cell_images/Uninfected/C77P38ThinF_IMG_20150602_112011_cell_100.png  \n",
      " extracting: cell_images/Uninfected/C77P38ThinF_IMG_20150602_112011_cell_116.png  \n",
      " extracting: cell_images/Uninfected/C77P38ThinF_IMG_20150602_112011_cell_36.png  \n",
      " extracting: cell_images/Uninfected/C77P38ThinF_IMG_20150602_112011_cell_38.png  \n",
      " extracting: cell_images/Uninfected/C77P38ThinF_IMG_20150602_112011_cell_68.png  \n",
      " extracting: cell_images/Uninfected/C77P38ThinF_IMG_20150602_112011_cell_76.png  \n",
      " extracting: cell_images/Uninfected/C77P38ThinF_IMG_20150602_112011_cell_81.png  \n",
      " extracting: cell_images/Uninfected/C77P38ThinF_IMG_20150602_112011_cell_88.png  \n",
      " extracting: cell_images/Uninfected/C77P38ThinF_IMG_20150602_142303_cell_106.png  \n",
      " extracting: cell_images/Uninfected/C77P38ThinF_IMG_20150602_142303_cell_114.png  \n",
      " extracting: cell_images/Uninfected/C77P38ThinF_IMG_20150602_142303_cell_125.png  \n",
      " extracting: cell_images/Uninfected/C77P38ThinF_IMG_20150602_142303_cell_18.png  \n",
      " extracting: cell_images/Uninfected/C77P38ThinF_IMG_20150602_142303_cell_3.png  \n",
      " extracting: cell_images/Uninfected/C77P38ThinF_IMG_20150602_142303_cell_63.png  \n",
      " extracting: cell_images/Uninfected/C77P38ThinF_IMG_20150602_142303_cell_84.png  \n",
      " extracting: cell_images/Uninfected/C77P38ThinF_IMG_20150602_143524_cell_115.png  \n",
      " extracting: cell_images/Uninfected/C77P38ThinF_IMG_20150602_143524_cell_117.png  \n",
      " extracting: cell_images/Uninfected/C77P38ThinF_IMG_20150602_143524_cell_126.png  \n",
      " extracting: cell_images/Uninfected/C77P38ThinF_IMG_20150602_143524_cell_129.png  \n",
      " extracting: cell_images/Uninfected/C77P38ThinF_IMG_20150602_143524_cell_135.png  \n",
      " extracting: cell_images/Uninfected/C77P38ThinF_IMG_20150602_143524_cell_136.png  \n",
      " extracting: cell_images/Uninfected/C77P38ThinF_IMG_20150602_143524_cell_42.png  \n",
      " extracting: cell_images/Uninfected/C77P38ThinF_IMG_20150602_143524_cell_49.png  \n",
      " extracting: cell_images/Uninfected/C77P38ThinF_IMG_20150602_143524_cell_78.png  \n",
      " extracting: cell_images/Uninfected/C77P38ThinF_IMG_20150602_143650_cell_105.png  \n",
      " extracting: cell_images/Uninfected/C77P38ThinF_IMG_20150602_143650_cell_111.png  \n",
      " extracting: cell_images/Uninfected/C77P38ThinF_IMG_20150602_143650_cell_126.png  \n",
      " extracting: cell_images/Uninfected/C77P38ThinF_IMG_20150602_143650_cell_14.png  \n",
      " extracting: cell_images/Uninfected/C77P38ThinF_IMG_20150602_143650_cell_25.png  \n",
      " extracting: cell_images/Uninfected/C77P38ThinF_IMG_20150602_143650_cell_37.png  \n",
      " extracting: cell_images/Uninfected/C77P38ThinF_IMG_20150602_143650_cell_77.png  \n",
      " extracting: cell_images/Uninfected/C77P38ThinF_IMG_20150602_143650_cell_97.png  \n",
      " extracting: cell_images/Uninfected/C78P39ThinF_IMG_20150606_103413_cell_107.png  \n",
      " extracting: cell_images/Uninfected/C78P39ThinF_IMG_20150606_103413_cell_116.png  \n",
      " extracting: cell_images/Uninfected/C78P39ThinF_IMG_20150606_103413_cell_12.png  \n",
      " extracting: cell_images/Uninfected/C78P39ThinF_IMG_20150606_103413_cell_139.png  \n",
      " extracting: cell_images/Uninfected/C78P39ThinF_IMG_20150606_103413_cell_141.png  \n",
      " extracting: cell_images/Uninfected/C78P39ThinF_IMG_20150606_103413_cell_157.png  \n",
      " extracting: cell_images/Uninfected/C78P39ThinF_IMG_20150606_103413_cell_20.png  \n",
      " extracting: cell_images/Uninfected/C78P39ThinF_IMG_20150606_103413_cell_24.png  \n",
      " extracting: cell_images/Uninfected/C78P39ThinF_IMG_20150606_103413_cell_68.png  \n",
      " extracting: cell_images/Uninfected/C78P39ThinF_IMG_20150606_103413_cell_73.png  \n",
      " extracting: cell_images/Uninfected/C78P39ThinF_IMG_20150606_103413_cell_82.png  \n",
      " extracting: cell_images/Uninfected/C78P39ThinF_IMG_20150606_103413_cell_98.png  \n",
      " extracting: cell_images/Uninfected/C78P39ThinF_IMG_20150606_103459_cell_100.png  \n",
      " extracting: cell_images/Uninfected/C78P39ThinF_IMG_20150606_103459_cell_108.png  \n",
      " extracting: cell_images/Uninfected/C78P39ThinF_IMG_20150606_103459_cell_11.png  \n",
      " extracting: cell_images/Uninfected/C78P39ThinF_IMG_20150606_103459_cell_110.png  \n",
      " extracting: cell_images/Uninfected/C78P39ThinF_IMG_20150606_103459_cell_114.png  \n",
      " extracting: cell_images/Uninfected/C78P39ThinF_IMG_20150606_103459_cell_118.png  \n",
      " extracting: cell_images/Uninfected/C78P39ThinF_IMG_20150606_103459_cell_121.png  \n",
      " extracting: cell_images/Uninfected/C78P39ThinF_IMG_20150606_103459_cell_139.png  \n",
      " extracting: cell_images/Uninfected/C78P39ThinF_IMG_20150606_103459_cell_3.png  \n",
      " extracting: cell_images/Uninfected/C78P39ThinF_IMG_20150606_103459_cell_62.png  \n",
      " extracting: cell_images/Uninfected/C78P39ThinF_IMG_20150606_103459_cell_95.png  \n",
      " extracting: cell_images/Uninfected/C78P39ThinF_IMG_20150606_103459_cell_97.png  \n",
      " extracting: cell_images/Uninfected/C78P39ThinF_IMG_20150606_103630_cell_121.png  \n",
      " extracting: cell_images/Uninfected/C78P39ThinF_IMG_20150606_103630_cell_127.png  \n",
      " extracting: cell_images/Uninfected/C78P39ThinF_IMG_20150606_103630_cell_13.png  \n",
      " extracting: cell_images/Uninfected/C78P39ThinF_IMG_20150606_103630_cell_150.png  \n",
      " extracting: cell_images/Uninfected/C78P39ThinF_IMG_20150606_103630_cell_26.png  \n",
      " extracting: cell_images/Uninfected/C78P39ThinF_IMG_20150606_103630_cell_3.png  \n",
      " extracting: cell_images/Uninfected/C78P39ThinF_IMG_20150606_103630_cell_37.png  \n",
      " extracting: cell_images/Uninfected/C78P39ThinF_IMG_20150606_103630_cell_46.png  \n",
      " extracting: cell_images/Uninfected/C78P39ThinF_IMG_20150606_103630_cell_55.png  \n",
      " extracting: cell_images/Uninfected/C78P39ThinF_IMG_20150606_103630_cell_56.png  \n",
      " extracting: cell_images/Uninfected/C78P39ThinF_IMG_20150606_103630_cell_6.png  \n",
      " extracting: cell_images/Uninfected/C78P39ThinF_IMG_20150606_103630_cell_69.png  \n",
      " extracting: cell_images/Uninfected/C78P39ThinF_IMG_20150606_104106_cell_105.png  \n",
      " extracting: cell_images/Uninfected/C78P39ThinF_IMG_20150606_104106_cell_14.png  \n",
      " extracting: cell_images/Uninfected/C78P39ThinF_IMG_20150606_104106_cell_31.png  \n",
      " extracting: cell_images/Uninfected/C78P39ThinF_IMG_20150606_104106_cell_45.png  \n",
      " extracting: cell_images/Uninfected/C78P39ThinF_IMG_20150606_104106_cell_51.png  \n",
      " extracting: cell_images/Uninfected/C78P39ThinF_IMG_20150606_104106_cell_53.png  \n",
      " extracting: cell_images/Uninfected/C78P39ThinF_IMG_20150606_104106_cell_57.png  \n",
      " extracting: cell_images/Uninfected/C78P39ThinF_IMG_20150606_104106_cell_68.png  \n",
      " extracting: cell_images/Uninfected/C78P39ThinF_IMG_20150606_104106_cell_71.png  \n",
      " extracting: cell_images/Uninfected/C78P39ThinF_IMG_20150606_104106_cell_8.png  \n",
      " extracting: cell_images/Uninfected/C78P39ThinF_IMG_20150606_104106_cell_94.png  \n",
      " extracting: cell_images/Uninfected/C78P39ThinF_IMG_20150606_104426_cell_104.png  \n",
      " extracting: cell_images/Uninfected/C78P39ThinF_IMG_20150606_104426_cell_107.png  \n",
      " extracting: cell_images/Uninfected/C78P39ThinF_IMG_20150606_104426_cell_115.png  \n",
      " extracting: cell_images/Uninfected/C78P39ThinF_IMG_20150606_104426_cell_14.png  \n",
      " extracting: cell_images/Uninfected/C78P39ThinF_IMG_20150606_104426_cell_141.png  \n",
      " extracting: cell_images/Uninfected/C78P39ThinF_IMG_20150606_104426_cell_16.png  \n",
      " extracting: cell_images/Uninfected/C78P39ThinF_IMG_20150606_104426_cell_18.png  \n",
      " extracting: cell_images/Uninfected/C78P39ThinF_IMG_20150606_104426_cell_24.png  \n",
      " extracting: cell_images/Uninfected/C78P39ThinF_IMG_20150606_104426_cell_27.png  \n",
      " extracting: cell_images/Uninfected/C78P39ThinF_IMG_20150606_104426_cell_32.png  \n",
      " extracting: cell_images/Uninfected/C78P39ThinF_IMG_20150606_104426_cell_54.png  \n",
      " extracting: cell_images/Uninfected/C78P39ThinF_IMG_20150606_104426_cell_80.png  \n",
      " extracting: cell_images/Uninfected/C78P39ThinF_IMG_20150606_104936_cell_108.png  \n",
      " extracting: cell_images/Uninfected/C78P39ThinF_IMG_20150606_104936_cell_117.png  \n",
      " extracting: cell_images/Uninfected/C78P39ThinF_IMG_20150606_104936_cell_118.png  \n",
      " extracting: cell_images/Uninfected/C78P39ThinF_IMG_20150606_104936_cell_122.png  \n",
      " extracting: cell_images/Uninfected/C78P39ThinF_IMG_20150606_104936_cell_13.png  \n",
      " extracting: cell_images/Uninfected/C78P39ThinF_IMG_20150606_104936_cell_137.png  \n",
      " extracting: cell_images/Uninfected/C78P39ThinF_IMG_20150606_104936_cell_144.png  \n",
      " extracting: cell_images/Uninfected/C78P39ThinF_IMG_20150606_104936_cell_147.png  \n",
      " extracting: cell_images/Uninfected/C78P39ThinF_IMG_20150606_104936_cell_150.png  \n",
      " extracting: cell_images/Uninfected/C78P39ThinF_IMG_20150606_104936_cell_16.png  \n",
      " extracting: cell_images/Uninfected/C78P39ThinF_IMG_20150606_104936_cell_9.png  \n",
      " extracting: cell_images/Uninfected/C78P39ThinF_IMG_20150606_104936_cell_92.png  \n",
      " extracting: cell_images/Uninfected/C79P40ThinF_IMG_20150817_102702_cell_127.png  \n",
      " extracting: cell_images/Uninfected/C79P40ThinF_IMG_20150817_102702_cell_143.png  \n",
      " extracting: cell_images/Uninfected/C79P40ThinF_IMG_20150817_102702_cell_175.png  \n",
      " extracting: cell_images/Uninfected/C79P40ThinF_IMG_20150817_102702_cell_33.png  \n",
      " extracting: cell_images/Uninfected/C79P40ThinF_IMG_20150817_102702_cell_39.png  \n",
      " extracting: cell_images/Uninfected/C79P40ThinF_IMG_20150817_102702_cell_40.png  \n",
      " extracting: cell_images/Uninfected/C79P40ThinF_IMG_20150817_102702_cell_5.png  \n",
      " extracting: cell_images/Uninfected/C79P40ThinF_IMG_20150817_102702_cell_64.png  \n",
      " extracting: cell_images/Uninfected/C79P40ThinF_IMG_20150817_102823_cell_1.png  \n",
      " extracting: cell_images/Uninfected/C79P40ThinF_IMG_20150817_102823_cell_107.png  \n",
      " extracting: cell_images/Uninfected/C79P40ThinF_IMG_20150817_102823_cell_144.png  \n",
      " extracting: cell_images/Uninfected/C79P40ThinF_IMG_20150817_102823_cell_33.png  \n",
      " extracting: cell_images/Uninfected/C79P40ThinF_IMG_20150817_102823_cell_4.png  \n",
      " extracting: cell_images/Uninfected/C79P40ThinF_IMG_20150817_102823_cell_46.png  \n",
      " extracting: cell_images/Uninfected/C79P40ThinF_IMG_20150817_102823_cell_68.png  \n",
      " extracting: cell_images/Uninfected/C79P40ThinF_IMG_20150817_102823_cell_7.png  \n",
      " extracting: cell_images/Uninfected/C79P40ThinF_IMG_20150817_102823_cell_81.png  \n",
      " extracting: cell_images/Uninfected/C79P40ThinF_IMG_20150817_103139_cell_10.png  \n",
      " extracting: cell_images/Uninfected/C79P40ThinF_IMG_20150817_103139_cell_103.png  \n",
      " extracting: cell_images/Uninfected/C79P40ThinF_IMG_20150817_103139_cell_134.png  \n",
      " extracting: cell_images/Uninfected/C79P40ThinF_IMG_20150817_103139_cell_25.png  \n",
      " extracting: cell_images/Uninfected/C79P40ThinF_IMG_20150817_103139_cell_43.png  \n",
      " extracting: cell_images/Uninfected/C79P40ThinF_IMG_20150817_103139_cell_49.png  \n",
      " extracting: cell_images/Uninfected/C79P40ThinF_IMG_20150817_103139_cell_73.png  \n",
      " extracting: cell_images/Uninfected/C79P40ThinF_IMG_20150817_103139_cell_78.png  \n",
      " extracting: cell_images/Uninfected/C79P40ThinF_IMG_20150817_103139_cell_86.png  \n",
      " extracting: cell_images/Uninfected/C79P40ThinF_IMG_20150817_103303_cell_100.png  \n",
      " extracting: cell_images/Uninfected/C79P40ThinF_IMG_20150817_103303_cell_146.png  \n",
      " extracting: cell_images/Uninfected/C79P40ThinF_IMG_20150817_103303_cell_51.png  \n",
      " extracting: cell_images/Uninfected/C79P40ThinF_IMG_20150817_103303_cell_54.png  \n",
      " extracting: cell_images/Uninfected/C79P40ThinF_IMG_20150817_103303_cell_56.png  \n",
      " extracting: cell_images/Uninfected/C79P40ThinF_IMG_20150817_103303_cell_77.png  \n",
      " extracting: cell_images/Uninfected/C79P40ThinF_IMG_20150817_103303_cell_87.png  \n",
      " extracting: cell_images/Uninfected/C79P40ThinF_IMG_20150817_103303_cell_88.png  \n",
      " extracting: cell_images/Uninfected/C79P40ThinF_IMG_20150817_103303_cell_91.png  \n",
      " extracting: cell_images/Uninfected/C79P40ThinF_IMG_20150817_103901_cell_107.png  \n",
      " extracting: cell_images/Uninfected/C79P40ThinF_IMG_20150817_103901_cell_24.png  \n",
      " extracting: cell_images/Uninfected/C79P40ThinF_IMG_20150817_103901_cell_28.png  \n",
      " extracting: cell_images/Uninfected/C79P40ThinF_IMG_20150817_103901_cell_35.png  \n",
      " extracting: cell_images/Uninfected/C79P40ThinF_IMG_20150817_103901_cell_45.png  \n",
      " extracting: cell_images/Uninfected/C79P40ThinF_IMG_20150817_103901_cell_49.png  \n",
      " extracting: cell_images/Uninfected/C79P40ThinF_IMG_20150817_103901_cell_54.png  \n",
      " extracting: cell_images/Uninfected/C79P40ThinF_IMG_20150817_103901_cell_94.png  \n",
      " extracting: cell_images/Uninfected/C79P40ThinF_IMG_20150817_104316_cell_112.png  \n",
      " extracting: cell_images/Uninfected/C79P40ThinF_IMG_20150817_104316_cell_142.png  \n",
      " extracting: cell_images/Uninfected/C79P40ThinF_IMG_20150817_104316_cell_150.png  \n",
      " extracting: cell_images/Uninfected/C79P40ThinF_IMG_20150817_104316_cell_16.png  \n",
      " extracting: cell_images/Uninfected/C79P40ThinF_IMG_20150817_104316_cell_53.png  \n",
      " extracting: cell_images/Uninfected/C79P40ThinF_IMG_20150817_104316_cell_55.png  \n",
      " extracting: cell_images/Uninfected/C79P40ThinF_IMG_20150817_104316_cell_58.png  \n",
      " extracting: cell_images/Uninfected/C79P40ThinF_IMG_20150817_104316_cell_66.png  \n",
      " extracting: cell_images/Uninfected/C79P40ThinF_IMG_20150817_104745_cell_111.png  \n",
      " extracting: cell_images/Uninfected/C79P40ThinF_IMG_20150817_104745_cell_120.png  \n",
      " extracting: cell_images/Uninfected/C79P40ThinF_IMG_20150817_104745_cell_14.png  \n",
      " extracting: cell_images/Uninfected/C79P40ThinF_IMG_20150817_104745_cell_142.png  \n",
      " extracting: cell_images/Uninfected/C79P40ThinF_IMG_20150817_104745_cell_23.png  \n",
      " extracting: cell_images/Uninfected/C79P40ThinF_IMG_20150817_104745_cell_37.png  \n",
      " extracting: cell_images/Uninfected/C79P40ThinF_IMG_20150817_104745_cell_49.png  \n",
      " extracting: cell_images/Uninfected/C79P40ThinF_IMG_20150817_104745_cell_65.png  \n",
      " extracting: cell_images/Uninfected/C79P40ThinF_IMG_20150817_104745_cell_77.png  \n",
      " extracting: cell_images/Uninfected/C79P40ThinF_IMG_20150817_104919_cell_1.png  \n",
      " extracting: cell_images/Uninfected/C79P40ThinF_IMG_20150817_104919_cell_38.png  \n",
      " extracting: cell_images/Uninfected/C79P40ThinF_IMG_20150817_104919_cell_46.png  \n",
      " extracting: cell_images/Uninfected/C79P40ThinF_IMG_20150817_104919_cell_50.png  \n",
      " extracting: cell_images/Uninfected/C79P40ThinF_IMG_20150817_104919_cell_51.png  \n",
      " extracting: cell_images/Uninfected/C79P40ThinF_IMG_20150817_104919_cell_67.png  \n",
      " extracting: cell_images/Uninfected/C79P40ThinF_IMG_20150817_104919_cell_82.png  \n",
      " extracting: cell_images/Uninfected/C79P40ThinF_IMG_20150817_104919_cell_85.png  \n",
      " extracting: cell_images/Uninfected/C79P40ThinF_IMG_20150817_104919_cell_88.png  \n",
      " extracting: cell_images/Uninfected/C7NthinF_IMG_20150611_104404_cell_112.png  \n",
      " extracting: cell_images/Uninfected/C7NthinF_IMG_20150611_104404_cell_117.png  \n",
      " extracting: cell_images/Uninfected/C7NthinF_IMG_20150611_104404_cell_130.png  \n",
      " extracting: cell_images/Uninfected/C7NthinF_IMG_20150611_104404_cell_138.png  \n",
      " extracting: cell_images/Uninfected/C7NthinF_IMG_20150611_104404_cell_160.png  \n",
      " extracting: cell_images/Uninfected/C7NthinF_IMG_20150611_104404_cell_194.png  \n",
      " extracting: cell_images/Uninfected/C7NthinF_IMG_20150611_104404_cell_199.png  \n",
      " extracting: cell_images/Uninfected/C7NthinF_IMG_20150611_104404_cell_37.png  \n",
      " extracting: cell_images/Uninfected/C7NthinF_IMG_20150611_104404_cell_44.png  \n",
      " extracting: cell_images/Uninfected/C7NthinF_IMG_20150611_104510_cell_110.png  \n",
      " extracting: cell_images/Uninfected/C7NthinF_IMG_20150611_104510_cell_117.png  \n",
      " extracting: cell_images/Uninfected/C7NthinF_IMG_20150611_104510_cell_119.png  \n",
      " extracting: cell_images/Uninfected/C7NthinF_IMG_20150611_104510_cell_128.png  \n",
      " extracting: cell_images/Uninfected/C7NthinF_IMG_20150611_104510_cell_165.png  \n",
      " extracting: cell_images/Uninfected/C7NthinF_IMG_20150611_104510_cell_39.png  \n",
      " extracting: cell_images/Uninfected/C7NthinF_IMG_20150611_104510_cell_48.png  \n",
      " extracting: cell_images/Uninfected/C7NthinF_IMG_20150611_104510_cell_54.png  \n",
      " extracting: cell_images/Uninfected/C7NthinF_IMG_20150611_104510_cell_63.png  \n",
      " extracting: cell_images/Uninfected/C7NthinF_IMG_20150611_104510_cell_82.png  \n",
      " extracting: cell_images/Uninfected/C7NthinF_IMG_20150611_104609_cell_160.png  \n",
      " extracting: cell_images/Uninfected/C7NthinF_IMG_20150611_104609_cell_187.png  \n",
      " extracting: cell_images/Uninfected/C7NthinF_IMG_20150611_104609_cell_2.png  \n",
      " extracting: cell_images/Uninfected/C7NthinF_IMG_20150611_104609_cell_30.png  \n",
      " extracting: cell_images/Uninfected/C7NthinF_IMG_20150611_104609_cell_38.png  \n",
      " extracting: cell_images/Uninfected/C7NthinF_IMG_20150611_104609_cell_59.png  \n",
      " extracting: cell_images/Uninfected/C7NthinF_IMG_20150611_104609_cell_62.png  \n",
      " extracting: cell_images/Uninfected/C7NthinF_IMG_20150611_104609_cell_76.png  \n",
      " extracting: cell_images/Uninfected/C7NthinF_IMG_20150611_104609_cell_80.png  \n",
      " extracting: cell_images/Uninfected/C7NthinF_IMG_20150611_104609_cell_81.png  \n",
      " extracting: cell_images/Uninfected/C7NthinF_IMG_20150611_104753_cell_110.png  \n",
      " extracting: cell_images/Uninfected/C7NthinF_IMG_20150611_104753_cell_119.png  \n",
      " extracting: cell_images/Uninfected/C7NthinF_IMG_20150611_104753_cell_128.png  \n",
      " extracting: cell_images/Uninfected/C7NthinF_IMG_20150611_104753_cell_163.png  \n",
      " extracting: cell_images/Uninfected/C7NthinF_IMG_20150611_104753_cell_171.png  \n",
      " extracting: cell_images/Uninfected/C7NthinF_IMG_20150611_104753_cell_47.png  \n",
      " extracting: cell_images/Uninfected/C7NthinF_IMG_20150611_104753_cell_57.png  \n",
      " extracting: cell_images/Uninfected/C7NthinF_IMG_20150611_104753_cell_73.png  \n",
      " extracting: cell_images/Uninfected/C7NthinF_IMG_20150611_104753_cell_90.png  \n",
      " extracting: cell_images/Uninfected/C7NthinF_IMG_20150611_104824_cell_108.png  \n",
      " extracting: cell_images/Uninfected/C7NthinF_IMG_20150611_104824_cell_112.png  \n",
      " extracting: cell_images/Uninfected/C7NthinF_IMG_20150611_104824_cell_127.png  \n",
      " extracting: cell_images/Uninfected/C7NthinF_IMG_20150611_104824_cell_133.png  \n",
      " extracting: cell_images/Uninfected/C7NthinF_IMG_20150611_104824_cell_145.png  \n",
      " extracting: cell_images/Uninfected/C7NthinF_IMG_20150611_104824_cell_197.png  \n",
      " extracting: cell_images/Uninfected/C7NthinF_IMG_20150611_104824_cell_57.png  \n",
      " extracting: cell_images/Uninfected/C7NthinF_IMG_20150611_104824_cell_61.png  \n",
      " extracting: cell_images/Uninfected/C7NthinF_IMG_20150611_104824_cell_81.png  \n",
      " extracting: cell_images/Uninfected/C7NthinF_IMG_20150611_105043_cell_10.png  \n",
      " extracting: cell_images/Uninfected/C7NthinF_IMG_20150611_105043_cell_111.png  \n",
      " extracting: cell_images/Uninfected/C7NthinF_IMG_20150611_105043_cell_125.png  \n",
      " extracting: cell_images/Uninfected/C7NthinF_IMG_20150611_105043_cell_13.png  \n",
      " extracting: cell_images/Uninfected/C7NthinF_IMG_20150611_105043_cell_132.png  \n",
      " extracting: cell_images/Uninfected/C7NthinF_IMG_20150611_105043_cell_143.png  \n",
      " extracting: cell_images/Uninfected/C7NthinF_IMG_20150611_105043_cell_158.png  \n",
      " extracting: cell_images/Uninfected/C7NthinF_IMG_20150611_105043_cell_59.png  \n",
      " extracting: cell_images/Uninfected/C7NthinF_IMG_20150611_105043_cell_83.png  \n",
      " extracting: cell_images/Uninfected/C7NthinF_IMG_20150611_105043_cell_96.png  \n",
      " extracting: cell_images/Uninfected/C7NthinF_IMG_20150611_105444_cell_104.png  \n",
      " extracting: cell_images/Uninfected/C7NthinF_IMG_20150611_105444_cell_115.png  \n",
      " extracting: cell_images/Uninfected/C7NthinF_IMG_20150611_105444_cell_147.png  \n",
      " extracting: cell_images/Uninfected/C7NthinF_IMG_20150611_105444_cell_163.png  \n",
      " extracting: cell_images/Uninfected/C7NthinF_IMG_20150611_105444_cell_179.png  \n",
      " extracting: cell_images/Uninfected/C7NthinF_IMG_20150611_105444_cell_195.png  \n",
      " extracting: cell_images/Uninfected/C7NthinF_IMG_20150611_105444_cell_31.png  \n",
      " extracting: cell_images/Uninfected/C7NthinF_IMG_20150611_105444_cell_5.png  \n",
      " extracting: cell_images/Uninfected/C7NthinF_IMG_20150611_105444_cell_56.png  \n",
      " extracting: cell_images/Uninfected/C7NthinF_IMG_20150611_105444_cell_77.png  \n",
      " extracting: cell_images/Uninfected/C80P41ThinF_IMG_20150817_110348_cell_111.png  \n",
      " extracting: cell_images/Uninfected/C80P41ThinF_IMG_20150817_110348_cell_30.png  \n",
      " extracting: cell_images/Uninfected/C80P41ThinF_IMG_20150817_110348_cell_37.png  \n",
      " extracting: cell_images/Uninfected/C80P41ThinF_IMG_20150817_110348_cell_4.png  \n",
      " extracting: cell_images/Uninfected/C80P41ThinF_IMG_20150817_110348_cell_42.png  \n",
      " extracting: cell_images/Uninfected/C80P41ThinF_IMG_20150817_110348_cell_59.png  \n",
      " extracting: cell_images/Uninfected/C80P41ThinF_IMG_20150817_110348_cell_66.png  \n",
      " extracting: cell_images/Uninfected/C80P41ThinF_IMG_20150817_110348_cell_85.png  \n",
      " extracting: cell_images/Uninfected/C80P41ThinF_IMG_20150817_110348_cell_88.png  \n",
      " extracting: cell_images/Uninfected/C80P41ThinF_IMG_20150817_110608_cell_1.png  \n",
      " extracting: cell_images/Uninfected/C80P41ThinF_IMG_20150817_110608_cell_108.png  \n",
      " extracting: cell_images/Uninfected/C80P41ThinF_IMG_20150817_110608_cell_120.png  \n",
      " extracting: cell_images/Uninfected/C80P41ThinF_IMG_20150817_110608_cell_127.png  \n",
      " extracting: cell_images/Uninfected/C80P41ThinF_IMG_20150817_110608_cell_128.png  \n",
      " extracting: cell_images/Uninfected/C80P41ThinF_IMG_20150817_110608_cell_138.png  \n",
      " extracting: cell_images/Uninfected/C80P41ThinF_IMG_20150817_110608_cell_14.png  \n",
      " extracting: cell_images/Uninfected/C80P41ThinF_IMG_20150817_110608_cell_33.png  \n",
      " extracting: cell_images/Uninfected/C80P41ThinF_IMG_20150817_110608_cell_50.png  \n",
      " extracting: cell_images/Uninfected/C80P41ThinF_IMG_20150817_110608_cell_62.png  \n",
      " extracting: cell_images/Uninfected/C80P41ThinF_IMG_20150817_110834_cell_105.png  \n",
      " extracting: cell_images/Uninfected/C80P41ThinF_IMG_20150817_110834_cell_108.png  \n",
      " extracting: cell_images/Uninfected/C80P41ThinF_IMG_20150817_110834_cell_15.png  \n",
      " extracting: cell_images/Uninfected/C80P41ThinF_IMG_20150817_110834_cell_21.png  \n",
      " extracting: cell_images/Uninfected/C80P41ThinF_IMG_20150817_110834_cell_23.png  \n",
      " extracting: cell_images/Uninfected/C80P41ThinF_IMG_20150817_110834_cell_42.png  \n",
      " extracting: cell_images/Uninfected/C80P41ThinF_IMG_20150817_110834_cell_48.png  \n",
      " extracting: cell_images/Uninfected/C80P41ThinF_IMG_20150817_110834_cell_71.png  \n",
      " extracting: cell_images/Uninfected/C80P41ThinF_IMG_20150817_110834_cell_73.png  \n",
      " extracting: cell_images/Uninfected/C80P41ThinF_IMG_20150817_110834_cell_91.png  \n",
      " extracting: cell_images/Uninfected/C80P41ThinF_IMG_20150817_110957_cell_21.png  \n",
      " extracting: cell_images/Uninfected/C80P41ThinF_IMG_20150817_110957_cell_34.png  \n",
      " extracting: cell_images/Uninfected/C80P41ThinF_IMG_20150817_110957_cell_4.png  \n",
      " extracting: cell_images/Uninfected/C80P41ThinF_IMG_20150817_110957_cell_45.png  \n",
      " extracting: cell_images/Uninfected/C80P41ThinF_IMG_20150817_110957_cell_48.png  \n",
      " extracting: cell_images/Uninfected/C80P41ThinF_IMG_20150817_110957_cell_79.png  \n",
      " extracting: cell_images/Uninfected/C80P41ThinF_IMG_20150817_110957_cell_80.png  \n",
      " extracting: cell_images/Uninfected/C80P41ThinF_IMG_20150817_110957_cell_83.png  \n",
      " extracting: cell_images/Uninfected/C80P41ThinF_IMG_20150817_110957_cell_87.png  \n",
      " extracting: cell_images/Uninfected/C80P41ThinF_IMG_20150817_110957_cell_9.png  \n",
      " extracting: cell_images/Uninfected/C80P41ThinF_IMG_20150817_111121_cell_117.png  \n",
      " extracting: cell_images/Uninfected/C80P41ThinF_IMG_20150817_111121_cell_123.png  \n",
      " extracting: cell_images/Uninfected/C80P41ThinF_IMG_20150817_111121_cell_125.png  \n",
      " extracting: cell_images/Uninfected/C80P41ThinF_IMG_20150817_111121_cell_137.png  \n",
      " extracting: cell_images/Uninfected/C80P41ThinF_IMG_20150817_111121_cell_54.png  \n",
      " extracting: cell_images/Uninfected/C80P41ThinF_IMG_20150817_111121_cell_72.png  \n",
      " extracting: cell_images/Uninfected/C80P41ThinF_IMG_20150817_111121_cell_83.png  \n",
      " extracting: cell_images/Uninfected/C80P41ThinF_IMG_20150817_111121_cell_92.png  \n",
      " extracting: cell_images/Uninfected/C80P41ThinF_IMG_20150817_111121_cell_99.png  \n",
      " extracting: cell_images/Uninfected/C80P41ThinF_IMG_20150817_111246_cell_104.png  \n",
      " extracting: cell_images/Uninfected/C80P41ThinF_IMG_20150817_111246_cell_25.png  \n",
      " extracting: cell_images/Uninfected/C80P41ThinF_IMG_20150817_111246_cell_27.png  \n",
      " extracting: cell_images/Uninfected/C80P41ThinF_IMG_20150817_111246_cell_36.png  \n",
      " extracting: cell_images/Uninfected/C80P41ThinF_IMG_20150817_111246_cell_41.png  \n",
      " extracting: cell_images/Uninfected/C80P41ThinF_IMG_20150817_111246_cell_49.png  \n",
      " extracting: cell_images/Uninfected/C80P41ThinF_IMG_20150817_111246_cell_59.png  \n",
      " extracting: cell_images/Uninfected/C80P41ThinF_IMG_20150817_111246_cell_9.png  \n",
      " extracting: cell_images/Uninfected/C80P41ThinF_IMG_20150817_111246_cell_90.png  \n",
      " extracting: cell_images/Uninfected/C80P41ThinF_IMG_20150817_111544_cell_104.png  \n",
      " extracting: cell_images/Uninfected/C80P41ThinF_IMG_20150817_111544_cell_116.png  \n",
      " extracting: cell_images/Uninfected/C80P41ThinF_IMG_20150817_111544_cell_119.png  \n",
      " extracting: cell_images/Uninfected/C80P41ThinF_IMG_20150817_111544_cell_16.png  \n",
      " extracting: cell_images/Uninfected/C80P41ThinF_IMG_20150817_111544_cell_26.png  \n",
      " extracting: cell_images/Uninfected/C80P41ThinF_IMG_20150817_111544_cell_49.png  \n",
      " extracting: cell_images/Uninfected/C80P41ThinF_IMG_20150817_111544_cell_53.png  \n",
      " extracting: cell_images/Uninfected/C80P41ThinF_IMG_20150817_111544_cell_6.png  \n",
      " extracting: cell_images/Uninfected/C80P41ThinF_IMG_20150817_111544_cell_92.png  \n",
      " extracting: cell_images/Uninfected/C81P42ThinF_IMG_20150817_115942_cell_120.png  \n",
      " extracting: cell_images/Uninfected/C81P42ThinF_IMG_20150817_115942_cell_144.png  \n",
      " extracting: cell_images/Uninfected/C81P42ThinF_IMG_20150817_115942_cell_155.png  \n",
      " extracting: cell_images/Uninfected/C81P42ThinF_IMG_20150817_115942_cell_160.png  \n",
      " extracting: cell_images/Uninfected/C81P42ThinF_IMG_20150817_115942_cell_184.png  \n",
      " extracting: cell_images/Uninfected/C81P42ThinF_IMG_20150817_115942_cell_187.png  \n",
      " extracting: cell_images/Uninfected/C81P42ThinF_IMG_20150817_115942_cell_209.png  \n",
      " extracting: cell_images/Uninfected/C81P42ThinF_IMG_20150817_115942_cell_44.png  \n",
      " extracting: cell_images/Uninfected/C81P42ThinF_IMG_20150817_115942_cell_84.png  \n",
      " extracting: cell_images/Uninfected/C81P42ThinF_IMG_20150817_115942_cell_95.png  \n",
      " extracting: cell_images/Uninfected/C81P42ThinF_IMG_20150817_120351_cell_1.png  \n",
      " extracting: cell_images/Uninfected/C81P42ThinF_IMG_20150817_120351_cell_113.png  \n",
      " extracting: cell_images/Uninfected/C81P42ThinF_IMG_20150817_120351_cell_122.png  \n",
      " extracting: cell_images/Uninfected/C81P42ThinF_IMG_20150817_120351_cell_135.png  \n",
      " extracting: cell_images/Uninfected/C81P42ThinF_IMG_20150817_120351_cell_142.png  \n",
      " extracting: cell_images/Uninfected/C81P42ThinF_IMG_20150817_120351_cell_149.png  \n",
      " extracting: cell_images/Uninfected/C81P42ThinF_IMG_20150817_120351_cell_177.png  \n",
      " extracting: cell_images/Uninfected/C81P42ThinF_IMG_20150817_120351_cell_74.png  \n",
      " extracting: cell_images/Uninfected/C81P42ThinF_IMG_20150817_120351_cell_76.png  \n",
      " extracting: cell_images/Uninfected/C81P42ThinF_IMG_20150817_120351_cell_82.png  \n",
      " extracting: cell_images/Uninfected/C81P42ThinF_IMG_20150817_120351_cell_84.png  \n",
      " extracting: cell_images/Uninfected/C81P42ThinF_IMG_20150817_120351_cell_85.png  \n",
      " extracting: cell_images/Uninfected/C81P42ThinF_IMG_20150817_120524_cell_109.png  \n",
      " extracting: cell_images/Uninfected/C81P42ThinF_IMG_20150817_120524_cell_115.png  \n",
      " extracting: cell_images/Uninfected/C81P42ThinF_IMG_20150817_120524_cell_146.png  \n",
      " extracting: cell_images/Uninfected/C81P42ThinF_IMG_20150817_120524_cell_162.png  \n",
      " extracting: cell_images/Uninfected/C81P42ThinF_IMG_20150817_120524_cell_2.png  \n",
      " extracting: cell_images/Uninfected/C81P42ThinF_IMG_20150817_120524_cell_29.png  \n",
      " extracting: cell_images/Uninfected/C81P42ThinF_IMG_20150817_120524_cell_33.png  \n",
      " extracting: cell_images/Uninfected/C81P42ThinF_IMG_20150817_120524_cell_36.png  \n",
      " extracting: cell_images/Uninfected/C81P42ThinF_IMG_20150817_120524_cell_40.png  \n",
      " extracting: cell_images/Uninfected/C81P42ThinF_IMG_20150817_120524_cell_6.png  \n",
      " extracting: cell_images/Uninfected/C81P42ThinF_IMG_20150817_120524_cell_72.png  \n",
      " extracting: cell_images/Uninfected/C81P42ThinF_IMG_20150817_120712_cell_1.png  \n",
      " extracting: cell_images/Uninfected/C81P42ThinF_IMG_20150817_120712_cell_129.png  \n",
      " extracting: cell_images/Uninfected/C81P42ThinF_IMG_20150817_120712_cell_154.png  \n",
      " extracting: cell_images/Uninfected/C81P42ThinF_IMG_20150817_120712_cell_20.png  \n",
      " extracting: cell_images/Uninfected/C81P42ThinF_IMG_20150817_120712_cell_27.png  \n",
      " extracting: cell_images/Uninfected/C81P42ThinF_IMG_20150817_120712_cell_42.png  \n",
      " extracting: cell_images/Uninfected/C81P42ThinF_IMG_20150817_120712_cell_57.png  \n",
      " extracting: cell_images/Uninfected/C81P42ThinF_IMG_20150817_120712_cell_61.png  \n",
      " extracting: cell_images/Uninfected/C81P42ThinF_IMG_20150817_120712_cell_67.png  \n",
      " extracting: cell_images/Uninfected/C81P42ThinF_IMG_20150817_120712_cell_73.png  \n",
      " extracting: cell_images/Uninfected/C81P42ThinF_IMG_20150817_120712_cell_74.png  \n",
      " extracting: cell_images/Uninfected/C81P42ThinF_IMG_20150817_120712_cell_79.png  \n",
      " extracting: cell_images/Uninfected/C81P42ThinF_IMG_20150817_120856_cell_10.png  \n",
      " extracting: cell_images/Uninfected/C81P42ThinF_IMG_20150817_120856_cell_147.png  \n",
      " extracting: cell_images/Uninfected/C81P42ThinF_IMG_20150817_120856_cell_151.png  \n",
      " extracting: cell_images/Uninfected/C81P42ThinF_IMG_20150817_120856_cell_39.png  \n",
      " extracting: cell_images/Uninfected/C81P42ThinF_IMG_20150817_120856_cell_47.png  \n",
      " extracting: cell_images/Uninfected/C81P42ThinF_IMG_20150817_120856_cell_5.png  \n",
      " extracting: cell_images/Uninfected/C81P42ThinF_IMG_20150817_120856_cell_7.png  \n",
      " extracting: cell_images/Uninfected/C81P42ThinF_IMG_20150817_120856_cell_78.png  \n",
      " extracting: cell_images/Uninfected/C81P42ThinF_IMG_20150817_120856_cell_99.png  \n",
      " extracting: cell_images/Uninfected/C81P42ThinF_IMG_20150817_121113_cell_107.png  \n",
      " extracting: cell_images/Uninfected/C81P42ThinF_IMG_20150817_121113_cell_130.png  \n",
      " extracting: cell_images/Uninfected/C81P42ThinF_IMG_20150817_121113_cell_154.png  \n",
      " extracting: cell_images/Uninfected/C81P42ThinF_IMG_20150817_121113_cell_34.png  \n",
      " extracting: cell_images/Uninfected/C81P42ThinF_IMG_20150817_121113_cell_41.png  \n",
      " extracting: cell_images/Uninfected/C81P42ThinF_IMG_20150817_121113_cell_42.png  \n",
      " extracting: cell_images/Uninfected/C81P42ThinF_IMG_20150817_121113_cell_53.png  \n",
      " extracting: cell_images/Uninfected/C81P42ThinF_IMG_20150817_121113_cell_55.png  \n",
      " extracting: cell_images/Uninfected/C81P42ThinF_IMG_20150817_121113_cell_58.png  \n",
      " extracting: cell_images/Uninfected/C81P42ThinF_IMG_20150817_121113_cell_80.png  \n",
      " extracting: cell_images/Uninfected/C82P43ThinF_IMG_20150817_123500_cell_131.png  \n",
      " extracting: cell_images/Uninfected/C82P43ThinF_IMG_20150817_123500_cell_148.png  \n",
      " extracting: cell_images/Uninfected/C82P43ThinF_IMG_20150817_123500_cell_149.png  \n",
      " extracting: cell_images/Uninfected/C82P43ThinF_IMG_20150817_123500_cell_152.png  \n",
      " extracting: cell_images/Uninfected/C82P43ThinF_IMG_20150817_123500_cell_175.png  \n",
      " extracting: cell_images/Uninfected/C82P43ThinF_IMG_20150817_123500_cell_183.png  \n",
      " extracting: cell_images/Uninfected/C82P43ThinF_IMG_20150817_123500_cell_191.png  \n",
      " extracting: cell_images/Uninfected/C82P43ThinF_IMG_20150817_123500_cell_196.png  \n",
      " extracting: cell_images/Uninfected/C82P43ThinF_IMG_20150817_123500_cell_198.png  \n",
      " extracting: cell_images/Uninfected/C82P43ThinF_IMG_20150817_123500_cell_53.png  \n",
      " extracting: cell_images/Uninfected/C82P43ThinF_IMG_20150817_123500_cell_65.png  \n",
      " extracting: cell_images/Uninfected/C82P43ThinF_IMG_20150817_123500_cell_81.png  \n",
      " extracting: cell_images/Uninfected/C82P43ThinF_IMG_20150817_123500_cell_96.png  \n",
      " extracting: cell_images/Uninfected/C82P43ThinF_IMG_20150817_123652_cell_100.png  \n",
      " extracting: cell_images/Uninfected/C82P43ThinF_IMG_20150817_123652_cell_102.png  \n",
      " extracting: cell_images/Uninfected/C82P43ThinF_IMG_20150817_123652_cell_133.png  \n",
      " extracting: cell_images/Uninfected/C82P43ThinF_IMG_20150817_123652_cell_141.png  \n",
      " extracting: cell_images/Uninfected/C82P43ThinF_IMG_20150817_123652_cell_156.png  \n",
      " extracting: cell_images/Uninfected/C82P43ThinF_IMG_20150817_123652_cell_16.png  \n",
      " extracting: cell_images/Uninfected/C82P43ThinF_IMG_20150817_123652_cell_2.png  \n",
      " extracting: cell_images/Uninfected/C82P43ThinF_IMG_20150817_123652_cell_21.png  \n",
      " extracting: cell_images/Uninfected/C82P43ThinF_IMG_20150817_123652_cell_24.png  \n",
      " extracting: cell_images/Uninfected/C82P43ThinF_IMG_20150817_123652_cell_34.png  \n",
      " extracting: cell_images/Uninfected/C82P43ThinF_IMG_20150817_123652_cell_47.png  \n",
      " extracting: cell_images/Uninfected/C82P43ThinF_IMG_20150817_123652_cell_80.png  \n",
      " extracting: cell_images/Uninfected/C82P43ThinF_IMG_20150817_123652_cell_99.png  \n",
      " extracting: cell_images/Uninfected/C82P43ThinF_IMG_20150817_123824_cell_103.png  \n",
      " extracting: cell_images/Uninfected/C82P43ThinF_IMG_20150817_123824_cell_105.png  \n",
      " extracting: cell_images/Uninfected/C82P43ThinF_IMG_20150817_123824_cell_107.png  \n",
      " extracting: cell_images/Uninfected/C82P43ThinF_IMG_20150817_123824_cell_120.png  \n",
      " extracting: cell_images/Uninfected/C82P43ThinF_IMG_20150817_123824_cell_131.png  \n",
      " extracting: cell_images/Uninfected/C82P43ThinF_IMG_20150817_123824_cell_167.png  \n",
      " extracting: cell_images/Uninfected/C82P43ThinF_IMG_20150817_123824_cell_37.png  \n",
      " extracting: cell_images/Uninfected/C82P43ThinF_IMG_20150817_123824_cell_4.png  \n",
      " extracting: cell_images/Uninfected/C82P43ThinF_IMG_20150817_123824_cell_69.png  \n",
      " extracting: cell_images/Uninfected/C82P43ThinF_IMG_20150817_123824_cell_73.png  \n",
      " extracting: cell_images/Uninfected/C82P43ThinF_IMG_20150817_123824_cell_83.png  \n",
      " extracting: cell_images/Uninfected/C82P43ThinF_IMG_20150817_123824_cell_92.png  \n",
      " extracting: cell_images/Uninfected/C82P43ThinF_IMG_20150817_124010_cell_102.png  \n",
      " extracting: cell_images/Uninfected/C82P43ThinF_IMG_20150817_124010_cell_114.png  \n",
      " extracting: cell_images/Uninfected/C82P43ThinF_IMG_20150817_124010_cell_123.png  \n",
      " extracting: cell_images/Uninfected/C82P43ThinF_IMG_20150817_124010_cell_148.png  \n",
      " extracting: cell_images/Uninfected/C82P43ThinF_IMG_20150817_124010_cell_177.png  \n",
      " extracting: cell_images/Uninfected/C82P43ThinF_IMG_20150817_124010_cell_28.png  \n",
      " extracting: cell_images/Uninfected/C82P43ThinF_IMG_20150817_124010_cell_35.png  \n",
      " extracting: cell_images/Uninfected/C82P43ThinF_IMG_20150817_124010_cell_39.png  \n",
      " extracting: cell_images/Uninfected/C82P43ThinF_IMG_20150817_124010_cell_47.png  \n",
      " extracting: cell_images/Uninfected/C82P43ThinF_IMG_20150817_124010_cell_55.png  \n",
      " extracting: cell_images/Uninfected/C82P43ThinF_IMG_20150817_124010_cell_58.png  \n",
      " extracting: cell_images/Uninfected/C82P43ThinF_IMG_20150817_124010_cell_6.png  \n",
      " extracting: cell_images/Uninfected/C82P43ThinF_IMG_20150817_124010_cell_91.png  \n",
      " extracting: cell_images/Uninfected/C82P43ThinF_IMG_20150817_124418_cell_107.png  \n",
      " extracting: cell_images/Uninfected/C82P43ThinF_IMG_20150817_124418_cell_118.png  \n",
      " extracting: cell_images/Uninfected/C82P43ThinF_IMG_20150817_124418_cell_121.png  \n",
      " extracting: cell_images/Uninfected/C82P43ThinF_IMG_20150817_124418_cell_133.png  \n",
      " extracting: cell_images/Uninfected/C82P43ThinF_IMG_20150817_124418_cell_138.png  \n",
      " extracting: cell_images/Uninfected/C82P43ThinF_IMG_20150817_124418_cell_141.png  \n",
      " extracting: cell_images/Uninfected/C82P43ThinF_IMG_20150817_124418_cell_31.png  \n",
      " extracting: cell_images/Uninfected/C82P43ThinF_IMG_20150817_124418_cell_39.png  \n",
      " extracting: cell_images/Uninfected/C82P43ThinF_IMG_20150817_124418_cell_48.png  \n",
      " extracting: cell_images/Uninfected/C82P43ThinF_IMG_20150817_124418_cell_55.png  \n",
      " extracting: cell_images/Uninfected/C82P43ThinF_IMG_20150817_124418_cell_56.png  \n",
      " extracting: cell_images/Uninfected/C82P43ThinF_IMG_20150817_124418_cell_69.png  \n",
      " extracting: cell_images/Uninfected/C82P43ThinF_IMG_20150817_124418_cell_82.png  \n",
      " extracting: cell_images/Uninfected/C82P43ThinF_IMG_20150817_124418_cell_98.png  \n",
      " extracting: cell_images/Uninfected/C83P44ThinF_IMG_20150817_133218_cell_1.png  \n",
      " extracting: cell_images/Uninfected/C83P44ThinF_IMG_20150817_133218_cell_113.png  \n",
      " extracting: cell_images/Uninfected/C83P44ThinF_IMG_20150817_133218_cell_118.png  \n",
      " extracting: cell_images/Uninfected/C83P44ThinF_IMG_20150817_133218_cell_129.png  \n",
      " extracting: cell_images/Uninfected/C83P44ThinF_IMG_20150817_133218_cell_150.png  \n",
      " extracting: cell_images/Uninfected/C83P44ThinF_IMG_20150817_133218_cell_169.png  \n",
      " extracting: cell_images/Uninfected/C83P44ThinF_IMG_20150817_133218_cell_31.png  \n",
      " extracting: cell_images/Uninfected/C83P44ThinF_IMG_20150817_133218_cell_43.png  \n",
      " extracting: cell_images/Uninfected/C83P44ThinF_IMG_20150817_133218_cell_72.png  \n",
      " extracting: cell_images/Uninfected/C83P44ThinF_IMG_20150817_133355_cell_1.png  \n",
      " extracting: cell_images/Uninfected/C83P44ThinF_IMG_20150817_133355_cell_117.png  \n",
      " extracting: cell_images/Uninfected/C83P44ThinF_IMG_20150817_133355_cell_118.png  \n",
      " extracting: cell_images/Uninfected/C83P44ThinF_IMG_20150817_133355_cell_127.png  \n",
      " extracting: cell_images/Uninfected/C83P44ThinF_IMG_20150817_133355_cell_144.png  \n",
      " extracting: cell_images/Uninfected/C83P44ThinF_IMG_20150817_133355_cell_147.png  \n",
      " extracting: cell_images/Uninfected/C83P44ThinF_IMG_20150817_133355_cell_150.png  \n",
      " extracting: cell_images/Uninfected/C83P44ThinF_IMG_20150817_133355_cell_169.png  \n",
      " extracting: cell_images/Uninfected/C83P44ThinF_IMG_20150817_133355_cell_175.png  \n",
      " extracting: cell_images/Uninfected/C83P44ThinF_IMG_20150817_133355_cell_36.png  \n",
      " extracting: cell_images/Uninfected/C83P44ThinF_IMG_20150817_133355_cell_82.png  \n",
      " extracting: cell_images/Uninfected/C83P44ThinF_IMG_20150817_133454_cell_100.png  \n",
      " extracting: cell_images/Uninfected/C83P44ThinF_IMG_20150817_133454_cell_171.png  \n",
      " extracting: cell_images/Uninfected/C83P44ThinF_IMG_20150817_133454_cell_20.png  \n",
      " extracting: cell_images/Uninfected/C83P44ThinF_IMG_20150817_133454_cell_22.png  \n",
      " extracting: cell_images/Uninfected/C83P44ThinF_IMG_20150817_133454_cell_28.png  \n",
      " extracting: cell_images/Uninfected/C83P44ThinF_IMG_20150817_133454_cell_4.png  \n",
      " extracting: cell_images/Uninfected/C83P44ThinF_IMG_20150817_133454_cell_61.png  \n",
      " extracting: cell_images/Uninfected/C83P44ThinF_IMG_20150817_133454_cell_71.png  \n",
      " extracting: cell_images/Uninfected/C83P44ThinF_IMG_20150817_133454_cell_73.png  \n",
      " extracting: cell_images/Uninfected/C83P44ThinF_IMG_20150817_133454_cell_86.png  \n",
      " extracting: cell_images/Uninfected/C83P44ThinF_IMG_20150817_133609_cell_118.png  \n",
      " extracting: cell_images/Uninfected/C83P44ThinF_IMG_20150817_133609_cell_13.png  \n",
      " extracting: cell_images/Uninfected/C83P44ThinF_IMG_20150817_133609_cell_148.png  \n",
      " extracting: cell_images/Uninfected/C83P44ThinF_IMG_20150817_133609_cell_43.png  \n",
      " extracting: cell_images/Uninfected/C83P44ThinF_IMG_20150817_133609_cell_59.png  \n",
      " extracting: cell_images/Uninfected/C83P44ThinF_IMG_20150817_133609_cell_61.png  \n",
      " extracting: cell_images/Uninfected/C83P44ThinF_IMG_20150817_133609_cell_68.png  \n",
      " extracting: cell_images/Uninfected/C83P44ThinF_IMG_20150817_133609_cell_82.png  \n",
      " extracting: cell_images/Uninfected/C83P44ThinF_IMG_20150817_133609_cell_88.png  \n",
      " extracting: cell_images/Uninfected/C83P44ThinF_IMG_20150817_133609_cell_99.png  \n",
      " extracting: cell_images/Uninfected/C83P44ThinF_IMG_20150817_134331_cell_1.png  \n",
      " extracting: cell_images/Uninfected/C83P44ThinF_IMG_20150817_134331_cell_103.png  \n",
      " extracting: cell_images/Uninfected/C83P44ThinF_IMG_20150817_134331_cell_114.png  \n",
      " extracting: cell_images/Uninfected/C83P44ThinF_IMG_20150817_134331_cell_122.png  \n",
      " extracting: cell_images/Uninfected/C83P44ThinF_IMG_20150817_134331_cell_194.png  \n",
      " extracting: cell_images/Uninfected/C83P44ThinF_IMG_20150817_134331_cell_39.png  \n",
      " extracting: cell_images/Uninfected/C83P44ThinF_IMG_20150817_134331_cell_47.png  \n",
      " extracting: cell_images/Uninfected/C83P44ThinF_IMG_20150817_134331_cell_63.png  \n",
      " extracting: cell_images/Uninfected/C83P44ThinF_IMG_20150817_134331_cell_90.png  \n",
      " extracting: cell_images/Uninfected/C83P44ThinF_IMG_20150817_134331_cell_92.png  \n",
      " extracting: cell_images/Uninfected/C83P44ThinF_IMG_20150817_134820_cell_100.png  \n",
      " extracting: cell_images/Uninfected/C83P44ThinF_IMG_20150817_134820_cell_13.png  \n",
      " extracting: cell_images/Uninfected/C83P44ThinF_IMG_20150817_134820_cell_131.png  \n",
      " extracting: cell_images/Uninfected/C83P44ThinF_IMG_20150817_134820_cell_159.png  \n",
      " extracting: cell_images/Uninfected/C83P44ThinF_IMG_20150817_134820_cell_164.png  \n",
      " extracting: cell_images/Uninfected/C83P44ThinF_IMG_20150817_134820_cell_182.png  \n",
      " extracting: cell_images/Uninfected/C83P44ThinF_IMG_20150817_134820_cell_49.png  \n",
      " extracting: cell_images/Uninfected/C83P44ThinF_IMG_20150817_134820_cell_57.png  \n",
      " extracting: cell_images/Uninfected/C83P44ThinF_IMG_20150817_134820_cell_59.png  \n",
      " extracting: cell_images/Uninfected/C83P44ThinF_IMG_20150817_134820_cell_79.png  \n",
      " extracting: cell_images/Uninfected/C83P44ThinF_IMG_20150817_140045_cell_104.png  \n",
      " extracting: cell_images/Uninfected/C83P44ThinF_IMG_20150817_140045_cell_110.png  \n",
      " extracting: cell_images/Uninfected/C83P44ThinF_IMG_20150817_140045_cell_130.png  \n",
      " extracting: cell_images/Uninfected/C83P44ThinF_IMG_20150817_140045_cell_139.png  \n",
      " extracting: cell_images/Uninfected/C83P44ThinF_IMG_20150817_140045_cell_144.png  \n",
      " extracting: cell_images/Uninfected/C83P44ThinF_IMG_20150817_140045_cell_155.png  \n",
      " extracting: cell_images/Uninfected/C83P44ThinF_IMG_20150817_140045_cell_17.png  \n",
      " extracting: cell_images/Uninfected/C83P44ThinF_IMG_20150817_140045_cell_35.png  \n",
      " extracting: cell_images/Uninfected/C83P44ThinF_IMG_20150817_140045_cell_74.png  \n",
      " extracting: cell_images/Uninfected/C83P44ThinF_IMG_20150817_140045_cell_79.png  \n",
      " extracting: cell_images/Uninfected/C84P45ThinF_IMG_20150818_101056_cell_15.png  \n",
      " extracting: cell_images/Uninfected/C84P45ThinF_IMG_20150818_101056_cell_22.png  \n",
      " extracting: cell_images/Uninfected/C84P45ThinF_IMG_20150818_101056_cell_24.png  \n",
      " extracting: cell_images/Uninfected/C84P45ThinF_IMG_20150818_101056_cell_37.png  \n",
      " extracting: cell_images/Uninfected/C84P45ThinF_IMG_20150818_101056_cell_68.png  \n",
      " extracting: cell_images/Uninfected/C84P45ThinF_IMG_20150818_101056_cell_87.png  \n",
      " extracting: cell_images/Uninfected/C84P45ThinF_IMG_20150818_101056_cell_9.png  \n",
      " extracting: cell_images/Uninfected/C84P45ThinF_IMG_20150818_101146_cell_24.png  \n",
      " extracting: cell_images/Uninfected/C84P45ThinF_IMG_20150818_101146_cell_4.png  \n",
      " extracting: cell_images/Uninfected/C84P45ThinF_IMG_20150818_101146_cell_45.png  \n",
      " extracting: cell_images/Uninfected/C84P45ThinF_IMG_20150818_101146_cell_59.png  \n",
      " extracting: cell_images/Uninfected/C84P45ThinF_IMG_20150818_101146_cell_70.png  \n",
      " extracting: cell_images/Uninfected/C84P45ThinF_IMG_20150818_101146_cell_76.png  \n",
      " extracting: cell_images/Uninfected/C84P45ThinF_IMG_20150818_101146_cell_8.png  \n",
      " extracting: cell_images/Uninfected/C84P45ThinF_IMG_20150818_101226_cell_10.png  \n",
      " extracting: cell_images/Uninfected/C84P45ThinF_IMG_20150818_101226_cell_22.png  \n",
      " extracting: cell_images/Uninfected/C84P45ThinF_IMG_20150818_101226_cell_32.png  \n",
      " extracting: cell_images/Uninfected/C84P45ThinF_IMG_20150818_101226_cell_41.png  \n",
      " extracting: cell_images/Uninfected/C84P45ThinF_IMG_20150818_101226_cell_45.png  \n",
      " extracting: cell_images/Uninfected/C84P45ThinF_IMG_20150818_101226_cell_47.png  \n",
      " extracting: cell_images/Uninfected/C84P45ThinF_IMG_20150818_101226_cell_55.png  \n",
      " extracting: cell_images/Uninfected/C84P45ThinF_IMG_20150818_101257_cell_13.png  \n",
      " extracting: cell_images/Uninfected/C84P45ThinF_IMG_20150818_101257_cell_2.png  \n",
      " extracting: cell_images/Uninfected/C84P45ThinF_IMG_20150818_101257_cell_4.png  \n",
      " extracting: cell_images/Uninfected/C84P45ThinF_IMG_20150818_101257_cell_43.png  \n",
      " extracting: cell_images/Uninfected/C84P45ThinF_IMG_20150818_101257_cell_47.png  \n",
      " extracting: cell_images/Uninfected/C84P45ThinF_IMG_20150818_101257_cell_51.png  \n",
      " extracting: cell_images/Uninfected/C84P45ThinF_IMG_20150818_101257_cell_9.png  \n",
      " extracting: cell_images/Uninfected/C84P45ThinF_IMG_20150818_101412_cell_26.png  \n",
      " extracting: cell_images/Uninfected/C84P45ThinF_IMG_20150818_101412_cell_32.png  \n",
      " extracting: cell_images/Uninfected/C84P45ThinF_IMG_20150818_101412_cell_57.png  \n",
      " extracting: cell_images/Uninfected/C84P45ThinF_IMG_20150818_101412_cell_6.png  \n",
      " extracting: cell_images/Uninfected/C84P45ThinF_IMG_20150818_101412_cell_78.png  \n",
      " extracting: cell_images/Uninfected/C84P45ThinF_IMG_20150818_101412_cell_85.png  \n",
      " extracting: cell_images/Uninfected/C84P45ThinF_IMG_20150818_101412_cell_95.png  \n",
      " extracting: cell_images/Uninfected/C84P45ThinF_IMG_20150818_101550_cell_19.png  \n",
      " extracting: cell_images/Uninfected/C84P45ThinF_IMG_20150818_101550_cell_2.png  \n",
      " extracting: cell_images/Uninfected/C84P45ThinF_IMG_20150818_101550_cell_60.png  \n",
      " extracting: cell_images/Uninfected/C84P45ThinF_IMG_20150818_101550_cell_7.png  \n",
      " extracting: cell_images/Uninfected/C84P45ThinF_IMG_20150818_101550_cell_82.png  \n",
      " extracting: cell_images/Uninfected/C84P45ThinF_IMG_20150818_101550_cell_83.png  \n",
      " extracting: cell_images/Uninfected/C84P45ThinF_IMG_20150818_102325_cell_1.png  \n",
      " extracting: cell_images/Uninfected/C84P45ThinF_IMG_20150818_102325_cell_20.png  \n",
      " extracting: cell_images/Uninfected/C84P45ThinF_IMG_20150818_102325_cell_49.png  \n",
      " extracting: cell_images/Uninfected/C84P45ThinF_IMG_20150818_102325_cell_5.png  \n",
      " extracting: cell_images/Uninfected/C84P45ThinF_IMG_20150818_102325_cell_6.png  \n",
      " extracting: cell_images/Uninfected/C84P45ThinF_IMG_20150818_102325_cell_63.png  \n",
      " extracting: cell_images/Uninfected/C84P45ThinF_IMG_20150818_102325_cell_64.png  \n",
      " extracting: cell_images/Uninfected/C84P45ThinF_IMG_20150818_102325_cell_80.png  \n",
      " extracting: cell_images/Uninfected/C84P45ThinF_IMG_20150818_102507_cell_34.png  \n",
      " extracting: cell_images/Uninfected/C84P45ThinF_IMG_20150818_102507_cell_38.png  \n",
      " extracting: cell_images/Uninfected/C84P45ThinF_IMG_20150818_102507_cell_43.png  \n",
      " extracting: cell_images/Uninfected/C84P45ThinF_IMG_20150818_102507_cell_57.png  \n",
      " extracting: cell_images/Uninfected/C84P45ThinF_IMG_20150818_102507_cell_60.png  \n",
      " extracting: cell_images/Uninfected/C84P45ThinF_IMG_20150818_102507_cell_63.png  \n",
      " extracting: cell_images/Uninfected/C84P45ThinF_IMG_20150818_102507_cell_75.png  \n",
      " extracting: cell_images/Uninfected/C84P45ThinF_IMG_20150818_102654_cell_2.png  \n",
      " extracting: cell_images/Uninfected/C84P45ThinF_IMG_20150818_102654_cell_21.png  \n",
      " extracting: cell_images/Uninfected/C84P45ThinF_IMG_20150818_102654_cell_26.png  \n",
      " extracting: cell_images/Uninfected/C84P45ThinF_IMG_20150818_102654_cell_28.png  \n",
      " extracting: cell_images/Uninfected/C84P45ThinF_IMG_20150818_102654_cell_42.png  \n",
      " extracting: cell_images/Uninfected/C84P45ThinF_IMG_20150818_102654_cell_50.png  \n",
      " extracting: cell_images/Uninfected/C84P45ThinF_IMG_20150818_104156_cell_107.png  \n",
      " extracting: cell_images/Uninfected/C84P45ThinF_IMG_20150818_104156_cell_39.png  \n",
      " extracting: cell_images/Uninfected/C84P45ThinF_IMG_20150818_104156_cell_48.png  \n",
      " extracting: cell_images/Uninfected/C84P45ThinF_IMG_20150818_104156_cell_50.png  \n",
      " extracting: cell_images/Uninfected/C84P45ThinF_IMG_20150818_104156_cell_57.png  \n",
      " extracting: cell_images/Uninfected/C84P45ThinF_IMG_20150818_104156_cell_76.png  \n",
      " extracting: cell_images/Uninfected/C84P45ThinF_IMG_20150818_104156_cell_80.png  \n",
      " extracting: cell_images/Uninfected/C85P46ThinF_IMG_20150820_105154_cell_1.png  \n",
      " extracting: cell_images/Uninfected/C85P46ThinF_IMG_20150820_105154_cell_104.png  \n",
      " extracting: cell_images/Uninfected/C85P46ThinF_IMG_20150820_105154_cell_129.png  \n",
      " extracting: cell_images/Uninfected/C85P46ThinF_IMG_20150820_105154_cell_146.png  \n",
      " extracting: cell_images/Uninfected/C85P46ThinF_IMG_20150820_105154_cell_174.png  \n",
      " extracting: cell_images/Uninfected/C85P46ThinF_IMG_20150820_105154_cell_18.png  \n",
      " extracting: cell_images/Uninfected/C85P46ThinF_IMG_20150820_105154_cell_187.png  \n",
      " extracting: cell_images/Uninfected/C85P46ThinF_IMG_20150820_105154_cell_200.png  \n",
      " extracting: cell_images/Uninfected/C85P46ThinF_IMG_20150820_105154_cell_208.png  \n",
      " extracting: cell_images/Uninfected/C85P46ThinF_IMG_20150820_105154_cell_25.png  \n",
      " extracting: cell_images/Uninfected/C85P46ThinF_IMG_20150820_105154_cell_36.png  \n",
      " extracting: cell_images/Uninfected/C85P46ThinF_IMG_20150820_105154_cell_62.png  \n",
      " extracting: cell_images/Uninfected/C85P46ThinF_IMG_20150820_105154_cell_65.png  \n",
      " extracting: cell_images/Uninfected/C85P46ThinF_IMG_20150820_105154_cell_68.png  \n",
      " extracting: cell_images/Uninfected/C85P46ThinF_IMG_20150820_105301_cell_110.png  \n",
      " extracting: cell_images/Uninfected/C85P46ThinF_IMG_20150820_105301_cell_120.png  \n",
      " extracting: cell_images/Uninfected/C85P46ThinF_IMG_20150820_105301_cell_124.png  \n",
      " extracting: cell_images/Uninfected/C85P46ThinF_IMG_20150820_105301_cell_127.png  \n",
      " extracting: cell_images/Uninfected/C85P46ThinF_IMG_20150820_105301_cell_136.png  \n",
      " extracting: cell_images/Uninfected/C85P46ThinF_IMG_20150820_105301_cell_145.png  \n",
      " extracting: cell_images/Uninfected/C85P46ThinF_IMG_20150820_105301_cell_148.png  \n",
      " extracting: cell_images/Uninfected/C85P46ThinF_IMG_20150820_105301_cell_163.png  \n",
      " extracting: cell_images/Uninfected/C85P46ThinF_IMG_20150820_105301_cell_219.png  \n",
      " extracting: cell_images/Uninfected/C85P46ThinF_IMG_20150820_105301_cell_251.png  \n",
      " extracting: cell_images/Uninfected/C85P46ThinF_IMG_20150820_105301_cell_34.png  \n",
      " extracting: cell_images/Uninfected/C85P46ThinF_IMG_20150820_105301_cell_55.png  \n",
      " extracting: cell_images/Uninfected/C85P46ThinF_IMG_20150820_105301_cell_63.png  \n",
      " extracting: cell_images/Uninfected/C85P46ThinF_IMG_20150820_105301_cell_80.png  \n",
      " extracting: cell_images/Uninfected/C85P46ThinF_IMG_20150820_105748_cell_10.png  \n",
      " extracting: cell_images/Uninfected/C85P46ThinF_IMG_20150820_105748_cell_123.png  \n",
      " extracting: cell_images/Uninfected/C85P46ThinF_IMG_20150820_105748_cell_128.png  \n",
      " extracting: cell_images/Uninfected/C85P46ThinF_IMG_20150820_105748_cell_15.png  \n",
      " extracting: cell_images/Uninfected/C85P46ThinF_IMG_20150820_105748_cell_159.png  \n",
      " extracting: cell_images/Uninfected/C85P46ThinF_IMG_20150820_105748_cell_197.png  \n",
      " extracting: cell_images/Uninfected/C85P46ThinF_IMG_20150820_105748_cell_201.png  \n",
      " extracting: cell_images/Uninfected/C85P46ThinF_IMG_20150820_105748_cell_217.png  \n",
      " extracting: cell_images/Uninfected/C85P46ThinF_IMG_20150820_105748_cell_231.png  \n",
      " extracting: cell_images/Uninfected/C85P46ThinF_IMG_20150820_105748_cell_49.png  \n",
      " extracting: cell_images/Uninfected/C85P46ThinF_IMG_20150820_105748_cell_5.png  \n",
      " extracting: cell_images/Uninfected/C85P46ThinF_IMG_20150820_105748_cell_63.png  \n",
      " extracting: cell_images/Uninfected/C85P46ThinF_IMG_20150820_105748_cell_79.png  \n",
      " extracting: cell_images/Uninfected/C85P46ThinF_IMG_20150820_105748_cell_92.png  \n",
      " extracting: cell_images/Uninfected/C85P46ThinF_IMG_20150820_110040_cell_100.png  \n",
      " extracting: cell_images/Uninfected/C85P46ThinF_IMG_20150820_110040_cell_128.png  \n",
      " extracting: cell_images/Uninfected/C85P46ThinF_IMG_20150820_110040_cell_13.png  \n",
      " extracting: cell_images/Uninfected/C85P46ThinF_IMG_20150820_110040_cell_157.png  \n",
      " extracting: cell_images/Uninfected/C85P46ThinF_IMG_20150820_110040_cell_173.png  \n",
      " extracting: cell_images/Uninfected/C85P46ThinF_IMG_20150820_110040_cell_182.png  \n",
      " extracting: cell_images/Uninfected/C85P46ThinF_IMG_20150820_110040_cell_185.png  \n",
      " extracting: cell_images/Uninfected/C85P46ThinF_IMG_20150820_110040_cell_190.png  \n",
      " extracting: cell_images/Uninfected/C85P46ThinF_IMG_20150820_110040_cell_222.png  \n",
      " extracting: cell_images/Uninfected/C85P46ThinF_IMG_20150820_110040_cell_233.png  \n",
      " extracting: cell_images/Uninfected/C85P46ThinF_IMG_20150820_110040_cell_3.png  \n",
      " extracting: cell_images/Uninfected/C85P46ThinF_IMG_20150820_110040_cell_40.png  \n",
      " extracting: cell_images/Uninfected/C85P46ThinF_IMG_20150820_110040_cell_41.png  \n",
      " extracting: cell_images/Uninfected/C85P46ThinF_IMG_20150820_110040_cell_99.png  \n",
      " extracting: cell_images/Uninfected/C85P46ThinF_IMG_20150820_110143_cell_102.png  \n",
      " extracting: cell_images/Uninfected/C85P46ThinF_IMG_20150820_110143_cell_110.png  \n",
      " extracting: cell_images/Uninfected/C85P46ThinF_IMG_20150820_110143_cell_111.png  \n",
      " extracting: cell_images/Uninfected/C85P46ThinF_IMG_20150820_110143_cell_125.png  \n",
      " extracting: cell_images/Uninfected/C85P46ThinF_IMG_20150820_110143_cell_132.png  \n",
      " extracting: cell_images/Uninfected/C85P46ThinF_IMG_20150820_110143_cell_135.png  \n",
      " extracting: cell_images/Uninfected/C85P46ThinF_IMG_20150820_110143_cell_154.png  \n",
      " extracting: cell_images/Uninfected/C85P46ThinF_IMG_20150820_110143_cell_159.png  \n",
      " extracting: cell_images/Uninfected/C85P46ThinF_IMG_20150820_110143_cell_163.png  \n",
      " extracting: cell_images/Uninfected/C85P46ThinF_IMG_20150820_110143_cell_184.png  \n",
      " extracting: cell_images/Uninfected/C85P46ThinF_IMG_20150820_110143_cell_20.png  \n",
      " extracting: cell_images/Uninfected/C85P46ThinF_IMG_20150820_110143_cell_201.png  \n",
      " extracting: cell_images/Uninfected/C85P46ThinF_IMG_20150820_110143_cell_49.png  \n",
      " extracting: cell_images/Uninfected/C86P47ThinF_IMG_20150820_123717_cell_103.png  \n",
      " extracting: cell_images/Uninfected/C86P47ThinF_IMG_20150820_123717_cell_115.png  \n",
      " extracting: cell_images/Uninfected/C86P47ThinF_IMG_20150820_123717_cell_136.png  \n",
      " extracting: cell_images/Uninfected/C86P47ThinF_IMG_20150820_123717_cell_137.png  \n",
      " extracting: cell_images/Uninfected/C86P47ThinF_IMG_20150820_123717_cell_153.png  \n",
      " extracting: cell_images/Uninfected/C86P47ThinF_IMG_20150820_123717_cell_170.png  \n",
      " extracting: cell_images/Uninfected/C86P47ThinF_IMG_20150820_123717_cell_190.png  \n",
      " extracting: cell_images/Uninfected/C86P47ThinF_IMG_20150820_123717_cell_203.png  \n",
      " extracting: cell_images/Uninfected/C86P47ThinF_IMG_20150820_123717_cell_213.png  \n",
      " extracting: cell_images/Uninfected/C86P47ThinF_IMG_20150820_123717_cell_231.png  \n",
      " extracting: cell_images/Uninfected/C86P47ThinF_IMG_20150820_123717_cell_6.png  \n",
      " extracting: cell_images/Uninfected/C86P47ThinF_IMG_20150820_123717_cell_63.png  \n",
      " extracting: cell_images/Uninfected/C86P47ThinF_IMG_20150820_123717_cell_93.png  \n",
      " extracting: cell_images/Uninfected/C86P47ThinF_IMG_20150820_123717_cell_98.png  \n",
      " extracting: cell_images/Uninfected/C86P47ThinF_IMG_20150820_124025_cell_106.png  \n",
      " extracting: cell_images/Uninfected/C86P47ThinF_IMG_20150820_124025_cell_116.png  \n",
      " extracting: cell_images/Uninfected/C86P47ThinF_IMG_20150820_124025_cell_128.png  \n",
      " extracting: cell_images/Uninfected/C86P47ThinF_IMG_20150820_124025_cell_135.png  \n",
      " extracting: cell_images/Uninfected/C86P47ThinF_IMG_20150820_124025_cell_153.png  \n",
      " extracting: cell_images/Uninfected/C86P47ThinF_IMG_20150820_124025_cell_198.png  \n",
      " extracting: cell_images/Uninfected/C86P47ThinF_IMG_20150820_124025_cell_26.png  \n",
      " extracting: cell_images/Uninfected/C86P47ThinF_IMG_20150820_124025_cell_43.png  \n",
      " extracting: cell_images/Uninfected/C86P47ThinF_IMG_20150820_124025_cell_44.png  \n",
      " extracting: cell_images/Uninfected/C86P47ThinF_IMG_20150820_124025_cell_56.png  \n",
      " extracting: cell_images/Uninfected/C86P47ThinF_IMG_20150820_124025_cell_71.png  \n",
      " extracting: cell_images/Uninfected/C86P47ThinF_IMG_20150820_124025_cell_82.png  \n",
      " extracting: cell_images/Uninfected/C86P47ThinF_IMG_20150820_124025_cell_83.png  \n",
      " extracting: cell_images/Uninfected/C86P47ThinF_IMG_20150820_124259_cell_119.png  \n",
      " extracting: cell_images/Uninfected/C86P47ThinF_IMG_20150820_124259_cell_123.png  \n",
      " extracting: cell_images/Uninfected/C86P47ThinF_IMG_20150820_124259_cell_124.png  \n",
      " extracting: cell_images/Uninfected/C86P47ThinF_IMG_20150820_124259_cell_126.png  \n",
      " extracting: cell_images/Uninfected/C86P47ThinF_IMG_20150820_124259_cell_134.png  \n",
      " extracting: cell_images/Uninfected/C86P47ThinF_IMG_20150820_124259_cell_159.png  \n",
      " extracting: cell_images/Uninfected/C86P47ThinF_IMG_20150820_124259_cell_172.png  \n",
      " extracting: cell_images/Uninfected/C86P47ThinF_IMG_20150820_124259_cell_189.png  \n",
      " extracting: cell_images/Uninfected/C86P47ThinF_IMG_20150820_124259_cell_194.png  \n",
      " extracting: cell_images/Uninfected/C86P47ThinF_IMG_20150820_124259_cell_196.png  \n",
      " extracting: cell_images/Uninfected/C86P47ThinF_IMG_20150820_124259_cell_210.png  \n",
      " extracting: cell_images/Uninfected/C86P47ThinF_IMG_20150820_124259_cell_52.png  \n",
      " extracting: cell_images/Uninfected/C86P47ThinF_IMG_20150820_124259_cell_73.png  \n",
      " extracting: cell_images/Uninfected/C86P47ThinF_IMG_20150820_124259_cell_94.png  \n",
      " extracting: cell_images/Uninfected/C86P47ThinF_IMG_20150820_124943_cell_108.png  \n",
      " extracting: cell_images/Uninfected/C86P47ThinF_IMG_20150820_124943_cell_168.png  \n",
      " extracting: cell_images/Uninfected/C86P47ThinF_IMG_20150820_124943_cell_186.png  \n",
      " extracting: cell_images/Uninfected/C86P47ThinF_IMG_20150820_124943_cell_207.png  \n",
      " extracting: cell_images/Uninfected/C86P47ThinF_IMG_20150820_124943_cell_229.png  \n",
      " extracting: cell_images/Uninfected/C86P47ThinF_IMG_20150820_124943_cell_23.png  \n",
      " extracting: cell_images/Uninfected/C86P47ThinF_IMG_20150820_124943_cell_230.png  \n",
      " extracting: cell_images/Uninfected/C86P47ThinF_IMG_20150820_124943_cell_3.png  \n",
      " extracting: cell_images/Uninfected/C86P47ThinF_IMG_20150820_124943_cell_40.png  \n",
      " extracting: cell_images/Uninfected/C86P47ThinF_IMG_20150820_124943_cell_51.png  \n",
      " extracting: cell_images/Uninfected/C86P47ThinF_IMG_20150820_124943_cell_71.png  \n",
      " extracting: cell_images/Uninfected/C86P47ThinF_IMG_20150820_124943_cell_78.png  \n",
      " extracting: cell_images/Uninfected/C86P47ThinF_IMG_20150820_124943_cell_87.png  \n",
      " extracting: cell_images/Uninfected/C86P47ThinF_IMG_20150820_124943_cell_90.png  \n",
      " extracting: cell_images/Uninfected/C86P47ThinF_IMG_20150820_125057_cell_142.png  \n",
      " extracting: cell_images/Uninfected/C86P47ThinF_IMG_20150820_125057_cell_149.png  \n",
      " extracting: cell_images/Uninfected/C86P47ThinF_IMG_20150820_125057_cell_169.png  \n",
      " extracting: cell_images/Uninfected/C86P47ThinF_IMG_20150820_125057_cell_173.png  \n",
      " extracting: cell_images/Uninfected/C86P47ThinF_IMG_20150820_125057_cell_19.png  \n",
      " extracting: cell_images/Uninfected/C86P47ThinF_IMG_20150820_125057_cell_205.png  \n",
      " extracting: cell_images/Uninfected/C86P47ThinF_IMG_20150820_125057_cell_208.png  \n",
      " extracting: cell_images/Uninfected/C86P47ThinF_IMG_20150820_125057_cell_212.png  \n",
      " extracting: cell_images/Uninfected/C86P47ThinF_IMG_20150820_125057_cell_35.png  \n",
      " extracting: cell_images/Uninfected/C86P47ThinF_IMG_20150820_125057_cell_46.png  \n",
      " extracting: cell_images/Uninfected/C86P47ThinF_IMG_20150820_125057_cell_62.png  \n",
      " extracting: cell_images/Uninfected/C86P47ThinF_IMG_20150820_125057_cell_73.png  \n",
      " extracting: cell_images/Uninfected/C86P47ThinF_IMG_20150820_125057_cell_98.png  \n",
      " extracting: cell_images/Uninfected/C87P48ThinF_IMG_20150820_132327_cell_100.png  \n",
      " extracting: cell_images/Uninfected/C87P48ThinF_IMG_20150820_132327_cell_102.png  \n",
      " extracting: cell_images/Uninfected/C87P48ThinF_IMG_20150820_132327_cell_110.png  \n",
      " extracting: cell_images/Uninfected/C87P48ThinF_IMG_20150820_132327_cell_122.png  \n",
      " extracting: cell_images/Uninfected/C87P48ThinF_IMG_20150820_132327_cell_133.png  \n",
      " extracting: cell_images/Uninfected/C87P48ThinF_IMG_20150820_132327_cell_138.png  \n",
      " extracting: cell_images/Uninfected/C87P48ThinF_IMG_20150820_132327_cell_31.png  \n",
      " extracting: cell_images/Uninfected/C87P48ThinF_IMG_20150820_132327_cell_5.png  \n",
      " extracting: cell_images/Uninfected/C87P48ThinF_IMG_20150820_132327_cell_7.png  \n",
      " extracting: cell_images/Uninfected/C87P48ThinF_IMG_20150820_132327_cell_85.png  \n",
      " extracting: cell_images/Uninfected/C87P48ThinF_IMG_20150820_132327_cell_86.png  \n",
      " extracting: cell_images/Uninfected/C87P48ThinF_IMG_20150820_132327_cell_89.png  \n",
      " extracting: cell_images/Uninfected/C87P48ThinF_IMG_20150820_132514_cell_10.png  \n",
      " extracting: cell_images/Uninfected/C87P48ThinF_IMG_20150820_132514_cell_110.png  \n",
      " extracting: cell_images/Uninfected/C87P48ThinF_IMG_20150820_132514_cell_13.png  \n",
      " extracting: cell_images/Uninfected/C87P48ThinF_IMG_20150820_132514_cell_133.png  \n",
      " extracting: cell_images/Uninfected/C87P48ThinF_IMG_20150820_132514_cell_150.png  \n",
      " extracting: cell_images/Uninfected/C87P48ThinF_IMG_20150820_132514_cell_173.png  \n",
      " extracting: cell_images/Uninfected/C87P48ThinF_IMG_20150820_132514_cell_177.png  \n",
      " extracting: cell_images/Uninfected/C87P48ThinF_IMG_20150820_132514_cell_179.png  \n",
      " extracting: cell_images/Uninfected/C87P48ThinF_IMG_20150820_132514_cell_181.png  \n",
      " extracting: cell_images/Uninfected/C87P48ThinF_IMG_20150820_132514_cell_37.png  \n",
      " extracting: cell_images/Uninfected/C87P48ThinF_IMG_20150820_132514_cell_94.png  \n",
      " extracting: cell_images/Uninfected/C87P48ThinF_IMG_20150820_132642_cell_119.png  \n",
      " extracting: cell_images/Uninfected/C87P48ThinF_IMG_20150820_132642_cell_137.png  \n",
      " extracting: cell_images/Uninfected/C87P48ThinF_IMG_20150820_132642_cell_150.png  \n",
      " extracting: cell_images/Uninfected/C87P48ThinF_IMG_20150820_132642_cell_160.png  \n",
      " extracting: cell_images/Uninfected/C87P48ThinF_IMG_20150820_132642_cell_40.png  \n",
      " extracting: cell_images/Uninfected/C87P48ThinF_IMG_20150820_132642_cell_5.png  \n",
      " extracting: cell_images/Uninfected/C87P48ThinF_IMG_20150820_132642_cell_83.png  \n",
      " extracting: cell_images/Uninfected/C87P48ThinF_IMG_20150820_132642_cell_85.png  \n",
      " extracting: cell_images/Uninfected/C87P48ThinF_IMG_20150820_132642_cell_92.png  \n",
      " extracting: cell_images/Uninfected/C87P48ThinF_IMG_20150820_132642_cell_94.png  \n",
      " extracting: cell_images/Uninfected/C87P48ThinF_IMG_20150820_132642_cell_99.png  \n",
      " extracting: cell_images/Uninfected/C87P48ThinF_IMG_20150820_141913_cell_106.png  \n",
      " extracting: cell_images/Uninfected/C87P48ThinF_IMG_20150820_141913_cell_121.png  \n",
      " extracting: cell_images/Uninfected/C87P48ThinF_IMG_20150820_141913_cell_134.png  \n",
      " extracting: cell_images/Uninfected/C87P48ThinF_IMG_20150820_141913_cell_147.png  \n",
      " extracting: cell_images/Uninfected/C87P48ThinF_IMG_20150820_141913_cell_150.png  \n",
      " extracting: cell_images/Uninfected/C87P48ThinF_IMG_20150820_141913_cell_165.png  \n",
      " extracting: cell_images/Uninfected/C87P48ThinF_IMG_20150820_141913_cell_167.png  \n",
      " extracting: cell_images/Uninfected/C87P48ThinF_IMG_20150820_141913_cell_172.png  \n",
      " extracting: cell_images/Uninfected/C87P48ThinF_IMG_20150820_141913_cell_47.png  \n",
      " extracting: cell_images/Uninfected/C87P48ThinF_IMG_20150820_141913_cell_64.png  \n",
      " extracting: cell_images/Uninfected/C87P48ThinF_IMG_20150820_141913_cell_65.png  \n",
      " extracting: cell_images/Uninfected/C87P48ThinF_IMG_20150820_141913_cell_69.png  \n",
      " extracting: cell_images/Uninfected/C87P48ThinF_IMG_20150820_144714_cell_142.png  \n",
      " extracting: cell_images/Uninfected/C87P48ThinF_IMG_20150820_144714_cell_146.png  \n",
      " extracting: cell_images/Uninfected/C87P48ThinF_IMG_20150820_144714_cell_15.png  \n",
      " extracting: cell_images/Uninfected/C87P48ThinF_IMG_20150820_144714_cell_173.png  \n",
      " extracting: cell_images/Uninfected/C87P48ThinF_IMG_20150820_144714_cell_179.png  \n",
      " extracting: cell_images/Uninfected/C87P48ThinF_IMG_20150820_144714_cell_192.png  \n",
      " extracting: cell_images/Uninfected/C87P48ThinF_IMG_20150820_144714_cell_195.png  \n",
      " extracting: cell_images/Uninfected/C87P48ThinF_IMG_20150820_144714_cell_22.png  \n",
      " extracting: cell_images/Uninfected/C87P48ThinF_IMG_20150820_144714_cell_24.png  \n",
      " extracting: cell_images/Uninfected/C87P48ThinF_IMG_20150820_144714_cell_34.png  \n",
      " extracting: cell_images/Uninfected/C87P48ThinF_IMG_20150820_144714_cell_5.png  \n",
      " extracting: cell_images/Uninfected/C87P48ThinF_IMG_20150820_144714_cell_90.png  \n",
      " extracting: cell_images/Uninfected/C87P48ThinF_IMG_20150820_144855_cell_133.png  \n",
      " extracting: cell_images/Uninfected/C87P48ThinF_IMG_20150820_144855_cell_143.png  \n",
      " extracting: cell_images/Uninfected/C87P48ThinF_IMG_20150820_144855_cell_147.png  \n",
      " extracting: cell_images/Uninfected/C87P48ThinF_IMG_20150820_144855_cell_172.png  \n",
      " extracting: cell_images/Uninfected/C87P48ThinF_IMG_20150820_144855_cell_181.png  \n",
      " extracting: cell_images/Uninfected/C87P48ThinF_IMG_20150820_144855_cell_39.png  \n",
      " extracting: cell_images/Uninfected/C87P48ThinF_IMG_20150820_144855_cell_64.png  \n",
      " extracting: cell_images/Uninfected/C87P48ThinF_IMG_20150820_144855_cell_83.png  \n",
      " extracting: cell_images/Uninfected/C87P48ThinF_IMG_20150820_144855_cell_84.png  \n",
      " extracting: cell_images/Uninfected/C87P48ThinF_IMG_20150820_144855_cell_88.png  \n",
      " extracting: cell_images/Uninfected/C87P48ThinF_IMG_20150820_144855_cell_89.png  \n",
      " extracting: cell_images/Uninfected/C87P48ThinF_IMG_20150820_144855_cell_96.png  \n",
      " extracting: cell_images/Uninfected/C88P49ThinF_IMG_20150820_150141_cell_137.png  \n",
      " extracting: cell_images/Uninfected/C88P49ThinF_IMG_20150820_150141_cell_143.png  \n",
      " extracting: cell_images/Uninfected/C88P49ThinF_IMG_20150820_150141_cell_16.png  \n",
      " extracting: cell_images/Uninfected/C88P49ThinF_IMG_20150820_150141_cell_167.png  \n",
      " extracting: cell_images/Uninfected/C88P49ThinF_IMG_20150820_150141_cell_175.png  \n",
      " extracting: cell_images/Uninfected/C88P49ThinF_IMG_20150820_150141_cell_183.png  \n",
      " extracting: cell_images/Uninfected/C88P49ThinF_IMG_20150820_150141_cell_211.png  \n",
      " extracting: cell_images/Uninfected/C88P49ThinF_IMG_20150820_150141_cell_4.png  \n",
      " extracting: cell_images/Uninfected/C88P49ThinF_IMG_20150820_150141_cell_5.png  \n",
      " extracting: cell_images/Uninfected/C88P49ThinF_IMG_20150820_150141_cell_77.png  \n",
      " extracting: cell_images/Uninfected/C88P49ThinF_IMG_20150820_150141_cell_79.png  \n",
      " extracting: cell_images/Uninfected/C88P49ThinF_IMG_20150820_150141_cell_93.png  \n",
      " extracting: cell_images/Uninfected/C88P49ThinF_IMG_20150820_150724_cell_103.png  \n",
      " extracting: cell_images/Uninfected/C88P49ThinF_IMG_20150820_150724_cell_104.png  \n",
      " extracting: cell_images/Uninfected/C88P49ThinF_IMG_20150820_150724_cell_129.png  \n",
      " extracting: cell_images/Uninfected/C88P49ThinF_IMG_20150820_150724_cell_161.png  \n",
      " extracting: cell_images/Uninfected/C88P49ThinF_IMG_20150820_150724_cell_163.png  \n",
      " extracting: cell_images/Uninfected/C88P49ThinF_IMG_20150820_150724_cell_182.png  \n",
      " extracting: cell_images/Uninfected/C88P49ThinF_IMG_20150820_150724_cell_190.png  \n",
      " extracting: cell_images/Uninfected/C88P49ThinF_IMG_20150820_150724_cell_199.png  \n",
      " extracting: cell_images/Uninfected/C88P49ThinF_IMG_20150820_150724_cell_208.png  \n",
      " extracting: cell_images/Uninfected/C88P49ThinF_IMG_20150820_150724_cell_62.png  \n",
      " extracting: cell_images/Uninfected/C88P49ThinF_IMG_20150820_150724_cell_77.png  \n",
      " extracting: cell_images/Uninfected/C88P49ThinF_IMG_20150820_150724_cell_97.png  \n",
      " extracting: cell_images/Uninfected/C88P49ThinF_IMG_20150820_151451_cell_150.png  \n",
      " extracting: cell_images/Uninfected/C88P49ThinF_IMG_20150820_151451_cell_158.png  \n",
      " extracting: cell_images/Uninfected/C88P49ThinF_IMG_20150820_151451_cell_160.png  \n",
      " extracting: cell_images/Uninfected/C88P49ThinF_IMG_20150820_151451_cell_170.png  \n",
      " extracting: cell_images/Uninfected/C88P49ThinF_IMG_20150820_151451_cell_183.png  \n",
      " extracting: cell_images/Uninfected/C88P49ThinF_IMG_20150820_151451_cell_185.png  \n",
      " extracting: cell_images/Uninfected/C88P49ThinF_IMG_20150820_151451_cell_46.png  \n",
      " extracting: cell_images/Uninfected/C88P49ThinF_IMG_20150820_151451_cell_56.png  \n",
      " extracting: cell_images/Uninfected/C88P49ThinF_IMG_20150820_151451_cell_61.png  \n",
      " extracting: cell_images/Uninfected/C88P49ThinF_IMG_20150820_151451_cell_89.png  \n",
      " extracting: cell_images/Uninfected/C88P49ThinF_IMG_20150820_151451_cell_9.png  \n",
      " extracting: cell_images/Uninfected/C88P49ThinF_IMG_20150820_151451_cell_99.png  \n",
      " extracting: cell_images/Uninfected/C88P49ThinF_IMG_20150820_151626_cell_10.png  \n",
      " extracting: cell_images/Uninfected/C88P49ThinF_IMG_20150820_151626_cell_125.png  \n",
      " extracting: cell_images/Uninfected/C88P49ThinF_IMG_20150820_151626_cell_130.png  \n",
      " extracting: cell_images/Uninfected/C88P49ThinF_IMG_20150820_151626_cell_15.png  \n",
      " extracting: cell_images/Uninfected/C88P49ThinF_IMG_20150820_151626_cell_160.png  \n",
      " extracting: cell_images/Uninfected/C88P49ThinF_IMG_20150820_151626_cell_180.png  \n",
      " extracting: cell_images/Uninfected/C88P49ThinF_IMG_20150820_151626_cell_181.png  \n",
      " extracting: cell_images/Uninfected/C88P49ThinF_IMG_20150820_151626_cell_31.png  \n",
      " extracting: cell_images/Uninfected/C88P49ThinF_IMG_20150820_151626_cell_5.png  \n",
      " extracting: cell_images/Uninfected/C88P49ThinF_IMG_20150820_151626_cell_60.png  \n",
      " extracting: cell_images/Uninfected/C88P49ThinF_IMG_20150820_151626_cell_72.png  \n",
      " extracting: cell_images/Uninfected/C88P49ThinF_IMG_20150820_151626_cell_9.png  \n",
      " extracting: cell_images/Uninfected/C88P49ThinF_IMG_20150820_152521_cell_110.png  \n",
      " extracting: cell_images/Uninfected/C88P49ThinF_IMG_20150820_152521_cell_159.png  \n",
      " extracting: cell_images/Uninfected/C88P49ThinF_IMG_20150820_152521_cell_171.png  \n",
      " extracting: cell_images/Uninfected/C88P49ThinF_IMG_20150820_152521_cell_197.png  \n",
      " extracting: cell_images/Uninfected/C88P49ThinF_IMG_20150820_152521_cell_204.png  \n",
      " extracting: cell_images/Uninfected/C88P49ThinF_IMG_20150820_152521_cell_216.png  \n",
      " extracting: cell_images/Uninfected/C88P49ThinF_IMG_20150820_152521_cell_50.png  \n",
      " extracting: cell_images/Uninfected/C88P49ThinF_IMG_20150820_152521_cell_59.png  \n",
      " extracting: cell_images/Uninfected/C88P49ThinF_IMG_20150820_152521_cell_88.png  \n",
      " extracting: cell_images/Uninfected/C88P49ThinF_IMG_20150820_152521_cell_91.png  \n",
      " extracting: cell_images/Uninfected/C88P49ThinF_IMG_20150820_152521_cell_99.png  \n",
      " extracting: cell_images/Uninfected/C88P49ThinF_IMG_20150820_153042_cell_112.png  \n",
      " extracting: cell_images/Uninfected/C88P49ThinF_IMG_20150820_153042_cell_113.png  \n",
      " extracting: cell_images/Uninfected/C88P49ThinF_IMG_20150820_153042_cell_115.png  \n",
      " extracting: cell_images/Uninfected/C88P49ThinF_IMG_20150820_153042_cell_142.png  \n",
      " extracting: cell_images/Uninfected/C88P49ThinF_IMG_20150820_153042_cell_146.png  \n",
      " extracting: cell_images/Uninfected/C88P49ThinF_IMG_20150820_153042_cell_15.png  \n",
      " extracting: cell_images/Uninfected/C88P49ThinF_IMG_20150820_153042_cell_155.png  \n",
      " extracting: cell_images/Uninfected/C88P49ThinF_IMG_20150820_153042_cell_163.png  \n",
      " extracting: cell_images/Uninfected/C88P49ThinF_IMG_20150820_153042_cell_191.png  \n",
      " extracting: cell_images/Uninfected/C88P49ThinF_IMG_20150820_153042_cell_46.png  \n",
      " extracting: cell_images/Uninfected/C88P49ThinF_IMG_20150820_153042_cell_65.png  \n",
      " extracting: cell_images/Uninfected/C89P50ThinF_IMG_20150820_162153_cell_110.png  \n",
      " extracting: cell_images/Uninfected/C89P50ThinF_IMG_20150820_162153_cell_153.png  \n",
      " extracting: cell_images/Uninfected/C89P50ThinF_IMG_20150820_162153_cell_168.png  \n",
      " extracting: cell_images/Uninfected/C89P50ThinF_IMG_20150820_162153_cell_2.png  \n",
      " extracting: cell_images/Uninfected/C89P50ThinF_IMG_20150820_162153_cell_35.png  \n",
      " extracting: cell_images/Uninfected/C89P50ThinF_IMG_20150820_162153_cell_55.png  \n",
      " extracting: cell_images/Uninfected/C89P50ThinF_IMG_20150820_162153_cell_73.png  \n",
      " extracting: cell_images/Uninfected/C89P50ThinF_IMG_20150820_162153_cell_80.png  \n",
      " extracting: cell_images/Uninfected/C89P50ThinF_IMG_20150820_162153_cell_83.png  \n",
      " extracting: cell_images/Uninfected/C89P50ThinF_IMG_20150820_162153_cell_96.png  \n",
      " extracting: cell_images/Uninfected/C89P50ThinF_IMG_20150820_162153_cell_99.png  \n",
      " extracting: cell_images/Uninfected/C89P50ThinF_IMG_20150820_162300_cell_1.png  \n",
      " extracting: cell_images/Uninfected/C89P50ThinF_IMG_20150820_162300_cell_108.png  \n",
      " extracting: cell_images/Uninfected/C89P50ThinF_IMG_20150820_162300_cell_127.png  \n",
      " extracting: cell_images/Uninfected/C89P50ThinF_IMG_20150820_162300_cell_154.png  \n",
      " extracting: cell_images/Uninfected/C89P50ThinF_IMG_20150820_162300_cell_166.png  \n",
      " extracting: cell_images/Uninfected/C89P50ThinF_IMG_20150820_162300_cell_188.png  \n",
      " extracting: cell_images/Uninfected/C89P50ThinF_IMG_20150820_162300_cell_21.png  \n",
      " extracting: cell_images/Uninfected/C89P50ThinF_IMG_20150820_162300_cell_30.png  \n",
      " extracting: cell_images/Uninfected/C89P50ThinF_IMG_20150820_162300_cell_39.png  \n",
      " extracting: cell_images/Uninfected/C89P50ThinF_IMG_20150820_162300_cell_58.png  \n",
      " extracting: cell_images/Uninfected/C89P50ThinF_IMG_20150820_162300_cell_80.png  \n",
      " extracting: cell_images/Uninfected/C89P50ThinF_IMG_20150820_162300_cell_82.png  \n",
      " extracting: cell_images/Uninfected/C89P50ThinF_IMG_20150820_162504_cell_119.png  \n",
      " extracting: cell_images/Uninfected/C89P50ThinF_IMG_20150820_162504_cell_127.png  \n",
      " extracting: cell_images/Uninfected/C89P50ThinF_IMG_20150820_162504_cell_164.png  \n",
      " extracting: cell_images/Uninfected/C89P50ThinF_IMG_20150820_162504_cell_178.png  \n",
      " extracting: cell_images/Uninfected/C89P50ThinF_IMG_20150820_162504_cell_28.png  \n",
      " extracting: cell_images/Uninfected/C89P50ThinF_IMG_20150820_162504_cell_40.png  \n",
      " extracting: cell_images/Uninfected/C89P50ThinF_IMG_20150820_162504_cell_45.png  \n",
      " extracting: cell_images/Uninfected/C89P50ThinF_IMG_20150820_162504_cell_53.png  \n",
      " extracting: cell_images/Uninfected/C89P50ThinF_IMG_20150820_162504_cell_59.png  \n",
      " extracting: cell_images/Uninfected/C89P50ThinF_IMG_20150820_162504_cell_62.png  \n",
      " extracting: cell_images/Uninfected/C89P50ThinF_IMG_20150820_162504_cell_67.png  \n",
      " extracting: cell_images/Uninfected/C89P50ThinF_IMG_20150820_162504_cell_84.png  \n",
      " extracting: cell_images/Uninfected/C89P50ThinF_IMG_20150820_162813_cell_115.png  \n",
      " extracting: cell_images/Uninfected/C89P50ThinF_IMG_20150820_162813_cell_118.png  \n",
      " extracting: cell_images/Uninfected/C89P50ThinF_IMG_20150820_162813_cell_128.png  \n",
      " extracting: cell_images/Uninfected/C89P50ThinF_IMG_20150820_162813_cell_131.png  \n",
      " extracting: cell_images/Uninfected/C89P50ThinF_IMG_20150820_162813_cell_155.png  \n",
      " extracting: cell_images/Uninfected/C89P50ThinF_IMG_20150820_162813_cell_191.png  \n",
      " extracting: cell_images/Uninfected/C89P50ThinF_IMG_20150820_162813_cell_201.png  \n",
      " extracting: cell_images/Uninfected/C89P50ThinF_IMG_20150820_162813_cell_46.png  \n",
      " extracting: cell_images/Uninfected/C89P50ThinF_IMG_20150820_162813_cell_63.png  \n",
      " extracting: cell_images/Uninfected/C89P50ThinF_IMG_20150820_162813_cell_71.png  \n",
      " extracting: cell_images/Uninfected/C89P50ThinF_IMG_20150820_162813_cell_78.png  \n",
      " extracting: cell_images/Uninfected/C89P50ThinF_IMG_20150820_162813_cell_93.png  \n",
      " extracting: cell_images/Uninfected/C89P50ThinF_IMG_20150820_163347_cell_12.png  \n",
      " extracting: cell_images/Uninfected/C89P50ThinF_IMG_20150820_163347_cell_13.png  \n",
      " extracting: cell_images/Uninfected/C89P50ThinF_IMG_20150820_163347_cell_133.png  \n",
      " extracting: cell_images/Uninfected/C89P50ThinF_IMG_20150820_163347_cell_146.png  \n",
      " extracting: cell_images/Uninfected/C89P50ThinF_IMG_20150820_163347_cell_158.png  \n",
      " extracting: cell_images/Uninfected/C89P50ThinF_IMG_20150820_163347_cell_184.png  \n",
      " extracting: cell_images/Uninfected/C89P50ThinF_IMG_20150820_163347_cell_189.png  \n",
      " extracting: cell_images/Uninfected/C89P50ThinF_IMG_20150820_163347_cell_191.png  \n",
      " extracting: cell_images/Uninfected/C89P50ThinF_IMG_20150820_163347_cell_195.png  \n",
      " extracting: cell_images/Uninfected/C89P50ThinF_IMG_20150820_163347_cell_196.png  \n",
      " extracting: cell_images/Uninfected/C89P50ThinF_IMG_20150820_163347_cell_80.png  \n",
      " extracting: cell_images/Uninfected/C89P50ThinF_IMG_20150820_163728_cell_110.png  \n",
      " extracting: cell_images/Uninfected/C89P50ThinF_IMG_20150820_163728_cell_112.png  \n",
      " extracting: cell_images/Uninfected/C89P50ThinF_IMG_20150820_163728_cell_131.png  \n",
      " extracting: cell_images/Uninfected/C89P50ThinF_IMG_20150820_163728_cell_139.png  \n",
      " extracting: cell_images/Uninfected/C89P50ThinF_IMG_20150820_163728_cell_147.png  \n",
      " extracting: cell_images/Uninfected/C89P50ThinF_IMG_20150820_163728_cell_150.png  \n",
      " extracting: cell_images/Uninfected/C89P50ThinF_IMG_20150820_163728_cell_20.png  \n",
      " extracting: cell_images/Uninfected/C89P50ThinF_IMG_20150820_163728_cell_44.png  \n",
      " extracting: cell_images/Uninfected/C89P50ThinF_IMG_20150820_163728_cell_47.png  \n",
      " extracting: cell_images/Uninfected/C89P50ThinF_IMG_20150820_163728_cell_5.png  \n",
      " extracting: cell_images/Uninfected/C89P50ThinF_IMG_20150820_163728_cell_78.png  \n",
      " extracting: cell_images/Uninfected/C89P50ThinF_IMG_20150820_163728_cell_8.png  \n",
      " extracting: cell_images/Uninfected/C90P51ThinF_IMG_20150821_115056_cell_113.png  \n",
      " extracting: cell_images/Uninfected/C90P51ThinF_IMG_20150821_115056_cell_119.png  \n",
      " extracting: cell_images/Uninfected/C90P51ThinF_IMG_20150821_115056_cell_12.png  \n",
      " extracting: cell_images/Uninfected/C90P51ThinF_IMG_20150821_115056_cell_135.png  \n",
      " extracting: cell_images/Uninfected/C90P51ThinF_IMG_20150821_115056_cell_153.png  \n",
      " extracting: cell_images/Uninfected/C90P51ThinF_IMG_20150821_115056_cell_190.png  \n",
      " extracting: cell_images/Uninfected/C90P51ThinF_IMG_20150821_115056_cell_199.png  \n",
      " extracting: cell_images/Uninfected/C90P51ThinF_IMG_20150821_115056_cell_202.png  \n",
      " extracting: cell_images/Uninfected/C90P51ThinF_IMG_20150821_115056_cell_208.png  \n",
      " extracting: cell_images/Uninfected/C90P51ThinF_IMG_20150821_115056_cell_209.png  \n",
      " extracting: cell_images/Uninfected/C90P51ThinF_IMG_20150821_115056_cell_221.png  \n",
      " extracting: cell_images/Uninfected/C90P51ThinF_IMG_20150821_115056_cell_224.png  \n",
      " extracting: cell_images/Uninfected/C90P51ThinF_IMG_20150821_115056_cell_226.png  \n",
      " extracting: cell_images/Uninfected/C90P51ThinF_IMG_20150821_115056_cell_90.png  \n",
      " extracting: cell_images/Uninfected/C90P51ThinF_IMG_20150821_115310_cell_10.png  \n",
      " extracting: cell_images/Uninfected/C90P51ThinF_IMG_20150821_115310_cell_101.png  \n",
      " extracting: cell_images/Uninfected/C90P51ThinF_IMG_20150821_115310_cell_102.png  \n",
      " extracting: cell_images/Uninfected/C90P51ThinF_IMG_20150821_115310_cell_110.png  \n",
      " extracting: cell_images/Uninfected/C90P51ThinF_IMG_20150821_115310_cell_12.png  \n",
      " extracting: cell_images/Uninfected/C90P51ThinF_IMG_20150821_115310_cell_120.png  \n",
      " extracting: cell_images/Uninfected/C90P51ThinF_IMG_20150821_115310_cell_13.png  \n",
      " extracting: cell_images/Uninfected/C90P51ThinF_IMG_20150821_115310_cell_14.png  \n",
      " extracting: cell_images/Uninfected/C90P51ThinF_IMG_20150821_115310_cell_155.png  \n",
      " extracting: cell_images/Uninfected/C90P51ThinF_IMG_20150821_115310_cell_158.png  \n",
      " extracting: cell_images/Uninfected/C90P51ThinF_IMG_20150821_115310_cell_196.png  \n",
      " extracting: cell_images/Uninfected/C90P51ThinF_IMG_20150821_115310_cell_22.png  \n",
      " extracting: cell_images/Uninfected/C90P51ThinF_IMG_20150821_115310_cell_33.png  \n",
      " extracting: cell_images/Uninfected/C90P51ThinF_IMG_20150821_115310_cell_77.png  \n",
      " extracting: cell_images/Uninfected/C90P51ThinF_IMG_20150821_115700_cell_15.png  \n",
      " extracting: cell_images/Uninfected/C90P51ThinF_IMG_20150821_115700_cell_153.png  \n",
      " extracting: cell_images/Uninfected/C90P51ThinF_IMG_20150821_115700_cell_168.png  \n",
      " extracting: cell_images/Uninfected/C90P51ThinF_IMG_20150821_115700_cell_170.png  \n",
      " extracting: cell_images/Uninfected/C90P51ThinF_IMG_20150821_115700_cell_181.png  \n",
      " extracting: cell_images/Uninfected/C90P51ThinF_IMG_20150821_115700_cell_213.png  \n",
      " extracting: cell_images/Uninfected/C90P51ThinF_IMG_20150821_115700_cell_243.png  \n",
      " extracting: cell_images/Uninfected/C90P51ThinF_IMG_20150821_115700_cell_252.png  \n",
      " extracting: cell_images/Uninfected/C90P51ThinF_IMG_20150821_115700_cell_260.png  \n",
      " extracting: cell_images/Uninfected/C90P51ThinF_IMG_20150821_115700_cell_62.png  \n",
      " extracting: cell_images/Uninfected/C90P51ThinF_IMG_20150821_115700_cell_87.png  \n",
      " extracting: cell_images/Uninfected/C90P51ThinF_IMG_20150821_115700_cell_89.png  \n",
      " extracting: cell_images/Uninfected/C90P51ThinF_IMG_20150821_115700_cell_98.png  \n",
      " extracting: cell_images/Uninfected/C90P51ThinF_IMG_20150821_115846_cell_1.png  \n",
      " extracting: cell_images/Uninfected/C90P51ThinF_IMG_20150821_115846_cell_106.png  \n",
      " extracting: cell_images/Uninfected/C90P51ThinF_IMG_20150821_115846_cell_114.png  \n",
      " extracting: cell_images/Uninfected/C90P51ThinF_IMG_20150821_115846_cell_115.png  \n",
      " extracting: cell_images/Uninfected/C90P51ThinF_IMG_20150821_115846_cell_195.png  \n",
      " extracting: cell_images/Uninfected/C90P51ThinF_IMG_20150821_115846_cell_196.png  \n",
      " extracting: cell_images/Uninfected/C90P51ThinF_IMG_20150821_115846_cell_206.png  \n",
      " extracting: cell_images/Uninfected/C90P51ThinF_IMG_20150821_115846_cell_21.png  \n",
      " extracting: cell_images/Uninfected/C90P51ThinF_IMG_20150821_115846_cell_43.png  \n",
      " extracting: cell_images/Uninfected/C90P51ThinF_IMG_20150821_115846_cell_53.png  \n",
      " extracting: cell_images/Uninfected/C90P51ThinF_IMG_20150821_115846_cell_59.png  \n",
      " extracting: cell_images/Uninfected/C90P51ThinF_IMG_20150821_115846_cell_62.png  \n",
      " extracting: cell_images/Uninfected/C90P51ThinF_IMG_20150821_115846_cell_65.png  \n",
      " extracting: cell_images/Uninfected/C90P51ThinF_IMG_20150821_115846_cell_97.png  \n",
      " extracting: cell_images/Uninfected/C90P51ThinF_IMG_20150821_120044_cell_1.png  \n",
      " extracting: cell_images/Uninfected/C90P51ThinF_IMG_20150821_120044_cell_126.png  \n",
      " extracting: cell_images/Uninfected/C90P51ThinF_IMG_20150821_120044_cell_194.png  \n",
      " extracting: cell_images/Uninfected/C90P51ThinF_IMG_20150821_120044_cell_204.png  \n",
      " extracting: cell_images/Uninfected/C90P51ThinF_IMG_20150821_120044_cell_220.png  \n",
      " extracting: cell_images/Uninfected/C90P51ThinF_IMG_20150821_120044_cell_223.png  \n",
      " extracting: cell_images/Uninfected/C90P51ThinF_IMG_20150821_120044_cell_228.png  \n",
      " extracting: cell_images/Uninfected/C90P51ThinF_IMG_20150821_120044_cell_23.png  \n",
      " extracting: cell_images/Uninfected/C90P51ThinF_IMG_20150821_120044_cell_37.png  \n",
      " extracting: cell_images/Uninfected/C90P51ThinF_IMG_20150821_120044_cell_51.png  \n",
      " extracting: cell_images/Uninfected/C90P51ThinF_IMG_20150821_120044_cell_69.png  \n",
      " extracting: cell_images/Uninfected/C90P51ThinF_IMG_20150821_120044_cell_73.png  \n",
      " extracting: cell_images/Uninfected/C90P51ThinF_IMG_20150821_120044_cell_82.png  \n",
      " extracting: cell_images/Uninfected/C90P51ThinF_IMG_20150821_120044_cell_85.png  \n",
      " extracting: cell_images/Uninfected/C91P52ThinF_IMG_20150821_123116_cell_102.png  \n",
      " extracting: cell_images/Uninfected/C91P52ThinF_IMG_20150821_123116_cell_106.png  \n",
      " extracting: cell_images/Uninfected/C91P52ThinF_IMG_20150821_123116_cell_116.png  \n",
      " extracting: cell_images/Uninfected/C91P52ThinF_IMG_20150821_123116_cell_12.png  \n",
      " extracting: cell_images/Uninfected/C91P52ThinF_IMG_20150821_123116_cell_148.png  \n",
      " extracting: cell_images/Uninfected/C91P52ThinF_IMG_20150821_123116_cell_159.png  \n",
      " extracting: cell_images/Uninfected/C91P52ThinF_IMG_20150821_123116_cell_27.png  \n",
      " extracting: cell_images/Uninfected/C91P52ThinF_IMG_20150821_123116_cell_74.png  \n",
      " extracting: cell_images/Uninfected/C91P52ThinF_IMG_20150821_123116_cell_78.png  \n",
      " extracting: cell_images/Uninfected/C91P52ThinF_IMG_20150821_123116_cell_84.png  \n",
      " extracting: cell_images/Uninfected/C91P52ThinF_IMG_20150821_123116_cell_89.png  \n",
      " extracting: cell_images/Uninfected/C91P52ThinF_IMG_20150821_123116_cell_96.png  \n",
      " extracting: cell_images/Uninfected/C91P52ThinF_IMG_20150821_123314_cell_105.png  \n",
      " extracting: cell_images/Uninfected/C91P52ThinF_IMG_20150821_123314_cell_112.png  \n",
      " extracting: cell_images/Uninfected/C91P52ThinF_IMG_20150821_123314_cell_114.png  \n",
      " extracting: cell_images/Uninfected/C91P52ThinF_IMG_20150821_123314_cell_16.png  \n",
      " extracting: cell_images/Uninfected/C91P52ThinF_IMG_20150821_123314_cell_17.png  \n",
      " extracting: cell_images/Uninfected/C91P52ThinF_IMG_20150821_123314_cell_25.png  \n",
      " extracting: cell_images/Uninfected/C91P52ThinF_IMG_20150821_123314_cell_42.png  \n",
      " extracting: cell_images/Uninfected/C91P52ThinF_IMG_20150821_123314_cell_54.png  \n",
      " extracting: cell_images/Uninfected/C91P52ThinF_IMG_20150821_123314_cell_66.png  \n",
      " extracting: cell_images/Uninfected/C91P52ThinF_IMG_20150821_123314_cell_68.png  \n",
      " extracting: cell_images/Uninfected/C91P52ThinF_IMG_20150821_123314_cell_93.png  \n",
      " extracting: cell_images/Uninfected/C91P52ThinF_IMG_20150821_124504_cell_13.png  \n",
      " extracting: cell_images/Uninfected/C91P52ThinF_IMG_20150821_124504_cell_132.png  \n",
      " extracting: cell_images/Uninfected/C91P52ThinF_IMG_20150821_124504_cell_140.png  \n",
      " extracting: cell_images/Uninfected/C91P52ThinF_IMG_20150821_124504_cell_147.png  \n",
      " extracting: cell_images/Uninfected/C91P52ThinF_IMG_20150821_124504_cell_32.png  \n",
      " extracting: cell_images/Uninfected/C91P52ThinF_IMG_20150821_124504_cell_38.png  \n",
      " extracting: cell_images/Uninfected/C91P52ThinF_IMG_20150821_124504_cell_53.png  \n",
      " extracting: cell_images/Uninfected/C91P52ThinF_IMG_20150821_124504_cell_60.png  \n",
      " extracting: cell_images/Uninfected/C91P52ThinF_IMG_20150821_124504_cell_7.png  \n",
      " extracting: cell_images/Uninfected/C91P52ThinF_IMG_20150821_124504_cell_70.png  \n",
      " extracting: cell_images/Uninfected/C91P52ThinF_IMG_20150821_124504_cell_76.png  \n",
      " extracting: cell_images/Uninfected/C91P52ThinF_IMG_20150821_124504_cell_85.png  \n",
      " extracting: cell_images/Uninfected/C91P52ThinF_IMG_20150821_124739_cell_108.png  \n",
      " extracting: cell_images/Uninfected/C91P52ThinF_IMG_20150821_124739_cell_11.png  \n",
      " extracting: cell_images/Uninfected/C91P52ThinF_IMG_20150821_124739_cell_110.png  \n",
      " extracting: cell_images/Uninfected/C91P52ThinF_IMG_20150821_124739_cell_133.png  \n",
      " extracting: cell_images/Uninfected/C91P52ThinF_IMG_20150821_124739_cell_165.png  \n",
      " extracting: cell_images/Uninfected/C91P52ThinF_IMG_20150821_124739_cell_167.png  \n",
      " extracting: cell_images/Uninfected/C91P52ThinF_IMG_20150821_124739_cell_39.png  \n",
      " extracting: cell_images/Uninfected/C91P52ThinF_IMG_20150821_124739_cell_4.png  \n",
      " extracting: cell_images/Uninfected/C91P52ThinF_IMG_20150821_124739_cell_49.png  \n",
      " extracting: cell_images/Uninfected/C91P52ThinF_IMG_20150821_124739_cell_50.png  \n",
      " extracting: cell_images/Uninfected/C91P52ThinF_IMG_20150821_124739_cell_76.png  \n",
      " extracting: cell_images/Uninfected/C91P52ThinF_IMG_20150821_124937_cell_117.png  \n",
      " extracting: cell_images/Uninfected/C91P52ThinF_IMG_20150821_124937_cell_135.png  \n",
      " extracting: cell_images/Uninfected/C91P52ThinF_IMG_20150821_124937_cell_151.png  \n",
      " extracting: cell_images/Uninfected/C91P52ThinF_IMG_20150821_124937_cell_167.png  \n",
      " extracting: cell_images/Uninfected/C91P52ThinF_IMG_20150821_124937_cell_171.png  \n",
      " extracting: cell_images/Uninfected/C91P52ThinF_IMG_20150821_124937_cell_173.png  \n",
      " extracting: cell_images/Uninfected/C91P52ThinF_IMG_20150821_124937_cell_36.png  \n",
      " extracting: cell_images/Uninfected/C91P52ThinF_IMG_20150821_124937_cell_5.png  \n",
      " extracting: cell_images/Uninfected/C91P52ThinF_IMG_20150821_124937_cell_72.png  \n",
      " extracting: cell_images/Uninfected/C91P52ThinF_IMG_20150821_124937_cell_76.png  \n",
      " extracting: cell_images/Uninfected/C91P52ThinF_IMG_20150821_124937_cell_8.png  \n",
      " extracting: cell_images/Uninfected/C91P52ThinF_IMG_20150821_125154_cell_100.png  \n",
      " extracting: cell_images/Uninfected/C91P52ThinF_IMG_20150821_125154_cell_101.png  \n",
      " extracting: cell_images/Uninfected/C91P52ThinF_IMG_20150821_125154_cell_108.png  \n",
      " extracting: cell_images/Uninfected/C91P52ThinF_IMG_20150821_125154_cell_111.png  \n",
      " extracting: cell_images/Uninfected/C91P52ThinF_IMG_20150821_125154_cell_117.png  \n",
      " extracting: cell_images/Uninfected/C91P52ThinF_IMG_20150821_125154_cell_27.png  \n",
      " extracting: cell_images/Uninfected/C91P52ThinF_IMG_20150821_125154_cell_30.png  \n",
      " extracting: cell_images/Uninfected/C91P52ThinF_IMG_20150821_125154_cell_41.png  \n",
      " extracting: cell_images/Uninfected/C91P52ThinF_IMG_20150821_125154_cell_48.png  \n",
      " extracting: cell_images/Uninfected/C91P52ThinF_IMG_20150821_125154_cell_59.png  \n",
      " extracting: cell_images/Uninfected/C91P52ThinF_IMG_20150821_125154_cell_61.png  \n",
      " extracting: cell_images/Uninfected/C91P52ThinF_IMG_20150821_125154_cell_70.png  \n",
      " extracting: cell_images/Uninfected/C92P53ThinF_IMG_20150821_150457_cell_10.png  \n",
      " extracting: cell_images/Uninfected/C92P53ThinF_IMG_20150821_150457_cell_106.png  \n",
      " extracting: cell_images/Uninfected/C92P53ThinF_IMG_20150821_150457_cell_111.png  \n",
      " extracting: cell_images/Uninfected/C92P53ThinF_IMG_20150821_150457_cell_126.png  \n",
      " extracting: cell_images/Uninfected/C92P53ThinF_IMG_20150821_150457_cell_134.png  \n",
      " extracting: cell_images/Uninfected/C92P53ThinF_IMG_20150821_150457_cell_142.png  \n",
      " extracting: cell_images/Uninfected/C92P53ThinF_IMG_20150821_150457_cell_163.png  \n",
      " extracting: cell_images/Uninfected/C92P53ThinF_IMG_20150821_150457_cell_186.png  \n",
      " extracting: cell_images/Uninfected/C92P53ThinF_IMG_20150821_150457_cell_21.png  \n",
      " extracting: cell_images/Uninfected/C92P53ThinF_IMG_20150821_150457_cell_217.png  \n",
      " extracting: cell_images/Uninfected/C92P53ThinF_IMG_20150821_150457_cell_225.png  \n",
      " extracting: cell_images/Uninfected/C92P53ThinF_IMG_20150821_150457_cell_65.png  \n",
      " extracting: cell_images/Uninfected/C92P53ThinF_IMG_20150821_150457_cell_97.png  \n",
      " extracting: cell_images/Uninfected/C92P53ThinF_IMG_20150821_150718_cell_1.png  \n",
      " extracting: cell_images/Uninfected/C92P53ThinF_IMG_20150821_150718_cell_109.png  \n",
      " extracting: cell_images/Uninfected/C92P53ThinF_IMG_20150821_150718_cell_115.png  \n",
      " extracting: cell_images/Uninfected/C92P53ThinF_IMG_20150821_150718_cell_133.png  \n",
      " extracting: cell_images/Uninfected/C92P53ThinF_IMG_20150821_150718_cell_144.png  \n",
      " extracting: cell_images/Uninfected/C92P53ThinF_IMG_20150821_150718_cell_149.png  \n",
      " extracting: cell_images/Uninfected/C92P53ThinF_IMG_20150821_150718_cell_155.png  \n",
      " extracting: cell_images/Uninfected/C92P53ThinF_IMG_20150821_150718_cell_176.png  \n",
      " extracting: cell_images/Uninfected/C92P53ThinF_IMG_20150821_150718_cell_181.png  \n",
      " extracting: cell_images/Uninfected/C92P53ThinF_IMG_20150821_150718_cell_200.png  \n",
      " extracting: cell_images/Uninfected/C92P53ThinF_IMG_20150821_150718_cell_201.png  \n",
      " extracting: cell_images/Uninfected/C92P53ThinF_IMG_20150821_150718_cell_72.png  \n",
      " extracting: cell_images/Uninfected/C92P53ThinF_IMG_20150821_150718_cell_96.png  \n",
      " extracting: cell_images/Uninfected/C92P53ThinF_IMG_20150821_150718_cell_97.png  \n",
      " extracting: cell_images/Uninfected/C92P53ThinF_IMG_20150821_151224_cell_123.png  \n",
      " extracting: cell_images/Uninfected/C92P53ThinF_IMG_20150821_151224_cell_150.png  \n",
      " extracting: cell_images/Uninfected/C92P53ThinF_IMG_20150821_151224_cell_17.png  \n",
      " extracting: cell_images/Uninfected/C92P53ThinF_IMG_20150821_151224_cell_183.png  \n",
      " extracting: cell_images/Uninfected/C92P53ThinF_IMG_20150821_151224_cell_195.png  \n",
      " extracting: cell_images/Uninfected/C92P53ThinF_IMG_20150821_151224_cell_201.png  \n",
      " extracting: cell_images/Uninfected/C92P53ThinF_IMG_20150821_151224_cell_205.png  \n",
      " extracting: cell_images/Uninfected/C92P53ThinF_IMG_20150821_151224_cell_48.png  \n",
      " extracting: cell_images/Uninfected/C92P53ThinF_IMG_20150821_151224_cell_57.png  \n",
      " extracting: cell_images/Uninfected/C92P53ThinF_IMG_20150821_151224_cell_58.png  \n",
      " extracting: cell_images/Uninfected/C92P53ThinF_IMG_20150821_151224_cell_91.png  \n",
      " extracting: cell_images/Uninfected/C92P53ThinF_IMG_20150821_151224_cell_98.png  \n",
      " extracting: cell_images/Uninfected/C92P53ThinF_IMG_20150821_151224_cell_99.png  \n",
      " extracting: cell_images/Uninfected/C92P53ThinF_IMG_20150821_151646_cell_123.png  \n",
      " extracting: cell_images/Uninfected/C92P53ThinF_IMG_20150821_151646_cell_142.png  \n",
      " extracting: cell_images/Uninfected/C92P53ThinF_IMG_20150821_151646_cell_155.png  \n",
      " extracting: cell_images/Uninfected/C92P53ThinF_IMG_20150821_151646_cell_169.png  \n",
      " extracting: cell_images/Uninfected/C92P53ThinF_IMG_20150821_151646_cell_198.png  \n",
      " extracting: cell_images/Uninfected/C92P53ThinF_IMG_20150821_151646_cell_20.png  \n",
      " extracting: cell_images/Uninfected/C92P53ThinF_IMG_20150821_151646_cell_3.png  \n",
      " extracting: cell_images/Uninfected/C92P53ThinF_IMG_20150821_151646_cell_32.png  \n",
      " extracting: cell_images/Uninfected/C92P53ThinF_IMG_20150821_151646_cell_39.png  \n",
      " extracting: cell_images/Uninfected/C92P53ThinF_IMG_20150821_151646_cell_41.png  \n",
      " extracting: cell_images/Uninfected/C92P53ThinF_IMG_20150821_151646_cell_45.png  \n",
      " extracting: cell_images/Uninfected/C92P53ThinF_IMG_20150821_151646_cell_46.png  \n",
      " extracting: cell_images/Uninfected/C92P53ThinF_IMG_20150821_151646_cell_54.png  \n",
      " extracting: cell_images/Uninfected/C92P53ThinF_IMG_20150821_151646_cell_97.png  \n",
      " extracting: cell_images/Uninfected/C92P53ThinF_IMG_20150821_151722_cell_116.png  \n",
      " extracting: cell_images/Uninfected/C92P53ThinF_IMG_20150821_151722_cell_152.png  \n",
      " extracting: cell_images/Uninfected/C92P53ThinF_IMG_20150821_151722_cell_171.png  \n",
      " extracting: cell_images/Uninfected/C92P53ThinF_IMG_20150821_151722_cell_173.png  \n",
      " extracting: cell_images/Uninfected/C92P53ThinF_IMG_20150821_151722_cell_183.png  \n",
      " extracting: cell_images/Uninfected/C92P53ThinF_IMG_20150821_151722_cell_19.png  \n",
      " extracting: cell_images/Uninfected/C92P53ThinF_IMG_20150821_151722_cell_194.png  \n",
      " extracting: cell_images/Uninfected/C92P53ThinF_IMG_20150821_151722_cell_33.png  \n",
      " extracting: cell_images/Uninfected/C92P53ThinF_IMG_20150821_151722_cell_37.png  \n",
      " extracting: cell_images/Uninfected/C92P53ThinF_IMG_20150821_151722_cell_56.png  \n",
      " extracting: cell_images/Uninfected/C92P53ThinF_IMG_20150821_151722_cell_57.png  \n",
      " extracting: cell_images/Uninfected/C92P53ThinF_IMG_20150821_151722_cell_75.png  \n",
      " extracting: cell_images/Uninfected/C92P53ThinF_IMG_20150821_151722_cell_93.png  \n",
      " extracting: cell_images/Uninfected/C93P54ThinF_IMG_20150821_162641_cell_102.png  \n",
      " extracting: cell_images/Uninfected/C93P54ThinF_IMG_20150821_162641_cell_105.png  \n",
      " extracting: cell_images/Uninfected/C93P54ThinF_IMG_20150821_162641_cell_112.png  \n",
      " extracting: cell_images/Uninfected/C93P54ThinF_IMG_20150821_162641_cell_13.png  \n",
      " extracting: cell_images/Uninfected/C93P54ThinF_IMG_20150821_162641_cell_145.png  \n",
      " extracting: cell_images/Uninfected/C93P54ThinF_IMG_20150821_162641_cell_150.png  \n",
      " extracting: cell_images/Uninfected/C93P54ThinF_IMG_20150821_162641_cell_173.png  \n",
      " extracting: cell_images/Uninfected/C93P54ThinF_IMG_20150821_162641_cell_198.png  \n",
      " extracting: cell_images/Uninfected/C93P54ThinF_IMG_20150821_162641_cell_203.png  \n",
      " extracting: cell_images/Uninfected/C93P54ThinF_IMG_20150821_162641_cell_63.png  \n",
      " extracting: cell_images/Uninfected/C93P54ThinF_IMG_20150821_162641_cell_71.png  \n",
      " extracting: cell_images/Uninfected/C93P54ThinF_IMG_20150821_162901_cell_144.png  \n",
      " extracting: cell_images/Uninfected/C93P54ThinF_IMG_20150821_162901_cell_147.png  \n",
      " extracting: cell_images/Uninfected/C93P54ThinF_IMG_20150821_162901_cell_174.png  \n",
      " extracting: cell_images/Uninfected/C93P54ThinF_IMG_20150821_162901_cell_2.png  \n",
      " extracting: cell_images/Uninfected/C93P54ThinF_IMG_20150821_162901_cell_30.png  \n",
      " extracting: cell_images/Uninfected/C93P54ThinF_IMG_20150821_162901_cell_32.png  \n",
      " extracting: cell_images/Uninfected/C93P54ThinF_IMG_20150821_162901_cell_37.png  \n",
      " extracting: cell_images/Uninfected/C93P54ThinF_IMG_20150821_162901_cell_51.png  \n",
      " extracting: cell_images/Uninfected/C93P54ThinF_IMG_20150821_162901_cell_57.png  \n",
      " extracting: cell_images/Uninfected/C93P54ThinF_IMG_20150821_162901_cell_60.png  \n",
      " extracting: cell_images/Uninfected/C93P54ThinF_IMG_20150821_162901_cell_89.png  \n",
      " extracting: cell_images/Uninfected/C93P54ThinF_IMG_20150821_163452_cell_102.png  \n",
      " extracting: cell_images/Uninfected/C93P54ThinF_IMG_20150821_163452_cell_126.png  \n",
      " extracting: cell_images/Uninfected/C93P54ThinF_IMG_20150821_163452_cell_130.png  \n",
      " extracting: cell_images/Uninfected/C93P54ThinF_IMG_20150821_163452_cell_163.png  \n",
      " extracting: cell_images/Uninfected/C93P54ThinF_IMG_20150821_163452_cell_165.png  \n",
      " extracting: cell_images/Uninfected/C93P54ThinF_IMG_20150821_163452_cell_168.png  \n",
      " extracting: cell_images/Uninfected/C93P54ThinF_IMG_20150821_163452_cell_43.png  \n",
      " extracting: cell_images/Uninfected/C93P54ThinF_IMG_20150821_163452_cell_55.png  \n",
      " extracting: cell_images/Uninfected/C93P54ThinF_IMG_20150821_163452_cell_56.png  \n",
      " extracting: cell_images/Uninfected/C93P54ThinF_IMG_20150821_163452_cell_60.png  \n",
      " extracting: cell_images/Uninfected/C93P54ThinF_IMG_20150821_163452_cell_62.png  \n",
      " extracting: cell_images/Uninfected/C93P54ThinF_IMG_20150821_163452_cell_68.png  \n",
      " extracting: cell_images/Uninfected/C93P54ThinF_IMG_20150821_163640_cell_127.png  \n",
      " extracting: cell_images/Uninfected/C93P54ThinF_IMG_20150821_163640_cell_141.png  \n",
      " extracting: cell_images/Uninfected/C93P54ThinF_IMG_20150821_163640_cell_155.png  \n",
      " extracting: cell_images/Uninfected/C93P54ThinF_IMG_20150821_163640_cell_181.png  \n",
      " extracting: cell_images/Uninfected/C93P54ThinF_IMG_20150821_163640_cell_182.png  \n",
      " extracting: cell_images/Uninfected/C93P54ThinF_IMG_20150821_163640_cell_31.png  \n",
      " extracting: cell_images/Uninfected/C93P54ThinF_IMG_20150821_163640_cell_39.png  \n",
      " extracting: cell_images/Uninfected/C93P54ThinF_IMG_20150821_163640_cell_42.png  \n",
      " extracting: cell_images/Uninfected/C93P54ThinF_IMG_20150821_163640_cell_45.png  \n",
      " extracting: cell_images/Uninfected/C93P54ThinF_IMG_20150821_163640_cell_9.png  \n",
      " extracting: cell_images/Uninfected/C93P54ThinF_IMG_20150821_163640_cell_95.png  \n",
      " extracting: cell_images/Uninfected/C93P54ThinF_IMG_20150821_163815_cell_122.png  \n",
      " extracting: cell_images/Uninfected/C93P54ThinF_IMG_20150821_163815_cell_132.png  \n",
      " extracting: cell_images/Uninfected/C93P54ThinF_IMG_20150821_163815_cell_136.png  \n",
      " extracting: cell_images/Uninfected/C93P54ThinF_IMG_20150821_163815_cell_148.png  \n",
      " extracting: cell_images/Uninfected/C93P54ThinF_IMG_20150821_163815_cell_149.png  \n",
      " extracting: cell_images/Uninfected/C93P54ThinF_IMG_20150821_163815_cell_16.png  \n",
      " extracting: cell_images/Uninfected/C93P54ThinF_IMG_20150821_163815_cell_170.png  \n",
      " extracting: cell_images/Uninfected/C93P54ThinF_IMG_20150821_163815_cell_183.png  \n",
      " extracting: cell_images/Uninfected/C93P54ThinF_IMG_20150821_163815_cell_186.png  \n",
      " extracting: cell_images/Uninfected/C93P54ThinF_IMG_20150821_163815_cell_197.png  \n",
      " extracting: cell_images/Uninfected/C93P54ThinF_IMG_20150821_163815_cell_209.png  \n",
      " extracting: cell_images/Uninfected/C93P54ThinF_IMG_20150821_163815_cell_91.png  \n",
      " extracting: cell_images/Uninfected/C93P54ThinF_IMG_20150821_164024_cell_105.png  \n",
      " extracting: cell_images/Uninfected/C93P54ThinF_IMG_20150821_164024_cell_133.png  \n",
      " extracting: cell_images/Uninfected/C93P54ThinF_IMG_20150821_164024_cell_138.png  \n",
      " extracting: cell_images/Uninfected/C93P54ThinF_IMG_20150821_164024_cell_158.png  \n",
      " extracting: cell_images/Uninfected/C93P54ThinF_IMG_20150821_164024_cell_51.png  \n",
      " extracting: cell_images/Uninfected/C93P54ThinF_IMG_20150821_164024_cell_53.png  \n",
      " extracting: cell_images/Uninfected/C93P54ThinF_IMG_20150821_164024_cell_55.png  \n",
      " extracting: cell_images/Uninfected/C93P54ThinF_IMG_20150821_164024_cell_75.png  \n",
      " extracting: cell_images/Uninfected/C93P54ThinF_IMG_20150821_164024_cell_92.png  \n",
      " extracting: cell_images/Uninfected/C93P54ThinF_IMG_20150821_164024_cell_95.png  \n",
      " extracting: cell_images/Uninfected/C93P54ThinF_IMG_20150821_164024_cell_96.png  \n",
      " extracting: cell_images/Uninfected/C94P55ThinF_IMG_20150821_165118_cell_102.png  \n",
      " extracting: cell_images/Uninfected/C94P55ThinF_IMG_20150821_165118_cell_108.png  \n",
      " extracting: cell_images/Uninfected/C94P55ThinF_IMG_20150821_165118_cell_125.png  \n",
      " extracting: cell_images/Uninfected/C94P55ThinF_IMG_20150821_165118_cell_13.png  \n",
      " extracting: cell_images/Uninfected/C94P55ThinF_IMG_20150821_165118_cell_231.png  \n",
      " extracting: cell_images/Uninfected/C94P55ThinF_IMG_20150821_165118_cell_237.png  \n",
      " extracting: cell_images/Uninfected/C94P55ThinF_IMG_20150821_165118_cell_242.png  \n",
      " extracting: cell_images/Uninfected/C94P55ThinF_IMG_20150821_165118_cell_26.png  \n",
      " extracting: cell_images/Uninfected/C94P55ThinF_IMG_20150821_165118_cell_262.png  \n",
      " extracting: cell_images/Uninfected/C94P55ThinF_IMG_20150821_165118_cell_56.png  \n",
      " extracting: cell_images/Uninfected/C94P55ThinF_IMG_20150821_165118_cell_60.png  \n",
      " extracting: cell_images/Uninfected/C94P55ThinF_IMG_20150821_165118_cell_68.png  \n",
      " extracting: cell_images/Uninfected/C94P55ThinF_IMG_20150821_165118_cell_74.png  \n",
      " extracting: cell_images/Uninfected/C94P55ThinF_IMG_20150821_165118_cell_95.png  \n",
      " extracting: cell_images/Uninfected/C94P55ThinF_IMG_20150821_165519_cell_113.png  \n",
      " extracting: cell_images/Uninfected/C94P55ThinF_IMG_20150821_165519_cell_118.png  \n",
      " extracting: cell_images/Uninfected/C94P55ThinF_IMG_20150821_165519_cell_128.png  \n",
      " extracting: cell_images/Uninfected/C94P55ThinF_IMG_20150821_165519_cell_135.png  \n",
      " extracting: cell_images/Uninfected/C94P55ThinF_IMG_20150821_165519_cell_136.png  \n",
      " extracting: cell_images/Uninfected/C94P55ThinF_IMG_20150821_165519_cell_144.png  \n",
      " extracting: cell_images/Uninfected/C94P55ThinF_IMG_20150821_165519_cell_157.png  \n",
      " extracting: cell_images/Uninfected/C94P55ThinF_IMG_20150821_165519_cell_165.png  \n",
      " extracting: cell_images/Uninfected/C94P55ThinF_IMG_20150821_165519_cell_210.png  \n",
      " extracting: cell_images/Uninfected/C94P55ThinF_IMG_20150821_165519_cell_245.png  \n",
      " extracting: cell_images/Uninfected/C94P55ThinF_IMG_20150821_165519_cell_248.png  \n",
      " extracting: cell_images/Uninfected/C94P55ThinF_IMG_20150821_165519_cell_25.png  \n",
      " extracting: cell_images/Uninfected/C94P55ThinF_IMG_20150821_165519_cell_262.png  \n",
      " extracting: cell_images/Uninfected/C94P55ThinF_IMG_20150821_165519_cell_55.png  \n",
      " extracting: cell_images/Uninfected/C94P55ThinF_IMG_20150821_170021_cell_112.png  \n",
      " extracting: cell_images/Uninfected/C94P55ThinF_IMG_20150821_170021_cell_132.png  \n",
      " extracting: cell_images/Uninfected/C94P55ThinF_IMG_20150821_170021_cell_152.png  \n",
      " extracting: cell_images/Uninfected/C94P55ThinF_IMG_20150821_170021_cell_154.png  \n",
      " extracting: cell_images/Uninfected/C94P55ThinF_IMG_20150821_170021_cell_156.png  \n",
      " extracting: cell_images/Uninfected/C94P55ThinF_IMG_20150821_170021_cell_166.png  \n",
      " extracting: cell_images/Uninfected/C94P55ThinF_IMG_20150821_170021_cell_194.png  \n",
      " extracting: cell_images/Uninfected/C94P55ThinF_IMG_20150821_170021_cell_195.png  \n",
      " extracting: cell_images/Uninfected/C94P55ThinF_IMG_20150821_170021_cell_20.png  \n",
      " extracting: cell_images/Uninfected/C94P55ThinF_IMG_20150821_170021_cell_23.png  \n",
      " extracting: cell_images/Uninfected/C94P55ThinF_IMG_20150821_170021_cell_32.png  \n",
      " extracting: cell_images/Uninfected/C94P55ThinF_IMG_20150821_170021_cell_36.png  \n",
      " extracting: cell_images/Uninfected/C94P55ThinF_IMG_20150821_170021_cell_56.png  \n",
      " extracting: cell_images/Uninfected/C94P55ThinF_IMG_20150821_170021_cell_63.png  \n",
      " extracting: cell_images/Uninfected/C94P55ThinF_IMG_20150821_170249_cell_130.png  \n",
      " extracting: cell_images/Uninfected/C94P55ThinF_IMG_20150821_170249_cell_153.png  \n",
      " extracting: cell_images/Uninfected/C94P55ThinF_IMG_20150821_170249_cell_16.png  \n",
      " extracting: cell_images/Uninfected/C94P55ThinF_IMG_20150821_170249_cell_162.png  \n",
      " extracting: cell_images/Uninfected/C94P55ThinF_IMG_20150821_170249_cell_174.png  \n",
      " extracting: cell_images/Uninfected/C94P55ThinF_IMG_20150821_170249_cell_183.png  \n",
      " extracting: cell_images/Uninfected/C94P55ThinF_IMG_20150821_170249_cell_187.png  \n",
      " extracting: cell_images/Uninfected/C94P55ThinF_IMG_20150821_170249_cell_207.png  \n",
      " extracting: cell_images/Uninfected/C94P55ThinF_IMG_20150821_170249_cell_209.png  \n",
      " extracting: cell_images/Uninfected/C94P55ThinF_IMG_20150821_170249_cell_211.png  \n",
      " extracting: cell_images/Uninfected/C94P55ThinF_IMG_20150821_170249_cell_223.png  \n",
      " extracting: cell_images/Uninfected/C94P55ThinF_IMG_20150821_170249_cell_5.png  \n",
      " extracting: cell_images/Uninfected/C94P55ThinF_IMG_20150821_170249_cell_97.png  \n",
      " extracting: cell_images/Uninfected/C94P55ThinF_IMG_20150821_170403_cell_1.png  \n",
      " extracting: cell_images/Uninfected/C94P55ThinF_IMG_20150821_170403_cell_104.png  \n",
      " extracting: cell_images/Uninfected/C94P55ThinF_IMG_20150821_170403_cell_119.png  \n",
      " extracting: cell_images/Uninfected/C94P55ThinF_IMG_20150821_170403_cell_145.png  \n",
      " extracting: cell_images/Uninfected/C94P55ThinF_IMG_20150821_170403_cell_168.png  \n",
      " extracting: cell_images/Uninfected/C94P55ThinF_IMG_20150821_170403_cell_185.png  \n",
      " extracting: cell_images/Uninfected/C94P55ThinF_IMG_20150821_170403_cell_188.png  \n",
      " extracting: cell_images/Uninfected/C94P55ThinF_IMG_20150821_170403_cell_193.png  \n",
      " extracting: cell_images/Uninfected/C94P55ThinF_IMG_20150821_170403_cell_208.png  \n",
      " extracting: cell_images/Uninfected/C94P55ThinF_IMG_20150821_170403_cell_29.png  \n",
      " extracting: cell_images/Uninfected/C94P55ThinF_IMG_20150821_170403_cell_30.png  \n",
      " extracting: cell_images/Uninfected/C94P55ThinF_IMG_20150821_170403_cell_4.png  \n",
      " extracting: cell_images/Uninfected/C94P55ThinF_IMG_20150821_170403_cell_46.png  \n",
      " extracting: cell_images/Uninfected/C94P55ThinF_IMG_20150821_170403_cell_53.png  \n",
      " extracting: cell_images/Uninfected/C94P55ThinF_IMG_20150821_170403_cell_96.png  \n",
      " extracting: cell_images/Uninfected/C95P56ThinF_IMG_20150821_171242_cell_21.png  \n",
      " extracting: cell_images/Uninfected/C95P56ThinF_IMG_20150821_171242_cell_28.png  \n",
      " extracting: cell_images/Uninfected/C95P56ThinF_IMG_20150821_171242_cell_35.png  \n",
      " extracting: cell_images/Uninfected/C95P56ThinF_IMG_20150821_171242_cell_62.png  \n",
      " extracting: cell_images/Uninfected/C95P56ThinF_IMG_20150821_171242_cell_84.png  \n",
      " extracting: cell_images/Uninfected/C95P56ThinF_IMG_20150821_171242_cell_91.png  \n",
      " extracting: cell_images/Uninfected/C95P56ThinF_IMG_20150821_171242_cell_95.png  \n",
      " extracting: cell_images/Uninfected/C95P56ThinF_IMG_20150821_171530_cell_13.png  \n",
      " extracting: cell_images/Uninfected/C95P56ThinF_IMG_20150821_171530_cell_14.png  \n",
      " extracting: cell_images/Uninfected/C95P56ThinF_IMG_20150821_171530_cell_34.png  \n",
      " extracting: cell_images/Uninfected/C95P56ThinF_IMG_20150821_171530_cell_36.png  \n",
      " extracting: cell_images/Uninfected/C95P56ThinF_IMG_20150821_171530_cell_4.png  \n",
      " extracting: cell_images/Uninfected/C95P56ThinF_IMG_20150821_171530_cell_76.png  \n",
      " extracting: cell_images/Uninfected/C95P56ThinF_IMG_20150821_171603_cell_1.png  \n",
      " extracting: cell_images/Uninfected/C95P56ThinF_IMG_20150821_171603_cell_13.png  \n",
      " extracting: cell_images/Uninfected/C95P56ThinF_IMG_20150821_171603_cell_19.png  \n",
      " extracting: cell_images/Uninfected/C95P56ThinF_IMG_20150821_171603_cell_35.png  \n",
      " extracting: cell_images/Uninfected/C95P56ThinF_IMG_20150821_171603_cell_40.png  \n",
      " extracting: cell_images/Uninfected/C95P56ThinF_IMG_20150821_171603_cell_46.png  \n",
      " extracting: cell_images/Uninfected/C95P56ThinF_IMG_20150821_171603_cell_75.png  \n",
      " extracting: cell_images/Uninfected/C95P56ThinF_IMG_20150821_171631_cell_13.png  \n",
      " extracting: cell_images/Uninfected/C95P56ThinF_IMG_20150821_171631_cell_31.png  \n",
      " extracting: cell_images/Uninfected/C95P56ThinF_IMG_20150821_171631_cell_46.png  \n",
      " extracting: cell_images/Uninfected/C95P56ThinF_IMG_20150821_171631_cell_64.png  \n",
      " extracting: cell_images/Uninfected/C95P56ThinF_IMG_20150821_171631_cell_70.png  \n",
      " extracting: cell_images/Uninfected/C95P56ThinF_IMG_20150821_171631_cell_72.png  \n",
      " extracting: cell_images/Uninfected/C95P56ThinF_IMG_20150821_171631_cell_98.png  \n",
      " extracting: cell_images/Uninfected/C95P56ThinF_IMG_20150821_171701_cell_14.png  \n",
      " extracting: cell_images/Uninfected/C95P56ThinF_IMG_20150821_171701_cell_46.png  \n",
      " extracting: cell_images/Uninfected/C95P56ThinF_IMG_20150821_171701_cell_63.png  \n",
      " extracting: cell_images/Uninfected/C95P56ThinF_IMG_20150821_171701_cell_65.png  \n",
      " extracting: cell_images/Uninfected/C95P56ThinF_IMG_20150821_171701_cell_79.png  \n",
      " extracting: cell_images/Uninfected/C95P56ThinF_IMG_20150821_171701_cell_88.png  \n",
      " extracting: cell_images/Uninfected/C95P56ThinF_IMG_20150821_171701_cell_90.png  \n",
      " extracting: cell_images/Uninfected/C95P56ThinF_IMG_20150821_171751_cell_33.png  \n",
      " extracting: cell_images/Uninfected/C95P56ThinF_IMG_20150821_171751_cell_35.png  \n",
      " extracting: cell_images/Uninfected/C95P56ThinF_IMG_20150821_171751_cell_36.png  \n",
      " extracting: cell_images/Uninfected/C95P56ThinF_IMG_20150821_171751_cell_44.png  \n",
      " extracting: cell_images/Uninfected/C95P56ThinF_IMG_20150821_171751_cell_62.png  \n",
      " extracting: cell_images/Uninfected/C95P56ThinF_IMG_20150821_171751_cell_63.png  \n",
      " extracting: cell_images/Uninfected/C95P56ThinF_IMG_20150821_171751_cell_76.png  \n",
      " extracting: cell_images/Uninfected/C95P56ThinF_IMG_20150821_172222_cell_1.png  \n",
      " extracting: cell_images/Uninfected/C95P56ThinF_IMG_20150821_172222_cell_15.png  \n",
      " extracting: cell_images/Uninfected/C95P56ThinF_IMG_20150821_172222_cell_22.png  \n",
      " extracting: cell_images/Uninfected/C95P56ThinF_IMG_20150821_172222_cell_26.png  \n",
      " extracting: cell_images/Uninfected/C95P56ThinF_IMG_20150821_172222_cell_33.png  \n",
      " extracting: cell_images/Uninfected/C95P56ThinF_IMG_20150821_172222_cell_64.png  \n",
      " extracting: cell_images/Uninfected/C95P56ThinF_IMG_20150821_172222_cell_78.png  \n",
      " extracting: cell_images/Uninfected/C95P56ThinF_IMG_20150821_172319_cell_100.png  \n",
      " extracting: cell_images/Uninfected/C95P56ThinF_IMG_20150821_172319_cell_4.png  \n",
      " extracting: cell_images/Uninfected/C95P56ThinF_IMG_20150821_172319_cell_57.png  \n",
      " extracting: cell_images/Uninfected/C95P56ThinF_IMG_20150821_172319_cell_62.png  \n",
      " extracting: cell_images/Uninfected/C95P56ThinF_IMG_20150821_172319_cell_7.png  \n",
      " extracting: cell_images/Uninfected/C95P56ThinF_IMG_20150821_172319_cell_96.png  \n",
      " extracting: cell_images/Uninfected/C95P56ThinF_IMG_20150821_172319_cell_98.png  \n",
      " extracting: cell_images/Uninfected/C95P56ThinF_IMG_20150821_172351_cell_13.png  \n",
      " extracting: cell_images/Uninfected/C95P56ThinF_IMG_20150821_172351_cell_57.png  \n",
      " extracting: cell_images/Uninfected/C95P56ThinF_IMG_20150821_172351_cell_6.png  \n",
      " extracting: cell_images/Uninfected/C95P56ThinF_IMG_20150821_172351_cell_72.png  \n",
      " extracting: cell_images/Uninfected/C95P56ThinF_IMG_20150821_172351_cell_90.png  \n",
      " extracting: cell_images/Uninfected/C95P56ThinF_IMG_20150821_172351_cell_96.png  \n",
      " extracting: cell_images/Uninfected/C95P56ThinF_IMG_20150821_172351_cell_97.png  \n",
      " extracting: cell_images/Uninfected/C95P56ThinF_IMG_20150821_172607_cell_18.png  \n",
      " extracting: cell_images/Uninfected/C95P56ThinF_IMG_20150821_172607_cell_27.png  \n",
      " extracting: cell_images/Uninfected/C95P56ThinF_IMG_20150821_172607_cell_39.png  \n",
      " extracting: cell_images/Uninfected/C95P56ThinF_IMG_20150821_172607_cell_68.png  \n",
      " extracting: cell_images/Uninfected/C95P56ThinF_IMG_20150821_172607_cell_82.png  \n",
      " extracting: cell_images/Uninfected/C95P56ThinF_IMG_20150821_172607_cell_9.png  \n",
      " extracting: cell_images/Uninfected/C96P57ThinF_IMG_20150824_105213_cell_119.png  \n",
      " extracting: cell_images/Uninfected/C96P57ThinF_IMG_20150824_105213_cell_157.png  \n",
      " extracting: cell_images/Uninfected/C96P57ThinF_IMG_20150824_105213_cell_164.png  \n",
      " extracting: cell_images/Uninfected/C96P57ThinF_IMG_20150824_105213_cell_180.png  \n",
      " extracting: cell_images/Uninfected/C96P57ThinF_IMG_20150824_105213_cell_193.png  \n",
      " extracting: cell_images/Uninfected/C96P57ThinF_IMG_20150824_105213_cell_32.png  \n",
      " extracting: cell_images/Uninfected/C96P57ThinF_IMG_20150824_105213_cell_69.png  \n",
      " extracting: cell_images/Uninfected/C96P57ThinF_IMG_20150824_105213_cell_76.png  \n",
      " extracting: cell_images/Uninfected/C96P57ThinF_IMG_20150824_105213_cell_9.png  \n",
      " extracting: cell_images/Uninfected/C96P57ThinF_IMG_20150824_105213_cell_95.png  \n",
      " extracting: cell_images/Uninfected/C96P57ThinF_IMG_20150824_105445_cell_100.png  \n",
      " extracting: cell_images/Uninfected/C96P57ThinF_IMG_20150824_105445_cell_139.png  \n",
      " extracting: cell_images/Uninfected/C96P57ThinF_IMG_20150824_105445_cell_140.png  \n",
      " extracting: cell_images/Uninfected/C96P57ThinF_IMG_20150824_105445_cell_154.png  \n",
      " extracting: cell_images/Uninfected/C96P57ThinF_IMG_20150824_105445_cell_17.png  \n",
      " extracting: cell_images/Uninfected/C96P57ThinF_IMG_20150824_105445_cell_29.png  \n",
      " extracting: cell_images/Uninfected/C96P57ThinF_IMG_20150824_105445_cell_45.png  \n",
      " extracting: cell_images/Uninfected/C96P57ThinF_IMG_20150824_105445_cell_60.png  \n",
      " extracting: cell_images/Uninfected/C96P57ThinF_IMG_20150824_105445_cell_63.png  \n",
      " extracting: cell_images/Uninfected/C96P57ThinF_IMG_20150824_105531_cell_101.png  \n",
      " extracting: cell_images/Uninfected/C96P57ThinF_IMG_20150824_105531_cell_107.png  \n",
      " extracting: cell_images/Uninfected/C96P57ThinF_IMG_20150824_105531_cell_17.png  \n",
      " extracting: cell_images/Uninfected/C96P57ThinF_IMG_20150824_105531_cell_172.png  \n",
      " extracting: cell_images/Uninfected/C96P57ThinF_IMG_20150824_105531_cell_207.png  \n",
      " extracting: cell_images/Uninfected/C96P57ThinF_IMG_20150824_105531_cell_217.png  \n",
      " extracting: cell_images/Uninfected/C96P57ThinF_IMG_20150824_105531_cell_32.png  \n",
      " extracting: cell_images/Uninfected/C96P57ThinF_IMG_20150824_105531_cell_34.png  \n",
      " extracting: cell_images/Uninfected/C96P57ThinF_IMG_20150824_105531_cell_55.png  \n",
      " extracting: cell_images/Uninfected/C96P57ThinF_IMG_20150824_105531_cell_71.png  \n",
      " extracting: cell_images/Uninfected/C96P57ThinF_IMG_20150824_110812_cell_111.png  \n",
      " extracting: cell_images/Uninfected/C96P57ThinF_IMG_20150824_110812_cell_177.png  \n",
      " extracting: cell_images/Uninfected/C96P57ThinF_IMG_20150824_110812_cell_18.png  \n",
      " extracting: cell_images/Uninfected/C96P57ThinF_IMG_20150824_110812_cell_203.png  \n",
      " extracting: cell_images/Uninfected/C96P57ThinF_IMG_20150824_110812_cell_25.png  \n",
      " extracting: cell_images/Uninfected/C96P57ThinF_IMG_20150824_110812_cell_39.png  \n",
      " extracting: cell_images/Uninfected/C96P57ThinF_IMG_20150824_110812_cell_5.png  \n",
      " extracting: cell_images/Uninfected/C96P57ThinF_IMG_20150824_110812_cell_86.png  \n",
      " extracting: cell_images/Uninfected/C96P57ThinF_IMG_20150824_110812_cell_97.png  \n",
      " extracting: cell_images/Uninfected/C96P57ThinF_IMG_20150824_111748_cell_128.png  \n",
      " extracting: cell_images/Uninfected/C96P57ThinF_IMG_20150824_111748_cell_133.png  \n",
      " extracting: cell_images/Uninfected/C96P57ThinF_IMG_20150824_111748_cell_165.png  \n",
      " extracting: cell_images/Uninfected/C96P57ThinF_IMG_20150824_111748_cell_166.png  \n",
      " extracting: cell_images/Uninfected/C96P57ThinF_IMG_20150824_111748_cell_169.png  \n",
      " extracting: cell_images/Uninfected/C96P57ThinF_IMG_20150824_111748_cell_47.png  \n",
      " extracting: cell_images/Uninfected/C96P57ThinF_IMG_20150824_111748_cell_5.png  \n",
      " extracting: cell_images/Uninfected/C96P57ThinF_IMG_20150824_111748_cell_61.png  \n",
      " extracting: cell_images/Uninfected/C96P57ThinF_IMG_20150824_111748_cell_69.png  \n",
      " extracting: cell_images/Uninfected/C96P57ThinF_IMG_20150824_111748_cell_92.png  \n",
      " extracting: cell_images/Uninfected/C96P57ThinF_IMG_20150824_112132_cell_117.png  \n",
      " extracting: cell_images/Uninfected/C96P57ThinF_IMG_20150824_112132_cell_124.png  \n",
      " extracting: cell_images/Uninfected/C96P57ThinF_IMG_20150824_112132_cell_161.png  \n",
      " extracting: cell_images/Uninfected/C96P57ThinF_IMG_20150824_112132_cell_187.png  \n",
      " extracting: cell_images/Uninfected/C96P57ThinF_IMG_20150824_112132_cell_25.png  \n",
      " extracting: cell_images/Uninfected/C96P57ThinF_IMG_20150824_112132_cell_53.png  \n",
      " extracting: cell_images/Uninfected/C96P57ThinF_IMG_20150824_112132_cell_63.png  \n",
      " extracting: cell_images/Uninfected/C96P57ThinF_IMG_20150824_112132_cell_74.png  \n",
      " extracting: cell_images/Uninfected/C96P57ThinF_IMG_20150824_112132_cell_95.png  \n",
      " extracting: cell_images/Uninfected/C96P57ThinF_IMG_20150824_112442_cell_156.png  \n",
      " extracting: cell_images/Uninfected/C96P57ThinF_IMG_20150824_112442_cell_160.png  \n",
      " extracting: cell_images/Uninfected/C96P57ThinF_IMG_20150824_112442_cell_163.png  \n",
      " extracting: cell_images/Uninfected/C96P57ThinF_IMG_20150824_112442_cell_170.png  \n",
      " extracting: cell_images/Uninfected/C96P57ThinF_IMG_20150824_112442_cell_18.png  \n",
      " extracting: cell_images/Uninfected/C96P57ThinF_IMG_20150824_112442_cell_180.png  \n",
      " extracting: cell_images/Uninfected/C96P57ThinF_IMG_20150824_112442_cell_22.png  \n",
      " extracting: cell_images/Uninfected/C96P57ThinF_IMG_20150824_112442_cell_43.png  \n",
      " extracting: cell_images/Uninfected/C96P57ThinF_IMG_20150824_112442_cell_88.png  \n",
      " extracting: cell_images/Uninfected/C96P57ThinF_IMG_20150824_112442_cell_9.png  \n",
      " extracting: cell_images/Uninfected/C97P58ThinF_IMG_20150917_145555_cell_103.png  \n",
      " extracting: cell_images/Uninfected/C97P58ThinF_IMG_20150917_145555_cell_12.png  \n",
      " extracting: cell_images/Uninfected/C97P58ThinF_IMG_20150917_145555_cell_122.png  \n",
      " extracting: cell_images/Uninfected/C97P58ThinF_IMG_20150917_145555_cell_149.png  \n",
      " extracting: cell_images/Uninfected/C97P58ThinF_IMG_20150917_145555_cell_157.png  \n",
      " extracting: cell_images/Uninfected/C97P58ThinF_IMG_20150917_145555_cell_36.png  \n",
      " extracting: cell_images/Uninfected/C97P58ThinF_IMG_20150917_145555_cell_40.png  \n",
      " extracting: cell_images/Uninfected/C97P58ThinF_IMG_20150917_145555_cell_74.png  \n",
      " extracting: cell_images/Uninfected/C97P58ThinF_IMG_20150917_145555_cell_88.png  \n",
      " extracting: cell_images/Uninfected/C97P58ThinF_IMG_20150917_145555_cell_94.png  \n",
      " extracting: cell_images/Uninfected/C97P58ThinF_IMG_20150917_150838_cell_108.png  \n",
      " extracting: cell_images/Uninfected/C97P58ThinF_IMG_20150917_150838_cell_118.png  \n",
      " extracting: cell_images/Uninfected/C97P58ThinF_IMG_20150917_150838_cell_124.png  \n",
      " extracting: cell_images/Uninfected/C97P58ThinF_IMG_20150917_150838_cell_13.png  \n",
      " extracting: cell_images/Uninfected/C97P58ThinF_IMG_20150917_150838_cell_145.png  \n",
      " extracting: cell_images/Uninfected/C97P58ThinF_IMG_20150917_150838_cell_47.png  \n",
      " extracting: cell_images/Uninfected/C97P58ThinF_IMG_20150917_150838_cell_57.png  \n",
      " extracting: cell_images/Uninfected/C97P58ThinF_IMG_20150917_150838_cell_82.png  \n",
      " extracting: cell_images/Uninfected/C97P58ThinF_IMG_20150917_151320_cell_102.png  \n",
      " extracting: cell_images/Uninfected/C97P58ThinF_IMG_20150917_151320_cell_11.png  \n",
      " extracting: cell_images/Uninfected/C97P58ThinF_IMG_20150917_151320_cell_113.png  \n",
      " extracting: cell_images/Uninfected/C97P58ThinF_IMG_20150917_151320_cell_119.png  \n",
      " extracting: cell_images/Uninfected/C97P58ThinF_IMG_20150917_151320_cell_142.png  \n",
      " extracting: cell_images/Uninfected/C97P58ThinF_IMG_20150917_151320_cell_26.png  \n",
      " extracting: cell_images/Uninfected/C97P58ThinF_IMG_20150917_151320_cell_51.png  \n",
      " extracting: cell_images/Uninfected/C97P58ThinF_IMG_20150917_151320_cell_54.png  \n",
      " extracting: cell_images/Uninfected/C97P58ThinF_IMG_20150917_151437_cell_113.png  \n",
      " extracting: cell_images/Uninfected/C97P58ThinF_IMG_20150917_151437_cell_18.png  \n",
      " extracting: cell_images/Uninfected/C97P58ThinF_IMG_20150917_151437_cell_29.png  \n",
      " extracting: cell_images/Uninfected/C97P58ThinF_IMG_20150917_151437_cell_32.png  \n",
      " extracting: cell_images/Uninfected/C97P58ThinF_IMG_20150917_151437_cell_55.png  \n",
      " extracting: cell_images/Uninfected/C97P58ThinF_IMG_20150917_151437_cell_63.png  \n",
      " extracting: cell_images/Uninfected/C97P58ThinF_IMG_20150917_151437_cell_67.png  \n",
      " extracting: cell_images/Uninfected/C97P58ThinF_IMG_20150917_151437_cell_71.png  \n",
      " extracting: cell_images/Uninfected/C97P58ThinF_IMG_20150917_151437_cell_77.png  \n",
      " extracting: cell_images/Uninfected/C97P58ThinF_IMG_20150917_151512_cell_110.png  \n",
      " extracting: cell_images/Uninfected/C97P58ThinF_IMG_20150917_151512_cell_112.png  \n",
      " extracting: cell_images/Uninfected/C97P58ThinF_IMG_20150917_151512_cell_116.png  \n",
      " extracting: cell_images/Uninfected/C97P58ThinF_IMG_20150917_151512_cell_117.png  \n",
      " extracting: cell_images/Uninfected/C97P58ThinF_IMG_20150917_151512_cell_133.png  \n",
      " extracting: cell_images/Uninfected/C97P58ThinF_IMG_20150917_151512_cell_134.png  \n",
      " extracting: cell_images/Uninfected/C97P58ThinF_IMG_20150917_151512_cell_146.png  \n",
      " extracting: cell_images/Uninfected/C97P58ThinF_IMG_20150917_151512_cell_16.png  \n",
      " extracting: cell_images/Uninfected/C97P58ThinF_IMG_20150917_151512_cell_26.png  \n",
      " extracting: cell_images/Uninfected/C97P58ThinF_IMG_20150917_151512_cell_7.png  \n",
      " extracting: cell_images/Uninfected/C97P58ThinF_IMG_20150917_151551_cell_105.png  \n",
      " extracting: cell_images/Uninfected/C97P58ThinF_IMG_20150917_151551_cell_134.png  \n",
      " extracting: cell_images/Uninfected/C97P58ThinF_IMG_20150917_151551_cell_142.png  \n",
      " extracting: cell_images/Uninfected/C97P58ThinF_IMG_20150917_151551_cell_147.png  \n",
      " extracting: cell_images/Uninfected/C97P58ThinF_IMG_20150917_151551_cell_2.png  \n",
      " extracting: cell_images/Uninfected/C97P58ThinF_IMG_20150917_151551_cell_41.png  \n",
      " extracting: cell_images/Uninfected/C97P58ThinF_IMG_20150917_151551_cell_47.png  \n",
      " extracting: cell_images/Uninfected/C97P58ThinF_IMG_20150917_151551_cell_56.png  \n",
      " extracting: cell_images/Uninfected/C97P58ThinF_IMG_20150917_151551_cell_57.png  \n",
      " extracting: cell_images/Uninfected/C97P58ThinF_IMG_20150917_151551_cell_99.png  \n",
      " extracting: cell_images/Uninfected/C97P58ThinF_IMG_20150917_152032_cell_1.png  \n",
      " extracting: cell_images/Uninfected/C97P58ThinF_IMG_20150917_152032_cell_101.png  \n",
      " extracting: cell_images/Uninfected/C97P58ThinF_IMG_20150917_152032_cell_104.png  \n",
      " extracting: cell_images/Uninfected/C97P58ThinF_IMG_20150917_152032_cell_128.png  \n",
      " extracting: cell_images/Uninfected/C97P58ThinF_IMG_20150917_152032_cell_143.png  \n",
      " extracting: cell_images/Uninfected/C97P58ThinF_IMG_20150917_152032_cell_42.png  \n",
      " extracting: cell_images/Uninfected/C97P58ThinF_IMG_20150917_152032_cell_44.png  \n",
      " extracting: cell_images/Uninfected/C97P58ThinF_IMG_20150917_152032_cell_6.png  \n",
      " extracting: cell_images/Uninfected/C97P58ThinF_IMG_20150917_152032_cell_62.png  \n",
      " extracting: cell_images/Uninfected/C97P58ThinF_IMG_20150917_152032_cell_93.png  \n",
      " extracting: cell_images/Uninfected/C98P59ThinF_IMG_20150917_153030_cell_120.png  \n",
      " extracting: cell_images/Uninfected/C98P59ThinF_IMG_20150917_153030_cell_136.png  \n",
      " extracting: cell_images/Uninfected/C98P59ThinF_IMG_20150917_153030_cell_144.png  \n",
      " extracting: cell_images/Uninfected/C98P59ThinF_IMG_20150917_153030_cell_28.png  \n",
      " extracting: cell_images/Uninfected/C98P59ThinF_IMG_20150917_153030_cell_30.png  \n",
      " extracting: cell_images/Uninfected/C98P59ThinF_IMG_20150917_153030_cell_62.png  \n",
      " extracting: cell_images/Uninfected/C98P59ThinF_IMG_20150917_153030_cell_74.png  \n",
      " extracting: cell_images/Uninfected/C98P59ThinF_IMG_20150917_153030_cell_8.png  \n",
      " extracting: cell_images/Uninfected/C98P59ThinF_IMG_20150917_153030_cell_95.png  \n",
      " extracting: cell_images/Uninfected/C98P59ThinF_IMG_20150917_153311_cell_118.png  \n",
      " extracting: cell_images/Uninfected/C98P59ThinF_IMG_20150917_153311_cell_143.png  \n",
      " extracting: cell_images/Uninfected/C98P59ThinF_IMG_20150917_153311_cell_149.png  \n",
      " extracting: cell_images/Uninfected/C98P59ThinF_IMG_20150917_153311_cell_16.png  \n",
      " extracting: cell_images/Uninfected/C98P59ThinF_IMG_20150917_153311_cell_27.png  \n",
      " extracting: cell_images/Uninfected/C98P59ThinF_IMG_20150917_153311_cell_32.png  \n",
      " extracting: cell_images/Uninfected/C98P59ThinF_IMG_20150917_153311_cell_49.png  \n",
      " extracting: cell_images/Uninfected/C98P59ThinF_IMG_20150917_153311_cell_61.png  \n",
      " extracting: cell_images/Uninfected/C98P59ThinF_IMG_20150917_153311_cell_73.png  \n",
      " extracting: cell_images/Uninfected/C98P59ThinF_IMG_20150917_153600_cell_1.png  \n",
      " extracting: cell_images/Uninfected/C98P59ThinF_IMG_20150917_153600_cell_116.png  \n",
      " extracting: cell_images/Uninfected/C98P59ThinF_IMG_20150917_153600_cell_125.png  \n",
      " extracting: cell_images/Uninfected/C98P59ThinF_IMG_20150917_153600_cell_130.png  \n",
      " extracting: cell_images/Uninfected/C98P59ThinF_IMG_20150917_153600_cell_152.png  \n",
      " extracting: cell_images/Uninfected/C98P59ThinF_IMG_20150917_153600_cell_160.png  \n",
      " extracting: cell_images/Uninfected/C98P59ThinF_IMG_20150917_153600_cell_184.png  \n",
      " extracting: cell_images/Uninfected/C98P59ThinF_IMG_20150917_153600_cell_21.png  \n",
      " extracting: cell_images/Uninfected/C98P59ThinF_IMG_20150917_153600_cell_27.png  \n",
      " extracting: cell_images/Uninfected/C98P59ThinF_IMG_20150917_153600_cell_5.png  \n",
      " extracting: cell_images/Uninfected/C98P59ThinF_IMG_20150917_153600_cell_83.png  \n",
      " extracting: cell_images/Uninfected/C98P59ThinF_IMG_20150917_153801_cell_1.png  \n",
      " extracting: cell_images/Uninfected/C98P59ThinF_IMG_20150917_153801_cell_127.png  \n",
      " extracting: cell_images/Uninfected/C98P59ThinF_IMG_20150917_153801_cell_141.png  \n",
      " extracting: cell_images/Uninfected/C98P59ThinF_IMG_20150917_153801_cell_176.png  \n",
      " extracting: cell_images/Uninfected/C98P59ThinF_IMG_20150917_153801_cell_178.png  \n",
      " extracting: cell_images/Uninfected/C98P59ThinF_IMG_20150917_153801_cell_58.png  \n",
      " extracting: cell_images/Uninfected/C98P59ThinF_IMG_20150917_153801_cell_59.png  \n",
      " extracting: cell_images/Uninfected/C98P59ThinF_IMG_20150917_153801_cell_64.png  \n",
      " extracting: cell_images/Uninfected/C98P59ThinF_IMG_20150917_153801_cell_79.png  \n",
      " extracting: cell_images/Uninfected/C98P59ThinF_IMG_20150917_153801_cell_83.png  \n",
      " extracting: cell_images/Uninfected/C98P59ThinF_IMG_20150917_153938_cell_10.png  \n",
      " extracting: cell_images/Uninfected/C98P59ThinF_IMG_20150917_153938_cell_100.png  \n",
      " extracting: cell_images/Uninfected/C98P59ThinF_IMG_20150917_153938_cell_111.png  \n",
      " extracting: cell_images/Uninfected/C98P59ThinF_IMG_20150917_153938_cell_117.png  \n",
      " extracting: cell_images/Uninfected/C98P59ThinF_IMG_20150917_153938_cell_130.png  \n",
      " extracting: cell_images/Uninfected/C98P59ThinF_IMG_20150917_153938_cell_165.png  \n",
      " extracting: cell_images/Uninfected/C98P59ThinF_IMG_20150917_153938_cell_170.png  \n",
      " extracting: cell_images/Uninfected/C98P59ThinF_IMG_20150917_153938_cell_26.png  \n",
      " extracting: cell_images/Uninfected/C98P59ThinF_IMG_20150917_153938_cell_44.png  \n",
      " extracting: cell_images/Uninfected/C98P59ThinF_IMG_20150917_153938_cell_6.png  \n",
      " extracting: cell_images/Uninfected/C98P59ThinF_IMG_20150917_154235_cell_125.png  \n",
      " extracting: cell_images/Uninfected/C98P59ThinF_IMG_20150917_154235_cell_128.png  \n",
      " extracting: cell_images/Uninfected/C98P59ThinF_IMG_20150917_154235_cell_135.png  \n",
      " extracting: cell_images/Uninfected/C98P59ThinF_IMG_20150917_154235_cell_143.png  \n",
      " extracting: cell_images/Uninfected/C98P59ThinF_IMG_20150917_154235_cell_157.png  \n",
      " extracting: cell_images/Uninfected/C98P59ThinF_IMG_20150917_154235_cell_171.png  \n",
      " extracting: cell_images/Uninfected/C98P59ThinF_IMG_20150917_154235_cell_20.png  \n",
      " extracting: cell_images/Uninfected/C98P59ThinF_IMG_20150917_154235_cell_30.png  \n",
      " extracting: cell_images/Uninfected/C98P59ThinF_IMG_20150917_154235_cell_85.png  \n",
      " extracting: cell_images/Uninfected/C98P59ThinF_IMG_20150917_154235_cell_86.png  \n",
      " extracting: cell_images/Uninfected/C98P59ThinF_IMG_20150917_154452_cell_102.png  \n",
      " extracting: cell_images/Uninfected/C98P59ThinF_IMG_20150917_154452_cell_108.png  \n",
      " extracting: cell_images/Uninfected/C98P59ThinF_IMG_20150917_154452_cell_111.png  \n",
      " extracting: cell_images/Uninfected/C98P59ThinF_IMG_20150917_154452_cell_144.png  \n",
      " extracting: cell_images/Uninfected/C98P59ThinF_IMG_20150917_154452_cell_19.png  \n",
      " extracting: cell_images/Uninfected/C98P59ThinF_IMG_20150917_154452_cell_199.png  \n",
      " extracting: cell_images/Uninfected/C98P59ThinF_IMG_20150917_154452_cell_33.png  \n",
      " extracting: cell_images/Uninfected/C98P59ThinF_IMG_20150917_154452_cell_44.png  \n",
      " extracting: cell_images/Uninfected/C98P59ThinF_IMG_20150917_154452_cell_70.png  \n",
      " extracting: cell_images/Uninfected/C98P59ThinF_IMG_20150917_154452_cell_99.png  \n",
      " extracting: cell_images/Uninfected/C99P60ThinF_IMG_20150918_140900_cell_24.png  \n",
      " extracting: cell_images/Uninfected/C99P60ThinF_IMG_20150918_140900_cell_34.png  \n",
      " extracting: cell_images/Uninfected/C99P60ThinF_IMG_20150918_140900_cell_41.png  \n",
      " extracting: cell_images/Uninfected/C99P60ThinF_IMG_20150918_140900_cell_44.png  \n",
      " extracting: cell_images/Uninfected/C99P60ThinF_IMG_20150918_140900_cell_52.png  \n",
      " extracting: cell_images/Uninfected/C99P60ThinF_IMG_20150918_140900_cell_59.png  \n",
      " extracting: cell_images/Uninfected/C99P60ThinF_IMG_20150918_140900_cell_6.png  \n",
      " extracting: cell_images/Uninfected/C99P60ThinF_IMG_20150918_140900_cell_66.png  \n",
      " extracting: cell_images/Uninfected/C99P60ThinF_IMG_20150918_140900_cell_69.png  \n",
      " extracting: cell_images/Uninfected/C99P60ThinF_IMG_20150918_140900_cell_91.png  \n",
      " extracting: cell_images/Uninfected/C99P60ThinF_IMG_20150918_141001_cell_24.png  \n",
      " extracting: cell_images/Uninfected/C99P60ThinF_IMG_20150918_141001_cell_26.png  \n",
      " extracting: cell_images/Uninfected/C99P60ThinF_IMG_20150918_141001_cell_4.png  \n",
      " extracting: cell_images/Uninfected/C99P60ThinF_IMG_20150918_141001_cell_46.png  \n",
      " extracting: cell_images/Uninfected/C99P60ThinF_IMG_20150918_141001_cell_50.png  \n",
      " extracting: cell_images/Uninfected/C99P60ThinF_IMG_20150918_141001_cell_60.png  \n",
      " extracting: cell_images/Uninfected/C99P60ThinF_IMG_20150918_141001_cell_61.png  \n",
      " extracting: cell_images/Uninfected/C99P60ThinF_IMG_20150918_141001_cell_66.png  \n",
      " extracting: cell_images/Uninfected/C99P60ThinF_IMG_20150918_141001_cell_69.png  \n",
      " extracting: cell_images/Uninfected/C99P60ThinF_IMG_20150918_141001_cell_89.png  \n",
      " extracting: cell_images/Uninfected/C99P60ThinF_IMG_20150918_141129_cell_15.png  \n",
      " extracting: cell_images/Uninfected/C99P60ThinF_IMG_20150918_141129_cell_20.png  \n",
      " extracting: cell_images/Uninfected/C99P60ThinF_IMG_20150918_141129_cell_21.png  \n",
      " extracting: cell_images/Uninfected/C99P60ThinF_IMG_20150918_141129_cell_3.png  \n",
      " extracting: cell_images/Uninfected/C99P60ThinF_IMG_20150918_141129_cell_38.png  \n",
      " extracting: cell_images/Uninfected/C99P60ThinF_IMG_20150918_141129_cell_75.png  \n",
      " extracting: cell_images/Uninfected/C99P60ThinF_IMG_20150918_141129_cell_77.png  \n",
      " extracting: cell_images/Uninfected/C99P60ThinF_IMG_20150918_141129_cell_8.png  \n",
      " extracting: cell_images/Uninfected/C99P60ThinF_IMG_20150918_141129_cell_84.png  \n",
      " extracting: cell_images/Uninfected/C99P60ThinF_IMG_20150918_141129_cell_86.png  \n",
      " extracting: cell_images/Uninfected/C99P60ThinF_IMG_20150918_141314_cell_11.png  \n",
      " extracting: cell_images/Uninfected/C99P60ThinF_IMG_20150918_141314_cell_16.png  \n",
      " extracting: cell_images/Uninfected/C99P60ThinF_IMG_20150918_141314_cell_31.png  \n",
      " extracting: cell_images/Uninfected/C99P60ThinF_IMG_20150918_141314_cell_39.png  \n",
      " extracting: cell_images/Uninfected/C99P60ThinF_IMG_20150918_141314_cell_46.png  \n",
      " extracting: cell_images/Uninfected/C99P60ThinF_IMG_20150918_141314_cell_57.png  \n",
      " extracting: cell_images/Uninfected/C99P60ThinF_IMG_20150918_141314_cell_65.png  \n",
      " extracting: cell_images/Uninfected/C99P60ThinF_IMG_20150918_141314_cell_77.png  \n",
      " extracting: cell_images/Uninfected/C99P60ThinF_IMG_20150918_141314_cell_79.png  \n",
      " extracting: cell_images/Uninfected/C99P60ThinF_IMG_20150918_141314_cell_81.png  \n",
      " extracting: cell_images/Uninfected/C99P60ThinF_IMG_20150918_141351_cell_22.png  \n",
      " extracting: cell_images/Uninfected/C99P60ThinF_IMG_20150918_141351_cell_26.png  \n",
      " extracting: cell_images/Uninfected/C99P60ThinF_IMG_20150918_141351_cell_53.png  \n",
      " extracting: cell_images/Uninfected/C99P60ThinF_IMG_20150918_141351_cell_56.png  \n",
      " extracting: cell_images/Uninfected/C99P60ThinF_IMG_20150918_141351_cell_75.png  \n",
      " extracting: cell_images/Uninfected/C99P60ThinF_IMG_20150918_141351_cell_83.png  \n",
      " extracting: cell_images/Uninfected/C99P60ThinF_IMG_20150918_141351_cell_92.png  \n",
      " extracting: cell_images/Uninfected/C99P60ThinF_IMG_20150918_141520_cell_1.png  \n",
      " extracting: cell_images/Uninfected/C99P60ThinF_IMG_20150918_141520_cell_16.png  \n",
      " extracting: cell_images/Uninfected/C99P60ThinF_IMG_20150918_141520_cell_17.png  \n",
      " extracting: cell_images/Uninfected/C99P60ThinF_IMG_20150918_141520_cell_22.png  \n",
      " extracting: cell_images/Uninfected/C99P60ThinF_IMG_20150918_141520_cell_31.png  \n",
      " extracting: cell_images/Uninfected/C99P60ThinF_IMG_20150918_141520_cell_38.png  \n",
      " extracting: cell_images/Uninfected/C99P60ThinF_IMG_20150918_141520_cell_42.png  \n",
      " extracting: cell_images/Uninfected/C99P60ThinF_IMG_20150918_141520_cell_45.png  \n",
      " extracting: cell_images/Uninfected/C99P60ThinF_IMG_20150918_141520_cell_64.png  \n",
      " extracting: cell_images/Uninfected/C99P60ThinF_IMG_20150918_141520_cell_73.png  \n",
      " extracting: cell_images/Uninfected/C99P60ThinF_IMG_20150918_141520_cell_9.png  \n",
      " extracting: cell_images/Uninfected/C99P60ThinF_IMG_20150918_142128_cell_11.png  \n",
      " extracting: cell_images/Uninfected/C99P60ThinF_IMG_20150918_142128_cell_14.png  \n",
      " extracting: cell_images/Uninfected/C99P60ThinF_IMG_20150918_142128_cell_15.png  \n",
      " extracting: cell_images/Uninfected/C99P60ThinF_IMG_20150918_142128_cell_3.png  \n",
      " extracting: cell_images/Uninfected/C99P60ThinF_IMG_20150918_142128_cell_45.png  \n",
      " extracting: cell_images/Uninfected/C99P60ThinF_IMG_20150918_142128_cell_47.png  \n",
      " extracting: cell_images/Uninfected/C99P60ThinF_IMG_20150918_142128_cell_52.png  \n",
      " extracting: cell_images/Uninfected/C99P60ThinF_IMG_20150918_142128_cell_53.png  \n",
      " extracting: cell_images/Uninfected/C99P60ThinF_IMG_20150918_142128_cell_55.png  \n",
      " extracting: cell_images/Uninfected/C99P60ThinF_IMG_20150918_142128_cell_56.png  \n",
      "  inflating: cell_images/Uninfected/Thumbs.db  \n"
     ]
    }
   ],
   "source": [
    "# Change this to your file location of the Dataset\n",
    "dataset_location_in_drive = 'gdrive/My Drive/Rahul/ML/Malaria_Detection/'\n",
    "\n",
    "# Copying and extracting the Dataset\n",
    "shutil.copyfile(dataset_location_in_drive + 'cell-images-for-detecting-malaria.zip',\n",
    "                'cell_images.zip')\n",
    "!unzip cell_images.zip\n",
    "os.remove('cell_images.zip')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "zsWuS-R43zPF"
   },
   "source": [
    "# Visualizing Dataset"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "ysvi3ujo46WH"
   },
   "source": [
    "## Checking the folders"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 102
    },
    "colab_type": "code",
    "id": "CZGYMDbiSpT0",
    "outputId": "f4a936b1-7ac5-4397-b24a-9a8445105327"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Other files: cell_images/Parasitized/Thumbs.db\n",
      "Other files: cell_images/Uninfected/Thumbs.db\n",
      "\n",
      "Total Parasitized images: 13779\n",
      "Total Uninfected images: 13779\n"
     ]
    }
   ],
   "source": [
    "folder = 'cell_images/'\n",
    "\n",
    "# Checking the folder for images and any extra files and also counting the images\n",
    "p = 0\n",
    "for file in os.listdir(folder + 'Parasitized/'):\n",
    "    if file.endswith('.png'):\n",
    "        p = p + 1\n",
    "    else:\n",
    "        print('Other files: ' + str(folder + 'Parasitized/' + file))\n",
    "\n",
    "u = 0\n",
    "for file in os.listdir(folder + 'Uninfected/'):\n",
    "    if file.endswith('.png'):\n",
    "        u = u + 1\n",
    "    else:\n",
    "        print('Other files: ' + str(folder + 'Uninfected/' + file))\n",
    "\n",
    "print()\n",
    "print('Total Parasitized images: ' + str(p))\n",
    "print('Total Uninfected images: ' + str(u))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "FTHU3k6e94dO"
   },
   "source": [
    "We will shuffle the paths here, so that we need not to shuffle the dataset while splitting."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 170
    },
    "colab_type": "code",
    "id": "U1w6sMSZzNRp",
    "outputId": "f9ea1d7a-0ebc-41ee-ba76-f4cc27b8f81e"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total images: 27558\n",
      "\n",
      "Sample image paths: \n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "['cell_images/Uninfected/C154P115ThinF_IMG_20151115_141507_cell_15.png',\n",
       " 'cell_images/Uninfected/C80P41ThinF_IMG_20150817_111544_cell_119.png',\n",
       " 'cell_images/Uninfected/C237ThinF_IMG_20151127_104748_cell_67.png',\n",
       " 'cell_images/Uninfected/C125P86ThinF_IMG_20151004_101158_cell_16.png',\n",
       " 'cell_images/Parasitized/C118P79ThinF_IMG_20151002_105346_cell_159.png',\n",
       " 'cell_images/Parasitized/C182P143NThinF_IMG_20151201_171836_cell_180.png']"
      ]
     },
     "execution_count": 8,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_dir = 'cell_images/'\n",
    "\n",
    "# Collecting all image paths for further use\n",
    "img_paths = glob.glob(os.path.join(data_dir, '*/*.png'))\n",
    "\n",
    "# Shuffling the paths\n",
    "np.random.shuffle(img_paths)\n",
    "\n",
    "print('Total images: ' + str(len(img_paths)) + '\\n' + '\\nSample image paths: ')\n",
    "img_paths[:6]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "D4gFVA9s5Bpv"
   },
   "source": [
    "## Plotting the images"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 485
    },
    "colab_type": "code",
    "id": "t7XUb1R5Q-p7",
    "outputId": "d426735d-c2fa-49c6-bca8-ea29dfccaa92"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x576 with 16 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting random images from the dataset\n",
    "plt.figure(figsize = (15, 8))\n",
    "for i in range(16):\n",
    "    plt.subplot(4, 4, i+1)\n",
    "    ran = random.randint(0, len(img_paths)-1-i)\n",
    "    plt.imshow(cv2.imread(img_paths[i+ran]), cmap = 'gray')\n",
    "    plt.title(img_paths[i+ran].split('/')[1])\n",
    "    plt.xticks([])\n",
    "    plt.yticks([])\n",
    "#Show the plot\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "Ph8BeKYB_Afn"
   },
   "source": [
    "## Checking image sizes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 51
    },
    "colab_type": "code",
    "id": "Pn1CxDhhmCUO",
    "outputId": "a24ae21f-cd25-4820-a7ac-bcaaa1ba26ae"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Largest image is of shape : (340, 364)\n",
      "Smallest image is of shape : (40, 55)\n"
     ]
    }
   ],
   "source": [
    "a_min = np.inf\n",
    "x_min = 0\n",
    "y_min = 0\n",
    "a_max = 0\n",
    "x_max = 0\n",
    "y_max = 0\n",
    "\n",
    "# Reading all the images\n",
    "for img in img_paths:\n",
    "    temp = cv2.imread(img)\n",
    "\n",
    "    # Getting the shapes of images\n",
    "    a = temp.shape[0]*temp.shape[1]\n",
    "\n",
    "    if a < a_min:\n",
    "        a_min = a\n",
    "        x_min = temp.shape[0]\n",
    "        y_min = temp.shape[1]\n",
    "            \n",
    "    if a > a_max:\n",
    "        a_max = a\n",
    "        x_max = temp.shape[0]\n",
    "        y_max = temp.shape[1]\n",
    "\n",
    "print('Largest image is of shape : ({}, {})'.format(x_max, y_max))\n",
    "print('Smallest image is of shape : ({}, {})'.format(x_min, y_min))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "14g8xoym_SQK"
   },
   "source": [
    "In near to the middle, we may choose image size to be around (125, 125).\n",
    "\n",
    "We will set this in 'Model Configurations' section."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "rDB5fGJW5TsG"
   },
   "source": [
    "# Sorting the Data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "hO2YslEC6Jpj"
   },
   "source": [
    "Currently we have all the images in single folder.\n",
    "\n",
    "Now we will split the images into training set, validation set and testing set in the following way: \n",
    "\n",
    "    data\n",
    "      |---train\n",
    "      |     |---Parasitized\n",
    "      |     |         |---image1\n",
    "      |     |         |---image2\n",
    "      |     |         |     :\n",
    "      |     |         |     :\n",
    "      |     |---Uninfected\n",
    "      |     |         |---image1\n",
    "      |     |         |---image2\n",
    "      |     |         |     :\n",
    "      |     |         |     :\n",
    "      |---val\n",
    "      |     |---Parasitized\n",
    "      |     |         |---image1\n",
    "      |     |         |---image2\n",
    "      |     |         |     :\n",
    "      |     |         |     :\n",
    "      |     |---Uninfected\n",
    "      |     |         |---image1\n",
    "      |     |         |---image2\n",
    "      |     |         |     :\n",
    "      |     |         |     :\n",
    "      |---test\n",
    "      |     |---all_classes\n",
    "      |     |         |---image1\n",
    "      |     |         |---image2\n",
    "      |     |         |     :\n",
    "      |     |         |     :\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "H-BuzgGC-FXZ"
   },
   "source": [
    "We have already shuffled the paths, so we can directly split the data by indexing."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "zXFNLUVhuR6d"
   },
   "outputs": [],
   "source": [
    "# If you have storage issues (less storage), then uncomment the lines next to 'For storage issue'.\n",
    "\n",
    "# This function will create the dataset according the the folders as mentioned above\n",
    "def create_data(data_dir, img_paths):\n",
    "\n",
    "    def create_images(data_dir, img_paths):\n",
    "        for path in img_paths:\n",
    "            shutil.copyfile(path, data_dir + '/' + path.split('/')[1] + '/' + path.split('/')[-1])\n",
    "\n",
    "            # For storage issue\n",
    "            # os.remove(path)\n",
    "\n",
    "    # Training data\n",
    "    create_images(os.path.join(data_dir, 'train'), img_paths[:-10000])\n",
    "\n",
    "    # Validation data\n",
    "    create_images(os.path.join(data_dir, 'val'), img_paths[-10000:-8000])\n",
    "\n",
    "    # Testing data\n",
    "    # Since we have single directory for test data, we will add 'Parasitized' or 'Uninfected' in the name of the file\n",
    "    # to retrive the labels later on\n",
    "    for path in img_paths[-8000:]:\n",
    "        shutil.copyfile(path, data_dir + 'test/all_classes/' + path.split('/')[1] + '.' + path.split('/')[-1])\n",
    "\n",
    "        # For storage issue\n",
    "        # os.remove(path)\n",
    "\n",
    "    print('Dataset created!!!')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 34
    },
    "colab_type": "code",
    "id": "Uba4dN9XnX1n",
    "outputId": "1bb2d84b-409b-44e6-be52-8d798093cd93"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dataset created!!!\n"
     ]
    }
   ],
   "source": [
    "# Creating the directories\n",
    "!mkdir data/\n",
    "!mkdir data/train/\n",
    "!mkdir data/train/Uninfected\n",
    "!mkdir data/train/Parasitized\n",
    "!mkdir data/val/\n",
    "!mkdir data/val/Uninfected\n",
    "!mkdir data/val/Parasitized\n",
    "!mkdir data/test/\n",
    "!mkdir data/test/all_classes\n",
    "\n",
    "# This will be our main directory to be used\n",
    "data_dir = 'data/'\n",
    "\n",
    "# Create the dataset\n",
    "create_data(data_dir, img_paths)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "KeD1lusaQMwQ"
   },
   "source": [
    "# Model Configurations"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "E54yOWPwAHbe"
   },
   "source": [
    "Feel free to change the configurations according to your system specifications."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "-3KwjNa_1p7Y"
   },
   "outputs": [],
   "source": [
    "# Reduce the batch size if you have RAM less than 8GB\n",
    "batch_size = 128\n",
    "\n",
    "# Choosing image dimension to be (125, 125)\n",
    "img_size = 125\n",
    "\n",
    "# Setting high number of epochs (considering the data and model) as we will be using early stopping\n",
    "epochs = 50"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "xk9VNfsWwiS6"
   },
   "outputs": [],
   "source": [
    "# This is used to plot performance graphs of our models\n",
    "def performance(histories):\n",
    "    plt.figure(figsize = (15, 10))\n",
    "    # Plot Loss\n",
    "    plt.subplot(2,2,1)\n",
    "    plt.title('Cross Entropy Loss')\n",
    "    plt.plot(histories.history['loss'], color = 'blue', label = 'train')\n",
    "    plt.plot(histories.history['val_loss'], color = 'red', label = 'val')\n",
    "    plt.ylabel('Loss Value')\n",
    "    plt.xlabel('Epoch')\n",
    "    plt.legend(loc = 'best')\n",
    "    # Plot Accuracy\n",
    "    plt.subplot(2,2,2)\n",
    "    plt.title('Classification Accuracy')\n",
    "    plt.plot(histories.history['accuracy'], color = 'blue', label = 'train')\n",
    "    plt.plot(histories.history['val_accuracy'], color = 'red', label = 'val')\n",
    "    plt.ylabel('Accuracy Value')\n",
    "    plt.xlabel('Epoch')\n",
    "    plt.legend(loc = \"best\")\n",
    "    # Show the plot\n",
    "    plt.suptitle('Performance')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "7P9CekBgBe2c"
   },
   "source": [
    "# Create, Train and Test Models"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "itgXxxJuD7wW"
   },
   "source": [
    "## Data Generators"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 102
    },
    "colab_type": "code",
    "id": "DE5Xj8srkK5b",
    "outputId": "19bea836-fa1b-4693-f6e2-717c1b70db04"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Found 17558 images belonging to 2 classes.\n",
      "{'Uninfected': 0, 'Parasitized': 1}\n",
      "Found 2000 images belonging to 2 classes.\n",
      "{'Uninfected': 0, 'Parasitized': 1}\n",
      "Found 8000 images belonging to 1 classes.\n"
     ]
    }
   ],
   "source": [
    "# Creating training data generator\n",
    "train_datagen_basic = K.preprocessing.image.ImageDataGenerator(rescale = 1./255)\n",
    "train_generator_basic = train_datagen_basic.flow_from_directory(data_dir + 'train',\n",
    "                                                                classes = {'Uninfected': 0, 'Parasitized': 1},\n",
    "                                                                target_size = (img_size, img_size),\n",
    "                                                                batch_size = batch_size,\n",
    "                                                                class_mode = 'binary')\n",
    "print(train_generator_basic.class_indices)\n",
    "\n",
    "# Creating validation data generator\n",
    "val_datagen = K.preprocessing.image.ImageDataGenerator(rescale = 1./255)\n",
    "val_generator = val_datagen.flow_from_directory(data_dir + 'val',\n",
    "                                                classes = {'Uninfected': 0, 'Parasitized': 1},\n",
    "                                                target_size = (img_size, img_size),\n",
    "                                                batch_size = batch_size,\n",
    "                                                class_mode = 'binary')\n",
    "print(val_generator.class_indices)\n",
    "\n",
    "# Creating testing data generator\n",
    "test_datagen = K.preprocessing.image.ImageDataGenerator(rescale = 1./255)\n",
    "test_generator = test_datagen.flow_from_directory(data_dir + 'test',\n",
    "                                                  target_size = (img_size, img_size),\n",
    "                                                  batch_size = batch_size,\n",
    "                                                  class_mode = None,\n",
    "                                                  shuffle = False)\n",
    "test_generator.reset()\n",
    "\n",
    "# Retrieving the true labels on test data from their filenames as saved before\n",
    "y_test = []\n",
    "for filename in test_generator.filenames:\n",
    "    if filename.split('.')[0].split('/')[1] == 'Uninfected':\n",
    "        y_test.append(0)\n",
    "    else:\n",
    "        y_test.append(1)\n",
    "y_test = np.array(y_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "QL4QPoRO6dmI"
   },
   "source": [
    "## Basic CNN Model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "SS3TVEPza6TD"
   },
   "source": [
    "### Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 561
    },
    "colab_type": "code",
    "id": "druEXxdlwiTA",
    "outputId": "7f1477e7-03f5-46dd-ed79-44ea9918ecf6"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"sequential\"\n",
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "conv2d (Conv2D)              (None, 125, 125, 32)      896       \n",
      "_________________________________________________________________\n",
      "max_pooling2d (MaxPooling2D) (None, 62, 62, 32)        0         \n",
      "_________________________________________________________________\n",
      "conv2d_1 (Conv2D)            (None, 62, 62, 64)        18496     \n",
      "_________________________________________________________________\n",
      "max_pooling2d_1 (MaxPooling2 (None, 31, 31, 64)        0         \n",
      "_________________________________________________________________\n",
      "conv2d_2 (Conv2D)            (None, 31, 31, 128)       73856     \n",
      "_________________________________________________________________\n",
      "max_pooling2d_2 (MaxPooling2 (None, 15, 15, 128)       0         \n",
      "_________________________________________________________________\n",
      "flatten (Flatten)            (None, 28800)             0         \n",
      "_________________________________________________________________\n",
      "dense (Dense)                (None, 512)               14746112  \n",
      "_________________________________________________________________\n",
      "dropout (Dropout)            (None, 512)               0         \n",
      "_________________________________________________________________\n",
      "dense_1 (Dense)              (None, 512)               262656    \n",
      "_________________________________________________________________\n",
      "dropout_1 (Dropout)          (None, 512)               0         \n",
      "_________________________________________________________________\n",
      "dense_2 (Dense)              (None, 1)                 513       \n",
      "=================================================================\n",
      "Total params: 15,102,529\n",
      "Trainable params: 15,102,529\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "# Creating a basic CNN model\n",
    "def define_model_CNN(img_size):\n",
    "\n",
    "    model = K.models.Sequential()\n",
    "\n",
    "    model.add(K.layers.Input(shape = (img_size, img_size, 3)))\n",
    "\n",
    "    model.add(K.layers.Conv2D(32, (3, 3), padding ='same', activation = 'relu'))\n",
    "    model.add(K.layers.MaxPooling2D(pool_size = (2, 2)))\n",
    "    \n",
    "    model.add(K.layers.Conv2D(64, (3, 3), padding ='same', activation = 'relu'))\n",
    "    model.add(K.layers.MaxPooling2D(pool_size = (2, 2)))\n",
    "    \n",
    "    model.add(K.layers.Conv2D(128, (3, 3), padding ='same', activation = 'relu'))\n",
    "    model.add(K.layers.MaxPooling2D(pool_size = (2, 2)))\n",
    "    \n",
    "    model.add(K.layers.Flatten())\n",
    "    model.add(K.layers.Dense(512, activation = 'relu'))\n",
    "    model.add(K.layers.Dropout(0.5))\n",
    "    model.add(K.layers.Dense(512, activation = 'relu'))\n",
    "    model.add(K.layers.Dropout(0.5))\n",
    "    model.add(K.layers.Dense(1, activation = 'sigmoid'))\n",
    "\n",
    "    model.compile(optimizer = 'adam', loss = 'binary_crossentropy', metrics = ['accuracy'])\n",
    "\n",
    "    return model\n",
    "\n",
    "model_CNN = define_model_CNN(img_size)\n",
    "model_CNN.summary()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "LhQPmohwESq1"
   },
   "source": [
    "### Callbacks\n",
    "\n",
    "We will create 3 callbacks:\n",
    "\n",
    "\n",
    "1.   **Model Checkpoint**\n",
    "    -    To save the best model.\n",
    "2.   **Early Stopping**\n",
    "    -    To stop the training when validation accuracy starts increasing.\n",
    "3.   **Reduce Learning rate on Plateau**\n",
    "    -    To decrease the learning rate when validation loss stops decreasing.\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "TkEsByrawiTF"
   },
   "outputs": [],
   "source": [
    "callbacks_CNN = [K.callbacks.ModelCheckpoint(data_dir + 'model_CNN.h5', save_best_only = True),\n",
    "                 K.callbacks.EarlyStopping(monitor = 'val_accuracy', min_delta = 0.00001, patience = 5,\n",
    "                                       verbose = 1, mode = 'auto'),\n",
    "                 K.callbacks.ReduceLROnPlateau(monitor = 'val_loss', factor = 0.1, patience = 2,\n",
    "                                           mode = 'auto', min_lr = 0.000001)]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "6iPG8LtrFkCe"
   },
   "source": [
    "### Training"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 724
    },
    "colab_type": "code",
    "id": "HDCfPkVQwiTJ",
    "outputId": "def79d60-2d9a-49a5-9060-8f02db7d0c09"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/50\n",
      "138/138 [==============================] - 24s 174ms/step - loss: 0.5915 - accuracy: 0.6770 - val_loss: 0.2709 - val_accuracy: 0.9120\n",
      "Epoch 2/50\n",
      "138/138 [==============================] - 23s 170ms/step - loss: 0.2233 - accuracy: 0.9291 - val_loss: 0.1825 - val_accuracy: 0.9430\n",
      "Epoch 3/50\n",
      "138/138 [==============================] - 23s 168ms/step - loss: 0.1701 - accuracy: 0.9437 - val_loss: 0.1442 - val_accuracy: 0.9550\n",
      "Epoch 4/50\n",
      "138/138 [==============================] - 23s 168ms/step - loss: 0.1474 - accuracy: 0.9515 - val_loss: 0.1336 - val_accuracy: 0.9585\n",
      "Epoch 5/50\n",
      "138/138 [==============================] - 23s 165ms/step - loss: 0.1272 - accuracy: 0.9585 - val_loss: 0.1456 - val_accuracy: 0.9510\n",
      "Epoch 6/50\n",
      "138/138 [==============================] - 23s 165ms/step - loss: 0.1147 - accuracy: 0.9617 - val_loss: 0.1393 - val_accuracy: 0.9570\n",
      "Epoch 7/50\n",
      "138/138 [==============================] - 23s 166ms/step - loss: 0.0839 - accuracy: 0.9709 - val_loss: 0.1375 - val_accuracy: 0.9565\n",
      "Epoch 8/50\n",
      "138/138 [==============================] - 23s 166ms/step - loss: 0.0748 - accuracy: 0.9735 - val_loss: 0.1470 - val_accuracy: 0.9585\n",
      "Epoch 9/50\n",
      "138/138 [==============================] - 23s 166ms/step - loss: 0.0701 - accuracy: 0.9755 - val_loss: 0.1428 - val_accuracy: 0.9580\n",
      "Epoch 00009: early stopping\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "history_CNN = model_CNN.fit(train_generator_basic,\n",
    "                            validation_data = val_generator,\n",
    "                            epochs = epochs,\n",
    "                            callbacks = callbacks_CNN)\n",
    "\n",
    "# Performance evaluation\n",
    "performance(history_CNN)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "PLPnYQWXFsW8"
   },
   "source": [
    "### Testing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 221
    },
    "colab_type": "code",
    "id": "IopOKW2l2ipW",
    "outputId": "2df47e6e-bf66-40ba-89d7-a126b544c2f9"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test accuracy = 0.959625 \n",
      "\n",
      "\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "  Uninfected     0.9495    0.9714    0.9603      4025\n",
      " Parasitized     0.9704    0.9477    0.9589      3975\n",
      "\n",
      "    accuracy                         0.9596      8000\n",
      "   macro avg     0.9599    0.9596    0.9596      8000\n",
      "weighted avg     0.9599    0.9596    0.9596      8000\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# Predict and Evaluate\n",
    "y_predict_CNN = (model_CNN.predict(test_generator) > 0.5).astype(\"int32\").reshape(-1)\n",
    "accuracy_CNN = np.sum(y_predict_CNN == y_test) / np.size(y_predict_CNN)\n",
    "print(\"Test accuracy = {}\".format(accuracy_CNN), '\\n\\n')\n",
    "\n",
    "# Classification report\n",
    "print(sklearn.metrics.classification_report(y_test, y_predict_CNN, target_names = ['Uninfected', 'Parasitized'], digits = 4))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "sX2Hg1bF6i1-"
   },
   "source": [
    "## Transfer Learning (VGG-19)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "wpvnvucOa-Cx"
   },
   "source": [
    "### Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 462
    },
    "colab_type": "code",
    "id": "36-H400WkLaE",
    "outputId": "2bdf21d4-38a9-46dc-d86f-c2da6d81d968"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Downloading data from https://storage.googleapis.com/tensorflow/keras-applications/vgg19/vgg19_weights_tf_dim_ordering_tf_kernels_notop.h5\n",
      "80142336/80134624 [==============================] - 2s 0us/step\n",
      "True\n",
      "Model: \"sequential_1\"\n",
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "vgg19 (Functional)           (None, 3, 3, 512)         20024384  \n",
      "_________________________________________________________________\n",
      "flatten_1 (Flatten)          (None, 4608)              0         \n",
      "_________________________________________________________________\n",
      "dense_3 (Dense)              (None, 512)               2359808   \n",
      "_________________________________________________________________\n",
      "dropout_2 (Dropout)          (None, 512)               0         \n",
      "_________________________________________________________________\n",
      "dense_4 (Dense)              (None, 512)               262656    \n",
      "_________________________________________________________________\n",
      "dropout_3 (Dropout)          (None, 512)               0         \n",
      "_________________________________________________________________\n",
      "dense_5 (Dense)              (None, 1)                 513       \n",
      "=================================================================\n",
      "Total params: 22,647,361\n",
      "Trainable params: 2,622,977\n",
      "Non-trainable params: 20,024,384\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "# Creating a transfer learning model using VGG-19\n",
    "def define_model_VGG(img_size):\n",
    "\n",
    "    model = K.models.Sequential()\n",
    "\n",
    "    model.add(K.applications.vgg19.VGG19(include_top = False, weights = 'imagenet', input_shape = (img_size, img_size, 3)))\n",
    "\n",
    "    # Freezing all the layers of VGG-19\n",
    "    for layer in model.layers:\n",
    "        print(layer.trainable)\n",
    "        layer.trainable = False\n",
    "\n",
    "    model.add(K.layers.Flatten())\n",
    "    model.add(K.layers.Dense(512, activation = 'relu'))\n",
    "    model.add(K.layers.Dropout(0.5))\n",
    "    model.add(K.layers.Dense(512, activation = 'relu'))\n",
    "    model.add(K.layers.Dropout(0.5))\n",
    "    model.add(K.layers.Dense(1, activation = 'sigmoid'))\n",
    "\n",
    "    model.compile(optimizer = 'adam', loss = 'binary_crossentropy', metrics = ['accuracy'])\n",
    "\n",
    "    return model\n",
    "\n",
    "model_VGG = define_model_VGG(img_size)\n",
    "model_VGG.summary()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "mmsCiEigFad2"
   },
   "source": [
    "### Callbacks\n",
    "\n",
    "We will create 3 callbacks:\n",
    "\n",
    "\n",
    "1.   **Model Checkpoint**\n",
    "    -    To save the best model.\n",
    "2.   **Early Stopping**\n",
    "    -    To stop the training when validation accuracy starts increasing.\n",
    "3.   **Reduce Learning rate on Plateau**\n",
    "    -    To decrease the learning rate when validation loss stops decreasing."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "wGTc4xuy9JLn"
   },
   "outputs": [],
   "source": [
    "callbacks_VGG = [K.callbacks.ModelCheckpoint(data_dir + 'model_VGG.h5', save_best_only = True),\n",
    "                 K.callbacks.EarlyStopping(monitor = 'val_accuracy', min_delta = 0.00001, patience = 5,\n",
    "                                       verbose = 1, mode = 'auto'),\n",
    "                 K.callbacks.ReduceLROnPlateau(monitor = 'val_loss', factor = 0.1, patience = 2,\n",
    "                                           mode = 'auto', min_lr = 0.000001)]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "eKEIfzAlFwU6"
   },
   "source": [
    "### Training"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "colab_type": "code",
    "id": "PP_GpPmF9JLv",
    "outputId": "965b38cc-85f4-4136-f7c3-c481e6d08e19"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/50\n",
      "138/138 [==============================] - 26s 192ms/step - loss: 0.4034 - accuracy: 0.8162 - val_loss: 0.3369 - val_accuracy: 0.8480\n",
      "Epoch 2/50\n",
      "138/138 [==============================] - 25s 184ms/step - loss: 0.2850 - accuracy: 0.8807 - val_loss: 0.2215 - val_accuracy: 0.9095\n",
      "Epoch 3/50\n",
      "138/138 [==============================] - 26s 185ms/step - loss: 0.2569 - accuracy: 0.8963 - val_loss: 0.2195 - val_accuracy: 0.9175\n",
      "Epoch 4/50\n",
      "138/138 [==============================] - 25s 184ms/step - loss: 0.2737 - accuracy: 0.8876 - val_loss: 0.2255 - val_accuracy: 0.9105\n",
      "Epoch 5/50\n",
      "138/138 [==============================] - 26s 187ms/step - loss: 0.2486 - accuracy: 0.8994 - val_loss: 0.1962 - val_accuracy: 0.9240\n",
      "Epoch 6/50\n",
      "138/138 [==============================] - 25s 182ms/step - loss: 0.2533 - accuracy: 0.8946 - val_loss: 0.1969 - val_accuracy: 0.9225\n",
      "Epoch 7/50\n",
      "138/138 [==============================] - 25s 182ms/step - loss: 0.2439 - accuracy: 0.9000 - val_loss: 0.2026 - val_accuracy: 0.9120\n",
      "Epoch 8/50\n",
      "138/138 [==============================] - 25s 183ms/step - loss: 0.2247 - accuracy: 0.9090 - val_loss: 0.1940 - val_accuracy: 0.9250\n",
      "Epoch 9/50\n",
      "138/138 [==============================] - 25s 184ms/step - loss: 0.2087 - accuracy: 0.9216 - val_loss: 0.1899 - val_accuracy: 0.9280\n",
      "Epoch 10/50\n",
      "138/138 [==============================] - 25s 181ms/step - loss: 0.2063 - accuracy: 0.9223 - val_loss: 0.1898 - val_accuracy: 0.9255\n",
      "Epoch 11/50\n",
      "138/138 [==============================] - 25s 180ms/step - loss: 0.2002 - accuracy: 0.9246 - val_loss: 0.1855 - val_accuracy: 0.9310\n",
      "Epoch 12/50\n",
      "138/138 [==============================] - 25s 183ms/step - loss: 0.1985 - accuracy: 0.9248 - val_loss: 0.1846 - val_accuracy: 0.9290\n",
      "Epoch 13/50\n",
      "138/138 [==============================] - 25s 179ms/step - loss: 0.1970 - accuracy: 0.9258 - val_loss: 0.1861 - val_accuracy: 0.9295\n",
      "Epoch 14/50\n",
      "138/138 [==============================] - 24s 176ms/step - loss: 0.1919 - accuracy: 0.9283 - val_loss: 0.1820 - val_accuracy: 0.9335\n",
      "Epoch 15/50\n",
      "138/138 [==============================] - 24s 176ms/step - loss: 0.1905 - accuracy: 0.9283 - val_loss: 0.1797 - val_accuracy: 0.9315\n",
      "Epoch 16/50\n",
      "138/138 [==============================] - 25s 179ms/step - loss: 0.1838 - accuracy: 0.9305 - val_loss: 0.1825 - val_accuracy: 0.9325\n",
      "Epoch 17/50\n",
      "138/138 [==============================] - 25s 180ms/step - loss: 0.1802 - accuracy: 0.9322 - val_loss: 0.1786 - val_accuracy: 0.9305\n",
      "Epoch 18/50\n",
      "138/138 [==============================] - 24s 176ms/step - loss: 0.1801 - accuracy: 0.9306 - val_loss: 0.1822 - val_accuracy: 0.9325\n",
      "Epoch 19/50\n",
      "138/138 [==============================] - 24s 174ms/step - loss: 0.1811 - accuracy: 0.9329 - val_loss: 0.1867 - val_accuracy: 0.9300\n",
      "Epoch 00019: early stopping\n"
     ]
    },
    {
     "data": {
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IBDFfA5OAl6m+P30qK1lqyXRA/u3Ajywyfv6hsh2Ssv6C6JYyh6hYjq2w25PABCKxytPEQP7U8TOJgf5OJJOpzi5EEpv05SuixfNi4o+KS4GD3H0e8XvnIuKzXUCMVfhpcq6hwBvJZzsKuMDdZ9RwfRERodb13QNEN8hZQAkwrsL2k4BPku6FZxNjxyGSwbxABCNjgT+7+0u1LOdqYsz3FkSyllJiCADANUTSsa+IuulfFQ6/ERhmMTb+kkpOX139XRsnE/f2efoC3AmcnHQn3Te5j8+JjNp7JcfeSrSQPkf8TXA30DbZdgYRvM0HBhKBanWq/Dxq+BxrW5dLE2C1H48rIo2dmTnQz92nV7PPPcQg82H1VzIRERHJFtXlkk4TQ4rId1hk/zwC2C6/JREREZG6UF0uFamrp4isxcyuAz4EbnL3j/NdHhEREakd1eVSGXX1FBERERERKXBq8RMRERERESlwCvxEREREREQKXMEkd+nSpYv36dMn38UQEZF6MGHChHnu3jXf5WgsVEeKiDQN1dWPBRP49enTh/Hjx+e7GCIiUg/M7NN8l6ExUR0pItI0VFc/qquniIiIiIhIgVPgJyIiIiIiUuAU+ImIiIiIiBS4ghnjJyLSlKxatYrS0lKWL1+e76LkVJs2bejVqxctW7bMd1EKjr5DIiJNiwI/EZFGqLS0lA4dOtCnTx/MLN/FyQl3Z/78+ZSWltK3b998F6fg6DskItK0qKuniEgjtHz5cjp37lywf7ADmBmdO3cu+BapfNF3SESkaVHgJyLSSBXyH+wpTeEe86kpfL5N4R5FRDKhwE9ERGpt0aJF/PnPf671cQcccACLFi3KQYmksdF3SESkfinwSyxZAjvtBH/7W75LIiLS8FX1R3tZWVm1xz3zzDNssMEGuSqWNCL6Dok0EO7wv//Bj38M3/8+XHIJPPIITJ0Ka9bku3SSRTlN7mJm+wG3A82Bu9z9N1XsdyQwEhjq7uOTdVcApwGrgfPdfXQuy7reevH9njABzjgjl1cSEWn8Lr/8cj766CMGDRpEy5YtadOmDZ06dWLy5MlMnTqVww47jJkzZ7J8+XIuuOACzjzzTAD69OnD+PHjWbJkCfvvvz+77bYbr7/+Oj179uTJJ5+kbdu2eb4zqS/6Donk2fz58MADMHw4TJ4MHTtCv37wpz/BihWxT8eOsN12MHhw+dKvHzRT21G2rFwJ774Lr70G8+bBDTfk7lo5C/zMrDlwB7AvUAq8ZWaj3L2kwn4dgAuAN9LWFQPHAgOBHsALZtbf3VfnrrxQXAyTJuXqCiIiuXHhhVFpZNOgQfD731e9/Te/+Q0ffvgh7777LmPGjOHAAw/kww8//DZz4j333MOGG27IsmXLGDp0KEceeSSdO3de6xzTpk3jkUce4W9/+xtHH300jz32GCeeeGJ2b0Qyou+QSBPhDq+8EsHeyJERdey8M9x7Lxx1VLSErFoFEydGa0hqueOO8mCwQ4fvBoP9+9c9GCwrgy+/hNmzYc6cyn8uXAgDBqx9zd694w/4Wli0CKZMgU6dYLPNoEVtI6FvvolflqnP5Z13oF072GMP2HNP2HXX+HyqMXcujB0Lr78ey1tvQSr/VP/+cN11uYurc9nitwMw3d1nAJjZo8ChQEmF/a4Dfgv8PG3docCj7r4C+NjMpifnG5vD8lJUBE88kcsriIgUph122GGtdPl/+MMfePzxxwGYOXMm06ZN+84f7X379mXQoEEADB48mE8++aTeyisNj75DIjk0bx7cf38EfFOnwvrrw1lnRTe3rbdee9+WLePJzaBBcNppsW7VKigpWTsY/MtfyiOW9u3Lg8EhQ+LnZptFlFNdQDdnDnzxRQSk6cyga1fo0QO6d4+IqKQEnn8eViftQF26rB0IDh4Mm2wCZixZErt/+GHEsKmfs2atfZv9+sXf/0VFsOWW8XPAgIh/Wbp07SBvwoRoIUp1f91oo7jm11/DLbfAb38LzZvH/SeB4JpddmNSaQdee6080Js2rfz6228PP/0p7LJLxN89e2b1X/07chn49QRmpr0vBXZM38HMtgd6u/vTZvbzCseOq3Dsdz4KMzsTOBNgk002WecCFxfDXXfFd7Rr13U+nYhIvaiuVaW+rLfeet++HjNmDC+88AJjx46lXbt27LnnnpWm02/duvW3r5s3b86yZcvqpazyXfoOidTAvdatS3nnDi+/HMHeY49F694uu8BVV8GPfhQtVZlq2RK23TaWn/wk1q1aFYHQhAkwfnz8vPPO8mCwMmaw8cYRzPXoEYFTKrhLrevePfZp2fK7xy9bBu+//20gtuat8dgLv8WSYPCrVl14r9n2vLp8MBOI5YvWm1I80Nh7b9hqqwjwFiyIok+eHKd77l9L2MbfJXXUTi0nsPmqyTQngryVG26Mbz+Y1kccUR7c9uhR/p1YuhTGjmXF6DEse3YMHW65jea/+x1raM4SBrOQPVnRcQ+233U3Tj+9I7vsEqep757peZvA3cyaAbcCp9T1HO4+HBgOMGTIEK9h9xoVF8fPSZMU+ImIVKdDhw4sXry40m1fffUVnTp1ol27dkyePJlx48ZVup80bfoOSaNQWgq//GUkO9l887VblwYNSpqGGpi5c8tb96ZNgw02iGalM86AgQOzd52WLWGbbWI59dRYV1ZW3jI4c2YEcKlgrkePaCWrdf/KiDGnToWJE9vy4Yc78uGHOzJxIkyfDq3WLGMb3meHZhPYq90EtmcCl628ieZrIlGUt++Mdd4eeg6GzQZD8SD4/HP4agLMHg8tJuBMxohQYnH7bkzvOJi71/yI5xcM5vWVg5m9oAe8YHR+p7xlMNVKuGgRvPbaerz++j68//4+rFkD7fiG4/qM5fBOYxiydAyXfnwb9vXvYHQzmDcY5u0JX+0Bu+0Wra/1JJeB3yygd9r7Xsm6lA7AVsCYZI6dbsAoMzskg2NzoqgofpaUwO675/pqIiKNV+fOndl1113ZaqutaNu2LRtvvPG32/bbbz/uvPNOioqKGDBgADvttFMeSyoNlb5D0qB9/XV03bvttuhaePzxEVA991wkRIEYiLXllt8NBtu3r//yrlkDY8ZEsPevf0WktNtuEbQeeWT9NS21aFEeDNaRO3z0EbzxBowbFz/ffTduCeJj79cveqgeeyxstVVbBg7ckX79dixvJFy+/NuWQUt107z55ghM03XvDoMHY0cf/e2/YYcePdgO2A44fU3Er6nWwUmTYnnyyeglmNK+fcwOMGxYNKruuGM7Ntjg+8D3Y4dvvombGTMmlttvh5tuipvZfvsYH7jnnjkPBM0r9qnN1onNWgBTiTueBbwFHO/uE6vYfwxwibuPN7OBwN+JcX09gBeBftUldxkyZIiPHz9+ncrsHsmLfvKT+PcQEWmoJk2aRFHqaVWBq+xezWyCuw/JU5EancrqyKb+HRKp1MqVETxdc02MizvhBLj+eujTp3yf2bPXHvc1YUKMVYPo+lcxGNxuu+wGg+4R2CxZEklPnngi5iObPj2ylpx8crTupbqyNXALF8Kbb5YHem++GQlHIRpUhw6FHXaIWHKrrWIMXps2dbjQ8uXwwQcREG68cfzbdO9e53LPnx/B4HrrRblq1ZC5bNnageC4cfHdW3/9OHHz5nUuV3X1Y85a/Ny9zMzOA0YT0znc4+4TzexaYLy7j6rm2IlmNoJIBFMGnJvLjJ4pqf+rJRXTz4iIiIhI4XKPlrLLL48Aau+94Xe/i+Cgoh49Yjn44PJ1c+asHQj+97/w0EOxzWztjJTbbRd/2C9eHMHb4sXlS6bvV1f4s3j33eHqq6N1r05RUf1YtSrirjfeKA/0pk6NbWbRE/Www2DHHWMZOHCdYqC1tWkTUeTQoVk5XefOkcSzTtq2hb32igUiEHzjjWhezNoNf1dOx/i5+zPAMxXW/bKKffes8P4GIIczWVSuuBhefLG+ryoiIiIiefHaazFp+bhx0XTzzDOw3361S+bSvTscdFAsKRWDwZdegocfrv48rVvHdADt28fPDh2iFa937/L3FbfvuGO0XDQw7vDZZ+VB3htvxMeQyv2y8cbRPfKUU+IWhgyJnndNUtu20dUzx/KW3KWhKiqKrttffVWvYy1FREREmi73mGCtrCyewtfHBOFTpsAVV8Djj0cL3t13RzfJbLW4VBYMfv55NHmZVR7IVZbJModWrIh55F5+Oab3++yz7J174cKYqQGisW377eGcc8pb85KZF6QeKfCrID2zp8aSi4iIiOTIypURbfz73/DUUzBjRqzfcMPyCbH33DNa4bIZCH7xRYzhGz48pjS44Qa48MLaTW9QV926xZInqRwjL78cy7hx5fOyb7VVJEzJVjC23nrRirfjjjE+r55jWqmEAr8KFPiJiIiI5MjcufDssxHojR4d49XatIHvfx9+/vPo8paKSh5/PI7ZcMMYw5YKBLfeum6B4NKlcOutMXZv+fKY4uAXv4gpBgrU11/HpOGpFr233opxds2axVDDc86Jj/Z734sxa1LYFPhV0LdvdK9WghcRERGRdeQOEyeWt+qNHRvrunePXPwHHRRBX/p8eCefHD8/+ywillTmwyeeiPWdOq0dCG6zTfWBYFkZ3HdfTG0wZ04kQLnxxpgToMAsWACvvloeO7/zTsz00KJF5DS56KJoTN1lFw1paooU+FXQvHkkXpo0Kd8lEREpHO3bt2fJkiX5LoY0YvoONSIrVkTU8dRTEfB98kmsHzw4gq+DD47mpppa7TbZBE46KRaIjIfpgeCTT8b6VCCY6h66zTbxB507PP00XHZZPNHfZRd47DHYeefc3Hc9W7UqZpZIH6P3wQdx261bRxfLq66Kj2WnnRrmXPNSvxT4VaKoKOYQEREREZEMfPllZMN86qmY5HzJkui2uc8+cOWVcMAB0LPnul2jd2848cRYAEpLKw8EN9ggAsGvvort/fvHVA2HHdZosoksXQqzZsVSWhpL6nXq5xdfRJAHMTxx113hqKMi0Bs6tEHP6iB5osCvEsXFMGJEDICtj3G+IiKNzeWXX07v3r0599xzAbj66qtp0aIFL730EgsXLmTVqlVcf/31HHrooXkuqTRU+g4ViL/+NbpRvvFGRCE9e0ZgdtBBMRde27a5u3avXjHB+gknxPtUIJgKBpcuhTvuiMnM6zmziHt0sVy9+rtLWVkEbVUFdKWlsGjRd8/ZqVN8vL16waBB8bpnzxjyOHiwkqdIzRT4VaK4uDyr8Hbb5bs0IiI1uPBCePfd7J5z0CD4/e+r3HzMMcdw4YUXfvtH+4gRIxg9ejTnn38+HTt2ZN68eey0004ccsghWCN5wt6k6TskdXHffXD22fHH0jXXRLA3aFD+WtUqBoLroKwM3nsvpvh79dV4vWJF5YFcakkP9NasyfxaZjGnXa9esPnm0WLXq1d5kJd6rcYIWVcK/CpRVBQ/S0oU+ImIVGa77bbjyy+/ZPbs2cydO5dOnTrRrVs3fvazn/HKK6/QrFkzZs2axRdffEG3PKYul4ar4L9DY8dG96HNNouuhgMGRFfFbM0Rl2/vvRdZMffeO7p2NvL7Wrw4pjZIBXrjxkWDIcRQw6FDY4xc8+bfXZo1q3x9VUuLFtC1a3lQ1727Wuukfijwq0S/fvEfUwleRKRRqKZVJZeOOuooRo4cyeeff84xxxzDww8/zNy5c5kwYQItW7akT58+LF++PC9lk1rSdyi7Pv4Y9t8/oon0pp/WrWGLLSII7N+/fBkwIHLpN5aWzUWLIjPmhhvCI480yqBv1qzyIC/VordmTQRx22wDp54aY+Z23TXidZFCoMCvEq1axe9lTekgIlK1Y445hjPOOIN58+bx8ssvM2LECDbaaCNatmzJSy+9xKeffprvIkoDV5DfoZUrY5oCgOnTY4zb1KmxTJkSP0tKIgnKqlXlx3XqVB4EpgeEW2zRsPr4ucMpp8Cnn8ZYukYwB96aNfGRp4K8114rTzTarl1kvLzqKthtt3jdsWNeiyuSMwr8qlBcrBY/EZHqDBw4kMWLF9OzZ0+6d+/OCSecwMEHH8zWW2/NkCFD2HLLLfNdRGngCvI7dOWVkRp85MiYHBigW7fIMpmurKVl3SQAACAASURBVCyij4pB4X//Cw88sPa+vXvDkCGRSKVr13q5jSrddFNkz/z972N6hAZg9epI4LlgASxcWP5zxowI8l5/vTxZysYbR4B3wQXRmjdokLpZStOhwK8KRUUwalQ8uGvVKt+lERFpmD744INvX3fp0oWxY8dWup/mX5OqFNR36N//hltugXPPja6Q1WnRIlrzttgipjpIt3QpTJu2dlD42GPwgx9EYNipU+7uoTpjxsAVV8DRR8P552f99KtXRxfMigFc+uvKtlWWATOlqCimONh11wj4Ntus8fSoFck2BX5VKC6OX0DTp8drERGRbDGz/YDbgebAXe7+mwrbNwXuAboCC4AT3b3UzAYBfwE6AquBG9z9H/VaeKlcaSmcfHI0Id1887qda7314jyDBpWvO/FEOOSQGDv4/PPQocO6XaO2Zs+OLqz9+8Ndd2U9elq+PKb8e+21yre3aBFDCjt1iqVbtwjqUusq+9mtW/5iZJGGSIFfFVLBXkmJAj8REckeM2sO3AHsC5QCb5nZKHdPH1l+M/CAu99vZnsDNwInAd8AP3b3aWbWA5hgZqPdvZo2D8m5sjI47rjoJjRiRG5mzv7hD+Ef/4Af/QgOPjgmS6+vsX+rVsExx8Sk7P/9b9aDTnc455wI+q6/PgK6ikHceuuppU5kXSnwq8KAAfELRgleREQky3YAprv7DAAzexQ4FEivcYqBi5LXLwFPALj71NQO7j7bzL4kWgUV+OXTr34VWUP+/vdIDZ4rhx0GDz4Y89QdeSQ88URkCs21K64ov78cPA2/80649174xS8iyYqI5EazfBegoWrXDvr0UYIXEWm43D3fRci5Ar3HnsDMtPelybp07wFHJK8PBzqYWef0HcxsB6AV8FFdC1Kgn+9acn6Pzz0HN94Ip58erX65dtxx8Le/wX/+E6/LynJ7vccei3GL552Xk/t79dUYLnjAAXD11Vk/vYikUeBXjaIitfiJSMPUpk0b5s+fX9B/uLs78+fPp00uus01fJcAe5jZO8AewCxiTB8AZtYdeBA41d3XVHYCMzvTzMab2fi5c+d+Z7u+Q1kwZw6cdFK0gt1+e26uUZnTTovrPf54TK2wenWNh9TJ1Kkxod2OO0bwl2WzZkXP1b594eGHYw49EckddfWsRnExvPhi/D5thHOTikgB69WrF6WlpVT2B30hadOmDb169cp3MbJtFpA+JXSvZN233H02SYufmbUHjkyN4zOzjsDTwFXuPq6qi7j7cGA4wJAhQ74T3ek7tI5Wr44ul0uWwEsv1f9ce+efH9k/r7wyrv3Xv2Z3ENzSpdGdtFUr+Oc/s57ifMWKCPqWLo1hgxtskNXTi0glFPhVo6gofjF9/HFkWxYRaShatmxJ39QcYdLYvAX0M7O+RMB3LHB8+g5m1gVYkLTmXUFk+MTMWgGPE4lfRq5LIfQdWkc33BAB37335i8L3BVXROR0ww0R/N12W3aCP3c4+2yYOBFGj455BLPs/PNh3LjoSaokeiL1Q43q1Uj9ItI4PxERyRZ3LwPOA0YDk4AR7j7RzK41s0OS3fYEppjZVGBj4IZk/dHA7sApZvZusgyiKZs3L3ddHasyZgxcc0108zz55Pq9dkXXXRezkd9+e2RHyYa//hUeeijucd99s3PONMOHx3LllXDEETXvLyLZYYXSt3/IkCE+fvz4rJ7zq6+i68FvfgOXXZbVU4uIyDowswnuPiTf5WgsclFH5p17pIM8/3wYOjSyXW6+ee6vO3cubLttTGkwYQK0b5/7a9bEHc46K5K+/PrX0RJYV2+9FTOdf//7MSF9lgfejR0Le+xRfnoNpRHJrurqR7X4VWP99aFHDyV4ERERaVCWL48smuecAzvvHF1ztt02Ap9cPtBesyZa+RYsiPn6GkLQB9G98y9/iTGHV14Jf/hD3c4zf34MvOvePVr8shz0zZkTwwZ7946ZIRT0idQvBX41KC5WV08REZEGo7QUdt8d7rkHhg2LcXbvvx+ZJ888M+a6+/LL3Fz7pptizNvtt0eg2ZA0bw733QeHHx5dP+++u3bHp5LVfP45jBwZs6Zn0cqVcNRR0ZvqiSdiYnYRqV8K/GpQVBSBX4H0iBUREWm8XnkFBg+Oivlf/4rxbc2bRxPS889HcpPRo2GrreCpp7J77ddfj9nFjz46AsyGqEULeOQR2G8/OOOMeJ2p66+Pz+4Pf4Ah2e9FfeGF8NprkQtn662zfnoRyYACvxoUF0em5tLSfJdERESkiXKHP/0pBoZtsAG88Ua0bKVr1iyii/HjY5zGIYdEgLZkybpff/58OPZY2HTTyEqSzWkTsq1160iVufvu0S31ySdrPmb06Ejk8uMf5ySovfvu6Il66aURN4tIfijwq0FRUfzUOD8REZE8WLYsJhH/v/+Llqw336w+//9WW0VgeOmlcNddMGhQZBSpK/e4/uefwz/+EQkAGrp27aLFc+jQiLRGj656388+g+OPj8/tL3/JelD75psxFHPffSPvjIjkjwK/GmhKBxERkTz57DP43vfg/vvhV7+K1qtMAq/WreG3v41pF8rKIkvlL34Bq1bVvgy33x5B1E035aQLZM506ADPPBN/yBx+eHSTrWjFihh4V1YWrYRZnoT+iy9iuoYePaLXqZK5iOSXAr8adO0KXbqoxU9ERKRejRkT4/mmTo2A7+qra59lcvfd4b33osvj9dfDLrvAlCmZH//WW9FyeOihMW1EY9OpEzz3HPTpAwceGM1v6S66KNbdey/065fVS69aFTHlggXw+OPQuXNWTy8idaDALwNFRQr8RERE6oV7tLLts088eX3zzRivV1frrx/ZLkeOhBkzYLvt4I47as7atmgRHHNMTG1wzz0Ne1xfdbp2hRdegI02gh/+MAJhgIcfhj//GS65JCezqF98Mfzvf+W9bUUk/xT4ZaC4OAI/ZfYUERHJoW++ida5Cy+Egw+OsXpbbpmdcx95JHz4Ycweft55cMABMbFcZdwjK+Znn8Gjj2Z9aoN616MHvPhidP/cd98Igs88M1pEb7wx65e7/3744x+jQfH447N+ehGpIwV+GSgqgoULczctkIiISJP3ySew664xs/d118WYs44ds3uN7t1j3Nuf/gQvvxzzCvzrX9/d7847Izj69a9jgvhC0KdPtPw1axZ9MDt0iKC2RYusXmbCBDjrLNh77xhmKSINhwK/DCjBi4iISA698EIkTvn440ikMmxY7cfzZcoMzj0X3n4b+vaNlsBTToGvv47t774LP/sZ7L9/dIMsJP37x2e9xx4R2HbvntXTz50beWS6dYsEqFmOKUVkHSnwy4CmdBAREckBd7jllhh7tvHGkUzlwAPr59pbbhmTsg8bBg8+CNtsA88+G+P6OneO/oq5Cj7zaautInHObrtl9bRlZTFzxNy50YjapUtWTy8iWVCAv9Gyr2fP6BGhFj8REZEsWbo0BoBdckk0E40bl/XMkjVq2TK6lb76ajRPHXAATJ8e3U27dq3fsjRyl14a8eTw4bD99vkujYhURo3wGTArT/AiIiIi62jGjAj2PvggxtFdfnl+s2buvHN08bz6ahgwILpCSsYefhhuuw0uuCBy84hIw6TAL0NFRfCf/+S7FCIiIo3crFkwdCisWROJVvbbL98lCu3bw80357sUjc4770QC1D32iDnuRaThUlfPDBUXw+efR3ZPERERqaOXXopZvRtS0Cd1MmVKzG3fuTOMGBE9Z0Wk4VLgl6FUgheN8xMREVkHkyZB8+YweHC+SyLr4M03Y/aN5csjEetGG+W7RCJSEwV+GdKUDiIiIllQUhJJXFq1yndJpI6efRb22gvWXz8Sow4alO8SiUgmFPhlaNNNoU0bJXgRERFZJyUl5U9TpdF54AE45JDIgfP667DFFvkukYhkKqeBn5ntZ2ZTzGy6mV1eyfazzewDM3vXzF41s+JkfR8zW5asf9fM7sxlOTPRvHlM+aMWPxERkTpasSKmS0iNn5BGwz2St5x8ciRyGTMmpl4UkcYjZ1k9zaw5cAewL1AKvGVmo9w9vc3s7+5+Z7L/IcCtQGqk90fu3qA6DxQXw2uv5bsUIiIijdS0aZHNUy1+jcqaNTHd4m23xfz2998PrVvnu1QiUlu5bPHbAZju7jPcfSXwKHBo+g7u/nXa2/UAz2F51llREXz6KSxZku+SiIiINEKp8RIK/BqNlSvhxBPL5+n7+98V9Ik0VrkM/HoCM9Pelybr1mJm55rZR8DvgPPTNvU1s3fM7GUz+15lFzCzM81svJmNnzt3bjbLXqlUPTVlSs4vJSIiUnhKSmKi9gED8l0SycDixXDggfDII/Cb30Tw10zZIUQarbz/93X3O9x9c+AyYFiyeg6wibtvB1wE/N3MOlZy7HB3H+LuQ7p27ZrzsqaGJCjBi4iISB2UlEDfvtC2bb5LIjX44ovI3PnSS3DffXDZZRGzi0jjlcvAbxbQO+19r2RdVR4FDgNw9xXuPj95PQH4COifo3JmbIstoEULJXgRERGpk0mT1M2zEfjoo5ijb9IkGDUqErqISOOXy8DvLaCfmfU1s1bAscCo9B3MrF/a2wOBacn6rklyGMxsM6AfMCOHZc1Iy5Yx9ZBa/ERERGqprCzGSijwa9Defht22QUWLYL//hcOOCDfJRKRbMlZVk93LzOz84DRQHPgHnefaGbXAuPdfRRwnpntA6wCFgKpZ0q7A9ea2SpgDXC2uy/IVVlro7gYPvgg36UQERFpZD76CFatUuDXgL3wAhx+OGy4ITz3nIZiihSanAV+AO7+DPBMhXW/THt9QRXHPQY8lsuy1VVxMTz+eExFpKxWIiIiGVJGzwbt0Ufhxz+OOYv/8x/o0SPfJRKRbMt7cpfGpqgo5rOZOjXfJREREWlEUgPkt9wyv+WQ77j9djjuONh5Z3jlFQV9IoVKgV8tpR5UKsGLiIhILZSUQO/e0KFDvksiCXe44gq48EI44ggYPRo22CDfpRKRXFHgV0v9+0c6YyV4ERGRujKz/cxsiplNN7PLK9m+qZm9aGbvm9kYM+uVtu1kM5uWLI0n32JJibp5NiCrVsGpp8b8fGefDSNGQJs2+S6ViOSSAr9aatsWNttMLX4iIlI3SdbqO4D9gWLgODOrGBHdDDzg7tsA1wI3JsduCPwK2BHYAfiVmXWqr7LX2Zo1MHmyAr8GYulSOOwwuP9+uPZa+POfoXnzfJdKRHJNgV8dFBWpxU9EROpsB2C6u89w95XEPLaHVtinGPhv8vqltO0/BJ539wXuvhB4HtivHsq8bj79FJYtiwpU8qqkBPbeOxK4/PWv8ItfaGJ2kaZCgV8dFBdHcpeysnyXREREGqGewMy096XJunTvAUckrw8HOphZ5wyPBcDMzjSz8WY2fu7cuVkpeJ01wYye48dHS9qSJfkuSSgthdNOg623jsbXxx6DM8/Md6lEpD4p8EtZuRKefjqjprzi4th9Rt6nlBcRkQJ1CbCHmb0D7AHMAlbX5gTuPtzdh7j7kK5du+aijJlL1a1NpMVv8mTYd18491zYdFO47rqYED0fFi6Eyy6Dfv3goYcikcuMGdHVU0SaFgV+Ke5w6KHw97/XuGuq3lJ3TxERqYNZQO+0972Sdd9y99nufoS7bwdclaxblMmxDVJJCXTrFjODF7h58+DAA6FVq5j3d9dd4Ze/hE02gSuvhPpqfF2+HG66KfIS3HQTHH109Fa65Rbo3Ll+yiAiDYsCv5TWrWGLLTKK5lKBnxK8iIhIHbwF9DOzvmbWCjgWGJW+g5l1MbNUHX0FcE/yejTwAzPrlCR1+UGyrmGbNKlJtPatWBEtabNmwZNPxutRo+Ddd2H//SOD5qabws9+FvvkwurVcN99kYX80kthl13i+vffH9cWkaZLgV+6gQNh4sQad+vQAXr1UoufiIjUnruXAecRAdskYIS7TzSza83skGS3PYEpZjYV2Bi4ITl2AXAdETy+BVybrGu43JvEVA7ucPrp8NprEWTttFP5tm23hX/8Iz6Go4+GP/4xWuLOPhs+/jh713/qqbjWqadC9+7w0ksximWbbbJzDRFp3BT4pSsuhunTo39EBruqxU9EROrC3Z9x9/7uvrm7p4K6X7r7qOT1SHfvl+xzuruvSDv2HnffIlnuzdc9ZGzWLFi8uOADv+uvjzF0118PxxxT+T5bbhmtcdOmwU9+AvfeG2PvTj45xgXW1euvw+67wyGHxPx8I0fCuHGw5551P6eIFB4FfukGDoy5hqZOrXHXoqII/NasqYdyiYiINFY5zOjpDnfdtW5BUzY88kiM4/vxj2McX0369oW//CWSrJx/fgRqxcXRGvjee5lfd9IkOPzwGEc4fTrceSd8+CEceaSmaBCR71Lgl27gwPiZQXfP4mL45huYObPGXUVERJquHGb0fOghOOMM2HFHeOGFrJ8+I6+/Hl0rd98dhg+vXcDVsyfceit88glccQWMHg2DBsHBB0eLXVVmzYr73morePHFaGWcPh3OOgtatlznWxKRAqXAL13//tC8ecaBH2icn4iISLUmTYpsnhttlNXTfvllTE0wdGgkLdl/f7jnnpqPy6bUtAi9e8O//hV54uqia1e44YaY5/6662DsWNh5Z9hnHxgzJlo2IaaEuOKKyEV3//3RWvjRR3DVVbDeelm7LREpUAr80qUye2YQ+GlKBxERkQykErtkue/h+efH5Oj33w+vvgp77x0TlF91Vf0Mw1i0CA46CMrKIoFKNqZI2GADGDYsWgBvvjn+HNlrL9htt+hKuvnm8Nvfwo9+BFOmwG23RdAoIpIJBX4VDRyYUTTXuXM8vFSCFxERkSq4R/SS5fF9Tz0VWTKHDYsHsR07wr//Hd0ff/1rOOGEjPK01dmqVXDUUdG98vHHo8NQNrVvDxdfHBk/77gDSkujJXCHHeDtt+HBB2OcoIhIbSjwq2jgwIwzexYVqcVPRESkSl9+CQsXZjXw++or+OlPY3zbZZeVr2/ZEv7612gRe/TR6CY5b17WLvstdzjvvBhTOHw47LFH9q+R0qYNnHNO/Fny8cfw7LMxBlBEpC4U+FVUXBx9RKZMyWjXSZPK+96LiEjTYmb9zexFM/sweb+NmQ3Ld7kajFS3mCwmdrn8cpgzB+6+G1q1WnubWUxaPmIEjB8f4+SmTcvapYHoXjl8eIy1O+WU7J67Ki1bQp8+9XMtESlcCvwqSmX2zKApr6go+vh//nmOyyQiIg3V34ArgFUA7v4+cGxeS9SQZHkqh5dfjikLLrwwuj1W5aijYvLyRYtiIvVXX83K5XnySbjkkhhjd/312TmniEh9UeBXUR0ye2qcn4hIk9XO3d+ssK4sLyVpiEpKoEOHmLdgHS1bFmP4+vaFa6+tef+dd44pEbp2he9/P+baWxdvvw3HHx9ZRB94AJrpLygRaWT0a6uiWmT21JQOIiJN3jwz2xxwADP7ETAnv0VqQLKY0fPaa6Pb5vDhmU9dsPnmMc/eTjtF0HbDDXUbnlFaGnPrdekSrX5t29b+HCIi+abArzIZZvbs1g3WX1+Bn4hIE3Yu8FdgSzObBVwI/DS/RWpAJk3Kyvi+d96Bm26KidL32ad2x264ITz3HJx4YmQBPe20yMqZqSVLIuhbvDgyh3brVrvri4g0FC3yXYAGaeBAeOKJyOzZpk2Vu5mVJ3gREZGmx91nAPuY2XpAM3dfnO8yNRgLFsQg+HUc31dWFsFa165wyy11O0fr1tE9c/PN4Zpr4LPPYOTImDevOqtXR0vh++/HXH1bb12364uINAQK/CqTntlz222r3bWoKJ4AiohI02Nmv6zwHgB3z2AUWoFLPRVdx8DvlluixW/kSOjUqe7nMYOrr44xgmecAbvuGsFcddkyf/7zmDPwjjtgv/3qfm0RkYZAXT0rU4vMnsXFMU3R/Pk5LpOIiDRES9OW1cD+QJ98FqjByEJGz2nTIlg7/HA48sjsFOvkk2H0aJg9O8b+vfVW5fvdeWdM3XD++TGXnohIY6fArzK1yOyZGrqg7p4iIk2Pu9+SttwA7AlsludiNQyTJkUWlE03rdPha9ZEy1zr1vCnP2W3aHvtFUlf2rWLCdifeGLt7c89F5O0H3gg3Hprdq8tIpIvCvwqU4fMngr8REQEaAf0ynchGoSSEthyyzrPe3DXXTFv3y23QI8eWS4b8eB23DjYZhs44oho3XOPqv+oo6LzzyOPxHNgEZFCoDF+VRk4ED78sMbdNtkknhgqs6eISNNjZh+QTOUANAe6AhrfB1Ex7r57nQ6dNSvG1+29N/zkJ1kuV5qNNoqJ3k86CS66KB7iPv981Ov//ndMQSgiUigyDvzMrJ27f5PLwjQoGWb2bNYsHmgq8BMRaZIOSntdBnzh7prAffFimDmzTuP73GNM3apVMWdfFqYArFbbtjBiBFx2Gdx8c7x/5RXo3Tu31xURqW819r8ws13MrASYnLzf1sz+nPOS5dvAgeWZPWugKR1ERJoWM9vQzDYEFqcty4COyfqmbfLk+FmHOfz++U8YNSombN988yyXqwrNmsU8gSNHxvi+IUPq57oiIvUpkxa/24AfAqMA3P09M6tb343GJPWUcuLEjKZ0eOiheMCpbiEiIk3CBKKLZ2XtUU5TT/BSx4ye8+fD//0fDB4MF16Yg3LVIFuZQ0VEGqKMunq6+0xbu6/F6twUpwFJZfbMcEoHiAecQ4fmuFwiIpJ37t4332Vo0EpKoGXLWjfZXXxxzPv+3HPQQlkIRESyKpNfqzPNbBfAzawlcAFQ+B0bW7eGfv1qldmzpESBn4hIU2NmnYB+wLcDwt39lfyVqAEoKYEBA2oVvT33HNx/P1x1VY0dbUREpA4y+Y18NnA70BOYBTwHnJvLQjUYxcXwwQc17rbZZtCqlcb5iYg0NWZ2OvFAtBfwLrATMBbYO5/lyrtJk2D77TPefckSOOusiBWHDcthuUREmrAak7u4+zx3P8HdN3b3jdz9RHefXx+Fy7uBA+GjjyKzZzVatIieocrsKSLS5FwADAU+dfe9gO2ARfktUp4tWwYzZtRqfN+wYfDJJzF3XzWJtEVEZB3U2OJnZvdSPkfRt9w9hzPrNBDpmT0zSPDy9tv1VC4REWkolrv7cjPDzFq7+2QzG5DvQuXVlCkxJ0OGgd+4cfCHP8C558Juu+W4bCIiTViNLX7Av4Gnk+VFoCOwJJeFajDSM3tmsOvHH8eDThERaTJKzWwD4AngeTN7Evg0z2XKr1pk9Fy5Ek4/HXr1ghtvzHG5RESauBpb/Nz9sfT3ZvYI8GrOStSQ1CKzZ1FRNA5OnapB6SIihc7Mfg484u6HJ6uuNrOXgPWB/+SvZA3ApElRd/brV+OuN94Yz1afflrTIYmI5FomLX4V9QM2ynZBGqQ6ZPZUghcRkSahBzDWzP5nZueYWVd3f9ndR7n7ynwXLq9KSmIah9atq91t4kS44QY4/ng44IB6KpuISBNWY+BnZovN7OvUT+Ap4LLcF62BKC7OKPDr3x+aNVOCFxGRpsDdfwZsAgwDtgbeN7P/mNnJZta0265KSmrs5rl6NZx2GnTsCL//fT2VS0Skicskq2cHd++Y9rN/xe6fBS3DzJ6tW8cDTrX4iYg0DR5edvefEtM53AZcCHyRyfFmtp+ZTTGz6WZ2eSXbNzGzl8zsHTN738wOSNa3NLP7zewDM5tkZldk877WycqVMG1ajYHfn/4Eb7wRSV26dq2nsomINHFVBn5mtn11SyYnz6BSOzupuN41s1fNrDht2xXJcVPM7Id1u70sSM/sWYPiYrX4iYg0NWa2NXAtcAewAqgxEDOz5sn++wPFwHHpdWBiGDDC3bcDjgX+nKw/Cmjt7lsDg4GzzKzPut9JFkyfHs151QR+c+bEJO0HHADHHVePZRMRaeKqS+5ySzXbnBomp02r1PYFSoG3zGyUu6eHRn939zuT/Q8BbgX2Syq/Y4GBxDiKF8ysv7uvrumGsm7gwPg5cWJGUzo8/TSsWgUtW9ZD2UREJC/MrB9RTx0LrAYeBX7g7jMyPMUOwPTU/mb2KHAokF5HOpFJGyJpzOy09euZWQugLbAS+Lrud5NFqaefRUVV7vLKK7B0KVx7LZjVU7lERKTqwC+ZiHZd1FipuXt6RbUe5fMFHgo86u4rgI/NbHpyvrHrWKba69cvspNlmOClrCx6hm65ZT2UTURE8uU/wCPAMe7+YR2O7wnMTHtfCuxYYZ+rgefM7P+IOnKfZP1Iop6cA7QDfubuCypewMzOBM4E2GSTTepQxDooKYlorppKcMqU2KUW87uLiEgW1DidA4CZbUV0RWmTWufuD9RwWCaVGmZ2LnAR0IryVsSewLgKx/as5NjcV2qpzJ4ZTukAsasCPxGRwuXum9fDZY4D7nP3W8xsZ+DBpD7egWhl7AF0Av5nZi9UbG109+HAcIAhQ4Y49aGkBPr0gXbtqtxl8uTYpW3beimRiIgkMsnq+Svgj8myF/A74JBsFcDd70gq0MuI8Qy1OXa4uw9x9yFdczk6fODAjFr8UsGeEryIiEgNZgG90973StalOw0YAeDuY4mHr12A44H/uPsqd/8SeA0YkvMSZ2LSpBqb8iZPhgED6qk8IiLyrUzm8fsR8H3gc3c/FdiWGGtQk0wqtXSPAofV8djcKi7OKLNn+/aw6aZK8CIiIjV6C+hnZn3NrBUxVnBUhX0+I+pfzKyICPzmJuv3TtavB+wETK6ncletrCz6cVYzvi+VK029YkRE6l8mgd8yd18DlJlZR+BL1g7KqlJjpZYMjk85EJiWvB4FHGtmrc2sLzFp/JsZXDM3apHZs6hILX4iIk2FmR1sZpnUpWtx9zLgPGA0MInI3jnRzK5Nkp0BXAycYWbvEeMJT3F3JxKntTeziURde6+7v5+N+1knH38MK1ZU2+JXYu6O6QAAIABJREFUWgrffKPAT0QkHzIZ4zfezDYA/gZMAJaQQZIVdy8zs1Sl1hy4J1WpAePdfRRwnpntA6wCFgInJ8dONLMRRCKYMuDcvGT0TKlFZs/iYhgzJrJZN2+e+6KJiEheHQP83sweI+q5jFve3P0Z4JkK636Z9roE2LWS45YQUzo0LKnuLtUEfqnnpwr8RETqX5WBn5ndQUy3cE6y6k4z+w/QMdMnixlUahdUc+wNwA2ZXCfnapHZs6goeoR++ilstlk9lE1ERPLG3U9MesMcB9xnZg7cCzzi7ovzW7p6luruUk1Xz8lJWKzAT0Sk/lXXPWUqcLOZfWJmvzOz7dz9kwbRnaS+1SKzZ+pBp7p7iog0DcnURCOJserdgcOBt5NpGJqOkhLo2RM6dqxyl8mTYf31YaON6rFcIiICVBP4ufvt7r4zsAcwH7jHzCab2a/MrH+9lbChyDCzZ/qUDiIiUtjM7BAzexwYA7QEdnD3/YlEaBfns2z1rqQko4yeW26pidtFRPKhxgHp7v6pu//W3bcjurIcRgxEb1oyzOzZqRN066YWPxGRJuJI4DZ339rdb0qmV8DdvyGmY2ga1qzJeCoHdfMUEcmPTObxa5FkLXsYeBaYAhyR85I1NLXI7FlcrBY/EZEm4mrSsk6bWVsz6wPg7i/mp0h5MHNmpOusJvBbvBhmz1bgJyKSL1UGfma2r5ndA5QCZwBPA5u7+7Hu/mR9FbDBSM/sWYPUlA7uOS6TiIjk2z+BNWnvVyfrmhZl9BQRafCqm87hCuDvwMXuvrCeytNw9e+fcWbP4mL4+ut4stmzZz2UTURE8qWFu69MvXH3lcnctU1LKvDLIKPngAH1UB4REfmO6pK77O3udynoS7RqlXFmTyV4ERFpMuamTbiOmR0KzMtjefKjpCRSdXbuXOUukyfH89PNN6/HcomIyLdqHOMnaTLM7KkpHUREmoyzgSvN7DMzmwn/396dx8s9nv8ff13Z94VEyEpSQU6RpEcIUUvUF1ViiyCoUq2tVepnqVra+paq2tpv29iiVSGWKEqppZYKEkSQXcQSISdEJEHW6/fHNdMzOTnLnJyZ+cyc834+Hp/HzHw+n5m5Zknuc81939fN+cAPEo6p8LKs6DlgQPyOKiIihafErz7KyrKq7LnFFlHdUz1+IiKNm7u/7e67AYOAHdx9d3efl3RcBeWeVUXP2bM1v09EJEnZVPVsb2bNUtcHptYsapn/0IrQoEFR2TM9UaEGZjB8OEycGPP8RESk8TKzbwOnA+eY2SVmdknSMRXUokWwbFmt8/vWrYM5c5T4iYgkKZsev2eBNmbWC3gcOB4Yn8+gila6smcWXXnXXhsdg6ecouqeIiKNlZn9CTgaOAsw4CigX6JBFVoWFT0XLIDVq1XYRUQkSdkkfpZaiPZw4P/c/SigLL9hFal6VPYcOBCuugoefRRuvrkAsYmISBJ2d/cTgKXufjkwHBiYcEyFlUXilx4oox4/EZHkZJX4mdlw4DhiLT+A5vkLqYilK3tmkfgBnHEG7LsvnHMOvPNOnmMTEZEkpCd9f2FmPYE1wFYJxlN4M2fGxPYePWo8RUs5iIgkL5vE72xiTb9J7v6WmfUHns5vWEWsrCzrqi3NmsFtt8Xld78b0wNFRKRRecjMugBXA68CC4g1cJuOGTNifp9ZjafMng3du9e62oOIiORZnYmfuz/j7oe4+1WpIi9L3P1HBYitOGVZ2TOtb1+44QZ49lm47ro8xyYiIgWTahOfdPfP3P0+Ym7f9u7etIq7ZLmUg4Z5iogkK5uqnneaWSczaw+8Ccwws/PyH1qRyrKyZ6YTToBDD4WLLsp6lKiIiBQ5d18P/CHj9ip3X5ZgSIVXUQFLlmSV+GmYp4hIsrIZ6jnI3T8HRgGPAtsQlT2bpnpU9kwzg3HjoGPHSALXrMlTbCIiUmhPmtkRZrWMc2zMZs6My1oSv08+ifxQPX4iIsnKJvFrmVq3bxTwoLuvAZruAgX1qOyZaYst4M9/hldfhSuuyFNsIiJSaD8A7gFWmdnnZrbczD5POqiCSf8IWssafrNnx6USPxGRZGWT+P2ZmKzeHnjWzPoBTadRq6qelT0zHX44jB0Lv/oVTJ2ah9hERKSg3L2juzdz91bu3il1u1PScRXMjBnQoQP06VPjKUr8RESKQ4u6TnD3G4AbMna9a2b75C+kElBWBtOnb9Jdb7wRnn46hny+8gq0bZvj2Oqwfj0sXFhrGy0iIlkys29Wt9/dny10LInIoqLnrFnxm+nWWxcuLBER2Vg2xV06m9nvzGxqaruG6P1ruupZ2TNTly5w660xLeLii/MQWy2++CJ6Hfv2hfvvL+xzi4g0UudlbD8HHgIuSzKggpo5M6vCLttuG7MkREQkOdkM9bwVWA6MTm2fA7flM6iiV1ZW78qemfbfH047Da69Fp55Jsex1WDxYthnH3jwQejXD046CebNK8xzi4g0Vu7+nYztW8DXgaVJx1UQn30GH35Y6/w+0FIOIiLFIpvEb4C7X+ru81Pb5UD/fAdW1NK/bjZgbYarr4b+/WNh9+XLcxNWTebMgeHD4Y03oqfvmWfil9ejjoIvv8zvc4uINDEfALVnQo1FFhU9V6+OATJK/EREkpdN4velmY1I3zCzPYCmnS4MHAgtWtRrSYeq2reH22+H996Dc8/NYWxVvPAC7L57JJdPPw2jRkWP3x13wLRp8KMf5e+5RUQaOzO70cxuSG2/B54DXk06roJIt4G1JH7z58O6dUr8RESKQTaJ3w+BP5jZAjNbAPyeKF/ddDWgsmemPfaA886Dm26Cf/wjR7FluO8+2Hdf2GwzmDwZdt218thBB8HPfgY33wzjx+f+uUVEmoipwCupbTJwvruPTTakApk5E9q0qbVqS3pGhBI/EZHkZVPV83VgZzPrlLr9uZmdDWxaWcvGYtAgeP31Bj/M5ZfDI4/AKafAm2/C5pvnIDZi/uC558Juu8W8vm7dqn/uyZPh9NNh6FDYaafcPLeISBNyL/CVu68DMLPmZtbO3b9IOK78mzEjMrpaqrakE7+BAwsUk4iI1CibHj8gEj53T6/fd06e4ikdZWUxhqWBk+Rat4a//AU++QTOOKPhYa1bB2efDeecExU8n3yy+qQPoq2+886oNHrkkfB5012dUURkUz0JZC7M0xZ4IqFYCiu9lEMtZs2Cnj2hU9NZ2VBEpGhlnfhVUfOCPU1FurJnemXaBhg8GC69FO6+O7ZN9eWXUbDl+uvhJz+BiRPrXiewR494zvnz4eSTwX3Tn19EpAlq4+4r0jdS19slGE9hrFgB776b1VIOGuYpIlIcNjXxU3qQg8qemc4/P+bgnX46LFpU//tXVMR8vgcegOuug9/9Dppl+enuuSf8+tdw771www31f24RkSZspZkNTd8ws2+QRQE0MzvAzGab2Twzu6Ca433N7Gkze83MppvZQRnHdjKzyWb2lpm9YWZtcvZqspX+0bOWxM89TlPiJyJSHGqc42dmy6k+wTM2HNbSNOWgsmemFi2iyueQITHf7+GHwbLsV507Fw48EBYujOTt8MPr//w//Sn85z9xOWxYLP8gIiJ1Ohu4x8w+JNrHLYGja7uDmTUH/gB8i1j+YYqZPejumQ3KxcBEd/+jmQ0CHgG2NrMWwB3A8e7+upltDqzJ+auqSxYVPRcvjqX+lPiJiBSHGvuE3L2ju3eqZuvo7nUWhWn0clTZM9N228GVV0axl1tuye4+kyfHcg3LlsFTT21a0geRZI4fD336wOjRsGTJpj2OiEhT4u5TgO2B04gq2Du4+yt13G0YMC+1Nu5q4C7g0KoPDaRnxnUGPkxd3x+Yniq8hrt/ki4sU1AzZsQvlgMG1HhKurDLdtsVKCYREanVpg71FIhfOnOY+AGceSbss0/M0XvnndrPnTQphnd26RIJYEN76bp0iR7Digo47rgoFCMiIjUzszOA9u7+pru/CXQws9PruFsv4P2M2x+k9mW6DBhrZh8QvX1npfYPBNzMHjOzV83s/zX4RWyKGTNi5EvLljWeoqUcRESKixK/hshRZc9MzZrBbbdFD9xJJ0X9mOrccAMccUQUhnnhBfja13Lz/EOHwo03wuOPwxVX5OYxRUQase+7+2fpG+6+FPh+Dh73GGC8u/cGDgL+ambNiCkaI4DjUpeHmdnI6h7AzE41s6lmNrWioiIHIWWYOTOrwi7t2kHv3rl9ahER2TRK/Boih5U9M/XrF5U5n3kmLjOtXx9LNfz4xzBqVCzX0L17Tp+eU06B44+Hyy6Df/0rt48tItLINDernJGdmr/Xqo77LAT6ZNzundqX6WRgIoC7TwbaAN2I3sFn3X1Jaq3AR4ChVMPdx7l7ubuXd89lQ/HVV/D223UmfrNnxzDPbAuNiYhIfum/44YoK4vLHA/3BPjud+GQQ+DCCyvn0H/5Zcy/u/baSPzuuSd+Tc01M/jjH6NNP/ZY+OCD3D+HiEgj8U/gbjMbmep5m5DaV5spwLZmto2ZtQLGAA9WOec9YCSAme1AJH4VwGPAjmbWLlXoZS8gN1XGsjVnTvwKmcUafhrmKSJSPJT4NcS228bk9jwkfmYwbhx07AgnnAAffQT77Qf33x+J33XXxQLs+dK+Pdx3X/ywe/TRsKbwNeNERErB+cBTRHGX04gF3c+r7Q7uvhY4k0jiZhLVO98ys1+Y2SGp084Fvm9mrxPJ5Hc9LAV+RySP04BX3f0feXhdNcuioueXX8KCBSrsIiJSTFSdsyHSlT1ztKRDVT16wJ/+BEceGU+zdm308h1xRF6ebiPbbQc33wxjxsAFF8A11xTmeUVESoW7rwf+lNowsz2BG4Ez6rjfI8Qwzcx9l2RcnwHsUcN97yCWdEjGzJkxfnPgwBpPmTs31vFTj5+ISPFQj19DlZXlpccv7YgjoshLmzYxn69QSV/a0UfDWWfFgvD331/Y5xYRKQVmNsTMfmNmC4BfALMSDim/ZsyIZRza1LxuvCp6iogUH/X4NdSgQTEm8ssvoW1+1rW/5ZYYatmqrnIBefLb38LLL0cCuuOO0fsoItKUmdlAovLmMcAS4G7A3H2fRAMrhBkz6pzfN3t2TFlQeyEiUjzU49dQZWUxniXHlT0zmSWX9EE898SJMZ3xyCNzunqFiEipmgXsCxzs7iPc/Uag8a9+umZNFHfJYimHfv3yU4BMREQ2jRK/hspjZc9i0rcv3HEHTJ8ei8znymefwUMPwU9/CnvsAT/4Qd0L14uIFIHDgUXA02Z2U6qip9Vxn9L39tsx4TyLxE+FXUREikteEz8zO8DMZpvZPDO7oJrj55jZDDObbmZPmlm/jGPrzGxaaqta5rp45LGyZ7E58EC4+GK49dZYZH5TfPIJTJoEZ58NQ4bAZpvFshW//z2sWwfjx8dbetJJURxARKQYufsD7j4G2B54Gjgb2MLM/mhm+ycbXR5lUdFz/Xot5SAiUozylvilFrH9A3AgMAg4xsyqthSvAeXuvhNwL/CbjGNfuvvg1HYIxSrPlT2LzWWXwb77wumnw+uv133+4sVRifTMM2N+YLducPjhsVTFZpvF4/3739Hz9+KL0dt31llw113xR8PYsVFATkSkGLn7Sne/092/QyzE/hqxxEPjlG7rasnqFi6EL75Q4iciUmzy2eM3DJjn7vPdfTVwF3Bo5gnu/rS7f5G6+SLRaJaePFf2LCbNm8OECZG0HXkkLFu24fFFiyJp++EPY+5/jx6x6Pz48dCzJ1xxBTz/fCR6Tz4Jl1wCe+1VWRyuZ89Yp3DBAjj3XHjggXh7R4+OYaYiIsXK3Ze6+zh3H5l0LHkzY0ZM3mvfvsZT0lPelfiJiBSXfCZ+vYD3M25/kNpXk5OBRzNutzGzqWb2opmNqu4OZnZq6pypFRUVDY94Uw0aFPMemkjVky22gLvvjt65k06KuX/f/34s6dSzJxxzDNx5J2yzDVx5JUyeDEuXwmOPwUUXxVy+uorV9OgBv/lNJIAXXQT//CfsvDOMGgWvvFKQlykiIlXNnJnV/D5Q4iciUmyKoriLmY0FyoGrM3b3c/dy4FjgOjMbUPV+qV9Wy929vHv37gWKthoFqOxZbEaMiKRu0iQ4/ni4995o5H/7W5gyBT79FB55BM4/H3bbDVq23LTn6dYNfvUrePfdGBb6zDNQXg7f/nYMDRURkQJZty6yuiwSv06d4gc8EREpHvlM/BYCfTJu907t24CZ7Qf8DDjE3Vel97v7wtTlfODfwJA8xtowTaSyZ1Xnngt//zu8+iosWQIPPhj7ysuj3k0ude0Kl14aCeAVV8BLL8Hw4bD//vDcc7l9LhERqcaCBfDVV1klfttvH0sRiYhI8chn4jcF2NbMtjGzVsAYYIPqnGY2BPgzkfQtztjf1cxap653A/YAird6ShOq7JnJLCpyDhkSc/8KoVOnGPq5YAFcfXUUmPnmN2HvveGpp6LjVURE8iBd2KWOxdtV0VNEpDjlLfFz97XAmcBjwExgoru/ZWa/MLN0lc6rgQ7APVWWbdgBmGpmrxNlsq909+JN/JpYZc9i0KFDrP33zjtw3XWxnvDIkTEE9Z//VAIoIpJz6RLLtSR+y5dHVU8lfiIixSfHA/I25O6PAI9U2XdJxvX9arjfC8CO+Ywt58rKYNq0pKNoctq1gx//OBZ+v/XWmHd44IGwyy5w1VWwzz5JRygi0kjMmBEVvLp0qfGUOXPiUomfiEjxKYriLo1CWVmTquxZbNq0ibUF582LNQIrKmL+36RJSUcmItJIzJiRdUXP7bYrQDwiIlIvSvxyZdCgGF+YbvUkEa1axdIS06ZFkZnRo+H++5OOSkSkxLlH4pfF/L7mzWHARnW4RUQkaUr8ciVd2VPz/IpC586xbmB5ORx9NNx3X9IRiYiUsPffh5Urs+rx698fWrcuUFwiIpI1JX650kQrexazTp0i+dtlFyV/IiINki7sUkfiN3u25veJiBQrJX65kq7sqcSvqHTqFFU+d901kr977006IhGREpQezVJL4rduXRR3UeInIlKclPjlUlmZhnoWoczkb8wYuOeepCMSESkxe+0Vi6d261bjKe++C6tWqbCLiEixUuKXS6rsWbQ6dozkb7fd4JhjYOLEpCMSESkhQ4fG4qm1SNc2U4+fiEhxUuKXS6rsWdQ6doRHH4Xhw+HYY+Huu5OOSESk8VDiJyJS3JT45ZIqexa9jh3hkUci+TvuOCV/IiK5Mnt2jATdfPOkIxERkeoo8cslVfYsCemev913j56/u+5KOiIRkdI3a5Z6+0REipkSv1xq1QoGDlTiVwI6dIievxEjoudvwoSkIxIRKW1K/EREipsSv1wbNEhDPUtEOvnbc08YOxbuvDPpiEREStOnn8LixaroKSJSzJT45Zoqe5aU9u3hH/+Ab34Tjj8e/va3pCMSESk9s2fHpXr8RESKlxK/XCsrU2XPEtO+PTz8cCxTdcIJcMcdSUckIlJalPiJiBQ/JX65NmhQXGqeX0nJTP5OPFHJn4hIfcyaFdPct9466UhERKQmSvxyLV3ZU/P8Sk67dpH87b139Pz99a9JRyQiUhpmzaps/kREpDgp8cs1VfYsae3awUMPwb77Rs/f7bcnHZGINFZmdoCZzTazeWZ2QTXH+5rZ02b2mplNN7ODqjm+wsx+Wrioqzdrlgq7iIgUOyV++TBoUPEmfu6wcmXSURS1du3gwQdh5Eg46SQYPz7piESksTGz5sAfgAOBQcAxZjaoymkXAxPdfQgwBvi/Ksd/Bzya71jrsmZN1DTT/D4RkeKmxC8fyspg/vziqey5bh08/zycey587Wuw2WYwZUrSURW1zOTve9+D225LOiIRaWSGAfPcfb67rwbuAg6tco4DnVLXOwMfpg+Y2SjgHSDxXxnnz4e1a5X4iYgUOyV++VAMlT1XrYJHH4VTT4WePWOxuhtvjLE4m28e2czq1cnFVwLato3kb7/94u36xS/iYxURyYFewPsZtz9I7ct0GTDWzD4AHgHOAjCzDsD5wOX5D7Nu6aZOiZ+ISHFT4pcPSVX2XL4cJk6EY46B7t3hoINgwoSoVjJhAixZEiuWjxsHb74J//u/hY2vBLVtG3P+TjgBLr0Ujj22eDpyRaTROwYY7+69gYOAv5pZMyIhvNbdV9R2ZzM71cymmtnUioqKvAWZTvw0x09EpLip/lY+pEubFSLxq6iIbqlJk+CJJ6Knr3t3GD0aDjssxiq2abPhfQ4+GMaOhSuugMMPh512yn+cJax165jnN2gQXHhhzGX5+99hq62SjkxESthCoE/G7d6pfZlOBg4AcPfJZtYG6AbsChxpZr8BugDrzewrd/995p3dfRwwDqC8vDxv4xVmzYr/Dzt1qvtcERFJjhK/fGjVKsa8XHll9K716hVb794bXqavd+0KZtk//oIFkeg98EDM3Vu/PhZPOv10GDUK9tgDmjev/TGuuw4efzyql7z0kmpw18EMzj8/ftEeOxaGDYt8e8iQpCMTkRI1BdjWzLYhEr4xwLFVznkPGAmMN7MdgDZAhbvvmT7BzC4DVlRN+gpp1iwN8xQRKQX6az9fxo+Hxx6DhQvhgw/icto0+PjjjSeKtWlTfUKYeX3p0kj2Jk2KxwHYcUe4+OLo2dt55/olj5tvDv/3f3DkkfDb38IFG1USl2qMGhW59iGHwIgRsdbf4YcnHZWIlBp3X2tmZwKPAc2BW939LTP7BTDV3R8EzgVuMrOfEIVevuteXDON3WH2bBgzJulIRESkLlZkbcgmKy8v96lTpyYdRt3WrIFFizZMCNOXmderK7xiBsOHR6I3alRU6Gyoo46KSWyvvQY77NDwx2siPvooPoKXXoJf/Qouuqh+ebeINIyZveLu5UnHUSry1UYuXgw9esD118OPfpTzhxcRkXqqrX1Uj1+htWwJffvGVhN3+OSTDRPDFi3g29+GLbfMbTy//z089RScfDI891zdQ0QFiI/h3/+GU06JTteZM+HmmzeeTiki0pipoqeISOlQ4leMzKBbt9gGD87vc/XoATfcEBPXbrwRzj47v8/XiLRpE0M9d9ghkr+3345plz16JB2ZiEhhqKKniEjp0HIOEmsUHHxwjFd8++2koykpZvCzn8G998L06bDLLvD660lHJSJSGLNmxbI3ffrUfa6IiCRLiZ9E9vKnP8Uw1FNOiSqhUi9HHBEjZdevj6Kqf/970hGJiOTf7NnR29dMf02IiBQ9/VctoVcvuOaamLg2blzS0ZSkoUNhypRY7++ww+CqqzYu4Coi0phoKQcRkdKhxE8qnXxyLPh+3nnw3ntJR1OSttoKnnkGRo+OFTK++11YtSrpqEREcu+rr+Cdd5T4iYiUCiV+UskMbropuql+8AN1V22itm1hwgS4/HL4y18il168OOmoRERya+7caCZU2EVEpDQo8ZMNbbMNXHkl/POfkbXIJjGDSy6BiRPh1Vdh2DB4442koxIRyR0t5SAiUlqU+MnGTj8dRoyIpR0WLUo6mpJ21FHw7LOwZg3svjs8/HDSEYmI5Mbs2XE5cGCycYiISHaU+MnGmjWDW26JCRynnaYhnw1UXg4vvxzDoQ45BH79a5g/H1avTjoyEZFNN2sW9OsH7dolHYmIiGRDC7hL9QYOhF/+Mgq9TJwIRx+ddEQlrVev6Pk78cRYLvGii2I4aK9esPXWG2/9+kHfvtCqVaJhi4jUSBU9RURKixI/qdlPfgL33ANnngn77gvduycdUUlr1w7uvhteeCGKIrz7LixYENtzz8Gdd264hKIZ9OxZfVK49daRGLZuncALEZEmzz0Sv5NPTjoSERHJlhI/qVnz5nDrrTBkCPzoR1GqUhqkWbOYPjlixMbH1qyBhQsrk8HMxPA//4G77oJ16za8T8+esNdesW7ggQdChw75fw0iIgsXwsqV6vETESklSvykdmVlUZ7y5z+P4Z6jRiUdUaPVsmVlr1511q6tTAzTSeHs2fDYY5GTt24N3/pWJIGHHALduhUudhFpWtKFXZT4iYiUDiV+Urfzz4f77otCL3vtBV27Jh1Rk9SiRQzz7Ndvw/1r18Lzz8OkSfDAA1E5tFkz2HPPSAIPOyyGhYqI5IqWchARKT2q6il1a9kyhnxWVMA55yQdTXYWLWoyq6a3aAF77w3XXx+9gFOnRvGYJUtiRY5+/eAb34Bf/QreektFWkWk4WbNgk6dYMstk45ERESyldfEz8wOMLPZZjbPzC6o5vg5ZjbDzKab2ZNm1i/j2IlmNje1nZjPOCULQ4bABRfA+PGxuHuxWb8epkyBSy+NLKdnzyiZOXYsvPZa0tEVjFm8/F/+Et58E+bMgauuiuqgP/85fP3rsazE+efDiy9uWExGRCRbs2bF/yVmSUciIiLZMs/Tz/9m1hyYA3wL+ACYAhzj7jMyztkHeMndvzCz04C93f1oM9sMmAqUAw68AnzD3ZfW9Hzl5eU+derUvLwWSVm1KhLAFSsiq+jUKdl4VqyAJ56IsY3/+Ad89FGMcdx9d/j2t+Hjj+Hmm+O8ffaBc8+NCijNmmZH94cfwt//HkNCn346hohutVVM2zzssOg1bNky6ShFsmNmr7h7edJxlIpct5F9+sR/q3/5S84eUkREcqC29jGfc/yGAfPcfX4qiLuAQ4H/Jn7u/nTG+S8CY1PX/wf4l7t/mrrvv4ADAJWVTFLr1jHkc/fdo8voj38sfAzvvhuJ3sMPR/ayahV07gwHHAAHHxyXmVVNLr00kr/rr4/j228fy1Qcfzy0bVv4+BPUs2dM0zztNFi6NHLlSZPg9tvjo+zSJfL6Hj1giy3isrpNS0iING0rVsAHH2h+n4hIqcln4tcLeD/j9gfArrWcfzLwaC337VX1DmZ2KnAqQF9VryiM3XaLxOl3v4PRo+Mn33xatw5eegkeeij5+yk+AAAVy0lEQVSSvTffjP0DB8IZZ0QyN2JEzV1VXbrAT38KP/5xrEl4zTXwgx/AxRfD6afHtsUW+X0NRahr1xgFO3YsfPklPP549AbOmRNzBD/+GJYvr/6+nTvXnRymj7dvr6FgIo3NnDlxqcRPRKS0FEVVTzMbSwzr3Ks+93P3ccA4iGEseQhNqvPLX0aWcMopMH16/HWfS8uWxRoFDz8MjzwCn3wSFUz23DMSt4MPjsSvPlq2hGOPhWOOgWeeicT18svhyiuj9++cc2CHHXL7OkpE27Zw6KGxZfrii6iP8/HHG26Z+956C556KnoQq9O6NXTvHp2w3bpteL3q7e7dYfPNNdxUpNipoqeISGnKZ+K3EOiTcbt3at8GzGw/4GfAXu6+KuO+e1e577/zEqXUX7t2cMstMSns4ovh2ms3PO4Oq1dHV9IXX8RldVvVYytWxLoEzz4bE9A22wwOOgi+8x3Yf//ovWsos4h7771jIaprr42xjjffHM917rnRi6luKtq1q31dwUyrV2+cJC5eHDl7RUVUGF2yBN55Jy6XLav5sTp33jhB7N07VhLZY48mN0JXpOjMmhVTpQcMSDoSERGpj3wWd2lBFHcZSSRyU4Bj3f2tjHOGAPcCB7j73Iz9mxEFXYamdr1KFHf5tKbnU3GXBJxxRkwO23bbjZO4Tf1eDRoUid53vhPDSps3z23M1amoiNfxhz9EtjJ4cCSAo0dHOUzJudWr4dNPN0wKa7v+0Ucx6rd16xjZu99+sQ0ZUpiviBQfFXepn1y2kaNHR7HkuXPrPldERAqrtvYxb4lf6okPAq4DmgO3uvsVZvYLYKq7P2hmTwA7AotSd3nP3Q9J3fd7wEWp/Ve4+221PZcSvwQsXx5LPHzySXTDtG0b3UTp61W3mo5l7k/yr/ivvoK//S2Ggc6YEctBnHUWnHqqFq1P2PLl8NxzUcT1iSfgjTdif9eusO++lYnggAHqrG0qlPjVTy7byJ13hr59Y+q1iIgUl8QSv0JS4ic5s359zDG85hp48smYw3jccTHHcNiw6OFUdpGojz6KuYXpRPD9VCmofv1g5MhIAkeObJJ1e5oMJX71k6s2ct066NABzjwTrr46B4GJiEhOJbWcg0hpatYs1vs78EB4/fXoAfzb32DcuDjetWskgMOGwa67xmX37snG3MRsuWXU6jn22BhVPG9eZRJ4//2x6gjATjtV9gbuuWf8wSoim+6992JwhAq7iIiUHvX4iWRj3boY/vnSS/Dyy3H55pvROwiwzTaVSeCuu8bkM1UhScS6dfDqq5WJ4PPPx5zCli1h+PCo69OnT9QO6tp1w0stP1E61ONXP7lqIx99NOpgPfdczLcVEZHioh4/kYZq3hx23DG2U06JfStWRIaRTgb/8x+466441qJFdDdlJoPbbRe9iZJXzZvDLrvEduGFUXfoP/+JUbtPPBGrkdT0e1eLFhsmgtUlh1Uvv/a1uJ9IU6ClHERESpf+XBHZVB06wDe/GVvaokWVPYIvvQR33BEVQwE6dYpsZMiQKGjTrFlsZpXXa9pX0zktWsT6g4MHqwJpDdq1g299KzaAlSujHtHSpVFZtLbLRYuio/fTT2tegmKLLeDoo2PY6a67qsdQGrfZs2O9zW7dko5ERETqS4mfSC5ttdWGq6GvXx8/kWcOEb3+elizJrfP27o1fOMbsQTG8OGx9eqV2+doJNq3j61v3/rdb906+OyzysTw009jvcKHHorpnzfeGCN+jz0WjjkGysryE79IkmbNUm+fiEip0hw/kaS4R2KY3uq6Xd2+1aujAM3kyfDiizB1KqxaFY/fu3ckgOlkcMgQaNMm2dfcSC1bBg88AHfeGcNJ16+Pkb7HHgtjxkS1UcmtUp/jZ2YHANcTyx3d7O5XVjneF7gd6JI65wJ3f8TMvgVcCbQCVgPnuftTdT1frtrILbeEgw+Gm29u8EOJiEgeaDkHkaZi9WqYNi2SwHQyuGBBHGvVKpK/dCK4227R7aWxiTn18ccwcSJMmBAfAcAee0QSeNRRTbwA7GefxZsyeHD0jjdAKSd+ZtYcmAN8C/gAmAIc4+4zMs4ZB7zm7n80s0HAI+6+tZkNAT529w/N7OvAY+5eZ/d+LtrIpUtjXutvfgPnndeghxIRkTxRcReRpqJVq8qlJn70o9i3aFEMMZ08ObZx42K4KcQf35mJYP/+MXexffvCVSz56itYsiQm3lW9TF9fsyaS1mHDoLw85ksWqR494KyzYps/P+r93HknnHFGfCT77x9J4KGHQseOSUebZ++9F2VV09ubb0av9U03VRZJapqGAfPcfT6Amd0FHArMyDjHgfQXvTPwIYC7v5ZxzltAWzNr7e6r8h307NlxqaGeIiKlSYmfSGO31VYwalRsEEnU9OmVvYKTJ8OkSRvfr02bSAKrbu3bV7+/6nH36pO4qpdffFFz7J06RSUJiG40iB7K7bevrJg6bFhUWy3C4jb9+8NFF8X2xhuRAE6YAMcfH6t9fOc7kQQecEBM0yxp69ZFYvf881FG9fnn4f3341jHjvHjwlFHxRoAw4YlG2vyegHvZ9z+ANi1yjmXAY+b2VlAe2C/ah7nCODVmpI+MzsVOBWgb30ntVZDiZ+ISGnTUE8RgcWLo1dw0aJYpqLqtnJl9ftXrKg9ccvUtWtlOcDMy+r2desWY8oyk7lPPok5jOkiOS+/DBUVcax168oewXRCOGBAUQ5jXb8+cu0JE+DuuyP37dIFjjgCvv3teBn9+hVl6Bv64guYMqWyN++FF+Dzz+NYz56w556R5I0YEYl58+Y5ffoSH+p5JHCAu5+Sun08sKu7n5lxzjlEG32NmQ0HbgG+7u7rU8fLgAeB/d397bqeMxdt5IUXwjXXxEevJUxERIqT5viJSP6sXx9/CVZNCKEyievaNfd/KbrDu+9GApjeXnmlMhHt2rWyRzC9bbFFbmNooDVrYn3BCXc6/77/Uz5d2YoVdKRzZ9h555gKl94GDUq4V7CiorIn7/nnYw3LdHXasrLKJG/EiIJkriWe+A0HLnP3/0ndvhDA3X+dcc5bRHL4fur2fGA3d19sZr2Bp4CT3P0/2TxnLtrIww6DOXPgrbca9DAiIpJHmuMnIvnTrFnlMM9CMoOtt45t9OjYt3Zt/FWamQxecUUkpxDnlpfHqut9+0aCkr4sxIS7zz6DuXP/u7WcO5cD5s7lgDlzYOVnuBmfbbk9szvuwgvvlfPQy7vw568Gs4o2tGgRyd/gwZVJ4c47V46EzamKiigSlN6mTo2/+KFyHum550aSN3x49M5KfUwBtjWzbYCFwBjg2CrnvAeMBMab2Q5AG6DCzLoA/yCqfGaV9OXKrFmxbKiIiJQm9fiJSOO2cmX0BKYTwVdfjaIjVddS7NKlMhGsmhT27Rt17Js1q/v5li/fILnbYFuypPI8M+jTB7bdtnJbsSKGT06ZEuVBAW/Rgs96f515XXZh8tpdePjjcp6u+DpraQnEQ2T2DA4eHPltNqGyfn1UoMlM8qZNg4ULK89JP8Eee0Si941v/HdZkLVr4+V+/nn127Jl1e8//3wYOTKL+GpRyj1+AGZ2EHAdsVTDre5+hZn9Apjq7g+mKnneBHQgCr38P3d/3MwuBi4E5mY83P7uvri252toG7lmDbRrF9U8//d/N/lhREQkzzTUU0Qk07p1kVi9+24kgenLzOuffbbhfVq2jCQoMzns0yfmHmYmdx99tOH9evXaMLlLbwMG1LyuonskX1OmRG9b+nLp0jjcpg3LthnM/K7lvLR+Fx6tKOfR+dux1mMeXceOUVimRYvIL5s1gzZ8xYCv3mLbL6YxcOU0tl05jQErX6f9uuXxllhz3mu/A+90Gsw7nQfzTpchvNtlZ1a22Rz3ygQvM5nLZnqnWcTTqVPldsklcOCB9frEqnnc0k78Cq2hbeScObDddnD77XDCCTkMTEREckpDPUVEMjVvHgVIevaMoYrV+fzzDRPBzOTwySfhww8rh5D26BHJ3IEHbpjcfe1rUeW0vsygd+/YDjss9rlH79yUKdiUKXSZOpWhr9zG0JW/5zTAO3Rg+cBvsGDzcqawC+98vjlbfz6dbZZNo//n0+izciYtfC0AXzTvwNvtd+afW5zInPaDmdN2MPPblvEVbVi/Pl6WfwXrM15ip04xXbN//w2TuNq2zp3j5WfV+yhFbdasuFRFTxGR0qXET0SkOp06wde/Hlt11qyJKqhduhRmXUGz6CUcMADGjIl969bFX+RTp2JTptBpyhR2euZGdlq9uvJ+vXrBXoNh8CH/HQvarn9/dmzWjB3zH7U0EunEb7vtko1DREQ2nRI/EZFN0bJlDPdMUvPmUVGzrAxOPDH2rV4d6+ktXRrLKBRZJVMpTUceGaOcO3dOOhIREdlUSvxERBqTVq1g6NCko5BGpn//2EREpHRp5oWIiIiIiEgjp8RPRERERESkkVPiJyIiIiIi0sgp8RMREREREWnklPiJiIiIiIg0ckr8REREREREGjklfiIiIiIiIo2cEj8REREREZFGTomfiIiIiIhII2funnQMOWFmFcC7OXiobsCSHDxOUhR/shR/shR/sgoZfz93716g5yp5OWoj9f1MluJPluJPXqm/hkLFX2P72GgSv1wxs6nuXp50HJtK8SdL8SdL8Ser1OOX2pX656v4k6X4k1Xq8UPpv4ZiiF9DPUVERERERBo5JX4iIiIiIiKNnBK/jY1LOoAGUvzJUvzJUvzJKvX4pXal/vkq/mQp/mSVevxQ+q8h8fg1x09ERERERKSRU4+fiIiIiIhII9ckEz8zO8DMZpvZPDO7oJrjrc3s7tTxl8xs68JHWTMz62NmT5vZDDN7y8x+XM05e5vZMjObltouSSLWmpjZAjN7IxXb1GqOm5ndkPoMppvZ0CTirI6ZbZfxvk4zs8/N7Owq5xTV+29mt5rZYjN7M2PfZmb2LzObm7rsWsN9T0ydM9fMTixc1BvEUF38V5vZrNT3Y5KZdanhvrV+1wqhhvgvM7OFGd+Rg2q4b63/XxVCDfHfnRH7AjObVsN9E3//pX5KuY1U+5isUmwfUzGVbBtZ6u1jKo6SbSNLrn109ya1Ac2Bt4H+QCvgdWBQlXNOB/6Uuj4GuDvpuKvEtxUwNHW9IzCnmtewN/Bw0rHW8hoWAN1qOX4Q8ChgwG7AS0nHXMv36SNizZSiff+BbwJDgTcz9v0GuCB1/QLgqmrutxkwP3XZNXW9a5HEvz/QInX9quriz+a7lmD8lwE/zeL7Vev/V0nFX+X4NcAlxfr+a6vXZ13SbaTax+LZSqV9TMVUsm1kqbePtbyGkmgjS619bIo9fsOAee4+391XA3cBh1Y551Dg9tT1e4GRZmYFjLFW7r7I3V9NXV8OzAR6JRtVzh0K/MXDi0AXM9sq6aCqMRJ4290bujByXrn7s8CnVXZnfs9vB0ZVc9f/Af7l7p+6+1LgX8ABeQu0BtXF7+6Pu/va1M0Xgd6FjitbNbz/2cjm/6u8qy3+1P+No4EJBQ1K8qWk20i1j0WlJNpHKO02stTbRyjtNrLU2semmPj1At7PuP0BGzcK/z0n9Q9nGbB5QaKrp9QQmyHAS9UcHm5mr5vZo2ZWVtDA6ubA42b2ipmdWs3xbD6nYjCGmv9BF/P7D9DD3Relrn8E9KjmnFL5HL5H/AJenbq+a0k6MzUU59YahhGVwvu/J/Cxu8+t4Xgxv/+ysUbTRqp9TFwpt4/QeNrIUm0fofTbyKJrH5ti4tdomFkH4D7gbHf/vMrhV4nhFTsDNwIPFDq+Ooxw96HAgcAZZvbNpAOqLzNrBRwC3FPN4WJ//zfgMeagJEv8mtnPgLXA32o4pVi/a38EBgCDgUXEcJBSdAy1/5pZrO+/NGJqH5PVmNpHKN02soTbR2gcbWTRtY9NMfFbCPTJuN07ta/ac8ysBdAZ+KQg0WXJzFoSjdrf3P3+qsfd/XN3X5G6/gjQ0sy6FTjMGrn7wtTlYmAS0V2fKZvPKWkHAq+6+8dVDxT7+5/ycXp4UOpycTXnFPXnYGbfBQ4Gjks1zBvJ4ruWCHf/2N3Xuft64Caqj6vY3/8WwOHA3TWdU6zvv9So5NtItY9FodTbRyjxNrKU20co/TayWNvHppj4TQG2NbNtUr9IjQEerHLOg0C6MtORwFM1/aNJQmrM8C3ATHf/XQ3nbJmec2Fmw4jPuigaZjNrb2Yd09eJSchvVjntQeAEC7sByzKGXBSLGn/JKeb3P0Pm9/xE4O/VnPMYsL+ZdU0Ns9g/tS9xZnYA8P+AQ9z9ixrOyea7logqc3IOo/q4svn/Kkn7AbPc/YPqDhbz+y81Kuk2Uu1j0Sj19hFKuI0s9fYRGkUbWZztY7ZVYBrTRlTEmkNUAvpZat8viH8gAG2I4QnzgJeB/knHXCX+EcSQg+nAtNR2EPBD4Iepc84E3iIqHL0I7J503Bnx90/F9XoqxvRnkBm/AX9IfUZvAOVJx13lNbQnGqrOGfuK9v0nGuBFwBpiDPzJxJycJ4G5wBPAZqlzy4GbM+77vdS/hXnASUUU/zxibH/630C6ymBP4JHavmtFEv9fU9/t6URDtVXV+FO3N/r/qhjiT+0fn/7OZ5xbdO+/tnp/3iXbRqL2MfGNEmsfUzGVbBtZQ+wl0z7W8hpKoo2sLvbU/vEUYftoqScXERERERGRRqopDvUUERERERFpUpT4iYiIiIiINHJK/ERERERERBo5JX4iIiIiIiKNnBI/ERERERGRRk6Jn0gRMLN1ZjYtY7sgh4+9tZkVzdo8IiIi9aE2UiQ3WiQdgIgA8KW7D046CBERkSKkNlIkB9TjJ1LEzGyBmf3GzN4ws5fN7Gup/Vub2VNmNt3MnjSzvqn9Pcxskpm9ntp2Tz1UczO7yczeMrPHzaxtYi9KREQkB9RGitSPEj+R4tC2yjCWozOOLXP3HYHfA9el9t0I3O7uOwF/A25I7b8BeMbddwaGAm+l9m8L/MHdy4DPgCPy/HpERERyRW2kSA6Yuycdg0iTZ2Yr3L1DNfsXAPu6+3wzawl85O6bm9kSYCt3X5Pav8jdu5lZBdDb3VdlPMbWwL/cfdvU7fOBlu7+q/y/MhERkYZRGymSG+rxEyl+XsP1+liVcX0dmt8rIiKNg9pIkSwp8RMpfkdnXE5OXX8BGJO6fhzwXOr6k8BpAGbW3Mw6FypIERGRBKiNFMmSftEQKQ5tzWxaxu1/unu6XHVXM5tO/CJ5TGrfWcBtZnYeUAGclNr/Y2CcmZ1M/Gp5GrAo79GLiIjkj9pIkRzQHD+RIpaav1Du7kuSjkVERKSYqI0UqR8N9RQREREREWnk1OMnIiIiIiLSyKnHT0REREREpJFT4iciIiIiItLIKfETERERERFp5JT4iYiIiIiINHJK/ERERERERBo5JX4iIiIiIiKN3P8HAkcIbvB4r1MAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1080x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "history_VGG = model_VGG.fit(train_generator_basic,\n",
    "                            validation_data = val_generator,\n",
    "                            epochs = epochs,\n",
    "                            callbacks = callbacks_VGG)\n",
    "\n",
    "# Performance evaluation\n",
    "performance(history_VGG)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "5_6cisSFF_y2"
   },
   "source": [
    "### Testing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 221
    },
    "colab_type": "code",
    "id": "Zs4PrxGZ9JL1",
    "outputId": "21ccb710-0d0b-43b3-fc8d-6ea9c0d53fd2"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test accuracy = 0.93275 \n",
      "\n",
      "\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "  Uninfected     0.9107    0.9605    0.9349      4025\n",
      " Parasitized     0.9577    0.9047    0.9304      3975\n",
      "\n",
      "    accuracy                         0.9327      8000\n",
      "   macro avg     0.9342    0.9326    0.9327      8000\n",
      "weighted avg     0.9340    0.9327    0.9327      8000\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# Predict and Evaluate\n",
    "y_predict_VGG = (model_VGG.predict(test_generator) > 0.5).astype(\"int32\").reshape(-1)\n",
    "accuracy_VGG = np.sum(y_predict_VGG == y_test) / np.size(y_predict_VGG)\n",
    "print(\"Test accuracy = {}\".format(accuracy_VGG), '\\n\\n')\n",
    "\n",
    "# Classification report\n",
    "print(sklearn.metrics.classification_report(y_test, y_predict_VGG, target_names = ['Uninfected', 'Parasitized'], digits = 4))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "xuwIrGTKEDPA"
   },
   "source": [
    "## Transfer Learning (Fine-Tuned VGG-19)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "3iNbvMEQbEkL"
   },
   "source": [
    "### Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 391
    },
    "colab_type": "code",
    "id": "cBAsWuVEFWcr",
    "outputId": "8311efed-7d78-4fdf-a530-b5a533407daa"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"sequential_2\"\n",
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "vgg19 (Functional)           (None, 3, 3, 512)         20024384  \n",
      "_________________________________________________________________\n",
      "flatten_2 (Flatten)          (None, 4608)              0         \n",
      "_________________________________________________________________\n",
      "dense_6 (Dense)              (None, 512)               2359808   \n",
      "_________________________________________________________________\n",
      "dropout_4 (Dropout)          (None, 512)               0         \n",
      "_________________________________________________________________\n",
      "dense_7 (Dense)              (None, 512)               262656    \n",
      "_________________________________________________________________\n",
      "dropout_5 (Dropout)          (None, 512)               0         \n",
      "_________________________________________________________________\n",
      "dense_8 (Dense)              (None, 1)                 513       \n",
      "=================================================================\n",
      "Total params: 22,647,361\n",
      "Trainable params: 6,458,113\n",
      "Non-trainable params: 16,189,248\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "# Creating a fine-tuned transfer learning model using VGG-19\n",
    "def define_model_ftVGG(img_size):\n",
    "\n",
    "    vgg = tf.keras.applications.vgg19.VGG19(include_top = False, weights = 'imagenet', input_shape = (img_size, img_size, 3))\n",
    "\n",
    "    # Freezing the layers of VGG-19 except few\n",
    "    for layer in vgg.layers:\n",
    "        if layer.name in ['block3_conv1', 'block4_conv1', 'block5_conv1']:\n",
    "            layer.trainable = True\n",
    "        else:\n",
    "            layer.trainable = False\n",
    "\n",
    "    model = K.models.Sequential()\n",
    "\n",
    "    model.add(vgg)\n",
    "\n",
    "    model.add(K.layers.Flatten())\n",
    "    model.add(K.layers.Dense(512, activation = 'relu'))\n",
    "    model.add(K.layers.Dropout(0.5))\n",
    "    model.add(K.layers.Dense(512, activation = 'relu'))\n",
    "    model.add(K.layers.Dropout(0.5))\n",
    "    model.add(K.layers.Dense(1, activation = 'sigmoid'))\n",
    "\n",
    "    model.compile(optimizer = 'adam', loss = 'binary_crossentropy', metrics = ['accuracy'])\n",
    "\n",
    "    return model\n",
    "\n",
    "model_ftVGG = define_model_ftVGG(img_size)\n",
    "model_ftVGG.summary()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "tT_huBEqFcqq"
   },
   "source": [
    "### Callbacks\n",
    "\n",
    "We will create 3 callbacks:\n",
    "\n",
    "\n",
    "1.   **Model Checkpoint**\n",
    "    -    To save the best model.\n",
    "2.   **Early Stopping**\n",
    "    -    To stop the training when validation accuracy starts increasing.\n",
    "3.   **Reduce Learning rate on Plateau**\n",
    "    -    To decrease the learning rate when validation loss stops decreasing."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "44WHTLmzFWcz"
   },
   "outputs": [],
   "source": [
    "callbacks_ftVGG = [K.callbacks.ModelCheckpoint(data_dir + 'model_ftVGG.h5', save_best_only = True),\n",
    "                   K.callbacks.EarlyStopping(monitor = 'val_accuracy', min_delta = 0.00001, patience = 5,\n",
    "                                       verbose = 1, mode = 'auto'),\n",
    "                   K.callbacks.ReduceLROnPlateau(monitor = 'val_loss', factor = 0.1, patience = 2,\n",
    "                                           mode = 'auto', min_lr = 0.000001)]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "qzTCzld7FyWL"
   },
   "source": [
    "### Training"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "colab_type": "code",
    "id": "ZS3pCXnjFWc6",
    "outputId": "8d447823-2959-4e5a-b188-6e6eb68ac578"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/50\n",
      "138/138 [==============================] - 29s 207ms/step - loss: 0.4655 - accuracy: 0.7296 - val_loss: 0.1552 - val_accuracy: 0.9540\n",
      "Epoch 2/50\n",
      "138/138 [==============================] - 28s 202ms/step - loss: 0.1595 - accuracy: 0.9501 - val_loss: 0.1344 - val_accuracy: 0.9555\n",
      "Epoch 3/50\n",
      "138/138 [==============================] - 28s 203ms/step - loss: 0.1453 - accuracy: 0.9550 - val_loss: 0.1342 - val_accuracy: 0.9570\n",
      "Epoch 4/50\n",
      "138/138 [==============================] - 28s 201ms/step - loss: 0.1372 - accuracy: 0.9565 - val_loss: 0.1290 - val_accuracy: 0.9560\n",
      "Epoch 5/50\n",
      "138/138 [==============================] - 27s 199ms/step - loss: 0.1334 - accuracy: 0.9573 - val_loss: 0.1287 - val_accuracy: 0.9570\n",
      "Epoch 6/50\n",
      "138/138 [==============================] - 27s 199ms/step - loss: 0.1308 - accuracy: 0.9574 - val_loss: 0.1211 - val_accuracy: 0.9580\n",
      "Epoch 7/50\n",
      "138/138 [==============================] - 27s 198ms/step - loss: 0.1259 - accuracy: 0.9584 - val_loss: 0.1206 - val_accuracy: 0.9595\n",
      "Epoch 8/50\n",
      "138/138 [==============================] - 28s 203ms/step - loss: 0.1205 - accuracy: 0.9602 - val_loss: 0.1206 - val_accuracy: 0.9590\n",
      "Epoch 9/50\n",
      "138/138 [==============================] - 27s 197ms/step - loss: 0.1160 - accuracy: 0.9616 - val_loss: 0.1131 - val_accuracy: 0.9615\n",
      "Epoch 10/50\n",
      "138/138 [==============================] - 27s 196ms/step - loss: 0.1122 - accuracy: 0.9620 - val_loss: 0.1304 - val_accuracy: 0.9535\n",
      "Epoch 11/50\n",
      "138/138 [==============================] - 27s 198ms/step - loss: 0.1095 - accuracy: 0.9625 - val_loss: 0.1111 - val_accuracy: 0.9600\n",
      "Epoch 12/50\n",
      "138/138 [==============================] - 28s 202ms/step - loss: 0.1038 - accuracy: 0.9648 - val_loss: 0.1174 - val_accuracy: 0.9615\n",
      "Epoch 13/50\n",
      "138/138 [==============================] - 27s 195ms/step - loss: 0.1014 - accuracy: 0.9669 - val_loss: 0.1126 - val_accuracy: 0.9570\n",
      "Epoch 14/50\n",
      "138/138 [==============================] - 27s 195ms/step - loss: 0.0800 - accuracy: 0.9716 - val_loss: 0.1089 - val_accuracy: 0.9620\n",
      "Epoch 15/50\n",
      "138/138 [==============================] - 27s 195ms/step - loss: 0.0740 - accuracy: 0.9736 - val_loss: 0.1102 - val_accuracy: 0.9605\n",
      "Epoch 16/50\n",
      "138/138 [==============================] - 27s 194ms/step - loss: 0.0715 - accuracy: 0.9745 - val_loss: 0.1130 - val_accuracy: 0.9610\n",
      "Epoch 17/50\n",
      "138/138 [==============================] - 27s 194ms/step - loss: 0.0672 - accuracy: 0.9761 - val_loss: 0.1124 - val_accuracy: 0.9620\n",
      "Epoch 18/50\n",
      "138/138 [==============================] - 27s 194ms/step - loss: 0.0669 - accuracy: 0.9761 - val_loss: 0.1125 - val_accuracy: 0.9630\n",
      "Epoch 19/50\n",
      "138/138 [==============================] - 27s 195ms/step - loss: 0.0662 - accuracy: 0.9763 - val_loss: 0.1125 - val_accuracy: 0.9630\n",
      "Epoch 20/50\n",
      "138/138 [==============================] - 27s 197ms/step - loss: 0.0667 - accuracy: 0.9763 - val_loss: 0.1124 - val_accuracy: 0.9635\n",
      "Epoch 21/50\n",
      "138/138 [==============================] - 27s 199ms/step - loss: 0.0657 - accuracy: 0.9765 - val_loss: 0.1125 - val_accuracy: 0.9635\n",
      "Epoch 22/50\n",
      "138/138 [==============================] - 27s 198ms/step - loss: 0.0663 - accuracy: 0.9767 - val_loss: 0.1125 - val_accuracy: 0.9635\n",
      "Epoch 23/50\n",
      "138/138 [==============================] - 27s 198ms/step - loss: 0.0665 - accuracy: 0.9763 - val_loss: 0.1125 - val_accuracy: 0.9635\n",
      "Epoch 24/50\n",
      "138/138 [==============================] - 27s 195ms/step - loss: 0.0660 - accuracy: 0.9766 - val_loss: 0.1126 - val_accuracy: 0.9635\n",
      "Epoch 25/50\n",
      "138/138 [==============================] - 27s 195ms/step - loss: 0.0656 - accuracy: 0.9768 - val_loss: 0.1126 - val_accuracy: 0.9635\n",
      "Epoch 00025: early stopping\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1080x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "history_ftVGG = model_ftVGG.fit(train_generator_basic,\n",
    "                                validation_data = val_generator,\n",
    "                                epochs = epochs,\n",
    "                                callbacks = callbacks_ftVGG)\n",
    "\n",
    "# Performance evaluation\n",
    "performance(history_ftVGG)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "DTdvpP9XF6YY"
   },
   "source": [
    "### Testing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 221
    },
    "colab_type": "code",
    "id": "BvbfcrhRFWc-",
    "outputId": "1419666a-5a32-4cd3-f95d-7c6a062973a1"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test accuracy = 0.966 \n",
      "\n",
      "\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "  Uninfected     0.9614    0.9714    0.9664      4025\n",
      " Parasitized     0.9708    0.9605    0.9656      3975\n",
      "\n",
      "    accuracy                         0.9660      8000\n",
      "   macro avg     0.9661    0.9660    0.9660      8000\n",
      "weighted avg     0.9660    0.9660    0.9660      8000\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# Predict and Evaluate\n",
    "y_predict_ftVGG = (model_ftVGG.predict(test_generator) > 0.5).astype(\"int32\").reshape(-1)\n",
    "accuracy_ftVGG = np.sum(y_predict_ftVGG == y_test) / np.size(y_predict_ftVGG)\n",
    "print(\"Test accuracy = {}\".format(accuracy_ftVGG), '\\n\\n')\n",
    "\n",
    "# Classification report\n",
    "print(sklearn.metrics.classification_report(y_test, y_predict_ftVGG, target_names = ['Uninfected', 'Parasitized'], digits = 4))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "0GKI-1clJpol"
   },
   "source": [
    "## Data Augmentation with Transfer Learning (Fine-Tuned VGG-19)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "-Wk1jybFGzU7"
   },
   "source": [
    "### Augmented Data Generator\n",
    "\n",
    "We will not augment our validation data as we should always try keeping validation and testing data as similar as possible for better results."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 51
    },
    "colab_type": "code",
    "id": "Hb7MPvEagRSc",
    "outputId": "d1978a8a-a80c-4518-8429-441e3195265d"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Found 17558 images belonging to 2 classes.\n",
      "{'Uninfected': 0, 'Parasitized': 1}\n"
     ]
    }
   ],
   "source": [
    "# Creating an augmented training data generator\n",
    "train_datagen_aug = K.preprocessing.image.ImageDataGenerator(rescale = 1./255,\n",
    "                                                             zoom_range = 0.05,\n",
    "                                                             rotation_range = 25,\n",
    "                                                             width_shift_range = 0.05,\n",
    "                                                             height_shift_range = 0.05,\n",
    "                                                             shear_range = 0.05,\n",
    "                                                             horizontal_flip = True,\n",
    "                                                             vertical_flip = True,\n",
    "                                                             fill_mode = 'nearest')\n",
    "train_generator_aug = train_datagen_aug.flow_from_directory(data_dir + 'train',\n",
    "                                                            classes = {'Uninfected': 0, 'Parasitized': 1},\n",
    "                                                            target_size = (img_size, img_size),\n",
    "                                                            batch_size = batch_size,\n",
    "                                                            class_mode = 'binary')\n",
    "print(train_generator_aug.class_indices)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "zlgG82cqbKt3"
   },
   "source": [
    "### Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 391
    },
    "colab_type": "code",
    "id": "nAFF7olYJ6iv",
    "outputId": "b2803a76-bcd2-41ff-e7fc-90f34c87a8f1"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"sequential_4\"\n",
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "vgg19 (Functional)           (None, 3, 3, 512)         20024384  \n",
      "_________________________________________________________________\n",
      "flatten_4 (Flatten)          (None, 4608)              0         \n",
      "_________________________________________________________________\n",
      "dense_12 (Dense)             (None, 512)               2359808   \n",
      "_________________________________________________________________\n",
      "dropout_8 (Dropout)          (None, 512)               0         \n",
      "_________________________________________________________________\n",
      "dense_13 (Dense)             (None, 512)               262656    \n",
      "_________________________________________________________________\n",
      "dropout_9 (Dropout)          (None, 512)               0         \n",
      "_________________________________________________________________\n",
      "dense_14 (Dense)             (None, 1)                 513       \n",
      "=================================================================\n",
      "Total params: 22,647,361\n",
      "Trainable params: 6,458,113\n",
      "Non-trainable params: 16,189,248\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "# Creating the same fine-tuned VGG-19 model\n",
    "model_ftVGG_aug = define_model_ftVGG(img_size)\n",
    "model_ftVGG_aug.summary()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "OWwJAOKOFgu_"
   },
   "source": [
    "### Callbacks\n",
    "\n",
    "We will create 3 callbacks:\n",
    "\n",
    "\n",
    "1.   **Model Checkpoint**\n",
    "    -    To save the best model.\n",
    "2.   **Early Stopping**\n",
    "    -    To stop the training when validation accuracy starts increasing.\n",
    "3.   **Reduce Learning rate on Plateau**\n",
    "    -    To decrease the learning rate when validation loss stops decreasing."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "oqfvWNiBLe4N"
   },
   "outputs": [],
   "source": [
    "callbacks_ftVGG_aug = [K.callbacks.ModelCheckpoint(data_dir + 'model_ftVGG_aug.h5', save_best_only = True),\n",
    "                       K.callbacks.EarlyStopping(monitor = 'val_accuracy', min_delta = 0.00001, patience = 5,\n",
    "                                       verbose = 1, mode = 'auto'),\n",
    "                       K.callbacks.ReduceLROnPlateau(monitor = 'val_loss', factor = 0.1, patience = 2,\n",
    "                                           mode = 'auto', min_lr = 0.000001)]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "G17tVSEfF0j5"
   },
   "source": [
    "### Training"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "colab_type": "code",
    "id": "1QFfCjZQLe4W",
    "outputId": "ad52d3e0-bd87-4de7-88dd-bd59946787f5"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/50\n",
      "138/138 [==============================] - 84s 612ms/step - loss: 0.3888 - accuracy: 0.7983 - val_loss: 0.1596 - val_accuracy: 0.9505\n",
      "Epoch 2/50\n",
      "138/138 [==============================] - 84s 609ms/step - loss: 0.1656 - accuracy: 0.9505 - val_loss: 0.1564 - val_accuracy: 0.9535\n",
      "Epoch 3/50\n",
      "138/138 [==============================] - 85s 618ms/step - loss: 0.1522 - accuracy: 0.9539 - val_loss: 0.1363 - val_accuracy: 0.9590\n",
      "Epoch 4/50\n",
      "138/138 [==============================] - 84s 610ms/step - loss: 0.1494 - accuracy: 0.9531 - val_loss: 0.1624 - val_accuracy: 0.9530\n",
      "Epoch 5/50\n",
      "138/138 [==============================] - 83s 604ms/step - loss: 0.1453 - accuracy: 0.9548 - val_loss: 0.1254 - val_accuracy: 0.9595\n",
      "Epoch 6/50\n",
      "138/138 [==============================] - 82s 592ms/step - loss: 0.1386 - accuracy: 0.9551 - val_loss: 0.1184 - val_accuracy: 0.9630\n",
      "Epoch 7/50\n",
      "138/138 [==============================] - 82s 591ms/step - loss: 0.1409 - accuracy: 0.9555 - val_loss: 0.1170 - val_accuracy: 0.9620\n",
      "Epoch 8/50\n",
      "138/138 [==============================] - 81s 586ms/step - loss: 0.1300 - accuracy: 0.9579 - val_loss: 0.1119 - val_accuracy: 0.9625\n",
      "Epoch 9/50\n",
      "138/138 [==============================] - 80s 578ms/step - loss: 0.1270 - accuracy: 0.9590 - val_loss: 0.1140 - val_accuracy: 0.9625\n",
      "Epoch 10/50\n",
      "138/138 [==============================] - 80s 578ms/step - loss: 0.1228 - accuracy: 0.9593 - val_loss: 0.1138 - val_accuracy: 0.9625\n",
      "Epoch 11/50\n",
      "138/138 [==============================] - 79s 575ms/step - loss: 0.1154 - accuracy: 0.9611 - val_loss: 0.0996 - val_accuracy: 0.9665\n",
      "Epoch 12/50\n",
      "138/138 [==============================] - 80s 580ms/step - loss: 0.1110 - accuracy: 0.9608 - val_loss: 0.1000 - val_accuracy: 0.9660\n",
      "Epoch 13/50\n",
      "138/138 [==============================] - 80s 579ms/step - loss: 0.1100 - accuracy: 0.9627 - val_loss: 0.0974 - val_accuracy: 0.9670\n",
      "Epoch 14/50\n",
      "138/138 [==============================] - 81s 587ms/step - loss: 0.1107 - accuracy: 0.9619 - val_loss: 0.0969 - val_accuracy: 0.9680\n",
      "Epoch 15/50\n",
      "138/138 [==============================] - 81s 584ms/step - loss: 0.1063 - accuracy: 0.9619 - val_loss: 0.0956 - val_accuracy: 0.9675\n",
      "Epoch 16/50\n",
      "138/138 [==============================] - 80s 578ms/step - loss: 0.1058 - accuracy: 0.9632 - val_loss: 0.0944 - val_accuracy: 0.9675\n",
      "Epoch 17/50\n",
      "138/138 [==============================] - 80s 583ms/step - loss: 0.1036 - accuracy: 0.9641 - val_loss: 0.0936 - val_accuracy: 0.9685\n",
      "Epoch 18/50\n",
      "138/138 [==============================] - 81s 588ms/step - loss: 0.1037 - accuracy: 0.9630 - val_loss: 0.0900 - val_accuracy: 0.9715\n",
      "Epoch 19/50\n",
      "138/138 [==============================] - 81s 585ms/step - loss: 0.1039 - accuracy: 0.9642 - val_loss: 0.0891 - val_accuracy: 0.9710\n",
      "Epoch 20/50\n",
      "138/138 [==============================] - 80s 580ms/step - loss: 0.1029 - accuracy: 0.9643 - val_loss: 0.0904 - val_accuracy: 0.9715\n",
      "Epoch 21/50\n",
      "138/138 [==============================] - 80s 578ms/step - loss: 0.1023 - accuracy: 0.9658 - val_loss: 0.0899 - val_accuracy: 0.9710\n",
      "Epoch 22/50\n",
      "138/138 [==============================] - 80s 578ms/step - loss: 0.1002 - accuracy: 0.9650 - val_loss: 0.0888 - val_accuracy: 0.9710\n",
      "Epoch 23/50\n",
      "138/138 [==============================] - 80s 583ms/step - loss: 0.0984 - accuracy: 0.9648 - val_loss: 0.0882 - val_accuracy: 0.9720\n",
      "Epoch 24/50\n",
      "138/138 [==============================] - 79s 573ms/step - loss: 0.0991 - accuracy: 0.9647 - val_loss: 0.0888 - val_accuracy: 0.9700\n",
      "Epoch 25/50\n",
      "138/138 [==============================] - 79s 574ms/step - loss: 0.0962 - accuracy: 0.9657 - val_loss: 0.0880 - val_accuracy: 0.9720\n",
      "Epoch 26/50\n",
      "138/138 [==============================] - 80s 579ms/step - loss: 0.0995 - accuracy: 0.9655 - val_loss: 0.0878 - val_accuracy: 0.9705\n",
      "Epoch 27/50\n",
      "138/138 [==============================] - 81s 590ms/step - loss: 0.0969 - accuracy: 0.9669 - val_loss: 0.0878 - val_accuracy: 0.9710\n",
      "Epoch 28/50\n",
      "138/138 [==============================] - 83s 599ms/step - loss: 0.0979 - accuracy: 0.9657 - val_loss: 0.0881 - val_accuracy: 0.9720\n",
      "Epoch 00028: early stopping\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "history_ftVGG_aug = model_ftVGG_aug.fit(train_generator_aug,\n",
    "                                        validation_data = val_generator,\n",
    "                                        epochs = epochs,\n",
    "                                        callbacks = callbacks_ftVGG_aug)\n",
    "\n",
    "# Performance evaluation\n",
    "performance(history_ftVGG_aug)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "USw5oIhVF3ES"
   },
   "source": [
    "### Testing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 221
    },
    "colab_type": "code",
    "id": "hHx09RJiLe4b",
    "outputId": "e5d14369-93da-4e6b-98a3-2690a51e0457"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test accuracy = 0.967625 \n",
      "\n",
      "\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "  Uninfected     0.9640    0.9719    0.9680      4025\n",
      " Parasitized     0.9713    0.9633    0.9673      3975\n",
      "\n",
      "    accuracy                         0.9676      8000\n",
      "   macro avg     0.9677    0.9676    0.9676      8000\n",
      "weighted avg     0.9677    0.9676    0.9676      8000\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# Predict and Evaluate\n",
    "y_predict_ftVGG_aug = (model_ftVGG_aug.predict(test_generator) > 0.5).astype(\"int32\").reshape(-1)\n",
    "accuracy_ftVGG_aug = np.sum(y_predict_ftVGG_aug == y_test) / np.size(y_predict_ftVGG_aug)\n",
    "print(\"Test accuracy = {}\".format(accuracy_ftVGG_aug), '\\n\\n')\n",
    "\n",
    "# Classification report\n",
    "print(sklearn.metrics.classification_report(y_test, y_predict_ftVGG_aug, target_names = ['Uninfected', 'Parasitized'], digits = 4))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "AyA5LfADkhq7"
   },
   "source": [
    "## Ensembling Models"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "KYYcF9V-Hcty"
   },
   "source": [
    "Here, we will ensemble 2 models:\n",
    "\n",
    "\n",
    "1.   Fine-tuned transfer learning model (VGG-19) **without** augmented data generator.\n",
    "2.   Fine-tuned transfer learning model (VGG-19) **with** augmented data generator.\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "O2wAz73iH_3U"
   },
   "source": [
    "Since we have already trained both the models, there is no need to train the models again. Thus, we will diectly test the ensembled model."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "XPe2W4DZIRk7"
   },
   "source": [
    "### Testing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 221
    },
    "colab_type": "code",
    "id": "PUqe3UzcJ6eG",
    "outputId": "b21da358-0212-4515-8329-e0940dcbcf76"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test accuracy = 0.968125 \n",
      "\n",
      "\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "  Uninfected     0.9558    0.9821    0.9688      4025\n",
      " Parasitized     0.9814    0.9540    0.9675      3975\n",
      "\n",
      "    accuracy                         0.9681      8000\n",
      "   macro avg     0.9686    0.9680    0.9681      8000\n",
      "weighted avg     0.9685    0.9681    0.9681      8000\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# Predict and Evaluate\n",
    "y_predict_ensemble = (((model_ftVGG_aug.predict(test_generator) > 0.5).astype(\"int32\").reshape(-1) + \n",
    "                       (model_ftVGG.predict(test_generator) > 0.5).astype(\"int32\").reshape(-1))/2).astype(\"int32\")\n",
    "accuracy_ensemble = np.sum(y_predict_ensemble == y_test) / np.size(y_predict_ensemble)\n",
    "print(\"Test accuracy = {}\".format(accuracy_ensemble), '\\n\\n')\n",
    "\n",
    "# Classification report\n",
    "print(sklearn.metrics.classification_report(y_test, y_predict_ensemble, target_names = ['Uninfected', 'Parasitized'], digits = 4))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "hG5wOFsrKAhC"
   },
   "source": [
    "# Inferences"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "1jNJwd2BKEdQ"
   },
   "source": [
    "## Model accuracies\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "LPMha4Rvbpi8"
   },
   "source": [
    "Model accuracies (on test set):\n",
    "\n",
    "    1. Basic CNN                                         (without Data Augmentation)  --  95.9525 %\n",
    "    2. Transfer Learning        (VGG-19)                 (without Data Augmentation)  --  93.2750 %\n",
    "    3. Transfer Learning        (fine-tuned VGG-19)      (without Data Augmentation)  --  96.6000 %\n",
    "    4. Transfer Learning        (fine-tuned VGG-19)      (with Data Augmentation)     --  96.7625 %\n",
    "    5. Ensembling (3) and (4)                                                         --  96.8125 %"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "EwRDhpC7M1X9"
   },
   "source": [
    "Thus, the highest accuracy we got is **96.8125%**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "lY_EmB97NRNY"
   },
   "source": [
    "## Inferences:\n",
    "\n",
    "\n",
    "1.   Shallow network (with just 3 CNN layers) overfits the data very early (in just about 4 epochs), but provides a good accuracy too.\n",
    "2.   Using deeper architecture results in higher accuracy only when we fine-tune the network by training middle layers too.\n",
    "3.   On using data augmentation, we get a little higher accuracy. But it is very beneficial as the validation loss is effectively less compared to non-augmented model. So, it predicts with higher confidence.\n",
    "4.   Ensembling the model makes benefits from both the models. Thus instead of getting the mean accuracy of the two, we get slightly higher accuracy than both the individual models.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "YFRarIoqn2xG"
   },
   "source": [
    "# Saving Models to Drive"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "oetDg24fPt7m"
   },
   "source": [
    "We will save our models on the drive for further uses."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 35
    },
    "colab_type": "code",
    "id": "umGJIusoJ6Yb",
    "outputId": "a470e6dc-4d91-4685-ae63-63a7dbde212f"
   },
   "outputs": [
    {
     "data": {
      "application/vnd.google.colaboratory.intrinsic+json": {
       "type": "string"
      },
      "text/plain": [
       "'gdrive/My Drive/Rahul/ML/Malaria_Detection/model_ftVGG_aug.h5'"
      ]
     },
     "execution_count": 55,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Copying the models to drive\n",
    "for file in os.listdir(data_dir):\n",
    "    if file.endswith('.h5'):\n",
    "        shutil.copyfile(data_dir + file, dataset_location_in_drive + file)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "-YKkRNfSc2kd"
   },
   "source": [
    "# The end"
   ]
  }
 ],
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